From c9e1ed46dce432550abec781d0e837a3a00beee4 Mon Sep 17 00:00:00 2001 From: Arnoldo Leyson Date: Mon, 5 Jul 2021 12:48:23 -0500 Subject: [PATCH 1/3] limpieza de la base de datos --- .../data_description.txt | 523 ++++++ .../sample_submission.csv | 1460 ++++++++++++++++ .../test.csv | 1460 ++++++++++++++++ .../train.csv | 1461 +++++++++++++++++ 4 files changed, 4904 insertions(+) create mode 100644 house-prices-advanced-regression-techniques/data_description.txt create mode 100644 house-prices-advanced-regression-techniques/sample_submission.csv create mode 100644 house-prices-advanced-regression-techniques/test.csv create mode 100644 house-prices-advanced-regression-techniques/train.csv diff --git a/house-prices-advanced-regression-techniques/data_description.txt b/house-prices-advanced-regression-techniques/data_description.txt new file mode 100644 index 0000000..cba0710 --- /dev/null +++ b/house-prices-advanced-regression-techniques/data_description.txt @@ -0,0 +1,523 @@ +MSSubClass: Identifies the type of dwelling involved in the sale. + + 20 1-STORY 1946 & NEWER ALL STYLES + 30 1-STORY 1945 & OLDER + 40 1-STORY W/FINISHED ATTIC ALL AGES + 45 1-1/2 STORY - UNFINISHED ALL AGES + 50 1-1/2 STORY FINISHED ALL AGES + 60 2-STORY 1946 & NEWER + 70 2-STORY 1945 & OLDER + 75 2-1/2 STORY ALL AGES + 80 SPLIT OR MULTI-LEVEL + 85 SPLIT FOYER + 90 DUPLEX - ALL STYLES AND AGES + 120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER + 150 1-1/2 STORY PUD - ALL AGES + 160 2-STORY PUD - 1946 & NEWER + 180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER + 190 2 FAMILY CONVERSION - ALL STYLES AND AGES + +MSZoning: Identifies the general zoning classification of the sale. + + A Agriculture + C Commercial + FV Floating Village Residential + I Industrial + RH Residential High Density + RL Residential Low Density + RP Residential Low Density Park + RM Residential Medium Density + +LotFrontage: Linear feet of street connected to property + +LotArea: Lot size in square feet + +Street: Type of road access to property + + Grvl Gravel + Pave Paved + +Alley: Type of alley access to property + + Grvl Gravel + Pave Paved + NA No alley access + +LotShape: General shape of property + + Reg Regular + IR1 Slightly irregular + IR2 Moderately Irregular + IR3 Irregular + +LandContour: Flatness of the property + + Lvl Near Flat/Level + Bnk Banked - Quick and significant rise from street grade to building + HLS Hillside - Significant slope from side to side + Low Depression + +Utilities: Type of utilities available + + AllPub All public Utilities (E,G,W,& S) + NoSewr Electricity, Gas, and Water (Septic Tank) + NoSeWa Electricity and Gas Only + ELO Electricity only + +LotConfig: Lot configuration + + Inside Inside lot + Corner Corner lot + CulDSac Cul-de-sac + FR2 Frontage on 2 sides of property + FR3 Frontage on 3 sides of property + +LandSlope: Slope of property + + Gtl Gentle slope + Mod Moderate Slope + Sev Severe Slope + +Neighborhood: Physical locations within Ames city limits + + Blmngtn Bloomington Heights + Blueste Bluestem + BrDale Briardale + BrkSide Brookside + ClearCr Clear Creek + CollgCr College Creek + Crawfor Crawford + Edwards Edwards + Gilbert Gilbert + IDOTRR Iowa DOT and Rail Road + MeadowV Meadow Village + Mitchel Mitchell + Names North Ames + NoRidge Northridge + NPkVill Northpark Villa + NridgHt Northridge Heights + NWAmes Northwest Ames + OldTown Old Town + SWISU South & West of Iowa State University + Sawyer Sawyer + SawyerW Sawyer West + Somerst Somerset + StoneBr Stone Brook + Timber Timberland + Veenker Veenker + +Condition1: Proximity to various conditions + + Artery Adjacent to arterial street + Feedr Adjacent to feeder street + Norm Normal + RRNn Within 200' of North-South Railroad + RRAn Adjacent to North-South Railroad + PosN Near positive off-site feature--park, greenbelt, etc. + PosA Adjacent to postive off-site feature + RRNe Within 200' of East-West Railroad + RRAe Adjacent to East-West Railroad + +Condition2: Proximity to various conditions (if more than one is present) + + Artery Adjacent to arterial street + Feedr Adjacent to feeder street + Norm Normal + RRNn Within 200' of North-South Railroad + RRAn Adjacent to North-South Railroad + PosN Near positive off-site feature--park, greenbelt, etc. + PosA Adjacent to postive off-site feature + RRNe Within 200' of East-West Railroad + RRAe Adjacent to East-West Railroad + +BldgType: Type of dwelling + + 1Fam Single-family Detached + 2FmCon Two-family Conversion; originally built as one-family dwelling + Duplx Duplex + TwnhsE Townhouse End Unit + TwnhsI Townhouse Inside Unit + +HouseStyle: Style of dwelling + + 1Story One story + 1.5Fin One and one-half story: 2nd level finished + 1.5Unf One and one-half story: 2nd level unfinished + 2Story Two story + 2.5Fin Two and one-half story: 2nd level finished + 2.5Unf Two and one-half story: 2nd level unfinished + SFoyer Split Foyer + SLvl Split Level + +OverallQual: Rates the overall material and finish of the house + + 10 Very Excellent + 9 Excellent + 8 Very Good + 7 Good + 6 Above Average + 5 Average + 4 Below Average + 3 Fair + 2 Poor + 1 Very Poor + +OverallCond: Rates the overall condition of the house + + 10 Very Excellent + 9 Excellent + 8 Very Good + 7 Good + 6 Above Average + 5 Average + 4 Below Average + 3 Fair + 2 Poor + 1 Very Poor + +YearBuilt: Original construction date + +YearRemodAdd: Remodel date (same as construction date if no remodeling or additions) + +RoofStyle: Type of roof + + Flat Flat + Gable Gable + Gambrel Gabrel (Barn) + Hip Hip + Mansard Mansard + Shed Shed + +RoofMatl: Roof material + + ClyTile Clay or Tile + CompShg Standard (Composite) Shingle + Membran Membrane + Metal Metal + Roll Roll + Tar&Grv Gravel & Tar + WdShake Wood Shakes + WdShngl Wood Shingles + +Exterior1st: Exterior covering on house + + AsbShng Asbestos Shingles + AsphShn Asphalt Shingles + BrkComm Brick Common + BrkFace Brick Face + CBlock Cinder Block + CemntBd Cement Board + HdBoard Hard Board + ImStucc Imitation Stucco + MetalSd Metal Siding + Other Other + Plywood Plywood + PreCast PreCast + Stone Stone + Stucco Stucco + VinylSd Vinyl Siding + Wd Sdng Wood Siding + WdShing Wood Shingles + +Exterior2nd: Exterior covering on house (if more than one material) + + AsbShng Asbestos Shingles + AsphShn Asphalt Shingles + BrkComm Brick Common + BrkFace Brick Face + CBlock Cinder Block + CemntBd Cement Board + HdBoard Hard Board + ImStucc Imitation Stucco + MetalSd Metal Siding + Other Other + Plywood Plywood + PreCast PreCast + Stone Stone + Stucco Stucco + VinylSd Vinyl Siding + Wd Sdng Wood Siding + WdShing Wood Shingles + +MasVnrType: Masonry veneer type + + BrkCmn Brick Common + BrkFace Brick Face + CBlock Cinder Block + None None + Stone Stone + +MasVnrArea: Masonry veneer area in square feet + +ExterQual: Evaluates the quality of the material on the exterior + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +ExterCond: Evaluates the present condition of the material on the exterior + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +Foundation: Type of foundation + + BrkTil Brick & Tile + CBlock Cinder Block + PConc Poured Contrete + Slab Slab + Stone Stone + Wood Wood + +BsmtQual: Evaluates the height of the basement + + Ex Excellent (100+ inches) + Gd Good (90-99 inches) + TA Typical (80-89 inches) + Fa Fair (70-79 inches) + Po Poor (<70 inches + NA No Basement + +BsmtCond: Evaluates the general condition of the basement + + Ex Excellent + Gd Good + TA Typical - slight dampness allowed + Fa Fair - dampness or some cracking or settling + Po Poor - Severe cracking, settling, or wetness + NA No Basement + +BsmtExposure: Refers to walkout or garden level walls + + Gd Good Exposure + Av Average Exposure (split levels or foyers typically score average or above) + Mn Mimimum Exposure + No No Exposure + NA No Basement + +BsmtFinType1: Rating of basement finished area + + GLQ Good Living Quarters + ALQ Average Living Quarters + BLQ Below Average Living Quarters + Rec Average Rec Room + LwQ Low Quality + Unf Unfinshed + NA No Basement + +BsmtFinSF1: Type 1 finished square feet + +BsmtFinType2: Rating of basement finished area (if multiple types) + + GLQ Good Living Quarters + ALQ Average Living Quarters + BLQ Below Average Living Quarters + Rec Average Rec Room + LwQ Low Quality + Unf Unfinshed + NA No Basement + +BsmtFinSF2: Type 2 finished square feet + +BsmtUnfSF: Unfinished square feet of basement area + +TotalBsmtSF: Total square feet of basement area + +Heating: Type of heating + + Floor Floor Furnace + GasA Gas forced warm air furnace + GasW Gas hot water or steam heat + Grav Gravity furnace + OthW Hot water or steam heat other than gas + Wall Wall furnace + +HeatingQC: Heating quality and condition + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +CentralAir: Central air conditioning + + N No + Y Yes + +Electrical: Electrical system + + SBrkr Standard Circuit Breakers & Romex + FuseA Fuse Box over 60 AMP and all Romex wiring (Average) + FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair) + FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor) + Mix Mixed + +1stFlrSF: First Floor square feet + +2ndFlrSF: Second floor square feet + +LowQualFinSF: Low quality finished square feet (all floors) + +GrLivArea: Above grade (ground) living area square feet + +BsmtFullBath: Basement full bathrooms + +BsmtHalfBath: Basement half bathrooms + +FullBath: Full bathrooms above grade + +HalfBath: Half baths above grade + +Bedroom: Bedrooms above grade (does NOT include basement bedrooms) + +Kitchen: Kitchens above grade + +KitchenQual: Kitchen quality + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + +TotRmsAbvGrd: Total rooms above grade (does not include bathrooms) + +Functional: Home functionality (Assume typical unless deductions are warranted) + + Typ Typical Functionality + Min1 Minor Deductions 1 + Min2 Minor Deductions 2 + Mod Moderate Deductions + Maj1 Major Deductions 1 + Maj2 Major Deductions 2 + Sev Severely Damaged + Sal Salvage only + +Fireplaces: Number of fireplaces + +FireplaceQu: Fireplace quality + + Ex Excellent - Exceptional Masonry Fireplace + Gd Good - Masonry Fireplace in main level + TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement + Fa Fair - Prefabricated Fireplace in basement + Po Poor - Ben Franklin Stove + NA No Fireplace + +GarageType: Garage location + + 2Types More than one type of garage + Attchd Attached to home + Basment Basement Garage + BuiltIn Built-In (Garage part of house - typically has room above garage) + CarPort Car Port + Detchd Detached from home + NA No Garage + +GarageYrBlt: Year garage was built + +GarageFinish: Interior finish of the garage + + Fin Finished + RFn Rough Finished + Unf Unfinished + NA No Garage + +GarageCars: Size of garage in car capacity + +GarageArea: Size of garage in square feet + +GarageQual: Garage quality + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + NA No Garage + +GarageCond: Garage condition + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + NA No Garage + +PavedDrive: Paved driveway + + Y Paved + P Partial Pavement + N Dirt/Gravel + +WoodDeckSF: Wood deck area in square feet + +OpenPorchSF: Open porch area in square feet + +EnclosedPorch: Enclosed porch area in square feet + +3SsnPorch: Three season porch area in square feet + +ScreenPorch: Screen porch area in square feet + +PoolArea: Pool area in square feet + +PoolQC: Pool quality + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + NA No Pool + +Fence: Fence quality + + GdPrv Good Privacy + MnPrv Minimum Privacy + GdWo Good Wood + MnWw Minimum Wood/Wire + NA No Fence + +MiscFeature: Miscellaneous feature not covered in other categories + + Elev Elevator + Gar2 2nd Garage (if not described in garage section) + Othr Other + Shed Shed (over 100 SF) + TenC Tennis Court + NA None + +MiscVal: $Value of miscellaneous feature + +MoSold: Month Sold (MM) + +YrSold: Year Sold (YYYY) + +SaleType: Type of sale + + WD Warranty Deed - Conventional + CWD Warranty Deed - Cash + VWD Warranty Deed - VA Loan + New Home just constructed and sold + COD Court Officer Deed/Estate + Con Contract 15% Down payment regular terms + ConLw Contract Low Down payment and low interest + ConLI Contract Low Interest + ConLD Contract Low Down + Oth Other + +SaleCondition: Condition of sale + + Normal Normal Sale + Abnorml Abnormal Sale - trade, foreclosure, short sale + AdjLand Adjoining Land Purchase + Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit + Family Sale between family members + Partial Home was not completed when last assessed (associated with New Homes) diff --git a/house-prices-advanced-regression-techniques/sample_submission.csv b/house-prices-advanced-regression-techniques/sample_submission.csv new file mode 100644 index 0000000..a5547c9 --- /dev/null +++ b/house-prices-advanced-regression-techniques/sample_submission.csv @@ -0,0 +1,1460 @@ +Id,SalePrice +1461,169277.0524984 +1462,187758.393988768 +1463,183583.683569555 +1464,179317.47751083 +1465,150730.079976501 +1466,177150.989247307 +1467,172070.659229164 +1468,175110.956519547 +1469,162011.698831665 +1470,160726.247831419 +1471,157933.279456005 +1472,145291.245020389 +1473,159672.017631819 +1474,164167.518301885 +1475,150891.638244053 +1476,179460.96518734 +1477,185034.62891405 +1478,182352.192644656 +1479,183053.458213802 +1480,187823.339254278 +1481,186544.114327568 +1482,158230.77520516 +1483,190552.829321091 +1484,147183.67487199 +1485,185855.300905493 +1486,174350.470676986 +1487,201740.620690863 +1488,162986.378895754 +1489,162330.199085679 +1490,165845.938616539 +1491,180929.622876974 +1492,163481.501519718 +1493,187798.076714233 +1494,198822.198942566 +1495,194868.409899858 +1496,152605.298564403 +1497,147797.702836811 +1498,150521.96899297 +1499,146991.630153739 +1500,150306.307814534 +1501,151164.372534604 +1502,151133.706960953 +1503,156214.042540726 +1504,171992.760735142 +1505,173214.912549738 +1506,192429.187345783 +1507,190878.69508543 +1508,194542.544135519 +1509,191849.439072822 +1510,176363.773907793 +1511,176954.185412429 +1512,176521.216975696 +1513,179436.704810176 +1514,220079.756777048 +1515,175502.918109444 +1516,188321.073833569 +1517,163276.324450004 +1518,185911.366293097 +1519,171392.830997252 +1520,174418.207020775 +1521,179682.709603774 +1522,179423.751581665 +1523,171756.918091777 +1524,166849.638174419 +1525,181122.168676666 +1526,170934.462746566 +1527,159738.292580329 +1528,174445.759557658 +1529,174706.363659627 +1530,164507.672539365 +1531,163602.512172832 +1532,154126.270249525 +1533,171104.853481351 +1534,167735.39270528 +1535,183003.613338104 +1536,172580.381161499 +1537,165407.889104689 +1538,176363.773907793 +1539,175182.950898522 +1540,190757.177789246 +1541,167186.995771991 +1542,167839.376779276 +1543,173912.421165137 +1544,154034.917445551 +1545,156002.955794336 +1546,168173.94329857 +1547,168882.437104132 +1548,168173.94329857 +1549,157580.177551642 +1550,181922.15256011 +1551,155134.227842592 +1552,188885.573319552 +1553,183963.193012381 +1554,161298.762306335 +1555,188613.66763056 +1556,175080.111822945 +1557,174744.400305232 +1558,168175.911336919 +1559,182333.472575006 +1560,158307.206742274 +1561,193053.055502348 +1562,175031.089987177 +1563,160713.294602908 +1564,173186.215014436 +1565,191736.7598055 +1566,170401.630997116 +1567,164626.577880222 +1568,205469.409444832 +1569,209561.784211885 +1570,182271.503072356 +1571,178081.549427793 +1572,178425.956138831 +1573,162015.318511503 +1574,181722.420373045 +1575,156705.730169433 +1576,182902.420342386 +1577,157574.595395085 +1578,184380.739100813 +1579,169364.469225677 +1580,175846.179822063 +1581,189673.295302136 +1582,174401.317715566 +1583,179021.448718583 +1584,189196.845337149 +1585,139647.095720655 +1586,161468.198288911 +1587,171557.32317862 +1588,179447.36804185 +1589,169611.619017694 +1590,172088.872655744 +1591,171190.624128768 +1592,154850.508361878 +1593,158617.655719941 +1594,209258.33693701 +1595,177939.027626751 +1596,194631.100299584 +1597,213618.871562568 +1598,198342.504228533 +1599,138607.971472497 +1600,150778.958976731 +1601,146966.230339786 +1602,162182.59620952 +1603,176825.940961269 +1604,152799.812402444 +1605,180322.322067129 +1606,177508.027228367 +1607,208029.642652019 +1608,181987.282510201 +1609,160172.72797397 +1610,176761.317654248 +1611,176515.497545231 +1612,176270.453065471 +1613,183050.846258475 +1614,150011.102062216 +1615,159270.537808667 +1616,163419.663729346 +1617,163399.983345859 +1618,173364.161505756 +1619,169556.835902417 +1620,183690.595995738 +1621,176980.914909382 +1622,204773.36222471 +1623,174728.655998442 +1624,181873.458244461 +1625,177322.000823979 +1626,193927.939041863 +1627,181715.622732304 +1628,199270.841200324 +1629,177109.589956218 +1630,153909.578271486 +1631,162931.203336223 +1632,166386.7567182 +1633,173719.30379824 +1634,179757.925656704 +1635,179007.601964376 +1636,180370.808623106 +1637,185102.616730563 +1638,198825.563452058 +1639,184294.576009142 +1640,200443.7920562 +1641,181294.784484153 +1642,174354.336267919 +1643,172023.677781517 +1644,181666.922855025 +1645,179024.491269586 +1646,178324.191575907 +1647,184534.676687694 +1648,159397.250378784 +1649,178430.966728182 +1650,177743.799385967 +1651,179395.305519087 +1652,151713.38474815 +1653,151713.38474815 +1654,168434.977996215 +1655,153999.100311019 +1656,164096.097354123 +1657,166335.403036551 +1658,163020.725375757 +1659,155862.510668829 +1660,182760.651095509 +1661,201912.270622883 +1662,185988.233987516 +1663,183778.44888032 +1664,170935.85921771 +1665,184468.908382254 +1666,191569.089663229 +1667,232991.025583822 +1668,180980.721388278 +1669,164279.13048219 +1670,183859.460411109 +1671,185922.465682076 +1672,191742.778119363 +1673,199954.072465842 +1674,180690.274752587 +1675,163099.3096358 +1676,140791.922472443 +1677,166481.86647592 +1678,172080.434496773 +1679,191719.161659178 +1680,160741.098612515 +1681,157829.546854733 +1682,196896.748596341 +1683,159675.423990355 +1684,182084.790901946 +1685,179233.926374487 +1686,155774.270901623 +1687,181354.326716058 +1688,179605.563663918 +1689,181609.34866147 +1690,178221.531623281 +1691,175559.920735795 +1692,200328.822792041 +1693,178630.060559899 +1694,177174.535221728 +1695,172515.687368714 +1696,204032.992922943 +1697,176023.232787689 +1698,202202.073341595 +1699,181734.480075862 +1700,183982.158993126 +1701,188007.94241481 +1702,185922.966763517 +1703,183978.544874918 +1704,177199.618638821 +1705,181878.647956764 +1706,173622.088728263 +1707,180728.168562655 +1708,176477.026606328 +1709,184282.266697609 +1710,162062.47538448 +1711,182550.070992189 +1712,180987.949624695 +1713,178173.79762147 +1714,179980.635948606 +1715,173257.637826205 +1716,177271.291059307 +1717,175338.355442312 +1718,177548.140549508 +1719,175969.91662932 +1720,175011.481953462 +1721,185199.372568143 +1722,188514.050228937 +1723,185080.145268797 +1724,157304.402574096 +1725,194260.859481297 +1726,181262.329995106 +1727,157003.292706732 +1728,182924.499359899 +1729,181902.586375439 +1730,188985.371708134 +1731,185290.904495068 +1732,177304.425752748 +1733,166274.900490809 +1734,177807.420530107 +1735,180330.624816201 +1736,179069.112234629 +1737,175943.371816948 +1738,185199.050609653 +1739,167350.910824524 +1740,149315.311876449 +1741,139010.847766793 +1742,155412.151845447 +1743,171308.313985441 +1744,176220.543265638 +1745,177643.434991809 +1746,187222.653264601 +1747,185635.132083154 +1748,206492.534215854 +1749,181681.021081956 +1750,180500.198072685 +1751,206486.17086841 +1752,161334.301195429 +1753,176156.558313965 +1754,191642.223478994 +1755,191945.808027777 +1756,164146.306037354 +1757,179883.057071096 +1758,178071.137668844 +1759,188241.637896875 +1760,174559.656173171 +1761,182347.363042264 +1762,191507.251872857 +1763,199751.865597358 +1764,162106.416145131 +1765,164575.982314367 +1766,179176.352180931 +1767,177327.403857584 +1768,177818.083761781 +1769,186965.204048443 +1770,178762.742169197 +1771,183322.866146283 +1772,178903.295931891 +1773,186570.129421778 +1774,199144.242829024 +1775,172154.713310956 +1776,177444.019201603 +1777,166200.938073485 +1778,158995.770555632 +1779,168273.282454755 +1780,189680.453052788 +1781,181681.021081956 +1782,160277.142643643 +1783,197318.54715833 +1784,162228.935604196 +1785,187340.455456083 +1786,181065.347037275 +1787,190233.609102705 +1788,157929.594852031 +1789,168557.001935469 +1790,160805.584645628 +1791,221648.391978216 +1792,180539.88079815 +1793,182105.616283853 +1794,166380.852603154 +1795,178942.155617426 +1796,162804.747800461 +1797,183077.684392615 +1798,171728.4720292 +1799,164786.741540638 +1800,177427.267170302 +1801,197318.54715833 +1802,178658.114178223 +1803,185437.320523764 +1804,169759.652489529 +1805,173986.635055186 +1806,168607.664289468 +1807,194138.519145183 +1808,192502.440921994 +1809,176746.969818601 +1810,177604.891703134 +1811,193283.746584832 +1812,181627.061006609 +1813,169071.62025834 +1814,167398.006470987 +1815,150106.505141704 +1816,159650.304285848 +1817,179471.23597476 +1818,177109.589956218 +1819,166558.113328453 +1820,153796.714319583 +1821,174520.152570658 +1822,196297.95829524 +1823,169100.681601175 +1824,176911.319164431 +1825,169234.6454828 +1826,172386.297919134 +1827,156031.904802362 +1828,168202.892306596 +1829,166505.984017547 +1830,176507.37022149 +1831,180116.752553161 +1832,183072.740591406 +1833,189595.964677698 +1834,167523.919076265 +1835,210817.775863413 +1836,172942.930813351 +1837,145286.278144089 +1838,176468.653371492 +1839,159040.069562187 +1840,178518.204332507 +1841,169163.980786825 +1842,189786.685274579 +1843,181246.728523853 +1844,176349.927153587 +1845,205266.631009142 +1846,187397.993362224 +1847,208943.427726113 +1848,165014.532907657 +1849,182492.037566236 +1850,161718.71259042 +1851,180084.118941162 +1852,178534.950802179 +1853,151217.259961305 +1854,156342.717587562 +1855,188511.443835239 +1856,183570.337896789 +1857,225810.160292177 +1858,214217.401131694 +1859,187665.64101603 +1860,161157.177744039 +1861,187643.992594193 +1862,228156.372839158 +1863,220449.534665317 +1864,220522.352084222 +1865,156647.763531624 +1866,187388.833374873 +1867,178640.723791573 +1868,180847.216739049 +1869,159505.170529478 +1870,164305.538020654 +1871,180181.19673723 +1872,184602.734989972 +1873,193440.372174434 +1874,184199.788209911 +1875,196241.892907637 +1876,175588.618271096 +1877,179503.046546829 +1878,183658.076582555 +1879,193700.976276404 +1880,165399.62450704 +1881,186847.944787446 +1882,198127.73287817 +1883,183320.898107934 +1884,181613.606696657 +1885,178298.791761954 +1886,185733.534000593 +1887,180008.188485489 +1888,175127.59621604 +1889,183467.176862723 +1890,182705.546021743 +1891,152324.943593181 +1892,169878.515981342 +1893,183735.975076576 +1894,224118.280105941 +1895,169355.202465146 +1896,180054.276407441 +1897,174081.601977368 +1898,168494.985022146 +1899,181871.598843299 +1900,173554.489658383 +1901,169805.382165577 +1902,176192.990728755 +1903,204264.39284654 +1904,169630.906956928 +1905,185724.838807268 +1906,195699.036281861 +1907,189494.276162169 +1908,149607.905673439 +1909,154650.199045978 +1910,151579.558140433 +1911,185147.380531144 +1912,196314.53120359 +1913,210802.395364155 +1914,166271.2863726 +1915,154865.359142973 +1916,173575.5052865 +1917,179399.563554274 +1918,164280.776562049 +1919,171247.48948121 +1920,166878.587182445 +1921,188129.459710994 +1922,183517.34369691 +1923,175522.026925727 +1924,190060.105331152 +1925,174179.824771856 +1926,171059.523675194 +1927,183004.186769318 +1928,183601.647387418 +1929,163539.327185998 +1930,164677.676391525 +1931,162395.073865424 +1932,182207.6323195 +1933,192223.939790304 +1934,176391.829390125 +1935,181913.179121348 +1936,179136.097888261 +1937,196595.568243212 +1938,194822.365690957 +1939,148356.669440918 +1940,160387.604263899 +1941,181276.500571809 +1942,192474.817899346 +1943,157699.907796437 +1944,215785.540813051 +1945,181824.300998793 +1946,221813.00948166 +1947,165281.292597397 +1948,255629.49047034 +1949,173154.590990955 +1950,183884.65246539 +1951,200210.353608489 +1952,186599.221265342 +1953,192718.532696106 +1954,178628.665952764 +1955,180650.342418406 +1956,206003.107947263 +1957,166457.67844853 +1958,202916.221653487 +1959,192463.969983091 +1960,171775.497189898 +1961,175249.222149411 +1962,147086.59893993 +1963,149709.672100371 +1964,171411.404533743 +1965,178188.964799425 +1966,156491.711373235 +1967,180953.241201168 +1968,203909.759061135 +1969,175470.149087545 +1970,205578.333622415 +1971,199428.857699441 +1972,187599.163869476 +1973,192265.198109864 +1974,196666.554897677 +1975,155537.862252682 +1976,169543.240620935 +1977,202487.010170501 +1978,208232.716273485 +1979,173621.195202569 +1980,172414.608571812 +1981,164400.75641556 +1982,160480.424024781 +1983,156060.853810389 +1984,157437.192820581 +1985,158163.720929772 +1986,154849.043268978 +1987,152186.609341561 +1988,180340.215399228 +1989,178344.62451356 +1990,190170.382266827 +1991,168092.975480832 +1992,178757.912566805 +1993,174518.256882082 +1994,198168.490116289 +1995,176882.693978902 +1996,183801.672896251 +1997,196400.046680661 +1998,172281.605004025 +1999,196380.366297173 +2000,198228.354306682 +2001,195556.581268962 +2002,186453.264469043 +2003,181869.381196234 +2004,175610.840124147 +2005,183438.730800145 +2006,179584.488673295 +2007,182386.152242034 +2008,160750.367237054 +2009,182477.505046008 +2010,187720.359207171 +2011,187201.942081511 +2012,176385.102235149 +2013,175901.787841278 +2014,182584.280198283 +2015,195664.686104237 +2016,181420.346494222 +2017,176676.04995228 +2018,181594.678867334 +2019,178521.747964951 +2020,175895.883726231 +2021,168468.005916477 +2022,200973.129447888 +2023,197030.641992202 +2024,192867.417844592 +2025,196449.247639381 +2026,141684.196398607 +2027,153353.334123901 +2028,151143.549016705 +2029,163753.087114229 +2030,158682.460013921 +2031,144959.835250915 +2032,160144.390548579 +2033,156286.534303521 +2034,165726.707619571 +2035,182427.481047359 +2036,173310.56154032 +2037,173310.56154032 +2038,151556.01403002 +2039,158908.146068683 +2040,209834.383092536 +2041,192410.516550815 +2042,174026.247294886 +2043,195499.830115336 +2044,200918.018812493 +2045,207243.616023976 +2046,196149.783851876 +2047,192097.914850217 +2048,178570.948923671 +2049,228617.968325428 +2050,199929.884438451 +2051,160206.365612859 +2052,179854.431885567 +2053,185987.340461822 +2054,161122.505607926 +2055,175949.342720138 +2056,183683.590595324 +2057,176401.34762338 +2058,205832.532527897 +2059,177799.799849436 +2060,167565.362080406 +2061,186348.958436557 +2062,179782.759465081 +2063,169837.623333323 +2064,178817.275675758 +2065,174444.479149339 +2066,192834.968917174 +2067,196564.717984981 +2068,206977.567039357 +2069,157054.253944128 +2070,175142.948078577 +2071,159932.1643654 +2072,182801.408333628 +2073,181510.375176825 +2074,181613.035129451 +2075,186920.512597635 +2076,157950.170625222 +2077,176115.159022876 +2078,182744.514344465 +2079,180660.683691591 +2080,160775.629777099 +2081,186711.715848082 +2082,223581.758190888 +2083,172330.943236652 +2084,163474.633393212 +2085,175308.263299874 +2086,187462.725306432 +2087,180655.101535034 +2088,152121.98603454 +2089,159856.233909727 +2090,186559.854936737 +2091,183962.550959411 +2092,162107.168699296 +2093,162582.288981283 +2094,154407.701597409 +2095,181625.666399474 +2096,164810.609473548 +2097,176429.401241704 +2098,179188.089925259 +2099,145997.635377703 +2100,218676.768270367 +2101,188323.861214226 +2102,168690.0722914 +2103,165088.746797705 +2104,191435.007885166 +2105,168864.404664512 +2106,176041.882371574 +2107,215911.674390325 +2108,167388.238629016 +2109,163854.786753017 +2110,163299.477980171 +2111,178298.214633119 +2112,176376.586164775 +2113,170211.043976522 +2114,170818.344786366 +2115,174388.867432503 +2116,161112.987374671 +2117,172179.082325307 +2118,157798.309713876 +2119,169106.151422924 +2120,170129.531364292 +2121,157680.227412949 +2122,162690.209131977 +2123,146968.379365095 +2124,181507.721372455 +2125,191215.589752983 +2126,189432.689844522 +2127,207271.484957719 +2128,170030.807488363 +2129,148409.806476335 +2130,193850.613979055 +2131,193808.319298263 +2132,166300.235380627 +2133,163474.633393212 +2134,177473.606564978 +2135,157443.925537187 +2136,180681.007992057 +2137,183463.17030026 +2138,182481.763081195 +2139,193717.15117887 +2140,182782.55099007 +2141,175530.651633287 +2142,177804.057884623 +2143,159448.670848577 +2144,181338.976717529 +2145,178553.558537021 +2146,162820.928264556 +2147,188832.479997186 +2148,164682.185899437 +2149,181549.735943801 +2150,199158.097008868 +2151,152889.520990566 +2152,181150.551679116 +2153,181416.732376013 +2154,164391.238182305 +2155,185421.046498812 +2156,193981.327550004 +2157,178824.324789223 +2158,209270.051606246 +2159,177801.266806344 +2160,179053.762236101 +2161,178762.170601992 +2162,184655.300458183 +2163,191284.655779772 +2164,179598.085818785 +2165,167517.628078595 +2166,182873.903794044 +2167,177484.91371363 +2168,188444.597319524 +2169,179184.153848562 +2170,184365.175780982 +2171,184479.322005212 +2172,182927.863869391 +2173,178611.639373646 +2174,181943.343613558 +2175,175080.614768394 +2176,190720.794649138 +2177,198422.868144723 +2178,184482.11308349 +2179,139214.952187861 +2180,169233.113601757 +2181,180664.118686848 +2182,178818.742632666 +2183,180422.049969947 +2184,178601.93645581 +2185,183083.159775993 +2186,173163.101499699 +2187,185968.161159774 +2188,171226.050683054 +2189,281643.976116786 +2190,160031.711281258 +2191,162775.979779394 +2192,160735.445970193 +2193,166646.109048572 +2194,188384.548444549 +2195,165830.697255197 +2196,182138.358533039 +2197,171595.397975647 +2198,160337.079183809 +2199,191215.088671543 +2200,166956.093232213 +2201,186581.830878692 +2202,176450.548582099 +2203,193743.194909801 +2204,198882.566078408 +2205,176385.102235149 +2206,162447.639333636 +2207,193782.555676777 +2208,183653.890897141 +2209,210578.623546866 +2210,158527.164107319 +2211,163081.025723456 +2212,174388.867432503 +2213,191905.870131966 +2214,174388.867432503 +2215,161642.711648983 +2216,186939.507215101 +2217,172482.165792649 +2218,159695.999763546 +2219,157230.369671007 +2220,179188.089925259 +2221,157972.82120994 +2222,156804.951429181 +2223,211491.972463654 +2224,186537.246201062 +2225,200468.161070551 +2226,182241.340444154 +2227,157342.225898399 +2228,182022.387105998 +2229,181244.510876788 +2230,178556.671573788 +2231,189547.199876284 +2232,187948.65165563 +2233,194107.287565956 +2234,183521.710369283 +2235,183682.123638416 +2236,178483.353073443 +2237,184003.879764736 +2238,171318.59033449 +2239,162039.754313997 +2240,154846.252190699 +2241,194822.365690957 +2242,169788.738771463 +2243,178891.554489941 +2244,152084.772428865 +2245,139169.86642879 +2246,192439.536044606 +2247,161067.859766557 +2248,158762.648504781 +2249,175569.690441774 +2250,183659.795012187 +2251,280618.132617258 +2252,180051.809151659 +2253,176519.18031559 +2254,179028.429210291 +2255,177161.583857224 +2256,180081.508849842 +2257,205895.254584712 +2258,183389.78131415 +2259,178543.647859512 +2260,194798.320499104 +2261,162845.613675766 +2262,148103.867006579 +2263,201016.171121215 +2264,277936.12694354 +2265,249768.279823405 +2266,161596.052159825 +2267,158011.114889899 +2268,194089.683858004 +2269,181733.336941451 +2270,182852.32772198 +2271,189893.003058465 +2272,194650.210979875 +2273,187904.461286262 +2274,171774.925622692 +2275,177998.685921479 +2276,175648.484325498 +2277,196918.071362067 +2278,184299.838071218 +2279,182379.855682734 +2280,184050.725802482 +2281,158296.975970284 +2282,175053.355553278 +2283,162293.376090644 +2284,186328.880047186 +2285,151422.116936538 +2286,181969.358707768 +2287,189122.67702416 +2288,185645.475220346 +2289,182829.898109257 +2290,195848.788183328 +2291,198785.059550672 +2292,181676.126555428 +2293,194131.012663328 +2294,201416.004864508 +2295,185096.577205616 +2296,195158.972598372 +2297,184795.783735112 +2298,189168.263864671 +2299,216855.260149095 +2300,184946.642483576 +2301,189317.51282069 +2302,180803.277842406 +2303,175061.18585763 +2304,179074.839090732 +2305,145708.764336107 +2306,142398.022752011 +2307,161474.534863641 +2308,157025.945155458 +2309,163424.037827357 +2310,164692.778645345 +2311,152163.2443541 +2312,192383.215486656 +2313,182520.230322476 +2314,187254.507549722 +2315,176489.659740359 +2316,181520.466841293 +2317,186414.978214721 +2318,185197.764639705 +2319,178657.794083741 +2320,179731.198023759 +2321,161748.271317074 +2322,158608.749069322 +2323,178807.370559878 +2324,184187.158803897 +2325,181686.10402108 +2326,190311.050228337 +2327,192252.496354076 +2328,193954.849525775 +2329,181044.201560887 +2330,180258.131219792 +2331,199641.657313834 +2332,197530.775205517 +2333,191777.196949138 +2334,195779.543033588 +2335,202112.046522999 +2336,192343.34807661 +2337,185191.359443218 +2338,186760.207965688 +2339,177733.78193528 +2340,164430.391189608 +2341,185299.601552401 +2342,186414.012339254 +2343,176401.921054593 +2344,182381.322639642 +2345,176334.184710805 +2346,184901.735847457 +2347,180085.766885029 +2348,184901.735847457 +2349,183967.561548763 +2350,193046.301574659 +2351,168538.969495849 +2352,170157.842016969 +2353,196559.709259637 +2354,177133.709361852 +2355,181553.279576244 +2356,185770.606634739 +2357,177017.595099274 +2358,184123.358536806 +2359,165970.357492196 +2360,158151.985049452 +2361,177086.476441481 +2362,196373.896176551 +2363,172465.707083115 +2364,168590.782409896 +2365,158820.474171061 +2366,151611.37057651 +2367,152125.028585543 +2368,158404.073081048 +2369,160692.078640755 +2370,170175.22684199 +2371,169854.436591138 +2372,183410.785819008 +2373,180347.194026928 +2374,178930.528374292 +2375,153346.220086301 +2376,182675.204270589 +2377,180770.649792036 +2378,188714.148087543 +2379,191393.608594076 +2380,174016.157494425 +2381,183189.685319552 +2382,183621.508757866 +2383,168991.29635758 +2384,185306.650665866 +2385,189030.680303208 +2386,179208.665698449 +2387,174901.452792889 +2388,168337.406544343 +2389,158234.96461859 +2390,179562.453368834 +2391,174176.391640607 +2392,173931.531845427 +2393,184111.729429665 +2394,179374.482001188 +2395,207348.811884535 +2396,186983.419339031 +2397,206779.094049527 +2398,177472.074683935 +2399,156727.948324862 +2400,157090.568462479 +2401,160387.032696693 +2402,172410.28005086 +2403,191603.365657467 +2404,182152.207151253 +2405,180161.697340702 +2406,169652.235284283 +2407,182503.520140218 +2408,179714.630677039 +2409,180282.570719908 +2410,192600.338060371 +2411,166115.491248565 +2412,186379.553524443 +2413,184361.992258449 +2414,186220.965458121 +2415,198176.47090687 +2416,168437.776500131 +2417,178003.582312015 +2418,179180.469244588 +2419,191930.561104806 +2420,175590.266214964 +2421,176713.19307219 +2422,180159.090947005 +2423,188090.100808026 +2424,186184.717727913 +2425,223055.588672278 +2426,158270.753116401 +2427,184733.12846644 +2428,199926.378957429 +2429,175075.785166001 +2430,180917.925148076 +2431,182067.760625207 +2432,178238.60191545 +2433,173454.944606532 +2434,176821.936262814 +2435,183642.191304235 +2436,177254.582741058 +2437,168715.950111702 +2438,180096.931198144 +2439,160620.728178758 +2440,175286.544392273 +2441,153494.783276297 +2442,156407.65915545 +2443,162162.525245786 +2444,166809.886827197 +2445,172929.156408918 +2446,193514.330894137 +2447,181612.141603756 +2448,191745.386377068 +2449,171369.325038261 +2450,184425.470567051 +2451,170563.252355189 +2452,184522.369240168 +2453,164968.947931153 +2454,157939.621592364 +2455,151520.381580069 +2456,176129.508722531 +2457,171112.978971478 +2458,169762.081624282 +2459,162246.828936295 +2460,171339.303381589 +2461,189034.753653813 +2462,175758.873595981 +2463,163351.721489893 +2464,189806.546645026 +2465,175370.990918319 +2466,196895.599900301 +2467,176905.917994834 +2468,176866.557227858 +2469,163590.677170026 +2470,212693.502958393 +2471,192686.931747717 +2472,181578.684951827 +2473,166475.457581812 +2474,185998.255166219 +2475,185527.714877908 +2476,159027.118197683 +2477,181169.654933769 +2478,176732.915304722 +2479,191619.294648838 +2480,189114.303789324 +2481,180934.635330334 +2482,164573.372223048 +2483,173902.011270196 +2484,165625.127741229 +2485,179555.219570787 +2486,196899.720661579 +2487,207566.12470446 +2488,163899.981149274 +2489,189179.428177786 +2490,193892.880023125 +2491,178980.874331431 +2492,179749.876244365 +2493,197999.674975598 +2494,203717.470295797 +2495,185249.261156892 +2496,201691.208274848 +2497,181956.548314794 +2498,171895.936275806 +2499,187245.168439419 +2500,157816.77461318 +2501,191702.912573325 +2502,198599.420028908 +2503,187193.313676329 +2504,220514.993999535 +2505,181814.527595192 +2506,183750.755371907 +2507,183000.431679579 +2508,185830.971906573 +2509,185497.872344187 +2510,179613.437681321 +2511,164454.967963631 +2512,185127.237217638 +2513,178750.613844623 +2514,160927.61044889 +2515,192562.808057836 +2516,180990.24148554 +2517,180064.941503122 +2518,196070.997393789 +2519,180352.919019023 +2520,183367.953769362 +2521,176734.841494027 +2522,180848.220765939 +2523,187806.059368823 +2524,180521.52640004 +2525,181502.754496154 +2526,174525.87942676 +2527,188927.984063168 +2528,184728.870431253 +2529,179857.975518011 +2530,180962.868071609 +2531,179194.066390078 +2532,179591.789259484 +2533,180638.463702549 +2534,185846.215131922 +2535,195174.031139141 +2536,192474.56829063 +2537,164200.595496827 +2538,178403.094096818 +2539,170774.84018302 +2540,179879.945898337 +2541,177668.192752792 +2542,180174.328610725 +2543,170643.303572141 +2544,165448.004289838 +2545,195531.754886222 +2546,165314.177682121 +2547,172532.757660882 +2548,203310.218069877 +2549,175090.062515883 +2550,230841.338626282 +2551,155225.19006632 +2552,168322.342441945 +2553,165956.259265265 +2554,193956.817564124 +2555,171070.367893827 +2556,166285.243628001 +2557,182875.801346628 +2558,218108.536769738 +2559,174378.777632042 +2560,164731.316372391 +2561,156969.695083273 +2562,173388.854342604 +2563,177559.628685119 +2564,194297.789279905 +2565,174894.588364005 +2566,196544.144075798 +2567,179036.158528149 +2568,211423.986511149 +2569,208156.398935188 +2570,159233.941347257 +2571,210820.115134931 +2572,140196.10979821 +2573,198678.469082978 +2574,186818.610760803 +2575,175044.797633861 +2576,180031.162892704 +2577,176889.171525162 +2578,159638.856165666 +2579,154287.264375509 +2580,191885.618181273 +2581,177503.378612934 +2582,166548.31684976 +2583,164475.14942856 +2584,167484.744857879 +2585,188683.160555403 +2586,162243.399502668 +2587,180807.213919103 +2588,176279.079637039 +2589,163438.959094218 +2590,161495.5393685 +2591,216032.303722443 +2592,176632.181541401 +2593,168743.001567144 +2594,183810.11848086 +2595,156794.36054728 +2596,169136.43011395 +2597,183203.318752456 +2598,213252.926930889 +2599,190550.327866959 +2600,234707.209860273 +2601,135751.318892816 +2602,164228.45886894 +2603,153219.437030419 +2604,164210.746523801 +2605,163883.229117973 +2606,154892.776269956 +2607,197092.08733832 +2608,228148.376399122 +2609,178680.587503997 +2610,165643.341167808 +2611,222406.642660249 +2612,184021.843582599 +2613,170871.094939159 +2614,189562.873697309 +2615,170591.884966356 +2616,172934.351682851 +2617,186425.069879189 +2618,218648.131133006 +2619,183035.606761141 +2620,178378.906069427 +2621,184516.716597846 +2622,181419.5253183 +2623,196858.923438425 +2624,189228.701486278 +2625,208973.380761028 +2626,180269.86896412 +2627,159488.713683953 +2628,191490.299507521 +2629,228684.245137946 +2630,201842.998700429 +2631,209242.82289186 +2632,202357.62258493 +2633,168238.61218265 +2634,202524.12465369 +2635,170588.771929588 +2636,198375.31512987 +2637,170636.827889889 +2638,181991.079479377 +2639,183994.54251844 +2640,182951.482193584 +2641,174126.297156192 +2642,170575.496742588 +2643,175332.239869971 +2644,167522.061539111 +2645,168095.583738538 +2646,154406.415627461 +2647,170996.973346087 +2648,159056.890245639 +2649,181373.6165193 +2650,152272.560975937 +2651,168664.346821336 +2652,211007.008292301 +2653,182909.515032911 +2654,203926.829353303 +2655,179082.825442944 +2656,206260.099795032 +2657,181732.443415757 +2658,189698.740693148 +2659,203074.34678979 +2660,201670.634365666 +2661,173756.812589691 +2662,181387.076390881 +2663,184859.155270535 +2664,158313.615666777 +2665,151951.955409666 +2666,162537.52704471 +2667,178998.337067854 +2668,186732.584943041 +2669,187323.318406165 +2670,199437.232798284 +2671,185546.680858653 +2672,161595.015798593 +2673,154672.422763036 +2674,159355.710116165 +2675,155919.014077746 +2676,182424.87095604 +2677,178100.589622319 +2678,202577.900044456 +2679,177862.778940605 +2680,182056.024744887 +2681,191403.199177104 +2682,196264.754980043 +2683,209375.003419718 +2684,196691.81930173 +2685,192458.431539585 +2686,182242.80926507 +2687,183259.503900506 +2688,188108.243748841 +2689,171418.640195797 +2690,194698.882220432 +2691,174841.84007522 +2692,172965.476488899 +2693,189386.323677132 +2694,185682.618340257 +2695,176412.012719061 +2696,174976.489722867 +2697,180718.581707643 +2698,186131.188248242 +2699,165220.786354033 +2700,164115.893800435 +2701,182125.729127024 +2702,182285.140233276 +2703,196325.442210366 +2704,164865.215329881 +2705,182694.492209823 +2706,185425.485520958 +2707,171414.7041191 +2708,183433.472466085 +2709,176844.981155794 +2710,180568.187753206 +2711,185948.625475832 +2712,189388.291715481 +2713,142754.489165865 +2714,156106.800760811 +2715,155895.397617561 +2716,159851.977738548 +2717,185157.832305524 +2718,180716.291710805 +2719,176901.093954071 +2720,181017.222455218 +2721,183269.159407668 +2722,193550.830097069 +2723,170625.842699726 +2724,182012.405942725 +2725,179162.507290733 +2726,183269.159407668 +2727,180589.836175042 +2728,181465.935198741 +2729,196053.029878304 +2730,183421.020319014 +2731,167926.839083612 +2732,168027.530997889 +2733,182164.26685407 +2734,172469.071592608 +2735,181059.374300472 +2736,182997.570115536 +2737,166140.504179894 +2738,198515.546934075 +2739,193789.648503294 +2740,173550.025727531 +2741,176487.943174734 +2742,188813.302559147 +2743,178531.911979192 +2744,182145.731469001 +2745,179196.465024103 +2746,169618.349900686 +2747,170010.168655046 +2748,181739.671652174 +2749,172846.934955574 +2750,195560.8830172 +2751,180358.114292956 +2752,211817.702818093 +2753,176170.128686742 +2754,234492.248263699 +2755,182450.956536015 +2756,174902.068073146 +2757,173684.174293738 +2758,147196.673677562 +2759,175231.189709791 +2760,193417.64740633 +2761,183313.601249761 +2762,180882.250849082 +2763,186735.697979808 +2764,172922.865411247 +2765,202551.677190573 +2766,190485.634074173 +2767,173439.49362151 +2768,196613.598849219 +2769,178152.259700828 +2770,174519.904825949 +2771,172627.796932837 +2772,173732.689486435 +2773,209219.844787023 +2774,181059.374300472 +2775,188515.443002459 +2776,182164.26685407 +2777,188137.901597981 +2778,158893.54306269 +2779,189579.65066771 +2780,165229.803505847 +2781,162186.071220207 +2782,166374.879866351 +2783,161665.184974757 +2784,175079.328798445 +2785,203840.874021305 +2786,152129.078861057 +2787,181012.141380101 +2788,161305.53503837 +2789,203326.392972343 +2790,168385.571141831 +2791,183564.365159986 +2792,163784.619440861 +2793,171989.192193993 +2794,180839.95616829 +2795,170895.923185907 +2796,174071.054808518 +2797,259423.859147546 +2798,188000.824679588 +2799,179171.703565498 +2800,171022.241447762 +2801,174126.297156192 +2802,187625.573271948 +2803,199567.946369234 +2804,205328.078219268 +2805,166231.535025379 +2806,154743.91606057 +2807,159714.537012622 +2808,185563.069082422 +2809,171500.796725006 +2810,180983.443844799 +2811,183141.236914997 +2812,178498.634450214 +2813,224323.710512388 +2814,218200.642127877 +2815,182283.177756557 +2816,190054.639237419 +2817,160192.453934518 +2818,171289.393581756 +2819,151131.098733642 +2820,181721.458225594 +2821,172725.053851858 +2822,222438.699143414 +2823,235419.373448928 +2824,185150.926027596 +2825,184772.239624699 +2826,180658.216435809 +2827,209673.316647174 +2828,205939.810625621 +2829,165633.573325837 +2830,186030.317211014 +2831,160312.319589212 +2832,190702.440251029 +2833,175122.810326699 +2834,183783.13937519 +2835,178290.666302221 +2836,181605.343963015 +2837,187992.451444752 +2838,188885.11781517 +2839,189959.344795118 +2840,179258.619211334 +2841,181518.750275669 +2842,193008.659237315 +2843,186313.89385619 +2844,181499.39185067 +2845,174126.297156192 +2846,183918.612062767 +2847,184114.270899227 +2848,158540.947801398 +2849,197034.759055859 +2850,185170.284452595 +2851,221134.533635148 +2852,184306.637575967 +2853,199792.302740996 +2854,143237.803559736 +2855,177294.838897736 +2856,182368.620883855 +2857,176487.943174734 +2858,183849.408762071 +2859,184964.141507413 +2860,196395.969632434 +2861,188374.936650438 +2862,176261.296806135 +2863,163628.142248426 +2864,180618.032628904 +2865,161647.329794081 +2866,167129.598867773 +2867,174750.988352687 +2868,177560.202116333 +2869,192577.796112839 +2870,199202.898960871 +2871,182818.156667308 +2872,148217.262540651 +2873,188997.797082492 +2874,185807.928877601 +2875,177030.477842021 +2876,175942.474593632 +2877,172912.518576433 +2878,198359.248864591 +2879,184379.133036383 +2880,194255.566948886 +2881,209449.651603064 +2882,169979.323958443 +2883,188206.281858748 +2884,186412.438609167 +2885,196761.386409959 +2886,208353.269558209 +2887,166548.067241044 +2888,175942.474593632 +2889,166790.457916434 +2890,160515.850579067 +2891,192167.621096362 +2892,178751.551083369 +2893,198678.894117024 +2894,164553.120272354 +2895,156887.932862327 +2896,164185.777305524 +2897,212992.120630876 +2898,197468.550532521 +2899,180106.84373966 +2900,183972.071056674 +2901,245283.198337927 +2902,170351.963410756 +2903,195596.307707478 +2904,189369.756330412 +2905,223667.404551664 +2906,169335.310624364 +2907,167411.02835165 +2908,187709.555003968 +2909,196526.002998991 +2910,137402.569855589 +2911,165086.775061735 +2912,188506.431412274 +2913,172917.456816012 +2914,166274.325225982 +2915,167081.220948984 +2916,164788.778231138 +2917,219222.423400059 +2918,184924.279658997 +2919,187741.866657478 diff --git a/house-prices-advanced-regression-techniques/test.csv b/house-prices-advanced-regression-techniques/test.csv new file mode 100644 index 0000000..a19c5c7 --- /dev/null +++ b/house-prices-advanced-regression-techniques/test.csv @@ -0,0 +1,1460 @@ +Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition +1461,20,RH,80,11622,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,LwQ,144,270,882,GasA,TA,Y,SBrkr,896,0,0,896,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,730,TA,TA,Y,140,0,0,0,120,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1462,20,RL,81,14267,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,108,TA,TA,CBlock,TA,TA,No,ALQ,923,Unf,0,406,1329,GasA,TA,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1958,Unf,1,312,TA,TA,Y,393,36,0,0,0,0,NA,NA,Gar2,12500,6,2010,WD,Normal +1463,60,RL,74,13830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,137,928,GasA,Gd,Y,SBrkr,928,701,0,1629,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,482,TA,TA,Y,212,34,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1464,60,RL,78,9978,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,20,TA,TA,PConc,TA,TA,No,GLQ,602,Unf,0,324,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,1998,Fin,2,470,TA,TA,Y,360,36,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1465,120,RL,43,5005,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,263,Unf,0,1017,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,1,2010,WD,Normal +1466,60,RL,75,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,763,763,GasA,Gd,Y,SBrkr,763,892,0,1655,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,Fin,2,440,TA,TA,Y,157,84,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1467,20,RL,NA,7980,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,7,1992,2007,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,935,Unf,0,233,1168,GasA,Ex,Y,SBrkr,1187,0,0,1187,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1992,Fin,2,420,TA,TA,Y,483,21,0,0,0,0,NA,GdPrv,Shed,500,3,2010,WD,Normal +1468,60,RL,63,8402,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,789,789,GasA,Gd,Y,SBrkr,789,676,0,1465,0,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1998,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1469,20,RL,85,10176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,637,Unf,0,663,1300,GasA,Gd,Y,SBrkr,1341,0,0,1341,1,0,1,1,2,1,Gd,5,Typ,1,Po,Attchd,1990,Unf,2,506,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1470,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,804,Rec,78,0,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1970,Fin,2,525,TA,TA,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal +1471,120,RH,26,5858,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1051,BLQ,0,354,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1999,Fin,2,511,TA,TA,Y,203,68,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1472,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,Rec,156,Unf,0,327,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,275,0,0,0,0,0,NA,NA,NA,0,2,2010,COD,Normal +1473,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,492,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,225,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1997,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1474,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,514,Unf,0,341,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1975,Unf,2,440,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1475,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,836,836,GasA,Ex,Y,SBrkr,836,0,0,836,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,1,308,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1476,60,RL,102,12858,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,162,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1590,1590,GasA,Ex,Y,SBrkr,1627,707,0,2334,0,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,751,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial +1477,20,RL,94,12883,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1544,1544,GasA,Ex,Y,SBrkr,1544,0,0,1544,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,3,868,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial +1478,20,RL,90,11520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,615,Gd,TA,PConc,Ex,TA,No,GLQ,110,Unf,0,1588,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,730,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1479,20,RL,79,14122,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,240,Gd,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1794,1822,GasA,Ex,Y,SBrkr,1822,0,0,1822,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,678,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1480,20,RL,110,14300,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,1095,Ex,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,1473,2846,GasA,Ex,Y,SBrkr,2696,0,0,2696,1,0,2,1,3,1,Ex,10,Typ,2,Gd,Attchd,2003,Fin,3,958,TA,TA,Y,220,150,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1481,60,RL,105,13650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Gd,GLQ,578,Unf,0,1093,1671,GasA,Ex,Y,SBrkr,1687,563,0,2250,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,2002,Fin,3,756,TA,TA,Y,238,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1482,120,RL,41,7132,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1483,20,RL,100,18494,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1324,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,430,TA,TA,Y,36,23,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1484,120,RL,43,3203,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,437,TA,TA,Y,100,116,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1485,80,RL,67,13300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,326,Unf,0,58,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1486,60,RL,63,8577,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,433,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1487,60,RL,60,17433,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,114,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1629,1629,GasA,Ex,Y,SBrkr,1645,830,0,2475,0,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,962,TA,TA,Y,23,172,0,0,256,0,NA,NA,NA,0,1,2010,WD,Normal +1488,20,RL,73,8987,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,1595,1595,GasA,Ex,Y,SBrkr,1595,0,0,1595,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1489,20,FV,92,9215,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,RFn,2,676,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial +1490,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1414,Unf,0,54,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,528,TA,TA,Y,0,102,0,0,216,0,NA,NA,NA,0,5,2010,WD,Normal +1491,60,RL,70,11920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,122,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,828,0,1659,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2004,RFn,2,484,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1492,30,RH,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,N,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,1,429,TA,TA,Y,121,0,80,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1493,20,RL,39,15410,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,6,6,1974,2002,Hip,CompShg,Plywood,Plywood,BrkCmn,250,TA,Gd,CBlock,TA,TA,Gd,BLQ,126,GLQ,859,223,1208,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1974,Fin,2,461,TA,TA,Y,296,0,186,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml +1494,60,RL,85,13143,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,504,Gd,TA,PConc,Gd,TA,No,LwQ,250,GLQ,981,0,1231,GasA,Ex,Y,SBrkr,1251,1098,0,2349,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,762,TA,TA,Y,32,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1495,60,RL,88,11134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,Gd,TA,PConc,Gd,TA,No,GLQ,1129,Unf,0,261,1390,GasA,Ex,Y,SBrkr,1402,823,0,2225,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1992,RFn,3,713,TA,TA,Y,198,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1496,120,FV,25,4835,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1298,Unf,0,190,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,506,TA,TA,Y,168,50,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1497,160,FV,39,3515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,1,2,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,588,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1498,160,FV,30,3215,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,280,Unf,0,320,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal +1499,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,368,ALQ,42,190,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1500,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,376,Unf,0,224,600,GasA,Ex,Y,SBrkr,600,636,0,1236,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1501,160,FV,NA,2980,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,1159,Gd,TA,PConc,Gd,TA,No,GLQ,466,Unf,0,290,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1502,160,FV,NA,2403,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,244,Unf,0,286,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1503,20,FV,57,12853,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2010,2010,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,Po,No,GLQ,1032,Unf,0,610,1642,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,1,1,1,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,3,852,TA,TA,Y,160,192,0,224,0,0,NA,NA,NA,0,4,2010,New,Partial +1504,60,FV,68,7379,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,484,Unf,0,491,975,GasA,Ex,Y,SBrkr,975,873,0,1848,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,592,TA,TA,Y,280,184,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1505,20,FV,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,659,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,596,TA,TA,Y,277,137,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1506,20,RL,NA,10456,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,GLQ,506,Unf,0,1323,1829,GasA,Gd,Y,SBrkr,1829,0,0,1829,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1967,RFn,2,535,TA,TA,Y,0,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1507,60,RL,80,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1137,Unf,0,143,1280,GasA,Ex,Y,SBrkr,1280,1215,0,2495,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,2,660,TA,TA,Y,224,32,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1508,50,RL,NA,18837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,6,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,ALQ,687,LwQ,46,491,1224,GasA,TA,Y,SBrkr,1287,604,0,1891,0,1,3,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,678,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1509,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,329,Unf,0,386,715,GasA,TA,Y,SBrkr,930,715,0,1645,0,0,1,2,4,1,TA,7,Typ,0,NA,Attchd,1971,RFn,2,441,TA,TA,Y,0,78,0,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal +1510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,VinylSd,VinylSd,BrkFace,172,TA,TA,CBlock,TA,TA,No,Rec,698,Unf,0,534,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1511,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,1059,Unf,0,150,1209,GasA,Gd,Y,SBrkr,1209,0,0,1209,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,504,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal +1512,20,RL,88,9680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,Wd Sdng,Plywood,BrkFace,268,TA,TA,CBlock,TA,TA,No,BLQ,1010,Unf,0,500,1510,GasA,Ex,Y,SBrkr,1510,0,0,1510,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,2,517,TA,TA,Y,0,40,0,0,204,0,NA,GdPrv,NA,0,4,2010,WD,Normal +1513,80,RL,NA,10600,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1131,644,0,1775,0,0,2,0,3,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,5,2010,COD,Family +1514,90,RL,98,13260,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,6,1962,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,CBlock,TA,TA,No,BLQ,1500,Unf,0,228,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Oth,Abnorml +1515,50,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,7,1952,2002,Gable,CompShg,MetalSd,MetalSd,BrkFace,265,Gd,TA,CBlock,TA,TA,No,LwQ,670,Unf,0,470,1140,GasA,Gd,Y,SBrkr,1929,532,0,2461,0,0,2,0,3,1,TA,7,Min2,2,Gd,Detchd,1994,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal +1516,50,RL,120,17360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,Stone,340,TA,Gd,CBlock,TA,TA,No,Rec,300,Unf,0,482,782,GasA,TA,Y,SBrkr,1019,537,0,1556,0,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,2,470,TA,TA,Y,0,0,150,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1517,85,RL,75,11380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,6,8,1966,2008,Gable,CompShg,HdBoard,HdBoard,BrkFace,216,TA,TA,CBlock,TA,TA,Gd,GLQ,944,Unf,0,136,1080,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,1,0,2,1,Gd,5,Typ,1,Gd,Attchd,1966,Unf,1,315,TA,TA,Y,238,0,0,0,0,0,NA,NA,Shed,1500,1,2010,WD,Normal +1518,90,RL,70,8267,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1604,1604,GasA,TA,Y,SBrkr,1604,0,0,1604,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1958,Unf,2,576,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1519,20,RL,70,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,2003,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,1188,Unf,0,292,1480,GasA,Ex,Y,SBrkr,1480,0,0,1480,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,620,TA,TA,Y,252,73,0,0,0,0,NA,MnPrv,Shed,300,2,2010,WD,Normal +1520,20,RL,NA,8050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,150,TA,TA,CBlock,TA,TA,No,BLQ,856,Rec,162,125,1143,GasA,TA,Y,SBrkr,1143,0,0,1143,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal +1521,20,RL,87,10725,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,91,TA,TA,CBlock,TA,TA,No,Rec,936,Unf,0,270,1206,GasA,Fa,Y,SBrkr,1206,0,0,1206,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1522,20,RL,80,10032,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1959,1959,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,432,TA,TA,CBlock,TA,TA,No,Rec,734,Unf,0,510,1244,GasA,Ex,Y,SBrkr,1580,0,0,1580,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,2,440,TA,TA,Y,0,28,0,0,160,0,NA,GdWo,NA,0,6,2010,WD,Normal +1523,50,RL,60,8382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseA,832,505,0,1337,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,263,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1524,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,339,Unf,0,525,864,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1952,Unf,1,318,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1525,20,RL,119,10895,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,648,Unf,0,324,972,GasA,TA,Y,SBrkr,972,0,0,972,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Unf,1,305,TA,TA,Y,0,0,205,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal +1526,190,RL,70,13587,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,532,Unf,0,456,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml +1527,30,RL,65,7898,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1920,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,985,0,0,985,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,676,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1528,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,8,1948,2004,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,481,Rec,174,161,816,GasA,TA,Y,SBrkr,816,408,0,1224,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,280,TA,TA,Y,414,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal +1529,20,RL,81,7635,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,588,LwQ,350,237,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1960,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1530,20,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,218,TA,TA,CBlock,TA,TA,Gd,BLQ,717,LwQ,263,415,1395,GasA,TA,Y,SBrkr,1395,0,0,1395,1,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1963,RFn,2,440,TA,TA,Y,657,0,113,0,240,0,NA,NA,NA,0,5,2010,WD,Normal +1531,50,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1900,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,771,TA,TA,PConc,TA,TA,No,ALQ,48,Unf,0,661,709,GasA,TA,Y,SBrkr,1157,687,0,1844,1,0,1,0,3,1,TA,9,Min2,2,Gd,Basment,1900,Unf,1,240,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,1,2010,COD,Abnorml +1532,30,RM,56,4485,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,BLQ,579,Unf,0,357,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,P,51,0,135,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal +1533,20,RM,69,5805,Pave,Grvl,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,1Story,5,7,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,274,Rec,1073,0,1347,GasA,Gd,Y,SBrkr,1347,0,0,1347,1,1,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,2,551,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1534,45,RM,50,6900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1938,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,827,827,GasA,Gd,Y,SBrkr,827,424,0,1251,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1535,50,RM,69,11851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,780,Unf,0,247,1027,GasA,Ex,Y,SBrkr,1027,606,0,1633,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,100,126,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1536,50,RM,NA,8239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1920,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,176,Unf,0,832,1008,GasA,TA,Y,SBrkr,1060,185,0,1245,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,315,TA,TA,Y,0,0,334,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1537,30,RM,68,9656,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,2,1923,1970,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,678,678,GasA,TA,N,SBrkr,832,0,0,832,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1928,Unf,2,780,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml +1538,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1900,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,930,930,GasW,TA,N,SBrkr,930,636,0,1566,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,288,TA,TA,Y,54,228,246,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml +1539,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1890,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,Stone,Fa,Fa,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,1157,1111,0,2268,0,0,3,0,3,1,Gd,7,Typ,0,NA,Detchd,2003,Unf,2,624,TA,TA,N,0,108,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1540,190,RM,100,9045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,3,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,Mn,Unf,0,Unf,0,840,840,Grav,Fa,N,FuseF,1128,1128,0,2256,0,0,2,0,4,2,Fa,12,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,18,18,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml +1541,70,RM,60,10560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1922,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Rec,283,Unf,0,455,738,GasA,Ex,Y,SBrkr,868,602,0,1470,0,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1970,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1542,50,RM,53,5830,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,1.5Fin,5,6,1950,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,788,Unf,0,200,988,GasA,Ex,Y,SBrkr,1030,582,0,1612,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1950,Unf,1,363,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1543,75,RL,NA,7793,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,2.5Unf,7,7,1922,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,474,Unf,0,634,1108,GasA,TA,N,FuseA,1160,908,0,2068,0,0,1,1,3,1,Gd,8,Typ,1,Gd,Detchd,1928,Unf,1,315,TA,TA,Y,0,0,60,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1544,30,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,188,Unf,0,577,765,GasA,TA,N,FuseF,765,0,0,765,1,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,P,135,0,41,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal +1545,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,BLQ,452,LwQ,12,144,608,GasA,TA,Y,SBrkr,608,524,0,1132,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,128,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Abnorml +1546,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,264,Unf,0,308,572,GasA,Ex,Y,FuseA,848,348,0,1196,0,1,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1547,50,RM,53,6360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,Stone,300,TA,TA,CBlock,TA,TA,No,Rec,360,LwQ,159,316,835,GasA,TA,Y,FuseA,955,498,0,1453,0,0,1,1,3,1,Gd,7,Min2,2,Fa,Detchd,1942,Unf,1,240,TA,TA,Y,0,0,35,0,148,0,NA,NA,NA,0,3,2010,WD,Normal +1548,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,480,780,GasA,TA,Y,SBrkr,780,636,0,1416,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,312,TA,TA,P,221,0,48,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1549,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1936,1980,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,Rec,276,Unf,0,252,528,GasA,Gd,Y,SBrkr,548,492,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Fin,2,624,TA,TA,P,306,0,32,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1550,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,448,Unf,0,480,928,GasA,TA,Y,FuseF,928,608,0,1536,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,0,10,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1551,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,ALQ,960,Unf,0,164,1124,GasA,TA,Y,SBrkr,1068,0,0,1068,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1923,Unf,1,288,TA,TA,Y,0,0,128,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1552,50,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,888,888,GasA,Ex,Y,SBrkr,888,1074,0,1962,0,0,1,1,4,1,TA,9,Typ,1,TA,Detchd,1915,Unf,2,572,TA,TA,Y,160,0,364,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal +1553,70,RM,60,12900,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1912,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,780,780,0,1560,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,344,0,0,0,168,0,NA,NA,NA,0,5,2010,WD,Normal +1554,70,RM,52,3068,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1920,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,Ex,Y,SBrkr,662,662,0,1324,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,180,TA,TA,Y,0,0,112,0,0,0,NA,GdPrv,NA,0,2,2010,WD,Normal +1555,20,RL,100,15263,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,Gd,TA,No,Rec,766,Unf,0,656,1422,GasA,Gd,Y,SBrkr,1675,0,0,1675,0,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1959,Unf,1,365,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1556,50,RL,72,10632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,3,1917,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,Fa,No,Unf,0,Unf,0,689,689,GasA,Gd,N,SBrkr,725,499,0,1224,0,0,1,1,3,1,NA,6,Mod,0,NA,Detchd,1917,Unf,1,180,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,1,2010,COD,Normal +1557,190,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,1026,Unf,0,186,1212,GasA,TA,N,SBrkr,1212,180,0,1392,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,168,0,0,0,NA,NA,NA,0,2,2010,ConLD,Normal +1558,50,RL,65,6001,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,368,Unf,0,232,600,GasA,Ex,N,SBrkr,600,319,0,919,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,231,TA,TA,Y,0,0,45,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1559,70,C (all),NA,6449,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,4,1,1907,1950,Gambrel,CompShg,Wd Sdng,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,73,Unf,0,634,707,GasW,TA,N,SBrkr,942,942,0,1884,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,239,0,0,0,NA,NA,NA,0,3,2010,WD,Abnorml +1560,190,RH,60,6048,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Artery,Norm,2fmCon,1.5Fin,5,7,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,736,Unf,0,120,856,GasA,Gd,Y,SBrkr,936,744,0,1680,1,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1910,Unf,2,450,TA,Fa,P,56,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal +1561,90,RL,72,10773,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,3,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,72,Fa,Fa,CBlock,TA,TA,No,ALQ,704,Unf,0,1128,1832,GasA,TA,N,SBrkr,1832,0,0,1832,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,58,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1562,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,2008,Hip,CompShg,HdBoard,HdBoard,BrkFace,47,TA,TA,CBlock,TA,TA,Mn,BLQ,240,Rec,474,150,864,GasA,Ex,Y,SBrkr,892,0,0,892,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1966,Unf,1,416,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1563,20,RL,65,7832,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,775,Unf,0,89,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1969,Unf,1,280,TA,TA,Y,226,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1564,90,RL,NA,7424,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1319,Unf,0,0,1319,GasA,TA,Y,SBrkr,1373,0,0,1373,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1978,Fin,2,591,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1565,60,RL,86,11227,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,Gd,No,Rec,267,ALQ,453,0,720,GasA,Ex,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,2,TA,Attchd,1968,Unf,2,480,TA,TA,Y,192,38,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1566,20,RL,NA,20062,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,7,1977,2001,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1092,Unf,0,328,1420,GasA,Gd,Y,SBrkr,1483,0,0,1483,1,0,1,1,1,1,TA,4,Typ,2,TA,Attchd,1977,RFn,2,690,TA,TA,Y,496,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1567,30,RL,94,9259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1927,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,756,0,0,756,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1945,Unf,2,440,TA,TA,N,80,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1568,60,RL,NA,17082,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,6,5,1978,1992,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,PConc,Gd,TA,Av,ALQ,964,Unf,0,153,1117,GasA,Ex,Y,SBrkr,1117,864,0,1981,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,Fin,2,522,TA,TA,Y,336,104,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1569,50,RL,124,18600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,3,4,1938,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,288,LwQ,684,0,972,GasA,TA,Y,FuseA,1052,558,0,1610,0,1,2,0,4,1,Fa,8,Typ,1,Gd,Attchd,1938,RFn,1,480,TA,TA,Y,0,0,60,0,0,0,NA,NA,Shed,450,6,2010,WD,Normal +1570,20,RL,65,11479,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,1987,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,104,Rec,387,172,663,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1987,Unf,1,467,TA,TA,Y,0,52,52,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1571,50,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1947,1979,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,192,Unf,0,564,756,GasA,Ex,Y,SBrkr,1169,0,362,1531,0,0,1,0,3,1,TA,8,Typ,1,TA,Detchd,1947,Unf,1,209,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1572,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1954,1998,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,954,Unf,0,218,1172,GasA,TA,Y,SBrkr,1172,0,0,1172,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Fin,1,366,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1573,20,RL,44,17485,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,96,Gd,TA,PConc,Gd,TA,Gd,GLQ,1346,Unf,0,162,1508,GasA,Ex,Y,SBrkr,1508,0,0,1508,1,0,1,0,1,1,Gd,5,Typ,2,TA,Attchd,2009,RFn,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Con,Partial +1574,20,RL,NA,11200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,1250,1250,GasA,Ex,Y,SBrkr,1298,0,0,1298,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,504,TA,Fa,N,0,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal +1575,20,RL,83,11980,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1Story,7,5,1987,1987,Gable,CompShg,Plywood,Plywood,BrkFace,177,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1433,Unf,0,0,1433,GasA,Ex,Y,SBrkr,1433,0,0,1433,1,0,1,1,1,1,Gd,4,Typ,2,TA,Attchd,1987,RFn,2,528,Gd,Gd,Y,0,278,0,0,266,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1576,60,RL,87,12361,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,85,Gd,Gd,PConc,Gd,TA,No,GLQ,860,Unf,0,86,946,GasA,Ex,Y,SBrkr,964,838,0,1802,0,1,2,1,3,1,Gd,8,Typ,1,Gd,2Types,2000,RFn,4,1017,TA,TA,Y,450,92,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1577,20,RL,64,7360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2010,2010,Gable,CompShg,VinylSd,VinylSd,Stone,80,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1198,1222,GasA,Ex,Y,SBrkr,1222,0,0,1222,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,615,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1578,50,RL,82,14235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1.5Fin,6,8,1900,1993,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Fa,Gd,No,Unf,0,Unf,0,676,676,GasA,TA,Y,SBrkr,831,614,0,1445,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1957,Unf,2,484,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1579,85,RL,82,11105,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Fa,Av,GLQ,870,Unf,0,0,870,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1998,Unf,2,580,Gd,TA,Y,71,0,0,0,0,0,NA,GdPrv,NA,0,7,2010,WD,Normal +1580,60,RL,NA,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,353,Unf,0,525,878,GasA,Ex,Y,SBrkr,892,800,0,1692,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,RFn,2,513,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1581,20,RL,38,15240,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1977,2004,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,198,Rec,688,140,1026,GasA,Ex,Y,SBrkr,1026,0,0,1026,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1977,Unf,1,308,TA,TA,Y,316,85,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1582,20,RL,68,7480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,480,Unf,0,396,876,GasA,TA,Y,SBrkr,876,0,0,876,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1583,20,RL,80,10389,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,CemntBd,CmentBd,BrkFace,320,Gd,TA,PConc,Gd,TA,No,GLQ,1682,Unf,0,296,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,RFn,3,850,TA,TA,Y,188,25,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1584,60,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1040,1040,GasA,Ex,Y,SBrkr,1044,1054,0,2098,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,621,TA,TA,Y,331,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1585,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,672,Unf,0,176,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1586,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Feedr,Norm,1Fam,1Story,3,6,1945,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,640,0,0,640,0,0,1,0,2,1,TA,5,Min1,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal +1587,20,RL,68,8842,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,381,381,GasA,Ex,Y,SBrkr,992,0,0,992,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,319,TA,TA,Y,60,0,56,0,0,0,NA,MnPrv,NA,0,1,2010,Oth,Abnorml +1588,20,RL,60,10044,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1070,Unf,0,126,1196,GasA,TA,Y,SBrkr,1196,0,0,1196,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,336,TA,TA,Y,257,0,168,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1589,50,RL,89,11792,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,744,744,GasA,Ex,N,FuseF,792,328,0,1120,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1956,Unf,2,480,TA,Fa,P,0,0,0,0,160,0,NA,NA,NA,0,6,2010,WD,Abnorml +1590,80,RL,65,6305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1975,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1591,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1958,Hip,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal +1592,30,RL,67,4853,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Artery,Norm,1Fam,1Story,5,6,1924,1999,Gable,CompShg,MetalSd,VinylSd,BrkFace,203,TA,TA,BrkTil,TA,TA,Mn,Rec,133,Unf,0,974,1107,GasA,Fa,N,FuseA,1296,0,0,1296,0,0,2,0,2,1,Fa,5,Typ,1,Gd,Detchd,1979,Unf,1,260,TA,TA,Y,0,0,36,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal +1593,30,RL,NA,7890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,238,Unf,0,618,856,GasA,TA,Y,SBrkr,856,0,0,856,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1939,Unf,2,399,TA,TA,Y,0,0,0,0,166,0,NA,NA,NA,0,3,2010,WD,Normal +1594,90,RH,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,4,6,1967,1967,Flat,Tar&Grv,Plywood,CBlock,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,862,1788,0,2650,0,0,3,0,6,2,TA,10,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,Shed,500,2,2010,WD,Normal +1595,50,RL,51,9839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,2,1931,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,772,0,1666,1,0,1,0,3,1,TA,7,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,156,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1596,50,RL,78,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,6,1941,1985,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,371,Gd,Gd,BrkTil,Gd,TA,No,ALQ,426,BLQ,252,850,1528,GasA,Ex,Y,SBrkr,1225,908,0,2133,1,0,1,1,4,1,TA,8,Typ,2,TA,Attchd,1941,Unf,1,312,TA,TA,Y,0,0,86,0,0,0,NA,NA,NA,0,7,2010,WD,Normal +1597,90,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1950,1991,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,TA,Gd,CBlock,TA,TA,No,ALQ,375,Unf,0,657,1032,GasA,Ex,Y,SBrkr,1102,1075,0,2177,0,0,2,1,5,2,TA,11,Typ,0,NA,Detchd,1950,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1598,80,RL,85,19645,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,7,6,1994,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,TA,TA,PConc,Gd,TA,No,GLQ,343,Unf,0,80,423,GasA,Ex,Y,SBrkr,896,756,0,1652,1,0,2,1,3,1,Gd,6,Typ,0,NA,BuiltIn,1994,RFn,2,473,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1599,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,6,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,747,Unf,0,235,982,GasA,Gd,Y,SBrkr,1034,0,0,1034,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1989,Fin,2,598,TA,TA,Y,141,36,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1600,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,76,Unf,0,1115,1191,GasA,Gd,Y,SBrkr,1191,0,0,1191,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Unf,2,531,TA,TA,Y,112,81,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1601,30,RM,58,8154,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,5,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,480,Unf,0,0,480,GasA,TA,Y,SBrkr,540,0,0,540,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1951,Unf,1,200,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLw,Normal +1602,50,RM,50,9140,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1921,1975,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,BLQ,308,Unf,0,321,629,GasA,Fa,Y,SBrkr,727,380,0,1107,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,625,TA,TA,Y,0,56,0,0,200,0,NA,MnPrv,NA,0,4,2010,COD,Normal +1603,30,C (all),66,8712,Grvl,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1896,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Gd,Y,SBrkr,952,0,0,952,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1896,RFn,1,330,TA,TA,N,0,0,265,0,0,0,NA,NA,NA,0,6,2010,WD,Alloca +1604,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Artery,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,5,2010,WD,Normal +1605,60,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,615,Unf,0,434,1049,GasA,Ex,Y,SBrkr,1036,880,0,1916,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Unf,3,741,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1606,80,RL,74,9620,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,679,Unf,0,564,1243,GasA,TA,Y,SBrkr,1285,0,0,1285,0,1,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1977,Unf,2,473,TA,TA,Y,375,26,0,0,0,0,NA,GdPrv,Shed,80,5,2010,WD,Normal +1607,90,RL,NA,12760,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1958,1958,GasA,TA,Y,SBrkr,2048,0,0,2048,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1976,Unf,2,776,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,ConLD,Normal +1608,20,RL,88,11896,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,No,GLQ,78,Unf,0,1258,1336,GasA,Ex,Y,SBrkr,1346,0,0,1346,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2008,Fin,3,660,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1609,20,RL,73,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1214,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2010,RFn,2,520,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial +1610,60,RL,73,9802,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,744,700,0,1444,0,0,2,1,3,1,TA,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1611,20,RL,85,15300,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1965,1977,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,42,Unf,0,1026,1068,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,2,1,TA,7,Typ,1,TA,Attchd,1965,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1612,20,RL,93,10114,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1430,1430,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1613,20,RL,NA,11875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1344,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,2001,Unf,2,686,TA,TA,Y,328,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1614,120,RM,31,2394,Pave,NA,Reg,Low,AllPub,Inside,Mod,MeadowV,Norm,Norm,Twnhs,1Story,5,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,915,Unf,0,30,945,GasA,Ex,Y,SBrkr,945,0,0,945,1,1,1,0,2,1,TA,5,Typ,1,Po,Attchd,1973,RFn,1,253,TA,TA,Y,174,0,56,0,108,0,NA,NA,NA,0,5,2010,WD,Normal +1615,160,RM,21,1476,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,176,Unf,0,370,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1616,160,RM,21,1900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1617,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,294,Unf,0,252,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,286,TA,TA,Y,0,0,64,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1618,20,RL,50,6953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,469,Unf,0,395,864,GasA,Ex,Y,SBrkr,874,0,0,874,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,ConLD,Normal +1619,20,RL,76,12887,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,207,GLQ,590,36,833,GasA,TA,Y,SBrkr,833,0,0,833,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Unf,2,495,TA,TA,Y,431,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal +1620,90,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,2,1985,1986,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Po,PConc,TA,TA,No,Unf,0,Unf,0,1216,1216,GasA,Gd,Y,SBrkr,1216,1216,0,2432,0,0,4,2,4,2,TA,10,Typ,0,NA,Attchd,1985,Unf,2,616,TA,Fa,Y,200,0,0,0,0,0,NA,NA,Shed,600,2,2010,WD,Normal +1621,60,RL,63,10475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,458,Unf,0,166,624,GasA,Gd,Y,SBrkr,624,650,0,1274,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,Y,22,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal +1622,50,RL,68,10544,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,476,Unf,0,388,864,GasA,TA,Y,SBrkr,864,615,0,1479,0,0,2,0,5,1,TA,8,Typ,0,NA,Attchd,1969,Fin,1,275,TA,TA,Y,287,0,280,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1623,20,RL,76,9892,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Gd,GLQ,1341,LwQ,284,54,1679,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,1,2,1,3,1,Gd,6,Typ,2,TA,Attchd,1994,Unf,2,482,TA,TA,Y,129,64,222,0,0,0,NA,GdWo,NA,0,2,2010,WD,Normal +1624,60,RL,74,12961,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,Mn,GLQ,944,Unf,0,208,1152,GasA,Ex,Y,SBrkr,1152,645,0,1797,1,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1993,Fin,2,616,TA,TA,Y,162,312,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1625,20,RL,74,13008,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,No,Rec,564,Unf,0,318,882,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,502,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1626,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,440,TA,TA,CBlock,TA,TA,No,LwQ,844,Unf,0,590,1434,GasA,TA,Y,SBrkr,1434,0,0,1434,1,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1974,RFn,2,528,TA,TA,Y,80,21,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1627,60,RL,88,10179,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,847,Unf,0,98,945,GasA,Ex,Y,SBrkr,945,663,0,1608,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1628,60,RL,NA,11792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,188,Gd,TA,PConc,Gd,TA,Gd,GLQ,850,Unf,0,158,1008,GasA,Ex,Y,SBrkr,1008,1275,0,2283,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1629,80,RL,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,GLQ,284,Unf,0,100,384,GasA,Gd,Y,SBrkr,958,670,0,1628,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,390,TA,TA,Y,48,72,0,0,0,0,NA,NA,Shed,490,6,2009,WD,Normal +1630,120,RL,28,7296,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1965,Unf,0,243,2208,GasA,Ex,Y,SBrkr,2522,0,0,2522,1,0,2,0,1,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,564,TA,TA,Y,182,57,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1631,120,RL,61,7380,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,341,Unf,0,1077,1418,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,495,TA,TA,Y,168,43,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1632,120,RL,57,8013,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,741,Unf,0,846,1587,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,528,TA,TA,Y,52,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1633,80,RL,57,8923,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,189,Unf,0,195,384,GasA,Gd,Y,SBrkr,751,631,0,1382,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1998,Fin,2,396,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1634,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,476,Unf,0,476,952,GasA,Gd,Y,SBrkr,952,684,0,1636,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,440,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1635,60,RL,NA,8803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,600,Unf,0,107,707,GasA,Gd,Y,SBrkr,707,809,0,1516,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,0,46,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1636,20,RL,58,7250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,45,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1190,0,0,1190,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1993,Unf,2,430,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1637,60,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,6,1977,1977,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,157,TA,TA,PConc,Gd,TA,No,ALQ,400,Unf,0,722,1122,GasA,Ex,Y,SBrkr,946,988,0,1934,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,567,TA,TA,P,0,176,0,0,200,0,NA,NA,NA,0,7,2009,WD,Normal +1638,60,RL,NA,13250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRNn,Norm,1Fam,2Story,7,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,SBrkr,1154,896,0,2050,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,RFn,2,529,TA,TA,Y,192,192,0,0,0,0,NA,NA,NA,0,5,2009,WD,Abnorml +1639,20,RL,80,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,TA,TA,PConc,TA,TA,No,LwQ,363,Unf,0,1064,1427,GasA,TA,Y,SBrkr,1671,0,0,1671,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,484,TA,TA,Y,252,55,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1640,60,RL,NA,12388,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1991,Gable,CompShg,Plywood,Plywood,BrkFace,229,TA,TA,CBlock,Gd,TA,No,ALQ,602,Unf,0,441,1043,GasA,TA,Y,SBrkr,1539,1134,0,2673,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1980,RFn,2,441,TA,TA,Y,178,84,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1641,20,RL,80,11088,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1978,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,PConc,TA,TA,No,ALQ,832,Unf,0,308,1140,GasA,Gd,Y,SBrkr,1707,0,0,1707,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,Fin,2,479,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1642,60,FV,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,622,Unf,0,304,926,GasA,Ex,Y,SBrkr,1016,868,0,1884,1,0,2,1,3,1,Ex,7,Typ,1,Ex,Attchd,2003,RFn,2,581,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1643,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,RRNn,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1058,1058,GasA,Ex,Y,SBrkr,1058,816,0,1874,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,588,TA,TA,Y,0,134,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1644,60,FV,NA,8470,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,225,ALQ,276,471,972,GasA,Ex,Y,SBrkr,972,839,0,1811,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,565,TA,TA,Y,225,48,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1645,20,RL,NA,9373,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,5,7,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,161,TA,TA,CBlock,Gd,TA,Av,ALQ,1333,LwQ,168,120,1621,GasA,TA,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1975,RFn,2,478,TA,TA,Y,0,0,0,0,490,0,NA,NA,NA,0,6,2009,WD,Normal +1646,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,196,TA,TA,CBlock,TA,TA,No,ALQ,888,Unf,0,228,1116,GasA,Ex,Y,SBrkr,1116,0,0,1116,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2009,WD,Normal +1647,20,RL,85,11050,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,636,Unf,0,540,1176,GasA,Fa,Y,SBrkr,1193,0,0,1193,0,0,2,0,3,1,TA,5,Typ,1,TA,Attchd,1975,Unf,2,506,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1648,20,RL,NA,7830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1180,1180,GasA,TA,Y,SBrkr,1180,0,0,1180,0,0,1,1,2,1,TA,6,Typ,0,NA,Attchd,1970,RFn,2,477,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal +1649,20,RL,NA,8510,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,178,TA,TA,CBlock,Gd,TA,No,ALQ,500,Unf,0,543,1043,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1650,20,RL,60,7038,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,726,Unf,0,138,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2001,Unf,2,576,TA,TA,Y,210,0,0,0,0,0,NA,GdPrv,NA,0,9,2009,WD,Abnorml +1651,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1971,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,240,Unf,0,624,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1986,Unf,2,576,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal +1652,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,254,Unf,0,229,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1653,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,Rec,110,LwQ,294,79,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1654,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,306,Unf,0,498,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,0,2,1,3,1,TA,7,Typ,1,TA,Detchd,1976,RFn,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1655,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,435,LwQ,622,0,1057,GasA,TA,Y,SBrkr,1055,0,0,1055,0,1,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1975,RFn,2,440,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1656,160,RL,24,2349,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,389,Unf,0,466,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,440,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1657,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,320,Unf,0,484,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,1,2,1,3,1,TA,7,Typ,1,TA,Detchd,1978,Unf,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1658,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,279,Unf,0,576,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1659,120,RL,24,2104,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,7,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,536,Unf,0,300,836,GasA,TA,Y,SBrkr,836,0,0,836,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,345,TA,TA,Y,150,20,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1660,20,RL,NA,10710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1966,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,165,Gd,TA,PConc,TA,TA,No,BLQ,644,Unf,0,220,864,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1966,RFn,2,656,TA,TA,Y,0,162,0,0,0,0,NA,NA,Shed,1200,7,2009,WD,Normal +1661,60,RL,110,14257,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,726,Ex,TA,PConc,Ex,TA,No,GLQ,1360,Unf,0,416,1776,GasA,Ex,Y,SBrkr,1794,978,0,2772,1,0,3,1,4,1,Ex,10,Typ,3,Gd,BuiltIn,2007,Fin,3,754,TA,TA,Y,135,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1662,60,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,986,Unf,0,379,1365,GasA,Ex,Y,SBrkr,1365,1325,0,2690,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,864,TA,TA,Y,0,197,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial +1663,20,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1232,Unf,0,788,2020,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,896,TA,TA,Y,192,98,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1664,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosA,PosA,1Fam,1Story,10,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,2288,Unf,0,342,2630,GasA,Ex,Y,SBrkr,2674,0,0,2674,2,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2007,Fin,3,762,TA,TA,Y,360,50,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1665,20,RL,95,11578,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,302,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1736,1736,GasA,Ex,Y,SBrkr,1736,0,0,1736,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,834,TA,TA,Y,319,90,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1666,20,RL,129,16870,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,238,Gd,TA,PConc,Ex,TA,Gd,GLQ,1531,Unf,0,251,1782,GasA,Ex,Y,SBrkr,1782,0,0,1782,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2004,Fin,3,932,TA,TA,Y,99,82,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1667,60,RL,59,23303,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,20,Gd,TA,PConc,Ex,TA,Av,GLQ,1230,Unf,0,278,1508,GasA,Ex,Y,SBrkr,1508,1012,0,2520,1,0,2,1,5,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,640,TA,TA,Y,192,273,0,0,0,0,NA,NA,NA,0,6,2009,WD,Family +1668,20,RL,87,10367,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,284,Ex,TA,PConc,Ex,TA,Mn,GLQ,1015,Unf,0,724,1739,GasA,Ex,Y,SBrkr,1743,0,0,1743,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,927,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal +1669,20,RL,77,10872,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,122,Gd,TA,PConc,Ex,Gd,Av,GLQ,1037,Unf,0,467,1504,GasA,Ex,Y,SBrkr,1531,0,0,1531,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,700,TA,TA,Y,184,52,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1670,20,RL,102,13514,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,285,Ex,TA,PConc,Ex,TA,No,GLQ,1142,Unf,0,632,1774,GasA,Ex,Y,SBrkr,1808,0,0,1808,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,850,TA,TA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1671,20,RL,90,12878,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,418,Gd,TA,PConc,Gd,TA,No,ALQ,1262,Unf,0,498,1760,GasA,Ex,Y,SBrkr,1760,0,0,1760,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,583,TA,TA,Y,165,190,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1672,20,RL,110,15274,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,724,Gd,TA,PConc,Ex,TA,No,GLQ,1972,Unf,0,480,2452,GasA,Ex,Y,SBrkr,2452,0,0,2452,2,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2003,Fin,3,886,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1673,60,RL,96,13262,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1105,1295,0,2400,0,0,3,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,3,730,TA,TA,Y,114,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1674,20,RL,70,9658,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,383,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1598,1598,GasA,Gd,Y,SBrkr,1606,0,0,1606,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,871,TA,TA,Y,230,60,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1675,120,RL,47,6904,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,ALQ,836,Unf,0,522,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1676,120,RL,34,5122,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,GLQ,881,Unf,0,425,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1677,120,RL,80,10307,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1678,20,RL,100,14836,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,730,Ex,TA,PConc,Ex,TA,Gd,GLQ,2146,Unf,0,346,2492,GasA,Ex,Y,SBrkr,2492,0,0,2492,1,0,2,1,2,1,Ex,8,Typ,1,Ex,Attchd,2004,Fin,3,949,TA,TA,Y,226,235,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml +1679,20,RL,117,15262,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,470,Gd,TA,PConc,Ex,TA,Gd,GLQ,1557,Unf,0,643,2200,GasA,Ex,Y,SBrkr,2200,0,0,2200,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2003,Fin,3,685,TA,TA,Y,208,55,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1680,120,RL,44,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2009,Hip,CompShg,MetalSd,MetalSd,BrkFace,308,Ex,TA,PConc,Ex,TA,No,GLQ,800,Unf,0,1084,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,649,TA,TA,Y,231,90,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial +1681,120,RL,48,6472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,BrkFace,500,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1451,1451,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,2,539,TA,TA,Y,192,42,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1682,20,RL,129,16770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1196,Unf,0,516,1712,GasA,Ex,Y,SBrkr,1712,0,0,1712,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2002,RFn,3,701,TA,TA,Y,218,183,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1683,120,RL,48,3480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1684,60,RL,63,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1685,60,RL,57,8918,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,745,745,GasA,Ex,Y,SBrkr,745,745,0,1490,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,392,TA,TA,Y,36,20,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1686,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1204,1220,GasA,Ex,Y,SBrkr,1220,0,0,1220,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1687,80,RL,59,9434,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1688,60,RL,62,7984,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,868,762,0,1630,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,436,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1689,60,RL,61,10125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,846,846,GasA,Ex,Y,SBrkr,846,748,0,1594,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,434,TA,TA,Y,300,48,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1690,60,RL,NA,8965,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,652,Unf,0,130,782,GasA,Ex,Y,SBrkr,806,683,0,1489,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,400,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1691,60,RL,NA,8174,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,494,Unf,0,204,698,GasA,Ex,Y,SBrkr,698,644,0,1342,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,393,TA,TA,Y,100,56,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1692,60,RL,NA,12891,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,651,Unf,0,219,870,GasA,Ex,Y,SBrkr,878,1126,0,2004,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,3,644,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1693,80,RL,61,9734,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,241,Rec,113,30,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2004,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1694,60,RL,42,8433,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,683,Unf,0,111,794,GasA,Ex,Y,SBrkr,819,695,0,1514,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,394,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1695,80,RL,62,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,RFn,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1696,60,RL,NA,15896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,ALQ,913,Unf,0,264,1177,GasA,Ex,Y,SBrkr,1223,1089,0,2312,1,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,3,658,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1697,80,RL,64,7848,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,6,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1698,60,RL,106,12720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,Mn,GLQ,1173,Unf,0,282,1455,GasA,Ex,Y,SBrkr,1466,1221,0,2687,1,0,2,1,4,1,Gd,10,Typ,2,TA,BuiltIn,2000,RFn,3,810,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1699,20,RL,NA,10750,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,634,Gd,TA,PConc,Gd,TA,Av,BLQ,236,GLQ,1526,262,2024,GasA,Ex,Y,SBrkr,2063,0,0,2063,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,1994,Fin,3,815,TA,TA,Y,182,56,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1700,60,RL,79,9085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,286,Gd,TA,PConc,Gd,TA,No,GLQ,816,Unf,0,254,1070,GasA,Ex,Y,SBrkr,1094,967,0,2061,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,2,647,TA,TA,Y,296,102,209,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1701,60,RL,NA,11692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,372,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,549,1173,GasA,Ex,Y,SBrkr,1215,1017,0,2232,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,623,TA,TA,Y,173,165,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1702,20,RL,86,11194,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1696,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,972,TA,TA,Y,120,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1703,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,294,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1614,1614,GasA,Ex,Y,SBrkr,1658,0,0,1658,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,726,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1704,20,RL,85,10130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1294,Unf,0,408,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,844,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1705,20,RL,76,9139,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,TA,Av,GLQ,379,Unf,0,1043,1422,GasA,Ex,Y,SBrkr,1432,0,0,1432,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,492,TA,TA,Y,297,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1706,20,RL,85,11128,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,PosN,PosN,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,198,Ex,TA,PConc,Ex,TA,Gd,GLQ,2158,Unf,0,300,2458,GasA,Ex,Y,SBrkr,2490,0,0,2490,1,0,2,0,2,1,Ex,9,Typ,2,Gd,Attchd,2005,Fin,3,795,TA,TA,Y,70,226,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal +1707,20,FV,90,7993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1436,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,121,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial +1708,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1402,1402,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,625,TA,TA,Y,205,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1709,20,FV,112,12606,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,120,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1530,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,984,TA,TA,Y,212,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1710,20,FV,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,238,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1348,1372,GasA,Ex,Y,SBrkr,1448,0,0,1448,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,692,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1711,60,FV,84,10603,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,121,Gd,TA,PConc,Ex,Gd,No,GLQ,682,Unf,0,218,900,GasA,Ex,Y,SBrkr,909,886,0,1795,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,Fin,3,782,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1712,20,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,288,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1836,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2009,Fin,2,517,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial +1713,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1430,Unf,0,222,1652,GasA,Ex,Y,SBrkr,1662,0,0,1662,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,RFn,3,711,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1714,20,FV,68,8736,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,771,ALQ,360,422,1553,GasA,Ex,Y,SBrkr,1553,0,0,1553,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,588,TA,TA,Y,192,88,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1715,60,FV,65,8127,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,402,812,GasA,Ex,Y,SBrkr,812,841,0,1653,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,628,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1716,20,RL,80,9605,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2007,RFn,2,576,TA,TA,Y,0,178,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1717,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,GLQ,54,Unf,0,1087,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2006,RFn,2,484,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1718,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1719,60,RL,96,10628,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,871,941,0,1812,0,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,478,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1720,20,RL,76,10141,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,Tar&Grv,VinylSd,VinylSd,BrkFace,264,Gd,TA,PConc,Gd,TA,Gd,BLQ,516,Rec,774,222,1512,GasA,Ex,Y,SBrkr,1512,0,0,1512,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,3,845,TA,TA,Y,210,36,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1721,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,248,102,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1722,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1723,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,836,Unf,0,278,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1724,20,RL,61,7328,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1450,1450,GasA,Ex,Y,SBrkr,1450,0,0,1450,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,3,788,TA,TA,Y,0,93,0,0,0,0,NA,NA,NA,0,2,2009,New,Partial +1725,60,RL,43,11492,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,637,Unf,0,276,913,GasA,Ex,Y,SBrkr,913,1209,0,2122,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1997,RFn,2,559,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1726,60,RL,70,7703,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,52,Rec,364,400,816,GasA,Ex,Y,SBrkr,833,897,0,1730,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,528,TA,TA,Y,0,91,0,0,168,0,NA,NA,NA,0,11,2009,WD,Normal +1727,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1332,1332,GasA,Gd,Y,SBrkr,1332,0,0,1332,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1728,60,RL,70,9109,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,36,GLQ,596,122,754,GasA,Ex,Y,SBrkr,754,786,0,1540,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,495,TA,TA,Y,140,32,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1729,60,RL,NA,10274,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,141,TA,Gd,CBlock,Gd,TA,No,Rec,331,Unf,0,345,676,GasA,TA,Y,SBrkr,698,702,0,1400,0,0,2,1,3,1,TA,6,Typ,0,NA,Attchd,1986,RFn,2,465,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1730,90,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,6,7,1981,1981,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,964,918,0,1882,0,0,2,0,4,2,TA,8,Typ,2,TA,Attchd,1981,Unf,2,612,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1731,20,RL,63,9750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,68,BLQ,884,28,980,GasA,Gd,Y,SBrkr,980,0,0,980,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1969,Unf,2,400,TA,TA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal +1732,20,RL,NA,8499,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,660,Unf,0,204,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1982,Unf,2,732,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1733,20,RL,NA,9079,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,864,Unf,0,0,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,440,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1734,20,RL,NA,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,544,Unf,0,480,1024,GasA,Gd,Y,SBrkr,1020,0,0,1020,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,171,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,Oth,Family +1735,20,RL,NA,7791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1963,1995,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,624,Unf,0,288,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Normal +1736,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,TA,TA,CBlock,TA,TA,No,LwQ,140,BLQ,590,182,912,GasA,Gd,Y,SBrkr,912,0,0,912,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,252,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1737,20,RL,NA,15676,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,8,1980,1980,Gable,CompShg,VinylSd,VinylSd,BrkFace,115,Gd,Gd,CBlock,Gd,Gd,Gd,ALQ,1733,Rec,92,189,2014,GasA,Gd,Y,SBrkr,2014,0,0,2014,1,0,2,0,2,1,Gd,6,Maj1,2,Gd,Attchd,1980,RFn,3,864,TA,TA,Y,462,0,0,255,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1738,60,RL,NA,11949,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,8,1991,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,Gd,PConc,Gd,TA,No,GLQ,601,ALQ,216,158,975,GasA,Ex,Y,SBrkr,975,780,0,1755,0,1,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,Unf,2,524,TA,TA,Y,502,60,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal +1739,160,FV,32,2880,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1376,1376,GasA,Ex,Y,SBrkr,1376,1629,0,3005,0,0,2,1,3,1,Gd,9,Mod,1,TA,BuiltIn,2004,Fin,3,704,TA,TA,Y,0,177,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1740,120,FV,NA,3830,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,280,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1726,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,2,561,TA,TA,Y,0,254,0,0,0,0,NA,NA,NA,0,1,2009,New,Partial +1741,120,FV,NA,4217,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,252,Gd,TA,PConc,Gd,TA,No,GLQ,962,Unf,0,183,1145,GasA,Ex,Y,SBrkr,1256,0,0,1256,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,641,TA,TA,Y,0,169,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1742,160,FV,34,2998,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,507,Unf,0,249,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1743,160,FV,35,3768,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,549,Unf,0,142,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1744,20,RL,NA,14694,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1977,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,450,Ex,Ex,CBlock,Gd,Gd,Gd,GLQ,1252,ALQ,136,306,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,1977,Fin,2,642,TA,TA,Y,501,120,0,225,0,0,NA,NA,NA,0,6,2009,WD,Normal +1745,20,RL,110,15417,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,5,1981,1981,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Mn,LwQ,121,Unf,0,1619,1740,GasA,TA,Y,SBrkr,1740,0,0,1740,0,0,1,1,2,1,Gd,7,Typ,0,NA,Attchd,1981,RFn,2,540,TA,TA,Y,228,20,218,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1746,80,RL,80,9600,Pave,NA,Reg,Low,AllPub,FR2,Mod,Veenker,Feedr,Norm,1Fam,SLvl,8,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,200,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,392,392,GasA,Ex,Y,SBrkr,1487,1012,0,2499,0,0,2,1,4,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,527,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,1,2009,WD,Abnorml +1747,60,RL,NA,12732,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,560,LwQ,42,150,752,GasA,TA,Y,SBrkr,1285,782,0,2067,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1974,RFn,2,784,TA,TA,Y,297,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1748,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1967,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,256,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,1271,1369,0,2640,0,0,2,1,5,1,Gd,8,Typ,1,TA,Attchd,1967,RFn,2,515,TA,TA,Y,0,120,0,0,168,0,NA,NA,NA,0,5,2009,WD,Normal +1749,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,TA,CBlock,Gd,TA,Mn,ALQ,553,Rec,147,588,1288,GasA,TA,Y,SBrkr,1336,0,0,1336,0,1,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1969,RFn,2,502,TA,TA,Y,312,11,0,0,0,0,NA,NA,Shed,650,8,2009,WD,Normal +1750,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,Av,BLQ,955,Unf,0,261,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Abnorml +1751,60,RL,NA,13774,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1977,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,283,TA,Gd,PConc,Gd,TA,No,GLQ,432,Unf,0,476,908,GasA,Ex,Y,SBrkr,1316,972,0,2288,0,0,1,2,4,1,Gd,8,Typ,2,TA,Attchd,1977,RFn,2,520,TA,TA,Y,321,72,0,0,156,0,NA,NA,NA,0,11,2009,WD,Normal +1752,20,RL,62,7130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,BLQ,648,Unf,0,216,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Fin,1,312,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal +1753,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1568,1568,GasA,TA,Y,SBrkr,1568,0,0,1568,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1967,Unf,2,440,TA,TA,Y,160,40,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal +1754,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,252,TA,TA,CBlock,TA,TA,No,ALQ,698,Unf,0,467,1165,GasA,Gd,Y,SBrkr,1165,896,0,2061,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,RFn,2,498,TA,TA,Y,0,77,0,0,196,0,NA,NA,NA,0,5,2009,COD,Abnorml +1755,85,RL,NA,16500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,509,TA,TA,CBlock,Gd,TA,Av,GLQ,962,Unf,0,270,1232,GasA,Fa,Y,SBrkr,1320,0,0,1320,0,1,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1756,20,RL,60,7436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1960,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,734,Unf,0,160,894,GasA,Gd,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1988,Unf,2,396,TA,TA,Y,0,0,0,360,0,0,NA,GdWo,NA,0,8,2009,WD,Normal +1757,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Unf,0,461,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1960,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1758,20,RL,NA,9450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,160,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,265,1040,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1982,RFn,3,768,TA,TA,Y,0,0,84,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal +1759,20,RL,NA,13495,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,70,TA,Gd,CBlock,TA,TA,No,BLQ,625,LwQ,201,222,1048,GasA,Fa,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,TA,7,Min1,1,Gd,Detchd,1956,Unf,2,576,TA,TA,Y,0,99,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1760,20,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1995,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,217,TA,TA,CBlock,TA,TA,No,ALQ,310,BLQ,512,491,1313,GasA,TA,Y,SBrkr,1313,0,0,1313,1,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1961,RFn,2,610,TA,TA,Y,172,28,0,0,121,0,NA,MnPrv,NA,0,2,2009,WD,Normal +1761,20,RL,115,10500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,Gd,CBlock,TA,TA,No,LwQ,998,Unf,0,294,1292,GasA,TA,Y,SBrkr,1292,0,0,1292,1,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1964,Unf,2,520,TA,TA,Y,0,32,0,0,92,0,NA,NA,NA,0,7,2009,COD,Abnorml +1762,60,RL,NA,8970,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,388,Unf,0,356,744,GasA,TA,Y,SBrkr,825,1315,0,2140,0,0,2,1,4,1,TA,7,Typ,1,TA,Attchd,1965,Fin,2,549,TA,TA,Y,0,40,264,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal +1763,80,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,TA,TA,Gd,ALQ,568,Unf,0,640,1208,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,1,0,4,1,Gd,7,Typ,1,Po,BuiltIn,1961,Fin,2,368,TA,TA,Y,85,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1764,20,RL,68,9768,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,100,ALQ,247,613,960,GasA,Gd,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,330,TA,TA,Y,0,70,0,0,0,0,NA,MnPrv,NA,0,2,2009,WD,Normal +1765,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkComm,Brk Cmn,None,0,Gd,TA,CBlock,TA,TA,No,Rec,1173,Unf,0,507,1680,GasA,TA,Y,SBrkr,1691,0,0,1691,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Unf,2,550,Gd,TA,Y,0,67,260,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1766,20,RL,92,10573,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1961,1961,Hip,CompShg,MetalSd,MetalSd,BrkFace,3,TA,TA,CBlock,TA,TA,No,Rec,1312,Unf,0,141,1453,GasA,Ex,Y,SBrkr,1453,0,0,1453,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,530,TA,TA,Y,0,49,0,0,288,0,NA,GdPrv,NA,0,4,2009,WD,Normal +1767,20,RL,80,14695,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1966,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,TA,TA,No,ALQ,1387,Unf,0,175,1562,GasA,Gd,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,Gd,Attchd,1966,Unf,2,542,TA,TA,Y,0,110,0,0,342,0,NA,GdWo,NA,0,7,2009,WD,Normal +1768,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,164,Gd,TA,CBlock,TA,TA,No,ALQ,856,Unf,0,313,1169,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,286,TA,TA,Y,257,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1769,20,RL,NA,12285,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1960,1960,Gable,CompShg,Plywood,Plywood,BrkFace,128,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,785,1329,GasA,Gd,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,TA,5,Typ,2,Gd,Attchd,1960,Unf,2,441,TA,TA,Y,0,0,203,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1770,20,RL,66,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1959,1998,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,708,Unf,0,280,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,Unf,1,297,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1771,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,435,BLQ,202,565,1202,GasA,TA,Y,SBrkr,1202,0,0,1202,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,304,TA,TA,Y,0,35,120,0,0,0,NA,GdWo,NA,0,11,2009,COD,Abnorml +1772,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Rec,172,LwQ,483,727,1382,GasA,Gd,Y,FuseA,1382,0,0,1382,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,350,TA,TA,Y,280,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal +1773,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1956,1956,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,155,LwQ,750,295,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,1,294,TA,TA,Y,0,189,140,0,0,0,NA,NA,NA,0,11,2009,WD,Family +1774,90,RL,76,9482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,657,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1866,1866,GasA,Ex,Y,SBrkr,1866,0,0,1866,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,495,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal +1775,20,RL,53,8128,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1954,1954,Hip,CompShg,MetalSd,MetalSd,BrkFace,80,TA,TA,CBlock,TA,TA,No,ALQ,490,Unf,0,572,1062,GasA,Gd,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1776,20,RL,67,13070,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,323,631,GasA,TA,Y,FuseA,1112,0,0,1112,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1951,Unf,2,480,TA,TA,Y,0,0,0,0,255,0,NA,NA,NA,0,10,2009,WD,Normal +1777,30,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,700,Unf,0,93,793,GasA,TA,Y,SBrkr,793,0,0,793,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1945,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1778,20,RL,60,7626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1952,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,GLQ,931,Unf,0,100,1031,GasA,Gd,Y,SBrkr,1031,0,0,1031,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1952,Unf,1,230,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal +1779,20,RL,75,9533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,140,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1210,0,0,1210,0,0,1,1,2,1,TA,7,Typ,0,NA,Attchd,1953,Fin,1,616,TA,TA,Y,208,0,100,0,0,0,NA,MnPrv,NA,0,8,2009,ConLD,Normal +1780,60,RL,78,11419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,7,7,1948,1999,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,699,Unf,0,0,699,GasA,Ex,Y,FuseA,801,726,0,1527,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,2,410,TA,TA,Y,0,0,134,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal +1781,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,390,Unf,0,810,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Fin,1,246,TA,TA,Y,126,0,0,0,0,0,NA,GdWo,NA,0,8,2009,WD,Normal +1782,20,RL,53,5470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,792,792,GasA,Gd,Y,FuseA,792,0,0,792,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1958,Unf,1,366,Fa,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1783,60,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1939,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,676,0,1352,0,1,2,0,4,1,Gd,7,Typ,0,NA,Detchd,1939,Unf,2,720,TA,TA,Y,187,0,128,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1784,70,RL,80,8146,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,8,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,405,405,GasA,Gd,Y,SBrkr,717,322,0,1039,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1940,Unf,1,281,TA,TA,N,0,0,168,0,111,0,NA,NA,NA,0,5,2009,WD,Normal +1785,30,RL,60,10230,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1054,1054,GasA,Ex,Y,SBrkr,1078,0,0,1078,0,0,1,0,3,1,Ex,6,Typ,0,NA,Detchd,1987,Unf,1,264,TA,TA,N,0,0,0,0,112,0,NA,GdWo,NA,0,12,2009,WD,Normal +1786,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1313,1313,GasA,TA,Y,SBrkr,1313,0,1064,2377,0,0,2,0,3,1,Gd,8,Min2,1,TA,Detchd,1954,Unf,2,528,TA,TA,Y,0,0,432,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1787,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1910,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,SBrkr,930,760,0,1690,0,0,2,0,4,1,Gd,5,Typ,0,NA,Detchd,2008,Unf,2,624,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1788,30,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,2,5,1940,1950,Gable,CompShg,Stucco,Stucco,None,0,Fa,TA,PConc,Fa,TA,No,Unf,0,Unf,0,416,416,GasA,Gd,N,FuseA,599,0,0,599,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,81,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1789,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,SBrkr,846,0,0,846,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1980,Fin,2,576,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1790,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1890,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,FuseA,725,0,0,725,0,0,1,1,1,1,TA,4,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1791,90,RL,81,9671,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,2Story,6,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,Stone,480,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1248,1248,GasA,TA,Y,SBrkr,1248,1296,0,2544,0,0,2,2,6,2,TA,12,Typ,0,NA,Attchd,1969,RFn,3,907,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1792,20,RL,83,10143,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,295,TA,TA,CBlock,TA,TA,No,Rec,384,Unf,0,996,1380,GasA,Fa,Y,SBrkr,1380,0,0,1380,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,364,TA,TA,Y,0,0,0,0,216,0,NA,GdWo,NA,0,6,2009,WD,Normal +1793,20,RL,77,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,4,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,Fa,TA,CBlock,TA,Fa,No,BLQ,872,Rec,60,108,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Min1,1,Po,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,156,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal +1794,20,RL,62,8010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1958,2007,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,TA,TA,Mn,GLQ,745,Unf,0,206,951,GasA,Gd,Y,SBrkr,951,0,0,951,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1985,Unf,2,480,TA,TA,Y,0,0,42,0,0,0,NA,NA,Shed,450,9,2009,WD,Normal +1795,20,RL,90,10454,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Hip,CompShg,Plywood,Plywood,Stone,143,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,559,1105,GasA,Gd,Y,FuseA,1105,0,0,1105,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1796,20,RL,80,9000,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Flat,Tar&Grv,Wd Sdng,Wd Sdng,BrkFace,82,TA,TA,CBlock,Gd,TA,Gd,Unf,0,Unf,0,160,160,GasA,Fa,Y,SBrkr,1142,0,0,1142,0,0,1,0,2,1,TA,5,Typ,1,Gd,Basment,1958,RFn,1,384,TA,TA,Y,0,28,64,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1797,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,621,Unf,0,174,795,GasA,Gd,N,SBrkr,765,368,0,1133,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,2,900,TA,TA,Y,0,0,0,0,231,0,NA,NA,NA,0,12,2009,COD,Abnorml +1798,20,RL,71,7350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1041,1041,GasA,Gd,Y,SBrkr,1041,0,0,1041,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2009,WD,Normal +1799,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,ALQ,630,BLQ,102,0,732,GasA,TA,Y,SBrkr,732,0,0,732,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1952,Unf,1,240,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1800,80,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1959,1959,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,433,Rec,95,0,528,GasA,TA,Y,SBrkr,1183,0,0,1183,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal +1801,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,4,7,1949,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,832,629,0,1461,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1949,Unf,1,384,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1802,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1948,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,TA,Y,SBrkr,1064,0,431,1495,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,180,36,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml +1803,60,RL,76,7570,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,993,813,0,1806,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,483,TA,TA,Y,0,55,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1804,90,RL,75,8604,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,124,TA,Gd,CBlock,Gd,TA,Av,GLQ,941,Unf,0,0,941,GasA,Gd,Y,SBrkr,941,0,0,941,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1978,Unf,2,564,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1805,20,RL,80,7936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,826,Unf,0,219,1045,GasA,TA,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1963,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1806,50,RM,68,4080,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1935,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,861,517,0,1378,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1920,Unf,1,162,Fa,Fa,P,54,0,40,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1807,90,RM,57,10307,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,6,5,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,LwQ,633,Unf,0,339,972,GasA,Gd,N,FuseA,972,972,0,1944,1,0,2,0,4,2,TA,12,Typ,0,NA,Detchd,1920,Unf,2,324,Fa,TA,N,0,28,169,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1808,50,RM,90,15660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1910,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,240,240,GasA,TA,Y,SBrkr,810,496,0,1306,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1959,Unf,2,472,Fa,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1809,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1910,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,504,504,GasA,Ex,Y,SBrkr,764,700,0,1464,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1810,70,RM,57,6406,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,421,Unf,0,269,690,GasA,TA,Y,FuseA,868,690,0,1558,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,36,0,0,182,0,NA,MnPrv,NA,0,10,2009,WD,Normal +1811,190,RM,63,7627,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,2fmCon,2Story,4,6,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,TA,BrkTil,Fa,Po,No,Unf,0,Unf,0,600,600,GasA,Gd,N,SBrkr,1101,600,0,1701,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,148,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1812,50,RM,56,10134,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,N,SBrkr,801,646,0,1447,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,80,0,244,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1813,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1950,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,384,Unf,0,384,768,GasA,TA,Y,FuseA,768,560,0,1328,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,12,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal +1814,30,RM,62,7404,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,861,861,GasA,TA,Y,SBrkr,861,0,0,861,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,2,288,TA,TA,N,0,0,128,0,0,0,NA,NA,NA,0,11,2009,Oth,Normal +1815,30,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseA,612,0,0,612,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1965,Unf,1,308,TA,Fa,N,0,0,25,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1816,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1923,1950,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Fa,TA,No,Unf,0,Unf,0,624,624,GasA,TA,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,287,TA,TA,Y,0,0,81,0,0,0,NA,GdWo,NA,0,2,2009,WD,Normal +1817,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,677,677,GasA,TA,Y,SBrkr,833,677,0,1510,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,720,TA,TA,N,0,0,160,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1818,70,RM,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,6,7,1900,1950,Gable,CompShg,Stucco,BrkFace,None,0,TA,TA,BrkTil,Fa,Gd,Mn,Unf,0,Unf,0,917,917,GasA,Gd,Y,FuseA,1090,917,0,2007,0,0,2,0,3,1,Ex,8,Typ,0,NA,Detchd,1930,Unf,1,357,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1819,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1917,2007,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,664,624,0,1288,1,0,1,0,3,1,Ex,5,Typ,1,Gd,Attchd,1917,Unf,1,280,TA,TA,N,0,103,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1820,30,C (all),NA,3300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,3,1910,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1821,50,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Ex,Y,SBrkr,1044,0,436,1480,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,207,Fa,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,9,2009,ConLI,Family +1822,70,RM,60,9720,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Ex,Y,SBrkr,780,741,0,1521,0,0,1,0,4,1,Gd,8,Typ,0,NA,Detchd,1950,Unf,3,640,TA,TA,Y,0,0,238,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal +1823,30,C (all),72,9392,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,3,1900,1950,Mansard,CompShg,AsbShng,AsbShng,None,0,TA,Fa,CBlock,Fa,TA,No,Unf,0,Unf,0,245,245,GasA,TA,N,SBrkr,797,0,0,797,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,36,94,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml +1824,30,RL,NA,6615,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,6,1923,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1022,1022,GasA,TA,N,FuseA,1432,0,0,1432,0,0,1,0,3,1,Gd,6,Typ,1,Gd,BuiltIn,1923,Unf,1,216,Fa,TA,Y,266,61,0,0,0,0,NA,GdWo,NA,0,9,2009,WD,Normal +1825,70,RL,50,4960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,7,1930,1982,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,297,297,GasA,Ex,Y,SBrkr,1001,653,0,1654,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1955,Unf,1,336,TA,TA,N,244,60,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1826,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1924,1950,Gable,CompShg,Stucco,Stucco,BrkFace,444,TA,TA,BrkTil,TA,TA,No,Rec,220,Unf,0,248,468,GasA,Gd,Y,SBrkr,822,320,0,1142,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1924,Fin,1,320,TA,TA,Y,0,0,98,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1827,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1925,1999,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,995,0,0,995,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,264,TA,TA,Y,0,15,51,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Abnorml +1828,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,273,Unf,0,679,952,GasA,TA,Y,FuseA,994,588,0,1582,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1938,Unf,1,250,Fa,TA,Y,189,0,34,150,0,0,NA,NA,NA,0,2,2009,WD,Normal +1829,30,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,LwQ,134,Unf,0,938,1072,GasA,TA,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1982,Unf,5,1184,Fa,TA,P,0,0,105,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1830,70,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1048,1048,GasA,Gd,Y,FuseA,1048,720,0,1768,0,0,2,0,3,1,TA,8,Typ,0,NA,Detchd,1930,Unf,2,576,Fa,Fa,Y,0,0,150,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1831,70,RM,68,9928,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Fa,Y,SBrkr,1272,672,0,1944,0,0,2,0,3,1,TA,8,Min2,0,NA,Detchd,1915,Unf,1,216,TA,TA,N,24,28,0,0,0,0,NA,NA,Shed,400,6,2009,WD,Normal +1832,90,RM,50,3000,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,1,1922,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1040,1040,GasA,TA,N,SBrkr,1088,1040,0,2128,0,0,2,0,4,2,TA,11,Sev,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml +1833,70,RM,57,6876,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,5,1927,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,522,Unf,0,198,720,GasA,Fa,Y,SBrkr,1146,784,0,1930,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1927,Unf,1,316,TA,TA,Y,0,0,213,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal +1834,70,RM,NA,5775,Pave,NA,IR2,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,2Story,6,7,1915,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,483,483,GasA,Ex,Y,SBrkr,741,686,0,1427,0,0,1,0,3,1,Gd,7,Typ,0,NA,Attchd,1915,Unf,1,379,TA,TA,Y,0,24,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1835,190,RM,41,5852,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,5,1902,2000,Gable,CompShg,MetalSd,MetalSd,Stone,188,TA,Fa,BrkTil,TA,Fa,No,Rec,169,Unf,0,851,1020,GasA,TA,N,FuseF,978,886,0,1864,0,0,2,1,6,1,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,188,102,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1836,50,RM,60,5160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1204,1204,GasA,TA,Y,FuseA,1204,462,0,1666,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1927,Unf,1,384,Fa,TA,Y,0,0,148,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1837,85,RM,86,5160,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SFoyer,4,6,1923,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,Fa,Av,BLQ,749,Rec,63,46,858,GasA,TA,Y,SBrkr,892,0,0,892,1,0,1,0,1,1,Gd,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,160,0,NA,NA,NA,0,7,2009,COD,Abnorml +1838,190,RM,60,10320,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,2fmCon,2Story,6,7,1915,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,276,ALQ,262,160,698,GasA,Ex,Y,FuseF,754,649,0,1403,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1915,Unf,1,308,TA,TA,Y,0,0,288,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1839,20,RL,50,4280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,9,1946,2001,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,FuseA,704,0,0,704,0,1,1,0,2,1,Fa,4,Typ,0,NA,CarPort,1946,Unf,1,220,TA,TA,Y,0,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1840,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca +1841,90,RL,NA,10547,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,Gd,Gd,GLQ,1152,Unf,0,0,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,2,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1960,Unf,1,252,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1842,50,RL,60,9780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,3,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,FuseA,687,425,0,1112,1,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1934,Unf,1,226,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1843,20,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,172,TA,TA,CBlock,TA,TA,No,BLQ,527,Unf,0,525,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1984,Fin,1,668,TA,TA,Y,0,215,0,0,0,0,NA,NA,NA,0,4,2009,WD,Abnorml +1844,85,RL,NA,8014,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1978,1978,Gable,CompShg,Plywood,HdBoard,BrkFace,23,TA,TA,CBlock,Gd,TA,Gd,GLQ,456,Unf,0,0,456,GasA,TA,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,5,Typ,1,Fa,Basment,1978,Fin,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1845,80,RL,88,15400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,5,1961,1961,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,No,Unf,0,Unf,0,552,552,GasA,TA,Y,SBrkr,904,611,259,1774,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1961,Unf,1,384,TA,TA,Y,290,40,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1846,80,RL,88,15312,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,54,TA,TA,CBlock,TA,TA,Av,BLQ,588,Unf,0,550,1138,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1960,RFn,2,480,TA,TA,Y,0,0,0,0,140,0,NA,MnPrv,NA,0,3,2009,COD,Normal +1847,80,RL,NA,15584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,366,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,825,825,GasA,Ex,Y,SBrkr,2071,0,0,2071,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1956,Unf,1,336,TA,TA,Y,131,28,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1848,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,2,2,1947,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,660,0,0,660,0,0,1,0,2,1,Fa,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1849,20,RL,NA,15635,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,0,2,1,TA,6,Mod,0,NA,Attchd,1980,Unf,2,498,Fa,TA,Y,0,0,90,0,110,0,NA,NA,NA,0,10,2009,WD,Normal +1850,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,257,Unf,0,816,1073,GasA,TA,Y,FuseA,1073,0,0,1073,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,340,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal +1851,60,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1946,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,342,Unf,0,405,747,GasA,Ex,Y,SBrkr,892,747,0,1639,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1946,Unf,1,240,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1852,20,RL,62,7440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,173,Unf,0,916,1089,GasW,TA,Y,SBrkr,1089,0,0,1089,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1954,RFn,1,252,TA,TA,P,328,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal +1853,120,RL,42,4235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,1Story,5,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,149,Gd,TA,CBlock,Gd,TA,Mn,GLQ,552,ALQ,393,104,1049,GasA,TA,Y,SBrkr,1049,0,0,1049,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Fin,1,266,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1854,80,RL,74,10778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,SLvl,7,6,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,460,ALQ,286,308,1054,GasA,Gd,Y,SBrkr,1061,0,0,1061,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1990,Unf,2,462,TA,TA,Y,114,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1855,80,RL,66,19255,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,6,5,1983,1983,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,100,Gd,TA,CBlock,Gd,TA,Av,Rec,70,GLQ,450,0,520,GasA,Gd,Y,SBrkr,1338,0,0,1338,0,0,1,1,2,1,Gd,5,Min2,1,Po,Attchd,1983,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,600,9,2009,WD,Normal +1856,60,RL,85,10560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,474,Unf,0,605,1079,GasA,Ex,Y,SBrkr,1079,800,0,1879,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,473,TA,TA,Y,400,100,144,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal +1857,70,RL,120,26400,Pave,NA,Reg,Bnk,AllPub,FR2,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,5,7,1880,2007,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1288,728,0,2016,0,0,1,0,4,1,TA,7,Mod,1,TA,Attchd,1900,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1858,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1114,1114,0,2228,0,0,2,0,6,2,TA,8,Typ,0,NA,Detchd,1979,Unf,2,720,TA,TA,Y,73,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca +1859,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Alloca +1860,90,RL,64,7040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,BrkFace,216,TA,TA,CBlock,Gd,TA,Av,GLQ,1094,Unf,0,0,1094,GasA,TA,Y,SBrkr,1229,0,0,1229,2,0,0,2,2,2,Gd,6,Typ,2,TA,Detchd,1979,Unf,2,672,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca +1861,90,RL,64,7007,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1513,0,0,1513,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca +1862,90,RL,NA,11855,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1863,90,RL,NA,7939,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1864,90,RL,NA,7976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1865,20,RL,84,10933,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2009,2009,Hip,CompShg,VinylSd,VinylSd,Stone,242,Ex,TA,PConc,Ex,TA,Gd,GLQ,1021,Unf,0,534,1555,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,1,1,1,1,Ex,8,Typ,1,Gd,Attchd,2009,Fin,3,1138,TA,TA,Y,185,24,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial +1866,20,RL,65,10816,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,364,Ex,TA,PConc,Ex,TA,Gd,GLQ,1104,Unf,0,616,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,846,TA,TA,Y,208,104,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1867,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,3,904,TA,TA,Y,192,142,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1868,20,RL,77,11422,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,352,Gd,TA,PConc,Ex,TA,Av,GLQ,1359,Unf,0,479,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2007,RFn,2,524,TA,TA,Y,154,222,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1869,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,902,Unf,0,380,1282,GasA,Ex,Y,SBrkr,1290,0,0,1290,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,662,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1870,20,RL,95,10324,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Av,GLQ,872,Unf,0,382,1254,GasA,Ex,Y,SBrkr,1254,0,0,1254,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2008,RFn,3,810,TA,TA,Y,168,92,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1871,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Ex,TA,Gd,GLQ,24,Unf,0,1474,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,844,TA,TA,Y,144,98,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1872,60,RL,79,11646,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,704,704,GasA,Ex,Y,SBrkr,704,718,0,1422,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,36,28,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1873,60,RL,NA,16698,Pave,NA,IR1,HLS,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,800,Unf,0,649,1449,GasA,Gd,Y,SBrkr,944,815,0,1759,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Unf,2,525,TA,TA,Y,150,193,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1874,20,RL,65,9757,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,755,Unf,0,235,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1995,RFn,1,440,TA,TA,Y,66,0,0,0,92,0,NA,NA,NA,0,10,2009,WD,Normal +1875,20,RL,65,14753,Pave,NA,IR2,Low,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,950,Unf,0,513,1463,GasA,Ex,Y,SBrkr,1463,0,0,1463,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,539,TA,TA,Y,0,81,0,0,0,0,NA,GdPrv,NA,0,12,2009,WD,Normal +1876,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,606,Unf,0,322,928,GasA,Ex,Y,SBrkr,928,844,0,1772,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,RFn,2,492,TA,TA,Y,150,96,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1877,20,RL,65,10739,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,GLQ,1259,Unf,0,172,1431,GasA,Ex,Y,SBrkr,1444,0,0,1444,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,577,TA,TA,Y,144,40,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1878,20,RL,75,11166,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1468,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,114,0,0,168,0,NA,NA,NA,0,7,2009,WD,Family +1879,20,RL,NA,16269,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,BrkTil,Gd,TA,Av,GLQ,625,Unf,0,282,907,GasA,TA,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,1,343,TA,TA,Y,72,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1880,20,RL,76,6950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1979,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,40,TA,TA,CBlock,TA,TA,No,ALQ,710,BLQ,72,132,914,GasA,TA,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1979,Unf,2,444,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1881,20,RL,90,11664,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1234,Unf,0,335,1569,GasA,Ex,Y,SBrkr,1611,0,0,1611,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,3,1231,TA,TA,Y,262,93,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1882,60,RL,NA,12334,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1068,1068,GasA,Ex,Y,SBrkr,1068,1116,0,2184,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,2,570,TA,TA,Y,192,132,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1883,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,885,0,1725,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,550,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1884,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,944,944,GasA,Ex,Y,SBrkr,944,926,0,1870,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,608,TA,TA,Y,256,43,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1885,20,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,CollgCr,Feedr,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Gd,GLQ,1246,Unf,0,216,1462,GasA,Ex,Y,SBrkr,1513,0,0,1513,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,521,TA,TA,Y,135,34,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1886,20,RL,NA,12782,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,HdBoard,HdBoard,BrkFace,164,Gd,TA,PConc,Ex,TA,Gd,GLQ,1360,Unf,0,462,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,523,TA,TA,Y,194,144,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1887,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,209,Gd,TA,PConc,Gd,TA,Av,GLQ,1111,Unf,0,306,1417,GasA,Ex,Y,SBrkr,1417,0,0,1417,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Unf,2,511,TA,TA,Y,60,0,0,0,117,0,NA,NA,NA,0,8,2009,WD,Normal +1888,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Av,GLQ,1478,Unf,0,100,1578,GasA,Ex,Y,SBrkr,1602,0,0,1602,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,810,TA,TA,Y,0,48,0,0,195,0,NA,NA,NA,0,1,2009,WD,Normal +1889,60,RL,85,11069,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,788,0,1396,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,440,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1890,20,RL,80,10682,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1960,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,399,Unf,0,615,1014,GasA,TA,Y,SBrkr,1149,0,0,1149,1,0,1,0,3,1,TA,7,Min1,0,NA,2Types,1968,Fin,1,544,TA,TA,Y,0,240,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1891,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,Wood,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1892,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,332,Rec,243,301,876,GasA,TA,Y,FuseA,876,0,0,876,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal +1893,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,Mn,Rec,1078,Unf,0,0,1078,GasA,TA,Y,FuseA,1368,0,0,1368,1,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1950,RFn,1,195,TA,TA,Y,0,41,211,0,0,0,NA,NA,Shed,900,6,2009,WD,Normal +1894,90,RL,65,10926,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1959,1959,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1678,1678,GasA,TA,Y,SBrkr,1678,0,0,1678,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1895,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,HdBoard,HdBoard,BrkFace,259,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,604,1150,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1896,50,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,94,720,GasA,Ex,Y,SBrkr,854,444,0,1298,0,0,1,0,3,1,TA,6,Typ,2,Gd,Detchd,1940,Unf,1,256,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1897,50,RH,70,6300,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,88,TA,TA,PConc,TA,Fa,No,LwQ,832,Unf,0,0,832,GasA,TA,Y,SBrkr,832,436,0,1268,0,0,1,1,3,1,TA,7,Typ,2,Gd,Basment,1938,Unf,1,250,TA,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml +1898,70,RL,43,5707,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,6,6,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,583,583,GasA,Gd,Y,FuseF,647,595,0,1242,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,180,Fa,TA,Y,329,96,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1899,30,RL,64,8574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1916,2000,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1232,0,0,1232,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Detchd,1916,Unf,2,440,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1900,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1918,1990,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,628,600,0,1228,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1918,Unf,1,215,Fa,TA,Y,0,113,0,0,195,0,NA,MnPrv,NA,0,5,2009,WD,Normal +1901,50,RL,60,13680,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,728,Unf,0,112,840,GasA,Ex,Y,SBrkr,840,727,0,1567,1,0,1,1,2,1,TA,6,Min2,2,TA,Detchd,1961,Unf,2,440,TA,TA,Y,0,21,150,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal +1902,20,RL,80,14680,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,4,1960,1960,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,793,Unf,0,480,1273,GasA,Ex,Y,SBrkr,1273,0,0,1273,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,Unf,1,307,TA,TA,Y,483,0,0,0,115,0,NA,MnPrv,NA,0,6,2009,WD,Normal +1903,90,RL,NA,8145,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,Duplex,2.5Unf,7,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,246,Unf,0,674,920,GasA,Ex,Y,SBrkr,1240,1240,0,2480,0,0,2,1,5,2,TA,13,Typ,2,Gd,Detchd,1940,Unf,2,400,TA,TA,Y,0,0,57,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1904,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,BrkTil,TA,TA,Mn,Rec,154,ALQ,694,264,1112,GasA,Ex,Y,SBrkr,1112,0,0,1112,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,390,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Family +1905,20,RL,90,13339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1960,1960,Gable,CompShg,HdBoard,Plywood,Stone,132,TA,TA,CBlock,TA,TA,No,LwQ,65,BLQ,875,621,1561,GasA,TA,Y,SBrkr,1561,0,0,1561,1,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,Fin,2,463,TA,TA,Y,0,148,0,0,120,0,NA,NA,NA,0,5,2009,WD,Normal +1906,50,RL,78,15600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1949,2005,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,312,Rec,507,248,1067,GasW,Fa,N,SBrkr,986,537,0,1523,1,0,2,0,3,1,Fa,7,Maj2,1,TA,Attchd,1949,Unf,1,295,TA,TA,Y,0,0,81,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1907,20,RL,100,17500,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Crawfor,PosA,Norm,1Fam,1Story,6,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,420,TA,TA,PConc,TA,TA,Av,LwQ,784,BLQ,435,91,1310,GasA,Ex,Y,SBrkr,1906,0,0,1906,1,0,1,1,3,1,TA,6,Typ,2,Gd,Basment,1954,Unf,2,576,TA,TA,Y,0,201,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1908,160,RM,24,1733,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,516,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,452,TA,TA,Y,279,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal +1909,160,RM,24,1488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,Mn,ALQ,471,Unf,0,90,561,GasA,TA,Y,SBrkr,561,668,0,1229,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal +1910,160,RM,24,1612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,561,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,154,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1911,80,RL,NA,13607,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,6,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,TA,Gd,CBlock,TA,TA,No,ALQ,454,Unf,0,118,572,GasA,Gd,Y,SBrkr,1182,800,0,1982,1,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1986,Fin,2,501,TA,TA,Y,400,112,0,0,0,0,NA,NA,Shed,1500,4,2009,WD,Normal +1912,20,RL,NA,17597,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,9,1971,2009,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,803,ALQ,419,581,1803,GasA,TA,Y,SBrkr,2365,0,0,2365,1,0,2,0,3,1,Ex,7,Min1,2,Gd,Attchd,1971,Fin,2,551,TA,TA,Y,200,144,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal +1913,70,RM,50,8660,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1900,1993,Gambrel,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,760,760,GasA,Ex,N,SBrkr,928,928,312,2168,0,0,2,0,5,1,Gd,11,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,467,160,78,0,0,0,NA,NA,NA,0,12,2009,WD,Normal +1914,30,C (all),60,10200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,GasA,Fa,N,FuseP,572,0,0,572,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,200,TA,TA,N,0,0,72,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1915,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,174,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,6,2009,New,Partial +1916,30,NA,109,21780,Grvl,NA,Reg,Lvl,NA,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,4,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,810,0,0,810,0,0,1,0,1,1,TA,4,Min1,0,NA,Detchd,1975,Unf,1,280,TA,TA,N,119,24,0,0,0,0,NA,NA,NA,0,3,2009,ConLD,Normal +1917,60,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,445,BLQ,250,412,1107,GasA,Ex,Y,SBrkr,1040,1012,0,2052,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,Fin,3,642,TA,TA,Y,210,91,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1918,85,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,767,Unf,0,135,902,GasA,Ex,Y,SBrkr,926,0,0,926,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1977,Unf,1,351,TA,TA,Y,319,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1919,85,RL,72,9360,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,841,LwQ,116,0,957,GasA,TA,Y,SBrkr,1287,0,0,1287,1,0,1,1,2,1,TA,5,Typ,2,Fa,Attchd,1977,RFn,2,541,TA,TA,Y,302,39,0,0,120,0,NA,GdWo,NA,0,11,2009,WD,Normal +1920,20,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,55,Unf,0,1527,1582,GasA,TA,Y,SBrkr,1595,0,0,1595,1,0,2,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml +1921,20,RL,113,13438,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,246,Ex,TA,CBlock,Ex,TA,Gd,GLQ,1758,Unf,0,432,2190,GasA,Ex,Y,SBrkr,2036,0,0,2036,1,0,2,0,3,1,Ex,9,Typ,1,Ex,Attchd,2008,Fin,3,780,TA,TA,Y,90,154,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1922,20,RL,79,14463,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,BrkFace,406,Ex,TA,PConc,Ex,TA,Gd,GLQ,1115,Unf,0,526,1641,GasA,Ex,Y,SBrkr,1641,0,0,1641,1,0,2,0,3,1,Ex,7,Typ,0,NA,Attchd,2008,Fin,3,885,TA,TA,Y,0,95,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1923,60,RL,NA,9839,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,2Story,6,8,1980,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,462,Unf,0,250,712,GasA,Ex,Y,SBrkr,1375,862,0,2237,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,1980,Fin,2,440,TA,TA,Y,305,24,0,0,0,0,NA,NA,Shed,2500,2,2009,WD,Normal +1924,80,RL,125,14419,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,1987,1989,Hip,CompShg,Plywood,Plywood,BrkFace,310,TA,TA,PConc,Gd,TA,Gd,GLQ,904,ALQ,624,117,1645,GasA,Ex,Y,SBrkr,1479,0,0,1479,2,0,2,1,3,1,Gd,7,Min1,1,Fa,Attchd,1987,Fin,2,578,TA,TA,Y,224,238,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1925,60,RL,75,9157,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1072,942,0,2014,0,0,2,1,3,1,Gd,9,Typ,0,NA,Attchd,2003,Fin,2,486,TA,TA,Y,124,114,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml +1926,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,290,Ex,TA,PConc,Ex,TA,Gd,GLQ,1640,Unf,0,338,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,920,TA,TA,Y,308,52,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1927,20,RL,75,12518,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,182,TA,TA,CBlock,TA,TA,No,ALQ,532,Unf,0,476,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,384,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1928,20,RL,83,13383,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,594,1188,GasA,Ex,Y,SBrkr,1404,0,0,1404,0,0,2,0,3,1,TA,7,Typ,1,Po,Attchd,1969,Unf,2,504,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1929,85,RL,50,7689,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,8,1972,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,720,BLQ,76,0,796,GasA,Gd,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1998,Unf,1,336,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1930,80,RL,62,7706,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1993,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Rec,114,GLQ,270,0,384,GasA,Ex,Y,SBrkr,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1993,Fin,1,429,TA,TA,Y,280,0,0,0,0,0,NA,NA,Shed,700,8,2009,WD,Normal +1931,85,RL,70,7669,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1992,1993,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,718,LwQ,110,0,828,GasA,TA,Y,SBrkr,883,0,0,883,1,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1998,Unf,2,698,TA,TA,Y,100,32,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal +1932,60,RL,62,10429,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,No,ALQ,330,Unf,0,294,624,GasA,TA,Y,SBrkr,624,663,0,1287,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2001,Unf,2,440,TA,TA,Y,150,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1933,60,RL,70,10457,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,7,1969,1969,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,Ex,CBlock,TA,TA,Gd,BLQ,496,LwQ,288,0,784,GasA,Ex,Y,SBrkr,784,848,0,1632,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1969,RFn,2,898,TA,TA,Y,0,173,368,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1934,60,RL,72,8702,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,706,Unf,0,220,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +1935,60,RL,65,8139,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,119,TA,TA,PConc,Gd,TA,No,ALQ,476,Unf,0,204,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,420,TA,TA,Y,192,49,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +1936,60,RL,59,9535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,851,Unf,0,75,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,472,TA,TA,Y,100,82,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1937,60,RL,NA,15038,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,138,Unf,0,778,916,GasA,Gd,Y,SBrkr,916,720,0,1636,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,386,TA,TA,Y,168,84,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +1938,20,RL,53,14137,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,5,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,898,1348,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,404,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +1939,120,RL,45,6264,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1997,1997,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,656,Unf,0,1008,1664,GasA,Ex,Y,SBrkr,1682,0,0,1682,1,0,1,1,1,1,Gd,6,Min1,1,TA,Attchd,1997,Fin,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1940,120,RL,39,5070,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1280,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal +1941,60,RL,73,11184,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,932,701,0,1633,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,460,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family +1942,60,RL,NA,14067,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,194,TA,TA,PConc,Gd,TA,No,ALQ,504,Unf,0,332,836,GasA,Gd,Y,SBrkr,851,858,0,1709,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1991,Fin,2,416,TA,TA,Y,0,40,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal +1943,120,RL,65,5950,Pave,NA,IR1,HLS,AllPub,Inside,Mod,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,319,Unf,0,1018,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,RFn,2,462,TA,TA,Y,0,73,154,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +1944,60,RL,101,13543,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,130,Gd,TA,PConc,Ex,TA,Gd,GLQ,16,Unf,0,1152,1168,GasA,Ex,Y,SBrkr,1168,1332,0,2500,0,0,3,1,5,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,683,TA,TA,Y,192,32,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1945,20,RL,53,15401,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,296,Ex,TA,PConc,Ex,TA,Gd,GLQ,1337,Unf,0,547,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,670,TA,TA,Y,214,76,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +1946,20,RL,NA,31220,Pave,NA,IR1,Bnk,NA,FR2,Gtl,Gilbert,Feedr,Norm,1Fam,1Story,6,2,1952,1952,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1632,1632,GasA,TA,Y,FuseA,1474,0,0,1474,0,0,1,0,3,1,TA,7,Min2,2,Gd,Attchd,1952,Unf,2,495,TA,TA,Y,0,0,144,0,0,0,NA,NA,Shed,750,5,2008,WD,Normal +1947,120,RL,60,8118,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,PosN,PosN,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,178,Ex,TA,PConc,Ex,TA,Gd,GLQ,1034,Unf,0,676,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,557,TA,TA,Y,156,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1948,20,RL,NA,47280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1950,1950,Hip,CompShg,AsbShng,AsbShng,BrkFace,44,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1488,1488,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1950,RFn,2,738,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,7,2008,WD,Family +1949,20,RL,63,12680,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1988,1988,Gable,CompShg,Plywood,Wd Sdng,BrkFace,102,Gd,TA,CBlock,Gd,Gd,Mn,GLQ,983,Unf,0,692,1675,GasA,Ex,Y,SBrkr,1688,0,0,1688,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,1988,RFn,2,528,TA,TA,Y,0,48,0,0,141,0,NA,NA,NA,0,6,2008,WD,Normal +1950,20,RL,NA,10825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1983,1983,Gable,CompShg,WdShing,Plywood,BrkFace,174,Gd,TA,CBlock,Gd,TA,Mn,GLQ,747,Unf,0,513,1260,GasA,TA,Y,SBrkr,1260,0,0,1260,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1983,Unf,2,598,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1951,20,RL,56,18559,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1978,1978,Hip,CompShg,Plywood,Plywood,BrkFace,383,Gd,Gd,CBlock,Gd,TA,No,GLQ,1206,Rec,186,656,2048,GasA,TA,Y,SBrkr,2064,0,0,2064,1,0,2,0,3,1,Gd,7,Typ,2,Fa,Attchd,1978,Fin,2,550,TA,TA,Y,200,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +1952,20,RL,85,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1979,1979,Hip,CompShg,Plywood,Plywood,BrkFace,194,Gd,TA,CBlock,Gd,Fa,No,ALQ,864,LwQ,449,469,1782,GasA,TA,Y,SBrkr,1782,0,0,1782,0,1,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1979,Fin,2,551,TA,TA,Y,467,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +1953,20,RL,90,13068,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,621,TA,TA,PConc,Gd,TA,No,ALQ,890,Rec,48,273,1211,GasA,TA,Y,SBrkr,1211,0,0,1211,1,0,2,0,3,1,Gd,6,Typ,1,Po,Attchd,1976,Fin,2,461,TA,TA,Y,0,0,0,174,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal +1954,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1980,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,280,TA,TA,CBlock,Gd,TA,Mn,Unf,0,Unf,0,738,738,GasA,TA,Y,SBrkr,1277,767,0,2044,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1980,Unf,2,489,TA,TA,Y,28,73,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +1955,60,RL,75,9743,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,5,6,1969,1969,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,280,Unf,0,440,720,GasA,Gd,Y,SBrkr,720,588,0,1308,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1969,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1956,60,RL,NA,12511,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1978,1978,Mansard,WdShake,Plywood,Plywood,BrkFace,168,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,432,1420,GasA,Ex,Y,SBrkr,1420,1420,0,2840,0,1,2,1,4,1,Gd,8,Min2,2,Gd,Attchd,1978,Fin,4,1314,TA,Gd,Y,0,16,0,0,208,0,NA,MnPrv,NA,0,12,2008,WD,Normal +1957,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1444,1444,GasA,TA,Y,SBrkr,1444,0,0,1444,0,0,2,0,2,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,473,TA,TA,Y,0,24,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal +1958,60,RL,NA,14311,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,402,Gd,TA,PConc,Gd,TA,No,GLQ,1023,Unf,0,213,1236,GasA,Ex,Y,SBrkr,1236,1104,0,2340,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1996,RFn,3,787,TA,TA,Y,192,180,218,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal +1959,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,Detchd,1982,Unf,2,480,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1960,20,RL,68,10295,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,TA,Mn,Rec,252,Unf,0,684,936,GasA,TA,Y,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1969,Unf,1,288,TA,TA,Y,16,0,0,0,0,0,NA,NA,NA,0,9,2008,COD,Normal +1961,20,RL,63,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,119,ALQ,613,132,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1962,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,TA,TA,No,LwQ,458,Unf,0,25,483,GasA,TA,Y,SBrkr,483,504,0,987,0,1,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,52,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +1963,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,422,TA,TA,CBlock,TA,TA,No,LwQ,483,Unf,0,0,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1975,Unf,1,352,TA,TA,Y,411,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +1964,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,356,TA,TA,CBlock,TA,TA,No,Rec,350,Unf,0,280,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +1965,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,286,LwQ,294,275,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1975,RFn,2,460,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1966,120,RL,24,2529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,378,Unf,0,677,1055,GasA,Fa,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,440,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +1967,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,302,Gd,TA,PConc,Ex,TA,No,GLQ,1012,Unf,0,570,1582,GasA,Ex,Y,SBrkr,1582,0,0,1582,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,905,TA,TA,Y,209,95,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial +1968,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Ex,TA,Gd,GLQ,1728,BLQ,495,195,2418,GasA,Ex,Y,SBrkr,2464,0,0,2464,1,0,2,1,4,1,Ex,9,Typ,1,Ex,Attchd,2007,Fin,3,650,TA,TA,Y,358,78,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +1969,20,RL,104,14418,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,480,Ex,TA,PConc,Ex,TA,Gd,GLQ,1375,Unf,0,575,1950,GasA,Ex,Y,SBrkr,1950,0,0,1950,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,706,TA,TA,Y,156,207,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1970,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1420,Unf,0,430,1850,GasA,Ex,Y,SBrkr,1850,898,0,2748,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,850,TA,TA,Y,212,182,0,0,0,0,NA,NA,NA,0,10,2008,WD,Abnorml +1971,60,RL,96,12539,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,10,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,468,Ex,TA,PConc,Ex,TA,Gd,GLQ,1082,Unf,0,538,1620,GasA,Ex,Y,SBrkr,1632,1158,0,2790,1,0,2,1,4,1,Ex,10,Typ,1,Ex,BuiltIn,2005,Fin,4,1150,TA,TA,Y,30,200,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal +1972,60,RL,102,12151,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,BrkFace,368,Gd,TA,PConc,Ex,TA,Av,GLQ,1249,Unf,0,165,1414,GasA,Ex,Y,SBrkr,1414,917,0,2331,1,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,1003,TA,TA,Y,192,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +1973,60,RL,74,8899,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,108,Ex,TA,PConc,Gd,TA,Av,GLQ,40,Unf,0,908,948,GasA,Ex,Y,SBrkr,948,1140,0,2088,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2007,Fin,3,656,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1974,60,RL,85,10574,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,126,Gd,TA,PConc,Ex,TA,No,GLQ,856,Unf,0,292,1148,GasA,Ex,Y,SBrkr,1170,1162,0,2332,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2004,Fin,3,756,TA,TA,Y,224,142,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1975,20,RL,106,12720,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,MetalSd,MetalSd,Stone,680,Ex,TA,PConc,Ex,TA,Gd,GLQ,2257,Unf,0,278,2535,GasA,Ex,Y,SBrkr,2470,0,0,2470,2,0,1,1,1,1,Ex,7,Typ,2,Gd,Attchd,2003,Fin,3,789,TA,TA,Y,154,65,0,0,216,144,Ex,NA,NA,0,2,2008,WD,Normal +1976,20,RL,92,10845,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,504,Gd,TA,PConc,Gd,TA,Mn,GLQ,1149,Unf,0,454,1603,GasA,Ex,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,732,TA,TA,Y,216,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1977,60,RL,130,16900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,1110,Gd,TA,PConc,Ex,TA,Mn,GLQ,1075,Unf,0,404,1479,GasA,Ex,Y,SBrkr,1515,1134,0,2649,1,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,2001,Fin,3,746,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +1978,60,RL,112,16451,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,221,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1765,1765,GasA,Ex,Y,SBrkr,1804,886,0,2690,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,795,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1979,120,RL,58,10110,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,492,Ex,TA,PConc,Gd,TA,No,GLQ,372,Unf,0,1486,1858,GasA,Ex,Y,SBrkr,1866,0,0,1866,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,870,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial +1980,120,RL,135,12304,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,144,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1347,1367,GasA,Ex,Y,SBrkr,1367,0,0,1367,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1981,120,RL,89,8232,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,714,Ex,TA,PConc,Ex,TA,No,GLQ,1204,Unf,0,596,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,3,944,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial +1982,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,846,Unf,0,496,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1983,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1318,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +1984,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +1985,120,RL,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,TA,Gd,GLQ,1073,Unf,0,342,1415,GasA,Ex,Y,SBrkr,1455,0,0,1455,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2003,Fin,3,644,TA,TA,Y,156,20,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal +1986,120,RM,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,24,Gd,TA,PConc,Gd,TA,No,GLQ,1087,Unf,0,306,1393,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,RFn,3,668,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1987,20,RL,53,3710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,WdShing,Wd Shng,BrkFace,20,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1146,1146,GasA,Ex,Y,SBrkr,1246,0,0,1246,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2007,Fin,2,428,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial +1988,60,RL,80,9024,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,789,789,GasA,Ex,Y,SBrkr,813,702,0,1515,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1989,60,RL,NA,8010,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2002,Fin,2,400,TA,TA,Y,138,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1990,60,RL,NA,8396,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1139,0,1986,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1991,120,RL,55,7301,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,6,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial +1992,60,RL,71,8220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,647,Gd,TA,PConc,Gd,TA,Av,GLQ,544,Unf,0,438,982,GasA,Ex,Y,SBrkr,1008,884,0,1892,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,RFn,2,431,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1993,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2002,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +1994,60,RL,41,12460,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,870,Unf,0,167,1037,GasA,Ex,Y,SBrkr,1037,1285,0,2322,0,0,2,1,4,1,TA,8,Typ,1,TA,BuiltIn,1999,Fin,2,400,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1995,60,RL,77,8390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,873,778,0,1651,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,450,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1996,75,RL,84,9660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2.5Unf,8,5,1997,1997,Hip,CompShg,HdBoard,HdBoard,BrkFace,1290,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1173,1173,GasA,Ex,Y,SBrkr,1182,1017,0,2199,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,516,TA,TA,Y,0,131,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +1997,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,295,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1519,1519,GasA,Ex,Y,SBrkr,1533,639,0,2172,0,0,2,1,4,1,Ex,8,Typ,1,TA,BuiltIn,2000,RFn,3,687,TA,TA,Y,162,153,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1998,20,RL,136,11675,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,495,Gd,TA,PConc,Gd,TA,Av,GLQ,1660,Unf,0,322,1982,GasA,Ex,Y,SBrkr,2006,0,0,2006,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1998,Fin,3,938,TA,TA,Y,144,33,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1999,60,RL,97,10990,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,851,Unf,0,213,1064,GasA,Ex,Y,SBrkr,1064,1061,0,2125,1,0,2,1,4,1,Gd,12,Typ,2,TA,Attchd,1996,RFn,2,576,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2000,60,RL,NA,11929,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,466,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1242,1242,GasA,Ex,Y,SBrkr,1251,1250,0,2501,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,751,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2001,60,RL,91,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,WdShake,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Av,BLQ,228,GLQ,852,0,1080,GasA,Ex,Y,SBrkr,1108,1089,0,2197,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1993,Fin,3,783,TA,TA,Y,385,99,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2002,20,RL,74,13253,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,Gd,TA,PConc,Ex,TA,No,GLQ,1096,Unf,0,482,1578,GasA,Gd,Y,SBrkr,1578,0,0,1578,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Unf,3,642,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2003,60,RL,73,9801,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1341,1341,GasA,Ex,Y,SBrkr,1341,520,0,1861,0,0,3,0,3,1,Gd,7,Typ,1,Gd,BuiltIn,2007,RFn,3,851,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2004,60,RL,80,9428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,310,Gd,TA,PConc,Gd,TA,Av,GLQ,729,Unf,0,226,955,GasA,Ex,Y,SBrkr,955,919,0,1874,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,2,2008,New,Partial +2005,20,RL,87,10037,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,666,Unf,0,794,1460,GasA,Ex,Y,SBrkr,1460,0,0,1460,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,480,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2006,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1339,1363,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,588,TA,TA,Y,192,113,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial +2007,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1660,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,660,TA,TA,Y,133,120,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2008,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,Stone,210,Gd,TA,PConc,Gd,TA,No,GLQ,902,Unf,0,316,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,462,TA,TA,Y,168,168,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial +2009,60,RL,68,10110,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,80,ALQ,555,200,835,GasA,Ex,Y,SBrkr,835,861,0,1696,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,542,TA,TA,Y,143,66,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2010,60,RL,67,12774,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,835,828,0,1663,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,478,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2011,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,TA,TA,PConc,Gd,Gd,No,GLQ,80,Unf,0,1095,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,90,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2012,20,RL,81,9260,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1162,1162,GasA,Ex,Y,SBrkr,1162,0,0,1162,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,483,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2013,60,RL,65,8453,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,38,Gd,TA,PConc,Gd,TA,No,GLQ,362,Unf,0,392,754,GasA,Ex,Y,SBrkr,754,855,0,1609,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,525,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2014,60,RL,50,8480,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,602,Unf,0,284,886,GasA,Ex,Y,SBrkr,886,794,0,1680,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +2015,60,RL,43,14565,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Av,GLQ,537,Unf,0,295,832,GasA,Ex,Y,SBrkr,832,825,0,1657,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,483,TA,TA,Y,144,74,0,0,0,0,NA,NA,Shed,2000,11,2008,WD,Normal +2016,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,472,Unf,0,355,827,GasA,Ex,Y,SBrkr,827,850,0,1677,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,627,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2017,60,RL,75,8285,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,397,Unf,0,439,836,GasA,Gd,Y,SBrkr,844,893,0,1737,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,Fin,2,506,TA,TA,Y,192,85,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2018,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Gd,No,BLQ,53,ALQ,799,132,984,GasA,TA,Y,SBrkr,984,0,0,984,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1963,RFn,1,384,TA,TA,Y,145,56,0,0,0,0,NA,MnPrv,Shed,400,8,2008,WD,Normal +2019,20,RL,75,8100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1961,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,764,Unf,0,100,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1962,Unf,1,420,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2020,190,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,2fmCon,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Fa,Mn,ALQ,890,Unf,0,0,890,GasA,Gd,N,SBrkr,890,0,0,890,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2021,20,RL,60,6360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,489,Unf,0,375,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,1,276,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,650,1,2008,COD,Abnorml +2022,20,RL,95,19508,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,5,1974,1974,Gable,CompShg,HdBoard,ImStucc,BrkFace,144,TA,TA,CBlock,TA,TA,Av,ALQ,800,Unf,0,630,1430,GasA,TA,Y,SBrkr,1430,0,0,1430,0,1,2,0,3,1,TA,6,Typ,2,TA,Attchd,1974,Unf,2,484,TA,TA,Y,117,108,165,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2023,50,RL,70,10759,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,4,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,190,ALQ,811,0,1001,GasA,TA,Y,SBrkr,1001,640,0,1641,0,0,2,0,4,1,TA,5,Typ,1,Gd,Detchd,1972,Unf,2,490,TA,TA,Y,0,0,92,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal +2024,60,RL,NA,9205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,6,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,304,Gd,TA,PConc,Gd,TA,No,ALQ,704,Unf,0,226,930,GasA,Ex,Y,SBrkr,1364,1319,0,2683,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1990,RFn,2,473,TA,TA,Y,237,251,0,0,196,0,NA,NA,NA,0,6,2008,WD,Normal +2025,60,RL,105,11025,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,9,5,1993,1994,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,568,Gd,TA,PConc,Gd,TA,Gd,BLQ,520,Unf,0,1328,1848,GasA,Ex,Y,SBrkr,1827,959,0,2786,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1993,Fin,2,636,TA,TA,Y,294,49,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2026,120,FV,37,3435,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1211,1235,GasA,Ex,Y,SBrkr,1245,0,0,1245,0,0,2,0,1,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,495,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2027,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,390,Unf,0,210,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2028,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml +2029,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,Stone,216,TA,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,194,744,GasA,Gd,Y,SBrkr,757,792,0,1549,1,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2030,120,FV,NA,4765,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2000,2000,Hip,CompShg,MetalSd,MetalSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1027,Unf,0,587,1614,GasA,Ex,Y,SBrkr,1638,0,0,1638,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,2000,Fin,2,495,TA,TA,Y,230,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2031,120,FV,NA,4538,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,179,Gd,TA,PConc,Ex,TA,Av,GLQ,1004,Unf,0,306,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2001,RFn,2,545,TA,TA,Y,277,45,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2032,120,FV,42,4385,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,964,Unf,0,455,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,1,1,2,1,Ex,5,Typ,1,TA,Attchd,2001,Fin,2,588,TA,TA,Y,155,58,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2033,120,FV,35,4109,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1141,Unf,0,416,1557,GasA,Ex,Y,SBrkr,1557,0,0,1557,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,1999,RFn,2,484,TA,TA,Y,124,113,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2034,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,SLvl,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,684,720,0,1404,1,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,20,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2035,60,FV,79,10646,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,TA,TA,PConc,TA,TA,No,GLQ,681,Unf,0,177,858,GasA,Ex,Y,SBrkr,872,917,0,1789,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2001,Fin,2,546,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2036,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,466,Gd,TA,PConc,Gd,TA,No,GLQ,612,Unf,0,348,960,GasA,Ex,Y,SBrkr,962,624,0,1586,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1999,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2037,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,813,Unf,0,147,960,GasA,Ex,Y,SBrkr,962,645,0,1607,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,ConLD,Normal +2038,160,FV,36,3951,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,10,5,1998,1999,Gable,CompShg,BrkFace,MetalSd,None,0,Ex,TA,PConc,Gd,TA,Mn,BLQ,128,GLQ,842,0,970,GasA,Ex,Y,SBrkr,1469,924,0,2393,1,0,2,1,2,1,Ex,7,Typ,1,TA,Attchd,1998,Fin,2,846,TA,TA,Y,0,90,0,0,94,0,NA,NA,NA,0,2,2008,WD,Normal +2039,120,RL,22,11064,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1995,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,560,GLQ,670,0,1230,GasA,Ex,Y,SBrkr,1239,0,0,1239,1,0,1,1,1,1,Gd,4,Typ,1,Fa,Attchd,1995,Fin,2,477,TA,TA,Y,172,24,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2040,60,RL,NA,24572,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,2Story,9,3,1977,1977,Mansard,CompShg,Wd Sdng,Wd Sdng,BrkFace,1050,Gd,Gd,CBlock,Gd,TA,No,GLQ,410,Unf,0,584,994,GasA,TA,Y,SBrkr,1599,1345,0,2944,0,0,2,2,3,1,Gd,9,Typ,1,Gd,Attchd,1977,RFn,3,864,TA,TA,Y,140,70,16,0,0,0,NA,NA,NA,0,6,2008,WD,Family +2041,20,RL,103,16280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1976,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Ex,Ex,CBlock,Gd,NA,Mn,GLQ,1044,Rec,382,0,1426,GasA,Ex,Y,SBrkr,1671,0,0,1671,1,0,3,0,3,1,Ex,6,Typ,1,Gd,Attchd,1976,RFn,2,550,TA,TA,Y,280,90,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal +2042,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,952,952,GasA,Ex,Y,SBrkr,952,860,0,1812,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2002,RFn,2,469,TA,TA,Y,144,112,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2043,80,RL,NA,11104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1969,1969,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,828,Unf,0,599,1427,GasA,Gd,Y,SBrkr,1427,0,0,1427,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1969,RFn,2,516,TA,TA,Y,0,0,0,0,216,0,NA,NA,NA,0,5,2008,WD,Normal +2044,20,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,301,Unf,0,1439,1740,GasA,Fa,Y,SBrkr,1740,0,0,1740,0,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1968,RFn,2,512,TA,TA,Y,25,0,0,0,192,0,NA,GdWo,NA,0,10,2008,WD,Family +2045,20,RL,NA,15387,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,603,BLQ,294,723,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1967,Unf,2,578,TA,TA,Y,0,62,192,0,0,0,NA,NA,Shed,450,8,2008,WD,Normal +2046,90,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,Duplex,1Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1625,1625,GasA,Ex,Y,SBrkr,1625,0,0,1625,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1965,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal +2047,60,RL,73,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,732,Unf,0,0,732,GasA,Ex,Y,SBrkr,732,732,0,1464,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,Unf,2,470,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2048,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,2005,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,260,Rec,456,196,912,GasA,Ex,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1978,Unf,2,576,TA,TA,Y,233,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2049,90,RL,72,11072,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1728,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +2050,60,RL,NA,13355,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,583,Unf,0,242,825,GasA,TA,Y,SBrkr,845,825,0,1670,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1971,Fin,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2051,20,RL,74,7785,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1014,0,0,1014,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,267,TA,TA,Y,0,0,40,0,200,0,NA,GdWo,NA,0,3,2008,WD,Normal +2052,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1114,1114,GasA,TA,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,RFn,2,451,TA,TA,Y,0,0,0,0,164,0,NA,NA,NA,0,5,2008,COD,Abnorml +2053,20,RL,NA,11332,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,528,Unf,0,590,1118,GasA,Ex,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,1,264,TA,TA,Y,290,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal +2054,70,RL,50,4882,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,BrkSide,RRAn,Feedr,1Fam,2Story,4,7,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,120,Unf,0,228,348,GasA,TA,Y,SBrkr,453,453,0,906,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1937,Unf,1,231,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2055,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,203,Fa,Fa,CBlock,TA,TA,No,Rec,658,Unf,0,638,1296,GasA,TA,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,2,450,TA,TA,Y,0,22,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal +2056,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,32,Rec,308,232,572,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Attchd,1950,RFn,1,264,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2057,20,RL,63,7584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,LwQ,531,Unf,0,505,1036,GasA,Ex,Y,SBrkr,1036,0,0,1036,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,312,TA,TA,Y,120,24,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal +2058,60,RL,90,14670,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1966,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,410,Gd,Gd,CBlock,TA,TA,No,BLQ,575,Unf,0,529,1104,GasA,Ex,Y,SBrkr,1104,884,0,1988,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1966,RFn,2,480,TA,TA,Y,0,230,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal +2059,20,RL,74,8856,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,143,TA,TA,CBlock,TA,TA,No,ALQ,621,LwQ,52,503,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,292,TA,TA,Y,0,88,0,0,95,0,NA,NA,NA,0,5,2008,WD,Normal +2060,20,RL,82,9840,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1053,Unf,0,195,1248,GasA,TA,Y,SBrkr,1440,0,0,1440,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,1959,RFn,1,480,TA,TA,Y,150,0,0,0,256,0,NA,NA,NA,0,6,2008,WD,Normal +2061,20,RL,90,13200,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,187,TA,TA,CBlock,TA,TA,No,LwQ,958,Unf,0,437,1395,GasA,Ex,Y,SBrkr,1570,0,0,1570,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1958,RFn,2,441,TA,TA,Y,490,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2062,20,RL,75,10425,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,774,Unf,0,330,1104,GasA,Gd,Y,SBrkr,1104,0,0,1104,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2063,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,Stone,52,TA,TA,CBlock,TA,TA,No,Rec,148,Unf,0,572,720,GasA,Ex,Y,FuseA,882,0,0,882,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1952,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal +2064,20,RL,102,9373,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,84,TA,TA,CBlock,TA,TA,No,Rec,500,LwQ,196,456,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,2,636,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2065,20,RL,NA,12774,Pave,NA,Reg,Lvl,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,624,LwQ,128,232,984,GasW,TA,N,SBrkr,950,0,0,950,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,400,TA,TA,Y,0,32,0,0,0,0,NA,GdWo,NA,0,7,2008,WD,Normal +2066,20,RL,95,14250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,998,998,GasA,TA,Y,SBrkr,1790,0,0,1790,0,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,Fin,2,540,TA,TA,Y,0,40,0,0,0,0,NA,NA,Shed,1500,9,2008,WD,Normal +2067,20,RL,71,8838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1957,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1764,0,0,1764,0,0,2,1,4,1,TA,7,Maj2,1,TA,Attchd,1957,Fin,1,301,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +2068,90,RL,76,12436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1824,1824,GasA,Fa,Y,FuseA,1824,0,0,1824,0,0,2,0,5,2,TA,9,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2069,20,RL,60,10122,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,869,0,0,869,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1948,Unf,1,390,Fa,TA,N,0,0,66,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal +2070,50,RL,45,7506,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,412,0,1159,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1932,Unf,1,288,Fa,TA,N,84,0,96,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2071,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1940,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,N,88,108,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2072,50,RL,60,10836,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,892,892,GasA,Ex,Y,SBrkr,1254,182,0,1436,0,1,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1968,Unf,4,1488,Fa,TA,N,0,0,100,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal +2073,20,RL,78,10180,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,744,Unf,0,168,912,GasA,TA,Y,SBrkr,1044,0,0,1044,0,1,1,1,3,1,TA,5,Typ,1,Fa,Attchd,1990,Fin,2,372,TA,TA,Y,200,48,0,0,0,0,NA,GdWo,Shed,450,6,2008,WD,Normal +2074,20,RL,76,11355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,7,1958,2001,Gable,Tar&Grv,HdBoard,HdBoard,BrkFace,125,TA,TA,CBlock,TA,TA,No,BLQ,637,Unf,0,675,1312,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1958,RFn,2,495,TA,TA,Y,0,304,144,0,0,0,NA,MnPrv,Othr,6500,4,2008,WD,Normal +2075,20,RL,NA,12929,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1993,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,276,TA,TA,CBlock,TA,TA,Gd,GLQ,697,Unf,0,384,1081,GasA,TA,Y,SBrkr,1081,0,0,1081,1,0,1,0,3,1,TA,5,Typ,0,NA,CarPort,1960,Unf,1,401,TA,TA,Y,36,82,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2076,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,432,Unf,0,444,876,GasA,TA,Y,SBrkr,876,0,0,876,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml +2077,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,BLQ,476,Rec,488,292,1256,GasA,Gd,Y,FuseA,1256,0,0,1256,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,311,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2078,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,520,Rec,319,188,1027,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,299,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +2079,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,315,Unf,0,453,768,GasA,Ex,Y,SBrkr,819,501,0,1320,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,108,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal +2080,45,RL,64,6390,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1.5Unf,6,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,936,936,GasA,TA,Y,FuseA,984,0,0,984,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal +2081,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,673,Unf,0,181,854,GasA,Fa,Y,FuseA,854,424,0,1278,0,0,1,0,4,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnWw,NA,0,4,2008,WD,Normal +2082,90,RL,113,8513,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,5,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1800,1800,GasA,TA,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml +2083,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1955,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,370,Unf,0,398,768,GasA,Gd,Y,SBrkr,1024,564,0,1588,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1955,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2084,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,825,825,GasA,TA,Y,FuseA,825,0,0,825,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2085,20,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1117,0,0,1117,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,COD,Normal +2086,20,RM,56,9836,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,96,Unf,0,96,192,GasA,Gd,N,SBrkr,1133,0,0,1133,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2008,Unf,1,308,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml +2087,50,RM,57,9184,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2005,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,948,375,0,1323,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2088,70,RM,80,4800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1910,2003,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,680,680,GasA,Fa,N,SBrkr,680,680,0,1360,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1910,Unf,1,330,Fa,TA,Y,192,50,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2089,30,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal +2090,75,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,7,1915,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,1,1,4,1,Gd,7,Typ,0,NA,Detchd,1915,Unf,1,308,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2091,190,RM,63,11426,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1910,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,828,828,GasA,Gd,Y,FuseA,828,658,108,1594,0,0,2,0,3,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,172,109,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2092,50,RM,63,7628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1940,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,Y,FuseA,1095,561,0,1656,0,0,2,0,2,1,TA,8,Mod,0,NA,Detchd,1958,Unf,2,440,TA,TA,Y,187,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2093,50,RM,81,7308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,5,1920,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,360,Unf,0,576,936,GasA,Gd,N,FuseA,960,780,0,1740,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Detchd,1920,Unf,1,225,Fa,Fa,N,0,0,236,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2094,30,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,7,6,1920,2006,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,931,931,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,2,1,Gd,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,28,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2095,190,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,590,Unf,0,294,884,GasA,TA,Y,SBrkr,884,552,0,1436,0,0,2,0,3,2,TA,8,Typ,2,Gd,Detchd,1940,Unf,2,828,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2008,Con,Normal +2096,30,RM,60,6756,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1910,1950,Mansard,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Unf,0,Unf,0,481,481,GasA,TA,N,FuseA,899,0,0,899,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1930,Unf,1,200,Fa,TA,P,0,0,96,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2097,50,RM,44,5914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,9,1890,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,396,0,1080,0,0,1,0,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,165,30,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2098,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,459,904,GasA,Ex,Y,FuseA,904,595,0,1499,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1959,Unf,3,869,TA,Gd,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2099,20,RM,62,7311,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,5,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,407,407,GasA,TA,N,FuseA,407,0,0,407,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1949,Unf,1,297,Fa,TA,Y,76,0,120,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml +2100,20,RM,103,12205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,1,1949,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Gd,Y,SBrkr,1588,0,0,1588,0,0,2,0,5,1,TA,6,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml +2101,190,RM,69,9142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,TA,No,Unf,0,Unf,0,797,797,GasA,TA,N,FuseA,830,797,0,1627,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1950,Unf,2,420,Fa,Po,N,192,0,60,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2102,75,RM,53,5350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,8,1920,1965,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,116,Unf,0,508,624,GasA,Ex,Y,SBrkr,730,720,0,1450,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,Y,0,192,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal +2103,50,RM,69,9143,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1900,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,709,308,0,1017,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1961,Unf,1,308,TA,TA,N,0,0,139,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2104,190,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1920,1960,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,234,Unf,0,739,973,GasA,TA,Y,FuseP,1377,973,0,2350,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1930,Unf,2,393,TA,TA,Y,0,0,219,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2105,70,RM,60,6000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1905,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,572,572,GasA,Ex,Y,SBrkr,884,656,0,1540,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,240,77,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2106,70,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,2,1,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,723,723,GasA,TA,N,SBrkr,723,363,0,1086,0,0,1,0,2,1,TA,5,Maj1,0,NA,Detchd,1920,Unf,2,400,Fa,Po,N,0,24,144,0,0,0,NA,NA,NA,0,11,2008,ConLD,Normal +2107,70,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1890,1999,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1313,1313,GasW,Gd,Y,SBrkr,1313,1182,0,2495,0,0,2,0,5,1,TA,10,Typ,1,Gd,Detchd,1950,Unf,2,342,TA,Fa,Y,0,299,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2108,20,RM,65,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Rec,200,Unf,0,784,984,GasA,Gd,Y,SBrkr,984,0,0,984,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2109,20,RM,52,8516,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1958,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,869,869,GasA,TA,Y,SBrkr,1093,0,0,1093,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2110,30,RL,55,7111,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1928,1983,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,LwQ,406,BLQ,273,329,1008,GasA,TA,Y,SBrkr,1143,0,0,1143,0,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1992,Unf,1,288,TA,TA,Y,265,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal +2111,50,RM,NA,7425,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,RRAn,Artery,1Fam,1.5Fin,7,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,1195,473,0,1668,0,0,1,1,3,1,Gd,8,Typ,0,NA,Attchd,1945,Unf,1,252,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml +2112,50,RL,NA,7010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,175,Unf,0,849,1024,GasA,TA,Y,SBrkr,1144,594,0,1738,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,1,240,TA,TA,P,0,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2113,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1941,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,832,378,0,1210,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2114,70,RM,59,5870,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,2Story,6,9,1900,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,554,554,GasA,Ex,Y,SBrkr,736,554,0,1290,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,Y,38,112,0,0,0,0,NA,MnPrv,Shed,400,4,2008,WD,Normal +2115,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1940,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,521,Unf,0,460,981,GasA,Ex,Y,SBrkr,1014,658,0,1672,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,0,11,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal +2116,30,RM,50,6000,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1924,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,949,949,GasA,Ex,Y,SBrkr,949,0,0,949,0,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1924,Unf,2,370,TA,TA,Y,0,0,48,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2117,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1937,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,201,LwQ,162,462,825,GasA,Ex,Y,SBrkr,825,672,0,1497,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,2004,Unf,1,672,TA,TA,Y,272,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal +2118,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,264,Unf,0,475,739,GasA,Ex,Y,SBrkr,874,468,0,1342,0,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2119,45,RM,50,5000,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,992,992,GasA,Ex,Y,SBrkr,1013,0,0,1013,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,160,Fa,TA,Y,0,0,101,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2120,50,RM,60,5520,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1920,1997,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,68,Unf,0,497,565,GasA,TA,Y,SBrkr,565,651,0,1216,1,0,1,0,3,1,TA,6,Typ,1,Gd,BuiltIn,1920,RFn,1,355,Fa,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal +2121,20,RM,99,5940,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1946,1950,Gable,CompShg,MetalSd,CBlock,None,0,TA,TA,PConc,NA,NA,NA,NA,NA,NA,NA,NA,NA,GasA,TA,Y,FuseA,896,0,0,896,NA,NA,1,0,2,1,TA,4,Typ,0,NA,Detchd,1946,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,ConLD,Abnorml +2122,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1929,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,80,Unf,0,624,704,GasA,Ex,Y,SBrkr,624,512,0,1136,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,336,TA,TA,Y,0,365,80,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2123,30,RM,NA,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1945,1995,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,808,0,0,808,0,0,1,0,1,1,TA,6,Min2,0,NA,Attchd,1925,Unf,1,164,TA,TA,P,0,48,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2124,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,300,LwQ,240,449,989,GasA,TA,Y,SBrkr,1245,764,0,2009,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,20,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal +2125,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,5,1923,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,203,Unf,0,897,1100,GasA,TA,Y,SBrkr,1226,676,0,1902,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1960,Unf,2,576,TA,TA,Y,0,139,55,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +2126,50,RL,60,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,4,1915,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,810,810,GasA,Ex,Y,SBrkr,1170,546,0,1716,0,0,2,0,4,1,Gd,8,Typ,0,NA,Detchd,1970,Unf,2,672,TA,TA,Y,0,195,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2127,60,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,8,1910,1983,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,Rec,196,Unf,0,1046,1242,GasA,Gd,Y,SBrkr,1242,742,0,1984,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,NA,NA,1,360,NA,NA,Y,64,0,180,0,0,0,NA,MnPrv,Shed,1000,9,2008,WD,Normal +2128,50,RM,63,4347,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,Gd,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,825,784,0,1609,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1910,Unf,1,228,Fa,Fa,N,0,182,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2129,30,RM,NA,6291,Grvl,NA,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,Stucco,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1930,Unf,2,440,TA,TA,N,0,0,84,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2130,70,RM,60,10266,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,372,Unf,0,396,768,GasA,TA,Y,FuseA,768,768,0,1536,0,0,1,1,4,1,TA,7,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,216,80,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml +2131,50,RM,60,6876,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1938,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1272,1272,GasA,TA,Y,SBrkr,1272,0,697,1969,0,0,2,0,4,1,TA,9,Min1,1,Gd,Detchd,1938,Unf,2,400,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,11,2008,COD,Normal +2132,50,RM,NA,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1915,1978,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,880,880,GasA,Gd,Y,SBrkr,880,428,0,1308,0,0,2,0,2,1,TA,6,Typ,0,NA,Detchd,1950,Unf,2,400,Fa,Fa,Y,0,0,117,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2133,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,7,1925,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1040,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1993,Unf,2,320,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2134,50,RM,62,7006,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,PConc,TA,TA,No,Rec,121,Unf,0,647,768,GasA,TA,Y,SBrkr,788,448,0,1236,1,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Family +2135,30,RM,60,10320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,5,8,1912,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,451,451,GasA,TA,Y,SBrkr,759,0,0,759,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,576,TA,TA,N,40,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Family +2136,190,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,3,3,1915,1950,Gable,CompShg,AsphShn,AsphShn,None,0,Fa,Fa,PConc,TA,Fa,No,Unf,0,Unf,0,536,536,GasA,Ex,N,FuseF,808,536,0,1344,0,0,2,0,3,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,204,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2137,20,RL,82,9488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1947,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1046,1046,GasA,Gd,N,SBrkr,1054,0,0,1054,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,240,TA,TA,Y,0,60,122,0,0,0,NA,NA,NA,0,9,2008,WD,Abnorml +2138,85,RL,NA,11235,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,6,1963,1963,Gable,CompShg,HdBoard,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,784,Unf,0,197,981,GasA,TA,Y,SBrkr,1075,0,0,1075,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1996,Unf,2,440,TA,TA,Y,64,0,0,0,64,0,NA,MnPrv,NA,0,5,2008,WD,Abnorml +2139,80,RL,80,13014,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1978,1978,Gable,CompShg,HdBoard,Plywood,BrkFace,39,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1978,Unf,2,484,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2140,20,RL,68,10265,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2005,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,CBlock,TA,TA,No,ALQ,758,Unf,0,234,992,GasA,Ex,Y,SBrkr,992,0,0,992,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,1,294,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,Shed,600,7,2008,WD,Normal +2141,85,RL,NA,7703,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,8,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkCmn,40,TA,TA,CBlock,Gd,TA,Gd,ALQ,450,Unf,0,0,450,GasA,Ex,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,6,Typ,1,Po,Basment,1978,Fin,2,504,TA,TA,Y,311,0,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal +2142,20,RL,NA,9981,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,BLQ,221,Unf,0,852,1073,GasA,Gd,Y,SBrkr,1073,0,0,1073,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,RFn,1,270,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal +2143,85,RL,NA,7400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,LwQ,104,ALQ,956,0,1060,GasA,TA,Y,SBrkr,1126,0,0,1126,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,506,TA,TA,Y,178,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2144,190,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,4,1920,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,TA,Fa,No,BLQ,1300,Unf,0,0,1300,GasA,Fa,Y,SBrkr,1140,0,0,1140,1,0,1,0,3,1,TA,6,Typ,0,NA,CarPort,1920,Unf,2,400,TA,TA,Y,0,0,190,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca +2145,20,RL,94,9239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1963,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,634,Unf,0,326,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,Fin,1,300,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2146,20,RL,88,14175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosA,Norm,1Fam,1Story,6,8,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Gd,GLQ,776,Unf,0,212,988,GasA,TA,Y,FuseA,1188,0,0,1188,1,0,1,0,1,1,TA,4,Typ,1,TA,Attchd,1956,Unf,2,621,TA,TA,Y,102,89,231,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2147,190,RL,NA,10532,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,3,1960,1960,Flat,Tar&Grv,Plywood,Plywood,Stone,275,TA,TA,CBlock,TA,TA,Mn,Rec,988,Unf,0,0,988,GasA,Gd,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,TA,7,Mod,2,TA,Basment,1960,Unf,2,626,TA,TA,Y,50,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml +2148,50,RL,63,8375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,7,1941,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,336,Unf,0,240,576,GasA,Gd,Y,SBrkr,864,486,0,1350,1,0,1,1,2,1,Gd,6,Min1,0,NA,2Types,1973,Unf,3,627,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal +2149,80,RL,NA,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1970,1970,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,Av,ALQ,704,Unf,0,160,864,GasA,Ex,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,Gd,5,Typ,0,NA,2Types,1979,Unf,3,912,TA,TA,Y,143,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal +2150,20,RL,82,20270,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,599,Unf,0,925,1524,GasA,TA,Y,SBrkr,1524,0,0,1524,1,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1979,Fin,2,478,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2151,50,RL,50,5190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,7,5,1948,1950,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,TA,Y,SBrkr,617,462,0,1079,0,0,1,0,2,1,TA,5,Typ,1,Gd,Attchd,1948,Unf,1,249,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2152,30,RL,85,19550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1940,2007,Flat,Tar&Grv,NA,NA,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1035,Unf,0,545,1580,GasA,Ex,Y,SBrkr,1518,0,0,1518,1,0,1,0,2,1,Fa,5,Typ,2,Gd,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2153,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,870,Unf,0,639,1509,GasA,TA,Y,FuseA,1509,0,0,1509,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1956,Unf,1,322,TA,TA,Y,158,0,0,0,576,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2154,90,RL,50,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,864,Unf,0,0,864,GasA,Fa,N,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2155,60,RL,50,9360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,8,1962,2001,Gable,CompShg,VinylSd,VinylSd,BrkCmn,216,Gd,TA,CBlock,TA,TA,No,Rec,324,Unf,0,297,621,GasA,TA,Y,SBrkr,621,648,0,1269,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1962,Unf,1,280,TA,TA,Y,0,236,0,0,0,0,NA,GdWo,NA,0,11,2008,WD,Normal +2156,60,RL,NA,9771,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,190,Gd,TA,PConc,Gd,TA,No,LwQ,779,Unf,0,298,1077,GasA,Ex,Y,SBrkr,1093,1721,0,2814,0,1,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1995,Fin,2,614,TA,TA,Y,48,32,0,0,216,0,NA,GdPrv,NA,0,6,2008,WD,Normal +2157,20,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,251,Gd,TA,PConc,Gd,TA,No,GLQ,1271,Unf,0,331,1602,GasA,Ex,Y,SBrkr,1626,0,0,1626,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,534,TA,TA,Y,424,40,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2158,60,RL,NA,14171,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,355,Unf,0,457,812,GasA,Ex,Y,SBrkr,1101,1099,0,2200,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,2,453,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2159,80,RL,85,10541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1302,735,0,2037,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,2,472,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2160,60,RL,65,10616,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,628,628,GasA,Ex,Y,SBrkr,628,728,0,1356,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,484,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial +2161,20,RL,65,9345,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1615,1615,GasA,Ex,Y,SBrkr,1615,0,0,1615,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,864,TA,TA,Y,168,30,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2162,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,2085,Unf,0,186,2271,GasA,Ex,Y,SBrkr,2276,0,0,2276,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2008,RFn,3,1348,Gd,TA,Y,0,0,70,0,255,0,NA,NA,NA,0,6,2008,WD,Abnorml +2163,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,402,Ex,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,598,1751,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2008,Fin,3,874,TA,TA,Y,216,36,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial +2164,80,RL,NA,11454,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,Gd,GLQ,770,Unf,0,631,1401,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1995,Fin,3,811,TA,TA,Y,168,42,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2165,20,RL,NA,11500,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,6,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,LwQ,262,ALQ,723,197,1182,GasA,Ex,Y,SBrkr,1643,0,0,1643,1,0,2,0,2,1,TA,6,Typ,1,Gd,Attchd,1966,Unf,2,438,TA,TA,Y,339,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2166,20,RL,65,9750,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,722,Unf,0,268,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,528,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2167,20,RL,NA,8696,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,TA,TA,PConc,Gd,TA,Gd,GLQ,1308,Unf,0,110,1418,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1997,RFn,2,558,TA,TA,Y,208,110,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2168,60,RL,NA,13142,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,TA,TA,PConc,Gd,TA,No,GLQ,688,Unf,0,176,864,GasA,Ex,Y,SBrkr,872,899,0,1771,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,600,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2169,60,RL,68,8998,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Mn,GLQ,527,Unf,0,255,782,GasA,Ex,Y,SBrkr,782,870,0,1652,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2170,60,RL,75,12192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,663,Unf,0,265,928,GasA,Ex,Y,SBrkr,928,895,0,1823,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,626,TA,TA,Y,192,36,0,0,0,0,NA,NA,Shed,4500,5,2008,WD,Normal +2171,20,RL,NA,12250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,TA,TA,CBlock,Gd,TA,Mn,ALQ,781,Unf,0,83,864,GasA,Ex,Y,SBrkr,1174,0,0,1174,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,2,528,TA,TA,Y,211,0,280,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2172,20,RL,NA,9216,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Av,ALQ,294,Unf,0,782,1076,GasA,TA,Y,SBrkr,1076,0,0,1076,0,0,1,1,3,1,TA,5,Typ,1,Fa,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2008,WD,Abnorml +2173,20,RL,40,14330,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,2001,Gable,CompShg,Plywood,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,88,ALQ,596,180,864,GasA,TA,Y,SBrkr,1558,0,0,1558,1,0,2,0,2,1,TA,5,Min2,0,NA,Attchd,1975,Fin,2,440,TA,TA,Y,140,0,239,0,227,0,NA,NA,NA,0,8,2008,WD,Normal +2174,60,RL,NA,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1290,871,0,2161,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2001,RFn,2,570,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2175,60,RL,NA,9720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,9,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,Gd,TA,PConc,Gd,TA,Mn,GLQ,1194,Unf,0,163,1357,GasA,Ex,Y,SBrkr,1366,581,0,1947,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,3,725,TA,TA,Y,168,116,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2176,20,RL,NA,14860,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Ex,TA,Gd,GLQ,1538,Unf,0,240,1778,GasA,Ex,Y,SBrkr,1786,0,0,1786,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,3,715,TA,TA,Y,182,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2177,60,RL,41,10905,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1129,1129,GasA,Ex,Y,SBrkr,1129,1198,0,2327,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,RFn,2,596,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2178,60,RL,96,11690,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,192,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,850,850,GasA,Ex,Y,SBrkr,886,878,0,1764,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Unf,2,560,TA,TA,Y,120,29,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2179,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2180,90,RM,83,10126,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,Duplex,SFoyer,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1593,LwQ,162,83,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1998,Unf,3,721,TA,TA,Y,160,67,0,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml +2181,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1421,1445,GasA,Ex,Y,SBrkr,1445,0,0,1445,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,Unf,2,470,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2182,20,RL,85,11058,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,212,Gd,TA,PConc,Gd,TA,No,GLQ,56,Unf,0,1508,1564,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,3,814,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2183,20,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1327,1351,GasA,Ex,Y,SBrkr,1361,0,0,1361,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,610,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2184,20,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,609,Unf,0,483,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,264,TA,TA,Y,259,0,0,0,161,0,NA,MnPrv,NA,0,4,2008,COD,Abnorml +2185,85,RL,64,12102,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1976,1976,Gable,CompShg,HdBoard,Plywood,BrkFace,222,TA,TA,CBlock,Gd,Gd,Gd,ALQ,456,Unf,0,0,456,GasA,Ex,Y,SBrkr,1033,0,0,1033,0,1,1,0,3,1,TA,6,Typ,0,NA,BuiltIn,1976,RFn,2,504,Fa,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family +2186,20,RL,65,6500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1976,1976,Hip,CompShg,HdBoard,Plywood,BrkFace,84,TA,TA,CBlock,TA,NA,No,BLQ,1033,Unf,0,94,1127,GasA,TA,Y,SBrkr,1127,0,0,1127,0,1,1,1,3,1,TA,6,Typ,1,Po,Detchd,1991,Unf,2,480,TA,TA,Y,0,0,138,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2187,80,RL,NA,9638,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,368,Rec,120,541,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1977,RFn,2,542,TA,TA,Y,292,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +2188,60,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1976,2001,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,288,Unf,0,396,684,GasA,TA,Y,SBrkr,684,714,0,1398,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal +2189,20,RL,123,47007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,1996,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,3820,0,0,3820,NA,NA,3,1,5,1,Ex,11,Typ,2,Gd,Attchd,1959,Unf,2,624,TA,TA,Y,0,372,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2190,90,RL,65,6012,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,Fa,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand +2191,90,RL,74,6845,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Wd Shng,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseF,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2192,190,RL,56,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,4,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,784,Unf,0,0,784,GasA,TA,N,FuseP,784,0,0,784,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,112,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2193,50,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1938,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,FuseF,585,468,0,1053,0,0,1,1,2,1,Ex,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Family +2194,50,RL,57,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1947,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,929,208,0,1137,0,0,1,1,4,1,TA,8,Min1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2195,20,RL,68,9520,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,Stone,115,TA,TA,CBlock,Gd,TA,No,Rec,767,Unf,0,144,911,GasA,TA,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,286,TA,TA,Y,134,0,0,0,0,0,NA,MnPrv,Gar2,3000,5,2008,WD,Normal +2196,80,RL,62,7692,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,SLvl,4,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Ex,TA,Av,Unf,0,Unf,0,416,416,GasA,Gd,Y,FuseA,1204,0,0,1204,0,0,1,0,3,1,TA,6,Typ,0,NA,Basment,1954,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml +2197,30,RL,67,5142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1923,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,224,Unf,0,725,949,GasA,TA,Y,SBrkr,949,343,0,1292,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1923,Unf,1,205,TA,TA,N,0,0,183,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2198,30,RL,60,7290,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,8,1921,1950,Gable,CompShg,WdShing,Wd Shng,BrkFace,174,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Ex,Y,SBrkr,1424,0,0,1424,0,0,2,0,2,1,TA,7,Typ,1,Gd,Attchd,1921,Unf,1,312,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2199,90,RL,64,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2.5Unf,6,7,1930,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,281,Rec,679,0,960,GasA,Ex,Y,SBrkr,960,960,0,1920,2,0,2,2,4,2,TA,10,Typ,2,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,248,0,121,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml +2200,70,RL,66,8969,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,6,1926,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,379,Unf,0,265,644,GasA,Ex,Y,SBrkr,672,644,0,1316,1,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,2001,Unf,1,369,TA,TA,P,0,0,0,0,192,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2201,50,RL,63,15564,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1914,1995,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,588,0,1264,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,400,TA,TA,Y,424,0,0,0,0,0,NA,NA,Shed,400,1,2008,WD,Normal +2202,70,RL,54,7609,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,8,9,1925,1997,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,Fa,TA,No,ALQ,406,Unf,0,392,798,GasA,Ex,Y,SBrkr,798,714,0,1512,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,180,TA,TA,P,85,16,41,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal +2203,70,RL,NA,9650,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,3,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,784,784,GasA,TA,Y,SBrkr,819,784,0,1603,0,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1980,Unf,2,599,TA,TA,Y,0,217,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2204,50,RL,NA,11700,Pave,Grvl,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1937,1995,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,606,Unf,0,336,942,GasA,Ex,Y,SBrkr,1265,673,0,1938,0,0,2,0,4,1,Gd,7,Min2,1,Gd,Detchd,1937,Unf,1,240,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2205,50,RL,NA,9260,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,TA,Y,FuseF,932,442,0,1374,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1938,Unf,1,225,TA,TA,Y,64,0,0,0,100,0,NA,NA,NA,0,3,2008,WD,Normal +2206,20,RL,79,7801,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,6,5,1951,1951,Hip,CompShg,WdShing,Plywood,BrkFace,88,TA,Fa,PConc,TA,TA,No,Rec,500,Unf,0,591,1091,GasA,Fa,N,FuseA,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,1,TA,Attchd,1951,Fin,1,344,TA,TA,Y,66,105,0,0,221,0,NA,MnPrv,NA,0,5,2008,WD,Normal +2207,70,RL,100,9670,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1935,1950,Gable,CompShg,BrkFace,Stucco,Stone,40,TA,TA,PConc,TA,Fa,No,LwQ,210,Unf,0,398,608,GasA,TA,Y,SBrkr,983,890,0,1873,0,0,1,1,4,1,TA,9,Typ,2,Gd,Detchd,1935,Fin,2,786,Fa,TA,Y,0,0,207,0,0,0,NA,NA,NA,0,6,2008,WD,Alloca +2208,50,RL,70,12392,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1950,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,435,Unf,0,397,832,GasA,Ex,Y,SBrkr,1218,943,0,2161,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1994,Fin,2,506,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2209,20,RL,56,26073,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,1116,Unf,0,782,1898,GasA,Ex,Y,FuseA,1898,0,0,1898,0,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1956,Unf,2,484,TA,TA,Y,0,51,224,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal +2210,160,RM,24,1879,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,366,Unf,0,150,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,213,0,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal +2211,30,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1926,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,299,GLQ,40,555,894,GasA,TA,Y,SBrkr,919,0,0,919,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,195,TA,TA,P,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2212,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,8,1940,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,720,720,GasA,Gd,Y,SBrkr,760,330,0,1090,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2213,50,RM,58,8155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,Y,FuseA,780,420,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2214,80,RM,75,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Hip,CompShg,HdBoard,Plywood,None,0,Fa,TA,CBlock,Gd,TA,Mn,Rec,257,Unf,0,367,624,GasA,Ex,Y,SBrkr,1092,564,0,1656,0,0,1,1,3,1,TA,7,Mod,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,0,180,0,0,100,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2215,30,RM,60,7392,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,7,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,TA,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1934,RFn,1,360,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2216,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,WdShing,Wd Shng,BrkFace,162,TA,TA,CBlock,TA,TA,No,ALQ,330,Unf,0,821,1151,GasA,Gd,Y,FuseA,1151,804,0,1955,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1958,Fin,1,356,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2217,20,NA,80,14584,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,1,5,1952,1952,Gable,CompShg,AsbShng,VinylSd,None,0,Fa,Po,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Po,N,FuseA,733,0,0,733,0,0,1,0,2,1,Fa,4,NA,0,NA,Attchd,1952,Unf,2,487,Fa,Po,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml +2218,70,C (all),60,5280,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,7,1895,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,NA,Fa,No,Unf,0,Unf,0,173,173,GasA,Ex,N,SBrkr,825,536,0,1361,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1895,Unf,1,185,Fa,TA,Y,0,123,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2219,50,C (all),52,5150,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,1.5Fin,4,7,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,NA,TA,No,Unf,0,Unf,0,356,356,GasA,TA,N,FuseA,671,378,0,1049,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1910,Unf,1,195,Po,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2220,70,C (all),60,9000,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,Fa,Fa,Mn,Unf,0,Unf,0,592,592,GasA,Ex,Y,SBrkr,432,432,0,864,0,0,1,1,3,1,Fa,5,Min2,0,NA,Detchd,1920,Unf,1,216,Fa,Fa,N,0,30,160,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2221,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,525,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,8,2008,New,Partial +2222,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1474,Unf,0,120,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,7,2008,WD,Normal +2223,20,RL,NA,23730,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,668,Gd,TA,PConc,Ex,TA,Mn,GLQ,700,Unf,0,1140,1840,GasA,Ex,Y,SBrkr,2032,0,0,2032,1,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Fin,3,786,TA,TA,Y,0,46,192,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2224,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,910,910,GasA,Ex,Y,SBrkr,910,910,0,1820,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Unf,3,816,TA,TA,Y,318,32,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2225,90,RL,76,10260,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,4,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,936,936,0,1872,0,0,2,2,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml +2226,20,RL,74,9990,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,1383,Unf,0,297,1680,GasA,Gd,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,432,TA,TA,Y,428,120,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2227,120,RL,42,4084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,893,Unf,0,384,1277,GasA,Gd,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1986,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2228,20,RL,74,11563,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,258,Gd,TA,PConc,Ex,TA,Gd,GLQ,1036,Unf,0,482,1518,GasA,Ex,Y,SBrkr,1537,0,0,1537,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,3,788,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2229,60,RL,107,12852,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,770,Unf,0,150,920,GasA,Ex,Y,SBrkr,920,860,0,1780,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,612,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial +2230,80,RL,73,9802,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,352,352,GasA,Gd,Y,SBrkr,712,730,0,1442,0,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2231,60,RL,81,12018,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,796,816,0,1612,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,3,666,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,10,2008,New,Partial +2232,20,RL,75,12890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,128,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1495,1495,GasA,Ex,Y,SBrkr,1495,0,0,1495,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1989,Unf,2,438,TA,TA,Y,252,0,192,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2233,20,RL,93,18265,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,Plywood,HdBoard,BrkFace,228,Gd,Gd,CBlock,Gd,Gd,Av,GLQ,920,Rec,60,276,1256,GasA,Ex,Y,SBrkr,1256,0,0,1256,0,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1986,Unf,2,578,TA,TA,Y,282,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2234,20,RL,82,11202,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,206,Gd,TA,PConc,Ex,TA,Av,GLQ,1029,Unf,0,403,1432,GasA,Ex,Y,SBrkr,1440,0,0,1440,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,467,TA,TA,Y,185,95,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2235,20,RL,NA,7915,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1999,2000,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1223,Unf,0,443,1666,GasA,Ex,Y,SBrkr,1675,0,0,1675,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,435,TA,TA,Y,165,52,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2236,20,RL,79,11449,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1011,Unf,0,873,1884,GasA,Ex,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,2,520,TA,TA,Y,0,276,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2237,20,RL,85,11447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,674,Gd,TA,PConc,Ex,TA,Av,GLQ,1571,Unf,0,393,1964,GasA,Ex,Y,SBrkr,1964,0,0,1964,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,892,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2238,90,RM,97,8940,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca +2239,20,RL,77,9278,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Feedr,Artery,1Fam,1Story,5,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,52,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml +2240,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1997,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,197,TA,TA,PConc,Ex,TA,No,GLQ,864,Unf,0,325,1189,GasA,Ex,Y,SBrkr,1189,0,0,1189,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1997,RFn,2,392,TA,TA,Y,0,122,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2241,85,RL,150,14137,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,Gd,TA,Av,ALQ,865,LwQ,247,88,1200,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,0,NA,2Types,1964,Fin,3,850,TA,TA,Y,0,119,0,0,171,0,NA,NA,NA,0,11,2008,ConLD,Normal +2242,120,RM,NA,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,6,1975,1975,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,769,Unf,0,271,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,499,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2243,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,318,Unf,0,232,550,GasA,TA,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1976,Unf,1,336,TA,TA,Y,92,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2244,180,RM,21,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,501,Unf,0,25,526,GasA,Gd,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,RFn,1,297,TA,TA,Y,120,101,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2245,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,437,Unf,0,25,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,1,1,TA,4,Typ,1,Po,BuiltIn,1973,RFn,1,297,TA,TA,Y,0,101,0,120,0,0,NA,GdWo,NA,0,7,2008,WD,Normal +2246,20,RL,NA,17979,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,785,Unf,0,328,1113,GasA,Ex,Y,SBrkr,1160,0,0,1160,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,257,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,Shed,500,2,2008,WD,Normal +2247,160,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,6,9,1970,2007,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,358,Unf,0,188,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,2,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,187,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2248,20,RL,59,6490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,534,Unf,0,282,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Unf,1,264,TA,TA,Y,315,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal +2249,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1982,2005,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,638,Unf,0,207,845,GasA,Gd,Y,SBrkr,845,0,0,845,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2250,20,RL,74,12395,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,647,Unf,0,217,864,GasA,TA,Y,SBrkr,889,0,0,889,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2251,70,NA,NA,56600,Pave,NA,IR1,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,1,1900,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Ex,Y,SBrkr,1150,686,0,1836,0,0,2,0,4,1,TA,7,Maj1,0,NA,Detchd,1900,Unf,1,288,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2252,20,RL,85,10667,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,BrkFace,302,TA,TA,CBlock,TA,TA,No,BLQ,838,Unf,0,749,1587,GasA,TA,Y,SBrkr,1587,0,0,1587,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1971,Unf,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2253,80,RL,56,8872,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,754,630,0,1384,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1997,Fin,2,390,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2254,80,RL,NA,10147,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,LwQ,186,Unf,0,206,392,GasA,Gd,Y,SBrkr,924,770,0,1694,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1994,Fin,2,398,TA,TA,Y,256,64,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal +2255,60,RL,NA,8637,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,871,Unf,0,52,923,GasA,Gd,Y,SBrkr,947,767,0,1714,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,256,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Abnorml +2256,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,Rec,414,Unf,0,277,691,GasA,Gd,Y,SBrkr,691,862,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1996,Fin,2,420,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2257,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,957,1342,0,2299,0,0,3,1,5,1,TA,7,Typ,1,TA,Attchd,1999,Fin,2,482,TA,TA,Y,188,30,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2258,20,RL,NA,9556,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1168,1168,GasA,Gd,Y,SBrkr,1187,0,0,1187,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,420,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2259,60,RL,NA,7655,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,903,903,GasA,Gd,Y,SBrkr,910,732,0,1642,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,392,TA,TA,Y,290,84,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2260,20,RL,160,18160,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkCmn,138,TA,TA,CBlock,TA,TA,Av,BLQ,550,Unf,0,752,1302,GasA,Fa,Y,SBrkr,1128,0,0,1128,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1964,Unf,2,480,TA,TA,P,0,108,246,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca +2261,120,RL,38,4740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,248,Unf,0,918,1166,GasA,Gd,Y,SBrkr,1179,0,0,1179,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1988,RFn,2,480,TA,TA,Y,0,108,0,0,135,0,NA,NA,NA,0,10,2007,WD,Normal +2262,120,RL,35,5118,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1990,1990,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,926,Unf,0,386,1312,GasA,Gd,Y,SBrkr,1321,0,0,1321,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1990,RFn,2,484,TA,TA,Y,0,64,140,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2263,60,RL,98,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Ex,TA,Mn,GLQ,986,Unf,0,163,1149,GasA,Ex,Y,SBrkr,1164,1377,0,2541,1,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,729,TA,TA,Y,120,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2264,20,RL,52,51974,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,PosN,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,710,Ex,TA,PConc,Ex,TA,Av,GLQ,1101,Unf,0,1559,2660,GasA,Ex,Y,SBrkr,2338,0,0,2338,1,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,1110,Gd,TA,Y,0,135,0,0,322,0,NA,NA,NA,0,6,2007,New,Partial +2265,190,RL,195,41600,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1969,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1047,Unf,0,53,1100,GasW,TA,Y,SBrkr,1424,0,0,1424,1,0,1,1,3,1,TA,7,Mod,0,NA,2Types,1969,Unf,3,828,TA,TA,N,144,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2266,120,RL,61,8035,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,165,Gd,TA,PConc,Ex,TA,Gd,GLQ,797,Unf,0,815,1612,GasA,Ex,Y,SBrkr,1612,0,0,1612,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,2,556,TA,TA,Y,0,164,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2267,20,RL,85,14082,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,945,Gd,TA,PConc,Ex,Gd,Gd,GLQ,1558,Unf,0,662,2220,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,1,1,1,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,724,TA,TA,Y,390,80,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2268,20,RL,81,13870,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,250,Ex,TA,PConc,Ex,TA,Gd,GLQ,1152,Unf,0,590,1742,GasA,Ex,Y,SBrkr,2042,0,0,2042,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,724,TA,TA,Y,240,52,0,0,174,0,NA,NA,NA,0,10,2007,New,Partial +2269,20,RL,NA,10960,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,256,Unf,0,1028,1284,GasA,TA,Y,SBrkr,1284,0,0,1284,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,480,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,4,2007,COD,Abnorml +2270,60,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1981,2003,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,Gd,TA,CBlock,Gd,TA,No,ALQ,321,Unf,0,404,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1981,RFn,2,484,TA,TA,Y,167,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2271,20,RL,93,12299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1978,1985,Gable,CompShg,Plywood,Plywood,Stone,67,TA,TA,CBlock,Gd,TA,No,GLQ,1328,Unf,0,201,1529,GasA,TA,Y,SBrkr,1664,0,0,1664,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1978,Fin,2,663,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2272,60,RL,61,11339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1979,1979,Hip,WdShake,HdBoard,Plywood,BrkFace,549,TA,TA,CBlock,Gd,TA,No,ALQ,758,Unf,0,22,780,GasA,TA,Y,SBrkr,1085,845,0,1930,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1979,Fin,2,481,TA,TA,Y,192,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2273,20,RL,79,11850,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,BrkFace,98,TA,TA,CBlock,Gd,TA,No,ALQ,781,Unf,0,372,1153,GasA,TA,Y,SBrkr,1177,0,0,1177,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1984,Fin,2,495,TA,TA,Y,204,103,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal +2274,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,253,TA,TA,CBlock,Gd,TA,No,GLQ,903,Unf,0,356,1259,GasA,Ex,Y,SBrkr,1353,0,0,1353,1,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,RFn,2,478,TA,TA,Y,240,141,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2275,20,RL,128,13001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Mn,ALQ,492,BLQ,121,1012,1625,GasA,TA,Y,SBrkr,1220,0,0,1220,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1971,Unf,2,944,TA,TA,Y,0,0,249,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2276,80,RL,64,8991,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,SLvl,7,6,1976,1976,Gable,CompShg,Plywood,Plywood,Stone,130,TA,TA,CBlock,Gd,TA,Gd,GLQ,624,Rec,604,0,1228,GasA,TA,Y,SBrkr,1324,0,0,1324,0,1,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1976,Fin,2,585,TA,TA,Y,407,36,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2277,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,6,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,931,LwQ,153,0,1084,GasA,TA,Y,SBrkr,1084,793,0,1877,1,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,Unf,2,488,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2278,20,RL,63,9457,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,566,Unf,0,359,925,GasA,TA,Y,SBrkr,1422,0,0,1422,1,0,1,0,3,1,TA,7,Min2,0,NA,Detchd,1988,Unf,2,576,TA,TA,Y,252,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal +2279,20,RL,66,7920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,CBlock,TA,TA,No,ALQ,81,GLQ,619,214,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,3,1,Ex,5,Typ,0,NA,Attchd,1970,RFn,1,368,TA,Gd,Y,120,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2280,20,RL,NA,17199,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,314,Unf,0,600,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,4,Typ,0,NA,Basment,1961,Unf,1,270,Fa,TA,Y,140,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal +2281,120,RH,33,4113,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2001,2001,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1337,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2001,Fin,2,511,TA,TA,Y,136,68,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2282,120,RH,26,10943,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1997,1998,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,930,Unf,0,475,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1997,Fin,2,522,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2283,160,RM,21,2205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,567,TA,TA,CBlock,TA,TA,No,ALQ,312,Unf,0,213,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2284,160,RM,21,2058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,265,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,546,0,1218,0,0,1,1,4,1,Ex,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2285,120,RL,24,2304,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,632,Unf,6,423,1061,GasA,TA,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1978,Unf,1,319,TA,TA,Y,108,32,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2286,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Hip,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,CBlock,TA,TA,No,BLQ,725,Unf,0,263,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,1,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2287,20,RL,96,12469,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,378,Ex,TA,PConc,Ex,TA,Gd,GLQ,1151,Unf,0,639,1790,GasA,Ex,Y,SBrkr,1816,0,0,1816,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,730,TA,TA,Y,186,36,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2288,20,RL,91,11825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,302,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,856,TA,TA,Y,0,112,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2289,20,RL,110,14333,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,590,2108,GasA,Ex,Y,SBrkr,2122,0,0,2122,1,0,2,1,2,1,Gd,7,Typ,1,Ex,Attchd,2007,Fin,3,938,TA,TA,Y,130,142,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial +2290,60,RL,107,13641,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1304,Unf,0,630,1934,GasA,Ex,Y,SBrkr,1943,713,0,2656,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,RFn,3,1040,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial +2291,60,RL,110,13440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,190,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1108,1108,GasA,Ex,Y,SBrkr,1148,1402,0,2550,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2006,Fin,3,670,TA,TA,Y,120,39,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial +2292,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,400,Ex,TA,PConc,Ex,TA,Gd,GLQ,1430,Unf,0,564,1994,GasA,Ex,Y,SBrkr,2046,0,0,2046,1,0,2,1,2,1,Ex,7,Typ,2,Gd,Attchd,2005,Fin,3,878,TA,TA,Y,188,65,0,0,175,0,NA,NA,NA,0,8,2007,WD,Normal +2293,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1812,Unf,0,740,2552,GasA,Ex,Y,SBrkr,2552,0,0,2552,1,0,2,0,3,1,Ex,8,Typ,2,Ex,Attchd,2007,Fin,3,932,TA,TA,Y,130,28,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial +2294,60,RL,118,13654,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,365,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1704,1704,GasA,Ex,Y,SBrkr,1722,1036,0,2758,0,0,2,1,4,1,Ex,9,Typ,1,Ex,BuiltIn,2005,Fin,3,814,TA,TA,Y,282,55,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2295,20,RL,59,17169,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,970,Ex,TA,PConc,Ex,TA,Av,GLQ,1684,Unf,0,636,2320,GasA,Ex,Y,SBrkr,2290,0,0,2290,2,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1174,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2296,60,RL,134,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1582,1582,GasA,Ex,Y,SBrkr,1582,570,0,2152,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,2007,Unf,2,728,TA,TA,Y,0,368,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2297,60,RL,82,9709,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,120,Ex,TA,PConc,Ex,TA,Gd,GLQ,778,Unf,0,140,918,GasA,Ex,Y,SBrkr,958,1142,0,2100,1,0,2,1,3,1,Ex,8,Typ,2,Gd,BuiltIn,2007,Fin,3,786,TA,TA,Y,172,104,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2298,20,RL,94,13615,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,Stone,510,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1802,1802,GasA,Ex,Y,SBrkr,1802,0,0,1802,0,0,2,1,3,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,843,TA,TA,Y,158,105,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2299,60,RL,99,13069,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,502,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1706,1706,GasA,Ex,Y,SBrkr,1718,1238,0,2956,0,0,2,1,5,1,Ex,11,Typ,1,Ex,BuiltIn,2004,RFn,3,916,TA,TA,Y,194,50,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2300,60,RL,110,14277,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Ex,TA,Mn,GLQ,938,Unf,0,379,1317,GasA,Ex,Y,SBrkr,1217,1168,0,2385,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,Fin,3,818,TA,TA,Y,192,228,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2301,60,RL,NA,12568,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,246,Gd,TA,PConc,Ex,TA,Av,GLQ,669,Unf,0,226,895,GasA,Ex,Y,SBrkr,895,923,0,1818,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,774,TA,TA,Y,196,104,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2302,20,RL,70,9926,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,1178,Unf,0,436,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,878,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2303,20,RL,71,9254,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,GLQ,119,Unf,0,1602,1721,GasA,Ex,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,554,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2304,60,RL,92,10732,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1298,1298,GasA,Ex,Y,SBrkr,1298,530,0,1828,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,876,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial +2305,120,RL,34,3901,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,866,Unf,0,436,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2306,120,RL,34,3903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,1030,Unf,0,272,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2307,120,RL,41,6289,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,762,Unf,0,600,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2308,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,5,2007,CWD,Normal +2309,120,RL,48,7841,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,394,Ex,TA,PConc,Ex,TA,No,GLQ,848,Unf,0,729,1577,GasA,Ex,Y,SBrkr,1577,0,0,1577,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,564,TA,TA,Y,203,39,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2310,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1300,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2311,120,RL,48,3242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,235,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,136,36,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2312,60,RL,59,15810,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,728,0,1496,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,572,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial +2313,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2314,60,RL,58,13204,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,44,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,850,0,1458,0,0,2,0,3,1,Gd,6,Typ,0,NA,BuiltIn,2007,Fin,2,454,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial +2315,60,RL,62,8857,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,757,0,1495,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial +2316,60,RL,63,9729,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,1048,0,1746,1,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Unf,3,350,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2317,20,RL,88,12216,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,918,Unf,0,408,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,388,TA,TA,Y,120,23,0,0,0,0,NA,NA,Shed,2000,6,2007,WD,Normal +2318,60,RL,72,8229,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,22,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,752,752,GasA,Ex,Y,SBrkr,752,752,0,1504,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial +2319,60,RL,64,7713,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2320,20,RL,64,7697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1246,1246,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2321,120,RL,NA,3621,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,Gd,GLQ,1084,Unf,0,322,1406,GasA,Ex,Y,SBrkr,1589,0,0,1589,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,630,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2322,20,RL,53,3710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2323,80,RL,65,16219,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,779,Unf,0,56,835,GasA,Ex,Y,SBrkr,1119,0,0,1119,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,Fin,2,437,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2324,80,RL,87,11084,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,192,Unf,0,192,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Family +2325,20,RL,59,10936,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1510,1510,GasA,Ex,Y,SBrkr,1525,0,0,1525,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,534,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial +2326,80,RL,NA,11950,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2003,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2327,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2328,60,RL,NA,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,574,Unf,0,280,854,GasA,Ex,Y,SBrkr,864,1131,0,1995,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,435,TA,TA,Y,264,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2329,60,RL,58,9487,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,520,Unf,0,395,915,GasA,Ex,Y,SBrkr,940,750,0,1690,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,442,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2330,60,RL,59,9649,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,961,683,0,1644,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,460,42,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2331,60,RL,100,12191,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,515,Gd,TA,PConc,Gd,TA,Av,GLQ,1181,Unf,0,598,1779,GasA,Ex,Y,SBrkr,1779,772,0,2551,1,0,2,1,4,1,Gd,8,Typ,2,TA,Attchd,1998,Fin,3,925,TA,TA,Y,76,61,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2332,60,RL,89,10557,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,422,Gd,TA,PConc,Ex,TA,Gd,GLQ,672,Unf,0,736,1408,GasA,Ex,Y,SBrkr,1671,1407,0,3078,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,806,TA,TA,Y,108,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2333,60,RL,74,11002,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1048,Unf,0,341,1389,GasA,Ex,Y,SBrkr,1411,1171,0,2582,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,758,TA,TA,Y,286,60,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2334,60,RL,83,10790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,275,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1066,1066,GasA,Ex,Y,SBrkr,1108,1277,0,2385,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1998,Fin,3,600,TA,TA,Y,120,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2335,60,RL,88,11762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,309,Gd,TA,PConc,Ex,TA,No,GLQ,335,Unf,0,770,1105,GasA,Ex,Y,SBrkr,1105,1097,0,2202,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,517,TA,TA,Y,0,65,0,0,144,0,NA,NA,NA,0,9,2007,WD,Normal +2336,60,RL,82,9044,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,526,Gd,Gd,PConc,Gd,TA,No,GLQ,1225,Unf,0,100,1325,GasA,Ex,Y,SBrkr,1335,1203,0,2538,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1996,RFn,3,933,TA,TA,Y,198,92,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2337,20,RL,75,9910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1369,1369,GasA,Ex,Y,SBrkr,1369,0,0,1369,0,0,2,0,3,1,Gd,5,Typ,0,NA,Attchd,2007,Unf,2,605,TA,TA,Y,0,203,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2338,20,RL,91,11830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,Gd,TA,PConc,Gd,TA,No,GLQ,1220,Unf,0,322,1542,GasA,Ex,Y,SBrkr,1542,0,0,1542,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Unf,3,852,TA,TA,Y,168,110,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2339,20,RL,76,10612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Mn,GLQ,28,Unf,0,1496,1524,GasA,Gd,Y,SBrkr,1534,0,0,1534,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,484,TA,TA,Y,168,46,0,0,0,0,NA,NA,NA,0,1,2007,WD,Family +2340,20,RL,98,12291,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,754,Ex,TA,PConc,Ex,TA,Av,GLQ,1572,Unf,0,394,1966,GasA,Ex,Y,SBrkr,1966,0,0,1966,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,3,1092,TA,TA,Y,76,52,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial +2341,20,RL,85,9965,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,0,0,1528,0,0,3,2,3,1,Gd,6,Typ,1,TA,Attchd,2007,Unf,2,480,TA,TA,Y,0,228,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2342,20,RL,74,8847,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,Gd,TA,PConc,Gd,TA,Av,GLQ,769,Unf,0,769,1538,GasA,Ex,Y,SBrkr,1538,0,0,1538,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,484,TA,TA,Y,146,40,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2343,20,RL,70,8251,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,Gd,Av,GLQ,778,Unf,0,716,1494,GasA,Ex,Y,SBrkr,1506,0,0,1506,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,672,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2344,60,RL,70,9605,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,982,995,0,1977,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,574,TA,TA,Y,240,53,0,0,0,0,NA,NA,NA,0,7,2007,WD,Family +2345,60,RL,75,8778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,528,0,1830,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,859,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2346,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1314,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,598,TA,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial +2347,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1335,1335,GasA,Ex,Y,SBrkr,1335,0,0,1335,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,575,TA,TA,Y,0,210,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2348,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,350,Unf,0,546,896,GasA,Ex,Y,SBrkr,896,896,0,1792,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,2,590,TA,TA,Y,184,96,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial +2349,60,FV,81,10411,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,Gd,TA,NA,Unf,0,Unf,0,725,725,GasA,Ex,Y,SBrkr,725,863,0,1588,0,0,3,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Unf,2,561,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2350,60,FV,112,12217,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,WdShing,Wd Shng,NA,NA,Gd,TA,PConc,Ex,TA,Av,GLQ,745,Unf,0,210,955,GasA,Ex,Y,SBrkr,955,925,0,1880,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial +2351,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1574,1574,GasA,Ex,Y,SBrkr,1584,0,0,1584,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,2,594,TA,TA,Y,0,256,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial +2352,20,FV,100,11824,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1685,1685,GasA,Ex,Y,SBrkr,1685,0,0,1685,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,3,658,TA,TA,Y,112,63,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2353,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,353,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1285,0,2443,0,0,2,1,4,1,Gd,9,Min2,1,Gd,BuiltIn,2004,RFn,3,744,TA,TA,Y,193,127,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2354,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,136,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2355,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,55,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2356,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,Gd,TA,PConc,Gd,TA,No,GLQ,729,Unf,0,365,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2357,20,RL,65,7441,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1461,1461,GasA,Ex,Y,SBrkr,1486,0,0,1486,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,566,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2358,60,RL,NA,11613,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,480,Unf,0,384,864,GasA,Ex,Y,SBrkr,920,900,0,1820,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,492,TA,TA,Y,144,85,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2359,160,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,Ex,Y,SBrkr,630,636,0,1266,0,0,1,1,2,1,TA,5,Typ,2,TA,Attchd,1980,RFn,1,283,TA,TA,Y,340,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2360,20,RL,64,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,138,Rec,351,405,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Unf,1,308,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2361,20,RL,84,7476,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,812,Unf,0,228,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1991,Fin,2,686,TA,TA,Y,188,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2362,60,RL,NA,19522,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,272,Gd,TA,PConc,Gd,TA,No,GLQ,727,Unf,0,496,1223,GasA,Gd,Y,SBrkr,1271,1232,0,2503,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,564,TA,TA,Y,0,99,0,0,182,0,NA,NA,NA,0,2,2007,WD,Normal +2363,20,RL,44,10751,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,TA,CBlock,Fa,TA,Gd,ALQ,787,Unf,0,250,1037,GasA,TA,Y,SBrkr,1037,0,0,1037,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1974,RFn,2,431,TA,TA,Y,136,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2364,20,RL,43,12712,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,6,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,968,Unf,0,76,1044,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,1,0,2,1,Gd,5,Typ,1,TA,Attchd,1973,RFn,2,542,TA,TA,Y,455,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml +2365,120,FV,45,4379,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,851,Unf,0,527,1378,GasA,Ex,Y,SBrkr,1378,0,0,1378,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,540,TA,TA,Y,160,56,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2366,120,FV,80,3523,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,30,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1081,1141,GasA,Ex,Y,SBrkr,1151,0,0,1151,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,484,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial +2367,120,FV,32,3784,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1451,1511,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,476,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial +2368,120,FV,40,3606,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,GLQ,937,Unf,0,415,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2369,120,FV,30,5330,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1550,1550,GasA,Ex,Y,SBrkr,1550,0,0,1550,0,0,2,1,2,1,Gd,5,Typ,0,NA,Attchd,2007,Fin,2,528,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2370,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,179,744,GasA,Gd,Y,SBrkr,757,744,0,1501,1,0,2,1,3,1,TA,6,Typ,1,TA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2371,160,FV,24,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,417,Unf,0,339,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2372,20,FV,73,7321,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1339,1339,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,625,TA,TA,Y,176,174,0,0,0,0,NA,NA,NA,0,12,2007,COD,Normal +2373,60,FV,NA,8010,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,964,Unf,0,90,1054,GasA,Ex,Y,SBrkr,1072,976,0,2048,1,0,2,1,3,1,Gd,8,Typ,2,Gd,Detchd,2003,Unf,2,552,TA,TA,Y,0,48,0,0,180,0,NA,NA,NA,0,8,2007,WD,Normal +2374,60,FV,106,8413,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Ex,TA,Mn,GLQ,901,Unf,0,319,1220,GasA,Ex,Y,SBrkr,1220,1142,0,2362,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1998,RFn,2,1105,Gd,TA,Y,147,0,36,0,144,0,NA,NA,NA,0,6,2007,WD,Normal +2375,120,RL,50,9466,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1994,1995,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,457,ALQ,1037,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,1994,Fin,2,478,TA,TA,Y,0,30,0,0,217,0,NA,NA,NA,0,5,2007,WD,Normal +2376,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,6,1980,1980,Hip,CompShg,VinylSd,MetalSd,BrkFace,600,Gd,TA,CBlock,Gd,TA,No,GLQ,1732,Unf,0,270,2002,GasA,Ex,Y,SBrkr,2362,0,0,2362,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1980,RFn,2,546,Gd,TA,Y,180,16,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2377,20,RL,94,17778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,5,1981,1981,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Gd,ALQ,1632,Rec,829,0,2461,GasA,Gd,Y,SBrkr,2497,0,0,2497,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,1981,RFn,2,676,TA,TA,Y,266,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2378,20,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,41,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1152,0,0,1152,1,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,412,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal +2379,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,BrkFace,525,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,93,1008,GasA,TA,Y,SBrkr,1403,1008,0,2411,1,0,2,1,4,1,TA,8,Typ,1,Po,Attchd,1970,RFn,2,570,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2380,85,RL,NA,8723,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,SFoyer,6,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,BLQ,973,Unf,0,0,973,GasA,Ex,Y,SBrkr,1082,0,0,1082,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,480,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2381,20,RL,130,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,196,TA,TA,PConc,Gd,TA,No,ALQ,910,Unf,0,385,1295,GasA,Fa,Y,SBrkr,1295,0,0,1295,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1968,Fin,2,528,TA,TA,Y,0,194,0,0,200,0,NA,NA,NA,0,4,2007,WD,Normal +2382,20,RL,108,11358,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1972,1987,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,346,Unf,0,778,1124,GasA,TA,Y,SBrkr,1610,0,0,1610,0,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1972,RFn,2,515,TA,TA,Y,202,0,0,0,256,0,NA,NA,NA,0,5,2007,WD,Normal +2383,20,RL,80,9547,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1594,1594,GasA,Ex,Y,SBrkr,1594,0,0,1594,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1993,RFn,2,472,TA,TA,Y,190,80,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2384,60,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1993,1993,Gable,CompShg,MetalSd,MetalSd,BrkFace,194,Gd,TA,PConc,Gd,TA,No,GLQ,819,Unf,0,329,1148,GasA,Ex,Y,SBrkr,1091,984,0,2075,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1993,Unf,2,473,TA,TA,Y,235,86,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2385,20,RL,88,10738,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,792,Unf,0,301,1093,GasA,Gd,Y,SBrkr,1093,0,0,1093,1,0,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,484,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,Shed,400,11,2007,WD,Normal +2386,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,BLQ,617,Rec,264,171,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Fin,1,311,TA,TA,Y,0,133,0,0,0,0,NA,NA,NA,0,2,2007,COD,Normal +2387,20,RL,70,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,474,BLQ,38,437,949,GasA,TA,Y,SBrkr,1107,0,0,1107,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,1,308,TA,TA,Y,88,64,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2388,90,RL,NA,10899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,8,Typ,0,NA,CarPort,1964,Unf,3,530,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2389,20,RL,74,7450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,438,LwQ,206,250,894,GasA,Gd,Y,SBrkr,1074,0,0,1074,0,0,1,0,2,1,Gd,6,Min1,1,Gd,Detchd,1966,Unf,2,396,TA,TA,Y,0,72,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal +2390,20,RL,NA,14357,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,LwQ,167,386,864,GasA,TA,Y,SBrkr,1187,0,0,1187,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,440,TA,TA,Y,128,0,0,0,0,0,NA,NA,NA,0,8,2007,CWD,Normal +2391,20,RL,76,8243,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,56,TA,Gd,CBlock,TA,TA,No,ALQ,700,Unf,0,264,964,GasA,Ex,Y,SBrkr,964,0,0,964,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1985,Fin,2,784,TA,TA,Y,170,0,0,0,0,0,NA,GdPrv,NA,0,2,2007,WD,Normal +2392,20,RL,70,8680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2393,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1966,1966,Hip,CompShg,HdBoard,Plywood,BrkFace,202,TA,TA,CBlock,TA,TA,No,BLQ,654,Unf,0,520,1174,GasA,Ex,Y,SBrkr,1200,0,0,1200,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1966,RFn,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal +2394,80,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,TA,TA,Gd,GLQ,494,Unf,0,548,1042,GasA,TA,Y,SBrkr,1042,0,0,1042,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,RFn,2,440,TA,TA,Y,192,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2395,60,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1964,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,TA,Gd,CBlock,TA,TA,No,ALQ,414,Unf,0,431,845,GasA,Ex,Y,SBrkr,845,1309,0,2154,0,0,2,1,5,1,TA,8,Typ,1,Gd,Attchd,1964,RFn,2,539,TA,TA,Y,0,0,0,0,161,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2396,20,RL,NA,11382,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,Wd Sdng,Plywood,BrkFace,212,TA,TA,CBlock,TA,TA,No,ALQ,54,Rec,543,533,1130,GasA,TA,Y,SBrkr,1374,0,0,1374,0,1,1,0,3,1,TA,7,Typ,1,TA,Attchd,1964,RFn,1,286,TA,TA,Y,0,28,84,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal +2397,20,RL,NA,22002,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1959,1991,Gable,CompShg,MetalSd,MetalSd,BrkFace,136,TA,Gd,CBlock,TA,TA,Mn,ALQ,1386,Unf,0,206,1592,GasA,Gd,Y,SBrkr,1652,0,0,1652,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,510,TA,TA,Y,0,0,0,0,201,0,NA,NA,NA,0,7,2007,WD,Normal +2398,45,RL,85,12172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1940,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,PConc,TA,TA,No,LwQ,130,Rec,259,433,822,GasA,TA,Y,SBrkr,908,0,0,908,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,2,512,TA,TA,Y,284,24,0,0,192,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2399,20,RL,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,3,1946,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,Fa,Fa,No,LwQ,299,Unf,0,367,666,GasA,Fa,N,SBrkr,666,0,0,666,0,1,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,52,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal +2400,50,RL,51,3500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,3,5,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,144,Unf,0,226,370,GasA,TA,N,FuseA,442,228,0,670,1,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,21,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal +2401,20,RL,50,5175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,8,1958,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,150,ALQ,404,254,808,GasA,Ex,Y,SBrkr,808,0,0,808,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,N,143,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal +2402,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,Gd,CBlock,TA,TA,No,BLQ,368,Unf,0,710,1078,GasA,Ex,Y,SBrkr,1150,0,0,1150,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,288,TA,TA,Y,0,0,0,0,175,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2403,90,RL,63,8668,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1968,Unf,3,792,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2404,85,RL,NA,10050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,6,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,87,TA,TA,CBlock,TA,TA,Av,GLQ,602,Unf,0,191,793,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,1,2,0,3,1,TA,6,Typ,1,TA,Basment,1966,Fin,2,432,TA,TA,Y,140,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2405,80,RL,100,9600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1961,1961,Hip,CompShg,WdShing,Wd Shng,BrkFace,291,TA,TA,CBlock,TA,TA,Av,ALQ,600,Unf,0,618,1218,GasA,TA,Y,SBrkr,1254,0,0,1254,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1961,RFn,2,525,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,5,2007,WD,Normal +2406,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1957,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,873,Unf,0,63,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1957,RFn,1,315,TA,TA,Y,0,0,0,219,0,0,NA,NA,NA,0,9,2007,WD,Normal +2407,20,RL,65,6860,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,54,TA,TA,CBlock,TA,TA,No,GLQ,908,Unf,0,100,1008,GasA,Ex,Y,SBrkr,1008,0,0,1008,1,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2408,20,RL,60,8250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,288,Unf,0,765,1053,GasA,Gd,Y,SBrkr,1053,0,0,1053,1,0,1,0,3,1,Gd,6,Typ,0,NA,2Types,1994,RFn,2,692,TA,TA,Y,240,0,0,0,109,0,NA,NA,NA,0,7,2007,WD,Normal +2409,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,HdBoard,HdBoard,BrkCmn,69,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1144,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2410,20,RL,80,9736,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1969,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,289,TA,TA,CBlock,TA,TA,No,BLQ,668,Rec,138,525,1331,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,1,0,4,1,TA,8,Typ,3,TA,Attchd,1957,Unf,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2411,20,RL,72,9770,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,512,Unf,0,410,922,GasA,TA,Y,FuseA,922,0,0,922,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1957,Unf,1,308,TA,TA,Y,0,34,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal +2412,20,RL,70,12198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,780,Unf,0,424,1204,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,1,0,3,1,TA,7,Typ,1,TA,Attchd,1955,RFn,1,310,TA,TA,Y,278,82,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal +2413,20,RL,75,10050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,928,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2414,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,9,1953,2006,Gable,CompShg,VinylSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,408,Unf,0,456,864,GasA,Gd,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,Ex,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2415,90,RL,70,8078,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,260,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2416,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,507,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,Unf,2,410,TA,TA,N,0,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2417,20,RL,68,7942,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,85,ALQ,955,0,1040,GasA,TA,Y,FuseF,1040,0,0,1040,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1953,Fin,1,293,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2418,20,RL,71,8540,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1956,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,114,ALQ,691,120,925,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1956,Unf,1,252,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2419,50,RL,55,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,150,Unf,0,1040,1190,GasA,Gd,Y,SBrkr,1040,500,0,1540,1,0,1,0,4,1,Fa,7,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2420,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,793,Unf,0,130,923,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1955,Unf,1,390,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,NA,0,3,2007,WD,Normal +2421,20,RL,75,9532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,595,Rec,354,156,1105,GasA,Gd,Y,SBrkr,1647,0,0,1647,1,0,1,0,3,1,TA,6,Min1,1,Fa,Attchd,1953,Fin,1,280,TA,TA,Y,225,0,0,0,0,368,NA,GdPrv,NA,0,2,2007,WD,Normal +2422,20,RL,NA,15783,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,292,Unf,0,632,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,420,TA,TA,Y,0,324,0,0,0,0,NA,MnPrv,Shed,400,6,2007,WD,Normal +2423,50,RL,60,14190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,7,1890,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,925,925,GasA,Gd,Y,SBrkr,1000,544,0,1544,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,231,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2424,50,RL,NA,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1953,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,198,Unf,0,1018,1216,GasA,Ex,Y,SBrkr,1216,0,512,1728,1,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1953,Unf,1,371,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal +2425,70,RL,113,21281,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,4,1935,2007,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,666,666,GasA,Gd,Y,SBrkr,1308,1778,0,3086,0,0,3,1,4,1,Gd,9,Min1,0,NA,BuiltIn,2007,Unf,3,1200,TA,TA,Y,0,208,290,0,156,0,NA,NA,NA,0,11,2007,WD,Family +2426,50,RL,60,10284,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1925,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,1030,LwQ,66,55,1151,GasA,Ex,Y,SBrkr,845,436,0,1281,1,0,2,0,1,1,TA,6,Mod,0,NA,Detchd,1978,Unf,2,580,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml +2427,70,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1895,1999,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,736,736,GasA,Ex,Y,SBrkr,751,783,0,1534,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,112,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2428,80,RL,93,10090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,7,5,1963,1999,Gable,CompShg,Plywood,Plywood,BrkFace,364,TA,TA,CBlock,TA,TA,Av,Rec,242,ALQ,483,0,725,GasA,TA,Y,SBrkr,1035,616,0,1651,0,1,2,0,4,1,TA,6,Typ,2,TA,BuiltIn,1963,Unf,1,276,TA,TA,Y,460,46,0,0,165,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2429,20,RL,75,8700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,HdBoard,HdBoard,BrkFace,53,TA,TA,CBlock,TA,TA,No,ALQ,192,Unf,0,728,920,GasA,Gd,Y,SBrkr,888,0,0,888,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml +2430,20,RL,66,8300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,86,TA,TA,CBlock,TA,TA,Mn,Rec,952,Unf,0,0,952,GasA,Gd,Y,SBrkr,952,0,0,952,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2431,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1950,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,432,Unf,0,432,864,GasA,Fa,Y,FuseA,1238,0,0,1238,0,0,1,1,3,1,TA,6,Min2,1,TA,Attchd,1950,Unf,1,357,TA,TA,Y,0,171,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2432,20,RL,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2003,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,574,Unf,0,466,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2007,WD,Normal +2433,20,RL,70,7315,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,625,Unf,0,545,1170,GasA,TA,Y,SBrkr,1170,0,0,1170,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,1,338,TA,TA,Y,0,0,0,0,225,0,NA,NA,NA,0,3,2007,WD,Normal +2434,20,RL,70,7903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,739,Unf,0,503,1242,GasA,Gd,Y,FuseA,1242,0,0,1242,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family +2435,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1098,Rec,154,125,1377,GasA,TA,Y,SBrkr,1377,0,0,1377,1,0,1,0,3,1,TA,6,Typ,2,TA,Attchd,1965,Unf,1,351,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2007,WD,Normal +2436,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,925,0,0,925,0,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1961,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2437,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,110,BLQ,442,312,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,294,TA,TA,Y,58,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2438,85,RL,66,6760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,734,Unf,0,162,896,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,RFn,1,288,TA,TA,Y,24,90,160,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2439,30,RM,60,6978,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1926,1980,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,850,850,GasA,TA,Y,SBrkr,960,0,0,960,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1981,RFn,2,576,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2440,50,RM,50,6000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,276,Unf,0,569,845,GasA,TA,Y,SBrkr,866,430,0,1296,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,0,0,175,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2441,30,RM,56,4480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,Fa,Fa,No,LwQ,782,Unf,0,240,1022,GasA,TA,N,FuseF,1022,0,0,1022,1,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1922,Unf,1,184,TA,Fa,N,0,122,20,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal +2442,30,RM,56,3153,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,0,0,967,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1920,Unf,1,180,Fa,TA,N,0,0,26,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2443,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1940,1950,Gable,CompShg,VinylSd,VinylSd,Stone,279,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,808,808,GasA,Ex,Y,SBrkr,1072,0,0,1072,0,0,1,0,2,1,TA,5,Typ,2,Gd,Detchd,1940,Unf,2,379,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2444,50,RM,120,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1900,2006,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,130,Unf,0,550,680,GasA,Ex,Y,SBrkr,680,494,0,1174,0,0,1,0,2,1,Gd,6,Typ,1,Gd,Detchd,2000,Unf,2,576,TA,TA,Y,116,26,40,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2445,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,122,Rec,448,0,570,GasA,Gd,N,SBrkr,761,380,0,1141,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,252,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2007,ConLw,Normal +2446,70,RM,57,9639,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,4,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1075,1075,GasA,Ex,Y,SBrkr,1156,642,0,1798,0,0,2,1,4,1,TA,7,Typ,0,NA,Detchd,1935,Unf,2,342,TA,TA,N,0,0,160,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2447,70,RM,NA,10337,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1910,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,725,725,GasA,Ex,N,SBrkr,909,863,0,1772,0,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1992,Unf,2,816,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2448,70,RM,53,9863,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1927,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,196,Rec,210,322,728,GasA,TA,Y,SBrkr,914,728,0,1642,0,1,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1927,Unf,1,374,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml +2449,70,RM,35,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,168,Unf,0,448,616,GasA,Ex,Y,SBrkr,616,616,0,1232,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,2,480,Fa,Fa,Y,280,0,143,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2450,50,RM,56,8398,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,Gd,No,BLQ,259,Unf,0,667,926,GasA,TA,Y,SBrkr,991,659,0,1650,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,2,468,TA,TA,N,128,103,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2451,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1930,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Rec,316,Unf,0,371,687,GasA,Gd,Y,SBrkr,687,671,0,1358,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,2004,Unf,1,336,TA,TA,Y,0,32,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Partial +2452,75,RM,75,13500,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,8,1879,1987,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,819,819,GasA,TA,Y,FuseA,1312,1142,0,2454,0,0,2,0,3,1,TA,8,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,N,0,148,150,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal +2453,20,RM,52,8626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,1,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,331,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2454,80,RM,76,11800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,SLvl,4,7,1949,2002,Gable,CompShg,Stucco,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1382,0,0,1382,0,0,2,0,1,1,TA,6,Mod,1,TA,Attchd,1957,RFn,1,384,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2455,40,RL,55,6854,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,LwQ,317,Rec,227,212,756,GasA,TA,N,FuseA,916,144,0,1060,1,0,1,0,1,1,TA,6,Mod,1,Gd,Detchd,1969,Unf,1,308,Fa,TA,Y,0,65,0,0,150,0,NA,NA,NA,0,8,2007,WD,Normal +2456,50,RM,55,8674,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,RRNn,Artery,1Fam,1.5Fin,5,6,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,910,Unf,0,0,910,GasA,TA,Y,SBrkr,910,525,0,1435,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2457,50,RM,50,6125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1939,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,306,Unf,0,422,728,GasA,Ex,Y,SBrkr,728,546,0,1274,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,224,Fa,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,CWD,Normal +2458,70,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1939,1950,Gable,CompShg,MetalSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,276,Unf,0,324,600,GasA,Ex,Y,SBrkr,608,624,0,1232,0,0,1,1,3,1,TA,6,Typ,2,TA,Attchd,1939,Unf,1,217,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal +2459,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,7,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,0,0,884,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,136,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2460,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1938,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,52,Unf,0,809,861,GasA,Gd,Y,SBrkr,861,548,0,1409,1,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1968,Unf,2,528,TA,TA,Y,225,0,84,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2461,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1939,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,48,Unf,0,624,672,GasA,Ex,Y,SBrkr,899,423,0,1322,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2462,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,966,966,GasA,Ex,Y,SBrkr,1014,412,0,1426,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1930,Unf,1,230,Fa,TA,Y,174,0,96,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal +2463,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,351,Unf,0,405,756,GasA,Gd,Y,FuseA,903,378,0,1281,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1926,Unf,2,379,TA,TA,Y,25,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2464,70,RM,47,7755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1918,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,FuseA,1100,1164,0,2264,0,0,2,1,4,1,TA,8,Typ,0,NA,Detchd,1950,Unf,1,408,TA,TA,Y,0,152,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2465,50,RL,60,8850,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,752,624,0,1376,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,P,0,54,144,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2466,50,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,750,750,GasA,TA,Y,SBrkr,960,356,0,1316,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1965,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,ConLw,Family +2467,70,RM,NA,5700,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,2Story,7,6,1929,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,336,Unf,0,336,672,GasA,Gd,N,FuseA,672,672,0,1344,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1979,Unf,2,456,TA,TA,Y,0,0,70,0,0,0,NA,GdPrv,NA,0,9,2007,WD,Normal +2468,45,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,592,592,GasA,TA,N,FuseA,933,240,0,1173,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,240,TA,Fa,Y,0,25,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand +2469,50,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,3,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,969,969,GasA,TA,N,FuseA,969,245,0,1214,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,N,0,0,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand +2470,80,RM,120,13200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,6,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,234,TA,TA,CBlock,TA,TA,No,BLQ,375,Unf,0,366,741,GasA,Fa,Y,SBrkr,1497,797,0,2294,0,0,3,0,5,1,TA,9,Typ,1,Gd,Attchd,1963,Unf,2,658,TA,TA,Y,0,110,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2471,60,RM,60,9780,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,7,9,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,LwQ,354,Rec,398,224,976,GasA,Ex,Y,SBrkr,976,976,0,1952,0,0,1,1,4,1,Gd,8,Typ,2,TA,Detchd,1950,Fin,1,299,TA,TA,Y,285,0,0,0,216,0,NA,NA,NA,0,4,2007,WD,Normal +2472,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,375,Unf,0,763,1138,GasA,Gd,Y,SBrkr,1138,1042,0,2180,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,2006,Unf,2,720,TA,TA,N,0,0,170,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2473,190,RM,52,4330,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,4,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Rec,681,ALQ,127,0,808,GasA,TA,Y,SBrkr,838,477,0,1315,1,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1958,RFn,2,436,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml +2474,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,4,1,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,771,771,GasA,Fa,Y,SBrkr,866,504,114,1484,0,0,2,0,3,1,TA,6,NA,0,NA,Detchd,1910,Unf,1,264,TA,Fa,N,14,211,0,0,84,0,NA,NA,NA,0,9,2007,COD,Abnorml +2475,70,RL,107,12888,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,7,8,1937,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,288,Unf,0,717,1005,GasA,TA,Y,SBrkr,1262,1005,0,2267,1,0,1,1,3,1,TA,7,Typ,2,Gd,Attchd,1937,Fin,2,498,TA,TA,Y,521,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2476,190,RL,59,4484,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,6,1942,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,485,Unf,0,187,672,GasA,TA,N,SBrkr,778,504,0,1282,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1942,Unf,1,240,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2477,190,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,SFoyer,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,925,Unf,0,0,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,Y,40,176,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal +2478,85,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1964,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,30,TA,TA,CBlock,Gd,TA,Av,BLQ,785,Unf,0,635,1420,GasA,Gd,Y,SBrkr,1452,0,0,1452,1,0,1,0,2,1,TA,6,Min2,1,TA,Detchd,1964,Unf,2,572,TA,TA,Y,92,0,88,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2479,20,RL,62,14299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,3,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,513,LwQ,144,348,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,440,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2480,80,RL,65,14149,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1964,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,50,Gd,Gd,CBlock,TA,TA,Gd,LwQ,68,BLQ,722,190,980,GasA,TA,Y,SBrkr,1020,0,0,1020,0,1,2,0,3,1,TA,5,Typ,1,Po,Detchd,1970,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2481,20,RL,NA,11677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,442,TA,TA,CBlock,TA,TA,Av,Rec,249,BLQ,761,30,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal +2482,190,RL,70,8425,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,6,1971,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,748,Unf,0,20,768,GasA,Gd,Y,SBrkr,868,0,0,868,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,138,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2483,20,RL,86,8665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,CBlock,TA,TA,Mn,Rec,168,BLQ,288,420,876,GasA,TA,Y,SBrkr,897,0,0,897,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2484,20,RL,NA,8398,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,323,TA,Gd,CBlock,TA,TA,No,LwQ,114,BLQ,529,300,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,2,528,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2485,20,RL,NA,8169,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,216,ALQ,435,261,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1966,Unf,1,315,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2486,20,RL,81,14175,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Sawyer,PosA,Norm,1Fam,1Story,5,5,1956,1998,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,386,ALQ,522,332,1240,GasA,Gd,Y,SBrkr,1375,0,0,1375,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1956,Unf,1,323,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2487,60,RL,99,16779,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,5,4,1920,1996,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,356,TA,Fa,CBlock,Gd,TA,No,BLQ,267,Unf,0,404,671,GasA,Fa,Y,SBrkr,1567,1087,0,2654,0,0,3,0,4,1,TA,11,Mod,1,Gd,Attchd,1946,Unf,2,638,TA,TA,Y,128,570,0,0,0,0,NA,NA,Shed,500,5,2007,WD,Normal +2488,50,RL,70,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,7,8,1940,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,258,Unf,0,422,680,GasA,Ex,Y,FuseA,798,504,0,1302,0,0,1,1,2,1,Gd,6,Typ,2,Gd,Attchd,1940,Unf,1,224,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2489,20,RL,91,11375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1954,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,736,Unf,0,231,967,GasA,TA,Y,SBrkr,1299,0,0,1299,0,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1954,Unf,2,494,TA,TA,Y,81,0,280,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2490,20,RL,85,13770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1958,1998,Gable,CompShg,Plywood,Plywood,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,Rec,190,BLQ,873,95,1158,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,1,303,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,NA,Normal +2491,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,998,0,0,998,0,0,1,0,3,1,TA,5,Min2,0,NA,2Types,1952,Unf,2,460,Fa,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2492,20,RL,NA,11075,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,136,TA,TA,PConc,Gd,TA,No,BLQ,299,LwQ,891,0,1190,GasA,Ex,Y,SBrkr,1522,0,0,1522,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1984,Fin,2,552,TA,TA,Y,0,77,0,0,168,0,NA,GdPrv,NA,0,2,2007,WD,Normal +2493,20,RL,NA,17541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1948,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,Gd,Mn,BLQ,300,Unf,0,109,409,GasA,Ex,Y,SBrkr,1325,0,0,1325,0,0,2,0,3,1,Gd,6,Typ,1,TA,Detchd,1996,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2494,20,RL,NA,22692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,587,Unf,0,486,1073,GasA,TA,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,TA,6,Mod,1,TA,Detchd,1953,Unf,2,649,TA,TA,P,0,64,0,0,0,0,NA,NA,NA,0,3,2007,COD,Normal +2495,20,RL,84,17808,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1946,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,484,484,GasA,TA,N,SBrkr,1242,0,0,1242,0,0,1,0,2,1,TA,4,Mod,0,NA,Attchd,1946,Unf,1,336,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2496,20,RL,102,12671,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1954,1994,Hip,CompShg,MetalSd,MetalSd,Stone,300,TA,Gd,CBlock,Gd,Fa,No,LwQ,353,Unf,0,935,1288,GasA,Ex,Y,SBrkr,2422,0,0,2422,0,0,3,0,4,1,Gd,6,Min2,2,Gd,Attchd,1954,Fin,2,527,TA,TA,Y,0,63,0,0,144,0,NA,NA,NA,0,7,2007,WD,Normal +2497,50,RL,70,10512,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,491,Unf,0,497,988,GasA,Ex,Y,SBrkr,988,638,0,1626,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1954,Unf,1,332,TA,TA,Y,366,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2498,20,RL,60,5400,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,453,Unf,0,411,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,399,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2499,30,RL,NA,11515,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,943,0,0,943,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1958,Unf,1,308,TA,TA,N,0,0,60,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2500,120,RL,39,3869,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,TwnhsE,1Story,5,6,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,149,Gd,Ex,CBlock,TA,TA,No,LwQ,283,GLQ,755,0,1038,GasA,Gd,Y,SBrkr,1038,0,0,1038,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,264,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2501,20,RL,58,9280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,557,Unf,0,785,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1951,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2502,50,RL,60,11100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1951,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,1080,Unf,0,0,1080,GasA,TA,N,SBrkr,1080,400,0,1480,1,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1951,Unf,1,253,TA,TA,Y,0,0,68,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2503,50,RL,50,7550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1920,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,951,951,GasW,Fa,N,SBrkr,986,376,0,1362,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,280,Fa,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal +2504,50,RL,104,23920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1.5Fin,6,5,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1105,1105,GasA,Ex,Y,SBrkr,1105,717,0,1822,0,0,2,0,4,1,Gd,7,Min2,1,Po,Attchd,1984,Unf,2,515,TA,TA,P,0,195,1012,0,0,444,NA,NA,NA,0,4,2007,WD,Normal +2505,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,497,Unf,0,282,779,GasA,Ex,Y,SBrkr,1029,929,0,1958,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,499,TA,TA,Y,202,93,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal +2506,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,870,TA,TA,Y,204,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2507,20,RL,93,10481,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2140,2140,GasA,Ex,Y,SBrkr,2140,0,0,2140,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,3,894,TA,TA,Y,136,32,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2508,20,RL,66,10235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2509,20,RL,75,11750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Gd,TA,Mn,GLQ,20,Unf,0,1526,1546,GasA,Ex,Y,SBrkr,1546,0,0,1546,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,796,TA,TA,Y,144,42,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2510,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,36,Unf,0,1453,1489,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,674,TA,TA,Y,144,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2511,20,RL,64,7242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1270,1270,GasA,Ex,Y,SBrkr,1270,0,0,1270,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,524,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2512,60,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,916,0,1795,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,164,111,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2513,60,RL,NA,8883,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,Gd,TA,PConc,Gd,TA,No,GLQ,608,LwQ,321,0,929,GasA,Ex,Y,SBrkr,946,927,0,1873,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1988,RFn,2,619,TA,TA,Y,108,48,0,0,144,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2514,20,RL,155,20064,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,8,6,1976,1976,Shed,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,Gd,Gd,LwQ,51,GLQ,915,0,966,GasA,Ex,Y,SBrkr,1743,0,0,1743,2,0,0,1,0,1,Gd,5,Typ,2,Fa,Attchd,1976,Fin,2,529,TA,TA,Y,646,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2515,20,RL,NA,14217,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,550,Unf,0,472,1022,GasA,Gd,Y,SBrkr,1022,0,0,1022,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1995,Unf,2,747,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2516,60,RL,57,10021,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1997,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,539,Unf,0,96,635,GasA,Ex,Y,SBrkr,646,662,0,1308,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,497,TA,TA,Y,142,54,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2517,20,RL,60,8428,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,GLQ,420,Unf,0,570,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,384,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2518,20,RL,70,16561,Pave,NA,IR2,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,548,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1996,Unf,1,242,TA,TA,Y,306,0,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal +2519,60,RL,47,10820,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,342,Unf,0,646,988,GasA,Ex,Y,SBrkr,988,885,0,1873,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,RFn,2,597,TA,TA,Y,202,123,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2520,60,RL,43,12352,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,638,Unf,0,215,853,GasA,Ex,Y,SBrkr,853,900,0,1753,1,0,2,1,3,1,TA,7,Typ,1,Fa,Attchd,1998,RFn,2,534,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2521,60,RL,68,9543,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,845,845,GasA,Ex,Y,SBrkr,845,845,0,1690,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,517,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2522,60,RL,NA,8826,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,No,GLQ,841,Unf,0,144,985,GasA,Ex,Y,SBrkr,985,857,0,1842,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,486,TA,TA,Y,193,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2523,20,RL,97,11800,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,663,Unf,0,201,864,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1974,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Family +2524,80,RL,59,8660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,TA,Gd,CBlock,Gd,TA,Av,GLQ,502,Unf,0,513,1015,GasA,TA,Y,SBrkr,1025,0,0,1025,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,370,TA,TA,Y,127,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2525,80,RL,72,9720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,7,1977,1977,Gable,CompShg,Plywood,VinylSd,BrkFace,51,TA,TA,CBlock,TA,NA,Av,ALQ,755,Unf,0,240,995,GasA,TA,Y,SBrkr,1009,0,0,1009,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2526,20,RL,45,8982,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,539,Unf,0,501,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,748,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal +2527,20,RL,39,16300,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,4,1977,1977,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,60,BLQ,417,399,876,GasA,TA,Y,SBrkr,907,0,0,907,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1977,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal +2528,20,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,330,Rec,432,102,864,GasA,TA,Y,SBrkr,879,0,0,879,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,9,2007,Con,Normal +2529,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,671,Unf,0,193,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Ex,5,Typ,0,NA,Detchd,1977,Fin,2,576,Gd,Ex,Y,155,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2530,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,8,1972,2006,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,385,Unf,0,0,385,GasA,Gd,Y,SBrkr,875,0,0,875,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1975,Unf,2,728,TA,TA,Y,352,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2531,20,RL,NA,11354,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,Gd,GLQ,1412,Unf,0,261,1673,GasA,Ex,Y,SBrkr,1673,0,0,1673,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,583,TA,TA,Y,306,113,0,0,116,0,NA,NA,NA,0,1,2007,WD,Normal +2532,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,654,Unf,0,325,979,GasA,Ex,Y,SBrkr,992,940,0,1932,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,2,610,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2533,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,214,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,869,0,1729,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,Fin,2,542,TA,TA,Y,386,63,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2534,20,RL,73,11927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,519,Gd,TA,PConc,Gd,TA,Gd,BLQ,408,GLQ,465,683,1556,GasA,Ex,Y,SBrkr,1592,0,0,1592,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,484,TA,TA,Y,120,35,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2535,60,RL,NA,12728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,256,Gd,TA,PConc,Gd,TA,Mn,GLQ,1198,Unf,0,333,1531,GasA,Ex,Y,SBrkr,1531,908,0,2439,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,560,TA,TA,Y,184,121,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2536,60,RL,NA,15295,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,254,Gd,TA,PConc,Gd,TA,Mn,GLQ,762,Unf,0,98,860,GasA,Ex,Y,SBrkr,1212,780,0,1992,1,0,2,1,3,1,Gd,7,Min2,2,TA,Attchd,1996,RFn,2,608,TA,TA,Y,225,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2537,20,RL,73,17227,Pave,NA,IR2,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,Gd,GLQ,915,Unf,0,426,1341,GasA,Ex,Y,SBrkr,1341,0,0,1341,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,1999,RFn,2,482,TA,TA,Y,240,84,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2538,60,RL,70,8145,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,738,0,1476,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,552,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2539,20,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,709,Unf,0,460,1169,GasA,Ex,Y,SBrkr,1190,0,0,1190,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,100,41,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2540,20,RL,64,8334,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1330,1330,GasA,Ex,Y,SBrkr,1330,0,0,1330,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,0,23,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2541,60,RL,64,8333,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Gd,Y,SBrkr,738,753,0,1491,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2542,60,RL,64,9045,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2543,85,RL,75,9825,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,162,TA,TA,CBlock,Gd,TA,Gd,ALQ,936,Unf,0,0,936,GasA,Gd,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1967,Unf,1,384,TA,TA,Y,405,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Abnorml +2544,20,RL,67,8308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,Stone,20,TA,Gd,CBlock,TA,TA,No,BLQ,132,LwQ,841,115,1088,GasA,TA,Y,SBrkr,1088,0,0,1088,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,2002,Unf,2,520,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal +2545,50,RL,74,16287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,130,BLQ,105,666,901,GasA,TA,Y,SBrkr,901,450,0,1351,1,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1975,Unf,2,576,TA,TA,N,0,0,43,0,100,0,NA,NA,NA,0,7,2007,WD,Normal +2546,20,RL,80,8240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1960,1960,Hip,CompShg,HdBoard,HdBoard,Stone,198,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1179,1179,GasA,Gd,Y,SBrkr,1179,0,0,1179,0,0,1,0,2,1,TA,5,Min2,0,NA,Attchd,1960,Fin,2,622,TA,TA,P,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal +2547,80,RL,65,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Gable,CompShg,HdBoard,Plywood,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,504,Unf,0,456,960,GasA,TA,Y,SBrkr,1044,0,0,1044,1,0,1,0,3,1,TA,7,Typ,1,Fa,Detchd,1976,Unf,2,528,TA,Fa,Y,228,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2548,90,RL,NA,9555,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,2Story,5,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1100,1133,0,2233,0,0,2,1,5,2,TA,11,Typ,0,NA,Attchd,1979,Fin,2,579,TA,Gd,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2549,60,RL,60,7023,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,No,GLQ,611,Unf,0,123,734,GasA,Gd,Y,SBrkr,734,674,0,1408,1,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2005,Fin,2,489,TA,TA,Y,0,85,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2550,20,RL,128,39290,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,10,5,2008,2009,Hip,CompShg,CemntBd,CmentBd,Stone,1224,Ex,TA,PConc,Ex,TA,Gd,GLQ,4010,Unf,0,1085,5095,GasA,Ex,Y,SBrkr,5095,0,0,5095,1,1,2,1,2,1,Ex,15,Typ,2,Gd,Attchd,2008,Fin,3,1154,TA,TA,Y,546,484,0,0,0,0,NA,NA,NA,17000,10,2007,New,Partial +2551,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,76,TA,TA,PConc,Gd,TA,Gd,GLQ,467,Unf,0,80,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,Gd,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2552,20,RL,64,6400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,2000,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,77,ALQ,831,52,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1959,Unf,1,392,TA,TA,Y,144,0,35,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2553,90,RL,74,6882,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1955,1955,Gable,CompShg,AsbShng,Plywood,BrkCmn,128,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2554,90,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,6,1946,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1195,1195,GasA,TA,N,SBrkr,1195,0,0,1195,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,118,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Abnorml +2555,40,RL,62,10042,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,144,ALQ,278,238,660,GasA,TA,Y,SBrkr,740,125,0,865,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,84,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2556,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,224,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,2,1,TA,4,Typ,1,Fa,Detchd,1959,Unf,1,355,TA,TA,Y,0,0,196,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2557,20,RL,60,8172,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,682,Unf,0,182,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,N,196,0,0,0,0,0,NA,NA,NA,0,10,2007,COD,Family +2558,90,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,5,6,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,Rec,371,Unf,0,925,1296,Grav,Fa,N,FuseA,1296,1296,0,2592,2,0,2,0,6,2,TA,12,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,742,240,0,0,0,NA,NA,Shed,1512,1,2007,WD,AdjLand +2559,30,RL,54,7223,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1926,1950,Hip,CompShg,Stucco,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,319,Unf,0,971,1290,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,0,0,64,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal +2560,50,RL,51,6821,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1921,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,113,Unf,0,538,651,GasA,Gd,Y,SBrkr,759,539,0,1298,0,0,2,0,2,1,TA,8,Typ,1,Gd,Detchd,1994,Unf,1,240,TA,TA,P,216,0,168,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2561,70,RL,63,4000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,GLQ,246,Unf,0,285,531,GasA,TA,Y,SBrkr,567,531,0,1098,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1930,Unf,1,216,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2562,70,RL,53,6720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1921,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,SBrkr,851,585,0,1436,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1992,Unf,1,228,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,4,2007,CWD,Normal +2563,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1926,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,TA,Y,SBrkr,686,775,0,1461,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,225,TA,TA,N,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2564,70,RL,60,7230,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,7,1927,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,851,851,GasA,Gd,Y,SBrkr,867,851,0,1718,0,0,2,1,4,1,Gd,8,Typ,1,TA,Detchd,1927,Unf,2,264,TA,TA,Y,291,0,60,0,153,0,NA,GdPrv,NA,0,10,2007,WD,Normal +2565,20,RL,126,13108,Pave,NA,IR2,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,Y,SBrkr,1226,0,0,1226,0,0,1,1,2,1,TA,7,Min1,1,Gd,Attchd,1951,Fin,2,400,TA,TA,Y,174,24,120,0,228,0,NA,NA,NA,0,6,2007,WD,Normal +2566,50,RL,110,7810,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,4,6,1930,2003,Gable,CompShg,AsbShng,CmentBd,None,0,TA,Gd,BrkTil,TA,Gd,No,GLQ,189,Unf,0,741,930,GasA,Ex,Y,SBrkr,1230,525,0,1755,0,0,2,0,4,1,Gd,7,Typ,1,TA,Detchd,1930,Unf,1,231,Fa,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2567,190,RL,79,6221,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,2fmCon,1.5Fin,5,5,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,533,Unf,0,195,728,GasA,Ex,Y,SBrkr,760,595,0,1355,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,144,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2568,20,RL,NA,25485,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,4,1960,1960,Gable,CompShg,Wd Sdng,MetalSd,BrkFace,423,TA,Fa,CBlock,TA,Gd,Mn,LwQ,540,Rec,1020,0,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,1,1,3,1,TA,6,Typ,3,TA,Attchd,1960,RFn,2,580,TA,TA,Y,0,75,584,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2569,20,RL,NA,21579,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1968,1968,Hip,CompShg,HdBoard,BrkFace,None,0,TA,TA,PConc,Gd,TA,No,BLQ,813,Unf,0,675,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,0,1,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1968,RFn,2,552,TA,TA,Y,0,0,216,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal +2570,160,RM,24,1782,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,GLQ,330,Unf,0,186,516,GasA,Gd,Y,SBrkr,529,516,0,1045,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal +2571,20,RL,NA,17871,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1680,1680,GasA,Gd,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,628,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2572,120,RM,35,3907,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,577,Unf,0,427,1004,GasA,Gd,Y,SBrkr,1020,0,0,1020,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1988,Unf,2,509,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2573,20,RL,NA,20693,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,5,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,652,TA,TA,CBlock,Gd,TA,No,Rec,434,Unf,0,1262,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,TA,7,Typ,2,TA,Attchd,1971,Fin,2,625,TA,TA,Y,0,146,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal +2574,20,RL,70,18044,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,8,5,1986,1986,Gable,CompShg,WdShing,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,279,279,GasA,Gd,Y,SBrkr,2726,0,0,2726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,1986,Fin,2,691,Gd,Gd,Y,216,64,169,0,0,228,Ex,NA,NA,0,8,2007,WD,Normal +2575,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,375,Unf,0,345,720,GasA,Gd,Y,FuseA,720,495,0,1215,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1965,Fin,2,720,TA,TA,Y,0,0,30,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2576,50,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1925,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,Po,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,665,0,1601,0,0,2,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,176,0,0,NA,NA,NA,0,9,2007,WD,Normal +2577,70,RM,50,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1923,1999,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,ALQ,548,Unf,0,311,859,GasA,Ex,Y,SBrkr,942,886,0,1828,0,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,NA,NA,NA,NA,NA,NA,Y,174,0,212,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca +2578,30,RM,46,3672,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,7,1922,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1922,Unf,1,100,Fa,Fa,N,0,0,96,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2579,50,RM,64,11067,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,2,4,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,640,0,205,845,0,0,1,0,1,1,TA,4,Maj2,0,NA,Detchd,1950,Unf,1,256,TA,Fa,N,48,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2580,190,C (all),75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,2fmCon,2Story,5,6,1895,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,957,957,GasA,Fa,N,SBrkr,1034,957,0,1991,0,0,2,0,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,133,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2581,20,C (all),65,6565,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1957,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,967,Unf,0,106,1073,GasA,Gd,Y,FuseA,1073,0,0,1073,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1985,Unf,2,720,TA,TA,Y,0,444,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml +2582,30,C (all),60,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,9,1930,2007,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,ALQ,737,Unf,0,100,837,GasA,Ex,Y,SBrkr,1001,0,0,1001,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Po,N,154,0,42,86,0,0,NA,NA,NA,0,11,2007,WD,Normal +2583,120,RM,59,5568,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Gd,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,495,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,10,2007,New,Partial +2584,85,RL,NA,12150,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1979,1979,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1001,Unf,0,0,1001,GasA,TA,Y,SBrkr,1299,0,0,1299,1,0,2,0,2,1,Gd,5,Typ,1,Po,BuiltIn,1979,RFn,2,486,TA,TA,Y,84,0,222,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal +2585,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,166,Gd,TA,PConc,Gd,TA,No,GLQ,585,Unf,0,856,1441,GasA,Ex,Y,SBrkr,1392,0,0,1392,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,Fin,3,650,TA,TA,Y,168,49,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2586,20,RL,44,12864,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1392,Unf,0,17,1409,GasA,Ex,Y,SBrkr,1409,0,0,1409,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2002,RFn,2,576,TA,TA,Y,0,144,0,0,145,0,NA,NA,NA,0,7,2007,WD,Normal +2587,20,RL,NA,9928,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1239,Unf,0,215,1454,GasA,TA,Y,SBrkr,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,506,TA,TA,Y,114,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2588,80,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,6,1975,1975,Gable,CompShg,Plywood,Plywood,Stone,50,TA,TA,CBlock,TA,TA,Av,Rec,224,GLQ,530,98,852,GasA,TA,Y,SBrkr,918,0,0,918,0,1,1,0,3,0,TA,4,Typ,0,NA,Attchd,1975,Unf,1,360,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2589,85,RL,82,8410,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1974,1974,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,924,Unf,0,46,970,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1974,Unf,2,528,TA,TA,Y,193,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2590,120,RL,46,4054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1987,1987,Gable,CompShg,VinylSd,VinylSd,BrkFace,352,Gd,TA,BrkTil,Gd,TA,Av,GLQ,949,Unf,0,552,1501,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1987,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2591,20,RL,149,19958,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,8,1958,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,1224,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,SBrkr,2279,0,0,2279,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,1958,RFn,2,461,TA,TA,Y,274,0,0,0,138,0,NA,GdPrv,NA,0,7,2007,WD,Normal +2592,20,RL,67,8368,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,433,TA,TA,Y,100,39,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial +2593,20,RL,68,8298,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,Av,GLQ,583,Unf,0,963,1546,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2207,RFn,2,502,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2594,20,RL,42,10331,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,7,1985,1985,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,215,BLQ,80,970,1265,GasA,Gd,Y,SBrkr,1240,0,0,1240,0,1,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1985,Unf,2,528,TA,TA,Y,232,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2595,20,RL,NA,6718,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,86,Gd,TA,PConc,Ex,TA,Mn,GLQ,250,Unf,0,1017,1267,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2001,Unf,2,471,TA,TA,Y,256,28,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2596,20,RL,80,11305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,886,Gd,TA,PConc,Gd,TA,Av,GLQ,1329,Unf,0,593,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,2,1,Gd,6,Typ,1,Ex,Attchd,2002,Fin,3,692,TA,TA,Y,201,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2597,20,RL,NA,7777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,203,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,571,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2598,60,RL,NA,11800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,94,Gd,TA,PConc,Gd,TA,Gd,GLQ,766,Unf,0,356,1122,GasA,Ex,Y,SBrkr,1146,1340,0,2486,1,0,3,1,5,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,2,452,TA,TA,Y,143,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2599,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,242,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1824,1824,GasA,Ex,Y,SBrkr,1824,0,0,1824,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,932,TA,TA,Y,160,36,0,0,108,0,NA,NA,NA,0,9,2007,New,Partial +2600,20,RL,200,43500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,3,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,2034,0,0,2034,0,0,1,0,2,1,TA,9,Min1,0,NA,2Types,1953,RFn,4,1041,TA,TA,N,483,266,0,0,0,561,NA,GdPrv,NA,0,6,2007,WD,Normal +2601,120,RM,62,6710,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Mitchel,Norm,Norm,TwnhsE,SFoyer,6,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,TA,TA,PConc,Ex,TA,Av,Rec,16,GLQ,904,0,920,GasA,Ex,Y,SBrkr,936,0,0,936,2,0,0,1,0,1,TA,3,Typ,0,NA,Attchd,1996,Fin,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2602,160,RM,21,1504,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2603,180,RM,NA,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,503,Unf,0,27,530,GasA,TA,Y,SBrkr,530,462,0,992,1,0,1,0,2,1,TA,4,Typ,0,NA,BuiltIn,1970,Fin,1,297,TA,TA,Y,112,97,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2604,160,RM,21,1495,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,189,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,162,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2605,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2007,COD,Normal +2606,85,RL,72,9129,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,PConc,Gd,TA,Av,GLQ,923,Unf,0,0,923,GasA,TA,Y,SBrkr,1008,0,0,1008,1,0,1,0,1,1,Gd,4,Typ,1,Fa,Attchd,1977,Fin,2,678,TA,TA,Y,201,66,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2607,80,RL,NA,15957,Pave,NA,IR1,Low,AllPub,Corner,Mod,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,96,1244,GasA,TA,Y,SBrkr,1356,0,0,1356,2,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,528,TA,TA,Y,1424,0,0,0,0,0,NA,MnPrv,NA,0,9,2007,WD,Normal +2608,20,RL,61,33983,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1977,1994,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,PConc,TA,TA,Mn,ALQ,1112,Unf,0,48,1160,GasA,TA,Y,SBrkr,1676,0,0,1676,1,0,1,1,3,1,Gd,6,Mod,2,TA,Attchd,1977,RFn,2,672,TA,TA,P,690,90,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2609,60,RL,68,8286,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,Rec,531,Unf,0,185,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1977,Fin,2,531,TA,TA,Y,0,136,0,0,240,0,NA,GdPrv,NA,0,6,2007,WD,Normal +2610,85,RL,50,6723,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1971,1971,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,796,Unf,0,0,796,GasA,TA,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,129,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal +2611,20,RL,124,27697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,3,1961,1961,Shed,CompShg,Plywood,Plywood,NA,198,TA,TA,CBlock,TA,TA,No,BLQ,811,Unf,0,585,1396,GasA,TA,N,SBrkr,1608,0,0,1608,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,444,TA,Fa,Y,152,38,0,0,0,0,NA,NA,NA,0,11,2007,COD,Abnorml +2612,20,RL,NA,11000,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1976,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,LwQ,1090,Unf,0,0,1090,GasA,TA,Y,SBrkr,1178,0,0,1178,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,2,502,TA,TA,Y,0,44,0,0,88,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2613,20,RL,65,11625,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,596,Unf,0,220,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Fin,1,264,TA,TA,Y,330,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2614,20,RL,62,10447,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,516,Unf,0,348,864,GasA,TA,Y,SBrkr,887,0,0,887,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,288,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2615,20,RL,NA,11027,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,28,TA,TA,CBlock,TA,TA,No,BLQ,468,Rec,539,171,1178,GasA,Gd,Y,SBrkr,1293,0,0,1293,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1954,RFn,2,452,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2616,20,RL,85,10533,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1956,Hip,CompShg,VinylSd,VinylSd,BrkFace,244,TA,Gd,CBlock,TA,TA,No,Rec,773,Unf,0,235,1008,GasA,TA,Y,SBrkr,1024,0,0,1024,1,0,1,0,2,1,Gd,5,Typ,2,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,280,0,NA,NA,NA,0,8,2006,WD,Normal +2617,20,RL,NA,11765,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,302,TA,TA,CBlock,TA,TA,Mn,Rec,1127,Unf,0,490,1617,GasA,Fa,Y,SBrkr,1797,0,0,1797,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1957,Unf,3,963,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2618,20,RL,NA,39384,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,902,TA,TA,CBlock,Gd,TA,Gd,ALQ,1110,Unf,0,595,1705,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,1,1,1,1,Ex,4,Min1,2,Gd,Attchd,1957,Unf,2,550,TA,TA,Y,0,189,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml +2619,20,RL,90,11727,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,434,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1851,1851,GasA,Gd,Y,SBrkr,1851,0,0,1851,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1969,Fin,2,506,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2620,60,RL,60,8238,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,700,Unf,0,113,813,GasA,Ex,Y,SBrkr,813,712,0,1525,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,400,TA,TA,Y,421,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2621,60,RL,NA,13041,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Gd,Y,SBrkr,781,890,0,1671,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1995,Fin,2,423,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2622,60,RL,54,9783,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,821,821,GasA,Gd,Y,SBrkr,821,955,0,1776,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,443,TA,TA,Y,286,116,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2623,60,RL,50,13128,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1074,990,0,2064,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,527,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal +2624,60,RL,42,13751,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Av,GLQ,60,Unf,0,1640,1700,GasA,Ex,Y,SBrkr,1700,512,0,2212,1,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,773,TA,TA,Y,237,38,0,0,115,0,NA,NA,NA,0,5,2006,New,Partial +2625,160,RL,68,13108,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,1994,1994,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,2062,2062,GasA,Ex,Y,SBrkr,2079,608,0,2687,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1994,Fin,2,618,TA,TA,Y,168,12,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2626,20,RL,NA,8076,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,GLQ,705,Unf,0,455,1160,GasA,Gd,Y,SBrkr,1169,0,0,1169,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1993,Fin,2,402,TA,TA,Y,0,26,0,0,144,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2627,120,RL,30,3701,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1191,1191,GasA,TA,Y,SBrkr,1204,0,0,1204,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,120,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2628,60,RL,59,16023,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,600,Gd,Ex,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,180,1398,GasA,Ex,Y,SBrkr,1414,1384,0,2798,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,182,37,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial +2629,60,RL,60,18062,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,662,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,1862,0,3390,0,0,3,1,5,1,Ex,10,Typ,1,Ex,BuiltIn,2006,Fin,3,758,TA,TA,Y,204,34,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2630,60,RL,63,12292,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,184,Gd,TA,PConc,Ex,Gd,Gd,GLQ,205,Unf,0,889,1094,GasA,Ex,Y,SBrkr,1102,1371,0,2473,0,0,2,1,4,1,Gd,11,Typ,1,Gd,BuiltIn,2006,Fin,3,675,TA,TA,Y,246,39,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2631,60,RL,82,16052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,734,Ex,TA,PConc,Ex,TA,No,GLQ,1206,Unf,0,644,1850,GasA,Ex,Y,SBrkr,1850,848,0,2698,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,736,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2632,60,RL,92,15922,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,550,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1390,1390,GasA,Ex,Y,SBrkr,1390,1405,0,2795,0,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,660,TA,TA,Y,272,102,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial +2633,120,RL,60,8147,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,230,Gd,TA,PConc,Ex,TA,Gd,GLQ,1191,Unf,0,523,1714,GasA,Ex,Y,SBrkr,1714,0,0,1714,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,517,TA,TA,Y,156,55,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2634,20,RL,90,18261,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1416,Unf,0,494,1910,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2005,Unf,3,722,TA,TA,Y,351,102,0,0,123,0,NA,NA,NA,0,9,2006,WD,Normal +2635,85,RL,NA,10464,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,6,1980,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,Av,GLQ,850,Unf,0,138,988,GasA,TA,Y,SBrkr,1102,0,0,1102,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,2,582,TA,TA,Y,140,22,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2636,60,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,68,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,945,945,GasA,TA,Y,SBrkr,945,912,0,1857,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1978,RFn,2,482,TA,TA,Y,400,105,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal +2637,85,RL,NA,9927,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,5,1976,1976,Gable,CompShg,VinylSd,Wd Shng,Stone,252,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1005,Unf,0,42,1047,GasA,TA,Y,SBrkr,1083,0,0,1083,1,0,1,0,2,1,TA,5,Typ,1,Fa,Attchd,1976,RFn,2,596,TA,TA,Y,444,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2638,60,FV,75,9512,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,788,Unf,0,172,960,GasA,Ex,Y,SBrkr,960,1358,0,2318,1,0,2,1,3,1,Gd,8,Typ,1,Ex,BuiltIn,2005,Fin,2,541,TA,TA,Y,0,246,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2639,80,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1975,2000,Gable,CompShg,Plywood,Plywood,BrkFace,248,TA,TA,CBlock,TA,Fa,No,ALQ,548,Unf,0,127,675,GasA,TA,Y,SBrkr,1109,766,0,1875,0,0,3,0,3,1,Gd,8,Typ,1,TA,Attchd,1975,RFn,2,485,TA,TA,Y,48,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2640,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Gable,CompShg,HdBoard,Plywood,BrkFace,176,TA,TA,CBlock,TA,TA,No,ALQ,755,Unf,0,348,1103,GasA,TA,Y,SBrkr,1103,0,0,1103,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1974,Unf,2,462,TA,TA,Y,295,84,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal +2641,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,20,LwQ,620,224,864,GasA,TA,Y,SBrkr,874,0,0,874,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2642,120,RH,26,8773,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2002,2002,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,951,Unf,0,536,1487,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2002,Fin,2,543,TA,TA,Y,196,68,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2643,160,RM,24,2760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,514,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2644,160,RM,24,2160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,No,LwQ,402,Unf,0,363,765,GasA,Gd,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,Gd,7,Min1,1,Fa,Attchd,1973,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2645,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,380,TA,TA,CBlock,TA,TA,No,ALQ,282,Unf,0,212,494,GasA,Ex,Y,SBrkr,494,536,0,1030,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2646,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,ALQ,276,Unf,0,207,483,GasA,TA,Y,SBrkr,483,465,0,948,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2647,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,382,Unf,0,143,525,GasA,Gd,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,352,0,0,0,0,0,NA,GdPrv,NA,0,10,2006,WD,Normal +2648,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,727,BLQ,156,186,1069,GasA,Gd,Y,SBrkr,1069,0,0,1069,0,1,2,0,2,1,TA,4,Typ,1,Po,Attchd,1975,RFn,2,440,TA,TA,Y,0,55,0,0,225,0,NA,NA,NA,0,7,2006,WD,Normal +2649,20,RL,65,7514,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1967,1975,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,373,Rec,108,462,943,GasA,TA,Y,SBrkr,1387,0,0,1387,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,1,300,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2650,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,120,BLQ,492,443,1055,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,319,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2651,160,RL,24,2179,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,70,Unf,0,785,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2652,60,RL,72,16387,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Ex,Gd,No,GLQ,1369,Unf,0,369,1738,GasA,Gd,Y,SBrkr,1738,851,0,2589,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,831,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2653,20,RL,110,16163,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1618,1618,GasA,Ex,Y,SBrkr,1618,0,0,1618,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2654,20,RL,108,12228,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1721,1721,GasA,Ex,Y,SBrkr,1740,0,0,1740,0,0,2,0,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,874,TA,TA,Y,0,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2655,20,RL,120,14780,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,568,Ex,TA,PConc,Ex,TA,Gd,GLQ,1505,Unf,0,363,1868,GasA,Ex,Y,SBrkr,1868,0,0,1868,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,1085,TA,TA,Y,354,56,0,0,156,0,NA,NA,NA,0,6,2006,WD,Normal +2656,60,RL,120,13975,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,525,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1090,1090,GasA,Ex,Y,SBrkr,1117,1089,0,2206,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,148,95,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2657,60,RL,82,9942,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,385,Ex,TA,PConc,Ex,Gd,Av,GLQ,1290,Unf,0,316,1606,GasA,Ex,Y,SBrkr,1625,466,0,2091,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,2,521,TA,TA,Y,194,84,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial +2658,60,RL,103,12867,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1209,1209,GasA,Ex,Y,SBrkr,1209,1044,0,2253,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,Fin,2,575,TA,TA,Y,243,142,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2659,60,RL,82,10672,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1054,1054,GasA,Gd,Y,SBrkr,1054,1335,0,2389,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,672,TA,TA,Y,176,64,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial +2660,60,RL,82,11643,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,142,Gd,TA,PConc,Ex,TA,Av,GLQ,880,Unf,0,644,1524,GasA,Ex,Y,SBrkr,1544,814,0,2358,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,784,TA,TA,Y,120,34,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2661,20,RL,121,13758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,Ex,TA,PConc,Ex,TA,Gd,GLQ,1232,Unf,0,560,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,925,TA,TA,Y,204,49,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial +2662,20,RL,131,14828,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,674,Ex,TA,PConc,Ex,TA,Gd,GLQ,1383,Unf,0,397,1780,GasA,Ex,Y,SBrkr,1780,0,0,1780,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,816,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2663,60,RL,NA,13215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,Gd,TA,PConc,Gd,TA,No,GLQ,994,Unf,0,426,1420,GasA,Ex,Y,SBrkr,1426,488,0,1914,1,0,2,1,3,1,Gd,9,Typ,1,TA,BuiltIn,2004,RFn,3,746,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2664,120,RL,48,5911,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,278,Ex,TA,PConc,Ex,TA,No,GLQ,472,Unf,0,1088,1560,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,556,TA,TA,Y,196,56,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2665,20,RL,61,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,518,Gd,TA,PConc,Ex,Gd,No,GLQ,1023,Unf,0,663,1686,GasA,Ex,Y,SBrkr,1686,0,0,1686,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,899,TA,TA,Y,266,100,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2666,120,RL,48,6373,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,572,Ex,TA,PConc,Ex,Gd,No,GLQ,415,Unf,0,1251,1666,GasA,Ex,Y,SBrkr,1666,0,0,1666,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,575,TA,TA,Y,228,75,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2667,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,2,2006,New,Partial +2668,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2669,20,RL,102,11660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1326,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,427,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2670,60,RL,96,11631,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1052,1052,GasA,Ex,Y,SBrkr,1052,1321,0,2373,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2671,60,RL,75,9073,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2672,120,RL,43,3087,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,453,Unf,0,767,1220,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial +2673,120,RL,NA,2938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Av,GLQ,1038,Unf,0,330,1368,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2002,Fin,2,398,TA,TA,Y,130,30,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2674,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,GLQ,1059,Unf,0,306,1365,GasA,Ex,Y,SBrkr,1548,0,0,1548,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,Fin,2,388,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2675,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1126,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,440,TA,TA,Y,90,0,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2676,60,RL,59,9171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,848,848,GasA,Ex,Y,SBrkr,848,750,0,1598,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2677,60,RL,NA,8658,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,732,Unf,0,250,982,GasA,Ex,Y,SBrkr,1008,881,0,1889,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,2000,Fin,2,431,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2678,60,RL,NA,12104,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1035,1035,GasA,Gd,Y,SBrkr,1082,1240,0,2322,0,0,3,1,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,617,TA,TA,Y,400,45,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2679,60,RL,84,9660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,Gd,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,253,1044,GasA,Ex,Y,SBrkr,1079,897,0,1976,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,1998,Fin,3,885,TA,TA,Y,210,31,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2680,60,RL,83,9545,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,322,Gd,TA,PConc,Gd,TA,Mn,GLQ,505,Unf,0,655,1160,GasA,Ex,Y,SBrkr,1205,1029,0,2234,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,3,768,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2681,60,RL,NA,9233,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,877,Gd,TA,PConc,Ex,TA,Av,GLQ,1182,Unf,0,358,1540,GasA,Ex,Y,SBrkr,1540,1315,0,2855,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,2000,RFn,3,774,TA,TA,Y,247,55,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2682,60,RL,83,10019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Hip,CompShg,VinylSd,VinylSd,BrkFace,397,Gd,TA,PConc,Gd,TA,No,ALQ,527,Unf,0,815,1342,GasA,Ex,Y,SBrkr,1358,1368,0,2726,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1995,RFn,3,725,TA,TA,Y,307,169,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2683,60,RL,114,17242,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1993,1994,Hip,CompShg,MetalSd,MetalSd,BrkFace,738,Gd,Gd,PConc,Ex,TA,Gd,Rec,292,GLQ,1393,48,1733,GasA,Ex,Y,SBrkr,1933,1567,0,3500,1,0,3,1,4,1,Ex,11,Typ,1,TA,Attchd,1993,RFn,3,959,TA,TA,Y,870,86,0,0,210,0,NA,NA,NA,0,5,2006,WD,Normal +2684,60,RL,NA,10236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,501,Gd,TA,PConc,Gd,TA,Gd,GLQ,380,BLQ,168,742,1290,GasA,Ex,Y,SBrkr,1305,1189,0,2494,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1994,Fin,3,803,TA,TA,Y,200,95,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal +2685,60,RL,NA,12585,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,420,Gd,TA,PConc,Gd,TA,No,LwQ,247,GLQ,1039,0,1286,GasA,Ex,Y,SBrkr,1565,1234,0,2799,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,3,704,TA,TA,Y,432,136,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2686,60,RL,75,12447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,Stone,192,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1116,848,0,1964,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2005,Fin,2,760,TA,TA,Y,200,70,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial +2687,20,RL,49,15218,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,Gd,No,GLQ,1562,Unf,0,108,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,1,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,928,TA,TA,Y,0,240,200,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2688,20,RL,85,10936,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1504,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,Fin,2,510,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2689,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1254,1278,GasA,Ex,Y,SBrkr,1278,0,0,1278,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,584,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2690,60,FV,100,13162,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1836,Unf,0,200,2036,GasA,Ex,Y,SBrkr,2036,604,0,2640,1,0,3,1,3,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,792,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial +2691,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,858,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,53,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2692,20,RL,74,7733,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,GLQ,24,Unf,0,1118,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,4,50,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal +2693,20,RL,91,11024,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,118,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1400,1400,GasA,Ex,Y,SBrkr,1400,0,0,1400,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,612,TA,TA,Y,144,55,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2694,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1131,1131,GasA,Ex,Y,SBrkr,1131,0,0,1131,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial +2695,60,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,891,891,GasA,Ex,Y,SBrkr,891,795,0,1686,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,462,TA,TA,Y,144,101,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2696,60,RL,74,7632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,96,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,831,754,0,1585,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,449,TA,TA,Y,100,77,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2697,60,RL,70,8304,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,941,896,0,1837,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1997,RFn,2,688,TA,TA,Y,150,165,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal +2698,60,RL,70,9370,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,758,Unf,0,78,836,GasA,Ex,Y,SBrkr,844,887,0,1731,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,462,TA,TA,Y,307,85,0,0,224,0,NA,NA,Othr,3000,10,2006,WD,Family +2699,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,494,1398,GasA,Gd,Y,SBrkr,1398,0,0,1398,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,46,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2700,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1991,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,278,Unf,0,939,1217,GasA,Gd,Y,SBrkr,1217,0,0,1217,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1991,RFn,2,484,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2701,60,RL,NA,9019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,274,Unf,0,362,636,GasA,Ex,Y,SBrkr,636,684,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,Fin,2,472,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2702,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,4,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,51,TA,TA,CBlock,TA,TA,No,LwQ,36,Unf,0,952,988,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2703,90,RM,68,8927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1286,368,0,1654,0,0,2,0,4,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2704,20,RL,NA,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,2002,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,612,Unf,0,252,864,GasA,Gd,Y,SBrkr,1211,0,0,1211,0,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,161,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2705,20,RL,NA,9308,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,554,Unf,0,430,984,GasA,TA,Y,SBrkr,984,0,0,984,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,310,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2706,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,162,Rec,270,450,882,GasA,TA,Y,SBrkr,909,0,0,909,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,294,TA,TA,Y,0,155,0,0,0,0,NA,MnPrv,NA,0,11,2006,COD,Normal +2707,20,RL,NA,8638,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,181,Unf,0,744,925,GasA,Gd,Y,SBrkr,925,0,0,925,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1990,Unf,2,484,TA,TA,Y,203,74,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2708,20,RL,NA,13052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,712,Unf,0,312,1024,GasA,TA,Y,SBrkr,1024,0,0,1024,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal +2709,20,RL,NA,8020,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,644,Unf,0,268,912,GasA,TA,N,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Normal +2710,20,RL,NA,8789,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,659,Unf,0,253,912,GasA,TA,Y,SBrkr,941,0,0,941,0,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,64,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2711,80,RL,100,14330,Pave,NA,IR1,Low,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,SLvl,7,4,1974,1974,Gable,CompShg,WdShing,Wd Sdng,BrkFace,145,Gd,Fa,CBlock,Gd,TA,Gd,ALQ,1023,BLQ,497,228,1748,GasA,Gd,Y,SBrkr,2151,495,0,2646,1,2,2,0,3,1,Gd,9,Mod,4,TA,Attchd,1974,RFn,2,550,TA,TA,Y,641,100,0,0,0,800,Gd,GdPrv,NA,0,1,2006,WD,Normal +2712,60,RL,105,11025,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,692,Gd,TA,PConc,Ex,TA,Gd,GLQ,1118,Unf,0,216,1334,GasA,Ex,Y,SBrkr,1520,1306,0,2826,1,0,2,1,3,1,Gd,9,Typ,3,TA,Attchd,1992,RFn,3,888,TA,TA,Y,177,208,186,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2713,120,FV,34,3628,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2004,RFn,2,588,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2714,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2715,160,FV,NA,2998,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,403,756,GasA,Ex,Y,SBrkr,768,756,0,1524,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2716,160,FV,NA,4447,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,530,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2717,60,FV,114,8314,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,569,569,GasA,Ex,Y,SBrkr,854,840,0,1694,0,0,2,1,3,1,Gd,6,Typ,1,TA,BuiltIn,1997,Unf,1,434,TA,TA,Y,0,382,0,0,110,0,NA,GdPrv,NA,0,11,2006,WD,Normal +2718,20,FV,60,7180,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1568,1568,GasA,Ex,Y,SBrkr,1568,0,0,1568,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,266,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2719,190,RL,79,13110,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,RRAn,Feedr,2fmCon,1Story,5,6,1972,1972,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,CBlock,Gd,TA,No,GLQ,962,Unf,0,191,1153,GasA,Ex,Y,SBrkr,1193,0,0,1193,1,0,2,0,2,1,TA,6,Typ,0,NA,Attchd,1972,Fin,2,501,TA,TA,Y,140,153,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2720,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,264,TA,TA,CBlock,TA,TA,No,BLQ,553,LwQ,68,713,1334,GasA,Gd,Y,SBrkr,1334,0,0,1334,1,0,2,0,3,1,TA,7,Typ,0,NA,Attchd,1967,RFn,2,477,TA,TA,Y,0,20,35,0,264,0,NA,NA,NA,0,4,2006,WD,Normal +2721,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,758,Unf,0,293,1051,GasA,Gd,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2722,60,RL,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,300,TA,TA,CBlock,Gd,Fa,Mn,ALQ,361,Rec,483,56,900,GasA,Ex,Y,SBrkr,884,886,0,1770,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,530,TA,TA,Y,0,60,0,0,270,0,NA,NA,Shed,455,6,2006,WD,Normal +2723,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1968,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,Av,ALQ,760,Unf,0,216,976,GasA,TA,Y,SBrkr,976,0,0,976,1,0,1,0,2,1,Gd,4,Typ,1,Fa,Attchd,1968,RFn,2,504,TA,TA,Y,94,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml +2724,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,744,Unf,0,89,833,GasA,Gd,Y,SBrkr,898,0,0,898,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,326,TA,TA,Y,143,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2725,20,RL,NA,9759,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,799,Unf,0,252,1051,GasA,TA,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,182,88,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2726,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,140,TA,TA,PConc,TA,TA,Av,ALQ,602,Rec,402,137,1141,GasA,Gd,Y,SBrkr,1141,0,0,1141,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,568,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2727,190,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,RRAn,Norm,2fmCon,1Story,6,7,1965,2000,Hip,CompShg,BrkFace,VinylSd,None,0,TA,Gd,PConc,TA,TA,Mn,ALQ,901,BLQ,252,34,1187,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,3,1,Gd,7,Min1,2,TA,Attchd,1965,RFn,1,299,TA,TA,Y,200,25,211,0,0,0,NA,MnPrv,Shed,460,6,2006,WD,Abnorml +2728,20,RL,NA,10368,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,CBlock,TA,TA,No,ALQ,260,LwQ,748,0,1008,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1964,Fin,2,430,TA,TA,Y,154,60,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2729,60,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,360,Unf,0,360,720,GasA,Gd,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,1,Po,Attchd,1964,Fin,2,480,TA,TA,Y,0,32,240,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2730,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,ALQ,632,Unf,0,616,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1960,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2731,30,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,574,Unf,0,242,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1949,Unf,1,240,TA,TA,Y,228,0,40,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2732,20,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1947,1950,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,1043,0,0,1043,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1947,Unf,1,273,TA,TA,Y,125,48,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal +2733,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,915,Unf,0,336,1251,GasA,TA,Y,SBrkr,1433,0,0,1433,1,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1961,Unf,2,441,TA,TA,Y,144,0,205,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2734,20,RL,89,10858,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,Wd Sdng,Plywood,Stone,150,TA,Gd,CBlock,TA,TA,Mn,LwQ,40,Unf,0,1404,1444,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,1,0,2,1,TA,6,Min1,1,Gd,Attchd,1952,RFn,1,240,TA,TA,Y,0,40,324,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Partial +2735,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,TA,CBlock,TA,TA,No,ALQ,996,Unf,0,60,1056,GasA,Ex,Y,FuseA,1216,0,0,1216,1,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1951,RFn,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2736,60,RL,79,9462,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1949,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,704,704,GasA,Gd,Y,FuseA,1024,704,0,1728,0,0,1,1,3,1,TA,7,Min1,1,Gd,Attchd,1949,Unf,1,234,TA,TA,Y,245,60,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2737,20,RL,82,9888,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,486,Unf,0,450,936,GasA,TA,Y,FuseA,936,0,0,936,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,160,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2738,90,RL,NA,8917,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1967,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2739,80,RL,NA,12700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,939,Unf,0,307,1246,GasA,TA,Y,SBrkr,1246,0,0,1246,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,2,441,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal +2740,20,RL,109,9723,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,332,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,TA,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1963,RFn,2,430,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2741,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,623,Unf,0,556,1179,GasA,Gd,Y,SBrkr,1364,0,0,1364,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1957,RFn,1,331,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal +2742,20,RL,NA,9610,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,632,TA,TA,CBlock,TA,TA,No,Rec,203,Unf,0,918,1121,GasA,Ex,Y,FuseA,1336,0,0,1336,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1958,RFn,2,488,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2743,80,RL,125,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,272,TA,TA,CBlock,TA,TA,Av,BLQ,678,Rec,281,99,1058,GasA,Ex,Y,SBrkr,1370,0,0,1370,1,0,1,0,3,1,TA,6,Typ,1,TA,Basment,1956,RFn,1,300,TA,TA,Y,191,0,0,0,120,0,NA,MnPrv,NA,0,2,2006,WD,Normal +2744,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,914,Unf,0,210,1124,GasA,Ex,Y,SBrkr,1124,0,0,1124,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1956,Fin,1,353,TA,TA,Y,0,211,180,0,142,0,NA,NA,NA,0,5,2006,WD,Normal +2745,20,RL,70,8092,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1954,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,Gd,CBlock,TA,TA,No,ALQ,824,Unf,0,226,1050,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1954,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Abnorml +2746,20,RL,66,12778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,658,Unf,0,350,1008,GasA,Ex,Y,FuseA,1008,0,0,1008,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1952,RFn,1,280,TA,TA,Y,0,154,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal +2747,20,RL,75,10170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,522,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,216,216,GasA,TA,Y,SBrkr,1575,0,0,1575,0,0,1,1,2,1,Gd,5,Typ,1,Gd,Attchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2748,80,RL,55,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,271,Unf,0,30,301,GasA,Ex,Y,FuseA,1145,0,0,1145,0,0,1,0,3,1,TA,6,Min2,0,NA,Detchd,1993,Unf,2,684,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2006,WD,Normal +2749,20,RL,65,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,488,Unf,0,517,1005,GasA,Ex,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1956,Unf,1,319,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,7,2006,WD,Normal +2750,20,RL,80,13600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,144,BLQ,912,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,650,11,2006,WD,Normal +2751,20,RL,85,15428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1951,1991,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,741,Unf,0,143,884,GasA,Ex,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1951,Fin,1,270,TA,TA,Y,0,0,0,0,195,0,NA,NA,NA,0,6,2006,WD,Normal +2752,30,RL,118,21299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1941,1963,Hip,WdShake,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,929,929,GasA,Ex,Y,SBrkr,2039,0,0,2039,1,0,1,1,3,1,TA,7,Min1,3,Gd,2Types,1941,Unf,3,791,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,12,2006,COD,Abnorml +2753,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,2001,Hip,CompShg,Wd Sdng,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,494,Unf,0,521,1015,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,1,0,2,1,TA,6,Min1,0,NA,Attchd,2001,Unf,2,896,TA,TA,Y,75,0,0,323,0,0,NA,NA,Shed,400,6,2006,WD,Normal +2754,190,RL,94,22136,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,5,1925,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,Mn,GLQ,1018,Unf,0,1153,2171,GasA,TA,Y,SBrkr,1392,1248,0,2640,2,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1977,RFn,3,1008,TA,TA,N,631,48,148,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2755,50,RL,50,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,6,1947,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,FuseA,900,412,0,1312,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1953,Unf,2,649,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2756,30,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1930,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,713,713,GasA,Ex,Y,SBrkr,713,0,0,713,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1936,Unf,1,371,Fa,Fa,N,0,75,161,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2757,30,RL,60,10914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,3,3,1929,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,715,715,GasA,Fa,N,FuseP,715,0,0,715,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1967,Unf,2,660,Fa,TA,N,0,0,75,0,112,0,NA,NA,NA,0,8,2006,WD,Normal +2758,50,RL,60,7008,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,8,1900,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Ex,Y,SBrkr,448,272,0,720,0,0,1,0,1,1,Fa,5,Typ,0,NA,Attchd,1900,Unf,1,280,Fa,TA,Y,0,0,70,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2759,70,RL,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,Rec,338,Unf,0,325,663,GasA,Ex,Y,SBrkr,774,821,0,1595,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1974,Unf,2,528,TA,TA,Y,49,0,231,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2760,50,RL,60,10818,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,1077,1077,GasA,TA,Y,FuseA,981,779,0,1760,0,0,1,1,4,1,TA,7,Typ,1,TA,Detchd,1935,Unf,2,648,Fa,TA,Y,120,0,96,0,0,0,NA,NA,NA,0,2,2006,COD,Abnorml +2761,80,RL,83,10184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,379,TA,TA,CBlock,TA,TA,Av,ALQ,580,Unf,0,503,1083,GasA,TA,Y,SBrkr,1146,0,0,1146,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1963,Unf,1,294,TA,TA,Y,345,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2762,20,RL,77,9510,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1962,1985,Gable,CompShg,HdBoard,HdBoard,BrkCmn,161,TA,TA,CBlock,TA,TA,No,ALQ,701,Unf,0,434,1135,GasA,Ex,Y,SBrkr,1207,0,0,1207,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1962,RFn,1,264,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2763,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1961,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,TA,CBlock,TA,TA,No,Rec,913,Unf,0,400,1313,GasA,TA,Y,SBrkr,1773,0,0,1773,1,0,2,0,3,1,TA,6,Min2,2,TA,Attchd,1961,RFn,2,418,TA,TA,Y,355,98,0,0,144,0,NA,NA,NA,0,8,2006,WD,Normal +2764,20,RL,86,11650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,1472,0,0,1472,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1959,Unf,2,484,TA,TA,Y,0,68,0,0,227,0,NA,NA,NA,0,6,2006,WD,Normal +2765,60,RL,NA,18275,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,8,1962,1998,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,636,Unf,0,802,1438,GasA,TA,Y,SBrkr,1900,548,0,2448,1,0,3,0,3,1,TA,9,Typ,2,Gd,Attchd,1962,RFn,2,441,TA,TA,Y,520,102,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2766,50,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,6,1950,1950,Gable,CompShg,BrkComm,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,455,Unf,0,455,910,GasA,Gd,Y,SBrkr,910,611,0,1521,0,0,1,1,3,1,Gd,6,Min2,0,NA,Detchd,1950,Unf,1,597,Fa,TA,Y,199,0,168,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2767,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1950,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2768,90,RL,75,8512,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,1556,1556,GasA,TA,Y,SBrkr,1556,0,0,1556,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2769,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1961,1961,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,781,Unf,0,369,1150,GasA,TA,Y,SBrkr,1150,0,0,1150,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,RFn,1,288,TA,TA,Y,0,0,0,0,162,0,NA,NA,NA,0,7,2006,WD,Normal +2770,20,RL,74,7400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1Story,7,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,809,Unf,0,236,1045,GasA,Gd,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2771,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,468,Unf,0,396,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2006,WD,Normal +2772,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,2fmCon,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,953,Unf,0,72,1025,GasA,TA,Y,SBrkr,1025,0,0,1025,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,80,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2773,70,RM,62,9856,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1900,2005,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,PConc,Fa,TA,No,Unf,0,Unf,0,716,716,GasA,Ex,Y,FuseA,1007,1007,0,2014,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,1900,Unf,2,624,TA,TA,Y,0,72,167,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2774,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,Stone,264,TA,TA,CBlock,TA,TA,No,Rec,276,Unf,0,936,1212,GasA,Gd,Y,FuseA,1226,442,0,1668,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2775,50,RM,60,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1920,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Fa,No,LwQ,284,Unf,0,863,1147,GasA,TA,N,SBrkr,1147,510,0,1657,0,0,1,0,4,1,Fa,9,Typ,1,TA,Detchd,1920,Unf,1,162,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2776,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1900,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,940,476,0,1416,0,1,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1956,Unf,2,400,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2777,70,RM,58,6451,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1900,1970,Gable,CompShg,AsbShng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Rec,208,Unf,0,504,712,GasA,Gd,Y,SBrkr,848,580,0,1428,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1985,Fin,2,576,TA,TA,Y,264,0,84,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2778,70,RM,66,3960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,502,502,GasA,TA,N,SBrkr,502,502,0,1004,0,0,1,0,2,1,Gd,5,Typ,1,Po,Detchd,1930,Unf,1,200,Fa,TA,N,280,0,68,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2779,190,RM,56,7745,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Gd,N,SBrkr,1084,867,0,1951,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,P,0,6,28,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2780,30,RM,56,7741,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,143,Rec,72,817,1032,GasA,Gd,N,FuseA,1032,0,0,1032,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,280,TA,TA,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2006,COD,Abnorml +2781,30,RM,50,5633,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,844,844,GasA,TA,Y,SBrkr,844,0,0,844,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1925,Unf,1,216,TA,TA,N,50,81,123,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2782,20,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,RFn,1,528,TA,TA,Y,0,0,0,0,115,0,NA,NA,NA,0,8,2006,COD,Normal +2783,70,RM,42,7614,Pave,Grvl,Reg,Lvl,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,2Story,3,5,1905,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,738,738,GasA,Gd,Y,FuseA,714,662,0,1376,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,TA,N,0,0,104,0,225,0,NA,NA,NA,0,3,2006,WD,Normal +2784,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,384,960,GasA,TA,Y,FuseA,960,0,0,960,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2785,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,145,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,750,0,1566,0,0,1,1,5,1,Gd,7,Typ,0,NA,Detchd,1976,Unf,2,450,TA,TA,Y,24,0,296,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal +2786,30,RM,52,7830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1921,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,416,Unf,0,76,492,GasA,TA,Y,SBrkr,492,0,0,492,1,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1921,Unf,1,200,Fa,TA,N,0,0,78,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2787,50,RM,56,9576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,310,Unf,0,460,770,GasA,TA,Y,SBrkr,885,297,0,1182,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1945,Unf,1,378,Fa,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal +2788,30,RM,48,5747,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,4,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,798,798,GasA,Gd,Y,SBrkr,840,0,0,840,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1938,Unf,1,250,TA,Fa,N,112,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2789,75,RM,70,6300,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1910,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,878,0,2104,0,0,2,0,5,1,TA,9,Typ,0,NA,Detchd,1910,Unf,2,432,Fa,TA,P,0,341,88,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2790,90,RM,33,5976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,N,FuseA,624,624,0,1248,0,0,2,0,2,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,130,256,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2791,20,RM,65,9750,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2002,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,4500,7,2006,WD,Normal +2792,50,C (all),63,4761,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,3,3,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,1020,1020,GasA,Fa,N,FuseP,1020,0,0,1020,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,0,0,NA,NA,NA,0,10,2006,ConLD,Normal +2793,70,RL,69,11737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,7,1924,1996,Gambrel,CompShg,BrkComm,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,848,848,GasW,TA,N,SBrkr,1017,810,0,1827,0,0,1,0,2,1,TA,9,Typ,1,Gd,Detchd,1943,Unf,1,240,Fa,TA,Y,27,36,42,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal +2794,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,3,5,1930,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,Rec,347,Unf,0,381,728,GasA,Ex,Y,SBrkr,728,434,0,1162,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,258,Fa,Po,Y,0,24,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml +2795,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1984,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Gd,Y,SBrkr,741,583,0,1324,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,180,Fa,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2796,30,RL,50,11672,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,FuseA,816,0,0,816,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,210,Fa,Fa,N,168,0,112,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2797,50,RM,90,33120,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,1.5Fin,6,5,1962,1962,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1595,1595,GasA,TA,Y,SBrkr,1611,875,0,2486,0,0,2,0,5,1,TA,8,Typ,1,Gd,Detchd,1962,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2798,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,596,596,GasA,Po,Y,FuseF,834,596,0,1430,0,0,2,0,3,1,Fa,7,Typ,0,NA,Detchd,1924,Unf,2,370,Fa,Fa,Y,218,0,0,0,210,0,NA,NA,NA,0,10,2006,WD,Abnorml +2799,70,RM,60,7518,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,8,1910,2004,Gable,CompShg,AsbShng,Plywood,None,0,Fa,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,396,396,GasA,Gd,Y,SBrkr,665,665,0,1330,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2001,Unf,1,390,TA,TA,N,0,72,45,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2800,30,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,4,1919,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,610,610,GasA,Ex,N,FuseA,819,0,0,819,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml +2801,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,343,Unf,0,641,984,GasA,TA,Y,FuseF,984,0,0,984,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,308,TA,TA,N,0,0,164,0,0,0,NA,NA,NA,0,3,2006,ConLI,Family +2802,50,RL,82,12375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,41,TA,Fa,CBlock,TA,TA,No,BLQ,329,Unf,0,477,806,GasA,TA,Y,SBrkr,1081,341,0,1422,1,0,1,0,3,1,TA,7,Typ,1,TA,Detchd,1951,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal +2803,90,RL,120,11136,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Feedr,Duplex,1Story,6,5,1964,1964,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1921,1921,GasA,TA,Y,SBrkr,1921,0,0,1921,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1964,Unf,2,576,TA,TA,Y,0,180,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2804,20,RL,100,21370,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1640,0,0,1640,0,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1950,RFn,2,394,TA,TA,Y,0,0,225,0,0,0,NA,NA,Shed,600,6,2006,WD,Normal +2805,30,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1032,0,0,1032,0,0,1,0,2,1,TA,6,Typ,1,TA,Detchd,1939,Unf,1,260,TA,TA,Y,0,0,121,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2806,30,RL,50,5220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,3,1936,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,830,830,GasA,Gd,Y,SBrkr,879,0,0,879,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1936,Unf,1,180,TA,TA,P,0,108,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal +2807,20,RL,50,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,5,2004,2004,Shed,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,Mn,GLQ,510,LwQ,373,190,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,1,0,2,0,2,1,TA,4,Typ,0,NA,Detchd,2004,Unf,1,246,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2808,20,RL,NA,11327,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,305,TA,TA,CBlock,TA,TA,Av,ALQ,779,Unf,0,285,1064,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1967,Unf,2,528,TA,TA,Y,314,48,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2809,80,RL,80,10366,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1964,1964,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,Av,GLQ,456,Unf,0,456,912,GasA,TA,Y,SBrkr,934,0,0,934,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1964,Unf,1,336,TA,TA,Y,77,0,0,0,0,0,NA,GdPrv,Shed,500,7,2006,WD,Normal +2810,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,773,Unf,0,286,1059,GasA,Gd,Y,SBrkr,1059,0,0,1059,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Fin,1,286,TA,TA,Y,0,88,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Abnorml +2811,20,RL,NA,9535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,450,TA,TA,CBlock,TA,TA,No,BLQ,194,LwQ,982,0,1176,GasA,TA,Y,SBrkr,1458,0,0,1458,1,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1967,Unf,2,512,TA,TA,Y,284,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2812,80,RL,NA,7176,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,Gd,Gd,GLQ,794,Unf,0,166,960,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,616,TA,TA,Y,131,0,0,0,180,0,NA,GdPrv,NA,0,7,2006,WD,Normal +2813,90,RL,NA,9662,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1967,1967,GasA,TA,Y,SBrkr,1967,0,0,1967,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,Fin,2,580,TA,TA,Y,170,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2814,90,RL,75,8235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,99,TA,TA,CBlock,TA,TA,No,Rec,483,Unf,0,1466,1949,GasA,TA,Y,SBrkr,1949,0,0,1949,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,586,TA,TA,Y,32,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2815,30,RL,NA,17529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,Stone,65,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,872,872,GasA,Fa,N,FuseF,872,0,0,872,0,0,1,0,2,1,Fa,5,Mod,1,Gd,Detchd,1924,Unf,1,322,Fa,Fa,N,0,0,116,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2816,20,RL,NA,20355,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,6,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,123,TA,TA,CBlock,Gd,TA,Av,Rec,810,ALQ,826,229,1865,GasA,TA,Y,SBrkr,1830,0,0,1830,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1967,Unf,2,521,TA,TA,Y,0,115,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2817,20,RL,87,13050,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,6,1963,1963,Flat,Tar&Grv,WdShing,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,104,ALQ,850,46,1000,GasA,Ex,Y,SBrkr,1000,0,0,1000,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1993,Unf,2,575,TA,TA,Y,238,0,148,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2818,85,RL,72,10820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,7,1971,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,PConc,Gd,TA,Av,GLQ,535,Rec,159,88,782,GasA,Ex,Y,SBrkr,810,0,0,810,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal +2819,150,RL,NA,1700,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,Twnhs,1.5Fin,7,5,1980,1981,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,397,Unf,0,33,430,GasA,TA,Y,SBrkr,880,680,140,1700,1,0,2,1,2,1,Gd,7,Typ,0,NA,Basment,1980,Fin,1,450,Gd,TA,Y,188,36,0,0,200,0,NA,NA,NA,0,4,2006,WD,Normal +2820,20,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,799,Unf,0,168,967,GasA,Ex,Y,SBrkr,1350,0,0,1350,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1954,RFn,2,504,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2821,50,RL,62,6488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1942,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,230,Unf,0,569,799,GasA,Ex,N,FuseA,799,351,0,1150,0,0,1,0,3,1,TA,6,Mod,2,TA,BuiltIn,1942,Unf,1,215,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Family +2822,70,RL,114,19950,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1337,672,0,2009,0,0,2,0,4,1,TA,8,Typ,2,Gd,2Types,1928,Unf,3,795,TA,TA,P,0,42,0,0,180,0,NA,NA,NA,0,12,2006,WD,Normal +2823,75,RL,60,19800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2.5Unf,6,8,1935,1990,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,425,Unf,0,1411,1836,GasA,Gd,Y,SBrkr,1836,1836,0,3672,0,0,3,1,5,1,Gd,7,Typ,2,Gd,Detchd,1993,Unf,2,836,TA,TA,Y,684,80,32,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2824,80,RL,78,11679,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,5,5,1962,1962,Gable,CompShg,Plywood,Plywood,Stone,96,TA,TA,CBlock,TA,TA,Gd,ALQ,612,Rec,1164,0,1776,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,1,2,0,3,1,TA,6,Min2,1,Fa,Attchd,1962,Fin,2,528,TA,TA,Y,453,253,144,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2825,20,RL,80,12048,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1952,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,232,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,1,0,3,1,TA,7,Typ,1,Ex,Attchd,2002,RFn,2,569,TA,TA,Y,0,189,36,0,348,0,NA,NA,NA,0,4,2006,WD,Normal +2826,20,RL,70,10519,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,8,1955,1999,Hip,CompShg,MetalSd,MetalSd,Stone,164,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1057,1057,GasA,Gd,Y,SBrkr,1057,0,0,1057,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2827,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,468,Unf,0,532,1000,GasA,TA,Y,SBrkr,1068,541,0,1609,0,0,1,1,5,1,TA,7,Typ,0,NA,Attchd,1953,Unf,1,305,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2828,60,RL,88,12128,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,4,1989,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,Gd,TA,CBlock,Gd,TA,No,ALQ,549,Unf,0,319,868,GasA,Ex,Y,SBrkr,1313,1246,0,2559,0,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1989,RFn,2,506,TA,TA,Y,0,245,0,0,168,0,NA,MnPrv,NA,0,11,2006,WD,Abnorml +2829,90,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,SFoyer,6,8,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,LwQ,261,GLQ,1083,0,1344,GasA,Gd,Y,SBrkr,1440,0,0,1440,2,0,2,0,2,2,Gd,8,Typ,0,NA,Attchd,1993,Unf,4,920,TA,TA,Y,288,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2830,60,RL,133,11003,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1308,1308,GasA,Ex,Y,SBrkr,1308,568,0,1876,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2005,RFn,3,848,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2831,20,RL,64,7488,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,393,Unf,0,815,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,632,TA,TA,Y,105,58,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml +2832,20,RL,90,13377,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1576,Unf,0,260,1836,GasA,Gd,Y,SBrkr,1846,0,0,1846,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,495,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2833,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Ex,TA,Gd,GLQ,1122,Unf,0,448,1570,GasA,Ex,Y,SBrkr,1590,0,0,1590,1,0,2,1,2,1,Ex,6,Typ,0,NA,Attchd,2005,Fin,3,754,TA,TA,Y,176,80,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2834,60,RL,91,10984,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,945,945,GasA,Ex,Y,SBrkr,945,864,0,1809,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,RFn,2,638,TA,TA,Y,144,54,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial +2835,20,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Gd,GLQ,56,Unf,0,1558,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,576,TA,TA,Y,100,45,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2836,60,RL,78,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,532,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,812,0,1596,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,610,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2837,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,CBlock,Gd,Fa,No,LwQ,853,Unf,0,535,1388,GasA,Gd,Y,SBrkr,1388,0,0,1388,1,0,2,0,3,1,TA,6,Typ,1,Po,Attchd,1968,RFn,2,522,TA,TA,Y,0,58,0,0,0,0,NA,NA,NA,0,7,2006,COD,Abnorml +2838,20,RL,95,13015,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1996,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2839,60,RL,65,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Ex,Y,SBrkr,795,704,0,1499,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1995,RFn,2,473,TA,TA,Y,413,91,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2840,20,RL,NA,8685,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,846,Unf,0,579,1425,GasA,Ex,Y,SBrkr,1425,0,0,1425,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,RFn,2,591,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2841,60,RL,68,9272,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,500,Unf,0,342,842,GasA,Ex,Y,SBrkr,856,893,0,1749,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,515,TA,TA,Y,140,85,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2842,60,RL,72,13426,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,894,Unf,0,57,951,GasA,Ex,Y,SBrkr,951,828,0,1779,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,586,TA,TA,Y,208,107,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2843,60,RL,50,8340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,BrkFace,62,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,166,675,GasA,TA,Y,SBrkr,686,702,0,1388,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,317,TA,TA,Y,406,36,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2844,80,RL,42,10385,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,123,TA,TA,CBlock,TA,Gd,Av,ALQ,595,LwQ,400,0,995,GasA,TA,Y,SBrkr,1282,0,0,1282,0,1,2,0,3,1,TA,6,Typ,0,NA,Detchd,1989,Unf,3,672,Fa,TA,Y,386,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2845,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,437,Unf,0,427,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2846,60,RL,NA,9930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,199,Gd,TA,PConc,Gd,TA,No,GLQ,456,Unf,0,370,826,GasA,Ex,Y,SBrkr,878,884,0,1762,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,Fin,2,591,TA,TA,Y,320,54,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2847,60,RL,45,9468,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,TA,TA,PConc,Gd,TA,Mn,GLQ,639,Unf,0,201,840,GasA,Ex,Y,SBrkr,840,915,0,1755,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,530,TA,TA,Y,176,73,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2848,20,RL,NA,11088,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,872,Unf,0,476,1348,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2002,Unf,2,418,TA,TA,Y,68,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2849,60,RL,70,8726,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,872,872,GasA,Ex,Y,SBrkr,872,1037,0,1909,0,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,529,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2850,60,RL,67,10566,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,261,Gd,TA,PConc,Gd,TA,Av,GLQ,920,Unf,0,170,1090,GasA,Ex,Y,SBrkr,1090,1124,0,2214,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1999,Fin,3,646,TA,TA,Y,197,80,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2851,60,RL,NA,21533,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Feedr,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1065,1065,GasA,Ex,Y,SBrkr,1065,984,0,2049,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Unf,2,467,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2852,60,RL,90,11250,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,TA,TA,PConc,Gd,TA,Mn,ALQ,796,Unf,0,258,1054,GasA,Ex,Y,SBrkr,1070,869,0,1939,0,1,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,RFn,3,555,TA,TA,Y,128,84,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2853,60,RL,90,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Av,GLQ,685,Unf,0,245,930,GasA,Ex,Y,SBrkr,950,1045,0,1995,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,610,TA,TA,Y,275,170,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2854,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,717,Unf,0,131,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2855,20,RL,70,8810,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,390,1390,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,545,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2856,60,RL,74,8581,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,Unf,0,Unf,0,851,851,GasA,Ex,Y,SBrkr,851,886,0,1737,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,578,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2857,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,827,0,1611,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,572,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2858,20,RL,65,8772,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,996,Unf,0,340,1336,GasA,Ex,Y,SBrkr,1336,0,0,1336,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Unf,2,502,TA,TA,Y,136,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2859,70,RL,67,8777,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,2Story,4,6,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,Gd,TA,No,Rec,173,BLQ,337,166,676,GasA,Gd,Y,SBrkr,760,676,0,1436,1,0,2,0,3,1,TA,6,Min1,0,NA,Attchd,1950,Unf,2,528,TA,TA,Y,147,0,0,0,0,0,NA,NA,Shed,420,10,2006,WD,Normal +2860,90,RL,38,7840,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,Plywood,Wd Shng,BrkFace,355,TA,TA,CBlock,Gd,TA,Gd,GLQ,976,Unf,0,0,976,GasA,TA,Y,SBrkr,1012,0,0,1012,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand +2861,20,RL,73,16133,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,847,Unf,0,329,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,360,TA,TA,Y,0,92,0,0,112,0,NA,NA,NA,0,12,2006,WD,Abnorml +2862,60,RL,62,7162,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Hip,CompShg,HdBoard,Stucco,BrkFace,190,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,806,918,0,1724,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,616,TA,TA,Y,168,57,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2863,20,RL,75,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,TA,TA,PConc,Gd,TA,Av,GLQ,475,ALQ,297,142,914,GasA,Ex,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,32,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2864,60,RL,90,11060,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1150,1150,GasA,Ex,Y,SBrkr,1164,1150,0,2314,0,0,2,1,3,1,Gd,9,Typ,1,Ex,BuiltIn,2003,Fin,2,502,TA,TA,Y,0,274,0,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal +2865,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2866,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2867,50,RL,56,6956,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,Mn,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,624,312,0,936,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1948,Unf,1,265,TA,Po,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2868,50,RL,72,7822,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,3,1915,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,846,492,0,1338,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,N,0,0,208,0,0,0,NA,GdPrv,NA,0,5,2006,WD,AdjLand +2869,50,RL,62,8707,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1093,1093,GasA,TA,N,FuseF,1093,576,0,1669,0,0,1,1,4,1,TA,9,Min2,0,NA,Attchd,1924,Unf,1,288,Fa,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand +2870,20,RL,60,16012,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,4,1954,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,60,TA,TA,CBlock,TA,TA,No,Rec,691,Unf,0,263,954,GasA,Ex,Y,SBrkr,1482,0,0,1482,0,1,2,0,3,1,TA,6,Min1,1,Gd,2Types,1956,Unf,2,609,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Abnorml +2871,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,4,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,864,864,GasA,TA,N,SBrkr,964,0,450,1414,0,0,1,0,3,1,TA,8,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,NA,NA,0,9,2006,COD,Abnorml +2872,30,RL,60,8088,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,2,3,1922,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,498,498,GasA,TA,N,FuseF,498,0,0,498,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1922,Unf,1,216,Fa,Fa,N,0,0,100,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal +2873,50,RL,76,11388,Pave,NA,Reg,Low,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1910,1993,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,616,616,GasA,TA,N,SBrkr,1055,218,0,1273,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1910,Unf,1,275,TA,Fa,N,212,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2874,50,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,930,Unf,0,128,1058,GasA,TA,Y,SBrkr,1058,493,0,1551,1,0,2,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2875,190,RH,58,6430,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Feedr,Norm,2fmCon,1.5Fin,6,6,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,780,Unf,0,0,780,GasA,TA,N,FuseF,816,524,0,1340,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1945,Unf,1,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml +2876,70,RL,43,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,8,1926,1997,Gable,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,424,Unf,0,200,624,GasA,Ex,Y,SBrkr,743,736,0,1479,1,0,1,0,3,1,Gd,6,Typ,2,Gd,Detchd,1926,Unf,1,312,TA,TA,Y,530,0,56,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2877,70,RL,69,4899,Pave,NA,Reg,HLS,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,305,Unf,0,450,755,GasA,Ex,Y,SBrkr,755,755,0,1510,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,164,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2878,70,RL,54,9399,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,8,1919,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,818,818,GasA,TA,Y,SBrkr,818,818,0,1636,0,0,1,1,4,1,Gd,7,Typ,1,Gd,Detchd,1919,Unf,1,288,Fa,TA,N,0,0,212,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml +2879,50,RL,84,10164,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1939,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Av,LwQ,646,Unf,0,346,992,GasA,Fa,Y,SBrkr,992,473,0,1465,0,0,2,0,3,1,TA,6,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2880,50,RL,51,6191,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,384,Unf,0,440,824,GasA,TA,N,SBrkr,824,464,0,1288,0,0,1,0,4,1,TA,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal +2881,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,817,817,GasA,Gd,Y,FuseF,940,610,0,1550,0,0,1,1,3,1,TA,7,Min2,1,TA,Detchd,1937,Unf,1,318,TA,TA,P,0,0,429,0,0,0,NA,MnPrv,NA,0,9,2006,WD,Normal +2882,50,RL,80,12400,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Mn,BLQ,602,Unf,0,299,901,GasA,TA,Y,SBrkr,1125,592,0,1717,0,0,1,1,2,1,TA,7,Typ,1,Gd,Attchd,1940,Unf,1,410,TA,TA,Y,0,0,0,0,113,0,NA,NA,NA,0,2,2006,WD,Normal +2883,50,RL,81,8170,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1929,1950,Gable,CompShg,Stucco,Wd Sdng,BrkFace,270,Gd,Gd,BrkTil,TA,TA,No,ALQ,526,Unf,0,496,1022,GasA,Ex,Y,FuseA,1122,549,0,1671,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1963,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2884,70,RL,70,12320,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1932,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,SBrkr,959,650,0,1609,0,0,1,1,3,1,Gd,8,Typ,2,Gd,2Types,1963,Unf,3,579,TA,TA,Y,0,0,0,0,104,0,NA,GdWo,NA,0,5,2006,WD,Normal +2885,70,RL,70,14210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1930,1959,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,697,697,GasA,Ex,Y,SBrkr,1104,697,0,1801,0,0,1,1,3,1,TA,8,Typ,1,Gd,Attchd,1930,Unf,2,365,Fa,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal +2886,60,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,7,1950,1963,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,405,TA,Gd,CBlock,Gd,TA,No,GLQ,760,Unf,0,408,1168,GasA,Gd,Y,SBrkr,1278,1037,0,2315,1,0,2,0,4,1,TA,9,Typ,3,Gd,Attchd,1950,Fin,1,342,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,7,2006,WD,Normal +2887,30,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,305,Unf,0,671,976,GasA,TA,N,SBrkr,976,0,0,976,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1942,Unf,1,215,TA,TA,N,160,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,AdjLand +2888,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1926,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,374,Unf,0,487,861,GasA,Ex,Y,SBrkr,861,424,0,1285,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Fin,2,506,TA,TA,Y,96,0,132,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2889,30,RM,61,8534,Pave,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,432,432,GasA,TA,N,FuseA,672,0,0,672,0,0,1,0,2,1,TA,4,Min1,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal +2890,30,RM,50,7030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,641,0,0,641,0,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1925,Unf,1,272,TA,TA,N,184,0,70,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2891,50,RM,75,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1957,1957,Gable,CompShg,MetalSd,MetalSd,BrkFace,327,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,671,0,1638,0,0,2,0,4,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,1,384,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2892,30,C (all),69,12366,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,1Story,3,5,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,23,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml +2893,190,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,5,6,1951,1951,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,1060,336,0,1396,0,0,2,0,4,2,TA,8,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml +2894,50,C (all),60,8520,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,3,5,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Fa,Fa,No,Unf,0,Unf,0,216,216,GasA,Fa,N,SBrkr,576,360,0,936,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2895,120,RM,41,5748,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Ex,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1778,0,0,1778,2,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2005,Fin,2,495,TA,TA,Y,123,53,0,0,153,0,NA,NA,NA,0,2,2006,New,Partial +2896,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,Gd,TA,PConc,Ex,TA,Gd,GLQ,1564,Unf,0,30,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,12,2006,WD,Normal +2897,20,RL,69,23580,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,776,Unf,0,849,1625,GasA,TA,Y,SBrkr,1625,0,0,1625,0,1,2,0,3,1,Fa,6,Typ,1,TA,Attchd,1979,Fin,2,576,TA,TA,Y,136,28,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2898,90,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1664,1664,GasA,TA,Y,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1978,Unf,2,616,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2899,20,RL,70,9116,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,490,TA,TA,Y,120,100,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2900,80,RL,140,11080,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,BrkFace,257,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,552,1128,GasA,TA,Y,SBrkr,1210,0,0,1210,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2901,20,RL,NA,50102,Pave,NA,IR1,Low,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,6,5,1958,1958,Gable,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,909,Unf,0,723,1632,GasA,TA,Y,SBrkr,1650,0,0,1650,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,2,518,TA,TA,Y,0,0,0,0,138,0,NA,NA,NA,0,3,2006,WD,Alloca +2902,20,RL,NA,8098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,1136,BLQ,116,129,1381,GasA,Ex,Y,SBrkr,1403,0,0,1403,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2000,Unf,2,470,TA,TA,Y,0,173,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2903,20,RL,95,13618,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,198,Gd,TA,PConc,Ex,Gd,Av,GLQ,1350,Unf,0,378,1728,GasA,Ex,Y,SBrkr,1960,0,0,1960,1,0,2,0,3,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,714,TA,TA,Y,172,38,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial +2904,20,RL,88,11577,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,382,Ex,TA,PConc,Gd,TA,Gd,GLQ,1455,Unf,0,383,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Ex,9,Typ,1,Gd,Attchd,2005,Fin,3,682,TA,TA,Y,161,225,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2905,20,NA,125,31250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,1,3,1951,1951,Gable,CompShg,CBlock,VinylSd,None,0,TA,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1600,0,0,1600,0,0,1,1,3,1,TA,6,Mod,0,NA,Attchd,1951,Unf,1,270,Fa,TA,N,0,0,135,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2906,90,RM,78,7020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,200,TA,Gd,PConc,Gd,TA,Gd,GLQ,1243,Unf,0,45,1288,GasA,Gd,Y,SBrkr,1368,0,0,1368,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal +2907,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,5,Typ,1,TA,BuiltIn,1977,RFn,1,336,TA,TA,Y,141,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2908,20,RL,58,10172,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,423,864,GasA,Ex,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2909,90,RL,NA,11836,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,149,Unf,0,1503,1652,GasA,TA,Y,SBrkr,1652,0,0,1652,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1970,Unf,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2910,180,RM,21,1470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,522,Unf,0,108,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2911,160,RM,21,1484,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2912,20,RL,80,13384,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,1979,Gable,CompShg,Plywood,Plywood,BrkFace,194,TA,TA,PConc,TA,TA,Av,Rec,119,BLQ,344,641,1104,GasA,Fa,Y,SBrkr,1360,0,0,1360,1,0,1,0,3,1,TA,8,Typ,1,TA,Attchd,1969,RFn,1,336,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2913,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,408,Unf,0,138,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml +2914,160,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,34,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal +2915,160,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Gd,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2916,160,RM,21,1894,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,CarPort,1970,Unf,1,286,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml +2917,20,RL,160,20000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1960,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1224,Unf,0,0,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,1,0,4,1,TA,7,Typ,1,TA,Detchd,1960,Unf,2,576,TA,TA,Y,474,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml +2918,85,RL,62,10441,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,337,Unf,0,575,912,GasA,TA,Y,SBrkr,970,0,0,970,0,1,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,80,32,0,0,0,0,NA,MnPrv,Shed,700,7,2006,WD,Normal +2919,60,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,94,TA,TA,PConc,Gd,TA,Av,LwQ,758,Unf,0,238,996,GasA,Ex,Y,SBrkr,996,1004,0,2000,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,1993,Fin,3,650,TA,TA,Y,190,48,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal diff --git a/house-prices-advanced-regression-techniques/train.csv b/house-prices-advanced-regression-techniques/train.csv new file mode 100644 index 0000000..d68e0d7 --- /dev/null +++ b/house-prices-advanced-regression-techniques/train.csv @@ -0,0 +1,1461 @@ +Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice +1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500 +2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500 +3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500 +4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000 +5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000 +6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000 +7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000 +8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000 +9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900 +10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000 +11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500 +12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000 +13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000 +14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500 +15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000 +16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000 +17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000 +18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000 +19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000 +20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000 +21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300 +22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400 +23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000 +24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900 +25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000 +26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300 +27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800 +28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000 +29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500 +30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500 +31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000 +32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350 +33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900 +34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500 +35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500 +36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000 +37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000 +38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000 +39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000 +40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000 +41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000 +42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000 +43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000 +44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250 +45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000 +46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900 +47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686 +48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700 +49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000 +50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000 +51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000 +52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500 +53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000 +54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000 +55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000 +56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500 +57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500 +58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500 +59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780 +60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900 +61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000 +62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000 +63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500 +64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000 +65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500 +66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000 +67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000 +68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000 +69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000 +70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000 +71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000 +72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500 +73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000 +74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900 +75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400 +76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000 +77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750 +78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000 +79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500 +80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000 +81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500 +82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500 +83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000 +84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500 +85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500 +86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000 +87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500 +89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000 +90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600 +91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900 +92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600 +93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500 +94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900 +95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750 +96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000 +97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000 +98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750 +99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000 +100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950 +101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000 +102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000 +103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964 +104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900 +105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500 +106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000 +107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000 +108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000 +109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000 +110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000 +111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900 +112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000 +113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970 +114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000 +115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500 +116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000 +118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000 +119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000 +120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990 +121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000 +122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000 +123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000 +124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900 +125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000 +126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500 +127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000 +128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000 +129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000 +130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000 +131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000 +132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000 +133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750 +134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000 +135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000 +136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000 +137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000 +138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000 +139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000 +140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500 +141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000 +142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000 +143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000 +144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000 +145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000 +146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000 +148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500 +149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000 +150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402 +153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000 +154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000 +155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000 +156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000 +157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500 +158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500 +159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900 +160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000 +161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500 +162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500 +163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000 +164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200 +165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000 +166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500 +167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000 +168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624 +169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500 +170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000 +171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500 +172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000 +173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000 +174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000 +175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000 +176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000 +177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000 +178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500 +179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837 +180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000 +181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000 +182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100 +183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000 +184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000 +185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000 +186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000 +187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000 +188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000 +189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337 +190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000 +191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000 +192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000 +193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000 +194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000 +195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000 +196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500 +197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872 +198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000 +199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000 +200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900 +201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000 +202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500 +203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000 +204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000 +205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000 +206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500 +207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900 +208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000 +209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000 +210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000 +211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000 +212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000 +213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678 +214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000 +215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750 +216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450 +217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000 +218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000 +219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500 +220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240 +221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900 +222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000 +223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900 +224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000 +225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250 +226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000 +227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000 +228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000 +229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000 +230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500 +231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000 +232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000 +233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500 +234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200 +235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500 +236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500 +237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500 +238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500 +239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000 +240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000 +241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500 +242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500 +243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000 +244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000 +245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000 +246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500 +247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000 +248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000 +250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000 +251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500 +252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000 +253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000 +254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000 +255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000 +256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500 +258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000 +259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500 +260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000 +261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000 +262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000 +263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000 +264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000 +265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000 +266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500 +267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000 +268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500 +269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500 +270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000 +271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000 +272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500 +273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000 +274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000 +275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500 +276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000 +278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000 +279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298 +280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000 +281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500 +282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000 +283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500 +284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600 +285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200 +286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700 +287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000 +288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000 +289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000 +290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575 +291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230 +292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900 +293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000 +294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000 +295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000 +296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500 +297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000 +298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000 +299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000 +300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500 +301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000 +302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000 +303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000 +304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900 +305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000 +306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900 +307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000 +308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500 +309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500 +310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000 +311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600 +312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000 +313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900 +314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000 +315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000 +316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500 +317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000 +318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000 +319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000 +320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500 +321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643 +322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000 +323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000 +324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175 +325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000 +326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000 +327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000 +328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250 +329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500 +330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000 +331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000 +332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000 +333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000 +334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000 +335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000 +336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950 +337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426 +338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000 +339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500 +340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900 +342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000 +343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500 +344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000 +345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000 +346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200 +347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500 +348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500 +349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000 +350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154 +351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061 +352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000 +353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000 +354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900 +355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500 +357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000 +359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000 +360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000 +361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000 +362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000 +363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500 +364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000 +365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000 +366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000 +368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000 +369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000 +370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000 +371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400 +372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432 +373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000 +374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000 +375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500 +376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000 +377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000 +378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000 +379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432 +380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000 +381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000 +382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750 +383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500 +384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000 +385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000 +386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000 +387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000 +388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000 +389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000 +390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000 +391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000 +392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500 +394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000 +395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000 +396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000 +397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000 +398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500 +399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000 +400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000 +401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500 +402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990 +403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000 +404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000 +405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000 +406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000 +407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000 +408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000 +409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000 +410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750 +411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000 +412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000 +413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000 +414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000 +415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000 +416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134 +417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500 +418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000 +419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000 +420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000 +421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300 +422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000 +424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000 +425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000 +426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000 +427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000 +428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008 +429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400 +430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000 +431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400 +432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900 +433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500 +434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000 +435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000 +436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000 +437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000 +438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000 +439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350 +440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000 +441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000 +442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000 +443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900 +444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500 +445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000 +446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500 +447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900 +449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500 +450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000 +451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000 +452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000 +453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000 +454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000 +455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000 +456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500 +457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000 +458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000 +459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000 +460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435 +462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000 +463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383 +464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700 +465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000 +466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740 +467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000 +468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500 +469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000 +470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000 +471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000 +472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000 +473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000 +474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000 +475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000 +476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500 +477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900 +478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000 +479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000 +480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471 +481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000 +482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000 +483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000 +485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500 +486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000 +488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000 +489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000 +490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000 +491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000 +492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000 +493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785 +494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300 +496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900 +497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000 +498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000 +499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000 +500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000 +501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000 +502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700 +503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000 +504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000 +505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000 +506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500 +507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000 +508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300 +509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000 +510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500 +511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900 +512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665 +513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000 +515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500 +516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861 +517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000 +518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000 +519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000 +520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000 +521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250 +522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000 +523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000 +524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750 +525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750 +526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000 +527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000 +528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261 +529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000 +530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624 +531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000 +532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500 +534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300 +535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000 +536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500 +537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000 +538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250 +539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000 +540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000 +541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000 +542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000 +543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250 +544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000 +545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665 +546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000 +547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000 +548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500 +549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000 +550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000 +551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000 +552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500 +553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500 +554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000 +555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000 +556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000 +557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000 +558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000 +559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000 +560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000 +561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500 +562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000 +563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000 +564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000 +566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000 +567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000 +568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000 +569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600 +570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960 +571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600 +572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000 +573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500 +574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000 +575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000 +576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500 +577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000 +578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500 +579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000 +580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500 +581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900 +582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293 +583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500 +584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000 +585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000 +586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900 +587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000 +588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000 +589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000 +590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500 +591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900 +592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950 +593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000 +594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000 +595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000 +596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000 +597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504 +598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201 +599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500 +600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000 +601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000 +602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000 +603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000 +604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000 +605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000 +606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000 +608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000 +609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100 +610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500 +611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000 +612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000 +613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500 +614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000 +615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500 +616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500 +617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200 +618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500 +619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813 +620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000 +621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000 +622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000 +623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000 +624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500 +625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150 +626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000 +627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900 +628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000 +629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000 +630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500 +631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000 +632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500 +633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500 +634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400 +635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000 +636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000 +637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000 +638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000 +639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000 +640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561 +641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000 +642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000 +643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000 +644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000 +645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878 +646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250 +647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300 +648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000 +650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500 +651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950 +652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000 +653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000 +654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000 +655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000 +656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000 +657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500 +658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000 +659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500 +660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000 +661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900 +662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000 +663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500 +665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000 +666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500 +667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000 +668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500 +669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000 +670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500 +671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500 +672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600 +673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000 +674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500 +675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000 +676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500 +677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000 +678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500 +679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500 +680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500 +681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434 +683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000 +684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000 +685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000 +686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500 +687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875 +688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800 +689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000 +690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700 +691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000 +692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000 +693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000 +694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480 +695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500 +696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000 +697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000 +698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500 +699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500 +700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000 +701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500 +702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000 +703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919 +704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000 +705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000 +706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000 +707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000 +709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540 +710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900 +711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000 +712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776 +713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000 +715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500 +716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000 +717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500 +718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000 +719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000 +720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500 +721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000 +722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500 +724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000 +725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000 +726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500 +727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000 +728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500 +729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000 +730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000 +731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500 +732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500 +733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500 +734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400 +735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000 +736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000 +737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500 +738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900 +739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000 +740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000 +741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000 +742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000 +743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000 +744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000 +745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000 +746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800 +747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000 +748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979 +749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400 +750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000 +751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500 +752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000 +753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000 +754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500 +755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000 +756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500 +757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000 +758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900 +759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400 +760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000 +761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500 +762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000 +763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200 +764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000 +765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000 +766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132 +767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500 +768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000 +769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837 +770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000 +771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900 +772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000 +773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000 +774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500 +775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000 +776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000 +777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500 +778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500 +779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000 +780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000 +781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900 +783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100 +784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500 +785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500 +787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000 +788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000 +789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900 +790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500 +791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200 +792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800 +793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790 +794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000 +795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500 +796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000 +797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500 +798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000 +799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000 +800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000 +801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000 +802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900 +803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933 +805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000 +806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680 +807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500 +808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500 +809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950 +810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000 +811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000 +812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500 +813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993 +814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900 +815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000 +816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900 +817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000 +818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000 +819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000 +820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000 +821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000 +822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000 +823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000 +824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500 +825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600 +826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000 +827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500 +828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000 +829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000 +830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400 +831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000 +832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000 +833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000 +834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000 +835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950 +836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000 +837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500 +838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000 +839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000 +840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500 +841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000 +842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500 +843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900 +844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000 +845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900 +846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000 +847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000 +848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500 +849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000 +850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000 +851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500 +852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000 +853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000 +854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000 +855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000 +856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000 +857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000 +858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000 +860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000 +861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950 +862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500 +863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000 +864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500 +865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580 +866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500 +867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900 +868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000 +869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000 +870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000 +871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500 +872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500 +873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000 +874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000 +875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500 +876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477 +877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250 +878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000 +879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000 +880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500 +881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000 +882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500 +883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000 +884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500 +885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000 +886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900 +887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000 +888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500 +889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000 +890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500 +891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900 +892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500 +893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500 +894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000 +895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858 +896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500 +898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953 +899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657 +900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000 +901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000 +902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000 +903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000 +905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500 +906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000 +907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000 +908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000 +909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000 +910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300 +912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500 +913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000 +914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733 +916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000 +917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311 +918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000 +919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000 +920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500 +921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000 +922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900 +923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990 +924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000 +925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500 +926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000 +927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000 +928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000 +929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500 +930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000 +931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000 +932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500 +933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000 +934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000 +935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000 +936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900 +937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900 +938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000 +939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799 +940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400 +941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900 +942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000 +943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000 +944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000 +945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500 +946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900 +947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000 +948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000 +949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500 +950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500 +951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000 +952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900 +953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900 +954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000 +955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500 +956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000 +958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000 +959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000 +960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000 +961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500 +962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000 +963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000 +964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000 +965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900 +966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900 +967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000 +968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000 +969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900 +970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000 +971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000 +972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500 +974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000 +975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500 +976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000 +977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500 +978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900 +979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000 +980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000 +981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400 +982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000 +983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895 +984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900 +985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000 +986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000 +987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000 +988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192 +989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000 +990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000 +991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000 +992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000 +993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000 +994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900 +995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500 +996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600 +997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500 +998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000 +999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000 +1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000 +1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000 +1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000 +1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000 +1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905 +1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000 +1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900 +1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500 +1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000 +1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000 +1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000 +1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000 +1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000 +1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000 +1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000 +1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200 +1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000 +1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000 +1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500 +1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000 +1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490 +1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000 +1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000 +1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000 +1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000 +1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000 +1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500 +1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500 +1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077 +1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000 +1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000 +1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000 +1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000 +1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000 +1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750 +1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000 +1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500 +1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000 +1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000 +1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000 +1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000 +1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000 +1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000 +1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280 +1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000 +1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600 +1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581 +1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000 +1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000 +1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900 +1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485 +1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141 +1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000 +1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500 +1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000 +1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000 +1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850 +1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000 +1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000 +1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000 +1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500 +1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000 +1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000 +1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500 +1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000 +1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000 +1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000 +1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900 +1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400 +1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000 +1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000 +1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000 +1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500 +1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500 +1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000 +1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500 +1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000 +1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800 +1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900 +1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000 +1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000 +1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000 +1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000 +1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000 +1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500 +1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000 +1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500 +1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000 +1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500 +1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000 +1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900 +1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000 +1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500 +1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000 +1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000 +1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432 +1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000 +1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000 +1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000 +1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000 +1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000 +1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500 +1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000 +1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500 +1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000 +1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000 +1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900 +1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725 +1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000 +1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000 +1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000 +1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000 +1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500 +1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000 +1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000 +1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100 +1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000 +1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000 +1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700 +1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400 +1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900 +1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000 +1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000 +1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900 +1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000 +1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000 +1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000 +1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000 +1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000 +1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500 +1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500 +1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500 +1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000 +1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000 +1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000 +1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000 +1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000 +1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000 +1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000 +1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500 +1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870 +1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000 +1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000 +1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000 +1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000 +1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500 +1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900 +1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000 +1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000 +1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900 +1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000 +1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500 +1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800 +1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000 +1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900 +1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000 +1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128 +1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000 +1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000 +1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959 +1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000 +1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170 +1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350 +1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000 +1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000 +1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000 +1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000 +1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000 +1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900 +1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500 +1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000 +1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000 +1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500 +1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000 +1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900 +1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000 +1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000 +1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500 +1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000 +1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000 +1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700 +1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900 +1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000 +1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000 +1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000 +1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000 +1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000 +1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000 +1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000 +1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000 +1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000 +1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000 +1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210 +1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000 +1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000 +1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000 +1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050 +1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900 +1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000 +1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000 +1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500 +1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900 +1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000 +1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000 +1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000 +1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000 +1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000 +1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000 +1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500 +1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000 +1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000 +1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456 +1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500 +1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500 +1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000 +1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000 +1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000 +1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900 +1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000 +1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000 +1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000 +1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000 +1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294 +1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000 +1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000 +1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500 +1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800 +1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000 +1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000 +1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887 +1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500 +1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000 +1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500 +1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900 +1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900 +1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328 +1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000 +1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000 +1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000 +1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000 +1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500 +1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900 +1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500 +1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000 +1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000 +1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750 +1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000 +1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000 +1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400 +1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500 +1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500 +1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900 +1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000 +1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000 +1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000 +1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900 +1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500 +1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500 +1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000 +1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900 +1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500 +1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000 +1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000 +1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000 +1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750 +1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000 +1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000 +1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000 +1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000 +1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000 +1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900 +1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000 +1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400 +1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000 +1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500 +1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000 +1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000 +1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500 +1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000 +1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000 +1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000 +1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000 +1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500 +1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500 +1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500 +1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900 +1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500 +1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000 +1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000 +1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000 +1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000 +1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000 +1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500 +1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000 +1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000 +1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000 +1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500 +1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000 +1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000 +1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200 +1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000 +1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000 +1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168 +1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000 +1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900 +1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493 +1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900 +1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000 +1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000 +1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500 +1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500 +1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500 +1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000 +1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000 +1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000 +1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500 +1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000 +1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500 +1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000 +1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500 +1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000 +1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500 +1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000 +1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900 +1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000 +1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500 +1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000 +1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500 +1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000 +1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000 +1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500 +1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000 +1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835 +1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500 +1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500 +1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463 +1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000 +1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000 +1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000 +1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000 +1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900 +1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000 +1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000 +1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000 +1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000 +1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900 +1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500 +1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000 +1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000 +1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000 +1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900 +1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932 +1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152 +1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000 +1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000 +1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000 +1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000 +1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000 +1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000 +1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500 +1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300 +1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500 +1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000 +1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000 +1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000 +1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000 +1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000 +1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500 +1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500 +1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500 +1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000 +1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000 +1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000 +1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500 +1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000 +1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000 +1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500 +1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000 +1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000 +1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000 +1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000 +1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000 +1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578 +1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213 +1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000 +1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500 +1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000 +1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450 +1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000 +1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000 +1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879 +1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922 +1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000 +1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000 +1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000 +1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000 +1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500 +1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000 +1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000 +1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000 +1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000 +1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000 +1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000 +1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900 +1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500 +1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000 +1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000 +1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000 +1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900 +1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500 +1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500 +1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970 +1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000 +1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000 +1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000 +1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000 +1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000 +1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900 +1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140 +1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750 +1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500 +1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500 +1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000 +1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000 +1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500 +1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617 +1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700 +1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000 +1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000 +1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300 +1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000 +1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000 +1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600 +1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900 +1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000 +1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000 +1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000 +1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000 +1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090 +1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500 +1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000 +1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000 +1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000 +1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500 +1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125 +1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500 From 6eb4978592ac1cfa77d8886234456386b135d322 Mon Sep 17 00:00:00 2001 From: Arnoldo Leyson Date: Mon, 5 Jul 2021 17:25:17 -0500 Subject: [PATCH 2/3] =?UTF-8?q?primer=20an=C3=A1lisis=20estad=C3=ADstico?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- .DS_Store | Bin 0 -> 6148 bytes ...tistical-analysis-project-checkpoint.ipynb | 19615 ++++++++++++++++ .../train.csv | 2922 +-- statistical-analysis-project.ipynb | 19615 ++++++++++++++++ 4 files changed, 40691 insertions(+), 1461 deletions(-) create mode 100644 .DS_Store create mode 100644 .ipynb_checkpoints/statistical-analysis-project-checkpoint.ipynb create mode 100644 statistical-analysis-project.ipynb diff --git a/.DS_Store b/.DS_Store new file mode 100644 index 0000000000000000000000000000000000000000..30835180dfa1435e1041d83c4a22ba78c587c16f GIT binary patch literal 6148 zcmeHKL5mYH6n@#QnpVUfgxzBG!iXMJc4s=nc3@0uXSzkZmH8X` zkNgGx9Q|GrrBb~JD^l{{z3=5EFOPgfk_i!s@gh4S>JpKJGPXJ}zY*?d-I6^Y*#`f_qz(8Q&e`A36?gN^Vp#@d6xqoxC`;<^dm#`W;I)~rK?#}7L+6p5I zWNJifL?@U>Bk~S&A^Ws6le9D`D)8}gm-U;M>#LeBtC_F*C7qQ;RSyPV#om7F#?4z& zc4X&H=S@5{%eYSJMKw<5uekLrsi&#;pBq#D^po^OkuT4>_nsJCCxy=EHo3@h40-*s z(3x3|%|d6DohNo3QnqFLtb4dx4TqziIv$MHJ+*ptJm{&>@ZoyhmIwEb9-p4Seg9!~ zwf^`CbU*|SQ7cT?Q-EbrPS9u{M9V xZmp8\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesFireplaceQuGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0NaNAttchd2003.0RFn2548TATAY0610000NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1TAAttchd1976.0RFn2460TATAY29800000NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1TAAttchd2001.0RFn2608TATAY0420000NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1GdDetchd1998.0Unf3642TATAY035272000NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1TAAttchd2000.0RFn3836TATAY192840000NaNNaNNaN0122008WDNormal250000
\n", + "" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n", + "0 Lvl AllPub Inside Gtl CollgCr Norm \n", + "1 Lvl AllPub FR2 Gtl Veenker Feedr \n", + "2 Lvl AllPub Inside Gtl CollgCr Norm \n", + "3 Lvl AllPub Corner Gtl Crawfor Norm \n", + "4 Lvl AllPub FR2 Gtl NoRidge Norm \n", + "\n", + " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n", + "0 Norm 1Fam 2Story 7 5 2003 \n", + "1 Norm 1Fam 1Story 6 8 1976 \n", + "2 Norm 1Fam 2Story 7 5 2001 \n", + "3 Norm 1Fam 2Story 7 5 1915 \n", + "4 Norm 1Fam 2Story 8 5 2000 \n", + "\n", + " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n", + "0 2003 Gable CompShg VinylSd VinylSd BrkFace \n", + "1 1976 Gable CompShg MetalSd MetalSd None \n", + "2 2002 Gable CompShg VinylSd VinylSd BrkFace \n", + "3 1970 Gable CompShg Wd Sdng Wd Shng None \n", + "4 2000 Gable CompShg VinylSd VinylSd BrkFace \n", + "\n", + " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n", + "0 196.0 Gd TA PConc Gd TA No \n", + "1 0.0 TA TA CBlock Gd TA Gd \n", + "2 162.0 Gd TA PConc Gd TA Mn \n", + "3 0.0 TA TA BrkTil TA Gd No \n", + "4 350.0 Gd TA PConc Gd TA Av \n", + "\n", + " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF \\\n", + "0 GLQ 706 Unf 0 150 856 \n", + "1 ALQ 978 Unf 0 284 1262 \n", + "2 GLQ 486 Unf 0 434 920 \n", + "3 ALQ 216 Unf 0 540 756 \n", + "4 GLQ 655 Unf 0 490 1145 \n", + "\n", + " Heating HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF \\\n", + "0 GasA Ex Y SBrkr 856 854 0 \n", + "1 GasA Ex Y SBrkr 1262 0 0 \n", + "2 GasA Ex Y SBrkr 920 866 0 \n", + "3 GasA Gd Y SBrkr 961 756 0 \n", + "4 GasA Ex Y SBrkr 1145 1053 0 \n", + "\n", + " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "0 1710 1 0 2 1 3 \n", + "1 1262 0 1 2 0 3 \n", + "2 1786 1 0 2 1 3 \n", + "3 1717 1 0 1 0 3 \n", + "4 2198 1 0 2 1 4 \n", + "\n", + " KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu \\\n", + "0 1 Gd 8 Typ 0 NaN \n", + "1 1 TA 6 Typ 1 TA \n", + "2 1 Gd 6 Typ 1 TA \n", + "3 1 Gd 7 Typ 1 Gd \n", + "4 1 Gd 9 Typ 1 TA \n", + "\n", + " GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual \\\n", + "0 Attchd 2003.0 RFn 2 548 TA \n", + "1 Attchd 1976.0 RFn 2 460 TA \n", + "2 Attchd 2001.0 RFn 2 608 TA \n", + "3 Detchd 1998.0 Unf 3 642 TA \n", + "4 Attchd 2000.0 RFn 3 836 TA \n", + "\n", + " GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n", + "0 TA Y 0 61 0 0 \n", + "1 TA Y 298 0 0 0 \n", + "2 TA Y 0 42 0 0 \n", + "3 TA Y 0 35 272 0 \n", + "4 TA Y 192 84 0 0 \n", + "\n", + " ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold \\\n", + "0 0 0 NaN NaN NaN 0 2 2008 \n", + "1 0 0 NaN NaN NaN 0 5 2007 \n", + "2 0 0 NaN NaN NaN 0 9 2008 \n", + "3 0 0 NaN NaN NaN 0 2 2006 \n", + "4 0 0 NaN NaN NaN 0 12 2008 \n", + "\n", + " SaleType SaleCondition SalePrice \n", + "0 WD Normal 208500 \n", + "1 WD Normal 181500 \n", + "2 WD Normal 223500 \n", + "3 WD Abnorml 140000 \n", + "4 WD Normal 250000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Le damos un vistazo a la información!!\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 81)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la forma en la que está presentada la información en cuando a filas y columnas\n", + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "#Revisamos de manera general las columnas, la info que tienen, el tipo de info, etc\n", + "data.info()\n", + "\n", + "#Nos damos cuenta que hay muchos datos nulos en algunas columnas." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos el nombre de las columnas del dataframe\n", + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Quitamos cualquier posible espacio que estuviera adicional en el nombre de las columnas.\n", + "data.columns = data.columns.str.strip()\n", + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', 'FirstFlrSF', 'SecondFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Renombramos las columnas que inician con un número\n", + "data = data.rename(columns = {'1stFlrSF': 'FirstFlrSF', '2ndFlrSF': 'SecondFlrSF', '3SsnPorch': 'ThirdSsnPorch'})\n", + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Id 0\n", + "MSSubClass 0\n", + "MSZoning 0\n", + "LotFrontage 259\n", + "LotArea 0\n", + "Street 0\n", + "Alley 1369\n", + "LotShape 0\n", + "LandContour 0\n", + "Utilities 0\n", + "LotConfig 0\n", + "LandSlope 0\n", + "Neighborhood 0\n", + "Condition1 0\n", + "Condition2 0\n", + "BldgType 0\n", + "HouseStyle 0\n", + "OverallQual 0\n", + "OverallCond 0\n", + "YearBuilt 0\n", + "YearRemodAdd 0\n", + "RoofStyle 0\n", + "RoofMatl 0\n", + "Exterior1st 0\n", + "Exterior2nd 0\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "ExterQual 0\n", + "ExterCond 0\n", + "Foundation 0\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtExposure 38\n", + "BsmtFinType1 37\n", + "BsmtFinSF1 0\n", + "BsmtFinType2 38\n", + "BsmtFinSF2 0\n", + "BsmtUnfSF 0\n", + "TotalBsmtSF 0\n", + "Heating 0\n", + "HeatingQC 0\n", + "CentralAir 0\n", + "Electrical 1\n", + "FirstFlrSF 0\n", + "SecondFlrSF 0\n", + "LowQualFinSF 0\n", + "GrLivArea 0\n", + "BsmtFullBath 0\n", + "BsmtHalfBath 0\n", + "FullBath 0\n", + "HalfBath 0\n", + "BedroomAbvGr 0\n", + "KitchenAbvGr 0\n", + "KitchenQual 0\n", + "TotRmsAbvGrd 0\n", + "Functional 0\n", + "Fireplaces 0\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageCars 0\n", + "GarageArea 0\n", + "GarageQual 81\n", + "GarageCond 81\n", + "PavedDrive 0\n", + "WoodDeckSF 0\n", + "OpenPorchSF 0\n", + "EnclosedPorch 0\n", + "ThirdSsnPorch 0\n", + "ScreenPorch 0\n", + "PoolArea 0\n", + "PoolQC 1453\n", + "Fence 1179\n", + "MiscFeature 1406\n", + "MiscVal 0\n", + "MoSold 0\n", + "YrSold 0\n", + "SaleType 0\n", + "SaleCondition 0\n", + "SalePrice 0\n", + "dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos que columnas tengo con data nula (sin datos)\n", + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LotFrontage 259\n", + "Alley 1369\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtExposure 38\n", + "BsmtFinType1 37\n", + "BsmtFinType2 38\n", + "Electrical 1\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "PoolQC 1453\n", + "Fence 1179\n", + "MiscFeature 1406\n", + "dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos una revisión para que nos traiga las columnas que tenemos con el número de datos nulos de cada una.\n", + "columnas_nulas = data.isnull().sum()\n", + "columnas_nulas[columnas_nulas > 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1460, 81)\n", + "(1460, 75)\n" + ] + } + ], + "source": [ + "#Revisamos el índice de las columnas con mas de 200 datos nulos.\n", + "\n", + "#Primero vemos la forma original de nuestro data frame\n", + "print(data.shape)\n", + "\n", + "#Definimos la variable columnas_a_eliminar para eliminar las columnas_nulas que tenían más de 1,000 datos nulos. \n", + "columnas_a_eliminar = columnas_nulas[columnas_nulas>200].index\n", + "\n", + "#Actualizamos nuestra data con un data.drop y seleccionamos que se quiten las columnas_a_eliminar del paso previo\n", + "data = data.drop(columnas_a_eliminar, axis = 1)\n", + "print(data.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MasVnrType 8\n", + "MasVnrArea 8\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtExposure 38\n", + "BsmtFinType1 37\n", + "BsmtFinType2 38\n", + "Electrical 1\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Nuevamente revisamos las columnas nulas\n", + "columnas_nulas = data.isnull().sum()\n", + "columnas_nulas[columnas_nulas > 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['BrkFace', 'None', 'Stone', 'BrkCmn', nan], dtype=object)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de MasVnrType: Masonry veneer type\n", + "data['MasVnrType'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna MasVnrType los cambiamos por None\n", + "data['MasVnrType'] = data['MasVnrType'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna MasVnrArea: Masonry veneer area in square feet, los cambiamos por 0, ya que no tienen MasVnrType\n", + "data['MasVnrArea'] = data['MasVnrArea'].fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Gd', 'TA', 'Ex', nan, 'Fa'], dtype=object)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtQual: Evaluates the height of the basement\n", + "data['BsmtQual'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtQual los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtQual'] = data['BsmtQual'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['TA', 'Gd', nan, 'Fa', 'Po'], dtype=object)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtCond: Evaluates the general condition of the basement\n", + "data['BsmtCond'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtCond los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtCond'] = data['BsmtCond'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['No', 'Gd', 'Mn', 'Av', nan], dtype=object)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtExposure: Refers to walkout or garden level walls\n", + "data['BsmtExposure'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtExposure los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtExposure'] = data['BsmtExposure'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['GLQ', 'ALQ', 'Unf', 'Rec', 'BLQ', nan, 'LwQ'], dtype=object)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtFinType1: Rating of basement finished area\n", + "data['BsmtFinType1'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtFinType1 los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtFinType1'] = data['BsmtFinType1'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Unf', 'BLQ', nan, 'ALQ', 'Rec', 'LwQ', 'GLQ'], dtype=object)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtFinType2: Rating of basement finished area (if multiple types)\n", + "data['BsmtFinType2'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtFinType2 los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtFinType2'] = data['BsmtFinType2'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['SBrkr', 'FuseF', 'FuseA', 'FuseP', 'Mix', nan], dtype=object)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de Electrical: Electrical system\n", + "data['Electrical'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "#El valor nulo de la columna Electrical los cambiamos por FuseA, que es el que normalmente se usa\n", + "data['Electrical'] = data['Electrical'].fillna('FuseA')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectricalFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
394090RL6040PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story4519551955GableCompShgAsbShngPlywoodNone0.0TATAPConcNANANANA0NA000GasATANFuseP1152001152002022Fa6Typ0NaNNaNNaN00NaNNaNN000000062008WDAdjLand82000
4849190RM4456PaveRegLvlAllPubInsideGtlOldTownNormNorm2fmCon2Story4519202008GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoUnf0Unf0736736GasAGdYSBrkr73671601452002023TA8Typ0NaNNaNNaN00NaNNaNN00102000062009NewPartial113000
787990RL10778PaveRegLvlAllPubInsideGtlSawyerNormNormDuplex1Story4519681968HipCompShgHdBoardHdBoardNone0.0TATACBlockTATANoUnf0Unf017681768GasATANSBrkr1768001768002042TA8Typ0NaNNaNNaN00NaNNaNY000000042010WDNormal136500
888950C8470PaveIR1LvlAllPubCornerGtlIDOTRRFeedrFeedr1Fam1.5Fin3219151982HipCompShgPlywoodPlywoodNone0.0FaFaCBlockTAFaNoUnf0Unf010131013GasATANSBrkr101305131526001021Fa6Typ0NaNNaNNaN00NaNNaNN001560000102009ConLDAbnorml85000
899020RL8070PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam1Story4519941995GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoGLQ588Unf0402990GasAExYSBrkr99000990101031TA5Typ0NaNNaNNaN00NaNNaNY000000082007WDNormal123600
9910020RL9320PaveIR1LvlAllPubInsideGtlNAmesNormNorm1Fam1Story4519591959GableCompShgPlywoodPlywoodNone0.0TATACBlockTATANoALQ569Unf0381950GasAFaYSBrkr1225001225101131TA6Typ0NaNNaNNaN00NaNNaNY3520000040012010WDNormal128950
10810950RM8500PaveRegLvlAllPubCornerGtlIDOTRRArteryNorm1Fam1.5Fin5719192005GableCompShgCemntBdCmentBdNone0.0TATACBlockTATANoUnf0Unf0793793GasWTANFuseF99752001517002031Fa7Typ0NaNNaNNaN00NaNNaNN00144000082007WDNormal115000
125126190RM6780PaveRegLvlAllPubInsideGtlIDOTRRNormNorm2fmCon1.5Fin6819351982GableCompShgWd SdngWd SdngNone0.0TAFaCBlockTATAAvGLQ490Unf030520GasAGdNSBrkr5200234754101021TA5Typ0NaNNaNNaN00NaNNaNN5300000062006WDNormal84500
12712845RM4388PaveIR1BnkAllPubInsideGtlOldTownFeedrNorm1Fam1.5Unf5719301950GableCompShgWdShingWd SdngNone0.0TAGdBrkTilTATANoLwQ116Unf0556672GasAExYSBrkr84000840001031TA5Typ1NaNNaNNaN00NaNNaNN000000062007WDNormal87000
14014120RL10500PaveRegLvlAllPubFR2GtlNAmesNormNorm1Fam1Story4519711971GableCompShgHdBoardHdBoardNone0.0TATACBlockTATANoALQ432Unf0432864GasATAYSBrkr86400864001031TA5Typ1NaNNaNNaN00NaNNaNY000000042010ConLINormal115000
14814920RL7500PaveRegLvlAllPubInsideGtlSawyerWNormNorm1Fam1Story7520042005GableCompShgVinylSdVinylSdBrkFace120.0TATAPConcGdTANoGLQ680Unf04001080GasAExYSBrkr1080001080101031Gd6Typ0NaNNaNNaN00NaNNaNY000000042008WDNormal141000
15515650RL9600PaveRegLvlAllPubCornerGtlEdwardsArteryNorm1Fam1.5Fin6519241950GableCompShgWd SdngWd SdngNone0.0TATABrkTilTATANoUnf0Unf0572572GravFaNFuseF57252401096001021TA5Typ0NaNNaNNaN00NaNNaNN08128000042008WDNormal79000
16316445RL5500PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam1.5Unf4619561956GableCompShgMetalSdMetalSdNone0.0TATACBlockTATANoUnf0Unf0882882GasAExYSBrkr88200882001011TA4Typ0NaNNaNNaN00NaNNaNY000000042007WDNormal103200
165166190RL10106PaveRegLvlAllPubInsideGtlEdwardsNormNorm2fmCon1.5Fin5719401999GableCompShgWd SdngWd SdngNone0.0TAGdBrkTilTATANoALQ351Rec181112644GasAGdYSBrkr80854701355102042TA6Typ0NaNNaNNaN00NaNNaNY14000000092008WDNormal127500
19819975RM5520PaveRegLvlAllPubCornerGtlOldTownNormNorm1Fam2.5Fin6619121950GableCompShgWd SdngWd SdngNone0.0TATACBlockTATANoUnf0Unf0755755GasAExYSBrkr9299293712229001051TA8Typ0NaNNaNNaN00NaNNaNY019830000072009WDAbnorml104000
21021130RL5604PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story5619251950GableCompShgStuccoStuccoNone0.0TATACBlockTATANoRec468Unf0396864GasATANFuseA86400864101021TA5Typ0NaNNaNNaN00NaNNaNY0096000042008WDNormal98000
24124230RM3880PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam1Story5919451997GableCompShgVinylSdVinylSdNone0.0TAGdCBlockTATANoALQ329Unf0357686GasAGdYSBrkr86600866001021Gd4Typ0NaNNaNNaN00NaNNaNY58420000082007WDNormal110500
25025130RL5350PaveIR1LvlAllPubInsideGtlBrkSideNormNorm1Fam1Story3219401966GableCompShgWd SdngPlywoodNone0.0TAPoCBlockTATANoUnf0Unf0728728GasAExYSBrkr1306001306001031Fa6Mod0NaNNaNNaN00NaNNaNY2630000045052010WDNormal76500
28728820RL8125PaveIR1LvlAllPubCornerGtlNAmesNormNorm1Fam1Story4419711971GableCompShgHdBoardHdBoardNone0.0TATACBlockTATANoBLQ614Unf0244858GasATAYSBrkr85800858001031TA5Typ0NaNNaNNaN00NaNNaNY000000062006WDNormal88000
291292190RL5687PaveRegBnkAllPubInsideGtlSWISUNormNorm2fmCon2Story5619122000GableCompShgVinylSdVinylSdNone0.0TAFaPConcTAFaNoRec210Unf0570780GasAExNSBrkr93678001716102061Fa9Typ0NaNNaNNaN00NaNNaNN01840000032008WDNormal135900
30730850RM7920PaveIR1LvlAllPubInsideGtlIDOTRRArteryNorm1Fam1.5Fin6719201950GableCompShgMetalSdMetalSdNone0.0TAFaCBlockTATANoUnf0Unf0319319GasATAYFuseA103537101406001031Fa6Typ0NaNNaNNaN00NaNNaNN01440000032008WDNormal89500
37537630RL10020PaveIR1LowAllPubInsideSevEdwardsNormNorm1Fam1Story1119221950GableCompShgWd SdngWd SdngNone0.0FaFaBrkTilFaPoGdBLQ350Unf0333683GasAGdNFuseA90400904100111Fa4Maj10NaNNaNNaN00NaNNaNY000000032009WDNormal61000
38638750RL8410PaveRegLvlAllPubFR2GtlEdwardsFeedrNorm1Fam1.5Fin5319101996GambrelCompShgWd SdngVinylSdNone0.0TAFaPConcTATANoUnf0Unf0658658GasATAYSBrkr65852601184001051TA8Typ0NaNNaNNaN00NaNNaNN01510000052006WDAdjLand81000
39339430RL7446PaveRegLvlAllPubCornerGtlBrkSideFeedrNorm1Fam1Story4519411950GableCompShgWdShingWd ShngNone0.0TATACBlockTATANoRec266Unf0522788GasATAYFuseA78800788001021TA4Typ2NaNNaNNaN00NaNNaNY000000042006WDAbnorml100000
43143250RM5586PaveIR1BnkAllPubInsideGtlOldTownFeedrNorm1Fam1.5Fin6719201998GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoUnf0Unf0901901GasAGdYSBrkr108811001198001041TA7Typ0NaNNaNNaN00NaNNaNN0980000092008ConLDAbnorml79900
434435180RM1890PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsSFoyer4719721972GableCompShgCemntBdCmentBdNone0.0TAGdCBlockGdTAAvALQ495Unf0135630GasAGdYSBrkr63000630101011TA3Typ0NaNNaNNaN00NaNNaNY8800000062008WDNormal81000
44144290RL12108PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story4419551955GableCompShgVinylSdVinylSdBrkFace270.0TATACBlockTATANoALQ133Unf013071440GasATANFuseF1440001440002042Fa8Typ0NaNNaNNaN00NaNNaNY000000092008WDNormal118000
46446520RL8430PaveRegHLSAllPubInsideModCollgCrNormNorm1Fam1Story5519781978GableCompShgHdBoardHdBoardBrkFace136.0TATACBlockGdTANoRec616Unf04241040GasATAYSBrkr1040001040002031TA5Typ0NaNNaNNaN00NaNNaNY000000082009WDNormal124000
49549630C7879PaveRegLvlAllPubInsideGtlIDOTRRNormNorm1Fam1Story4519201950GableCompShgWd SdngWd SdngNone0.0TATACBlockTATANoRec495Unf0225720GasATANFuseA72000720001021TA4Typ0NaNNaNNaN00NaNNaNN05231150000112009WDAbnorml34900
520521190RL10800PaveRegLvlAllPubInsideGtlOldTownNormNorm2fmCon2Story4719002000GableCompShgMetalSdMetalSdNone0.0TATABrkTilNANANANA0NA000GasATANFuseA69460001294002032TA7Typ0NaNNaNNaN00NaNNaNN220114210000082008WDNormal106250
52852930RL9098PaveIR1LvlAllPubInsideGtlEdwardsNormNorm1Fam1Story4719202002GableCompShgWd SdngWd SdngNone0.0TATABrkTilTATAMnALQ348Unf0180528GasAExYSBrkr60500605101021TA5Typ0NaNNaNNaN00NaNNaNN00144000072007WDNormal86000
53353420RL5000PaveRegLowAllPubInsideModBrkSideNormNorm1Fam1Story1319461950GableCompShgVinylSdVinylSdNone0.0FaFaSlabNANANANA0NA000GasAFaNFuseF33400334001011Fa2Typ0NaNNaNNaN00NaNNaNN000000012007WDNormal39300
535536190RL7000PaveRegLvlAllPubInsideGtlEdwardsNormNorm2fmCon2Story5719101991GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdGLQ969Unf01481117GasATAYSBrkr82052701347101031TA5Typ0NaNNaNNaN00NaNNaNN850148000012008WDNormal107500
56256330RL13907PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story5619401969GableCompShgWdShingWd ShngNone0.0TATACBlockTATANoBLQ290Unf0706996GasAExYSBrkr99600996101031TA6Typ1NaNNaNNaN00NaNNaNY14400000072008WDNormal108000
58258390RL11841GrvlRegLvlAllPubInsideGtlEdwardsNormNormDuplexSFoyer6519901990GableCompShgHdBoardHdBoardBrkFace104.0TAGdCBlockGdTAAvGLQ816Unf00816GasATAYSBrkr81600816101031TA5Typ0NaNNaNNaN00NaNNaNY0320000052007WDNormal118500
61361420RL8402PaveRegLvlAllPubInsideGtlMitchelFeedrNorm1Fam1Story5520072007GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoALQ206Unf09141120GasAExYSBrkr1120001120001031TA6Typ0NaNNaNNaN00NaNNaNY03000000122007NewPartial147000
614615180RM1491PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsESFoyer4619721972GableCompShgCemntBdCmentBdNone0.0TATACBlockGdTAAvLwQ150GLQ4800630GasAExYSBrkr63000630101011TA3Typ0NaNNaNNaN00NaNNaNY96240000052010WDNormal75500
62062130RL8248PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story3319141950GableCompShgStuccoStuccoNone0.0TATABrkTilTATANoBLQ41Unf0823864GasATANFuseF86400864101021TA5Typ0NaNNaNNaN00NaNNaNN00100000092008WDNormal67000
635636190RH10896PaveRegBnkAllPubInsideGtlSWISUFeedrNorm2fmCon2.5Fin6719141995HipCompShgVinylSdVinylSdNone0.0FaTACBlockTAFaNoLwQ256Unf011841440GasAExYFuseA144014405153395002082Fa14Typ0NaNNaNNaN00NaNNaNN01100000032007WDAbnorml200000
63663730RM6120PaveRegLvlAllPubInsideGtlBrkSideNormNorm1Fam1Story2319361950GableCompShgAsbShngAsbShngNone0.0FaFaBrkTilTAFaNoUnf0Unf0264264GravFaNFuseA80000800001011Fa4Maj11NaNNaNNaN00NaNNaNN000000012009ConLwNormal60000
63863930RL8777PaveRegLvlAllPubInsideGtlEdwardsFeedrNorm1Fam1Story5719101950GableCompShgMetalSdWd SdngNone0.0TATACBlockFaTANoUnf0Unf0796796GasAGdYFuseA79600796001021TA4Typ0NaNNaNNaN00NaNNaNP3280164000052008WDNormal85000
649650180RM1936PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsSFoyer4619701970GableCompShgCemntBdCmentBdNone0.0TATACBlockGdTAAvBLQ131GLQ4990630GasAGdYSBrkr63000630101011TA3Typ0NaNNaNNaN00NaNNaNY0000000122007WDNormal84500
705706190RM5600PaveRegLvlAllPubInsideGtlIDOTRRNormNorm2fmCon2Story4519301950HipCompShgVinylSdWd ShngNone0.0FaFaSlabNANANANA0NA000GasAFaNSBrkr37272001092002032Fa7Mod0NaNNaNNaN00NaNNaNN000000350072010WDNormal55000
71071130RL4130PaveIR1LvlAllPubInsideGtlBrkSideNormNorm1Fam1Story3619352003GableCompShgVinylSdVinylSdNone0.0GdTACBlockTATANoUnf0Unf0270270GasAGdYSBrkr72900729001021TA5Maj20NaNNaNNaN00NaNNaNN000000072008WDNormal52000
73873990RL10800PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story5519871988GableCompShgPlywoodPlywoodNone0.0TATACBlockGdGdGdGLQ1200Unf001200GasATAYSBrkr1200001200303031TA5Typ0NaNNaNNaN00NaNNaNY12000000032009WDAlloca179000
75075150RM8800PaveRegLvlAllPubCornerGtlOldTownNormNorm1Fam1.5Fin4719102004GableCompShgWd SdngWd SdngNone0.0TATABrkTilTAFaNoUnf0Unf0576576GasAGdYSBrkr79234801140001031TA7Min20NaNNaNNaN00NaNNaNN01600000062010WDNormal96500
78478575RM6300PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam2.5Unf6619142001GableCompShgWd SdngWd ShngNone0.0TATACBlockTATANoUnf0Unf0742742GasAExYSBrkr74274201484002031TA9Typ1NaNNaNNaN00NaNNaNY0291134000062008WDNormal128000
82682745RM6130PaveRegLvlAllPubInsideGtlBrkSideNormNorm1Fam1.5Unf5619241950GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoALQ784Unf00784GasAGdYSBrkr78400784101021Gd5Typ0NaNNaNNaN00NaNNaNY00116000052008WDNormal109500
84384490RL8000PaveRegLvlAllPubCornerGtlNAmesArteryNormDuplex1Story5419611961GableCompShgBrkFaceBrkFaceNone0.0TATACBlockTATANoUnf0Unf018001800GasAExNSBrkr1800001800002062TA10Typ0NaNNaNNaN00NaNNaNY000000072007WDNormal141000
92192290RL8777PaveRegLvlAllPubInsideGtlEdwardsFeedrNormDuplex1.5Fin5719002003GableCompShgMetalSdMetalSdNone0.0TATACBlockTATANoALQ1084Unf01881272GasAGdYSBrkr127292802200202242TA9Typ0NaNNaNNaN00NaNNaNN0700000092008WDNormal145900
94294390RL7711PaveIR1LvlAllPubInsideGtlEdwardsNormNormDuplex1Story4319771977GableCompShgMetalSdMetalSdNone0.0TATAPConcGdTAGdGLQ1440Unf001440GasATAYSBrkr1440001440202042TA8Typ0NaNNaNNaN00NaNNaNN32100000082007OthAbnorml150000
95495590RL9400PaveIR1LvlAllPubCulDSacGtlEdwardsNormNormDuplexSFoyer6519751975FlatTar&GrvWdShingPlywoodBrkFace250.0TATACBlockGdGdGdGLQ945Unf00945GasATAYSBrkr98000980022040TA4Typ0NaNNaNNaN00NaNNaNY0000000102006WDAdjLand127500
96096120RL7207PaveIR1LvlAllPubInsideGtlBrkSideNormNorm1Fam1Story5719582008GableCompShgWd SdngPlywoodNone0.0TAGdCBlockTATAGdBLQ696Unf0162858GasAGdYSBrkr85800858101021TA4Typ0NaNNaNNaN00NaNNaNY11700000022010WDNormal116500
96896950RM5925PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam1.5Fin3619101950GableCompShgVinylSdVinylSdNone0.0TATABrkTilTATANoUnf0Unf0600600GravFaNSBrkr6003680968001021TA6Typ0NaNNaNNaN00NaNNaNY000000052009WDAbnorml37900
97097150RL10800PaveRegLvlAllPubInsideGtlNAmesNormNorm1Fam1.5Fin4419491950GableCompShgAsbShngAsbShngNone0.0TATACBlockTATANoUnf0Unf0720720GasATANFuseA72047201192001141TA6Typ0NaNNaNNaN00NaNNaNY0000000122006WDAbnorml135000
97697730RL5900PaveIR1BnkAllPubInsideGtlBrkSideNormNorm1Fam1Story4719231958GableCompShgWd SdngWd SdngNone0.0TATAPConcGdTANoUnf0Unf0440440GasATAYFuseA86900869001021Fa4Typ0NaNNaNNaN00NaNNaNY000000082006WDNormal85500
1009101050RL6000PaveRegLvlAllPubInsideGtlSWISUNormNorm1Fam1.5Fin5519261950GableCompShgWd SdngWd SdngNone0.0TAFaBrkTilTATANoUnf0Unf010081008GasAExYSBrkr100805141522002041TA7Typ0NaNNaNNaN00NaNNaNP00138000062006WDNormal102000
1011101290RL9825PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story5519651965HipCompShgAsphShnAsphShnNone0.0TATACBlockNANANANA0NA000GasATANSBrkr1664001664002042TA8Typ0NaNNaNNaN00NaNNaNY000000052010WDNormal100000
10301031190RH7082PaveRegLvlAllPubInsideGtlSWISUNormNorm2fmCon2Story5819161995GableCompShgVinylSdVinylSdNone0.0TATAPConcTATAMnUnf0Unf0686686GasAGdYSBrkr94898001928002052TA10Typ0NaNNaNNaN00NaNNaNN00228000072006WDNormal160000
10381039160RM1533PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhs2Story4619702008GableCompShgCemntBdCmentBdNone0.0TATACBlockTATANoUnf0Unf0546546GasATAYSBrkr79854601344001131TA6Typ1NaNNaNNaN00NaNNaNY000000052009WDNormal97000
1096109770RM6882PaveRegLvlAllPubInsideGtlIDOTRRNormNorm1Fam2Story6719142006GableCompShgWd SdngWd SdngNone0.0TATAPConcTATANoUnf0Unf0684684GasATAYSBrkr77358201355001131Gd7Typ0NaNNaNNaN00NaNNaNY1360115000032007WDNormal127000
1123112420RL9405PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story5919472008HipCompShgVinylSdVinylSdNone0.0TAExCBlockTATANoUnf0Unf0698698GasAExYSBrkr69800698011021TA4Typ0NaNNaNNaN00NaNNaNY02000000062009WDNormal118000
1131113220RL10712PaveRegLvlAllPubInsideGtlMitchelNormNorm1Fam1Story5519911992GableCompShgHdBoardHdBoardNone0.0TATAPConcGdTAMnBLQ212Unf0762974GasATAYSBrkr97400974001031TA5Typ0NaNNaNNaN00NaNNaNY0280000092007OthAbnorml93500
1137113850RL6342PaveRegLvlAllPubInsideGtlSawyerFeedrNorm1Fam1.5Fin5818751996GableCompShgVinylSdVinylSdNone0.0TAGdCBlockTATANoUnf0Unf0780780GasAGdNSBrkr78024001020001021TA6Typ0NaNNaNNaN00NaNNaNN00176000052010WDNormal94000
1143114420RL9000PaveRegLvlAllPubInsideGtlSawyerNormNorm1Fam1Story5319591959GableCompShgWd SdngPlywoodNone0.0TATACBlockTATANoGLQ288Unf07181006GasATAYSBrkr1006001006001031TA5Typ0NaNNaNNaN00NaNNaNY0240000072008WDNormal80000
1173117450RL18030PaveIR1BnkAllPubInsideGtlClearCrNormNorm1Fam1.5Fin5619461994GableCompShgMetalSdMetalSdNone0.0TATACBlockTATANoRec152BLQ4699771598GasATAYSBrkr16369714793086003031Ex12Maj11NaNNaNNaN00NaNNaNY12200000032007WDNormal200500
1179118020RL8335PaveRegLvlAllPubCornerGtlEdwardsNormNorm1Fam1Story5519541954GableCompShgWd SdngWd SdngNone0.0TATASlabNANANANA0NA000GasAGdYSBrkr1124001124001031TA5Min21NaNNaNNaN00NaNNaNN036190000042006WDNormal93000
1218121950RM6240PaveRegLvlAllPubInsideGtlBrkSideNormNorm1Fam1.5Fin4519471950GableCompShgAsbShngAsbShngNone0.0TATASlabNANANANA0NA000GasAGdNSBrkr6722400912001021TA3Typ0NaNNaNNaN00NaNNaNN000000072006WDNormal80500
12191220160RM1680PaveRegLvlAllPubInsideGtlBrDaleNormNormTwnhs2Story6519711971GableCompShgCemntBdCmentBdBrkFace236.0TATACBlockTATANoUnf0Unf0672672GasATAYSBrkr67254601218001131TA7Typ0NaNNaNNaN00NaNNaNN20100000042006WDAbnorml91500
1234123570RH8525PaveRegBnkAllPubInsideGtlSWISUNormNorm1Fam2Story5619111950GableCompShgMetalSdMetalSdNone0.0TATAPConcTATAAvUnf0Unf0940940GasATANFuseA102494001964001141TA7Typ0NaNNaNNaN00NaNNaNN019200000112008WDAbnorml130000
1257125830RL4060PaveRegLvlAllPubCornerGtlEdwardsFeedrNorm1Fam1Story5819221950GableCompShgWd SdngWd SdngNone0.0TATAPConcFaTANoUnf0Unf0864864GasAExYSBrkr86400864001021TA4Typ0NaNNaNNaN00NaNNaNY0960000072009WDNormal99900
1283128490RL9400PaveRegLowAllPubCornerGtlMitchelNormNormDuplex2Story6519711971MansardCompShgMetalSdWd ShngNone0.0TATACBlockTATAAvUnf0Unf0912912GasATAYSBrkr91291201824002242TA8Typ0NaNNaNNaN00NaNNaNY12800000042010WDNormal139000
1323132430RL5330PaveRegHLSAllPubInsideGtlBrkSideNormNorm1Fam1Story4719401950HipCompShgVinylSdVinylSdNone0.0FaTACBlockTATANoLwQ280Unf0140420GasAGdYSBrkr70800708001021Fa5Typ0NaNNaNNaN00NaNNaNY164000000122009WDNormal82500
1325132630RM3636PaveRegLvlAllPubInsideGtlIDOTRRNormNorm1Fam1Story4419221950GableCompShgAsbShngAsbShngNone0.0TATABrkTilTAFaNoUnf0Unf0796796GasAFaNSBrkr79600796001021TA5Typ0NaNNaNNaN00NaNNaNN00100000012008WDNormal55000
1326132730RH4270PaveRegBnkAllPubInsideModEdwardsNormNorm1Fam1Story3619312006GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoRec544Unf00544GasAExYSBrkr77400774001031Gd6Typ0NaNNaNNaN00NaNNaNY00286000052007WDNormal79000
1337133830RM4118PaveIR1BnkAllPubCornerModOldTownFeedrNorm1Fam1Story4419411950GableCompShgWd SdngWd SdngNone0.0TATACBlockTATANoUnf0Unf0693693GravFaNFuseA69300693001021Fa4Typ0NaNNaNNaN00NaNNaNN0200000032006WDNormal52500
1349135070RM5250PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam2Story8518721987GableCompShgMetalSdMetalSdNone0.0TAGdBrkTilTAFaNoLwQ259Unf0425684OthWFaNSBrkr93812152052358002041TA8Typ0NaNNaNNaN00NaNNaNY054200000122008WDNormal122000
1407140820RL8780PaveIR1LvlAllPubCornerGtlMitchelNormNorm1Fam1Story5519851985GableCompShgHdBoardPlywoodNone0.0TATACBlockTATANoALQ625Unf0208833GasAExYSBrkr83300833101031TA5Typ0NaNNaNNaN00NaNNaNY000000032009WDNormal112000
14491450180RM1533PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsSFoyer5719701970GableCompShgCemntBdCmentBdNone0.0TATACBlockGdTAAvGLQ553Unf077630GasAExYSBrkr63000630101011Ex3Typ0NaNNaNNaN00NaNNaNY000000082006WDAbnorml92000
1450145190RL9000PaveRegLvlAllPubFR2GtlNAmesNormNormDuplex2Story5519741974GableCompShgVinylSdVinylSdNone0.0TATACBlockGdTANoUnf0Unf0896896GasATAYSBrkr89689601792002242TA8Typ0NaNNaNNaN00NaNNaNY32450000092009WDNormal136000
1453145420RL17217PaveRegLvlAllPubInsideGtlMitchelNormNorm1Fam1Story5520062006GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoUnf0Unf011401140GasAExYSBrkr1140001140001031TA6Typ0NaNNaNNaN00NaNNaNY36560000072006WDAbnorml84500
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotArea Street LotShape LandContour \\\n", + "39 40 90 RL 6040 Pave Reg Lvl \n", + "48 49 190 RM 4456 Pave Reg Lvl \n", + "78 79 90 RL 10778 Pave Reg Lvl \n", + "88 89 50 C 8470 Pave IR1 Lvl \n", + "89 90 20 RL 8070 Pave Reg Lvl \n", + "99 100 20 RL 9320 Pave IR1 Lvl \n", + "108 109 50 RM 8500 Pave Reg Lvl \n", + "125 126 190 RM 6780 Pave Reg Lvl \n", + "127 128 45 RM 4388 Pave IR1 Bnk \n", + "140 141 20 RL 10500 Pave Reg Lvl \n", + "148 149 20 RL 7500 Pave Reg Lvl \n", + "155 156 50 RL 9600 Pave Reg Lvl \n", + "163 164 45 RL 5500 Pave Reg Lvl \n", + "165 166 190 RL 10106 Pave Reg Lvl \n", + "198 199 75 RM 5520 Pave Reg Lvl \n", + "210 211 30 RL 5604 Pave Reg Lvl \n", + "241 242 30 RM 3880 Pave Reg Lvl \n", + "250 251 30 RL 5350 Pave IR1 Lvl \n", + "287 288 20 RL 8125 Pave IR1 Lvl \n", + "291 292 190 RL 5687 Pave Reg Bnk \n", + "307 308 50 RM 7920 Pave IR1 Lvl \n", + "375 376 30 RL 10020 Pave IR1 Low \n", + "386 387 50 RL 8410 Pave Reg Lvl \n", + "393 394 30 RL 7446 Pave Reg Lvl \n", + "431 432 50 RM 5586 Pave IR1 Bnk \n", + "434 435 180 RM 1890 Pave Reg Lvl \n", + "441 442 90 RL 12108 Pave Reg Lvl \n", + "464 465 20 RL 8430 Pave Reg HLS \n", + "495 496 30 C 7879 Pave Reg Lvl \n", + "520 521 190 RL 10800 Pave Reg Lvl \n", + "528 529 30 RL 9098 Pave IR1 Lvl \n", + "533 534 20 RL 5000 Pave Reg Low \n", + "535 536 190 RL 7000 Pave Reg Lvl \n", + "562 563 30 RL 13907 Pave Reg Lvl \n", + "582 583 90 RL 11841 Grvl Reg Lvl \n", + "613 614 20 RL 8402 Pave Reg Lvl \n", + "614 615 180 RM 1491 Pave Reg Lvl \n", + "620 621 30 RL 8248 Pave Reg Lvl \n", + "635 636 190 RH 10896 Pave Reg Bnk \n", + "636 637 30 RM 6120 Pave Reg Lvl \n", + "638 639 30 RL 8777 Pave Reg Lvl \n", + "649 650 180 RM 1936 Pave Reg Lvl \n", + "705 706 190 RM 5600 Pave Reg Lvl \n", + "710 711 30 RL 4130 Pave IR1 Lvl \n", + "738 739 90 RL 10800 Pave Reg Lvl \n", + "750 751 50 RM 8800 Pave Reg Lvl \n", + "784 785 75 RM 6300 Pave Reg Lvl \n", + "826 827 45 RM 6130 Pave Reg Lvl \n", + "843 844 90 RL 8000 Pave Reg Lvl \n", + "921 922 90 RL 8777 Pave Reg Lvl \n", + "942 943 90 RL 7711 Pave IR1 Lvl \n", + "954 955 90 RL 9400 Pave IR1 Lvl \n", + "960 961 20 RL 7207 Pave IR1 Lvl \n", + "968 969 50 RM 5925 Pave Reg Lvl \n", + "970 971 50 RL 10800 Pave Reg Lvl \n", + "976 977 30 RL 5900 Pave IR1 Bnk \n", + "1009 1010 50 RL 6000 Pave Reg Lvl \n", + "1011 1012 90 RL 9825 Pave Reg Lvl \n", + "1030 1031 190 RH 7082 Pave Reg Lvl \n", + "1038 1039 160 RM 1533 Pave Reg Lvl \n", + "1096 1097 70 RM 6882 Pave Reg Lvl \n", + "1123 1124 20 RL 9405 Pave Reg Lvl \n", + "1131 1132 20 RL 10712 Pave Reg Lvl \n", + "1137 1138 50 RL 6342 Pave Reg Lvl \n", + "1143 1144 20 RL 9000 Pave Reg Lvl \n", + "1173 1174 50 RL 18030 Pave IR1 Bnk \n", + "1179 1180 20 RL 8335 Pave Reg Lvl \n", + "1218 1219 50 RM 6240 Pave Reg Lvl \n", + "1219 1220 160 RM 1680 Pave Reg Lvl \n", + "1234 1235 70 RH 8525 Pave Reg Bnk \n", + "1257 1258 30 RL 4060 Pave Reg Lvl \n", + "1283 1284 90 RL 9400 Pave Reg Low \n", + "1323 1324 30 RL 5330 Pave Reg HLS \n", + "1325 1326 30 RM 3636 Pave Reg Lvl \n", + "1326 1327 30 RH 4270 Pave Reg Bnk \n", + "1337 1338 30 RM 4118 Pave IR1 Bnk \n", + "1349 1350 70 RM 5250 Pave Reg Lvl \n", + "1407 1408 20 RL 8780 Pave IR1 Lvl \n", + "1449 1450 180 RM 1533 Pave Reg Lvl \n", + "1450 1451 90 RL 9000 Pave Reg Lvl \n", + "1453 1454 20 RL 17217 Pave Reg Lvl \n", + "\n", + " Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 \\\n", + "39 AllPub Inside Gtl Edwards Norm Norm \n", + "48 AllPub Inside Gtl OldTown Norm Norm \n", + "78 AllPub Inside Gtl Sawyer Norm Norm \n", + "88 AllPub Corner Gtl IDOTRR Feedr Feedr \n", + "89 AllPub Inside Gtl CollgCr Norm Norm \n", + "99 AllPub Inside Gtl NAmes Norm Norm \n", + "108 AllPub Corner Gtl IDOTRR Artery Norm \n", + "125 AllPub Inside Gtl IDOTRR Norm Norm \n", + "127 AllPub Inside Gtl OldTown Feedr Norm \n", + "140 AllPub FR2 Gtl NAmes Norm Norm \n", + "148 AllPub Inside Gtl SawyerW Norm Norm \n", + "155 AllPub Corner Gtl Edwards Artery Norm \n", + "163 AllPub Inside Gtl OldTown Norm Norm \n", + "165 AllPub Inside Gtl Edwards Norm Norm \n", + "198 AllPub Corner Gtl OldTown Norm Norm \n", + "210 AllPub Inside Gtl Edwards Norm Norm \n", + "241 AllPub Inside Gtl OldTown Norm Norm \n", + "250 AllPub Inside Gtl BrkSide Norm Norm \n", + "287 AllPub Corner Gtl NAmes Norm Norm \n", + "291 AllPub Inside Gtl SWISU Norm Norm \n", + "307 AllPub Inside Gtl IDOTRR Artery Norm \n", + "375 AllPub Inside Sev Edwards Norm Norm \n", + "386 AllPub FR2 Gtl Edwards Feedr Norm \n", + "393 AllPub Corner Gtl BrkSide Feedr Norm \n", + "431 AllPub Inside Gtl OldTown Feedr Norm \n", + "434 AllPub Inside Gtl MeadowV Norm Norm \n", + "441 AllPub Inside Gtl Edwards Norm Norm \n", + "464 AllPub Inside Mod CollgCr Norm Norm \n", + "495 AllPub Inside Gtl IDOTRR Norm Norm \n", + "520 AllPub Inside Gtl OldTown Norm Norm \n", + "528 AllPub Inside Gtl Edwards Norm Norm \n", + "533 AllPub Inside Mod BrkSide Norm Norm \n", + "535 AllPub Inside Gtl Edwards Norm Norm \n", + "562 AllPub Inside Gtl Edwards Norm Norm \n", + "582 AllPub Inside Gtl Edwards Norm Norm \n", + "613 AllPub Inside Gtl Mitchel Feedr Norm \n", + "614 AllPub Inside Gtl MeadowV Norm Norm \n", + "620 AllPub Inside Gtl Edwards Norm Norm \n", + "635 AllPub Inside Gtl SWISU Feedr Norm \n", + "636 AllPub Inside Gtl BrkSide Norm Norm \n", + "638 AllPub Inside Gtl Edwards Feedr Norm \n", + "649 AllPub Inside Gtl MeadowV Norm Norm \n", + "705 AllPub Inside Gtl IDOTRR Norm Norm \n", + "710 AllPub Inside Gtl BrkSide Norm Norm \n", + "738 AllPub Inside Gtl Edwards Norm Norm \n", + "750 AllPub Corner Gtl OldTown Norm Norm \n", + "784 AllPub Inside Gtl OldTown Norm Norm \n", + "826 AllPub Inside Gtl BrkSide Norm Norm \n", + "843 AllPub Corner Gtl NAmes Artery Norm \n", + "921 AllPub Inside Gtl Edwards Feedr Norm \n", + "942 AllPub Inside Gtl Edwards Norm Norm \n", + "954 AllPub CulDSac Gtl Edwards Norm Norm \n", + "960 AllPub Inside Gtl BrkSide Norm Norm \n", + "968 AllPub Inside Gtl OldTown Norm Norm \n", + "970 AllPub Inside Gtl NAmes Norm Norm \n", + "976 AllPub Inside Gtl BrkSide Norm Norm \n", + "1009 AllPub Inside Gtl SWISU Norm Norm \n", + "1011 AllPub Inside Gtl Edwards Norm Norm \n", + "1030 AllPub Inside Gtl SWISU Norm Norm \n", + "1038 AllPub Inside Gtl MeadowV Norm Norm \n", + "1096 AllPub Inside Gtl IDOTRR Norm Norm \n", + "1123 AllPub Inside Gtl Edwards Norm Norm \n", + "1131 AllPub Inside Gtl Mitchel Norm Norm \n", + "1137 AllPub Inside Gtl Sawyer Feedr Norm \n", + "1143 AllPub Inside Gtl Sawyer Norm Norm \n", + "1173 AllPub Inside Gtl ClearCr Norm Norm \n", + "1179 AllPub Corner Gtl Edwards Norm Norm \n", + "1218 AllPub Inside Gtl BrkSide Norm Norm \n", + "1219 AllPub Inside Gtl BrDale Norm Norm \n", + "1234 AllPub Inside Gtl SWISU Norm Norm \n", + "1257 AllPub Corner Gtl Edwards Feedr Norm \n", + "1283 AllPub Corner Gtl Mitchel Norm Norm \n", + "1323 AllPub Inside Gtl BrkSide Norm Norm \n", + "1325 AllPub Inside Gtl IDOTRR Norm Norm \n", + "1326 AllPub Inside Mod Edwards Norm Norm \n", + "1337 AllPub Corner Mod OldTown Feedr Norm \n", + "1349 AllPub Inside Gtl OldTown Norm Norm \n", + "1407 AllPub Corner Gtl Mitchel Norm Norm \n", + "1449 AllPub Inside Gtl MeadowV Norm Norm \n", + "1450 AllPub FR2 Gtl NAmes Norm Norm \n", + "1453 AllPub Inside Gtl Mitchel Norm Norm \n", + "\n", + " BldgType HouseStyle OverallQual OverallCond YearBuilt YearRemodAdd \\\n", + "39 Duplex 1Story 4 5 1955 1955 \n", + "48 2fmCon 2Story 4 5 1920 2008 \n", + "78 Duplex 1Story 4 5 1968 1968 \n", + "88 1Fam 1.5Fin 3 2 1915 1982 \n", + "89 1Fam 1Story 4 5 1994 1995 \n", + "99 1Fam 1Story 4 5 1959 1959 \n", + "108 1Fam 1.5Fin 5 7 1919 2005 \n", + "125 2fmCon 1.5Fin 6 8 1935 1982 \n", + "127 1Fam 1.5Unf 5 7 1930 1950 \n", + "140 1Fam 1Story 4 5 1971 1971 \n", + "148 1Fam 1Story 7 5 2004 2005 \n", + "155 1Fam 1.5Fin 6 5 1924 1950 \n", + "163 1Fam 1.5Unf 4 6 1956 1956 \n", + "165 2fmCon 1.5Fin 5 7 1940 1999 \n", + "198 1Fam 2.5Fin 6 6 1912 1950 \n", + "210 1Fam 1Story 5 6 1925 1950 \n", + "241 1Fam 1Story 5 9 1945 1997 \n", + "250 1Fam 1Story 3 2 1940 1966 \n", + "287 1Fam 1Story 4 4 1971 1971 \n", + "291 2fmCon 2Story 5 6 1912 2000 \n", + "307 1Fam 1.5Fin 6 7 1920 1950 \n", + "375 1Fam 1Story 1 1 1922 1950 \n", + "386 1Fam 1.5Fin 5 3 1910 1996 \n", + "393 1Fam 1Story 4 5 1941 1950 \n", + "431 1Fam 1.5Fin 6 7 1920 1998 \n", + "434 Twnhs SFoyer 4 7 1972 1972 \n", + "441 Duplex 1Story 4 4 1955 1955 \n", + "464 1Fam 1Story 5 5 1978 1978 \n", + "495 1Fam 1Story 4 5 1920 1950 \n", + "520 2fmCon 2Story 4 7 1900 2000 \n", + "528 1Fam 1Story 4 7 1920 2002 \n", + "533 1Fam 1Story 1 3 1946 1950 \n", + "535 2fmCon 2Story 5 7 1910 1991 \n", + "562 1Fam 1Story 5 6 1940 1969 \n", + "582 Duplex SFoyer 6 5 1990 1990 \n", + "613 1Fam 1Story 5 5 2007 2007 \n", + "614 TwnhsE SFoyer 4 6 1972 1972 \n", + "620 1Fam 1Story 3 3 1914 1950 \n", + "635 2fmCon 2.5Fin 6 7 1914 1995 \n", + "636 1Fam 1Story 2 3 1936 1950 \n", + "638 1Fam 1Story 5 7 1910 1950 \n", + "649 Twnhs SFoyer 4 6 1970 1970 \n", + "705 2fmCon 2Story 4 5 1930 1950 \n", + "710 1Fam 1Story 3 6 1935 2003 \n", + "738 Duplex 1Story 5 5 1987 1988 \n", + "750 1Fam 1.5Fin 4 7 1910 2004 \n", + "784 1Fam 2.5Unf 6 6 1914 2001 \n", + "826 1Fam 1.5Unf 5 6 1924 1950 \n", + "843 Duplex 1Story 5 4 1961 1961 \n", + "921 Duplex 1.5Fin 5 7 1900 2003 \n", + "942 Duplex 1Story 4 3 1977 1977 \n", + "954 Duplex SFoyer 6 5 1975 1975 \n", + "960 1Fam 1Story 5 7 1958 2008 \n", + "968 1Fam 1.5Fin 3 6 1910 1950 \n", + "970 1Fam 1.5Fin 4 4 1949 1950 \n", + "976 1Fam 1Story 4 7 1923 1958 \n", + "1009 1Fam 1.5Fin 5 5 1926 1950 \n", + "1011 Duplex 1Story 5 5 1965 1965 \n", + "1030 2fmCon 2Story 5 8 1916 1995 \n", + "1038 Twnhs 2Story 4 6 1970 2008 \n", + "1096 1Fam 2Story 6 7 1914 2006 \n", + "1123 1Fam 1Story 5 9 1947 2008 \n", + "1131 1Fam 1Story 5 5 1991 1992 \n", + "1137 1Fam 1.5Fin 5 8 1875 1996 \n", + "1143 1Fam 1Story 5 3 1959 1959 \n", + "1173 1Fam 1.5Fin 5 6 1946 1994 \n", + "1179 1Fam 1Story 5 5 1954 1954 \n", + "1218 1Fam 1.5Fin 4 5 1947 1950 \n", + "1219 Twnhs 2Story 6 5 1971 1971 \n", + "1234 1Fam 2Story 5 6 1911 1950 \n", + "1257 1Fam 1Story 5 8 1922 1950 \n", + "1283 Duplex 2Story 6 5 1971 1971 \n", + "1323 1Fam 1Story 4 7 1940 1950 \n", + "1325 1Fam 1Story 4 4 1922 1950 \n", + "1326 1Fam 1Story 3 6 1931 2006 \n", + "1337 1Fam 1Story 4 4 1941 1950 \n", + "1349 1Fam 2Story 8 5 1872 1987 \n", + "1407 1Fam 1Story 5 5 1985 1985 \n", + "1449 Twnhs SFoyer 5 7 1970 1970 \n", + "1450 Duplex 2Story 5 5 1974 1974 \n", + "1453 1Fam 1Story 5 5 2006 2006 \n", + "\n", + " RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType MasVnrArea \\\n", + "39 Gable CompShg AsbShng Plywood None 0.0 \n", + "48 Gable CompShg MetalSd MetalSd None 0.0 \n", + "78 Hip CompShg HdBoard HdBoard None 0.0 \n", + "88 Hip CompShg Plywood Plywood None 0.0 \n", + "89 Gable CompShg VinylSd VinylSd None 0.0 \n", + "99 Gable CompShg Plywood Plywood None 0.0 \n", + "108 Gable CompShg CemntBd CmentBd None 0.0 \n", + "125 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "127 Gable CompShg WdShing Wd Sdng None 0.0 \n", + "140 Gable CompShg HdBoard HdBoard None 0.0 \n", + "148 Gable CompShg VinylSd VinylSd BrkFace 120.0 \n", + "155 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "163 Gable CompShg MetalSd MetalSd None 0.0 \n", + "165 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "198 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "210 Gable CompShg Stucco Stucco None 0.0 \n", + "241 Gable CompShg VinylSd VinylSd None 0.0 \n", + "250 Gable CompShg Wd Sdng Plywood None 0.0 \n", + "287 Gable CompShg HdBoard HdBoard None 0.0 \n", + "291 Gable CompShg VinylSd VinylSd None 0.0 \n", + "307 Gable CompShg MetalSd MetalSd None 0.0 \n", + "375 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "386 Gambrel CompShg Wd Sdng VinylSd None 0.0 \n", + "393 Gable CompShg WdShing Wd Shng None 0.0 \n", + "431 Gable CompShg MetalSd MetalSd None 0.0 \n", + "434 Gable CompShg CemntBd CmentBd None 0.0 \n", + "441 Gable CompShg VinylSd VinylSd BrkFace 270.0 \n", + "464 Gable CompShg HdBoard HdBoard BrkFace 136.0 \n", + "495 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "520 Gable CompShg MetalSd MetalSd None 0.0 \n", + "528 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "533 Gable CompShg VinylSd VinylSd None 0.0 \n", + "535 Gable CompShg MetalSd MetalSd None 0.0 \n", + "562 Gable CompShg WdShing Wd Shng None 0.0 \n", + "582 Gable CompShg HdBoard HdBoard BrkFace 104.0 \n", + "613 Gable CompShg VinylSd VinylSd None 0.0 \n", + "614 Gable CompShg CemntBd CmentBd None 0.0 \n", + "620 Gable CompShg Stucco Stucco None 0.0 \n", + "635 Hip CompShg VinylSd VinylSd None 0.0 \n", + "636 Gable CompShg AsbShng AsbShng None 0.0 \n", + "638 Gable CompShg MetalSd Wd Sdng None 0.0 \n", + "649 Gable CompShg CemntBd CmentBd None 0.0 \n", + "705 Hip CompShg VinylSd Wd Shng None 0.0 \n", + "710 Gable CompShg VinylSd VinylSd None 0.0 \n", + "738 Gable CompShg Plywood Plywood None 0.0 \n", + "750 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "784 Gable CompShg Wd Sdng Wd Shng None 0.0 \n", + "826 Gable CompShg MetalSd MetalSd None 0.0 \n", + "843 Gable CompShg BrkFace BrkFace None 0.0 \n", + "921 Gable CompShg MetalSd MetalSd None 0.0 \n", + "942 Gable CompShg MetalSd MetalSd None 0.0 \n", + "954 Flat Tar&Grv WdShing Plywood BrkFace 250.0 \n", + "960 Gable CompShg Wd Sdng Plywood None 0.0 \n", + "968 Gable CompShg VinylSd VinylSd None 0.0 \n", + "970 Gable CompShg AsbShng AsbShng None 0.0 \n", + "976 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1009 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1011 Hip CompShg AsphShn AsphShn None 0.0 \n", + "1030 Gable CompShg VinylSd VinylSd None 0.0 \n", + "1038 Gable CompShg CemntBd CmentBd None 0.0 \n", + "1096 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1123 Hip CompShg VinylSd VinylSd None 0.0 \n", + "1131 Gable CompShg HdBoard HdBoard None 0.0 \n", + "1137 Gable CompShg VinylSd VinylSd None 0.0 \n", + "1143 Gable CompShg Wd Sdng Plywood None 0.0 \n", + "1173 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1179 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1218 Gable CompShg AsbShng AsbShng None 0.0 \n", + "1219 Gable CompShg CemntBd CmentBd BrkFace 236.0 \n", + "1234 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1257 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1283 Mansard CompShg MetalSd Wd Shng None 0.0 \n", + "1323 Hip CompShg VinylSd VinylSd None 0.0 \n", + "1325 Gable CompShg AsbShng AsbShng None 0.0 \n", + "1326 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1337 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1349 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1407 Gable CompShg HdBoard Plywood None 0.0 \n", + "1449 Gable CompShg CemntBd CmentBd None 0.0 \n", + "1450 Gable CompShg VinylSd VinylSd None 0.0 \n", + "1453 Gable CompShg VinylSd VinylSd None 0.0 \n", + "\n", + " ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n", + "39 TA TA PConc NA NA NA \n", + "48 TA TA BrkTil TA TA No \n", + "78 TA TA CBlock TA TA No \n", + "88 Fa Fa CBlock TA Fa No \n", + "89 TA TA PConc Gd TA No \n", + "99 TA TA CBlock TA TA No \n", + "108 TA TA CBlock TA TA No \n", + "125 TA Fa CBlock TA TA Av \n", + "127 TA Gd BrkTil TA TA No \n", + "140 TA TA CBlock TA TA No \n", + "148 TA TA PConc Gd TA No \n", + "155 TA TA BrkTil TA TA No \n", + "163 TA TA CBlock TA TA No \n", + "165 TA Gd BrkTil TA TA No \n", + "198 TA TA CBlock TA TA No \n", + "210 TA TA CBlock TA TA No \n", + "241 TA Gd CBlock TA TA No \n", + "250 TA Po CBlock TA TA No \n", + "287 TA TA CBlock TA TA No \n", + "291 TA Fa PConc TA Fa No \n", + "307 TA Fa CBlock TA TA No \n", + "375 Fa Fa BrkTil Fa Po Gd \n", + "386 TA Fa PConc TA TA No \n", + "393 TA TA CBlock TA TA No \n", + "431 TA TA BrkTil TA TA No \n", + "434 TA Gd CBlock Gd TA Av \n", + "441 TA TA CBlock TA TA No \n", + "464 TA TA CBlock Gd TA No \n", + "495 TA TA CBlock TA TA No \n", + "520 TA TA BrkTil NA NA NA \n", + "528 TA TA BrkTil TA TA Mn \n", + "533 Fa Fa Slab NA NA NA \n", + "535 TA TA CBlock Gd TA Gd \n", + "562 TA TA CBlock TA TA No \n", + "582 TA Gd CBlock Gd TA Av \n", + "613 TA TA PConc Gd TA No \n", + "614 TA TA CBlock Gd TA Av \n", + "620 TA TA BrkTil TA TA No \n", + "635 Fa TA CBlock TA Fa No \n", + "636 Fa Fa BrkTil TA Fa No \n", + "638 TA TA CBlock Fa TA No \n", + "649 TA TA CBlock Gd TA Av \n", + "705 Fa Fa Slab NA NA NA \n", + "710 Gd TA CBlock TA TA No \n", + "738 TA TA CBlock Gd Gd Gd \n", + "750 TA TA BrkTil TA Fa No \n", + "784 TA TA CBlock TA TA No \n", + "826 TA TA BrkTil TA TA No \n", + "843 TA TA CBlock TA TA No \n", + "921 TA TA CBlock TA TA No \n", + "942 TA TA PConc Gd TA Gd \n", + "954 TA TA CBlock Gd Gd Gd \n", + "960 TA Gd CBlock TA TA Gd \n", + "968 TA TA BrkTil TA TA No \n", + "970 TA TA CBlock TA TA No \n", + "976 TA TA PConc Gd TA No \n", + "1009 TA Fa BrkTil TA TA No \n", + "1011 TA TA CBlock NA NA NA \n", + "1030 TA TA PConc TA TA Mn \n", + "1038 TA TA CBlock TA TA No \n", + "1096 TA TA PConc TA TA No \n", + "1123 TA Ex CBlock TA TA No \n", + "1131 TA TA PConc Gd TA Mn \n", + "1137 TA Gd CBlock TA TA No \n", + "1143 TA TA CBlock TA TA No \n", + "1173 TA TA CBlock TA TA No \n", + "1179 TA TA Slab NA NA NA \n", + "1218 TA TA Slab NA NA NA \n", + "1219 TA TA CBlock TA TA No \n", + "1234 TA TA PConc TA TA Av \n", + "1257 TA TA PConc Fa TA No \n", + "1283 TA TA CBlock TA TA Av \n", + "1323 Fa TA CBlock TA TA No \n", + "1325 TA TA BrkTil TA Fa No \n", + "1326 TA TA BrkTil TA TA No \n", + "1337 TA TA CBlock TA TA No \n", + "1349 TA Gd BrkTil TA Fa No \n", + "1407 TA TA CBlock TA TA No \n", + "1449 TA TA CBlock Gd TA Av \n", + "1450 TA TA CBlock Gd TA No \n", + "1453 TA TA PConc Gd TA No \n", + "\n", + " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF \\\n", + "39 NA 0 NA 0 0 \n", + "48 Unf 0 Unf 0 736 \n", + "78 Unf 0 Unf 0 1768 \n", + "88 Unf 0 Unf 0 1013 \n", + "89 GLQ 588 Unf 0 402 \n", + "99 ALQ 569 Unf 0 381 \n", + "108 Unf 0 Unf 0 793 \n", + "125 GLQ 490 Unf 0 30 \n", + "127 LwQ 116 Unf 0 556 \n", + "140 ALQ 432 Unf 0 432 \n", + "148 GLQ 680 Unf 0 400 \n", + "155 Unf 0 Unf 0 572 \n", + "163 Unf 0 Unf 0 882 \n", + "165 ALQ 351 Rec 181 112 \n", + "198 Unf 0 Unf 0 755 \n", + "210 Rec 468 Unf 0 396 \n", + "241 ALQ 329 Unf 0 357 \n", + "250 Unf 0 Unf 0 728 \n", + "287 BLQ 614 Unf 0 244 \n", + "291 Rec 210 Unf 0 570 \n", + "307 Unf 0 Unf 0 319 \n", + "375 BLQ 350 Unf 0 333 \n", + "386 Unf 0 Unf 0 658 \n", + "393 Rec 266 Unf 0 522 \n", + "431 Unf 0 Unf 0 901 \n", + "434 ALQ 495 Unf 0 135 \n", + "441 ALQ 133 Unf 0 1307 \n", + "464 Rec 616 Unf 0 424 \n", + "495 Rec 495 Unf 0 225 \n", + "520 NA 0 NA 0 0 \n", + "528 ALQ 348 Unf 0 180 \n", + "533 NA 0 NA 0 0 \n", + "535 GLQ 969 Unf 0 148 \n", + "562 BLQ 290 Unf 0 706 \n", + "582 GLQ 816 Unf 0 0 \n", + "613 ALQ 206 Unf 0 914 \n", + "614 LwQ 150 GLQ 480 0 \n", + "620 BLQ 41 Unf 0 823 \n", + "635 LwQ 256 Unf 0 1184 \n", + "636 Unf 0 Unf 0 264 \n", + "638 Unf 0 Unf 0 796 \n", + "649 BLQ 131 GLQ 499 0 \n", + "705 NA 0 NA 0 0 \n", + "710 Unf 0 Unf 0 270 \n", + "738 GLQ 1200 Unf 0 0 \n", + "750 Unf 0 Unf 0 576 \n", + "784 Unf 0 Unf 0 742 \n", + "826 ALQ 784 Unf 0 0 \n", + "843 Unf 0 Unf 0 1800 \n", + "921 ALQ 1084 Unf 0 188 \n", + "942 GLQ 1440 Unf 0 0 \n", + "954 GLQ 945 Unf 0 0 \n", + "960 BLQ 696 Unf 0 162 \n", + "968 Unf 0 Unf 0 600 \n", + "970 Unf 0 Unf 0 720 \n", + "976 Unf 0 Unf 0 440 \n", + "1009 Unf 0 Unf 0 1008 \n", + "1011 NA 0 NA 0 0 \n", + "1030 Unf 0 Unf 0 686 \n", + "1038 Unf 0 Unf 0 546 \n", + "1096 Unf 0 Unf 0 684 \n", + "1123 Unf 0 Unf 0 698 \n", + "1131 BLQ 212 Unf 0 762 \n", + "1137 Unf 0 Unf 0 780 \n", + "1143 GLQ 288 Unf 0 718 \n", + "1173 Rec 152 BLQ 469 977 \n", + "1179 NA 0 NA 0 0 \n", + "1218 NA 0 NA 0 0 \n", + "1219 Unf 0 Unf 0 672 \n", + "1234 Unf 0 Unf 0 940 \n", + "1257 Unf 0 Unf 0 864 \n", + "1283 Unf 0 Unf 0 912 \n", + "1323 LwQ 280 Unf 0 140 \n", + "1325 Unf 0 Unf 0 796 \n", + "1326 Rec 544 Unf 0 0 \n", + "1337 Unf 0 Unf 0 693 \n", + "1349 LwQ 259 Unf 0 425 \n", + "1407 ALQ 625 Unf 0 208 \n", + "1449 GLQ 553 Unf 0 77 \n", + "1450 Unf 0 Unf 0 896 \n", + "1453 Unf 0 Unf 0 1140 \n", + "\n", + " TotalBsmtSF Heating HeatingQC CentralAir Electrical FirstFlrSF \\\n", + "39 0 GasA TA N FuseP 1152 \n", + "48 736 GasA Gd Y SBrkr 736 \n", + "78 1768 GasA TA N SBrkr 1768 \n", + "88 1013 GasA TA N SBrkr 1013 \n", + "89 990 GasA Ex Y SBrkr 990 \n", + "99 950 GasA Fa Y SBrkr 1225 \n", + "108 793 GasW TA N FuseF 997 \n", + "125 520 GasA Gd N SBrkr 520 \n", + "127 672 GasA Ex Y SBrkr 840 \n", + "140 864 GasA TA Y SBrkr 864 \n", + "148 1080 GasA Ex Y SBrkr 1080 \n", + "155 572 Grav Fa N FuseF 572 \n", + "163 882 GasA Ex Y SBrkr 882 \n", + "165 644 GasA Gd Y SBrkr 808 \n", + "198 755 GasA Ex Y SBrkr 929 \n", + "210 864 GasA TA N FuseA 864 \n", + "241 686 GasA Gd Y SBrkr 866 \n", + "250 728 GasA Ex Y SBrkr 1306 \n", + "287 858 GasA TA Y SBrkr 858 \n", + "291 780 GasA Ex N SBrkr 936 \n", + "307 319 GasA TA Y FuseA 1035 \n", + "375 683 GasA Gd N FuseA 904 \n", + "386 658 GasA TA Y SBrkr 658 \n", + "393 788 GasA TA Y FuseA 788 \n", + "431 901 GasA Gd Y SBrkr 1088 \n", + "434 630 GasA Gd Y SBrkr 630 \n", + "441 1440 GasA TA N FuseF 1440 \n", + "464 1040 GasA TA Y SBrkr 1040 \n", + "495 720 GasA TA N FuseA 720 \n", + "520 0 GasA TA N FuseA 694 \n", + "528 528 GasA Ex Y SBrkr 605 \n", + "533 0 GasA Fa N FuseF 334 \n", + "535 1117 GasA TA Y SBrkr 820 \n", + "562 996 GasA Ex Y SBrkr 996 \n", + "582 816 GasA TA Y SBrkr 816 \n", + "613 1120 GasA Ex Y SBrkr 1120 \n", + "614 630 GasA Ex Y SBrkr 630 \n", + "620 864 GasA TA N FuseF 864 \n", + "635 1440 GasA Ex Y FuseA 1440 \n", + "636 264 Grav Fa N FuseA 800 \n", + "638 796 GasA Gd Y FuseA 796 \n", + "649 630 GasA Gd Y SBrkr 630 \n", + "705 0 GasA Fa N SBrkr 372 \n", + "710 270 GasA Gd Y SBrkr 729 \n", + "738 1200 GasA TA Y SBrkr 1200 \n", + "750 576 GasA Gd Y SBrkr 792 \n", + "784 742 GasA Ex Y SBrkr 742 \n", + "826 784 GasA Gd Y SBrkr 784 \n", + "843 1800 GasA Ex N SBrkr 1800 \n", + "921 1272 GasA Gd Y SBrkr 1272 \n", + "942 1440 GasA TA Y SBrkr 1440 \n", + "954 945 GasA TA Y SBrkr 980 \n", + "960 858 GasA Gd Y SBrkr 858 \n", + "968 600 Grav Fa N SBrkr 600 \n", + "970 720 GasA TA N FuseA 720 \n", + "976 440 GasA TA Y FuseA 869 \n", + "1009 1008 GasA Ex Y SBrkr 1008 \n", + "1011 0 GasA TA N SBrkr 1664 \n", + "1030 686 GasA Gd Y SBrkr 948 \n", + "1038 546 GasA TA Y SBrkr 798 \n", + "1096 684 GasA TA Y SBrkr 773 \n", + "1123 698 GasA Ex Y SBrkr 698 \n", + "1131 974 GasA TA Y SBrkr 974 \n", + "1137 780 GasA Gd N SBrkr 780 \n", + "1143 1006 GasA TA Y SBrkr 1006 \n", + "1173 1598 GasA TA Y SBrkr 1636 \n", + "1179 0 GasA Gd Y SBrkr 1124 \n", + "1218 0 GasA Gd N SBrkr 672 \n", + "1219 672 GasA TA Y SBrkr 672 \n", + "1234 940 GasA TA N FuseA 1024 \n", + "1257 864 GasA Ex Y SBrkr 864 \n", + "1283 912 GasA TA Y SBrkr 912 \n", + "1323 420 GasA Gd Y SBrkr 708 \n", + "1325 796 GasA Fa N SBrkr 796 \n", + "1326 544 GasA Ex Y SBrkr 774 \n", + "1337 693 Grav Fa N FuseA 693 \n", + "1349 684 OthW Fa N SBrkr 938 \n", + "1407 833 GasA Ex Y SBrkr 833 \n", + "1449 630 GasA Ex Y SBrkr 630 \n", + "1450 896 GasA TA Y SBrkr 896 \n", + "1453 1140 GasA Ex Y SBrkr 1140 \n", + "\n", + " SecondFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath \\\n", + "39 0 0 1152 0 0 \n", + "48 716 0 1452 0 0 \n", + "78 0 0 1768 0 0 \n", + "88 0 513 1526 0 0 \n", + "89 0 0 990 1 0 \n", + "99 0 0 1225 1 0 \n", + "108 520 0 1517 0 0 \n", + "125 0 234 754 1 0 \n", + "127 0 0 840 0 0 \n", + "140 0 0 864 0 0 \n", + "148 0 0 1080 1 0 \n", + "155 524 0 1096 0 0 \n", + "163 0 0 882 0 0 \n", + "165 547 0 1355 1 0 \n", + "198 929 371 2229 0 0 \n", + "210 0 0 864 1 0 \n", + "241 0 0 866 0 0 \n", + "250 0 0 1306 0 0 \n", + "287 0 0 858 0 0 \n", + "291 780 0 1716 1 0 \n", + "307 371 0 1406 0 0 \n", + "375 0 0 904 1 0 \n", + "386 526 0 1184 0 0 \n", + "393 0 0 788 0 0 \n", + "431 110 0 1198 0 0 \n", + "434 0 0 630 1 0 \n", + "441 0 0 1440 0 0 \n", + "464 0 0 1040 0 0 \n", + "495 0 0 720 0 0 \n", + "520 600 0 1294 0 0 \n", + "528 0 0 605 1 0 \n", + "533 0 0 334 0 0 \n", + "535 527 0 1347 1 0 \n", + "562 0 0 996 1 0 \n", + "582 0 0 816 1 0 \n", + "613 0 0 1120 0 0 \n", + "614 0 0 630 1 0 \n", + "620 0 0 864 1 0 \n", + "635 1440 515 3395 0 0 \n", + "636 0 0 800 0 0 \n", + "638 0 0 796 0 0 \n", + "649 0 0 630 1 0 \n", + "705 720 0 1092 0 0 \n", + "710 0 0 729 0 0 \n", + "738 0 0 1200 3 0 \n", + "750 348 0 1140 0 0 \n", + "784 742 0 1484 0 0 \n", + "826 0 0 784 1 0 \n", + "843 0 0 1800 0 0 \n", + "921 928 0 2200 2 0 \n", + "942 0 0 1440 2 0 \n", + "954 0 0 980 0 2 \n", + "960 0 0 858 1 0 \n", + "968 368 0 968 0 0 \n", + "970 472 0 1192 0 0 \n", + "976 0 0 869 0 0 \n", + "1009 0 514 1522 0 0 \n", + "1011 0 0 1664 0 0 \n", + "1030 980 0 1928 0 0 \n", + "1038 546 0 1344 0 0 \n", + "1096 582 0 1355 0 0 \n", + "1123 0 0 698 0 1 \n", + "1131 0 0 974 0 0 \n", + "1137 240 0 1020 0 0 \n", + "1143 0 0 1006 0 0 \n", + "1173 971 479 3086 0 0 \n", + "1179 0 0 1124 0 0 \n", + "1218 240 0 912 0 0 \n", + "1219 546 0 1218 0 0 \n", + "1234 940 0 1964 0 0 \n", + "1257 0 0 864 0 0 \n", + "1283 912 0 1824 0 0 \n", + "1323 0 0 708 0 0 \n", + "1325 0 0 796 0 0 \n", + "1326 0 0 774 0 0 \n", + "1337 0 0 693 0 0 \n", + "1349 1215 205 2358 0 0 \n", + "1407 0 0 833 1 0 \n", + "1449 0 0 630 1 0 \n", + "1450 896 0 1792 0 0 \n", + "1453 0 0 1140 0 0 \n", + "\n", + " FullBath HalfBath BedroomAbvGr KitchenAbvGr KitchenQual \\\n", + "39 2 0 2 2 Fa \n", + "48 2 0 2 3 TA \n", + "78 2 0 4 2 TA \n", + "88 1 0 2 1 Fa \n", + "89 1 0 3 1 TA \n", + "99 1 1 3 1 TA \n", + "108 2 0 3 1 Fa \n", + "125 1 0 2 1 TA \n", + "127 1 0 3 1 TA \n", + "140 1 0 3 1 TA \n", + "148 1 0 3 1 Gd \n", + "155 1 0 2 1 TA \n", + "163 1 0 1 1 TA \n", + "165 2 0 4 2 TA \n", + "198 1 0 5 1 TA \n", + "210 1 0 2 1 TA \n", + "241 1 0 2 1 Gd \n", + "250 1 0 3 1 Fa \n", + "287 1 0 3 1 TA \n", + "291 2 0 6 1 Fa \n", + "307 1 0 3 1 Fa \n", + "375 0 1 1 1 Fa \n", + "386 1 0 5 1 TA \n", + "393 1 0 2 1 TA \n", + "431 1 0 4 1 TA \n", + "434 1 0 1 1 TA \n", + "441 2 0 4 2 Fa \n", + "464 2 0 3 1 TA \n", + "495 1 0 2 1 TA \n", + "520 2 0 3 2 TA \n", + "528 1 0 2 1 TA \n", + "533 1 0 1 1 Fa \n", + "535 1 0 3 1 TA \n", + "562 1 0 3 1 TA \n", + "582 1 0 3 1 TA \n", + "613 1 0 3 1 TA \n", + "614 1 0 1 1 TA \n", + "620 1 0 2 1 TA \n", + "635 2 0 8 2 Fa \n", + "636 1 0 1 1 Fa \n", + "638 1 0 2 1 TA \n", + "649 1 0 1 1 TA \n", + "705 2 0 3 2 Fa \n", + "710 1 0 2 1 TA \n", + "738 3 0 3 1 TA \n", + "750 1 0 3 1 TA \n", + "784 2 0 3 1 TA \n", + "826 1 0 2 1 Gd \n", + "843 2 0 6 2 TA \n", + "921 2 2 4 2 TA \n", + "942 2 0 4 2 TA \n", + "954 2 0 4 0 TA \n", + "960 1 0 2 1 TA \n", + "968 1 0 2 1 TA \n", + "970 1 1 4 1 TA \n", + "976 1 0 2 1 Fa \n", + "1009 2 0 4 1 TA \n", + "1011 2 0 4 2 TA \n", + "1030 2 0 5 2 TA \n", + "1038 1 1 3 1 TA \n", + "1096 1 1 3 1 Gd \n", + "1123 1 0 2 1 TA \n", + "1131 1 0 3 1 TA \n", + "1137 1 0 2 1 TA \n", + "1143 1 0 3 1 TA \n", + "1173 3 0 3 1 Ex \n", + "1179 1 0 3 1 TA \n", + "1218 1 0 2 1 TA \n", + "1219 1 1 3 1 TA \n", + "1234 1 1 4 1 TA \n", + "1257 1 0 2 1 TA \n", + "1283 2 2 4 2 TA \n", + "1323 1 0 2 1 Fa \n", + "1325 1 0 2 1 TA \n", + "1326 1 0 3 1 Gd \n", + "1337 1 0 2 1 Fa \n", + "1349 2 0 4 1 TA \n", + "1407 1 0 3 1 TA \n", + "1449 1 0 1 1 Ex \n", + "1450 2 2 4 2 TA \n", + "1453 1 0 3 1 TA \n", + "\n", + " TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "39 6 Typ 0 NaN NaN \n", + "48 8 Typ 0 NaN NaN \n", + "78 8 Typ 0 NaN NaN \n", + "88 6 Typ 0 NaN NaN \n", + "89 5 Typ 0 NaN NaN \n", + "99 6 Typ 0 NaN NaN \n", + "108 7 Typ 0 NaN NaN \n", + "125 5 Typ 0 NaN NaN \n", + "127 5 Typ 1 NaN NaN \n", + "140 5 Typ 1 NaN NaN \n", + "148 6 Typ 0 NaN NaN \n", + "155 5 Typ 0 NaN NaN \n", + "163 4 Typ 0 NaN NaN \n", + "165 6 Typ 0 NaN NaN \n", + "198 8 Typ 0 NaN NaN \n", + "210 5 Typ 0 NaN NaN \n", + "241 4 Typ 0 NaN NaN \n", + "250 6 Mod 0 NaN NaN \n", + "287 5 Typ 0 NaN NaN \n", + "291 9 Typ 0 NaN NaN \n", + "307 6 Typ 0 NaN NaN \n", + "375 4 Maj1 0 NaN NaN \n", + "386 8 Typ 0 NaN NaN \n", + "393 4 Typ 2 NaN NaN \n", + "431 7 Typ 0 NaN NaN \n", + "434 3 Typ 0 NaN NaN \n", + "441 8 Typ 0 NaN NaN \n", + "464 5 Typ 0 NaN NaN \n", + "495 4 Typ 0 NaN NaN \n", + "520 7 Typ 0 NaN NaN \n", + "528 5 Typ 0 NaN NaN \n", + "533 2 Typ 0 NaN NaN \n", + "535 5 Typ 0 NaN NaN \n", + "562 6 Typ 1 NaN NaN \n", + "582 5 Typ 0 NaN NaN \n", + "613 6 Typ 0 NaN NaN \n", + "614 3 Typ 0 NaN NaN \n", + "620 5 Typ 0 NaN NaN \n", + "635 14 Typ 0 NaN NaN \n", + "636 4 Maj1 1 NaN NaN \n", + "638 4 Typ 0 NaN NaN \n", + "649 3 Typ 0 NaN NaN \n", + "705 7 Mod 0 NaN NaN \n", + "710 5 Maj2 0 NaN NaN \n", + "738 5 Typ 0 NaN NaN \n", + "750 7 Min2 0 NaN NaN \n", + "784 9 Typ 1 NaN NaN \n", + "826 5 Typ 0 NaN NaN \n", + "843 10 Typ 0 NaN NaN \n", + "921 9 Typ 0 NaN NaN \n", + "942 8 Typ 0 NaN NaN \n", + "954 4 Typ 0 NaN NaN \n", + "960 4 Typ 0 NaN NaN \n", + "968 6 Typ 0 NaN NaN \n", + "970 6 Typ 0 NaN NaN \n", + "976 4 Typ 0 NaN NaN \n", + "1009 7 Typ 0 NaN NaN \n", + "1011 8 Typ 0 NaN NaN \n", + "1030 10 Typ 0 NaN NaN \n", + "1038 6 Typ 1 NaN NaN \n", + "1096 7 Typ 0 NaN NaN \n", + "1123 4 Typ 0 NaN NaN \n", + "1131 5 Typ 0 NaN NaN \n", + "1137 6 Typ 0 NaN NaN \n", + "1143 5 Typ 0 NaN NaN \n", + "1173 12 Maj1 1 NaN NaN \n", + "1179 5 Min2 1 NaN NaN \n", + "1218 3 Typ 0 NaN NaN \n", + "1219 7 Typ 0 NaN NaN \n", + "1234 7 Typ 0 NaN NaN \n", + "1257 4 Typ 0 NaN NaN \n", + "1283 8 Typ 0 NaN NaN \n", + "1323 5 Typ 0 NaN NaN \n", + "1325 5 Typ 0 NaN NaN \n", + "1326 6 Typ 0 NaN NaN \n", + "1337 4 Typ 0 NaN NaN \n", + "1349 8 Typ 0 NaN NaN \n", + "1407 5 Typ 0 NaN NaN \n", + "1449 3 Typ 0 NaN NaN \n", + "1450 8 Typ 0 NaN NaN \n", + "1453 6 Typ 0 NaN NaN \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "39 NaN 0 0 NaN NaN N \n", + "48 NaN 0 0 NaN NaN N \n", + "78 NaN 0 0 NaN NaN Y \n", + "88 NaN 0 0 NaN NaN N \n", + "89 NaN 0 0 NaN NaN Y \n", + "99 NaN 0 0 NaN NaN Y \n", + "108 NaN 0 0 NaN NaN N \n", + "125 NaN 0 0 NaN NaN N \n", + "127 NaN 0 0 NaN NaN N \n", + "140 NaN 0 0 NaN NaN Y \n", + "148 NaN 0 0 NaN NaN Y \n", + "155 NaN 0 0 NaN NaN N \n", + "163 NaN 0 0 NaN NaN Y \n", + "165 NaN 0 0 NaN NaN Y \n", + "198 NaN 0 0 NaN NaN Y \n", + "210 NaN 0 0 NaN NaN Y \n", + "241 NaN 0 0 NaN NaN Y \n", + "250 NaN 0 0 NaN NaN Y \n", + "287 NaN 0 0 NaN NaN Y \n", + "291 NaN 0 0 NaN NaN N \n", + "307 NaN 0 0 NaN NaN N \n", + "375 NaN 0 0 NaN NaN Y \n", + "386 NaN 0 0 NaN NaN N \n", + "393 NaN 0 0 NaN NaN Y \n", + "431 NaN 0 0 NaN NaN N \n", + "434 NaN 0 0 NaN NaN Y \n", + "441 NaN 0 0 NaN NaN Y \n", + "464 NaN 0 0 NaN NaN Y \n", + "495 NaN 0 0 NaN NaN N \n", + "520 NaN 0 0 NaN NaN N \n", + "528 NaN 0 0 NaN NaN N \n", + "533 NaN 0 0 NaN NaN N \n", + "535 NaN 0 0 NaN NaN N \n", + "562 NaN 0 0 NaN NaN Y \n", + "582 NaN 0 0 NaN NaN Y \n", + "613 NaN 0 0 NaN NaN Y \n", + "614 NaN 0 0 NaN NaN Y \n", + "620 NaN 0 0 NaN NaN N \n", + "635 NaN 0 0 NaN NaN N \n", + "636 NaN 0 0 NaN NaN N \n", + "638 NaN 0 0 NaN NaN P \n", + "649 NaN 0 0 NaN NaN Y \n", + "705 NaN 0 0 NaN NaN N \n", + "710 NaN 0 0 NaN NaN N \n", + "738 NaN 0 0 NaN NaN Y \n", + "750 NaN 0 0 NaN NaN N \n", + "784 NaN 0 0 NaN NaN Y \n", + "826 NaN 0 0 NaN NaN Y \n", + "843 NaN 0 0 NaN NaN Y \n", + "921 NaN 0 0 NaN NaN N \n", + "942 NaN 0 0 NaN NaN N \n", + "954 NaN 0 0 NaN NaN Y \n", + "960 NaN 0 0 NaN NaN Y \n", + "968 NaN 0 0 NaN NaN Y \n", + "970 NaN 0 0 NaN NaN Y \n", + "976 NaN 0 0 NaN NaN Y \n", + "1009 NaN 0 0 NaN NaN P \n", + "1011 NaN 0 0 NaN NaN Y \n", + "1030 NaN 0 0 NaN NaN N \n", + "1038 NaN 0 0 NaN NaN Y \n", + "1096 NaN 0 0 NaN NaN Y \n", + "1123 NaN 0 0 NaN NaN Y \n", + "1131 NaN 0 0 NaN NaN Y \n", + "1137 NaN 0 0 NaN NaN N \n", + "1143 NaN 0 0 NaN NaN Y \n", + "1173 NaN 0 0 NaN NaN Y \n", + "1179 NaN 0 0 NaN NaN N \n", + "1218 NaN 0 0 NaN NaN N \n", + "1219 NaN 0 0 NaN NaN N \n", + "1234 NaN 0 0 NaN NaN N \n", + "1257 NaN 0 0 NaN NaN Y \n", + "1283 NaN 0 0 NaN NaN Y \n", + "1323 NaN 0 0 NaN NaN Y \n", + "1325 NaN 0 0 NaN NaN N \n", + "1326 NaN 0 0 NaN NaN Y \n", + "1337 NaN 0 0 NaN NaN N \n", + "1349 NaN 0 0 NaN NaN Y \n", + "1407 NaN 0 0 NaN NaN Y \n", + "1449 NaN 0 0 NaN NaN Y \n", + "1450 NaN 0 0 NaN NaN Y \n", + "1453 NaN 0 0 NaN NaN Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch ScreenPorch \\\n", + "39 0 0 0 0 0 \n", + "48 0 0 102 0 0 \n", + "78 0 0 0 0 0 \n", + "88 0 0 156 0 0 \n", + "89 0 0 0 0 0 \n", + "99 352 0 0 0 0 \n", + "108 0 0 144 0 0 \n", + "125 53 0 0 0 0 \n", + "127 0 0 0 0 0 \n", + "140 0 0 0 0 0 \n", + "148 0 0 0 0 0 \n", + "155 0 8 128 0 0 \n", + "163 0 0 0 0 0 \n", + "165 140 0 0 0 0 \n", + "198 0 198 30 0 0 \n", + "210 0 0 96 0 0 \n", + "241 58 42 0 0 0 \n", + "250 263 0 0 0 0 \n", + "287 0 0 0 0 0 \n", + "291 0 184 0 0 0 \n", + "307 0 144 0 0 0 \n", + "375 0 0 0 0 0 \n", + "386 0 151 0 0 0 \n", + "393 0 0 0 0 0 \n", + "431 0 98 0 0 0 \n", + "434 88 0 0 0 0 \n", + "441 0 0 0 0 0 \n", + "464 0 0 0 0 0 \n", + "495 0 523 115 0 0 \n", + "520 220 114 210 0 0 \n", + "528 0 0 144 0 0 \n", + "533 0 0 0 0 0 \n", + "535 85 0 148 0 0 \n", + "562 144 0 0 0 0 \n", + "582 0 32 0 0 0 \n", + "613 0 30 0 0 0 \n", + "614 96 24 0 0 0 \n", + "620 0 0 100 0 0 \n", + "635 0 110 0 0 0 \n", + "636 0 0 0 0 0 \n", + "638 328 0 164 0 0 \n", + "649 0 0 0 0 0 \n", + "705 0 0 0 0 0 \n", + "710 0 0 0 0 0 \n", + "738 120 0 0 0 0 \n", + "750 0 160 0 0 0 \n", + "784 0 291 134 0 0 \n", + "826 0 0 116 0 0 \n", + "843 0 0 0 0 0 \n", + "921 0 70 0 0 0 \n", + "942 321 0 0 0 0 \n", + "954 0 0 0 0 0 \n", + "960 117 0 0 0 0 \n", + "968 0 0 0 0 0 \n", + "970 0 0 0 0 0 \n", + "976 0 0 0 0 0 \n", + "1009 0 0 138 0 0 \n", + "1011 0 0 0 0 0 \n", + "1030 0 0 228 0 0 \n", + "1038 0 0 0 0 0 \n", + "1096 136 0 115 0 0 \n", + "1123 0 200 0 0 0 \n", + "1131 0 28 0 0 0 \n", + "1137 0 0 176 0 0 \n", + "1143 0 24 0 0 0 \n", + "1173 122 0 0 0 0 \n", + "1179 0 36 190 0 0 \n", + "1218 0 0 0 0 0 \n", + "1219 201 0 0 0 0 \n", + "1234 0 192 0 0 0 \n", + "1257 0 96 0 0 0 \n", + "1283 128 0 0 0 0 \n", + "1323 164 0 0 0 0 \n", + "1325 0 0 100 0 0 \n", + "1326 0 0 286 0 0 \n", + "1337 0 20 0 0 0 \n", + "1349 0 54 20 0 0 \n", + "1407 0 0 0 0 0 \n", + "1449 0 0 0 0 0 \n", + "1450 32 45 0 0 0 \n", + "1453 36 56 0 0 0 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "39 0 0 6 2008 WD AdjLand 82000 \n", + "48 0 0 6 2009 New Partial 113000 \n", + "78 0 0 4 2010 WD Normal 136500 \n", + "88 0 0 10 2009 ConLD Abnorml 85000 \n", + "89 0 0 8 2007 WD Normal 123600 \n", + "99 0 400 1 2010 WD Normal 128950 \n", + "108 0 0 8 2007 WD Normal 115000 \n", + "125 0 0 6 2006 WD Normal 84500 \n", + "127 0 0 6 2007 WD Normal 87000 \n", + "140 0 0 4 2010 ConLI Normal 115000 \n", + "148 0 0 4 2008 WD Normal 141000 \n", + "155 0 0 4 2008 WD Normal 79000 \n", + "163 0 0 4 2007 WD Normal 103200 \n", + "165 0 0 9 2008 WD Normal 127500 \n", + "198 0 0 7 2009 WD Abnorml 104000 \n", + "210 0 0 4 2008 WD Normal 98000 \n", + "241 0 0 8 2007 WD Normal 110500 \n", + "250 0 450 5 2010 WD Normal 76500 \n", + "287 0 0 6 2006 WD Normal 88000 \n", + "291 0 0 3 2008 WD Normal 135900 \n", + "307 0 0 3 2008 WD Normal 89500 \n", + "375 0 0 3 2009 WD Normal 61000 \n", + "386 0 0 5 2006 WD AdjLand 81000 \n", + "393 0 0 4 2006 WD Abnorml 100000 \n", + "431 0 0 9 2008 ConLD Abnorml 79900 \n", + "434 0 0 6 2008 WD Normal 81000 \n", + "441 0 0 9 2008 WD Normal 118000 \n", + "464 0 0 8 2009 WD Normal 124000 \n", + "495 0 0 11 2009 WD Abnorml 34900 \n", + "520 0 0 8 2008 WD Normal 106250 \n", + "528 0 0 7 2007 WD Normal 86000 \n", + "533 0 0 1 2007 WD Normal 39300 \n", + "535 0 0 1 2008 WD Normal 107500 \n", + "562 0 0 7 2008 WD Normal 108000 \n", + "582 0 0 5 2007 WD Normal 118500 \n", + "613 0 0 12 2007 New Partial 147000 \n", + "614 0 0 5 2010 WD Normal 75500 \n", + "620 0 0 9 2008 WD Normal 67000 \n", + "635 0 0 3 2007 WD Abnorml 200000 \n", + "636 0 0 1 2009 ConLw Normal 60000 \n", + "638 0 0 5 2008 WD Normal 85000 \n", + "649 0 0 12 2007 WD Normal 84500 \n", + "705 0 3500 7 2010 WD Normal 55000 \n", + "710 0 0 7 2008 WD Normal 52000 \n", + "738 0 0 3 2009 WD Alloca 179000 \n", + "750 0 0 6 2010 WD Normal 96500 \n", + "784 0 0 6 2008 WD Normal 128000 \n", + "826 0 0 5 2008 WD Normal 109500 \n", + "843 0 0 7 2007 WD Normal 141000 \n", + "921 0 0 9 2008 WD Normal 145900 \n", + "942 0 0 8 2007 Oth Abnorml 150000 \n", + "954 0 0 10 2006 WD AdjLand 127500 \n", + "960 0 0 2 2010 WD Normal 116500 \n", + "968 0 0 5 2009 WD Abnorml 37900 \n", + "970 0 0 12 2006 WD Abnorml 135000 \n", + "976 0 0 8 2006 WD Normal 85500 \n", + "1009 0 0 6 2006 WD Normal 102000 \n", + "1011 0 0 5 2010 WD Normal 100000 \n", + "1030 0 0 7 2006 WD Normal 160000 \n", + "1038 0 0 5 2009 WD Normal 97000 \n", + "1096 0 0 3 2007 WD Normal 127000 \n", + "1123 0 0 6 2009 WD Normal 118000 \n", + "1131 0 0 9 2007 Oth Abnorml 93500 \n", + "1137 0 0 5 2010 WD Normal 94000 \n", + "1143 0 0 7 2008 WD Normal 80000 \n", + "1173 0 0 3 2007 WD Normal 200500 \n", + "1179 0 0 4 2006 WD Normal 93000 \n", + "1218 0 0 7 2006 WD Normal 80500 \n", + "1219 0 0 4 2006 WD Abnorml 91500 \n", + "1234 0 0 11 2008 WD Abnorml 130000 \n", + "1257 0 0 7 2009 WD Normal 99900 \n", + "1283 0 0 4 2010 WD Normal 139000 \n", + "1323 0 0 12 2009 WD Normal 82500 \n", + "1325 0 0 1 2008 WD Normal 55000 \n", + "1326 0 0 5 2007 WD Normal 79000 \n", + "1337 0 0 3 2006 WD Normal 52500 \n", + "1349 0 0 12 2008 WD Normal 122000 \n", + "1407 0 0 3 2009 WD Normal 112000 \n", + "1449 0 0 8 2006 WD Abnorml 92000 \n", + "1450 0 0 9 2009 WD Normal 136000 \n", + "1453 0 0 7 2006 WD Abnorml 84500 " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Para los datos nulos del Garage, revisamos si las 5 columnas con datos nulos se encuentran en las mismas filas\n", + "data[data['GarageType'].isnull() & data['GarageYrBlt'].isnull() & data['GarageFinish'].isnull() & data['GarageQual'].isnull() & data['GarageCond'].isnull()]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "#Vemos que son 81 filas, igual que los datos nulos de cada columna, por lo que a todas las trataremos como que no tienen garage\n", + "data['GarageType'] = data['GarageType'].fillna('NA')\n", + "data['GarageYrBlt'] = data['GarageYrBlt'].fillna('NA')\n", + "data['GarageFinish'] = data['GarageFinish'].fillna('NA')\n", + "data['GarageQual'] = data['GarageQual'].fillna('NA')\n", + "data['GarageCond'] = data['GarageCond'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], dtype: int64)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Nuevamente revisamos las columnas nulas, y no debieramos tener ninguna con datos nulos\n", + "columnas_nulas = data.isnull().sum()\n", + "columnas_nulas[columnas_nulas > 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectricalFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL8450PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0Attchd2003RFn2548TATAY0610000022008WDNormal208500
1220RL9600PaveRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1Attchd1976RFn2460TATAY29800000052007WDNormal181500
2360RL11250PaveIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1Attchd2001RFn2608TATAY0420000092008WDNormal223500
3470RL9550PaveIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1Detchd1998Unf3642TATAY035272000022006WDAbnorml140000
4560RL14260PaveIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1Attchd2000RFn3836TATAY1928400000122008WDNormal250000
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotArea Street LotShape LandContour Utilities \\\n", + "0 1 60 RL 8450 Pave Reg Lvl AllPub \n", + "1 2 20 RL 9600 Pave Reg Lvl AllPub \n", + "2 3 60 RL 11250 Pave IR1 Lvl AllPub \n", + "3 4 70 RL 9550 Pave IR1 Lvl AllPub \n", + "4 5 60 RL 14260 Pave IR1 Lvl AllPub \n", + "\n", + " LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle \\\n", + "0 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "1 FR2 Gtl Veenker Feedr Norm 1Fam 1Story \n", + "2 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "3 Corner Gtl Crawfor Norm Norm 1Fam 2Story \n", + "4 FR2 Gtl NoRidge Norm Norm 1Fam 2Story \n", + "\n", + " OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle RoofMatl \\\n", + "0 7 5 2003 2003 Gable CompShg \n", + "1 6 8 1976 1976 Gable CompShg \n", + "2 7 5 2001 2002 Gable CompShg \n", + "3 7 5 1915 1970 Gable CompShg \n", + "4 8 5 2000 2000 Gable CompShg \n", + "\n", + " Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n", + "0 VinylSd VinylSd BrkFace 196.0 Gd TA \n", + "1 MetalSd MetalSd None 0.0 TA TA \n", + "2 VinylSd VinylSd BrkFace 162.0 Gd TA \n", + "3 Wd Sdng Wd Shng None 0.0 TA TA \n", + "4 VinylSd VinylSd BrkFace 350.0 Gd TA \n", + "\n", + " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n", + "0 PConc Gd TA No GLQ 706 \n", + "1 CBlock Gd TA Gd ALQ 978 \n", + "2 PConc Gd TA Mn GLQ 486 \n", + "3 BrkTil TA Gd No ALQ 216 \n", + "4 PConc Gd TA Av GLQ 655 \n", + "\n", + " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n", + "0 Unf 0 150 856 GasA Ex \n", + "1 Unf 0 284 1262 GasA Ex \n", + "2 Unf 0 434 920 GasA Ex \n", + "3 Unf 0 540 756 GasA Gd \n", + "4 Unf 0 490 1145 GasA Ex \n", + "\n", + " CentralAir Electrical FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "0 Y SBrkr 856 854 0 1710 \n", + "1 Y SBrkr 1262 0 0 1262 \n", + "2 Y SBrkr 920 866 0 1786 \n", + "3 Y SBrkr 961 756 0 1717 \n", + "4 Y SBrkr 1145 1053 0 2198 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", + "0 1 0 2 1 3 1 \n", + "1 0 1 2 0 3 1 \n", + "2 1 0 2 1 3 1 \n", + "3 1 0 1 0 3 1 \n", + "4 1 0 2 1 4 1 \n", + "\n", + " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "0 Gd 8 Typ 0 Attchd 2003 \n", + "1 TA 6 Typ 1 Attchd 1976 \n", + "2 Gd 6 Typ 1 Attchd 2001 \n", + "3 Gd 7 Typ 1 Detchd 1998 \n", + "4 Gd 9 Typ 1 Attchd 2000 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 RFn 2 548 TA TA Y \n", + "1 RFn 2 460 TA TA Y \n", + "2 RFn 2 608 TA TA Y \n", + "3 Unf 3 642 TA TA Y \n", + "4 RFn 3 836 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch ScreenPorch \\\n", + "0 0 61 0 0 0 \n", + "1 298 0 0 0 0 \n", + "2 0 42 0 0 0 \n", + "3 0 35 272 0 0 \n", + "4 192 84 0 0 0 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "0 0 0 2 2008 WD Normal 208500 \n", + "1 0 0 5 2007 WD Normal 181500 \n", + "2 0 0 9 2008 WD Normal 223500 \n", + "3 0 0 2 2006 WD Abnorml 140000 \n", + "4 0 0 12 2008 WD Normal 250000 " + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Le damos un vistazo a la información\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1460\n", + "1460\n" + ] + } + ], + "source": [ + "#Revisamos si hay algunos registros duplicados, para eliminarlos\n", + "\n", + "print(len(data))\n", + "\n", + "data = data.drop_duplicates()\n", + "\n", + "print(len(data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Cambiaremos la información de variables categóricas a numéricas, para poder analizarla." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1460 entries, 0 to 1459\n", + "Data columns (total 75 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 LotShape 1460 non-null object \n", + " 6 LandContour 1460 non-null object \n", + " 7 Utilities 1460 non-null object \n", + " 8 LotConfig 1460 non-null object \n", + " 9 LandSlope 1460 non-null object \n", + " 10 Neighborhood 1460 non-null object \n", + " 11 Condition1 1460 non-null object \n", + " 12 Condition2 1460 non-null object \n", + " 13 BldgType 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 OverallQual 1460 non-null int64 \n", + " 16 OverallCond 1460 non-null int64 \n", + " 17 YearBuilt 1460 non-null int64 \n", + " 18 YearRemodAdd 1460 non-null int64 \n", + " 19 RoofStyle 1460 non-null object \n", + " 20 RoofMatl 1460 non-null object \n", + " 21 Exterior1st 1460 non-null object \n", + " 22 Exterior2nd 1460 non-null object \n", + " 23 MasVnrType 1460 non-null object \n", + " 24 MasVnrArea 1460 non-null float64\n", + " 25 ExterQual 1460 non-null object \n", + " 26 ExterCond 1460 non-null object \n", + " 27 Foundation 1460 non-null object \n", + " 28 BsmtQual 1460 non-null object \n", + " 29 BsmtCond 1460 non-null object \n", + " 30 BsmtExposure 1460 non-null object \n", + " 31 BsmtFinType1 1460 non-null object \n", + " 32 BsmtFinSF1 1460 non-null int64 \n", + " 33 BsmtFinType2 1460 non-null object \n", + " 34 BsmtFinSF2 1460 non-null int64 \n", + " 35 BsmtUnfSF 1460 non-null int64 \n", + " 36 TotalBsmtSF 1460 non-null int64 \n", + " 37 Heating 1460 non-null object \n", + " 38 HeatingQC 1460 non-null object \n", + " 39 CentralAir 1460 non-null object \n", + " 40 Electrical 1460 non-null object \n", + " 41 FirstFlrSF 1460 non-null int64 \n", + " 42 SecondFlrSF 1460 non-null int64 \n", + " 43 LowQualFinSF 1460 non-null int64 \n", + " 44 GrLivArea 1460 non-null int64 \n", + " 45 BsmtFullBath 1460 non-null int64 \n", + " 46 BsmtHalfBath 1460 non-null int64 \n", + " 47 FullBath 1460 non-null int64 \n", + " 48 HalfBath 1460 non-null int64 \n", + " 49 BedroomAbvGr 1460 non-null int64 \n", + " 50 KitchenAbvGr 1460 non-null int64 \n", + " 51 KitchenQual 1460 non-null object \n", + " 52 TotRmsAbvGrd 1460 non-null int64 \n", + " 53 Functional 1460 non-null object \n", + " 54 Fireplaces 1460 non-null int64 \n", + " 55 GarageType 1460 non-null object \n", + " 56 GarageYrBlt 1460 non-null object \n", + " 57 GarageFinish 1460 non-null object \n", + " 58 GarageCars 1460 non-null int64 \n", + " 59 GarageArea 1460 non-null int64 \n", + " 60 GarageQual 1460 non-null object \n", + " 61 GarageCond 1460 non-null object \n", + " 62 PavedDrive 1460 non-null object \n", + " 63 WoodDeckSF 1460 non-null int64 \n", + " 64 OpenPorchSF 1460 non-null int64 \n", + " 65 EnclosedPorch 1460 non-null int64 \n", + " 66 ThirdSsnPorch 1460 non-null int64 \n", + " 67 ScreenPorch 1460 non-null int64 \n", + " 68 PoolArea 1460 non-null int64 \n", + " 69 MiscVal 1460 non-null int64 \n", + " 70 MoSold 1460 non-null int64 \n", + " 71 YrSold 1460 non-null int64 \n", + " 72 SaleType 1460 non-null object \n", + " 73 SaleCondition 1460 non-null object \n", + " 74 SalePrice 1460 non-null int64 \n", + "dtypes: float64(1), int64(35), object(39)\n", + "memory usage: 866.9+ KB\n" + ] + } + ], + "source": [ + "#Vemos la información de las columnas para ver cuales necesitan la conversión\n", + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "#Realizamos el cambio de las variables categóricas a valores numéricos\n", + "\n", + "ord_enc = OrdinalEncoder()\n", + "\n", + "data[\"MSZoning_code\"] = ord_enc.fit_transform(data[[\"MSZoning\"]])\n", + "data[\"Street_code\"] = ord_enc.fit_transform(data[[\"Street\"]])\n", + "data[\"LotShape_code\"] = ord_enc.fit_transform(data[[\"LotShape\"]])\n", + "data[\"LandContour_code\"] = ord_enc.fit_transform(data[[\"LandContour\"]])\n", + "data[\"Utilities_code\"] = ord_enc.fit_transform(data[[\"Utilities\"]])\n", + "data[\"LotConfig_code\"] = ord_enc.fit_transform(data[[\"LotConfig\"]])\n", + "data[\"LandSlope_code\"] = ord_enc.fit_transform(data[[\"LandSlope\"]])\n", + "data[\"Neighborhood_code\"] = ord_enc.fit_transform(data[[\"Neighborhood\"]])\n", + "data[\"Condition1_code\"] = ord_enc.fit_transform(data[[\"Condition1\"]])\n", + "data[\"Condition2_code\"] = ord_enc.fit_transform(data[[\"Condition2\"]])\n", + "data[\"BldgType_code\"] = ord_enc.fit_transform(data[[\"BldgType\"]])\n", + "data[\"HouseStyle_code\"] = ord_enc.fit_transform(data[[\"HouseStyle\"]])\n", + "data[\"RoofStyle_code\"] = ord_enc.fit_transform(data[[\"RoofStyle\"]])\n", + "data[\"RoofMatl_code\"] = ord_enc.fit_transform(data[[\"RoofMatl\"]])\n", + "data[\"Exterior1st_code\"] = ord_enc.fit_transform(data[[\"Exterior1st\"]])\n", + "data[\"Exterior2nd_code\"] = ord_enc.fit_transform(data[[\"Exterior2nd\"]])\n", + "data[\"MasVnrType_code\"] = ord_enc.fit_transform(data[[\"MasVnrType\"]])\n", + "data[\"ExterQual_code\"] = ord_enc.fit_transform(data[[\"ExterQual\"]])\n", + "data[\"ExterCond_code\"] = ord_enc.fit_transform(data[[\"ExterCond\"]])\n", + "data[\"Foundation_code\"] = ord_enc.fit_transform(data[[\"Foundation\"]])\n", + "data[\"BsmtQual_code\"] = ord_enc.fit_transform(data[[\"BsmtQual\"]])\n", + "data[\"BsmtCond_code\"] = ord_enc.fit_transform(data[[\"BsmtCond\"]])\n", + "data[\"BsmtExposure_code\"] = ord_enc.fit_transform(data[[\"BsmtExposure\"]])\n", + "data[\"BsmtFinType1_code\"] = ord_enc.fit_transform(data[[\"BsmtFinType1\"]])\n", + "data[\"BsmtFinType2_code\"] = ord_enc.fit_transform(data[[\"BsmtFinType2\"]])\n", + "data[\"Heating_code\"] = ord_enc.fit_transform(data[[\"Heating\"]])\n", + "data[\"HeatingQC_code\"] = ord_enc.fit_transform(data[[\"HeatingQC\"]])\n", + "data[\"CentralAir_code\"] = ord_enc.fit_transform(data[[\"CentralAir\"]])\n", + "data[\"Electrical_code\"] = ord_enc.fit_transform(data[[\"Electrical\"]])\n", + "data[\"KitchenQual_code\"] = ord_enc.fit_transform(data[[\"KitchenQual\"]])\n", + "data[\"Functional_code\"] = ord_enc.fit_transform(data[[\"Functional\"]])\n", + "data[\"GarageType_code\"] = ord_enc.fit_transform(data[[\"GarageType\"]])\n", + "data[\"GarageFinish_code\"] = ord_enc.fit_transform(data[[\"GarageFinish\"]])\n", + "data[\"GarageQual_code\"] = ord_enc.fit_transform(data[[\"GarageQual\"]])\n", + "data[\"GarageCond_code\"] = ord_enc.fit_transform(data[[\"GarageCond\"]])\n", + "data[\"PavedDrive_code\"] = ord_enc.fit_transform(data[[\"PavedDrive\"]])\n", + "data[\"SaleType_code\"] = ord_enc.fit_transform(data[[\"SaleType\"]])\n", + "data[\"SaleCondition_code\"] = ord_enc.fit_transform(data[[\"SaleCondition\"]])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectricalFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePriceMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
0160RL8450PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0Attchd2003RFn2548TATAY0610000022008WDNormal2085003.01.03.03.00.04.00.05.02.02.00.05.01.01.012.013.01.02.04.02.02.04.04.02.06.01.00.01.04.02.06.01.02.05.05.02.08.04.0
1220RL9600PaveRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1Attchd1976RFn2460TATAY29800000052007WDNormal1815003.01.03.03.00.02.00.024.01.02.00.02.01.01.08.08.02.03.04.01.02.04.01.00.06.01.00.01.04.03.06.01.02.05.05.02.08.04.0
2360RL11250PaveIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1Attchd2001RFn2608TATAY0420000092008WDNormal2235003.01.00.03.00.04.00.05.02.02.00.05.01.01.012.013.01.02.04.02.02.04.02.02.06.01.00.01.04.02.06.01.02.05.05.02.08.04.0
3470RL9550PaveIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1Detchd1998Unf3642TATAY035272000022006WDAbnorml1400003.01.00.03.00.00.00.06.02.02.00.05.01.01.013.015.02.03.04.00.04.01.04.00.06.01.02.01.04.02.06.05.03.05.05.02.08.00.0
4560RL14260PaveIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1Attchd2000RFn3836TATAY1928400000122008WDNormal2500003.01.00.03.00.02.00.015.02.02.00.05.01.01.012.013.01.02.04.02.02.04.00.02.06.01.00.01.04.02.06.01.02.05.05.02.08.04.0
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotArea Street LotShape LandContour Utilities \\\n", + "0 1 60 RL 8450 Pave Reg Lvl AllPub \n", + "1 2 20 RL 9600 Pave Reg Lvl AllPub \n", + "2 3 60 RL 11250 Pave IR1 Lvl AllPub \n", + "3 4 70 RL 9550 Pave IR1 Lvl AllPub \n", + "4 5 60 RL 14260 Pave IR1 Lvl AllPub \n", + "\n", + " LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle \\\n", + "0 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "1 FR2 Gtl Veenker Feedr Norm 1Fam 1Story \n", + "2 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "3 Corner Gtl Crawfor Norm Norm 1Fam 2Story \n", + "4 FR2 Gtl NoRidge Norm Norm 1Fam 2Story \n", + "\n", + " OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle RoofMatl \\\n", + "0 7 5 2003 2003 Gable CompShg \n", + "1 6 8 1976 1976 Gable CompShg \n", + "2 7 5 2001 2002 Gable CompShg \n", + "3 7 5 1915 1970 Gable CompShg \n", + "4 8 5 2000 2000 Gable CompShg \n", + "\n", + " Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n", + "0 VinylSd VinylSd BrkFace 196.0 Gd TA \n", + "1 MetalSd MetalSd None 0.0 TA TA \n", + "2 VinylSd VinylSd BrkFace 162.0 Gd TA \n", + "3 Wd Sdng Wd Shng None 0.0 TA TA \n", + "4 VinylSd VinylSd BrkFace 350.0 Gd TA \n", + "\n", + " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n", + "0 PConc Gd TA No GLQ 706 \n", + "1 CBlock Gd TA Gd ALQ 978 \n", + "2 PConc Gd TA Mn GLQ 486 \n", + "3 BrkTil TA Gd No ALQ 216 \n", + "4 PConc Gd TA Av GLQ 655 \n", + "\n", + " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n", + "0 Unf 0 150 856 GasA Ex \n", + "1 Unf 0 284 1262 GasA Ex \n", + "2 Unf 0 434 920 GasA Ex \n", + "3 Unf 0 540 756 GasA Gd \n", + "4 Unf 0 490 1145 GasA Ex \n", + "\n", + " CentralAir Electrical FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "0 Y SBrkr 856 854 0 1710 \n", + "1 Y SBrkr 1262 0 0 1262 \n", + "2 Y SBrkr 920 866 0 1786 \n", + "3 Y SBrkr 961 756 0 1717 \n", + "4 Y SBrkr 1145 1053 0 2198 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", + "0 1 0 2 1 3 1 \n", + "1 0 1 2 0 3 1 \n", + "2 1 0 2 1 3 1 \n", + "3 1 0 1 0 3 1 \n", + "4 1 0 2 1 4 1 \n", + "\n", + " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "0 Gd 8 Typ 0 Attchd 2003 \n", + "1 TA 6 Typ 1 Attchd 1976 \n", + "2 Gd 6 Typ 1 Attchd 2001 \n", + "3 Gd 7 Typ 1 Detchd 1998 \n", + "4 Gd 9 Typ 1 Attchd 2000 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 RFn 2 548 TA TA Y \n", + "1 RFn 2 460 TA TA Y \n", + "2 RFn 2 608 TA TA Y \n", + "3 Unf 3 642 TA TA Y \n", + "4 RFn 3 836 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch ScreenPorch \\\n", + "0 0 61 0 0 0 \n", + "1 298 0 0 0 0 \n", + "2 0 42 0 0 0 \n", + "3 0 35 272 0 0 \n", + "4 192 84 0 0 0 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SaleType SaleCondition SalePrice \\\n", + "0 0 0 2 2008 WD Normal 208500 \n", + "1 0 0 5 2007 WD Normal 181500 \n", + "2 0 0 9 2008 WD Normal 223500 \n", + "3 0 0 2 2006 WD Abnorml 140000 \n", + "4 0 0 12 2008 WD Normal 250000 \n", + "\n", + " MSZoning_code Street_code LotShape_code LandContour_code \\\n", + "0 3.0 1.0 3.0 3.0 \n", + "1 3.0 1.0 3.0 3.0 \n", + "2 3.0 1.0 0.0 3.0 \n", + "3 3.0 1.0 0.0 3.0 \n", + "4 3.0 1.0 0.0 3.0 \n", + "\n", + " Utilities_code LotConfig_code LandSlope_code Neighborhood_code \\\n", + "0 0.0 4.0 0.0 5.0 \n", + "1 0.0 2.0 0.0 24.0 \n", + "2 0.0 4.0 0.0 5.0 \n", + "3 0.0 0.0 0.0 6.0 \n", + "4 0.0 2.0 0.0 15.0 \n", + "\n", + " Condition1_code Condition2_code BldgType_code HouseStyle_code \\\n", + "0 2.0 2.0 0.0 5.0 \n", + "1 1.0 2.0 0.0 2.0 \n", + "2 2.0 2.0 0.0 5.0 \n", + "3 2.0 2.0 0.0 5.0 \n", + "4 2.0 2.0 0.0 5.0 \n", + "\n", + " RoofStyle_code RoofMatl_code Exterior1st_code Exterior2nd_code \\\n", + "0 1.0 1.0 12.0 13.0 \n", + "1 1.0 1.0 8.0 8.0 \n", + "2 1.0 1.0 12.0 13.0 \n", + "3 1.0 1.0 13.0 15.0 \n", + "4 1.0 1.0 12.0 13.0 \n", + "\n", + " MasVnrType_code ExterQual_code ExterCond_code Foundation_code \\\n", + "0 1.0 2.0 4.0 2.0 \n", + "1 2.0 3.0 4.0 1.0 \n", + "2 1.0 2.0 4.0 2.0 \n", + "3 2.0 3.0 4.0 0.0 \n", + "4 1.0 2.0 4.0 2.0 \n", + "\n", + " BsmtQual_code BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", + "0 2.0 4.0 4.0 2.0 \n", + "1 2.0 4.0 1.0 0.0 \n", + "2 2.0 4.0 2.0 2.0 \n", + "3 4.0 1.0 4.0 0.0 \n", + "4 2.0 4.0 0.0 2.0 \n", + "\n", + " BsmtFinType2_code Heating_code HeatingQC_code CentralAir_code \\\n", + "0 6.0 1.0 0.0 1.0 \n", + "1 6.0 1.0 0.0 1.0 \n", + "2 6.0 1.0 0.0 1.0 \n", + "3 6.0 1.0 2.0 1.0 \n", + "4 6.0 1.0 0.0 1.0 \n", + "\n", + " Electrical_code KitchenQual_code Functional_code GarageType_code \\\n", + "0 4.0 2.0 6.0 1.0 \n", + "1 4.0 3.0 6.0 1.0 \n", + "2 4.0 2.0 6.0 1.0 \n", + "3 4.0 2.0 6.0 5.0 \n", + "4 4.0 2.0 6.0 1.0 \n", + "\n", + " GarageFinish_code GarageQual_code GarageCond_code PavedDrive_code \\\n", + "0 2.0 5.0 5.0 2.0 \n", + "1 2.0 5.0 5.0 2.0 \n", + "2 2.0 5.0 5.0 2.0 \n", + "3 3.0 5.0 5.0 2.0 \n", + "4 2.0 5.0 5.0 2.0 \n", + "\n", + " SaleType_code SaleCondition_code \n", + "0 8.0 4.0 \n", + "1 8.0 4.0 \n", + "2 8.0 4.0 \n", + "3 8.0 0.0 \n", + "4 8.0 4.0 " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualización" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Primero revisaremos como se distribuyen los datos en cuanto al precio y la zona de la casa\n", + "\n", + "#Construimos primeramente el plot que queremos para hacer las gráficas.\n", + "sns.set(context ='paper', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "#Seleccionamos hacer un boxplot con la zona en el eje X y el precio en el eje Y\n", + "ax = sns.boxplot(x = data['MSZoning'], y = data['SalePrice'])\n", + "\n", + "#Creamos los nombres de los ejes y de la gráfica\n", + "ax.set_title('Distribución del precio de las casas por el tipo de zona')\n", + "ax.set(xlabel = 'Tipo de zona', ylabel = \"Precio en USD\")\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels());\n", + "#Con el ax.get_xticklabels() va y busca los ejes que ya definimos previamente" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que los precios de las casas se comportan de manera diferente según la zona. \n", + "#Para las casas en la zona FV: Floating Village Residential, los precios tienden a ser los más altos.\n", + "#Para las casas en la zona C: Commercial, los precios tienden a ser los más bajos." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver la relación que hay entre Utilities: Type of utilities available y el precio de la casa\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['Utilities'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de las casas por tipo de servicios que tiene')\n", + "ax.set(xlabel='Servicios', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AllPub 1459\n", + "NoSeWa 1\n", + "Name: Utilities, dtype: int64" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Observamos que practicamente la totalidad de las casas cuentan con todos los servicios.\n", + "#Verificamos esta información\n", + "data.Utilities.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo a la condición general de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['OverallCond'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo a la condición de la casa')\n", + "ax.set(xlabel='Condición de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos una ligera tendencia a que los precios sean mayores entre mejor condición tenga la casa" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al número de cuartos de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['BedroomAbvGr'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo al número de cuartos de la casa')\n", + "ax.set(xlabel='Cuartos de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Observamos que no hay una relación clara entre los precios de la casa y el número de cuartos.\n", + "#Obtamos por ver en un scatterplot como se ven los precios y el número de cuartos\n", + "sns.scatterplot(x ='SalePrice', y ='BedroomAbvGr', data = data);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al tamaño de la alberca de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['PoolArea'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de la casa de acuerdo al área de la alberca')\n", + "ax.set(xlabel='Área de la alberca', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "#Obervamos que practicamente ninguna casa tiene albercca, por lo que no es un factor que influya tanto en nuestro análisis." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Podemos hacer un histograma para revisar la distribución de la información\n", + "sns.set(context = 'talk', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.histplot(x = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución de las casas de acuerdo al precio')\n", + "ax.set(xlabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# Observamos que el número de casas se distribuye aparentemente con normalidad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Análisis estadístico" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSalePriceMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
count1460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.000000
mean730.50000056.89726010516.8280826.0993155.5753421971.2678081984.865753103.117123443.63972646.549315567.2404111057.4294521162.626712346.9924665.8445211515.4636990.4253420.0575341.5650680.3828772.8664381.0465756.5178080.6130141.767123472.98013794.24452146.66027421.9541103.40958915.0609592.75890443.4890416.3219182007.815753180921.1958903.0287670.9958901.9424662.7773970.0006853.0191780.06232912.2513702.0315072.0082190.4931513.0383561.4102741.0753429.62465810.3397261.7623292.5397263.7335621.3965752.7246583.6910962.9369863.1500005.5869861.0363011.5383560.9349323.6794522.3397265.7493152.4856161.8767124.7164384.7630141.8561647.5130143.770548
std421.61000942.3005719981.2649321.3829971.11279930.20290420.645407180.731373456.098091161.319273441.866955438.705324386.587738436.52843648.623081525.4803830.5189110.2387530.5509160.5028850.8157780.2203381.6253930.6446660.747315213.804841125.33879466.25602861.11914929.31733155.75741540.177307496.1230242.7036261.32809579442.5028830.6320170.0639961.4091560.7076660.0261711.6226340.2762326.0137350.8685150.2590401.1982771.9113050.8349980.5991273.1976593.5405700.6142740.6939950.7318070.7223941.2786300.9496161.5677972.2515171.2008540.2951241.7395240.2467311.0556750.8301610.9796591.9332061.1916460.8987870.8026700.4965921.5521001.100854
min1.00000020.0000001300.0000001.0000001.0000001872.0000001950.0000000.0000000.0000000.0000000.0000000.000000334.0000000.0000000.000000334.0000000.0000000.0000000.0000000.0000000.0000000.0000002.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000001.0000002006.00000034900.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
25%365.75000020.0000007553.5000005.0000005.0000001954.0000001967.0000000.0000000.0000000.000000223.000000795.750000882.0000000.0000000.0000001129.5000000.0000000.0000001.0000000.0000002.0000001.0000005.0000000.0000001.000000334.5000000.0000000.0000000.0000000.0000000.0000000.0000000.0000005.0000002007.000000129975.0000003.0000001.0000000.0000003.0000000.0000002.0000000.0000007.0000002.0000002.0000000.0000002.0000001.0000001.0000008.0000008.0000001.0000002.0000004.0000001.0000002.0000004.0000002.0000001.0000006.0000001.0000000.0000001.0000004.0000002.0000006.0000001.0000001.0000005.0000005.0000002.0000008.0000004.000000
50%730.50000050.0000009478.5000006.0000005.0000001973.0000001994.0000000.000000383.5000000.000000477.500000991.5000001087.0000000.0000000.0000001464.0000000.0000000.0000002.0000000.0000003.0000001.0000006.0000001.0000002.000000480.0000000.00000025.0000000.0000000.0000000.0000000.0000000.0000006.0000002008.000000163000.0000003.0000001.0000003.0000003.0000000.0000004.0000000.00000012.0000002.0000002.0000000.0000002.0000001.0000001.00000012.00000013.0000002.0000003.0000004.0000001.0000002.0000004.0000004.0000002.0000006.0000001.0000000.0000001.0000004.0000003.0000006.0000001.0000002.0000005.0000005.0000002.0000008.0000004.000000
75%1095.25000070.00000011601.5000007.0000006.0000002000.0000002004.000000164.250000712.2500000.000000808.0000001298.2500001391.250000728.0000000.0000001776.7500001.0000000.0000002.0000001.0000003.0000001.0000007.0000001.0000002.000000576.000000168.00000068.0000000.0000000.0000000.0000000.0000000.0000008.0000002009.000000214000.0000003.0000001.0000003.0000003.0000000.0000004.0000000.00000017.0000002.0000002.0000000.0000005.0000001.0000001.00000012.00000013.0000002.0000003.0000004.0000002.0000004.0000004.0000004.0000006.0000006.0000001.0000004.0000001.0000004.0000003.0000006.0000005.0000003.0000005.0000005.0000002.0000008.0000004.000000
max1460.000000190.000000215245.00000010.0000009.0000002010.0000002010.0000001600.0000005644.0000001474.0000002336.0000006110.0000004692.0000002065.000000572.0000005642.0000003.0000002.0000003.0000002.0000008.0000003.00000014.0000003.0000004.0000001418.000000857.000000547.000000552.000000508.000000480.000000738.00000015500.00000012.0000002010.000000755000.0000004.0000001.0000003.0000003.0000001.0000004.0000002.00000024.0000008.0000007.0000004.0000007.0000005.0000007.00000014.00000015.0000003.0000003.0000004.0000005.0000004.0000004.0000004.0000006.0000006.0000005.0000004.0000001.0000004.0000003.0000006.0000006.0000003.0000005.0000005.0000002.0000008.0000005.000000
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass LotArea OverallQual OverallCond \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 730.500000 56.897260 10516.828082 6.099315 5.575342 \n", + "std 421.610009 42.300571 9981.264932 1.382997 1.112799 \n", + "min 1.000000 20.000000 1300.000000 1.000000 1.000000 \n", + "25% 365.750000 20.000000 7553.500000 5.000000 5.000000 \n", + "50% 730.500000 50.000000 9478.500000 6.000000 5.000000 \n", + "75% 1095.250000 70.000000 11601.500000 7.000000 6.000000 \n", + "max 1460.000000 190.000000 215245.000000 10.000000 9.000000 \n", + "\n", + " YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 1971.267808 1984.865753 103.117123 443.639726 46.549315 \n", + "std 30.202904 20.645407 180.731373 456.098091 161.319273 \n", + "min 1872.000000 1950.000000 0.000000 0.000000 0.000000 \n", + "25% 1954.000000 1967.000000 0.000000 0.000000 0.000000 \n", + "50% 1973.000000 1994.000000 0.000000 383.500000 0.000000 \n", + "75% 2000.000000 2004.000000 164.250000 712.250000 0.000000 \n", + "max 2010.000000 2010.000000 1600.000000 5644.000000 1474.000000 \n", + "\n", + " BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 567.240411 1057.429452 1162.626712 346.992466 5.844521 \n", + "std 441.866955 438.705324 386.587738 436.528436 48.623081 \n", + "min 0.000000 0.000000 334.000000 0.000000 0.000000 \n", + "25% 223.000000 795.750000 882.000000 0.000000 0.000000 \n", + "50% 477.500000 991.500000 1087.000000 0.000000 0.000000 \n", + "75% 808.000000 1298.250000 1391.250000 728.000000 0.000000 \n", + "max 2336.000000 6110.000000 4692.000000 2065.000000 572.000000 \n", + "\n", + " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 1515.463699 0.425342 0.057534 1.565068 0.382877 \n", + "std 525.480383 0.518911 0.238753 0.550916 0.502885 \n", + "min 334.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1129.500000 0.000000 0.000000 1.000000 0.000000 \n", + "50% 1464.000000 0.000000 0.000000 2.000000 0.000000 \n", + "75% 1776.750000 1.000000 0.000000 2.000000 1.000000 \n", + "max 5642.000000 3.000000 2.000000 3.000000 2.000000 \n", + "\n", + " BedroomAbvGr KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.866438 1.046575 6.517808 0.613014 1.767123 \n", + "std 0.815778 0.220338 1.625393 0.644666 0.747315 \n", + "min 0.000000 0.000000 2.000000 0.000000 0.000000 \n", + "25% 2.000000 1.000000 5.000000 0.000000 1.000000 \n", + "50% 3.000000 1.000000 6.000000 1.000000 2.000000 \n", + "75% 3.000000 1.000000 7.000000 1.000000 2.000000 \n", + "max 8.000000 3.000000 14.000000 3.000000 4.000000 \n", + "\n", + " GarageArea WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 472.980137 94.244521 46.660274 21.954110 3.409589 \n", + "std 213.804841 125.338794 66.256028 61.119149 29.317331 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 334.500000 0.000000 0.000000 0.000000 0.000000 \n", + "50% 480.000000 0.000000 25.000000 0.000000 0.000000 \n", + "75% 576.000000 168.000000 68.000000 0.000000 0.000000 \n", + "max 1418.000000 857.000000 547.000000 552.000000 508.000000 \n", + "\n", + " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 15.060959 2.758904 43.489041 6.321918 2007.815753 \n", + "std 55.757415 40.177307 496.123024 2.703626 1.328095 \n", + "min 0.000000 0.000000 0.000000 1.000000 2006.000000 \n", + "25% 0.000000 0.000000 0.000000 5.000000 2007.000000 \n", + "50% 0.000000 0.000000 0.000000 6.000000 2008.000000 \n", + "75% 0.000000 0.000000 0.000000 8.000000 2009.000000 \n", + "max 480.000000 738.000000 15500.000000 12.000000 2010.000000 \n", + "\n", + " SalePrice MSZoning_code Street_code LotShape_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 180921.195890 3.028767 0.995890 1.942466 \n", + "std 79442.502883 0.632017 0.063996 1.409156 \n", + "min 34900.000000 0.000000 0.000000 0.000000 \n", + "25% 129975.000000 3.000000 1.000000 0.000000 \n", + "50% 163000.000000 3.000000 1.000000 3.000000 \n", + "75% 214000.000000 3.000000 1.000000 3.000000 \n", + "max 755000.000000 4.000000 1.000000 3.000000 \n", + "\n", + " LandContour_code Utilities_code LotConfig_code LandSlope_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.777397 0.000685 3.019178 0.062329 \n", + "std 0.707666 0.026171 1.622634 0.276232 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 3.000000 0.000000 2.000000 0.000000 \n", + "50% 3.000000 0.000000 4.000000 0.000000 \n", + "75% 3.000000 0.000000 4.000000 0.000000 \n", + "max 3.000000 1.000000 4.000000 2.000000 \n", + "\n", + " Neighborhood_code Condition1_code Condition2_code BldgType_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 12.251370 2.031507 2.008219 0.493151 \n", + "std 6.013735 0.868515 0.259040 1.198277 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 7.000000 2.000000 2.000000 0.000000 \n", + "50% 12.000000 2.000000 2.000000 0.000000 \n", + "75% 17.000000 2.000000 2.000000 0.000000 \n", + "max 24.000000 8.000000 7.000000 4.000000 \n", + "\n", + " HouseStyle_code RoofStyle_code RoofMatl_code Exterior1st_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 3.038356 1.410274 1.075342 9.624658 \n", + "std 1.911305 0.834998 0.599127 3.197659 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 2.000000 1.000000 1.000000 8.000000 \n", + "50% 2.000000 1.000000 1.000000 12.000000 \n", + "75% 5.000000 1.000000 1.000000 12.000000 \n", + "max 7.000000 5.000000 7.000000 14.000000 \n", + "\n", + " Exterior2nd_code MasVnrType_code ExterQual_code ExterCond_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 10.339726 1.762329 2.539726 3.733562 \n", + "std 3.540570 0.614274 0.693995 0.731807 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 8.000000 1.000000 2.000000 4.000000 \n", + "50% 13.000000 2.000000 3.000000 4.000000 \n", + "75% 13.000000 2.000000 3.000000 4.000000 \n", + "max 15.000000 3.000000 3.000000 4.000000 \n", + "\n", + " Foundation_code BsmtQual_code BsmtCond_code BsmtExposure_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 1.396575 2.724658 3.691096 2.936986 \n", + "std 0.722394 1.278630 0.949616 1.567797 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 2.000000 4.000000 2.000000 \n", + "50% 1.000000 2.000000 4.000000 4.000000 \n", + "75% 2.000000 4.000000 4.000000 4.000000 \n", + "max 5.000000 4.000000 4.000000 4.000000 \n", + "\n", + " BsmtFinType1_code BsmtFinType2_code Heating_code HeatingQC_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 3.150000 5.586986 1.036301 1.538356 \n", + "std 2.251517 1.200854 0.295124 1.739524 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 6.000000 1.000000 0.000000 \n", + "50% 2.000000 6.000000 1.000000 0.000000 \n", + "75% 6.000000 6.000000 1.000000 4.000000 \n", + "max 6.000000 6.000000 5.000000 4.000000 \n", + "\n", + " CentralAir_code Electrical_code KitchenQual_code Functional_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 0.934932 3.679452 2.339726 5.749315 \n", + "std 0.246731 1.055675 0.830161 0.979659 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 4.000000 2.000000 6.000000 \n", + "50% 1.000000 4.000000 3.000000 6.000000 \n", + "75% 1.000000 4.000000 3.000000 6.000000 \n", + "max 1.000000 4.000000 3.000000 6.000000 \n", + "\n", + " GarageType_code GarageFinish_code GarageQual_code GarageCond_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.485616 1.876712 4.716438 4.763014 \n", + "std 1.933206 1.191646 0.898787 0.802670 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 1.000000 5.000000 5.000000 \n", + "50% 1.000000 2.000000 5.000000 5.000000 \n", + "75% 5.000000 3.000000 5.000000 5.000000 \n", + "max 6.000000 3.000000 5.000000 5.000000 \n", + "\n", + " PavedDrive_code SaleType_code SaleCondition_code \n", + "count 1460.000000 1460.000000 1460.000000 \n", + "mean 1.856164 7.513014 3.770548 \n", + "std 0.496592 1.552100 1.100854 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 2.000000 8.000000 4.000000 \n", + "50% 2.000000 8.000000 4.000000 \n", + "75% 2.000000 8.000000 4.000000 \n", + "max 2.000000 8.000000 5.000000 " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Primero vemos la drescripción estadística de los datos numéricos.\n", + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Podemos crear un heatmap para revisar las correlaciones entre las variables.\n", + "data_corr = data.corr()\n", + "\n", + "mask = np.zeros_like(data.corr(),dtype = np.bool)\n", + "mask[np.triu_indices_from(mask)] = True\n", + "plt.subplots(figsize = (60,40))\n", + "cmap = sns.diverging_palette(6, 255,as_cmap = True)\n", + "sns.heatmap(data_corr, mask = mask, cmap = cmap, annot = True);" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SalePrice
ExterQual_code-0.636884
BsmtQual_code-0.593734
KitchenQual_code-0.589189
GarageFinish_code-0.425684
GarageType_code-0.415283
HeatingQC_code-0.400178
BsmtExposure_code-0.294589
LotShape_code-0.255580
MSZoning_code-0.166872
KitchenAbvGr-0.135907
EnclosedPorch-0.128578
Heating_code-0.098812
BsmtFinType1_code-0.098734
BldgType_code-0.085591
MSSubClass-0.084284
OverallCond-0.077856
LotConfig_code-0.067396
SaleType_code-0.054911
YrSold-0.028923
LowQualFinSF-0.025606
Id-0.021917
MiscVal-0.021190
BsmtHalfBath-0.016844
Utilities_code-0.014314
BsmtFinSF2-0.011378
Condition2_code0.007513
LandContour_code0.015453
MasVnrType_code0.018216
Street_code0.041036
ThirdSsnPorch0.044584
MoSold0.046432
LandSlope_code0.051152
BsmtFinType2_code0.072717
Condition1_code0.091155
BsmtCond_code0.091503
PoolArea0.092404
Exterior1st_code0.103551
Exterior2nd_code0.103766
ScreenPorch0.111447
Functional_code0.115328
ExterCond_code0.117303
RoofMatl_code0.132383
BedroomAbvGr0.168213
HouseStyle_code0.180163
GarageQual_code0.205963
Neighborhood_code0.210851
SaleCondition_code0.213092
BsmtUnfSF0.214479
RoofStyle_code0.222405
BsmtFullBath0.227122
PavedDrive_code0.231357
Electrical_code0.234410
GarageCond_code0.246705
CentralAir_code0.251328
LotArea0.263843
HalfBath0.284108
OpenPorchSF0.315856
SecondFlrSF0.319334
WoodDeckSF0.324413
Foundation_code0.382479
BsmtFinSF10.386420
Fireplaces0.466929
MasVnrArea0.472614
YearRemodAdd0.507101
YearBuilt0.522897
TotRmsAbvGrd0.533723
FullBath0.560664
FirstFlrSF0.605852
TotalBsmtSF0.613581
GarageArea0.623431
GarageCars0.640409
GrLivArea0.708624
OverallQual0.790982
SalePrice1.000000
\n", + "
" + ], + "text/plain": [ + " SalePrice\n", + "ExterQual_code -0.636884\n", + "BsmtQual_code -0.593734\n", + "KitchenQual_code -0.589189\n", + "GarageFinish_code -0.425684\n", + "GarageType_code -0.415283\n", + "HeatingQC_code -0.400178\n", + "BsmtExposure_code -0.294589\n", + "LotShape_code -0.255580\n", + "MSZoning_code -0.166872\n", + "KitchenAbvGr -0.135907\n", + "EnclosedPorch -0.128578\n", + "Heating_code -0.098812\n", + "BsmtFinType1_code -0.098734\n", + "BldgType_code -0.085591\n", + "MSSubClass -0.084284\n", + "OverallCond -0.077856\n", + "LotConfig_code -0.067396\n", + "SaleType_code -0.054911\n", + "YrSold -0.028923\n", + "LowQualFinSF -0.025606\n", + "Id -0.021917\n", + "MiscVal -0.021190\n", + "BsmtHalfBath -0.016844\n", + "Utilities_code -0.014314\n", + "BsmtFinSF2 -0.011378\n", + "Condition2_code 0.007513\n", + "LandContour_code 0.015453\n", + "MasVnrType_code 0.018216\n", + "Street_code 0.041036\n", + "ThirdSsnPorch 0.044584\n", + "MoSold 0.046432\n", + "LandSlope_code 0.051152\n", + "BsmtFinType2_code 0.072717\n", + "Condition1_code 0.091155\n", + "BsmtCond_code 0.091503\n", + "PoolArea 0.092404\n", + "Exterior1st_code 0.103551\n", + "Exterior2nd_code 0.103766\n", + "ScreenPorch 0.111447\n", + "Functional_code 0.115328\n", + "ExterCond_code 0.117303\n", + "RoofMatl_code 0.132383\n", + "BedroomAbvGr 0.168213\n", + "HouseStyle_code 0.180163\n", + "GarageQual_code 0.205963\n", + "Neighborhood_code 0.210851\n", + "SaleCondition_code 0.213092\n", + "BsmtUnfSF 0.214479\n", + "RoofStyle_code 0.222405\n", + "BsmtFullBath 0.227122\n", + "PavedDrive_code 0.231357\n", + "Electrical_code 0.234410\n", + "GarageCond_code 0.246705\n", + "CentralAir_code 0.251328\n", + "LotArea 0.263843\n", + "HalfBath 0.284108\n", + "OpenPorchSF 0.315856\n", + "SecondFlrSF 0.319334\n", + "WoodDeckSF 0.324413\n", + "Foundation_code 0.382479\n", + "BsmtFinSF1 0.386420\n", + "Fireplaces 0.466929\n", + "MasVnrArea 0.472614\n", + "YearRemodAdd 0.507101\n", + "YearBuilt 0.522897\n", + "TotRmsAbvGrd 0.533723\n", + "FullBath 0.560664\n", + "FirstFlrSF 0.605852\n", + "TotalBsmtSF 0.613581\n", + "GarageArea 0.623431\n", + "GarageCars 0.640409\n", + "GrLivArea 0.708624\n", + "OverallQual 0.790982\n", + "SalePrice 1.000000" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Como son muchas variables, no se aprecia correctamente la gráfica, por lo que analizaremos la tabla\n", + "saleprice_corr = data_corr[35:36].transpose()\n", + "saleprice_corr.sort_values('SalePrice')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que las variables numéricas con mayor relación (.60 o más) con el precio de las casas son:\n", + "#OverallQual, GrLivArea, GarageCars, ExterQual_code, GarageArea, TotalBsmtSF, 1stFlorSF\n", + "\n", + "#Podríamos ver como se relacionan todas las demás variables entre sí." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.847
Model: OLS Adj. R-squared: 0.840
Method: Least Squares F-statistic: 110.2
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00
Time: 17:00:49 Log-Likelihood: -17172.
No. Observations: 1460 AIC: 3.449e+04
Df Residuals: 1389 BIC: 3.486e+04
Df Model: 70
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err t P>|t| [0.025 0.975]
const 1.907e+06 1.33e+06 1.439 0.150 -6.92e+05 4.51e+06
MSSubClass -120.3786 45.330 -2.656 0.008 -209.301 -31.456
LotArea 0.3514 0.106 3.329 0.001 0.144 0.559
OverallQual 1.164e+04 1185.110 9.824 0.000 9317.280 1.4e+04
OverallCond 4662.8128 1039.481 4.486 0.000 2623.691 6701.934
YearBuilt 189.9926 74.415 2.553 0.011 44.014 335.971
YearRemodAdd 25.7523 66.512 0.387 0.699 -104.723 156.228
MasVnrArea 32.0790 6.096 5.262 0.000 20.121 44.037
BsmtFinSF1 4.0473 2.927 1.383 0.167 -1.695 9.789
BsmtFinSF2 6.1194 5.823 1.051 0.294 -5.304 17.543
BsmtUnfSF -3.0563 2.963 -1.032 0.302 -8.868 2.756
TotalBsmtSF 7.1105 3.385 2.101 0.036 0.470 13.751
FirstFlrSF 18.8457 5.886 3.202 0.001 7.299 30.393
SecondFlrSF 19.3529 5.390 3.590 0.000 8.779 29.926
LowQualFinSF -12.2375 13.818 -0.886 0.376 -39.344 14.869
GrLivArea 25.9611 5.408 4.800 0.000 15.352 36.570
BsmtFullBath 7297.2277 2454.929 2.972 0.003 2481.460 1.21e+04
BsmtHalfBath 2023.5321 3863.762 0.524 0.601 -5555.907 9602.971
FullBath 4040.8444 2678.618 1.509 0.132 -1213.730 9295.418
HalfBath 310.0593 2540.180 0.122 0.903 -4672.944 5293.062
BedroomAbvGr -4109.9384 1666.649 -2.466 0.014 -7379.360 -840.517
KitchenAbvGr -1.321e+04 4991.517 -2.647 0.008 -2.3e+04 -3422.067
TotRmsAbvGrd 3467.9144 1170.803 2.962 0.003 1171.182 5764.647
Fireplaces 4735.2315 1674.752 2.827 0.005 1449.915 8020.548
GarageCars 1.131e+04 2707.548 4.178 0.000 6000.589 1.66e+04
GarageArea -3.5063 9.316 -0.376 0.707 -21.782 14.769
WoodDeckSF 19.4581 7.487 2.599 0.009 4.771 34.146
OpenPorchSF -13.8476 14.278 -0.970 0.332 -41.856 14.160
EnclosedPorch 5.8579 15.644 0.374 0.708 -24.830 36.546
ThirdSsnPorch 26.1607 29.102 0.899 0.369 -30.928 83.249
ScreenPorch 48.9570 16.094 3.042 0.002 17.386 80.528
PoolArea -25.0306 21.983 -1.139 0.255 -68.154 18.092
MiscVal -0.5161 1.741 -0.296 0.767 -3.932 2.900
MoSold -190.2439 319.361 -0.596 0.551 -816.725 436.237
YrSold -1171.0201 655.000 -1.788 0.074 -2455.916 113.876
MSZoning_code -824.3821 1515.461 -0.544 0.587 -3797.221 2148.457
Street_code 3.071e+04 1.4e+04 2.199 0.028 3312.232 5.81e+04
LotShape_code -896.5077 661.024 -1.356 0.175 -2193.221 400.206
LandContour_code 3512.8321 1345.146 2.611 0.009 874.096 6151.569
Utilities_code -5.028e+04 3.33e+04 -1.509 0.132 -1.16e+05 1.51e+04
LotConfig_code 136.5790 543.622 0.251 0.802 -929.830 1202.988
LandSlope_code 6008.1189 3832.441 1.568 0.117 -1509.878 1.35e+04
Neighborhood_code 428.7728 155.346 2.760 0.006 124.035 733.511
Condition1_code -606.5489 1014.084 -0.598 0.550 -2595.850 1382.752
Condition2_code -8851.9271 3362.032 -2.633 0.009 -1.54e+04 -2256.718
BldgType_code -1651.3088 1480.517 -1.115 0.265 -4555.600 1252.982
HouseStyle_code -1402.4997 652.683 -2.149 0.032 -2682.851 -122.149
RoofStyle_code 2312.0974 1126.033 2.053 0.040 103.188 4521.007
RoofMatl_code 4417.7452 1507.300 2.931 0.003 1460.915 7374.575
Exterior1st_code -864.8324 522.288 -1.656 0.098 -1889.391 159.726
Exterior2nd_code 224.2009 472.246 0.475 0.635 -702.191 1150.593
MasVnrType_code 4665.2768 1586.215 2.941 0.003 1553.641 7776.913
ExterQual_code -9434.4356 1963.414 -4.805 0.000 -1.33e+04 -5582.859
ExterCond_code 448.3312 1255.748 0.357 0.721 -2015.036 2911.698
Foundation_code 1233.3653 1652.395 0.746 0.456 -2008.094 4474.824
BsmtQual_code -3985.3784 1031.392 -3.864 0.000 -6008.633 -1962.124
BsmtCond_code 1435.1942 968.787 1.481 0.139 -465.250 3335.638
BsmtExposure_code -2894.8150 649.324 -4.458 0.000 -4168.577 -1621.053
BsmtFinType1_code -830.4698 518.393 -1.602 0.109 -1847.388 186.449
BsmtFinType2_code 637.3147 1050.303 0.607 0.544 -1423.037 2697.666
Heating_code -2831.3844 3214.249 -0.881 0.379 -9136.691 3473.922
HeatingQC_code -634.2559 613.097 -1.035 0.301 -1836.952 568.440
CentralAir_code 335.7301 4480.521 0.075 0.940 -8453.588 9125.048
Electrical_code -623.1140 913.430 -0.682 0.495 -2414.966 1168.738
KitchenQual_code -8811.5307 1434.485 -6.143 0.000 -1.16e+04 -5997.539
Functional_code 3875.8711 946.128 4.097 0.000 2019.877 5731.865
GarageType_code 1264.3814 597.609 2.116 0.035 92.067 2436.696
GarageFinish_code -1533.6269 887.232 -1.729 0.084 -3274.087 206.833
GarageQual_code -898.8956 1299.522 -0.692 0.489 -3448.134 1650.342
GarageCond_code 477.7333 1453.821 0.329 0.743 -2374.188 3329.655
PavedDrive_code 2020.0597 2059.319 0.981 0.327 -2019.651 6059.771
SaleType_code -636.7006 576.441 -1.105 0.270 -1767.490 494.089
SaleCondition_code 2624.5734 827.902 3.170 0.002 1000.500 4248.646
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Omnibus: 752.220 Durbin-Watson: 1.945
Prob(Omnibus): 0.000 Jarque-Bera (JB): 139860.315
Skew: -1.283 Prob(JB): 0.00
Kurtosis: 50.880 Cond. No. 1.31e+16


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.87e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.847\n", + "Model: OLS Adj. R-squared: 0.840\n", + "Method: Least Squares F-statistic: 110.2\n", + "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 17:00:49 Log-Likelihood: -17172.\n", + "No. Observations: 1460 AIC: 3.449e+04\n", + "Df Residuals: 1389 BIC: 3.486e+04\n", + "Df Model: 70 \n", + "Covariance Type: nonrobust \n", + "======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------\n", + "const 1.907e+06 1.33e+06 1.439 0.150 -6.92e+05 4.51e+06\n", + "MSSubClass -120.3786 45.330 -2.656 0.008 -209.301 -31.456\n", + "LotArea 0.3514 0.106 3.329 0.001 0.144 0.559\n", + "OverallQual 1.164e+04 1185.110 9.824 0.000 9317.280 1.4e+04\n", + "OverallCond 4662.8128 1039.481 4.486 0.000 2623.691 6701.934\n", + "YearBuilt 189.9926 74.415 2.553 0.011 44.014 335.971\n", + "YearRemodAdd 25.7523 66.512 0.387 0.699 -104.723 156.228\n", + "MasVnrArea 32.0790 6.096 5.262 0.000 20.121 44.037\n", + "BsmtFinSF1 4.0473 2.927 1.383 0.167 -1.695 9.789\n", + "BsmtFinSF2 6.1194 5.823 1.051 0.294 -5.304 17.543\n", + "BsmtUnfSF -3.0563 2.963 -1.032 0.302 -8.868 2.756\n", + "TotalBsmtSF 7.1105 3.385 2.101 0.036 0.470 13.751\n", + "FirstFlrSF 18.8457 5.886 3.202 0.001 7.299 30.393\n", + "SecondFlrSF 19.3529 5.390 3.590 0.000 8.779 29.926\n", + "LowQualFinSF -12.2375 13.818 -0.886 0.376 -39.344 14.869\n", + "GrLivArea 25.9611 5.408 4.800 0.000 15.352 36.570\n", + "BsmtFullBath 7297.2277 2454.929 2.972 0.003 2481.460 1.21e+04\n", + "BsmtHalfBath 2023.5321 3863.762 0.524 0.601 -5555.907 9602.971\n", + "FullBath 4040.8444 2678.618 1.509 0.132 -1213.730 9295.418\n", + "HalfBath 310.0593 2540.180 0.122 0.903 -4672.944 5293.062\n", + "BedroomAbvGr -4109.9384 1666.649 -2.466 0.014 -7379.360 -840.517\n", + "KitchenAbvGr -1.321e+04 4991.517 -2.647 0.008 -2.3e+04 -3422.067\n", + "TotRmsAbvGrd 3467.9144 1170.803 2.962 0.003 1171.182 5764.647\n", + "Fireplaces 4735.2315 1674.752 2.827 0.005 1449.915 8020.548\n", + "GarageCars 1.131e+04 2707.548 4.178 0.000 6000.589 1.66e+04\n", + "GarageArea -3.5063 9.316 -0.376 0.707 -21.782 14.769\n", + "WoodDeckSF 19.4581 7.487 2.599 0.009 4.771 34.146\n", + "OpenPorchSF -13.8476 14.278 -0.970 0.332 -41.856 14.160\n", + "EnclosedPorch 5.8579 15.644 0.374 0.708 -24.830 36.546\n", + "ThirdSsnPorch 26.1607 29.102 0.899 0.369 -30.928 83.249\n", + "ScreenPorch 48.9570 16.094 3.042 0.002 17.386 80.528\n", + "PoolArea -25.0306 21.983 -1.139 0.255 -68.154 18.092\n", + "MiscVal -0.5161 1.741 -0.296 0.767 -3.932 2.900\n", + "MoSold -190.2439 319.361 -0.596 0.551 -816.725 436.237\n", + "YrSold -1171.0201 655.000 -1.788 0.074 -2455.916 113.876\n", + "MSZoning_code -824.3821 1515.461 -0.544 0.587 -3797.221 2148.457\n", + "Street_code 3.071e+04 1.4e+04 2.199 0.028 3312.232 5.81e+04\n", + "LotShape_code -896.5077 661.024 -1.356 0.175 -2193.221 400.206\n", + "LandContour_code 3512.8321 1345.146 2.611 0.009 874.096 6151.569\n", + "Utilities_code -5.028e+04 3.33e+04 -1.509 0.132 -1.16e+05 1.51e+04\n", + "LotConfig_code 136.5790 543.622 0.251 0.802 -929.830 1202.988\n", + "LandSlope_code 6008.1189 3832.441 1.568 0.117 -1509.878 1.35e+04\n", + "Neighborhood_code 428.7728 155.346 2.760 0.006 124.035 733.511\n", + "Condition1_code -606.5489 1014.084 -0.598 0.550 -2595.850 1382.752\n", + "Condition2_code -8851.9271 3362.032 -2.633 0.009 -1.54e+04 -2256.718\n", + "BldgType_code -1651.3088 1480.517 -1.115 0.265 -4555.600 1252.982\n", + "HouseStyle_code -1402.4997 652.683 -2.149 0.032 -2682.851 -122.149\n", + "RoofStyle_code 2312.0974 1126.033 2.053 0.040 103.188 4521.007\n", + "RoofMatl_code 4417.7452 1507.300 2.931 0.003 1460.915 7374.575\n", + "Exterior1st_code -864.8324 522.288 -1.656 0.098 -1889.391 159.726\n", + "Exterior2nd_code 224.2009 472.246 0.475 0.635 -702.191 1150.593\n", + "MasVnrType_code 4665.2768 1586.215 2.941 0.003 1553.641 7776.913\n", + "ExterQual_code -9434.4356 1963.414 -4.805 0.000 -1.33e+04 -5582.859\n", + "ExterCond_code 448.3312 1255.748 0.357 0.721 -2015.036 2911.698\n", + "Foundation_code 1233.3653 1652.395 0.746 0.456 -2008.094 4474.824\n", + "BsmtQual_code -3985.3784 1031.392 -3.864 0.000 -6008.633 -1962.124\n", + "BsmtCond_code 1435.1942 968.787 1.481 0.139 -465.250 3335.638\n", + "BsmtExposure_code -2894.8150 649.324 -4.458 0.000 -4168.577 -1621.053\n", + "BsmtFinType1_code -830.4698 518.393 -1.602 0.109 -1847.388 186.449\n", + "BsmtFinType2_code 637.3147 1050.303 0.607 0.544 -1423.037 2697.666\n", + "Heating_code -2831.3844 3214.249 -0.881 0.379 -9136.691 3473.922\n", + "HeatingQC_code -634.2559 613.097 -1.035 0.301 -1836.952 568.440\n", + "CentralAir_code 335.7301 4480.521 0.075 0.940 -8453.588 9125.048\n", + "Electrical_code -623.1140 913.430 -0.682 0.495 -2414.966 1168.738\n", + "KitchenQual_code -8811.5307 1434.485 -6.143 0.000 -1.16e+04 -5997.539\n", + "Functional_code 3875.8711 946.128 4.097 0.000 2019.877 5731.865\n", + "GarageType_code 1264.3814 597.609 2.116 0.035 92.067 2436.696\n", + "GarageFinish_code -1533.6269 887.232 -1.729 0.084 -3274.087 206.833\n", + "GarageQual_code -898.8956 1299.522 -0.692 0.489 -3448.134 1650.342\n", + "GarageCond_code 477.7333 1453.821 0.329 0.743 -2374.188 3329.655\n", + "PavedDrive_code 2020.0597 2059.319 0.981 0.327 -2019.651 6059.771\n", + "SaleType_code -636.7006 576.441 -1.105 0.270 -1767.490 494.089\n", + "SaleCondition_code 2624.5734 827.902 3.170 0.002 1000.500 4248.646\n", + "==============================================================================\n", + "Omnibus: 752.220 Durbin-Watson: 1.945\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 139860.315\n", + "Skew: -1.283 Prob(JB): 0.00\n", + "Kurtosis: 50.880 Cond. No. 1.31e+16\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.87e-21. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n", + "\"\"\"" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Modelo de regresión: \n", + "\n", + "#Definimos nuestras variables independientes\n", + "x = data[['MSSubClass', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath',\n", + " 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea','WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold',\n", + " 'MSZoning_code', 'Street_code', 'LotShape_code', 'LandContour_code', 'Utilities_code',\n", + " 'LotConfig_code', 'LandSlope_code', 'Neighborhood_code', 'Condition1_code',\n", + " 'Condition2_code', 'BldgType_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'Exterior2nd_code', 'MasVnrType_code', 'ExterQual_code', 'ExterCond_code',\n", + " 'Foundation_code', 'BsmtQual_code', 'BsmtCond_code', 'BsmtExposure_code', 'BsmtFinType1_code',\n", + " 'BsmtFinType2_code', 'Heating_code', 'HeatingQC_code', 'CentralAir_code', 'Electrical_code', \n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'GarageFinish_code', 'GarageQual_code',\n", + " 'GarageCond_code', 'PavedDrive_code', 'SaleType_code', 'SaleCondition_code']]\n", + "\n", + "#Definimos nuestra variable dependiente\n", + "y = data['SalePrice']\n", + "\n", + "#Agregamos el intercepto para el modelo y lo corremos\n", + "X = sm.add_constant(x) \n", + "Y = y\n", + "\n", + "model = sm.OLS(Y, X).fit()\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", + "#Vemos que el modelo tiene una R2 de 0.847, por lo que es un buen modelo prediciendo el precio de las casas.\n", + "\n", + "#Vemos que hay muchas variables que no aportan mucho al modelo y otras que no son significativas para el precio de la casa" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "#Estandarizamos los datos: media 0 y varianza 1\n", + "\n", + "features = ['MSSubClass', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath',\n", + " 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea','WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold',\n", + " 'MSZoning_code', 'Street_code', 'LotShape_code', 'LandContour_code', 'Utilities_code',\n", + " 'LotConfig_code', 'LandSlope_code', 'Neighborhood_code', 'Condition1_code',\n", + " 'Condition2_code', 'BldgType_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'Exterior2nd_code', 'MasVnrType_code', 'ExterQual_code', 'ExterCond_code',\n", + " 'Foundation_code', 'BsmtQual_code', 'BsmtCond_code', 'BsmtExposure_code', 'BsmtFinType1_code',\n", + " 'BsmtFinType2_code', 'Heating_code', 'HeatingQC_code', 'CentralAir_code', 'Electrical_code', \n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'GarageFinish_code', 'GarageQual_code',\n", + " 'GarageCond_code', 'PavedDrive_code', 'SaleType_code', 'SaleCondition_code']\n", + "\n", + "x = data.loc[:,features].values\n", + "types = data ['SalePrice']\n", + "\n", + "#Aplicamos la estandarización de los datos\n", + "\n", + "x = StandardScaler().fit_transform(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
00.073375-0.2071420.651479-0.5172001.0509940.8786680.5141040.575425-0.288653-0.944591-0.459303-0.7934341.161852-0.1202420.3703331.107810-0.2410610.7897411.2275850.163779-0.2114540.912210-0.9512260.3117250.351000-0.7521760.216503-0.359325-0.116339-0.270208-0.068692-0.087688-1.5991110.138777-0.0455320.0642380.7507310.314667-0.026180.604670-0.225716-1.206215-0.036289-0.03174-0.4116911.026689-0.491516-0.1257970.7430920.751626-1.241449-0.7779760.3642070.835599-0.5669390.3254050.678263-0.5109420.344051-0.123046-0.8846580.2638130.303747-0.4093690.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
1-0.872563-0.091886-0.0718362.1796280.156734-0.429577-0.5707501.171992-0.288653-0.6412280.4664650.257140-0.795163-0.120242-0.482512-0.8199643.9488090.789741-0.7616210.163779-0.211454-0.3186830.6004950.311725-0.0607311.626195-0.704483-0.359325-0.116339-0.270208-0.068692-0.087688-0.489110-0.614439-0.0455320.0642380.7507310.314667-0.02618-0.628316-0.2257161.954302-1.188074-0.03174-0.411691-0.543457-0.491516-0.125797-0.508251-0.6610600.3870470.6634510.364207-0.549162-0.5669390.325405-1.235906-1.3995360.344051-0.123046-0.8846580.2638130.3037470.7956290.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
20.0733750.0734800.651479-0.5172000.9847520.8302150.3259150.092907-0.288653-0.301643-0.313369-0.6278261.189351-0.1202420.5150131.107810-0.2410610.7897411.2275850.163779-0.211454-0.3186830.6004950.3117250.631726-0.752176-0.070361-0.359325-0.116339-0.270208-0.068692-0.0876880.9908910.138777-0.0455320.064238-1.3789330.314667-0.026180.604670-0.225716-1.206215-0.036289-0.03174-0.4116911.026689-0.491516-0.1257970.7430920.751626-1.241449-0.7779760.3642070.835599-0.5669390.325405-0.597850-0.5109420.344051-0.123046-0.8846580.2638130.303747-0.4093690.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
30.309859-0.0968970.651479-0.517200-1.863632-0.720298-0.570750-0.499274-0.288653-0.061670-0.687324-0.5217340.937276-0.1202420.3836591.107810-0.241061-1.026041-0.7616210.163779-0.2114540.2967630.6004951.6503070.790804-0.752176-0.1760484.092524-0.116339-0.270208-0.068692-0.087688-1.599111-1.367655-0.0455320.064238-1.3789330.314667-0.02618-1.861302-0.225716-1.039872-0.036289-0.03174-0.4116911.026689-0.491516-0.1257971.0559281.3167010.3870470.6634510.364207-1.9339230.997770-2.8348480.678263-1.3995360.344051-0.1230460.2654760.2638130.303747-0.4093690.2559781.3010750.9429590.3156020.2953490.2897450.313867-3.426284
40.0733750.3751481.374795-0.5172000.9516320.7333081.3664890.463568-0.288653-0.1748650.199680-0.0456111.617877-0.1202421.2993261.107810-0.2410610.7897411.2275851.390023-0.2114541.5276560.6004951.6503071.6984850.7801970.563760-0.359325-0.116339-0.270208-0.068692-0.0876882.1008920.138777-0.0455320.064238-1.3789330.314667-0.02618-0.628316-0.2257160.457215-0.036289-0.03174-0.4116911.026689-0.491516-0.1257970.7430920.751626-1.241449-0.7779760.3642070.835599-0.5669390.325405-1.873963-0.5109420.344051-0.123046-0.8846580.2638130.303747-0.4093690.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
\n", + "
" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual OverallCond YearBuilt YearRemodAdd \\\n", + "0 0.073375 -0.207142 0.651479 -0.517200 1.050994 0.878668 \n", + "1 -0.872563 -0.091886 -0.071836 2.179628 0.156734 -0.429577 \n", + "2 0.073375 0.073480 0.651479 -0.517200 0.984752 0.830215 \n", + "3 0.309859 -0.096897 0.651479 -0.517200 -1.863632 -0.720298 \n", + "4 0.073375 0.375148 1.374795 -0.517200 0.951632 0.733308 \n", + "\n", + " MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF \\\n", + "0 0.514104 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 \n", + "1 -0.570750 1.171992 -0.288653 -0.641228 0.466465 0.257140 \n", + "2 0.325915 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 \n", + "3 -0.570750 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 \n", + "4 1.366489 0.463568 -0.288653 -0.174865 0.199680 -0.045611 \n", + "\n", + " SecondFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath \\\n", + "0 1.161852 -0.120242 0.370333 1.107810 -0.241061 0.789741 \n", + "1 -0.795163 -0.120242 -0.482512 -0.819964 3.948809 0.789741 \n", + "2 1.189351 -0.120242 0.515013 1.107810 -0.241061 0.789741 \n", + "3 0.937276 -0.120242 0.383659 1.107810 -0.241061 -1.026041 \n", + "4 1.617877 -0.120242 1.299326 1.107810 -0.241061 0.789741 \n", + "\n", + " HalfBath BedroomAbvGr KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "0 1.227585 0.163779 -0.211454 0.912210 -0.951226 0.311725 \n", + "1 -0.761621 0.163779 -0.211454 -0.318683 0.600495 0.311725 \n", + "2 1.227585 0.163779 -0.211454 -0.318683 0.600495 0.311725 \n", + "3 -0.761621 0.163779 -0.211454 0.296763 0.600495 1.650307 \n", + "4 1.227585 1.390023 -0.211454 1.527656 0.600495 1.650307 \n", + "\n", + " GarageArea WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "0 0.351000 -0.752176 0.216503 -0.359325 -0.116339 \n", + "1 -0.060731 1.626195 -0.704483 -0.359325 -0.116339 \n", + "2 0.631726 -0.752176 -0.070361 -0.359325 -0.116339 \n", + "3 0.790804 -0.752176 -0.176048 4.092524 -0.116339 \n", + "4 1.698485 0.780197 0.563760 -0.359325 -0.116339 \n", + "\n", + " ScreenPorch PoolArea MiscVal MoSold YrSold MSZoning_code \\\n", + "0 -0.270208 -0.068692 -0.087688 -1.599111 0.138777 -0.045532 \n", + "1 -0.270208 -0.068692 -0.087688 -0.489110 -0.614439 -0.045532 \n", + "2 -0.270208 -0.068692 -0.087688 0.990891 0.138777 -0.045532 \n", + "3 -0.270208 -0.068692 -0.087688 -1.599111 -1.367655 -0.045532 \n", + "4 -0.270208 -0.068692 -0.087688 2.100892 0.138777 -0.045532 \n", + "\n", + " Street_code LotShape_code LandContour_code Utilities_code \\\n", + "0 0.064238 0.750731 0.314667 -0.02618 \n", + "1 0.064238 0.750731 0.314667 -0.02618 \n", + "2 0.064238 -1.378933 0.314667 -0.02618 \n", + "3 0.064238 -1.378933 0.314667 -0.02618 \n", + "4 0.064238 -1.378933 0.314667 -0.02618 \n", + "\n", + " LotConfig_code LandSlope_code Neighborhood_code Condition1_code \\\n", + "0 0.604670 -0.225716 -1.206215 -0.036289 \n", + "1 -0.628316 -0.225716 1.954302 -1.188074 \n", + "2 0.604670 -0.225716 -1.206215 -0.036289 \n", + "3 -1.861302 -0.225716 -1.039872 -0.036289 \n", + "4 -0.628316 -0.225716 0.457215 -0.036289 \n", + "\n", + " Condition2_code BldgType_code HouseStyle_code RoofStyle_code \\\n", + "0 -0.03174 -0.411691 1.026689 -0.491516 \n", + "1 -0.03174 -0.411691 -0.543457 -0.491516 \n", + "2 -0.03174 -0.411691 1.026689 -0.491516 \n", + "3 -0.03174 -0.411691 1.026689 -0.491516 \n", + "4 -0.03174 -0.411691 1.026689 -0.491516 \n", + "\n", + " RoofMatl_code Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", + "0 -0.125797 0.743092 0.751626 -1.241449 \n", + "1 -0.125797 -0.508251 -0.661060 0.387047 \n", + "2 -0.125797 0.743092 0.751626 -1.241449 \n", + "3 -0.125797 1.055928 1.316701 0.387047 \n", + "4 -0.125797 0.743092 0.751626 -1.241449 \n", + "\n", + " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", + "0 -0.777976 0.364207 0.835599 -0.566939 \n", + "1 0.663451 0.364207 -0.549162 -0.566939 \n", + "2 -0.777976 0.364207 0.835599 -0.566939 \n", + "3 0.663451 0.364207 -1.933923 0.997770 \n", + "4 -0.777976 0.364207 0.835599 -0.566939 \n", + "\n", + " BsmtCond_code BsmtExposure_code BsmtFinType1_code BsmtFinType2_code \\\n", + "0 0.325405 0.678263 -0.510942 0.344051 \n", + "1 0.325405 -1.235906 -1.399536 0.344051 \n", + "2 0.325405 -0.597850 -0.510942 0.344051 \n", + "3 -2.834848 0.678263 -1.399536 0.344051 \n", + "4 0.325405 -1.873963 -0.510942 0.344051 \n", + "\n", + " Heating_code HeatingQC_code CentralAir_code Electrical_code \\\n", + "0 -0.123046 -0.884658 0.263813 0.303747 \n", + "1 -0.123046 -0.884658 0.263813 0.303747 \n", + "2 -0.123046 -0.884658 0.263813 0.303747 \n", + "3 -0.123046 0.265476 0.263813 0.303747 \n", + "4 -0.123046 -0.884658 0.263813 0.303747 \n", + "\n", + " KitchenQual_code Functional_code GarageType_code GarageFinish_code \\\n", + "0 -0.409369 0.255978 -0.768736 0.103495 \n", + "1 0.795629 0.255978 -0.768736 0.103495 \n", + "2 -0.409369 0.255978 -0.768736 0.103495 \n", + "3 -0.409369 0.255978 1.301075 0.942959 \n", + "4 -0.409369 0.255978 -0.768736 0.103495 \n", + "\n", + " GarageQual_code GarageCond_code PavedDrive_code SaleType_code \\\n", + "0 0.315602 0.295349 0.289745 0.313867 \n", + "1 0.315602 0.295349 0.289745 0.313867 \n", + "2 0.315602 0.295349 0.289745 0.313867 \n", + "3 0.315602 0.295349 0.289745 0.313867 \n", + "4 0.315602 0.295349 0.289745 0.313867 \n", + "\n", + " SaleCondition_code \n", + "0 0.208502 \n", + "1 0.208502 \n", + "2 0.208502 \n", + "3 -3.426284 \n", + "4 0.208502 " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos el dataframe de los datos normalizados\n", + "data_norm = pd.DataFrame (x, columns = features)\n", + "\n", + "data_norm.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA()" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos el PCA\n", + "\n", + "pca = PCA()\n", + "pca.fit(data_norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.37349899e-01, 5.62326329e-02, 4.62821468e-02, 4.03229923e-02,\n", + " 3.33209115e-02, 2.99101254e-02, 2.50364018e-02, 2.35283744e-02,\n", + " 2.15571642e-02, 2.09236816e-02, 2.01255406e-02, 1.92575775e-02,\n", + " 1.87443058e-02, 1.82347380e-02, 1.73562303e-02, 1.67456605e-02,\n", + " 1.62319687e-02, 1.59108365e-02, 1.53747813e-02, 1.52824017e-02,\n", + " 1.51104582e-02, 1.43646007e-02, 1.42118954e-02, 1.37792835e-02,\n", + " 1.36090057e-02, 1.32051023e-02, 1.30415773e-02, 1.23926244e-02,\n", + " 1.20716140e-02, 1.19220307e-02, 1.18483854e-02, 1.14018000e-02,\n", + " 1.11060948e-02, 1.08352316e-02, 1.06710219e-02, 1.05304268e-02,\n", + " 1.03436145e-02, 9.81186467e-03, 9.27701950e-03, 9.05592347e-03,\n", + " 8.89375865e-03, 8.77222133e-03, 8.43841140e-03, 8.21886543e-03,\n", + " 8.06884279e-03, 7.75451333e-03, 7.57151282e-03, 7.51691684e-03,\n", + " 6.96727585e-03, 6.64729687e-03, 6.10095293e-03, 5.96633504e-03,\n", + " 5.59533293e-03, 5.53057410e-03, 5.41545780e-03, 5.36522752e-03,\n", + " 4.54068230e-03, 4.52839498e-03, 4.41915485e-03, 4.17389612e-03,\n", + " 3.63377753e-03, 3.34712972e-03, 3.10639259e-03, 3.04395250e-03,\n", + " 2.37077315e-03, 1.87936340e-03, 1.75904074e-03, 1.48005906e-03,\n", + " 1.38357091e-03, 1.19237063e-03, 2.70874915e-32, 2.06813535e-33])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", + "pca.explained_variance_ratio_" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0000000000000002" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#La suma de los componentes debe ser 1\n", + "sum(pca.explained_variance_ratio_)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Varianza acumulada explicada')" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Graficamos los componentes para ver cuando sumen el 80%\n", + "plt.figure (figsize = (12,9))\n", + "plt.plot(range(1,73), pca.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.title (\"Varianza explciada por los componentes\")\n", + "plt.xlabel ('Número de componentes')\n", + "plt.ylabel ('Varianza acumulada explicada')" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8078295237818027" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", + "#Parece que con 34-35 componentes se alcanza\n", + "\n", + "#Revisamos para comprobar\n", + "sum(pca.explained_variance_ratio_[:36])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(n_components=35)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Entrenamos el modelo con los 35 componentes que nos indicó previamente\n", + "pca = PCA(n_components = 35)\n", + "pca.fit(data_norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "#Transformamos el dataframe\n", + "data_transform = pca.transform(data_norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17Componente 18Componente 19Componente 20Componente 21Componente 22Componente 23Componente 24Componente 25Componente 26Componente 27Componente 28Componente 29Componente 30Componente 31Componente 32Componente 33Componente 34Componente 35
02.0860230.487331-1.6360961.655411-0.2937211.253845-0.443370-0.325633-1.8813950.7772370.352204-0.2554920.2014811.1173560.2499870.880656-0.397259-0.078552-0.1762880.051198-0.0863961.123069-0.1058030.5840870.015183-0.544823-0.1383321.2200880.1034870.7903760.069902-0.2151020.162701-0.678229-0.715790
10.276983-2.1275060.9987190.234631-0.9561910.098591-1.108876-0.1881770.578906-0.565677-0.2529340.4183940.151380-2.5412630.174325-0.005346-0.389744-1.240376-0.199871-0.7211162.7844521.203013-0.421253-1.2195841.3021001.2444211.191890-0.7329180.656391-0.371636-0.383827-0.786843-1.6593070.4556040.222919
22.5700600.193649-1.2865171.320644-0.4672771.5430070.0272820.526996-1.1241030.3177960.753949-0.4473880.4053260.184773-0.195937-0.343427-0.0446590.129234-0.1758970.765905-0.013481-0.0995930.0443920.445865-0.840266-0.100247-0.1145700.2600990.5053120.3656530.0279490.6431401.0149070.618500-0.333814
3-1.5423741.1382501.6164740.331522-0.6643891.3505580.089716-0.634392-1.8298601.1433441.4521102.108435-0.711996-1.841847-0.6903880.9391473.153941-0.869455-0.0555360.751966-2.316076-0.8754500.437981-0.4292800.0087880.1778310.8191981.245509-0.6466061.275321-0.706839-1.336931-0.3856611.124427-1.597467
44.8573781.1479200.4244441.608957-0.4347721.1113110.0661810.392422-1.4336700.6224480.660114-0.1495490.264721-0.8158920.208525-1.1408090.411941-0.5749730.4242210.2353740.338634-0.9495930.3678130.304455-0.383572-0.265199-0.129605-0.1970481.125231-0.0986270.5915790.8614090.9255230.6288860.128260
\n", + "
" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 2.086023 0.487331 -1.636096 1.655411 -0.293721 \n", + "1 0.276983 -2.127506 0.998719 0.234631 -0.956191 \n", + "2 2.570060 0.193649 -1.286517 1.320644 -0.467277 \n", + "3 -1.542374 1.138250 1.616474 0.331522 -0.664389 \n", + "4 4.857378 1.147920 0.424444 1.608957 -0.434772 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 1.253845 -0.443370 -0.325633 -1.881395 0.777237 \n", + "1 0.098591 -1.108876 -0.188177 0.578906 -0.565677 \n", + "2 1.543007 0.027282 0.526996 -1.124103 0.317796 \n", + "3 1.350558 0.089716 -0.634392 -1.829860 1.143344 \n", + "4 1.111311 0.066181 0.392422 -1.433670 0.622448 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 0.352204 -0.255492 0.201481 1.117356 0.249987 \n", + "1 -0.252934 0.418394 0.151380 -2.541263 0.174325 \n", + "2 0.753949 -0.447388 0.405326 0.184773 -0.195937 \n", + "3 1.452110 2.108435 -0.711996 -1.841847 -0.690388 \n", + "4 0.660114 -0.149549 0.264721 -0.815892 0.208525 \n", + "\n", + " Componente 16 Componente 17 Componente 18 Componente 19 Componente 20 \\\n", + "0 0.880656 -0.397259 -0.078552 -0.176288 0.051198 \n", + "1 -0.005346 -0.389744 -1.240376 -0.199871 -0.721116 \n", + "2 -0.343427 -0.044659 0.129234 -0.175897 0.765905 \n", + "3 0.939147 3.153941 -0.869455 -0.055536 0.751966 \n", + "4 -1.140809 0.411941 -0.574973 0.424221 0.235374 \n", + "\n", + " Componente 21 Componente 22 Componente 23 Componente 24 Componente 25 \\\n", + "0 -0.086396 1.123069 -0.105803 0.584087 0.015183 \n", + "1 2.784452 1.203013 -0.421253 -1.219584 1.302100 \n", + "2 -0.013481 -0.099593 0.044392 0.445865 -0.840266 \n", + "3 -2.316076 -0.875450 0.437981 -0.429280 0.008788 \n", + "4 0.338634 -0.949593 0.367813 0.304455 -0.383572 \n", + "\n", + " Componente 26 Componente 27 Componente 28 Componente 29 Componente 30 \\\n", + "0 -0.544823 -0.138332 1.220088 0.103487 0.790376 \n", + "1 1.244421 1.191890 -0.732918 0.656391 -0.371636 \n", + "2 -0.100247 -0.114570 0.260099 0.505312 0.365653 \n", + "3 0.177831 0.819198 1.245509 -0.646606 1.275321 \n", + "4 -0.265199 -0.129605 -0.197048 1.125231 -0.098627 \n", + "\n", + " Componente 31 Componente 32 Componente 33 Componente 34 Componente 35 \n", + "0 0.069902 -0.215102 0.162701 -0.678229 -0.715790 \n", + "1 -0.383827 -0.786843 -1.659307 0.455604 0.222919 \n", + "2 0.027949 0.643140 1.014907 0.618500 -0.333814 \n", + "3 -0.706839 -1.336931 -0.385661 1.124427 -1.597467 \n", + "4 0.591579 0.861409 0.925523 0.628886 0.128260 " + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos un dataframe para ver nuevamente la información con los 35 componentes\n", + "data_pca = pd.DataFrame(data_transform, index = data_norm.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
Componente 1-0.0075790.0701350.264122-0.0709030.2404670.2032510.1571780.123759-0.0142670.0839100.2079340.1962170.086759-0.0261990.2140020.073984-0.0093590.2086920.1023360.048705-0.0437190.1598420.1436330.2411250.2319710.1137000.117246-0.0783360.0150970.0196320.028508-0.0089660.015270-0.006516-0.0828420.005753-0.0942780.018781-0.002435-0.0184990.0005000.0673400.0485340.0092820.0081670.0872180.0621150.0222640.0539800.047415-0.013661-0.2173840.0626940.175938-0.2198860.043285-0.102925-0.0352810.033274-0.052077-0.1540720.1135280.111692-0.1851630.036087-0.186128-0.1624840.1148720.1215600.112179-0.0199550.077092
Componente 20.103556-0.0305240.060626-0.007332-0.124460-0.0013170.017170-0.260295-0.1199960.209218-0.104014-0.0648170.3493830.1025290.252043-0.259632-0.0384600.1854650.1594040.2788870.1467390.3025280.007736-0.004522-0.031271-0.0516430.0800360.093231-0.022228-0.0100420.0111720.0021450.028801-0.0373460.0098700.0367430.035020-0.042803-0.006560-0.012897-0.0633400.005355-0.0215870.000479-0.0613210.107189-0.031194-0.0108980.0783790.0823010.015587-0.040997-0.035504-0.011773-0.007588-0.0881090.1397730.2911650.1040960.079403-0.043096-0.145214-0.078642-0.048904-0.0212380.147931-0.006222-0.146535-0.126003-0.1677680.001792-0.002413
Componente 3-0.1654480.278565-0.0265940.093032-0.224069-0.1824240.0677060.1913470.171887-0.0813930.1801600.2567120.0350480.0856830.2259020.1286290.068261-0.016761-0.0263040.1977860.0554840.2068440.207031-0.0011800.0476160.0870750.0296220.1122270.0016250.1177180.1151550.0375080.011662-0.0073530.083336-0.054921-0.080509-0.1305340.032015-0.0935000.1834800.043479-0.0364990.023148-0.232839-0.0803860.1279480.131067-0.116082-0.100833-0.0375140.070844-0.087642-0.2001540.139522-0.030196-0.023110-0.110932-0.1428430.0327180.162379-0.042450-0.0534890.033559-0.099581-0.0005810.067113-0.040974-0.030583-0.046243-0.003043-0.077775
Componente 40.315788-0.036284-0.0385510.0445120.053110-0.0344350.0547470.0671730.068201-0.308484-0.215793-0.2117680.284644-0.0372680.0772170.0695830.0697000.0290960.2967570.1293330.0505400.0745420.038678-0.002966-0.0270690.045104-0.004943-0.056840-0.0211120.0343920.0345170.010501-0.0069660.010527-0.0231960.012110-0.0161810.0630240.019805-0.0055080.0025210.0111090.026929-0.0210240.1671640.363476-0.0782760.008365-0.216539-0.232120-0.1625740.1288270.0147750.0126400.0659160.0482430.009890-0.184551-0.088411-0.0398450.1255080.0929250.1198230.1360900.020980-0.0404440.0144900.1130290.0962460.1245520.061460-0.046162
Componente 50.3175160.0179160.010717-0.164735-0.0061390.0065550.0180180.191148-0.016313-0.1529380.0386870.062985-0.0329840.0461020.0232020.221643-0.0683860.041606-0.076734-0.1607420.208621-0.022485-0.032244-0.069352-0.0683430.0307290.0316590.023330-0.031671-0.0540400.048815-0.005431-0.0231700.018948-0.003772-0.0730400.059286-0.100713-0.0273240.0510150.1035470.048788-0.033834-0.0028860.3055920.0403950.0368640.030623-0.099040-0.1031370.131821-0.163504-0.0222490.067634-0.171626-0.120523-0.183095-0.094142-0.0100950.188035-0.026488-0.277713-0.096410-0.172957-0.0464260.147610-0.147078-0.227845-0.265547-0.197534-0.006466-0.028036
Componente 6-0.0521100.1142360.0130070.219410-0.0440060.174075-0.1372870.0498130.059828-0.227001-0.154850-0.1879130.1499760.059643-0.0081380.1321860.041057-0.0660680.106918-0.049958-0.230348-0.0429740.048439-0.083793-0.0916220.1230280.0566070.003220-0.017819-0.0158630.0406680.006630-0.026951-0.0093960.060232-0.041407-0.126386-0.132146-0.059809-0.0407660.198563-0.1457000.043598-0.033371-0.1811820.110687-0.1528560.0854560.3492980.3491750.111380-0.013907-0.1105660.003178-0.052416-0.035491-0.134852-0.071497-0.063140-0.067786-0.1665780.0535310.069908-0.0796820.0069270.068950-0.091616-0.103319-0.099715-0.0870700.1865790.064401
Componente 70.0411750.175091-0.086790-0.2739700.093445-0.069624-0.132166-0.2396470.3362830.034119-0.091127-0.009491-0.023182-0.005573-0.026756-0.1046880.0229760.091825-0.0528050.0174680.104374-0.002812-0.0529610.1163360.0863650.028341-0.057444-0.053434-0.039004-0.034713-0.060999-0.0563800.019312-0.037338-0.142946-0.204185-0.065200-0.1391090.0288020.0059130.250610-0.0391910.093748-0.0373560.0613720.008694-0.1673450.0629050.0975410.1173100.0510180.0425300.1379600.151201-0.033742-0.130895-0.1021790.144526-0.3610200.1146300.060995-0.103408-0.0966350.096983-0.168005-0.0656860.0599160.1983700.1355760.053859-0.071512-0.044396
Componente 8-0.0077910.246268-0.032873-0.1141380.030499-0.1139090.0484710.033573-0.4171300.087236-0.030617-0.0625910.011410-0.082100-0.044165-0.081705-0.017875-0.0670310.088671-0.047712-0.071860-0.0770710.0700020.011044-0.0102600.003282-0.054664-0.0935090.0572460.011986-0.066836-0.0523560.067255-0.088698-0.070866-0.204245-0.128161-0.302553-0.021697-0.0490470.373614-0.1216930.013139-0.062548-0.0366940.034677-0.0387140.103654-0.114210-0.119998-0.0606120.0497680.1429730.006814-0.0172850.133728-0.0836460.0889530.441774-0.0168960.074298-0.019913-0.0579630.0596760.102571-0.026214-0.0197690.0133920.018392-0.0010450.036918-0.010151
Componente 9-0.0394090.0249330.0772550.1921080.0188870.119326-0.118014-0.2253210.1913710.150597-0.012202-0.033864-0.0280770.068515-0.041898-0.2079530.100092-0.0298710.039799-0.115892-0.226699-0.0960320.027613-0.105259-0.1024360.0137520.114977-0.0299340.0630270.115361-0.0037310.0206250.0519280.046285-0.122066-0.045425-0.153500-0.0265020.113791-0.0937500.0940420.1302200.0790650.0018220.0058520.023174-0.0376170.141080-0.373752-0.3800900.157378-0.140881-0.103308-0.022562-0.051513-0.0221920.0132570.128694-0.146953-0.104601-0.0739520.0964660.090709-0.1619460.0135430.014208-0.125984-0.137261-0.1361850.011151-0.077828-0.022287
Componente 10-0.287009-0.009109-0.052176-0.1548030.035838-0.061094-0.0842500.119250-0.055038-0.197619-0.095304-0.1196940.077887-0.064162-0.0292920.130319-0.172886-0.0391730.1313300.041771-0.081650-0.001418-0.0992880.0336480.072218-0.1312180.1590540.0678230.013211-0.068330-0.023525-0.030351-0.0293630.115780-0.372809-0.053881-0.0795730.0809050.065448-0.144606-0.1112390.2822940.107403-0.053344-0.3498680.051855-0.024060-0.142419-0.075002-0.0490490.173847-0.0257430.0554320.092733-0.013641-0.0526480.132152-0.1077520.0294880.181366-0.020097-0.190378-0.148099-0.0284530.1098410.005115-0.0126970.028665-0.028630-0.025650-0.074261-0.042497
Componente 11-0.045598-0.0772610.017602-0.1763320.053013-0.1021260.235007-0.0025780.051573-0.0009820.015295-0.000840-0.028411-0.017788-0.025866-0.0513290.218783-0.0726490.053883-0.063608-0.141137-0.0716000.033734-0.062409-0.081864-0.0178490.070128-0.047274-0.0084310.1378780.112145-0.1372630.037770-0.204759-0.0103590.070168-0.0813860.1837510.301105-0.119132-0.109802-0.1407500.004411-0.124268-0.0273910.1174270.0067480.1740130.1524310.135924-0.3374810.0023650.025913-0.019388-0.042328-0.093570-0.077975-0.008630-0.0122270.0442170.032766-0.067962-0.158636-0.0088030.095559-0.046961-0.138860-0.130380-0.1682110.021227-0.246609-0.317026
Componente 120.176067-0.0315000.0989820.163287-0.131236-0.0062780.0311930.035576-0.035600-0.060653-0.037194-0.0601230.0488590.1316820.0085420.0080050.110162-0.1077430.028042-0.161591-0.056200-0.0767800.0322940.1515270.194615-0.1556750.1123290.146228-0.1053360.1935730.012003-0.0170750.0470490.010826-0.144751-0.1356170.164645-0.1720440.2046050.0671100.0768770.241710-0.2233620.0485840.158128-0.022092-0.0238700.0217790.1456480.1215920.102400-0.096837-0.134378-0.1177940.0266410.0112290.0434650.0292800.078494-0.0636740.0135050.031439-0.049186-0.1196140.1009840.0991260.2320440.1597120.241504-0.020600-0.251024-0.157890
Componente 13-0.0521490.0207960.0250090.113228-0.044558-0.0104820.229206-0.0631640.009858-0.061709-0.124197-0.0752480.032713-0.245460-0.050896-0.1224890.144741-0.0765080.059110-0.140250-0.094996-0.0670180.0617450.1077900.0886670.004709-0.0592470.0006310.0471770.067583-0.2012530.1795650.0013720.0187620.147287-0.051443-0.0169830.0384090.0361150.0203020.013133-0.0929450.0022180.212890-0.0596060.0257510.238263-0.038888-0.062961-0.060175-0.201728-0.120333-0.1883290.019034-0.027776-0.227591-0.0188230.024905-0.0619960.328586-0.052045-0.230149-0.143746-0.1082990.012580-0.0205990.0101140.1415780.119295-0.0929140.1515470.296043
Componente 14-0.013946-0.0045340.041182-0.126095-0.006101-0.0859370.149698-0.0483710.1980350.0312130.053970-0.0460930.0610780.0044030.0172360.049164-0.265695-0.1217310.230143-0.076258-0.173896-0.0152590.131993-0.077729-0.081401-0.0761270.017215-0.018282-0.0926740.235440-0.051764-0.077406-0.2205610.1988920.034370-0.1730520.176622-0.0551960.0329200.2702370.048419-0.0118380.0815700.0283350.023135-0.0324700.157053-0.0992370.0421500.056594-0.105687-0.0688380.298127-0.1054390.0105880.3409350.1598140.075239-0.124251-0.030104-0.0134680.021510-0.072010-0.049993-0.0825210.030778-0.105458-0.120101-0.052397-0.0133110.0700590.080485
Componente 15-0.0092740.119855-0.0707480.0602000.0585200.0665400.162250-0.0451760.0492250.024927-0.003759-0.021355-0.044122-0.093588-0.061024-0.0158360.0336340.036464-0.0340910.0925540.2046220.028575-0.189476-0.064376-0.0453450.072730-0.071000-0.0520610.027863-0.185736-0.0875540.321125-0.1514160.197926-0.172263-0.267950-0.092734-0.0694190.109737-0.1150660.0456400.138994-0.1021880.236106-0.0011510.0280920.194638-0.1420970.1179700.087366-0.226404-0.013276-0.0774410.0690910.0485930.088745-0.0396550.016073-0.050915-0.2417210.0098520.0560780.1600020.0819470.1942940.036451-0.086469-0.082594-0.127674-0.138316-0.120696-0.148043
Componente 160.023062-0.015003-0.0254240.015596-0.0241500.0513340.0253340.020518-0.128831-0.022203-0.0484040.0302770.0174460.1068150.046651-0.0241120.0676890.042091-0.0514000.009230-0.0187950.0462860.026954-0.027393-0.0539980.024522-0.2203090.0266800.149268-0.023433-0.076772-0.103745-0.4585780.4697950.0992790.093869-0.045585-0.0627420.239841-0.1218370.071292-0.1457290.071342-0.2786560.027535-0.053954-0.027439-0.055364-0.023877-0.0130400.023814-0.051367-0.1580850.067654-0.017112-0.0691770.107730-0.0357600.0906960.063622-0.0905350.015252-0.027352-0.035940-0.247292-0.031268-0.0682120.1377270.1022220.033524-0.134612-0.140296
Componente 170.0679390.0197760.057071-0.014514-0.029384-0.053565-0.026351-0.0841860.0584860.0874800.022093-0.0302240.033044-0.178733-0.0113230.019184-0.197519-0.0723850.031720-0.145919-0.000204-0.0744700.0399820.1220870.1149070.070370-0.0821380.386772-0.147276-0.0883370.1775780.034935-0.2223230.0428930.2577770.105438-0.2128160.0609460.054559-0.436654-0.063874-0.012914-0.1294580.2029180.0411580.095215-0.1442190.041047-0.032121-0.0101390.1025050.0440920.157374-0.037031-0.0613590.213433-0.1224510.108764-0.0157600.0695610.020803-0.025241-0.0363170.0009230.103018-0.0064010.061754-0.0438300.0352200.0204700.005439-0.018174
Componente 180.0485560.027780-0.058400-0.0577220.0436110.000512-0.1826740.031865-0.0597500.0087300.0199510.025970-0.0209600.0202840.0035700.023632-0.1030560.0500630.026559-0.0027580.1429740.0171240.053773-0.067371-0.079871-0.1657770.183652-0.282360-0.0123480.4702860.0949240.450328-0.0363070.0286540.036020-0.015112-0.1826950.1163480.146096-0.091166-0.049367-0.1124650.1411920.2324700.103208-0.098199-0.0912250.0935390.0675930.0944130.1496930.057842-0.0918270.0335990.0174960.0437890.087110-0.0479000.1294010.0931800.016540-0.050153-0.0095310.086029-0.078368-0.030648-0.0573440.0066030.0873820.060995-0.0116460.008467
Componente 190.1047060.0701800.0283380.255308-0.0813360.0714340.018157-0.0322360.0287250.0764740.0540740.039759-0.047066-0.179625-0.0264690.044028-0.0409940.050756-0.1275270.0328760.1559890.011480-0.0602390.1161640.111909-0.1101050.162210-0.0531870.2645160.112359-0.036610-0.2235170.0253970.1167260.131206-0.2899110.0715320.0955530.074470-0.110262-0.067186-0.0096070.398809-0.2836010.0430040.062933-0.106089-0.0190610.0327560.051520-0.0391360.045826-0.001658-0.1243700.0312780.102962-0.091993-0.017364-0.0441880.0833060.022150-0.1009180.0766290.0474600.2947880.0366620.128714-0.087834-0.050880-0.0055870.0252200.101141
Componente 200.008160-0.0835180.0294190.034783-0.0071290.023151-0.0599300.0640950.076256-0.0792090.014897-0.0031910.055998-0.1067800.0342910.0273750.0417300.017771-0.0034630.0297550.0072680.0615460.005794-0.045954-0.063755-0.180821-0.0660500.1776010.426909-0.092409-0.0163650.0762830.226128-0.1898370.1487110.116276-0.131762-0.2552900.1681780.1367430.021309-0.1907670.1797550.201348-0.0058700.007674-0.010551-0.354146-0.038539-0.0194910.081890-0.0235620.1577650.012145-0.0056650.140159-0.000516-0.066299-0.058124-0.068982-0.1276530.023990-0.137544-0.079040-0.0187900.019732-0.0363280.0355770.060773-0.044976-0.237032-0.118504
Componente 21-0.0517240.063121-0.0162890.0574750.0256620.044874-0.0445030.0198130.035857-0.0055050.0282380.019416-0.018003-0.160640-0.015536-0.0308330.3322200.060499-0.0078450.0872810.1947290.048298-0.009819-0.013242-0.0405720.026170-0.019572-0.160503-0.0381810.093289-0.275539-0.1725430.0357390.157798-0.0150760.2746850.0047720.0228630.3434220.1072240.0903230.154024-0.3330580.088356-0.043472-0.003585-0.1674770.0365290.0062770.0322050.1410460.0941650.2295060.023952-0.0041610.187092-0.044875-0.0793070.0032800.120157-0.0712090.015727-0.109014-0.0109070.096334-0.0133890.015435-0.145874-0.0583120.0003950.1675850.118208
Componente 22-0.0302140.082933-0.001133-0.0023350.041091-0.010572-0.0358920.0078560.0120550.0527690.0657490.0017430.0025770.1568940.017940-0.0990220.2188910.061058-0.0347620.047973-0.081190-0.031749-0.082607-0.060076-0.020553-0.0760690.0744190.0351360.209079-0.1039110.5062640.043060-0.298770-0.010652-0.145150-0.0649780.2054720.001188-0.0730370.1822040.014563-0.121853-0.0982600.144012-0.016153-0.056325-0.1884990.003087-0.051107-0.066954-0.104927-0.010310-0.0501880.1000650.0669280.165513-0.027001-0.030287-0.0411450.235350-0.103763-0.076237-0.056479-0.0497230.259265-0.0529640.0024410.0456310.0813410.0301620.206679-0.049214
Componente 230.056594-0.0184220.009372-0.051006-0.013574-0.0160280.128761-0.0074590.047228-0.032387-0.023009-0.006824-0.0065400.3235070.0194810.006436-0.024244-0.0229180.079771-0.1276300.028088-0.072944-0.0299220.0322290.021241-0.0715370.026397-0.0201020.529196-0.025445-0.176013-0.0352500.052369-0.013194-0.0491630.124661-0.147234-0.048139-0.200656-0.3005430.0153020.228387-0.0754150.0762090.129754-0.1074480.0326110.2297070.0833860.100774-0.175015-0.0158320.1069400.0172190.0045690.0738000.230347-0.048390-0.0485740.068581-0.036647-0.0055180.0036100.025289-0.0850910.0617180.088505-0.068147-0.0102380.0811100.1865660.007845
Componente 24-0.0410840.086907-0.001940-0.002965-0.0040290.007401-0.021443-0.0117570.0321880.0313060.0311450.0187170.056392-0.1945140.0426170.105667-0.1572620.0344790.102279-0.053284-0.054133-0.001109-0.041654-0.0057100.0207690.1327800.147808-0.0769210.078113-0.220796-0.199382-0.1113160.1219670.2253820.0365700.0369360.1480540.153327-0.1669950.1727480.070203-0.171724-0.0253270.329139-0.035998-0.017051-0.2411410.284593-0.012188-0.015232-0.0556450.004176-0.193613-0.1131570.0334380.0793280.084997-0.0017790.0598150.143090-0.030938-0.0628750.097607-0.018909-0.0550780.0197190.014290-0.0484690.0334360.056822-0.348450-0.203312
Componente 25-0.035532-0.035357-0.045755-0.001789-0.0140240.0275890.0315430.041064-0.124401-0.024386-0.0276150.002921-0.012438-0.005466-0.008689-0.1025760.263592-0.047529-0.007740-0.049713-0.053114-0.001887-0.1812330.1209860.1599740.1535640.014822-0.0153960.037393-0.1752360.1430330.114241-0.150603-0.0889390.024630-0.0425920.0915540.0744160.1976560.134181-0.0242970.1667170.3648150.170529-0.0604500.1536000.1037970.2065510.0468660.0070670.1212360.0046140.193416-0.096819-0.0683090.098331-0.019387-0.0159820.096564-0.0496420.075749-0.0537340.0830140.012775-0.4182750.1445020.170707-0.088550-0.0793460.0463400.0165340.036629
Componente 260.0562490.1373820.026528-0.044330-0.0298620.019529-0.1128730.001848-0.013456-0.012877-0.0159970.0051550.049409-0.3462520.012799-0.0797890.2422720.0358200.017466-0.070125-0.029099-0.0455300.220290-0.052326-0.076393-0.062603-0.0558580.2215510.1791900.0342320.0949690.2909980.1808850.124314-0.131340-0.0850680.1964100.250934-0.226805-0.0819390.0428410.042265-0.169348-0.3140970.0391500.0247640.132015-0.0095410.0760320.0678450.1011280.0075370.109516-0.021004-0.0258570.1129640.0403270.0154820.0100660.088928-0.0670870.0477370.0515260.062157-0.198920-0.113710-0.031175-0.066529-0.027301-0.036986-0.085972-0.058061
Componente 270.0982480.171147-0.028143-0.049166-0.0095490.0314300.0253730.049402-0.0140710.0436780.0901790.029110-0.0270750.0475300.003322-0.0129430.1577740.094459-0.0579120.005264-0.132003-0.0438420.137232-0.088483-0.093196-0.0424690.2631080.105274-0.214292-0.194824-0.205351-0.115355-0.087133-0.264493-0.016594-0.193014-0.1020560.1002750.081865-0.133476-0.0029410.1035150.0353840.0694510.132550-0.082837-0.213488-0.3806690.014120-0.010424-0.1325630.045986-0.124987-0.1493950.0427090.0809320.154770-0.0701570.0629970.139634-0.150372-0.0038740.1007940.084398-0.244593-0.005096-0.072536-0.0292460.0295770.0337850.0523600.070700
Componente 28-0.0649210.028349-0.060320-0.1177090.0425650.0098890.035362-0.003978-0.005896-0.005448-0.0117920.0158970.005322-0.1617410.0011510.069357-0.087644-0.000303-0.0021690.032153-0.0250100.009776-0.0306370.1200170.158663-0.4460250.051577-0.0242560.2029610.173052-0.049790-0.117674-0.282985-0.162236-0.002643-0.0092760.1922050.053382-0.013231-0.0668070.104033-0.108244-0.2541850.120109-0.1060680.133320-0.087319-0.057787-0.078401-0.0473020.0005410.017138-0.1314360.072486-0.049441-0.192874-0.1680580.021828-0.023666-0.218097-0.0360330.1505670.1243840.050401-0.2248380.0508630.114163-0.136027-0.174116-0.0218820.0074850.074488
Componente 29-0.048164-0.014522-0.018982-0.0250350.014651-0.0306370.0123150.008569-0.037087-0.047051-0.052118-0.0901340.0374240.4397010.0054640.0017100.084864-0.031609-0.0368760.089379-0.0665200.076746-0.1370590.0889090.1153430.006004-0.228859-0.089631-0.0446530.077435-0.1104730.0558990.2062500.0493170.120717-0.3078620.0651970.196526-0.025769-0.157201-0.065000-0.223849-0.1893790.020463-0.1151240.0025750.026604-0.140203-0.056111-0.0570600.098007-0.0892880.105613-0.0200910.0208960.184439-0.216731-0.038568-0.0215710.182222-0.093496-0.0175900.091599-0.056231-0.0240870.137334-0.030584-0.076304-0.0502590.228024-0.1761410.054720
Componente 30-0.0329250.0286150.0395110.071257-0.0144080.0648180.063610-0.0145540.015046-0.000650-0.0102540.001714-0.0321420.145416-0.0119850.012272-0.0509990.072577-0.0859480.0188420.0138310.020149-0.1193940.011484-0.005595-0.287259-0.0110200.333264-0.2121600.061934-0.3113940.294884-0.125054-0.126950-0.0667040.2854130.031342-0.008500-0.0456280.1494200.180232-0.0037280.196294-0.165772-0.0653660.007410-0.0297920.208633-0.031146-0.035648-0.1627900.0339610.1099260.0523070.0101040.107173-0.139285-0.071613-0.0033400.187829-0.099557-0.0356540.2515200.0144750.104363-0.002441-0.0087160.021189-0.015072-0.024022-0.061608-0.075527
Componente 310.0144080.1179200.0144750.024164-0.025174-0.011778-0.012602-0.069388-0.0366490.003449-0.082142-0.0263070.0205500.1339410.0101110.118064-0.4007930.036085-0.090427-0.040726-0.060848-0.0007000.0522520.0247930.0274850.2692590.0020900.0138050.203004-0.118199-0.0624450.2661320.065796-0.1813400.062657-0.0712900.2001670.1772240.4275890.1208720.0015850.108055-0.122311-0.173064-0.0267160.009041-0.1061250.054654-0.063532-0.044417-0.0843170.066233-0.0840410.071242-0.0073610.021613-0.0515510.0528540.000123-0.004734-0.1323050.139947-0.2203650.056884-0.040274-0.1488660.056558-0.0345040.005857-0.0780030.1015850.007869
Componente 32-0.0572580.033911-0.0249610.0658810.0176920.1273030.104219-0.041579-0.003378-0.027161-0.071827-0.010340-0.034695-0.108767-0.0464930.008461-0.2165120.066183-0.105201-0.0371350.004419-0.076443-0.0373480.0632820.051952-0.020398-0.187911-0.187836-0.0800370.1262950.379451-0.0776430.2618930.048118-0.0204580.178786-0.094763-0.1632430.0866110.0238850.0983340.162996-0.058876-0.055725-0.0616590.056140-0.035849-0.2086740.0015820.004649-0.2356280.021030-0.0989840.0141010.0070950.1245300.0719320.091665-0.0073390.281282-0.077198-0.0617090.312922-0.059384-0.2309450.0632530.111761-0.081535-0.0449450.0090370.026770-0.113119
Componente 33-0.011653-0.108915-0.025168-0.1179210.0098140.0253150.000544-0.0271260.0004700.0675420.0399990.040693-0.0599140.076648-0.0127420.0973650.010345-0.017930-0.1027290.0331530.038865-0.016289-0.065884-0.103923-0.075644-0.2286120.2543500.218843-0.081697-0.1150030.049803-0.0492640.3675680.328520-0.042900-0.0469710.0338680.0218050.203454-0.1133410.021890-0.185350-0.0158920.041687-0.0478330.1937080.0418010.1462380.005901-0.033879-0.141087-0.079072-0.0609810.0815820.0916730.136094-0.0906330.0109320.036944-0.2001170.014774-0.081004-0.029769-0.080972-0.2057720.013051-0.0186240.1859460.091978-0.0736080.3060230.066397
Componente 340.000014-0.1258730.030052-0.162636-0.012818-0.079663-0.008109-0.009186-0.0788180.019963-0.018426-0.004311-0.0357990.088791-0.024694-0.0199380.0353320.121150-0.0973920.012928-0.073620-0.0356140.1983240.0286550.0201410.070820-0.2656380.3295710.1628390.225273-0.052898-0.0337080.0528450.192857-0.077716-0.166215-0.2635110.045860-0.0249350.344161-0.1590270.1834280.0300050.161974-0.0418800.071932-0.291370-0.0074410.0413310.035469-0.0677790.033621-0.101144-0.098318-0.040134-0.109989-0.144982-0.0275100.058123-0.0627240.132311-0.0662210.1278910.0679540.012185-0.115507-0.063660-0.089794-0.068547-0.0095050.0735570.050094
Componente 350.054060-0.012922-0.021449-0.070195-0.024055-0.050462-0.113321-0.0680700.0568340.0731420.023799-0.007053-0.0648620.188805-0.041600-0.0151930.012699-0.1149260.071973-0.032886-0.104995-0.0140120.0682570.0175140.0197590.1202880.316890-0.1517230.192556-0.029418-0.046031-0.009723-0.1051900.0267720.0177250.229191-0.048915-0.078852-0.0224640.047146-0.0924540.034243-0.139836-0.091259-0.0477910.1754070.170415-0.1660960.0453820.0051530.0594990.087144-0.046595-0.0485170.0484620.162775-0.3262470.0876430.0392280.1065110.192604-0.1783010.2302830.146393-0.037917-0.121634-0.0609930.0868300.088165-0.314778-0.1886230.124595
\n", + "
" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual OverallCond YearBuilt \\\n", + "Componente 1 -0.007579 0.070135 0.264122 -0.070903 0.240467 \n", + "Componente 2 0.103556 -0.030524 0.060626 -0.007332 -0.124460 \n", + "Componente 3 -0.165448 0.278565 -0.026594 0.093032 -0.224069 \n", + "Componente 4 0.315788 -0.036284 -0.038551 0.044512 0.053110 \n", + "Componente 5 0.317516 0.017916 0.010717 -0.164735 -0.006139 \n", + "Componente 6 -0.052110 0.114236 0.013007 0.219410 -0.044006 \n", + "Componente 7 0.041175 0.175091 -0.086790 -0.273970 0.093445 \n", + "Componente 8 -0.007791 0.246268 -0.032873 -0.114138 0.030499 \n", + "Componente 9 -0.039409 0.024933 0.077255 0.192108 0.018887 \n", + "Componente 10 -0.287009 -0.009109 -0.052176 -0.154803 0.035838 \n", + "Componente 11 -0.045598 -0.077261 0.017602 -0.176332 0.053013 \n", + "Componente 12 0.176067 -0.031500 0.098982 0.163287 -0.131236 \n", + "Componente 13 -0.052149 0.020796 0.025009 0.113228 -0.044558 \n", + "Componente 14 -0.013946 -0.004534 0.041182 -0.126095 -0.006101 \n", + "Componente 15 -0.009274 0.119855 -0.070748 0.060200 0.058520 \n", + "Componente 16 0.023062 -0.015003 -0.025424 0.015596 -0.024150 \n", + "Componente 17 0.067939 0.019776 0.057071 -0.014514 -0.029384 \n", + "Componente 18 0.048556 0.027780 -0.058400 -0.057722 0.043611 \n", + "Componente 19 0.104706 0.070180 0.028338 0.255308 -0.081336 \n", + "Componente 20 0.008160 -0.083518 0.029419 0.034783 -0.007129 \n", + "Componente 21 -0.051724 0.063121 -0.016289 0.057475 0.025662 \n", + "Componente 22 -0.030214 0.082933 -0.001133 -0.002335 0.041091 \n", + "Componente 23 0.056594 -0.018422 0.009372 -0.051006 -0.013574 \n", + "Componente 24 -0.041084 0.086907 -0.001940 -0.002965 -0.004029 \n", + "Componente 25 -0.035532 -0.035357 -0.045755 -0.001789 -0.014024 \n", + "Componente 26 0.056249 0.137382 0.026528 -0.044330 -0.029862 \n", + "Componente 27 0.098248 0.171147 -0.028143 -0.049166 -0.009549 \n", + "Componente 28 -0.064921 0.028349 -0.060320 -0.117709 0.042565 \n", + "Componente 29 -0.048164 -0.014522 -0.018982 -0.025035 0.014651 \n", + "Componente 30 -0.032925 0.028615 0.039511 0.071257 -0.014408 \n", + "Componente 31 0.014408 0.117920 0.014475 0.024164 -0.025174 \n", + "Componente 32 -0.057258 0.033911 -0.024961 0.065881 0.017692 \n", + "Componente 33 -0.011653 -0.108915 -0.025168 -0.117921 0.009814 \n", + "Componente 34 0.000014 -0.125873 0.030052 -0.162636 -0.012818 \n", + "Componente 35 0.054060 -0.012922 -0.021449 -0.070195 -0.024055 \n", + "\n", + " YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF \\\n", + "Componente 1 0.203251 0.157178 0.123759 -0.014267 0.083910 \n", + "Componente 2 -0.001317 0.017170 -0.260295 -0.119996 0.209218 \n", + "Componente 3 -0.182424 0.067706 0.191347 0.171887 -0.081393 \n", + "Componente 4 -0.034435 0.054747 0.067173 0.068201 -0.308484 \n", + "Componente 5 0.006555 0.018018 0.191148 -0.016313 -0.152938 \n", + "Componente 6 0.174075 -0.137287 0.049813 0.059828 -0.227001 \n", + "Componente 7 -0.069624 -0.132166 -0.239647 0.336283 0.034119 \n", + "Componente 8 -0.113909 0.048471 0.033573 -0.417130 0.087236 \n", + "Componente 9 0.119326 -0.118014 -0.225321 0.191371 0.150597 \n", + "Componente 10 -0.061094 -0.084250 0.119250 -0.055038 -0.197619 \n", + "Componente 11 -0.102126 0.235007 -0.002578 0.051573 -0.000982 \n", + "Componente 12 -0.006278 0.031193 0.035576 -0.035600 -0.060653 \n", + "Componente 13 -0.010482 0.229206 -0.063164 0.009858 -0.061709 \n", + "Componente 14 -0.085937 0.149698 -0.048371 0.198035 0.031213 \n", + "Componente 15 0.066540 0.162250 -0.045176 0.049225 0.024927 \n", + "Componente 16 0.051334 0.025334 0.020518 -0.128831 -0.022203 \n", + "Componente 17 -0.053565 -0.026351 -0.084186 0.058486 0.087480 \n", + "Componente 18 0.000512 -0.182674 0.031865 -0.059750 0.008730 \n", + "Componente 19 0.071434 0.018157 -0.032236 0.028725 0.076474 \n", + "Componente 20 0.023151 -0.059930 0.064095 0.076256 -0.079209 \n", + "Componente 21 0.044874 -0.044503 0.019813 0.035857 -0.005505 \n", + "Componente 22 -0.010572 -0.035892 0.007856 0.012055 0.052769 \n", + "Componente 23 -0.016028 0.128761 -0.007459 0.047228 -0.032387 \n", + "Componente 24 0.007401 -0.021443 -0.011757 0.032188 0.031306 \n", + "Componente 25 0.027589 0.031543 0.041064 -0.124401 -0.024386 \n", + "Componente 26 0.019529 -0.112873 0.001848 -0.013456 -0.012877 \n", + "Componente 27 0.031430 0.025373 0.049402 -0.014071 0.043678 \n", + "Componente 28 0.009889 0.035362 -0.003978 -0.005896 -0.005448 \n", + "Componente 29 -0.030637 0.012315 0.008569 -0.037087 -0.047051 \n", + "Componente 30 0.064818 0.063610 -0.014554 0.015046 -0.000650 \n", + "Componente 31 -0.011778 -0.012602 -0.069388 -0.036649 0.003449 \n", + "Componente 32 0.127303 0.104219 -0.041579 -0.003378 -0.027161 \n", + "Componente 33 0.025315 0.000544 -0.027126 0.000470 0.067542 \n", + "Componente 34 -0.079663 -0.008109 -0.009186 -0.078818 0.019963 \n", + "Componente 35 -0.050462 -0.113321 -0.068070 0.056834 0.073142 \n", + "\n", + " TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "Componente 1 0.207934 0.196217 0.086759 -0.026199 0.214002 \n", + "Componente 2 -0.104014 -0.064817 0.349383 0.102529 0.252043 \n", + "Componente 3 0.180160 0.256712 0.035048 0.085683 0.225902 \n", + "Componente 4 -0.215793 -0.211768 0.284644 -0.037268 0.077217 \n", + "Componente 5 0.038687 0.062985 -0.032984 0.046102 0.023202 \n", + "Componente 6 -0.154850 -0.187913 0.149976 0.059643 -0.008138 \n", + "Componente 7 -0.091127 -0.009491 -0.023182 -0.005573 -0.026756 \n", + "Componente 8 -0.030617 -0.062591 0.011410 -0.082100 -0.044165 \n", + "Componente 9 -0.012202 -0.033864 -0.028077 0.068515 -0.041898 \n", + "Componente 10 -0.095304 -0.119694 0.077887 -0.064162 -0.029292 \n", + "Componente 11 0.015295 -0.000840 -0.028411 -0.017788 -0.025866 \n", + "Componente 12 -0.037194 -0.060123 0.048859 0.131682 0.008542 \n", + "Componente 13 -0.124197 -0.075248 0.032713 -0.245460 -0.050896 \n", + "Componente 14 0.053970 -0.046093 0.061078 0.004403 0.017236 \n", + "Componente 15 -0.003759 -0.021355 -0.044122 -0.093588 -0.061024 \n", + "Componente 16 -0.048404 0.030277 0.017446 0.106815 0.046651 \n", + "Componente 17 0.022093 -0.030224 0.033044 -0.178733 -0.011323 \n", + "Componente 18 0.019951 0.025970 -0.020960 0.020284 0.003570 \n", + "Componente 19 0.054074 0.039759 -0.047066 -0.179625 -0.026469 \n", + "Componente 20 0.014897 -0.003191 0.055998 -0.106780 0.034291 \n", + "Componente 21 0.028238 0.019416 -0.018003 -0.160640 -0.015536 \n", + "Componente 22 0.065749 0.001743 0.002577 0.156894 0.017940 \n", + "Componente 23 -0.023009 -0.006824 -0.006540 0.323507 0.019481 \n", + "Componente 24 0.031145 0.018717 0.056392 -0.194514 0.042617 \n", + "Componente 25 -0.027615 0.002921 -0.012438 -0.005466 -0.008689 \n", + "Componente 26 -0.015997 0.005155 0.049409 -0.346252 0.012799 \n", + "Componente 27 0.090179 0.029110 -0.027075 0.047530 0.003322 \n", + "Componente 28 -0.011792 0.015897 0.005322 -0.161741 0.001151 \n", + "Componente 29 -0.052118 -0.090134 0.037424 0.439701 0.005464 \n", + "Componente 30 -0.010254 0.001714 -0.032142 0.145416 -0.011985 \n", + "Componente 31 -0.082142 -0.026307 0.020550 0.133941 0.010111 \n", + "Componente 32 -0.071827 -0.010340 -0.034695 -0.108767 -0.046493 \n", + "Componente 33 0.039999 0.040693 -0.059914 0.076648 -0.012742 \n", + "Componente 34 -0.018426 -0.004311 -0.035799 0.088791 -0.024694 \n", + "Componente 35 0.023799 -0.007053 -0.064862 0.188805 -0.041600 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "Componente 1 0.073984 -0.009359 0.208692 0.102336 0.048705 \n", + "Componente 2 -0.259632 -0.038460 0.185465 0.159404 0.278887 \n", + "Componente 3 0.128629 0.068261 -0.016761 -0.026304 0.197786 \n", + "Componente 4 0.069583 0.069700 0.029096 0.296757 0.129333 \n", + "Componente 5 0.221643 -0.068386 0.041606 -0.076734 -0.160742 \n", + "Componente 6 0.132186 0.041057 -0.066068 0.106918 -0.049958 \n", + "Componente 7 -0.104688 0.022976 0.091825 -0.052805 0.017468 \n", + "Componente 8 -0.081705 -0.017875 -0.067031 0.088671 -0.047712 \n", + "Componente 9 -0.207953 0.100092 -0.029871 0.039799 -0.115892 \n", + "Componente 10 0.130319 -0.172886 -0.039173 0.131330 0.041771 \n", + "Componente 11 -0.051329 0.218783 -0.072649 0.053883 -0.063608 \n", + "Componente 12 0.008005 0.110162 -0.107743 0.028042 -0.161591 \n", + "Componente 13 -0.122489 0.144741 -0.076508 0.059110 -0.140250 \n", + "Componente 14 0.049164 -0.265695 -0.121731 0.230143 -0.076258 \n", + "Componente 15 -0.015836 0.033634 0.036464 -0.034091 0.092554 \n", + "Componente 16 -0.024112 0.067689 0.042091 -0.051400 0.009230 \n", + "Componente 17 0.019184 -0.197519 -0.072385 0.031720 -0.145919 \n", + "Componente 18 0.023632 -0.103056 0.050063 0.026559 -0.002758 \n", + "Componente 19 0.044028 -0.040994 0.050756 -0.127527 0.032876 \n", + "Componente 20 0.027375 0.041730 0.017771 -0.003463 0.029755 \n", + "Componente 21 -0.030833 0.332220 0.060499 -0.007845 0.087281 \n", + "Componente 22 -0.099022 0.218891 0.061058 -0.034762 0.047973 \n", + "Componente 23 0.006436 -0.024244 -0.022918 0.079771 -0.127630 \n", + "Componente 24 0.105667 -0.157262 0.034479 0.102279 -0.053284 \n", + "Componente 25 -0.102576 0.263592 -0.047529 -0.007740 -0.049713 \n", + "Componente 26 -0.079789 0.242272 0.035820 0.017466 -0.070125 \n", + "Componente 27 -0.012943 0.157774 0.094459 -0.057912 0.005264 \n", + "Componente 28 0.069357 -0.087644 -0.000303 -0.002169 0.032153 \n", + "Componente 29 0.001710 0.084864 -0.031609 -0.036876 0.089379 \n", + "Componente 30 0.012272 -0.050999 0.072577 -0.085948 0.018842 \n", + "Componente 31 0.118064 -0.400793 0.036085 -0.090427 -0.040726 \n", + "Componente 32 0.008461 -0.216512 0.066183 -0.105201 -0.037135 \n", + "Componente 33 0.097365 0.010345 -0.017930 -0.102729 0.033153 \n", + "Componente 34 -0.019938 0.035332 0.121150 -0.097392 0.012928 \n", + "Componente 35 -0.015193 0.012699 -0.114926 0.071973 -0.032886 \n", + "\n", + " KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars GarageArea \\\n", + "Componente 1 -0.043719 0.159842 0.143633 0.241125 0.231971 \n", + "Componente 2 0.146739 0.302528 0.007736 -0.004522 -0.031271 \n", + "Componente 3 0.055484 0.206844 0.207031 -0.001180 0.047616 \n", + "Componente 4 0.050540 0.074542 0.038678 -0.002966 -0.027069 \n", + "Componente 5 0.208621 -0.022485 -0.032244 -0.069352 -0.068343 \n", + "Componente 6 -0.230348 -0.042974 0.048439 -0.083793 -0.091622 \n", + "Componente 7 0.104374 -0.002812 -0.052961 0.116336 0.086365 \n", + "Componente 8 -0.071860 -0.077071 0.070002 0.011044 -0.010260 \n", + "Componente 9 -0.226699 -0.096032 0.027613 -0.105259 -0.102436 \n", + "Componente 10 -0.081650 -0.001418 -0.099288 0.033648 0.072218 \n", + "Componente 11 -0.141137 -0.071600 0.033734 -0.062409 -0.081864 \n", + "Componente 12 -0.056200 -0.076780 0.032294 0.151527 0.194615 \n", + "Componente 13 -0.094996 -0.067018 0.061745 0.107790 0.088667 \n", + "Componente 14 -0.173896 -0.015259 0.131993 -0.077729 -0.081401 \n", + "Componente 15 0.204622 0.028575 -0.189476 -0.064376 -0.045345 \n", + "Componente 16 -0.018795 0.046286 0.026954 -0.027393 -0.053998 \n", + "Componente 17 -0.000204 -0.074470 0.039982 0.122087 0.114907 \n", + "Componente 18 0.142974 0.017124 0.053773 -0.067371 -0.079871 \n", + "Componente 19 0.155989 0.011480 -0.060239 0.116164 0.111909 \n", + "Componente 20 0.007268 0.061546 0.005794 -0.045954 -0.063755 \n", + "Componente 21 0.194729 0.048298 -0.009819 -0.013242 -0.040572 \n", + "Componente 22 -0.081190 -0.031749 -0.082607 -0.060076 -0.020553 \n", + "Componente 23 0.028088 -0.072944 -0.029922 0.032229 0.021241 \n", + "Componente 24 -0.054133 -0.001109 -0.041654 -0.005710 0.020769 \n", + "Componente 25 -0.053114 -0.001887 -0.181233 0.120986 0.159974 \n", + "Componente 26 -0.029099 -0.045530 0.220290 -0.052326 -0.076393 \n", + "Componente 27 -0.132003 -0.043842 0.137232 -0.088483 -0.093196 \n", + "Componente 28 -0.025010 0.009776 -0.030637 0.120017 0.158663 \n", + "Componente 29 -0.066520 0.076746 -0.137059 0.088909 0.115343 \n", + "Componente 30 0.013831 0.020149 -0.119394 0.011484 -0.005595 \n", + "Componente 31 -0.060848 -0.000700 0.052252 0.024793 0.027485 \n", + "Componente 32 0.004419 -0.076443 -0.037348 0.063282 0.051952 \n", + "Componente 33 0.038865 -0.016289 -0.065884 -0.103923 -0.075644 \n", + "Componente 34 -0.073620 -0.035614 0.198324 0.028655 0.020141 \n", + "Componente 35 -0.104995 -0.014012 0.068257 0.017514 0.019759 \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "Componente 1 0.113700 0.117246 -0.078336 0.015097 \n", + "Componente 2 -0.051643 0.080036 0.093231 -0.022228 \n", + "Componente 3 0.087075 0.029622 0.112227 0.001625 \n", + "Componente 4 0.045104 -0.004943 -0.056840 -0.021112 \n", + "Componente 5 0.030729 0.031659 0.023330 -0.031671 \n", + "Componente 6 0.123028 0.056607 0.003220 -0.017819 \n", + "Componente 7 0.028341 -0.057444 -0.053434 -0.039004 \n", + "Componente 8 0.003282 -0.054664 -0.093509 0.057246 \n", + "Componente 9 0.013752 0.114977 -0.029934 0.063027 \n", + "Componente 10 -0.131218 0.159054 0.067823 0.013211 \n", + "Componente 11 -0.017849 0.070128 -0.047274 -0.008431 \n", + "Componente 12 -0.155675 0.112329 0.146228 -0.105336 \n", + "Componente 13 0.004709 -0.059247 0.000631 0.047177 \n", + "Componente 14 -0.076127 0.017215 -0.018282 -0.092674 \n", + "Componente 15 0.072730 -0.071000 -0.052061 0.027863 \n", + "Componente 16 0.024522 -0.220309 0.026680 0.149268 \n", + "Componente 17 0.070370 -0.082138 0.386772 -0.147276 \n", + "Componente 18 -0.165777 0.183652 -0.282360 -0.012348 \n", + "Componente 19 -0.110105 0.162210 -0.053187 0.264516 \n", + "Componente 20 -0.180821 -0.066050 0.177601 0.426909 \n", + "Componente 21 0.026170 -0.019572 -0.160503 -0.038181 \n", + "Componente 22 -0.076069 0.074419 0.035136 0.209079 \n", + "Componente 23 -0.071537 0.026397 -0.020102 0.529196 \n", + "Componente 24 0.132780 0.147808 -0.076921 0.078113 \n", + "Componente 25 0.153564 0.014822 -0.015396 0.037393 \n", + "Componente 26 -0.062603 -0.055858 0.221551 0.179190 \n", + "Componente 27 -0.042469 0.263108 0.105274 -0.214292 \n", + "Componente 28 -0.446025 0.051577 -0.024256 0.202961 \n", + "Componente 29 0.006004 -0.228859 -0.089631 -0.044653 \n", + "Componente 30 -0.287259 -0.011020 0.333264 -0.212160 \n", + "Componente 31 0.269259 0.002090 0.013805 0.203004 \n", + "Componente 32 -0.020398 -0.187911 -0.187836 -0.080037 \n", + "Componente 33 -0.228612 0.254350 0.218843 -0.081697 \n", + "Componente 34 0.070820 -0.265638 0.329571 0.162839 \n", + "Componente 35 0.120288 0.316890 -0.151723 0.192556 \n", + "\n", + " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", + "Componente 1 0.019632 0.028508 -0.008966 0.015270 -0.006516 \n", + "Componente 2 -0.010042 0.011172 0.002145 0.028801 -0.037346 \n", + "Componente 3 0.117718 0.115155 0.037508 0.011662 -0.007353 \n", + "Componente 4 0.034392 0.034517 0.010501 -0.006966 0.010527 \n", + "Componente 5 -0.054040 0.048815 -0.005431 -0.023170 0.018948 \n", + "Componente 6 -0.015863 0.040668 0.006630 -0.026951 -0.009396 \n", + "Componente 7 -0.034713 -0.060999 -0.056380 0.019312 -0.037338 \n", + "Componente 8 0.011986 -0.066836 -0.052356 0.067255 -0.088698 \n", + "Componente 9 0.115361 -0.003731 0.020625 0.051928 0.046285 \n", + "Componente 10 -0.068330 -0.023525 -0.030351 -0.029363 0.115780 \n", + "Componente 11 0.137878 0.112145 -0.137263 0.037770 -0.204759 \n", + "Componente 12 0.193573 0.012003 -0.017075 0.047049 0.010826 \n", + "Componente 13 0.067583 -0.201253 0.179565 0.001372 0.018762 \n", + "Componente 14 0.235440 -0.051764 -0.077406 -0.220561 0.198892 \n", + "Componente 15 -0.185736 -0.087554 0.321125 -0.151416 0.197926 \n", + "Componente 16 -0.023433 -0.076772 -0.103745 -0.458578 0.469795 \n", + "Componente 17 -0.088337 0.177578 0.034935 -0.222323 0.042893 \n", + "Componente 18 0.470286 0.094924 0.450328 -0.036307 0.028654 \n", + "Componente 19 0.112359 -0.036610 -0.223517 0.025397 0.116726 \n", + "Componente 20 -0.092409 -0.016365 0.076283 0.226128 -0.189837 \n", + "Componente 21 0.093289 -0.275539 -0.172543 0.035739 0.157798 \n", + "Componente 22 -0.103911 0.506264 0.043060 -0.298770 -0.010652 \n", + "Componente 23 -0.025445 -0.176013 -0.035250 0.052369 -0.013194 \n", + "Componente 24 -0.220796 -0.199382 -0.111316 0.121967 0.225382 \n", + "Componente 25 -0.175236 0.143033 0.114241 -0.150603 -0.088939 \n", + "Componente 26 0.034232 0.094969 0.290998 0.180885 0.124314 \n", + "Componente 27 -0.194824 -0.205351 -0.115355 -0.087133 -0.264493 \n", + "Componente 28 0.173052 -0.049790 -0.117674 -0.282985 -0.162236 \n", + "Componente 29 0.077435 -0.110473 0.055899 0.206250 0.049317 \n", + "Componente 30 0.061934 -0.311394 0.294884 -0.125054 -0.126950 \n", + "Componente 31 -0.118199 -0.062445 0.266132 0.065796 -0.181340 \n", + "Componente 32 0.126295 0.379451 -0.077643 0.261893 0.048118 \n", + "Componente 33 -0.115003 0.049803 -0.049264 0.367568 0.328520 \n", + "Componente 34 0.225273 -0.052898 -0.033708 0.052845 0.192857 \n", + "Componente 35 -0.029418 -0.046031 -0.009723 -0.105190 0.026772 \n", + "\n", + " MSZoning_code Street_code LotShape_code LandContour_code \\\n", + "Componente 1 -0.082842 0.005753 -0.094278 0.018781 \n", + "Componente 2 0.009870 0.036743 0.035020 -0.042803 \n", + "Componente 3 0.083336 -0.054921 -0.080509 -0.130534 \n", + "Componente 4 -0.023196 0.012110 -0.016181 0.063024 \n", + "Componente 5 -0.003772 -0.073040 0.059286 -0.100713 \n", + "Componente 6 0.060232 -0.041407 -0.126386 -0.132146 \n", + "Componente 7 -0.142946 -0.204185 -0.065200 -0.139109 \n", + "Componente 8 -0.070866 -0.204245 -0.128161 -0.302553 \n", + "Componente 9 -0.122066 -0.045425 -0.153500 -0.026502 \n", + "Componente 10 -0.372809 -0.053881 -0.079573 0.080905 \n", + "Componente 11 -0.010359 0.070168 -0.081386 0.183751 \n", + "Componente 12 -0.144751 -0.135617 0.164645 -0.172044 \n", + "Componente 13 0.147287 -0.051443 -0.016983 0.038409 \n", + "Componente 14 0.034370 -0.173052 0.176622 -0.055196 \n", + "Componente 15 -0.172263 -0.267950 -0.092734 -0.069419 \n", + "Componente 16 0.099279 0.093869 -0.045585 -0.062742 \n", + "Componente 17 0.257777 0.105438 -0.212816 0.060946 \n", + "Componente 18 0.036020 -0.015112 -0.182695 0.116348 \n", + "Componente 19 0.131206 -0.289911 0.071532 0.095553 \n", + "Componente 20 0.148711 0.116276 -0.131762 -0.255290 \n", + "Componente 21 -0.015076 0.274685 0.004772 0.022863 \n", + "Componente 22 -0.145150 -0.064978 0.205472 0.001188 \n", + "Componente 23 -0.049163 0.124661 -0.147234 -0.048139 \n", + "Componente 24 0.036570 0.036936 0.148054 0.153327 \n", + "Componente 25 0.024630 -0.042592 0.091554 0.074416 \n", + "Componente 26 -0.131340 -0.085068 0.196410 0.250934 \n", + "Componente 27 -0.016594 -0.193014 -0.102056 0.100275 \n", + "Componente 28 -0.002643 -0.009276 0.192205 0.053382 \n", + "Componente 29 0.120717 -0.307862 0.065197 0.196526 \n", + "Componente 30 -0.066704 0.285413 0.031342 -0.008500 \n", + "Componente 31 0.062657 -0.071290 0.200167 0.177224 \n", + "Componente 32 -0.020458 0.178786 -0.094763 -0.163243 \n", + "Componente 33 -0.042900 -0.046971 0.033868 0.021805 \n", + "Componente 34 -0.077716 -0.166215 -0.263511 0.045860 \n", + "Componente 35 0.017725 0.229191 -0.048915 -0.078852 \n", + "\n", + " Utilities_code LotConfig_code LandSlope_code \\\n", + "Componente 1 -0.002435 -0.018499 0.000500 \n", + "Componente 2 -0.006560 -0.012897 -0.063340 \n", + "Componente 3 0.032015 -0.093500 0.183480 \n", + "Componente 4 0.019805 -0.005508 0.002521 \n", + "Componente 5 -0.027324 0.051015 0.103547 \n", + "Componente 6 -0.059809 -0.040766 0.198563 \n", + "Componente 7 0.028802 0.005913 0.250610 \n", + "Componente 8 -0.021697 -0.049047 0.373614 \n", + "Componente 9 0.113791 -0.093750 0.094042 \n", + "Componente 10 0.065448 -0.144606 -0.111239 \n", + "Componente 11 0.301105 -0.119132 -0.109802 \n", + "Componente 12 0.204605 0.067110 0.076877 \n", + "Componente 13 0.036115 0.020302 0.013133 \n", + "Componente 14 0.032920 0.270237 0.048419 \n", + "Componente 15 0.109737 -0.115066 0.045640 \n", + "Componente 16 0.239841 -0.121837 0.071292 \n", + "Componente 17 0.054559 -0.436654 -0.063874 \n", + "Componente 18 0.146096 -0.091166 -0.049367 \n", + "Componente 19 0.074470 -0.110262 -0.067186 \n", + "Componente 20 0.168178 0.136743 0.021309 \n", + "Componente 21 0.343422 0.107224 0.090323 \n", + "Componente 22 -0.073037 0.182204 0.014563 \n", + "Componente 23 -0.200656 -0.300543 0.015302 \n", + "Componente 24 -0.166995 0.172748 0.070203 \n", + "Componente 25 0.197656 0.134181 -0.024297 \n", + "Componente 26 -0.226805 -0.081939 0.042841 \n", + "Componente 27 0.081865 -0.133476 -0.002941 \n", + "Componente 28 -0.013231 -0.066807 0.104033 \n", + "Componente 29 -0.025769 -0.157201 -0.065000 \n", + "Componente 30 -0.045628 0.149420 0.180232 \n", + "Componente 31 0.427589 0.120872 0.001585 \n", + "Componente 32 0.086611 0.023885 0.098334 \n", + "Componente 33 0.203454 -0.113341 0.021890 \n", + "Componente 34 -0.024935 0.344161 -0.159027 \n", + "Componente 35 -0.022464 0.047146 -0.092454 \n", + "\n", + " Neighborhood_code Condition1_code Condition2_code \\\n", + "Componente 1 0.067340 0.048534 0.009282 \n", + "Componente 2 0.005355 -0.021587 0.000479 \n", + "Componente 3 0.043479 -0.036499 0.023148 \n", + "Componente 4 0.011109 0.026929 -0.021024 \n", + "Componente 5 0.048788 -0.033834 -0.002886 \n", + "Componente 6 -0.145700 0.043598 -0.033371 \n", + "Componente 7 -0.039191 0.093748 -0.037356 \n", + "Componente 8 -0.121693 0.013139 -0.062548 \n", + "Componente 9 0.130220 0.079065 0.001822 \n", + "Componente 10 0.282294 0.107403 -0.053344 \n", + "Componente 11 -0.140750 0.004411 -0.124268 \n", + "Componente 12 0.241710 -0.223362 0.048584 \n", + "Componente 13 -0.092945 0.002218 0.212890 \n", + "Componente 14 -0.011838 0.081570 0.028335 \n", + "Componente 15 0.138994 -0.102188 0.236106 \n", + "Componente 16 -0.145729 0.071342 -0.278656 \n", + "Componente 17 -0.012914 -0.129458 0.202918 \n", + "Componente 18 -0.112465 0.141192 0.232470 \n", + "Componente 19 -0.009607 0.398809 -0.283601 \n", + "Componente 20 -0.190767 0.179755 0.201348 \n", + "Componente 21 0.154024 -0.333058 0.088356 \n", + "Componente 22 -0.121853 -0.098260 0.144012 \n", + "Componente 23 0.228387 -0.075415 0.076209 \n", + "Componente 24 -0.171724 -0.025327 0.329139 \n", + "Componente 25 0.166717 0.364815 0.170529 \n", + "Componente 26 0.042265 -0.169348 -0.314097 \n", + "Componente 27 0.103515 0.035384 0.069451 \n", + "Componente 28 -0.108244 -0.254185 0.120109 \n", + "Componente 29 -0.223849 -0.189379 0.020463 \n", + "Componente 30 -0.003728 0.196294 -0.165772 \n", + "Componente 31 0.108055 -0.122311 -0.173064 \n", + "Componente 32 0.162996 -0.058876 -0.055725 \n", + "Componente 33 -0.185350 -0.015892 0.041687 \n", + "Componente 34 0.183428 0.030005 0.161974 \n", + "Componente 35 0.034243 -0.139836 -0.091259 \n", + "\n", + " BldgType_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "Componente 1 0.008167 0.087218 0.062115 0.022264 \n", + "Componente 2 -0.061321 0.107189 -0.031194 -0.010898 \n", + "Componente 3 -0.232839 -0.080386 0.127948 0.131067 \n", + "Componente 4 0.167164 0.363476 -0.078276 0.008365 \n", + "Componente 5 0.305592 0.040395 0.036864 0.030623 \n", + "Componente 6 -0.181182 0.110687 -0.152856 0.085456 \n", + "Componente 7 0.061372 0.008694 -0.167345 0.062905 \n", + "Componente 8 -0.036694 0.034677 -0.038714 0.103654 \n", + "Componente 9 0.005852 0.023174 -0.037617 0.141080 \n", + "Componente 10 -0.349868 0.051855 -0.024060 -0.142419 \n", + "Componente 11 -0.027391 0.117427 0.006748 0.174013 \n", + "Componente 12 0.158128 -0.022092 -0.023870 0.021779 \n", + "Componente 13 -0.059606 0.025751 0.238263 -0.038888 \n", + "Componente 14 0.023135 -0.032470 0.157053 -0.099237 \n", + "Componente 15 -0.001151 0.028092 0.194638 -0.142097 \n", + "Componente 16 0.027535 -0.053954 -0.027439 -0.055364 \n", + "Componente 17 0.041158 0.095215 -0.144219 0.041047 \n", + "Componente 18 0.103208 -0.098199 -0.091225 0.093539 \n", + "Componente 19 0.043004 0.062933 -0.106089 -0.019061 \n", + "Componente 20 -0.005870 0.007674 -0.010551 -0.354146 \n", + "Componente 21 -0.043472 -0.003585 -0.167477 0.036529 \n", + "Componente 22 -0.016153 -0.056325 -0.188499 0.003087 \n", + "Componente 23 0.129754 -0.107448 0.032611 0.229707 \n", + "Componente 24 -0.035998 -0.017051 -0.241141 0.284593 \n", + "Componente 25 -0.060450 0.153600 0.103797 0.206551 \n", + "Componente 26 0.039150 0.024764 0.132015 -0.009541 \n", + "Componente 27 0.132550 -0.082837 -0.213488 -0.380669 \n", + "Componente 28 -0.106068 0.133320 -0.087319 -0.057787 \n", + "Componente 29 -0.115124 0.002575 0.026604 -0.140203 \n", + "Componente 30 -0.065366 0.007410 -0.029792 0.208633 \n", + "Componente 31 -0.026716 0.009041 -0.106125 0.054654 \n", + "Componente 32 -0.061659 0.056140 -0.035849 -0.208674 \n", + "Componente 33 -0.047833 0.193708 0.041801 0.146238 \n", + "Componente 34 -0.041880 0.071932 -0.291370 -0.007441 \n", + "Componente 35 -0.047791 0.175407 0.170415 -0.166096 \n", + "\n", + " Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", + "Componente 1 0.053980 0.047415 -0.013661 \n", + "Componente 2 0.078379 0.082301 0.015587 \n", + "Componente 3 -0.116082 -0.100833 -0.037514 \n", + "Componente 4 -0.216539 -0.232120 -0.162574 \n", + "Componente 5 -0.099040 -0.103137 0.131821 \n", + "Componente 6 0.349298 0.349175 0.111380 \n", + "Componente 7 0.097541 0.117310 0.051018 \n", + "Componente 8 -0.114210 -0.119998 -0.060612 \n", + "Componente 9 -0.373752 -0.380090 0.157378 \n", + "Componente 10 -0.075002 -0.049049 0.173847 \n", + "Componente 11 0.152431 0.135924 -0.337481 \n", + "Componente 12 0.145648 0.121592 0.102400 \n", + "Componente 13 -0.062961 -0.060175 -0.201728 \n", + "Componente 14 0.042150 0.056594 -0.105687 \n", + "Componente 15 0.117970 0.087366 -0.226404 \n", + "Componente 16 -0.023877 -0.013040 0.023814 \n", + "Componente 17 -0.032121 -0.010139 0.102505 \n", + "Componente 18 0.067593 0.094413 0.149693 \n", + "Componente 19 0.032756 0.051520 -0.039136 \n", + "Componente 20 -0.038539 -0.019491 0.081890 \n", + "Componente 21 0.006277 0.032205 0.141046 \n", + "Componente 22 -0.051107 -0.066954 -0.104927 \n", + "Componente 23 0.083386 0.100774 -0.175015 \n", + "Componente 24 -0.012188 -0.015232 -0.055645 \n", + "Componente 25 0.046866 0.007067 0.121236 \n", + "Componente 26 0.076032 0.067845 0.101128 \n", + "Componente 27 0.014120 -0.010424 -0.132563 \n", + "Componente 28 -0.078401 -0.047302 0.000541 \n", + "Componente 29 -0.056111 -0.057060 0.098007 \n", + "Componente 30 -0.031146 -0.035648 -0.162790 \n", + "Componente 31 -0.063532 -0.044417 -0.084317 \n", + "Componente 32 0.001582 0.004649 -0.235628 \n", + "Componente 33 0.005901 -0.033879 -0.141087 \n", + "Componente 34 0.041331 0.035469 -0.067779 \n", + "Componente 35 0.045382 0.005153 0.059499 \n", + "\n", + " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", + "Componente 1 -0.217384 0.062694 0.175938 -0.219886 \n", + "Componente 2 -0.040997 -0.035504 -0.011773 -0.007588 \n", + "Componente 3 0.070844 -0.087642 -0.200154 0.139522 \n", + "Componente 4 0.128827 0.014775 0.012640 0.065916 \n", + "Componente 5 -0.163504 -0.022249 0.067634 -0.171626 \n", + "Componente 6 -0.013907 -0.110566 0.003178 -0.052416 \n", + "Componente 7 0.042530 0.137960 0.151201 -0.033742 \n", + "Componente 8 0.049768 0.142973 0.006814 -0.017285 \n", + "Componente 9 -0.140881 -0.103308 -0.022562 -0.051513 \n", + "Componente 10 -0.025743 0.055432 0.092733 -0.013641 \n", + "Componente 11 0.002365 0.025913 -0.019388 -0.042328 \n", + "Componente 12 -0.096837 -0.134378 -0.117794 0.026641 \n", + "Componente 13 -0.120333 -0.188329 0.019034 -0.027776 \n", + "Componente 14 -0.068838 0.298127 -0.105439 0.010588 \n", + "Componente 15 -0.013276 -0.077441 0.069091 0.048593 \n", + "Componente 16 -0.051367 -0.158085 0.067654 -0.017112 \n", + "Componente 17 0.044092 0.157374 -0.037031 -0.061359 \n", + "Componente 18 0.057842 -0.091827 0.033599 0.017496 \n", + "Componente 19 0.045826 -0.001658 -0.124370 0.031278 \n", + "Componente 20 -0.023562 0.157765 0.012145 -0.005665 \n", + "Componente 21 0.094165 0.229506 0.023952 -0.004161 \n", + "Componente 22 -0.010310 -0.050188 0.100065 0.066928 \n", + "Componente 23 -0.015832 0.106940 0.017219 0.004569 \n", + "Componente 24 0.004176 -0.193613 -0.113157 0.033438 \n", + "Componente 25 0.004614 0.193416 -0.096819 -0.068309 \n", + "Componente 26 0.007537 0.109516 -0.021004 -0.025857 \n", + "Componente 27 0.045986 -0.124987 -0.149395 0.042709 \n", + "Componente 28 0.017138 -0.131436 0.072486 -0.049441 \n", + "Componente 29 -0.089288 0.105613 -0.020091 0.020896 \n", + "Componente 30 0.033961 0.109926 0.052307 0.010104 \n", + "Componente 31 0.066233 -0.084041 0.071242 -0.007361 \n", + "Componente 32 0.021030 -0.098984 0.014101 0.007095 \n", + "Componente 33 -0.079072 -0.060981 0.081582 0.091673 \n", + "Componente 34 0.033621 -0.101144 -0.098318 -0.040134 \n", + "Componente 35 0.087144 -0.046595 -0.048517 0.048462 \n", + "\n", + " BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", + "Componente 1 0.043285 -0.102925 -0.035281 \n", + "Componente 2 -0.088109 0.139773 0.291165 \n", + "Componente 3 -0.030196 -0.023110 -0.110932 \n", + "Componente 4 0.048243 0.009890 -0.184551 \n", + "Componente 5 -0.120523 -0.183095 -0.094142 \n", + "Componente 6 -0.035491 -0.134852 -0.071497 \n", + "Componente 7 -0.130895 -0.102179 0.144526 \n", + "Componente 8 0.133728 -0.083646 0.088953 \n", + "Componente 9 -0.022192 0.013257 0.128694 \n", + "Componente 10 -0.052648 0.132152 -0.107752 \n", + "Componente 11 -0.093570 -0.077975 -0.008630 \n", + "Componente 12 0.011229 0.043465 0.029280 \n", + "Componente 13 -0.227591 -0.018823 0.024905 \n", + "Componente 14 0.340935 0.159814 0.075239 \n", + "Componente 15 0.088745 -0.039655 0.016073 \n", + "Componente 16 -0.069177 0.107730 -0.035760 \n", + "Componente 17 0.213433 -0.122451 0.108764 \n", + "Componente 18 0.043789 0.087110 -0.047900 \n", + "Componente 19 0.102962 -0.091993 -0.017364 \n", + "Componente 20 0.140159 -0.000516 -0.066299 \n", + "Componente 21 0.187092 -0.044875 -0.079307 \n", + "Componente 22 0.165513 -0.027001 -0.030287 \n", + "Componente 23 0.073800 0.230347 -0.048390 \n", + "Componente 24 0.079328 0.084997 -0.001779 \n", + "Componente 25 0.098331 -0.019387 -0.015982 \n", + "Componente 26 0.112964 0.040327 0.015482 \n", + "Componente 27 0.080932 0.154770 -0.070157 \n", + "Componente 28 -0.192874 -0.168058 0.021828 \n", + "Componente 29 0.184439 -0.216731 -0.038568 \n", + "Componente 30 0.107173 -0.139285 -0.071613 \n", + "Componente 31 0.021613 -0.051551 0.052854 \n", + "Componente 32 0.124530 0.071932 0.091665 \n", + "Componente 33 0.136094 -0.090633 0.010932 \n", + "Componente 34 -0.109989 -0.144982 -0.027510 \n", + "Componente 35 0.162775 -0.326247 0.087643 \n", + "\n", + " BsmtFinType2_code Heating_code HeatingQC_code \\\n", + "Componente 1 0.033274 -0.052077 -0.154072 \n", + "Componente 2 0.104096 0.079403 -0.043096 \n", + "Componente 3 -0.142843 0.032718 0.162379 \n", + "Componente 4 -0.088411 -0.039845 0.125508 \n", + "Componente 5 -0.010095 0.188035 -0.026488 \n", + "Componente 6 -0.063140 -0.067786 -0.166578 \n", + "Componente 7 -0.361020 0.114630 0.060995 \n", + "Componente 8 0.441774 -0.016896 0.074298 \n", + "Componente 9 -0.146953 -0.104601 -0.073952 \n", + "Componente 10 0.029488 0.181366 -0.020097 \n", + "Componente 11 -0.012227 0.044217 0.032766 \n", + "Componente 12 0.078494 -0.063674 0.013505 \n", + "Componente 13 -0.061996 0.328586 -0.052045 \n", + "Componente 14 -0.124251 -0.030104 -0.013468 \n", + "Componente 15 -0.050915 -0.241721 0.009852 \n", + "Componente 16 0.090696 0.063622 -0.090535 \n", + "Componente 17 -0.015760 0.069561 0.020803 \n", + "Componente 18 0.129401 0.093180 0.016540 \n", + "Componente 19 -0.044188 0.083306 0.022150 \n", + "Componente 20 -0.058124 -0.068982 -0.127653 \n", + "Componente 21 0.003280 0.120157 -0.071209 \n", + "Componente 22 -0.041145 0.235350 -0.103763 \n", + "Componente 23 -0.048574 0.068581 -0.036647 \n", + "Componente 24 0.059815 0.143090 -0.030938 \n", + "Componente 25 0.096564 -0.049642 0.075749 \n", + "Componente 26 0.010066 0.088928 -0.067087 \n", + "Componente 27 0.062997 0.139634 -0.150372 \n", + "Componente 28 -0.023666 -0.218097 -0.036033 \n", + "Componente 29 -0.021571 0.182222 -0.093496 \n", + "Componente 30 -0.003340 0.187829 -0.099557 \n", + "Componente 31 0.000123 -0.004734 -0.132305 \n", + "Componente 32 -0.007339 0.281282 -0.077198 \n", + "Componente 33 0.036944 -0.200117 0.014774 \n", + "Componente 34 0.058123 -0.062724 0.132311 \n", + "Componente 35 0.039228 0.106511 0.192604 \n", + "\n", + " CentralAir_code Electrical_code KitchenQual_code \\\n", + "Componente 1 0.113528 0.111692 -0.185163 \n", + "Componente 2 -0.145214 -0.078642 -0.048904 \n", + "Componente 3 -0.042450 -0.053489 0.033559 \n", + "Componente 4 0.092925 0.119823 0.136090 \n", + "Componente 5 -0.277713 -0.096410 -0.172957 \n", + "Componente 6 0.053531 0.069908 -0.079682 \n", + "Componente 7 -0.103408 -0.096635 0.096983 \n", + "Componente 8 -0.019913 -0.057963 0.059676 \n", + "Componente 9 0.096466 0.090709 -0.161946 \n", + "Componente 10 -0.190378 -0.148099 -0.028453 \n", + "Componente 11 -0.067962 -0.158636 -0.008803 \n", + "Componente 12 0.031439 -0.049186 -0.119614 \n", + "Componente 13 -0.230149 -0.143746 -0.108299 \n", + "Componente 14 0.021510 -0.072010 -0.049993 \n", + "Componente 15 0.056078 0.160002 0.081947 \n", + "Componente 16 0.015252 -0.027352 -0.035940 \n", + "Componente 17 -0.025241 -0.036317 0.000923 \n", + "Componente 18 -0.050153 -0.009531 0.086029 \n", + "Componente 19 -0.100918 0.076629 0.047460 \n", + "Componente 20 0.023990 -0.137544 -0.079040 \n", + "Componente 21 0.015727 -0.109014 -0.010907 \n", + "Componente 22 -0.076237 -0.056479 -0.049723 \n", + "Componente 23 -0.005518 0.003610 0.025289 \n", + "Componente 24 -0.062875 0.097607 -0.018909 \n", + "Componente 25 -0.053734 0.083014 0.012775 \n", + "Componente 26 0.047737 0.051526 0.062157 \n", + "Componente 27 -0.003874 0.100794 0.084398 \n", + "Componente 28 0.150567 0.124384 0.050401 \n", + "Componente 29 -0.017590 0.091599 -0.056231 \n", + "Componente 30 -0.035654 0.251520 0.014475 \n", + "Componente 31 0.139947 -0.220365 0.056884 \n", + "Componente 32 -0.061709 0.312922 -0.059384 \n", + "Componente 33 -0.081004 -0.029769 -0.080972 \n", + "Componente 34 -0.066221 0.127891 0.067954 \n", + "Componente 35 -0.178301 0.230283 0.146393 \n", + "\n", + " Functional_code GarageType_code GarageFinish_code \\\n", + "Componente 1 0.036087 -0.186128 -0.162484 \n", + "Componente 2 -0.021238 0.147931 -0.006222 \n", + "Componente 3 -0.099581 -0.000581 0.067113 \n", + "Componente 4 0.020980 -0.040444 0.014490 \n", + "Componente 5 -0.046426 0.147610 -0.147078 \n", + "Componente 6 0.006927 0.068950 -0.091616 \n", + "Componente 7 -0.168005 -0.065686 0.059916 \n", + "Componente 8 0.102571 -0.026214 -0.019769 \n", + "Componente 9 0.013543 0.014208 -0.125984 \n", + "Componente 10 0.109841 0.005115 -0.012697 \n", + "Componente 11 0.095559 -0.046961 -0.138860 \n", + "Componente 12 0.100984 0.099126 0.232044 \n", + "Componente 13 0.012580 -0.020599 0.010114 \n", + "Componente 14 -0.082521 0.030778 -0.105458 \n", + "Componente 15 0.194294 0.036451 -0.086469 \n", + "Componente 16 -0.247292 -0.031268 -0.068212 \n", + "Componente 17 0.103018 -0.006401 0.061754 \n", + "Componente 18 -0.078368 -0.030648 -0.057344 \n", + "Componente 19 0.294788 0.036662 0.128714 \n", + "Componente 20 -0.018790 0.019732 -0.036328 \n", + "Componente 21 0.096334 -0.013389 0.015435 \n", + "Componente 22 0.259265 -0.052964 0.002441 \n", + "Componente 23 -0.085091 0.061718 0.088505 \n", + "Componente 24 -0.055078 0.019719 0.014290 \n", + "Componente 25 -0.418275 0.144502 0.170707 \n", + "Componente 26 -0.198920 -0.113710 -0.031175 \n", + "Componente 27 -0.244593 -0.005096 -0.072536 \n", + "Componente 28 -0.224838 0.050863 0.114163 \n", + "Componente 29 -0.024087 0.137334 -0.030584 \n", + "Componente 30 0.104363 -0.002441 -0.008716 \n", + "Componente 31 -0.040274 -0.148866 0.056558 \n", + "Componente 32 -0.230945 0.063253 0.111761 \n", + "Componente 33 -0.205772 0.013051 -0.018624 \n", + "Componente 34 0.012185 -0.115507 -0.063660 \n", + "Componente 35 -0.037917 -0.121634 -0.060993 \n", + "\n", + " GarageQual_code GarageCond_code PavedDrive_code \\\n", + "Componente 1 0.114872 0.121560 0.112179 \n", + "Componente 2 -0.146535 -0.126003 -0.167768 \n", + "Componente 3 -0.040974 -0.030583 -0.046243 \n", + "Componente 4 0.113029 0.096246 0.124552 \n", + "Componente 5 -0.227845 -0.265547 -0.197534 \n", + "Componente 6 -0.103319 -0.099715 -0.087070 \n", + "Componente 7 0.198370 0.135576 0.053859 \n", + "Componente 8 0.013392 0.018392 -0.001045 \n", + "Componente 9 -0.137261 -0.136185 0.011151 \n", + "Componente 10 0.028665 -0.028630 -0.025650 \n", + "Componente 11 -0.130380 -0.168211 0.021227 \n", + "Componente 12 0.159712 0.241504 -0.020600 \n", + "Componente 13 0.141578 0.119295 -0.092914 \n", + "Componente 14 -0.120101 -0.052397 -0.013311 \n", + "Componente 15 -0.082594 -0.127674 -0.138316 \n", + "Componente 16 0.137727 0.102222 0.033524 \n", + "Componente 17 -0.043830 0.035220 0.020470 \n", + "Componente 18 0.006603 0.087382 0.060995 \n", + "Componente 19 -0.087834 -0.050880 -0.005587 \n", + "Componente 20 0.035577 0.060773 -0.044976 \n", + "Componente 21 -0.145874 -0.058312 0.000395 \n", + "Componente 22 0.045631 0.081341 0.030162 \n", + "Componente 23 -0.068147 -0.010238 0.081110 \n", + "Componente 24 -0.048469 0.033436 0.056822 \n", + "Componente 25 -0.088550 -0.079346 0.046340 \n", + "Componente 26 -0.066529 -0.027301 -0.036986 \n", + "Componente 27 -0.029246 0.029577 0.033785 \n", + "Componente 28 -0.136027 -0.174116 -0.021882 \n", + "Componente 29 -0.076304 -0.050259 0.228024 \n", + "Componente 30 0.021189 -0.015072 -0.024022 \n", + "Componente 31 -0.034504 0.005857 -0.078003 \n", + "Componente 32 -0.081535 -0.044945 0.009037 \n", + "Componente 33 0.185946 0.091978 -0.073608 \n", + "Componente 34 -0.089794 -0.068547 -0.009505 \n", + "Componente 35 0.086830 0.088165 -0.314778 \n", + "\n", + " SaleType_code SaleCondition_code \n", + "Componente 1 -0.019955 0.077092 \n", + "Componente 2 0.001792 -0.002413 \n", + "Componente 3 -0.003043 -0.077775 \n", + "Componente 4 0.061460 -0.046162 \n", + "Componente 5 -0.006466 -0.028036 \n", + "Componente 6 0.186579 0.064401 \n", + "Componente 7 -0.071512 -0.044396 \n", + "Componente 8 0.036918 -0.010151 \n", + "Componente 9 -0.077828 -0.022287 \n", + "Componente 10 -0.074261 -0.042497 \n", + "Componente 11 -0.246609 -0.317026 \n", + "Componente 12 -0.251024 -0.157890 \n", + "Componente 13 0.151547 0.296043 \n", + "Componente 14 0.070059 0.080485 \n", + "Componente 15 -0.120696 -0.148043 \n", + "Componente 16 -0.134612 -0.140296 \n", + "Componente 17 0.005439 -0.018174 \n", + "Componente 18 -0.011646 0.008467 \n", + "Componente 19 0.025220 0.101141 \n", + "Componente 20 -0.237032 -0.118504 \n", + "Componente 21 0.167585 0.118208 \n", + "Componente 22 0.206679 -0.049214 \n", + "Componente 23 0.186566 0.007845 \n", + "Componente 24 -0.348450 -0.203312 \n", + "Componente 25 0.016534 0.036629 \n", + "Componente 26 -0.085972 -0.058061 \n", + "Componente 27 0.052360 0.070700 \n", + "Componente 28 0.007485 0.074488 \n", + "Componente 29 -0.176141 0.054720 \n", + "Componente 30 -0.061608 -0.075527 \n", + "Componente 31 0.101585 0.007869 \n", + "Componente 32 0.026770 -0.113119 \n", + "Componente 33 0.306023 0.066397 \n", + "Componente 34 0.073557 0.050094 \n", + "Componente 35 -0.188623 0.124595 " + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Para revisar que atributos te explica cada uno de los componentes\n", + "\n", + "data_pca_comp= pd.DataFrame (data = pca.components_, columns = data_norm.columns.values, index = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca_comp" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "#Para realizar un modelo más práctico, realizaremos un ANOVA, para revisar que variables son significativas en nuestro modelo\n", + "\n", + "#Con el ols calculamos la suma de cuadrados. Ordinal Least Squares\n", + "#Como queremos sacar la relación de height (variable dependiente) y sun (variable independiente), las ponemos en ols\n", + "model_simp = ols('SalePrice ~ MSSubClass + LotArea + OverallQual + OverallCond + YearBuilt + YearRemodAdd + MasVnrArea + BsmtFinSF1 + BsmtFinSF2 + BsmtUnfSF + TotalBsmtSF + FirstFlrSF + SecondFlrSF + LowQualFinSF + GrLivArea + BsmtFullBath + BsmtHalfBath + FullBath + HalfBath + BedroomAbvGr + KitchenAbvGr + TotRmsAbvGrd + Fireplaces + GarageCars + GarageArea + WoodDeckSF + OpenPorchSF + EnclosedPorch + ThirdSsnPorch + ScreenPorch + PoolArea + MiscVal + MoSold + YrSold + MSZoning_code + Street_code + LotShape_code + LandContour_code + Utilities_code + LotConfig_code + LandSlope_code + Neighborhood_code + Condition1_code + Condition2_code + BldgType_code + HouseStyle_code + RoofStyle_code + RoofMatl_code + Exterior1st_code + Exterior2nd_code + MasVnrType_code + ExterQual_code + ExterCond_code + Foundation_code + BsmtQual_code + BsmtCond_code + BsmtExposure_code + BsmtFinType1_code + BsmtFinType2_code + Heating_code + HeatingQC_code + CentralAir_code + Electrical_code + KitchenQual_code + Functional_code + GarageType_code + GarageFinish_code + GarageQual_code + GarageCond_code + PavedDrive_code + SaleType_code + SaleCondition_code', data = data).fit()\n", + "#Se está \"entrenando\" el modelo, para decirle que datos va a usar cuando lo metamos en la ANOVA\n", + "\n", + "#Con el .fit le estamos pidiendo al modelo que ajuste la línea que relaciona los datos que le ponemos al \"ols\" en mejor medida." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dfsum_sqmean_sqFPR(>F)
MSSubClass1.06.541130e+106.541130e+1064.6601531.888831e-15
LotArea1.05.966856e+115.966856e+11589.8335506.967768e-109
OverallQual1.05.467491e+125.467491e+125404.7049030.000000e+00
OverallCond1.01.060528e+091.060528e+091.0483503.060657e-01
YearBuilt1.09.261872e+109.261872e+1091.5551384.754472e-21
YearRemodAdd1.02.957231e+102.957231e+1029.2327217.547049e-08
MasVnrArea1.02.175227e+112.175227e+11215.0247902.251622e-45
BsmtFinSF11.01.669333e+111.669333e+11165.0163309.030175e-36
BsmtFinSF21.08.697119e+098.697119e+098.5972463.421856e-03
BsmtUnfSF1.06.149832e+106.149832e+1060.7921031.236682e-14
TotalBsmtSF1.08.253153e+098.253153e+098.1583784.350068e-03
FirstFlrSF1.01.143795e+111.143795e+11113.0660211.925834e-25
SecondFlrSF1.04.821203e+114.821203e+11476.5839134.485208e-91
LowQualFinSF1.02.941817e+092.941817e+092.9080358.836281e-02
GrLivArea1.02.199778e+092.199778e+092.1745171.405402e-01
BsmtFullBath1.01.938811e+101.938811e+1019.1654681.288409e-05
BsmtHalfBath1.08.808509e+078.808509e+070.0870747.679751e-01
FullBath1.06.637691e+086.637691e+080.6561474.180624e-01
HalfBath1.02.156144e+072.156144e+070.0213148.839484e-01
BedroomAbvGr1.04.333918e+104.333918e+1042.8414938.329240e-11
KitchenAbvGr1.03.146973e+093.146973e+093.1108357.799290e-02
TotRmsAbvGrd1.02.792980e+102.792980e+1027.6090661.716684e-07
Fireplaces1.07.733281e+097.733281e+097.6444765.769971e-03
GarageCars1.04.930751e+104.930751e+1048.7412894.511825e-12
GarageArea1.07.778404e+077.778404e+070.0768917.815972e-01
WoodDeckSF1.09.632329e+099.632329e+099.5217162.070666e-03
OpenPorchSF1.01.370906e+061.370906e+060.0013559.706398e-01
EnclosedPorch1.08.669783e+078.669783e+070.0857027.697574e-01
ThirdSsnPorch1.05.460266e+085.460266e+080.5397564.626578e-01
ScreenPorch1.01.279020e+101.279020e+1012.6433193.895637e-04
PoolArea1.02.116882e+092.116882e+092.0925731.482423e-01
MiscVal1.01.651572e+081.651572e+080.1632616.862343e-01
MoSold1.01.178538e+061.178538e+060.0011659.727767e-01
YrSold1.01.451158e+091.451158e+091.4344942.312368e-01
MSZoning_code1.03.477323e+093.477323e+093.4373916.394813e-02
Street_code1.01.880317e+091.880317e+091.8587241.729930e-01
LotShape_code1.02.452206e+092.452206e+092.4240461.197138e-01
LandContour_code1.06.265075e+086.265075e+080.6193134.314370e-01
Utilities_code1.03.079315e+093.079315e+093.0439548.125948e-02
LotConfig_code1.01.190115e+081.190115e+080.1176457.316549e-01
LandSlope_code1.05.942741e+095.942741e+095.8744971.548879e-02
Neighborhood_code1.01.001276e+101.001276e+109.8977761.689909e-03
Condition1_code1.05.970311e+085.970311e+080.5901754.424820e-01
Condition2_code1.04.657970e+094.657970e+094.6044803.206139e-02
BldgType_code1.01.551954e+091.551954e+091.5341322.157027e-01
HouseStyle_code1.05.700016e+095.700016e+095.6345601.774511e-02
RoofStyle_code1.05.247588e+095.247588e+095.1873282.290359e-02
RoofMatl_code1.08.086365e+098.086365e+097.9935054.761875e-03
Exterior1st_code1.04.200389e+094.200389e+094.1521544.177078e-02
Exterior2nd_code1.09.387931e+089.387931e+080.9280123.355476e-01
MasVnrType_code1.03.216254e+103.216254e+1031.7932012.074541e-08
ExterQual_code1.08.370845e+108.370845e+1082.7471823.140526e-19
ExterCond_code1.04.779358e+084.779358e+080.4724474.919781e-01
Foundation_code1.02.388951e+092.388951e+092.3615181.245889e-01
BsmtQual_code1.02.602048e+102.602048e+1025.7216734.476289e-07
BsmtCond_code1.02.276139e+092.276139e+092.2500011.338416e-01
BsmtExposure_code1.02.524413e+102.524413e+1024.9542366.616080e-07
BsmtFinType1_code1.02.676871e+092.676871e+092.6461321.040290e-01
BsmtFinType2_code1.05.101098e+085.101098e+080.5042524.777570e-01
Heating_code1.02.311556e+072.311556e+070.0228508.798695e-01
HeatingQC_code1.02.502130e+092.502130e+092.4733971.160152e-01
CentralAir_code1.04.767572e+084.767572e+080.4712824.925124e-01
Electrical_code1.01.255005e+091.255005e+091.2405942.655494e-01
KitchenQual_code1.04.216622e+104.216622e+1041.6820041.480742e-10
Functional_code1.01.560354e+101.560354e+1015.4243559.008885e-05
GarageType_code1.04.278031e+094.278031e+094.2289043.992756e-02
GarageFinish_code1.02.738186e+092.738186e+092.7067421.001511e-01
GarageQual_code1.02.281536e+082.281536e+080.2255346.349302e-01
GarageCond_code1.01.298929e+081.298929e+080.1284017.201499e-01
PavedDrive_code1.01.139098e+091.139098e+091.1260182.888109e-01
SaleType_code1.02.008634e+082.008634e+080.1985576.559577e-01
SaleCondition_code1.08.802207e+098.802207e+098.7011273.233374e-03
Residual1389.01.405136e+121.011617e+09NaNNaN
\n", + "
" + ], + "text/plain": [ + " df sum_sq mean_sq F \\\n", + "MSSubClass 1.0 6.541130e+10 6.541130e+10 64.660153 \n", + "LotArea 1.0 5.966856e+11 5.966856e+11 589.833550 \n", + "OverallQual 1.0 5.467491e+12 5.467491e+12 5404.704903 \n", + "OverallCond 1.0 1.060528e+09 1.060528e+09 1.048350 \n", + "YearBuilt 1.0 9.261872e+10 9.261872e+10 91.555138 \n", + "YearRemodAdd 1.0 2.957231e+10 2.957231e+10 29.232721 \n", + "MasVnrArea 1.0 2.175227e+11 2.175227e+11 215.024790 \n", + "BsmtFinSF1 1.0 1.669333e+11 1.669333e+11 165.016330 \n", + "BsmtFinSF2 1.0 8.697119e+09 8.697119e+09 8.597246 \n", + "BsmtUnfSF 1.0 6.149832e+10 6.149832e+10 60.792103 \n", + "TotalBsmtSF 1.0 8.253153e+09 8.253153e+09 8.158378 \n", + "FirstFlrSF 1.0 1.143795e+11 1.143795e+11 113.066021 \n", + "SecondFlrSF 1.0 4.821203e+11 4.821203e+11 476.583913 \n", + "LowQualFinSF 1.0 2.941817e+09 2.941817e+09 2.908035 \n", + "GrLivArea 1.0 2.199778e+09 2.199778e+09 2.174517 \n", + "BsmtFullBath 1.0 1.938811e+10 1.938811e+10 19.165468 \n", + "BsmtHalfBath 1.0 8.808509e+07 8.808509e+07 0.087074 \n", + "FullBath 1.0 6.637691e+08 6.637691e+08 0.656147 \n", + "HalfBath 1.0 2.156144e+07 2.156144e+07 0.021314 \n", + "BedroomAbvGr 1.0 4.333918e+10 4.333918e+10 42.841493 \n", + "KitchenAbvGr 1.0 3.146973e+09 3.146973e+09 3.110835 \n", + "TotRmsAbvGrd 1.0 2.792980e+10 2.792980e+10 27.609066 \n", + "Fireplaces 1.0 7.733281e+09 7.733281e+09 7.644476 \n", + "GarageCars 1.0 4.930751e+10 4.930751e+10 48.741289 \n", + "GarageArea 1.0 7.778404e+07 7.778404e+07 0.076891 \n", + "WoodDeckSF 1.0 9.632329e+09 9.632329e+09 9.521716 \n", + "OpenPorchSF 1.0 1.370906e+06 1.370906e+06 0.001355 \n", + "EnclosedPorch 1.0 8.669783e+07 8.669783e+07 0.085702 \n", + "ThirdSsnPorch 1.0 5.460266e+08 5.460266e+08 0.539756 \n", + "ScreenPorch 1.0 1.279020e+10 1.279020e+10 12.643319 \n", + "PoolArea 1.0 2.116882e+09 2.116882e+09 2.092573 \n", + "MiscVal 1.0 1.651572e+08 1.651572e+08 0.163261 \n", + "MoSold 1.0 1.178538e+06 1.178538e+06 0.001165 \n", + "YrSold 1.0 1.451158e+09 1.451158e+09 1.434494 \n", + "MSZoning_code 1.0 3.477323e+09 3.477323e+09 3.437391 \n", + "Street_code 1.0 1.880317e+09 1.880317e+09 1.858724 \n", + "LotShape_code 1.0 2.452206e+09 2.452206e+09 2.424046 \n", + "LandContour_code 1.0 6.265075e+08 6.265075e+08 0.619313 \n", + "Utilities_code 1.0 3.079315e+09 3.079315e+09 3.043954 \n", + "LotConfig_code 1.0 1.190115e+08 1.190115e+08 0.117645 \n", + "LandSlope_code 1.0 5.942741e+09 5.942741e+09 5.874497 \n", + "Neighborhood_code 1.0 1.001276e+10 1.001276e+10 9.897776 \n", + "Condition1_code 1.0 5.970311e+08 5.970311e+08 0.590175 \n", + "Condition2_code 1.0 4.657970e+09 4.657970e+09 4.604480 \n", + "BldgType_code 1.0 1.551954e+09 1.551954e+09 1.534132 \n", + "HouseStyle_code 1.0 5.700016e+09 5.700016e+09 5.634560 \n", + "RoofStyle_code 1.0 5.247588e+09 5.247588e+09 5.187328 \n", + "RoofMatl_code 1.0 8.086365e+09 8.086365e+09 7.993505 \n", + "Exterior1st_code 1.0 4.200389e+09 4.200389e+09 4.152154 \n", + "Exterior2nd_code 1.0 9.387931e+08 9.387931e+08 0.928012 \n", + "MasVnrType_code 1.0 3.216254e+10 3.216254e+10 31.793201 \n", + "ExterQual_code 1.0 8.370845e+10 8.370845e+10 82.747182 \n", + "ExterCond_code 1.0 4.779358e+08 4.779358e+08 0.472447 \n", + "Foundation_code 1.0 2.388951e+09 2.388951e+09 2.361518 \n", + "BsmtQual_code 1.0 2.602048e+10 2.602048e+10 25.721673 \n", + "BsmtCond_code 1.0 2.276139e+09 2.276139e+09 2.250001 \n", + "BsmtExposure_code 1.0 2.524413e+10 2.524413e+10 24.954236 \n", + "BsmtFinType1_code 1.0 2.676871e+09 2.676871e+09 2.646132 \n", + "BsmtFinType2_code 1.0 5.101098e+08 5.101098e+08 0.504252 \n", + "Heating_code 1.0 2.311556e+07 2.311556e+07 0.022850 \n", + "HeatingQC_code 1.0 2.502130e+09 2.502130e+09 2.473397 \n", + "CentralAir_code 1.0 4.767572e+08 4.767572e+08 0.471282 \n", + "Electrical_code 1.0 1.255005e+09 1.255005e+09 1.240594 \n", + "KitchenQual_code 1.0 4.216622e+10 4.216622e+10 41.682004 \n", + "Functional_code 1.0 1.560354e+10 1.560354e+10 15.424355 \n", + "GarageType_code 1.0 4.278031e+09 4.278031e+09 4.228904 \n", + "GarageFinish_code 1.0 2.738186e+09 2.738186e+09 2.706742 \n", + "GarageQual_code 1.0 2.281536e+08 2.281536e+08 0.225534 \n", + "GarageCond_code 1.0 1.298929e+08 1.298929e+08 0.128401 \n", + "PavedDrive_code 1.0 1.139098e+09 1.139098e+09 1.126018 \n", + "SaleType_code 1.0 2.008634e+08 2.008634e+08 0.198557 \n", + "SaleCondition_code 1.0 8.802207e+09 8.802207e+09 8.701127 \n", + "Residual 1389.0 1.405136e+12 1.011617e+09 NaN \n", + "\n", + " PR(>F) \n", + "MSSubClass 1.888831e-15 \n", + "LotArea 6.967768e-109 \n", + "OverallQual 0.000000e+00 \n", + "OverallCond 3.060657e-01 \n", + "YearBuilt 4.754472e-21 \n", + "YearRemodAdd 7.547049e-08 \n", + "MasVnrArea 2.251622e-45 \n", + "BsmtFinSF1 9.030175e-36 \n", + "BsmtFinSF2 3.421856e-03 \n", + "BsmtUnfSF 1.236682e-14 \n", + "TotalBsmtSF 4.350068e-03 \n", + "FirstFlrSF 1.925834e-25 \n", + "SecondFlrSF 4.485208e-91 \n", + "LowQualFinSF 8.836281e-02 \n", + "GrLivArea 1.405402e-01 \n", + "BsmtFullBath 1.288409e-05 \n", + "BsmtHalfBath 7.679751e-01 \n", + "FullBath 4.180624e-01 \n", + "HalfBath 8.839484e-01 \n", + "BedroomAbvGr 8.329240e-11 \n", + "KitchenAbvGr 7.799290e-02 \n", + "TotRmsAbvGrd 1.716684e-07 \n", + "Fireplaces 5.769971e-03 \n", + "GarageCars 4.511825e-12 \n", + "GarageArea 7.815972e-01 \n", + "WoodDeckSF 2.070666e-03 \n", + "OpenPorchSF 9.706398e-01 \n", + "EnclosedPorch 7.697574e-01 \n", + "ThirdSsnPorch 4.626578e-01 \n", + "ScreenPorch 3.895637e-04 \n", + "PoolArea 1.482423e-01 \n", + "MiscVal 6.862343e-01 \n", + "MoSold 9.727767e-01 \n", + "YrSold 2.312368e-01 \n", + "MSZoning_code 6.394813e-02 \n", + "Street_code 1.729930e-01 \n", + "LotShape_code 1.197138e-01 \n", + "LandContour_code 4.314370e-01 \n", + "Utilities_code 8.125948e-02 \n", + "LotConfig_code 7.316549e-01 \n", + "LandSlope_code 1.548879e-02 \n", + "Neighborhood_code 1.689909e-03 \n", + "Condition1_code 4.424820e-01 \n", + "Condition2_code 3.206139e-02 \n", + "BldgType_code 2.157027e-01 \n", + "HouseStyle_code 1.774511e-02 \n", + "RoofStyle_code 2.290359e-02 \n", + "RoofMatl_code 4.761875e-03 \n", + "Exterior1st_code 4.177078e-02 \n", + "Exterior2nd_code 3.355476e-01 \n", + "MasVnrType_code 2.074541e-08 \n", + "ExterQual_code 3.140526e-19 \n", + "ExterCond_code 4.919781e-01 \n", + "Foundation_code 1.245889e-01 \n", + "BsmtQual_code 4.476289e-07 \n", + "BsmtCond_code 1.338416e-01 \n", + "BsmtExposure_code 6.616080e-07 \n", + "BsmtFinType1_code 1.040290e-01 \n", + "BsmtFinType2_code 4.777570e-01 \n", + "Heating_code 8.798695e-01 \n", + "HeatingQC_code 1.160152e-01 \n", + "CentralAir_code 4.925124e-01 \n", + "Electrical_code 2.655494e-01 \n", + "KitchenQual_code 1.480742e-10 \n", + "Functional_code 9.008885e-05 \n", + "GarageType_code 3.992756e-02 \n", + "GarageFinish_code 1.001511e-01 \n", + "GarageQual_code 6.349302e-01 \n", + "GarageCond_code 7.201499e-01 \n", + "PavedDrive_code 2.888109e-01 \n", + "SaleType_code 6.559577e-01 \n", + "SaleCondition_code 3.233374e-03 \n", + "Residual NaN " + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm.stats.anova_lm(model_simp)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "#Con este modelo vemos que variables son significativas en el precio de las casas\n", + "#Las variables que tengan un P-value menor a 0.05 afectan de manera significativa el precio de las casas" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.839
Model: OLS Adj. R-squared: 0.835
Method: Least Squares F-statistic: 224.4
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00
Time: 17:15:14 Log-Likelihood: -17213.
No. Observations: 1460 AIC: 3.449e+04
Df Residuals: 1426 BIC: 3.467e+04
Df Model: 33
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err t P>|t| [0.025 0.975]
const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05
MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118
LotArea 0.3247 0.103 3.152 0.002 0.123 0.527
OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04
YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137
YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554
MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450
BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039
BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264
BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226
TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430
FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989
SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285
BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04
BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254
TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995
Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784
GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04
WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444
ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487
LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026
Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848
Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590
HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034
RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219
RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190
Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500
MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861
ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611
BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526
BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422
KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211
Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062
GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807
SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Omnibus: 866.633 Durbin-Watson: 1.951
Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511
Skew: -1.679 Prob(JB): 0.00
Kurtosis: 54.318 Cond. No. 1.34e+16


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.839\n", + "Model: OLS Adj. R-squared: 0.835\n", + "Method: Least Squares F-statistic: 224.4\n", + "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 17:15:14 Log-Likelihood: -17213.\n", + "No. Observations: 1460 AIC: 3.449e+04\n", + "Df Residuals: 1426 BIC: 3.467e+04\n", + "Df Model: 33 \n", + "Covariance Type: nonrobust \n", + "======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------\n", + "const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05\n", + "MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118\n", + "LotArea 0.3247 0.103 3.152 0.002 0.123 0.527\n", + "OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04\n", + "YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137\n", + "YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554\n", + "MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450\n", + "BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039\n", + "BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264\n", + "BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226\n", + "TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430\n", + "FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989\n", + "SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285\n", + "BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04\n", + "BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254\n", + "TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995\n", + "Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784\n", + "GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04\n", + "WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444\n", + "ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487\n", + "LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026\n", + "Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848\n", + "Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590\n", + "HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034\n", + "RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219\n", + "RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190\n", + "Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500\n", + "MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861\n", + "ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611\n", + "BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526\n", + "BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422\n", + "KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211\n", + "Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062\n", + "GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807\n", + "SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704\n", + "==============================================================================\n", + "Omnibus: 866.633 Durbin-Watson: 1.951\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511\n", + "Skew: -1.679 Prob(JB): 0.00\n", + "Kurtosis: 54.318 Cond. No. 1.34e+16\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n", + "\"\"\"" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Modelo de regresión: \n", + "\n", + "#Definimos nuestras variables independientes\n", + "x2 = data[['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']]\n", + "\n", + "#Definimos nuestra variable dependiente\n", + "y2 = data['SalePrice']\n", + "\n", + "#Agregamos el intercepto para el modelo y lo corremos\n", + "X2 = sm.add_constant(x2) \n", + "Y2 = y2\n", + "\n", + "model2 = sm.OLS(Y2, X2).fit()\n", + "\n", + "model2.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", + "#Vemos que el modelo tiene una R2 de 0.839, por lo que es un buen modelo prediciendo el precio de las casas." + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "#Estandarizamos los datos: media 0 y varianza 1\n", + "\n", + "features2 = ['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']\n", + "\n", + "x2 = data.loc[:,features2].values\n", + "types = data ['SalePrice']\n", + "\n", + "#Aplicamos la estandarización de los datos\n", + "\n", + "x2 = StandardScaler().fit_transform(x2)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSSubClassLotAreaOverallQualYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFBsmtFullBathBedroomAbvGrTotRmsAbvGrdFireplacesGarageCarsWoodDeckSFScreenPorchLandSlope_codeNeighborhood_codeCondition2_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeMasVnrType_codeExterQual_codeBsmtQual_codeBsmtExposure_codeKitchenQual_codeFunctional_codeGarageType_codeSaleCondition_code
00.073375-0.2071420.6514791.0509940.8786680.5141040.575425-0.288653-0.944591-0.459303-0.7934341.1618521.1078100.1637790.912210-0.9512260.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.5669390.678263-0.4093690.255978-0.7687360.208502
1-0.872563-0.091886-0.0718360.156734-0.429577-0.5707501.171992-0.288653-0.6412280.4664650.257140-0.795163-0.8199640.163779-0.3186830.6004950.3117251.626195-0.270208-0.2257161.954302-0.03174-0.543457-0.491516-0.125797-0.5082510.3870470.663451-0.566939-1.2359060.7956290.255978-0.7687360.208502
20.0733750.0734800.6514790.9847520.8302150.3259150.092907-0.288653-0.301643-0.313369-0.6278261.1893511.1078100.163779-0.3186830.6004950.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-0.597850-0.4093690.255978-0.7687360.208502
30.309859-0.0968970.651479-1.863632-0.720298-0.570750-0.499274-0.288653-0.061670-0.687324-0.5217340.9372761.1078100.1637790.2967630.6004951.650307-0.752176-0.270208-0.225716-1.039872-0.031741.026689-0.491516-0.1257971.0559280.3870470.6634510.9977700.678263-0.4093690.2559781.301075-3.426284
40.0733750.3751481.3747950.9516320.7333081.3664890.463568-0.288653-0.1748650.199680-0.0456111.6178771.1078101.3900231.5276560.6004951.6503070.780197-0.270208-0.2257160.457215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-1.873963-0.4093690.255978-0.7687360.208502
\n", + "
" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual YearBuilt YearRemodAdd MasVnrArea \\\n", + "0 0.073375 -0.207142 0.651479 1.050994 0.878668 0.514104 \n", + "1 -0.872563 -0.091886 -0.071836 0.156734 -0.429577 -0.570750 \n", + "2 0.073375 0.073480 0.651479 0.984752 0.830215 0.325915 \n", + "3 0.309859 -0.096897 0.651479 -1.863632 -0.720298 -0.570750 \n", + "4 0.073375 0.375148 1.374795 0.951632 0.733308 1.366489 \n", + "\n", + " BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF \\\n", + "0 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 1.161852 \n", + "1 1.171992 -0.288653 -0.641228 0.466465 0.257140 -0.795163 \n", + "2 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 1.189351 \n", + "3 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 0.937276 \n", + "4 0.463568 -0.288653 -0.174865 0.199680 -0.045611 1.617877 \n", + "\n", + " BsmtFullBath BedroomAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "0 1.107810 0.163779 0.912210 -0.951226 0.311725 \n", + "1 -0.819964 0.163779 -0.318683 0.600495 0.311725 \n", + "2 1.107810 0.163779 -0.318683 0.600495 0.311725 \n", + "3 1.107810 0.163779 0.296763 0.600495 1.650307 \n", + "4 1.107810 1.390023 1.527656 0.600495 1.650307 \n", + "\n", + " WoodDeckSF ScreenPorch LandSlope_code Neighborhood_code \\\n", + "0 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "1 1.626195 -0.270208 -0.225716 1.954302 \n", + "2 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "3 -0.752176 -0.270208 -0.225716 -1.039872 \n", + "4 0.780197 -0.270208 -0.225716 0.457215 \n", + "\n", + " Condition2_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "0 -0.03174 1.026689 -0.491516 -0.125797 \n", + "1 -0.03174 -0.543457 -0.491516 -0.125797 \n", + "2 -0.03174 1.026689 -0.491516 -0.125797 \n", + "3 -0.03174 1.026689 -0.491516 -0.125797 \n", + "4 -0.03174 1.026689 -0.491516 -0.125797 \n", + "\n", + " Exterior1st_code MasVnrType_code ExterQual_code BsmtQual_code \\\n", + "0 0.743092 -1.241449 -0.777976 -0.566939 \n", + "1 -0.508251 0.387047 0.663451 -0.566939 \n", + "2 0.743092 -1.241449 -0.777976 -0.566939 \n", + "3 1.055928 0.387047 0.663451 0.997770 \n", + "4 0.743092 -1.241449 -0.777976 -0.566939 \n", + "\n", + " BsmtExposure_code KitchenQual_code Functional_code GarageType_code \\\n", + "0 0.678263 -0.409369 0.255978 -0.768736 \n", + "1 -1.235906 0.795629 0.255978 -0.768736 \n", + "2 -0.597850 -0.409369 0.255978 -0.768736 \n", + "3 0.678263 -0.409369 0.255978 1.301075 \n", + "4 -1.873963 -0.409369 0.255978 -0.768736 \n", + "\n", + " SaleCondition_code \n", + "0 0.208502 \n", + "1 0.208502 \n", + "2 0.208502 \n", + "3 -3.426284 \n", + "4 0.208502 " + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos el dataframe de los datos normalizados\n", + "data_norm2 = pd.DataFrame (x2, columns = features2)\n", + "\n", + "data_norm2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA()" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos el PCA\n", + "\n", + "pca2 = PCA()\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.94594173e-01, 8.53051922e-02, 6.81385298e-02, 6.44334370e-02,\n", + " 4.51461882e-02, 3.90310100e-02, 3.38947526e-02, 3.27948802e-02,\n", + " 3.14522117e-02, 3.03352274e-02, 2.98786035e-02, 2.94249513e-02,\n", + " 2.71413919e-02, 2.58225815e-02, 2.47945412e-02, 2.30198280e-02,\n", + " 2.18911708e-02, 2.14245544e-02, 2.01354720e-02, 1.82731585e-02,\n", + " 1.60932381e-02, 1.41140130e-02, 1.36833938e-02, 1.30974984e-02,\n", + " 1.24144736e-02, 1.20767934e-02, 1.03943756e-02, 9.70195586e-03,\n", + " 9.09055321e-03, 7.85835787e-03, 6.14296973e-03, 5.63779726e-03,\n", + " 2.76272541e-03, 3.83769338e-32])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", + "pca2.explained_variance_ratio_" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#La suma de los componentes debe ser 1\n", + "sum(pca2.explained_variance_ratio_)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Varianza acumulada explicada')" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Graficamos los componentes para ver cuando sumen el 80%\n", + "plt.figure (figsize = (12,9))\n", + "plt.plot(range(1,35), pca2.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.title (\"Varianza explciada por los componentes\")\n", + "plt.xlabel ('Número de componentes')\n", + "plt.ylabel ('Varianza acumulada explicada')" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8070986698440021" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", + "#Parece que con 17componentes se alcanza\n", + "\n", + "#Revisamos para comprobar\n", + "sum(pca2.explained_variance_ratio_[:17])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(n_components=17)" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Entrenamos el modelo con los 17 componentes que nos indicó previamente\n", + "pca2 = PCA(n_components = 17)\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "#Transformamos el dataframe\n", + "data_transform2 = pca2.transform(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17
01.171643-1.333884-0.848689-1.840590-0.7153900.496972-0.729979-0.822150-0.2625441.195869-0.6115550.417403-0.2004100.2991000.707563-0.6777491.143404
10.5722431.4681510.011671-0.024449-0.243066-0.128098-1.2656660.889194-0.460775-1.3414110.985781-0.167691-0.402696-0.9234470.1135750.332899-1.328647
21.447591-0.925577-0.908678-1.668815-0.1806361.171136-0.312810-0.629636-0.4343921.230190-0.4355050.1118700.2679520.4110360.441642-0.2157730.745609
3-1.380782-1.2025831.065179-0.8557840.449665-0.5875730.323510-0.928640-0.776121-0.205269-1.4565972.4474530.3070760.9710391.1263590.479545-0.529214
43.645644-1.5548520.725958-1.947222-0.3924960.752779-1.104244-0.471902-0.0426480.147643-0.2232590.5692470.0713340.225642-0.108709-0.579970-0.031627
\n", + "
" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 1.171643 -1.333884 -0.848689 -1.840590 -0.715390 \n", + "1 0.572243 1.468151 0.011671 -0.024449 -0.243066 \n", + "2 1.447591 -0.925577 -0.908678 -1.668815 -0.180636 \n", + "3 -1.380782 -1.202583 1.065179 -0.855784 0.449665 \n", + "4 3.645644 -1.554852 0.725958 -1.947222 -0.392496 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 0.496972 -0.729979 -0.822150 -0.262544 1.195869 \n", + "1 -0.128098 -1.265666 0.889194 -0.460775 -1.341411 \n", + "2 1.171136 -0.312810 -0.629636 -0.434392 1.230190 \n", + "3 -0.587573 0.323510 -0.928640 -0.776121 -0.205269 \n", + "4 0.752779 -1.104244 -0.471902 -0.042648 0.147643 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 -0.611555 0.417403 -0.200410 0.299100 0.707563 \n", + "1 0.985781 -0.167691 -0.402696 -0.923447 0.113575 \n", + "2 -0.435505 0.111870 0.267952 0.411036 0.441642 \n", + "3 -1.456597 2.447453 0.307076 0.971039 1.126359 \n", + "4 -0.223259 0.569247 0.071334 0.225642 -0.108709 \n", + "\n", + " Componente 16 Componente 17 \n", + "0 -0.677749 1.143404 \n", + "1 0.332899 -1.328647 \n", + "2 -0.215773 0.745609 \n", + "3 0.479545 -0.529214 \n", + "4 -0.579970 -0.031627 " + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos un dataframe para ver nuevamente la información con los 17 componentes\n", + "data_pca2 = pd.DataFrame(data_transform2, index = data_norm2.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17'])\n", + "data_pca2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.19459417, 0.08530519, 0.06813853, 0.06443344, 0.04514615,\n", + " 0.03903097, 0.0338945 , 0.03279478, 0.03145214, 0.03033506,\n", + " 0.02987839, 0.02942302, 0.02714128, 0.02582222, 0.02479368,\n", + " 0.02301801, 0.02188826])" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Nos quedamos con nuestro modelo final de 17 componentes, con sus respectivos coeficientes\n", + "pca2.explained_variance_ratio_[:17]\n", + "\n", + "#Cada uno de los valores de las casas, va a estar dado por multiplicar el coeficiente de cada componente\n", + "#por el valor que tiene cada casa en ese componente" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/house-prices-advanced-regression-techniques/train.csv b/house-prices-advanced-regression-techniques/train.csv index d68e0d7..b62e601 100644 --- a/house-prices-advanced-regression-techniques/train.csv +++ b/house-prices-advanced-regression-techniques/train.csv @@ -1,1461 +1,1461 @@ -Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice -1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500 -2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500 -3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500 -4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000 -5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000 -6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000 -7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000 -8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000 -9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900 -10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000 -11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500 -12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000 -13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000 -14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500 -15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000 -16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000 -17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000 -18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000 -19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000 -20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000 -21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300 -22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400 -23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000 -24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900 -25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000 -26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300 -27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800 -28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000 -29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500 -30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500 -31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000 -32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350 -33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900 -34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500 -35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500 -36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000 -37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000 -38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000 -39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000 -40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000 -41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000 -42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000 -43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000 -44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250 -45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000 -46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900 -47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686 -48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700 -49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000 -50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000 -51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000 -52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500 -53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000 -54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000 -55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000 -56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500 -57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500 -58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500 -59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780 -60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900 -61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000 -62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000 -63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500 -64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000 -65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500 -66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000 -67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000 -68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000 -69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000 -70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000 -71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000 -72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500 -73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000 -74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900 -75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400 -76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000 -77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750 -78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000 -79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500 -80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000 -81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500 -82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500 -83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000 -84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500 -85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500 -86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000 -87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 -88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500 -89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000 -90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600 -91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900 -92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600 -93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500 -94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900 -95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750 -96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000 -97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000 -98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750 -99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000 -100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950 -101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000 -102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000 -103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964 -104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900 -105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500 -106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000 -107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000 -108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000 -109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000 -110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000 -111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900 -112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000 -113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970 -114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000 -115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500 -116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 -117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000 -118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000 -119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000 -120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990 -121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000 -122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000 -123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000 -124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900 -125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000 -126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500 -127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000 -128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000 -129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000 -130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000 -131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000 -132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000 -133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750 -134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000 -135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000 -136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000 -137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000 -138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000 -139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000 -140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500 -141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000 -142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000 -143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000 -144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000 -145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000 -146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 -147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000 -148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500 -149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000 -150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 -151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 -152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402 -153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000 -154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000 -155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000 -156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000 -157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500 -158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500 -159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900 -160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000 -161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500 -162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500 -163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000 -164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200 -165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000 -166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500 -167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000 -168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624 -169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500 -170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000 -171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500 -172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000 -173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000 -174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000 -175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000 -176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000 -177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000 -178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500 -179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837 -180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000 -181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000 -182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100 -183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000 -184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000 -185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000 -186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000 -187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000 -188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000 -189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337 -190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000 -191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000 -192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000 -193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000 -194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000 -195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000 -196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500 -197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872 -198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000 -199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000 -200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900 -201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000 -202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500 -203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000 -204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000 -205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000 -206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500 -207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900 -208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000 -209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000 -210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000 -211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000 -212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000 -213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678 -214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000 -215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750 -216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450 -217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000 -218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000 -219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500 -220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240 -221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900 -222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000 -223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900 -224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000 -225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250 -226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000 -227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000 -228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000 -229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000 -230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500 -231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000 -232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000 -233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500 -234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200 -235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500 -236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500 -237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500 -238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500 -239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000 -240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000 -241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500 -242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500 -243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000 -244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000 -245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000 -246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500 -247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000 -248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 -249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000 -250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000 -251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500 -252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000 -253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000 -254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000 -255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000 -256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 -257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500 -258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000 -259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500 -260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000 -261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000 -262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000 -263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000 -264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000 -265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000 -266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500 -267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000 -268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500 -269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500 -270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000 -271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000 -272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500 -273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000 -274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000 -275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500 -276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000 -277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000 -278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000 -279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298 -280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000 -281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500 -282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000 -283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500 -284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600 -285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200 -286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700 -287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000 -288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000 -289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000 -290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575 -291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230 -292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900 -293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000 -294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000 -295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000 -296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500 -297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000 -298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000 -299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000 -300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500 -301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000 -302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000 -303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000 -304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900 -305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000 -306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900 -307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000 -308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500 -309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500 -310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000 -311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600 -312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000 -313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900 -314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000 -315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000 -316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500 -317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000 -318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000 -319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000 -320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500 -321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643 -322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000 -323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000 -324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175 -325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000 -326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000 -327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000 -328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250 -329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500 -330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000 -331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000 -332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000 -333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000 -334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000 -335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000 -336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950 -337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426 -338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000 -339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500 -340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000 -341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900 -342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000 -343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500 -344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000 -345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000 -346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200 -347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500 -348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500 -349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000 -350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154 -351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061 -352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000 -353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000 -354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900 -355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 -356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500 -357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 -358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000 -359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000 -360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000 -361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000 -362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000 -363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500 -364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000 -365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000 -366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 -367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000 -368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000 -369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000 -370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000 -371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400 -372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432 -373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000 -374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000 -375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500 -376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000 -377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000 -378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000 -379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432 -380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000 -381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000 -382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750 -383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500 -384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000 -385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000 -386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000 -387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000 -388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000 -389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000 -390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000 -391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000 -392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 -393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500 -394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000 -395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000 -396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000 -397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000 -398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500 -399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000 -400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000 -401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500 -402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990 -403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000 -404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000 -405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000 -406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000 -407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000 -408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000 -409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000 -410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750 -411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000 -412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000 -413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000 -414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000 -415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000 -416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134 -417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500 -418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000 -419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000 -420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000 -421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300 -422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 -423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000 -424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000 -425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000 -426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000 -427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000 -428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008 -429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400 -430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000 -431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400 -432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900 -433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500 -434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000 -435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000 -436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000 -437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000 -438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000 -439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350 -440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000 -441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000 -442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000 -443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900 -444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500 -445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000 -446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500 -447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 -448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900 -449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500 -450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000 -451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000 -452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000 -453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000 -454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000 -455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000 -456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500 -457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000 -458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000 -459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000 -460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 -461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435 -462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000 -463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383 -464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700 -465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000 -466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740 -467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000 -468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500 -469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000 -470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000 -471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000 -472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000 -473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000 -474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000 -475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000 -476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500 -477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900 -478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000 -479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000 -480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471 -481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000 -482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000 -483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000 -484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000 -485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500 -486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 -487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000 -488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000 -489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000 -490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000 -491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000 -492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000 -493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785 -494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000 -495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300 -496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900 -497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000 -498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000 -499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000 -500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000 -501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000 -502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700 -503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000 -504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000 -505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000 -506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500 -507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000 -508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300 -509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000 -510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500 -511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900 -512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665 -513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 -514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000 -515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500 -516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861 -517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000 -518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000 -519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000 -520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000 -521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250 -522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000 -523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000 -524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750 -525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750 -526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000 -527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000 -528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261 -529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000 -530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624 -531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000 -532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 -533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500 -534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300 -535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000 -536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500 -537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000 -538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250 -539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000 -540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000 -541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000 -542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000 -543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250 -544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000 -545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665 -546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000 -547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000 -548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500 -549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000 -550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000 -551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000 -552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500 -553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500 -554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000 -555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000 -556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000 -557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000 -558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000 -559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000 -560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000 -561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500 -562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000 -563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000 -564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000 -565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000 -566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000 -567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000 -568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000 -569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600 -570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960 -571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600 -572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000 -573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500 -574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000 -575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000 -576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500 -577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000 -578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500 -579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000 -580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500 -581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900 -582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293 -583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500 -584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000 -585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000 -586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900 -587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000 -588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000 -589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000 -590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500 -591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900 -592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950 -593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000 -594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000 -595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000 -596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000 -597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504 -598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201 -599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500 -600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000 -601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000 -602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000 -603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000 -604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000 -605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000 -606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000 -607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000 -608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000 -609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100 -610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500 -611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000 -612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000 -613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500 -614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000 -615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500 -616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500 -617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200 -618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500 -619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813 -620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000 -621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000 -622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000 -623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000 -624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500 -625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150 -626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000 -627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900 -628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000 -629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000 -630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500 -631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000 -632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500 -633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500 -634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400 -635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000 -636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000 -637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000 -638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000 -639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000 -640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561 -641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000 -642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000 -643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000 -644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000 -645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878 -646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250 -647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300 -648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000 -649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000 -650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500 -651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950 -652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000 -653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000 -654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000 -655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000 -656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000 -657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500 -658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000 -659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500 -660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000 -661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900 -662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000 -663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 -664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500 -665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000 -666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500 -667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000 -668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500 -669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000 -670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500 -671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500 -672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600 -673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000 -674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500 -675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000 -676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500 -677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000 -678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500 -679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500 -680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500 -681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 -682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434 -683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000 -684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000 -685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000 -686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500 -687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875 -688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800 -689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000 -690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700 -691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000 -692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000 -693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000 -694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480 -695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500 -696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000 -697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000 -698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500 -699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500 -700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000 -701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500 -702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000 -703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919 -704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000 -705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000 -706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000 -707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 -708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000 -709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540 -710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900 -711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000 -712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776 -713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 -714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000 -715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500 -716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000 -717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500 -718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000 -719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000 -720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500 -721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000 -722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 -723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500 -724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000 -725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000 -726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500 -727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000 -728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500 -729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000 -730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000 -731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500 -732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500 -733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500 -734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400 -735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000 -736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000 -737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500 -738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900 -739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000 -740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000 -741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000 -742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000 -743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000 -744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000 -745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000 -746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800 -747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000 -748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979 -749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400 -750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000 -751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500 -752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000 -753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000 -754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500 -755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000 -756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500 -757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000 -758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900 -759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400 -760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000 -761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500 -762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000 -763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200 -764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000 -765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000 -766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132 -767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500 -768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000 -769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837 -770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000 -771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900 -772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000 -773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000 -774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500 -775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000 -776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000 -777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500 -778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500 -779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000 -780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000 -781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 -782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900 -783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100 -784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500 -785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 -786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500 -787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000 -788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000 -789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900 -790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500 -791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200 -792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800 -793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790 -794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000 -795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500 -796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000 -797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500 -798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000 -799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000 -800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000 -801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000 -802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900 -803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 -804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933 -805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000 -806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680 -807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500 -808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500 -809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950 -810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000 -811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000 -812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500 -813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993 -814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900 -815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000 -816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900 -817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000 -818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000 -819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000 -820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000 -821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000 -822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000 -823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000 -824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500 -825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600 -826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000 -827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500 -828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000 -829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000 -830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400 -831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000 -832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000 -833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000 -834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000 -835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950 -836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000 -837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500 -838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000 -839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000 -840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500 -841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000 -842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500 -843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900 -844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000 -845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900 -846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000 -847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000 -848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500 -849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000 -850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000 -851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500 -852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000 -853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000 -854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000 -855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000 -856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000 -857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000 -858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 -859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000 -860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000 -861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950 -862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500 -863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000 -864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500 -865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580 -866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500 -867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900 -868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000 -869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000 -870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000 -871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500 -872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500 -873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000 -874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000 -875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500 -876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477 -877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250 -878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000 -879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000 -880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500 -881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000 -882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500 -883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000 -884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500 -885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000 -886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900 -887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000 -888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500 -889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000 -890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500 -891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900 -892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500 -893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500 -894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000 -895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858 -896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 -897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500 -898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953 -899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657 -900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000 -901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000 -902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000 -903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000 -904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000 -905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500 -906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000 -907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000 -908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000 -909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000 -910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 -911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300 -912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500 -913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000 -914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 -915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733 -916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000 -917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311 -918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000 -919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000 -920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500 -921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000 -922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900 -923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990 -924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000 -925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500 -926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000 -927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000 -928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000 -929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500 -930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000 -931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000 -932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500 -933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000 -934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000 -935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000 -936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900 -937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900 -938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000 -939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799 -940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400 -941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900 -942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000 -943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000 -944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000 -945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500 -946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900 -947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000 -948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000 -949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500 -950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500 -951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000 -952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900 -953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900 -954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000 -955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500 -956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 -957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000 -958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000 -959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000 -960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000 -961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500 -962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000 -963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000 -964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000 -965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900 -966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900 -967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000 -968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000 -969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900 -970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000 -971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000 -972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 -973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500 -974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000 -975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500 -976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000 -977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500 -978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900 -979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000 -980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000 -981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400 -982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000 -983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895 -984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900 -985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000 -986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000 -987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000 -988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192 -989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000 -990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000 -991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000 -992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000 -993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000 -994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900 -995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500 -996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600 -997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500 -998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000 -999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000 -1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000 -1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000 -1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000 -1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000 -1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905 -1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000 -1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900 -1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500 -1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000 -1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000 -1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000 -1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000 -1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000 -1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000 -1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000 -1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200 -1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000 -1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000 -1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500 -1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000 -1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490 -1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000 -1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000 -1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000 -1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000 -1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000 -1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500 -1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500 -1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077 -1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000 -1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000 -1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000 -1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000 -1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000 -1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 -1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750 -1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000 -1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500 -1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000 -1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000 -1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000 -1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000 -1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000 -1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000 -1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280 -1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000 -1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600 -1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581 -1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000 -1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000 -1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900 -1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485 -1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141 -1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000 -1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500 -1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000 -1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000 -1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850 -1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000 -1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000 -1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000 -1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500 -1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000 -1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000 -1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500 -1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000 -1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000 -1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000 -1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900 -1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400 -1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000 -1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000 -1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000 -1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500 -1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500 -1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000 -1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500 -1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000 -1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800 -1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900 -1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000 -1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000 -1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000 -1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000 -1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000 -1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500 -1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000 -1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500 -1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000 -1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500 -1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000 -1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900 -1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000 -1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500 -1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000 -1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000 -1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432 -1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000 -1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000 -1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000 -1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000 -1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000 -1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500 -1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000 -1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500 -1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000 -1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000 -1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900 -1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725 -1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000 -1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000 -1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000 -1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000 -1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 -1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500 -1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000 -1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000 -1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100 -1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000 -1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000 -1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700 -1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400 -1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900 -1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000 -1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000 -1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900 -1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000 -1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 -1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000 -1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000 -1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000 -1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000 -1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500 -1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500 -1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500 -1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000 -1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000 -1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000 -1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000 -1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000 -1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000 -1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000 -1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500 -1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870 -1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000 -1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000 -1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000 -1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000 -1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500 -1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900 -1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000 -1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000 -1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900 -1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000 -1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500 -1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800 -1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000 -1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900 -1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000 -1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128 -1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000 -1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000 -1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000 -1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 -1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959 -1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000 -1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170 -1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350 -1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000 -1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000 -1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000 -1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000 -1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000 -1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900 -1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500 -1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000 -1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000 -1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500 -1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000 -1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900 -1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000 -1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000 -1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500 -1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000 -1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000 -1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700 -1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900 -1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000 -1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000 -1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000 -1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000 -1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000 -1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000 -1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000 -1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000 -1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000 -1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000 -1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210 -1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000 -1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000 -1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000 -1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050 -1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900 -1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000 -1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000 -1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500 -1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900 -1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000 -1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000 -1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 -1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000 -1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000 -1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000 -1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000 -1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 -1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500 -1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000 -1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000 -1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456 -1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500 -1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500 -1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000 -1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000 -1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000 -1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900 -1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000 -1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000 -1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000 -1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000 -1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294 -1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000 -1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000 -1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500 -1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800 -1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000 -1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000 -1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887 -1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500 -1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000 -1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500 -1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900 -1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900 -1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328 -1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000 -1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000 -1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000 -1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000 -1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500 -1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900 -1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500 -1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000 -1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000 -1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750 -1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000 -1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000 -1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400 -1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500 -1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500 -1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900 -1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000 -1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000 -1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000 -1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900 -1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500 -1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500 -1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000 -1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900 -1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 -1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500 -1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000 -1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000 -1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000 -1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750 -1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000 -1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000 -1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000 -1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000 -1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000 -1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900 -1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000 -1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400 -1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000 -1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000 -1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500 -1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000 -1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000 -1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500 -1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000 -1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000 -1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000 -1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000 -1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500 -1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500 -1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500 -1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900 -1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 -1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500 -1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000 -1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000 -1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000 -1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000 -1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000 -1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500 -1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000 -1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000 -1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 -1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000 -1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500 -1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000 -1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000 -1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200 -1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000 -1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000 -1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 -1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168 -1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000 -1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900 -1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493 -1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900 -1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000 -1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000 -1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500 -1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500 -1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 -1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500 -1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000 -1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000 -1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000 -1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500 -1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000 -1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500 -1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000 -1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500 -1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000 -1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500 -1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000 -1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900 -1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000 -1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500 -1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000 -1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500 -1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000 -1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000 -1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500 -1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000 -1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835 -1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500 -1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500 -1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463 -1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000 -1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000 -1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000 -1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000 -1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900 -1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000 -1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000 -1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000 -1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000 -1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900 -1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500 -1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000 -1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000 -1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000 -1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900 -1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932 -1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152 -1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000 -1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000 -1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000 -1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000 -1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000 -1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000 -1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500 -1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300 -1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500 -1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000 -1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000 -1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000 -1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000 -1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000 -1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500 -1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500 -1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500 -1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000 -1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000 -1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000 -1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500 -1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000 -1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000 -1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500 -1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000 -1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000 -1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000 -1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000 -1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000 -1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578 -1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213 -1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000 -1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500 -1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000 -1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450 -1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000 -1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000 -1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879 -1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922 -1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000 -1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000 -1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000 -1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000 -1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500 -1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000 -1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000 -1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000 -1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000 -1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000 -1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000 -1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900 -1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500 -1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000 -1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000 -1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000 -1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900 -1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500 -1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500 -1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970 -1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000 -1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000 -1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000 -1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000 -1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000 -1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900 -1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140 -1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750 -1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500 -1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500 -1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000 -1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000 -1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500 -1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617 -1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700 -1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000 -1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000 -1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300 -1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000 -1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000 -1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600 -1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 -1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900 -1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000 -1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000 -1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000 -1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000 -1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090 -1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 -1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500 -1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000 -1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000 -1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000 -1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500 -1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125 -1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500 +Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice +1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500 +2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500 +3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500 +4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000 +5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000 +6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000 +7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000 +8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000 +9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900 +10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000 +11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500 +12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000 +13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000 +14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500 +15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000 +16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000 +17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000 +18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000 +19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000 +20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000 +21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300 +22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400 +23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000 +24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900 +25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000 +26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300 +27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800 +28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000 +29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500 +30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500 +31,70,C,50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000 +32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350 +33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900 +34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500 +35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500 +36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000 +37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000 +38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000 +39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000 +40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000 +41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000 +42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000 +43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000 +44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250 +45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000 +46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900 +47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686 +48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700 +49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000 +50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000 +51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000 +52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500 +53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000 +54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000 +55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000 +56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500 +57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500 +58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500 +59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780 +60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900 +61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000 +62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000 +63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500 +64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000 +65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500 +66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000 +67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000 +68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000 +69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000 +70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000 +71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000 +72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500 +73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000 +74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900 +75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400 +76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000 +77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750 +78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000 +79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500 +80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000 +81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500 +82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500 +83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000 +84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500 +85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500 +86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000 +87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500 +89,50,C,105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000 +90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600 +91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900 +92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600 +93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500 +94,190,C,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900 +95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750 +96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000 +97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000 +98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750 +99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000 +100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950 +101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000 +102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000 +103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964 +104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900 +105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500 +106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000 +107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000 +108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000 +109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000 +110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000 +111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900 +112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000 +113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970 +114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000 +115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500 +116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000 +118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000 +119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000 +120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990 +121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000 +122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000 +123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000 +124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900 +125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000 +126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500 +127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000 +128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000 +129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000 +130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000 +131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000 +132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000 +133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750 +134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000 +135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000 +136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000 +137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000 +138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000 +139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000 +140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500 +141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000 +142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000 +143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000 +144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000 +145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000 +146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000 +148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500 +149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000 +150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402 +153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000 +154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000 +155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000 +156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000 +157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500 +158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500 +159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900 +160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000 +161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500 +162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500 +163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000 +164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200 +165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000 +166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500 +167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000 +168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624 +169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500 +170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000 +171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500 +172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000 +173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000 +174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000 +175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000 +176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000 +177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000 +178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500 +179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837 +180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000 +181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000 +182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100 +183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000 +184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000 +185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000 +186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000 +187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000 +188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000 +189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337 +190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000 +191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000 +192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000 +193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000 +194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000 +195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000 +196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500 +197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872 +198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000 +199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000 +200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900 +201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000 +202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500 +203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000 +204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000 +205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000 +206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500 +207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900 +208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000 +209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000 +210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000 +211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000 +212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000 +213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678 +214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000 +215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750 +216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450 +217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000 +218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000 +219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500 +220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240 +221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900 +222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000 +223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900 +224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000 +225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250 +226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000 +227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000 +228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000 +229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000 +230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500 +231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000 +232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000 +233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500 +234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200 +235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500 +236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500 +237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500 +238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500 +239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000 +240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000 +241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500 +242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500 +243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000 +244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000 +245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000 +246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500 +247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000 +248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000 +250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000 +251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500 +252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000 +253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000 +254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000 +255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000 +256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500 +258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000 +259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500 +260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000 +261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000 +262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000 +263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000 +264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000 +265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000 +266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500 +267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000 +268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500 +269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500 +270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000 +271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000 +272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500 +273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000 +274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000 +275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500 +276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000 +278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000 +279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298 +280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000 +281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500 +282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000 +283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500 +284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600 +285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200 +286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700 +287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000 +288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000 +289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000 +290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575 +291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230 +292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900 +293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000 +294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000 +295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000 +296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500 +297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000 +298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000 +299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000 +300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500 +301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000 +302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000 +303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000 +304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900 +305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000 +306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900 +307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000 +308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500 +309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500 +310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000 +311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600 +312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000 +313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900 +314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000 +315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000 +316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500 +317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000 +318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000 +319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000 +320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500 +321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643 +322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000 +323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000 +324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175 +325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000 +326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000 +327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000 +328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250 +329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500 +330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000 +331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000 +332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000 +333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000 +334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000 +335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000 +336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950 +337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426 +338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000 +339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500 +340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900 +342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000 +343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500 +344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000 +345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000 +346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200 +347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500 +348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500 +349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000 +350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154 +351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061 +352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000 +353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000 +354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900 +355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500 +357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000 +359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000 +360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000 +361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000 +362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000 +363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500 +364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000 +365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000 +366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000 +368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000 +369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000 +370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000 +371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400 +372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432 +373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000 +374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000 +375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500 +376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000 +377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000 +378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000 +379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432 +380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000 +381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000 +382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750 +383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500 +384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000 +385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000 +386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000 +387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000 +388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000 +389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000 +390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000 +391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000 +392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500 +394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000 +395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000 +396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000 +397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000 +398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500 +399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000 +400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000 +401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500 +402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990 +403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000 +404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000 +405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000 +406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000 +407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000 +408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000 +409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000 +410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750 +411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000 +412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000 +413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000 +414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000 +415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000 +416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134 +417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500 +418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000 +419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000 +420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000 +421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300 +422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000 +424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000 +425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000 +426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000 +427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000 +428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008 +429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400 +430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000 +431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400 +432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900 +433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500 +434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000 +435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000 +436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000 +437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000 +438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000 +439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350 +440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000 +441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000 +442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000 +443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900 +444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500 +445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000 +446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500 +447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900 +449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500 +450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000 +451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000 +452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000 +453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000 +454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000 +455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000 +456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500 +457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000 +458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000 +459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000 +460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435 +462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000 +463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383 +464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700 +465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000 +466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740 +467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000 +468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500 +469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000 +470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000 +471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000 +472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000 +473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000 +474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000 +475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000 +476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500 +477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900 +478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000 +479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000 +480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471 +481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000 +482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000 +483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000 +485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500 +486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000 +488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000 +489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000 +490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000 +491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000 +492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000 +493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785 +494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300 +496,30,C,60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900 +497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000 +498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000 +499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000 +500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000 +501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000 +502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700 +503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000 +504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000 +505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000 +506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500 +507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000 +508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300 +509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000 +510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500 +511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900 +512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665 +513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000 +515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500 +516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861 +517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000 +518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000 +519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000 +520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000 +521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250 +522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000 +523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000 +524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750 +525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750 +526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000 +527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000 +528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261 +529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000 +530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624 +531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000 +532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500 +534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300 +535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000 +536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500 +537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000 +538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250 +539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000 +540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000 +541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000 +542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000 +543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250 +544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000 +545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665 +546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000 +547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000 +548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500 +549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000 +550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000 +551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000 +552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500 +553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500 +554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000 +555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000 +556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000 +557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000 +558,50,C,60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000 +559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000 +560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000 +561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500 +562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000 +563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000 +564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000 +566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000 +567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000 +568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000 +569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600 +570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960 +571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600 +572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000 +573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500 +574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000 +575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000 +576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500 +577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000 +578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500 +579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000 +580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500 +581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900 +582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293 +583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500 +584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000 +585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000 +586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900 +587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000 +588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000 +589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000 +590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500 +591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900 +592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950 +593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000 +594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000 +595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000 +596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000 +597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504 +598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201 +599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500 +600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000 +601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000 +602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000 +603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000 +604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000 +605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000 +606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000 +608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000 +609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100 +610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500 +611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000 +612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000 +613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500 +614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000 +615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500 +616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500 +617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200 +618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500 +619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813 +620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000 +621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000 +622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000 +623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000 +624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500 +625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150 +626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000 +627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900 +628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000 +629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000 +630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500 +631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000 +632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500 +633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500 +634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400 +635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000 +636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000 +637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000 +638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000 +639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000 +640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561 +641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000 +642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000 +643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000 +644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000 +645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878 +646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250 +647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300 +648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000 +650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500 +651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950 +652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000 +653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000 +654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000 +655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000 +656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000 +657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500 +658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000 +659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500 +660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000 +661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900 +662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000 +663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500 +665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000 +666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500 +667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000 +668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500 +669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000 +670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500 +671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500 +672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600 +673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000 +674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500 +675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000 +676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500 +677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000 +678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500 +679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500 +680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500 +681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434 +683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000 +684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000 +685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000 +686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500 +687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875 +688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800 +689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000 +690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700 +691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000 +692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000 +693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000 +694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480 +695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500 +696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000 +697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000 +698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500 +699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500 +700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000 +701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500 +702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000 +703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919 +704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000 +705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000 +706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000 +707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000 +709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540 +710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900 +711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000 +712,50,C,66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776 +713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000 +715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500 +716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000 +717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500 +718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000 +719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000 +720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500 +721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000 +722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500 +724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000 +725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000 +726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500 +727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000 +728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500 +729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000 +730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000 +731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500 +732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500 +733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500 +734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400 +735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000 +736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000 +737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500 +738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900 +739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000 +740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000 +741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000 +742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000 +743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000 +744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000 +745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000 +746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800 +747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000 +748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979 +749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400 +750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000 +751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500 +752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000 +753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000 +754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500 +755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000 +756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500 +757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000 +758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900 +759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400 +760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000 +761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500 +762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000 +763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200 +764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000 +765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000 +766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132 +767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500 +768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000 +769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837 +770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000 +771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900 +772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000 +773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000 +774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500 +775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000 +776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000 +777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500 +778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500 +779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000 +780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000 +781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900 +783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100 +784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500 +785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500 +787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000 +788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000 +789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900 +790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500 +791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200 +792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800 +793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790 +794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000 +795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500 +796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000 +797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500 +798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000 +799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000 +800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000 +801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000 +802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900 +803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933 +805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000 +806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680 +807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500 +808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500 +809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950 +810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000 +811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000 +812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500 +813,20,C,66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993 +814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900 +815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000 +816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900 +817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000 +818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000 +819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000 +820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000 +821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000 +822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000 +823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000 +824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500 +825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600 +826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000 +827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500 +828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000 +829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000 +830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400 +831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000 +832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000 +833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000 +834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000 +835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950 +836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000 +837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500 +838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000 +839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000 +840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500 +841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000 +842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500 +843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900 +844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000 +845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900 +846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000 +847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000 +848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500 +849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000 +850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000 +851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500 +852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000 +853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000 +854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000 +855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000 +856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000 +857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000 +858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000 +860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000 +861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950 +862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500 +863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000 +864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500 +865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580 +866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500 +867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900 +868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000 +869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000 +870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000 +871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500 +872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500 +873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000 +874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000 +875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500 +876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477 +877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250 +878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000 +879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000 +880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500 +881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000 +882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500 +883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000 +884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500 +885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000 +886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900 +887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000 +888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500 +889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000 +890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500 +891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900 +892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500 +893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500 +894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000 +895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858 +896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500 +898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953 +899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657 +900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000 +901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000 +902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000 +903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000 +905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500 +906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000 +907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000 +908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000 +909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000 +910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300 +912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500 +913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000 +914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733 +916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000 +917,20,C,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311 +918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000 +919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000 +920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500 +921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000 +922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900 +923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990 +924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000 +925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500 +926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000 +927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000 +928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000 +929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500 +930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000 +931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000 +932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500 +933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000 +934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000 +935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000 +936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900 +937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900 +938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000 +939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799 +940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400 +941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900 +942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000 +943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000 +944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000 +945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500 +946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900 +947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000 +948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000 +949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500 +950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500 +951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000 +952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900 +953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900 +954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000 +955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500 +956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000 +958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000 +959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000 +960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000 +961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500 +962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000 +963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000 +964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000 +965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900 +966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900 +967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000 +968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000 +969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900 +970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000 +971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000 +972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500 +974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000 +975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500 +976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000 +977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500 +978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900 +979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000 +980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000 +981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400 +982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000 +983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895 +984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900 +985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000 +986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000 +987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000 +988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192 +989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000 +990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000 +991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000 +992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000 +993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000 +994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900 +995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500 +996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600 +997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500 +998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000 +999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000 +1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000 +1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000 +1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000 +1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000 +1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905 +1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000 +1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900 +1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500 +1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000 +1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000 +1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000 +1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000 +1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000 +1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000 +1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000 +1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200 +1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000 +1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000 +1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500 +1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000 +1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490 +1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000 +1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000 +1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000 +1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000 +1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000 +1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500 +1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500 +1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077 +1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000 +1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000 +1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000 +1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000 +1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000 +1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750 +1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000 +1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500 +1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000 +1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000 +1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000 +1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000 +1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000 +1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000 +1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280 +1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000 +1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600 +1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581 +1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000 +1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000 +1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900 +1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485 +1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141 +1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000 +1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500 +1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000 +1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000 +1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850 +1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000 +1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000 +1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000 +1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500 +1062,30,C,120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000 +1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000 +1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500 +1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000 +1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000 +1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000 +1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900 +1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400 +1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000 +1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000 +1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000 +1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500 +1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500 +1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000 +1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500 +1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000 +1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800 +1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900 +1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000 +1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000 +1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000 +1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000 +1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000 +1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500 +1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000 +1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500 +1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000 +1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500 +1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000 +1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900 +1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000 +1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500 +1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000 +1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000 +1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432 +1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000 +1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000 +1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000 +1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000 +1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000 +1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500 +1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000 +1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500 +1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000 +1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000 +1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900 +1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725 +1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000 +1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000 +1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000 +1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000 +1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500 +1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000 +1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000 +1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100 +1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000 +1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000 +1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700 +1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400 +1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900 +1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000 +1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000 +1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900 +1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000 +1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000 +1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000 +1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000 +1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000 +1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500 +1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500 +1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500 +1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000 +1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000 +1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000 +1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000 +1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000 +1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000 +1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000 +1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500 +1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870 +1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000 +1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000 +1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000 +1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000 +1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500 +1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900 +1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000 +1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000 +1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900 +1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000 +1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500 +1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800 +1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000 +1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900 +1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000 +1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128 +1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000 +1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000 +1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959 +1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000 +1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170 +1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350 +1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000 +1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000 +1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000 +1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000 +1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000 +1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900 +1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500 +1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000 +1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000 +1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500 +1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000 +1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900 +1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000 +1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000 +1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500 +1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000 +1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000 +1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700 +1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900 +1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000 +1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000 +1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000 +1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000 +1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000 +1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000 +1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000 +1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000 +1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000 +1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000 +1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210 +1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000 +1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000 +1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000 +1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050 +1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900 +1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000 +1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000 +1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500 +1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900 +1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000 +1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000 +1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000 +1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000 +1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000 +1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000 +1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500 +1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000 +1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000 +1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456 +1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500 +1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500 +1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000 +1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000 +1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000 +1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900 +1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000 +1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000 +1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000 +1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000 +1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294 +1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000 +1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000 +1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500 +1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800 +1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000 +1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000 +1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887 +1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500 +1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000 +1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500 +1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900 +1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900 +1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328 +1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000 +1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000 +1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000 +1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000 +1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500 +1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900 +1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500 +1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000 +1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000 +1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750 +1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000 +1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000 +1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400 +1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500 +1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500 +1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900 +1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000 +1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000 +1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000 +1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900 +1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500 +1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500 +1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000 +1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900 +1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500 +1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000 +1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000 +1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000 +1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750 +1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000 +1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000 +1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000 +1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000 +1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000 +1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900 +1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000 +1280,50,C,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400 +1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000 +1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500 +1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000 +1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000 +1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500 +1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000 +1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000 +1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000 +1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000 +1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500 +1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500 +1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500 +1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900 +1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500 +1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000 +1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000 +1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000 +1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000 +1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000 +1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500 +1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000 +1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000 +1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000 +1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500 +1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000 +1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000 +1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200 +1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000 +1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000 +1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168 +1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000 +1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900 +1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493 +1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900 +1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000 +1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000 +1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500 +1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500 +1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500 +1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000 +1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000 +1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000 +1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500 +1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000 +1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500 +1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000 +1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500 +1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000 +1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500 +1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000 +1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900 +1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000 +1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500 +1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000 +1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500 +1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000 +1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000 +1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500 +1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000 +1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835 +1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500 +1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500 +1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463 +1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000 +1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000 +1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000 +1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000 +1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900 +1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000 +1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000 +1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000 +1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000 +1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900 +1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500 +1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000 +1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000 +1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000 +1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900 +1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932 +1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152 +1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000 +1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000 +1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000 +1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000 +1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000 +1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000 +1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500 +1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300 +1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500 +1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000 +1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000 +1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000 +1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000 +1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000 +1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500 +1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500 +1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500 +1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000 +1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000 +1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000 +1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500 +1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000 +1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000 +1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500 +1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000 +1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000 +1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000 +1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000 +1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000 +1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578 +1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213 +1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000 +1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500 +1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000 +1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450 +1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000 +1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000 +1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879 +1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922 +1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000 +1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000 +1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000 +1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000 +1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500 +1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000 +1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000 +1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000 +1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000 +1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000 +1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000 +1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900 +1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500 +1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000 +1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000 +1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000 +1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900 +1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500 +1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500 +1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970 +1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000 +1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000 +1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000 +1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000 +1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000 +1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900 +1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140 +1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750 +1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500 +1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500 +1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000 +1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000 +1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500 +1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617 +1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700 +1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000 +1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000 +1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300 +1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000 +1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000 +1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600 +1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900 +1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000 +1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000 +1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000 +1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000 +1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090 +1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500 +1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000 +1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000 +1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000 +1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500 +1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125 +1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500 \ No newline at end of file diff --git a/statistical-analysis-project.ipynb b/statistical-analysis-project.ipynb new file mode 100644 index 0000000..c7bf3db --- /dev/null +++ b/statistical-analysis-project.ipynb @@ -0,0 +1,19615 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Limpieza de datos" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd \n", + "pd.options.display.max_columns = None\n", + "pd.options.display.max_rows = 100\n", + "\n", + "import numpy as np \n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "from scipy.stats import linregress\n", + "\n", + "from sklearn.datasets import load_boston\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.linear_model import Ridge\n", + "from sklearn import metrics\n", + "\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols\n", + "\n", + "from sklearn.preprocessing import OrdinalEncoder\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.decomposition import PCA\n", + "from sklearn.datasets import load_digits" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "path_data_test = '/Users/arnoldoleyson/Desktop/Ironhack/Projects/statistical-analysis-project/house-prices-advanced-regression-techniques/train.csv'\n", + "path_description = '/Users/arnoldoleyson/Desktop/Ironhack/Projects/statistical-analysis-project/house-prices-advanced-regression-techniques/data_description.txt'" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "MSSubClass: Identifies the type of dwelling involved in the sale.\t\n", + "\n", + " 20\t1-STORY 1946 & NEWER ALL STYLES\n", + " 30\t1-STORY 1945 & OLDER\n", + " 40\t1-STORY W/FINISHED ATTIC ALL AGES\n", + " 45\t1-1/2 STORY - UNFINISHED ALL AGES\n", + " 50\t1-1/2 STORY FINISHED ALL AGES\n", + " 60\t2-STORY 1946 & NEWER\n", + " 70\t2-STORY 1945 & OLDER\n", + " 75\t2-1/2 STORY ALL AGES\n", + " 80\tSPLIT OR MULTI-LEVEL\n", + " 85\tSPLIT FOYER\n", + " 90\tDUPLEX - ALL STYLES AND AGES\n", + " 120\t1-STORY PUD (Planned Unit Development) - 1946 & NEWER\n", + " 150\t1-1/2 STORY PUD - ALL AGES\n", + " 160\t2-STORY PUD - 1946 & NEWER\n", + " 180\tPUD - MULTILEVEL - INCL SPLIT LEV/FOYER\n", + " 190\t2 FAMILY CONVERSION - ALL STYLES AND AGES\n", + "\n", + "MSZoning: Identifies the general zoning classification of the sale.\n", + "\t\t\n", + " A\tAgriculture\n", + " C\tCommercial\n", + " FV\tFloating Village Residential\n", + " I\tIndustrial\n", + " RH\tResidential High Density\n", + " RL\tResidential Low Density\n", + " RP\tResidential Low Density Park \n", + " RM\tResidential Medium Density\n", + "\t\n", + "LotFrontage: Linear feet of street connected to property\n", + "\n", + "LotArea: Lot size in square feet\n", + "\n", + "Street: Type of road access to property\n", + "\n", + " Grvl\tGravel\t\n", + " Pave\tPaved\n", + " \t\n", + "Alley: Type of alley access to property\n", + "\n", + " Grvl\tGravel\n", + " Pave\tPaved\n", + " NA \tNo alley access\n", + "\t\t\n", + "LotShape: General shape of property\n", + "\n", + " Reg\tRegular\t\n", + " IR1\tSlightly irregular\n", + " IR2\tModerately Irregular\n", + " IR3\tIrregular\n", + " \n", + "LandContour: Flatness of the property\n", + "\n", + " Lvl\tNear Flat/Level\t\n", + " Bnk\tBanked - Quick and significant rise from street grade to building\n", + " HLS\tHillside - Significant slope from side to side\n", + " Low\tDepression\n", + "\t\t\n", + "Utilities: Type of utilities available\n", + "\t\t\n", + " AllPub\tAll public Utilities (E,G,W,& S)\t\n", + " NoSewr\tElectricity, Gas, and Water (Septic Tank)\n", + " NoSeWa\tElectricity and Gas Only\n", + " ELO\tElectricity only\t\n", + "\t\n", + "LotConfig: Lot configuration\n", + "\n", + " Inside\tInside lot\n", + " Corner\tCorner lot\n", + " CulDSac\tCul-de-sac\n", + " FR2\tFrontage on 2 sides of property\n", + " FR3\tFrontage on 3 sides of property\n", + "\t\n", + "LandSlope: Slope of property\n", + "\t\t\n", + " Gtl\tGentle slope\n", + " Mod\tModerate Slope\t\n", + " Sev\tSevere Slope\n", + "\t\n", + "Neighborhood: Physical locations within Ames city limits\n", + "\n", + " Blmngtn\tBloomington Heights\n", + " Blueste\tBluestem\n", + " BrDale\tBriardale\n", + " BrkSide\tBrookside\n", + " ClearCr\tClear Creek\n", + " CollgCr\tCollege Creek\n", + " Crawfor\tCrawford\n", + " Edwards\tEdwards\n", + " Gilbert\tGilbert\n", + " IDOTRR\tIowa DOT and Rail Road\n", + " MeadowV\tMeadow Village\n", + " Mitchel\tMitchell\n", + " Names\tNorth Ames\n", + " NoRidge\tNorthridge\n", + " NPkVill\tNorthpark Villa\n", + " NridgHt\tNorthridge Heights\n", + " NWAmes\tNorthwest Ames\n", + " OldTown\tOld Town\n", + " SWISU\tSouth & West of Iowa State University\n", + " Sawyer\tSawyer\n", + " SawyerW\tSawyer West\n", + " Somerst\tSomerset\n", + " StoneBr\tStone Brook\n", + " Timber\tTimberland\n", + " Veenker\tVeenker\n", + "\t\t\t\n", + "Condition1: Proximity to various conditions\n", + "\t\n", + " Artery\tAdjacent to arterial street\n", + " Feedr\tAdjacent to feeder street\t\n", + " Norm\tNormal\t\n", + " RRNn\tWithin 200' of North-South Railroad\n", + " RRAn\tAdjacent to North-South Railroad\n", + " PosN\tNear positive off-site feature--park, greenbelt, etc.\n", + " PosA\tAdjacent to postive off-site feature\n", + " RRNe\tWithin 200' of East-West Railroad\n", + " RRAe\tAdjacent to East-West Railroad\n", + "\t\n", + "Condition2: Proximity to various conditions (if more than one is present)\n", + "\t\t\n", + " Artery\tAdjacent to arterial street\n", + " Feedr\tAdjacent to feeder street\t\n", + " Norm\tNormal\t\n", + " RRNn\tWithin 200' of North-South Railroad\n", + " RRAn\tAdjacent to North-South Railroad\n", + " PosN\tNear positive off-site feature--park, greenbelt, etc.\n", + " PosA\tAdjacent to postive off-site feature\n", + " RRNe\tWithin 200' of East-West Railroad\n", + " RRAe\tAdjacent to East-West Railroad\n", + "\t\n", + "BldgType: Type of dwelling\n", + "\t\t\n", + " 1Fam\tSingle-family Detached\t\n", + " 2FmCon\tTwo-family Conversion; originally built as one-family dwelling\n", + " Duplx\tDuplex\n", + " TwnhsE\tTownhouse End Unit\n", + " TwnhsI\tTownhouse Inside Unit\n", + "\t\n", + "HouseStyle: Style of dwelling\n", + "\t\n", + " 1Story\tOne story\n", + " 1.5Fin\tOne and one-half story: 2nd level finished\n", + " 1.5Unf\tOne and one-half story: 2nd level unfinished\n", + " 2Story\tTwo story\n", + " 2.5Fin\tTwo and one-half story: 2nd level finished\n", + " 2.5Unf\tTwo and one-half story: 2nd level unfinished\n", + " SFoyer\tSplit Foyer\n", + " SLvl\tSplit Level\n", + "\t\n", + "OverallQual: Rates the overall material and finish of the house\n", + "\n", + " 10\tVery Excellent\n", + " 9\tExcellent\n", + " 8\tVery Good\n", + " 7\tGood\n", + " 6\tAbove Average\n", + " 5\tAverage\n", + " 4\tBelow Average\n", + " 3\tFair\n", + " 2\tPoor\n", + " 1\tVery Poor\n", + "\t\n", + "OverallCond: Rates the overall condition of the house\n", + "\n", + " 10\tVery Excellent\n", + " 9\tExcellent\n", + " 8\tVery Good\n", + " 7\tGood\n", + " 6\tAbove Average\t\n", + " 5\tAverage\n", + " 4\tBelow Average\t\n", + " 3\tFair\n", + " 2\tPoor\n", + " 1\tVery Poor\n", + "\t\t\n", + "YearBuilt: Original construction date\n", + "\n", + "YearRemodAdd: Remodel date (same as construction date if no remodeling or additions)\n", + "\n", + "RoofStyle: Type of roof\n", + "\n", + " Flat\tFlat\n", + " Gable\tGable\n", + " Gambrel\tGabrel (Barn)\n", + " Hip\tHip\n", + " Mansard\tMansard\n", + " Shed\tShed\n", + "\t\t\n", + "RoofMatl: Roof material\n", + "\n", + " ClyTile\tClay or Tile\n", + " CompShg\tStandard (Composite) Shingle\n", + " Membran\tMembrane\n", + " Metal\tMetal\n", + " Roll\tRoll\n", + " Tar&Grv\tGravel & Tar\n", + " WdShake\tWood Shakes\n", + " WdShngl\tWood Shingles\n", + "\t\t\n", + "Exterior1st: Exterior covering on house\n", + "\n", + " AsbShng\tAsbestos Shingles\n", + " AsphShn\tAsphalt Shingles\n", + " BrkComm\tBrick Common\n", + " BrkFace\tBrick Face\n", + " CBlock\tCinder Block\n", + " CemntBd\tCement Board\n", + " HdBoard\tHard Board\n", + " ImStucc\tImitation Stucco\n", + " MetalSd\tMetal Siding\n", + " Other\tOther\n", + " Plywood\tPlywood\n", + " PreCast\tPreCast\t\n", + " Stone\tStone\n", + " Stucco\tStucco\n", + " VinylSd\tVinyl Siding\n", + " Wd Sdng\tWood Siding\n", + " WdShing\tWood Shingles\n", + "\t\n", + "Exterior2nd: Exterior covering on house (if more than one material)\n", + "\n", + " AsbShng\tAsbestos Shingles\n", + " AsphShn\tAsphalt Shingles\n", + " BrkComm\tBrick Common\n", + " BrkFace\tBrick Face\n", + " CBlock\tCinder Block\n", + " CemntBd\tCement Board\n", + " HdBoard\tHard Board\n", + " ImStucc\tImitation Stucco\n", + " MetalSd\tMetal Siding\n", + " Other\tOther\n", + " Plywood\tPlywood\n", + " PreCast\tPreCast\n", + " Stone\tStone\n", + " Stucco\tStucco\n", + " VinylSd\tVinyl Siding\n", + " Wd Sdng\tWood Siding\n", + " WdShing\tWood Shingles\n", + "\t\n", + "MasVnrType: Masonry veneer type\n", + "\n", + " BrkCmn\tBrick Common\n", + " BrkFace\tBrick Face\n", + " CBlock\tCinder Block\n", + " None\tNone\n", + " Stone\tStone\n", + "\t\n", + "MasVnrArea: Masonry veneer area in square feet\n", + "\n", + "ExterQual: Evaluates the quality of the material on the exterior \n", + "\t\t\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tAverage/Typical\n", + " Fa\tFair\n", + " Po\tPoor\n", + "\t\t\n", + "ExterCond: Evaluates the present condition of the material on the exterior\n", + "\t\t\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tAverage/Typical\n", + " Fa\tFair\n", + " Po\tPoor\n", + "\t\t\n", + "Foundation: Type of foundation\n", + "\t\t\n", + " BrkTil\tBrick & Tile\n", + " CBlock\tCinder Block\n", + " PConc\tPoured Contrete\t\n", + " Slab\tSlab\n", + " Stone\tStone\n", + " Wood\tWood\n", + "\t\t\n", + "BsmtQual: Evaluates the height of the basement\n", + "\n", + " Ex\tExcellent (100+ inches)\t\n", + " Gd\tGood (90-99 inches)\n", + " TA\tTypical (80-89 inches)\n", + " Fa\tFair (70-79 inches)\n", + " Po\tPoor (<70 inches\n", + " NA\tNo Basement\n", + "\t\t\n", + "BsmtCond: Evaluates the general condition of the basement\n", + "\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tTypical - slight dampness allowed\n", + " Fa\tFair - dampness or some cracking or settling\n", + " Po\tPoor - Severe cracking, settling, or wetness\n", + " NA\tNo Basement\n", + "\t\n", + "BsmtExposure: Refers to walkout or garden level walls\n", + "\n", + " Gd\tGood Exposure\n", + " Av\tAverage Exposure (split levels or foyers typically score average or above)\t\n", + " Mn\tMimimum Exposure\n", + " No\tNo Exposure\n", + " NA\tNo Basement\n", + "\t\n", + "BsmtFinType1: Rating of basement finished area\n", + "\n", + " GLQ\tGood Living Quarters\n", + " ALQ\tAverage Living Quarters\n", + " BLQ\tBelow Average Living Quarters\t\n", + " Rec\tAverage Rec Room\n", + " LwQ\tLow Quality\n", + " Unf\tUnfinshed\n", + " NA\tNo Basement\n", + "\t\t\n", + "BsmtFinSF1: Type 1 finished square feet\n", + "\n", + "BsmtFinType2: Rating of basement finished area (if multiple types)\n", + "\n", + " GLQ\tGood Living Quarters\n", + " ALQ\tAverage Living Quarters\n", + " BLQ\tBelow Average Living Quarters\t\n", + " Rec\tAverage Rec Room\n", + " LwQ\tLow Quality\n", + " Unf\tUnfinshed\n", + " NA\tNo Basement\n", + "\n", + "BsmtFinSF2: Type 2 finished square feet\n", + "\n", + "BsmtUnfSF: Unfinished square feet of basement area\n", + "\n", + "TotalBsmtSF: Total square feet of basement area\n", + "\n", + "Heating: Type of heating\n", + "\t\t\n", + " Floor\tFloor Furnace\n", + " GasA\tGas forced warm air furnace\n", + " GasW\tGas hot water or steam heat\n", + " Grav\tGravity furnace\t\n", + " OthW\tHot water or steam heat other than gas\n", + " Wall\tWall furnace\n", + "\t\t\n", + "HeatingQC: Heating quality and condition\n", + "\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tAverage/Typical\n", + " Fa\tFair\n", + " Po\tPoor\n", + "\t\t\n", + "CentralAir: Central air conditioning\n", + "\n", + " N\tNo\n", + " Y\tYes\n", + "\t\t\n", + "Electrical: Electrical system\n", + "\n", + " SBrkr\tStandard Circuit Breakers & Romex\n", + " FuseA\tFuse Box over 60 AMP and all Romex wiring (Average)\t\n", + " FuseF\t60 AMP Fuse Box and mostly Romex wiring (Fair)\n", + " FuseP\t60 AMP Fuse Box and mostly knob & tube wiring (poor)\n", + " Mix\tMixed\n", + "\t\t\n", + "1stFlrSF: First Floor square feet\n", + " \n", + "2ndFlrSF: Second floor square feet\n", + "\n", + "LowQualFinSF: Low quality finished square feet (all floors)\n", + "\n", + "GrLivArea: Above grade (ground) living area square feet\n", + "\n", + "BsmtFullBath: Basement full bathrooms\n", + "\n", + "BsmtHalfBath: Basement half bathrooms\n", + "\n", + "FullBath: Full bathrooms above grade\n", + "\n", + "HalfBath: Half baths above grade\n", + "\n", + "Bedroom: Bedrooms above grade (does NOT include basement bedrooms)\n", + "\n", + "Kitchen: Kitchens above grade\n", + "\n", + "KitchenQual: Kitchen quality\n", + "\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tTypical/Average\n", + " Fa\tFair\n", + " Po\tPoor\n", + " \t\n", + "TotRmsAbvGrd: Total rooms above grade (does not include bathrooms)\n", + "\n", + "Functional: Home functionality (Assume typical unless deductions are warranted)\n", + "\n", + " Typ\tTypical Functionality\n", + " Min1\tMinor Deductions 1\n", + " Min2\tMinor Deductions 2\n", + " Mod\tModerate Deductions\n", + " Maj1\tMajor Deductions 1\n", + " Maj2\tMajor Deductions 2\n", + " Sev\tSeverely Damaged\n", + " Sal\tSalvage only\n", + "\t\t\n", + "Fireplaces: Number of fireplaces\n", + "\n", + "FireplaceQu: Fireplace quality\n", + "\n", + " Ex\tExcellent - Exceptional Masonry Fireplace\n", + " Gd\tGood - Masonry Fireplace in main level\n", + " TA\tAverage - Prefabricated Fireplace in main living area or Masonry Fireplace in basement\n", + " Fa\tFair - Prefabricated Fireplace in basement\n", + " Po\tPoor - Ben Franklin Stove\n", + " NA\tNo Fireplace\n", + "\t\t\n", + "GarageType: Garage location\n", + "\t\t\n", + " 2Types\tMore than one type of garage\n", + " Attchd\tAttached to home\n", + " Basment\tBasement Garage\n", + " BuiltIn\tBuilt-In (Garage part of house - typically has room above garage)\n", + " CarPort\tCar Port\n", + " Detchd\tDetached from home\n", + " NA\tNo Garage\n", + "\t\t\n", + "GarageYrBlt: Year garage was built\n", + "\t\t\n", + "GarageFinish: Interior finish of the garage\n", + "\n", + " Fin\tFinished\n", + " RFn\tRough Finished\t\n", + " Unf\tUnfinished\n", + " NA\tNo Garage\n", + "\t\t\n", + "GarageCars: Size of garage in car capacity\n", + "\n", + "GarageArea: Size of garage in square feet\n", + "\n", + "GarageQual: Garage quality\n", + "\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tTypical/Average\n", + " Fa\tFair\n", + " Po\tPoor\n", + " NA\tNo Garage\n", + "\t\t\n", + "GarageCond: Garage condition\n", + "\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tTypical/Average\n", + " Fa\tFair\n", + " Po\tPoor\n", + " NA\tNo Garage\n", + "\t\t\n", + "PavedDrive: Paved driveway\n", + "\n", + " Y\tPaved \n", + " P\tPartial Pavement\n", + " N\tDirt/Gravel\n", + "\t\t\n", + "WoodDeckSF: Wood deck area in square feet\n", + "\n", + "OpenPorchSF: Open porch area in square feet\n", + "\n", + "EnclosedPorch: Enclosed porch area in square feet\n", + "\n", + "3SsnPorch: Three season porch area in square feet\n", + "\n", + "ScreenPorch: Screen porch area in square feet\n", + "\n", + "PoolArea: Pool area in square feet\n", + "\n", + "PoolQC: Pool quality\n", + "\t\t\n", + " Ex\tExcellent\n", + " Gd\tGood\n", + " TA\tAverage/Typical\n", + " Fa\tFair\n", + " NA\tNo Pool\n", + "\t\t\n", + "Fence: Fence quality\n", + "\t\t\n", + " GdPrv\tGood Privacy\n", + " MnPrv\tMinimum Privacy\n", + " GdWo\tGood Wood\n", + " MnWw\tMinimum Wood/Wire\n", + " NA\tNo Fence\n", + "\t\n", + "MiscFeature: Miscellaneous feature not covered in other categories\n", + "\t\t\n", + " Elev\tElevator\n", + " Gar2\t2nd Garage (if not described in garage section)\n", + " Othr\tOther\n", + " Shed\tShed (over 100 SF)\n", + " TenC\tTennis Court\n", + " NA\tNone\n", + "\t\t\n", + "MiscVal: $Value of miscellaneous feature\n", + "\n", + "MoSold: Month Sold (MM)\n", + "\n", + "YrSold: Year Sold (YYYY)\n", + "\n", + "SaleType: Type of sale\n", + "\t\t\n", + " WD \tWarranty Deed - Conventional\n", + " CWD\tWarranty Deed - Cash\n", + " VWD\tWarranty Deed - VA Loan\n", + " New\tHome just constructed and sold\n", + " COD\tCourt Officer Deed/Estate\n", + " Con\tContract 15% Down payment regular terms\n", + " ConLw\tContract Low Down payment and low interest\n", + " ConLI\tContract Low Interest\n", + " ConLD\tContract Low Down\n", + " Oth\tOther\n", + "\t\t\n", + "SaleCondition: Condition of sale\n", + "\n", + " Normal\tNormal Sale\n", + " Abnorml\tAbnormal Sale - trade, foreclosure, short sale\n", + " AdjLand\tAdjoining Land Purchase\n", + " Alloca\tAllocation - two linked properties with separate deeds, typically condo with a garage unit\t\n", + " Family\tSale between family members\n", + " Partial\tHome was not completed when last assessed (associated with New Homes)\n", + "\n" + ] + } + ], + "source": [ + "#Revisamos el archivo donde viene la descripción de que es cada columna en nuestro dataset\n", + "archivo = open (path_description, 'r')\n", + "descripcion = archivo.read()\n", + "print(descripcion)\n", + "archivo.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_csv(path_data_test, encoding='latin-1')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectrical1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesFireplaceQuGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0NaNAttchd2003.0RFn2548TATAY0610000NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1TAAttchd1976.0RFn2460TATAY29800000NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1TAAttchd2001.0RFn2608TATAY0420000NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1GdDetchd1998.0Unf3642TATAY035272000NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1TAAttchd2000.0RFn3836TATAY192840000NaNNaNNaN0122008WDNormal250000
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities LotConfig LandSlope Neighborhood Condition1 \\\n", + "0 Lvl AllPub Inside Gtl CollgCr Norm \n", + "1 Lvl AllPub FR2 Gtl Veenker Feedr \n", + "2 Lvl AllPub Inside Gtl CollgCr Norm \n", + "3 Lvl AllPub Corner Gtl Crawfor Norm \n", + "4 Lvl AllPub FR2 Gtl NoRidge Norm \n", + "\n", + " Condition2 BldgType HouseStyle OverallQual OverallCond YearBuilt \\\n", + "0 Norm 1Fam 2Story 7 5 2003 \n", + "1 Norm 1Fam 1Story 6 8 1976 \n", + "2 Norm 1Fam 2Story 7 5 2001 \n", + "3 Norm 1Fam 2Story 7 5 1915 \n", + "4 Norm 1Fam 2Story 8 5 2000 \n", + "\n", + " YearRemodAdd RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType \\\n", + "0 2003 Gable CompShg VinylSd VinylSd BrkFace \n", + "1 1976 Gable CompShg MetalSd MetalSd None \n", + "2 2002 Gable CompShg VinylSd VinylSd BrkFace \n", + "3 1970 Gable CompShg Wd Sdng Wd Shng None \n", + "4 2000 Gable CompShg VinylSd VinylSd BrkFace \n", + "\n", + " MasVnrArea ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n", + "0 196.0 Gd TA PConc Gd TA No \n", + "1 0.0 TA TA CBlock Gd TA Gd \n", + "2 162.0 Gd TA PConc Gd TA Mn \n", + "3 0.0 TA TA BrkTil TA Gd No \n", + "4 350.0 Gd TA PConc Gd TA Av \n", + "\n", + " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF \\\n", + "0 GLQ 706 Unf 0 150 856 \n", + "1 ALQ 978 Unf 0 284 1262 \n", + "2 GLQ 486 Unf 0 434 920 \n", + "3 ALQ 216 Unf 0 540 756 \n", + "4 GLQ 655 Unf 0 490 1145 \n", + "\n", + " Heating HeatingQC CentralAir Electrical 1stFlrSF 2ndFlrSF LowQualFinSF \\\n", + "0 GasA Ex Y SBrkr 856 854 0 \n", + "1 GasA Ex Y SBrkr 1262 0 0 \n", + "2 GasA Ex Y SBrkr 920 866 0 \n", + "3 GasA Gd Y SBrkr 961 756 0 \n", + "4 GasA Ex Y SBrkr 1145 1053 0 \n", + "\n", + " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "0 1710 1 0 2 1 3 \n", + "1 1262 0 1 2 0 3 \n", + "2 1786 1 0 2 1 3 \n", + "3 1717 1 0 1 0 3 \n", + "4 2198 1 0 2 1 4 \n", + "\n", + " KitchenAbvGr KitchenQual TotRmsAbvGrd Functional Fireplaces FireplaceQu \\\n", + "0 1 Gd 8 Typ 0 NaN \n", + "1 1 TA 6 Typ 1 TA \n", + "2 1 Gd 6 Typ 1 TA \n", + "3 1 Gd 7 Typ 1 Gd \n", + "4 1 Gd 9 Typ 1 TA \n", + "\n", + " GarageType GarageYrBlt GarageFinish GarageCars GarageArea GarageQual \\\n", + "0 Attchd 2003.0 RFn 2 548 TA \n", + "1 Attchd 1976.0 RFn 2 460 TA \n", + "2 Attchd 2001.0 RFn 2 608 TA \n", + "3 Detchd 1998.0 Unf 3 642 TA \n", + "4 Attchd 2000.0 RFn 3 836 TA \n", + "\n", + " GarageCond PavedDrive WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n", + "0 TA Y 0 61 0 0 \n", + "1 TA Y 298 0 0 0 \n", + "2 TA Y 0 42 0 0 \n", + "3 TA Y 0 35 272 0 \n", + "4 TA Y 192 84 0 0 \n", + "\n", + " ScreenPorch PoolArea PoolQC Fence MiscFeature MiscVal MoSold YrSold \\\n", + "0 0 0 NaN NaN NaN 0 2 2008 \n", + "1 0 0 NaN NaN NaN 0 5 2007 \n", + "2 0 0 NaN NaN NaN 0 9 2008 \n", + "3 0 0 NaN NaN NaN 0 2 2006 \n", + "4 0 0 NaN NaN NaN 0 12 2008 \n", + "\n", + " SaleType SaleCondition SalePrice \n", + "0 WD Normal 208500 \n", + "1 WD Normal 181500 \n", + "2 WD Normal 223500 \n", + "3 WD Abnorml 140000 \n", + "4 WD Normal 250000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Le damos un vistazo a la información!!\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 81)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la forma en la que está presentada la información en cuando a filas y columnas\n", + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "#Revisamos de manera general las columnas, la info que tienen, el tipo de info, etc\n", + "data.info()\n", + "\n", + "#Nos damos cuenta que hay muchos datos nulos en algunas columnas." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos el nombre de las columnas del dataframe\n", + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', '1stFlrSF', '2ndFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', '3SsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Quitamos cualquier posible espacio que estuviera adicional en el nombre de las columnas.\n", + "data.columns = data.columns.str.strip()\n", + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['Id', 'MSSubClass', 'MSZoning', 'LotFrontage', 'LotArea', 'Street',\n", + " 'Alley', 'LotShape', 'LandContour', 'Utilities', 'LotConfig',\n", + " 'LandSlope', 'Neighborhood', 'Condition1', 'Condition2', 'BldgType',\n", + " 'HouseStyle', 'OverallQual', 'OverallCond', 'YearBuilt', 'YearRemodAdd',\n", + " 'RoofStyle', 'RoofMatl', 'Exterior1st', 'Exterior2nd', 'MasVnrType',\n", + " 'MasVnrArea', 'ExterQual', 'ExterCond', 'Foundation', 'BsmtQual',\n", + " 'BsmtCond', 'BsmtExposure', 'BsmtFinType1', 'BsmtFinSF1',\n", + " 'BsmtFinType2', 'BsmtFinSF2', 'BsmtUnfSF', 'TotalBsmtSF', 'Heating',\n", + " 'HeatingQC', 'CentralAir', 'Electrical', 'FirstFlrSF', 'SecondFlrSF',\n", + " 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath', 'BsmtHalfBath', 'FullBath',\n", + " 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'KitchenQual',\n", + " 'TotRmsAbvGrd', 'Functional', 'Fireplaces', 'FireplaceQu', 'GarageType',\n", + " 'GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual',\n", + " 'GarageCond', 'PavedDrive', 'WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'PoolQC',\n", + " 'Fence', 'MiscFeature', 'MiscVal', 'MoSold', 'YrSold', 'SaleType',\n", + " 'SaleCondition', 'SalePrice'],\n", + " dtype='object')" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Renombramos las columnas que inician con un número\n", + "data = data.rename(columns = {'1stFlrSF': 'FirstFlrSF', '2ndFlrSF': 'SecondFlrSF', '3SsnPorch': 'ThirdSsnPorch'})\n", + "data.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Id 0\n", + "MSSubClass 0\n", + "MSZoning 0\n", + "LotFrontage 259\n", + "LotArea 0\n", + "Street 0\n", + "Alley 1369\n", + "LotShape 0\n", + "LandContour 0\n", + "Utilities 0\n", + "LotConfig 0\n", + "LandSlope 0\n", + "Neighborhood 0\n", + "Condition1 0\n", + "Condition2 0\n", + "BldgType 0\n", + "HouseStyle 0\n", + "OverallQual 0\n", + "OverallCond 0\n", + "YearBuilt 0\n", + "YearRemodAdd 0\n", + "RoofStyle 0\n", + "RoofMatl 0\n", + "Exterior1st 0\n", + "Exterior2nd 0\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "ExterQual 0\n", + "ExterCond 0\n", + "Foundation 0\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtExposure 38\n", + "BsmtFinType1 37\n", + "BsmtFinSF1 0\n", + "BsmtFinType2 38\n", + "BsmtFinSF2 0\n", + "BsmtUnfSF 0\n", + "TotalBsmtSF 0\n", + "Heating 0\n", + "HeatingQC 0\n", + "CentralAir 0\n", + "Electrical 1\n", + "FirstFlrSF 0\n", + "SecondFlrSF 0\n", + "LowQualFinSF 0\n", + "GrLivArea 0\n", + "BsmtFullBath 0\n", + "BsmtHalfBath 0\n", + "FullBath 0\n", + "HalfBath 0\n", + "BedroomAbvGr 0\n", + "KitchenAbvGr 0\n", + "KitchenQual 0\n", + "TotRmsAbvGrd 0\n", + "Functional 0\n", + "Fireplaces 0\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageCars 0\n", + "GarageArea 0\n", + "GarageQual 81\n", + "GarageCond 81\n", + "PavedDrive 0\n", + "WoodDeckSF 0\n", + "OpenPorchSF 0\n", + "EnclosedPorch 0\n", + "ThirdSsnPorch 0\n", + "ScreenPorch 0\n", + "PoolArea 0\n", + "PoolQC 1453\n", + "Fence 1179\n", + "MiscFeature 1406\n", + "MiscVal 0\n", + "MoSold 0\n", + "YrSold 0\n", + "SaleType 0\n", + "SaleCondition 0\n", + "SalePrice 0\n", + "dtype: int64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos que columnas tengo con data nula (sin datos)\n", + "data.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LotFrontage 259\n", + "Alley 1369\n", + "MasVnrType 8\n", + "MasVnrArea 8\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtExposure 38\n", + "BsmtFinType1 37\n", + "BsmtFinType2 38\n", + "Electrical 1\n", + "FireplaceQu 690\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "PoolQC 1453\n", + "Fence 1179\n", + "MiscFeature 1406\n", + "dtype: int64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos una revisión para que nos traiga las columnas que tenemos con el número de datos nulos de cada una.\n", + "columnas_nulas = data.isnull().sum()\n", + "columnas_nulas[columnas_nulas > 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1460, 81)\n", + "(1460, 75)\n" + ] + } + ], + "source": [ + "#Revisamos el índice de las columnas con mas de 200 datos nulos.\n", + "\n", + "#Primero vemos la forma original de nuestro data frame\n", + "print(data.shape)\n", + "\n", + "#Definimos la variable columnas_a_eliminar para eliminar las columnas_nulas que tenían más de 1,000 datos nulos. \n", + "columnas_a_eliminar = columnas_nulas[columnas_nulas>200].index\n", + "\n", + "#Actualizamos nuestra data con un data.drop y seleccionamos que se quiten las columnas_a_eliminar del paso previo\n", + "data = data.drop(columnas_a_eliminar, axis = 1)\n", + "print(data.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MasVnrType 8\n", + "MasVnrArea 8\n", + "BsmtQual 37\n", + "BsmtCond 37\n", + "BsmtExposure 38\n", + "BsmtFinType1 37\n", + "BsmtFinType2 38\n", + "Electrical 1\n", + "GarageType 81\n", + "GarageYrBlt 81\n", + "GarageFinish 81\n", + "GarageQual 81\n", + "GarageCond 81\n", + "dtype: int64" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Nuevamente revisamos las columnas nulas\n", + "columnas_nulas = data.isnull().sum()\n", + "columnas_nulas[columnas_nulas > 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['BrkFace', 'None', 'Stone', 'BrkCmn', nan], dtype=object)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de MasVnrType: Masonry veneer type\n", + "data['MasVnrType'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna MasVnrType los cambiamos por None\n", + "data['MasVnrType'] = data['MasVnrType'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna MasVnrArea: Masonry veneer area in square feet, los cambiamos por 0, ya que no tienen MasVnrType\n", + "data['MasVnrArea'] = data['MasVnrArea'].fillna(0)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Gd', 'TA', 'Ex', nan, 'Fa'], dtype=object)" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtQual: Evaluates the height of the basement\n", + "data['BsmtQual'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtQual los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtQual'] = data['BsmtQual'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['TA', 'Gd', nan, 'Fa', 'Po'], dtype=object)" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtCond: Evaluates the general condition of the basement\n", + "data['BsmtCond'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtCond los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtCond'] = data['BsmtCond'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['No', 'Gd', 'Mn', 'Av', nan], dtype=object)" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtExposure: Refers to walkout or garden level walls\n", + "data['BsmtExposure'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtExposure los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtExposure'] = data['BsmtExposure'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['GLQ', 'ALQ', 'Unf', 'Rec', 'BLQ', nan, 'LwQ'], dtype=object)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtFinType1: Rating of basement finished area\n", + "data['BsmtFinType1'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtFinType1 los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtFinType1'] = data['BsmtFinType1'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Unf', 'BLQ', nan, 'ALQ', 'Rec', 'LwQ', 'GLQ'], dtype=object)" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de BsmtFinType2: Rating of basement finished area (if multiple types)\n", + "data['BsmtFinType2'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "#Los valores nulos de la columna BsmtFinType2 los cambiamos por NA, de que no tiene Basement\n", + "data['BsmtFinType2'] = data['BsmtFinType2'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['SBrkr', 'FuseF', 'FuseA', 'FuseP', 'Mix', nan], dtype=object)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos la columna de Electrical: Electrical system\n", + "data['Electrical'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "#El valor nulo de la columna Electrical los cambiamos por FuseA, que es el que normalmente se usa\n", + "data['Electrical'] = data['Electrical'].fillna('FuseA')" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectricalFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
394090RL6040PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story4519551955GableCompShgAsbShngPlywoodNone0.0TATAPConcNANANANA0NA000GasATANFuseP1152001152002022Fa6Typ0NaNNaNNaN00NaNNaNN000000062008WDAdjLand82000
4849190RM4456PaveRegLvlAllPubInsideGtlOldTownNormNorm2fmCon2Story4519202008GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoUnf0Unf0736736GasAGdYSBrkr73671601452002023TA8Typ0NaNNaNNaN00NaNNaNN00102000062009NewPartial113000
787990RL10778PaveRegLvlAllPubInsideGtlSawyerNormNormDuplex1Story4519681968HipCompShgHdBoardHdBoardNone0.0TATACBlockTATANoUnf0Unf017681768GasATANSBrkr1768001768002042TA8Typ0NaNNaNNaN00NaNNaNY000000042010WDNormal136500
888950C8470PaveIR1LvlAllPubCornerGtlIDOTRRFeedrFeedr1Fam1.5Fin3219151982HipCompShgPlywoodPlywoodNone0.0FaFaCBlockTAFaNoUnf0Unf010131013GasATANSBrkr101305131526001021Fa6Typ0NaNNaNNaN00NaNNaNN001560000102009ConLDAbnorml85000
899020RL8070PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam1Story4519941995GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoGLQ588Unf0402990GasAExYSBrkr99000990101031TA5Typ0NaNNaNNaN00NaNNaNY000000082007WDNormal123600
9910020RL9320PaveIR1LvlAllPubInsideGtlNAmesNormNorm1Fam1Story4519591959GableCompShgPlywoodPlywoodNone0.0TATACBlockTATANoALQ569Unf0381950GasAFaYSBrkr1225001225101131TA6Typ0NaNNaNNaN00NaNNaNY3520000040012010WDNormal128950
10810950RM8500PaveRegLvlAllPubCornerGtlIDOTRRArteryNorm1Fam1.5Fin5719192005GableCompShgCemntBdCmentBdNone0.0TATACBlockTATANoUnf0Unf0793793GasWTANFuseF99752001517002031Fa7Typ0NaNNaNNaN00NaNNaNN00144000082007WDNormal115000
125126190RM6780PaveRegLvlAllPubInsideGtlIDOTRRNormNorm2fmCon1.5Fin6819351982GableCompShgWd SdngWd SdngNone0.0TAFaCBlockTATAAvGLQ490Unf030520GasAGdNSBrkr5200234754101021TA5Typ0NaNNaNNaN00NaNNaNN5300000062006WDNormal84500
12712845RM4388PaveIR1BnkAllPubInsideGtlOldTownFeedrNorm1Fam1.5Unf5719301950GableCompShgWdShingWd SdngNone0.0TAGdBrkTilTATANoLwQ116Unf0556672GasAExYSBrkr84000840001031TA5Typ1NaNNaNNaN00NaNNaNN000000062007WDNormal87000
14014120RL10500PaveRegLvlAllPubFR2GtlNAmesNormNorm1Fam1Story4519711971GableCompShgHdBoardHdBoardNone0.0TATACBlockTATANoALQ432Unf0432864GasATAYSBrkr86400864001031TA5Typ1NaNNaNNaN00NaNNaNY000000042010ConLINormal115000
14814920RL7500PaveRegLvlAllPubInsideGtlSawyerWNormNorm1Fam1Story7520042005GableCompShgVinylSdVinylSdBrkFace120.0TATAPConcGdTANoGLQ680Unf04001080GasAExYSBrkr1080001080101031Gd6Typ0NaNNaNNaN00NaNNaNY000000042008WDNormal141000
15515650RL9600PaveRegLvlAllPubCornerGtlEdwardsArteryNorm1Fam1.5Fin6519241950GableCompShgWd SdngWd SdngNone0.0TATABrkTilTATANoUnf0Unf0572572GravFaNFuseF57252401096001021TA5Typ0NaNNaNNaN00NaNNaNN08128000042008WDNormal79000
16316445RL5500PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam1.5Unf4619561956GableCompShgMetalSdMetalSdNone0.0TATACBlockTATANoUnf0Unf0882882GasAExYSBrkr88200882001011TA4Typ0NaNNaNNaN00NaNNaNY000000042007WDNormal103200
165166190RL10106PaveRegLvlAllPubInsideGtlEdwardsNormNorm2fmCon1.5Fin5719401999GableCompShgWd SdngWd SdngNone0.0TAGdBrkTilTATANoALQ351Rec181112644GasAGdYSBrkr80854701355102042TA6Typ0NaNNaNNaN00NaNNaNY14000000092008WDNormal127500
19819975RM5520PaveRegLvlAllPubCornerGtlOldTownNormNorm1Fam2.5Fin6619121950GableCompShgWd SdngWd SdngNone0.0TATACBlockTATANoUnf0Unf0755755GasAExYSBrkr9299293712229001051TA8Typ0NaNNaNNaN00NaNNaNY019830000072009WDAbnorml104000
21021130RL5604PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story5619251950GableCompShgStuccoStuccoNone0.0TATACBlockTATANoRec468Unf0396864GasATANFuseA86400864101021TA5Typ0NaNNaNNaN00NaNNaNY0096000042008WDNormal98000
24124230RM3880PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam1Story5919451997GableCompShgVinylSdVinylSdNone0.0TAGdCBlockTATANoALQ329Unf0357686GasAGdYSBrkr86600866001021Gd4Typ0NaNNaNNaN00NaNNaNY58420000082007WDNormal110500
25025130RL5350PaveIR1LvlAllPubInsideGtlBrkSideNormNorm1Fam1Story3219401966GableCompShgWd SdngPlywoodNone0.0TAPoCBlockTATANoUnf0Unf0728728GasAExYSBrkr1306001306001031Fa6Mod0NaNNaNNaN00NaNNaNY2630000045052010WDNormal76500
28728820RL8125PaveIR1LvlAllPubCornerGtlNAmesNormNorm1Fam1Story4419711971GableCompShgHdBoardHdBoardNone0.0TATACBlockTATANoBLQ614Unf0244858GasATAYSBrkr85800858001031TA5Typ0NaNNaNNaN00NaNNaNY000000062006WDNormal88000
291292190RL5687PaveRegBnkAllPubInsideGtlSWISUNormNorm2fmCon2Story5619122000GableCompShgVinylSdVinylSdNone0.0TAFaPConcTAFaNoRec210Unf0570780GasAExNSBrkr93678001716102061Fa9Typ0NaNNaNNaN00NaNNaNN01840000032008WDNormal135900
30730850RM7920PaveIR1LvlAllPubInsideGtlIDOTRRArteryNorm1Fam1.5Fin6719201950GableCompShgMetalSdMetalSdNone0.0TAFaCBlockTATANoUnf0Unf0319319GasATAYFuseA103537101406001031Fa6Typ0NaNNaNNaN00NaNNaNN01440000032008WDNormal89500
37537630RL10020PaveIR1LowAllPubInsideSevEdwardsNormNorm1Fam1Story1119221950GableCompShgWd SdngWd SdngNone0.0FaFaBrkTilFaPoGdBLQ350Unf0333683GasAGdNFuseA90400904100111Fa4Maj10NaNNaNNaN00NaNNaNY000000032009WDNormal61000
38638750RL8410PaveRegLvlAllPubFR2GtlEdwardsFeedrNorm1Fam1.5Fin5319101996GambrelCompShgWd SdngVinylSdNone0.0TAFaPConcTATANoUnf0Unf0658658GasATAYSBrkr65852601184001051TA8Typ0NaNNaNNaN00NaNNaNN01510000052006WDAdjLand81000
39339430RL7446PaveRegLvlAllPubCornerGtlBrkSideFeedrNorm1Fam1Story4519411950GableCompShgWdShingWd ShngNone0.0TATACBlockTATANoRec266Unf0522788GasATAYFuseA78800788001021TA4Typ2NaNNaNNaN00NaNNaNY000000042006WDAbnorml100000
43143250RM5586PaveIR1BnkAllPubInsideGtlOldTownFeedrNorm1Fam1.5Fin6719201998GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoUnf0Unf0901901GasAGdYSBrkr108811001198001041TA7Typ0NaNNaNNaN00NaNNaNN0980000092008ConLDAbnorml79900
434435180RM1890PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsSFoyer4719721972GableCompShgCemntBdCmentBdNone0.0TAGdCBlockGdTAAvALQ495Unf0135630GasAGdYSBrkr63000630101011TA3Typ0NaNNaNNaN00NaNNaNY8800000062008WDNormal81000
44144290RL12108PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story4419551955GableCompShgVinylSdVinylSdBrkFace270.0TATACBlockTATANoALQ133Unf013071440GasATANFuseF1440001440002042Fa8Typ0NaNNaNNaN00NaNNaNY000000092008WDNormal118000
46446520RL8430PaveRegHLSAllPubInsideModCollgCrNormNorm1Fam1Story5519781978GableCompShgHdBoardHdBoardBrkFace136.0TATACBlockGdTANoRec616Unf04241040GasATAYSBrkr1040001040002031TA5Typ0NaNNaNNaN00NaNNaNY000000082009WDNormal124000
49549630C7879PaveRegLvlAllPubInsideGtlIDOTRRNormNorm1Fam1Story4519201950GableCompShgWd SdngWd SdngNone0.0TATACBlockTATANoRec495Unf0225720GasATANFuseA72000720001021TA4Typ0NaNNaNNaN00NaNNaNN05231150000112009WDAbnorml34900
520521190RL10800PaveRegLvlAllPubInsideGtlOldTownNormNorm2fmCon2Story4719002000GableCompShgMetalSdMetalSdNone0.0TATABrkTilNANANANA0NA000GasATANFuseA69460001294002032TA7Typ0NaNNaNNaN00NaNNaNN220114210000082008WDNormal106250
52852930RL9098PaveIR1LvlAllPubInsideGtlEdwardsNormNorm1Fam1Story4719202002GableCompShgWd SdngWd SdngNone0.0TATABrkTilTATAMnALQ348Unf0180528GasAExYSBrkr60500605101021TA5Typ0NaNNaNNaN00NaNNaNN00144000072007WDNormal86000
53353420RL5000PaveRegLowAllPubInsideModBrkSideNormNorm1Fam1Story1319461950GableCompShgVinylSdVinylSdNone0.0FaFaSlabNANANANA0NA000GasAFaNFuseF33400334001011Fa2Typ0NaNNaNNaN00NaNNaNN000000012007WDNormal39300
535536190RL7000PaveRegLvlAllPubInsideGtlEdwardsNormNorm2fmCon2Story5719101991GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdGLQ969Unf01481117GasATAYSBrkr82052701347101031TA5Typ0NaNNaNNaN00NaNNaNN850148000012008WDNormal107500
56256330RL13907PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story5619401969GableCompShgWdShingWd ShngNone0.0TATACBlockTATANoBLQ290Unf0706996GasAExYSBrkr99600996101031TA6Typ1NaNNaNNaN00NaNNaNY14400000072008WDNormal108000
58258390RL11841GrvlRegLvlAllPubInsideGtlEdwardsNormNormDuplexSFoyer6519901990GableCompShgHdBoardHdBoardBrkFace104.0TAGdCBlockGdTAAvGLQ816Unf00816GasATAYSBrkr81600816101031TA5Typ0NaNNaNNaN00NaNNaNY0320000052007WDNormal118500
61361420RL8402PaveRegLvlAllPubInsideGtlMitchelFeedrNorm1Fam1Story5520072007GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoALQ206Unf09141120GasAExYSBrkr1120001120001031TA6Typ0NaNNaNNaN00NaNNaNY03000000122007NewPartial147000
614615180RM1491PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsESFoyer4619721972GableCompShgCemntBdCmentBdNone0.0TATACBlockGdTAAvLwQ150GLQ4800630GasAExYSBrkr63000630101011TA3Typ0NaNNaNNaN00NaNNaNY96240000052010WDNormal75500
62062130RL8248PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story3319141950GableCompShgStuccoStuccoNone0.0TATABrkTilTATANoBLQ41Unf0823864GasATANFuseF86400864101021TA5Typ0NaNNaNNaN00NaNNaNN00100000092008WDNormal67000
635636190RH10896PaveRegBnkAllPubInsideGtlSWISUFeedrNorm2fmCon2.5Fin6719141995HipCompShgVinylSdVinylSdNone0.0FaTACBlockTAFaNoLwQ256Unf011841440GasAExYFuseA144014405153395002082Fa14Typ0NaNNaNNaN00NaNNaNN01100000032007WDAbnorml200000
63663730RM6120PaveRegLvlAllPubInsideGtlBrkSideNormNorm1Fam1Story2319361950GableCompShgAsbShngAsbShngNone0.0FaFaBrkTilTAFaNoUnf0Unf0264264GravFaNFuseA80000800001011Fa4Maj11NaNNaNNaN00NaNNaNN000000012009ConLwNormal60000
63863930RL8777PaveRegLvlAllPubInsideGtlEdwardsFeedrNorm1Fam1Story5719101950GableCompShgMetalSdWd SdngNone0.0TATACBlockFaTANoUnf0Unf0796796GasAGdYFuseA79600796001021TA4Typ0NaNNaNNaN00NaNNaNP3280164000052008WDNormal85000
649650180RM1936PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsSFoyer4619701970GableCompShgCemntBdCmentBdNone0.0TATACBlockGdTAAvBLQ131GLQ4990630GasAGdYSBrkr63000630101011TA3Typ0NaNNaNNaN00NaNNaNY0000000122007WDNormal84500
705706190RM5600PaveRegLvlAllPubInsideGtlIDOTRRNormNorm2fmCon2Story4519301950HipCompShgVinylSdWd ShngNone0.0FaFaSlabNANANANA0NA000GasAFaNSBrkr37272001092002032Fa7Mod0NaNNaNNaN00NaNNaNN000000350072010WDNormal55000
71071130RL4130PaveIR1LvlAllPubInsideGtlBrkSideNormNorm1Fam1Story3619352003GableCompShgVinylSdVinylSdNone0.0GdTACBlockTATANoUnf0Unf0270270GasAGdYSBrkr72900729001021TA5Maj20NaNNaNNaN00NaNNaNN000000072008WDNormal52000
73873990RL10800PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story5519871988GableCompShgPlywoodPlywoodNone0.0TATACBlockGdGdGdGLQ1200Unf001200GasATAYSBrkr1200001200303031TA5Typ0NaNNaNNaN00NaNNaNY12000000032009WDAlloca179000
75075150RM8800PaveRegLvlAllPubCornerGtlOldTownNormNorm1Fam1.5Fin4719102004GableCompShgWd SdngWd SdngNone0.0TATABrkTilTAFaNoUnf0Unf0576576GasAGdYSBrkr79234801140001031TA7Min20NaNNaNNaN00NaNNaNN01600000062010WDNormal96500
78478575RM6300PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam2.5Unf6619142001GableCompShgWd SdngWd ShngNone0.0TATACBlockTATANoUnf0Unf0742742GasAExYSBrkr74274201484002031TA9Typ1NaNNaNNaN00NaNNaNY0291134000062008WDNormal128000
82682745RM6130PaveRegLvlAllPubInsideGtlBrkSideNormNorm1Fam1.5Unf5619241950GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoALQ784Unf00784GasAGdYSBrkr78400784101021Gd5Typ0NaNNaNNaN00NaNNaNY00116000052008WDNormal109500
84384490RL8000PaveRegLvlAllPubCornerGtlNAmesArteryNormDuplex1Story5419611961GableCompShgBrkFaceBrkFaceNone0.0TATACBlockTATANoUnf0Unf018001800GasAExNSBrkr1800001800002062TA10Typ0NaNNaNNaN00NaNNaNY000000072007WDNormal141000
92192290RL8777PaveRegLvlAllPubInsideGtlEdwardsFeedrNormDuplex1.5Fin5719002003GableCompShgMetalSdMetalSdNone0.0TATACBlockTATANoALQ1084Unf01881272GasAGdYSBrkr127292802200202242TA9Typ0NaNNaNNaN00NaNNaNN0700000092008WDNormal145900
94294390RL7711PaveIR1LvlAllPubInsideGtlEdwardsNormNormDuplex1Story4319771977GableCompShgMetalSdMetalSdNone0.0TATAPConcGdTAGdGLQ1440Unf001440GasATAYSBrkr1440001440202042TA8Typ0NaNNaNNaN00NaNNaNN32100000082007OthAbnorml150000
95495590RL9400PaveIR1LvlAllPubCulDSacGtlEdwardsNormNormDuplexSFoyer6519751975FlatTar&GrvWdShingPlywoodBrkFace250.0TATACBlockGdGdGdGLQ945Unf00945GasATAYSBrkr98000980022040TA4Typ0NaNNaNNaN00NaNNaNY0000000102006WDAdjLand127500
96096120RL7207PaveIR1LvlAllPubInsideGtlBrkSideNormNorm1Fam1Story5719582008GableCompShgWd SdngPlywoodNone0.0TAGdCBlockTATAGdBLQ696Unf0162858GasAGdYSBrkr85800858101021TA4Typ0NaNNaNNaN00NaNNaNY11700000022010WDNormal116500
96896950RM5925PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam1.5Fin3619101950GableCompShgVinylSdVinylSdNone0.0TATABrkTilTATANoUnf0Unf0600600GravFaNSBrkr6003680968001021TA6Typ0NaNNaNNaN00NaNNaNY000000052009WDAbnorml37900
97097150RL10800PaveRegLvlAllPubInsideGtlNAmesNormNorm1Fam1.5Fin4419491950GableCompShgAsbShngAsbShngNone0.0TATACBlockTATANoUnf0Unf0720720GasATANFuseA72047201192001141TA6Typ0NaNNaNNaN00NaNNaNY0000000122006WDAbnorml135000
97697730RL5900PaveIR1BnkAllPubInsideGtlBrkSideNormNorm1Fam1Story4719231958GableCompShgWd SdngWd SdngNone0.0TATAPConcGdTANoUnf0Unf0440440GasATAYFuseA86900869001021Fa4Typ0NaNNaNNaN00NaNNaNY000000082006WDNormal85500
1009101050RL6000PaveRegLvlAllPubInsideGtlSWISUNormNorm1Fam1.5Fin5519261950GableCompShgWd SdngWd SdngNone0.0TAFaBrkTilTATANoUnf0Unf010081008GasAExYSBrkr100805141522002041TA7Typ0NaNNaNNaN00NaNNaNP00138000062006WDNormal102000
1011101290RL9825PaveRegLvlAllPubInsideGtlEdwardsNormNormDuplex1Story5519651965HipCompShgAsphShnAsphShnNone0.0TATACBlockNANANANA0NA000GasATANSBrkr1664001664002042TA8Typ0NaNNaNNaN00NaNNaNY000000052010WDNormal100000
10301031190RH7082PaveRegLvlAllPubInsideGtlSWISUNormNorm2fmCon2Story5819161995GableCompShgVinylSdVinylSdNone0.0TATAPConcTATAMnUnf0Unf0686686GasAGdYSBrkr94898001928002052TA10Typ0NaNNaNNaN00NaNNaNN00228000072006WDNormal160000
10381039160RM1533PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhs2Story4619702008GableCompShgCemntBdCmentBdNone0.0TATACBlockTATANoUnf0Unf0546546GasATAYSBrkr79854601344001131TA6Typ1NaNNaNNaN00NaNNaNY000000052009WDNormal97000
1096109770RM6882PaveRegLvlAllPubInsideGtlIDOTRRNormNorm1Fam2Story6719142006GableCompShgWd SdngWd SdngNone0.0TATAPConcTATANoUnf0Unf0684684GasATAYSBrkr77358201355001131Gd7Typ0NaNNaNNaN00NaNNaNY1360115000032007WDNormal127000
1123112420RL9405PaveRegLvlAllPubInsideGtlEdwardsNormNorm1Fam1Story5919472008HipCompShgVinylSdVinylSdNone0.0TAExCBlockTATANoUnf0Unf0698698GasAExYSBrkr69800698011021TA4Typ0NaNNaNNaN00NaNNaNY02000000062009WDNormal118000
1131113220RL10712PaveRegLvlAllPubInsideGtlMitchelNormNorm1Fam1Story5519911992GableCompShgHdBoardHdBoardNone0.0TATAPConcGdTAMnBLQ212Unf0762974GasATAYSBrkr97400974001031TA5Typ0NaNNaNNaN00NaNNaNY0280000092007OthAbnorml93500
1137113850RL6342PaveRegLvlAllPubInsideGtlSawyerFeedrNorm1Fam1.5Fin5818751996GableCompShgVinylSdVinylSdNone0.0TAGdCBlockTATANoUnf0Unf0780780GasAGdNSBrkr78024001020001021TA6Typ0NaNNaNNaN00NaNNaNN00176000052010WDNormal94000
1143114420RL9000PaveRegLvlAllPubInsideGtlSawyerNormNorm1Fam1Story5319591959GableCompShgWd SdngPlywoodNone0.0TATACBlockTATANoGLQ288Unf07181006GasATAYSBrkr1006001006001031TA5Typ0NaNNaNNaN00NaNNaNY0240000072008WDNormal80000
1173117450RL18030PaveIR1BnkAllPubInsideGtlClearCrNormNorm1Fam1.5Fin5619461994GableCompShgMetalSdMetalSdNone0.0TATACBlockTATANoRec152BLQ4699771598GasATAYSBrkr16369714793086003031Ex12Maj11NaNNaNNaN00NaNNaNY12200000032007WDNormal200500
1179118020RL8335PaveRegLvlAllPubCornerGtlEdwardsNormNorm1Fam1Story5519541954GableCompShgWd SdngWd SdngNone0.0TATASlabNANANANA0NA000GasAGdYSBrkr1124001124001031TA5Min21NaNNaNNaN00NaNNaNN036190000042006WDNormal93000
1218121950RM6240PaveRegLvlAllPubInsideGtlBrkSideNormNorm1Fam1.5Fin4519471950GableCompShgAsbShngAsbShngNone0.0TATASlabNANANANA0NA000GasAGdNSBrkr6722400912001021TA3Typ0NaNNaNNaN00NaNNaNN000000072006WDNormal80500
12191220160RM1680PaveRegLvlAllPubInsideGtlBrDaleNormNormTwnhs2Story6519711971GableCompShgCemntBdCmentBdBrkFace236.0TATACBlockTATANoUnf0Unf0672672GasATAYSBrkr67254601218001131TA7Typ0NaNNaNNaN00NaNNaNN20100000042006WDAbnorml91500
1234123570RH8525PaveRegBnkAllPubInsideGtlSWISUNormNorm1Fam2Story5619111950GableCompShgMetalSdMetalSdNone0.0TATAPConcTATAAvUnf0Unf0940940GasATANFuseA102494001964001141TA7Typ0NaNNaNNaN00NaNNaNN019200000112008WDAbnorml130000
1257125830RL4060PaveRegLvlAllPubCornerGtlEdwardsFeedrNorm1Fam1Story5819221950GableCompShgWd SdngWd SdngNone0.0TATAPConcFaTANoUnf0Unf0864864GasAExYSBrkr86400864001021TA4Typ0NaNNaNNaN00NaNNaNY0960000072009WDNormal99900
1283128490RL9400PaveRegLowAllPubCornerGtlMitchelNormNormDuplex2Story6519711971MansardCompShgMetalSdWd ShngNone0.0TATACBlockTATAAvUnf0Unf0912912GasATAYSBrkr91291201824002242TA8Typ0NaNNaNNaN00NaNNaNY12800000042010WDNormal139000
1323132430RL5330PaveRegHLSAllPubInsideGtlBrkSideNormNorm1Fam1Story4719401950HipCompShgVinylSdVinylSdNone0.0FaTACBlockTATANoLwQ280Unf0140420GasAGdYSBrkr70800708001021Fa5Typ0NaNNaNNaN00NaNNaNY164000000122009WDNormal82500
1325132630RM3636PaveRegLvlAllPubInsideGtlIDOTRRNormNorm1Fam1Story4419221950GableCompShgAsbShngAsbShngNone0.0TATABrkTilTAFaNoUnf0Unf0796796GasAFaNSBrkr79600796001021TA5Typ0NaNNaNNaN00NaNNaNN00100000012008WDNormal55000
1326132730RH4270PaveRegBnkAllPubInsideModEdwardsNormNorm1Fam1Story3619312006GableCompShgMetalSdMetalSdNone0.0TATABrkTilTATANoRec544Unf00544GasAExYSBrkr77400774001031Gd6Typ0NaNNaNNaN00NaNNaNY00286000052007WDNormal79000
1337133830RM4118PaveIR1BnkAllPubCornerModOldTownFeedrNorm1Fam1Story4419411950GableCompShgWd SdngWd SdngNone0.0TATACBlockTATANoUnf0Unf0693693GravFaNFuseA69300693001021Fa4Typ0NaNNaNNaN00NaNNaNN0200000032006WDNormal52500
1349135070RM5250PaveRegLvlAllPubInsideGtlOldTownNormNorm1Fam2Story8518721987GableCompShgMetalSdMetalSdNone0.0TAGdBrkTilTAFaNoLwQ259Unf0425684OthWFaNSBrkr93812152052358002041TA8Typ0NaNNaNNaN00NaNNaNY054200000122008WDNormal122000
1407140820RL8780PaveIR1LvlAllPubCornerGtlMitchelNormNorm1Fam1Story5519851985GableCompShgHdBoardPlywoodNone0.0TATACBlockTATANoALQ625Unf0208833GasAExYSBrkr83300833101031TA5Typ0NaNNaNNaN00NaNNaNY000000032009WDNormal112000
14491450180RM1533PaveRegLvlAllPubInsideGtlMeadowVNormNormTwnhsSFoyer5719701970GableCompShgCemntBdCmentBdNone0.0TATACBlockGdTAAvGLQ553Unf077630GasAExYSBrkr63000630101011Ex3Typ0NaNNaNNaN00NaNNaNY000000082006WDAbnorml92000
1450145190RL9000PaveRegLvlAllPubFR2GtlNAmesNormNormDuplex2Story5519741974GableCompShgVinylSdVinylSdNone0.0TATACBlockGdTANoUnf0Unf0896896GasATAYSBrkr89689601792002242TA8Typ0NaNNaNNaN00NaNNaNY32450000092009WDNormal136000
1453145420RL17217PaveRegLvlAllPubInsideGtlMitchelNormNorm1Fam1Story5520062006GableCompShgVinylSdVinylSdNone0.0TATAPConcGdTANoUnf0Unf011401140GasAExYSBrkr1140001140001031TA6Typ0NaNNaNNaN00NaNNaNY36560000072006WDAbnorml84500
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotArea Street LotShape LandContour \\\n", + "39 40 90 RL 6040 Pave Reg Lvl \n", + "48 49 190 RM 4456 Pave Reg Lvl \n", + "78 79 90 RL 10778 Pave Reg Lvl \n", + "88 89 50 C 8470 Pave IR1 Lvl \n", + "89 90 20 RL 8070 Pave Reg Lvl \n", + "99 100 20 RL 9320 Pave IR1 Lvl \n", + "108 109 50 RM 8500 Pave Reg Lvl \n", + "125 126 190 RM 6780 Pave Reg Lvl \n", + "127 128 45 RM 4388 Pave IR1 Bnk \n", + "140 141 20 RL 10500 Pave Reg Lvl \n", + "148 149 20 RL 7500 Pave Reg Lvl \n", + "155 156 50 RL 9600 Pave Reg Lvl \n", + "163 164 45 RL 5500 Pave Reg Lvl \n", + "165 166 190 RL 10106 Pave Reg Lvl \n", + "198 199 75 RM 5520 Pave Reg Lvl \n", + "210 211 30 RL 5604 Pave Reg Lvl \n", + "241 242 30 RM 3880 Pave Reg Lvl \n", + "250 251 30 RL 5350 Pave IR1 Lvl \n", + "287 288 20 RL 8125 Pave IR1 Lvl \n", + "291 292 190 RL 5687 Pave Reg Bnk \n", + "307 308 50 RM 7920 Pave IR1 Lvl \n", + "375 376 30 RL 10020 Pave IR1 Low \n", + "386 387 50 RL 8410 Pave Reg Lvl \n", + "393 394 30 RL 7446 Pave Reg Lvl \n", + "431 432 50 RM 5586 Pave IR1 Bnk \n", + "434 435 180 RM 1890 Pave Reg Lvl \n", + "441 442 90 RL 12108 Pave Reg Lvl \n", + "464 465 20 RL 8430 Pave Reg HLS \n", + "495 496 30 C 7879 Pave Reg Lvl \n", + "520 521 190 RL 10800 Pave Reg Lvl \n", + "528 529 30 RL 9098 Pave IR1 Lvl \n", + "533 534 20 RL 5000 Pave Reg Low \n", + "535 536 190 RL 7000 Pave Reg Lvl \n", + "562 563 30 RL 13907 Pave Reg Lvl \n", + "582 583 90 RL 11841 Grvl Reg Lvl \n", + "613 614 20 RL 8402 Pave Reg Lvl \n", + "614 615 180 RM 1491 Pave Reg Lvl \n", + "620 621 30 RL 8248 Pave Reg Lvl \n", + "635 636 190 RH 10896 Pave Reg Bnk \n", + "636 637 30 RM 6120 Pave Reg Lvl \n", + "638 639 30 RL 8777 Pave Reg Lvl \n", + "649 650 180 RM 1936 Pave Reg Lvl \n", + "705 706 190 RM 5600 Pave Reg Lvl \n", + "710 711 30 RL 4130 Pave IR1 Lvl \n", + "738 739 90 RL 10800 Pave Reg Lvl \n", + "750 751 50 RM 8800 Pave Reg Lvl \n", + "784 785 75 RM 6300 Pave Reg Lvl \n", + "826 827 45 RM 6130 Pave Reg Lvl \n", + "843 844 90 RL 8000 Pave Reg Lvl \n", + "921 922 90 RL 8777 Pave Reg Lvl \n", + "942 943 90 RL 7711 Pave IR1 Lvl \n", + "954 955 90 RL 9400 Pave IR1 Lvl \n", + "960 961 20 RL 7207 Pave IR1 Lvl \n", + "968 969 50 RM 5925 Pave Reg Lvl \n", + "970 971 50 RL 10800 Pave Reg Lvl \n", + "976 977 30 RL 5900 Pave IR1 Bnk \n", + "1009 1010 50 RL 6000 Pave Reg Lvl \n", + "1011 1012 90 RL 9825 Pave Reg Lvl \n", + "1030 1031 190 RH 7082 Pave Reg Lvl \n", + "1038 1039 160 RM 1533 Pave Reg Lvl \n", + "1096 1097 70 RM 6882 Pave Reg Lvl \n", + "1123 1124 20 RL 9405 Pave Reg Lvl \n", + "1131 1132 20 RL 10712 Pave Reg Lvl \n", + "1137 1138 50 RL 6342 Pave Reg Lvl \n", + "1143 1144 20 RL 9000 Pave Reg Lvl \n", + "1173 1174 50 RL 18030 Pave IR1 Bnk \n", + "1179 1180 20 RL 8335 Pave Reg Lvl \n", + "1218 1219 50 RM 6240 Pave Reg Lvl \n", + "1219 1220 160 RM 1680 Pave Reg Lvl \n", + "1234 1235 70 RH 8525 Pave Reg Bnk \n", + "1257 1258 30 RL 4060 Pave Reg Lvl \n", + "1283 1284 90 RL 9400 Pave Reg Low \n", + "1323 1324 30 RL 5330 Pave Reg HLS \n", + "1325 1326 30 RM 3636 Pave Reg Lvl \n", + "1326 1327 30 RH 4270 Pave Reg Bnk \n", + "1337 1338 30 RM 4118 Pave IR1 Bnk \n", + "1349 1350 70 RM 5250 Pave Reg Lvl \n", + "1407 1408 20 RL 8780 Pave IR1 Lvl \n", + "1449 1450 180 RM 1533 Pave Reg Lvl \n", + "1450 1451 90 RL 9000 Pave Reg Lvl \n", + "1453 1454 20 RL 17217 Pave Reg Lvl \n", + "\n", + " Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 \\\n", + "39 AllPub Inside Gtl Edwards Norm Norm \n", + "48 AllPub Inside Gtl OldTown Norm Norm \n", + "78 AllPub Inside Gtl Sawyer Norm Norm \n", + "88 AllPub Corner Gtl IDOTRR Feedr Feedr \n", + "89 AllPub Inside Gtl CollgCr Norm Norm \n", + "99 AllPub Inside Gtl NAmes Norm Norm \n", + "108 AllPub Corner Gtl IDOTRR Artery Norm \n", + "125 AllPub Inside Gtl IDOTRR Norm Norm \n", + "127 AllPub Inside Gtl OldTown Feedr Norm \n", + "140 AllPub FR2 Gtl NAmes Norm Norm \n", + "148 AllPub Inside Gtl SawyerW Norm Norm \n", + "155 AllPub Corner Gtl Edwards Artery Norm \n", + "163 AllPub Inside Gtl OldTown Norm Norm \n", + "165 AllPub Inside Gtl Edwards Norm Norm \n", + "198 AllPub Corner Gtl OldTown Norm Norm \n", + "210 AllPub Inside Gtl Edwards Norm Norm \n", + "241 AllPub Inside Gtl OldTown Norm Norm \n", + "250 AllPub Inside Gtl BrkSide Norm Norm \n", + "287 AllPub Corner Gtl NAmes Norm Norm \n", + "291 AllPub Inside Gtl SWISU Norm Norm \n", + "307 AllPub Inside Gtl IDOTRR Artery Norm \n", + "375 AllPub Inside Sev Edwards Norm Norm \n", + "386 AllPub FR2 Gtl Edwards Feedr Norm \n", + "393 AllPub Corner Gtl BrkSide Feedr Norm \n", + "431 AllPub Inside Gtl OldTown Feedr Norm \n", + "434 AllPub Inside Gtl MeadowV Norm Norm \n", + "441 AllPub Inside Gtl Edwards Norm Norm \n", + "464 AllPub Inside Mod CollgCr Norm Norm \n", + "495 AllPub Inside Gtl IDOTRR Norm Norm \n", + "520 AllPub Inside Gtl OldTown Norm Norm \n", + "528 AllPub Inside Gtl Edwards Norm Norm \n", + "533 AllPub Inside Mod BrkSide Norm Norm \n", + "535 AllPub Inside Gtl Edwards Norm Norm \n", + "562 AllPub Inside Gtl Edwards Norm Norm \n", + "582 AllPub Inside Gtl Edwards Norm Norm \n", + "613 AllPub Inside Gtl Mitchel Feedr Norm \n", + "614 AllPub Inside Gtl MeadowV Norm Norm \n", + "620 AllPub Inside Gtl Edwards Norm Norm \n", + "635 AllPub Inside Gtl SWISU Feedr Norm \n", + "636 AllPub Inside Gtl BrkSide Norm Norm \n", + "638 AllPub Inside Gtl Edwards Feedr Norm \n", + "649 AllPub Inside Gtl MeadowV Norm Norm \n", + "705 AllPub Inside Gtl IDOTRR Norm Norm \n", + "710 AllPub Inside Gtl BrkSide Norm Norm \n", + "738 AllPub Inside Gtl Edwards Norm Norm \n", + "750 AllPub Corner Gtl OldTown Norm Norm \n", + "784 AllPub Inside Gtl OldTown Norm Norm \n", + "826 AllPub Inside Gtl BrkSide Norm Norm \n", + "843 AllPub Corner Gtl NAmes Artery Norm \n", + "921 AllPub Inside Gtl Edwards Feedr Norm \n", + "942 AllPub Inside Gtl Edwards Norm Norm \n", + "954 AllPub CulDSac Gtl Edwards Norm Norm \n", + "960 AllPub Inside Gtl BrkSide Norm Norm \n", + "968 AllPub Inside Gtl OldTown Norm Norm \n", + "970 AllPub Inside Gtl NAmes Norm Norm \n", + "976 AllPub Inside Gtl BrkSide Norm Norm \n", + "1009 AllPub Inside Gtl SWISU Norm Norm \n", + "1011 AllPub Inside Gtl Edwards Norm Norm \n", + "1030 AllPub Inside Gtl SWISU Norm Norm \n", + "1038 AllPub Inside Gtl MeadowV Norm Norm \n", + "1096 AllPub Inside Gtl IDOTRR Norm Norm \n", + "1123 AllPub Inside Gtl Edwards Norm Norm \n", + "1131 AllPub Inside Gtl Mitchel Norm Norm \n", + "1137 AllPub Inside Gtl Sawyer Feedr Norm \n", + "1143 AllPub Inside Gtl Sawyer Norm Norm \n", + "1173 AllPub Inside Gtl ClearCr Norm Norm \n", + "1179 AllPub Corner Gtl Edwards Norm Norm \n", + "1218 AllPub Inside Gtl BrkSide Norm Norm \n", + "1219 AllPub Inside Gtl BrDale Norm Norm \n", + "1234 AllPub Inside Gtl SWISU Norm Norm \n", + "1257 AllPub Corner Gtl Edwards Feedr Norm \n", + "1283 AllPub Corner Gtl Mitchel Norm Norm \n", + "1323 AllPub Inside Gtl BrkSide Norm Norm \n", + "1325 AllPub Inside Gtl IDOTRR Norm Norm \n", + "1326 AllPub Inside Mod Edwards Norm Norm \n", + "1337 AllPub Corner Mod OldTown Feedr Norm \n", + "1349 AllPub Inside Gtl OldTown Norm Norm \n", + "1407 AllPub Corner Gtl Mitchel Norm Norm \n", + "1449 AllPub Inside Gtl MeadowV Norm Norm \n", + "1450 AllPub FR2 Gtl NAmes Norm Norm \n", + "1453 AllPub Inside Gtl Mitchel Norm Norm \n", + "\n", + " BldgType HouseStyle OverallQual OverallCond YearBuilt YearRemodAdd \\\n", + "39 Duplex 1Story 4 5 1955 1955 \n", + "48 2fmCon 2Story 4 5 1920 2008 \n", + "78 Duplex 1Story 4 5 1968 1968 \n", + "88 1Fam 1.5Fin 3 2 1915 1982 \n", + "89 1Fam 1Story 4 5 1994 1995 \n", + "99 1Fam 1Story 4 5 1959 1959 \n", + "108 1Fam 1.5Fin 5 7 1919 2005 \n", + "125 2fmCon 1.5Fin 6 8 1935 1982 \n", + "127 1Fam 1.5Unf 5 7 1930 1950 \n", + "140 1Fam 1Story 4 5 1971 1971 \n", + "148 1Fam 1Story 7 5 2004 2005 \n", + "155 1Fam 1.5Fin 6 5 1924 1950 \n", + "163 1Fam 1.5Unf 4 6 1956 1956 \n", + "165 2fmCon 1.5Fin 5 7 1940 1999 \n", + "198 1Fam 2.5Fin 6 6 1912 1950 \n", + "210 1Fam 1Story 5 6 1925 1950 \n", + "241 1Fam 1Story 5 9 1945 1997 \n", + "250 1Fam 1Story 3 2 1940 1966 \n", + "287 1Fam 1Story 4 4 1971 1971 \n", + "291 2fmCon 2Story 5 6 1912 2000 \n", + "307 1Fam 1.5Fin 6 7 1920 1950 \n", + "375 1Fam 1Story 1 1 1922 1950 \n", + "386 1Fam 1.5Fin 5 3 1910 1996 \n", + "393 1Fam 1Story 4 5 1941 1950 \n", + "431 1Fam 1.5Fin 6 7 1920 1998 \n", + "434 Twnhs SFoyer 4 7 1972 1972 \n", + "441 Duplex 1Story 4 4 1955 1955 \n", + "464 1Fam 1Story 5 5 1978 1978 \n", + "495 1Fam 1Story 4 5 1920 1950 \n", + "520 2fmCon 2Story 4 7 1900 2000 \n", + "528 1Fam 1Story 4 7 1920 2002 \n", + "533 1Fam 1Story 1 3 1946 1950 \n", + "535 2fmCon 2Story 5 7 1910 1991 \n", + "562 1Fam 1Story 5 6 1940 1969 \n", + "582 Duplex SFoyer 6 5 1990 1990 \n", + "613 1Fam 1Story 5 5 2007 2007 \n", + "614 TwnhsE SFoyer 4 6 1972 1972 \n", + "620 1Fam 1Story 3 3 1914 1950 \n", + "635 2fmCon 2.5Fin 6 7 1914 1995 \n", + "636 1Fam 1Story 2 3 1936 1950 \n", + "638 1Fam 1Story 5 7 1910 1950 \n", + "649 Twnhs SFoyer 4 6 1970 1970 \n", + "705 2fmCon 2Story 4 5 1930 1950 \n", + "710 1Fam 1Story 3 6 1935 2003 \n", + "738 Duplex 1Story 5 5 1987 1988 \n", + "750 1Fam 1.5Fin 4 7 1910 2004 \n", + "784 1Fam 2.5Unf 6 6 1914 2001 \n", + "826 1Fam 1.5Unf 5 6 1924 1950 \n", + "843 Duplex 1Story 5 4 1961 1961 \n", + "921 Duplex 1.5Fin 5 7 1900 2003 \n", + "942 Duplex 1Story 4 3 1977 1977 \n", + "954 Duplex SFoyer 6 5 1975 1975 \n", + "960 1Fam 1Story 5 7 1958 2008 \n", + "968 1Fam 1.5Fin 3 6 1910 1950 \n", + "970 1Fam 1.5Fin 4 4 1949 1950 \n", + "976 1Fam 1Story 4 7 1923 1958 \n", + "1009 1Fam 1.5Fin 5 5 1926 1950 \n", + "1011 Duplex 1Story 5 5 1965 1965 \n", + "1030 2fmCon 2Story 5 8 1916 1995 \n", + "1038 Twnhs 2Story 4 6 1970 2008 \n", + "1096 1Fam 2Story 6 7 1914 2006 \n", + "1123 1Fam 1Story 5 9 1947 2008 \n", + "1131 1Fam 1Story 5 5 1991 1992 \n", + "1137 1Fam 1.5Fin 5 8 1875 1996 \n", + "1143 1Fam 1Story 5 3 1959 1959 \n", + "1173 1Fam 1.5Fin 5 6 1946 1994 \n", + "1179 1Fam 1Story 5 5 1954 1954 \n", + "1218 1Fam 1.5Fin 4 5 1947 1950 \n", + "1219 Twnhs 2Story 6 5 1971 1971 \n", + "1234 1Fam 2Story 5 6 1911 1950 \n", + "1257 1Fam 1Story 5 8 1922 1950 \n", + "1283 Duplex 2Story 6 5 1971 1971 \n", + "1323 1Fam 1Story 4 7 1940 1950 \n", + "1325 1Fam 1Story 4 4 1922 1950 \n", + "1326 1Fam 1Story 3 6 1931 2006 \n", + "1337 1Fam 1Story 4 4 1941 1950 \n", + "1349 1Fam 2Story 8 5 1872 1987 \n", + "1407 1Fam 1Story 5 5 1985 1985 \n", + "1449 Twnhs SFoyer 5 7 1970 1970 \n", + "1450 Duplex 2Story 5 5 1974 1974 \n", + "1453 1Fam 1Story 5 5 2006 2006 \n", + "\n", + " RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType MasVnrArea \\\n", + "39 Gable CompShg AsbShng Plywood None 0.0 \n", + "48 Gable CompShg MetalSd MetalSd None 0.0 \n", + "78 Hip CompShg HdBoard HdBoard None 0.0 \n", + "88 Hip CompShg Plywood Plywood None 0.0 \n", + "89 Gable CompShg VinylSd VinylSd None 0.0 \n", + "99 Gable CompShg Plywood Plywood None 0.0 \n", + "108 Gable CompShg CemntBd CmentBd None 0.0 \n", + "125 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "127 Gable CompShg WdShing Wd Sdng None 0.0 \n", + "140 Gable CompShg HdBoard HdBoard None 0.0 \n", + "148 Gable CompShg VinylSd VinylSd BrkFace 120.0 \n", + "155 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "163 Gable CompShg MetalSd MetalSd None 0.0 \n", + "165 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "198 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "210 Gable CompShg Stucco Stucco None 0.0 \n", + "241 Gable CompShg VinylSd VinylSd None 0.0 \n", + "250 Gable CompShg Wd Sdng Plywood None 0.0 \n", + "287 Gable CompShg HdBoard HdBoard None 0.0 \n", + "291 Gable CompShg VinylSd VinylSd None 0.0 \n", + "307 Gable CompShg MetalSd MetalSd None 0.0 \n", + "375 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "386 Gambrel CompShg Wd Sdng VinylSd None 0.0 \n", + "393 Gable CompShg WdShing Wd Shng None 0.0 \n", + "431 Gable CompShg MetalSd MetalSd None 0.0 \n", + "434 Gable CompShg CemntBd CmentBd None 0.0 \n", + "441 Gable CompShg VinylSd VinylSd BrkFace 270.0 \n", + "464 Gable CompShg HdBoard HdBoard BrkFace 136.0 \n", + "495 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "520 Gable CompShg MetalSd MetalSd None 0.0 \n", + "528 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "533 Gable CompShg VinylSd VinylSd None 0.0 \n", + "535 Gable CompShg MetalSd MetalSd None 0.0 \n", + "562 Gable CompShg WdShing Wd Shng None 0.0 \n", + "582 Gable CompShg HdBoard HdBoard BrkFace 104.0 \n", + "613 Gable CompShg VinylSd VinylSd None 0.0 \n", + "614 Gable CompShg CemntBd CmentBd None 0.0 \n", + "620 Gable CompShg Stucco Stucco None 0.0 \n", + "635 Hip CompShg VinylSd VinylSd None 0.0 \n", + "636 Gable CompShg AsbShng AsbShng None 0.0 \n", + "638 Gable CompShg MetalSd Wd Sdng None 0.0 \n", + "649 Gable CompShg CemntBd CmentBd None 0.0 \n", + "705 Hip CompShg VinylSd Wd Shng None 0.0 \n", + "710 Gable CompShg VinylSd VinylSd None 0.0 \n", + "738 Gable CompShg Plywood Plywood None 0.0 \n", + "750 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "784 Gable CompShg Wd Sdng Wd Shng None 0.0 \n", + "826 Gable CompShg MetalSd MetalSd None 0.0 \n", + "843 Gable CompShg BrkFace BrkFace None 0.0 \n", + "921 Gable CompShg MetalSd MetalSd None 0.0 \n", + "942 Gable CompShg MetalSd MetalSd None 0.0 \n", + "954 Flat Tar&Grv WdShing Plywood BrkFace 250.0 \n", + "960 Gable CompShg Wd Sdng Plywood None 0.0 \n", + "968 Gable CompShg VinylSd VinylSd None 0.0 \n", + "970 Gable CompShg AsbShng AsbShng None 0.0 \n", + "976 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1009 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1011 Hip CompShg AsphShn AsphShn None 0.0 \n", + "1030 Gable CompShg VinylSd VinylSd None 0.0 \n", + "1038 Gable CompShg CemntBd CmentBd None 0.0 \n", + "1096 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1123 Hip CompShg VinylSd VinylSd None 0.0 \n", + "1131 Gable CompShg HdBoard HdBoard None 0.0 \n", + "1137 Gable CompShg VinylSd VinylSd None 0.0 \n", + "1143 Gable CompShg Wd Sdng Plywood None 0.0 \n", + "1173 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1179 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1218 Gable CompShg AsbShng AsbShng None 0.0 \n", + "1219 Gable CompShg CemntBd CmentBd BrkFace 236.0 \n", + "1234 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1257 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1283 Mansard CompShg MetalSd Wd Shng None 0.0 \n", + "1323 Hip CompShg VinylSd VinylSd None 0.0 \n", + "1325 Gable CompShg AsbShng AsbShng None 0.0 \n", + "1326 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1337 Gable CompShg Wd Sdng Wd Sdng None 0.0 \n", + "1349 Gable CompShg MetalSd MetalSd None 0.0 \n", + "1407 Gable CompShg HdBoard Plywood None 0.0 \n", + "1449 Gable CompShg CemntBd CmentBd None 0.0 \n", + "1450 Gable CompShg VinylSd VinylSd None 0.0 \n", + "1453 Gable CompShg VinylSd VinylSd None 0.0 \n", + "\n", + " ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure \\\n", + "39 TA TA PConc NA NA NA \n", + "48 TA TA BrkTil TA TA No \n", + "78 TA TA CBlock TA TA No \n", + "88 Fa Fa CBlock TA Fa No \n", + "89 TA TA PConc Gd TA No \n", + "99 TA TA CBlock TA TA No \n", + "108 TA TA CBlock TA TA No \n", + "125 TA Fa CBlock TA TA Av \n", + "127 TA Gd BrkTil TA TA No \n", + "140 TA TA CBlock TA TA No \n", + "148 TA TA PConc Gd TA No \n", + "155 TA TA BrkTil TA TA No \n", + "163 TA TA CBlock TA TA No \n", + "165 TA Gd BrkTil TA TA No \n", + "198 TA TA CBlock TA TA No \n", + "210 TA TA CBlock TA TA No \n", + "241 TA Gd CBlock TA TA No \n", + "250 TA Po CBlock TA TA No \n", + "287 TA TA CBlock TA TA No \n", + "291 TA Fa PConc TA Fa No \n", + "307 TA Fa CBlock TA TA No \n", + "375 Fa Fa BrkTil Fa Po Gd \n", + "386 TA Fa PConc TA TA No \n", + "393 TA TA CBlock TA TA No \n", + "431 TA TA BrkTil TA TA No \n", + "434 TA Gd CBlock Gd TA Av \n", + "441 TA TA CBlock TA TA No \n", + "464 TA TA CBlock Gd TA No \n", + "495 TA TA CBlock TA TA No \n", + "520 TA TA BrkTil NA NA NA \n", + "528 TA TA BrkTil TA TA Mn \n", + "533 Fa Fa Slab NA NA NA \n", + "535 TA TA CBlock Gd TA Gd \n", + "562 TA TA CBlock TA TA No \n", + "582 TA Gd CBlock Gd TA Av \n", + "613 TA TA PConc Gd TA No \n", + "614 TA TA CBlock Gd TA Av \n", + "620 TA TA BrkTil TA TA No \n", + "635 Fa TA CBlock TA Fa No \n", + "636 Fa Fa BrkTil TA Fa No \n", + "638 TA TA CBlock Fa TA No \n", + "649 TA TA CBlock Gd TA Av \n", + "705 Fa Fa Slab NA NA NA \n", + "710 Gd TA CBlock TA TA No \n", + "738 TA TA CBlock Gd Gd Gd \n", + "750 TA TA BrkTil TA Fa No \n", + "784 TA TA CBlock TA TA No \n", + "826 TA TA BrkTil TA TA No \n", + "843 TA TA CBlock TA TA No \n", + "921 TA TA CBlock TA TA No \n", + "942 TA TA PConc Gd TA Gd \n", + "954 TA TA CBlock Gd Gd Gd \n", + "960 TA Gd CBlock TA TA Gd \n", + "968 TA TA BrkTil TA TA No \n", + "970 TA TA CBlock TA TA No \n", + "976 TA TA PConc Gd TA No \n", + "1009 TA Fa BrkTil TA TA No \n", + "1011 TA TA CBlock NA NA NA \n", + "1030 TA TA PConc TA TA Mn \n", + "1038 TA TA CBlock TA TA No \n", + "1096 TA TA PConc TA TA No \n", + "1123 TA Ex CBlock TA TA No \n", + "1131 TA TA PConc Gd TA Mn \n", + "1137 TA Gd CBlock TA TA No \n", + "1143 TA TA CBlock TA TA No \n", + "1173 TA TA CBlock TA TA No \n", + "1179 TA TA Slab NA NA NA \n", + "1218 TA TA Slab NA NA NA \n", + "1219 TA TA CBlock TA TA No \n", + "1234 TA TA PConc TA TA Av \n", + "1257 TA TA PConc Fa TA No \n", + "1283 TA TA CBlock TA TA Av \n", + "1323 Fa TA CBlock TA TA No \n", + "1325 TA TA BrkTil TA Fa No \n", + "1326 TA TA BrkTil TA TA No \n", + "1337 TA TA CBlock TA TA No \n", + "1349 TA Gd BrkTil TA Fa No \n", + "1407 TA TA CBlock TA TA No \n", + "1449 TA TA CBlock Gd TA Av \n", + "1450 TA TA CBlock Gd TA No \n", + "1453 TA TA PConc Gd TA No \n", + "\n", + " BsmtFinType1 BsmtFinSF1 BsmtFinType2 BsmtFinSF2 BsmtUnfSF \\\n", + "39 NA 0 NA 0 0 \n", + "48 Unf 0 Unf 0 736 \n", + "78 Unf 0 Unf 0 1768 \n", + "88 Unf 0 Unf 0 1013 \n", + "89 GLQ 588 Unf 0 402 \n", + "99 ALQ 569 Unf 0 381 \n", + "108 Unf 0 Unf 0 793 \n", + "125 GLQ 490 Unf 0 30 \n", + "127 LwQ 116 Unf 0 556 \n", + "140 ALQ 432 Unf 0 432 \n", + "148 GLQ 680 Unf 0 400 \n", + "155 Unf 0 Unf 0 572 \n", + "163 Unf 0 Unf 0 882 \n", + "165 ALQ 351 Rec 181 112 \n", + "198 Unf 0 Unf 0 755 \n", + "210 Rec 468 Unf 0 396 \n", + "241 ALQ 329 Unf 0 357 \n", + "250 Unf 0 Unf 0 728 \n", + "287 BLQ 614 Unf 0 244 \n", + "291 Rec 210 Unf 0 570 \n", + "307 Unf 0 Unf 0 319 \n", + "375 BLQ 350 Unf 0 333 \n", + "386 Unf 0 Unf 0 658 \n", + "393 Rec 266 Unf 0 522 \n", + "431 Unf 0 Unf 0 901 \n", + "434 ALQ 495 Unf 0 135 \n", + "441 ALQ 133 Unf 0 1307 \n", + "464 Rec 616 Unf 0 424 \n", + "495 Rec 495 Unf 0 225 \n", + "520 NA 0 NA 0 0 \n", + "528 ALQ 348 Unf 0 180 \n", + "533 NA 0 NA 0 0 \n", + "535 GLQ 969 Unf 0 148 \n", + "562 BLQ 290 Unf 0 706 \n", + "582 GLQ 816 Unf 0 0 \n", + "613 ALQ 206 Unf 0 914 \n", + "614 LwQ 150 GLQ 480 0 \n", + "620 BLQ 41 Unf 0 823 \n", + "635 LwQ 256 Unf 0 1184 \n", + "636 Unf 0 Unf 0 264 \n", + "638 Unf 0 Unf 0 796 \n", + "649 BLQ 131 GLQ 499 0 \n", + "705 NA 0 NA 0 0 \n", + "710 Unf 0 Unf 0 270 \n", + "738 GLQ 1200 Unf 0 0 \n", + "750 Unf 0 Unf 0 576 \n", + "784 Unf 0 Unf 0 742 \n", + "826 ALQ 784 Unf 0 0 \n", + "843 Unf 0 Unf 0 1800 \n", + "921 ALQ 1084 Unf 0 188 \n", + "942 GLQ 1440 Unf 0 0 \n", + "954 GLQ 945 Unf 0 0 \n", + "960 BLQ 696 Unf 0 162 \n", + "968 Unf 0 Unf 0 600 \n", + "970 Unf 0 Unf 0 720 \n", + "976 Unf 0 Unf 0 440 \n", + "1009 Unf 0 Unf 0 1008 \n", + "1011 NA 0 NA 0 0 \n", + "1030 Unf 0 Unf 0 686 \n", + "1038 Unf 0 Unf 0 546 \n", + "1096 Unf 0 Unf 0 684 \n", + "1123 Unf 0 Unf 0 698 \n", + "1131 BLQ 212 Unf 0 762 \n", + "1137 Unf 0 Unf 0 780 \n", + "1143 GLQ 288 Unf 0 718 \n", + "1173 Rec 152 BLQ 469 977 \n", + "1179 NA 0 NA 0 0 \n", + "1218 NA 0 NA 0 0 \n", + "1219 Unf 0 Unf 0 672 \n", + "1234 Unf 0 Unf 0 940 \n", + "1257 Unf 0 Unf 0 864 \n", + "1283 Unf 0 Unf 0 912 \n", + "1323 LwQ 280 Unf 0 140 \n", + "1325 Unf 0 Unf 0 796 \n", + "1326 Rec 544 Unf 0 0 \n", + "1337 Unf 0 Unf 0 693 \n", + "1349 LwQ 259 Unf 0 425 \n", + "1407 ALQ 625 Unf 0 208 \n", + "1449 GLQ 553 Unf 0 77 \n", + "1450 Unf 0 Unf 0 896 \n", + "1453 Unf 0 Unf 0 1140 \n", + "\n", + " TotalBsmtSF Heating HeatingQC CentralAir Electrical FirstFlrSF \\\n", + "39 0 GasA TA N FuseP 1152 \n", + "48 736 GasA Gd Y SBrkr 736 \n", + "78 1768 GasA TA N SBrkr 1768 \n", + "88 1013 GasA TA N SBrkr 1013 \n", + "89 990 GasA Ex Y SBrkr 990 \n", + "99 950 GasA Fa Y SBrkr 1225 \n", + "108 793 GasW TA N FuseF 997 \n", + "125 520 GasA Gd N SBrkr 520 \n", + "127 672 GasA Ex Y SBrkr 840 \n", + "140 864 GasA TA Y SBrkr 864 \n", + "148 1080 GasA Ex Y SBrkr 1080 \n", + "155 572 Grav Fa N FuseF 572 \n", + "163 882 GasA Ex Y SBrkr 882 \n", + "165 644 GasA Gd Y SBrkr 808 \n", + "198 755 GasA Ex Y SBrkr 929 \n", + "210 864 GasA TA N FuseA 864 \n", + "241 686 GasA Gd Y SBrkr 866 \n", + "250 728 GasA Ex Y SBrkr 1306 \n", + "287 858 GasA TA Y SBrkr 858 \n", + "291 780 GasA Ex N SBrkr 936 \n", + "307 319 GasA TA Y FuseA 1035 \n", + "375 683 GasA Gd N FuseA 904 \n", + "386 658 GasA TA Y SBrkr 658 \n", + "393 788 GasA TA Y FuseA 788 \n", + "431 901 GasA Gd Y SBrkr 1088 \n", + "434 630 GasA Gd Y SBrkr 630 \n", + "441 1440 GasA TA N FuseF 1440 \n", + "464 1040 GasA TA Y SBrkr 1040 \n", + "495 720 GasA TA N FuseA 720 \n", + "520 0 GasA TA N FuseA 694 \n", + "528 528 GasA Ex Y SBrkr 605 \n", + "533 0 GasA Fa N FuseF 334 \n", + "535 1117 GasA TA Y SBrkr 820 \n", + "562 996 GasA Ex Y SBrkr 996 \n", + "582 816 GasA TA Y SBrkr 816 \n", + "613 1120 GasA Ex Y SBrkr 1120 \n", + "614 630 GasA Ex Y SBrkr 630 \n", + "620 864 GasA TA N FuseF 864 \n", + "635 1440 GasA Ex Y FuseA 1440 \n", + "636 264 Grav Fa N FuseA 800 \n", + "638 796 GasA Gd Y FuseA 796 \n", + "649 630 GasA Gd Y SBrkr 630 \n", + "705 0 GasA Fa N SBrkr 372 \n", + "710 270 GasA Gd Y SBrkr 729 \n", + "738 1200 GasA TA Y SBrkr 1200 \n", + "750 576 GasA Gd Y SBrkr 792 \n", + "784 742 GasA Ex Y SBrkr 742 \n", + "826 784 GasA Gd Y SBrkr 784 \n", + "843 1800 GasA Ex N SBrkr 1800 \n", + "921 1272 GasA Gd Y SBrkr 1272 \n", + "942 1440 GasA TA Y SBrkr 1440 \n", + "954 945 GasA TA Y SBrkr 980 \n", + "960 858 GasA Gd Y SBrkr 858 \n", + "968 600 Grav Fa N SBrkr 600 \n", + "970 720 GasA TA N FuseA 720 \n", + "976 440 GasA TA Y FuseA 869 \n", + "1009 1008 GasA Ex Y SBrkr 1008 \n", + "1011 0 GasA TA N SBrkr 1664 \n", + "1030 686 GasA Gd Y SBrkr 948 \n", + "1038 546 GasA TA Y SBrkr 798 \n", + "1096 684 GasA TA Y SBrkr 773 \n", + "1123 698 GasA Ex Y SBrkr 698 \n", + "1131 974 GasA TA Y SBrkr 974 \n", + "1137 780 GasA Gd N SBrkr 780 \n", + "1143 1006 GasA TA Y SBrkr 1006 \n", + "1173 1598 GasA TA Y SBrkr 1636 \n", + "1179 0 GasA Gd Y SBrkr 1124 \n", + "1218 0 GasA Gd N SBrkr 672 \n", + "1219 672 GasA TA Y SBrkr 672 \n", + "1234 940 GasA TA N FuseA 1024 \n", + "1257 864 GasA Ex Y SBrkr 864 \n", + "1283 912 GasA TA Y SBrkr 912 \n", + "1323 420 GasA Gd Y SBrkr 708 \n", + "1325 796 GasA Fa N SBrkr 796 \n", + "1326 544 GasA Ex Y SBrkr 774 \n", + "1337 693 Grav Fa N FuseA 693 \n", + "1349 684 OthW Fa N SBrkr 938 \n", + "1407 833 GasA Ex Y SBrkr 833 \n", + "1449 630 GasA Ex Y SBrkr 630 \n", + "1450 896 GasA TA Y SBrkr 896 \n", + "1453 1140 GasA Ex Y SBrkr 1140 \n", + "\n", + " SecondFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath \\\n", + "39 0 0 1152 0 0 \n", + "48 716 0 1452 0 0 \n", + "78 0 0 1768 0 0 \n", + "88 0 513 1526 0 0 \n", + "89 0 0 990 1 0 \n", + "99 0 0 1225 1 0 \n", + "108 520 0 1517 0 0 \n", + "125 0 234 754 1 0 \n", + "127 0 0 840 0 0 \n", + "140 0 0 864 0 0 \n", + "148 0 0 1080 1 0 \n", + "155 524 0 1096 0 0 \n", + "163 0 0 882 0 0 \n", + "165 547 0 1355 1 0 \n", + "198 929 371 2229 0 0 \n", + "210 0 0 864 1 0 \n", + "241 0 0 866 0 0 \n", + "250 0 0 1306 0 0 \n", + "287 0 0 858 0 0 \n", + "291 780 0 1716 1 0 \n", + "307 371 0 1406 0 0 \n", + "375 0 0 904 1 0 \n", + "386 526 0 1184 0 0 \n", + "393 0 0 788 0 0 \n", + "431 110 0 1198 0 0 \n", + "434 0 0 630 1 0 \n", + "441 0 0 1440 0 0 \n", + "464 0 0 1040 0 0 \n", + "495 0 0 720 0 0 \n", + "520 600 0 1294 0 0 \n", + "528 0 0 605 1 0 \n", + "533 0 0 334 0 0 \n", + "535 527 0 1347 1 0 \n", + "562 0 0 996 1 0 \n", + "582 0 0 816 1 0 \n", + "613 0 0 1120 0 0 \n", + "614 0 0 630 1 0 \n", + "620 0 0 864 1 0 \n", + "635 1440 515 3395 0 0 \n", + "636 0 0 800 0 0 \n", + "638 0 0 796 0 0 \n", + "649 0 0 630 1 0 \n", + "705 720 0 1092 0 0 \n", + "710 0 0 729 0 0 \n", + "738 0 0 1200 3 0 \n", + "750 348 0 1140 0 0 \n", + "784 742 0 1484 0 0 \n", + "826 0 0 784 1 0 \n", + "843 0 0 1800 0 0 \n", + "921 928 0 2200 2 0 \n", + "942 0 0 1440 2 0 \n", + "954 0 0 980 0 2 \n", + "960 0 0 858 1 0 \n", + "968 368 0 968 0 0 \n", + "970 472 0 1192 0 0 \n", + "976 0 0 869 0 0 \n", + "1009 0 514 1522 0 0 \n", + "1011 0 0 1664 0 0 \n", + "1030 980 0 1928 0 0 \n", + "1038 546 0 1344 0 0 \n", + "1096 582 0 1355 0 0 \n", + "1123 0 0 698 0 1 \n", + "1131 0 0 974 0 0 \n", + "1137 240 0 1020 0 0 \n", + "1143 0 0 1006 0 0 \n", + "1173 971 479 3086 0 0 \n", + "1179 0 0 1124 0 0 \n", + "1218 240 0 912 0 0 \n", + "1219 546 0 1218 0 0 \n", + "1234 940 0 1964 0 0 \n", + "1257 0 0 864 0 0 \n", + "1283 912 0 1824 0 0 \n", + "1323 0 0 708 0 0 \n", + "1325 0 0 796 0 0 \n", + "1326 0 0 774 0 0 \n", + "1337 0 0 693 0 0 \n", + "1349 1215 205 2358 0 0 \n", + "1407 0 0 833 1 0 \n", + "1449 0 0 630 1 0 \n", + "1450 896 0 1792 0 0 \n", + "1453 0 0 1140 0 0 \n", + "\n", + " FullBath HalfBath BedroomAbvGr KitchenAbvGr KitchenQual \\\n", + "39 2 0 2 2 Fa \n", + "48 2 0 2 3 TA \n", + "78 2 0 4 2 TA \n", + "88 1 0 2 1 Fa \n", + "89 1 0 3 1 TA \n", + "99 1 1 3 1 TA \n", + "108 2 0 3 1 Fa \n", + "125 1 0 2 1 TA \n", + "127 1 0 3 1 TA \n", + "140 1 0 3 1 TA \n", + "148 1 0 3 1 Gd \n", + "155 1 0 2 1 TA \n", + "163 1 0 1 1 TA \n", + "165 2 0 4 2 TA \n", + "198 1 0 5 1 TA \n", + "210 1 0 2 1 TA \n", + "241 1 0 2 1 Gd \n", + "250 1 0 3 1 Fa \n", + "287 1 0 3 1 TA \n", + "291 2 0 6 1 Fa \n", + "307 1 0 3 1 Fa \n", + "375 0 1 1 1 Fa \n", + "386 1 0 5 1 TA \n", + "393 1 0 2 1 TA \n", + "431 1 0 4 1 TA \n", + "434 1 0 1 1 TA \n", + "441 2 0 4 2 Fa \n", + "464 2 0 3 1 TA \n", + "495 1 0 2 1 TA \n", + "520 2 0 3 2 TA \n", + "528 1 0 2 1 TA \n", + "533 1 0 1 1 Fa \n", + "535 1 0 3 1 TA \n", + "562 1 0 3 1 TA \n", + "582 1 0 3 1 TA \n", + "613 1 0 3 1 TA \n", + "614 1 0 1 1 TA \n", + "620 1 0 2 1 TA \n", + "635 2 0 8 2 Fa \n", + "636 1 0 1 1 Fa \n", + "638 1 0 2 1 TA \n", + "649 1 0 1 1 TA \n", + "705 2 0 3 2 Fa \n", + "710 1 0 2 1 TA \n", + "738 3 0 3 1 TA \n", + "750 1 0 3 1 TA \n", + "784 2 0 3 1 TA \n", + "826 1 0 2 1 Gd \n", + "843 2 0 6 2 TA \n", + "921 2 2 4 2 TA \n", + "942 2 0 4 2 TA \n", + "954 2 0 4 0 TA \n", + "960 1 0 2 1 TA \n", + "968 1 0 2 1 TA \n", + "970 1 1 4 1 TA \n", + "976 1 0 2 1 Fa \n", + "1009 2 0 4 1 TA \n", + "1011 2 0 4 2 TA \n", + "1030 2 0 5 2 TA \n", + "1038 1 1 3 1 TA \n", + "1096 1 1 3 1 Gd \n", + "1123 1 0 2 1 TA \n", + "1131 1 0 3 1 TA \n", + "1137 1 0 2 1 TA \n", + "1143 1 0 3 1 TA \n", + "1173 3 0 3 1 Ex \n", + "1179 1 0 3 1 TA \n", + "1218 1 0 2 1 TA \n", + "1219 1 1 3 1 TA \n", + "1234 1 1 4 1 TA \n", + "1257 1 0 2 1 TA \n", + "1283 2 2 4 2 TA \n", + "1323 1 0 2 1 Fa \n", + "1325 1 0 2 1 TA \n", + "1326 1 0 3 1 Gd \n", + "1337 1 0 2 1 Fa \n", + "1349 2 0 4 1 TA \n", + "1407 1 0 3 1 TA \n", + "1449 1 0 1 1 Ex \n", + "1450 2 2 4 2 TA \n", + "1453 1 0 3 1 TA \n", + "\n", + " TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "39 6 Typ 0 NaN NaN \n", + "48 8 Typ 0 NaN NaN \n", + "78 8 Typ 0 NaN NaN \n", + "88 6 Typ 0 NaN NaN \n", + "89 5 Typ 0 NaN NaN \n", + "99 6 Typ 0 NaN NaN \n", + "108 7 Typ 0 NaN NaN \n", + "125 5 Typ 0 NaN NaN \n", + "127 5 Typ 1 NaN NaN \n", + "140 5 Typ 1 NaN NaN \n", + "148 6 Typ 0 NaN NaN \n", + "155 5 Typ 0 NaN NaN \n", + "163 4 Typ 0 NaN NaN \n", + "165 6 Typ 0 NaN NaN \n", + "198 8 Typ 0 NaN NaN \n", + "210 5 Typ 0 NaN NaN \n", + "241 4 Typ 0 NaN NaN \n", + "250 6 Mod 0 NaN NaN \n", + "287 5 Typ 0 NaN NaN \n", + "291 9 Typ 0 NaN NaN \n", + "307 6 Typ 0 NaN NaN \n", + "375 4 Maj1 0 NaN NaN \n", + "386 8 Typ 0 NaN NaN \n", + "393 4 Typ 2 NaN NaN \n", + "431 7 Typ 0 NaN NaN \n", + "434 3 Typ 0 NaN NaN \n", + "441 8 Typ 0 NaN NaN \n", + "464 5 Typ 0 NaN NaN \n", + "495 4 Typ 0 NaN NaN \n", + "520 7 Typ 0 NaN NaN \n", + "528 5 Typ 0 NaN NaN \n", + "533 2 Typ 0 NaN NaN \n", + "535 5 Typ 0 NaN NaN \n", + "562 6 Typ 1 NaN NaN \n", + "582 5 Typ 0 NaN NaN \n", + "613 6 Typ 0 NaN NaN \n", + "614 3 Typ 0 NaN NaN \n", + "620 5 Typ 0 NaN NaN \n", + "635 14 Typ 0 NaN NaN \n", + "636 4 Maj1 1 NaN NaN \n", + "638 4 Typ 0 NaN NaN \n", + "649 3 Typ 0 NaN NaN \n", + "705 7 Mod 0 NaN NaN \n", + "710 5 Maj2 0 NaN NaN \n", + "738 5 Typ 0 NaN NaN \n", + "750 7 Min2 0 NaN NaN \n", + "784 9 Typ 1 NaN NaN \n", + "826 5 Typ 0 NaN NaN \n", + "843 10 Typ 0 NaN NaN \n", + "921 9 Typ 0 NaN NaN \n", + "942 8 Typ 0 NaN NaN \n", + "954 4 Typ 0 NaN NaN \n", + "960 4 Typ 0 NaN NaN \n", + "968 6 Typ 0 NaN NaN \n", + "970 6 Typ 0 NaN NaN \n", + "976 4 Typ 0 NaN NaN \n", + "1009 7 Typ 0 NaN NaN \n", + "1011 8 Typ 0 NaN NaN \n", + "1030 10 Typ 0 NaN NaN \n", + "1038 6 Typ 1 NaN NaN \n", + "1096 7 Typ 0 NaN NaN \n", + "1123 4 Typ 0 NaN NaN \n", + "1131 5 Typ 0 NaN NaN \n", + "1137 6 Typ 0 NaN NaN \n", + "1143 5 Typ 0 NaN NaN \n", + "1173 12 Maj1 1 NaN NaN \n", + "1179 5 Min2 1 NaN NaN \n", + "1218 3 Typ 0 NaN NaN \n", + "1219 7 Typ 0 NaN NaN \n", + "1234 7 Typ 0 NaN NaN \n", + "1257 4 Typ 0 NaN NaN \n", + "1283 8 Typ 0 NaN NaN \n", + "1323 5 Typ 0 NaN NaN \n", + "1325 5 Typ 0 NaN NaN \n", + "1326 6 Typ 0 NaN NaN \n", + "1337 4 Typ 0 NaN NaN \n", + "1349 8 Typ 0 NaN NaN \n", + "1407 5 Typ 0 NaN NaN \n", + "1449 3 Typ 0 NaN NaN \n", + "1450 8 Typ 0 NaN NaN \n", + "1453 6 Typ 0 NaN NaN \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "39 NaN 0 0 NaN NaN N \n", + "48 NaN 0 0 NaN NaN N \n", + "78 NaN 0 0 NaN NaN Y \n", + "88 NaN 0 0 NaN NaN N \n", + "89 NaN 0 0 NaN NaN Y \n", + "99 NaN 0 0 NaN NaN Y \n", + "108 NaN 0 0 NaN NaN N \n", + "125 NaN 0 0 NaN NaN N \n", + "127 NaN 0 0 NaN NaN N \n", + "140 NaN 0 0 NaN NaN Y \n", + "148 NaN 0 0 NaN NaN Y \n", + "155 NaN 0 0 NaN NaN N \n", + "163 NaN 0 0 NaN NaN Y \n", + "165 NaN 0 0 NaN NaN Y \n", + "198 NaN 0 0 NaN NaN Y \n", + "210 NaN 0 0 NaN NaN Y \n", + "241 NaN 0 0 NaN NaN Y \n", + "250 NaN 0 0 NaN NaN Y \n", + "287 NaN 0 0 NaN NaN Y \n", + "291 NaN 0 0 NaN NaN N \n", + "307 NaN 0 0 NaN NaN N \n", + "375 NaN 0 0 NaN NaN Y \n", + "386 NaN 0 0 NaN NaN N \n", + "393 NaN 0 0 NaN NaN Y \n", + "431 NaN 0 0 NaN NaN N \n", + "434 NaN 0 0 NaN NaN Y \n", + "441 NaN 0 0 NaN NaN Y \n", + "464 NaN 0 0 NaN NaN Y \n", + "495 NaN 0 0 NaN NaN N \n", + "520 NaN 0 0 NaN NaN N \n", + "528 NaN 0 0 NaN NaN N \n", + "533 NaN 0 0 NaN NaN N \n", + "535 NaN 0 0 NaN NaN N \n", + "562 NaN 0 0 NaN NaN Y \n", + "582 NaN 0 0 NaN NaN Y \n", + "613 NaN 0 0 NaN NaN Y \n", + "614 NaN 0 0 NaN NaN Y \n", + "620 NaN 0 0 NaN NaN N \n", + "635 NaN 0 0 NaN NaN N \n", + "636 NaN 0 0 NaN NaN N \n", + "638 NaN 0 0 NaN NaN P \n", + "649 NaN 0 0 NaN NaN Y \n", + "705 NaN 0 0 NaN NaN N \n", + "710 NaN 0 0 NaN NaN N \n", + "738 NaN 0 0 NaN NaN Y \n", + "750 NaN 0 0 NaN NaN N \n", + "784 NaN 0 0 NaN NaN Y \n", + "826 NaN 0 0 NaN NaN Y \n", + "843 NaN 0 0 NaN NaN Y \n", + "921 NaN 0 0 NaN NaN N \n", + "942 NaN 0 0 NaN NaN N \n", + "954 NaN 0 0 NaN NaN Y \n", + "960 NaN 0 0 NaN NaN Y \n", + "968 NaN 0 0 NaN NaN Y \n", + "970 NaN 0 0 NaN NaN Y \n", + "976 NaN 0 0 NaN NaN Y \n", + "1009 NaN 0 0 NaN NaN P \n", + "1011 NaN 0 0 NaN NaN Y \n", + "1030 NaN 0 0 NaN NaN N \n", + "1038 NaN 0 0 NaN NaN Y \n", + "1096 NaN 0 0 NaN NaN Y \n", + "1123 NaN 0 0 NaN NaN Y \n", + "1131 NaN 0 0 NaN NaN Y \n", + "1137 NaN 0 0 NaN NaN N \n", + "1143 NaN 0 0 NaN NaN Y \n", + "1173 NaN 0 0 NaN NaN Y \n", + "1179 NaN 0 0 NaN NaN N \n", + "1218 NaN 0 0 NaN NaN N \n", + "1219 NaN 0 0 NaN NaN N \n", + "1234 NaN 0 0 NaN NaN N \n", + "1257 NaN 0 0 NaN NaN Y \n", + "1283 NaN 0 0 NaN NaN Y \n", + "1323 NaN 0 0 NaN NaN Y \n", + "1325 NaN 0 0 NaN NaN N \n", + "1326 NaN 0 0 NaN NaN Y \n", + "1337 NaN 0 0 NaN NaN N \n", + "1349 NaN 0 0 NaN NaN Y \n", + "1407 NaN 0 0 NaN NaN Y \n", + "1449 NaN 0 0 NaN NaN Y \n", + "1450 NaN 0 0 NaN NaN Y \n", + "1453 NaN 0 0 NaN NaN Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch ScreenPorch \\\n", + "39 0 0 0 0 0 \n", + "48 0 0 102 0 0 \n", + "78 0 0 0 0 0 \n", + "88 0 0 156 0 0 \n", + "89 0 0 0 0 0 \n", + "99 352 0 0 0 0 \n", + "108 0 0 144 0 0 \n", + "125 53 0 0 0 0 \n", + "127 0 0 0 0 0 \n", + "140 0 0 0 0 0 \n", + "148 0 0 0 0 0 \n", + "155 0 8 128 0 0 \n", + "163 0 0 0 0 0 \n", + "165 140 0 0 0 0 \n", + "198 0 198 30 0 0 \n", + "210 0 0 96 0 0 \n", + "241 58 42 0 0 0 \n", + "250 263 0 0 0 0 \n", + "287 0 0 0 0 0 \n", + "291 0 184 0 0 0 \n", + "307 0 144 0 0 0 \n", + "375 0 0 0 0 0 \n", + "386 0 151 0 0 0 \n", + "393 0 0 0 0 0 \n", + "431 0 98 0 0 0 \n", + "434 88 0 0 0 0 \n", + "441 0 0 0 0 0 \n", + "464 0 0 0 0 0 \n", + "495 0 523 115 0 0 \n", + "520 220 114 210 0 0 \n", + "528 0 0 144 0 0 \n", + "533 0 0 0 0 0 \n", + "535 85 0 148 0 0 \n", + "562 144 0 0 0 0 \n", + "582 0 32 0 0 0 \n", + "613 0 30 0 0 0 \n", + "614 96 24 0 0 0 \n", + "620 0 0 100 0 0 \n", + "635 0 110 0 0 0 \n", + "636 0 0 0 0 0 \n", + "638 328 0 164 0 0 \n", + "649 0 0 0 0 0 \n", + "705 0 0 0 0 0 \n", + "710 0 0 0 0 0 \n", + "738 120 0 0 0 0 \n", + "750 0 160 0 0 0 \n", + "784 0 291 134 0 0 \n", + "826 0 0 116 0 0 \n", + "843 0 0 0 0 0 \n", + "921 0 70 0 0 0 \n", + "942 321 0 0 0 0 \n", + "954 0 0 0 0 0 \n", + "960 117 0 0 0 0 \n", + "968 0 0 0 0 0 \n", + "970 0 0 0 0 0 \n", + "976 0 0 0 0 0 \n", + "1009 0 0 138 0 0 \n", + "1011 0 0 0 0 0 \n", + "1030 0 0 228 0 0 \n", + "1038 0 0 0 0 0 \n", + "1096 136 0 115 0 0 \n", + "1123 0 200 0 0 0 \n", + "1131 0 28 0 0 0 \n", + "1137 0 0 176 0 0 \n", + "1143 0 24 0 0 0 \n", + "1173 122 0 0 0 0 \n", + "1179 0 36 190 0 0 \n", + "1218 0 0 0 0 0 \n", + "1219 201 0 0 0 0 \n", + "1234 0 192 0 0 0 \n", + "1257 0 96 0 0 0 \n", + "1283 128 0 0 0 0 \n", + "1323 164 0 0 0 0 \n", + "1325 0 0 100 0 0 \n", + "1326 0 0 286 0 0 \n", + "1337 0 20 0 0 0 \n", + "1349 0 54 20 0 0 \n", + "1407 0 0 0 0 0 \n", + "1449 0 0 0 0 0 \n", + "1450 32 45 0 0 0 \n", + "1453 36 56 0 0 0 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "39 0 0 6 2008 WD AdjLand 82000 \n", + "48 0 0 6 2009 New Partial 113000 \n", + "78 0 0 4 2010 WD Normal 136500 \n", + "88 0 0 10 2009 ConLD Abnorml 85000 \n", + "89 0 0 8 2007 WD Normal 123600 \n", + "99 0 400 1 2010 WD Normal 128950 \n", + "108 0 0 8 2007 WD Normal 115000 \n", + "125 0 0 6 2006 WD Normal 84500 \n", + "127 0 0 6 2007 WD Normal 87000 \n", + "140 0 0 4 2010 ConLI Normal 115000 \n", + "148 0 0 4 2008 WD Normal 141000 \n", + "155 0 0 4 2008 WD Normal 79000 \n", + "163 0 0 4 2007 WD Normal 103200 \n", + "165 0 0 9 2008 WD Normal 127500 \n", + "198 0 0 7 2009 WD Abnorml 104000 \n", + "210 0 0 4 2008 WD Normal 98000 \n", + "241 0 0 8 2007 WD Normal 110500 \n", + "250 0 450 5 2010 WD Normal 76500 \n", + "287 0 0 6 2006 WD Normal 88000 \n", + "291 0 0 3 2008 WD Normal 135900 \n", + "307 0 0 3 2008 WD Normal 89500 \n", + "375 0 0 3 2009 WD Normal 61000 \n", + "386 0 0 5 2006 WD AdjLand 81000 \n", + "393 0 0 4 2006 WD Abnorml 100000 \n", + "431 0 0 9 2008 ConLD Abnorml 79900 \n", + "434 0 0 6 2008 WD Normal 81000 \n", + "441 0 0 9 2008 WD Normal 118000 \n", + "464 0 0 8 2009 WD Normal 124000 \n", + "495 0 0 11 2009 WD Abnorml 34900 \n", + "520 0 0 8 2008 WD Normal 106250 \n", + "528 0 0 7 2007 WD Normal 86000 \n", + "533 0 0 1 2007 WD Normal 39300 \n", + "535 0 0 1 2008 WD Normal 107500 \n", + "562 0 0 7 2008 WD Normal 108000 \n", + "582 0 0 5 2007 WD Normal 118500 \n", + "613 0 0 12 2007 New Partial 147000 \n", + "614 0 0 5 2010 WD Normal 75500 \n", + "620 0 0 9 2008 WD Normal 67000 \n", + "635 0 0 3 2007 WD Abnorml 200000 \n", + "636 0 0 1 2009 ConLw Normal 60000 \n", + "638 0 0 5 2008 WD Normal 85000 \n", + "649 0 0 12 2007 WD Normal 84500 \n", + "705 0 3500 7 2010 WD Normal 55000 \n", + "710 0 0 7 2008 WD Normal 52000 \n", + "738 0 0 3 2009 WD Alloca 179000 \n", + "750 0 0 6 2010 WD Normal 96500 \n", + "784 0 0 6 2008 WD Normal 128000 \n", + "826 0 0 5 2008 WD Normal 109500 \n", + "843 0 0 7 2007 WD Normal 141000 \n", + "921 0 0 9 2008 WD Normal 145900 \n", + "942 0 0 8 2007 Oth Abnorml 150000 \n", + "954 0 0 10 2006 WD AdjLand 127500 \n", + "960 0 0 2 2010 WD Normal 116500 \n", + "968 0 0 5 2009 WD Abnorml 37900 \n", + "970 0 0 12 2006 WD Abnorml 135000 \n", + "976 0 0 8 2006 WD Normal 85500 \n", + "1009 0 0 6 2006 WD Normal 102000 \n", + "1011 0 0 5 2010 WD Normal 100000 \n", + "1030 0 0 7 2006 WD Normal 160000 \n", + "1038 0 0 5 2009 WD Normal 97000 \n", + "1096 0 0 3 2007 WD Normal 127000 \n", + "1123 0 0 6 2009 WD Normal 118000 \n", + "1131 0 0 9 2007 Oth Abnorml 93500 \n", + "1137 0 0 5 2010 WD Normal 94000 \n", + "1143 0 0 7 2008 WD Normal 80000 \n", + "1173 0 0 3 2007 WD Normal 200500 \n", + "1179 0 0 4 2006 WD Normal 93000 \n", + "1218 0 0 7 2006 WD Normal 80500 \n", + "1219 0 0 4 2006 WD Abnorml 91500 \n", + "1234 0 0 11 2008 WD Abnorml 130000 \n", + "1257 0 0 7 2009 WD Normal 99900 \n", + "1283 0 0 4 2010 WD Normal 139000 \n", + "1323 0 0 12 2009 WD Normal 82500 \n", + "1325 0 0 1 2008 WD Normal 55000 \n", + "1326 0 0 5 2007 WD Normal 79000 \n", + "1337 0 0 3 2006 WD Normal 52500 \n", + "1349 0 0 12 2008 WD Normal 122000 \n", + "1407 0 0 3 2009 WD Normal 112000 \n", + "1449 0 0 8 2006 WD Abnorml 92000 \n", + "1450 0 0 9 2009 WD Normal 136000 \n", + "1453 0 0 7 2006 WD Abnorml 84500 " + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Para los datos nulos del Garage, revisamos si las 5 columnas con datos nulos se encuentran en las mismas filas\n", + "data[data['GarageType'].isnull() & data['GarageYrBlt'].isnull() & data['GarageFinish'].isnull() & data['GarageQual'].isnull() & data['GarageCond'].isnull()]" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "#Vemos que son 81 filas, igual que los datos nulos de cada columna, por lo que a todas las trataremos como que no tienen garage\n", + "data['GarageType'] = data['GarageType'].fillna('NA')\n", + "data['GarageYrBlt'] = data['GarageYrBlt'].fillna('NA')\n", + "data['GarageFinish'] = data['GarageFinish'].fillna('NA')\n", + "data['GarageQual'] = data['GarageQual'].fillna('NA')\n", + "data['GarageCond'] = data['GarageCond'].fillna('NA')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Series([], dtype: int64)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Nuevamente revisamos las columnas nulas, y no debieramos tener ninguna con datos nulos\n", + "columnas_nulas = data.isnull().sum()\n", + "columnas_nulas[columnas_nulas > 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectricalFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL8450PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0Attchd2003RFn2548TATAY0610000022008WDNormal208500
1220RL9600PaveRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1Attchd1976RFn2460TATAY29800000052007WDNormal181500
2360RL11250PaveIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1Attchd2001RFn2608TATAY0420000092008WDNormal223500
3470RL9550PaveIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1Detchd1998Unf3642TATAY035272000022006WDAbnorml140000
4560RL14260PaveIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1Attchd2000RFn3836TATAY1928400000122008WDNormal250000
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotArea Street LotShape LandContour Utilities \\\n", + "0 1 60 RL 8450 Pave Reg Lvl AllPub \n", + "1 2 20 RL 9600 Pave Reg Lvl AllPub \n", + "2 3 60 RL 11250 Pave IR1 Lvl AllPub \n", + "3 4 70 RL 9550 Pave IR1 Lvl AllPub \n", + "4 5 60 RL 14260 Pave IR1 Lvl AllPub \n", + "\n", + " LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle \\\n", + "0 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "1 FR2 Gtl Veenker Feedr Norm 1Fam 1Story \n", + "2 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "3 Corner Gtl Crawfor Norm Norm 1Fam 2Story \n", + "4 FR2 Gtl NoRidge Norm Norm 1Fam 2Story \n", + "\n", + " OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle RoofMatl \\\n", + "0 7 5 2003 2003 Gable CompShg \n", + "1 6 8 1976 1976 Gable CompShg \n", + "2 7 5 2001 2002 Gable CompShg \n", + "3 7 5 1915 1970 Gable CompShg \n", + "4 8 5 2000 2000 Gable CompShg \n", + "\n", + " Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n", + "0 VinylSd VinylSd BrkFace 196.0 Gd TA \n", + "1 MetalSd MetalSd None 0.0 TA TA \n", + "2 VinylSd VinylSd BrkFace 162.0 Gd TA \n", + "3 Wd Sdng Wd Shng None 0.0 TA TA \n", + "4 VinylSd VinylSd BrkFace 350.0 Gd TA \n", + "\n", + " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n", + "0 PConc Gd TA No GLQ 706 \n", + "1 CBlock Gd TA Gd ALQ 978 \n", + "2 PConc Gd TA Mn GLQ 486 \n", + "3 BrkTil TA Gd No ALQ 216 \n", + "4 PConc Gd TA Av GLQ 655 \n", + "\n", + " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n", + "0 Unf 0 150 856 GasA Ex \n", + "1 Unf 0 284 1262 GasA Ex \n", + "2 Unf 0 434 920 GasA Ex \n", + "3 Unf 0 540 756 GasA Gd \n", + "4 Unf 0 490 1145 GasA Ex \n", + "\n", + " CentralAir Electrical FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "0 Y SBrkr 856 854 0 1710 \n", + "1 Y SBrkr 1262 0 0 1262 \n", + "2 Y SBrkr 920 866 0 1786 \n", + "3 Y SBrkr 961 756 0 1717 \n", + "4 Y SBrkr 1145 1053 0 2198 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", + "0 1 0 2 1 3 1 \n", + "1 0 1 2 0 3 1 \n", + "2 1 0 2 1 3 1 \n", + "3 1 0 1 0 3 1 \n", + "4 1 0 2 1 4 1 \n", + "\n", + " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "0 Gd 8 Typ 0 Attchd 2003 \n", + "1 TA 6 Typ 1 Attchd 1976 \n", + "2 Gd 6 Typ 1 Attchd 2001 \n", + "3 Gd 7 Typ 1 Detchd 1998 \n", + "4 Gd 9 Typ 1 Attchd 2000 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 RFn 2 548 TA TA Y \n", + "1 RFn 2 460 TA TA Y \n", + "2 RFn 2 608 TA TA Y \n", + "3 Unf 3 642 TA TA Y \n", + "4 RFn 3 836 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch ScreenPorch \\\n", + "0 0 61 0 0 0 \n", + "1 298 0 0 0 0 \n", + "2 0 42 0 0 0 \n", + "3 0 35 272 0 0 \n", + "4 192 84 0 0 0 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SaleType SaleCondition SalePrice \n", + "0 0 0 2 2008 WD Normal 208500 \n", + "1 0 0 5 2007 WD Normal 181500 \n", + "2 0 0 9 2008 WD Normal 223500 \n", + "3 0 0 2 2006 WD Abnorml 140000 \n", + "4 0 0 12 2008 WD Normal 250000 " + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Le damos un vistazo a la información\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1460\n", + "1460\n" + ] + } + ], + "source": [ + "#Revisamos si hay algunos registros duplicados, para eliminarlos\n", + "\n", + "print(len(data))\n", + "\n", + "data = data.drop_duplicates()\n", + "\n", + "print(len(data))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#Cambiaremos la información de variables categóricas a numéricas, para poder analizarla." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1460 entries, 0 to 1459\n", + "Data columns (total 75 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 LotShape 1460 non-null object \n", + " 6 LandContour 1460 non-null object \n", + " 7 Utilities 1460 non-null object \n", + " 8 LotConfig 1460 non-null object \n", + " 9 LandSlope 1460 non-null object \n", + " 10 Neighborhood 1460 non-null object \n", + " 11 Condition1 1460 non-null object \n", + " 12 Condition2 1460 non-null object \n", + " 13 BldgType 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 OverallQual 1460 non-null int64 \n", + " 16 OverallCond 1460 non-null int64 \n", + " 17 YearBuilt 1460 non-null int64 \n", + " 18 YearRemodAdd 1460 non-null int64 \n", + " 19 RoofStyle 1460 non-null object \n", + " 20 RoofMatl 1460 non-null object \n", + " 21 Exterior1st 1460 non-null object \n", + " 22 Exterior2nd 1460 non-null object \n", + " 23 MasVnrType 1460 non-null object \n", + " 24 MasVnrArea 1460 non-null float64\n", + " 25 ExterQual 1460 non-null object \n", + " 26 ExterCond 1460 non-null object \n", + " 27 Foundation 1460 non-null object \n", + " 28 BsmtQual 1460 non-null object \n", + " 29 BsmtCond 1460 non-null object \n", + " 30 BsmtExposure 1460 non-null object \n", + " 31 BsmtFinType1 1460 non-null object \n", + " 32 BsmtFinSF1 1460 non-null int64 \n", + " 33 BsmtFinType2 1460 non-null object \n", + " 34 BsmtFinSF2 1460 non-null int64 \n", + " 35 BsmtUnfSF 1460 non-null int64 \n", + " 36 TotalBsmtSF 1460 non-null int64 \n", + " 37 Heating 1460 non-null object \n", + " 38 HeatingQC 1460 non-null object \n", + " 39 CentralAir 1460 non-null object \n", + " 40 Electrical 1460 non-null object \n", + " 41 FirstFlrSF 1460 non-null int64 \n", + " 42 SecondFlrSF 1460 non-null int64 \n", + " 43 LowQualFinSF 1460 non-null int64 \n", + " 44 GrLivArea 1460 non-null int64 \n", + " 45 BsmtFullBath 1460 non-null int64 \n", + " 46 BsmtHalfBath 1460 non-null int64 \n", + " 47 FullBath 1460 non-null int64 \n", + " 48 HalfBath 1460 non-null int64 \n", + " 49 BedroomAbvGr 1460 non-null int64 \n", + " 50 KitchenAbvGr 1460 non-null int64 \n", + " 51 KitchenQual 1460 non-null object \n", + " 52 TotRmsAbvGrd 1460 non-null int64 \n", + " 53 Functional 1460 non-null object \n", + " 54 Fireplaces 1460 non-null int64 \n", + " 55 GarageType 1460 non-null object \n", + " 56 GarageYrBlt 1460 non-null object \n", + " 57 GarageFinish 1460 non-null object \n", + " 58 GarageCars 1460 non-null int64 \n", + " 59 GarageArea 1460 non-null int64 \n", + " 60 GarageQual 1460 non-null object \n", + " 61 GarageCond 1460 non-null object \n", + " 62 PavedDrive 1460 non-null object \n", + " 63 WoodDeckSF 1460 non-null int64 \n", + " 64 OpenPorchSF 1460 non-null int64 \n", + " 65 EnclosedPorch 1460 non-null int64 \n", + " 66 ThirdSsnPorch 1460 non-null int64 \n", + " 67 ScreenPorch 1460 non-null int64 \n", + " 68 PoolArea 1460 non-null int64 \n", + " 69 MiscVal 1460 non-null int64 \n", + " 70 MoSold 1460 non-null int64 \n", + " 71 YrSold 1460 non-null int64 \n", + " 72 SaleType 1460 non-null object \n", + " 73 SaleCondition 1460 non-null object \n", + " 74 SalePrice 1460 non-null int64 \n", + "dtypes: float64(1), int64(35), object(39)\n", + "memory usage: 866.9+ KB\n" + ] + } + ], + "source": [ + "#Vemos la información de las columnas para ver cuales necesitan la conversión\n", + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "#Realizamos el cambio de las variables categóricas a valores numéricos\n", + "\n", + "ord_enc = OrdinalEncoder()\n", + "\n", + "data[\"MSZoning_code\"] = ord_enc.fit_transform(data[[\"MSZoning\"]])\n", + "data[\"Street_code\"] = ord_enc.fit_transform(data[[\"Street\"]])\n", + "data[\"LotShape_code\"] = ord_enc.fit_transform(data[[\"LotShape\"]])\n", + "data[\"LandContour_code\"] = ord_enc.fit_transform(data[[\"LandContour\"]])\n", + "data[\"Utilities_code\"] = ord_enc.fit_transform(data[[\"Utilities\"]])\n", + "data[\"LotConfig_code\"] = ord_enc.fit_transform(data[[\"LotConfig\"]])\n", + "data[\"LandSlope_code\"] = ord_enc.fit_transform(data[[\"LandSlope\"]])\n", + "data[\"Neighborhood_code\"] = ord_enc.fit_transform(data[[\"Neighborhood\"]])\n", + "data[\"Condition1_code\"] = ord_enc.fit_transform(data[[\"Condition1\"]])\n", + "data[\"Condition2_code\"] = ord_enc.fit_transform(data[[\"Condition2\"]])\n", + "data[\"BldgType_code\"] = ord_enc.fit_transform(data[[\"BldgType\"]])\n", + "data[\"HouseStyle_code\"] = ord_enc.fit_transform(data[[\"HouseStyle\"]])\n", + "data[\"RoofStyle_code\"] = ord_enc.fit_transform(data[[\"RoofStyle\"]])\n", + "data[\"RoofMatl_code\"] = ord_enc.fit_transform(data[[\"RoofMatl\"]])\n", + "data[\"Exterior1st_code\"] = ord_enc.fit_transform(data[[\"Exterior1st\"]])\n", + "data[\"Exterior2nd_code\"] = ord_enc.fit_transform(data[[\"Exterior2nd\"]])\n", + "data[\"MasVnrType_code\"] = ord_enc.fit_transform(data[[\"MasVnrType\"]])\n", + "data[\"ExterQual_code\"] = ord_enc.fit_transform(data[[\"ExterQual\"]])\n", + "data[\"ExterCond_code\"] = ord_enc.fit_transform(data[[\"ExterCond\"]])\n", + "data[\"Foundation_code\"] = ord_enc.fit_transform(data[[\"Foundation\"]])\n", + "data[\"BsmtQual_code\"] = ord_enc.fit_transform(data[[\"BsmtQual\"]])\n", + "data[\"BsmtCond_code\"] = ord_enc.fit_transform(data[[\"BsmtCond\"]])\n", + "data[\"BsmtExposure_code\"] = ord_enc.fit_transform(data[[\"BsmtExposure\"]])\n", + "data[\"BsmtFinType1_code\"] = ord_enc.fit_transform(data[[\"BsmtFinType1\"]])\n", + "data[\"BsmtFinType2_code\"] = ord_enc.fit_transform(data[[\"BsmtFinType2\"]])\n", + "data[\"Heating_code\"] = ord_enc.fit_transform(data[[\"Heating\"]])\n", + "data[\"HeatingQC_code\"] = ord_enc.fit_transform(data[[\"HeatingQC\"]])\n", + "data[\"CentralAir_code\"] = ord_enc.fit_transform(data[[\"CentralAir\"]])\n", + "data[\"Electrical_code\"] = ord_enc.fit_transform(data[[\"Electrical\"]])\n", + "data[\"KitchenQual_code\"] = ord_enc.fit_transform(data[[\"KitchenQual\"]])\n", + "data[\"Functional_code\"] = ord_enc.fit_transform(data[[\"Functional\"]])\n", + "data[\"GarageType_code\"] = ord_enc.fit_transform(data[[\"GarageType\"]])\n", + "data[\"GarageFinish_code\"] = ord_enc.fit_transform(data[[\"GarageFinish\"]])\n", + "data[\"GarageQual_code\"] = ord_enc.fit_transform(data[[\"GarageQual\"]])\n", + "data[\"GarageCond_code\"] = ord_enc.fit_transform(data[[\"GarageCond\"]])\n", + "data[\"PavedDrive_code\"] = ord_enc.fit_transform(data[[\"PavedDrive\"]])\n", + "data[\"SaleType_code\"] = ord_enc.fit_transform(data[[\"SaleType\"]])\n", + "data[\"SaleCondition_code\"] = ord_enc.fit_transform(data[[\"SaleCondition\"]])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotAreaStreetLotShapeLandContourUtilitiesLotConfigLandSlopeNeighborhoodCondition1Condition2BldgTypeHouseStyleOverallQualOverallCondYearBuiltYearRemodAddRoofStyleRoofMatlExterior1stExterior2ndMasVnrTypeMasVnrAreaExterQualExterCondFoundationBsmtQualBsmtCondBsmtExposureBsmtFinType1BsmtFinSF1BsmtFinType2BsmtFinSF2BsmtUnfSFTotalBsmtSFHeatingHeatingQCCentralAirElectricalFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrKitchenQualTotRmsAbvGrdFunctionalFireplacesGarageTypeGarageYrBltGarageFinishGarageCarsGarageAreaGarageQualGarageCondPavedDriveWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSaleTypeSaleConditionSalePriceMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
0160RL8450PaveRegLvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520032003GableCompShgVinylSdVinylSdBrkFace196.0GdTAPConcGdTANoGLQ706Unf0150856GasAExYSBrkr85685401710102131Gd8Typ0Attchd2003RFn2548TATAY0610000022008WDNormal2085003.01.03.03.00.04.00.05.02.02.00.05.01.01.012.013.01.02.04.02.02.04.04.02.06.01.00.01.04.02.06.01.02.05.05.02.08.04.0
1220RL9600PaveRegLvlAllPubFR2GtlVeenkerFeedrNorm1Fam1Story6819761976GableCompShgMetalSdMetalSdNone0.0TATACBlockGdTAGdALQ978Unf02841262GasAExYSBrkr1262001262012031TA6Typ1Attchd1976RFn2460TATAY29800000052007WDNormal1815003.01.03.03.00.02.00.024.01.02.00.02.01.01.08.08.02.03.04.01.02.04.01.00.06.01.00.01.04.03.06.01.02.05.05.02.08.04.0
2360RL11250PaveIR1LvlAllPubInsideGtlCollgCrNormNorm1Fam2Story7520012002GableCompShgVinylSdVinylSdBrkFace162.0GdTAPConcGdTAMnGLQ486Unf0434920GasAExYSBrkr92086601786102131Gd6Typ1Attchd2001RFn2608TATAY0420000092008WDNormal2235003.01.00.03.00.04.00.05.02.02.00.05.01.01.012.013.01.02.04.02.02.04.02.02.06.01.00.01.04.02.06.01.02.05.05.02.08.04.0
3470RL9550PaveIR1LvlAllPubCornerGtlCrawforNormNorm1Fam2Story7519151970GableCompShgWd SdngWd ShngNone0.0TATABrkTilTAGdNoALQ216Unf0540756GasAGdYSBrkr96175601717101031Gd7Typ1Detchd1998Unf3642TATAY035272000022006WDAbnorml1400003.01.00.03.00.00.00.06.02.02.00.05.01.01.013.015.02.03.04.00.04.01.04.00.06.01.02.01.04.02.06.05.03.05.05.02.08.00.0
4560RL14260PaveIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2Story8520002000GableCompShgVinylSdVinylSdBrkFace350.0GdTAPConcGdTAAvGLQ655Unf04901145GasAExYSBrkr1145105302198102141Gd9Typ1Attchd2000RFn3836TATAY1928400000122008WDNormal2500003.01.00.03.00.02.00.015.02.02.00.05.01.01.012.013.01.02.04.02.02.04.00.02.06.01.00.01.04.02.06.01.02.05.05.02.08.04.0
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotArea Street LotShape LandContour Utilities \\\n", + "0 1 60 RL 8450 Pave Reg Lvl AllPub \n", + "1 2 20 RL 9600 Pave Reg Lvl AllPub \n", + "2 3 60 RL 11250 Pave IR1 Lvl AllPub \n", + "3 4 70 RL 9550 Pave IR1 Lvl AllPub \n", + "4 5 60 RL 14260 Pave IR1 Lvl AllPub \n", + "\n", + " LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle \\\n", + "0 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "1 FR2 Gtl Veenker Feedr Norm 1Fam 1Story \n", + "2 Inside Gtl CollgCr Norm Norm 1Fam 2Story \n", + "3 Corner Gtl Crawfor Norm Norm 1Fam 2Story \n", + "4 FR2 Gtl NoRidge Norm Norm 1Fam 2Story \n", + "\n", + " OverallQual OverallCond YearBuilt YearRemodAdd RoofStyle RoofMatl \\\n", + "0 7 5 2003 2003 Gable CompShg \n", + "1 6 8 1976 1976 Gable CompShg \n", + "2 7 5 2001 2002 Gable CompShg \n", + "3 7 5 1915 1970 Gable CompShg \n", + "4 8 5 2000 2000 Gable CompShg \n", + "\n", + " Exterior1st Exterior2nd MasVnrType MasVnrArea ExterQual ExterCond \\\n", + "0 VinylSd VinylSd BrkFace 196.0 Gd TA \n", + "1 MetalSd MetalSd None 0.0 TA TA \n", + "2 VinylSd VinylSd BrkFace 162.0 Gd TA \n", + "3 Wd Sdng Wd Shng None 0.0 TA TA \n", + "4 VinylSd VinylSd BrkFace 350.0 Gd TA \n", + "\n", + " Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinSF1 \\\n", + "0 PConc Gd TA No GLQ 706 \n", + "1 CBlock Gd TA Gd ALQ 978 \n", + "2 PConc Gd TA Mn GLQ 486 \n", + "3 BrkTil TA Gd No ALQ 216 \n", + "4 PConc Gd TA Av GLQ 655 \n", + "\n", + " BsmtFinType2 BsmtFinSF2 BsmtUnfSF TotalBsmtSF Heating HeatingQC \\\n", + "0 Unf 0 150 856 GasA Ex \n", + "1 Unf 0 284 1262 GasA Ex \n", + "2 Unf 0 434 920 GasA Ex \n", + "3 Unf 0 540 756 GasA Gd \n", + "4 Unf 0 490 1145 GasA Ex \n", + "\n", + " CentralAir Electrical FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "0 Y SBrkr 856 854 0 1710 \n", + "1 Y SBrkr 1262 0 0 1262 \n", + "2 Y SBrkr 920 866 0 1786 \n", + "3 Y SBrkr 961 756 0 1717 \n", + "4 Y SBrkr 1145 1053 0 2198 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr \\\n", + "0 1 0 2 1 3 1 \n", + "1 0 1 2 0 3 1 \n", + "2 1 0 2 1 3 1 \n", + "3 1 0 1 0 3 1 \n", + "4 1 0 2 1 4 1 \n", + "\n", + " KitchenQual TotRmsAbvGrd Functional Fireplaces GarageType GarageYrBlt \\\n", + "0 Gd 8 Typ 0 Attchd 2003 \n", + "1 TA 6 Typ 1 Attchd 1976 \n", + "2 Gd 6 Typ 1 Attchd 2001 \n", + "3 Gd 7 Typ 1 Detchd 1998 \n", + "4 Gd 9 Typ 1 Attchd 2000 \n", + "\n", + " GarageFinish GarageCars GarageArea GarageQual GarageCond PavedDrive \\\n", + "0 RFn 2 548 TA TA Y \n", + "1 RFn 2 460 TA TA Y \n", + "2 RFn 2 608 TA TA Y \n", + "3 Unf 3 642 TA TA Y \n", + "4 RFn 3 836 TA TA Y \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch ScreenPorch \\\n", + "0 0 61 0 0 0 \n", + "1 298 0 0 0 0 \n", + "2 0 42 0 0 0 \n", + "3 0 35 272 0 0 \n", + "4 192 84 0 0 0 \n", + "\n", + " PoolArea MiscVal MoSold YrSold SaleType SaleCondition SalePrice \\\n", + "0 0 0 2 2008 WD Normal 208500 \n", + "1 0 0 5 2007 WD Normal 181500 \n", + "2 0 0 9 2008 WD Normal 223500 \n", + "3 0 0 2 2006 WD Abnorml 140000 \n", + "4 0 0 12 2008 WD Normal 250000 \n", + "\n", + " MSZoning_code Street_code LotShape_code LandContour_code \\\n", + "0 3.0 1.0 3.0 3.0 \n", + "1 3.0 1.0 3.0 3.0 \n", + "2 3.0 1.0 0.0 3.0 \n", + "3 3.0 1.0 0.0 3.0 \n", + "4 3.0 1.0 0.0 3.0 \n", + "\n", + " Utilities_code LotConfig_code LandSlope_code Neighborhood_code \\\n", + "0 0.0 4.0 0.0 5.0 \n", + "1 0.0 2.0 0.0 24.0 \n", + "2 0.0 4.0 0.0 5.0 \n", + "3 0.0 0.0 0.0 6.0 \n", + "4 0.0 2.0 0.0 15.0 \n", + "\n", + " Condition1_code Condition2_code BldgType_code HouseStyle_code \\\n", + "0 2.0 2.0 0.0 5.0 \n", + "1 1.0 2.0 0.0 2.0 \n", + "2 2.0 2.0 0.0 5.0 \n", + "3 2.0 2.0 0.0 5.0 \n", + "4 2.0 2.0 0.0 5.0 \n", + "\n", + " RoofStyle_code RoofMatl_code Exterior1st_code Exterior2nd_code \\\n", + "0 1.0 1.0 12.0 13.0 \n", + "1 1.0 1.0 8.0 8.0 \n", + "2 1.0 1.0 12.0 13.0 \n", + "3 1.0 1.0 13.0 15.0 \n", + "4 1.0 1.0 12.0 13.0 \n", + "\n", + " MasVnrType_code ExterQual_code ExterCond_code Foundation_code \\\n", + "0 1.0 2.0 4.0 2.0 \n", + "1 2.0 3.0 4.0 1.0 \n", + "2 1.0 2.0 4.0 2.0 \n", + "3 2.0 3.0 4.0 0.0 \n", + "4 1.0 2.0 4.0 2.0 \n", + "\n", + " BsmtQual_code BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", + "0 2.0 4.0 4.0 2.0 \n", + "1 2.0 4.0 1.0 0.0 \n", + "2 2.0 4.0 2.0 2.0 \n", + "3 4.0 1.0 4.0 0.0 \n", + "4 2.0 4.0 0.0 2.0 \n", + "\n", + " BsmtFinType2_code Heating_code HeatingQC_code CentralAir_code \\\n", + "0 6.0 1.0 0.0 1.0 \n", + "1 6.0 1.0 0.0 1.0 \n", + "2 6.0 1.0 0.0 1.0 \n", + "3 6.0 1.0 2.0 1.0 \n", + "4 6.0 1.0 0.0 1.0 \n", + "\n", + " Electrical_code KitchenQual_code Functional_code GarageType_code \\\n", + "0 4.0 2.0 6.0 1.0 \n", + "1 4.0 3.0 6.0 1.0 \n", + "2 4.0 2.0 6.0 1.0 \n", + "3 4.0 2.0 6.0 5.0 \n", + "4 4.0 2.0 6.0 1.0 \n", + "\n", + " GarageFinish_code GarageQual_code GarageCond_code PavedDrive_code \\\n", + "0 2.0 5.0 5.0 2.0 \n", + "1 2.0 5.0 5.0 2.0 \n", + "2 2.0 5.0 5.0 2.0 \n", + "3 3.0 5.0 5.0 2.0 \n", + "4 2.0 5.0 5.0 2.0 \n", + "\n", + " SaleType_code SaleCondition_code \n", + "0 8.0 4.0 \n", + "1 8.0 4.0 \n", + "2 8.0 4.0 \n", + "3 8.0 0.0 \n", + "4 8.0 4.0 " + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visualización" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Primero revisaremos como se distribuyen los datos en cuanto al precio y la zona de la casa\n", + "\n", + "#Construimos primeramente el plot que queremos para hacer las gráficas.\n", + "sns.set(context ='paper', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "#Seleccionamos hacer un boxplot con la zona en el eje X y el precio en el eje Y\n", + "ax = sns.boxplot(x = data['MSZoning'], y = data['SalePrice'])\n", + "\n", + "#Creamos los nombres de los ejes y de la gráfica\n", + "ax.set_title('Distribución del precio de las casas por el tipo de zona')\n", + "ax.set(xlabel = 'Tipo de zona', ylabel = \"Precio en USD\")\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels());\n", + "#Con el ax.get_xticklabels() va y busca los ejes que ya definimos previamente" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que los precios de las casas se comportan de manera diferente según la zona. \n", + "#Para las casas en la zona FV: Floating Village Residential, los precios tienden a ser los más altos.\n", + "#Para las casas en la zona C: Commercial, los precios tienden a ser los más bajos." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver la relación que hay entre Utilities: Type of utilities available y el precio de la casa\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['Utilities'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de las casas por tipo de servicios que tiene')\n", + "ax.set(xlabel='Servicios', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AllPub 1459\n", + "NoSeWa 1\n", + "Name: Utilities, dtype: int64" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Observamos que practicamente la totalidad de las casas cuentan con todos los servicios.\n", + "#Verificamos esta información\n", + "data.Utilities.value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo a la condición general de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['OverallCond'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo a la condición de la casa')\n", + "ax.set(xlabel='Condición de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos una ligera tendencia a que los precios sean mayores entre mejor condición tenga la casa" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al número de cuartos de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['BedroomAbvGr'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo al número de cuartos de la casa')\n", + "ax.set(xlabel='Cuartos de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Observamos que no hay una relación clara entre los precios de la casa y el número de cuartos.\n", + "#Obtamos por ver en un scatterplot como se ven los precios y el número de cuartos\n", + "sns.scatterplot(x ='SalePrice', y ='BedroomAbvGr', data = data);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al tamaño de la alberca de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['PoolArea'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de la casa de acuerdo al área de la alberca')\n", + "ax.set(xlabel='Área de la alberca', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "#Obervamos que practicamente ninguna casa tiene albercca, por lo que no es un factor que influya tanto en nuestro análisis." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Podemos hacer un histograma para revisar la distribución de la información\n", + "sns.set(context = 'talk', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.histplot(x = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución de las casas de acuerdo al precio')\n", + "ax.set(xlabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [], + "source": [ + "# Observamos que el número de casas se distribuye aparentemente con normalidad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Análisis estadístico" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSalePriceMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
count1460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.000000
mean730.50000056.89726010516.8280826.0993155.5753421971.2678081984.865753103.117123443.63972646.549315567.2404111057.4294521162.626712346.9924665.8445211515.4636990.4253420.0575341.5650680.3828772.8664381.0465756.5178080.6130141.767123472.98013794.24452146.66027421.9541103.40958915.0609592.75890443.4890416.3219182007.815753180921.1958903.0287670.9958901.9424662.7773970.0006853.0191780.06232912.2513702.0315072.0082190.4931513.0383561.4102741.0753429.62465810.3397261.7623292.5397263.7335621.3965752.7246583.6910962.9369863.1500005.5869861.0363011.5383560.9349323.6794522.3397265.7493152.4856161.8767124.7164384.7630141.8561647.5130143.770548
std421.61000942.3005719981.2649321.3829971.11279930.20290420.645407180.731373456.098091161.319273441.866955438.705324386.587738436.52843648.623081525.4803830.5189110.2387530.5509160.5028850.8157780.2203381.6253930.6446660.747315213.804841125.33879466.25602861.11914929.31733155.75741540.177307496.1230242.7036261.32809579442.5028830.6320170.0639961.4091560.7076660.0261711.6226340.2762326.0137350.8685150.2590401.1982771.9113050.8349980.5991273.1976593.5405700.6142740.6939950.7318070.7223941.2786300.9496161.5677972.2515171.2008540.2951241.7395240.2467311.0556750.8301610.9796591.9332061.1916460.8987870.8026700.4965921.5521001.100854
min1.00000020.0000001300.0000001.0000001.0000001872.0000001950.0000000.0000000.0000000.0000000.0000000.000000334.0000000.0000000.000000334.0000000.0000000.0000000.0000000.0000000.0000000.0000002.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000001.0000002006.00000034900.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
25%365.75000020.0000007553.5000005.0000005.0000001954.0000001967.0000000.0000000.0000000.000000223.000000795.750000882.0000000.0000000.0000001129.5000000.0000000.0000001.0000000.0000002.0000001.0000005.0000000.0000001.000000334.5000000.0000000.0000000.0000000.0000000.0000000.0000000.0000005.0000002007.000000129975.0000003.0000001.0000000.0000003.0000000.0000002.0000000.0000007.0000002.0000002.0000000.0000002.0000001.0000001.0000008.0000008.0000001.0000002.0000004.0000001.0000002.0000004.0000002.0000001.0000006.0000001.0000000.0000001.0000004.0000002.0000006.0000001.0000001.0000005.0000005.0000002.0000008.0000004.000000
50%730.50000050.0000009478.5000006.0000005.0000001973.0000001994.0000000.000000383.5000000.000000477.500000991.5000001087.0000000.0000000.0000001464.0000000.0000000.0000002.0000000.0000003.0000001.0000006.0000001.0000002.000000480.0000000.00000025.0000000.0000000.0000000.0000000.0000000.0000006.0000002008.000000163000.0000003.0000001.0000003.0000003.0000000.0000004.0000000.00000012.0000002.0000002.0000000.0000002.0000001.0000001.00000012.00000013.0000002.0000003.0000004.0000001.0000002.0000004.0000004.0000002.0000006.0000001.0000000.0000001.0000004.0000003.0000006.0000001.0000002.0000005.0000005.0000002.0000008.0000004.000000
75%1095.25000070.00000011601.5000007.0000006.0000002000.0000002004.000000164.250000712.2500000.000000808.0000001298.2500001391.250000728.0000000.0000001776.7500001.0000000.0000002.0000001.0000003.0000001.0000007.0000001.0000002.000000576.000000168.00000068.0000000.0000000.0000000.0000000.0000000.0000008.0000002009.000000214000.0000003.0000001.0000003.0000003.0000000.0000004.0000000.00000017.0000002.0000002.0000000.0000005.0000001.0000001.00000012.00000013.0000002.0000003.0000004.0000002.0000004.0000004.0000004.0000006.0000006.0000001.0000004.0000001.0000004.0000003.0000006.0000005.0000003.0000005.0000005.0000002.0000008.0000004.000000
max1460.000000190.000000215245.00000010.0000009.0000002010.0000002010.0000001600.0000005644.0000001474.0000002336.0000006110.0000004692.0000002065.000000572.0000005642.0000003.0000002.0000003.0000002.0000008.0000003.00000014.0000003.0000004.0000001418.000000857.000000547.000000552.000000508.000000480.000000738.00000015500.00000012.0000002010.000000755000.0000004.0000001.0000003.0000003.0000001.0000004.0000002.00000024.0000008.0000007.0000004.0000007.0000005.0000007.00000014.00000015.0000003.0000003.0000004.0000005.0000004.0000004.0000004.0000006.0000006.0000005.0000004.0000001.0000004.0000003.0000006.0000006.0000003.0000005.0000005.0000002.0000008.0000005.000000
\n", + "
" + ], + "text/plain": [ + " Id MSSubClass LotArea OverallQual OverallCond \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 730.500000 56.897260 10516.828082 6.099315 5.575342 \n", + "std 421.610009 42.300571 9981.264932 1.382997 1.112799 \n", + "min 1.000000 20.000000 1300.000000 1.000000 1.000000 \n", + "25% 365.750000 20.000000 7553.500000 5.000000 5.000000 \n", + "50% 730.500000 50.000000 9478.500000 6.000000 5.000000 \n", + "75% 1095.250000 70.000000 11601.500000 7.000000 6.000000 \n", + "max 1460.000000 190.000000 215245.000000 10.000000 9.000000 \n", + "\n", + " YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 1971.267808 1984.865753 103.117123 443.639726 46.549315 \n", + "std 30.202904 20.645407 180.731373 456.098091 161.319273 \n", + "min 1872.000000 1950.000000 0.000000 0.000000 0.000000 \n", + "25% 1954.000000 1967.000000 0.000000 0.000000 0.000000 \n", + "50% 1973.000000 1994.000000 0.000000 383.500000 0.000000 \n", + "75% 2000.000000 2004.000000 164.250000 712.250000 0.000000 \n", + "max 2010.000000 2010.000000 1600.000000 5644.000000 1474.000000 \n", + "\n", + " BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 567.240411 1057.429452 1162.626712 346.992466 5.844521 \n", + "std 441.866955 438.705324 386.587738 436.528436 48.623081 \n", + "min 0.000000 0.000000 334.000000 0.000000 0.000000 \n", + "25% 223.000000 795.750000 882.000000 0.000000 0.000000 \n", + "50% 477.500000 991.500000 1087.000000 0.000000 0.000000 \n", + "75% 808.000000 1298.250000 1391.250000 728.000000 0.000000 \n", + "max 2336.000000 6110.000000 4692.000000 2065.000000 572.000000 \n", + "\n", + " GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 1515.463699 0.425342 0.057534 1.565068 0.382877 \n", + "std 525.480383 0.518911 0.238753 0.550916 0.502885 \n", + "min 334.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1129.500000 0.000000 0.000000 1.000000 0.000000 \n", + "50% 1464.000000 0.000000 0.000000 2.000000 0.000000 \n", + "75% 1776.750000 1.000000 0.000000 2.000000 1.000000 \n", + "max 5642.000000 3.000000 2.000000 3.000000 2.000000 \n", + "\n", + " BedroomAbvGr KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.866438 1.046575 6.517808 0.613014 1.767123 \n", + "std 0.815778 0.220338 1.625393 0.644666 0.747315 \n", + "min 0.000000 0.000000 2.000000 0.000000 0.000000 \n", + "25% 2.000000 1.000000 5.000000 0.000000 1.000000 \n", + "50% 3.000000 1.000000 6.000000 1.000000 2.000000 \n", + "75% 3.000000 1.000000 7.000000 1.000000 2.000000 \n", + "max 8.000000 3.000000 14.000000 3.000000 4.000000 \n", + "\n", + " GarageArea WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 472.980137 94.244521 46.660274 21.954110 3.409589 \n", + "std 213.804841 125.338794 66.256028 61.119149 29.317331 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 334.500000 0.000000 0.000000 0.000000 0.000000 \n", + "50% 480.000000 0.000000 25.000000 0.000000 0.000000 \n", + "75% 576.000000 168.000000 68.000000 0.000000 0.000000 \n", + "max 1418.000000 857.000000 547.000000 552.000000 508.000000 \n", + "\n", + " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 15.060959 2.758904 43.489041 6.321918 2007.815753 \n", + "std 55.757415 40.177307 496.123024 2.703626 1.328095 \n", + "min 0.000000 0.000000 0.000000 1.000000 2006.000000 \n", + "25% 0.000000 0.000000 0.000000 5.000000 2007.000000 \n", + "50% 0.000000 0.000000 0.000000 6.000000 2008.000000 \n", + "75% 0.000000 0.000000 0.000000 8.000000 2009.000000 \n", + "max 480.000000 738.000000 15500.000000 12.000000 2010.000000 \n", + "\n", + " SalePrice MSZoning_code Street_code LotShape_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 180921.195890 3.028767 0.995890 1.942466 \n", + "std 79442.502883 0.632017 0.063996 1.409156 \n", + "min 34900.000000 0.000000 0.000000 0.000000 \n", + "25% 129975.000000 3.000000 1.000000 0.000000 \n", + "50% 163000.000000 3.000000 1.000000 3.000000 \n", + "75% 214000.000000 3.000000 1.000000 3.000000 \n", + "max 755000.000000 4.000000 1.000000 3.000000 \n", + "\n", + " LandContour_code Utilities_code LotConfig_code LandSlope_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.777397 0.000685 3.019178 0.062329 \n", + "std 0.707666 0.026171 1.622634 0.276232 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 3.000000 0.000000 2.000000 0.000000 \n", + "50% 3.000000 0.000000 4.000000 0.000000 \n", + "75% 3.000000 0.000000 4.000000 0.000000 \n", + "max 3.000000 1.000000 4.000000 2.000000 \n", + "\n", + " Neighborhood_code Condition1_code Condition2_code BldgType_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 12.251370 2.031507 2.008219 0.493151 \n", + "std 6.013735 0.868515 0.259040 1.198277 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 7.000000 2.000000 2.000000 0.000000 \n", + "50% 12.000000 2.000000 2.000000 0.000000 \n", + "75% 17.000000 2.000000 2.000000 0.000000 \n", + "max 24.000000 8.000000 7.000000 4.000000 \n", + "\n", + " HouseStyle_code RoofStyle_code RoofMatl_code Exterior1st_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 3.038356 1.410274 1.075342 9.624658 \n", + "std 1.911305 0.834998 0.599127 3.197659 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 2.000000 1.000000 1.000000 8.000000 \n", + "50% 2.000000 1.000000 1.000000 12.000000 \n", + "75% 5.000000 1.000000 1.000000 12.000000 \n", + "max 7.000000 5.000000 7.000000 14.000000 \n", + "\n", + " Exterior2nd_code MasVnrType_code ExterQual_code ExterCond_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 10.339726 1.762329 2.539726 3.733562 \n", + "std 3.540570 0.614274 0.693995 0.731807 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 8.000000 1.000000 2.000000 4.000000 \n", + "50% 13.000000 2.000000 3.000000 4.000000 \n", + "75% 13.000000 2.000000 3.000000 4.000000 \n", + "max 15.000000 3.000000 3.000000 4.000000 \n", + "\n", + " Foundation_code BsmtQual_code BsmtCond_code BsmtExposure_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 1.396575 2.724658 3.691096 2.936986 \n", + "std 0.722394 1.278630 0.949616 1.567797 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 2.000000 4.000000 2.000000 \n", + "50% 1.000000 2.000000 4.000000 4.000000 \n", + "75% 2.000000 4.000000 4.000000 4.000000 \n", + "max 5.000000 4.000000 4.000000 4.000000 \n", + "\n", + " BsmtFinType1_code BsmtFinType2_code Heating_code HeatingQC_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 3.150000 5.586986 1.036301 1.538356 \n", + "std 2.251517 1.200854 0.295124 1.739524 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 6.000000 1.000000 0.000000 \n", + "50% 2.000000 6.000000 1.000000 0.000000 \n", + "75% 6.000000 6.000000 1.000000 4.000000 \n", + "max 6.000000 6.000000 5.000000 4.000000 \n", + "\n", + " CentralAir_code Electrical_code KitchenQual_code Functional_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 0.934932 3.679452 2.339726 5.749315 \n", + "std 0.246731 1.055675 0.830161 0.979659 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 4.000000 2.000000 6.000000 \n", + "50% 1.000000 4.000000 3.000000 6.000000 \n", + "75% 1.000000 4.000000 3.000000 6.000000 \n", + "max 1.000000 4.000000 3.000000 6.000000 \n", + "\n", + " GarageType_code GarageFinish_code GarageQual_code GarageCond_code \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 2.485616 1.876712 4.716438 4.763014 \n", + "std 1.933206 1.191646 0.898787 0.802670 \n", + "min 0.000000 0.000000 0.000000 0.000000 \n", + "25% 1.000000 1.000000 5.000000 5.000000 \n", + "50% 1.000000 2.000000 5.000000 5.000000 \n", + "75% 5.000000 3.000000 5.000000 5.000000 \n", + "max 6.000000 3.000000 5.000000 5.000000 \n", + "\n", + " PavedDrive_code SaleType_code SaleCondition_code \n", + "count 1460.000000 1460.000000 1460.000000 \n", + "mean 1.856164 7.513014 3.770548 \n", + "std 0.496592 1.552100 1.100854 \n", + "min 0.000000 0.000000 0.000000 \n", + "25% 2.000000 8.000000 4.000000 \n", + "50% 2.000000 8.000000 4.000000 \n", + "75% 2.000000 8.000000 4.000000 \n", + "max 2.000000 8.000000 5.000000 " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Primero vemos la drescripción estadística de los datos numéricos.\n", + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Podemos crear un heatmap para revisar las correlaciones entre las variables.\n", + "data_corr = data.corr()\n", + "\n", + "mask = np.zeros_like(data.corr(),dtype = np.bool)\n", + "mask[np.triu_indices_from(mask)] = True\n", + "plt.subplots(figsize = (60,40))\n", + "cmap = sns.diverging_palette(6, 255,as_cmap = True)\n", + "sns.heatmap(data_corr, mask = mask, cmap = cmap, annot = True);" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SalePrice
ExterQual_code-0.636884
BsmtQual_code-0.593734
KitchenQual_code-0.589189
GarageFinish_code-0.425684
GarageType_code-0.415283
HeatingQC_code-0.400178
BsmtExposure_code-0.294589
LotShape_code-0.255580
MSZoning_code-0.166872
KitchenAbvGr-0.135907
EnclosedPorch-0.128578
Heating_code-0.098812
BsmtFinType1_code-0.098734
BldgType_code-0.085591
MSSubClass-0.084284
OverallCond-0.077856
LotConfig_code-0.067396
SaleType_code-0.054911
YrSold-0.028923
LowQualFinSF-0.025606
Id-0.021917
MiscVal-0.021190
BsmtHalfBath-0.016844
Utilities_code-0.014314
BsmtFinSF2-0.011378
Condition2_code0.007513
LandContour_code0.015453
MasVnrType_code0.018216
Street_code0.041036
ThirdSsnPorch0.044584
MoSold0.046432
LandSlope_code0.051152
BsmtFinType2_code0.072717
Condition1_code0.091155
BsmtCond_code0.091503
PoolArea0.092404
Exterior1st_code0.103551
Exterior2nd_code0.103766
ScreenPorch0.111447
Functional_code0.115328
ExterCond_code0.117303
RoofMatl_code0.132383
BedroomAbvGr0.168213
HouseStyle_code0.180163
GarageQual_code0.205963
Neighborhood_code0.210851
SaleCondition_code0.213092
BsmtUnfSF0.214479
RoofStyle_code0.222405
BsmtFullBath0.227122
PavedDrive_code0.231357
Electrical_code0.234410
GarageCond_code0.246705
CentralAir_code0.251328
LotArea0.263843
HalfBath0.284108
OpenPorchSF0.315856
SecondFlrSF0.319334
WoodDeckSF0.324413
Foundation_code0.382479
BsmtFinSF10.386420
Fireplaces0.466929
MasVnrArea0.472614
YearRemodAdd0.507101
YearBuilt0.522897
TotRmsAbvGrd0.533723
FullBath0.560664
FirstFlrSF0.605852
TotalBsmtSF0.613581
GarageArea0.623431
GarageCars0.640409
GrLivArea0.708624
OverallQual0.790982
SalePrice1.000000
\n", + "
" + ], + "text/plain": [ + " SalePrice\n", + "ExterQual_code -0.636884\n", + "BsmtQual_code -0.593734\n", + "KitchenQual_code -0.589189\n", + "GarageFinish_code -0.425684\n", + "GarageType_code -0.415283\n", + "HeatingQC_code -0.400178\n", + "BsmtExposure_code -0.294589\n", + "LotShape_code -0.255580\n", + "MSZoning_code -0.166872\n", + "KitchenAbvGr -0.135907\n", + "EnclosedPorch -0.128578\n", + "Heating_code -0.098812\n", + "BsmtFinType1_code -0.098734\n", + "BldgType_code -0.085591\n", + "MSSubClass -0.084284\n", + "OverallCond -0.077856\n", + "LotConfig_code -0.067396\n", + "SaleType_code -0.054911\n", + "YrSold -0.028923\n", + "LowQualFinSF -0.025606\n", + "Id -0.021917\n", + "MiscVal -0.021190\n", + "BsmtHalfBath -0.016844\n", + "Utilities_code -0.014314\n", + "BsmtFinSF2 -0.011378\n", + "Condition2_code 0.007513\n", + "LandContour_code 0.015453\n", + "MasVnrType_code 0.018216\n", + "Street_code 0.041036\n", + "ThirdSsnPorch 0.044584\n", + "MoSold 0.046432\n", + "LandSlope_code 0.051152\n", + "BsmtFinType2_code 0.072717\n", + "Condition1_code 0.091155\n", + "BsmtCond_code 0.091503\n", + "PoolArea 0.092404\n", + "Exterior1st_code 0.103551\n", + "Exterior2nd_code 0.103766\n", + "ScreenPorch 0.111447\n", + "Functional_code 0.115328\n", + "ExterCond_code 0.117303\n", + "RoofMatl_code 0.132383\n", + "BedroomAbvGr 0.168213\n", + "HouseStyle_code 0.180163\n", + "GarageQual_code 0.205963\n", + "Neighborhood_code 0.210851\n", + "SaleCondition_code 0.213092\n", + "BsmtUnfSF 0.214479\n", + "RoofStyle_code 0.222405\n", + "BsmtFullBath 0.227122\n", + "PavedDrive_code 0.231357\n", + "Electrical_code 0.234410\n", + "GarageCond_code 0.246705\n", + "CentralAir_code 0.251328\n", + "LotArea 0.263843\n", + "HalfBath 0.284108\n", + "OpenPorchSF 0.315856\n", + "SecondFlrSF 0.319334\n", + "WoodDeckSF 0.324413\n", + "Foundation_code 0.382479\n", + "BsmtFinSF1 0.386420\n", + "Fireplaces 0.466929\n", + "MasVnrArea 0.472614\n", + "YearRemodAdd 0.507101\n", + "YearBuilt 0.522897\n", + "TotRmsAbvGrd 0.533723\n", + "FullBath 0.560664\n", + "FirstFlrSF 0.605852\n", + "TotalBsmtSF 0.613581\n", + "GarageArea 0.623431\n", + "GarageCars 0.640409\n", + "GrLivArea 0.708624\n", + "OverallQual 0.790982\n", + "SalePrice 1.000000" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Como son muchas variables, no se aprecia correctamente la gráfica, por lo que analizaremos la tabla\n", + "saleprice_corr = data_corr[35:36].transpose()\n", + "saleprice_corr.sort_values('SalePrice')" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que las variables numéricas con mayor relación (.60 o más) con el precio de las casas son:\n", + "#OverallQual, GrLivArea, GarageCars, ExterQual_code, GarageArea, TotalBsmtSF, 1stFlorSF\n", + "\n", + "#Podríamos ver como se relacionan todas las demás variables entre sí." + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.847
Model: OLS Adj. R-squared: 0.840
Method: Least Squares F-statistic: 110.2
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00
Time: 17:00:49 Log-Likelihood: -17172.
No. Observations: 1460 AIC: 3.449e+04
Df Residuals: 1389 BIC: 3.486e+04
Df Model: 70
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err t P>|t| [0.025 0.975]
const 1.907e+06 1.33e+06 1.439 0.150 -6.92e+05 4.51e+06
MSSubClass -120.3786 45.330 -2.656 0.008 -209.301 -31.456
LotArea 0.3514 0.106 3.329 0.001 0.144 0.559
OverallQual 1.164e+04 1185.110 9.824 0.000 9317.280 1.4e+04
OverallCond 4662.8128 1039.481 4.486 0.000 2623.691 6701.934
YearBuilt 189.9926 74.415 2.553 0.011 44.014 335.971
YearRemodAdd 25.7523 66.512 0.387 0.699 -104.723 156.228
MasVnrArea 32.0790 6.096 5.262 0.000 20.121 44.037
BsmtFinSF1 4.0473 2.927 1.383 0.167 -1.695 9.789
BsmtFinSF2 6.1194 5.823 1.051 0.294 -5.304 17.543
BsmtUnfSF -3.0563 2.963 -1.032 0.302 -8.868 2.756
TotalBsmtSF 7.1105 3.385 2.101 0.036 0.470 13.751
FirstFlrSF 18.8457 5.886 3.202 0.001 7.299 30.393
SecondFlrSF 19.3529 5.390 3.590 0.000 8.779 29.926
LowQualFinSF -12.2375 13.818 -0.886 0.376 -39.344 14.869
GrLivArea 25.9611 5.408 4.800 0.000 15.352 36.570
BsmtFullBath 7297.2277 2454.929 2.972 0.003 2481.460 1.21e+04
BsmtHalfBath 2023.5321 3863.762 0.524 0.601 -5555.907 9602.971
FullBath 4040.8444 2678.618 1.509 0.132 -1213.730 9295.418
HalfBath 310.0593 2540.180 0.122 0.903 -4672.944 5293.062
BedroomAbvGr -4109.9384 1666.649 -2.466 0.014 -7379.360 -840.517
KitchenAbvGr -1.321e+04 4991.517 -2.647 0.008 -2.3e+04 -3422.067
TotRmsAbvGrd 3467.9144 1170.803 2.962 0.003 1171.182 5764.647
Fireplaces 4735.2315 1674.752 2.827 0.005 1449.915 8020.548
GarageCars 1.131e+04 2707.548 4.178 0.000 6000.589 1.66e+04
GarageArea -3.5063 9.316 -0.376 0.707 -21.782 14.769
WoodDeckSF 19.4581 7.487 2.599 0.009 4.771 34.146
OpenPorchSF -13.8476 14.278 -0.970 0.332 -41.856 14.160
EnclosedPorch 5.8579 15.644 0.374 0.708 -24.830 36.546
ThirdSsnPorch 26.1607 29.102 0.899 0.369 -30.928 83.249
ScreenPorch 48.9570 16.094 3.042 0.002 17.386 80.528
PoolArea -25.0306 21.983 -1.139 0.255 -68.154 18.092
MiscVal -0.5161 1.741 -0.296 0.767 -3.932 2.900
MoSold -190.2439 319.361 -0.596 0.551 -816.725 436.237
YrSold -1171.0201 655.000 -1.788 0.074 -2455.916 113.876
MSZoning_code -824.3821 1515.461 -0.544 0.587 -3797.221 2148.457
Street_code 3.071e+04 1.4e+04 2.199 0.028 3312.232 5.81e+04
LotShape_code -896.5077 661.024 -1.356 0.175 -2193.221 400.206
LandContour_code 3512.8321 1345.146 2.611 0.009 874.096 6151.569
Utilities_code -5.028e+04 3.33e+04 -1.509 0.132 -1.16e+05 1.51e+04
LotConfig_code 136.5790 543.622 0.251 0.802 -929.830 1202.988
LandSlope_code 6008.1189 3832.441 1.568 0.117 -1509.878 1.35e+04
Neighborhood_code 428.7728 155.346 2.760 0.006 124.035 733.511
Condition1_code -606.5489 1014.084 -0.598 0.550 -2595.850 1382.752
Condition2_code -8851.9271 3362.032 -2.633 0.009 -1.54e+04 -2256.718
BldgType_code -1651.3088 1480.517 -1.115 0.265 -4555.600 1252.982
HouseStyle_code -1402.4997 652.683 -2.149 0.032 -2682.851 -122.149
RoofStyle_code 2312.0974 1126.033 2.053 0.040 103.188 4521.007
RoofMatl_code 4417.7452 1507.300 2.931 0.003 1460.915 7374.575
Exterior1st_code -864.8324 522.288 -1.656 0.098 -1889.391 159.726
Exterior2nd_code 224.2009 472.246 0.475 0.635 -702.191 1150.593
MasVnrType_code 4665.2768 1586.215 2.941 0.003 1553.641 7776.913
ExterQual_code -9434.4356 1963.414 -4.805 0.000 -1.33e+04 -5582.859
ExterCond_code 448.3312 1255.748 0.357 0.721 -2015.036 2911.698
Foundation_code 1233.3653 1652.395 0.746 0.456 -2008.094 4474.824
BsmtQual_code -3985.3784 1031.392 -3.864 0.000 -6008.633 -1962.124
BsmtCond_code 1435.1942 968.787 1.481 0.139 -465.250 3335.638
BsmtExposure_code -2894.8150 649.324 -4.458 0.000 -4168.577 -1621.053
BsmtFinType1_code -830.4698 518.393 -1.602 0.109 -1847.388 186.449
BsmtFinType2_code 637.3147 1050.303 0.607 0.544 -1423.037 2697.666
Heating_code -2831.3844 3214.249 -0.881 0.379 -9136.691 3473.922
HeatingQC_code -634.2559 613.097 -1.035 0.301 -1836.952 568.440
CentralAir_code 335.7301 4480.521 0.075 0.940 -8453.588 9125.048
Electrical_code -623.1140 913.430 -0.682 0.495 -2414.966 1168.738
KitchenQual_code -8811.5307 1434.485 -6.143 0.000 -1.16e+04 -5997.539
Functional_code 3875.8711 946.128 4.097 0.000 2019.877 5731.865
GarageType_code 1264.3814 597.609 2.116 0.035 92.067 2436.696
GarageFinish_code -1533.6269 887.232 -1.729 0.084 -3274.087 206.833
GarageQual_code -898.8956 1299.522 -0.692 0.489 -3448.134 1650.342
GarageCond_code 477.7333 1453.821 0.329 0.743 -2374.188 3329.655
PavedDrive_code 2020.0597 2059.319 0.981 0.327 -2019.651 6059.771
SaleType_code -636.7006 576.441 -1.105 0.270 -1767.490 494.089
SaleCondition_code 2624.5734 827.902 3.170 0.002 1000.500 4248.646
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Omnibus: 752.220 Durbin-Watson: 1.945
Prob(Omnibus): 0.000 Jarque-Bera (JB): 139860.315
Skew: -1.283 Prob(JB): 0.00
Kurtosis: 50.880 Cond. No. 1.31e+16


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.87e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.847\n", + "Model: OLS Adj. R-squared: 0.840\n", + "Method: Least Squares F-statistic: 110.2\n", + "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 17:00:49 Log-Likelihood: -17172.\n", + "No. Observations: 1460 AIC: 3.449e+04\n", + "Df Residuals: 1389 BIC: 3.486e+04\n", + "Df Model: 70 \n", + "Covariance Type: nonrobust \n", + "======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------\n", + "const 1.907e+06 1.33e+06 1.439 0.150 -6.92e+05 4.51e+06\n", + "MSSubClass -120.3786 45.330 -2.656 0.008 -209.301 -31.456\n", + "LotArea 0.3514 0.106 3.329 0.001 0.144 0.559\n", + "OverallQual 1.164e+04 1185.110 9.824 0.000 9317.280 1.4e+04\n", + "OverallCond 4662.8128 1039.481 4.486 0.000 2623.691 6701.934\n", + "YearBuilt 189.9926 74.415 2.553 0.011 44.014 335.971\n", + "YearRemodAdd 25.7523 66.512 0.387 0.699 -104.723 156.228\n", + "MasVnrArea 32.0790 6.096 5.262 0.000 20.121 44.037\n", + "BsmtFinSF1 4.0473 2.927 1.383 0.167 -1.695 9.789\n", + "BsmtFinSF2 6.1194 5.823 1.051 0.294 -5.304 17.543\n", + "BsmtUnfSF -3.0563 2.963 -1.032 0.302 -8.868 2.756\n", + "TotalBsmtSF 7.1105 3.385 2.101 0.036 0.470 13.751\n", + "FirstFlrSF 18.8457 5.886 3.202 0.001 7.299 30.393\n", + "SecondFlrSF 19.3529 5.390 3.590 0.000 8.779 29.926\n", + "LowQualFinSF -12.2375 13.818 -0.886 0.376 -39.344 14.869\n", + "GrLivArea 25.9611 5.408 4.800 0.000 15.352 36.570\n", + "BsmtFullBath 7297.2277 2454.929 2.972 0.003 2481.460 1.21e+04\n", + "BsmtHalfBath 2023.5321 3863.762 0.524 0.601 -5555.907 9602.971\n", + "FullBath 4040.8444 2678.618 1.509 0.132 -1213.730 9295.418\n", + "HalfBath 310.0593 2540.180 0.122 0.903 -4672.944 5293.062\n", + "BedroomAbvGr -4109.9384 1666.649 -2.466 0.014 -7379.360 -840.517\n", + "KitchenAbvGr -1.321e+04 4991.517 -2.647 0.008 -2.3e+04 -3422.067\n", + "TotRmsAbvGrd 3467.9144 1170.803 2.962 0.003 1171.182 5764.647\n", + "Fireplaces 4735.2315 1674.752 2.827 0.005 1449.915 8020.548\n", + "GarageCars 1.131e+04 2707.548 4.178 0.000 6000.589 1.66e+04\n", + "GarageArea -3.5063 9.316 -0.376 0.707 -21.782 14.769\n", + "WoodDeckSF 19.4581 7.487 2.599 0.009 4.771 34.146\n", + "OpenPorchSF -13.8476 14.278 -0.970 0.332 -41.856 14.160\n", + "EnclosedPorch 5.8579 15.644 0.374 0.708 -24.830 36.546\n", + "ThirdSsnPorch 26.1607 29.102 0.899 0.369 -30.928 83.249\n", + "ScreenPorch 48.9570 16.094 3.042 0.002 17.386 80.528\n", + "PoolArea -25.0306 21.983 -1.139 0.255 -68.154 18.092\n", + "MiscVal -0.5161 1.741 -0.296 0.767 -3.932 2.900\n", + "MoSold -190.2439 319.361 -0.596 0.551 -816.725 436.237\n", + "YrSold -1171.0201 655.000 -1.788 0.074 -2455.916 113.876\n", + "MSZoning_code -824.3821 1515.461 -0.544 0.587 -3797.221 2148.457\n", + "Street_code 3.071e+04 1.4e+04 2.199 0.028 3312.232 5.81e+04\n", + "LotShape_code -896.5077 661.024 -1.356 0.175 -2193.221 400.206\n", + "LandContour_code 3512.8321 1345.146 2.611 0.009 874.096 6151.569\n", + "Utilities_code -5.028e+04 3.33e+04 -1.509 0.132 -1.16e+05 1.51e+04\n", + "LotConfig_code 136.5790 543.622 0.251 0.802 -929.830 1202.988\n", + "LandSlope_code 6008.1189 3832.441 1.568 0.117 -1509.878 1.35e+04\n", + "Neighborhood_code 428.7728 155.346 2.760 0.006 124.035 733.511\n", + "Condition1_code -606.5489 1014.084 -0.598 0.550 -2595.850 1382.752\n", + "Condition2_code -8851.9271 3362.032 -2.633 0.009 -1.54e+04 -2256.718\n", + "BldgType_code -1651.3088 1480.517 -1.115 0.265 -4555.600 1252.982\n", + "HouseStyle_code -1402.4997 652.683 -2.149 0.032 -2682.851 -122.149\n", + "RoofStyle_code 2312.0974 1126.033 2.053 0.040 103.188 4521.007\n", + "RoofMatl_code 4417.7452 1507.300 2.931 0.003 1460.915 7374.575\n", + "Exterior1st_code -864.8324 522.288 -1.656 0.098 -1889.391 159.726\n", + "Exterior2nd_code 224.2009 472.246 0.475 0.635 -702.191 1150.593\n", + "MasVnrType_code 4665.2768 1586.215 2.941 0.003 1553.641 7776.913\n", + "ExterQual_code -9434.4356 1963.414 -4.805 0.000 -1.33e+04 -5582.859\n", + "ExterCond_code 448.3312 1255.748 0.357 0.721 -2015.036 2911.698\n", + "Foundation_code 1233.3653 1652.395 0.746 0.456 -2008.094 4474.824\n", + "BsmtQual_code -3985.3784 1031.392 -3.864 0.000 -6008.633 -1962.124\n", + "BsmtCond_code 1435.1942 968.787 1.481 0.139 -465.250 3335.638\n", + "BsmtExposure_code -2894.8150 649.324 -4.458 0.000 -4168.577 -1621.053\n", + "BsmtFinType1_code -830.4698 518.393 -1.602 0.109 -1847.388 186.449\n", + "BsmtFinType2_code 637.3147 1050.303 0.607 0.544 -1423.037 2697.666\n", + "Heating_code -2831.3844 3214.249 -0.881 0.379 -9136.691 3473.922\n", + "HeatingQC_code -634.2559 613.097 -1.035 0.301 -1836.952 568.440\n", + "CentralAir_code 335.7301 4480.521 0.075 0.940 -8453.588 9125.048\n", + "Electrical_code -623.1140 913.430 -0.682 0.495 -2414.966 1168.738\n", + "KitchenQual_code -8811.5307 1434.485 -6.143 0.000 -1.16e+04 -5997.539\n", + "Functional_code 3875.8711 946.128 4.097 0.000 2019.877 5731.865\n", + "GarageType_code 1264.3814 597.609 2.116 0.035 92.067 2436.696\n", + "GarageFinish_code -1533.6269 887.232 -1.729 0.084 -3274.087 206.833\n", + "GarageQual_code -898.8956 1299.522 -0.692 0.489 -3448.134 1650.342\n", + "GarageCond_code 477.7333 1453.821 0.329 0.743 -2374.188 3329.655\n", + "PavedDrive_code 2020.0597 2059.319 0.981 0.327 -2019.651 6059.771\n", + "SaleType_code -636.7006 576.441 -1.105 0.270 -1767.490 494.089\n", + "SaleCondition_code 2624.5734 827.902 3.170 0.002 1000.500 4248.646\n", + "==============================================================================\n", + "Omnibus: 752.220 Durbin-Watson: 1.945\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 139860.315\n", + "Skew: -1.283 Prob(JB): 0.00\n", + "Kurtosis: 50.880 Cond. No. 1.31e+16\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.87e-21. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n", + "\"\"\"" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Modelo de regresión: \n", + "\n", + "#Definimos nuestras variables independientes\n", + "x = data[['MSSubClass', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath',\n", + " 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea','WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold',\n", + " 'MSZoning_code', 'Street_code', 'LotShape_code', 'LandContour_code', 'Utilities_code',\n", + " 'LotConfig_code', 'LandSlope_code', 'Neighborhood_code', 'Condition1_code',\n", + " 'Condition2_code', 'BldgType_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'Exterior2nd_code', 'MasVnrType_code', 'ExterQual_code', 'ExterCond_code',\n", + " 'Foundation_code', 'BsmtQual_code', 'BsmtCond_code', 'BsmtExposure_code', 'BsmtFinType1_code',\n", + " 'BsmtFinType2_code', 'Heating_code', 'HeatingQC_code', 'CentralAir_code', 'Electrical_code', \n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'GarageFinish_code', 'GarageQual_code',\n", + " 'GarageCond_code', 'PavedDrive_code', 'SaleType_code', 'SaleCondition_code']]\n", + "\n", + "#Definimos nuestra variable dependiente\n", + "y = data['SalePrice']\n", + "\n", + "#Agregamos el intercepto para el modelo y lo corremos\n", + "X = sm.add_constant(x) \n", + "Y = y\n", + "\n", + "model = sm.OLS(Y, X).fit()\n", + "\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", + "#Vemos que el modelo tiene una R2 de 0.847, por lo que es un buen modelo prediciendo el precio de las casas.\n", + "\n", + "#Vemos que hay muchas variables que no aportan mucho al modelo y otras que no son significativas para el precio de la casa" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [], + "source": [ + "#Estandarizamos los datos: media 0 y varianza 1\n", + "\n", + "features = ['MSSubClass', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath',\n", + " 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea','WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold',\n", + " 'MSZoning_code', 'Street_code', 'LotShape_code', 'LandContour_code', 'Utilities_code',\n", + " 'LotConfig_code', 'LandSlope_code', 'Neighborhood_code', 'Condition1_code',\n", + " 'Condition2_code', 'BldgType_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'Exterior2nd_code', 'MasVnrType_code', 'ExterQual_code', 'ExterCond_code',\n", + " 'Foundation_code', 'BsmtQual_code', 'BsmtCond_code', 'BsmtExposure_code', 'BsmtFinType1_code',\n", + " 'BsmtFinType2_code', 'Heating_code', 'HeatingQC_code', 'CentralAir_code', 'Electrical_code', \n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'GarageFinish_code', 'GarageQual_code',\n", + " 'GarageCond_code', 'PavedDrive_code', 'SaleType_code', 'SaleCondition_code']\n", + "\n", + "x = data.loc[:,features].values\n", + "types = data ['SalePrice']\n", + "\n", + "#Aplicamos la estandarización de los datos\n", + "\n", + "x = StandardScaler().fit_transform(x)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
00.073375-0.2071420.651479-0.5172001.0509940.8786680.5141040.575425-0.288653-0.944591-0.459303-0.7934341.161852-0.1202420.3703331.107810-0.2410610.7897411.2275850.163779-0.2114540.912210-0.9512260.3117250.351000-0.7521760.216503-0.359325-0.116339-0.270208-0.068692-0.087688-1.5991110.138777-0.0455320.0642380.7507310.314667-0.026180.604670-0.225716-1.206215-0.036289-0.03174-0.4116911.026689-0.491516-0.1257970.7430920.751626-1.241449-0.7779760.3642070.835599-0.5669390.3254050.678263-0.5109420.344051-0.123046-0.8846580.2638130.303747-0.4093690.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
1-0.872563-0.091886-0.0718362.1796280.156734-0.429577-0.5707501.171992-0.288653-0.6412280.4664650.257140-0.795163-0.120242-0.482512-0.8199643.9488090.789741-0.7616210.163779-0.211454-0.3186830.6004950.311725-0.0607311.626195-0.704483-0.359325-0.116339-0.270208-0.068692-0.087688-0.489110-0.614439-0.0455320.0642380.7507310.314667-0.02618-0.628316-0.2257161.954302-1.188074-0.03174-0.411691-0.543457-0.491516-0.125797-0.508251-0.6610600.3870470.6634510.364207-0.549162-0.5669390.325405-1.235906-1.3995360.344051-0.123046-0.8846580.2638130.3037470.7956290.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
20.0733750.0734800.651479-0.5172000.9847520.8302150.3259150.092907-0.288653-0.301643-0.313369-0.6278261.189351-0.1202420.5150131.107810-0.2410610.7897411.2275850.163779-0.211454-0.3186830.6004950.3117250.631726-0.752176-0.070361-0.359325-0.116339-0.270208-0.068692-0.0876880.9908910.138777-0.0455320.064238-1.3789330.314667-0.026180.604670-0.225716-1.206215-0.036289-0.03174-0.4116911.026689-0.491516-0.1257970.7430920.751626-1.241449-0.7779760.3642070.835599-0.5669390.325405-0.597850-0.5109420.344051-0.123046-0.8846580.2638130.303747-0.4093690.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
30.309859-0.0968970.651479-0.517200-1.863632-0.720298-0.570750-0.499274-0.288653-0.061670-0.687324-0.5217340.937276-0.1202420.3836591.107810-0.241061-1.026041-0.7616210.163779-0.2114540.2967630.6004951.6503070.790804-0.752176-0.1760484.092524-0.116339-0.270208-0.068692-0.087688-1.599111-1.367655-0.0455320.064238-1.3789330.314667-0.02618-1.861302-0.225716-1.039872-0.036289-0.03174-0.4116911.026689-0.491516-0.1257971.0559281.3167010.3870470.6634510.364207-1.9339230.997770-2.8348480.678263-1.3995360.344051-0.1230460.2654760.2638130.303747-0.4093690.2559781.3010750.9429590.3156020.2953490.2897450.313867-3.426284
40.0733750.3751481.374795-0.5172000.9516320.7333081.3664890.463568-0.288653-0.1748650.199680-0.0456111.617877-0.1202421.2993261.107810-0.2410610.7897411.2275851.390023-0.2114541.5276560.6004951.6503071.6984850.7801970.563760-0.359325-0.116339-0.270208-0.068692-0.0876882.1008920.138777-0.0455320.064238-1.3789330.314667-0.02618-0.628316-0.2257160.457215-0.036289-0.03174-0.4116911.026689-0.491516-0.1257970.7430920.751626-1.241449-0.7779760.3642070.835599-0.5669390.325405-1.873963-0.5109420.344051-0.123046-0.8846580.2638130.303747-0.4093690.255978-0.7687360.1034950.3156020.2953490.2897450.3138670.208502
\n", + "
" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual OverallCond YearBuilt YearRemodAdd \\\n", + "0 0.073375 -0.207142 0.651479 -0.517200 1.050994 0.878668 \n", + "1 -0.872563 -0.091886 -0.071836 2.179628 0.156734 -0.429577 \n", + "2 0.073375 0.073480 0.651479 -0.517200 0.984752 0.830215 \n", + "3 0.309859 -0.096897 0.651479 -0.517200 -1.863632 -0.720298 \n", + "4 0.073375 0.375148 1.374795 -0.517200 0.951632 0.733308 \n", + "\n", + " MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF \\\n", + "0 0.514104 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 \n", + "1 -0.570750 1.171992 -0.288653 -0.641228 0.466465 0.257140 \n", + "2 0.325915 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 \n", + "3 -0.570750 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 \n", + "4 1.366489 0.463568 -0.288653 -0.174865 0.199680 -0.045611 \n", + "\n", + " SecondFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath \\\n", + "0 1.161852 -0.120242 0.370333 1.107810 -0.241061 0.789741 \n", + "1 -0.795163 -0.120242 -0.482512 -0.819964 3.948809 0.789741 \n", + "2 1.189351 -0.120242 0.515013 1.107810 -0.241061 0.789741 \n", + "3 0.937276 -0.120242 0.383659 1.107810 -0.241061 -1.026041 \n", + "4 1.617877 -0.120242 1.299326 1.107810 -0.241061 0.789741 \n", + "\n", + " HalfBath BedroomAbvGr KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "0 1.227585 0.163779 -0.211454 0.912210 -0.951226 0.311725 \n", + "1 -0.761621 0.163779 -0.211454 -0.318683 0.600495 0.311725 \n", + "2 1.227585 0.163779 -0.211454 -0.318683 0.600495 0.311725 \n", + "3 -0.761621 0.163779 -0.211454 0.296763 0.600495 1.650307 \n", + "4 1.227585 1.390023 -0.211454 1.527656 0.600495 1.650307 \n", + "\n", + " GarageArea WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "0 0.351000 -0.752176 0.216503 -0.359325 -0.116339 \n", + "1 -0.060731 1.626195 -0.704483 -0.359325 -0.116339 \n", + "2 0.631726 -0.752176 -0.070361 -0.359325 -0.116339 \n", + "3 0.790804 -0.752176 -0.176048 4.092524 -0.116339 \n", + "4 1.698485 0.780197 0.563760 -0.359325 -0.116339 \n", + "\n", + " ScreenPorch PoolArea MiscVal MoSold YrSold MSZoning_code \\\n", + "0 -0.270208 -0.068692 -0.087688 -1.599111 0.138777 -0.045532 \n", + "1 -0.270208 -0.068692 -0.087688 -0.489110 -0.614439 -0.045532 \n", + "2 -0.270208 -0.068692 -0.087688 0.990891 0.138777 -0.045532 \n", + "3 -0.270208 -0.068692 -0.087688 -1.599111 -1.367655 -0.045532 \n", + "4 -0.270208 -0.068692 -0.087688 2.100892 0.138777 -0.045532 \n", + "\n", + " Street_code LotShape_code LandContour_code Utilities_code \\\n", + "0 0.064238 0.750731 0.314667 -0.02618 \n", + "1 0.064238 0.750731 0.314667 -0.02618 \n", + "2 0.064238 -1.378933 0.314667 -0.02618 \n", + "3 0.064238 -1.378933 0.314667 -0.02618 \n", + "4 0.064238 -1.378933 0.314667 -0.02618 \n", + "\n", + " LotConfig_code LandSlope_code Neighborhood_code Condition1_code \\\n", + "0 0.604670 -0.225716 -1.206215 -0.036289 \n", + "1 -0.628316 -0.225716 1.954302 -1.188074 \n", + "2 0.604670 -0.225716 -1.206215 -0.036289 \n", + "3 -1.861302 -0.225716 -1.039872 -0.036289 \n", + "4 -0.628316 -0.225716 0.457215 -0.036289 \n", + "\n", + " Condition2_code BldgType_code HouseStyle_code RoofStyle_code \\\n", + "0 -0.03174 -0.411691 1.026689 -0.491516 \n", + "1 -0.03174 -0.411691 -0.543457 -0.491516 \n", + "2 -0.03174 -0.411691 1.026689 -0.491516 \n", + "3 -0.03174 -0.411691 1.026689 -0.491516 \n", + "4 -0.03174 -0.411691 1.026689 -0.491516 \n", + "\n", + " RoofMatl_code Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", + "0 -0.125797 0.743092 0.751626 -1.241449 \n", + "1 -0.125797 -0.508251 -0.661060 0.387047 \n", + "2 -0.125797 0.743092 0.751626 -1.241449 \n", + "3 -0.125797 1.055928 1.316701 0.387047 \n", + "4 -0.125797 0.743092 0.751626 -1.241449 \n", + "\n", + " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", + "0 -0.777976 0.364207 0.835599 -0.566939 \n", + "1 0.663451 0.364207 -0.549162 -0.566939 \n", + "2 -0.777976 0.364207 0.835599 -0.566939 \n", + "3 0.663451 0.364207 -1.933923 0.997770 \n", + "4 -0.777976 0.364207 0.835599 -0.566939 \n", + "\n", + " BsmtCond_code BsmtExposure_code BsmtFinType1_code BsmtFinType2_code \\\n", + "0 0.325405 0.678263 -0.510942 0.344051 \n", + "1 0.325405 -1.235906 -1.399536 0.344051 \n", + "2 0.325405 -0.597850 -0.510942 0.344051 \n", + "3 -2.834848 0.678263 -1.399536 0.344051 \n", + "4 0.325405 -1.873963 -0.510942 0.344051 \n", + "\n", + " Heating_code HeatingQC_code CentralAir_code Electrical_code \\\n", + "0 -0.123046 -0.884658 0.263813 0.303747 \n", + "1 -0.123046 -0.884658 0.263813 0.303747 \n", + "2 -0.123046 -0.884658 0.263813 0.303747 \n", + "3 -0.123046 0.265476 0.263813 0.303747 \n", + "4 -0.123046 -0.884658 0.263813 0.303747 \n", + "\n", + " KitchenQual_code Functional_code GarageType_code GarageFinish_code \\\n", + "0 -0.409369 0.255978 -0.768736 0.103495 \n", + "1 0.795629 0.255978 -0.768736 0.103495 \n", + "2 -0.409369 0.255978 -0.768736 0.103495 \n", + "3 -0.409369 0.255978 1.301075 0.942959 \n", + "4 -0.409369 0.255978 -0.768736 0.103495 \n", + "\n", + " GarageQual_code GarageCond_code PavedDrive_code SaleType_code \\\n", + "0 0.315602 0.295349 0.289745 0.313867 \n", + "1 0.315602 0.295349 0.289745 0.313867 \n", + "2 0.315602 0.295349 0.289745 0.313867 \n", + "3 0.315602 0.295349 0.289745 0.313867 \n", + "4 0.315602 0.295349 0.289745 0.313867 \n", + "\n", + " SaleCondition_code \n", + "0 0.208502 \n", + "1 0.208502 \n", + "2 0.208502 \n", + "3 -3.426284 \n", + "4 0.208502 " + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos el dataframe de los datos normalizados\n", + "data_norm = pd.DataFrame (x, columns = features)\n", + "\n", + "data_norm.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA()" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos el PCA\n", + "\n", + "pca = PCA()\n", + "pca.fit(data_norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.37349899e-01, 5.62326329e-02, 4.62821468e-02, 4.03229923e-02,\n", + " 3.33209115e-02, 2.99101254e-02, 2.50364018e-02, 2.35283744e-02,\n", + " 2.15571642e-02, 2.09236816e-02, 2.01255406e-02, 1.92575775e-02,\n", + " 1.87443058e-02, 1.82347380e-02, 1.73562303e-02, 1.67456605e-02,\n", + " 1.62319687e-02, 1.59108365e-02, 1.53747813e-02, 1.52824017e-02,\n", + " 1.51104582e-02, 1.43646007e-02, 1.42118954e-02, 1.37792835e-02,\n", + " 1.36090057e-02, 1.32051023e-02, 1.30415773e-02, 1.23926244e-02,\n", + " 1.20716140e-02, 1.19220307e-02, 1.18483854e-02, 1.14018000e-02,\n", + " 1.11060948e-02, 1.08352316e-02, 1.06710219e-02, 1.05304268e-02,\n", + " 1.03436145e-02, 9.81186467e-03, 9.27701950e-03, 9.05592347e-03,\n", + " 8.89375865e-03, 8.77222133e-03, 8.43841140e-03, 8.21886543e-03,\n", + " 8.06884279e-03, 7.75451333e-03, 7.57151282e-03, 7.51691684e-03,\n", + " 6.96727585e-03, 6.64729687e-03, 6.10095293e-03, 5.96633504e-03,\n", + " 5.59533293e-03, 5.53057410e-03, 5.41545780e-03, 5.36522752e-03,\n", + " 4.54068230e-03, 4.52839498e-03, 4.41915485e-03, 4.17389612e-03,\n", + " 3.63377753e-03, 3.34712972e-03, 3.10639259e-03, 3.04395250e-03,\n", + " 2.37077315e-03, 1.87936340e-03, 1.75904074e-03, 1.48005906e-03,\n", + " 1.38357091e-03, 1.19237063e-03, 2.70874915e-32, 2.06813535e-33])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", + "pca.explained_variance_ratio_" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0000000000000002" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#La suma de los componentes debe ser 1\n", + "sum(pca.explained_variance_ratio_)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Varianza acumulada explicada')" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Graficamos los componentes para ver cuando sumen el 80%\n", + "plt.figure (figsize = (12,9))\n", + "plt.plot(range(1,73), pca.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.title (\"Varianza explciada por los componentes\")\n", + "plt.xlabel ('Número de componentes')\n", + "plt.ylabel ('Varianza acumulada explicada')" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8078295237818027" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", + "#Parece que con 34-35 componentes se alcanza\n", + "\n", + "#Revisamos para comprobar\n", + "sum(pca.explained_variance_ratio_[:36])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(n_components=35)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Entrenamos el modelo con los 35 componentes que nos indicó previamente\n", + "pca = PCA(n_components = 35)\n", + "pca.fit(data_norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [], + "source": [ + "#Transformamos el dataframe\n", + "data_transform = pca.transform(data_norm)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17Componente 18Componente 19Componente 20Componente 21Componente 22Componente 23Componente 24Componente 25Componente 26Componente 27Componente 28Componente 29Componente 30Componente 31Componente 32Componente 33Componente 34Componente 35
02.0860230.487331-1.6360961.655411-0.2937211.253845-0.443370-0.325633-1.8813950.7772370.352204-0.2554920.2014811.1173560.2499870.880656-0.397259-0.078552-0.1762880.051198-0.0863961.123069-0.1058030.5840870.015183-0.544823-0.1383321.2200880.1034870.7903760.069902-0.2151020.162701-0.678229-0.715790
10.276983-2.1275060.9987190.234631-0.9561910.098591-1.108876-0.1881770.578906-0.565677-0.2529340.4183940.151380-2.5412630.174325-0.005346-0.389744-1.240376-0.199871-0.7211162.7844521.203013-0.421253-1.2195841.3021001.2444211.191890-0.7329180.656391-0.371636-0.383827-0.786843-1.6593070.4556040.222919
22.5700600.193649-1.2865171.320644-0.4672771.5430070.0272820.526996-1.1241030.3177960.753949-0.4473880.4053260.184773-0.195937-0.343427-0.0446590.129234-0.1758970.765905-0.013481-0.0995930.0443920.445865-0.840266-0.100247-0.1145700.2600990.5053120.3656530.0279490.6431401.0149070.618500-0.333814
3-1.5423741.1382501.6164740.331522-0.6643891.3505580.089716-0.634392-1.8298601.1433441.4521102.108435-0.711996-1.841847-0.6903880.9391473.153941-0.869455-0.0555360.751966-2.316076-0.8754500.437981-0.4292800.0087880.1778310.8191981.245509-0.6466061.275321-0.706839-1.336931-0.3856611.124427-1.597467
44.8573781.1479200.4244441.608957-0.4347721.1113110.0661810.392422-1.4336700.6224480.660114-0.1495490.264721-0.8158920.208525-1.1408090.411941-0.5749730.4242210.2353740.338634-0.9495930.3678130.304455-0.383572-0.265199-0.129605-0.1970481.125231-0.0986270.5915790.8614090.9255230.6288860.128260
\n", + "
" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 2.086023 0.487331 -1.636096 1.655411 -0.293721 \n", + "1 0.276983 -2.127506 0.998719 0.234631 -0.956191 \n", + "2 2.570060 0.193649 -1.286517 1.320644 -0.467277 \n", + "3 -1.542374 1.138250 1.616474 0.331522 -0.664389 \n", + "4 4.857378 1.147920 0.424444 1.608957 -0.434772 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 1.253845 -0.443370 -0.325633 -1.881395 0.777237 \n", + "1 0.098591 -1.108876 -0.188177 0.578906 -0.565677 \n", + "2 1.543007 0.027282 0.526996 -1.124103 0.317796 \n", + "3 1.350558 0.089716 -0.634392 -1.829860 1.143344 \n", + "4 1.111311 0.066181 0.392422 -1.433670 0.622448 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 0.352204 -0.255492 0.201481 1.117356 0.249987 \n", + "1 -0.252934 0.418394 0.151380 -2.541263 0.174325 \n", + "2 0.753949 -0.447388 0.405326 0.184773 -0.195937 \n", + "3 1.452110 2.108435 -0.711996 -1.841847 -0.690388 \n", + "4 0.660114 -0.149549 0.264721 -0.815892 0.208525 \n", + "\n", + " Componente 16 Componente 17 Componente 18 Componente 19 Componente 20 \\\n", + "0 0.880656 -0.397259 -0.078552 -0.176288 0.051198 \n", + "1 -0.005346 -0.389744 -1.240376 -0.199871 -0.721116 \n", + "2 -0.343427 -0.044659 0.129234 -0.175897 0.765905 \n", + "3 0.939147 3.153941 -0.869455 -0.055536 0.751966 \n", + "4 -1.140809 0.411941 -0.574973 0.424221 0.235374 \n", + "\n", + " Componente 21 Componente 22 Componente 23 Componente 24 Componente 25 \\\n", + "0 -0.086396 1.123069 -0.105803 0.584087 0.015183 \n", + "1 2.784452 1.203013 -0.421253 -1.219584 1.302100 \n", + "2 -0.013481 -0.099593 0.044392 0.445865 -0.840266 \n", + "3 -2.316076 -0.875450 0.437981 -0.429280 0.008788 \n", + "4 0.338634 -0.949593 0.367813 0.304455 -0.383572 \n", + "\n", + " Componente 26 Componente 27 Componente 28 Componente 29 Componente 30 \\\n", + "0 -0.544823 -0.138332 1.220088 0.103487 0.790376 \n", + "1 1.244421 1.191890 -0.732918 0.656391 -0.371636 \n", + "2 -0.100247 -0.114570 0.260099 0.505312 0.365653 \n", + "3 0.177831 0.819198 1.245509 -0.646606 1.275321 \n", + "4 -0.265199 -0.129605 -0.197048 1.125231 -0.098627 \n", + "\n", + " Componente 31 Componente 32 Componente 33 Componente 34 Componente 35 \n", + "0 0.069902 -0.215102 0.162701 -0.678229 -0.715790 \n", + "1 -0.383827 -0.786843 -1.659307 0.455604 0.222919 \n", + "2 0.027949 0.643140 1.014907 0.618500 -0.333814 \n", + "3 -0.706839 -1.336931 -0.385661 1.124427 -1.597467 \n", + "4 0.591579 0.861409 0.925523 0.628886 0.128260 " + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos un dataframe para ver nuevamente la información con los 35 componentes\n", + "data_pca = pd.DataFrame(data_transform, index = data_norm.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldMSZoning_codeStreet_codeLotShape_codeLandContour_codeUtilities_codeLotConfig_codeLandSlope_codeNeighborhood_codeCondition1_codeCondition2_codeBldgType_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeExterior2nd_codeMasVnrType_codeExterQual_codeExterCond_codeFoundation_codeBsmtQual_codeBsmtCond_codeBsmtExposure_codeBsmtFinType1_codeBsmtFinType2_codeHeating_codeHeatingQC_codeCentralAir_codeElectrical_codeKitchenQual_codeFunctional_codeGarageType_codeGarageFinish_codeGarageQual_codeGarageCond_codePavedDrive_codeSaleType_codeSaleCondition_code
Componente 1-0.0075790.0701350.264122-0.0709030.2404670.2032510.1571780.123759-0.0142670.0839100.2079340.1962170.086759-0.0261990.2140020.073984-0.0093590.2086920.1023360.048705-0.0437190.1598420.1436330.2411250.2319710.1137000.117246-0.0783360.0150970.0196320.028508-0.0089660.015270-0.006516-0.0828420.005753-0.0942780.018781-0.002435-0.0184990.0005000.0673400.0485340.0092820.0081670.0872180.0621150.0222640.0539800.047415-0.013661-0.2173840.0626940.175938-0.2198860.043285-0.102925-0.0352810.033274-0.052077-0.1540720.1135280.111692-0.1851630.036087-0.186128-0.1624840.1148720.1215600.112179-0.0199550.077092
Componente 20.103556-0.0305240.060626-0.007332-0.124460-0.0013170.017170-0.260295-0.1199960.209218-0.104014-0.0648170.3493830.1025290.252043-0.259632-0.0384600.1854650.1594040.2788870.1467390.3025280.007736-0.004522-0.031271-0.0516430.0800360.093231-0.022228-0.0100420.0111720.0021450.028801-0.0373460.0098700.0367430.035020-0.042803-0.006560-0.012897-0.0633400.005355-0.0215870.000479-0.0613210.107189-0.031194-0.0108980.0783790.0823010.015587-0.040997-0.035504-0.011773-0.007588-0.0881090.1397730.2911650.1040960.079403-0.043096-0.145214-0.078642-0.048904-0.0212380.147931-0.006222-0.146535-0.126003-0.1677680.001792-0.002413
Componente 3-0.1654480.278565-0.0265940.093032-0.224069-0.1824240.0677060.1913470.171887-0.0813930.1801600.2567120.0350480.0856830.2259020.1286290.068261-0.016761-0.0263040.1977860.0554840.2068440.207031-0.0011800.0476160.0870750.0296220.1122270.0016250.1177180.1151550.0375080.011662-0.0073530.083336-0.054921-0.080509-0.1305340.032015-0.0935000.1834800.043479-0.0364990.023148-0.232839-0.0803860.1279480.131067-0.116082-0.100833-0.0375140.070844-0.087642-0.2001540.139522-0.030196-0.023110-0.110932-0.1428430.0327180.162379-0.042450-0.0534890.033559-0.099581-0.0005810.067113-0.040974-0.030583-0.046243-0.003043-0.077775
Componente 40.315788-0.036284-0.0385510.0445120.053110-0.0344350.0547470.0671730.068201-0.308484-0.215793-0.2117680.284644-0.0372680.0772170.0695830.0697000.0290960.2967570.1293330.0505400.0745420.038678-0.002966-0.0270690.045104-0.004943-0.056840-0.0211120.0343920.0345170.010501-0.0069660.010527-0.0231960.012110-0.0161810.0630240.019805-0.0055080.0025210.0111090.026929-0.0210240.1671640.363476-0.0782760.008365-0.216539-0.232120-0.1625740.1288270.0147750.0126400.0659160.0482430.009890-0.184551-0.088411-0.0398450.1255080.0929250.1198230.1360900.020980-0.0404440.0144900.1130290.0962460.1245520.061460-0.046162
Componente 50.3175160.0179160.010717-0.164735-0.0061390.0065550.0180180.191148-0.016313-0.1529380.0386870.062985-0.0329840.0461020.0232020.221643-0.0683860.041606-0.076734-0.1607420.208621-0.022485-0.032244-0.069352-0.0683430.0307290.0316590.023330-0.031671-0.0540400.048815-0.005431-0.0231700.018948-0.003772-0.0730400.059286-0.100713-0.0273240.0510150.1035470.048788-0.033834-0.0028860.3055920.0403950.0368640.030623-0.099040-0.1031370.131821-0.163504-0.0222490.067634-0.171626-0.120523-0.183095-0.094142-0.0100950.188035-0.026488-0.277713-0.096410-0.172957-0.0464260.147610-0.147078-0.227845-0.265547-0.197534-0.006466-0.028036
Componente 6-0.0521100.1142360.0130070.219410-0.0440060.174075-0.1372870.0498130.059828-0.227001-0.154850-0.1879130.1499760.059643-0.0081380.1321860.041057-0.0660680.106918-0.049958-0.230348-0.0429740.048439-0.083793-0.0916220.1230280.0566070.003220-0.017819-0.0158630.0406680.006630-0.026951-0.0093960.060232-0.041407-0.126386-0.132146-0.059809-0.0407660.198563-0.1457000.043598-0.033371-0.1811820.110687-0.1528560.0854560.3492980.3491750.111380-0.013907-0.1105660.003178-0.052416-0.035491-0.134852-0.071497-0.063140-0.067786-0.1665780.0535310.069908-0.0796820.0069270.068950-0.091616-0.103319-0.099715-0.0870700.1865790.064401
Componente 70.0411750.175091-0.086790-0.2739700.093445-0.069624-0.132166-0.2396470.3362830.034119-0.091127-0.009491-0.023182-0.005573-0.026756-0.1046880.0229760.091825-0.0528050.0174680.104374-0.002812-0.0529610.1163360.0863650.028341-0.057444-0.053434-0.039004-0.034713-0.060999-0.0563800.019312-0.037338-0.142946-0.204185-0.065200-0.1391090.0288020.0059130.250610-0.0391910.093748-0.0373560.0613720.008694-0.1673450.0629050.0975410.1173100.0510180.0425300.1379600.151201-0.033742-0.130895-0.1021790.144526-0.3610200.1146300.060995-0.103408-0.0966350.096983-0.168005-0.0656860.0599160.1983700.1355760.053859-0.071512-0.044396
Componente 8-0.0077910.246268-0.032873-0.1141380.030499-0.1139090.0484710.033573-0.4171300.087236-0.030617-0.0625910.011410-0.082100-0.044165-0.081705-0.017875-0.0670310.088671-0.047712-0.071860-0.0770710.0700020.011044-0.0102600.003282-0.054664-0.0935090.0572460.011986-0.066836-0.0523560.067255-0.088698-0.070866-0.204245-0.128161-0.302553-0.021697-0.0490470.373614-0.1216930.013139-0.062548-0.0366940.034677-0.0387140.103654-0.114210-0.119998-0.0606120.0497680.1429730.006814-0.0172850.133728-0.0836460.0889530.441774-0.0168960.074298-0.019913-0.0579630.0596760.102571-0.026214-0.0197690.0133920.018392-0.0010450.036918-0.010151
Componente 9-0.0394090.0249330.0772550.1921080.0188870.119326-0.118014-0.2253210.1913710.150597-0.012202-0.033864-0.0280770.068515-0.041898-0.2079530.100092-0.0298710.039799-0.115892-0.226699-0.0960320.027613-0.105259-0.1024360.0137520.114977-0.0299340.0630270.115361-0.0037310.0206250.0519280.046285-0.122066-0.045425-0.153500-0.0265020.113791-0.0937500.0940420.1302200.0790650.0018220.0058520.023174-0.0376170.141080-0.373752-0.3800900.157378-0.140881-0.103308-0.022562-0.051513-0.0221920.0132570.128694-0.146953-0.104601-0.0739520.0964660.090709-0.1619460.0135430.014208-0.125984-0.137261-0.1361850.011151-0.077828-0.022287
Componente 10-0.287009-0.009109-0.052176-0.1548030.035838-0.061094-0.0842500.119250-0.055038-0.197619-0.095304-0.1196940.077887-0.064162-0.0292920.130319-0.172886-0.0391730.1313300.041771-0.081650-0.001418-0.0992880.0336480.072218-0.1312180.1590540.0678230.013211-0.068330-0.023525-0.030351-0.0293630.115780-0.372809-0.053881-0.0795730.0809050.065448-0.144606-0.1112390.2822940.107403-0.053344-0.3498680.051855-0.024060-0.142419-0.075002-0.0490490.173847-0.0257430.0554320.092733-0.013641-0.0526480.132152-0.1077520.0294880.181366-0.020097-0.190378-0.148099-0.0284530.1098410.005115-0.0126970.028665-0.028630-0.025650-0.074261-0.042497
Componente 11-0.045598-0.0772610.017602-0.1763320.053013-0.1021260.235007-0.0025780.051573-0.0009820.015295-0.000840-0.028411-0.017788-0.025866-0.0513290.218783-0.0726490.053883-0.063608-0.141137-0.0716000.033734-0.062409-0.081864-0.0178490.070128-0.047274-0.0084310.1378780.112145-0.1372630.037770-0.204759-0.0103590.070168-0.0813860.1837510.301105-0.119132-0.109802-0.1407500.004411-0.124268-0.0273910.1174270.0067480.1740130.1524310.135924-0.3374810.0023650.025913-0.019388-0.042328-0.093570-0.077975-0.008630-0.0122270.0442170.032766-0.067962-0.158636-0.0088030.095559-0.046961-0.138860-0.130380-0.1682110.021227-0.246609-0.317026
Componente 120.176067-0.0315000.0989820.163287-0.131236-0.0062780.0311930.035576-0.035600-0.060653-0.037194-0.0601230.0488590.1316820.0085420.0080050.110162-0.1077430.028042-0.161591-0.056200-0.0767800.0322940.1515270.194615-0.1556750.1123290.146228-0.1053360.1935730.012003-0.0170750.0470490.010826-0.144751-0.1356170.164645-0.1720440.2046050.0671100.0768770.241710-0.2233620.0485840.158128-0.022092-0.0238700.0217790.1456480.1215920.102400-0.096837-0.134378-0.1177940.0266410.0112290.0434650.0292800.078494-0.0636740.0135050.031439-0.049186-0.1196140.1009840.0991260.2320440.1597120.241504-0.020600-0.251024-0.157890
Componente 13-0.0521490.0207960.0250090.113228-0.044558-0.0104820.229206-0.0631640.009858-0.061709-0.124197-0.0752480.032713-0.245460-0.050896-0.1224890.144741-0.0765080.059110-0.140250-0.094996-0.0670180.0617450.1077900.0886670.004709-0.0592470.0006310.0471770.067583-0.2012530.1795650.0013720.0187620.147287-0.051443-0.0169830.0384090.0361150.0203020.013133-0.0929450.0022180.212890-0.0596060.0257510.238263-0.038888-0.062961-0.060175-0.201728-0.120333-0.1883290.019034-0.027776-0.227591-0.0188230.024905-0.0619960.328586-0.052045-0.230149-0.143746-0.1082990.012580-0.0205990.0101140.1415780.119295-0.0929140.1515470.296043
Componente 14-0.013946-0.0045340.041182-0.126095-0.006101-0.0859370.149698-0.0483710.1980350.0312130.053970-0.0460930.0610780.0044030.0172360.049164-0.265695-0.1217310.230143-0.076258-0.173896-0.0152590.131993-0.077729-0.081401-0.0761270.017215-0.018282-0.0926740.235440-0.051764-0.077406-0.2205610.1988920.034370-0.1730520.176622-0.0551960.0329200.2702370.048419-0.0118380.0815700.0283350.023135-0.0324700.157053-0.0992370.0421500.056594-0.105687-0.0688380.298127-0.1054390.0105880.3409350.1598140.075239-0.124251-0.030104-0.0134680.021510-0.072010-0.049993-0.0825210.030778-0.105458-0.120101-0.052397-0.0133110.0700590.080485
Componente 15-0.0092740.119855-0.0707480.0602000.0585200.0665400.162250-0.0451760.0492250.024927-0.003759-0.021355-0.044122-0.093588-0.061024-0.0158360.0336340.036464-0.0340910.0925540.2046220.028575-0.189476-0.064376-0.0453450.072730-0.071000-0.0520610.027863-0.185736-0.0875540.321125-0.1514160.197926-0.172263-0.267950-0.092734-0.0694190.109737-0.1150660.0456400.138994-0.1021880.236106-0.0011510.0280920.194638-0.1420970.1179700.087366-0.226404-0.013276-0.0774410.0690910.0485930.088745-0.0396550.016073-0.050915-0.2417210.0098520.0560780.1600020.0819470.1942940.036451-0.086469-0.082594-0.127674-0.138316-0.120696-0.148043
Componente 160.023062-0.015003-0.0254240.015596-0.0241500.0513340.0253340.020518-0.128831-0.022203-0.0484040.0302770.0174460.1068150.046651-0.0241120.0676890.042091-0.0514000.009230-0.0187950.0462860.026954-0.027393-0.0539980.024522-0.2203090.0266800.149268-0.023433-0.076772-0.103745-0.4585780.4697950.0992790.093869-0.045585-0.0627420.239841-0.1218370.071292-0.1457290.071342-0.2786560.027535-0.053954-0.027439-0.055364-0.023877-0.0130400.023814-0.051367-0.1580850.067654-0.017112-0.0691770.107730-0.0357600.0906960.063622-0.0905350.015252-0.027352-0.035940-0.247292-0.031268-0.0682120.1377270.1022220.033524-0.134612-0.140296
Componente 170.0679390.0197760.057071-0.014514-0.029384-0.053565-0.026351-0.0841860.0584860.0874800.022093-0.0302240.033044-0.178733-0.0113230.019184-0.197519-0.0723850.031720-0.145919-0.000204-0.0744700.0399820.1220870.1149070.070370-0.0821380.386772-0.147276-0.0883370.1775780.034935-0.2223230.0428930.2577770.105438-0.2128160.0609460.054559-0.436654-0.063874-0.012914-0.1294580.2029180.0411580.095215-0.1442190.041047-0.032121-0.0101390.1025050.0440920.157374-0.037031-0.0613590.213433-0.1224510.108764-0.0157600.0695610.020803-0.025241-0.0363170.0009230.103018-0.0064010.061754-0.0438300.0352200.0204700.005439-0.018174
Componente 180.0485560.027780-0.058400-0.0577220.0436110.000512-0.1826740.031865-0.0597500.0087300.0199510.025970-0.0209600.0202840.0035700.023632-0.1030560.0500630.026559-0.0027580.1429740.0171240.053773-0.067371-0.079871-0.1657770.183652-0.282360-0.0123480.4702860.0949240.450328-0.0363070.0286540.036020-0.015112-0.1826950.1163480.146096-0.091166-0.049367-0.1124650.1411920.2324700.103208-0.098199-0.0912250.0935390.0675930.0944130.1496930.057842-0.0918270.0335990.0174960.0437890.087110-0.0479000.1294010.0931800.016540-0.050153-0.0095310.086029-0.078368-0.030648-0.0573440.0066030.0873820.060995-0.0116460.008467
Componente 190.1047060.0701800.0283380.255308-0.0813360.0714340.018157-0.0322360.0287250.0764740.0540740.039759-0.047066-0.179625-0.0264690.044028-0.0409940.050756-0.1275270.0328760.1559890.011480-0.0602390.1161640.111909-0.1101050.162210-0.0531870.2645160.112359-0.036610-0.2235170.0253970.1167260.131206-0.2899110.0715320.0955530.074470-0.110262-0.067186-0.0096070.398809-0.2836010.0430040.062933-0.106089-0.0190610.0327560.051520-0.0391360.045826-0.001658-0.1243700.0312780.102962-0.091993-0.017364-0.0441880.0833060.022150-0.1009180.0766290.0474600.2947880.0366620.128714-0.087834-0.050880-0.0055870.0252200.101141
Componente 200.008160-0.0835180.0294190.034783-0.0071290.023151-0.0599300.0640950.076256-0.0792090.014897-0.0031910.055998-0.1067800.0342910.0273750.0417300.017771-0.0034630.0297550.0072680.0615460.005794-0.045954-0.063755-0.180821-0.0660500.1776010.426909-0.092409-0.0163650.0762830.226128-0.1898370.1487110.116276-0.131762-0.2552900.1681780.1367430.021309-0.1907670.1797550.201348-0.0058700.007674-0.010551-0.354146-0.038539-0.0194910.081890-0.0235620.1577650.012145-0.0056650.140159-0.000516-0.066299-0.058124-0.068982-0.1276530.023990-0.137544-0.079040-0.0187900.019732-0.0363280.0355770.060773-0.044976-0.237032-0.118504
Componente 21-0.0517240.063121-0.0162890.0574750.0256620.044874-0.0445030.0198130.035857-0.0055050.0282380.019416-0.018003-0.160640-0.015536-0.0308330.3322200.060499-0.0078450.0872810.1947290.048298-0.009819-0.013242-0.0405720.026170-0.019572-0.160503-0.0381810.093289-0.275539-0.1725430.0357390.157798-0.0150760.2746850.0047720.0228630.3434220.1072240.0903230.154024-0.3330580.088356-0.043472-0.003585-0.1674770.0365290.0062770.0322050.1410460.0941650.2295060.023952-0.0041610.187092-0.044875-0.0793070.0032800.120157-0.0712090.015727-0.109014-0.0109070.096334-0.0133890.015435-0.145874-0.0583120.0003950.1675850.118208
Componente 22-0.0302140.082933-0.001133-0.0023350.041091-0.010572-0.0358920.0078560.0120550.0527690.0657490.0017430.0025770.1568940.017940-0.0990220.2188910.061058-0.0347620.047973-0.081190-0.031749-0.082607-0.060076-0.020553-0.0760690.0744190.0351360.209079-0.1039110.5062640.043060-0.298770-0.010652-0.145150-0.0649780.2054720.001188-0.0730370.1822040.014563-0.121853-0.0982600.144012-0.016153-0.056325-0.1884990.003087-0.051107-0.066954-0.104927-0.010310-0.0501880.1000650.0669280.165513-0.027001-0.030287-0.0411450.235350-0.103763-0.076237-0.056479-0.0497230.259265-0.0529640.0024410.0456310.0813410.0301620.206679-0.049214
Componente 230.056594-0.0184220.009372-0.051006-0.013574-0.0160280.128761-0.0074590.047228-0.032387-0.023009-0.006824-0.0065400.3235070.0194810.006436-0.024244-0.0229180.079771-0.1276300.028088-0.072944-0.0299220.0322290.021241-0.0715370.026397-0.0201020.529196-0.025445-0.176013-0.0352500.052369-0.013194-0.0491630.124661-0.147234-0.048139-0.200656-0.3005430.0153020.228387-0.0754150.0762090.129754-0.1074480.0326110.2297070.0833860.100774-0.175015-0.0158320.1069400.0172190.0045690.0738000.230347-0.048390-0.0485740.068581-0.036647-0.0055180.0036100.025289-0.0850910.0617180.088505-0.068147-0.0102380.0811100.1865660.007845
Componente 24-0.0410840.086907-0.001940-0.002965-0.0040290.007401-0.021443-0.0117570.0321880.0313060.0311450.0187170.056392-0.1945140.0426170.105667-0.1572620.0344790.102279-0.053284-0.054133-0.001109-0.041654-0.0057100.0207690.1327800.147808-0.0769210.078113-0.220796-0.199382-0.1113160.1219670.2253820.0365700.0369360.1480540.153327-0.1669950.1727480.070203-0.171724-0.0253270.329139-0.035998-0.017051-0.2411410.284593-0.012188-0.015232-0.0556450.004176-0.193613-0.1131570.0334380.0793280.084997-0.0017790.0598150.143090-0.030938-0.0628750.097607-0.018909-0.0550780.0197190.014290-0.0484690.0334360.056822-0.348450-0.203312
Componente 25-0.035532-0.035357-0.045755-0.001789-0.0140240.0275890.0315430.041064-0.124401-0.024386-0.0276150.002921-0.012438-0.005466-0.008689-0.1025760.263592-0.047529-0.007740-0.049713-0.053114-0.001887-0.1812330.1209860.1599740.1535640.014822-0.0153960.037393-0.1752360.1430330.114241-0.150603-0.0889390.024630-0.0425920.0915540.0744160.1976560.134181-0.0242970.1667170.3648150.170529-0.0604500.1536000.1037970.2065510.0468660.0070670.1212360.0046140.193416-0.096819-0.0683090.098331-0.019387-0.0159820.096564-0.0496420.075749-0.0537340.0830140.012775-0.4182750.1445020.170707-0.088550-0.0793460.0463400.0165340.036629
Componente 260.0562490.1373820.026528-0.044330-0.0298620.019529-0.1128730.001848-0.013456-0.012877-0.0159970.0051550.049409-0.3462520.012799-0.0797890.2422720.0358200.017466-0.070125-0.029099-0.0455300.220290-0.052326-0.076393-0.062603-0.0558580.2215510.1791900.0342320.0949690.2909980.1808850.124314-0.131340-0.0850680.1964100.250934-0.226805-0.0819390.0428410.042265-0.169348-0.3140970.0391500.0247640.132015-0.0095410.0760320.0678450.1011280.0075370.109516-0.021004-0.0258570.1129640.0403270.0154820.0100660.088928-0.0670870.0477370.0515260.062157-0.198920-0.113710-0.031175-0.066529-0.027301-0.036986-0.085972-0.058061
Componente 270.0982480.171147-0.028143-0.049166-0.0095490.0314300.0253730.049402-0.0140710.0436780.0901790.029110-0.0270750.0475300.003322-0.0129430.1577740.094459-0.0579120.005264-0.132003-0.0438420.137232-0.088483-0.093196-0.0424690.2631080.105274-0.214292-0.194824-0.205351-0.115355-0.087133-0.264493-0.016594-0.193014-0.1020560.1002750.081865-0.133476-0.0029410.1035150.0353840.0694510.132550-0.082837-0.213488-0.3806690.014120-0.010424-0.1325630.045986-0.124987-0.1493950.0427090.0809320.154770-0.0701570.0629970.139634-0.150372-0.0038740.1007940.084398-0.244593-0.005096-0.072536-0.0292460.0295770.0337850.0523600.070700
Componente 28-0.0649210.028349-0.060320-0.1177090.0425650.0098890.035362-0.003978-0.005896-0.005448-0.0117920.0158970.005322-0.1617410.0011510.069357-0.087644-0.000303-0.0021690.032153-0.0250100.009776-0.0306370.1200170.158663-0.4460250.051577-0.0242560.2029610.173052-0.049790-0.117674-0.282985-0.162236-0.002643-0.0092760.1922050.053382-0.013231-0.0668070.104033-0.108244-0.2541850.120109-0.1060680.133320-0.087319-0.057787-0.078401-0.0473020.0005410.017138-0.1314360.072486-0.049441-0.192874-0.1680580.021828-0.023666-0.218097-0.0360330.1505670.1243840.050401-0.2248380.0508630.114163-0.136027-0.174116-0.0218820.0074850.074488
Componente 29-0.048164-0.014522-0.018982-0.0250350.014651-0.0306370.0123150.008569-0.037087-0.047051-0.052118-0.0901340.0374240.4397010.0054640.0017100.084864-0.031609-0.0368760.089379-0.0665200.076746-0.1370590.0889090.1153430.006004-0.228859-0.089631-0.0446530.077435-0.1104730.0558990.2062500.0493170.120717-0.3078620.0651970.196526-0.025769-0.157201-0.065000-0.223849-0.1893790.020463-0.1151240.0025750.026604-0.140203-0.056111-0.0570600.098007-0.0892880.105613-0.0200910.0208960.184439-0.216731-0.038568-0.0215710.182222-0.093496-0.0175900.091599-0.056231-0.0240870.137334-0.030584-0.076304-0.0502590.228024-0.1761410.054720
Componente 30-0.0329250.0286150.0395110.071257-0.0144080.0648180.063610-0.0145540.015046-0.000650-0.0102540.001714-0.0321420.145416-0.0119850.012272-0.0509990.072577-0.0859480.0188420.0138310.020149-0.1193940.011484-0.005595-0.287259-0.0110200.333264-0.2121600.061934-0.3113940.294884-0.125054-0.126950-0.0667040.2854130.031342-0.008500-0.0456280.1494200.180232-0.0037280.196294-0.165772-0.0653660.007410-0.0297920.208633-0.031146-0.035648-0.1627900.0339610.1099260.0523070.0101040.107173-0.139285-0.071613-0.0033400.187829-0.099557-0.0356540.2515200.0144750.104363-0.002441-0.0087160.021189-0.015072-0.024022-0.061608-0.075527
Componente 310.0144080.1179200.0144750.024164-0.025174-0.011778-0.012602-0.069388-0.0366490.003449-0.082142-0.0263070.0205500.1339410.0101110.118064-0.4007930.036085-0.090427-0.040726-0.060848-0.0007000.0522520.0247930.0274850.2692590.0020900.0138050.203004-0.118199-0.0624450.2661320.065796-0.1813400.062657-0.0712900.2001670.1772240.4275890.1208720.0015850.108055-0.122311-0.173064-0.0267160.009041-0.1061250.054654-0.063532-0.044417-0.0843170.066233-0.0840410.071242-0.0073610.021613-0.0515510.0528540.000123-0.004734-0.1323050.139947-0.2203650.056884-0.040274-0.1488660.056558-0.0345040.005857-0.0780030.1015850.007869
Componente 32-0.0572580.033911-0.0249610.0658810.0176920.1273030.104219-0.041579-0.003378-0.027161-0.071827-0.010340-0.034695-0.108767-0.0464930.008461-0.2165120.066183-0.105201-0.0371350.004419-0.076443-0.0373480.0632820.051952-0.020398-0.187911-0.187836-0.0800370.1262950.379451-0.0776430.2618930.048118-0.0204580.178786-0.094763-0.1632430.0866110.0238850.0983340.162996-0.058876-0.055725-0.0616590.056140-0.035849-0.2086740.0015820.004649-0.2356280.021030-0.0989840.0141010.0070950.1245300.0719320.091665-0.0073390.281282-0.077198-0.0617090.312922-0.059384-0.2309450.0632530.111761-0.081535-0.0449450.0090370.026770-0.113119
Componente 33-0.011653-0.108915-0.025168-0.1179210.0098140.0253150.000544-0.0271260.0004700.0675420.0399990.040693-0.0599140.076648-0.0127420.0973650.010345-0.017930-0.1027290.0331530.038865-0.016289-0.065884-0.103923-0.075644-0.2286120.2543500.218843-0.081697-0.1150030.049803-0.0492640.3675680.328520-0.042900-0.0469710.0338680.0218050.203454-0.1133410.021890-0.185350-0.0158920.041687-0.0478330.1937080.0418010.1462380.005901-0.033879-0.141087-0.079072-0.0609810.0815820.0916730.136094-0.0906330.0109320.036944-0.2001170.014774-0.081004-0.029769-0.080972-0.2057720.013051-0.0186240.1859460.091978-0.0736080.3060230.066397
Componente 340.000014-0.1258730.030052-0.162636-0.012818-0.079663-0.008109-0.009186-0.0788180.019963-0.018426-0.004311-0.0357990.088791-0.024694-0.0199380.0353320.121150-0.0973920.012928-0.073620-0.0356140.1983240.0286550.0201410.070820-0.2656380.3295710.1628390.225273-0.052898-0.0337080.0528450.192857-0.077716-0.166215-0.2635110.045860-0.0249350.344161-0.1590270.1834280.0300050.161974-0.0418800.071932-0.291370-0.0074410.0413310.035469-0.0677790.033621-0.101144-0.098318-0.040134-0.109989-0.144982-0.0275100.058123-0.0627240.132311-0.0662210.1278910.0679540.012185-0.115507-0.063660-0.089794-0.068547-0.0095050.0735570.050094
Componente 350.054060-0.012922-0.021449-0.070195-0.024055-0.050462-0.113321-0.0680700.0568340.0731420.023799-0.007053-0.0648620.188805-0.041600-0.0151930.012699-0.1149260.071973-0.032886-0.104995-0.0140120.0682570.0175140.0197590.1202880.316890-0.1517230.192556-0.029418-0.046031-0.009723-0.1051900.0267720.0177250.229191-0.048915-0.078852-0.0224640.047146-0.0924540.034243-0.139836-0.091259-0.0477910.1754070.170415-0.1660960.0453820.0051530.0594990.087144-0.046595-0.0485170.0484620.162775-0.3262470.0876430.0392280.1065110.192604-0.1783010.2302830.146393-0.037917-0.121634-0.0609930.0868300.088165-0.314778-0.1886230.124595
\n", + "
" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual OverallCond YearBuilt \\\n", + "Componente 1 -0.007579 0.070135 0.264122 -0.070903 0.240467 \n", + "Componente 2 0.103556 -0.030524 0.060626 -0.007332 -0.124460 \n", + "Componente 3 -0.165448 0.278565 -0.026594 0.093032 -0.224069 \n", + "Componente 4 0.315788 -0.036284 -0.038551 0.044512 0.053110 \n", + "Componente 5 0.317516 0.017916 0.010717 -0.164735 -0.006139 \n", + "Componente 6 -0.052110 0.114236 0.013007 0.219410 -0.044006 \n", + "Componente 7 0.041175 0.175091 -0.086790 -0.273970 0.093445 \n", + "Componente 8 -0.007791 0.246268 -0.032873 -0.114138 0.030499 \n", + "Componente 9 -0.039409 0.024933 0.077255 0.192108 0.018887 \n", + "Componente 10 -0.287009 -0.009109 -0.052176 -0.154803 0.035838 \n", + "Componente 11 -0.045598 -0.077261 0.017602 -0.176332 0.053013 \n", + "Componente 12 0.176067 -0.031500 0.098982 0.163287 -0.131236 \n", + "Componente 13 -0.052149 0.020796 0.025009 0.113228 -0.044558 \n", + "Componente 14 -0.013946 -0.004534 0.041182 -0.126095 -0.006101 \n", + "Componente 15 -0.009274 0.119855 -0.070748 0.060200 0.058520 \n", + "Componente 16 0.023062 -0.015003 -0.025424 0.015596 -0.024150 \n", + "Componente 17 0.067939 0.019776 0.057071 -0.014514 -0.029384 \n", + "Componente 18 0.048556 0.027780 -0.058400 -0.057722 0.043611 \n", + "Componente 19 0.104706 0.070180 0.028338 0.255308 -0.081336 \n", + "Componente 20 0.008160 -0.083518 0.029419 0.034783 -0.007129 \n", + "Componente 21 -0.051724 0.063121 -0.016289 0.057475 0.025662 \n", + "Componente 22 -0.030214 0.082933 -0.001133 -0.002335 0.041091 \n", + "Componente 23 0.056594 -0.018422 0.009372 -0.051006 -0.013574 \n", + "Componente 24 -0.041084 0.086907 -0.001940 -0.002965 -0.004029 \n", + "Componente 25 -0.035532 -0.035357 -0.045755 -0.001789 -0.014024 \n", + "Componente 26 0.056249 0.137382 0.026528 -0.044330 -0.029862 \n", + "Componente 27 0.098248 0.171147 -0.028143 -0.049166 -0.009549 \n", + "Componente 28 -0.064921 0.028349 -0.060320 -0.117709 0.042565 \n", + "Componente 29 -0.048164 -0.014522 -0.018982 -0.025035 0.014651 \n", + "Componente 30 -0.032925 0.028615 0.039511 0.071257 -0.014408 \n", + "Componente 31 0.014408 0.117920 0.014475 0.024164 -0.025174 \n", + "Componente 32 -0.057258 0.033911 -0.024961 0.065881 0.017692 \n", + "Componente 33 -0.011653 -0.108915 -0.025168 -0.117921 0.009814 \n", + "Componente 34 0.000014 -0.125873 0.030052 -0.162636 -0.012818 \n", + "Componente 35 0.054060 -0.012922 -0.021449 -0.070195 -0.024055 \n", + "\n", + " YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF \\\n", + "Componente 1 0.203251 0.157178 0.123759 -0.014267 0.083910 \n", + "Componente 2 -0.001317 0.017170 -0.260295 -0.119996 0.209218 \n", + "Componente 3 -0.182424 0.067706 0.191347 0.171887 -0.081393 \n", + "Componente 4 -0.034435 0.054747 0.067173 0.068201 -0.308484 \n", + "Componente 5 0.006555 0.018018 0.191148 -0.016313 -0.152938 \n", + "Componente 6 0.174075 -0.137287 0.049813 0.059828 -0.227001 \n", + "Componente 7 -0.069624 -0.132166 -0.239647 0.336283 0.034119 \n", + "Componente 8 -0.113909 0.048471 0.033573 -0.417130 0.087236 \n", + "Componente 9 0.119326 -0.118014 -0.225321 0.191371 0.150597 \n", + "Componente 10 -0.061094 -0.084250 0.119250 -0.055038 -0.197619 \n", + "Componente 11 -0.102126 0.235007 -0.002578 0.051573 -0.000982 \n", + "Componente 12 -0.006278 0.031193 0.035576 -0.035600 -0.060653 \n", + "Componente 13 -0.010482 0.229206 -0.063164 0.009858 -0.061709 \n", + "Componente 14 -0.085937 0.149698 -0.048371 0.198035 0.031213 \n", + "Componente 15 0.066540 0.162250 -0.045176 0.049225 0.024927 \n", + "Componente 16 0.051334 0.025334 0.020518 -0.128831 -0.022203 \n", + "Componente 17 -0.053565 -0.026351 -0.084186 0.058486 0.087480 \n", + "Componente 18 0.000512 -0.182674 0.031865 -0.059750 0.008730 \n", + "Componente 19 0.071434 0.018157 -0.032236 0.028725 0.076474 \n", + "Componente 20 0.023151 -0.059930 0.064095 0.076256 -0.079209 \n", + "Componente 21 0.044874 -0.044503 0.019813 0.035857 -0.005505 \n", + "Componente 22 -0.010572 -0.035892 0.007856 0.012055 0.052769 \n", + "Componente 23 -0.016028 0.128761 -0.007459 0.047228 -0.032387 \n", + "Componente 24 0.007401 -0.021443 -0.011757 0.032188 0.031306 \n", + "Componente 25 0.027589 0.031543 0.041064 -0.124401 -0.024386 \n", + "Componente 26 0.019529 -0.112873 0.001848 -0.013456 -0.012877 \n", + "Componente 27 0.031430 0.025373 0.049402 -0.014071 0.043678 \n", + "Componente 28 0.009889 0.035362 -0.003978 -0.005896 -0.005448 \n", + "Componente 29 -0.030637 0.012315 0.008569 -0.037087 -0.047051 \n", + "Componente 30 0.064818 0.063610 -0.014554 0.015046 -0.000650 \n", + "Componente 31 -0.011778 -0.012602 -0.069388 -0.036649 0.003449 \n", + "Componente 32 0.127303 0.104219 -0.041579 -0.003378 -0.027161 \n", + "Componente 33 0.025315 0.000544 -0.027126 0.000470 0.067542 \n", + "Componente 34 -0.079663 -0.008109 -0.009186 -0.078818 0.019963 \n", + "Componente 35 -0.050462 -0.113321 -0.068070 0.056834 0.073142 \n", + "\n", + " TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "Componente 1 0.207934 0.196217 0.086759 -0.026199 0.214002 \n", + "Componente 2 -0.104014 -0.064817 0.349383 0.102529 0.252043 \n", + "Componente 3 0.180160 0.256712 0.035048 0.085683 0.225902 \n", + "Componente 4 -0.215793 -0.211768 0.284644 -0.037268 0.077217 \n", + "Componente 5 0.038687 0.062985 -0.032984 0.046102 0.023202 \n", + "Componente 6 -0.154850 -0.187913 0.149976 0.059643 -0.008138 \n", + "Componente 7 -0.091127 -0.009491 -0.023182 -0.005573 -0.026756 \n", + "Componente 8 -0.030617 -0.062591 0.011410 -0.082100 -0.044165 \n", + "Componente 9 -0.012202 -0.033864 -0.028077 0.068515 -0.041898 \n", + "Componente 10 -0.095304 -0.119694 0.077887 -0.064162 -0.029292 \n", + "Componente 11 0.015295 -0.000840 -0.028411 -0.017788 -0.025866 \n", + "Componente 12 -0.037194 -0.060123 0.048859 0.131682 0.008542 \n", + "Componente 13 -0.124197 -0.075248 0.032713 -0.245460 -0.050896 \n", + "Componente 14 0.053970 -0.046093 0.061078 0.004403 0.017236 \n", + "Componente 15 -0.003759 -0.021355 -0.044122 -0.093588 -0.061024 \n", + "Componente 16 -0.048404 0.030277 0.017446 0.106815 0.046651 \n", + "Componente 17 0.022093 -0.030224 0.033044 -0.178733 -0.011323 \n", + "Componente 18 0.019951 0.025970 -0.020960 0.020284 0.003570 \n", + "Componente 19 0.054074 0.039759 -0.047066 -0.179625 -0.026469 \n", + "Componente 20 0.014897 -0.003191 0.055998 -0.106780 0.034291 \n", + "Componente 21 0.028238 0.019416 -0.018003 -0.160640 -0.015536 \n", + "Componente 22 0.065749 0.001743 0.002577 0.156894 0.017940 \n", + "Componente 23 -0.023009 -0.006824 -0.006540 0.323507 0.019481 \n", + "Componente 24 0.031145 0.018717 0.056392 -0.194514 0.042617 \n", + "Componente 25 -0.027615 0.002921 -0.012438 -0.005466 -0.008689 \n", + "Componente 26 -0.015997 0.005155 0.049409 -0.346252 0.012799 \n", + "Componente 27 0.090179 0.029110 -0.027075 0.047530 0.003322 \n", + "Componente 28 -0.011792 0.015897 0.005322 -0.161741 0.001151 \n", + "Componente 29 -0.052118 -0.090134 0.037424 0.439701 0.005464 \n", + "Componente 30 -0.010254 0.001714 -0.032142 0.145416 -0.011985 \n", + "Componente 31 -0.082142 -0.026307 0.020550 0.133941 0.010111 \n", + "Componente 32 -0.071827 -0.010340 -0.034695 -0.108767 -0.046493 \n", + "Componente 33 0.039999 0.040693 -0.059914 0.076648 -0.012742 \n", + "Componente 34 -0.018426 -0.004311 -0.035799 0.088791 -0.024694 \n", + "Componente 35 0.023799 -0.007053 -0.064862 0.188805 -0.041600 \n", + "\n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "Componente 1 0.073984 -0.009359 0.208692 0.102336 0.048705 \n", + "Componente 2 -0.259632 -0.038460 0.185465 0.159404 0.278887 \n", + "Componente 3 0.128629 0.068261 -0.016761 -0.026304 0.197786 \n", + "Componente 4 0.069583 0.069700 0.029096 0.296757 0.129333 \n", + "Componente 5 0.221643 -0.068386 0.041606 -0.076734 -0.160742 \n", + "Componente 6 0.132186 0.041057 -0.066068 0.106918 -0.049958 \n", + "Componente 7 -0.104688 0.022976 0.091825 -0.052805 0.017468 \n", + "Componente 8 -0.081705 -0.017875 -0.067031 0.088671 -0.047712 \n", + "Componente 9 -0.207953 0.100092 -0.029871 0.039799 -0.115892 \n", + "Componente 10 0.130319 -0.172886 -0.039173 0.131330 0.041771 \n", + "Componente 11 -0.051329 0.218783 -0.072649 0.053883 -0.063608 \n", + "Componente 12 0.008005 0.110162 -0.107743 0.028042 -0.161591 \n", + "Componente 13 -0.122489 0.144741 -0.076508 0.059110 -0.140250 \n", + "Componente 14 0.049164 -0.265695 -0.121731 0.230143 -0.076258 \n", + "Componente 15 -0.015836 0.033634 0.036464 -0.034091 0.092554 \n", + "Componente 16 -0.024112 0.067689 0.042091 -0.051400 0.009230 \n", + "Componente 17 0.019184 -0.197519 -0.072385 0.031720 -0.145919 \n", + "Componente 18 0.023632 -0.103056 0.050063 0.026559 -0.002758 \n", + "Componente 19 0.044028 -0.040994 0.050756 -0.127527 0.032876 \n", + "Componente 20 0.027375 0.041730 0.017771 -0.003463 0.029755 \n", + "Componente 21 -0.030833 0.332220 0.060499 -0.007845 0.087281 \n", + "Componente 22 -0.099022 0.218891 0.061058 -0.034762 0.047973 \n", + "Componente 23 0.006436 -0.024244 -0.022918 0.079771 -0.127630 \n", + "Componente 24 0.105667 -0.157262 0.034479 0.102279 -0.053284 \n", + "Componente 25 -0.102576 0.263592 -0.047529 -0.007740 -0.049713 \n", + "Componente 26 -0.079789 0.242272 0.035820 0.017466 -0.070125 \n", + "Componente 27 -0.012943 0.157774 0.094459 -0.057912 0.005264 \n", + "Componente 28 0.069357 -0.087644 -0.000303 -0.002169 0.032153 \n", + "Componente 29 0.001710 0.084864 -0.031609 -0.036876 0.089379 \n", + "Componente 30 0.012272 -0.050999 0.072577 -0.085948 0.018842 \n", + "Componente 31 0.118064 -0.400793 0.036085 -0.090427 -0.040726 \n", + "Componente 32 0.008461 -0.216512 0.066183 -0.105201 -0.037135 \n", + "Componente 33 0.097365 0.010345 -0.017930 -0.102729 0.033153 \n", + "Componente 34 -0.019938 0.035332 0.121150 -0.097392 0.012928 \n", + "Componente 35 -0.015193 0.012699 -0.114926 0.071973 -0.032886 \n", + "\n", + " KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars GarageArea \\\n", + "Componente 1 -0.043719 0.159842 0.143633 0.241125 0.231971 \n", + "Componente 2 0.146739 0.302528 0.007736 -0.004522 -0.031271 \n", + "Componente 3 0.055484 0.206844 0.207031 -0.001180 0.047616 \n", + "Componente 4 0.050540 0.074542 0.038678 -0.002966 -0.027069 \n", + "Componente 5 0.208621 -0.022485 -0.032244 -0.069352 -0.068343 \n", + "Componente 6 -0.230348 -0.042974 0.048439 -0.083793 -0.091622 \n", + "Componente 7 0.104374 -0.002812 -0.052961 0.116336 0.086365 \n", + "Componente 8 -0.071860 -0.077071 0.070002 0.011044 -0.010260 \n", + "Componente 9 -0.226699 -0.096032 0.027613 -0.105259 -0.102436 \n", + "Componente 10 -0.081650 -0.001418 -0.099288 0.033648 0.072218 \n", + "Componente 11 -0.141137 -0.071600 0.033734 -0.062409 -0.081864 \n", + "Componente 12 -0.056200 -0.076780 0.032294 0.151527 0.194615 \n", + "Componente 13 -0.094996 -0.067018 0.061745 0.107790 0.088667 \n", + "Componente 14 -0.173896 -0.015259 0.131993 -0.077729 -0.081401 \n", + "Componente 15 0.204622 0.028575 -0.189476 -0.064376 -0.045345 \n", + "Componente 16 -0.018795 0.046286 0.026954 -0.027393 -0.053998 \n", + "Componente 17 -0.000204 -0.074470 0.039982 0.122087 0.114907 \n", + "Componente 18 0.142974 0.017124 0.053773 -0.067371 -0.079871 \n", + "Componente 19 0.155989 0.011480 -0.060239 0.116164 0.111909 \n", + "Componente 20 0.007268 0.061546 0.005794 -0.045954 -0.063755 \n", + "Componente 21 0.194729 0.048298 -0.009819 -0.013242 -0.040572 \n", + "Componente 22 -0.081190 -0.031749 -0.082607 -0.060076 -0.020553 \n", + "Componente 23 0.028088 -0.072944 -0.029922 0.032229 0.021241 \n", + "Componente 24 -0.054133 -0.001109 -0.041654 -0.005710 0.020769 \n", + "Componente 25 -0.053114 -0.001887 -0.181233 0.120986 0.159974 \n", + "Componente 26 -0.029099 -0.045530 0.220290 -0.052326 -0.076393 \n", + "Componente 27 -0.132003 -0.043842 0.137232 -0.088483 -0.093196 \n", + "Componente 28 -0.025010 0.009776 -0.030637 0.120017 0.158663 \n", + "Componente 29 -0.066520 0.076746 -0.137059 0.088909 0.115343 \n", + "Componente 30 0.013831 0.020149 -0.119394 0.011484 -0.005595 \n", + "Componente 31 -0.060848 -0.000700 0.052252 0.024793 0.027485 \n", + "Componente 32 0.004419 -0.076443 -0.037348 0.063282 0.051952 \n", + "Componente 33 0.038865 -0.016289 -0.065884 -0.103923 -0.075644 \n", + "Componente 34 -0.073620 -0.035614 0.198324 0.028655 0.020141 \n", + "Componente 35 -0.104995 -0.014012 0.068257 0.017514 0.019759 \n", + "\n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "Componente 1 0.113700 0.117246 -0.078336 0.015097 \n", + "Componente 2 -0.051643 0.080036 0.093231 -0.022228 \n", + "Componente 3 0.087075 0.029622 0.112227 0.001625 \n", + "Componente 4 0.045104 -0.004943 -0.056840 -0.021112 \n", + "Componente 5 0.030729 0.031659 0.023330 -0.031671 \n", + "Componente 6 0.123028 0.056607 0.003220 -0.017819 \n", + "Componente 7 0.028341 -0.057444 -0.053434 -0.039004 \n", + "Componente 8 0.003282 -0.054664 -0.093509 0.057246 \n", + "Componente 9 0.013752 0.114977 -0.029934 0.063027 \n", + "Componente 10 -0.131218 0.159054 0.067823 0.013211 \n", + "Componente 11 -0.017849 0.070128 -0.047274 -0.008431 \n", + "Componente 12 -0.155675 0.112329 0.146228 -0.105336 \n", + "Componente 13 0.004709 -0.059247 0.000631 0.047177 \n", + "Componente 14 -0.076127 0.017215 -0.018282 -0.092674 \n", + "Componente 15 0.072730 -0.071000 -0.052061 0.027863 \n", + "Componente 16 0.024522 -0.220309 0.026680 0.149268 \n", + "Componente 17 0.070370 -0.082138 0.386772 -0.147276 \n", + "Componente 18 -0.165777 0.183652 -0.282360 -0.012348 \n", + "Componente 19 -0.110105 0.162210 -0.053187 0.264516 \n", + "Componente 20 -0.180821 -0.066050 0.177601 0.426909 \n", + "Componente 21 0.026170 -0.019572 -0.160503 -0.038181 \n", + "Componente 22 -0.076069 0.074419 0.035136 0.209079 \n", + "Componente 23 -0.071537 0.026397 -0.020102 0.529196 \n", + "Componente 24 0.132780 0.147808 -0.076921 0.078113 \n", + "Componente 25 0.153564 0.014822 -0.015396 0.037393 \n", + "Componente 26 -0.062603 -0.055858 0.221551 0.179190 \n", + "Componente 27 -0.042469 0.263108 0.105274 -0.214292 \n", + "Componente 28 -0.446025 0.051577 -0.024256 0.202961 \n", + "Componente 29 0.006004 -0.228859 -0.089631 -0.044653 \n", + "Componente 30 -0.287259 -0.011020 0.333264 -0.212160 \n", + "Componente 31 0.269259 0.002090 0.013805 0.203004 \n", + "Componente 32 -0.020398 -0.187911 -0.187836 -0.080037 \n", + "Componente 33 -0.228612 0.254350 0.218843 -0.081697 \n", + "Componente 34 0.070820 -0.265638 0.329571 0.162839 \n", + "Componente 35 0.120288 0.316890 -0.151723 0.192556 \n", + "\n", + " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", + "Componente 1 0.019632 0.028508 -0.008966 0.015270 -0.006516 \n", + "Componente 2 -0.010042 0.011172 0.002145 0.028801 -0.037346 \n", + "Componente 3 0.117718 0.115155 0.037508 0.011662 -0.007353 \n", + "Componente 4 0.034392 0.034517 0.010501 -0.006966 0.010527 \n", + "Componente 5 -0.054040 0.048815 -0.005431 -0.023170 0.018948 \n", + "Componente 6 -0.015863 0.040668 0.006630 -0.026951 -0.009396 \n", + "Componente 7 -0.034713 -0.060999 -0.056380 0.019312 -0.037338 \n", + "Componente 8 0.011986 -0.066836 -0.052356 0.067255 -0.088698 \n", + "Componente 9 0.115361 -0.003731 0.020625 0.051928 0.046285 \n", + "Componente 10 -0.068330 -0.023525 -0.030351 -0.029363 0.115780 \n", + "Componente 11 0.137878 0.112145 -0.137263 0.037770 -0.204759 \n", + "Componente 12 0.193573 0.012003 -0.017075 0.047049 0.010826 \n", + "Componente 13 0.067583 -0.201253 0.179565 0.001372 0.018762 \n", + "Componente 14 0.235440 -0.051764 -0.077406 -0.220561 0.198892 \n", + "Componente 15 -0.185736 -0.087554 0.321125 -0.151416 0.197926 \n", + "Componente 16 -0.023433 -0.076772 -0.103745 -0.458578 0.469795 \n", + "Componente 17 -0.088337 0.177578 0.034935 -0.222323 0.042893 \n", + "Componente 18 0.470286 0.094924 0.450328 -0.036307 0.028654 \n", + "Componente 19 0.112359 -0.036610 -0.223517 0.025397 0.116726 \n", + "Componente 20 -0.092409 -0.016365 0.076283 0.226128 -0.189837 \n", + "Componente 21 0.093289 -0.275539 -0.172543 0.035739 0.157798 \n", + "Componente 22 -0.103911 0.506264 0.043060 -0.298770 -0.010652 \n", + "Componente 23 -0.025445 -0.176013 -0.035250 0.052369 -0.013194 \n", + "Componente 24 -0.220796 -0.199382 -0.111316 0.121967 0.225382 \n", + "Componente 25 -0.175236 0.143033 0.114241 -0.150603 -0.088939 \n", + "Componente 26 0.034232 0.094969 0.290998 0.180885 0.124314 \n", + "Componente 27 -0.194824 -0.205351 -0.115355 -0.087133 -0.264493 \n", + "Componente 28 0.173052 -0.049790 -0.117674 -0.282985 -0.162236 \n", + "Componente 29 0.077435 -0.110473 0.055899 0.206250 0.049317 \n", + "Componente 30 0.061934 -0.311394 0.294884 -0.125054 -0.126950 \n", + "Componente 31 -0.118199 -0.062445 0.266132 0.065796 -0.181340 \n", + "Componente 32 0.126295 0.379451 -0.077643 0.261893 0.048118 \n", + "Componente 33 -0.115003 0.049803 -0.049264 0.367568 0.328520 \n", + "Componente 34 0.225273 -0.052898 -0.033708 0.052845 0.192857 \n", + "Componente 35 -0.029418 -0.046031 -0.009723 -0.105190 0.026772 \n", + "\n", + " MSZoning_code Street_code LotShape_code LandContour_code \\\n", + "Componente 1 -0.082842 0.005753 -0.094278 0.018781 \n", + "Componente 2 0.009870 0.036743 0.035020 -0.042803 \n", + "Componente 3 0.083336 -0.054921 -0.080509 -0.130534 \n", + "Componente 4 -0.023196 0.012110 -0.016181 0.063024 \n", + "Componente 5 -0.003772 -0.073040 0.059286 -0.100713 \n", + "Componente 6 0.060232 -0.041407 -0.126386 -0.132146 \n", + "Componente 7 -0.142946 -0.204185 -0.065200 -0.139109 \n", + "Componente 8 -0.070866 -0.204245 -0.128161 -0.302553 \n", + "Componente 9 -0.122066 -0.045425 -0.153500 -0.026502 \n", + "Componente 10 -0.372809 -0.053881 -0.079573 0.080905 \n", + "Componente 11 -0.010359 0.070168 -0.081386 0.183751 \n", + "Componente 12 -0.144751 -0.135617 0.164645 -0.172044 \n", + "Componente 13 0.147287 -0.051443 -0.016983 0.038409 \n", + "Componente 14 0.034370 -0.173052 0.176622 -0.055196 \n", + "Componente 15 -0.172263 -0.267950 -0.092734 -0.069419 \n", + "Componente 16 0.099279 0.093869 -0.045585 -0.062742 \n", + "Componente 17 0.257777 0.105438 -0.212816 0.060946 \n", + "Componente 18 0.036020 -0.015112 -0.182695 0.116348 \n", + "Componente 19 0.131206 -0.289911 0.071532 0.095553 \n", + "Componente 20 0.148711 0.116276 -0.131762 -0.255290 \n", + "Componente 21 -0.015076 0.274685 0.004772 0.022863 \n", + "Componente 22 -0.145150 -0.064978 0.205472 0.001188 \n", + "Componente 23 -0.049163 0.124661 -0.147234 -0.048139 \n", + "Componente 24 0.036570 0.036936 0.148054 0.153327 \n", + "Componente 25 0.024630 -0.042592 0.091554 0.074416 \n", + "Componente 26 -0.131340 -0.085068 0.196410 0.250934 \n", + "Componente 27 -0.016594 -0.193014 -0.102056 0.100275 \n", + "Componente 28 -0.002643 -0.009276 0.192205 0.053382 \n", + "Componente 29 0.120717 -0.307862 0.065197 0.196526 \n", + "Componente 30 -0.066704 0.285413 0.031342 -0.008500 \n", + "Componente 31 0.062657 -0.071290 0.200167 0.177224 \n", + "Componente 32 -0.020458 0.178786 -0.094763 -0.163243 \n", + "Componente 33 -0.042900 -0.046971 0.033868 0.021805 \n", + "Componente 34 -0.077716 -0.166215 -0.263511 0.045860 \n", + "Componente 35 0.017725 0.229191 -0.048915 -0.078852 \n", + "\n", + " Utilities_code LotConfig_code LandSlope_code \\\n", + "Componente 1 -0.002435 -0.018499 0.000500 \n", + "Componente 2 -0.006560 -0.012897 -0.063340 \n", + "Componente 3 0.032015 -0.093500 0.183480 \n", + "Componente 4 0.019805 -0.005508 0.002521 \n", + "Componente 5 -0.027324 0.051015 0.103547 \n", + "Componente 6 -0.059809 -0.040766 0.198563 \n", + "Componente 7 0.028802 0.005913 0.250610 \n", + "Componente 8 -0.021697 -0.049047 0.373614 \n", + "Componente 9 0.113791 -0.093750 0.094042 \n", + "Componente 10 0.065448 -0.144606 -0.111239 \n", + "Componente 11 0.301105 -0.119132 -0.109802 \n", + "Componente 12 0.204605 0.067110 0.076877 \n", + "Componente 13 0.036115 0.020302 0.013133 \n", + "Componente 14 0.032920 0.270237 0.048419 \n", + "Componente 15 0.109737 -0.115066 0.045640 \n", + "Componente 16 0.239841 -0.121837 0.071292 \n", + "Componente 17 0.054559 -0.436654 -0.063874 \n", + "Componente 18 0.146096 -0.091166 -0.049367 \n", + "Componente 19 0.074470 -0.110262 -0.067186 \n", + "Componente 20 0.168178 0.136743 0.021309 \n", + "Componente 21 0.343422 0.107224 0.090323 \n", + "Componente 22 -0.073037 0.182204 0.014563 \n", + "Componente 23 -0.200656 -0.300543 0.015302 \n", + "Componente 24 -0.166995 0.172748 0.070203 \n", + "Componente 25 0.197656 0.134181 -0.024297 \n", + "Componente 26 -0.226805 -0.081939 0.042841 \n", + "Componente 27 0.081865 -0.133476 -0.002941 \n", + "Componente 28 -0.013231 -0.066807 0.104033 \n", + "Componente 29 -0.025769 -0.157201 -0.065000 \n", + "Componente 30 -0.045628 0.149420 0.180232 \n", + "Componente 31 0.427589 0.120872 0.001585 \n", + "Componente 32 0.086611 0.023885 0.098334 \n", + "Componente 33 0.203454 -0.113341 0.021890 \n", + "Componente 34 -0.024935 0.344161 -0.159027 \n", + "Componente 35 -0.022464 0.047146 -0.092454 \n", + "\n", + " Neighborhood_code Condition1_code Condition2_code \\\n", + "Componente 1 0.067340 0.048534 0.009282 \n", + "Componente 2 0.005355 -0.021587 0.000479 \n", + "Componente 3 0.043479 -0.036499 0.023148 \n", + "Componente 4 0.011109 0.026929 -0.021024 \n", + "Componente 5 0.048788 -0.033834 -0.002886 \n", + "Componente 6 -0.145700 0.043598 -0.033371 \n", + "Componente 7 -0.039191 0.093748 -0.037356 \n", + "Componente 8 -0.121693 0.013139 -0.062548 \n", + "Componente 9 0.130220 0.079065 0.001822 \n", + "Componente 10 0.282294 0.107403 -0.053344 \n", + "Componente 11 -0.140750 0.004411 -0.124268 \n", + "Componente 12 0.241710 -0.223362 0.048584 \n", + "Componente 13 -0.092945 0.002218 0.212890 \n", + "Componente 14 -0.011838 0.081570 0.028335 \n", + "Componente 15 0.138994 -0.102188 0.236106 \n", + "Componente 16 -0.145729 0.071342 -0.278656 \n", + "Componente 17 -0.012914 -0.129458 0.202918 \n", + "Componente 18 -0.112465 0.141192 0.232470 \n", + "Componente 19 -0.009607 0.398809 -0.283601 \n", + "Componente 20 -0.190767 0.179755 0.201348 \n", + "Componente 21 0.154024 -0.333058 0.088356 \n", + "Componente 22 -0.121853 -0.098260 0.144012 \n", + "Componente 23 0.228387 -0.075415 0.076209 \n", + "Componente 24 -0.171724 -0.025327 0.329139 \n", + "Componente 25 0.166717 0.364815 0.170529 \n", + "Componente 26 0.042265 -0.169348 -0.314097 \n", + "Componente 27 0.103515 0.035384 0.069451 \n", + "Componente 28 -0.108244 -0.254185 0.120109 \n", + "Componente 29 -0.223849 -0.189379 0.020463 \n", + "Componente 30 -0.003728 0.196294 -0.165772 \n", + "Componente 31 0.108055 -0.122311 -0.173064 \n", + "Componente 32 0.162996 -0.058876 -0.055725 \n", + "Componente 33 -0.185350 -0.015892 0.041687 \n", + "Componente 34 0.183428 0.030005 0.161974 \n", + "Componente 35 0.034243 -0.139836 -0.091259 \n", + "\n", + " BldgType_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "Componente 1 0.008167 0.087218 0.062115 0.022264 \n", + "Componente 2 -0.061321 0.107189 -0.031194 -0.010898 \n", + "Componente 3 -0.232839 -0.080386 0.127948 0.131067 \n", + "Componente 4 0.167164 0.363476 -0.078276 0.008365 \n", + "Componente 5 0.305592 0.040395 0.036864 0.030623 \n", + "Componente 6 -0.181182 0.110687 -0.152856 0.085456 \n", + "Componente 7 0.061372 0.008694 -0.167345 0.062905 \n", + "Componente 8 -0.036694 0.034677 -0.038714 0.103654 \n", + "Componente 9 0.005852 0.023174 -0.037617 0.141080 \n", + "Componente 10 -0.349868 0.051855 -0.024060 -0.142419 \n", + "Componente 11 -0.027391 0.117427 0.006748 0.174013 \n", + "Componente 12 0.158128 -0.022092 -0.023870 0.021779 \n", + "Componente 13 -0.059606 0.025751 0.238263 -0.038888 \n", + "Componente 14 0.023135 -0.032470 0.157053 -0.099237 \n", + "Componente 15 -0.001151 0.028092 0.194638 -0.142097 \n", + "Componente 16 0.027535 -0.053954 -0.027439 -0.055364 \n", + "Componente 17 0.041158 0.095215 -0.144219 0.041047 \n", + "Componente 18 0.103208 -0.098199 -0.091225 0.093539 \n", + "Componente 19 0.043004 0.062933 -0.106089 -0.019061 \n", + "Componente 20 -0.005870 0.007674 -0.010551 -0.354146 \n", + "Componente 21 -0.043472 -0.003585 -0.167477 0.036529 \n", + "Componente 22 -0.016153 -0.056325 -0.188499 0.003087 \n", + "Componente 23 0.129754 -0.107448 0.032611 0.229707 \n", + "Componente 24 -0.035998 -0.017051 -0.241141 0.284593 \n", + "Componente 25 -0.060450 0.153600 0.103797 0.206551 \n", + "Componente 26 0.039150 0.024764 0.132015 -0.009541 \n", + "Componente 27 0.132550 -0.082837 -0.213488 -0.380669 \n", + "Componente 28 -0.106068 0.133320 -0.087319 -0.057787 \n", + "Componente 29 -0.115124 0.002575 0.026604 -0.140203 \n", + "Componente 30 -0.065366 0.007410 -0.029792 0.208633 \n", + "Componente 31 -0.026716 0.009041 -0.106125 0.054654 \n", + "Componente 32 -0.061659 0.056140 -0.035849 -0.208674 \n", + "Componente 33 -0.047833 0.193708 0.041801 0.146238 \n", + "Componente 34 -0.041880 0.071932 -0.291370 -0.007441 \n", + "Componente 35 -0.047791 0.175407 0.170415 -0.166096 \n", + "\n", + " Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", + "Componente 1 0.053980 0.047415 -0.013661 \n", + "Componente 2 0.078379 0.082301 0.015587 \n", + "Componente 3 -0.116082 -0.100833 -0.037514 \n", + "Componente 4 -0.216539 -0.232120 -0.162574 \n", + "Componente 5 -0.099040 -0.103137 0.131821 \n", + "Componente 6 0.349298 0.349175 0.111380 \n", + "Componente 7 0.097541 0.117310 0.051018 \n", + "Componente 8 -0.114210 -0.119998 -0.060612 \n", + "Componente 9 -0.373752 -0.380090 0.157378 \n", + "Componente 10 -0.075002 -0.049049 0.173847 \n", + "Componente 11 0.152431 0.135924 -0.337481 \n", + "Componente 12 0.145648 0.121592 0.102400 \n", + "Componente 13 -0.062961 -0.060175 -0.201728 \n", + "Componente 14 0.042150 0.056594 -0.105687 \n", + "Componente 15 0.117970 0.087366 -0.226404 \n", + "Componente 16 -0.023877 -0.013040 0.023814 \n", + "Componente 17 -0.032121 -0.010139 0.102505 \n", + "Componente 18 0.067593 0.094413 0.149693 \n", + "Componente 19 0.032756 0.051520 -0.039136 \n", + "Componente 20 -0.038539 -0.019491 0.081890 \n", + "Componente 21 0.006277 0.032205 0.141046 \n", + "Componente 22 -0.051107 -0.066954 -0.104927 \n", + "Componente 23 0.083386 0.100774 -0.175015 \n", + "Componente 24 -0.012188 -0.015232 -0.055645 \n", + "Componente 25 0.046866 0.007067 0.121236 \n", + "Componente 26 0.076032 0.067845 0.101128 \n", + "Componente 27 0.014120 -0.010424 -0.132563 \n", + "Componente 28 -0.078401 -0.047302 0.000541 \n", + "Componente 29 -0.056111 -0.057060 0.098007 \n", + "Componente 30 -0.031146 -0.035648 -0.162790 \n", + "Componente 31 -0.063532 -0.044417 -0.084317 \n", + "Componente 32 0.001582 0.004649 -0.235628 \n", + "Componente 33 0.005901 -0.033879 -0.141087 \n", + "Componente 34 0.041331 0.035469 -0.067779 \n", + "Componente 35 0.045382 0.005153 0.059499 \n", + "\n", + " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", + "Componente 1 -0.217384 0.062694 0.175938 -0.219886 \n", + "Componente 2 -0.040997 -0.035504 -0.011773 -0.007588 \n", + "Componente 3 0.070844 -0.087642 -0.200154 0.139522 \n", + "Componente 4 0.128827 0.014775 0.012640 0.065916 \n", + "Componente 5 -0.163504 -0.022249 0.067634 -0.171626 \n", + "Componente 6 -0.013907 -0.110566 0.003178 -0.052416 \n", + "Componente 7 0.042530 0.137960 0.151201 -0.033742 \n", + "Componente 8 0.049768 0.142973 0.006814 -0.017285 \n", + "Componente 9 -0.140881 -0.103308 -0.022562 -0.051513 \n", + "Componente 10 -0.025743 0.055432 0.092733 -0.013641 \n", + "Componente 11 0.002365 0.025913 -0.019388 -0.042328 \n", + "Componente 12 -0.096837 -0.134378 -0.117794 0.026641 \n", + "Componente 13 -0.120333 -0.188329 0.019034 -0.027776 \n", + "Componente 14 -0.068838 0.298127 -0.105439 0.010588 \n", + "Componente 15 -0.013276 -0.077441 0.069091 0.048593 \n", + "Componente 16 -0.051367 -0.158085 0.067654 -0.017112 \n", + "Componente 17 0.044092 0.157374 -0.037031 -0.061359 \n", + "Componente 18 0.057842 -0.091827 0.033599 0.017496 \n", + "Componente 19 0.045826 -0.001658 -0.124370 0.031278 \n", + "Componente 20 -0.023562 0.157765 0.012145 -0.005665 \n", + "Componente 21 0.094165 0.229506 0.023952 -0.004161 \n", + "Componente 22 -0.010310 -0.050188 0.100065 0.066928 \n", + "Componente 23 -0.015832 0.106940 0.017219 0.004569 \n", + "Componente 24 0.004176 -0.193613 -0.113157 0.033438 \n", + "Componente 25 0.004614 0.193416 -0.096819 -0.068309 \n", + "Componente 26 0.007537 0.109516 -0.021004 -0.025857 \n", + "Componente 27 0.045986 -0.124987 -0.149395 0.042709 \n", + "Componente 28 0.017138 -0.131436 0.072486 -0.049441 \n", + "Componente 29 -0.089288 0.105613 -0.020091 0.020896 \n", + "Componente 30 0.033961 0.109926 0.052307 0.010104 \n", + "Componente 31 0.066233 -0.084041 0.071242 -0.007361 \n", + "Componente 32 0.021030 -0.098984 0.014101 0.007095 \n", + "Componente 33 -0.079072 -0.060981 0.081582 0.091673 \n", + "Componente 34 0.033621 -0.101144 -0.098318 -0.040134 \n", + "Componente 35 0.087144 -0.046595 -0.048517 0.048462 \n", + "\n", + " BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", + "Componente 1 0.043285 -0.102925 -0.035281 \n", + "Componente 2 -0.088109 0.139773 0.291165 \n", + "Componente 3 -0.030196 -0.023110 -0.110932 \n", + "Componente 4 0.048243 0.009890 -0.184551 \n", + "Componente 5 -0.120523 -0.183095 -0.094142 \n", + "Componente 6 -0.035491 -0.134852 -0.071497 \n", + "Componente 7 -0.130895 -0.102179 0.144526 \n", + "Componente 8 0.133728 -0.083646 0.088953 \n", + "Componente 9 -0.022192 0.013257 0.128694 \n", + "Componente 10 -0.052648 0.132152 -0.107752 \n", + "Componente 11 -0.093570 -0.077975 -0.008630 \n", + "Componente 12 0.011229 0.043465 0.029280 \n", + "Componente 13 -0.227591 -0.018823 0.024905 \n", + "Componente 14 0.340935 0.159814 0.075239 \n", + "Componente 15 0.088745 -0.039655 0.016073 \n", + "Componente 16 -0.069177 0.107730 -0.035760 \n", + "Componente 17 0.213433 -0.122451 0.108764 \n", + "Componente 18 0.043789 0.087110 -0.047900 \n", + "Componente 19 0.102962 -0.091993 -0.017364 \n", + "Componente 20 0.140159 -0.000516 -0.066299 \n", + "Componente 21 0.187092 -0.044875 -0.079307 \n", + "Componente 22 0.165513 -0.027001 -0.030287 \n", + "Componente 23 0.073800 0.230347 -0.048390 \n", + "Componente 24 0.079328 0.084997 -0.001779 \n", + "Componente 25 0.098331 -0.019387 -0.015982 \n", + "Componente 26 0.112964 0.040327 0.015482 \n", + "Componente 27 0.080932 0.154770 -0.070157 \n", + "Componente 28 -0.192874 -0.168058 0.021828 \n", + "Componente 29 0.184439 -0.216731 -0.038568 \n", + "Componente 30 0.107173 -0.139285 -0.071613 \n", + "Componente 31 0.021613 -0.051551 0.052854 \n", + "Componente 32 0.124530 0.071932 0.091665 \n", + "Componente 33 0.136094 -0.090633 0.010932 \n", + "Componente 34 -0.109989 -0.144982 -0.027510 \n", + "Componente 35 0.162775 -0.326247 0.087643 \n", + "\n", + " BsmtFinType2_code Heating_code HeatingQC_code \\\n", + "Componente 1 0.033274 -0.052077 -0.154072 \n", + "Componente 2 0.104096 0.079403 -0.043096 \n", + "Componente 3 -0.142843 0.032718 0.162379 \n", + "Componente 4 -0.088411 -0.039845 0.125508 \n", + "Componente 5 -0.010095 0.188035 -0.026488 \n", + "Componente 6 -0.063140 -0.067786 -0.166578 \n", + "Componente 7 -0.361020 0.114630 0.060995 \n", + "Componente 8 0.441774 -0.016896 0.074298 \n", + "Componente 9 -0.146953 -0.104601 -0.073952 \n", + "Componente 10 0.029488 0.181366 -0.020097 \n", + "Componente 11 -0.012227 0.044217 0.032766 \n", + "Componente 12 0.078494 -0.063674 0.013505 \n", + "Componente 13 -0.061996 0.328586 -0.052045 \n", + "Componente 14 -0.124251 -0.030104 -0.013468 \n", + "Componente 15 -0.050915 -0.241721 0.009852 \n", + "Componente 16 0.090696 0.063622 -0.090535 \n", + "Componente 17 -0.015760 0.069561 0.020803 \n", + "Componente 18 0.129401 0.093180 0.016540 \n", + "Componente 19 -0.044188 0.083306 0.022150 \n", + "Componente 20 -0.058124 -0.068982 -0.127653 \n", + "Componente 21 0.003280 0.120157 -0.071209 \n", + "Componente 22 -0.041145 0.235350 -0.103763 \n", + "Componente 23 -0.048574 0.068581 -0.036647 \n", + "Componente 24 0.059815 0.143090 -0.030938 \n", + "Componente 25 0.096564 -0.049642 0.075749 \n", + "Componente 26 0.010066 0.088928 -0.067087 \n", + "Componente 27 0.062997 0.139634 -0.150372 \n", + "Componente 28 -0.023666 -0.218097 -0.036033 \n", + "Componente 29 -0.021571 0.182222 -0.093496 \n", + "Componente 30 -0.003340 0.187829 -0.099557 \n", + "Componente 31 0.000123 -0.004734 -0.132305 \n", + "Componente 32 -0.007339 0.281282 -0.077198 \n", + "Componente 33 0.036944 -0.200117 0.014774 \n", + "Componente 34 0.058123 -0.062724 0.132311 \n", + "Componente 35 0.039228 0.106511 0.192604 \n", + "\n", + " CentralAir_code Electrical_code KitchenQual_code \\\n", + "Componente 1 0.113528 0.111692 -0.185163 \n", + "Componente 2 -0.145214 -0.078642 -0.048904 \n", + "Componente 3 -0.042450 -0.053489 0.033559 \n", + "Componente 4 0.092925 0.119823 0.136090 \n", + "Componente 5 -0.277713 -0.096410 -0.172957 \n", + "Componente 6 0.053531 0.069908 -0.079682 \n", + "Componente 7 -0.103408 -0.096635 0.096983 \n", + "Componente 8 -0.019913 -0.057963 0.059676 \n", + "Componente 9 0.096466 0.090709 -0.161946 \n", + "Componente 10 -0.190378 -0.148099 -0.028453 \n", + "Componente 11 -0.067962 -0.158636 -0.008803 \n", + "Componente 12 0.031439 -0.049186 -0.119614 \n", + "Componente 13 -0.230149 -0.143746 -0.108299 \n", + "Componente 14 0.021510 -0.072010 -0.049993 \n", + "Componente 15 0.056078 0.160002 0.081947 \n", + "Componente 16 0.015252 -0.027352 -0.035940 \n", + "Componente 17 -0.025241 -0.036317 0.000923 \n", + "Componente 18 -0.050153 -0.009531 0.086029 \n", + "Componente 19 -0.100918 0.076629 0.047460 \n", + "Componente 20 0.023990 -0.137544 -0.079040 \n", + "Componente 21 0.015727 -0.109014 -0.010907 \n", + "Componente 22 -0.076237 -0.056479 -0.049723 \n", + "Componente 23 -0.005518 0.003610 0.025289 \n", + "Componente 24 -0.062875 0.097607 -0.018909 \n", + "Componente 25 -0.053734 0.083014 0.012775 \n", + "Componente 26 0.047737 0.051526 0.062157 \n", + "Componente 27 -0.003874 0.100794 0.084398 \n", + "Componente 28 0.150567 0.124384 0.050401 \n", + "Componente 29 -0.017590 0.091599 -0.056231 \n", + "Componente 30 -0.035654 0.251520 0.014475 \n", + "Componente 31 0.139947 -0.220365 0.056884 \n", + "Componente 32 -0.061709 0.312922 -0.059384 \n", + "Componente 33 -0.081004 -0.029769 -0.080972 \n", + "Componente 34 -0.066221 0.127891 0.067954 \n", + "Componente 35 -0.178301 0.230283 0.146393 \n", + "\n", + " Functional_code GarageType_code GarageFinish_code \\\n", + "Componente 1 0.036087 -0.186128 -0.162484 \n", + "Componente 2 -0.021238 0.147931 -0.006222 \n", + "Componente 3 -0.099581 -0.000581 0.067113 \n", + "Componente 4 0.020980 -0.040444 0.014490 \n", + "Componente 5 -0.046426 0.147610 -0.147078 \n", + "Componente 6 0.006927 0.068950 -0.091616 \n", + "Componente 7 -0.168005 -0.065686 0.059916 \n", + "Componente 8 0.102571 -0.026214 -0.019769 \n", + "Componente 9 0.013543 0.014208 -0.125984 \n", + "Componente 10 0.109841 0.005115 -0.012697 \n", + "Componente 11 0.095559 -0.046961 -0.138860 \n", + "Componente 12 0.100984 0.099126 0.232044 \n", + "Componente 13 0.012580 -0.020599 0.010114 \n", + "Componente 14 -0.082521 0.030778 -0.105458 \n", + "Componente 15 0.194294 0.036451 -0.086469 \n", + "Componente 16 -0.247292 -0.031268 -0.068212 \n", + "Componente 17 0.103018 -0.006401 0.061754 \n", + "Componente 18 -0.078368 -0.030648 -0.057344 \n", + "Componente 19 0.294788 0.036662 0.128714 \n", + "Componente 20 -0.018790 0.019732 -0.036328 \n", + "Componente 21 0.096334 -0.013389 0.015435 \n", + "Componente 22 0.259265 -0.052964 0.002441 \n", + "Componente 23 -0.085091 0.061718 0.088505 \n", + "Componente 24 -0.055078 0.019719 0.014290 \n", + "Componente 25 -0.418275 0.144502 0.170707 \n", + "Componente 26 -0.198920 -0.113710 -0.031175 \n", + "Componente 27 -0.244593 -0.005096 -0.072536 \n", + "Componente 28 -0.224838 0.050863 0.114163 \n", + "Componente 29 -0.024087 0.137334 -0.030584 \n", + "Componente 30 0.104363 -0.002441 -0.008716 \n", + "Componente 31 -0.040274 -0.148866 0.056558 \n", + "Componente 32 -0.230945 0.063253 0.111761 \n", + "Componente 33 -0.205772 0.013051 -0.018624 \n", + "Componente 34 0.012185 -0.115507 -0.063660 \n", + "Componente 35 -0.037917 -0.121634 -0.060993 \n", + "\n", + " GarageQual_code GarageCond_code PavedDrive_code \\\n", + "Componente 1 0.114872 0.121560 0.112179 \n", + "Componente 2 -0.146535 -0.126003 -0.167768 \n", + "Componente 3 -0.040974 -0.030583 -0.046243 \n", + "Componente 4 0.113029 0.096246 0.124552 \n", + "Componente 5 -0.227845 -0.265547 -0.197534 \n", + "Componente 6 -0.103319 -0.099715 -0.087070 \n", + "Componente 7 0.198370 0.135576 0.053859 \n", + "Componente 8 0.013392 0.018392 -0.001045 \n", + "Componente 9 -0.137261 -0.136185 0.011151 \n", + "Componente 10 0.028665 -0.028630 -0.025650 \n", + "Componente 11 -0.130380 -0.168211 0.021227 \n", + "Componente 12 0.159712 0.241504 -0.020600 \n", + "Componente 13 0.141578 0.119295 -0.092914 \n", + "Componente 14 -0.120101 -0.052397 -0.013311 \n", + "Componente 15 -0.082594 -0.127674 -0.138316 \n", + "Componente 16 0.137727 0.102222 0.033524 \n", + "Componente 17 -0.043830 0.035220 0.020470 \n", + "Componente 18 0.006603 0.087382 0.060995 \n", + "Componente 19 -0.087834 -0.050880 -0.005587 \n", + "Componente 20 0.035577 0.060773 -0.044976 \n", + "Componente 21 -0.145874 -0.058312 0.000395 \n", + "Componente 22 0.045631 0.081341 0.030162 \n", + "Componente 23 -0.068147 -0.010238 0.081110 \n", + "Componente 24 -0.048469 0.033436 0.056822 \n", + "Componente 25 -0.088550 -0.079346 0.046340 \n", + "Componente 26 -0.066529 -0.027301 -0.036986 \n", + "Componente 27 -0.029246 0.029577 0.033785 \n", + "Componente 28 -0.136027 -0.174116 -0.021882 \n", + "Componente 29 -0.076304 -0.050259 0.228024 \n", + "Componente 30 0.021189 -0.015072 -0.024022 \n", + "Componente 31 -0.034504 0.005857 -0.078003 \n", + "Componente 32 -0.081535 -0.044945 0.009037 \n", + "Componente 33 0.185946 0.091978 -0.073608 \n", + "Componente 34 -0.089794 -0.068547 -0.009505 \n", + "Componente 35 0.086830 0.088165 -0.314778 \n", + "\n", + " SaleType_code SaleCondition_code \n", + "Componente 1 -0.019955 0.077092 \n", + "Componente 2 0.001792 -0.002413 \n", + "Componente 3 -0.003043 -0.077775 \n", + "Componente 4 0.061460 -0.046162 \n", + "Componente 5 -0.006466 -0.028036 \n", + "Componente 6 0.186579 0.064401 \n", + "Componente 7 -0.071512 -0.044396 \n", + "Componente 8 0.036918 -0.010151 \n", + "Componente 9 -0.077828 -0.022287 \n", + "Componente 10 -0.074261 -0.042497 \n", + "Componente 11 -0.246609 -0.317026 \n", + "Componente 12 -0.251024 -0.157890 \n", + "Componente 13 0.151547 0.296043 \n", + "Componente 14 0.070059 0.080485 \n", + "Componente 15 -0.120696 -0.148043 \n", + "Componente 16 -0.134612 -0.140296 \n", + "Componente 17 0.005439 -0.018174 \n", + "Componente 18 -0.011646 0.008467 \n", + "Componente 19 0.025220 0.101141 \n", + "Componente 20 -0.237032 -0.118504 \n", + "Componente 21 0.167585 0.118208 \n", + "Componente 22 0.206679 -0.049214 \n", + "Componente 23 0.186566 0.007845 \n", + "Componente 24 -0.348450 -0.203312 \n", + "Componente 25 0.016534 0.036629 \n", + "Componente 26 -0.085972 -0.058061 \n", + "Componente 27 0.052360 0.070700 \n", + "Componente 28 0.007485 0.074488 \n", + "Componente 29 -0.176141 0.054720 \n", + "Componente 30 -0.061608 -0.075527 \n", + "Componente 31 0.101585 0.007869 \n", + "Componente 32 0.026770 -0.113119 \n", + "Componente 33 0.306023 0.066397 \n", + "Componente 34 0.073557 0.050094 \n", + "Componente 35 -0.188623 0.124595 " + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Para revisar que atributos te explica cada uno de los componentes\n", + "\n", + "data_pca_comp= pd.DataFrame (data = pca.components_, columns = data_norm.columns.values, index = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca_comp" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "#Para realizar un modelo más práctico, realizaremos un ANOVA, para revisar que variables son significativas en nuestro modelo\n", + "\n", + "#Con el ols calculamos la suma de cuadrados. Ordinal Least Squares\n", + "#Como queremos sacar la relación de height (variable dependiente) y sun (variable independiente), las ponemos en ols\n", + "model_simp = ols('SalePrice ~ MSSubClass + LotArea + OverallQual + OverallCond + YearBuilt + YearRemodAdd + MasVnrArea + BsmtFinSF1 + BsmtFinSF2 + BsmtUnfSF + TotalBsmtSF + FirstFlrSF + SecondFlrSF + LowQualFinSF + GrLivArea + BsmtFullBath + BsmtHalfBath + FullBath + HalfBath + BedroomAbvGr + KitchenAbvGr + TotRmsAbvGrd + Fireplaces + GarageCars + GarageArea + WoodDeckSF + OpenPorchSF + EnclosedPorch + ThirdSsnPorch + ScreenPorch + PoolArea + MiscVal + MoSold + YrSold + MSZoning_code + Street_code + LotShape_code + LandContour_code + Utilities_code + LotConfig_code + LandSlope_code + Neighborhood_code + Condition1_code + Condition2_code + BldgType_code + HouseStyle_code + RoofStyle_code + RoofMatl_code + Exterior1st_code + Exterior2nd_code + MasVnrType_code + ExterQual_code + ExterCond_code + Foundation_code + BsmtQual_code + BsmtCond_code + BsmtExposure_code + BsmtFinType1_code + BsmtFinType2_code + Heating_code + HeatingQC_code + CentralAir_code + Electrical_code + KitchenQual_code + Functional_code + GarageType_code + GarageFinish_code + GarageQual_code + GarageCond_code + PavedDrive_code + SaleType_code + SaleCondition_code', data = data).fit()\n", + "#Se está \"entrenando\" el modelo, para decirle que datos va a usar cuando lo metamos en la ANOVA\n", + "\n", + "#Con el .fit le estamos pidiendo al modelo que ajuste la línea que relaciona los datos que le ponemos al \"ols\" en mejor medida." + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
dfsum_sqmean_sqFPR(>F)
MSSubClass1.06.541130e+106.541130e+1064.6601531.888831e-15
LotArea1.05.966856e+115.966856e+11589.8335506.967768e-109
OverallQual1.05.467491e+125.467491e+125404.7049030.000000e+00
OverallCond1.01.060528e+091.060528e+091.0483503.060657e-01
YearBuilt1.09.261872e+109.261872e+1091.5551384.754472e-21
YearRemodAdd1.02.957231e+102.957231e+1029.2327217.547049e-08
MasVnrArea1.02.175227e+112.175227e+11215.0247902.251622e-45
BsmtFinSF11.01.669333e+111.669333e+11165.0163309.030175e-36
BsmtFinSF21.08.697119e+098.697119e+098.5972463.421856e-03
BsmtUnfSF1.06.149832e+106.149832e+1060.7921031.236682e-14
TotalBsmtSF1.08.253153e+098.253153e+098.1583784.350068e-03
FirstFlrSF1.01.143795e+111.143795e+11113.0660211.925834e-25
SecondFlrSF1.04.821203e+114.821203e+11476.5839134.485208e-91
LowQualFinSF1.02.941817e+092.941817e+092.9080358.836281e-02
GrLivArea1.02.199778e+092.199778e+092.1745171.405402e-01
BsmtFullBath1.01.938811e+101.938811e+1019.1654681.288409e-05
BsmtHalfBath1.08.808509e+078.808509e+070.0870747.679751e-01
FullBath1.06.637691e+086.637691e+080.6561474.180624e-01
HalfBath1.02.156144e+072.156144e+070.0213148.839484e-01
BedroomAbvGr1.04.333918e+104.333918e+1042.8414938.329240e-11
KitchenAbvGr1.03.146973e+093.146973e+093.1108357.799290e-02
TotRmsAbvGrd1.02.792980e+102.792980e+1027.6090661.716684e-07
Fireplaces1.07.733281e+097.733281e+097.6444765.769971e-03
GarageCars1.04.930751e+104.930751e+1048.7412894.511825e-12
GarageArea1.07.778404e+077.778404e+070.0768917.815972e-01
WoodDeckSF1.09.632329e+099.632329e+099.5217162.070666e-03
OpenPorchSF1.01.370906e+061.370906e+060.0013559.706398e-01
EnclosedPorch1.08.669783e+078.669783e+070.0857027.697574e-01
ThirdSsnPorch1.05.460266e+085.460266e+080.5397564.626578e-01
ScreenPorch1.01.279020e+101.279020e+1012.6433193.895637e-04
PoolArea1.02.116882e+092.116882e+092.0925731.482423e-01
MiscVal1.01.651572e+081.651572e+080.1632616.862343e-01
MoSold1.01.178538e+061.178538e+060.0011659.727767e-01
YrSold1.01.451158e+091.451158e+091.4344942.312368e-01
MSZoning_code1.03.477323e+093.477323e+093.4373916.394813e-02
Street_code1.01.880317e+091.880317e+091.8587241.729930e-01
LotShape_code1.02.452206e+092.452206e+092.4240461.197138e-01
LandContour_code1.06.265075e+086.265075e+080.6193134.314370e-01
Utilities_code1.03.079315e+093.079315e+093.0439548.125948e-02
LotConfig_code1.01.190115e+081.190115e+080.1176457.316549e-01
LandSlope_code1.05.942741e+095.942741e+095.8744971.548879e-02
Neighborhood_code1.01.001276e+101.001276e+109.8977761.689909e-03
Condition1_code1.05.970311e+085.970311e+080.5901754.424820e-01
Condition2_code1.04.657970e+094.657970e+094.6044803.206139e-02
BldgType_code1.01.551954e+091.551954e+091.5341322.157027e-01
HouseStyle_code1.05.700016e+095.700016e+095.6345601.774511e-02
RoofStyle_code1.05.247588e+095.247588e+095.1873282.290359e-02
RoofMatl_code1.08.086365e+098.086365e+097.9935054.761875e-03
Exterior1st_code1.04.200389e+094.200389e+094.1521544.177078e-02
Exterior2nd_code1.09.387931e+089.387931e+080.9280123.355476e-01
MasVnrType_code1.03.216254e+103.216254e+1031.7932012.074541e-08
ExterQual_code1.08.370845e+108.370845e+1082.7471823.140526e-19
ExterCond_code1.04.779358e+084.779358e+080.4724474.919781e-01
Foundation_code1.02.388951e+092.388951e+092.3615181.245889e-01
BsmtQual_code1.02.602048e+102.602048e+1025.7216734.476289e-07
BsmtCond_code1.02.276139e+092.276139e+092.2500011.338416e-01
BsmtExposure_code1.02.524413e+102.524413e+1024.9542366.616080e-07
BsmtFinType1_code1.02.676871e+092.676871e+092.6461321.040290e-01
BsmtFinType2_code1.05.101098e+085.101098e+080.5042524.777570e-01
Heating_code1.02.311556e+072.311556e+070.0228508.798695e-01
HeatingQC_code1.02.502130e+092.502130e+092.4733971.160152e-01
CentralAir_code1.04.767572e+084.767572e+080.4712824.925124e-01
Electrical_code1.01.255005e+091.255005e+091.2405942.655494e-01
KitchenQual_code1.04.216622e+104.216622e+1041.6820041.480742e-10
Functional_code1.01.560354e+101.560354e+1015.4243559.008885e-05
GarageType_code1.04.278031e+094.278031e+094.2289043.992756e-02
GarageFinish_code1.02.738186e+092.738186e+092.7067421.001511e-01
GarageQual_code1.02.281536e+082.281536e+080.2255346.349302e-01
GarageCond_code1.01.298929e+081.298929e+080.1284017.201499e-01
PavedDrive_code1.01.139098e+091.139098e+091.1260182.888109e-01
SaleType_code1.02.008634e+082.008634e+080.1985576.559577e-01
SaleCondition_code1.08.802207e+098.802207e+098.7011273.233374e-03
Residual1389.01.405136e+121.011617e+09NaNNaN
\n", + "
" + ], + "text/plain": [ + " df sum_sq mean_sq F \\\n", + "MSSubClass 1.0 6.541130e+10 6.541130e+10 64.660153 \n", + "LotArea 1.0 5.966856e+11 5.966856e+11 589.833550 \n", + "OverallQual 1.0 5.467491e+12 5.467491e+12 5404.704903 \n", + "OverallCond 1.0 1.060528e+09 1.060528e+09 1.048350 \n", + "YearBuilt 1.0 9.261872e+10 9.261872e+10 91.555138 \n", + "YearRemodAdd 1.0 2.957231e+10 2.957231e+10 29.232721 \n", + "MasVnrArea 1.0 2.175227e+11 2.175227e+11 215.024790 \n", + "BsmtFinSF1 1.0 1.669333e+11 1.669333e+11 165.016330 \n", + "BsmtFinSF2 1.0 8.697119e+09 8.697119e+09 8.597246 \n", + "BsmtUnfSF 1.0 6.149832e+10 6.149832e+10 60.792103 \n", + "TotalBsmtSF 1.0 8.253153e+09 8.253153e+09 8.158378 \n", + "FirstFlrSF 1.0 1.143795e+11 1.143795e+11 113.066021 \n", + "SecondFlrSF 1.0 4.821203e+11 4.821203e+11 476.583913 \n", + "LowQualFinSF 1.0 2.941817e+09 2.941817e+09 2.908035 \n", + "GrLivArea 1.0 2.199778e+09 2.199778e+09 2.174517 \n", + "BsmtFullBath 1.0 1.938811e+10 1.938811e+10 19.165468 \n", + "BsmtHalfBath 1.0 8.808509e+07 8.808509e+07 0.087074 \n", + "FullBath 1.0 6.637691e+08 6.637691e+08 0.656147 \n", + "HalfBath 1.0 2.156144e+07 2.156144e+07 0.021314 \n", + "BedroomAbvGr 1.0 4.333918e+10 4.333918e+10 42.841493 \n", + "KitchenAbvGr 1.0 3.146973e+09 3.146973e+09 3.110835 \n", + "TotRmsAbvGrd 1.0 2.792980e+10 2.792980e+10 27.609066 \n", + "Fireplaces 1.0 7.733281e+09 7.733281e+09 7.644476 \n", + "GarageCars 1.0 4.930751e+10 4.930751e+10 48.741289 \n", + "GarageArea 1.0 7.778404e+07 7.778404e+07 0.076891 \n", + "WoodDeckSF 1.0 9.632329e+09 9.632329e+09 9.521716 \n", + "OpenPorchSF 1.0 1.370906e+06 1.370906e+06 0.001355 \n", + "EnclosedPorch 1.0 8.669783e+07 8.669783e+07 0.085702 \n", + "ThirdSsnPorch 1.0 5.460266e+08 5.460266e+08 0.539756 \n", + "ScreenPorch 1.0 1.279020e+10 1.279020e+10 12.643319 \n", + "PoolArea 1.0 2.116882e+09 2.116882e+09 2.092573 \n", + "MiscVal 1.0 1.651572e+08 1.651572e+08 0.163261 \n", + "MoSold 1.0 1.178538e+06 1.178538e+06 0.001165 \n", + "YrSold 1.0 1.451158e+09 1.451158e+09 1.434494 \n", + "MSZoning_code 1.0 3.477323e+09 3.477323e+09 3.437391 \n", + "Street_code 1.0 1.880317e+09 1.880317e+09 1.858724 \n", + "LotShape_code 1.0 2.452206e+09 2.452206e+09 2.424046 \n", + "LandContour_code 1.0 6.265075e+08 6.265075e+08 0.619313 \n", + "Utilities_code 1.0 3.079315e+09 3.079315e+09 3.043954 \n", + "LotConfig_code 1.0 1.190115e+08 1.190115e+08 0.117645 \n", + "LandSlope_code 1.0 5.942741e+09 5.942741e+09 5.874497 \n", + "Neighborhood_code 1.0 1.001276e+10 1.001276e+10 9.897776 \n", + "Condition1_code 1.0 5.970311e+08 5.970311e+08 0.590175 \n", + "Condition2_code 1.0 4.657970e+09 4.657970e+09 4.604480 \n", + "BldgType_code 1.0 1.551954e+09 1.551954e+09 1.534132 \n", + "HouseStyle_code 1.0 5.700016e+09 5.700016e+09 5.634560 \n", + "RoofStyle_code 1.0 5.247588e+09 5.247588e+09 5.187328 \n", + "RoofMatl_code 1.0 8.086365e+09 8.086365e+09 7.993505 \n", + "Exterior1st_code 1.0 4.200389e+09 4.200389e+09 4.152154 \n", + "Exterior2nd_code 1.0 9.387931e+08 9.387931e+08 0.928012 \n", + "MasVnrType_code 1.0 3.216254e+10 3.216254e+10 31.793201 \n", + "ExterQual_code 1.0 8.370845e+10 8.370845e+10 82.747182 \n", + "ExterCond_code 1.0 4.779358e+08 4.779358e+08 0.472447 \n", + "Foundation_code 1.0 2.388951e+09 2.388951e+09 2.361518 \n", + "BsmtQual_code 1.0 2.602048e+10 2.602048e+10 25.721673 \n", + "BsmtCond_code 1.0 2.276139e+09 2.276139e+09 2.250001 \n", + "BsmtExposure_code 1.0 2.524413e+10 2.524413e+10 24.954236 \n", + "BsmtFinType1_code 1.0 2.676871e+09 2.676871e+09 2.646132 \n", + "BsmtFinType2_code 1.0 5.101098e+08 5.101098e+08 0.504252 \n", + "Heating_code 1.0 2.311556e+07 2.311556e+07 0.022850 \n", + "HeatingQC_code 1.0 2.502130e+09 2.502130e+09 2.473397 \n", + "CentralAir_code 1.0 4.767572e+08 4.767572e+08 0.471282 \n", + "Electrical_code 1.0 1.255005e+09 1.255005e+09 1.240594 \n", + "KitchenQual_code 1.0 4.216622e+10 4.216622e+10 41.682004 \n", + "Functional_code 1.0 1.560354e+10 1.560354e+10 15.424355 \n", + "GarageType_code 1.0 4.278031e+09 4.278031e+09 4.228904 \n", + "GarageFinish_code 1.0 2.738186e+09 2.738186e+09 2.706742 \n", + "GarageQual_code 1.0 2.281536e+08 2.281536e+08 0.225534 \n", + "GarageCond_code 1.0 1.298929e+08 1.298929e+08 0.128401 \n", + "PavedDrive_code 1.0 1.139098e+09 1.139098e+09 1.126018 \n", + "SaleType_code 1.0 2.008634e+08 2.008634e+08 0.198557 \n", + "SaleCondition_code 1.0 8.802207e+09 8.802207e+09 8.701127 \n", + "Residual 1389.0 1.405136e+12 1.011617e+09 NaN \n", + "\n", + " PR(>F) \n", + "MSSubClass 1.888831e-15 \n", + "LotArea 6.967768e-109 \n", + "OverallQual 0.000000e+00 \n", + "OverallCond 3.060657e-01 \n", + "YearBuilt 4.754472e-21 \n", + "YearRemodAdd 7.547049e-08 \n", + "MasVnrArea 2.251622e-45 \n", + "BsmtFinSF1 9.030175e-36 \n", + "BsmtFinSF2 3.421856e-03 \n", + "BsmtUnfSF 1.236682e-14 \n", + "TotalBsmtSF 4.350068e-03 \n", + "FirstFlrSF 1.925834e-25 \n", + "SecondFlrSF 4.485208e-91 \n", + "LowQualFinSF 8.836281e-02 \n", + "GrLivArea 1.405402e-01 \n", + "BsmtFullBath 1.288409e-05 \n", + "BsmtHalfBath 7.679751e-01 \n", + "FullBath 4.180624e-01 \n", + "HalfBath 8.839484e-01 \n", + "BedroomAbvGr 8.329240e-11 \n", + "KitchenAbvGr 7.799290e-02 \n", + "TotRmsAbvGrd 1.716684e-07 \n", + "Fireplaces 5.769971e-03 \n", + "GarageCars 4.511825e-12 \n", + "GarageArea 7.815972e-01 \n", + "WoodDeckSF 2.070666e-03 \n", + "OpenPorchSF 9.706398e-01 \n", + "EnclosedPorch 7.697574e-01 \n", + "ThirdSsnPorch 4.626578e-01 \n", + "ScreenPorch 3.895637e-04 \n", + "PoolArea 1.482423e-01 \n", + "MiscVal 6.862343e-01 \n", + "MoSold 9.727767e-01 \n", + "YrSold 2.312368e-01 \n", + "MSZoning_code 6.394813e-02 \n", + "Street_code 1.729930e-01 \n", + "LotShape_code 1.197138e-01 \n", + "LandContour_code 4.314370e-01 \n", + "Utilities_code 8.125948e-02 \n", + "LotConfig_code 7.316549e-01 \n", + "LandSlope_code 1.548879e-02 \n", + "Neighborhood_code 1.689909e-03 \n", + "Condition1_code 4.424820e-01 \n", + "Condition2_code 3.206139e-02 \n", + "BldgType_code 2.157027e-01 \n", + "HouseStyle_code 1.774511e-02 \n", + "RoofStyle_code 2.290359e-02 \n", + "RoofMatl_code 4.761875e-03 \n", + "Exterior1st_code 4.177078e-02 \n", + "Exterior2nd_code 3.355476e-01 \n", + "MasVnrType_code 2.074541e-08 \n", + "ExterQual_code 3.140526e-19 \n", + "ExterCond_code 4.919781e-01 \n", + "Foundation_code 1.245889e-01 \n", + "BsmtQual_code 4.476289e-07 \n", + "BsmtCond_code 1.338416e-01 \n", + "BsmtExposure_code 6.616080e-07 \n", + "BsmtFinType1_code 1.040290e-01 \n", + "BsmtFinType2_code 4.777570e-01 \n", + "Heating_code 8.798695e-01 \n", + "HeatingQC_code 1.160152e-01 \n", + "CentralAir_code 4.925124e-01 \n", + "Electrical_code 2.655494e-01 \n", + "KitchenQual_code 1.480742e-10 \n", + "Functional_code 9.008885e-05 \n", + "GarageType_code 3.992756e-02 \n", + "GarageFinish_code 1.001511e-01 \n", + "GarageQual_code 6.349302e-01 \n", + "GarageCond_code 7.201499e-01 \n", + "PavedDrive_code 2.888109e-01 \n", + "SaleType_code 6.559577e-01 \n", + "SaleCondition_code 3.233374e-03 \n", + "Residual NaN " + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm.stats.anova_lm(model_simp)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "#Con este modelo vemos que variables son significativas en el precio de las casas\n", + "#Las variables que tengan un P-value menor a 0.05 afectan de manera significativa el precio de las casas" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.839
Model: OLS Adj. R-squared: 0.835
Method: Least Squares F-statistic: 224.4
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00
Time: 17:15:14 Log-Likelihood: -17213.
No. Observations: 1460 AIC: 3.449e+04
Df Residuals: 1426 BIC: 3.467e+04
Df Model: 33
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err t P>|t| [0.025 0.975]
const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05
MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118
LotArea 0.3247 0.103 3.152 0.002 0.123 0.527
OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04
YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137
YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554
MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450
BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039
BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264
BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226
TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430
FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989
SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285
BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04
BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254
TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995
Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784
GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04
WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444
ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487
LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026
Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848
Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590
HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034
RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219
RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190
Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500
MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861
ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611
BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526
BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422
KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211
Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062
GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807
SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Omnibus: 866.633 Durbin-Watson: 1.951
Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511
Skew: -1.679 Prob(JB): 0.00
Kurtosis: 54.318 Cond. No. 1.34e+16


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.839\n", + "Model: OLS Adj. R-squared: 0.835\n", + "Method: Least Squares F-statistic: 224.4\n", + "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 17:15:14 Log-Likelihood: -17213.\n", + "No. Observations: 1460 AIC: 3.449e+04\n", + "Df Residuals: 1426 BIC: 3.467e+04\n", + "Df Model: 33 \n", + "Covariance Type: nonrobust \n", + "======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------\n", + "const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05\n", + "MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118\n", + "LotArea 0.3247 0.103 3.152 0.002 0.123 0.527\n", + "OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04\n", + "YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137\n", + "YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554\n", + "MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450\n", + "BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039\n", + "BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264\n", + "BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226\n", + "TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430\n", + "FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989\n", + "SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285\n", + "BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04\n", + "BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254\n", + "TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995\n", + "Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784\n", + "GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04\n", + "WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444\n", + "ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487\n", + "LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026\n", + "Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848\n", + "Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590\n", + "HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034\n", + "RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219\n", + "RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190\n", + "Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500\n", + "MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861\n", + "ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611\n", + "BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526\n", + "BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422\n", + "KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211\n", + "Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062\n", + "GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807\n", + "SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704\n", + "==============================================================================\n", + "Omnibus: 866.633 Durbin-Watson: 1.951\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511\n", + "Skew: -1.679 Prob(JB): 0.00\n", + "Kurtosis: 54.318 Cond. No. 1.34e+16\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n", + "\"\"\"" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Modelo de regresión: \n", + "\n", + "#Definimos nuestras variables independientes\n", + "x2 = data[['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']]\n", + "\n", + "#Definimos nuestra variable dependiente\n", + "y2 = data['SalePrice']\n", + "\n", + "#Agregamos el intercepto para el modelo y lo corremos\n", + "X2 = sm.add_constant(x2) \n", + "Y2 = y2\n", + "\n", + "model2 = sm.OLS(Y2, X2).fit()\n", + "\n", + "model2.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [], + "source": [ + "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", + "#Vemos que el modelo tiene una R2 de 0.839, por lo que es un buen modelo prediciendo el precio de las casas." + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "#Estandarizamos los datos: media 0 y varianza 1\n", + "\n", + "features2 = ['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']\n", + "\n", + "x2 = data.loc[:,features2].values\n", + "types = data ['SalePrice']\n", + "\n", + "#Aplicamos la estandarización de los datos\n", + "\n", + "x2 = StandardScaler().fit_transform(x2)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MSSubClassLotAreaOverallQualYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFBsmtFullBathBedroomAbvGrTotRmsAbvGrdFireplacesGarageCarsWoodDeckSFScreenPorchLandSlope_codeNeighborhood_codeCondition2_codeHouseStyle_codeRoofStyle_codeRoofMatl_codeExterior1st_codeMasVnrType_codeExterQual_codeBsmtQual_codeBsmtExposure_codeKitchenQual_codeFunctional_codeGarageType_codeSaleCondition_code
00.073375-0.2071420.6514791.0509940.8786680.5141040.575425-0.288653-0.944591-0.459303-0.7934341.1618521.1078100.1637790.912210-0.9512260.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.5669390.678263-0.4093690.255978-0.7687360.208502
1-0.872563-0.091886-0.0718360.156734-0.429577-0.5707501.171992-0.288653-0.6412280.4664650.257140-0.795163-0.8199640.163779-0.3186830.6004950.3117251.626195-0.270208-0.2257161.954302-0.03174-0.543457-0.491516-0.125797-0.5082510.3870470.663451-0.566939-1.2359060.7956290.255978-0.7687360.208502
20.0733750.0734800.6514790.9847520.8302150.3259150.092907-0.288653-0.301643-0.313369-0.6278261.1893511.1078100.163779-0.3186830.6004950.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-0.597850-0.4093690.255978-0.7687360.208502
30.309859-0.0968970.651479-1.863632-0.720298-0.570750-0.499274-0.288653-0.061670-0.687324-0.5217340.9372761.1078100.1637790.2967630.6004951.650307-0.752176-0.270208-0.225716-1.039872-0.031741.026689-0.491516-0.1257971.0559280.3870470.6634510.9977700.678263-0.4093690.2559781.301075-3.426284
40.0733750.3751481.3747950.9516320.7333081.3664890.463568-0.288653-0.1748650.199680-0.0456111.6178771.1078101.3900231.5276560.6004951.6503070.780197-0.270208-0.2257160.457215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-1.873963-0.4093690.255978-0.7687360.208502
\n", + "
" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual YearBuilt YearRemodAdd MasVnrArea \\\n", + "0 0.073375 -0.207142 0.651479 1.050994 0.878668 0.514104 \n", + "1 -0.872563 -0.091886 -0.071836 0.156734 -0.429577 -0.570750 \n", + "2 0.073375 0.073480 0.651479 0.984752 0.830215 0.325915 \n", + "3 0.309859 -0.096897 0.651479 -1.863632 -0.720298 -0.570750 \n", + "4 0.073375 0.375148 1.374795 0.951632 0.733308 1.366489 \n", + "\n", + " BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF \\\n", + "0 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 1.161852 \n", + "1 1.171992 -0.288653 -0.641228 0.466465 0.257140 -0.795163 \n", + "2 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 1.189351 \n", + "3 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 0.937276 \n", + "4 0.463568 -0.288653 -0.174865 0.199680 -0.045611 1.617877 \n", + "\n", + " BsmtFullBath BedroomAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "0 1.107810 0.163779 0.912210 -0.951226 0.311725 \n", + "1 -0.819964 0.163779 -0.318683 0.600495 0.311725 \n", + "2 1.107810 0.163779 -0.318683 0.600495 0.311725 \n", + "3 1.107810 0.163779 0.296763 0.600495 1.650307 \n", + "4 1.107810 1.390023 1.527656 0.600495 1.650307 \n", + "\n", + " WoodDeckSF ScreenPorch LandSlope_code Neighborhood_code \\\n", + "0 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "1 1.626195 -0.270208 -0.225716 1.954302 \n", + "2 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "3 -0.752176 -0.270208 -0.225716 -1.039872 \n", + "4 0.780197 -0.270208 -0.225716 0.457215 \n", + "\n", + " Condition2_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "0 -0.03174 1.026689 -0.491516 -0.125797 \n", + "1 -0.03174 -0.543457 -0.491516 -0.125797 \n", + "2 -0.03174 1.026689 -0.491516 -0.125797 \n", + "3 -0.03174 1.026689 -0.491516 -0.125797 \n", + "4 -0.03174 1.026689 -0.491516 -0.125797 \n", + "\n", + " Exterior1st_code MasVnrType_code ExterQual_code BsmtQual_code \\\n", + "0 0.743092 -1.241449 -0.777976 -0.566939 \n", + "1 -0.508251 0.387047 0.663451 -0.566939 \n", + "2 0.743092 -1.241449 -0.777976 -0.566939 \n", + "3 1.055928 0.387047 0.663451 0.997770 \n", + "4 0.743092 -1.241449 -0.777976 -0.566939 \n", + "\n", + " BsmtExposure_code KitchenQual_code Functional_code GarageType_code \\\n", + "0 0.678263 -0.409369 0.255978 -0.768736 \n", + "1 -1.235906 0.795629 0.255978 -0.768736 \n", + "2 -0.597850 -0.409369 0.255978 -0.768736 \n", + "3 0.678263 -0.409369 0.255978 1.301075 \n", + "4 -1.873963 -0.409369 0.255978 -0.768736 \n", + "\n", + " SaleCondition_code \n", + "0 0.208502 \n", + "1 0.208502 \n", + "2 0.208502 \n", + "3 -3.426284 \n", + "4 0.208502 " + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos el dataframe de los datos normalizados\n", + "data_norm2 = pd.DataFrame (x2, columns = features2)\n", + "\n", + "data_norm2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA()" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos el PCA\n", + "\n", + "pca2 = PCA()\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.94594173e-01, 8.53051922e-02, 6.81385298e-02, 6.44334370e-02,\n", + " 4.51461882e-02, 3.90310100e-02, 3.38947526e-02, 3.27948802e-02,\n", + " 3.14522117e-02, 3.03352274e-02, 2.98786035e-02, 2.94249513e-02,\n", + " 2.71413919e-02, 2.58225815e-02, 2.47945412e-02, 2.30198280e-02,\n", + " 2.18911708e-02, 2.14245544e-02, 2.01354720e-02, 1.82731585e-02,\n", + " 1.60932381e-02, 1.41140130e-02, 1.36833938e-02, 1.30974984e-02,\n", + " 1.24144736e-02, 1.20767934e-02, 1.03943756e-02, 9.70195586e-03,\n", + " 9.09055321e-03, 7.85835787e-03, 6.14296973e-03, 5.63779726e-03,\n", + " 2.76272541e-03, 3.83769338e-32])" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", + "pca2.explained_variance_ratio_" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#La suma de los componentes debe ser 1\n", + "sum(pca2.explained_variance_ratio_)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Varianza acumulada explicada')" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Graficamos los componentes para ver cuando sumen el 80%\n", + "plt.figure (figsize = (12,9))\n", + "plt.plot(range(1,35), pca2.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.title (\"Varianza explciada por los componentes\")\n", + "plt.xlabel ('Número de componentes')\n", + "plt.ylabel ('Varianza acumulada explicada')" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8070986698440021" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", + "#Parece que con 17componentes se alcanza\n", + "\n", + "#Revisamos para comprobar\n", + "sum(pca2.explained_variance_ratio_[:17])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(n_components=17)" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Entrenamos el modelo con los 17 componentes que nos indicó previamente\n", + "pca2 = PCA(n_components = 17)\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "#Transformamos el dataframe\n", + "data_transform2 = pca2.transform(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17
01.171643-1.333884-0.848689-1.840590-0.7153900.496972-0.729979-0.822150-0.2625441.195869-0.6115550.417403-0.2004100.2991000.707563-0.6777491.143404
10.5722431.4681510.011671-0.024449-0.243066-0.128098-1.2656660.889194-0.460775-1.3414110.985781-0.167691-0.402696-0.9234470.1135750.332899-1.328647
21.447591-0.925577-0.908678-1.668815-0.1806361.171136-0.312810-0.629636-0.4343921.230190-0.4355050.1118700.2679520.4110360.441642-0.2157730.745609
3-1.380782-1.2025831.065179-0.8557840.449665-0.5875730.323510-0.928640-0.776121-0.205269-1.4565972.4474530.3070760.9710391.1263590.479545-0.529214
43.645644-1.5548520.725958-1.947222-0.3924960.752779-1.104244-0.471902-0.0426480.147643-0.2232590.5692470.0713340.225642-0.108709-0.579970-0.031627
\n", + "
" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 1.171643 -1.333884 -0.848689 -1.840590 -0.715390 \n", + "1 0.572243 1.468151 0.011671 -0.024449 -0.243066 \n", + "2 1.447591 -0.925577 -0.908678 -1.668815 -0.180636 \n", + "3 -1.380782 -1.202583 1.065179 -0.855784 0.449665 \n", + "4 3.645644 -1.554852 0.725958 -1.947222 -0.392496 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 0.496972 -0.729979 -0.822150 -0.262544 1.195869 \n", + "1 -0.128098 -1.265666 0.889194 -0.460775 -1.341411 \n", + "2 1.171136 -0.312810 -0.629636 -0.434392 1.230190 \n", + "3 -0.587573 0.323510 -0.928640 -0.776121 -0.205269 \n", + "4 0.752779 -1.104244 -0.471902 -0.042648 0.147643 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 -0.611555 0.417403 -0.200410 0.299100 0.707563 \n", + "1 0.985781 -0.167691 -0.402696 -0.923447 0.113575 \n", + "2 -0.435505 0.111870 0.267952 0.411036 0.441642 \n", + "3 -1.456597 2.447453 0.307076 0.971039 1.126359 \n", + "4 -0.223259 0.569247 0.071334 0.225642 -0.108709 \n", + "\n", + " Componente 16 Componente 17 \n", + "0 -0.677749 1.143404 \n", + "1 0.332899 -1.328647 \n", + "2 -0.215773 0.745609 \n", + "3 0.479545 -0.529214 \n", + "4 -0.579970 -0.031627 " + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos un dataframe para ver nuevamente la información con los 17 componentes\n", + "data_pca2 = pd.DataFrame(data_transform2, index = data_norm2.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17'])\n", + "data_pca2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.19459417, 0.08530519, 0.06813853, 0.06443344, 0.04514615,\n", + " 0.03903097, 0.0338945 , 0.03279478, 0.03145214, 0.03033506,\n", + " 0.02987839, 0.02942302, 0.02714128, 0.02582222, 0.02479368,\n", + " 0.02301801, 0.02188826])" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Nos quedamos con nuestro modelo final de 17 componentes, con sus respectivos coeficientes\n", + "pca2.explained_variance_ratio_[:17]\n", + "\n", + "#Cada uno de los valores de las casas, va a estar dado por multiplicar el coeficiente de cada componente\n", + "#por el valor que tiene cada casa en ese componente" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.5" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} From 8282a9d2745028ce814a2f1d8d8a2f2c16e61a02 Mon Sep 17 00:00:00 2001 From: Arnoldo Leyson Date: Thu, 15 Jul 2021 13:18:27 -0500 Subject: [PATCH 3/3] statistical-analysis-project terminado --- ...tistical-analysis-project-checkpoint.ipynb | 12543 ++++++++------- statistical-analysis-project.ipynb | 12586 +++++++++------- statistical-analysis-project.pptx | Bin 0 -> 34899005 bytes 3 files changed, 14868 insertions(+), 10261 deletions(-) create mode 100644 statistical-analysis-project.pptx diff --git a/.ipynb_checkpoints/statistical-analysis-project-checkpoint.ipynb b/.ipynb_checkpoints/statistical-analysis-project-checkpoint.ipynb index c7bf3db..56eed7f 100644 --- a/.ipynb_checkpoints/statistical-analysis-project-checkpoint.ipynb +++ b/.ipynb_checkpoints/statistical-analysis-project-checkpoint.ipynb @@ -33,6 +33,10 @@ "import statsmodels.api as sm\n", "from statsmodels.formula.api import ols\n", "\n", + "from scipy.stats import ttest_ind\n", + "from scipy.stats import ttest_rel\n", + "from scipy.stats import ttest_1samp\n", + "\n", "from sklearn.preprocessing import OrdinalEncoder\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", @@ -11145,33 +11149,9 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "#Primero revisaremos como se distribuyen los datos en cuanto al precio y la zona de la casa\n", - "\n", - "#Construimos primeramente el plot que queremos para hacer las gráficas.\n", - "sns.set(context ='paper', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "#Seleccionamos hacer un boxplot con la zona en el eje X y el precio en el eje Y\n", - "ax = sns.boxplot(x = data['MSZoning'], y = data['SalePrice'])\n", - "\n", - "#Creamos los nombres de los ejes y de la gráfica\n", - "ax.set_title('Distribución del precio de las casas por el tipo de zona')\n", - "ax.set(xlabel = 'Tipo de zona', ylabel = \"Precio en USD\")\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels());\n", - "#Con el ax.get_xticklabels() va y busca los ejes que ya definimos previamente" + "#Por medio de un scatterplot revisaremos la relación que tienen cada una de las variables con el precio de las casas" ] }, { @@ -11180,296 +11160,2030 @@ "metadata": {}, "outputs": [], "source": [ - "#Observamos que los precios de las casas se comportan de manera diferente según la zona. \n", - "#Para las casas en la zona FV: Floating Village Residential, los precios tienden a ser los más altos.\n", - "#Para las casas en la zona C: Commercial, los precios tienden a ser los más bajos." + "variables = ['MSSubClass', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath',\n", + " 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea','WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold',\n", + " 'MSZoning_code', 'Street_code', 'LotShape_code', 'LandContour_code', 'Utilities_code',\n", + " 'LotConfig_code', 'LandSlope_code', 'Neighborhood_code', 'Condition1_code',\n", + " 'Condition2_code', 'BldgType_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'Exterior2nd_code', 'MasVnrType_code', 'ExterQual_code', 'ExterCond_code',\n", + " 'Foundation_code', 'BsmtQual_code', 'BsmtCond_code', 'BsmtExposure_code', 'BsmtFinType1_code',\n", + " 'BsmtFinType2_code', 'Heating_code', 'HeatingQC_code', 'CentralAir_code', 'Electrical_code', \n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'GarageFinish_code', 'GarageQual_code',\n", + " 'GarageCond_code', 'PavedDrive_code', 'SaleType_code', 'SaleCondition_code']" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "#Hacemos una gráfica de caja para ver la relación que hay entre Utilities: Type of utilities available y el precio de la casa\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['Utilities'], y = data['SalePrice'])\n", + "def grafica_dispersion (variable):\n", + " plt.style.use('seaborn-whitegrid')\n", + " \n", + " plt.figure(figsize = (10,6))\n", "\n", - "ax.set_title('Distribución del precio de las casas por tipo de servicios que tiene')\n", - "ax.set(xlabel='Servicios', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + " plt.title(f'Saleprice & {variable}', fontsize = 18)\n", + " \n", + " plt.xlabel('Precio de la casa')\n", + " plt.ylabel(variable)\n", + " \n", + " x = data['SalePrice']\n", + " y = data[variable]\n", + " return plt.scatter(x, y, c = x, cmap = 'hot')" ] }, { "cell_type": "code", "execution_count": 41, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":4: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " plt.figure(figsize = (10,6))\n" + ] + }, { "data": { + "image/png": "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\n", "text/plain": [ - "AllPub 1459\n", - "NoSeWa 1\n", - "Name: Utilities, dtype: int64" + "
" ] }, - "execution_count": 41, "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Observamos que practicamente la totalidad de las casas cuentan con todos los servicios.\n", - "#Verificamos esta información\n", - "data.Utilities.value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ + "output_type": "display_data" + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo a la condición general de la casa\n", - "\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['OverallCond'], y = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución del precio de acuerdo a la condición de la casa')\n", - "ax.set(xlabel='Condición de la casa', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "#Observamos una ligera tendencia a que los precios sean mayores entre mejor condición tenga la casa" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al número de cuartos de la casa\n", - "\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['BedroomAbvGr'], y = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución del precio de acuerdo al número de cuartos de la casa')\n", - "ax.set(xlabel='Cuartos de la casa', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABJYAAAJfCAYAAAAtoFw1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACn60lEQVR4nOzdeXxcV33///e9d0aWbFmyLcvavEhyEmNbsWNsybHjlBZIIcRJgBZCICULECgtkNKmZCOlkA0CbcL3Sxd+NLGzAqUEskFKyJcliRfZMY53kkheot2yLVn7zNz7+2M049FotnsteWT79Xw88kg0c+85n3PO554ZfTJzZTiO4wgAAAAAAABwycx2AAAAAAAAADg9UVgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJ75sBzCWHMcZ/neWA8FpwzDC/yZnkClyBm6RM3CLnIFb5AzcImfgFjlzdjMMyYgkQQJnVGFJkgKBkLq6+rMdBk4ThYV5kkTOIGPkDNwiZ+AWOQO3yBm4Rc7ALXLm7FZUlK8UdSW+CgcAAAAAAABvKCwBAAAAAADAEwpLAAAAAAAA8ITCEgAAAAAAADyhsAQAAAAAAABPKCwBAAAAAADAEwpLAAAAAAAA8ITCEgAAAAAAADyhsAQAAAAAAABPKCwBAAAAAADAEwpLAAAAAAAA8ITCEgAAAAAAADyhsAQAAAAAAABPKCwBAAAAAADAEwpLAAAAAAAA8ITCEgAAAAAAADyhsAQAAAAAAABPsl5YevLJJ3XppZfqggsu0OWXX66nn3462yEBQFKGIZmmIb/fynYoAAAAAJB1vmx2/qMf/Uhf+9rXdMMNN+jiiy/Wb3/7W918883y+/269NJLsxkaAIxgmKaCjqNfbjyghuZuVZUVqG5RiXyGIce2sx0eAAAAAGSF4TiOk63OP/axjyknJ0ePPPJI9LFPfOITMk1Tjz76qOv2HMdRIBBSV1f/WIaJM1hhYZ4kkTNIyTBNHWjv0V0Pb1YwdKKI5LNM3XF9nebNyqe4hKTYZ+AWOQO3yBm4Rc7ALXLm7FZUlC/TNJI+n9Wvwg0ODmrKlCkjHps2bZqOHTuWnYAAIIGg44wqKklSMGSHH89aeR4AAAAAsiurX4X75Cc/qa9+9av6xS9+oYsvvlgvv/yyfvOb3+jv/u7vPLfp81nRaiqQjs8Xvk8OOYNkDEP65cYDo4pKEcGQrfo9rXr/hfOUvc9/YiJjn4Fb5AzcImfgFjkDt8iZs5uR/MNKkrJcWLrsssu0ceNG3XTTTdHHPvShD+nTn/509oICgBiGYaihuTvlMY3N3TIMQ1n8ZjEAAAAAZEVWC0t//dd/rW3btunWW2/VokWLtH37dv3bv/2b8vPzdccdd3hqMxjkHkvIHN8VRjp+v6WqsoKUx1SWFainZ1CBQOgURYXTCfsM3CJn4BY5A7fIGbhFzpzdioryU35qKWuFpddee00vv/yy7r33Xn34wx+WJNXV1amgoEB33nmnPvKRj2jBggXZCg8AJEmBQEh1i0r08LO7E34dzmeZql1UQlEJAAAAwFkpazfvbm5uliS9853vHPH4ihUrJElvvfXWKY8JABLxGYbuuL5OPmvklumzTN1xQ5386b50DAAAAABnqKx9YqmqqkqSVF9fr8rKyujjf/jDHyRJFRUVWYgKAEZzbFvzZuXr3//x3arf06rG5m5VlhWoblGpfEb4eQAAAAA4G2WtsLR48WK9973v1T333KPe3l4tXLhQO3fu1Pe+9z39yZ/8iZYuXZqt0ABgFMe2ZUl6/4XzZBhG9J5K3K8bAAAAwNksqzfv/td//Vf93//7f7Vu3Tp1dnaqoqJCN9xwg2688cZshgUASTmO5DgO91QCAAAAAEmGcwb9fezIL3vcqR6Z4q8bwC1yBm6RM3CLnIFb5AzcImfgFjlzdisqypdpJr+vbNZu3g0AAAAAAIDTG4UlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgiS9bHW/atEmf/OQnkz5/33336UMf+tApjAgAAAAAAABuZK2wtHjxYv3oRz8a8ZjjOLr99tvV19end73rXVmKDAAAAAAAAJnIWmEpPz9fF1xwwYjH1q9fr8bGRv3whz/UjBkzshMYAAAAAAAAMjJh7rF0+PBhPfjgg7r66qu1dOnSbIcDAAAAAACANAzHcZxsByFJd955p55//nm99NJLKigo8NSG4zhyHCkYDI1xdDhT+XyWJHIGmSNn4BY5A7fIGbhFzsAtcgZukTNnN7/fkmEYSZ+fEJ9YOnLkiH72s5/pmmuu8VxUAgAAAAAAwKmVtXssxfrxj38s27ZT/pW4TAWDIXV19Y9BVDgbFBbmSRI5g4yRM3CLnIFb5AzcImfgFjkDt8iZs1tRUb5SfGBpYnxi6YUXXtDFF1/MDbsBAAAAAABOI1kvLLW1tWn37t269NJLsx0KAAAAAAAAXMh6YWn79u2SpOXLl2c5EgAAAAAAALiR9cLSH//4R+Xl5amioiLboQAAAAAAAMCFrBeWDh8+zF+CAwAAAAAAOA1lvbD0ta99Tb/73e+yHQYAAAAAAABcynphCQAAAAAAAKcnCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE8oLAEAAAAAAMATCksAAAAAAADwhMISAAAAAAAAPKGwBAAAAAAAAE+yXliqr6/X1VdfraVLl2rNmjX6xje+od7e3myHBQAAAAAAgDR82ez8D3/4g66//nq9+93v1r//+7/rwIED+pd/+RcdOXJE//qv/5rN0IAx5/dbMk1Dtu0oEAi5fv5k2o88ZxiGTNOQJAUCIU/9nO0MQzIMQ36/xfwBAAAAOOtltbD07W9/WxdccIEefPBBGYah1atXy7ZtPfzww+rv71deXl42wwPGhGGaCjqONrzeosbmblWVF6huUYl8hiHHttM+fzLtS1LQcbRxR4scR1py7kxtf+OwGpu7VF1RqLqFpfIZyqifs11knn+58YAamrtVVeZunQAAAADgTGQ4juNko+MjR45o9erV+s53vqPLLrtsTNp0nPAnNbq6+sekPZz5CgvDxcvxyhnDNHWgvUd3PbxZwdCJ4oPPMnXH9XWqLJ2q/a3Hkz4/b1Z+yqJFqvbv+/xF6hkI6K6HNqt2UYkuWlquB57cNrqfG+o0rzh1P2e7dOuYbp1wdhvvfQZnHnIGbpEzcIucgVvkzNmtqCg/+s2XRLJ2j6U//vGPchxHhYWFuummm3TBBRdo+fLl+qd/+icNDAxkKyxgTAUdZ1QxQpKCIVt3PbxZgZCju9clfz6YpuybrP2QbStoO7rroc0K2bauuLh6VFEp2s9D6fs526VbR+YPAAAAwNkqa1+FO3LkiCTplltu0SWXXKJ///d/1759+/TAAw9ocHBQ9913n6d2fT4rWk0F0vH5LEkal5wxDOmXGw+MKkZEBEO2Nuxs1oK507WzoTPh8/V7WvX+C+cp0ecKU7W/uKpIO946rGDIVk11kXY2dKaMo35vq96/MnE/Z7tM1jHVOgHjuc/gzETOwC1yBm6RM3CLnDm7Gck/rCQpi4WlQCAgSXrnO9+pf/qnf5IkrVq1So7j6Jvf/Kb+5m/+RnPmzMlWeMBJMwxDDc3dKY852Naj6QW5SZ9vbO6WYRhK9I3VVO3PKMxVa2fvqP9O2k9T8n7OdpmsY6p1AgAAAIAzWdYKS1OmTJEk/cmf/MmIx9esWaP77rtP+/bt81RYCga5xxIyN57fFfb7LVWVFaQ8Zm5Jvjbvakv6fGVZgXp6BpP+Fblk7R/pGtDS84pH/XcyVeXJ+znbZbKOqdYJ4J4EcIucgVvkDNwiZ+AWOXN2KyrKT/mppazdY6myslKSNDQ0NOLxyCeZjHSftQImuEAgFP6rYVbiy8xnmbqwpkz7Dh5N+nztopKkxYpU7e9q7NT582fKZ5na1dipmuqilHGsWJi8n7NdJuuYap0AAAAA4EyWtcLS/PnzVVFRoeeff37E4//v//0/+Xw+LVu2LEuRAWPHZxi64/q6UUWJyF9jy7FM3X5d8uf9aQqsydq3TFM+y9AdN9TJMk09/fsG3XT1Ms/9nO3SrSPzBwAAAOBsZThZvCnI888/ry9/+ctau3atPvzhD2vnzp367ne/q2uuuUa33HKL6/Ycx1EgwFfhkLlT8ZFOwzQVdKTNu1u1v6VblWUFqltUKp8hObad9vmTaV+Sgo5Uv6dVcqTzz52p1984HD6ufPg4ZdbP2S4yz/V7WtXY7H6dcPbio+Nwi5yBW+QM3CJn4BY5c3YrKsqXaSb/n+lZLSxJ0osvvqjvfe97evPNN1VUVKSrrrpKn/3sZ2Wa7j9MRWEJbp3KDdLvt2SahmzbSXrPpFTPn0z7kecMw4huCIFAiK9veTBtWp4Mw+CeSsgYb8TgFjkDt8gZuEXOwC1y5uyWrrCUtZt3R7z3ve/Ve9/73myHAYy7dEWIky1SpDqfAsjYcZwTRWwAAAAAONtl7R5LAAAAAAAAOL1RWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ5QWAIAAAAAAIAnFJYAAAAAAADgCYUlAAAAAAAAeEJhCQAAAAAAAJ74stl5MBjUO9/5Tg0ODo54fPLkydq2bVuWogIAAAAAAEAmslpYamxs1ODgoL75zW+qsrIy+rhp8kGqs53fb8k0Ddm2o0AgNObHn8r2/H5Lfr8lSQoEQmMS36nsI34u0s1N5HnDMOQ4jqs5HOt1HIv2xzumU9WHl3jcrmGmuTFRxjnReZ0v5hkAAACnUlYLS3v37pVpmnrf+96nvLy8bIaCCcIwTQUdRxteb1Fjc7eqygtUt6hEPsOQY9snffxY95++LWnDjhY1NHVpzqx8rVhYqrxJlkxHnuJL1IdtSF39QW157W0dau9RdUWh6haWymecXB/xc1FdUaAVC0v15qFj2ryrbdTcRI5/89AxFU+frB1vduhga4+qKwpUuzD1HI71Oo5F+8nOCYZs+ayxKX6P97i9xrNxR4samro1tzRf559TrI6jfaoqK/B8HU60cU50XueLeQYAAEA2GI7jONnq/Fvf+pZ+/etf64UXXhiT9hwn/H9nu7r6x6Q9nFqGaepAe4/uenizgqETvwT5LFN3XF+nebPyR/xy5Pb4RAoLwwXNrq7+MWlvRGwdPbrrodFt3XT1MpVOn6yiqZNOuvDTeXxQrUf79MCT20bHfEOd5hVnHvOo+JPMxU1XL9Mr25u1YUdLdG4qS6dqf+tx/WrzQa1aUpY4niRzOJbz7nYsXmL66g0r9Y5509TbM/IrvKcirvGUbs03vN6iS+rmur4OI7kxUcaZDbH7TDpe82Ki5RNOjpucASRyBu6RM3CLnDm7FRXlyzSNpM9n9Ttn+/btU05Ojj71qU9p2bJlqq2t1Z133qmenp5shoUsCTrOqF+KJCkYssOPOyd3/Fj3n7athxK39cCT2xS0HdfxJeojaDujijjRmB9yPwexbSebiwee3KYrLq6WYYR/vnvdZg2FHN29brPWrqlKHk+SORzrdRyL9lOd842HNqmnP3hyQXmMazylW/O1a6p09zr312FgODcmyjgnOq95MdHyCQAAAGePrH8VrqenRx/5yEf0uc99Tjt37tT/+T//R42NjXrkkUdkGMkrYsn4fFa0morTh2FIv9x4YNQvRRHBkK36Pa16/4Xz5Djuj0/G5wvfl2jatLwxaS86lk2p29rx1mHNLclX7cKStO0l66N+T5sOtvWkjnlvq96/Mn3Mo+JPMxc7Gzq1uKpIOxs6tWDudG3c2awFc6drZ0Onqzkcq3U8mbF4iWnT7la9f+VcTzF5jWs8ZbrmC+ZOd30dbojJjUTPn8pxZktkn0n32uQ1LyZaPuHkZZozQAQ5A7fIGbhFzpzd0pVmslpY+td//VcVFhZqwYIFkqTa2loVFRXp5ptv1quvvqqLLroom+HhFDIMQw3N3SmPaWzujt5M2O3xY91/2raaUrfV2tmnwik5GceXqI+u3oBaO3tTx9yU+RzEtp1uLlo7+zS9IFeSNKMwVwdaj2tGYW76eOLmcKzXMZ6X9jM6p6nLc0xe4xpPbtbc7XV4sK0nmiuJnMpxTnRe82Ki5RMAAADOLlktLNXV1Y167E//9E8lhT/N5KWwFAxyj6XTkd9vqaqsIOUxlWUF6ukZjP5lMjfHJxOpuPf1DY1Je1J4LNXlqdsqLZqsgik5GbWXrI+CyX6VFk1JeVxVeWYxx7edbi5KiyZr+x87JElHugZUt7hEm3e1ael5xSnPi5/DsVrHZLy0n8k5Xub1ZOMaT27WfNX5Za6uw7kl+dq8qy3p86dynNmS6T0JvObFRMsnnDzuYwG3yBm4Rc7ALXLm7FZUlJ/yU0uu77F09OjRk4knqrOzU//93/+tQ4cOjXh8YGBAkjR9+vQx6Qenh0AgFP7rRUn+2pbPMlW7qCT6S5Hb48e6/3Rt1S5M3VZNdZGqKwo9/5IXCIQ0v6JQ58+fmbKfFQszn4PYttPNRU11kXY1hr/atO/gUV1YU659B4+qprrI1RyO9Tp6GYuXmOoWl57UL+jjPe7xiKemukj7Dh51fR1eWFOmfQcTv26c6nFOdF7zYqLlEwAAAM4urgtLH/rQh/S9733vpDs2DEN33nmnHnvssRGPP//887IsS8uXLz/pPnB68RmG7ri+btQvR5G/cOaPK5G6PX6s+0/b1g2J27rp6mXy+0zX8SXqw2cauunqZWM2B7FtJ5uLm65epqd/3yDHCf98+/V1yrEM3X5dnZ59udF1PGO9jmPRfqpzvvqplZqa5z+pmLzGNZ7SrfmzLzfq9uvdX4c5lqnbr5s445zovObFRMsnAAAAnD0Mx+UNF5YsWaI77rhDH/3oR0+687vuuktPPPGE/vqv/1orVqzQ1q1b9R//8R+6+uqrdfvtt7tuz3EcBQJ8Fe50Zpimgo60eXer9rd0q7KsQHWLSuUzlPRPbLs5Pl78RzpPtr1RsSncVmNzt2YXT9GKhaXKm+ST6Thj8qe/DdOUbRjqHwxqy55Wvd3Rq6ry4ZjlPuZR8cfMRVV5gWoXlqqxpUv1u9tGzU3k+MaWLs2aPlmvv9mhQ2090fNSzeFYzvtYtZ/snIIpfvksc0z2mfEet9d46veEc3ZOSb6WnFOs9qN9qior9HwdTrRxnmpuPzrudb7O9nk+k/B1A7hFzsAtcgZukTNnt6KifJlm8v9R6bqwdPvtt2vv3r168MEHNXv27JMKLhAIaN26dfqf//kfNTU1qaSkRB/96Ef16U9/Wqbp+sNUFJbOIH6/JdM0ZNtORl/fcHt8RLIN0mt7yWLz+8N/RSEQCI3L11HGs4/4uUg3N5HnIzcKdjOHYznvY9V+/Dnj8aI63uP2Go/bNcw0NybKOE8Vrznjdb7O1nk+k/DmHW6RM3CLnIFb5MzZLV1hyfXNu03TVENDg973vvdp7ty5KioqGlUEMgxD69evT9uW3+/XZz7zGX3mM59xGwbOcF7uC5TN/tO1Nd6/3I1nH4nu5+Lm+JPpa6x5af9U/GI+0X75P5l7Wo1Hu2er8VoHAAAAYCy5Liy98sor0RtrDw4Oqrm5ecyDAgAAAAAAwMTnurD00ksvjUccAAAAAAAAOM24v5ERAAAAAAAAIBefWDpw4IB++tOf6q//+q+Vm5ur7u5ufehDHxp13K233qr3vve9YxokAAAAAAAAJp6MPrH0+OOPa+3atfr+97+v7du3S5JCoZCampqUn5+v8vJylZeX68iRI/rnf/5nDQ4OjmvQAAAAAAAAyL60haU//OEP+sY3vqHa2lq98MILWrly5Yjnb7nlFj366KN69NFH9c///M/q6OjQU089NW4BAwAAAAAAYGJIW1hav369Zs+erf/4j//Q3LlzUx57xRVXaMGCBfrVr341ZgECAAAAAABgYkpbWNqyZYuuvPJK5eTkZNTgJZdcoj179px0YAAAAAAAAJjY0haWjh07poqKilGP5+Xl6frrrx/1XGlpqXp6esYuQgAAAAAAAExIaf8qXFFRkY4dOzbq8dzcXH3lK18Z9XhHR4dmzpw5JsEBAAAAAABg4kr7iaVzzjlHv/nNbzJu8MUXX1RNTc3JxAQAAAAAAIDTQNrC0oc//GFt3rxZP//5z9M29sQTT2j37t36i7/4izEJDgAAAAAAABNX2q/CXXrppfrpT3+qW2+9VRs3btRnP/tZVVZWjjjm0KFDWrdunZ588kn9+Z//ud71rneNV7wAAAAAAACYINIWlgzD0AMPPKA777xTTz31lH72s5+puLhYpaWlchxHhw8fVmtrqxzH0Qc+8AF94xvfOBVxAwAAAAAAIMvSFpYkKT8/X//yL/+iT3ziE3rmmWdUX1+vt956S7Zta9asWfrgBz+oK664QqtWrRrveAEAAAAAADBBZFRYili+fLmWL18+XrEAAAAAAADgNJL25t3xbr/9dm3atGk8YgEAAAAAAMBpxNUnliTpueee009/+lMVFxdr7dq1uvzyy7Vw4cLxiA0AAAAAAAATmOtPLG3cuFHf+c53tGTJEj3++OP68Ic/rA984AP6j//4Dx06dGg8YgQAAAAAAMAEZDiO43g9uaenRy+++KJ+8Ytf6NVXX1UwGNTSpUt1+eWX6xOf+MRYxpkRx3EUCITU1dV/yvvG6amwME+SyBlkjJyBW+QM3CJn4BY5A7fIGbhFzpzdioryZZpG0udPqrAU69ChQ7r77rv1m9/8RoZhaM+ePWPRrCsUluAWGyTcImfgFjkDt8gZuEXOwC1yBm6RM2e3dIUl1/dYinXkyBH96le/0i9+8Qtt2bJFoVBItbW1uuKKK06mWQAAAAAAAJwGXBeWjh49qv/93//VL3/5S9XX1ysYDGrBggW66aabtHbtWpWWlo5HnAAAAAAAAJhgXBeW1qxZI9u2VVZWpk996lO6/PLLdc4554xHbAAAAAAAAJjAXBeWPvKRj+jyyy/X8uXLxyMeAAAAAAAAnCZcF5a+9rWvRf+7s7NTTU1NMk1Tc+bMUWFh4VjGBgAAAAAAgAnM0827N2zYoG9/+9vavXv3iMdXrFih2267TQsXLhyT4AAAAAAAADBxuS4svfzyy/rsZz+r/Px8XXPNNZo7d65s29b+/fv1zDPP6OMf/7gee+wxLV68eDziBQAAAAAAwAThurD03e9+V3PnztUPf/jDUV99+5u/+RtdddVV+ta3vqX169ePWZAAAAAAAACYeEy3J+zdu1dXXXVVwvspzZw5Ux//+Me1ffv2MQkOAAAAAAAAE5frwtKsWbN09OjRpM+HQiFNmzbtZGICAAAAAADAacB1Yelzn/ucHnnkEf3+978f9dyePXu0fv16fepTnxqT4AAAAAAAADBxpb3H0ic/+cmEj994440655xzVF1dLcMw1NTUpF27dqmwsFA7d+4c80ABAAAAAAAwsaQtLL399tujHps+fbokqbe3Vzt27Ig+XlpaKknasmXLWMUHAAAAAACACSptYemll146FXEAAAAAAADgNOP6HkupdHR06Ac/+IHWrl07ls0CAAAAAABgAkr7iaV0AoGAfv3rX+upp57SK6+8omAwKMuyxiI2AAAAAAAATGCeC0s7d+7UU089pWeffVbd3d1yHEczZ87UX/zFX+iqq64ayxgBAAAAAAAwAbkqLHV2durnP/+5nnrqKb355ptyHEeGYUiSvvCFL+izn/2sfL6T/hAUAAAAAAAATgNpq0DBYFAvvfSSfvrTn+rll19WMBhUTk6O3vWud+mSSy7RggUL9Jd/+Zd6xzveQVEJAAAAAADgLJK2EnTxxRfr2LFjys/P1yWXXKJLLrlE73rXuzRlyhRJUlNT07gHCQAAAAAAgIknbWHp6NGjmjx5si6//HKtXLlStbW10aISAAAAAAAAzl5pC0vr1q3Ts88+q2effVZPPvmkDMPQBRdcoD//8z/XJZdccipiBAAAAAAAwASUtrB04YUX6sILL9Sdd96p3/72t3rmmWf029/+Vq+99pq++c1vqrKyUoZhqK+v71TECwAAAAAAgAnCcBzHcXtST0+PXnjhBT3zzDOqr69XKBSSaZpauXKl/vIv/1KXXHKJcnJyxiPelBzHUSAQUldX/ynvG6enwsI8SSJnkDFyBm6RM3CLnIFb5AzcImfgFjlzdisqypdpGkmf91RYitXR0aHnnntOzzzzjHbt2iXDMFRQUKBNmzadTLOeUFiCW2yQcIucgVvkDNwiZ+AWOQO3yBm4Rc6c3dIVlsyT7aC4uFjXXXed/ud//kcvvPCCPv/5z2vatGkn2ywAAAAAAAAmuJMuLMWaN2+evvCFL+iFF14Yy2YBAAAAAAAwAaW9eXe8oaEh/X//3/+nV155RR0dHbJte9QxhmHoxRdfHJMAAQAAAAAAMDG5Lizdfffd+tGPfqTS0lJVVFTINMfmQ09/+7d/q3379ulXv/rVmLQHAAAAAACA8eW6sPSrX/1Ka9eu1be//e0xC+LnP/+5fvWrX2nu3Llj1ibGl99vyTQN2Xb4humnut1kx2Vyfm6uX5ZlKhSyZRjhT9j5/ZYkjTg39riBgYD8fit6nG07chxHtu2MOi9ZvHl5fhmGoWAwpN7eIeXm+uX3W3IcR8GgLZ/PlGEYsm1bhmHI5zPlOFIoZGtwMBjtxzCM6I3TbNuRaRqaNMmSYZiSHElGNLbwcY5sW9F+I+MwTUOWZcowwu309wdGzWVkvIYhSYZMU7JtRf8dCtkKhWxNmuSTYRgKBEIKhewR8+H3W9HnJUemGR7X0FBwxJqF/4xAeC4MQ8PHORocDEbbiYw/k7nPzfUrJ8cnw5AGB4PRNYy0kZNjRdcjFHJkWWa0f5/PlGQkXHvTDMdWWJinwcFgdC0i/UfisSxzVP7Exx8/P7ZtKxi0RzwXm3OxfSWbk/jzIsfGznVkfCfm24g+7jiKxhFpN/7fsfMde83l5FiyLEuhUDjXEl0HkWNj5yr2vKGh0KjYY3M2kiuJ5io+72L7SjUfseOJv+5jTZ06KRrn8eODo8aXTGSfmTw5J7p3pJrTZLFlMpeJ5iL+vERzkUx8jqXLgfj+46+DZGPIdOyp+hrL16JUc3Gq+3azZuMRk5v1OJVxTQRex3WmzsdYy+b1PRFMxJjGy9k0Vpye2O/Tc11YCoVCqq2tHbMA2tradPfdd6u0tHTM2sT4MUxTQcfRhtdb1NjcraryAtUtKpHPMOQk+FrkWLeb7Di/ZSoQslOeb/osDYUcvbj1kEzT0NJzi/X6H5qixy89p1jb3+jQ/NmFmlGQpxe3HtKB1uOqLCvQysVlevPQMW3a1aqq8kItPXemWg73qnxmvra/2aHGpsR9GqYp2zTU1R/Ui6+9rbfbe3RJ3VwVT5uszp5BbdvXroOtxzW3dKrOP6dYHUf7VFlWqLeajmnLnjbNK52qC2vKZZmGNu1qkeNIS86dqe1vHFZjc5cuXFyq6oppOtw9qNf2tY1oq62zVyVFU9TW2avqikJZpilZlvYeOqaymfna/kaHGpq7NHtWvlYsLFGOZcnnt2RJCoQcbdjRooamLs2ZlR+NYeOuFu1v6dbc0qm66Pxy2Y6j+j1tamg60c7kST69deiYJKmqvHBEO8sXlsg0TXX3DGrW9MnqGwzqUFu35pYUROOZMytfKxaWymcZ2rK3TYZhqG5Rqd46dEybdrVpbml+dK7Kh8chKTr3hmnIkaHjg0Ft3HJIB9uOR+fxeO+Q/D5L2/7YroamLi1/xyzNnz1NW4bHUFVWoLrFZWpoPKL6PW0j1n7zrlZVVRRq6TnFajrco/KZU/T6G4fV2NyteWVTtXJxqfa3dEuSKssKtPEPTTrQeqLv9iN9enHzoWj8g0NBFRXmRecnMn95OT71DgQ0Odcffa66vFArFpWo4e1j2rK3XdUVhQnnJL7NyFxOyfUpGHL01qFjmjl9sna82aGDrT2qXVSiqvIC1e9pU2NTt+aU5GvJuZE8LFBDU5e27GlX7aISVZYVaPPuVh1oOa7qigLVLiyVaUq/e71FxdPzVFlWoP83POa5pVO1qqZck3ymQoHg6Ou24sT1JkNacs5MNR/u1ZxZU6NrM2dWvuoWlykvx6eu/oBe+0OTDrb2RMcayev+waDyJvm1cUeLGpq6Vbe4RJVlhdGfqyoKVLuwRDv3H4nO3YWLy2TbcfvI4lKZhhG97iPrlmOFi1kDAVvPbzwQvcZW1ZQr128qOFwgTb6vSb/YeECO44T3nOGciR1HSdEUdRztU1VZQdq9LNVchtchZuwx50pS0NGo3MibZMl0NGr/jvQTaWte2VTVLSpVY3M4J+JzoLG5W9UVBVqxsFRvHjqmjqP9WnpucfS6jp1Px3Zc7+Ph+E+cM2qdx+i1KPk6nug7dpybd7WNW9/BkK2QYWa0ZuPx2pyqTUkn9Zo9Hut0Knkd15k6H2PtVM7TRFyTiRjTeDmbxorTE/t95gzHCX9OIFN33nmnmpub9YMf/GBMAvjMZz6j/Px8TZo0SVu3bj2pr8I5TrgSyJ9AHB+GaepAe4/uenizgqETF4TPMnXH9XWaNyvf04WSabvJjrtoSbneUztH96yrT3q+YRpqaOnWPevqVbuoRBctLdcDT24bdfz9X1yjI92DujdBWzddvUyvbG/Whh0t8lmmbr22Vi9tOaRXXm9O2KckdfYMqvVIX7SvT37gHaqpnqn2Y/0J+7/p6mXa8HqLVi0pG9HXTVcvU/uRXs2aMSV63qrzy3TZmkodOz6Utq0Nr7fo3bVzVFo0Wc0dvfrmI1sSHl9UkCvLMnXbv70SfX7V+WWj5mvV+WX603fO1v2PbU3YzrySqeo41p9wTSLPNx/u1e+2NelPllUkbWfa1Bw99/J+1e9u083XLNdvXnt7xJzEzlX97jbd9zcXaZLfUvvRft27vn5Unry3bq7uHs6fRONKttaxP1+0pFzvXjFnVPvp8ufWa2t1oLVLjzy/d1QsscfdfM1yTS+YpNv+7dW0ccXOyUVLyvXu2jmj+o7E+9KWQ1q1pGxE/qQaf2Ru4/Mu/jhDUm6OL+F83Hpdrc6tKFRDc3fC6zsyHtMwEl7Dqeb6pquXqeNon+aWFkTHnMmaSspo3SOP3fP51ertDyZcq8j4EhWXDNPUgY4e3fXQ5pR7Tvx1+p7aOfp1feJ9pbJ0qva3Hk84lzdfs1xTJvv0te9vGvXcfZ+/SD0DAd31UOI1KJ0+WUVTJ40oiCfbk1NdG5FjvnbjSvX2BRNe1/d8frX6BoIJY7ntutqEY4+PP9U6n8xrUSJu5mIs+56SP0l7DxzVNzJYs/F4bU7Z5g11ys/165aY14lE/Y3Xe4Zs8zqu8Z6PM+XPgJ/KvJmIOXoqY8p2zkzE+Udq2c6ZU22i7vfZUlSUH/32RCKub5D0la98Rf39/frYxz6mH/zgB3rqqaf0s5/9bNQ/mfjv//5v7dq1S1/96lfdhoEsCDrOqAtECv9f1bse3qygqxKl+3YTHWcY0to1VaN+IY0/fyjk6J519QrZtq64uHrULySSZDu28ib5R/1iHmnrgSe36YqLq2UY4Z/vXV+vtWuqhr8mNrrPoOMoGHKifZmmtPr8CtmOEvYf6WPtmio9+MORfT3w5DatPr9CD/4wfJ5hSFdcXC2faWXU1to1Vbpvfb38lqX7H9uS9Pjw17EchSK/YA73E9tH5LH4Xxpj2/H7rVHFgPjnv/PEVq1dU5WyHZ9p6YqLqxWybd3/2NZRcxI7V7ZjKxhyEvZtGNLlF1dFiwOJxpVqrSM/m2Y43xKNLV3+3Lu+XqvPr5BljYwl/rj7H9sa/pqhnT6uyJxE41o3etxr11TpvkfCuRoZbybjj8xtbN7FH/fgD7fp3DnTk671vevqNRCwdfe6xGONjOfyi0dfw5HYU+XRqppy3Tf8fKZrmum6S+E1sG0lXat719VrMJD4jUHQcXTXQ5tT7jmJrtNk+8rd6zZrKJR8r7z/sa3ymdaovAnZtoK2M6qQE9t/0HZG7N+p9uRk10bsnPlMK+F1HZnPZLHcs2702OPjT7fOJ/NalIibuRjLvnv6g6OKSrH9xq7ZeLw2p2zzoc0KxrxOJOtvvN4zZJvXcZ2p8zHWTuU8TcQ1mYgxjZezaaw4PbHfu+P6q3Bbt27V7t271d/frz/84Q8JjzEMQx/84AdTttPU1KR7771X9957r2bMmOE2jKR8PitaTcXYMQzplxsPjLpAIoIhW/V7WvX+C+fJzWfgMm330lXz9IsNo49bXFWknQ2dqc/f26rCKZMUDNmqqU5+/GWrq7RpZ0vKtnY2dI7oM/bn+D6rygq0s+FItL3LVlfpraZjaj7cm7aPBXOnj+pr066WEY+3He1Tx9H+jNtaMHe6Nuxs1vtWztMzLzcmPH7HW4dVPD0v2m+i+V1cVaQ9+4+k7HfTzhOxJnv+fSvnpW0nPp49+4+Mmv9IP5etrtLAUFCbdo5uc3FVkfbuPxp9PJO8SbTWl62uOqn82bSrRZ9aWzMilmTjjs+rZHHt2X8kaVyR4yJz5Hb8C+ZOH5F38SI5laqdDTubU+ZC29E+Hese9HRtx18T6Y7fs/+IZhTmZrzui6uKtOOtwymPf3Vns65YU6XY37ENQ/rlpgNp95zYPmOv00T7yoK507UxzVwnyptMxrDjrcOaW5Kv2oUlktLvyan2wVT9ZRJL/Njjz8loz/fwWpRIJq9P8XMxFn2H8+dgRmtWt6gk4Wtj7LFuY8pk3Kn2qFSv2ScT10Tg9b3QeL2HiuXzhe/DdTq/Bz4V85SNviZqTNnMmYk4/0jvTNhnMjWR9/tsif0ff4m4Lix961vf0uTJk3XzzTerqqpKlmW5DspxHN12221617vepfe9732uz8epZxiGGpq7Ux7T2NwdvbHr2LdrJjxuRmGuWjt7U5/f1K1z5kxLe3xZcb7eevtYyrZaO/s0vSA36c+xfc6ZVTCir7LifPX2B9LGG2kzvu1D7T3Rn2cU5mpoKOS6rUNtPaoqL0h5fMGUnBH9xPcxozBXTR09KfuNjTXZ89Xl4XtJpYs/Np7mjt6E89/a2af5FYWyTEMH246PamdGYa4OtR8f8XOmcxf78/yKAr3V1JXw+Ezy51B7j9YsLdfv/9Dkqu9UzzV39Ko6SVyRccaP1834U63ljMJcHWwdPd+xDrWlzoWhIXvE2riJMf6aSHd8c0evpuT5Ux4TO78ZxdDWI9M0ZcfeV8Yw1NDUnXEb8ddpovWfUZirA2nmOtl5mfRfOCVn+Ab7Srsnp9oHU/Xn5brzkrteXosSyeT1KT7eseg7nD+J95nYfsNrlvi1MZbbmLyMe3R/Yx/XROD1vdB4vYc605zKeZqIazIRYxovZ9NYcXpiv3fPdWHp4MGDuvnmm/Xxj3/cc6ePP/649u3bp2eeeUbBYPjeFJGJDQaDsiwr+gbXrWCQeyyNB7/fUlVZ8oKEFL5hcU/PoOs75WfSbl/fUMLjjnQNaOl5xSnPryovUP7wL5Opjm/p6NHckqkp2yotmqztf+xI+nNsnz5LKi2aMqL9d1TOGPFYqj6Wnlc8ou05s/JVv7stOo6cHMt1W7WLS9R6OPkvZaVFkzUpx9LR7oFoP/HzdaRrQO98x6yU/cbGmuz5lsM9qijOTxt/bDzlxVP02t72hONrOdyj8uIpCdfwSNeAVgx/GiPZuBL1Hb/WLYd7k855JvkzZ1a+mtt7NGeWuzxL9Vx58ZSkcUXGGZmj+McziaF2UUnStTzSNaDaxSUJn4uYU5Kv+l3JcyEnx0w4H5nEGH9NpDu+vHiKJuWk/p8hsfObUQwl+RoaCo74K3F+v6Xq4QKum7mOXav49T/SNaC6NHOdKG8y7b9gSo56esJjSLcnp9oHU/Xn5bqLPyeTNry8FiWSyetTfLxj0bffb6m6In2/BVNykr42xnIbk5dxx/c3HnFNBF7fC43Xe6hYZ8K9T07FPGWjr4kaUzZzZiLOP9I7E/aZTE3k/T5bioryU35qyfU9lqqqqnT8eOr/a5rOCy+8oKNHj2rNmjVavHixFi9erJ/97Gc6ePCgFi9erKeeeuqk2sfYCwRC4TvZW4lTxmeZql1U4voCybTdgYFAwuN2NXaqproo5fkrFpbo3DnT5bPMlMc/92qjVtaUpWyrprpIuxo7E/4c3+fMwjydP39mtL3nXm3U/IppIx5L1se+g0dH9bVycan2HTwaHXfJ9Mmu2tp38KhW1ZTphU0HUh5fMn1ytN9E87WrsVMLK2ek7Hfl4rJorMmef2HTgbTtxMbjs0wtrJwxav4j43vu1Ubl5vgSruGuxk69o3J69PFM8ibRWj/3auNJ5c/KxaX6r2d3joglXd/p4lpYOSNpXJFxRubI7fj3HTw6Iu/iRXIqVTuraspT5kLJ9MkJ5yOTGOOviXTHL6ycoZLpkzOe+12NnWmvsVU1ZSOKSlJ4X6tdWJJ2z4ntM/Y6TbT++w4e1YU15a7zJpMx1FQXqbqiMPqn7NPtyan2wVT9ZRpL7Bjiz8lkPr28FiXiZS7Gou9AIKSVi9K/FlVXFCZ9bYw91m1MbsedqL/xiGsi8PpeaLzeQ51pTuU8TcQ1mYgxjZezaaw4PbHfu+e6sPTFL35R69ev129/+9sRH/1345//+Z/1k5/8ZMQ/f/Znf6bS0tLof2Pi8RmG7ri+btSFEvkrMX6PnzLLtN1ExzmO9OzLjbrtutqU5+dYhm67rlaWaerp3zfopquXjTreNEz1DwZ0a5K2brp6mZ7+fYMc58RfhHr25cYR34+N7dNnGPJZRrQv25Ze3dEk01DC/iN9PPtyo770sZF93XT1Mr26o1lf+lj4PMeRnv59g4J2KKO2nn25UbdcW6tAyNbN16xIerwkWZYpyzSj8xs/X5HHbr5medJ2AsGQbr02+TwGgiH9/ceX69mXG1O2E3JsPf37Bllm+K9exc9J7FyZhimfZSgQGN2340jP/L5Rtw/nT6JxpVrryM+2Hc63RGNLlz+3XlerV3c0KxQaGUv8cTdfs1yWZUTXIFVckTmJxnXd6HE/+3KjbvlkOFcj481k/JG5jc27+OO+9LFleuPQsaRrfdt1tcr1m7r9usRjjYznmd+PvoYjsafKow07W3TL8POZrmmm6y5JlmnKNJV0rcLjS/wJKJ9h6I4b6lLuOYmu01uvTbyv3H59nXKs5HvlzdcsV8ixR+WNZYaviztuSL4Gfp85Yv9OtScnuzZi5yxohxJe15H5TBbLbQn21Pj4063zybwWJeJmLsay7/w8n76a4ZqNx2tz2jZjXieS9Tde7xmyzeu4ztT5GGuncp4m4ppMxJjGy9k0Vpye2O/dMRyXX+773Oc+p127dunw4cOaNGmSpk2bNuo+S4Zh6MUXX3QVyC233KKtW7fqV7/6lavzYjmOo0CAr8KNJ8M0FXSkzbtbtb+lW5VlBapbVCqfoZP6s4mZtpvsOL9lKBByUp5v+iwFQo427GyWZZpacu5Mvf7mYe1v7lZleYGWnlOs19/oUPXsQhUV5GnDzmYdbOvRvNKpurCmTI3NXarf3abKsgItOXemWg/3qmxmvra/2RFuI0GfhmnKNg31DwS1ZU+r3u7o1Xtr56h4+mT1DQS0bV+7DrX1aE5JvpacU6z2o32qLAvfe2jr3nbNLcnXhTXlskxDm3a1SI50/rkz9fobh7W/pVt1i0pUXTFN/YNBvbavbURbrZ3hr0e1dvaqumKaLNOQDKnh7WPhuN/oUGNLt2YXT9HyhSXKsSz5/KYsSQE7PJeNzeHnV9WUy7QMbdzZogOtxzWnJF8XnV8u23FUv6ctetzyhSWaPMmnhqYuOZKqygtHtLN8YYks01RXz6BmTZ+s/sGgDrV1a05JwYh4Viwslc8ytHVvu2RIdYtKtb+5S5t3t42Yq/KZ+Xr9jQ45UnTuDdOQI0OBUEgbdrToUHuP5pbka9X55eobCMjvs7Ttj+1qbO7W8gXFmj97mur3tGl/c7fmlU5V3eIyNTQd05a97aPXfjhPmg/3qGzmlOg6zC2dqpWLS7W/pVuGpHllBdq4s0UH24b7rilXZ3e/fl1/KBr/wFBQRYV5o+YnL8en3oGAJuf6w/k8nFu1i0r01tvHtHVfh6rKCxLOSaI2Vyws1ZRcv4K2rf3NXSqePlmvv9mhQ209WrGwRFXlBdHxz56Vr6XnRvKwQA1NXdq6t10rFpaosqxAm3e36mDrcVWVF6h2UalMI5wTs6bnjRjznJJ8ra4pV47PVCgQHH3dxlxvjiEtOWemWg73avasqdG1mV08RXWLy6LzkSi/qysK1T8Y1ORJftXvCY+5dlGJqsoKoz9XlheoduHIubuwpky27Wjzrpj9YnF4PK+83jRi3fyWIdM0NBgI36j7UMz4JvlNBYeCqfc1hcctR+E9Zzhn4q/T9qN9qiorTLuXpZrLmdPzRo495lxJ0VhicyNvkk+m44zavyP9RNqaWzpVdYtK1dgczon4HNjf0h1+bGGpGlu6dPhov5acWxy9rmPn0xn+i2Zu9nFJI84Ztc5j9FqUdB1j+o4dZ+Q1Yaz7LizMUzBkq7svkNGajcdrc6o2JZ3Ua/Z4rNOp5HVc4zkfZ9JXVE5l3kzEHD1VMU2EnJmI84/kJkLOnGoTcb/PlqKifJlm8qKY68LSX/3VX2V03KOPPuqmWQpLpxm/35Jphv80/Vh+lC/TdpMdl8n5ubl+WZapUMhWbq5PhmFE7y0Se27scQMDAfn9lvzDn06wbUeO48i2nVHnJYs3L88vwzAUDIbU2zuk3Fy//H5LjuMoGLTl85kyDEO2bcswDPl84f87HwrZGhwMRvsxDCN6Udu2I9M0NGmSJcMwJTmSjGhs4eMc2bai/UbGYZqGLMuUYYTb6e8PjJrLyHjDhXVDpinZtqL/DoVshUK2Jk0Kz2MgEFIoZI+YD7/fij4vOTLN8LiGhn8hj8QS3onCc2EYGj7O0eBgMNpOZPyZzH1url85OT4ZhjQ4GIyuYaSNnBwruh6hkCPLMqP9+3ymJCPh2k+aZMk0TQWD4XWJrEWk/0g8lmWOyp/4+OPnx7ZtBYP2iOdicy62r2RzEn9e5NjYuY6M78R8G9HHHUfROCLtxv87dr5jr7mcHEuWZSkUCudaousgcmzsXMWeNzQUGhV7bM5GciXRXMXnXWxfqeYjdjzx132sqVMnReOM//pbKtOm5ckwDA0OBqN7R6o5TRZbJnOZaC7iz0s0F8nE51i6HIjvP/46SDaGTMeeqq/x/lj5qew79s27mzUbj5jcrMepjGsi8Dqu8ZiPM/EXvmxe3xPBeMc0kXJmIs4/RptIOXOqTaT9PlvGvLA0kVFYgltn8wYJb8gZuEXOwC1yBm6RM3CLnIFb5MzZLV1hyfVfhYs4duyYXn31VTU1Ncnv96u8vFyrV69Wfn7qv/IEAAAAAACAM4OnwtITTzyh+++/XwMDA4r9wNOkSZP0j//4j/rEJz4xZgECAAAAAABgYnJdWHrxxRf19a9/XYsWLdKnP/1pVVdXy3EcNTQ06OGHH9Zdd92l8vJy/rIbAAAAAADAGc71PZauuuoqBQIB/fCHP1ROTs6I5wKBgK666irl5eXp8ccfH9NAM8E9luAW3xWGW+QM3CJn4BY5A7fIGbhFzsAtcubslu4eS6bbBvfu3asrr7xyVFFJkvx+v6688krt2bPHbbMAAAAAAAA4zbguLOXk5Ki/P3mVsre3V5ZlnVRQAAAAAAAAmPhcF5Zqa2v1+OOPq729fdRzbW1teuKJJ7R8+fIxCQ4AAAAAAAATl+ubd99000266qqrdOmll+qDH/ygKisrJUkNDQ16+umnFQqF9KUvfWms4wQAAAAAAMAE47qwdN5552n9+vW66667Rt2gu6amRnfccYcWLlw4ZgECAAAAAABgYnJdWJKkJUuW6Mc//rE6OzvV1NQkx3FUUVGhmTNnjnV8AAAAAAAAmKA8FZYk6dixY9q0aZOamprk9/vV1tam1atXKz8/fyzjAwAAAAAAwATlqbD0xBNP6P7779fAwIAcx4k+PmnSJP3jP/6jPvGJT4xZgAAAAAAAAJiYXBeWXnzxRX3961/XokWL9OlPf1rV1dVyHEcNDQ16+OGHddddd6m8vFx/9md/Nh7xAgAAAAAAYIIwnNiPHGXgqquuUiAQ0A9/+EPl5OSMeC4QCOiqq65SXl7eqBt7nwqO4ygQCKmrq/+U943TU2FhniSRM8gYOQO3yBm4Rc7ALXIGbpEzcIucObsVFeXLNI2kz5tuG9y7d6+uvPLKUUUlSfL7/bryyiu1Z88et80CAAAAAADgNOO6sJSTk6P+/uRVyt7eXlmWdVJBAQAAAAAAYOJzXViqra3V448/rvb29lHPtbW16YknntDy5cvHJDgAAAAAAABMXK5v3v2lL31JH/vYx3TppZfqgx/8oCorKyVJDQ0NevrppxUKhfSlL31prOMEAAAAAADABOO6sLRgwQKtX79ed91116gbdNfU1OiOO+7QwoULxyxAAAAAAAAATEyuC0tvvPGGzj//fP34xz9WZ2enmpqa5DiOKioqNHPmzPGIEQAAAAAAABOQ68LSddddpw996EP6h3/4BxUVFamoqGg84gIAAAAAAMAE5/rm3X19fZo9e/Z4xAIAAAAAAIDTiOvC0rXXXquHHnpIW7ZsGY94AAAAAAAAcJpw/VW4nTt3qqOjQ3/1V3+l3NxcTZs2TaY5sj5lGIZefPHFMQsSAAAAAAAAE4/rwtLg4KBqamrGIxYAAAAAAACcRlwXlh599NHxiAMAAAAAAACnGdf3WAIAAAAAAACkDD6x9J73vMdTw7/+9a89nQcAAAAAAIDTQ9rCUnl5+ajHdu/erd7eXi1YsEDV1dWybVuHDh3S7t27NWPGDK1Zs2ZcggUAAAAAAMDEkbawFH9Ppeeff1633367HnnkEdXV1Y14btu2bbrxxhu5uTcAAAAAAMBZwPU9lh544AF98pOfHFVUkqRly5bp2muv1cMPPzwmwQEAAAAAAGDicl1Y6ujo0IwZM5I+P3nyZHV1dZ1UUAAAAAAAAJj4XBeWFixYoJ/85Cfq6+sb9dyRI0f0+OOPa+nSpWMSHAAAAAAAACautPdYivfFL35RN954o9auXau1a9dqzpw5Ghwc1P79+/X0008rEAjowQcfHI9YAQAAAAAAMIG4LiytXr1a3//+9/Xtb39b3//+96OPG4ahFStW6JZbbtHixYvHNEgAAAAAAABMPK4LS1K4uPTTn/5UR44cUVNTkwzDUEVFhaZPnz7W8QEAAAAAAGCCcn2PpYhgMKgDBw7o0KFDKi0tld/v56bdAAAAAAAAZxFPhaVf/OIX+tM//VN9/OMf19///d/rjTfe0NatW/Wud71LP/jBD8Y6RgAAAAAAAExArgtLL7/8sv7+7/9elZWV+spXviLHcSRJs2fP1nnnnafvfOc7+vnPfz7mgQIAAAAAAGBicV1Y+t73vqeamho98sgjuvLKK6OPz58/X0888YSWLVum9evXj2mQAAAAAAAAmHhcF5b27Nmjyy67TKY5+lSfz6e1a9eqsbFxTIIDAAAAAADAxOW6sOT3+xUMBpM+f+zYMfn9/pMKCgAAAAAAABOf68JSXV2dfvKTn2hwcHDUc+3t7XriiSe0fPnyMQkOAAAAAAAAE5fP7Qlf/vKXddVVV+mKK67Qn/zJn8gwDP3617/Wb37zGz311FMaGhrSF7/4xfGIFQAAAAAAABOI608szZ8/X48//rhmzZqlRx99VI7j6LHHHtP69es1d+5crVu3TgsXLhyPWAEAAAAAADCBuP7EkiQtWLBAjz76qI4dO6aDBw/KcRzNmjVLZWVlYx0fAAAAAAAAJqiMCkuO4+h3v/ud3nzzTc2ZM0fvfve75fP5tGfPHt11111qaGiQJC1cuFBf/vKXtWbNmnENGgAAAAAAANmXtrDU3d2tG2+8Udu3b5fjOJKkmpoa3XnnnbrxxhuVl5en9773vbJtWxs3btRnP/tZPfzww6qrqxv34AEAAAAAAJA9aQtL3/3ud7V3717deeedWrlypVpaWnT33Xfr2muvVWVlpR599FFNmzZNknT48GF99KMf1UMPPURhCQAAAAAA4AyXtrD00ksv6WMf+5iuvvpqSVJ1dbXuuOMO3XDDDfrEJz4RLSpJ0syZM/XRj35Ujz76aEadO46j9evX68knn1RLS4sqKyv1mc98Rpdffrm30ZwF/H5LpmnIth0FAqFxbzP2OUkJj3MbU+R4wzDkOE703z6fKdM05TiOBgeDCgRC8vst+f2WfD5ThmEoFLI1OBiUJE2enCPTPPGYbTuyLFOWZco0JSnSvmQYphzHVijkyDQNSZJtOzLN8HNTpuQoGLRHjNPnMyUZsixDpmnKMCTJibZlmqZs2x4+PvzfoZBkWSd+Hv6Q33Bs4XakcO6HQuGxG0a4zXD7Gn5eMowT/44V+eSgEfNEZB5t25ZhmMPPx583uk3btqNzHrseJ+bHkONIjmMrfK//yGMnjksUY6RtyRgeo4bn1hnuT9E5DP937HOOHOfEcYnGksyJPsNxRdY6fg4i447MXTBoy7IMGUZ43Wxbw+vnyLIs+XzheQiFbJmmIdM0NGPGZNm2Mxy/JDnDuRfOyf7+gHJyrGg/4TwMP2fbjvx+M5onkWMifUfiDwRC0TYcx1Yw6Az3r+g4I+vuOJJlmdE5iMxnpE3LCrcRaT98nhOdm2AwpFDIUW6ub3jeDAWDoei1lZNjyeezZBhSKBS+1gcGAsrN9cvvDz8emcNQyFYgEJLPZ0bH4feb8vks2Xb4+o7kkGka8vut6PjDaxQeUzBoR4+Rwu1E9hi/39KkSb7h6zScX8FguF/LMpWb64vmdCAQGnF95+X5o3tWf38g2l7kmrft8J4S2U9CIVsDA4FRe13sXhbJC9t2hvPCcbUnxredqP3Y+bQsQz6fJccJjyESa3iPCp8TWaNYsesVmZNMYs3N9UfnIhSyo2sWme9I35E2U7U1Fq9j49FG7M/xY4rkUqr+3MYUO6fx63SybSc6T0r8Gu6lrZN5/5FpO+mOG4/3QwAAwJu0haWOjg7Nnz9/xGPnnHOOJKm8vHzU8WVlZerq6sqo8//8z//Ud7/7XX3hC1/QBRdcoN/97nf6h3/4B1mWpQ984AMZtXG2MExTQcfRhtdb1NjcraryAtUtKpHPMOQMFzfGsk1J0eckaem5xdr+Zocam04c57dMBUJ2xjFF+tu4o0UNTd2aVzZVdYtK1dnVr4Ipk7T9jQ41NHdp9qx81S4sVV6uT0O21NU9qPo9rXq7vUfV5YWqW1Qqn2Xq2VcbdbD1uOaWTtWaJRUK2Y42bX9bB1qOa25pvt65oEQ+y9DWve3R+JacO1Pb3+iQIUO1i0q0v6FTm3e1aV7ZVK1cXCrJ0JHufk2fmqvN25p0oKVbc0qnask5xWrr7FV1xTQZkjbualHJjMmaV1agTTtbdKD1uOaVTtWFNeXqH/5lWwqP9WDbca1cXKr5FYXqGwxqy5628FgqwmMJhWxt3t2qg609mluar/OH+zp3znQFgiFt3NmiQ8PHLzmnWK+/0a6Q7ej8c4rV2tmr6vJC9Q0GVDA5R4GQo61729TQ1KV3r5it4mlTtGlXy4hxtB/p06wZk9V6uEezSwqU47cUCtna9sd2NTR1qbKsQCsXl6mh6Zjq97RpbslUrTq/XJZl6M23j2n2rKmyDEOBUEiH2o6rbGa+drzZoYOtPaqqKNCSc8JzbNuOLqwp1+Fjffr1lkOqrihU7cISHT7Wp7zcnOg5leVTVbcovr8y+UxTgaCtoZCtrXtao3Ow7LxZOtR+XHNmTY3GPHtWvlYuLtMkv6mNu1rV0NSleaVTtXpJuYYCtjbtajmRP4tLZRqG+gYD2rKnTU3tPaqqKIyLu0xHugc0bWqutu59O9rehTVl2t/SrU27WqPztL+lS5t2tUafd2So81ifigrztPG1t2WZhpaeW6zX3zysxqYuVVcUasXCUjU0HZNhGqosK9DmXa0j1qjjaJ/KZ+Zr+xsdCtq2lgyv9Xlzpsl2pM27W9XY1K05pflaviB8LR5o61bx9Mlq7exVadGUhGtSPG2yqsoLtWlXi/a3dGte6VStrCnT0e4B5eflqPlwj4qnT9brb3ToUNtxVUXnS/rd1rfV2NSlOSVTteTcYg0OBTWjIE+/fu1tGYZixtg9Io9nz5oqv2Vqy7Y2NTSH5/GiJeUaDNg61HZcs2ZM1utvduhQa4+qygu09Nxi/eGN9ug12tDUpS172qPX9JRcn2xJ/UFHxwcH9dq+djU2d2nOrHzVLS7TpBxLG7c1jdhLcvyWLFOy7fAv1seO9GnLnjb5fabeuaAkmkdzZuVr+cIS5fnDfWz8wyEdaD0eXeu3Dh3Tpl1tqq4o0IqFpWo/0qdJOT61dfaqJGbO55VNVc38meo42qeqsgIFQ7Z81ug/whreE6UNO1qiebxiuH/HNKN7ZeQaeavpmDq7+nXBubOi+2U0Dw8d0eZdbQmvwRwrvKcPhRy9uHXkmBqbu1S/Ozym2oWj92/TZ404L7LPHTrcpYbm7mgsjc3hfFxyTrEOH+1TZVnBqLbG4nVsPNqIrOebh45JkirLCrRpe7MOtHRrbunUaC6XFE2Jrmlsf25jSjanOZYhOziyQOJ1vLHnSYlfwzOds7F6/5FpO+mOG4/3QwAA4OQYTuTjD0m84x3v0P333z/iU0RHjx7VqlWr9PDDD2vVqlUjjn/66af1la98RXv27EnZcSAQ0EUXXaTLL79cX/3qV6OP/9Vf/ZVCoZCeeOIJ14OJ/J/prq5+1+dOZIZp6kB7j+56eLOCoRNvmnyWqTuur9O8Wfmu30ylbPOGOuXn+nXLv72i2kUlumhpuR54ctuI4y5aUq731M7RPevqM4opWX+p2vnajSs1NGQnfO6262q1v6VLjzy/V6vOL0sYo88yddPVy/TK9mZt2NEy6rH63W0jnvdZpu7/4hod6R7UvQn6vPma5Zoy2aevfX+TPv6+8zSvtFD3rk8cW/G0PP3dA79TMGRr1fllumxNpY4dH8o4xq/duFK9fUHd/9jWpMdH4t/weouufFe1jvcGovF88gPvSBpf5JxVS8rUcbRPc0sKkh4XOzc3X7Ncs2bkqXcgoGPHh6JtpBpT/e423XptrQ60htfKZ5m69dpavbTlkF55vTlpfxctKdeV76pW+9H+hO3fel2tXqpP3UayvLhoSbnevWJOyjGbhqF3185JmAfx8xL/863X1WrW8Ponu358lqmvfHKFCqfk6LZ/fzXlGkXm8Ws3rlT/QEjffGRL0tz8xSsHkq5JbP4mms+DreHCVKY5GllH23FSXn+x44hdl0zz5+Zrlus3r709Ii9CIUfdvUMpr4/4a35mYa6m5Pp1oO24Hnhym2oXlehP3zl7VBuZ5EcklnevmKOXthxKOY4Nr7foz1fO0zvmTVNvz2D0ecM0daCjR3c9NHpPTNZ/qjVMlpf1u9t0z+dXq7c/qLsT7Pfx58Xu36bPUkNLd8I9+J6/Xq2u3qGE+RgZ9yV1c6NtjcXr2Hi38Y3PrlL/YDDheGNzOXZsklzFlGpOb7uuVtVlBbKDIRUW5ikYsrVn/1HX440dY6o9KJM5G6v3H5m2k+64ytKp2t96fEzfD50pCgvzJOmMew+M8UPOwC1y5uxWVJQ/6tsgsUb/L9RTxLIsPfroo7rxxhtHPO73+zU4OJjkrLNT0HFGvYmSpGDIDj+esjTooc2HNitoO7IdW1dcXD3qDalhSGvXVI16Y5wqpkT9pWonZNvymVbSPu5ZV6/V51fIspQwxshxDzy5TVdcXB39KlXsYyF75PO2Yytvkn9UMSFy3v2PbZXPtOTI1urzK0b94hcbm99vyXZsGUY4Pp9pZRxjZOzxv/Ami3/tmirZtqLxmKZSxhc557s/2qZVNeUpj4vEFRl/3iS/fKalB38YbiPdmEK2rXvXh9fKNMPP3bu+XmvXVI34elvsOaap6JiStX/vuvRtpMrddGNeu6YqaR7Ez0v8z/cOr7+jxNdPpJ1vPrJFthNe72Rr9OAPw23bTjgn4n+Jjxwfyc1UaxI5JlF/962v16qa0b98JhpzdA2G1zHd9Rc7jsi6uMmf+x/bOiovDMNIe33EX/NS+Ct3D/5wm0J2eG3i28g0PyKx3PdIfdpxrF1Tpbse3qSe/uDI5x1nVFEpXf+p1jBZXtrDX3+MLyolOy92/x4KOUn3Z9tR0nyMjPvudSfaGovXsfFsI2SHv+6W7DUnNpdjx+Y2pmRzGnntCIROnNDTH/Q03khMkTxPlp+ZzNlYvf/ItJ1Ux929brOGQmP/fggAAJy8tF+Fk6Rjx46pufnEJwMiX3U7cuTIiMel8KeZMmGaphYsWCAp/Emjzs5O/fSnP9Wrr76qr3/96xm1kYjPZ0WrqWcCw5B+ufHAqDdREcGQrfo9rXr/hfOU+rNn7trc8dZhXba6SjsbOkcdt7iqKOHjyWJK1t/iqiLt2X8kYTuLq4q0463DKfvYvLtVn1pbkzaWnQ2d0ZgTPRb576ry8Nfa0s3Lp9bWaNOu1Mdt2tmiy1ZXqbG5W21H+9RxtD/jGDMZe+zxbUf7dKx7MHr8Zaur0sa3s6FT71s5L6PjYtf7rbePqe1InxbMne5q3jftCs/HMy83JlyT2HMuW13les4SteE1d/fsP6IZhbmu5iX+5007WzLKzR1vHR41htg+IvN82eoq7W5M3dbuxs60cSfrb8Hc6a5yIfJY29E+HekaSHte7Dhif860vz37j0TzwjQMHT7mLjciYy+fOUUL5k6XpIR7Tyb54WUcC+ZO16bdrXr/yrkn9sRNiffEk82Z+Ly8bHWVq/0ksn9fumpe9HqNl+ketWDu9Ghbv9hwcq9jY/FamKoNN2OKjm1vq4oKUl9zsTGZppLOaeT4DTubdfmaKpmmpU27W12PN3aMNdXuXqvjjdX7j0zbSZcnC+ZO18adzWP6fuhM4vOF73t2Jr0HxvgiZ+AWOXN2S3fP24wKS/fcc4/uueeeUY//wz/8g6eg4v3v//6vvvjFL0qS/vRP/1RXXHHFmLR7JjAMQw3N3SmPaWzujt5YdKzabO3s0/yKAr3VNPp+WTMKc9Xa2ZtxTMn6m1GYq6aOnoTnZ9LHobbjumhpuX7/h6aUx7V29ml6QW7SxyL/XVacr7fePpa2rYsvSN/nofbw/WK6eoc0NBRKO5bYeDIZe+zxQ0O2DrUfjz6X6TjmVxTqrab0x8XOXe9AUE0dPa5jjMxHsnbj43I7Z6Pb8J67zR29mpLnd9V3/M+H2nu0xmNuxj+X6Vp5iTtiRmGuDrYdT3BG6nOHhuyk13D8ebHjcJs/zR29qq4o0NBQ+P4zmfYZ/1jhlBxNL8iVYSRuI9O4IvnlZhyNTV0j98SmxHui17xP9FyqayHVeY3N3TJNUwdaE+eEq3E3d8swzJN+HRuL18JUbbgZ04k17ZbPTP3B75GvhcnnNOJgW0/0DzA0pFm3ROONHaPb1+p4Y/X+I/N2UufJjMLctPPn9v0QAAAYG2kLSx/60IfGPYhFixbpscce0759+/Tggw/qxhtv1COPPOKprWDwzLrHkt9vqaqsIOUxlWUF6ukZzPivomTSZmnRZLUcDt8EON6RrgEtPa8445iS9Xeka0DvfMeshOdn0seckqlqbu9JGGOs0qLJ2v7HjqSPRf67paNHc0umpm2ruT39cXNm5av1cK+OdA0oJ8dyFWMmY489PifH1JxZJ+LJdBwthzM7LnbupuT6VFGcr9f2truKMTIfydqNj2v+nGme1vVEG95zt7x4iiblWK76jv95zqx8z7kZ/9zS84rVcrhHFcX5Yx53xJGuAdUuKnF9bk6OmTau+HGUFk2J/pxpf+XFU9RyuFfz50yTaRgZ9xn/2JQ8v452D0hSwr0n02svkl9uxrF6SdmIPbG6PPGe6GZe0j2X6lpIdV5lWYEGBgKaV5p4f3AT56rzy9TXN3TSr2Nj8VqYqg03Y1p6XnF0TQum5GQcU26uP+mcRswtyVdf35Byc30JcyRZ2xGxY3T7Wh1vrN5/ZNpOujw50jWgusWp9ym374fOJNz7BG6RM3CLnDm7FRXlp/zUUtp7LN17772e/nFjzpw5qq2t1TXXXKPbb79dmzZt0rZt21y1caYKBELhv3aS4C8KSeEbVtYuKnH1JiqTNmuqi/Tcq42qqS4addyuxs6EjyeLKVl/uxo7tbByRsJ2djV26vz5M1P2UbeoRP/17M60sdRUF2lXY2fCx2L/+7lXG7WypixtW//17E6tXJz6uJWLS/Xcq43a1dipkumT044lNsZMxh4bf8n0yXpHzDw+92pj2vhqqov0wqYDGR0XictnmZpfMU2Lqoq07+DRjOc9dj4StRt/znOvNrqes0RteM3dhZUzVDJ9sqt5if955eJST7kZ/1xknp97tVGLqsY27lj7Dh51lQuRx0qmT056DScbR+zPmebPwsoZ0byYNX1y2rlIds3Pr5imfQePJt17MskPL+PYd/Co6haXjtgTaxcm3hNPNmfi8/K5VxtdXUuR/bu3d0gX1pR73p8j465dVKKBgcBJv46NxWthqjbcjCny7xULSzS/ojDjmAYGAknnNHL8hTVlGhgIyHGU9ppMNN7YMbp9rY43Vu8/Mm0nXZ7sO3g07fy5fT8EAADGRtZu3n3s2DH97Gc/U1tb24jHFy1aJEmjHj+b+QxDd1xfN+rNlM8K/wU3f7ovPHpp0zJlGqae/n2Dbrp62YjjHEd69uVG3XZdbcYxJeovVTuWaSpoh5L2cdt1tXp1R7NCISWMMXLcTVcv09O/b4jebyH2Mcsc+bxpmOofDOjWJH3efM1yhRxbhky9uqNJt16bPLZA0JZpmHKccHxBO5RxjJGx33zN8pTHR+J/9uVGmaai8di2UsYXOeeLVy3Thp3NKY+LxBUZf/9QQEE7pC99LNxGujFZZvgvjr26o1m2feIvkD37cuOIe2DEnmPbio4pWfuZtJEqd9ON+dmXG5PmQfy8xP986/D6G0p8/UTa+conV8gyDVlm8jX60sfCbZtGOCe+8skVKXMz1ZpEjknU363X1mrDzmZX11FkDdJdf7HjiKyLm/y5+Zrlo/LCcZy010f8NW8YUiAYzl3LDK9NfBuZ5kcklls+WZt2HM++3Kg7blipqXFfU/QZhu64IfGemKz/VGuYLC9Nw5RpSrcn2e/jz4vdv3MsI+n+bJpKmo+Rcd9+/Ym2xuJ1bDzbsExTjuMkfc2JzeXYsbmNKdmcRl47cmIez8/zeRpvJKZInifLz0zmbKzef2TaTqrjbr++TjnW2L8fAgAAJ89wsvRF9CNHjmj16tX6/Oc/H72/kiQ9/PDDuu+++/SLX/xC1dXVrtp0HEeBwJn1VbgIwzQVdKTNu1u1v6VblWUFqltUKp8hz39aN1WbkqLPGZKWnFus7W92aH/zieP8lqFAyMk4pkh/9Xta1djcrbmlU1W3qFSdXf0qmDJJ29/oUGNLt2YXT9GKhaXKy/VJjtQ/GNSWPa16u6NXVWUFqltcKp9p6nfb39ahth7NKcnXmqUVsm1HG3e26GDrcc0pydc7F5TIZxnaurc9Gt+Sc2fq9TcOS5JqF5Vqf0uX6ne3aW7pVK1cXCZJOtLdr+lTc7V5d6sOth7X7JJ8LT2nWK2dvaqumCbDkDbubFHpjMmaV1YQ7rOtR3NL8rXq/HL19QeUl+uX5GjDjha93d6j2kXh/7PdNxjU1j1t4bGUh+crNHwj8shYlgz3de6c6QoEQ9q4s0VNHb2qLC/Q0nOK9fobHQratpacU6yWzl5VlxeqfzCgqZNzFAg52rq3TY3N3Xr38grNnDZFm3a1jBhH25E+lcwIf+VsTkmBcvyWgiFb2/7Yrv3D67JycZkamo5py952zZkVHpdlGXrz7WOaM2uqLMPQUCikt9uOq2xmvl5/s0OH2npUWV6gJeeE5zhk27qwplyHj/Xppa1vq6q8QLULS3X4WK8m5+ZEz5lXNlV1i+L7K5PPNBUI2gqE7BPrX16gZefN0tvtxzV71lRt+2O7GpvDOVO3uEyT/JY27mrR/uZuzSnJ10VLyjUYsLV5V8uI/DENQ32DAW3d0xad25Fxl+lI94CmTc2NzufcknxdWFOm/S3d2ry7TfOG52l/S5c2724bfr5cknT4WJ+KCvO0cVeLfKYZzrs3D2t/c7eqygu0YmGpGpqOyTQNVZYVaNOukbnWfrRP5TPz9fobHQrYtpYOr/V5c6bJjlyzzd2aXZKv5QtK5LdMHWjr1qzpk9XS2auyoikJ12TmtDxVlRdq064WHWg9Hh3Tke4B5eflqPlwj2ZNn6ztb3To7fae8DU9PF+ReZ09K19Lzy3WwFAwPMadLTINY8QYY/N49qyp8lumtuxtU2NLeB4j63Ko7bhKZkzW9jc79HZbuL+l54Zz3Bm+Rhuajmnr3vboNT0l1y9bjkIhJ5y3+9qj+0bd4jJNyrG0cUfLiL0kx2/JMg3ZtiPTPLH2fp+lZQtmjcij5QtLlOf3yZa0cWezDrb1aF7pVF0Ys9aRXO7s7ldujk+tneGvm0XmfG7pVJ0/f6baj/apqqxQBVP88lnmqNcmwzQVVHg94/t3DKl++PHINfJW07Hw15vOLY7ul7F5WL+7bVQurzq/XP7hPw0bsB1t2HFiTCsXl6mxuUtb9pwYU/z+bfosBUKONgzPRSTPDx/rVWPz8Wgs+1u6o/nbcbRPlWWFo9oai9ex8WgjMvbGli4ZkubFXJOxuVxaNCW6prH9uY0p0ZyuqimX3zJkB8Oftol83aD7+KCn8cbGlOw1PNM5G6v3H5m2k+648Xg/dCbgKypwi5yBW+TM2a2oKF+mmfx/4GStsCRJX//61/XjH/9YX/ziF3X++edr69at+s///E9deeWVuuuuu1y3dyYXliL8fkvm8C9IY/Vx71Rtxj4nKeFxbmOKHB97I1vHceTzmTKH/6/x4GAwei8Sv9+Sz2fKMAyFQrYGB8N/tnvy5ByZ5onHbNuRZZmyrPD/TZci7UuGYcpxbIVCTvSCsG1HkyZZMgxTg4MBBYP2iHH6fKYkQ5ZlyDTN4e+UOtG2TNOUPfwmNvLfoZBkWSd+jlxd4djC7UjhXA2FwmM3jHCbsf+jNfKXoyL/jhW5ZI2YJyLzaNt29Mavo88b3aZt29E5j12PSMymachxJMexFf6AY+SxE8clijHStmQMj1HDc+sM96foHIb/O/Y5R45z4rhEY0nmRJ8a/itMI0+MxBoZd2TugkFblmXIMMLrZtsaXj9HlmXJ5wvPQyhkD+dXeA5s2xmOX5Kc6HOhkK3+/oBycqxoP+E8DD9n2478fjOaJ5FjIn1H4g8EQtE2HMdWMBie/0h+R9qM5JplmdE5iMxnpE3LCrcRaT983ontPxgMKRRylJvrG543Q8FgKHpt5eRY8vksGYYUCoWv9YGBgHJz/fL7w49H5jAUshUIhOTzmdFx+P2mfD5Lth2+viM5ZJqG/H4rOv7wGoXHFAza0WOkcDuRPcbvtzRpkm/4Og3nVzAY7teyTOXm+qI5HQiERlzfeXn+6J7V3x+Ithe55m07vKdE9pNQyNbAQGDUXhe7l4XXJfxcOC+c6HHp3ohF9rnYthO1HzuflmXI57PkOOExRGIN71HhcyJrFCt2vSJzEhtrMrm5/uhchEJ2dM0i8x3pO9JmunvunOzr2Hi0Eftz/JgiuZSqP7cxxc5p/DrF54zX8WbyGu6lrZN5/5FpO+mOG4/3Q6czfuGDW+QM3CJnzm4TurAUCAS0bt06/eQnP1Fzc7NKS0v1kY98RJ/+9Kejv2i5cTYUljC22CDhFjkDt8gZuEXOwC1yBm6RM3CLnDm7pSsspf2rcOPJ7/frM5/5jD7zmc9kMwwAAAAAAAB4kLWbdwMAAAAAAOD0RmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB4QmEJAAAAAAAAnlBYAgAAAAAAgCcUlgAAAAAAAOAJhSUAAAAAAAB44stm57Zt60c/+pGeeOIJvf322yoqKtJ73vMefeELX1B+fn42Q8sqv9+SaRqybUeBQGjUzycrN9cvyzIVCtkaGAjI77fk91uSpEAg5KnPSJuSo2DQHnVeoj7j28/N9SsnxyfTlGzbkWEYMk1JMhQMhmSapizLlOPYkiTHkYJBW4YhWZYpwzDkOI4cR9F/G0a4rcg/Pp8p0zwRp2lKpmlq+vQ8DQ2FlJPjk207GhwMyrIM+XxWNIYwR4YRjsE0TTlOOH7blny+cAyGET7Gtm05jqIxh/sNi4w7GLTl84XHFT5OchxbAwNB+Xzm8LpE+nTkOM5wH4Ycx1YgYMeMKXyu44Tbj8yRz2fINE3ZtqOhoaAcR5o0yZJhhNcjEAgpJ8caHo8t29bwGoSvUcmI9p2TE94yQiFbwWB4HSzLGG4rpN7eIU2dOkmWZSkUCmlgICi/3xqO0YjGNDgYlDQy1w1Dw33Zw3Gb0eNt25Fphsdt27YGB4PD+WFE5z0UCj8em3dTp06Sz2fJth319Q1JUrSdSZN8sqzw2IaGQtF5PTFftkKhcB4FAiENDAQS5v6UKTnR8Q4NhaIxmWZ4zI4TzptIDkausUyum/g5isQf/9+x50SOD8+fEb3mYp+Pvd5j24nkYShkKxSyR+0LyeJK1H+i/SvyfLI2k4031ViS7VPx65JszKn2t7HeexPttWPVlpQ+NyLnZbJup0K2+ozMm22f2FMdx/EcR6bjiH0dDIXsUz72iSQba59JPCebCzi9TLQ8PN0wfwBiGY4T/rUnG77//e/rgQce0Kc+9SmtWrVKjY2N+u53v6uamhr913/9l+v2Ir/kd3X1j0O0488wTQUdR5t3t6mxuVt1i0tUWVaoLXta1dDUraryAtUtKpHPMOTYtuv2TZ+loZCjjTubdaD1uCrLCrRycZn2t3Rp065WzZmVr1U15TItQ/W7M+sz0mZD0zGVFE3R62926FBrj6orClS7sEQ5PkuDQXtUnwdaurRpV5uqygt0YU2ZZAz/ohWytXVPm8qK81VVVqCNO1t0oPW45pVO1cqaMu1v6dbho/1aem6x/vBGu2ZNn6zKsgJt2tWqAy3HNbc0X+efU6z2I32qLCtQQ3OXtu5pV3VFgS44b5Ze29emQNDWu5fP0WDA1oadzToY1/7UPL9mTpscjXle6VRdWFMmR4Y27WzWwdYeVZUXaPk7ZikYcrTtj+060HJcleVTVbeoTG81HdOWPW3R8450D6hgyiRt+2O7HMfR0nOL9fobh9XY3K2qigLVLSpVx9E+5eX69fqbHfKZppaeW6ztb3aosak7OqaWwz2aW1KgXL+loG3rtX3tamjq1pzSfC05p1itnb2qrigMz/lQUAfbjqt4+uThNg0tOXeWdrzZoYambs0rm6q6RaXR+akqL9Ci6iL1DwQ0c9rk8Po3d2lu6VStqimTIUOb97SqoalLs2flq3ZhqXL9lgYCIW3d16ZDrcd1+Zpq5eX6o3MaPrdc/YMBNXX06JzZ01S/u00NzV2qXVii6oppqh9us6q8UO9cMEuWYWjL3vAxsfM3Kcen1s5elRZN0Y43O3SwtSd6fURijcSVN8knv2VoMGhr866Rz+XmWJIjDYXC89fY3KU5s/K1YmGp8vP8GgqOzIkLh3OitbNXF9aUK8cyNHVKjiSppy+gwVHHl8syDb3yepMOtB7XysWlqiwriI47vq9Ijs0tnaoLF5fp6PEBFRXkyheuskX3A0nRnJCjEfkRuUb9lqlAyFZn94CmT83Vxl0tI+Ka5DM1FLSj67jiHbM0f/Y01e9pO9HmGx1qaO5SdXlh9BoLBm2tWFiqvEmWzOFXi9h9Kr7/ZPtX+OcT13R1RaHqFpbKZ0iObY/a/6oqCrRiQUl4TxjOsXnD+0d4LKFRMfgMQ6ZljliXyJ7T2NylzbtbVV1RqKXnhMcqKeH+NiqWk9x7p+RP0vH+gDbtCs99JA8ic+qmTcM0ZRtS/2BIW/a06lB7j6orCrXsvFnatq9dMpRwfJmu28mONdMxjOX8ZtrnqHkrL1TtohI1NHVpy/DrRO3CzOPIdByxr72maYRfA948POL6jT+nsDBPkk7b9zPJZGPtM4mnsaVbxdMnR19f3ObCRHCm5sx4mGh5mC1ec4b5O3uxz5zdioryox8USCRrhSXHcbRy5Upddtll+qd/+qfo488//7z+7u/+Tj/72c+0cOFC122eroUlwzR1oL1Hdz28WcGQrVXnl+mipeV64MltCoZObNI+y9Qd19dp3qx8V5u36bPU0NKte9bVj2rvpquX6ZXtzZLkqs9Im7+uP6RVS8pGnXfRknK9u3aO7k3T52VrKiVJx44P6YEnt+nj7ztP80oLde/60efdem2tDrR26YkX/qiv3bhSvX1B3f/Y1oTtb3i9RauWlOmV7c3asKNFPsvUzdcs1+ySfLV29iWM619v+hO1H+tP+Fyk70ee35tyfSJj27CjZcQc1C4qSXrOrdfV6qX6Q7IdJ2W7HUf7NLekIOHcRMb87to5OtgafpP8wJPbUvYbG2tkjC9tOaRXXm9OelzsfESOvfma5cqd5Es4b/d8frV6+gLR3Mt07mL7Odh2Yjzp2vjajSs1FLB1z8OjY7n5muWaXjBJt/3bqxnnamzO3XZdrd4xb7psx9G+g8fS5na69Y6f58hYq8oLlZ/r1y3/9sqI9Uu1lrddV6uBoaAm+X2Jr53ranWwtVvrn9szYv4yyY/63W266eplmlcyVZ3dA7rroc0J+//18Jji1yflfnZDnSpLpmp/6/Ho/icp5TnJ5u++v7lI3X1DCdc+Ptdjxxa7v8XvxSNi9bD3Gqapgx09+kaCObvp6mUqnT5ZRVMnZVzI6Dw+qNajfQnn5eZrlus3r70dXa/I+O77/EXqGQikXbeTHWsmxnp+M+0zk3mL5EYmcWQ6jtjX3lTXWnyfZ+Kb92ysfSbx/GrzwYTvYbIVl1dnYs6Mh4mWh9nkJWeYv7Mb+8zZLV1hKWv3WOrt7dUVV1yhtWvXjni8urpaknTw4MFshJU1QceJbtKGIV1xcfWoNzmSFAzZ4eNclgOHQs6oolKkvQee3KYrLq523edQyNG96+u1dk3VqPMMQ1q7pmrUL96J+vSZlnympQee3CbbsbX6/IpRvxhHzrt3fb1Wn18hR7Z8pjWqqBTb/to1VXrwh+F+DCP8+Hee2Cq/ZSWMy3bCX/1JFnOkb8tKvT6RsZnmiTkI2XbKc+5dF57HdO2uqinXfY8kn9O1a6p03/p6raop14M/3Ja230iskfmJrKdhJD8udj7WrqmSzyedO2d6wnkL2eGv1kVyL11uJ+rnvkfC44mck6qNkB3Oi/jCQqSt+x/bKtsOHxeRLlcj6247tu5ZV6/egaD6BkIZ5Xa69Y6f53uH1+6edZsVtB3Zzon1S7eW9z1Sr3NmT09+7awLtx2bv5nmR8i29eAPt8nvt0YVJyLH3jM8JtMcuT5p97OHNisQcnT3uhPtpjsn0fyFbFvBkJN07eNzPXZssftb7F48KlYPe2/QcUYVlWJjCtpOxm0GHUdB20k6L/c/tjU6psj4bMdW0HbSrlt8LnoZa6ZjGMv5zbTPTOYtkhuZxJHpOCKvvemutfEa+0SSjbVPF8/d6zYnfA+TzbgwviZaHp5umD8AyWTtHkv5+fm64447Rj3+4osvSpLOOeccT+36fFa0mnq6MAzplxsPRDfpxVVF2tnQOWrTjgiGbNXvadX7L5ynTD5vZprSMy83pmyv7WifjnQNZNxnpM0Fc6cnjDWTMezZf0TVFYU61jOojqP9CoZsXb6mSpt2taQ8b9OuFn1qbY12vHU45XE7Gzqj8UXied/KedqwsznheZetrtKmnZn1nW5sOxs6ddnqquhxNdWZzceMwty0/UfGlGrMkeMkZRRr7HrF/pzsuNjHbv74iqRzuriqaMQ6ZZIX8f1ExpNJG/H9JWp/x1uHR7SfSUybdrXostVVeublRv3x4FEd7U59rWRyPSWb5027WvS+lfO0463DrnIoVW7Hth2bv5nkZSROSWmvj/i8lzKb3w07m0fktZc8yWTtU+V6/Z5WXbpqnn6x4UDKNtzsvYYh/XJT6vZ2vHVYc0vyVbuwJGWbhiHV72nTwbaetPtIZEyR9XAzL17Hmon417pEsYxHn27nLV0cmY7j0lXzoq+9mVxrsX36fOH7QJ1u72eSycbaZxJPsvcw2YrrZJxpOTMeJloeZpvbnGH+wD5zdjOSf1hJ0gT7q3Dbt2/X97//fb33ve/V/Pnzsx3OKWMYhhqau6M/zyjMVWtnb8pzGpu7ZaRb3Wj7pg60Hk95zNCQraaOnoz7jLSZLNZMxtDc0SvLMDQ0FIoeW1acr4NtqWM91N6j8ln5adtv7ezT9ILc6L+j7SeZi7Huu2zmlOhxmc7H4FDqmx8eau+JjiVZv9MLcqPHZdJv7Pwk+jnV462dfSqdmXxO4/v3Es+MwtwR65KqDa/tpzvnUHuPSmdOkST1DgS1v6U75fGZXE/J5jnSl9scSpXbsW3H5q+b+Ypfh2THxsacaR8H23pcr4mXdUyV6+H9zRyxFyfibu811NCUur3Wzj519QylbdMwDHX1BjLaRyJjCq9H5ntlPDdjzUT8a10i49Gn23lLF0em4zDNE6+9Y/26frrJxtpnEs/Zvi5nm4mWh6cb5g9AKln9q3Cxtm7dqs997nOaPXu27rrrLs/tBIOn3z2W/H5LVWUF0Z+PdA1o6XnFKc+pLCtQT89gxn+xbV7p1JTH5OSYqihO/Zf4YvuMtLl5V1vCWDMZQ3nxFIUcRzk5lkqLwr+0t3T0aG5J6ljnzMpXc3tP9JxkSosma/sfO7T0vGJt/2PHifaTzMVY991yuDd6XKbzMSnHStt//fDNnJP1u/2PHapdVBI9Ll2/kXOS/Zzq8dKiyWo9nHxO48edyTzE93Oka0C1i0oyasNr++nOmTMrX62Hw798TMn1qTLmek0kk+sp2TxH+nKbQ6lyO7bt2Px1O1+x65Ds2NiYM+1jbkm+Nu86kdfjtY6pcr2yrEB9fUMj9uJE3Oy9fr+l6vLU7ZUWTVbBlJy0bfr9lgom+9PuPeXFU/Ta3vZo2y2HM98r47kZaybiX+sSGY8+3c5bujgyHcfAQCD62uv2df1Mu49FNtY+k3g27GgZ0/db2XSm5cx4mGh5mG1uc4b5A/vM2a2oKD/lp5YmxCeWnn/+eV1//fUqKyvTunXrNH369GyHdEoFAqHwX1Owwsuxq7FTNdVF0Z/j+SxTtYtKMt60BwYCurCmPGV7JdMna2HljIz7jLS57+DRhLFmMoaFlTM0yW+pdMYUnT9/pnyWqedebdTKxWUpz1u5uFT/9ezO6DnJjqupLorGt6sx/BWPFzYd0Kokc/Hcq41aWZNZ3+nGVlNdpOdebYwel+l8lEyfnLb/fQePph1z5LhM+o2dn/ifkx0X+9j9T2xJOqe7GjtHrJPbeCQNj6csozbi+8uk/UxiWrm4VM+92iifZercOdNVlyZHM7meks3zysWlemHTAdc5lCq3Y9uOzV836xG/DsmOjY1Zymx+L6wpG5HXXvLE7drH/hzZ3wYGAiP24kRtuNl7A4FQ+C9LpYmpuqIwbZuBQEjzKwrTjnFh5YzomCLr4faaiDzuZqyZiH+tSxTLePTpZt4yiSPTcfT2DkVfe8f6df10k421zySeZO9hshUXxtdEy8PTDfMHIJWsF5YefvhhffnLX9YFF1ygxx9/XLNmzcp2SFnhMwzdcX2dfJYpx5Ge/n2Dbrp62ajNO/JXlPwuP2aaYxm67brahO3ddPUyPf37Btd95liGbr22Vs++3DjqPMeRnn25Ubdm0GfQDiloh3TT1ctkGqZe3dGkW69NfN6t19Xq1R3NMmQqaId08zXLk7b/7MuN+tLHwv04Tvjxv//4cgVCoYRxmYapQCDxc7F9h0Kp1ycyNts+MQeWaaY859brwvOYrt0NO1t0yyeTz+mzLzfq1mtrtWFni770sWVp+43EGpmfSByx342PPy4+5mBQeuPQ0YTzZpmmTFPR3EuX24n6ueXaWm3Y2Rw9J1UblhnOi9uGr6X49m++Zrksy5BlZp6rkXU3jfBf0MrP82lyrpVRbicb521J5vnW68Jrd9t1dfJbpkzjxPqlW8tbPlmrN98+mvTauW247dj8zTQ/LNPUlz62TIFQSHfckHhuI2Oy7ZHrk8l+lmOZuv26E+2mOyfR/FmmKZ9l6LbrU69LJNdjxxa7v8XuxYlidbv3+gxDX00yZzddvUx+n5lxmz7DkM80ks7Lzdcsj44pMj7TCM9LunWLz0UvY810DGM5v5n2mcm8RXIjkzgyHUfktTfdtTZeY59IsrH26eK5/bq6hO9hshkXxtdEy8PTDfMHIBnDcbJ3e7X//u//1h133KEPfOAD+uY3v6mcnJyTas9xHAUCp99X4SIM01TQkTbvbtX+lm7VLipRVVmh6ve0qrG5W5VlBapbVCqfIU9/ytP0WQqEHG3Y2ayDbT2aVzpVF9aUqbG5S5t3t2l28RStqimXaRmq351Zn5E232o6ptKiKdr+ZofebutRVXmBaheWKsdnaihoj+xzcZn2t4T7rCwr0IXnl0kK/5+QQMjW1j1tKi/OV2VZgTbubNHBth7NLcnXhTVl2t/SrY6j/Vp6brFef6NDM6fnqbKsUJt2tehg63HNKcnXknOK1XakT5VlBWpo7tJre9tVVV6gC86bpW372hUIhvRny+doKGjr1R3NOhTXfn6eXzOnTdbG4ZjDz5VLkjbuDB9fWVag5e+YpWDI0bY/tutg63HNK5uqukVleqvpmLbubY+2eaR7QAVTJmnbH9slR1py7ky9/sZh7W/pVmV5eH47jvZpcq5f29/skN80teTcYm1/s0P7m7ujY2o53KM5JQXK9VsK2rZe29euxuZuzS7J19JzitXS2av5FYXy+ywNDoV0sK1bs6ZPHtHm6292qLG5W3NLp6puUWl0firLCrS4ukh9AwHNnDY5vP4t4b5X1ZTLkLR5OA9nF0/RioWlyvVbGgiEtHVfm95u69Hai6o0OdevV4fnKHJu/2BAzR09mj97mup3t6mxpVsr3jFL8yumafOeVu0fzrNlC2bJMgxt2Rs+Jnb+cnN8aunsVVnRFL3+ZocOtfWodlGJKssKo7FG4srL9clvGhoM2tq8a+RzuZMsyZaGQra27Wsf8Vx+nj+aq7E5caClWy2dvVp1frn8pqGpU8L7VE9fIJxDI44vl2UaeuX1Jh1s61Fdkhjz8/wKhGxt2BHOsTkl+bpwcZmOHh9QUUGefJG/ije8HxhSNCcMRyPyI3KN+i1DgZCjzu5+TZ+aq427WqJxraopD1+LIVubh6/t5QuKw2uyp+1Em290hPOyrEBLh38OBEPheZ3kkzn8chG7T8X3n2z/Cq/XiWu6ajj3fQrvLfH7X2V5gVYsKAnvCcM5Nnd4/4jsK/Ex+AzJtMwR6zKvdKpWLg7vc1v2tKmyvEBLzwnvH46UcH8bFctJ7r1T8ifpeH9Am3aNvIYic+qmTcM0ZRuG+geD2rKnVW939KqqvEDLzpulP+xrl2Mo4fgyXbeTHWumYxjL+c20z1HzVlag2kWlahjesyOvW5nGkek4Yl97LdMMvwa8eXjE9Rt/zpn6dYNsrH0m8TS2dGnW9MnR1xe3uTARnKk5Mx4mWh5mi9ecYf7OXuwzZ7eionyZZvLicdYKS52dnXrPe96jGTNm6Fvf+pZ8vpG3e5o7d65mzJjhqs3TvbAU4fdbMk1Dth0eT/zPJys31y/LMhUK2RoYCMjvt+T3h+/tEwiEPPUZaVNyFAzao85L1Gd8+7m5fuXk+GSakm07MgxD4Q+WGAoGQzJNU5ZlynHCL1qOIwWD4T9nblmmDMOQ4zhyHEX/bRjhtiL/+HymTPNEnJMmWTJNU7Zta2gopJwcn2zb0eBgUJZlyOezojGEOTKMcAymaUZzzrYlny8cg2GEj7FtW46jaMxmzKdkIuMOBm35fOFxWcOf7nAcWwMDQfl85vC6RPp05DjOcB+GHMdWIGDHjCl8ruOE24/Mkc9nDI/R0dBQUI4jTZpkyTDC6xEIhJSTYw2Px5Zta3gNJNu2JRnRvnNywtdpKGQrGAyvg2UZw22F1Ns7pKlTJ8myLIVCIQ0MBOX3W8MxGtGYBgeDkkbmevh/chnRMfh8Jz69YtuOTDM8btu2NTgYHM4PIzrvoVD48di8mzp1knw+S7btqK9vSJKi7Uya5JNlhcc2NBSKzuuJ+bIVCoXzKBAIaWAgIGn0i+qUKTnR8Q4NhaIxmWZ4zOEd9kQORq6xTK6b+DmKxB//37HnRI4Pz58RveZin4+93mPbieRhKGQrFLJH7QvJ4krUf6L9K/J8sjaTjTfVWJLtU/HrkmzM6e5rNBZ7byRn+vqG0o4/U6nWMfa/va7bqZCtPiPzZtsn9lTHcTzHkek4Yl8HQyE75Tln+pv3bKx9JvGcbC5k05meM+NhouXhqXayOXO2z9/ZiH3m7DZhC0s/+9nP9JWvfCXp89/61rd05ZVXumrzTCks4dRhg4Rb5AzcImfgFjkDt8gZuEXOwC1y5uyWrrCUtb8K98EPflAf/OAHs9U9AAAAAAAATlLWb94NAAAAAACA0xOFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxSWAAAAAAAA4AmFJQAAAAAAAHhCYQkAAAAAAACeUFgCAAAAAACAJxOmsLRnzx4tXrxYra2t2Q4FAAAAAAAAGfBlOwBJamho0Gc/+1kFg8FshzIh+P2WTNOQbTsKBEJpHx9Publ++f2WHMfR4GAwbb+ZxpjsuNxcvyzLlOQoGLRlGIYcx4n+27YdSUrZx8nOUzbm2Y1IfLFzEokzUex+vyW/35IkBQIh5eRY8vlO/Gzbzoh24o9PNgde52msz8s0Xi99J2rbMCTDMOT3W57zI9s5lqr/dLGdyti99DVe8WV7zZJxE9dEHcN4mqhjnqhxRUz0+JAcawcAyIasFpaCwaB+9KMf6Tvf+Y78fn82Q5kQDNNU0HG04fUWNTZ3q6q8QHWLSuS3TAVC9qjHfYYhx7bHJRbTZ2ko5OjFrYd0oPW45pZM1arzy+T3WZLtjOo3WezxMSY7LsdnaTBon+ivdKouXFym/sGA8ib5tXl3qw60HFdVRYGWnlOs7W90SNKIPjKNIZmTPX+8ReLbuKNFDU3dmluar/PPKVbH0T7NryiUbSsu9lL5LENd/UFtee1t+Xymat9RquODIb22r12NzV2qKi/U0nNn6vU3DsswpJWLy3R8MKTNr72tQ+09qq4oVN3CUvkMRefA6zyN9Xl+y1TIcaLjSxavl74N05RtaHTbi0q1dW+7Nu1uU1WZ+/zIdo6l6l9SythOZexe+hqv+LK9ZmMR10Qdw3iaqGOeqHGdLvEhuWDIVk9/UBt3snYAgFPPcBzHyVbnmzZt0uc+9zl96lOfUklJie644w799re/VWlpqaf2HCf8f2e6uvrHONLxZ5imDrT36K6HNysYOvEGwGeZuu26Wv26/pBeeb15xON3XF+nebPyx/wNg+mz1NDSrXvW1Y+K5dZrazVrep7yJ/lGFBqSxR4bY7Ljrr1soeaWFujeRP1dV6uDrd1a/9yeEY/fdPUyvbK9WfW723TH9XWqLJ2q/a3H08YQr7AwT5LUfXwwozFkS6o5/tqNK9XbF9T9j21NuF4vbTkk23F02ZrKpMfddPUytR/p1awZU/TAk9tGz8ENdZpXnC9JnuYp0xxxc95t19cpx2/oa9/flDTeVHmXrG/DNNV5fFCtR/sSzsXN1yzXb157Wxt2tLjKD69zMFZS9n9DnfJz/brl315JGJvX62vM40zS13jN7Vi1G9lnxuq1yU1c2c67bJioY3YT11jnzFjHh4nFME0d7OjVNx5K8HrI2iGJbOwzOL2RM2e3oqJ8maaR9Pms3mNp/vz5evHFF/W3f/u3siwrm6FkXdBxRr2Zk8L/B+qedfVau6ZKhjHy8bse3qzgOJQFh0LOqKJSpM9719fL77dG9Jsq9tgYEx1nmtKqmvJRRaVof+vqtaqmXKY58vEHntymKy6uVsi2dfe6zRoKZRZDMpmOIVuSxReybflMa1SxSDqxXmvXVOmKi6tTHvfgD7dp9fkVowopkefveig8B17naTzOu+fhzfKZlkJ28ni99B10HAVtJ+lc3P/YVl1xcbUMw11+ZDvHUvb/0GYFbSfhXI7F9TVmcSbpa7zmNttrNhZxTdQxjKeJOuaJGlc0jgkeH5ILOs6oopLE2gEATp2sfhVu5syZY96mz2dFq6mnC8OQfrnxwKg3BBHBkK2dDZ1aXFWknQ2dIx6v39Oq9184T2P1uTPTlJ55uTFlLJt2tui8udO0YO50Seljr9/TqktXzdMvNow+7rLVVdq0qyV1f7tadNnqKj3zcuOIxyNzIkkbdzanjSHRPEXuNVS/p83T+adCqvxYXFWkHW8dThn7nv1HVF1RqIamrqTHLZg7Pe061O9tVVFBrut5yiS/vZ63463Do66L2HgvvTBx3iXr2zDCuXCwrSftnEb6zSQ/vM7BWDmZuVwwd7rn62s84ozva7zmdizbjewzY/Ha5CYuKbt5lw3ZvtbGKq6xzJnxiA8TB2sHr071PoPTHzlzdjOSf1hJ0gT6q3BnM8Mw1NDcnfKY1s4+TS/IHfV4Y3O3jHSr7CoWUwdaj6c85lB7j4L/f3v3Hh1Vee5x/DczCQQTQIhyCdeIJsBEIEJCuQS8RC4WUeuySAGpeKT2SI9UURERStUF7alQpFXJAWQpSkVLKCbcRAEVWi6CCIIIAiZKQiFck0AySd7zB50xwySTZJtkJuH7WSuLlXe/M+/zvvvZk5mHPXsXXbqgdmVivxSjvcx+ra+NUMbxisdrdU24T7t7TZo3Dasw5orWqXJzqL51rgp/a9y8aZiyc/L8Pv7YiTw5bDZ9fyK33D7Nm4ZVuB+OfH9OZ3ML/fcpY50qnyNVf1x5x4U73vLyrryxbTabzua5KrWmpcetKD+srkF1+TFrWR3HV2VZWaeaWttA77PyVCWuYJ1DTQrWOQdrXG7BHh/Kx74DAASDoLgrXHUqKqp711gKDXUounUTv31aRV6l3V+f8Gnv2LqJcnMLqu3OH2FhoerQqrHfPu1aRMjhsCk3t0CSKoy9Y+smys8vLLNf1olctW9Z8XjZJ30/6Jdek0RnywpjKGudmjZtJJutcnOoznWuCn/5cersRXWPudbv46OuDVexMWrzn2sklfc8CV39r2F0VBM1CW/gt09Z61SZ/Lb6uPKOC3e85eVdeWOHhjrU5KpQtYr0LWSWFnVtuHZ+9W+/8ZdmdQ2qy49Zy1NnL1o+vmoizsvHqqm1rc7nrc5rElQlLim4X9tqQqCPtfJUNa7avo5FsK4bKsa+g1VcLwdVRc5c2SIjI/yetcQZS0HA5Sq+dOcOR9m7I8RhV9x1kfrySI5Pe0LXltX6RuHiRZd+EhflN5bezla65upGntuvVxR7QteWunjRVWa/9C1H1NvZusLx0rcc8Wl3r8mBjNMVxuxvnYxRpeYQqDdk/tb4yyM5urHTNX5j79KxuRqGOtQ1OrLcfgcyTle4H3p1aalObZpWeZ0qmyNWHlfWcVE63vLyrryxXa5idWrTtFJr6h63MvlhdQ2qy49Zyx97fFV3nJePVVNrG+h9Vh1xBescalKwzjlY43IL9vhQPvYdACAYUFgKEiE2m6Y+mOjzxsB9V7i0T494fTfefSen0Bo4tbmBw6Ypv0woM5ZnfpkgV3GJ17j+Yi8dY1n9Skqkf+49pmfKGW/KLxP0z71ZKn1NYfddzFZ+clgOu13PPpioBo7KxVCeys4hUMqLz2G3q6ikWE+O7lnu/kr79IhWfnLYb7/H7o/Xlj3fa+LIeL9rYHWdauJxzz6YqGJTIoe96nnnb+wQm00hdlu5a/Hk6J5a+cnhS9dBqUJ+BDrHKhzfYS9zLavj+KrWOMsYq6bWNtD7rDriCtY51KRgnXOwxuWJI8jjQ/lCbDY9N643+w4AEDA2Y4LjUn7Lly/XM888o02bNqlVq1aWnsMYI5er7n0Vzs1mt6vISNv2Zeto1jl1bN1EiV1bKdRhk6vY+LSH2FRjt4+1hzjkKjH6555jyjieq3YtItTnxtYKdTikkpIyb/ddVuyXx1hevwYhdhUWleife/8zXssI/cTZWhcKXGrUMFTb9mUrI/u8OkY1Uffrr9UXB0/ISF5jVDaG0kqf0mnl8bXJHd/2/dk6cuyc2rWMULfrr9W/T+erU5urVWKMtn1ZKnZnK4XY7cq76NKO/dkKDXGoV+eWKjZGuw7829Ov2w3XaM/Bk5JN6u1srQJXsbZ9maXvTuQpOuo/ayB53b7cyjpV9+NCHTYVG+lCQZF27M8uN14rY9vsdpXYbGU+99FjZ7Vt33FL+RHoHPM3viS/sdVm7FbGqqn4quN5a+LU8arEFei8C4RgnXNl4wrU1w2Cdd1QsfCIhsq9UKR/7c1i36FS+FoTqoqcubJFRkbIbvdzTVkKS8EnNNQhu92mkhLjc82ZstprUlhYqEJDHTLGqKCgqMJxKxtjef3CwkLlcNglGRUVlchms8kY4/m3pORSuvoboyrrVNYLZCDWuSrc8ZVek9LXm7k89tBQh0JDL93FweUqVoMGDs9dHVyuYpWUGK/nuby/v+sGWVmn6n5cZeO1MnZZz3311Y1ks9l+1PUqAp1j/savKLbajN3KWDUV34953pp8I1aVuAKdd4EQrHOuKK5Av3kP1nVD+dw5k59fyL5DpQT6dQZ1DzlzZaszhaXqUF8KS6g9vECiqsgZVBU5g6oiZ1BV5AyqipxBVZEzV7aKCktcYwkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWUFgCAAAAAACAJRSWAAAAAAAAYAmFJQAAAAAAAFhCYQkAAAAAAACWBLywlJaWpp/+9Kfq1q2bhg4dqhUrVgQ6JAAAAAAAAFRCSCAHX716tSZNmqQHHnhASUlJWr9+vZ5++mmFhYVpyJAhgQwNKFdoqEN2u00lJUYuV3Ggw7HEPQebzSZjTJ2eC+q+YDumgi0eBDfyBQAAXOkCWliaPXu2hg4dqilTpkiSkpKSdPbsWc2dO5fCEoKOzW5XkTH65xdZOnLsnKKjmiixa0uF2GwyJSWBDq9S3HM4lHlG1za7SnsOnVBGdq6ua9NECV3q1lxQ9wXbMRVs8SC4kS8AAACXBKywlJmZqYyMDD3++ONe7YMHD9bq1auVmZmpdu3aBSg6wJvNbte3/87VC69vU1HxDx8YXk/bp6kPJqpDi4ig/yDhnsMH2zLUp1trPfnyJz/MZbu06P26MxfUfcF2TAVbPAhu5AsAAMAPAnaNpcOHD0uSoqOjvdo7dOggSTpy5EitxwSUp8gYnw8QklRUXHKp3QQosCooMkYvLt6mYf2j9eelu+r0XFD3BdsxFWzxILiRLwAAAD8I2BlL58+flyRFRER4tYeHh0uScnNzLT1vSIhDTZs2+nHB4YoREuKQJL85Y7NJa/71rc8HCLei4hJt35+tIT/pIBOkHybcc4ht30x7D+fU6bkEWmVyBv4F2zFV0/GQM/VLbeQvOYOqImdQVeQMqoqcubLZbP63B+yMJfOfd1u2yyJ0t9vtAb9hHSDpUo4ePnbOb58jx8755HIwcc+hedMwZefk+e0b7HNB3Rdsx1SwxYPgRr4AAAB4C9gZS40bN5bke2ZSXl6e1/aqKioq1tmzF35ccLhiuCvu/nImNNSh6NZN/D5Px9ZNlJtbELR3BHLP4Z97stQ95lq/fYN9LoFWmZyBf8F2TNV0PORM/VIb+UvOoKrIGVQVOYOqImeubJGREX7PWgrYaUHuaytlZGR4tX/77bde24FAc7mKL93px1H24RLisCuha8ugLsS453Ag47Tirous03NB3Rdsx1SwxYPgRr4AAAB4C1hhqUOHDmrbtq3WrFnj1b5u3Tp17NhRUVFRAYoM8BVis2nqg4k+HyRCHHZNHZeo0DrwlYcQm03P/jJRaZ8e0cSR8XV6Lqj7gu2YCrZ4ENzIFwAAgB/YjAncJXqXL1+uZ555RqNGjdLNN9+sjz76SEuXLtWcOXN0xx13VPn5jDFyufgqHCqvKqd02ux2FRlp275sHc06p46tmyixayuF2FRnbivtnsORrLNq0ewqfXHohDKP5yo6qokSutStuQQKpwFXn2A7pmoqHnKmfqrJ/CVnUFXkDKqKnEFVkTNXtsjICNnt5f/HWUALS5L0t7/9TYsWLVJWVpbatWun8ePH6+6777b0XBSWUFVWXiBDQx2y220qKTF19qsO7jnYbDYZY+r0XGobf1SrX7AdU9UdDzlTv9VE/pIzqCpyBlVFzqCqyJkrW0WFpYBdvNvt/vvv1/333x/oMIBKC4YPvj9WfZgD6o9gy8dgiwfBjXwBAABXuoBdYwkAAAAAAAB1G4UlAAAAAAAAWEJhCQAAAAAAAJZQWAIAAAAAAIAlFJYAAAAAAABgCYUlAAAAAAAAWEJhCQAAAAAAAJZQWAIAAAAAAIAlFJYAAAAAAABgCYUlAAAAAAAAWEJhCQAAAAAAAJZQWAIAAAAAAIAlFJYAAAAAAABgCYUlAAAAAAAAWEJhCQAAAAAAAJZQWAIAAAAAAIAlNmOMCXQQ1cU9lfozI9Q0m+3Sv+QMKoucQVWRM6gqcgZVRc6gqsgZVBU5c2Wz2SSbOwnK2l6fCksAAAAAAACoPXwVDgAAAAAAAJZQWAIAAAAAAIAlFJYAAAAAAABgCYUlAAAAAAAAWEJhCQAAAAAAAJZQWAIAAAAAAIAlFJYAAAAAAABgCYUlAAAAAAAAWEJhCQAAAAAAAJZQWAIAAAAAAIAlFJYAAAAAAABgCYUlAAAAAAAAWFJvCktpaWn66U9/qm7dumno0KFasWJFoENCNdu/f7+cTqeys7O92j/99FPde++96t69u2699VYtWrTI57F79uzRmDFjFB8fr/79+2v27NlyuVxefY4ePapHHnlEvXr1Uu/evTV9+nTl5uZ69Tl58qSeeOIJ9e7dWz179tTjjz+uEydOePXJy8vTjBkz1K9fP8XHx+vhhx/W0aNHq2cR4FdJSYmWLl2qO++8U/Hx8UpOTtbMmTO99iP5gtKMMVq8eLEGDx6sbt26afjw4Xr//fe9+pAz8GfChAm6/fbbvdrIGZRWVFSkbt26KTY21usnPj7e04ecweW2b9+ukSNHqnv37urfv7+ef/555eXlebaTM3DbunWrz+tL6Z/U1FRJ5AxqmKkHVq1aZWJjY82LL75oPv74YzNt2jQTExNjVq9eHejQUE2++eYbk5SUZGJiYkxWVpan/bPPPjNOp9NMmjTJbNq0ycyePdvExsaaBQsWePocPXrU3HTTTeahhx4yGzduNAsXLjRxcXFmxowZnj5nzpwxAwYMMPfee69Zv369eeedd0yvXr3M+PHjPX1cLpcZPny4SU5ONqtWrTIrV640AwcONMOHDzcul8vT7+GHHzY/+clPzPLly83atWvNnXfeaZKSksy5c+dqeJUwf/5806VLF/OnP/3JbN682SxZssQkJiaacePGGWPIF/h69dVXTZcuXcwrr7xitmzZYmbNmmViYmJMenq6MYacgX8rVqwwMTExJjk52dNGzuByX3/9tYmJiTGpqalm165dnp/du3cbY8gZ+Nq1a5dxOp3mN7/5jdm8ebN5++23Ta9evczEiRONMeQMvJ0/f97rtWXXrl1m586dZujQoWbgwIEmJyeHnEGNqxeFpeTkZM8Lrdtjjz1mhgwZEqCIUF1cLpdZsmSJiY+PN4mJiT6FpbFjx5r77rvP6zF//OMfTa9evUxBQYExxpgpU6aYgQMHen43xpi33nrLdOnSxWRnZxtjjPnrX/9qevToYU6dOuXps3HjRhMTE2M+//xzY8wPHyAOHTrk6XPw4EETGxvr+RC6fft2ExMTYzZt2uTpk5OTY3r06GHmz59fXcuCMpSUlJiEhATzu9/9zqs9PT3dxMTEmH379pEv8FJYWGgSEhLM73//e6/20aNHm5EjRxpjeI1B+bKzs01CQoIZMGCAV2GJnMHlVq5caTp37mzy8/PL3E7O4HKjRo0yo0aNMiUlJZ62JUuWmNtuu83k5+eTM6jQ4sWLTefOnT37kZxBTavzX4XLzMxURkaGBg0a5NU+ePBgHT58WJmZmQGKDNXhs88+05/+9CeNGzdOkyZN8tpWUFCgHTt2lLnvz507p507d0qSNm/erFtuuUUNGjTw9BkyZIiKi4v16aefevokJCSoWbNmnj79+/dXeHi4Nm3a5Olz/fXXq1OnTp4+7t9L9wkPD1e/fv08fZo3b66EhAR9/PHH1bEkKEdeXp6GDx+uYcOGebVfd911kqSDBw+SL/DicDj05ptvavz48V7toaGhKigo4DUGfk2dOlX9+vVTnz59PG3kDMqyf/9+tW/fXo0aNfLZRs7gcqdOndKOHTs0cuRI2Ww2T/uoUaO0fv162e12cgZ+nTx5UnPnzvV8lZLXGdSGOl9YOnz4sCQpOjraq71Dhw6SpCNHjtR6TKg+nTp10vr16zVhwgQ5HA6vbZmZmXK5XH73/YULF5SVleXTp3nz5oqIiPDkx+HDh336OBwOtW3b1m8fSWrfvr1Xnw4dOvjEWroPakZERISmTp2qnj17erWvX79ektS1a1fyBV7sdrtiY2PVsmVLGWN08uRJpaSkaMuWLRoxYgSvMSjXu+++qy+//FLPPfecVzs5g7IcOHBADRo00EMPPaT4+HglJCRo2rRpys3NJWfg4+uvv5YxRk2bNtXEiRPVo0cP9ezZU9OnT9fFixfJGVTo5Zdflt1u18SJEyXxtwm1o84Xls6fPy/p0ofK0sLDwyXJ50JiqFuuueYaRUZGlrmtMvu+vD7ufu78OH/+fLX0yc3NrbAPas/u3buVkpKi5ORk8gV+rVu3Tv369dNLL72kgQMHavjw4eQMyvT9999r5syZmj59upo3b+61jZxBWb766itlZGRo4MCBSklJ0X//938rLS1Nv/71r8kZ+Dh16pQkafLkyWrWrJleffVV/eY3v9E//vEP/e53vyNn4NepU6e0YsUKjR49Wk2aNJHE3ybUjpBAB/BjGWMkyetU0dLtdnudr52hHOXteze73e63jzHGKz+qo497vPLiQe357LPP9Mgjj6ht27Z64YUXPP/7Qb6gLF27dtWSJUt04MABzZ07V+PHj/f8Tx85AzdjjKZMmaKBAwdq8ODBZW6XyBl4mzNnjpo2barY2FhJUkJCgiIjI/Xkk09q8+bNksgZ/MB9B66bbrpJ06dPlyT16dNHxhj94Q9/0M9//nNJ5AzKtmzZMpWUlOiBBx7wtPG3CbWhzu+1xo0bS/I9M8l9O073dtQ/5e179++NGzf2VMLLqnzn5+d7niMiIqLMPnl5eZ7nqGyf0reCLasPat6qVav04IMPqnXr1lq8eLGaNWtGvsCvdu3aKSEhQaNHj9azzz6rrVu3et70kDNwe+utt3TgwAFNmTJFRUVFKioq8uRJUVERrzMoU2Jioqeo5HbzzTd7/U7OwM19FsmAAQO82vv37y9jjPbs2SOJnEHZ1q5dq6SkJK8zavnbhNpQ5wtL7u9vZmRkeLV/++23XttR/7Rv314Oh8Nn37t/j46OVnh4uFq2bOnJB7ecnBzl5uZ68iM6OtqnT3Fxsb777ju/fdzjle6TmZnpU4X/9ttvycVa8vrrr+vxxx9Xjx499NZbb6lFixaSyBf4OnPmjFasWKHjx497tXft2lWS9N1335Ez8LJ27VqdPn1a/fv3l9PplNPp1IoVK5SRkSGn06kdO3aQM/CSk5Ojd9991+dmMhcvXpQkRUZGkjPw0rFjR0lSYWGhV7v7TKa2bduSMyjT8ePHtW/fPg0dOtSrnffAqA11vrDUoUMHtW3bVmvWrPFqX7dunTp27KioqKgARYaa1rBhQ/Xq1Uvr1q3zelFau3atGjdurLi4OElSv379tGHDBq8/0GvXrpXD4VBiYqKnz9atW3XmzBlPn08//VT5+fnq27evpEv/U3Tw4EHPBeMl6dChQzp8+LBXn3PnzmnLli2ePu67e7j7oOa8++67mjVrloYOHaoFCxZ4nbFIvuByJSUlmjx5st555x2vdvdXU2688UZyBl5mzJih9957z+vnlltuUatWrfTee+9pyJAh5Ay82Gw2TZs2TUuWLPFqX7VqlRwOh/r27UvOwEunTp3Upk0brVq1yqt9w4YNCgkJUXx8PDmDMu3evVuSfG5kw3tg1ApTD/z97383MTExZsaMGWbTpk1m+vTpJiYmxqSnpwc6NFQj937OysrytG3ZssXExsaaxx57zGzcuNHMmTPHxMbGmpSUFE+fQ4cOmRtvvNGMHTvWfPTRR2bRokUmLi7OTJ8+3dMnJyfH9O7d29x1111m3bp1ZtmyZSYhIcH813/9l6dPQUGBGTx4sLnllltMWlqaef/9983NN99shg0bZlwul6ff6NGjTWJiolm2bJlZt26dufPOO01SUpI5c+ZMzS7QFe7kyZOme/fu5pZbbjHbt283u3bt8vrJyckhX+BjxowZxul0mvnz55stW7aYefPmmbi4OPPss88aY3iNQcWefvppk5yc7PmdnMHlnn/+edOlSxfz8ssve15nnE6neeGFF4wx5Ax8paenm9jYWPPEE0+YzZs3m/nz5xun02lmzpxpjCFnULZ58+aZ7t27l7mNnEFNqxeFJWOMWbp0qbn99ttNXFycGTp0qElNTQ10SKhmZRWWjDFm3bp1ZtiwYcbpdJpbb73VLFy40Oex27dvN/fdd5+Ji4szSUlJ5qWXXjKFhYVefQ4cOGDGjh1runXrZvr06WOee+45c/78ea8+x44dM48++qjp0aOHSUxMNL/97W/N8ePHvfqcOXPGTJ482fTq1cvcdNNN5uGHHzbffPNNNa0CypOammpiYmLK/VmxYoUxhnyBt8LCQpOSkmIGDRpk4uLiTHJyspk/f74pLi729CFn4M/lhSVjyBl4c7/ODB482MTFxZnbbruN1xlU6IMPPjB33323iYuLMwMHDjSvvPIKOQO/pk+fbpKSksrdTs6gJtmM8XNJdgAAAAAAAKAcdf4aSwAAAAAAAAgMCksAAAAAAACwhMISAAAAAAAALKGwBAAAAAAAAEsoLAEAAAAAAMASCksAAAAAAACwJCTQAQAAANSGwsJCLV68WGlpacrIyJDdblfHjh01ZMgQjR07Vg0bNqzS840ZM0bff/+9Pvrooyo9bt68efrLX/7i1Waz2RQWFqYOHTronnvu0QMPPCC73f///02ePFmpqak6cOBAlcYHAACoThSWAABAvVdUVKSHHnpIn3/+ue6++26NGDFCxcXF2rFjh2bPnq2PPvpIb7zxhho0aFBrMT3yyCO67rrrJEnGGF24cEEffvihZs6cqczMTD333HN+Hz9ixAj16dOnNkIFAAAoF4UlAABQ761evVrbtm3TvHnzNGjQIE/7Aw88oAULFuh///d/9d577+kXv/hFrcXUt29f9e7d26ttxIgRGjlypN5++22NHz9eLVu2LPfx8fHxio+Pr+kwAQAA/OIaSwAAoN7btWuXJKlfv34+20aNGqXQ0FB9/vnntRyVL7vdriFDhqikpES7d+8OdDgAAAAV4owlAABQ74WHh0uS3nnnHY0bN85rW6NGjbRz506vr8GtWbNGS5Ys0f79+1VQUKAWLVpoyJAhmjhxot+vyx06dEhz5szR1q1b5XK51KVLFz366KNKSkqqdKw2m03Spa/vSZeu5dSgQQPFxcXpjTfeUFhYmBYvXqzXX3/d5xpLx48f19y5c/Xxxx8rLy9P1113nX79618rOTnZ0yc7O1uzZ8/29OnUqZPGjRun4cOHVzpGAAAAN85YAgAA9d7w4cMVGhqqP/zhDxo2bJj+/Oc/a+vWrSosLJQkr2LRu+++q8cee0yNGzfWpEmT9NRTT6lNmzZauHChUlJSyh3jwIEDGjFihA4dOqRf/epX+u1vf6uioiKNHz9eq1atqnSs//rXvyRJTqfT07Zz506lp6frySef1D333KPrr7/e53FnzpzRz3/+c6Wnp2v48OF66qmnFBYWpgkTJmj9+vWSLhWe7rvvPm3ZskVjxozR008/rWbNmunJJ5/UggULKh0jAACAG2csAQCAeu+GG27QX/7yF02ZMkUHDx7UwYMH9eqrr+qqq67SrbfeqgkTJig6OlqStGjRIsXHx+uVV17xnD30i1/8QrfddpvWrl2rCRMmlDnGCy+8oObNmys1NVVXXXWVJGn06NEaO3asXnzxRSUnJ3sVsM6fP69Tp05JunTx7qysLKWmpmrDhg26/fbb1aFDB0/f/Px8vfbaaz7XZCrt//7v/5Sdna23335bPXv2lCT97Gc/07Bhw/Taa68pOTlZc+bMUWFhod5//321aNHCE+MTTzyhuXPn6p577lFkZKTVZQYAAFcgCksAAOCKcPPNN2vDhg368MMPtXHjRm3ZskUnTpxQWlqaPvjgAy1YsECJiYlauXKlLly44CkqSVJOTo6aNGmi/Pz8Mp/79OnT2rZtm8aMGaOLFy/q4sWLnm233367Zs6cqT179ngKPpL06KOP+jyPw+HQsGHDNGPGDK/2sLAwJSQk+J3fxo0b5XQ6vcZo2LChUlJS1LBhQ5WUlGj9+vXq3bu3QkJCPEUtSRo0aJDS0tK0efNmvhIHAACqhMISAAC4YjRs2FB33HGH7rjjDknSl19+qUWLFiktLU3Tp0/X6tWrFRoaqu3btystLU2HDx9WRkaGcnJyJElt2rQp83kzMzMlSW+++abefPPNMvtkZWV5/f7000+rc+fOki5dVyk8PFydOnXyXA+qtKuvvlp2u/8rGHz//fe69dZbfdrdZ2Ll5OTo/PnzWr9+veercRXFCAAAUBEKSwAAoF7Lz8/X/Pnz5XQ6NWjQIK9tTqdTL730ks6dO6ePP/5Yp0+f1qJFi5SSkqKuXbuqR48euuuuuxQfH6/nn3++3MJLcXGxpEt3mCt9oezSLr8uktPp9PvVttIcDkeFfYqLi73OsiovxsGDB+v+++8vs0+7du0qFQ8AAIAbhSUAAFCvNWzYUAsXLlR8fLxPYcnt+uuv1yeffKL8/HylpKTorrvu0h//+EevPidPnix3DPeZTA6HQ3379vXadujQIX333Xdq1KjRj5yJf1FRUcrIyPBpT01N1WeffaZp06apUaNGKioq8onx2LFj2rdvX43HCAAA6h/uCgcAAOo1h8OhO+64Q9u2bdM//vEPn+1nzpzR2rVr1bdvX509e1aS79lFmzZt0tGjR1VUVFTmGC1atFBcXJxSU1N1/PhxT7vL5dKUKVP0P//zP+U+troMGDBAe/bs0d69e73GX7hwofbu3asGDRpowIAB2rRpk7766iuvx86aNUuPPvqoTp8+XaMxAgCA+oczlgAAQL03efJkffHFF3rqqae0cuVKJSUlKSIiQhkZGVq+fLlcLpemTZumqKgoRUVF6bXXXlNBQYFatWqlL774QqmpqWrYsKHy8vLKHWPq1KkaO3as7r33Xo0cOVJXX3210tPTtXv3bj3xxBNq1qxZjc7xV7/6ldasWaOxY8dq9OjRatGihdLT0/XNN99o4cKFkqRJkyZp69atGjVqlEaNGqWoqCht3LhRGzZs0IgRI3TDDTfUaIwAAKD+obAEAADqvebNm2v58uVavHixPvzwQ/31r3/VhQsX1KJFCw0aNEiPPPKIWrRoIUlKSUnRrFmz9MYbb8gYo/bt22vKlCkqKirSiy++qL179youLs5njPj4eC1dulTz5s3T66+/rqKiIkVHR2vWrFm65557anyO11xzjZYtW6aXXnpJf/vb31RYWKjOnTtr0aJF6tOnjySpffv2WrZsmV5++WUtW7ZM+fn5ateunZ555hmNGTOmxmMEAAD1j80YYwIdBAAAAAAAAOoerrEEAAAAAAAASygsAQAAAAAAwBIKSwAAAAAAALCEwhIAAAAAAAAsobAEAAAAAAAASygsAQAAAAAAwBIKSwAAAAAAALCEwhIAAAAAAAAsobAEAAAAAAAASygsAQAAAAAAwJL/ByKK23p4/U1eAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Observamos que no hay una relación clara entre los precios de la casa y el número de cuartos.\n", - "#Obtamos por ver en un scatterplot como se ven los precios y el número de cuartos\n", - "sns.scatterplot(x ='SalePrice', y ='BedroomAbvGr', data = data);" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al tamaño de la alberca de la casa\n", - "\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['PoolArea'], y = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución del precio de la casa de acuerdo al área de la alberca')\n", - "ax.set(xlabel='Área de la alberca', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "#Obervamos que practicamente ninguna casa tiene albercca, por lo que no es un factor que influya tanto en nuestro análisis." - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ + }, { - "name": "stderr", - "output_type": "stream", - "text": [ - ":9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", - " ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);\n" - ] + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABKgAAAJkCAYAAAA1JxnQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABb8klEQVR4nO3deZhWZf0/8PcwI0igoyBSmisFlqyKuIuKqGjmgoqFoIKKuKS4ZtJmtmhahlrmWi6ZGmaamoVWppWl9nVLLNMEBU1ETXYGzu8Pm/k5ssjgA2cGXq/r4srnLPfzOee55yHec9/3qSqKoggAAAAAlKRV2QUAAAAAsHoTUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAKuFz3/+8+nWrVujP927d0///v1zxhln5J///Oci5wwbNiy77757k99r3rx5efXVV9/3uNtuuy3dunXLww8/vNjXK8PDDz+cbt265bbbblvs/t///vfp1q1bxowZU3otZbVFY7vvvnuGDRtWdhnNThn3paV9Fsv7nQrA6qGm7AIAYGU6++yzs+666yZJZs+enRdffDG33XZb7r333lx55ZXZdtttG4497rjjMnv27Ca1//LLL2fEiBEZNWpUDjrooKUeu8022+SCCy5Ily5dmn4hFdKlS5dccMEF2WqrrRa7/6abbkqnTp3y5S9/eSVXBqxqluc7FYDVh4AKgNXKHnvskY9+9KONtg0fPjyDBw/OKaeckgkTJqRdu3ZJkh133LHJ7b/00kv597//vUzHbrTRRtloo42a/B6VtN5662X//fdf7L433ngjkydPznnnnZd11lln5RYGrHKW5zsVgNWHKX4ArPY+8pGP5Kyzzsr06dMzfvz4sstpNtZdd93cdddd2XXXXcsuBQCAVZyACgCS7L333mndunX+8Ic/NGx773op8+bNy9e//vUMGDCgYf2qr371q3nrrbeSvLOG1PDhw5O8M5WwW7duSZJLLrkkPXr0yG9+85vsuOOO6dOnT2699dYlrjn1n//8JyeccEJ69eqVHXbYIV/72tcyY8aMhv1LOm9x2+fNm5dLLrkke+65Z3r27Jm99torV1xxRRYsWJBk8Ws1LViwIFdddVX22muvdO/ePTvttFO+/OUvZ/r06Q3H1J/30EMP5atf/Wq233779OrVK0cccUQmTpz4vvd71qxZ+frXv56ddtopvXv3zuc+97m8/fbbixy3cOHCXHPNNdl7773TvXv37LzzzjnvvPMa3Y9l9dprr+Xcc89t+Py23nrrDB8+PI8++mij4/7yl79k6NCh6du3b/r06ZPDDjss999//zK9xy9+8YsMHjw4vXv3zi677JIvfelLje7bjBkzctFFF2XvvfdOjx490qdPnxx66KG57777GrXz7LPPZuTIkdluu+3Sq1evHHjggfnZz37W6Jj58+fnhz/8YT796U+nd+/e6dmzZz796U8vctyUKVNy0kknZaeddkqPHj2yzz775Morr8zChQvf93ruvvvu7L///unZs2c+9alP5c9//vNij/vb3/6Wo446Kn369EmfPn0yYsSIPPHEE+/bflEUuemmm3LwwQenT58+6dGjR/bee+9cccUVKYqi0bGPP/54jjnmmGyzzTbZdtttc+yxx+bZZ59t2L+k9ZgWt31Z6t19990zduzYfOELX0iPHj2yyy67NHyWy3pfHnnkkRx55JEN7zN8+PD89a9/reh9eT+77757zjnnnNx6660ZMGBAevfuncMOO2yRmpd2vcv6+b7fZ7S4NaieffbZHH/88enbt2969uyZQw89NBMmTGjSNQKwahBQAUCSNm3aZOONN15quHLuuefm1ltvzb777psvf/nL2WuvvXLLLbc0LCC+zTbb5LjjjkuSDBkyJBdccEHDuXV1dRk7dmyOOOKIjBw5MltvvfUS3+dLX/pS3njjjZx++ukZMGBAbrzxxowePbrJ/zBNkhNOOCGXXnppevbsmbPPPjtbbbVVLrrooka1vdeYMWPy7W9/O127ds3ZZ5+dvffeOz/72c/ymc98Jv/9738bHTt27Nj8/e9/z/HHH59jjjmm4R+odXV1S2y/KIocd9xxueGGGzJgwICcfvrpmT59ej7/+c8vcuw555yTb3/729lqq60yduzY7L333vnpT3+a4cOHZ+7cuct8H+bMmZOhQ4fmnnvuyYEHHpgvf/nLOeyww/LUU0/l2GOPbQi8nn/++YwaNSpFUWTMmDE5/fTTM3v27Bx//PF55JFHlvoeV155Zc4888y0adMmp556ag488MDccccdGTVqVOrq6lIURUaNGpUbbrghAwcOzJe+9KWMGDEiL7/8ck466aRMnjw5STJ9+vSMHDky//nPfzJ69OicffbZad++fc4555zceeedDe939tlnZ9y4cenXr1/OOeecnHjiiZk1a1bOOeec/OUvf0nyToh19NFH5+mnn86RRx6ZL37xi9lss81y4YUX5oorrljq9dx2220ZM2ZM2rZtmzPOOCPbbbddjjvuuEybNq3RcQ899FCGDRuWt99+OyeffHJGjx6dKVOmZOjQoe97zy6++OJ85Stfycc+9rGcffbZOfXUU9OmTZtcdNFFuf322xuOe+SRRzJ06ND861//ysiRIzN69Og899xzGT58eF566aWlvsd7NaXeu+66KxMnTsw555yTQw89NB06dFjm+3Lfffdl2LBhmTp1akaPHp3Ro0dn6tSpOfLIIxcJJJf3viyrP/7xjzn33HOz11575eSTT8706dNz9NFHN/STpV3vst6v5fmMnnjiiQwZMiRPPPFEjjrqqJx66qmZP39+TjjhhNx4441Nvk4AWrgCAFYDZ511VtG1a9di8uTJSzzmsMMOK7p3797w+vDDDy922223htc9e/YsvvrVrzY657vf/W5x0EEHFTNmzCiKoij+/Oc/F127di3Gjx/fcMy4ceOKrl27FuPGjWt07vjx44uuXbsWf/7znxu9HjJkSDF//vyG4y655JKia9euxX333bfY85bU3u9+97uia9euxQ9+8INGx5122mnFlltuWbz55puL1Pv73/++6Nq1a3Heeec1Oufuu+8uunbtWlxwwQWNrnPw4MFFXV1dw3E//OEPi65duxYPPvjg4m9yURT3339/0bVr1+Laa69t2DZ//vziiCOOaFRL/XvcdNNNjc7/wx/+UHTt2rX40Y9+tMT3eO913XXXXUXXrl2LBx54oNFxN910U9G1a9fi3nvvLYqiKK644oqia9euxeuvv95wzPTp04s999yzuO6665b4fm+++WbRo0ePYuTIkY3uxy233FJ07dq1+N3vflf83//932Kv54EHHii6du1aXHPNNY1qfeKJJxqOmTt3bnHggQcWF154YVEURfGf//yn6NatW8Prev/617+Krl27Fl/72teKoiiKxx9/vOjatWtxzz33NByzcOHCYsSIEcWZZ565xOupq6srtt9++2Lw4MHFvHnzGrbX97HDDz+8KIqiWLBgQTFgwIDisMMOa3TdM2fOLAYOHFjsv//+S3yPefPmFVtttVUxZsyYRtvffvvtonv37sWoUaMath188MHFjjvuWEyfPr1h2/PPP19sscUWxfnnn18URVHstttuDXW927u3N6Xe3Xbbrdhiiy2KF198scn3Zf78+cUuu+xS9O/fv3j77bcbjnvrrbeKnXfeudh5550bnb+892VJ1/ze6+/atWvxm9/8pmHb66+/XvTt27c49NBDl3q9Tblfy/IZvfc79ZBDDil69+5dTJ06tWHbnDlzigMPPLDo2bNno59DAFZ9RlABwP/U1dWlqqpqifs//OEP5+67785tt93WMJLolFNOyfjx4xsWVl+anXbaaZnqOPLII1NT8/+fY1I/Pel3v/vdMp1f73e/+11atWqVww8/vNH2s846K7/4xS/Svn37Rc6pn8o2atSoRtsHDRqUzTbbbJGpN3vuuWeqq6sbXn/iE59I8s50uiV54IEH0qpVqxxyyCEN22pqajJ06NBGx/36179OVVVV+vfvn+nTpzf8+eQnP5lOnTo16X7ss88++dOf/tToM5g3b17Df8+aNSvJO59xknzta1/LU089leSdtbjuvffexU4fq/fHP/4xc+fOzdChQxvdj09/+tO57bbb0q9fv/Tq1St//etfGz3dccGCBQ1T7WbOnNmohosuuiiPPPJIFixYkNatW+e2227LaaedliTp1KlTHn300Rx//PENbRVF0TByrb6t9ddfP1VVVfnhD3+YP/zhD5k3b16qqqpy9dVX5/zzz1/i9Tz99NN5/fXXc9BBB2WNNdZo2L7//vuntra24fXf//73TJ48OXvssUfeeuuths9ozpw52W233fLMM8/klVdeWex7rLHGGg0je97tjTfeSPv27Rs+k9dffz1PPvlk9ttvv4YncCbJZpttlvHjx+eYY45Z4nW8V1Pr3XjjjbPxxhsv13155ZVXMnTo0EY/Z2uvvXYOP/zwvPrqqw39a3nvS1Nsvvnm2WOPPRped+jQIfvvv38ef/zxvP7660u83mW9X8vzGU2bNi2PP/549t9//4Y+n7wzmnXkyJGZM2dO/vjHPzb5WgFouTzFDwD+580330yHDh2WuP8rX/lKTjnllJx99tn54he/mN69e2fgwIEZPHhw1lprrfdtv2PHjstUx+abb97odW1tbWpra/Pyyy8v0/n1Xn755XTs2HGRIKpTp07p1KnTYs956aWXsvbaa2e99dZbZF+XLl3ywAMPNNr23vvVunXrJFnq+kb1db031HvvdU+aNClFUSxxkfZlCQXfraqqKldccUX+9re/ZdKkSZk0aVLmz5/fqN699947v/nNb3L33Xfn7rvvTqdOndK/f/8ceOCB6du371KvKUk22WSTRtvbtGmTLbfcsuF1TU1NfvrTn+Yvf/lLXnzxxUyaNClz5sxJkoYpnFtttVWGDRuWG264IX/605+yzjrrZKeddsp+++3X6F60bt06d9xxRx588MH8+9//zosvvtgQTNW39eEPfzhnnHFGvvOd7+Too4/Ohz70oWy//fbZZ599MmjQoEZh2uKu591hRZJUV1c3usZJkyYlSS644IIlThudOnVqowDi3dZYY4387ne/y3333ZcXXnghL774YsOabvXX8PLLL6coikXubZJ88pOfXGy7S9LUet/7M7us96V+Sttmm222SPv1/XzKlCnp06fPYmtYlvvSFB/72McW2bbJJpukKIqGn8dk0etd1vtVXV3d5M+o/l4u7h516dIlyTv3CIDVh4AKAPLO4tWTJ09e6hPrtt9++/z2t79t+PPQQw/lm9/8Zn70ox/ltttuW2q4lSStWi3bwOXFjeJauHDhEsOEevULn7/79dJGhC3O0v7xu3DhwkajRpJlv6Z3q6qqajR66d3tv/d1u3btcumlly62nTZt2izze7788ssZMmRIZs2alZ122in77LNPPvGJT6QoipxwwgkNx62xxhoZN25cnn322fzmN7/JAw88kNtuuy0/+9nPctppp+XYY49dbPv1tS/tfvz3v//NYYcdlsmTJ2fHHXfM7rvvni222CIbbrhho9FkyTtrew0fPjz33ntvHnjggdx777355S9/mSFDhuTcc8/NvHnzMnLkyDz66KPZdttts/322+fII49Mv379FunDI0eOzKc+9an85je/ye9///s89NBDue+++3L77bfnqquuWmyt9f1mcet8vftzqv/vk08+Ob17915sW+8NHusVRZEzzjgjv/zlL7P11lunT58+GTJkSLbZZpscccQRi7zH8vS1pPHPRVPrfe/P3LLel6X9HNXve+/P0rv3L8t9aYrFvVf9fXn3Nb73epf1fr3wwgtJmvYZvd93zZLqBmDVJaACgCS/+tWvUhRFBgwYsNj98+bNyzPPPJMPf/jD2XfffbPvvvtm4cKFufbaa3PBBRfkrrvuWuoUsKZ4+eWX8/GPf7zh9fTp0/P22283jNqo/0fge0Oe9y7SvMEGG+SPf/xjZs6c2Wi00dNPP51rrrkmo0ePXuS9N9xwwzz44IOZNm3aIqOoXnjhhXzkIx/5YBeXZKONNsrvfve7TJ8+vVGoV79I+Htr6d69e9Zee+1G++69996ss846y/yel156aV5//fXcc8892XTTTRu2v3vR8eSdERtTpkxJ3759061bt5x44ol55ZVXcsQRR+Tqq69eYkBVf19efPHFRu3PmzcvZ5xxRvbbb79MnDgx//rXv/KjH/0o22+/fcMxjz32WKO2pk2bln/+85/Zfvvtc8wxx+SYY47JG2+8kRNOOCG33HJLzjjjjNx33335y1/+kq9//es5+OCDG8599dVXG7X15ptvZuLEidlqq61y+OGH5/DDD8+sWbPy+c9/Pvfee2+effbZhqdNvttGG22UJPn3v//daHv9iJv6/rnhhhsmST70oQ9lhx12aHTsE088kbfeeitrrrnmYu/ZI488kl/+8pc5/vjjc/LJJzdsr6ury5tvvtlQw7vv7Xt9+9vfTm1tbY499ti0atVqkZ+Jurq6vPHGGw0/Ox+k3qTp9+X5559fpI36MGdJo8qW9b40Rf1IqHd78cUXU11dnY9+9KNLPG9Z79eyfkaLa3t57hEAqyZrUAGw2vvPf/6TcePGpXPnztlvv/0We8ybb76ZIUOG5Ic//GHDtlatWqVHjx4N/538/xEIS5vi9n5uvfXWRq+vvvrqJGkIz+qn5z3zzDMNx9TV1eXXv/51o/P69++fhQsXLtLeTTfdlHvuuWex0/jqHwH/7utMkgkTJuSFF15Y6gizZTVw4MAkyTXXXNOwrSiK/OQnP1lsLT/4wQ8abb///vvzuc99bpFwaWnefPPNtG3bNhtssEHDtnnz5uWnP/1pkv8/muTyyy/PkUce2Sjo+fCHP5zOnTsvdXTIDjvskDXWWCO33HJLo5Ehv/rVr/KrX/2qoYak8XSroihyww03JEnD+lG33XZbjjzyyDz55JMNx6277rrZZJNNUlVVlVatWi22rSS57rrrGrX10EMP5YgjjmhYWyx5J2zo2rVrkkVHzNT75Cc/mQ033DA33XRTZs+e3bD9rrvuyhtvvNHwunv37unUqVOuv/76humFyTsjEuunwy7pPZZ0Dbfccktmz57dcA2dO3fOFltskbvuuqvhaYvJO4Hmdddd1xDMrrfeennhhRcapkwm7/SVd492+iD1NuW+bLnllunUqVNuuummRjXPmDEjP/nJT9KpU6d07979A92XpnjyySfzf//3fw2vp02bljvuuCPbbbddo7Wz3mtZ79eyfkbvVn8P7rjjjkbrfs2bNy/XXnttWrdunR133LHJ1wpAy2UEFQCrlQkTJjQs4jt37tw8//zzuf322zN37txceeWVSxw9sf7662e//fbLT37yk8yePTt9+vTJm2++mRtuuCHrrbdeBg0alCQNbd9xxx0piiIHHnhgk2t85JFHcvzxx6d///557LHHcvvtt2fQoEENo2769euXTp065fvf/37mzp2bjh075he/+MUiiyfvvvvu2XHHHfOtb30r//znP9OjR4/87W9/y+23354TTjhhsSOQ+vfvnwEDBuS6667Lq6++mm233Tb//ve/c9NNN2WjjTZaZPH05bHttttm0KBBufLKK/Paa6+lZ8+euf/++/P0008vtpZrrrkmL730UnbYYYe8/PLLufHGG7PBBhtk5MiRy/yeu+yyS+6///6MGjUqe++9d95+++3cfvvtDSNL6v/xPXTo0PziF7/I0KFDM2TIkNTW1ubPf/5zHn744Xzuc59bYvsdO3bMCSeckIsvvjgjRozIHnvskVdeeSU33HBDtt122+y2225p3bp1rr/++owaNSoHH3xw5s+fn3vuuSdPPfVUWrVq1VDDAQcckGuvvTbHHXdcPvOZz6Rz58556qmncvvtt+fAAw9Mu3btssMOO6SmpiZnnnlmhg4dmpqamvz2t7/Ngw8+mDXWWKOhrd122y2bbbZZzjnnnDz99NPZeOON8/zzz+fGG2/Mdtttt9i1iZJ3prJ98YtfzAknnJAhQ4Zk8ODBefXVV3PjjTc26jdrrLFGvvjFL+aUU07JQQcdlIMPPjht2rTJrbfemilTpuTCCy9stOD/u/Xp0yft27fPN7/5zUyZMiVrr712Hn744dx9991p06ZNo0Dk7LPPztFHH53BgwfnkEMOSatWrXLDDTdk7bXXbliA+1Of+lS+9rWv5eijj86nP/3pvPjii7nlllsaRup80HqX974MHjy4YZTbz372s4ZAfEmBZ1Puy7Jq3bp1jjnmmBxxxBFZc80185Of/CQLFy7MmWeeudTzmnK/luUzeq+xY8fmiCOOyMEHH5zPfOYzadeuXe644448/fTTGTt27CIjJwFYxa3EJwYCQGnOOuusomvXro3+9OnTp9hnn32Ks88+u3j++ecXOee9j0SfPXt28b3vfa/Yc889ix49ehT9+vUrTj755OLf//53o/O+9rWvFX369Cl69+5dvPjii8W4ceOKrl27FpMnT250XP2j6f/85z83ev3QQw8VI0aMKHr06FHsvPPOxXe/+91FHkn/zDPPFEcccUTRs2fPYrvttivOO++84i9/+Uuj9uprvuiii4pdd9216N69e7HPPvsUN9xwQ7FgwYKiKIriz3/+c9G1a9di/PjxDefMmzevuOyyy4qBAwcWW265ZbHLLrsU5557bvHGG280HLO485a2/b3mzZtXXHzxxUX//v2LHj16FEcddVTx0EMPLbaW73//+8Wee+5ZbLnllsXOO+9cnHnmmcXLL7+81PbfW8fChQuLyy+/vBgwYEDRvXv3Ytdddy1OOeWU4oUXXii23XbbYtSoUQ3nPvroo8WIESOK7bbbrujevXvxqU99qrj++uuLhQsXLvU9i6Iobr311mK//fYrunfvXuy2227FN77xjeLtt99u2H/LLbcUe++9d9GjR49ip512KkaNGlU89dRTxYEHHlh86lOfajjuH//4R3HiiScWO+64Y7HlllsWe+65Z3HppZcWc+fObThmwoQJxQEHHFD07Nmz2H777Yvhw4cXf/zjH4sTTzyx6NevX0Ofefnll4uzzjqr6N+/f7HlllsWu+66a/HNb36zUV1L8sADDxSHHHJI0bNnz2LgwIHFnXfeWRx22GHF4Ycf3ui4P/7xj8WwYcOK3r17F1tttVUxZMiQ4v7773/f9h955JHisMMOK3r37l3069evGDJkSHHXXXcV3/zmN4tPfOITxWuvvdbo2OHDhxe9e/cutt122+LEE08sXnzxxYb9CxYsKC655JKif//+Rffu3YuDDz64+POf/1wce+yxy1Xvbrvttsh5y3NfDj/88KJXr17F1ltvXYwYMaL461//WrH7srQa33sdN910U7HzzjsXvXv3Lo4++ujimWeeWebrXdbP9/0+o/d+pxZFUTz11FPFscceW2y11VZF7969i8MOO6z4zW9+8773CIBVT1VRLMejQAAAgGZv9913z4Ybbpjrr7++7FIAYKmsQQUAAABAqQRUAAAAAJRKQAUAAABAqaxBBQAAAECpjKACAAAAoFQ1ZRfQHL17UJnxZSyrqqp3/lefYVnoLzSVPkNT6TM0lT5DU+kzNJU+s3qrqkqq6jvBYgioFqMokrq6BUmSt96aXXI1tBS1tW2T6DMsG/2FptJnaCp9hqbSZ2gqfYam0mdWbx07ts9S8ilT/AAAAAAol4AKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAoVU3ZBQCV0a5dm9TUVD5zrqtbmJkz51a8XQAAAKjXbAKqZ555JgcffHDuu+++fPjDH85LL72UAQMGLPH4k046KSeeeGKS5Mgjj8yf/vSnRY752c9+lh49eqywmqE5qalplQVFMuW1GRVrc4NO7VdI6AUAAADv1iwCqueffz6jRo1KXV1dw7b1118/N9988yLHfuc738nTTz+dfffdt2HbxIkTM3z48EbbkqRLly4rrmhohqa8NiOXj3+8Yu0dN7hXNlq/fcXaAwAAgMUpNaCqq6vLzTffnIsuuihrrLFGo32tW7dO7969G22bMGFCHn744Xzve9/LZpttliR59dVX88Ybb2TnnXde5HgAAAAAmr9S5+48+uijufDCCzNixIicfvrpSz12zpw5+frXv55dd901e++9d8P2iRMnJkm6deu2QmsFAAAAYMUodQRVly5dMmHChHTs2DG33XbbUo+97rrr8uqrr+ZHP/pRo+0TJ05M69atM27cuEyYMCGzZs3Kdtttly984QsNo6yaqqoqqampTpLU1rZdrjZY/ZTdZ2pqqlNVlVRXcM2o+p8FPweVV3Z/oeXRZ2gqfYam0mdoKn2GptJnVm9VVUvfX+oIqvXWWy8dO3Z83+PmzZuX6667Lvvuu2822WSTRvsmTpyYefPmZc0118yll16ar3/965k0aVKGDh2a1157bUWVDgAAAECFNItF0t/Pvffem9deey0jR45cZN/o0aMzZMiQbLfddg3b+vTpk0GDBuWGG27ImDFjmvx+RZHU1S1Ikrz11uzlL5zVSv1vAcrqM7W1bVMUyYK6hRVrs/5nwc9B5ZXdX2h59BmaSp+hqfQZmkqfoan0mdVbx47tlzqKqsUEVN26dcsWW2yxyL6uXbsusm2jjTZKly5dGtanAgAAAKD5KnWK37KYP39+HnzwwQwaNGiRfUVR5Pbbb88jjzyyyL45c+Zk3XXXXRklAgAAAPABNPuA6h//+Edmz56drbfeepF9VVVVufrqq/ONb3wjCxf+/2lNTz/9dCZNmpR+/fqtzFIBAAAAWA4tIqBKko997GOL3X/SSSfl6aefzumnn56HHnoot956a0aNGpVPfOIT2X///VdmqQAAAAAsh2a/BtW0adOSJGuvvfZi9++555657LLLcvnll+fEE0/MmmuumYEDB+bUU09NdXX1yiwVAAAAgOVQVRRFUXYRzc3ChYWn+NFkZT+Rora2bSb/Z0YuH/94xdo8bnCvbLR+ez8HK0DZ/YWWR5+hqfQZmkqfoan0GZpKn1m9dezYPq1aLfkxfs1+ih8AAAAAqzYBFQAAAAClElABAAAAUKpmv0g6UJ6OtW1TU1PdMFe8EurqFmbmzLkVaw8AAICWT0AFLFGb1tWZO39Bprw2oyLtbdCpfWpqDNwEAACgMQEVsFRTp1XuyYD1TwUEAACAdzOUAQAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKFWzCaieeeaZbLnllnnllVcabR84cGC6deu2yJ/p06c3HPPkk09m2LBh6dOnT3baaad85zvfyfz581f2JQAAAACwHGrKLiBJnn/++YwaNSp1dXWNts+cOTOTJ0/Oaaedln79+jXat/baaydJXnzxxRx55JHp06dPLr744vzrX//Kd7/73cyYMSNf+tKXVto1AAAAALB8Sg2o6urqcvPNN+eiiy7KGmusscj+Z599NkVRZMCAAenSpcti27jiiiuy1lpr5fvf/35at26d/v37Z80118x5552XUaNGpXPnziv6MgAAAAD4AEqd4vfoo4/mwgsvzIgRI3L66acvsv+ZZ55JmzZtsummmy6xjYceeii77bZbWrdu3bBt7733zoIFC/Lggw+uiLIBAAAAqKBSA6ouXbpkwoQJOfHEE1NdXb3I/meffTbrrLNOTj311PTt2zd9+vTJmDFj8tprryVJZs+enalTp2azzTZrdF6HDh3Svn37vPDCCyvlOgAAAABYfqVO8VtvvfWWun/ixImZNm1aPv7xj2fYsGF5/vnnM27cuAwfPjw///nP8/bbbydJ2rdvv8i57dq1y4wZM5arrqqqpKbmncCstrbtcrXB6qfsPlNTU52qqqS6ptK5c1XF2qz/2fJzVX5/oeXRZ2gqfYam0mdoKn2GptJnVm9VVUvf3ywWSV+SsWPHpiiK9OrVK0nSt2/fdOnSJZ/97Gdzxx13pH///kmSqsVcZVEUadWq2TykEAAAAIAlaNYBVc+ePRfZtvXWW2ettdbKxIkTs++++ybJYkdKzZo1K2uttdZyvW9RJHV1C5Ikb701e7naYPVT/1uAsvpMbW3bFEWyoG5hhVsuKtZm/c+Wn6vy+wstjz5DU+kzNJU+Q1PpMzSVPrN669ix/VJHUTXbIUazZs3K+PHjM3HixEbbi6LI/Pnzs+6666Zdu3bp3LlzXnzxxUbHvP7665kxY8Yia1MBAAAA0Pw024CqTZs2Of/883PppZc22n7fffdlzpw56devX5Jkxx13zG9/+9vMmzev4Zh777031dXVDccAAAAA0Hw124Cquro6o0ePzm9+85ucd955+eMf/5gf/ehHOeusszJgwIBsu+22SZKjjz46r732Wo499tj89re/zbXXXptvfvObOfTQQ7PBBhuUfBUAAAAAvJ9mvQbVUUcdlfbt2+e6667Lrbfemtra2hx22GE56aSTGo7p0qVLrrnmmlxwwQX53Oc+l3XXXTdHHXVUo2MAAAAAaL6aTUB10EEH5aCDDlpk+yGHHJJDDjlkqef27ds3t9xyy4oqDQAAAIAVqNlO8QMAAABg9SCgAgAAAKBUAioAAAAASiWgAgAAAKBUAioAAAAASiWgAgAAAKBUNWUXAPBBtGvXJjU1lc/a6+oWZubMuRVvFwAAgEUJqIAWraamVRYUyZTXZlSszQ06tV8hoRcAAACLJ6ACWrwpr83I5eMfr1h7xw3ulY3Wb1+x9gAAAFg6QwQAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBS1ZRdALD66FjbNjU11amtbVuxNmtqqpOqijUHAABACQRUwErTpnV15s5fkCmvzahYm5tuUCufAgAAaOEEVMBKNXXajFw+/vGKtXfucTtWrC0AAADKYQ0qAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVM0moHrmmWey5ZZb5pVXXmm0/Z577sngwYPTp0+f9O/fP2effXZef/31RscceeSR6dat2yJ/nnzyyZV5CQAAAAAsh2bxFL/nn38+o0aNSl1dXaPtd999d8aMGZMhQ4ZkzJgxee211zJu3LgceeSRGT9+fFq3bp0kmThxYoYPH55999230fldunRZadcAAAAAwPIpNaCqq6vLzTffnIsuuihrrLHGIvt/+MMfpn///jn33HMbtm2++eY59NBD88ADD2SPPfbIq6++mjfeeCM777xzevfuvRKrBwAAAKASSg2oHn300Vx44YUZOXJkOnfunLFjxzbsK4oiO+ywQ7beeutG52y++eZJkkmTJiV5Z/RUknTr1m0lVQ0AAABAJZUaUHXp0iUTJkxIx44dc9tttzXaV1VVlbPOOmuRcyZMmJAk+djHPpbknYCqdevWGTduXCZMmJBZs2Zlu+22yxe+8IVsttlmK/4iAAAAAPhASg2o1ltvvSYdP2nSpJx//vnZcssts9NOOyV5J6CaN29e1lxzzVx66aWZOnVqLrvssgwdOjS/+MUv0qlTpybXVVWV1NRUJ0lqa9s2+XxWT03pM9XVrVJVVVXR96+qeifYra6p9LMPKt1m86+x/jtgRf78+46hqfQZmkqfoan0GZpKn6Gp9JnV2/v9E7hZLJK+LP71r39l5MiRqampycUXX5xWrd75x+jo0aMzZMiQbLfddg3H9unTJ4MGDcoNN9yQMWPGlFUyLFFVVVXmzl+QqdNmVKzNTT5SW7G2AAAAYGVqEQHVww8/nJNOOikf+tCH8uMf/zgbb7xxw76uXbsucvxGG22ULl26NKxP1VRFkdTVLUiSvPXW7OUrmtVO/W8BlqXP1Na2zZTXZuTy8Y9X7P3PPW7HJEUW1C2sWJvvqHSbzb/G+u+AFfnz35T+Aok+Q9PpMzSVPkNT6TM0lT6zeuvYsf1SR1FVep5Nxd19990Ni6jffPPN6dKlS8O+oihy++2355FHHlnkvDlz5mTdddddmaUCAAAAsByadUD1hz/8IWeccUb69OmTm266KZ07d260v6qqKldffXW+8Y1vZOHC/z964umnn86kSZPSr1+/lV0yAAAAAE3UbKf4zZs3L+ecc04+9KEP5bjjjstzzz3XaP9HPvKRdO7cOSeddFJOOumknH766Rk8eHCmTJmS733ve/nEJz6R/fffv6TqAQAAAFhWzTagevzxx/Pqq68mSUaMGLHI/pNPPjnHH3989txzz1x22WW5/PLLc+KJJ2bNNdfMwIEDc+qpp6a6unpllw0AAABAEzWbgOqggw7KQQcd1PB6m222ybPPPrtM5+6xxx7ZY489VlRpAAAAAKxAzXoNKgAAAABWfQIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEpVU3YBAM1Nx9q2qampTm1t24q2W1e3MDNnzq1omwAAAKsCARXAe7RpXZ258xdkymszKtbmBp3ap6bGoFUAAIDFEVABLMbUaTNy+fjHK9becYN7ZaP121esPQAAgFWJX+cDAAAAUKpmE1A988wz2XLLLfPKK6802v7ggw9m8ODB6dWrV3bfffdcc801i5z75JNPZtiwYenTp0922mmnfOc738n8+fNXVukAAAAAfADNIqB6/vnnM2rUqNTV1TXa/thjj+W4447L5ptvnksuuST77bdfLrjgglx99dUNx7z44os58sgj06ZNm1x88cUZMWJErr322nzzm99c2ZcBAAAAwHIodQ2qurq63HzzzbnooouyxhprLLJ/3Lhx+eQnP5lvf/vbSZJddtkldXV1ufzyyzNs2LC0bt06V1xxRdZaa618//vfT+vWrdO/f/+sueaaOe+88zJq1Kh07tx5ZV8WAAAAAE1Q6giqRx99NBdeeGFGjBiR008/vdG+uXPn5pFHHsmee+7ZaPtee+2V//73v3nssceSJA899FB22223tG7duuGYvffeOwsWLMiDDz644i8CAAAAgA+k1ICqS5cumTBhQk488cRUV1c32jd58uTMnz8/m222WaPtm2yySZLkhRdeyOzZszN16tRFjunQoUPat2+fF154YcVeAAAAAAAfWJOm+A0fPjyjR4/O9ttvv9j9999/fy666KLcddddy9Teeuutt8R9b7/9dpKkffvGj2Vv165dkmTGjBlLPKb+uBkzZixTHe9VVZXU1LwTmNXWtl2uNlj9NKXP1NRUp6oqqa6pdEZc1QLabAk1Vr7N+u+V+v7hO4am0mdoKn2GptJnaCp9hqbSZ1ZvVVVL37/UgGr27Nl54403Gl7/5S9/ycCBAxtGMb3bwoUL88ADD+Sll15avkrfoyiKJEnVEq6gVatWSz2mKIq0atUs1oAHAAAAYCneN6A64IADGkYqVVVV5Rvf+Ea+8Y1vLPb4oiiy4447VqSwtdZaK0kWGQVV/3qttdZqGDm1uJFSs2bNamijqYoiqatbkCR5663Zy9UGq5/63wIsS5+prW2bokgW1C2scBVFC2izJdRY+Tbrv1fq+0dT+gsk+gxNp8/QVPoMTaXP0FT6zOqtY8f2Sx1FtdSAqkOHDvn2t7+dJ598MkVR5LLLLsvAgQPTrVu3RY5t1apVOnTokH333fcDF50kG2+8caqrqzNp0qRG2+tfb7bZZmnXrl06d+6cF198sdExr7/+embMmLHI2lQAAAAAND/vuwZV//79079//yTJlClTcthhh6VXr14rvLA2bdqkb9+++fWvf50jjjiiYRrfvffem7XWWivdu3dPkuy444757W9/mzPPPLPhSX733ntvqqur069fvxVeJwAAAAAfTJMWSf/mN7+5oupYrNGjR+eoo47KmDFjcuCBB+Zvf/tbrr766px22mlp2/adoYFHH3107rrrrhx77LE54ogj8u9//zvf+c53cuihh2aDDTZYqfUCAAAA0HRNCqiS5IEHHsidd96ZadOmZcGCBYvsr6qqyo9//OOKFLf99tvnkksuybhx43LCCSekc+fOOfPMMzNixIiGY7p06ZJrrrkmF1xwQT73uc9l3XXXzVFHHZWTTjqpIjUAAAAAsGI1KaC68cYbc9555yVJOnbs2DClrhIOOuigHHTQQYtsHzhwYAYOHLjUc/v27ZtbbrmlYrUAAAAAsPI0KaC67rrrssUWW+TKK6/Meuutt6JqAgAAAGA10qopB0+dOjVDhgwRTgEAAABQMU0KqDbeeONMmzZtRdUCAAAAwGqoSQHVsccem+uvvz7//Oc/V1Q9AAAAAKxmmrQG1aOPPpp27dpl//33z2abbZYOHTqkqqqq0TGVfIofAAAAAKu+JgVUf/jDH5IkH/7whzN79uy8/PLLK6QoAAAAAFYfTQqo7r///hVVBwAAAACrqSatQQUAAAAAldakEVTDhw9fpuOuu+665SoGAAAAgNVPkwKql156aZFtCxcuzBtvvJG5c+dmww03zMc//vGKFQcAAADAqq8ia1AtWLAg9913X8aOHZuRI0dWpDAAAAAAVg8VWYOquro6e+65Zw455JBceOGFlWgSAAAAgNVERRdJ33TTTTNx4sRKNgkAAADAKq5iAdW8efNyxx13pGPHjpVqEgAAAIDVQEWe4jdv3ry88MIL+e9//5uTTjqpIoUBAAAAsHr4wE/xS95Zg2rzzTfPpz71qXz2s5+tSGEAAAAArB4q8hQ/AAAAAFheTQqo6i1YsCBPPfVUXn755bRu3Tof+chHsuWWW1a6NgAAAABWA00OqH7729/mq1/9al599dUURZEkqaqqyvrrr58vf/nL2X333SteJAAAAACrriYFVI888khOOumkdOzYMWPGjEmXLl1SFEWef/75/OQnP8nnPve5XHfdddlqq61WVL0AAAAArGKaFFBdcskl2XDDDfOzn/0sa621VqN9n/3sZzN48OD84Ac/yJVXXlnRIgEAAABYdbVqysFPPPFEDjnkkEXCqSRp3759Dj744Dz++OMVKw4AAACAVV+TAqr3U1VVlfnz51eySQAAAABWcU0KqHr16pWf/exnmTVr1iL7ZsyYkVtvvTU9evSoWHEAAAAArPqatAbViSeemOHDh+dTn/pUDj/88Gy66aZJ0rBI+quvvpqvfvWrK6JOAAAAAFZRTQqo+vbtm0suuSTnnntuLrjgglRVVaUoiiRJp06d8t3vfjfbbbfdCikUAAAAgFVTkwKqJBkwYEB23XXXPP3003nppZeSJJ07d06vXr1SU9Pk5gAAAABYzS3TGlQ33HBD9ttvv9TV1SVJqqur07Nnz+yzzz657777ctJJJ+WGG25YoYUCAAAAsGpaakBVFEXOPPPMnHfeefnPf/6TKVOmLHLMRz/60bRq1Srnn39+Tj311BVWKAAAAACrpqUGVLfeemvuuOOOfPazn80DDzyQjTfeeJFjxowZk/vuuy/7779/7rnnntx+++0rqlYAAAAAVkHvG1Bts802+dKXvpQ2bdos8bg2bdrkG9/4RrbYYov89Kc/rXiRAAAAAKy6lhpQPffccxkwYMCyNdSqVfbaa688++yzFSkMAAAAgNXDUgOq6urqtG7depkbW3fdddOq1TKtuw4AAAAASd4noNpkk03y1FNPLXNjTz75ZDbYYIMPXBQAAAAAq4+lBlT77rtv7rzzzvzzn/9834b++c9/5s4778wuu+xSseIAAAAAWPUtNaAaMmRINthggwwbNix33HFHFixYsMgxCxcuzC9/+cscddRRadeuXY444ogVViwAAAAAq56ape1s165dfvCDH+T444/PWWedla9+9avZcsst06lTpyxcuDCvv/56nn766cyaNSsf+chHctlll2X99ddfWbUDAAAAsApYakCVJJtvvnnuuOOO3Hjjjbnrrrvy2GOPpa6uLkmyxhprpHfv3tlzzz0zZMiQJi2oDgAAAADJMgRUSdK6descddRROeqoo5Ik06dPT3V1dWpra1docQAAAACs+pYpoHqvDh06VLoOAAAAAFZTS10kHQAAAABWNAEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKWqKbuApXn44YczfPjwJe7/1re+lQMPPDADBw7MpEmTFtn/pz/9KR06dFiRJQIAAADwATXrgGrLLbfMzTff3GhbURQ555xzMmvWrPTv3z8zZ87M5MmTc9ppp6Vfv36Njl177bVXZrkAAAAALIdmHVC1b98+vXv3brTtxz/+cV544YX89Kc/TYcOHfLYY4+lKIoMGDAgXbp0KadQAAAAAJZbi1qDatq0afne976Xz3zmM+nVq1eS5JlnnkmbNm2y6aabllscAAAAAMulRQVU48aNS6tWrXLKKac0bHv22Wezzjrr5NRTT03fvn3Tp0+fjBkzJq+99lp5hQIAAACwzJr1FL93mz59em6//faMGDGi0dpSEydOzLRp0/Lxj388w4YNy/PPP59x48Zl+PDh+fnPf54111yzye9VVZXU1FQnSWpr21bsGli1NaXP1NRUp6oqqa6pdEZc1QLabAk1Vr7N+u+V+v7hO4am0mdoKn2GptJnaCp9hqbSZ1ZvVVVL399iAqpbbrklCxcuXOSpfmPHjk1RFA1T/vr27ZsuXbrks5/9bO64444ceuihZZQLAAAAwDJqMQHVvffem5133jkdOnRotL1nz56LHLv11ltnrbXWysSJE5frvYoiqatbkCR5663Zy9UGq5/63wIsS5+prW2bokgW1C2scBVFC2izJdRY+Tbrv1fq+0dT+gsk+gxNp8/QVPoMTaXP0FT6zOqtY8f2Sx1F1SLWoHr11Vfz97//PYMGDWq0fdasWRk/fvwiQVRRFJk/f37WXXfdlVkmAAAAAMuhRQRUjz/+eJJ3Rka9W5s2bXL++efn0ksvbbT9vvvuy5w5c9KvX7+VViMAAAAAy6dFTPH7xz/+kbZt22bDDTdstL26ujqjR4/Ot771rZx33nnZfffd849//COXXHJJBgwYkG233bakigEAAABYVi0ioJo2bVqjJ/e921FHHZX27dvnuuuuy6233pra2tocdthhOemkk1ZylQAAAAAsjxYRUH3lK1/JV77ylSXuP+SQQ3LIIYesvIIAAAAAqJgWsQYVAAAAAKsuARUAAAAApRJQAQAAAFAqARUAAAAApRJQAQAAAFAqARUAAAAApRJQAQAAAFCqmrILAFgddKxtm5qa6tTWtk2S1NRUJ0nD6+VRV7cwM2fOrUh9AAAAZRJQAawEbVpXZ+78BZny2owkSVXVO9uLYvna26BT+9TUGAQLAACsGgRUACvJ1Gkzcvn4x5Mk1f8LlxbULVyuto4b3Csbrd++YrUBAACUya/fAQAAACiVgAoAAACAUpniB0CSpF27NitkXSuLuQMAAO9HQAVAkqSmplUWFGlYyL0SLOYOAAAsCwEVAA2mvPb/F3KvBIu5AwAAy0JAxSrHNCUAAABoWQRUrHJMUwIAAICWRUDFKsk0JQAAAGg5BFSwDDrWtk1NTXVqa9su8ZiamuokWeoxjY6tqlh5AAAA0KIJqGAZtGldnbnzFyx12mDV/wKnonj/9jbdoFY+BQAAAP8joIJlNHXa0qcNVv9vjaoFdQvft61zj9uxYnUBAABASyegAmiBlmXaaVOZegoAAJRFQAXQAi3LtNOmMvUUAAAoi4AKoIV6v2mnTWXqKQAAUJZWZRcAAAAAwOpNQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJSqpuwC3k9dXV222mqrzJ07t9H2D33oQ/nb3/6WJHnwwQfz3e9+N88991w6duyYww8/PCNGjCijXAAAAACaqNkHVC+88ELmzp2b888/P5tuumnD9lat3hn89dhjj+W4447LoEGDcvLJJ+fRRx/NBRdckKIoMnLkyJKqBgAAAGBZNfuAauLEiWnVqlX22muvtG3bdpH948aNyyc/+cl8+9vfTpLssssuqaury+WXX55hw4aldevWK7tkAAAAAJqg2a9B9cwzz2TjjTdebDg1d+7cPPLII9lzzz0bbd9rr73y3//+N4899tjKKhMAAACA5dTsR1A9++yzad26dUaOHJnHHnssNTU1GTRoUM4888y88sormT9/fjbbbLNG52yyySZJ3pkeuN122zX5Pauqkpqa6iRJbe2iwRjNW01NdaqqkuqaSuevVUtts6qqKklT3nfp7S2fltBmS6hxxbfZ9P6y9PYqp7Jt1n+f+i794Py9RFPpMzSVPkNT6TM0lT6zevvfP4GWqNmPoJo4cWImTZqU/v3754orrsjxxx+fX/7ylxk9enTefvvtJEn79u0bndOuXbskyYwZM1Z6vQAAAAA0TbMfQfXd7343tbW16datW5Jkm222SceOHXPGGWfkoYceSvL/RyK8V/1C6k1VFEld3YIkyVtvzV6uNihPbW3bFEWyoG5hhVsultpm/aiTZX/fpbe3fFpCmy2hxhXfZtP7y9Lbq5zKtln/feq79IOr/02je8my0mdoKn2GptJnaCp9ZvXWsWP7pY6iavYBVb9+/RbZtuuuuzZ6/d6RUvWv11prrRVWFwAAAACV0ayn+L3++uu59dZbM3ny5Ebb58yZkyTp2LFjqqurM2nSpEb761+/d20qAAAAAJqfZh1QVVVV5Utf+lJuuOGGRtvvvvvuVFdXZ4cddkjfvn3z61//OkVRNOy/9957s9Zaa6V79+4ru2QAAAAAmqhZT/Hr0KFDhg4dmuuvvz7t27dP37598+ijj+byyy/P0KFDs8kmm2T06NE56qijMmbMmBx44IH529/+lquvvjqnnXZa2rb1ZAAAAACA5q5ZB1RJctZZZ6Vz584ZP358rrjiinTu3Dmf+9zncvTRRydJtt9++1xyySUZN25cTjjhhHTu3DlnnnlmRowYUXLlAAAAACyLZh9QrbHGGjnmmGNyzDHHLPGYgQMHZuDAgSuxKgAAAAAqpVmvQQUAAADAqk9ABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpasouAACWVbt2bVJTU/nfrdTVLczMmXMr3i4AALBsBFQAtBg1Na2yoEimvDajYm1u0Kn9Cgm9AACAZSegAqBFmfLajFw+/vGKtXfc4F7ZaP32FWsPAABoOr8yBgAAAKBUAioAAAAASiWgAgAAAKBU1qACYIXpWNs2NTXVqa1tW5H2amqqk6qKNAUAADQjAioAVpg2raszd/6Cij11b9MNauVTAACwChJQAbBCTZ1WuafunXvcjhVpBwAAaF6sQQUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJSqpuwCAKBMHWvbpqamOrW1bSvabl3dwsycObeibQIAwKpKQAXAaq1N6+rMnb8gU16bUbE2N+jUPjU1BikDAMCyElABsNqbOm1GLh//eMXaO25wr2y0fvuKtQcAAKs6v94FAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKVVN2AQDAyteuXZvU1FT+91R1dQszc+bcircLAMCqTUAFAKuhmppWWVAkU16bUbE2N+jUfoWEXgAArPqafUC1cOHC3HzzzfnJT36Sl156KR07dsyAAQNy0kknpX379kmSgQMHZtKkSYuc+6c//SkdOnRY2SUDQIsw5bUZuXz84xVr77jBvbLR+u0r1h4AAKuPZh9QXXXVVbn44oszcuTIbL/99nnhhRcybty4PPfcc7n66qszc+bMTJ48Oaeddlr69evX6Ny11167pKoBAAAAWFbNOqAqiiJXXXVVhgwZktNOOy1JssMOO2TdddfNmDFj8swzz2T27NkpiiIDBgxIly5dSq4YAAAAgKZq1gHVzJkz8+lPfzqDBg1qtH3zzTdPkkyaNCnTpk1LmzZtsummm5ZQIQAAAAAfVLMOqNq3b5+xY8cusn3ChAlJko997GN56KGHss466+TUU0/NQw89lAULFmTXXXfNF77whXTq1Gm53reqKqmpqU6S1Na2Xf4LoBQ1NdWpqkqqK75Qb9VS26yqqkrSlPddenvLpyW02RJqXPFtNr2/LL29ymkJbTb/Guv/Hqnk3yGV/ntpRXxXrojrZvn5/zI0lT5DU+kzNJU+s3r73z+BlqjFPWrn8ccfzxVXXJE99tgjXbp0ycSJEzNt2rR8/OMfz+WXX56zzz47f/3rXzN8+PDMmTOn7HIBAAAAeB/NegTVez366KM57rjj8tGPfjTnnXdekmTs2LEpiiK9evVKkvTt2zddunTJZz/72dxxxx059NBDm/w+RZHU1S1Ikrz11uzKXQArRW1t2xRFsqBuYYVbLpbaZv0ohGV/36W3t3xaQpstocYV32bT+8vS26ucltBm86+x/u+RSv4dUv+bxkq1uSK+K1fEdbP8Kt1nWPXpMzSVPkNT6TOrt44d2y91FFWLCajuvvvufP7zn8+mm26aq666Kuuuu26SpGfPnoscu/XWW2ettdbKxIkTV3aZAAAAADRRi5jid+211+bUU09N7969c+ONN2b99ddPksyaNSvjx49fJIgqiiLz589vCLEAAAAAaL6afUB166235lvf+lYGDRqUq666KmuttVbDvjZt2uT888/PpZde2uic++67L3PmzEm/fv1WdrkAAAAANFGznuL3+uuv5+tf/3o23HDDDB06NH//+98b7d94440zevTofOtb38p5552X3XffPf/4xz9yySWXZMCAAdl2221LqhwAAACAZdWsA6o//OEPmT17dl5++eUMHTp0kf0XXHBBjjrqqLRv3z7XXXddbr311tTW1uawww7LSSedVELFAAAAADRVsw6oDjjggBxwwAHve9whhxySQw45ZMUXBAAAAEDFNfs1qAAAAABYtQmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAAChVTdkFAMCqpmNt29TUVKe2tm3F2qyubpUFCxZWrD0AAGhOBFQAUGFtWldn7vwFmfLajIq0t0Gn9qmpqqpIWwAA0BwJqABgBZg6bUYuH/94Rdo6bnCvbLZBbUXaAgCA5khABQDNXMfatqmqSkWnDdbUVCcGZQEA0EwIqACgmWvTujpz5i3I1GkzUhSVaXPTDWrlUwAANBsCKgBoAaZOm5krbn8yC+oqs1D6ucftWJF2AACgElqVXQAAAAAAqzcBFQAAAAClElABAAAAUCoBFQAAAAClElABAAAAUCoBFQAAAAClElABAAAAUCoBFQAAAAClqim7AFZv7dq1SU1NZXPSmprqpKqiTQKwDDrWtk1NTXVqa9tWtN26uoWZOXNuRdsEAKB5EVBRqpqaVllQJFNem1GxNjfdoFY+BVCCNq2rM3f+gop+p2/QqX3Ff5EBAEDzI6CidFNem5HLxz9esfbOPW7HirUFQNNMnVbZ7/TjBvfKRuu3r1h7AAA0T34lCQAAAECpBFQAAAAAlEpABQAAAECprEFFk1T6qXueuAdAS7cinkibeHohALB6EVDRJJV+6p4n7gHQ0q2IJ9J6eiEAsLoRUNFklXzqnifuAbAqqPQTaT29EABY3fjVHAAAAAClElABAAAAUCoBFQAAAAClElABAAAAUCoBFQAAAAClElABAAAAUKqasgsAAFhZ2rVrk5qayv5+rqamOqmqaJMAAKsdARUAsNqoqWmVBUUy5bUZFWtz0w1q5VMAAB+QgAoAWK1MeW1GLh//eMXaO/e4HSvWFgDA6kpABQDQzHSsbZuamurU1rZd7jZqaqqTpKGNurqFmTlzbkXqAwCoNAEVAEAz06Z1debOX/CBpiJW/W/eYVEkG3RqX/G1twAAKklABQDQDE2d9sGmIlb/L5BaULcwxw3ulY3Wb1+p0gAAKk5ABQA0W5WY6vZunrgHANA8CagAgGarElPd3s0T9wAAmicBFQDQrH3QqW7v5ol7AADNk4BqFdauXZuKL4hqagQAtDyVnipZz5MBAYBKEVCtwmpqWmVBkYpNi0hMjQCAlqjSUyUTTwYEACpLQLWKm/Ja5aZFJKZGAEBLVcmpkkk8GRAAqCgBFQAATbYipg1WV78zImvBgoUVazMxFREAWgIBFQAATbYipg1uukFt5pmKCACrJQEVAADLpdLTBs89bkdTEQFgNSWgAgCAZbQinpKcmIYIAAIqAABYRiviKcmmIQKAgAoAAJqk0k9JNg2x+TJiDmiqFfG9sbp8ZwioAAAAFsOIOaCpKv29sTp9Z6wyAdUvf/nL/OAHP8jkyZOz4YYbZtSoUTnggAPKLgsAAGjBjJgDmqqS3xur03fGKhFQ3XPPPTn99NMzfPjw7LzzzpkwYULOOuusrLnmmtl7773LLg8AgJJ0rG2bmprq1Na2rUh7NTXVSVVFmmpQ6RqTpLr6nd+2L1iwcJnPqampTpIl1tESpphUemrNivi8V4SWMBVxRdS4PP18WbSEvg6rolUioPrOd76TQYMG5Qtf+EKSZOedd85bb72V733vewIqAIDVWJvW1Zk7f0HFplpsukFtxfOKSteYvFPnvCa2WfW/CyuKRfe1lCkmlZ5asyI+7xWhJUxFXBE1Lk8/fz8tpa/DqqjFB1STJ0/OpEmTcuqppzbavtdee+Wee+7J5MmTs9FGG5VUHQAAZZs6rXJTLc49bseKtPNelawxeafOprZZ/b9/lC+oW3Q0SkuaYlLJqTUr6vNeEVrCVMRK17g8/fz9tKS+DquaqqJY3O9IWo7f//73OfbYY/OLX/wiW2yxRcP2v//97znwwANz5ZVXZpdddmlSmy38lixiYQUvp1VVZdusdHstpc2WUOOKaLMl1NhS2mwJNa6INltCjSuizZZQY0tpsyXUuCLabAk1tpQ2W0KNK6LN+vZaipbwea8ILaHO5tzP390mfFCr6/fv+6mqWvIFtfgRVG+//XaSpH37xil3u3btkiQzZjR9uOfSblhLVL0CLqfSbbaEGldEmy2hxhXRZkuosaW02RJqXBFttoQaV0SbLaHGltJmS6hxRbTZEmpsKW22hBpXVJstQUv4vFeEllCnfs7qQr9suhY/ubZ+tNN7Q6X67a1atfhLBAAAAFiltfj0Zq211kqy6EipmTNnNtoPAAAAQPPU4gOqzTbbLEkyadKkRttffPHFRvsBAAAAaJ5afEC1ySab5KMf/Wh+9atfNdr+61//Optuumk22GCDkioDAAAAYFm0+EXSk+SEE07I2Wefndra2uy66665//77c8899+S73/1u2aUBAAAA8D6qivrVxFu4n/70p7nmmmsyderUbLTRRjn22GNzwAEHlF0WAAAAAO9jlQmoAAAAAGiZWvwaVAAAAAC0bAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAGCV8/nPfz7dunVr9OcTn/hEttpqqxxyyCH5+c9/vtJrGjZsWHbfffeV/r7L65JLLkm3bt3y8MMPL3b/Sy+9lG7duuXzn/98o+0LFy7MTTfdlEMPPTRbbbVVevfunX333Tff/e538/bbbzc69rbbblvkc9pyyy2z3XbbZeTIkfnd7363oi4PAGhmasouAABgRTn77LOz7rrrJkmKosiMGTNyxx135POf/3zeeOONjBgxYqXVctxxx2X27Nkr7f3KcuaZZ+buu+/OoEGDst9++6VVq1Z56qmnctVVV+VXv/pVfvrTnzZ8JvWGDBmSrbfeOkkyb968/Oc//8ldd92VUaNG5bTTTsuxxx5bxqUAACuRgAoAWGXtscce+ehHP9po28EHH5x99tknl112WQ4//PC0bt16pdSy4447rpT3KdNjjz2WO++8M5///Odz1FFHNdq3yy675JRTTslVV12VM844o9G+3r17Z//992+07eijj84xxxyT73znO+nXr1969+69ossHAEpkih8AsFpZc801s/vuu2fGjBn55z//WXY5q5S//e1vSRYfxg0aNCidO3fO//3f/y1TW23atMk3v/nNVFdX56qrrqpkmQBAMySgAgBWO1VVVUmSBQsWJEl23333jB07Nl/4whfSo0eP7LLLLpk+fXqSd0KXo446Kn369EmfPn0yYsSIPPHEE4u0+fjjj+eYY47JNttsk2233TbHHntsnn322Yb9i1uD6tlnn83xxx+fvn37pmfPnjn00EMzYcKEZbqG5557LieccEL69u2bXr165bDDDssf/vCHRscMGzYsI0eOzAMPPJCDDjooPXr0yK677ppLLrkkCxcuXPYbtozatWuXJLnlllsW2/6ECRNy4403LnN7G264Yfr06ZOHHnqo4bMCAFZNAioAYLWycOHC/OUvf0nr1q3TpUuXhu133XVXJk6cmHPOOSeHHnpoOnTokIceeijDhg3L22+/nZNPPjmjR4/OlClTMnTo0DzyyCMN5z7yyCMZOnRo/vWvf2XkyJEZPXp0nnvuuQwfPjwvvfTSYut44oknMmTIkDzxxBM56qijcuqpp2b+/Pk54YQT3jfEefbZZzNkyJA899xzGTVqVMaMGZO6uroce+yxufvuuxsd+49//COnnHJKtt1224wdOzYbbbRRLr300tx0000f4C4u3p577pna2tpcf/312WOPPXL++efngQceyKxZs5JkuaZTfvzjH8+sWbMyefLkSpcLADQj1qACAFZZ//3vfxtGQi1YsCAvv/xyfvSjH2XixIk58sgjG0b8JMmcOXNy8cUXZ+ONN07yTpD15S9/OT169MgNN9yQ6urqJMnhhx+eAw44IOedd15uv/32JMn555+fddZZJ+PHj29YALx///7ZZ5998pOf/CRnnnnmIrWdd955qaqqys9+9rN8+MMfTpJ85jOfyWc+85lccMEFGTRoUDp06LDY6zrvvPPSoUOH/PznP8+HPvShhrqOOOKIfP3rX88ee+zREAb95z//yQ9+8IOG0VsHHHBAdt5559x5550ZOnToB7q/79WhQ4dceeWVOe200zJ58uRcc801ueaaa7LGGmtkp512yvHHH5+ePXs2qc211147SfLmm29WtFYAoHkxggoAWGUdeOCB2X777bP99ttnp512ypAhQ3Lfffdl2LBhOe200xodu/HGGzeEU0ny97//PZMnT84ee+yRt956K9OnT8/06dMzZ86c7LbbbnnmmWfyyiuv5PXXX8+TTz6Z/fbbr9HT6TbbbLOMHz8+xxxzzCJ1TZs2LY8//nj233//hnAqeWfdpZEjR2bOnDn54x//uNhreuONN/KXv/wl/fv3z5w5cxrq+u9//5uBAwdm2rRpefLJJxuOb9u2bXbddddG77HZZptl2rRpTb6fi1M/XbJer1698qtf/So//OEPM2TIkHz0ox/N/Pnz89vf/jZDhgzJnXfe2aT26+rqFvs+AMCqxQgqAGCV9e1vfzvrrbdekqRVq1ZZe+2106VLl7Rp02aRYzt27Njo9aRJk5IkF1xwQS644ILFtj916tRUV1enKIpssskmi+z/5Cc/udjzXn755STvhFjvVT/tcMqUKYs9t36q2/XXX5/rr79+iXXVW2edddKqVePfSbZu3fp916Cqv0dLWvupfvvipu3V1NRk1113bQjGnn/++fzkJz/J9ddfn/POOy8DBw7MmmuuudT3r1c/cmpJo8kAgFWDgAoAWGVttdVW+ehHP7pMx9ZP4atXH+CcfPLJ6d2792LP2XzzzfPCCy8kySIh0NIURbHEffXvu8Yaayx2f30wNHTo0Oyxxx6LPeZjH/tYw383pa53q59aN3PmzMXuf+uttxodlySXXnppOnfunEMOOaTRsZtvvnnGjh2b+fPn56c//Wmee+65dO/efZnqeOaZZ9K+fftl/hwBgJZJQAUAsBgbbrhhkuRDH/pQdthhh0b7nnjiibz11ltZc80185GPfCRJ8uKLLy7Sxre//e3U1tbm2GOPXWzbzz///CLn1Ade7576t7hzq6urF6nrueeey0svvZS2bdu+7/W9n/qQ65///GcGDhy4yP5//OMfSd5ZxLxe/ZpcBx988GKn5HXt2jVJlrm+SZMm5e9//3s+9alPmeIHAKs4a1ABACxG9+7d06lTp1x//fWNRhHNmDEjp5xySs4+++xUV1enc+fO2WKLLXLXXXdlxowZDcdNnjw511133WLXeurUqVO6d++eO+64I6+88krD9nnz5uXaa69N69ats+OOOy62rvXXXz/du3fPz3/+87z66qsN2+fPn58vfOEL+dznPtewbtMH0bNnz3Tq1Cm33npr3njjjUb75s2bl5tuuikf+tCHstNOOzVs32+//TJ58uRcfvnli7Q3d+7c3H777dl0002z+eabv+/7z58/P1/96ldTVVWVESNGfODrAQCaNyOoAAAWY4011sgXv/jFnHLKKTnooINy8MEHp02bNrn11lszZcqUXHjhhampeef/Sp199tk5+uijM3jw4BxyyCFp1apVbrjhhqy99tqLXSQ9ScaOHZsjjjgiBx98cD7zmc+kXbt2ueOOO/L0009n7NixjabOLencwYMH5zOf+UzWWWed3HXXXXn88cdz2mmnNVqsfXm1bt06X/nKV3LKKafkwAMPzMEHH5yPfOQjef3113PnnXfmueeey9e+9rVGa0ONGjUqDz/8cC6++OL8/ve/z4ABA9KhQ4dMnTo1d955Z1555ZVcc801i4yG+r//+7+GKZZ1dXWZOnVq7rnnnjz33HM5++yzl7iWFwCw6hBQAQAswV577ZVrrrkmP/jBD/L9738/rVq1ysc//vH84Ac/yG677dZw3HbbbZcf//jHGTduXC677LK0adMm22yzTc4444x06tRpsW336dMnN910U8aNG5drrrkmCxcuzBZbbJHLLrtsiWtLvffcSy65JNdee23q6uqy2Wab5Vvf+lYOPPDAil3/HnvskRtvvDHXXnttbrnllkyfPj3rrLNOunfvni9+8Yvp169fo+PXXHPNXHfddbnppptyzz335KqrrsrMmTPToUOH7LDDDhk1atRiF4a/+eabc/PNNyd5Jxj78Ic/nI997GP5whe+sMSRZADAqqWqWNoqnQAAAACwglmDCgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKNX/AwSxp55idqMUAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Podemos hacer un histograma para revisar la distribución de la información\n", - "sns.set(context = 'talk', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.histplot(x = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución de las casas de acuerdo al precio')\n", - "ax.set(xlabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# Observamos que el número de casas se distribuye aparentemente con normalidad" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Análisis estadístico" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ + }, { "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAGCCAYAAACsOMTHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACa4UlEQVR4nOzdd1xV5R/A8c/dFy4g7gmOFGfOcmtuKzNXoaKkaZppmlppma1fWTY0yzIbNtTKLDVNzcy9cuFW3Hsrsrn7nt8fwI1xQUDhon7frxev4DnnPOd7Hq/55TnPUCmKoiCEEEIIIbxC7e0AhBBCCCHuZZKMCSGEEEJ4kSRjQgghhBBeJMmYEEIIIYQXSTImhBBCCOFFkowJIYQQQniR1tsBCCHSs9ls/PDDDyxdupSzZ8+iVqupVKkSDz/8MAMGDMBgMOS6zvDwcC5cuMCaNWvyIeKsvfLKKyxatIgjR44U6H0vXrzIe++9x/bt2zGZTPTq1Yvhw4ejVt/898+FCxfy6quvpitTq9UULVqURo0a8cILL1C1atX8Ct0jl8vFxYsXqVChgrusevXq2V7Tvn17ZsyYwbZt23jqqad4//336dmzZ67vffr0aWbOnMmWLVu4ceMGAQEB1K1bl/DwcFq0aJHu3PDwcLZv355lXf7+/uzcuRMARVGYM2cO8+bN4+zZs/j5+dGyZUtefvllSpcunes4hbiTSTImRCHicDgYPHgwe/bsoXv37vTu3Run08nOnTuZOnUqa9asYfbs2ej1em+HmiO9e/emWbNmBXpPq9XK4MGDMZvNjBo1ikOHDjF9+nR8fX0ZNGhQjuvp3bs3jRo1ApIT5KtXr/Lbb78RFhbGH3/8Qbly5fLrEdJJSEhg4MCBPPTQQ4wcOTLdsSpVqjBs2DCP15UtWxaA++67jw8//JCGDRvm+t6RkZGEhYVRrFgxQkNDKV26NNevX2fJkiUMGjSIiRMnEh4enum6Dz/80GN9Op3O/f2MGTP47LPPaNOmDf369ePy5cvMnTuXXbt28ccffxAQEJDreIW4YylCiEJjyZIlSkhIiPL3339nOvbNN98oISEhyk8//ZTrevv376+0bdv2doRY6G3atEkJCQlRli9f7i57+OGHlZ49e+bo+gULFighISHKggULMh07duyYEhISokyePPm2xXsz586dU0JCQpTPPvssXXlISIjSv3//fL33008/rbRu3VqJi4tLV261WpXu3bsrdevWVW7cuOEu79+/vxISEnLTeqOiopTatWsrI0eOTFee+mc3Y8aM2/MAQtwhZMyYEIXI7t27ATK9/gHo168fOp2OPXv2FHBUdxaz2Qwkv6qE5NdhNpstXa9MXlWtWpUSJUpw/PjxW67rTrB7927q1auHv79/unK9Xk/fvn2x2WxERkbmut5du3Zht9szvTZt0aIFAQEB7r8HQtwrJBkTohAxmUwA/Prrr5mO+fj4sGvXrkyvgFasWEH//v1p1KgRderUoV27dnz44YfYbLZs73X8+HFGjBjBAw88QL169ejTpw8bN25Md054eDgDBw5kzZo1PProo9StW5fu3bvz999/Zzpv8ODBfPLJJzRo0IBmzZpx5MgRXnnllUxjm65cucKECRNo2bIlDRo0oFevXqxatSrdOZcvX2bcuHE0bdqU+++/n+7du7NkyZLsGy9F06ZNKVq0KDNmzODw4cO89dZbnD9/nr59++bo+uwkJiYSFxdHUFBQuvJffvmFrl27Uq9ePZo0acKIESM4duyY+/jChQupXr06hw8fZtSoUTRo0ICmTZvywQcf4HQ6WbRoEZ07d6Z+/fr06dOHw4cPA7Bt2zbat28PwOeff0716tU5f/58rmLetm0b1atXZ+HChel+3rx5M2+//TbNmjWjXr16DBgwwH3fVCaTiW3btnHq1KlM9fbq1YuDBw/SvHnzXMUD0LJlS/78808efPDBdOVWqxWz2YxGo8l1nULcySQZE6IQefzxx9HpdHzwwQc89thjTJs2jW3btrkTq4xjxX777TdeeOEF/P39eemllxg3bhzly5dn1qxZfP3111ne58iRI/Tu3Zvjx4/z7LPPMmbMGBwOB0OHDmX58uXpzj1x4gSjRo3iwQcf5KWXXkKtVjNq1Cj+/PPPdOft2rWLZcuW8fLLL9OjRw+Pg9xjYmIIDQ1l2bJlPP7444wbNw6j0cjzzz/vTsiuXLnCk08+yZYtWwgPD2f8+PEULVqUl19+mW+//fambejn58fbb79NQkICPXr04Pfff+ell16iW7duN702raSkJG7cuMGNGze4fv06Bw8e5MUXX8RgMDBw4ED3eUuWLOGtt96iVq1avPbaazz99NPs2rWL8PBw4uPj09U5dOhQNBoNr7zyCrVr1+a7775j6NChTJkyhSeeeILhw4dz5MgRRo0ahcPh4L777nNPJujYsSMffvghxYoVc9dnt9vdMab9ynhfTyZOnMihQ4cYPnw4Q4YMYe/evQwZMgSHw+E+p1evXsTExPDYY48xbNgwfv75Z06ePAmARqPJckKEp5hu3LjhPm40GgkJCXH/8pHqt99+w26306BBg5vGL8RdxdvvSYUQ6a1du1Zp1qyZEhIS4v6qX7++MnbsWOXkyZPpzn344YeV3r17Ky6Xy11mt9uV1q1bK4899pi7LOOYsf79+ysdOnRQEhMT010XFhamNG/eXLFare7zQkJClO+//959ntlsVjp27Ki0bNlScTqd6c7bunVruvjGjx+fbgzRhx9+qISEhCg7d+50l1ksFqVDhw5Kr1693Nc0btxYuXLlSrq6xo4dq9SpU0e5fv16tu0XExOjTJgwQalevboSEhKijBgxItvzM0odM5bV148//pju/GeeeUbp0qVLurJ169Ypjz76qPs5U+tMO0YqLi5OqV27tlKjRg3l6NGj7vKpU6cqISEhyqlTpxRFyX7MWFZfaceSbd26Nd0YuNSfe/XqpTgcDvd5X331lRISEqJs2rTJXWa325V33nlHqVGjRrr627Vrp8yYMcP9OUmV+jnI6is7R48eVRo0aKA0btxYiY6OzvZcIe42MptSiEKmTZs2rF27ltWrV7Nu3Tq2bNnCtWvXWLp0Kf/88w/ffvstjRs3BpJ7ZcxmMyqVyn19VFQUAQEBJCUleaw/Ojqa7du3Ex4ejsViwWKxuI917NiR999/n/3797tnEvr7+xMWFuY+x2g00rdvXyZPnsyBAweoW7euuzzja6eM1q1bR+3atd11AxgMBr7++msMBgMul4tVq1bRpEkTtFptut6UTp06sXTpUjZv3szjjz/usf4bN27w1FNPcfr0aV5++WWWL1/OP//8w+LFi+nWrRvLly/Hz8+P1q1bZxsnwODBg2nZsiUATqeTqKgoli9fzqRJk4iLi+P5558HoEyZMmzevJnPP/+c7t27U6FCBR566CEeeuihTHV26NDB/b2/vz/FihXDZDJRrVo1d3nq8hXXrl2jUqVK2cZYvXp1XnnllUzlOZmJ2KlTp3SvA2vWrOm+byqtVsvEiRN5+umnWbFiBRs3biQiIoLz588zbdo0Vq1axZw5c/D19U1X9/fff3/T+6d15swZBg8ejMVi4ZNPPiEwMDBX1wtxp5NkTIhCyGAw8Oijj/Loo48CcPDgQb777juWLl3Km2++yV9//QUkLxWwY8cOli5dysmTJzl79ixRUVEAlC9f3mPd586dA2DOnDnMmTPH4zmXLl1yfx8cHJzp9WjFihUBuHDhgjsZCwwMvOk6XhcuXKBdu3aZyitXrgwkJ5Lx8fGsWrUq0zgyT7FlNHXqVI4dO8bHH39M165d6dSpEz179nS/Rpw0aRIlS5bMUTJWtWrVTOOhunXrRnh4OF9++SVPPPEEZcqUYcSIEezZs4fp06czffp0qlatSrt27XjyyScJDg5Od32JEiXS/azVailevHi6stQEyeVy3TTGIkWK5GnMFpDudSf89wrc033Lly/P4MGD3QnT2rVrmTZtGgcOHGDu3LkMHTo03fm5ienIkSMMHjyYqKgoJk2a5DGJFeJuJ8mYEIVEUlISX331FbVr16ZTp07pjtWuXZspU6YQFxfHhg0biI6OpmjRokyZMoWvv/6aWrVqUb9+fbp160aDBg145513skxanE4nkDw7M21PTVppx3t5moWY+g922p6VnAy6djqd6Xrxsoqtc+fO9OnTx+M5GQfPp7V69WoqVapE165d3ee+//77jBgxgv79+xMTE0P//v1vGmdWVCoVnTp1YseOHezfv58yZcpQpkwZFi9ezLZt21i9ejUbN27k66+/5vvvv+e7775z92KC5zbKrj3y080S54iICFauXMmgQYPSLcJqNBp55JFHaNiwIe3atWPXrl15jiF1nFpCQgLvv/8+3bt3z3NdQtzJJBkTopAwGAzMmjWLBg0aZErGUlWtWpWNGzdiNBq5cOECX3/9Nd26dcs0w/L69etZ3ie1x0yj0WTqwTh+/Djnz5/Hx8fHXXb+/HkURUmXNJw+fRr4r4csp8qVK8fZs2czlS9atIiIiAjeeOMNfHx8cDgcmWK7ePEihw4dShdbRoqiZEp4OnTowKBBg/juu+/Q6XTpXrnmRWoimtoeqbsLNGvWzL3AbUREBAMGDGDOnDnpkrE7yblz5/jhhx+oUaMGPXr0yHS8dOnS+Pv7YzQa81T/0aNH3T1tU6ZM4ZFHHrnVkIW4Y8lsSiEKCY1Gw6OPPsr27dtZvHhxpuMxMTH8/fffNG/eHB8fH2JjYwEyzVpcv349p0+fTjcrLq1SpUpRp04dFi1axJUrV9zldrudCRMmuGfypbp+/br7tSgkr+P1yy+/UKlSpZtuyZNR69at2b9/PwcOHEh331mzZnHgwAH0ej2tW7dm/fr1mZZZmDx5MiNGjCA6OjrL+ps0acKJEyfSbcnjcDi4evWq+16elg3JKZfLxYoVK9DpdO4V7V944QXGjRvn7tUDqFWrFjqdLkfbL91Mbl5b3k7t2rXDZDIxffp0Ll++nOn4ypUriY6Odi+9kRtWq5WRI0eSkJDA1KlTJRET9zzpGROiEHnllVfYt28f48aNY8mSJbRq1Qo/Pz/Onj3LwoULsdvtvPHGG0ByElauXDlmzpyJ1WqlTJky7Nu3j0WLFmEwGEhMTMzyPhMnTmTAgAH06tWLvn37EhgYyLJly9i7dy8vvvgiRYsWdZ+r0+l49dVXOXjwIKVKlWLBggVcuXKFmTNn5vr5nn32WVasWMGAAQPo378/pUqVYtmyZZw4cYJZs2YB8NJLL7Ft2zb69etHv379KFeuHOvWrWPt2rX07t073WD3jF566SW2bNnC8OHDGThwIEWKFGHRokUcPHiQYcOGsW7dOqZOnYpWq73p1kh79uxJ18uWkJDAkiVL2LNnD88++6x7zNXgwYOZOHEiAwcO5OGHH0ZRFBYvXozVar3lXjj4byzemjVrKFeuHJ06daJIkSK3XO/NBAQEMHnyZMaOHctjjz1G165dqVGjBi6Xi507d/LXX3/RoUMHunTpkuu6FyxYwOnTp6lTpw5msznTLx8lSpTwuPCxEHcrScaEKESKFSvGwoUL+eGHH1i9ejVffPEFZrOZUqVK0alTJ4YNG0apUqWA5AHXX3/9NZMnT2b27NkoikJwcDATJkzA4XAwadIkDhw4QJ06dTLdp0GDBvzyyy9Mnz6d77//HofDQeXKlZk8eXKmV1KlSpViwoQJfPDBB1y7do3atWvz/fff33TmpCclSpRg/vz5TJkyhXnz5mGz2ahRowbfffed+xVfcHAw8+fP57PPPmP+/PkkJSURFBTEq6++6nEfxLSCgoKYN28eH3/8Md9//z1Op5PatWvz1Vdf0aZNG8LDwxk+fHi6Dbez8uuvv7p70VQqFb6+voSEhPC///2P0NBQ93lPPvkkOp2O2bNnM3XqVFwuF3Xq1OGbb76hSZMmuW6jjHx8fBgzZgyzZs3i3XffJTg4+LbUmxOdOnVi4cKFfP/992zYsIGFCxeiVqupWrUqEydOpE+fPnnq/duxYwcABw4cYNy4cZmON27cWJIxcU9RKYqieDsIIUThFB4ezoULF1izZo23Q7ltMo5/E0IIb5MxY0KIe4okYkKIwkaSMSGEEEIIL5JkTAghhBDCi2TMmBBCCCGEF0nPmBBCCCGEF92xS1tERER4OwQhhBBCiBxr1KiRx/I7NhkD8PX1pWbNmt4Oo9CJjIyUdsmCtI1n0i5Zk7bxTNola9I2nt3r7ZJdJ5K8phRCCCGE8CJJxoQQQgghvEiSMSGEEEIIL5JkTAghhBDCiyQZE0IIIYTwIknGhBBCCCG8SJIxIYQQQggvkmRMCCGEEMKLJBkTQgghhPCiO3oFfiHEbRAZSfGZX0Lx4tCzF9Sp4+2IhBDiniI9Y0Lcyz76EB5sRMkvZ8C770DTxvC/t70dlRBC3FMkGRPiXnXyJLz1JpjNqJxOcDrBbIYPP4BDh7wdnRBC3DMkGRPiXrVkMShK5nK7HRb/UeDhCCHEvUqSMSHuVRoNqFSZy1Wq5GNCCCEKhCRjQtyruvfwXK7RQK8nCjYWIYS4h0kyJsS9KigIPv0MjEZcRiP4+IDRCB9+BPfd5+3ohBDiniFLWwhxL3tmCDzyKFe/mkmZ0qXh8W7JSZoQQogCI8mYEPe68uWJ7htGmZo1vR2JEELck+Q1pRBCCCGEF0kyJoQQQgjhRZKMCSGEEEJ4kSRjQgghhBBeJMmYEEIIIYQXSTImhBBCCOFF+ZaM7d27l/Dw8HRlf/75J71793b/PH/+fHr27EloaChr164FwGKxMHLkSMLCwhgyZAg3btzIrxCFEEIIIbwuX5Kxb775hokTJ2K1Wt1lkZGR/P777ygpGxNfu3aNOXPmMG/ePGbNmsXUqVOx2Wz88ssvhISE8PPPP9O9e3dmzJiRHyEKIYQQQhQK+ZKMBQcHM336dPfP0dHRfPzxx0yYMMFdtm/fPho0aIBer8ff35/g4GAOHz5MREQErVq1AqB169b8+++/+RGiEEIIIUShkC/JWOfOndFqkxf3dzqdvPbaa0yYMAGTyeQ+JyEhAX9/f/fPJpOJhISEdOUmk4n4+Pj8CFEIIYQQolDI9+2QDh48yJkzZ3jrrbewWq0cP36cSZMm0bRpUxITE93nJSYm4u/vj5+fn7s8MTGRgICALOu2WCxERkbm9yPccaRdsiZt45m0S9akbTyTdsmatI1n0i5Zy/dkrG7duixbtgyA8+fPM3bsWF577TWuXbvGtGnTsFqt2Gw2Tpw4QUhICA0bNmT9+vXUrVuXDRs20KhRoyzrNhqN1JT99DKJjIyUdsmCtI1n0i5Zk7bxTNola9I2nt3r7RIREZHlMa9tFF6yZEnCw8MJCwtDURTGjBmDwWCgb9++jB8/nr59+6LT6ZgyZYq3QhRCCCGEyHf5loxVqFCB+fPnZ1sWGhpKaGhounN8fHz47LPP8issIYQQQohCRRZ9FUIIIYTwIknGhBBCCCG8SJIxIYQQQggvkmRMCCGEEMKLJBkTQgghhPAiScaEEEIIIbxIkjEhhBBCCC+SZEwIIYQQwoskGRNCCCGE8CJJxoQQQgghvEiSMSGEEEIIL5JkTAghhBDCiyQZE0IIIYTwIknGhBBCCCG8SJIxIYQQQggvkmRMCCGEEMKLJBkTQgghhPAiScaEEEIIIbxIkjEhhBBCCC+SZEwIIYQQwoskGRNCCCGE8CJJxoQQQgghvEiSMSGEEEIIL5JkTAghhBDCiyQZE0IIIYTwIknGhBBCCCG8SJIxIYQQQggvkmRMCCGEEMKLJBkTQgghhPAiScaEEEIIIbxIkjEhhBBCCC+SZEwIIYQQwoskGRNCCCGE8KJ8S8b27t1LeHg4AJGRkYSFhREeHs7gwYO5fv06APPnz6dnz56Ehoaydu1aACwWCyNHjiQsLIwhQ4Zw48aN/ApRCCGEEMLr8iUZ++abb5g4cSJWqxWASZMm8frrrzNnzhw6duzIN998w7Vr15gzZw7z5s1j1qxZTJ06FZvNxi+//EJISAg///wz3bt3Z8aMGfkRohBCCCFEoZAvyVhwcDDTp093/zx16lRq1qwJgNPpxGAwsG/fPho0aIBer8ff35/g4GAOHz5MREQErVq1AqB169b8+++/+RGiEEIIIUShoM2PSjt37sz58+fdP5cqVQqAXbt2MXfuXH766Sc2btyIv7+/+xyTyURCQgIJCQnucpPJRHx8fJb3sVgsREZG5scj3NGkXbImbeOZtEvWpG08k3bJmrSNZ9IuWcuXZMyT5cuX8+WXX/L1119TrFgx/Pz8SExMdB9PTEzE398/XXliYiIBAQFZ1mk0Gt09buI/kZGR0i5ZkLbxTNola9I2nkm7ZE3axrN7vV0iIiKyPFYgsykXL17M3LlzmTNnDkFBQQDUrVuXiIgIrFYr8fHxnDhxgpCQEBo2bMj69esB2LBhA40aNSqIEIUQQgghvCLfe8acTieTJk2ibNmyjBw5EoAHH3yQUaNGER4eTlhYGIqiMGbMGAwGA3379mX8+PH07dsXnU7HlClT8jtEIYQQQgivybdkrEKFCsyfPx+A7du3ezwnNDSU0NDQdGU+Pj589tln+RWWEEIIIUShIou+CiGEEEJ4kSRjQgghhBBeJMmYEEIIIYQXSTImhBBCCOFFkowJIYQQQniRJGNCCCGEEF4kyZgQKa6tXs22bt3Y2KIFxz/+GEdCgrdDEkIIcQ8osO2QhCjMjn74IUfefBOXxQJAzO7dnPn2Wx6KiEBrMnk5OiGEEHcz6RkT97y4w4eJfOUVdyIG4DKbMZ89y5lZs7wYmRBCiHuBJGPinretZ08URclU7jSbubxkiRciEkIIcS+RZEzc08wXL5J4/HiWxw2lSxdgNEIIIe5FkoyJe5ojPh6VTgdApr4xlYoqKZvbCyGEEPlFkjFxT/OrWhWNyYQr5WclzVeJjh0p1rSp94ITQghxT5BkTNzTVBoNjb7/Ho2vLy61Ojkp0+vRBwXxwM8/ezs8IYQQ9wBZ2kIUOpboaC5HROBbqhQl778flUqVr/cr26ULbXfu5OTnn5N46hSlOnak0uDB6AIC8vW+QgghBEgyJgqZre+/z5b//Q+1wYDicFCkShWe/Osv/MuXz9f7BtSsSf0vvrilOqznz2M+fBhjtWoYK1a8TZEJIYS428lrSlFonPzrL/59910cFgu22FjsiYlEHTrEwm7dvB1atlx2O0f79WNXtWoceeIJdteoweGePXFZrd4OTQghxB1AkjFRaOz85BPsSUnpyhSnk6jISG4cO+alqG7u3P/+x41Fi1AsFpyxsSgWC9ErVnB63DhvhyaEEOIOIMmYKDSSrl/3WK7WarHcuFHA0eTclRkzcJnN6coUs5mr337rcTFZIYQQIi1JxkShUa17dzRGY6ZyRVEoVa/ebb+fLTqaU999x7HPPiP+6NE81+OMj/d8ICmJ/dWrs7diRc6+9BKO6Og830MIIcTdS5IxUWg0GjUKv7Jl0aYmZCoVWl9fOnz22X9lt8mVf/5hWVAQe0aNYv/48ayqX5+9L76Yp54s/5YtM5VpAI1ajfXYMWxnz3J1+nQONW6cqQctN2wREUQ/+yxRTz5J0k8/odjtea5LCCFE4SHJmCg0jIGBDNy9m+ZvvUWF1q2p0bs3fVav5v6BA2/rfZxmM//26oUzMRFnYiIuiwWn2czJr77i2tq1ua6v8qefovH3h5SV/NFoUAG4XO5zFJsN+6VL3Pj11zzFnDBzJtdbtybp22+x/P47Mc8+y7U2bVBstjzVJ4QQovCQZEwUKoYiRWg6fjxh69fz+C+/UC4fVsC/umYNeFi7zJmYyOkff8x1fab776fe/v2UHT4c/+bNCWzdGrWPT6bzXImJxK1fn+v6XbGxxI4di5KU5E7wlMRE7Hv3Ys5jcieEEKLwkGRM3HMUhyPrY3l89WesWJHK06Zx/+bNlH/1VVTazEv4qYxGDPfdl+u6rRs3uvfPTCcxkSRJxoQQ4o4nyZi455Rs185jQqYxmQgKC7vl+gPatUNbvDhoNOnKVVotJQcPznV9an9/8DSWTaVCXbRoXsMUQghRSEgyJm4LRVHumGUcdP7+PPDdd6h9fFDr9aBSoTGZKNetG2W7dLnl+lUaDTU2bMCvaVNUBoO7R6z6ypXoy5bNdX36li1R+fpmvo+PD6Znn81VXUpMDK65c3HNmoVy4UKuYxFCCHH7yXZI4pYkxcSwYNQodv/6Ky6nk2pt2hA6cyYlq1b1dmjZCurdm2JNm3Lu55+xx8VR9rHHKN68+W3bB9MQFETNTZuwX7uGYrWiK18+z3WrNBpK/P031zt1QjGbQaVCsVrxf/NNDB5mcmZFWbYMV2goqNXgcqG4XKgmTUI9dmye4hJCCHF7SDIm8kxRFL5o355LBw7gTJnVd2ztWqY2bcrrx47hW8hfoZkqVqTGq6/m6z10JUvennrq1aPMhQtY161DiY1F37o1mlzUrcTGJidiGXc4mDgRpUOH/2aCCiGEKHDymlLk2cnNm7l69Kg7EQNQXC7sZjPbZ8/2YmR3J5VWi7FDB3x69cpVIgagLF2aaQwbADYbrrlzb1OEQggh8kKSMZFnVw8fTreWVip7UhIX9u71QkQiSzabxz8rXC64hYVohRBC3DpJxkSelald2+N6XXqTiaCGDb0QkciK6uGHwenMfMDXF/UTTxR8QEIIIdwkGRN5VqlpU8rdfz8ag8FdptJo0JtMNH7qKS9GJjJSlS2LavJk8PFJfl2pUoHJBL17Q+vW3g5PCCHuafmWjO3du5fw8HAAzpw5Q9++fQkLC+PNN9/ElfK6ZP78+fTs2ZPQ0FDWpmxDY7FYGDlyJGFhYQwZMoQbN27kV4jiFqlUKp5buZImTz+Nwc8PrcFA7S5deHH7dowBAd4OT2SgfuEF1Nu3w0svwciRqJcvR/3tt7dtBqkQQoi8yZfZlN988w1LlizBJ2VLmPfff5/Ro0fTpEkT3njjDVavXk39+vWZM2cOCxYswGq1EhYWRosWLfjll18ICQlh5MiRLFu2jBkzZjBx4sT8CFPcBkZ/f3p/+SW9v/zS26GIHFDVqYNm8mRvhyGEECKNfOkZCw4OZvr06e6fDx48SOPGjQFo3bo1W7ZsYd++fTRo0AC9Xo+/vz/BwcEcPnyYiIgIWrVq5T7333//zY8QhRBCCCEKhXzpGevcuTPnz593/6woivtViMlkIj4+noSEBPz9/d3nmEwmEhIS0pWnnpsVi8VCZGRkfjzCHU3aJWvSNp5Ju2RN2sYzaZesSdt4Ju2StQJZ9FWt/q8DLjExkYCAAPz8/EhMTExX7u/vn6489dysGI1GatasmX+B36EiIyOlXbIgbeOZtEvWpG08k3bJmrSNZ/d6u0RERGR5rEBmU9aqVYtt27YBsGHDBh544AHq1q1LREQEVquV+Ph4Tpw4QUhICA0bNmT9+vXucxs1alQQIQqRJ47YWC5++SUnxo7l6i+/4LJavR2SEEKIO0yB9IyNHz+e119/nalTp1KlShU6d+6MRqMhPDycsLAwFEVhzJgxGAwG+vbty/jx4+nbty86nY4pU6YURIhC5FpSZCR7W7TAZbXiSkpC7efHmTfeoP62beiKFfN2eEIIIe4Q+ZaMVahQgfnz5wNQuXJl5nrYciU0NJTQ0NB0ZT4+Pnz22Wf5FZYQt82RgQNxxMSAogDgSkjAevYsZ15/napffOHd4IQQQtwxZNFXIfLAERdH4u7d7kQslWKzcf2337wUlRBCiDuRJGNC5IFKnc1fHU8bcgshhBBZkGRMiDzQ+PkR0KpVpsRLZTRSesAAL0UlhBDiTiTJmBB5VP3HHzGUL4/G3x+VwYDazw+/Bg0IfuMNb4cmhBDiDlIgsymFuBsZKlTgwRMnuLF8OZbTp/GrX5+AVq1kr0chhBC5IsmYELdApdVS/PHHvR2GEEKIO5i8phRCCCGE8CJJxoQQQgghvEiSMSGEEEIIL5JkTAghhBDCiyQZEwUi+vRpjq9eTeyFC94ORQghhChUZDalyFd2i4V5vXtzbOVKtAYDDouFOqGh9PruOzRa+fgJIYQQ0jMm8tXysWM5tnIlDosFS2wsDquVg7//zrr33vN2aEIIIUShIMmYyDcul4uIH37AYbGkK7ebzWz9/HMvRSWEEEIULpKMiXyjOJ04MyRiqazx8QUcjRBCCFE4STIm8o1Gp6NMvXoej1Vs2bKAoxFCCCEKJ0nGRL7q9uWX6Ewm1CmD9TU6HQZ/fx6bNs27gQkhhBCFhExnE+k4bDb2LFtG9MWLVG3alMqNGt1SfcFNmzJy9242TZ3K5X37qNC4MS3HjCEwOPg2RSyEEELc2SQZE26Xjx3j3VatsCYl4bTbUanV1G7fnlELFqDV6fJcb4lq1ej+5Ze3MdL8ZYuK4tj773Nl0SK0/v5UfP55ggcNQqWWjmQhhBC3nyRjwu2zJ54g7upVFEVxlx1cvZrVX35J51GjvBhZwXHEx7PxgQewXLyIYrMBcOiFF4jdsYO6X33l5eiEEELcjeRXfQFA1LlzXD56NF0iBmBLSmLt1197KaqCd+6HH7BevepOxACcSUmcnz2bpDNnvBiZEEKIu5UkYwLA/VrS47E0icnd7vqqVbiSkjKVq/V6Ynbs8EJEQggh7naSjAkASlauTECpUpnKdUYjzfr180JE3uFbpQoqD9s0KS4XPuXLeyEiIYQQd7tsk7HTp08zcuRIXnrpJU6fPu0uf/PNN/M7LlHAVCoVI+bNw+jnh87HBwCjnx9lq1fn0Rdf9HJ0uaO4XMQcOkTssWOZXrveTMXhw1Hr9ekLNRp8goIIbNr0NkYphBBCJMt2AP/rr7/Os88+i8PhYMSIEXz00UfUqlWLkydPFlR8ogBVbdKEKSdPsmnOHKLOnKFG69Y0ePzxW5pJWdAub9zI+j59sMXGoigKpqAg2i9cSGCtWjm63q9aNR5YtIg9AwfiiI1FcTop8sADNJo/H5VKlc/RCyGEuBfddDZly5SV0oODgxk5ciTffvut/KN0FwsoWZJHx471dhh5Yr5yhX8eeQRHYqK7LO7oUZa3aUPvc+fQGAw5qqdkp050OH+epJMn0fj5YSxTJr9CFkIIIbJ/TanValmzZg1Op5MqVaq4e8quX79eUPEJkWPHZ89GcTrTFyoKLouFc0uX5qoulVqNqWpVScSEEELku2yTsffee4+VK1cSn7Kpc9OmTZkwYQK6O+i1lbh3JJ0/73FjcpfdTtKlS16I6PZQnE7MS5ZwY8QIYt96C0ea8ZtCCCHufNkmY9evX2fy5MkEBga6y5o2bcrixYvzOy4hcq1MmzZo/fwyH1CrKX2Hbkyu2Gxca9+eqH79SJwxg7j33+dyrVqY//zT26EVTlYzfDUWegVCVyO83gUunvB2VEIIka1sk7GPPvrI/f27776b78EIcSuCunalSI0aaFJmgwJofX2p8MgjFK9f33uB3YLEH3/EtmMHSkJCcoHNhmI2E9W/f7qFaUWKtx6HZV9CYizYrbBzBbzQGGJlaIUQovDKNhlLuyzA0aNH8z0YIW6FWqvl0Q0bqP/WWxS9/36KN2xI408+oc2vv3o7tDxL/OknFA+L0ALYtm8v4GgKuVP74dAWsKV5Va24wJoEf907u0gIIe482c6mlFmT4k6j9fGh7rhx1B03ztuh3BYqo9HzAZcLcjg79J5x9hCoNZnLbRY4urPg4xFCiBzKNhm7cuUKv/76K4qiuL9P1bt371zdyG6388orr3DhwgXUajXvvPMOWq2WV155BZVKRbVq1XjzzTdRq9XMnz+fefPmodVqee6552jbtm3enk6IO5zf0KHYNm1CSbNcB4CqSBH0jRp5KapCqnwIuJyZy/VGqFK/wMMRQoicyjYZ69q1K9euXcv0fV6sX78eh8PBvHnz2Lx5M9OmTcNutzN69GiaNGnCG2+8werVq6lfvz5z5sxhwYIFWK1WwsLCaNGiBfqMq6ILr3O5XESfO4dPkSL4ppnkIW4fnx498A0PJ/HHH5N7qjUa0GopuWRJlnuJ3rOqNoCqDeHojuTxYgAqFegM8OhQ78YmhBDZyDYZe/7559P9HBcXh1qtxs/TjLWbqFy5Mk6nE5fLRUJCAlqtlj179tC4cWMAWrduzebNm1Gr1TRo0AC9Xo9eryc4OJjDhw9Tt27dXN9T5J89ixbxy7BhWBISUJxOanXuzIDZs/EpUsTbod1VVCoVxb78Ev8xY7CuW4e6eHF8unTJ+vXlve7dv2DmaFgzFxx2qNUCRn4JxWS9OCFE4ZXtr9YHDx6ke/fu2O12Vq5cycMPP0yvXr1Ys2ZNrm/k6+vLhQsXeOSRR3j99dcJDw9HURT3uDSTyUR8fDwJCQn4+/u7rzOZTCSkziQThcLZiAi+79+f+KtXsScl4bBaObhiBV/36uXt0O5aupAQ/IYOxbdXL0nEsuPjB2O+hSVmWGqDKRugUm1vRyWEENnKtmfsk08+YfLkyeh0OqZNm8Y333xDxYoVeeaZZ2jXrl2ubvTDDz/QsmVLXnzxRS5dusSAAQOw2+3u44mJiQQEBODn50dimvExiYmJ6ZKztCwWC5GRkbmK416Q3+2y4vXXsZvN6cqcNhvHN21i68qVFAkKyrd73yr5zHgm7ZI1aRvPpF2yJm3jmbRL1rJNxhRFoUaNGly5cgWz2Uzt2sm/YarzMFYlICDAvXJ/kSJFcDgc1KpVi23bttGkSRM2bNhA06ZNqVu3LtOmTcNqtWKz2Thx4gQhISEe6zQajdSsWTPXsdztIiMj87Vdlly/DmmWPUmlMxop4eND1UL8Z5LfbXOnknbJmrSNZ9IuWZO28exeb5eIiIgsj2WbjLlcLgA2btxIs2bNALDZbOl6rnJq4MCBTJgwgbCwMOx2O2PGjKFOnTq8/vrrTJ06lSpVqtC5c2c0Gg3h4eGEhYWhKApjxozBIFP4C5WQNm04v3cvzgyLjjqtVsrVqeOVmBRF4dq2bZxfuRJ9QABV+vTBV/aVFEIIcQfINhlr1qwZffr04fLly3z55ZecPXuWt956i0ceeSTXNzKZTHz66aeZyufOnZupLDQ0lNDQ0FzfQxSMdmPHsuW77zDHxOBK2Zhb7+tLmxdewLdo0QKL41pEBHunTSPh7FnssbEkHDuG02JBo9ez47XXaD9/PsFduhRYPEIIIUReZJuMDR06lPbt21OsWDGKFi3K2bNn6du3Lx07diyo+EQhVKRMGV7dvZtlb75J5MqVmIoXp8NLL9G4f/8Ci+H4/PmsffppnBYLSkoPLiR/oFM3C1/Tpw/9r15Fm2Z7JCGEEKKwyTYZA7jvvvtQFIV9+/ZhtVoJDAxkx44dPPjggwURnyikigUFEf7dd165t9NuZ/2zz+LwsE2Qk/8+1Cq1mkvr1xP08MMFGp8QQgiRGzdNxgBGjhxJVFQUZcuWBZLXPpJkTHhLzOHDKE4PK60DGacVyMKoQgghCrscJWPXr19n3rx5+R2LEDliCAzElWZZlLQy7qZa9qGH8j8gIYQQ4hbkqNugcuXKXLlyJb9jESJH/IKCKNmwISpt5t8lNBoNWl9ftCYT7X//HY3MxBVCCFHI5ahnLCIigrZt21KsWDF32aZNm/ItKCFupvPChSx75BFijhxBrdPhtFioPmAARapUwRAYSOUnnsBYvLi3wxRCCCFuKkfJ2MqVK/M7DiFyxbd0aZ7ctYuo/ftJunSJko0aSfIlhBDijpRtMjZjxgyGDx/O2LFj3XtIppoyZUq+BiYKh0uHD7N/xQqMfn407NkTvzS9o4VB8fvvp/j993s7DCGEECLPsk3GUvef7NOnT4EEIwoPRVH49cUXWTtzJorLhVqr5ecXXuD5hQup07mzt8MTQggh7hrZJmNr1qyhRo0aNG7cmKtXr1KqVKmCikvkgxsXL3LpxAnKV69O4E3+LA+vXcv6r7/+b0NwqxWAL554gk+vXkVfCBdSjTl8mAv//IMuIIBKPXqgDwjwdkhCCCHETWU7m3Lr1q3u71966aV8D0bkD7vVyke9e/NslSpM6tqVIRUr8vngwTizWKsLYN1XX2H1sAepSq3m0OrV+RlurimKwpaRI1nUsCHbx41jy/PP83P58lxct87boQkhhBA3lW0ypiiKx+/FnWX2+PHs+PNP7FYrSbGx2C0WNs6bx4L338/ymsi1az2WuxwOXA5HfoWaJ+f//puj33+P02zGabHgSEjAkZDAqh49Mm1mLoQQQhQ22SZjaQftZxzAL+4MiqKw8ptvsKW+bkxhTUpi2fTpHq+JOnsWc0yMx2N2i4Wa7dvf7jBvydHvv8fhoRdPcbm4vGGDFyISQgghci7bMWMHDx6kT58+KIrC8ePH3d+rVCpZkf8O4XI6MyViqZJiYz2WJ0RFoTUacXpY5b5IuXL4+Pvf1hhvVVar8d/smBBCCFEYZJuMLVmypKDiEPlEo9VSsW5dTu/dm+lY9WbNPF5TrlatTNsKpTL6+WG3WtEV0Mr29qQkdn3yCZFz5qDSaKgzeDD1R45Eo9O5z6narx8XVq7M1DumOJ2yHZIQQohCL9vXlOXLl6d8+fLMmjXL/X358uX59NNPCyo+cRs8+8UXGHx9UWs0QHKCZvTzY/C0aR7P1xkM9J02DXWahCdV1OnT/JrHyRxRJ05wcfdujz1unricTn5r04Zt775L9JEj3Dh0iC0TJ7K4a9d0Yxgr9ehBhYcfRmsyAaA2GND4+PDQ7NlofX3zFKsQQghRULLtGfvpp5/48ssviYmJca/CrygKVatWLZDgxO1Rs0ULPt65k0UffcSZffuo+uCD9Hj5ZcpUqZLlNa0GDeL3V14h/tq1dOV2i4VNs2YRNm2aO7m7mZizZ5nz+ONcO3oUjVaLSqul5zffUKdXr2yvO7V8OTciI3FaLO4yh9nMxU2buLR1K+VSevZUajXtf/uNyxs2cG75cvRFi1K1Xz/8goJyFJ8QQgjhTdkmY/369aNfv37MnDmTYcOGFVRMIh8E1azJqO++y9U1npa2AHDYbNitVgw56HVSFIVZ7dtz49QpFKeT1HmYvz31FCVr1KB07dpZXntx0ybsCQmZyl12O5f+/dedjEHyBJOyDz0kryWFEELccXK0N2WXLl2YPXs21pSFPwGGDBmSb0GJwqFq8+YcWrUqU3nJ++4Dl4sV775LxLx56H18aDV8OI0HDECtTv/m+9zWrcRfvoySYU0zh9XK1i++oNuMGVne3z8oCK2vL46kpHTlaoMBv/Llb+HJhBBCiMIj2zFjqYYPH05sbCx6vd79Je5+vadMweDn534dqVKr0fv60nfaNKY0a8bfkyZx+eBBzu7cyW8jRzJ34MBMdVw/dgx7hmQKkgfXx5w9m+39a4SFZX4VqlKhMRi4r1u3PD+XEEIIUZjkqGesbNmyjBw5Mr9jEYVMUN26vLV7N8snT+bU9u2Uq1WLR199lSsHDhB16hSONGO5bImJ7Pn9dzq/9hqlq1d3lx9YsADF5QJIN0NTBZStWzfb+xuLFaPXmjUs792bxEuXUIDAKlXo8ttvaI3G2/ikQgghhPfkKBlr27YtH3/8cbqB+927d8+vmEQhUrpqVZ7+9tt0ZRs+/RRbFlslndqyxZ2MuVwujv71V/Kx1HNS/qsAWz/7jAeGDKFY5cpZ3r/MAw/w9PHjxJ46hVqjIaBixVt9JCGEEKJQydFryuXLlxMfH8+JEyc4ceIEJ0+ezO+4RCFWNCgIjYdX1Sq1moCyZd0/Ky6Xu1cMMveMOWw2Nk+detP7qVQqAqtUkURMCCHEXSlHPWN6vZ633347v2MRhYDL6WTTjz+y/ptvcDoctBw4kDZDhqBNk3w1GzyY1R9/nG7fR5VKhdHfn+odOrjLNFotFVu04EwWWxK57HYu7dqVfw8jhBBC3AFylIyVK1eOr776ilq1arn3qGzZsmW+Bia844snn2T/ypXu15AXDx1i54IFjFu1yj1TslhwMM8uWcKP/fphTUhAcbkoUbUqQxYuRKNN/5Hq8fXXfNmkCTYPWy+ptVrK1q+f788khBBCFGY5SsYcDgenT5/m9OnT7jJJxu4+J3fsSJeIAdiSkji1YweHVq2iTqdO7vLq7dvz7sWLXDl8GJ3RSIksFpAtWb06L508yay2bbl68GC6JS60RiMtXnwx/x7IC1w2G9GLFhG/ZQuGypUpER6Ornhxb4clhBCiEMtRMvb+++/jdDpRFIU9e/ZQ9yaz4MSd6ciGDR63KrImJLBn2bJ0yRiAWq2mbK1aN63Xt1gxntuxg38mTGDH119jT0ykXMOGlKtfnwWhofiVKUOTMWOo0r79bXsWb3DExXGoWTOsZ8/iSkhA5ePDhTffpOa6dZgaNPB2eEIIIQqpHCVjH330EUFBQVy8eJGDBw9SsmRJJk+enN+xiQJWpHRptHp9+rFgKV/rZszg/J49DJs3j8A0g/RzSqvX88jHH/PIxx+TFBXF1w0acGDOHJwpCwmfXruW9h98QOPnn79NT1PwLk6ahOXECZSUZ1LMZpxmM8f79aPeoUNejk4IIURhlaPZlBEREfTp04fdu3cza9YsLl26lN9xCS9o1KNHujFfqYkYgMvh4PiWLXzYrh2KomC3WFj/xRdMbdGCzzt2ZM/Chek2787O9s8+I/HqVXciBmBPSmL1+PEel8y4U0T98os7EUvLeuoUtosXvRCREEKIO0GOkjGXy8W+ffuoUKECNpuNGzdu5HdcwgsMJhPjVq+mWHBw8obeGY67HA6iz5/n6MaNfNqmDYvHjePUli0cWbWKOU89xW+jRmWq05qQQPTZszgdDnfZseXL0yViqdRaLVf27r3dj1VgVDqd5wMuV9bHhBBC3PNylIx1796dd955h0GDBjFp0iQGDBiQ33EJL6nUsCFTTp+mRuvWHo+rVCr2LlrE5YMH021zZEtM5N9vv+X6yZNcPXqUPfPn82PPnvyvZEmm1KzJO6VKsX3WLAD8ypTxWLfTbse3RInb/1AFpOQzz6D28UlfqFbj26ABupIlvROUEEKIQi/bMWOnTp3igw8+oEKFCrz88sv0798fgAYyGPmuplKpaNCjBye2bsWWYV9Ju8VC3IULWBMSMl+nVvN9r15cP3IEl8OB025HBWhIfg25ZNQoAsqWpenYsZxesyZdMqfSailVuzbFQ0Ly+enyT9kXXyRuzRoS/v0XxelEpdOh8fen6i+/eDs0IYQQhVi2PWMTJkwgPDychg0b8uyzz/Lrr7/yzz//8PPPP+fpZl999RW9e/emZ8+e/Pbbb5w5c4a+ffsSFhbGm2++iStltfb58+fTs2dPQkNDWbt2bZ7uJbLmdDrZ+PPPvNOpE+927szmefPcbZ+qxYABGP38Ml2ruFxYzGY0nl67ORxcPXQIu9nsnpWpAKmLWdiTklgzaRKV27al/YcfovP1xRAQgNbHh7INGtDnzz9v85MWLLVeT42VK6m5ejXBH33EfXPmUP/0aYzZbPckhBBCZNszptVqadGiBQCzZ8+mUqVKAPj6+ub6Rtu2bWP37t388ssvmM1mvvvuO95//31Gjx5NkyZNeOONN1i9ejX169dnzpw5LFiwAKvVSlhYGC1atEDvYfsdkXuKojA1NJS9f/+NNWWw/OHNm9n+xx+MmTfPfZ6Pvz8BZcsSd/VquutdTifHtm1DrdVCxmUw7HacHgbxKylfKiDm7FkAGo8YQf2BA7mybx++JUpQvFq12/mYXqNSqfBr0gS/Jk28HYoQQog7RLY9Y6mr7QPpkqGMvSg5sWnTJkJCQhgxYgTDhg2jTZs2HDx4kMaNGwPQunVrtmzZwr59+2jQoAF6vR5/f3+Cg4M5fPhwru8nPDuyZUu6RAzAmphIxJ9/cmz79nTnXj12zGMdidHRhP/4I8YiRTAGBKD386NYxYqee8vSUKnVVGzWzP2z3mQiqFmzuyYRE0IIIfIi256x48eP8+KLL6IoSrrvT5w4kesbRUdHc/HiRWbOnMn58+d57rnnUBTFnfCZTCbi4+NJSEjA39/ffZ3JZCLBw/gkkTcH1qzBZjZnKnfYbBxYs4ZqKckxQLGgIC4fOZLpXKOfH/V79aJut26ci4hA5+ND+Xr1+KZLF46sWJFpiQsVoFap0Pn60kH2OBVCCCHSyTYZmzZtmvv7Pn36ePw+pwIDA6lSpQp6vZ4qVapgMBi4fPmy+3hiYiIBAQH4+fmRmKbXJjExMV1ylpbFYiEyMjLXsdztsmuXBJsNrV6P3WJJV67W6UiwWtNd98CQIayYOBFHmnN1Pj488PTTHElN0gIDsQCHDx+m7siRnNy0CafVitNmQ6XRgKLgW6QIZR54gIYjR3L80CGWTphA0uXLlGvVimpPPonOw9i0/CKfGc+kXbImbeOZtEvWpG08k3bJWrbJWOM0vSS3qlGjRsyePZunn36aq1evYjabadasGdu2baNJkyZs2LCBpk2bUrduXaZNm4bVasVms3HixAlCsphhZzQaqVmz5m2L8W4RGRmZZbuUf+EFVn3ySaZyjUZDj1Gj8Cta1F1Ws2ZNShQpwu8TJmCOiUHv48Mj48fT5dVX073CTnMBtY8dY8uXX3J2xw7K1q1LyxEjCKxQAYC9P//MH888g8NqRXG5uLF3L6d+/50RERH4pLlvfsqube5l0i5Zk7bxTNola9I2nt3r7RIREZHlsRxth3Q7tG3blh07dvDEE0+gKApvvPEGFSpU4PXXX2fq1KlUqVKFzp07o9FoCA8PJywsDEVRGDNmDAaDoaDCvOsFlCjB+CVLmPrkk8kLsSoKGr2elxcuTJeIpWr9zDO0HDQIS3w8Rj8/1BpNtvX7ly5N57feylTusNlYMnw49jSvSO1mMwkXL7Ll009p7+EaIYQQ4l5QYMkYwLhx4zKVzZ07N1NZaGgooaGhBRHSPen+du345vJljm3bhkqlolqTJum2QcpIrVbjW6TILd3zyv794GHih8Nq5dDChZKMCSGEuGcVaDImCg+tTkfNli0L7H4+RYum2xIpLd/ixQssjrxwJiWBSoUm4+r6QgghxG2Qo+2QhLhVxapUoXTt2plec+pMJpqPHu2doG4i8dgx/m3ZkpVFirAyIIDtnTtjuXDB22EJIYS4y0gyJtwsCQn8NnEiYypVYmyVKiz63/88LoORV/3++IMSNWqgN5kwFCmC1mCg8bPPcmbVKj4NCmJG9eps/+wzXE7nzSvLZ474eLY0b070li0oDgeKw8H11avZ0qIFrjQ9fC6rFZeHTc+FEEKInJLXlAJIXln/3datuRgZ6V724s/Jk9n/99+8vmmTe/Zk9IULLH3rLQ789Re+RYvSYexYmg8c6Hl2ZQYB5cszcv9+Lu3ZQ8Lly5SsWZM5rVuTcPkyrpTV/Ne++ioXtm2jx08/pbs24dIlTixeDC4XVR5/HP+UGZr55eK8ebjMZki7ZprTif3GDa4tX06R+vU5MngwsevWAVDkoYeoPmsWxooV8zUuIYQQdx9JxgQAe5Yv5/KxY+nWH7ObzZzdt4/Ideuo1bYt8deuMalBAxKjo3E5HMRcuMC8kSO5sH8/oVOn5ug+KpWKcikbze/4/HPMUVHuRAyS9688snAhN44fp1jVqljj4lg3diyHfvwRtUaDWq1m/Ysv0nrKFOoPH357GyGNxKNHcaZZ7y6Vy2ol8fBhTj73HLYrVyClFy9m3Tp2N2tGk5MnURuN+RaXECIbrnNg/xPQga4bqEt5OyIhckReUwoATm7fjtXDTgd2i4WTO3YAsHb6dMxxcele09kSE1n/5ZeZ9rD0xOV04rDZ3D+fWbcOe1JSpvPUOh2Xdu7k3IYNzCxXjv2zZuF0OLBbrVjNZhwWCxtefJGYPOwEkVNFGjVC42ExWrVejxIXhyMuzp2IAeB04oiP5/off+RbTEKIbFimQlwImF8C82iIqwjWX7wdlRA5IsmYAKBExYoYTKZM5XqjkeLBwQAcWbsWh4fxUTqDgQv79mVZtzU+nt8GDuRNk4k3fXz44sEHubh7N8WqVUPjaQN4RcFUtix/dOuG3UPvFIDidHJswYIcPl3ulenZE0Pp0qjS7LepNhjwq1EDZ2wsLg+JqysxEXMW+3kKIfKR8xBYJgIWwAwkJX9vHgSua96NTYgckGRMANCkd2+0GRIjlUqFzseHRt27A1CyalVU6swfGYfdTtFsxnDN7tqVffPm4UxZef/Czp1889BDVOvWDXWGzcVVWi0BQUGoHA6ULDakdwGKoqBksVTG7aDW62m+bRsVBg5EV7Qo+pIlCX7uOWp/+ikXv/kGxcM1GpMJU716+RaTECILtnmA3cMBDdgXF3Q0QuSaJGMCAB9/f17bsIGg++9HazCgNRio2LAhr2/ahD5lDFSHMWPQZhgPpdHrCW7QgDI1anis9/L+/ZzfsQNnhh41h9XKocWL6fvXXwRWrozWaEyuq1Ur+q9Zg3KTGZUanY77UpLE/KIvXpz7v/6ajjdu0OHqVWp98gmn337bPXsyY0Kmr1CB4o8+mq8xCSE8sZP8a1pGCp6TNCEKFxnAL9yC6tThvX37iLl8GZVaTZFS6Qe/Vqhbl2fnz2fO0KEkxcSgOJ3U7NCBp+fMybLO68eOofawur/TZuPyvn10fv99Rpw4QfzFi+h8fPApVgwAQ5EiWfaMafV6Gr30EsVr1bqFp82buJTxcy4g3fxRtZr7ly5Flc1OBkKIfKLrBdbPSH49mZYLdF29EZEQuSL/cohMAsuUyfLY/V26MPncOaLPncMYEIDpJht8l6lTB6c982+mWqORCk2bAsmvQwPKl093XOfjwyOzZ7O8Xz9cTicumw21TkdglSp0+eUXSqfMyCxo+tKlcURHA8m/c6f2jqkNBgxBQV6JSYh7nvYBMAwD60ySx42pAR0Y3wN1/i6DI8TtIMmYyDW1Wk3xlPW0Dv71F6s++IDYCxcIad+ezq+9RtE0SUmJkBCqduzI8X/+wZGygKxKrUbn40OTZ5/N9j4hPXpQ5sgRIn/6CUt0NJUfeYSghx7K0Zpm+aXihAkcGTYMV5pZoGofH8o98wxqT5MRhBAFw2cK6MLAvgDQg74PaDwPnxCisJFkrJBTFIV9W7ZwOjKSijVqUK9FC68mI2ltmDGDxS+/jC0lMYk6fZrdv/3GK3v2pEvIwubPZ/Xbb7Pj66+xJyVxX4cOdJk6Fb9SWa8BZImOZv8PP3B1zx5KN2xIk2HDMAYG5vcj3VSZ/v2xXbrE6XfeAUBxOCgTHk7VKVO8HJkQAm2j5C8h7jCSjBViiXFxjGjfnjOHD6O4XKhUKoJr1OCL1avxK1LEq7HZLRaWjB/vTsQAXA4HlthYZoeFUapaNcrWqcODAwdiKlaMzu+9R+f33stR3dEnTjCnSRMcSUk4zGaO/P47/777LuHbthFYpUp+PVKOqFQqKo4bR4VRo7CeP4++dGm0/v5ejUkIIcSdTZKxQmza2LGc2LcPe5qFUk/u38+0MWOY+N13BRJD7OXLLP/gA/avWAEOB0nXr2OJi6NE5co4PMx4VDudnNm8mTObNqHz9eWfd9/lha1bKRUSkuN7/jN8ONboaPcAfkdSEk6LhX+ef54nly+/bc92KzRGI75Vq3o7DCGEEHcBWdqiEFv588/pEjEAu83Gyl8KZlXpuKtXebNePdZ88QVXDx/m+vHjmGNiUFwurp04gdlsTjeZXJP6Tcp+jvakJCwxMfx2k7FhaSmKwpnVqzPNpFRcLs7888+tPZAQQghRCEnPWCFx5tgx/vzhB+JiYmjz+OM07dgRh4dZiJC8yKqiKPk+dmzFxx+TFBOD025HS4alHFI4+S+jV3k4R1EUTm7YgMvpRK3RcDMqlQq1TofTU6+bDJDPESU+Hsfff4PTibZTJ1Q3mfEqhBDCuyQZKwSWzZ3L/4YOxWm343A4+HP2bBq3bUvjjh3Z9vffuNL0EqnVahp37Fggg/gP/vNPur0kPVFI3ktSZzTiio/3eI5aq4VcxFsrLIxDP/2UbqFYjcFArX79clzHvcqxdCnm3r0hNfG12zF89RX6p57ybmBCCCGyJK8pvSwxPp53hg5N3gA7ZXsfc0IC29esoXnXrgQUL47R1xcAo68v/sWK8fIXX9zSPWOuXuXi0aMee5/SKpph7a8sz6tWjTGbNtHsuefQGgzpjmn0euo+8QQxZ84w5/HHecto5J3AQJaNHp1u8H9a7T75hJJ166IzmdxfperXp+0tzFh0ORxc/PtvbixbRtKFC3mu53Zwmc3ELV5MzPz5OG7cuG31KlFRmENDISkJ4uOTvywWrMOG4Tp16rbdRwghxO0lPWNetmPtWjQ6HaSswZXKnJjI1tWr+e3oUb56/XUi1qyhdHAwz733HuXzOKMwPiqKqWFhHFq/HrVWi85goG7btlw/eZIipUvTZexY6nbs6D7/4Zde4vDatdiSknCRnLl76t+6dOgQX3TqROiMGVzau5eLe/cmjxtTqylx3308+s47zGzcGPONGyguFw6rlR1ffcXlvXsZvHZtpvoMAQGEb9vGxa1biYqMpEStWpRt0iTPvYExBw6wqn17HGYzLpeLM6+/Ts0xY2iQw9mdt1PCunWc6dYt+QdFQbHbKfvppxQfOvSW67YvWgQe9g7F4cD+yy8YJky45XsIIYS4/SQZ8zJ9hp6ktAxGIx8MG8bmpUuxJCVx7tgxhrZowStffcUj4eG5vtd7XbtyIiIi+dWj1Yo1MZEtCxagJTnROrxhA70nTeLR0aMBqNGmDX2nTePXF1/E6XSiZNGTBRB/5Qqzw8N5eccObPHxXDpwgFIhIVRu2ZJNH3+MPTEx3aB8h8XC+e3bubRnD2Xr189Un0qlonyzZpRv1izXz5mW4nKx5tFHsVy9mq788GefUapVK8o/8sgt1Z8bzoQEznTtiishIV35pdGjMbVsifFWt3dKSgJPvZ0OB0pi4q3VLYQQIt/Ia0ove7BtW9QeejOMvr5Uq12bzUuXYk5MRFEUHHY7VrOZyc8+S0JsbK7uc+HIEU7t2eNxDFjqP9/WpCTmTZiAJU2y8NCQIXx67Rqvbd5McMOGHutOjd5ptbLhiy+o2KQJTQcPpkqrVqhUKi5ERGDP0PMHySvxXzlwIFfPkVtRO3diS9m+KC1nYiLHZs7M13tnFL9smcexc4rdTvSPP95y/dpHHvE8Ns/HB11X2Z9PCCEKK0nGvEyn1/PZn3/i6++Pr78/Rl9fDEYj/UaP5vSBA5g99GhodDp2rF6dq/vcuHgRbQ5mI2p0Ok7v2ZM+RoOB4Pr1GbV8OaVCQtKNC1Px35IWLqeTqJMnM9VZpm5dtEZjpnJFUShRvXpuHiPXHElJqDy9ugPscXH5eu+MXBl6B90cjiwnP+SGulo19GPGgK/vf0mZyYSub1/UTZrccv1CCCHyh7ymLAQatGzJ6kuX2LB0KQlxcTTt2JHylSrx7qBBqFQqFEVJd76K5CQuNyrVrYvdYvF4LG1fitNuJyCLbYoCSpfm7chIds2fzw/h4SgOR7rlLHQ+PlTv0CHTdQ8OGcKmjz7CYbW61yDT6PWUrlOH8g88kKvnyK0STZp4TIA0vr5U7N07X++dkX+nTh5fI6r9/Ajo0eO23MMwaRLaLl2wz54NDgfavn3RtGtXaLbQEkIIkZn0jBUSPiYTnXv3pteQIZSvVAmALgMHYvDxyXSuoig80L59rur3L16cri++iMFkynQstWdLo9USVKcO5bJZLV+tVvNAnz60HjYMo8nkTsQ0ej2mEiVo/swz6c63JiRgM5t5ZsMGKrVqhUqtTp5h2bcvA1euzDJJiD5+nL+ffZY5TZqw8rnniD5xIlfPm0rr40OTr75C4+ODSpv8u4fWZCKwTh3ue/rpPNWZV7oKFSj1+uuofH3dA+1VJhN+Dz+Mn4ckNq80zZtjnDkT47ffom3fXhIxIYQo5KRnrBBr0Lo1vUeP5pepU1GrVKg0GlAUPli0CKOHJO1m+r37LpXuv5/FU6YQHxVFqYoVObV9O1qtFqfdTnDdury0eHGO6nrys8+o+MADrPv0U8yxsdTr0YOOr7yCzmhk1y+/cGH3bs5v28b5bdtQaTRoDQa6fPwxg9asQaVWZ5sgXNq5k3lt2+KwWFAcDi7v2sXBuXPpu349ZbIYt5adymFhFK1fn+Nff82V48epFRZGxSefRK3T5bquW1VqwgT82rcn+vvvcSUlUSQ0FP9HH5WESQgh7mEqJeM7sDtEREQEvr6+1KxZ09uh5LsLJ0+ybeVKfPz8aP3445gCArI9PzIyMsftYjObObNvH/4lSlDmvvtuKc74q1eZ1qQJSdevY09IION6+zpfX/r//js1bjKDcU7Tplzati1Tefnmzem3efMtxZibtrmXSLtkTdrGM2mXrEnbeHavt0tERASNGjXyeEx6xu4A5atUoeewYflSt97Hh2q3aXD34jFjiD1/HpfD4fGDZU9KYs2772abjCmKwqUdOzweu+ghQRNCCCHudJKM3cMsiYls+/13rp46RZVGjWjw6KM52j8yKwcWL8aVsotAVmLOns32uEqlQu/nh83DTEe9v3+eYxNCCCEKK0nG7lGXjh3jjebNsZnNWBMTMfr5UbJyZd7etAnfm7wGzUpWS0ikPR7ctOlN66n/7LPs+vxzHGnWJtP6+NBg+PA8xSWEEEIUZjKb8h71RXg4CVFRWFPWMbMkJHDp6FF+f/vtPNdZ78kn0aQsueEieRPxVCqVCp2vLx3/97+b1tPq3Xep2q0bGoMBQ5EiaHQ6AsqU4cqWLWyfPBlLTEyeYxRCCCEKG0nG7kGJMTGc2rUr0/plDquVzT//nOd6H//4Y0pUrYrB3x+VTofaaESt12MqVYpaPXrw/LZtlM7B4E2NXs/jv/zC0BMneHDsWHQaDQlnznB+3Tq2vv02c+6/n6Rr1/IcpxBCCFGYyGvKe1B2yyjcyhILvkWL8vK+fRxZudK9N2XNLl3QaPP2MTOVLs3eTz/FmWaxWqfFQtLVq+z86CNaf/hhnmO9FyhXr+L4/XeU+Hg0Dz+Mpl49b4ckhBDCgwLvGYuKiuKhhx7ixIkTnDlzhr59+xIWFsabb76JK2Wl9Pnz59OzZ09CQ0NZu3ZtQYd41/MtUoT7Hnww0xgvncFAq/79b6lutUZDzUceod3LL1OsYkUWDRvGt507s/HTT7Fm2CD7ZqKPHsXpYS9Nl83GiT/+uKU473aOZctIqlwZ20svYZ84EUuzZliHDcvUGyqEEML7CjQZs9vtvPHGGxhT9il8//33GT16ND///DOKorB69WquXbvGnDlzmDdvHrNmzWLq1KnYPPyDLG7NiDlzCChZEqOfHyqVCrVGg8Fkot5N1gDLqb2//sqMFi3Y+f33HFu5kr8nTGBa/fqYczHey1CkCC673eMxY7FiWV5njYlh34cfsvLhh/l35Ehijx7Nbfh3NCUpCWvv3pCUBGYzOBxgNuOYOxfnP/94OzwhhBAZFGgy9sEHH9CnTx9Kpex9ePDgQRo3bgxA69at2bJlC/v27aNBgwbo9Xr8/f0JDg7m8OHDBRnmPaF0lSpMOXwY/xIlUGu1uJxOEm7c4MPHHuPvL764pbodNhsLn30We1KSe19Ie1IScRcusOmzz3Jcj1/58pR+8EH3NkaptCYTDceM8XhN0uXLLKpViz1vvcWFv//myMyZLG7QgAv3UBLiXLMGPC1RkpiI48cfCz4gIYQQ2SqwMWMLFy6kWLFitGrViq+//hpIXuAzdYySyWQiPj6ehIQE/NOsJ2UymUjI4vWWxWIhMjIy/4MvxK6dOcOBDRvQ6fXU69gR/2LFctwuEfPnE3PlCs40vU+2pCTmvPgipRs3xuDnl6eYog4dwulhvTGHxULEzz9T4cknc1xX9ffeI37oUJLOnEGl0eCy2Qjq0wfn/fd7fMaT//sf5mvXknuDAMXhwOlwsO6pp2iwejVWq/Wu/8z4nD1LcZfL429acbGxnPLw/PJ3KWvSNp5Ju2RN2sYzaZesFVgytmDBAlQqFf/++y+RkZGMHz+eGzduuI8nJiYSEBCAn58fiSnLLaSW+2ex2KfRaLynt1b4/o03mP/xx6AoqNRqFn34Ia/OnUuJmjVz1C6L/v0Xe5q1vFJp9Xoub9lC1SZNqPzAA5kG4LucTg6uWMGVw4cpW7s2NTt2RK3RcOPMGW6cPk1QhQqQ0iOWUdGyZdPFZk9K4mJEBD5Fi1Kydm2PEwjqR0Zybd8+Ei9exGm3s+eTT9jcvj3F69Sh2TvvUDbN2mX7Nm1yJ2JpOWNjCfbz45xKddd/ZpTgYJLGjct8wGSi2PPPU8rD89/r25RkR9rGM2mXrEnbeHavt0tERESWxwosGfvpp5/c34eHh/PWW2/x0UcfsW3bNpo0acKGDRto2rQpdevWZdq0aVitVmw2GydOnCAkJKSgwrxjHN6+nd+mTMGWIZl6v39/3l23Lkd1+BcvDioVpBnUrQJISGDhhAmoNRo0ej0j5s+nVrt2AMRfu8aUli2JvXQJh8WC1mAgsEIFSgYHc2LDBrQGAw6rFR8/P7Ba0yVlepOJFqNGuX/eNWsWf7/wAmqNBpfTSZHgYMKWLyewUqVMsZasW5fEixdZ0bu3ezHYpMuXubRlC48vXUpQ27YA6LJYsFZxOtH5+UGaRP9upTKZMPz0E9a+fZP/bG02MBrR9u6NpnNnb4cnhBAiA6+uMzZ+/HimT59O7969sdvtdO7cmZIlSxIeHk5YWBgDBgxgzJgxGAwGb4ZZKK2aOxdbmiUfUqk1Gg5u2JCjOjoMG4bBxyddmR5AUbAlJWGJjycxKoppjz9O3NWrAMx//nmiTp3CGh+P027HmpBA1NGjHF29GofFgiU2Nvm/iYkYS5RA7+eHISAArdFIixdeoHb37gBc2L6dFaNGYU9MxBoXhz0xkagjR5jbqVOWM/42jB6dblV+AEdSEhvHjnX/XGvUKLS+vunOUel0lGnTBkM2g/7vNtpu3fA5eRL95Mno3n4b44YNGGbNuqWlS4QQQuQPr6wzNmfOHPf3c+fOzXQ8NDSU0NDQggzpjuN0OtP1aKXlcjpzVEfNVq0Ifecd5r32Glq9HsVmS+7NylCv4nTy788/0+mFF9jzxx/pxpgl39BFxkjsZjOqkiUZunQpCVeuENS4MX4pEzcAtk+fnimxUlwuEi5d4uLOnZR/8MFMx6KPHPH4HFEHDri/rz5kCFG7dnHixx9RGwwoTicBISE85OFzdrdTlymD+oUXvB2GEEKIm5AV+O9QbXv3xpChBwjA6XBQq3XrHNfTZexYvrx4ked/+ol2gwej0ekynWO3WIhP6RlTshgL5knM+fOUa9CAmo89li4RA0i4fNljMqlSqzFHRXksz2o5C5+SJdOd1+Krr+h1/Dit58zh0Y0beTwiAmOac4QQQojCRJKxO9T9rVrReeBADL6+qNRqtDodeh8fXvjyS/wCA3NVl1/RojR67DFaDxrkcbV8g58ftdq3R6VSUevhh5PHmeWASqXi4JIlHo+FdO2a6XUigNNmo3zKcicZNXz55UzXaH19eeCVVzKda6pQgeDHH6d4gwbyak4IIUShJsnYHUqlUjHq88/5ZP16+r32GgPefpvvDh7k4YED81xnpYYNadCtGwaTyV1mMJmo1qIFNVMG8Ld94YVMPVpOyPSaMvmAk1ObN3u8V4PBgykSFIQ2zZg1rdFI1U6dOP/vv7g8zIh8YNw46o8ejdbXF63JhM7Pj0bjxlFv5MhcP6snSefOcWPHDhy53ClACCGEuBWyN+UdrvoDD1D9gQduW33Pzp3Ltnnz2PDttzidTloNHEjz8HB379IOD2OvFMABaPgvu1cDeh8filas6PE+epOJZ3bsIGLmTA79/juxJ09iS0jg5D//cHrtWnyKFeOpjRspEhTkvkalVtNi0iSavP46SZcv41u2LNrbMLnDFhPDtiefJGrTJtR6PYrdTs233ybk5ZdvuW4hhBDiZiQZE+mo1WqahYXRLCzM4/HL2eyG4ALSjjhTa7U06tfP47m2pCSijh2jTlgYTquVze+9l25DcFtCAgueeIJB27ZlulZrNBLgYfmLvNrRrx9RGzbgstlwpcQQ+fbb+IWEUK5bt9t2HyGEEMITScZErtTs2JHTHhIkAFPRopCUhEqtpkiFCoT/8gum4sUznffvtGmsnjgRtUaD02ZDBSgWC+lGdikKF7dv5+jixYTkY0JkuXqVa6tX48qw/6kzMZGjH30kyZgQQoh8J8mYyJHoCxdIuH6dtmPH8s9HH+GwWtMdV2u1jN64Eb9ixXDa7QQGBXkcOH902TJWv/Ya9qSkdOUqPH8Y/3r2Wap17YpKnT/DG21RUah1OlwZngfAeulSvtxTCCGESEuSMZGthKgoZj75JCf+/RdtyrIXXf73P7Z89RXXT51CpVJh9PdnwJw5lKtd+6b1bfroo0yJGCSPO1OAjOmbPSGBG8ePUzyfdmHwq1o100bkACqtllKdOuXLPYUQQoi0JBkT2fqiRw9Obd2K027HkTKe6s+33+aFFSsoExKCJS6OEvfdhzqHPVfxFy/m+N5qUrYx8rAExu2i1umoO20ae4YPx5mSJKr0enT+/lR/7bV8u68QQgiRSpa2yGeKorBt/XreHjmS919+mcP79nk7pBy7duoUZ3buzLTivi0piZUff0xA6dKUqlYtx4kYwH0dOqD20BOlNRrRpfS8qUj+YKrVakrUrk1AhQq38hg3VXHAAFr89RdlHnuMgPvv577hw2m/fz+++XxfIYQQAqRnLF8pisKrzzzD0l9/xZIysH3uF18w5p13eObFF70d3k3FXb6MVq/HnmHbIoAb584BEHvxIlt/+IGYc+eo1rYt9Xr08LiKf6rWr73GwfnzscbFuZM8na8vD3/yCRc3buTIggWoNJrk15/FitHj99/z5+EyKNG6NSVysXOBEEIIcbtIMpaPdmzcyNJff8WcmAgkv3KzmM1MnTiRx/r0oUz58l6OMHvl778fR4ZZhgBavZ7anTpxfMMGvnz0UVwOBw6rlR1z57Ly/fcZs2lTuoVj0wooX57n9u1j0wcfcHLVKgKCgmg5bhxV2rWDoUOJmjiRi9u24VeuHBXbtkWt0eT3YwohhBBeJclYPvp74UIsHgarqzUa1v/1F72fecYLUeWc0c+Pbv/7H0vefBNbynNodDp8ixal/ejRfNyoEbaURBPAmpDAlchI1n36KZ0nTMiy3oBy5Xj00089HitevTrFq1e/vQ8ihBBCFGKSjOUjg9GIWq3G6XSmK1erVOhvw8rx+c1utXJm925sNhuo1aAolKlZkxeWL8cSHY05NtZ9buosSKfVyqr33qN4+fKYSpSgWocOt2WVfCGEEOJuJclYPurWvz8/fvYZzgxjrpwuF+27dvVSVOkpikLEkiWs/PxzEmNiaPLkk3QaPpyLhw7xYdu27h6xVJePH2fV9Om0GTIExeUCkhOx1GRMDSiJicwfPBi9yYTL4aBk1arofHxo9NRTPPjMM2j1+gJ9RiGEEKIwk2QsH1WvU4eXJ0/mw/Hj0Wg0qNRqXE4n0+fPJyAw0NvhAfDrhAn8PX061pTXjecPHmTjjz9ivnQpUyIGyTMp13z+Ob3ee4/ilStz5dAh9zEVyftTqkgeH2eNiwPg4r59qIDL+/ezb/58hqxZc9MZmIrLReyZMxgCAvDxsIq/EEIIcbeQZCyfDRw1ii6hoaz/6y90ej3tunbFPyDA22EBEH3pEn998gn2NKvP281mLh05gsHD8hPucywW7BYLQxYt4r1atVBSXsPebIELe1IS5yMiOLpiBTUefTTL804sW8aKZ57BGheH4nQS3LYtj82de1uTMsXl4vLff3Nt7VqMZcoQ3K8fxtKlb1v9QgghRE7JOmMFoGSZMjzx9NN069cvz4lYzPXrvD94MJ0CA3m4WDE+Hj6cxJSep7w6tmWLx3KX04ktw9piaRULCkLv40OpkBBaDB2absZj5g2Q0rMlJHB89eosj1/bv5/FoaEkXr6MIykJp9XKmdWr+b1Ll5vUnHNOq5X1bduyLTSUox99xIHXXuOv++7j2vr1t+0eQgghRE5JMnYHsNtsDG3alBVz5pAYG0t8dDRLZ81ieOvWuFLGbeWFf8mS2D0sXQFAFvVq9XrCpk937zvZccIEjEWKoNZocJG8pVF2tEYjfmXKZHl857RpODPsE+my27m2fz/X07wSvRWnvvmG6J07cSQkJNdvseBMTGRr797ucXBCCCFEQZFk7A6w4Y8/uHHlCo40vVV2m40LJ06wY9WqPNdbvWVLUDynTwqg9/H5b4NulQpTsWKM/ftv6j/2mPu8wAoVeHn3bh4cMIDAihUxBgaiNRoz1ZfaY6ZSq2kUHp5lTDEnTrhfe6al0emIP38+x8+WnTOzZ7u3PkrLmZhI7B20Q4IQQoi7g4wZuwMc27MHc0ovTlp2q5Xje/fSJI8bWl86ciTLY2Vr1WLE7Nls+PZbkmJieOCJJ2jYvbvHRViLBQcTNmsWAC6Xi0NLlrD3t99wWCyc2bQJe1ISKpUKjcFAv19/xb9MGRwWC+v/9z/2fPcdTpuN6o8/TvvJkwlu146L27bhTNkHM5XDaqVU/fp5es6MPG0MDskzS7M6JoQQQuQX+ZfnDhAUEoLRZMKSZoFVAL3RSFC1anmu96/PPgO1Ot0SFUrKfx9+4QUqNWpEpUaNclWnWq2mTvfu1OneHUhOcC7t24fLbqdcgwbuZO7nLl04v2WLe/Px/T/9xMlVqxi0eTO7v/gCi8OBy+EAQGcyUW/oUEylSuX5WdOqMmQIsfv24czQnoYSJQioXfu23EMIIYTIKXlNeQdoHxqKj8mUbjkItUaDf9GiNL+Fge2Xjx3D5XK5x3ml/lfn60ux27RJtkqloly9elR44AF3InYxIoIL27a5EzEAl8OBJSaG43//zcA9e6j7zDP4BwVRsm5dOn7xBW2nTLkt8QBUfOopyjz6KBpfX9QGA1o/P3SBgTT/4w/3WDghhBCioEjP2B3A6OvL11u38v7gwezdsAFUKh7s2JFXvv0WbTabct9MrTZtOLJ5M3aLJd3Ae5fLRcWUV4Lm+HhObNmCwc+P+5o1u+n6YDlxZc8ej2PV7ImJXNi6lUZDh9Lpyy9v+T5ZUWk0NJs/n+hdu7i+YQOG0qUp160bWl/ffLunEEIIkRVJxu4Q5SpXZvqaNdisVlQqFbrbsIp9x+ee4+/p04m3292D5lVAYKlSaHU6Nsyaxc8jR6LW6UBRMAYEMPavv6hw//23dN/AKlX+mxiQhtbHhxI1a95S3blRtGFDijZsWGD3E0IIITyR15SFnN1m48/vvuOFhx/mtd692b9ly21JxAD8ixdn3LJlaFSqdFsaxVy6xNvNm/PzqFHYzGYscXFY4uOJuXCBjzt2xJkylis3ok6c4OiKFcScPUulhx4iICgIdYbB8hqdjvpPP33rDyaEEELcQaRnrBBz2O0Mb9OGY/v2uQfvb166lKdefZVBEyfelntELF6cqZfKabdz4/Rp1B7W3LIlJXF43Tpqd+iQo/rtZjM/P/EEJ9auRavX47BaqdW9O/3/+Yflzz3H8RUrQFEoXb8+j3/3Hb4lSqS7/nJEBBtffZUru3YREBRE87feomq3bnl/YCGEEKKQkWSsEFv9228cT5OIAViSkvhh0iS6DRlC8duwfc+lI0dweFj4VQVZLoBqjonJcf3LxozhxJo1OCwWHCkbph9avJgS1avTZ8kSHBYLLocDvZ9fpmsvR0Qwr3VrHClrglmiolgaFka7Tz+lVr9+ydf5++c4FiGEEKIwkteUhdj6P/7AnGH5BQCtTseeDRtuyz2qt2yJ3sPAdZdKhc7HJ1O5024npHXrHNXtcrnY9eOP6WZNAjjMZrZ+8QWQvCK/p0QMYNOECe5EzH1tUhIbhg/n6yJF+LZ4ceY1aMC1PXtyFE9BMh85QuyaNdijorwdihBCiEJOkrFCLLBECY+LrAL4BQbelnu0HjgQU2AgmjTjt/Q+Ptz/6KME1a2LwWT6r9zXl8cmTiQgh+t9KU5npq2NUtk8LGKb0eWIiExlekCx23GlfF3fs4eFrVuTdOUKNw4cYP/UqRz+9lus0dE5ivF2c9y4wcEWLTjQsCHHevZkd4UKnB0/HiWLnQ6EEEIIeU1ZiHUfOpRlP/yANeX1XiqDjw+N2ra9LffwDQhgUkQE8ydOZNeSJeh9fWk/bBhdXnwRxeVi608/sWP+fHyKFKHNsGHUzMV9NTodZevX5+Lu3ZmOFata9abXBwQFYUnTs6RK85WWPT6eJa1aYT5/HsXpRK3TsXX0aDouXkz59u1zHO/tcDwsjMSdO1HSvPq98sUX+NatS4l+/Qo0FiGEEHcGScYKsZD69Xnx88+ZMnIkWq0WRVHw9ffnk7/+Qnsbt+0JLFOGod9+6/FYq0GDaDVoUJ7rfnzGDGY2b55pXbEbx45xcc8eymWzxVGzN99kWb9+7leVWS3Hqgbijx1zH3elJEKrevWi/5UraAyGPMeflcTISC7OmIH17FmKdu5MmQEDcJnNxK1bly4RA3AlJnJpyhRJxoQQQnhUYMmY3W5nwoQJXLhwAZvNxnPPPUfVqlV55ZVXUKlUVKtWjTfffBO1Ws38+fOZN28eWq2W5557jra3qRfoTvT4oEF0CA1l3+bN+Pj5cf9tWni1oDjtdnS+vtgzjH1z2u1s/eILen7zTZbXVuvenXbTprHhlVfcCZna4UDJsLSGhiwSNUXh0vr1VMjj3p1Zuf7nn0T26YPLagWnk+hVqzj/ySfUnj8flUaDpxeSjhs3bmsMQggh7h4FlowtWbKEwMBAPvroI6Kjo+nRowc1atRg9OjRNGnShDfeeIPVq1dTv3595syZw4IFC7BarYSFhdGiRQv0t2ltrTuRr58fTTt39nYYeWKOivI47k1xuUi4fNnjNS6nkz0zZ7J7xgzsCQnU6N+fBs8+S5H77mN59+6cXbEix/fPakZoXikOB0eefhpXmokFrqQkrOfOcW3RItQmU7pjAGi1BD7yyG2NQwghxN2jwLpYHn74YV544QX3zxqNhoMHD9K4cWMAWrduzZYtW9i3bx8NGjRAr9fj7+9PcHAwhw8fLqgwxW0W3KIFTg9LZ+hMJmpmsV7YX4MGsX7cOKIOHSLu7Fn2zJzJb48+istup8sff+CTYS0yF3jsjVJcLso+9NBteIr/JB46lOk1JIBitXJ9wQIqfv45Kh8fSOm9VBkMaIsVo/zrr9/WOIQQQtw9CqxnzJQyKy8hIYFRo0YxevRoPvjgA/fGzCaTifj4eBISEvBPs3aUyWQiIYuZdxaLhcjIyPwP/g4QdeECcdevU65qVRSNJs/tYomP5/qJEwSUKYPdbObM1q0YAwKo2rZtuiUwnDYb1w4fRu/nR7EqVbKts9Yzz3Bw1iycKRMRNEYjpgoV8HngASIjI1EUhfgTJ3CYzehMJiJ//TX5FWAKl81G4tWrrPrgAyqHhVH11Vc5PHEirjQTGxS1OnnxWqcTlU6HSq2m6uTJHDt9Ov3zpfnMmA8dIvq333DGx1OkUyf827dHlcXsVfdzX7niMbkEMB89ytE+fVD5+6MuUwZiY1GVKIF26FCOx8Sgio3Ntm5vkr9LWVMuRnLq0j4spWqA5t7toc9IPjNZk7bxTNolawU6gP/SpUuMGDGCsLAwunbtykcffeQ+lpiYSEBAAH5+fiSmGV+UmJiYLjlLy2g0UrMA9zIsjOKjo3m7Z08it25FazDgtNt5ePhwnk/TtjmhKAoL3niD5R9/jNZgwJqQAIqCTq9Hq9Ox8n//4+WVK6natCkRv/3Gz0OGoCgKLoeD4pUr89yff1KicmWPddecPp2jjz3G1s8/xxwdTZ3QUB585hn0vr7cOH6cX7t2Je7cueREyOFA42FMnNNsxnLgADVr1qRmzZoU1WrZ8cYbuOx2FEWhxqBBVAsN5cI//6APDOS+vn0xlSuXqZ7IyEhq1qzJ8c8/5/D48TgtFnC5SFy/nuJLl9Lyr78ybdOU/mFqElG7Ngl790LKfp6p1Klj2eLiUOLiUAGuGzewvfkmfnv3UuXHH92/fOSVKyqKpFmzcEREoK1XD98hQ1CXLHlLdcJ/7SLSuHYKPuuK68oJ1Fp98sDEAd9A41BvR1YoyGcma9I2nt3r7RLhYbmmVCqlgBZAun79OuHh4bzxxhs0a9YMgGHDhvH000+7x4w1bdqUBx98kEGDBvH7779js9l48sknWbx4MYYMM+IiIiLw9fW9p/9gAcZ36sS+9evTraKv9/HhtXnzaP7449lem/pHr1Kp2Pjjj/wwfDi2NOOdUlOi1PRBo1LR/a23WPXBB9jTnKdSqykWHMzbJ07kanKBy+nk88qViTt/3j3bUkXybwieUha1TkeHzz6j/rBhQPIkgKRLlzCWKIHOw8K1nkRGRnJf6dIsLV8eV4bFaDUmEw9+/z0Vnnwy2zosZ8+yt3177Jcvg1qNMz4elaK4JxKoPcSvNpmosXIl/s2b5yhOTxwnThDVpAlKUhKYzWA0ojIaKf7vv2hr1MhzvSD/k8zE5YJXqkLUGVDSjDvU+8LErVDhfu/FVkjIZyZr0jae3evtEhERQaNGjTweK7AxYzNnziQuLo4ZM2YQHh5OeHg4o0ePZvr06fTu3Ru73U7nzp0pWbIk4eHhhIWFMWDAAMaMGZMpERPJoi5dYv+GDZm2M7KZzfz28cdZX3fhAh88/jh99Hr66PV82KMHf77/fraJGIBLUVj69tvYM6x7prhcJFy/zsktW3IV/9kNG7DExKRb9iK73wwUu511L77I2XXrgOR1zPyDg3OciKW6tm4dag8TQpyJiZz77bebXm8MDqbx0aPcv2IF1b/7Dp1a7U4gs+r3ciUlEf3nn7mKM6O4UaNQoqOTEzEAiwUlNpbY5567pXqFByf+hfhr6RMxAIcV1szwTkxCiLtWgb2mnDhxIhM9bG49d+7cTGWhoaGEhsqrgJuJi4pCq9dj97DKfXQWMxXtViuvNW1K9KVLuFJes0UsXYohzaxDTz07kJIoZTE7UaVWE3/lSq7iT7x6NVOZLotzUxMdR1ISO6dMIbhNm1zdKy1Nml0F0tYPYLlwAcXpvOnYMZVKRZEWLQA4X60a5ptMMlFptWhucR9N26pVmdtfUbBv2IDicmXa8F3cgriroPLQni4nRJ8v+HiEEHc1+b/3HaxCSIjHMUgarZYHH37Y4zXbFy0iMTbWnYgBuBwOFLUacjCeKauZiw6rlSq5fAVXoXnzdIPhU9Ofm0WReOlSru6TUal27dzjwlQZvmJ37WJ7WFiu6qv44YeoU3rnsurZU2m1lMhlvZnqyKqHWK/P0Z+dyIX7mib3gmWk94W6jxZ8PEKIu5okY3cwnV7P8E8/xZDmNZ1Or8cnIIA+r77q8ZqLR45giY/PVG5zudAZDOn2qPTESXLCkTbp0JtMtB09miJly+Yq/iJBQTwwfDi6lJ6q7F7zpdIYDFS+xTW71DodLVesQGMyZbqny2Lh8p9/EnvgQI7rK9a1KyHz5uFTq1byUhbly6MyGlEHBKAOCEDl40Plb77BUKnSTetS7Has+/ZhP3cu0zHjgAGQMSEzGPAJC7vliQEig8Cy0GkMGNL0oup8oHgwNB/gvbiEEHcl2Q7pDtd54EDK3Xcfv338MVfPnqVhx47U69qV4lkkRhVq18bo758pIdObTPSfOpXz+/axbd48km7cQMkwWzCVneQPjkatplLjxnQaP556WawZdjMdpkwhqGVLdnz+Odd37cKezfIPGoMBY/HiNBo9Ok/3SqvYgw8S3KcPZ2bNynxQpeLSH39w8aefsEVFUfqxxyjdpUu6V5fm06e59N13WC9epHjnzpTo3p1iXbu6jzuTkoj95x9wOAjo0AFtkSI3jSnul1+4Nnx4crvb7RgaNaLsggVoS5cGIOCDD3AcOIB9+/bkV5KKgrZePfynTbvl9hAe9HoP7mtK4uL3Mans8GAotB0OhtyNURRCiJspsNmUt5vMpsxadjNW7DYbo2vUIOrcOZwpSzFodDpKVarEJ4cOodFqcTocfDd4MJtnz053bWovUmpK4hsYyJSrV9HqMo/0Srh6lcUjR3Jw8WJUQO0ePXj800/xK1Uqy7jPb9rE/M6d3VsfAai1WvQBARQJCqJKly40GjMG3wyLvuZG2rY5PGkSh995J92aZgBqoxGNy4VaUVDsdjR+fgQ2aUKTFStQa7VE/fUX+594AsXhQLHZ0Pj54VuzJg03bEBjNOYpLsvOnZx/6KHkmZKptFoMdesSnGE6tH33bhyHDqGtUQNdFjNzcuten+WUHWkbz6RdsiZt49m93i6FYjalKBx0ej3vbd1K89690fv4YPD1pUWfPry7ZYv7FaVGq6VMtWroDQZ3ApZ2UL9C8qu+0E8+8ZiIOWw2vmjalAMLF+K0WnFYrez//Xe+aNYMp92eZWwVWrak88yZGAID0fn5oTEaqdihA0NPnGDAnj20mjTplhKxjCo+/TSqjK9lVarkJS9sNpSUWJ0JCcRs3crFX37B5XBwsH9/XElJ7pX4nQkJJB48yMWvv85zLNGffIKSYZYqDge2w4exHjyYrljXoAE+/frdtkRMCCGEd8lryntQkVKlGOVhFmtapyMicFitWc6qVGs0XM5iJeVDS5aQcP06rjQberscDmLPn2f7rFk0S1knzJPa4eHU6NOH6GPH8CleHFPKK7r84FOuHC2WL2d7WBj2mBgUlwufMmVwXruGK8OuD87ERC78/DMBNWq4k7S0XElJXJ47l6BRo/IUi+PcuXRLfLjpdDgvXYLatfNUrxBCiMJPkrG7XOy1a6yZPZvLJ09Sq2VLmvfqhc7DGlsul4urJ09i8PWlaLlyVGzYkAMrVmDPsDAqpCwxYbGwevp0HnvjDQwZloq4GhmJzcMWVk6bjSWjRmHw9eVyRASn164lsHJlWo4bR3DKMhGQ/Nq0RK1at/7wOVCidWseOXeOhKNHURsMWM6dY0eXLnhawEPj64vaaMxy83FNLtc7S8vUuTPWHTtQMra31YqhYcM81yuEEKLwk2TsLnZ0xw4mtm+P0+HAZjazZvZsfn3nHT7euhXfgAD3eQdWr+bLp54iKSYGl9NJ0P3306Jv3+QB6ypVph6b1N4ytVbLjXPnKJth9fdSNWpg8PPD6mHWpstuZ/HAgai1Wlx2O1f27+fkqlU8/u231O3bl6Tr19kxZQon//oLv3LleHDsWCp16HDb2ybd86hU+FevDoBvUBBqoxEyxK4xmQgeOhRTnTroS5fGcvJkuuNqk4nyt7D4apHhw4mZORPn1auQ8vpTZTJR9KWX0BQrlud6hRBCFH6SjN2lFEVhSr9+mNMkFZaEBC6fPMn8995j4OTJAFw9dYopjz+ONWXguAo4t3Mnv0ZEYPDxyZSMpR1k6LJYWPfpp/gWLcrJdes4v2sXPkWL8tCoUfgULeoxGdOkxOZK86rPnpTE8pEjqdK2LT82bIjlxg2cVivX9u7l3Pr1tPnwQxqOGOHxOV1OJ2eXLuXC2rWYypcnJDwc3zJl8txuKo2GxsuWsbVTp+RZjS4XitNJpeHDKdmpEyqVirpLlrC7bVtcFktyL5nTSZmwMErdwkLFmqJFqbh7Nzc++ojEJUvQlChB0bFj8evRI891CiGEuDNIMnaXirpwgese1qqyW61s/PVXdzK2aubMdIPq3ftCKoo7QdMZDOjU6nTbIOlUKtTAxpkz013ruHyZv999l0Z9+3JsyRISr11Ld//U/RszclgsbHz7bXci5i5PSmL9+PHc//TTmbY9cpjN/Nm2LdEHD2JPSEBjNBLx9ts8snw55Vq3BpKTtcQzZ9AHBmLIYQ9T4IMP0vHSJa4uX449JoYS7drhm2aNML/atWlx/jw3/v4b29WrBLZqhW9ISI7qzo6mRAlKfvABJT/44JbrEkIIceeQ2ZR3KY1Oh8vlyrRAK4A2zZixa6dO4UhJxrL6MCiKQuN+/ShXuzaoVOh1OlQqFS67Pd1My9RVyexJSez86Sce+fDDHO8b6XI4uLBxIw6rNVPMKo2Ga/v2Zbrm4IwZRO3bhz1lfJrTYsGRmMjqPn1QXC5OL1jA/LJlWVK3LvPLlWP1Y4/hiIvLUTwao5GyPXsSPGhQukQslVqvp0TXrpQbPPi2JGJCCCHuXZKM3aWiLlwAtdqd2KRuY2Tw9aXzkCHu8+q0b59pAH5GTrsd/9KlefvAAb52OtEbDCgulzsJS/uVOrRdq9dTuk4dGvTvj9bHB52PDwZ/f9QmE9oMa3FpDAYqtW5N9IkTuFLqcPHfav8uux1fD+uTHZszB2fG5SAAW3w8p+bPZ9NTT2G9dg1HYiIuq5WL//zDsTzOdhRCCCHyiyRjd6GkmBhebdsWW4aZeQpQq3VrHn/hBXdZy/BwAkqWRK3VupOfjHQ+PtRPWV1epVKh1mjcrxrT/jftOmQOm41ilSrR66uvGL17N4998glPfv89E69fp/XEiWh9fDAEBKA1GqnUpg1Jp0/j8LDhuUqjoXSDBgRWqZLpmNrDrFAAXC5O/PhjpkTNZbORsHcv8RkG3wshhBDeJGPG7kIRf/7pfvWYlsHXl4eHDk23UOvfn39O1KVLkLJRuF2lwqhWJw9eVxQMJhMPhoZSpXFj9zUP9uvH5hkzsry/WqOhTteu+KUs0FqyenVKpsxWBHjotddoOmoU1yIj8S9XDltsLD82aeJxnS2N0YhP0aL81Lw5Vbp0ocGIERgDAwGoOWQI0YcO4UhM/O8ClQrf8uWxXr/usT61TkfShQv4e0juhBBCCG+QnrG70I3z57F5eH3ncjrTDeo/tH49v7/9Ng6rFYfNhqIoKC4X2qJFaTlwIC2eeoqRCxcyeNasdBtRd588Od0+jZnu43IR+fffXD16NMtzDP7+VGjcmCIVKmCLj8+yPntSEieXLePSv/+y9d13mV2/PpboaACqDxpE8KOPovX1RWM0ovP3x1i8OJ0XLaJMu3Yee85cdjtF778/y7iEEEKIgibJ2F2oUsOGGP38MpVrtFpCmjRx/7xq5kyPSZvdbKbVM88w5McfqZOynENaRn9/jAEBHl9pAqAo2BIS+POVV3IUb+kGDbI8pkrTu+W0WEi8fJld06cDyT1wHefPp9vmzTT96CPafPcd/c+fp1jt2tQeMwZdQEC67Y60JhNlBg5En9KzJlLExaG5fs3zDgBCCCHynSRjd6E67dpRpnJldAaDu0zv40PNFi2onuZ1Y0J0tMd/gFVqNeabzDpUqdWZxoulGzfmcnF0zZocxas1GHj0m2/Q+vq6e8i0RiMqtTrTB9RptXJiyZJ0ZSXq16fO889T5Ykn0KQ8s0+ZMnTdvZuqTz+Nb1AQxRo0oNnXX1NBBvD/JyoKunaB0iWp2qkjVLsP1q/3dlRCCHHPkTFjdyGNTsdHmzfz2+TJrP/5ZzQ6HZ2feYZuo0en6+Vq+uSTHNm0CWvaMVckz54Mad4823vUeewxdv70k3v/SU9rh/nkogeqZmgoJWrXZvfMmcRfuEDZBx5g27vvepwt6ZvD/SpNFSrQPMPm3ZFZ7Kd5z1EUeLgz7N8Hdnty0nvqFDz2KOzZB/fd5+0IhRDiniE9Y3cpX39/BkyaxHenTvHN0aM8MW5cpj0pW/XvT4VatdxLW6jUavS+vjz1ySfptkvypOukSZiKFUOdpocsowf7989VzCVr16bT9On0WriQ5hMmUKJmzUxjybS+vjQaPTpX9d5pFLud+B9+4FLnzlzu0YOkFStQbvcrxN274chhyDjRw26HLz6/vfcSQgiRLekZu4fpDAbe3rSJLfPmsW3hQgJKlKDDsGHc98ADN702sHx5Jh4+zHu1ahF/+XKm4xqdjvtvYSufhIsXKXLffVzduxdUKtR6PSqVipbvvEOljh3zXG9hpzidXOrYEevOnSgpPZbmf/4hYPhwin/4Ye7rUxSc33yD8+OPUaKiULdpg/b991GfOQOeJk3Y7XDkyK0+hhBCiFyQZOwep9Xraf3UU7R+6qlcX+tbtCgthg5l1QcfZFojTG8yUb5u3TzFZImJYU6jRiRdv568xAbJr0GrPPIID4wdm6c67xRJS5ZgjYhwJ2IASmIicdOnU+T559EGB+eqPscrr+D84gtIqc/1xx/YVq3CsHw5qpQNydPx8YGH2tzKIwghhMgleU0pbslDY8ZQpEIF97ZHKo0Gna8vfb75Bk2a9cxyY/+sWVhjY1FSxqNB8sD9UytWEH3s2G2Ju7BKXLoUJWV7p3Q0Gsw5nBCRSomJwfnZZ+5EDACXC8xmHD/9BKG9Ie12VVotBARAmh0ahBBC5D/pGRO3xDcwkHG7d7P1+++J/OsvigYH02rEiDz3igGc37gRh4eB+2qtlqt79lC0WrVbCblQ05QokZwUpUlEAVCrUedwo/NUyuHDYDBAhp0YsNtxbdkCERHQsCF8Ph1HdAzabt3g7f9B0aK3+BRCCCFyQ3rG7mJ2m42DmzZxeOtWnE7nzS/I4Nrp0xxavZqYS5eyPc/o70+bUaN47q+/6PPVV7eUiAEUr1HD44KtistFgIdNu+8m/oMHo/LQo6jSavHt3DlXdamCg8HDFlOoVKhCQpLHjI0cBUeOcWz9BvjmWyhXLq+hCyGEyCNJxu5SO1esoF/p0rzVpQsTO3ViQIUKHNm+PUfXWpOSmNa1KxNq1mR6r168XKUKswYPxnWThM6WlORxf8ncqj98OBoPyZg9MZHNEyYQf/78Ld+jsNKHhFDi++9RmUyoAgJQ+fujKVOGsqtWoUqzblxOqMqVQ/3ww5BhY3Z8fNCOH38boxZCCHErJBm7C8VeucJ7vXqRGBNDUlwc5vh4oi9fZmKnTlgyrCnmyc+jR3Nw1SrsFgvm2FjsFgvb5s1jeRaz+S7u38+Uxo0ZHxDAOH9/vu3Zk4Tr1/Mcf0BwME+uXEnRkJB05Wrg/Nq1/NqiBU4Pe29mJ/bIEQ5/+inXf/8da1RUnmMrCP69e1Px2jXKLFxI2RUrCD5/HkPDhnmqS/fTT6h7905+XWkwQFAQuvnzUTdqdJujFkIIkVeSjN2FIv7802MvluJysXXx4myvdTocbJkzB3uGcUa2pCRWfZ55/amEa9f4tGVLzu7YgcvpxGm3c2jpUqY/9BDrP/mE77t1488XX+T6iRO5eoZyzZrR+OWXMfj6ogY0JM+oVJxOLNHRnFq2LMd17Ro3juUNGrBr/HjOvf8+C4OCuLB8ea7iKWhqHx982rfH2Lx5tvuA3ozK1xf9Dz9giI7GcO4chjNn0HTpchsjFUIIcatkAP9dKOHGDeweXhc67XbibtIr5LTbs+x1MsfGZir7d9YsnBmWSHDa7VyJjGT5q6/islrR6HT8O3Mmg/78k6rt2uX4OaKPHsWRlJRpUVmn1UrsyZM5quPKhg0cmTEj00r+G0NDeeLKFbQpC97e7VQ+PsnLVgghhCh0pGfsLlS9eXOPG4WjUlHvJsmQ3seHMtWre7y2+kMPZSq+fOhQpl40SF5sNDUhdNrt2JOS+HXgwFytJF+6USN0njY81+spWa9ejuo4OXs2zqSkzAc0Gi7980+OYxFCCCHyiyRjd6FqzZtTs3lz9zZHAEaTiYf69qVi7do3vX7gV1+h9/VFnfJ6TKPX4+PvT58pUzKdW6lJE/Rp16pKI2OPVuL168ScPZvj56jaowemMmVQp5ldqDEYKFq9OkE57GFT7HaPm6ED7n01hRBCCG+SZOwupFareWvpUp6bPp3727ShYadOjPnhB1749tscXR/SsiVv79pFq0GDuK9ZMzqMGMG7Bw5QrkaNTOc++NRTGIsUQa1N88ZbpUJF5g+Xy+VCn4vXghq9nj5bt1L76acxFCuGsUQJ6g4bxpPr1qXb8Dw7lfr18/gqUrHbKXsXb6skhBDiziFjxrJhs9nQ6XS4XC5cLhcqlQqtNusms9vtaDQaHA6H+1y73Y7dbsfHxwe1Wo3T6cTlcuFwONBoNOj1elwuF06nE7VajcPhQKvVEhsbS1xcHP7+/kByIqMoCiqVKt15iqJgMBjQ6XQkJiSg1em4cuoU5cqV48EePXige3csCQnY7XZOHDlC3KVLBNWqhWK3Y1cUrGYzJl9fbly+jFalonhwMDazmRuxsbQYMQK1omA3m7l89iyxiYnYEhJwuFw4EhPx8fVFX6QILd94gxPLl3Pkzz8BKFWvHtf37EHhv94xNWCqWpWr586hi44Gp5P4a9coVqUKWkUhPj4eV2IiRcqVwxofj0arRevrizUujiojRhAyfHjyn4Fez7FVqzBWqED5GjWIvnYNZ1wcusBAXFYrmM2oixVDpygogLF6dQI7dODK4sWkDoNXq1TcP2UKlrg4XIri3nJJbTTitNtx3LiB0+HAv1w5VAYD9thYXCoVKkVBpdFgi4tD7+eHola7J0potFrUKhWOlDFyisGA7dIlNIGB6H18UBwOXE4nOj8/XHY7Vrsdtc2GPiAAnE4cdjsqlwutjw92lwsSEtD4+qKoVMmvdu12tCZT8ufAbket06HW6TCfPw9Fi6JXqXDpdGCxoPXzA4cDl8OBotWiVatxKgoqux2tnx+K05lcp6KgVquT1xtTFDCbkxecVamSF53V6ZJX7He5khtOpQKbLflnjea/nwMDk69P3TnA1zf5nNS6nM7k+pzO5OtS4kSvTz6e2nOZGofDkXxMUf67V/JfguQvtTr5utSE3OlMLnM6k69RlORrNJr/NkJPPVerTS5TXKDVJV8Hydc4Hcn1Ky4wZBhf57CBWvvf+QAuJ6jUyeerNck/qzNMtnC5Up5PST5XrU4uSxs/JNehALhApfnvmKL8V7+nn7PiSpnA4+k8T3G643AC6vSxZUdxJsebn5TUz18u+g7StvktS2mTTH39+VmfAriAfG7be0rqG5Lb9ed4exXKZMzlcvHWW29x5MgR9Ho97777LhUrViyw+382ZQpvvfYaNuv/2zvz6KiqPI9/Xm0hC+mwhEDYE0FAycGALC2CSxROK+IwDaIYm8F2QLDZhI4sGWASwLAcFWgxNNL2oLSiIs7YLuBxSdMCoxkDhA4gEVAhJJJIhwpJJVX15o/Kq7x6eRUTDFSQ3+ecnNS773fv/d3fu/Xut+59iwuF2rv4av/Hd+7M9nfeIWnAAL/9ts2bSZ85kyrdReI26g65Nktks1hQtYFNSyNwBkm7c1D7bDyVKIDdJN1Sm67vZlZdHn1eDOkOQz6tzTbDtoX6Pml2WroCnMvL88dMs/EClYcPszk5OaAuLY/2X7trUjGUqW+Tfr+xjTaDvb5c7Rh6VZUD06fzj+nT67U7WCyM7bbqfNHsrDobxWSf2fHQ5zPaB2ujYpL3InX9yWhXo9t2G9qiAkpUJH0uGh55oi9MK9DMUe3PoUvT/tstEBkBlbrXO2lOG7f1wfPXb/MJpC49wK5A0QndAbHAgJFQfhZOFdQPnOavsR6LrnyALn0hPAy+zQtsvwKMXQg9kuj94hSoqb3usGMfSN0A/7MQTn5ea6yCTQFFhdZxMHoJ9PsVvPHvcHxXYJnhUeC56BN2N06A4U/C7tnwzae6zqNAz1HQKQkOZoPrnxDTC7oMg5P/Da7zvu2R66DH6EC/j2+Dvb+D6rLaL2cEDFgC/efDt2/Bl09CxUlwtIMbFkCfub76it+FQ7Og4jjY20Dik9B7QXAxc2YL1xU/BUXfg6MTJCyH+H8zt71U3N/CualQtcsXvIgx0G4jWOOC5/Geg6rp4N4JeMF6B4Rng6XnJTjwPrAAOAHEALNq/y5V4H0NrAYO4fty3QXMBvQz9zXAn4F3gWqgBzAd6HeJdQo+8evCNwqBL/ZhtDRRpqhNuaL6CrFr1y4++ugjnn76afLy8sjOzmbjxo0BNrm5uURERNC3b99mrfuVP/+ZqZMnA4HjkB67w8Hhkyfp2KkTu995h8ljxgTsN45hZqJCszMb0IMJEQ0rgaJKrbXVCwm9KNAwjpdaPk3EGesyijv9mKvHQl3XNpahb4OZiNTbaG3XRKBRWKFLtxE8psF80GJmJrqCpauGfHocJu3Rjmkwe2OalUDRa7QPFgN9vfrjZDwOZsfULG4WxTAZYuyc+nSjGm+l+6xPN1O2ZmVqQQh24MJ02/p6guUxfgH16Du75k+wIGv2RlFn9uxdfce1h0OYHWrKA/3V0OqzOgAP2Dz1O40FsCr4f9KYnRBs4XD/Lug83Ld94k34eBKoLsMvEgckTICiHT4hqGGNhBsXQtwtsO9Xhn0RkDAL+q2o39ail+DoDPDq7C0RcP1G6PSISXAuAW8lnE4ETwm+wRTABrZu0PkoKCbzCKoXKm4AbyF1P0EsoLSHqEJQTG5qCkoO8ACgvws7Ap8wWvyjuQsKCgxjUxkwEd/PJm3ItQN9gBd0dquBz/AJMY0w4FmgWxP8b5nUj8vlxosv5kaswJW/uzw3N5eBQZ7x2CKvGcvNzeXWW28FYMCAAeTn51+xuhfNnw80rJlrqqt5Yd06AJbMmlVvv3EcCCaqPA3YNTSJbXyCmHbKNk7CGsdWY5o+n1ldxsvbG5owDzb2qQYbM7TfK6rur6HxsaFJfrN3BOjLh+Dt0MdQw0zUGss1oznsG+qDaiM+N6bP+fMZG24mmrQC9AQLkNmce0NlNtR5vNTv1MEOotdgF6xM7X9DHU3zTY82xWpWrpburgRXECGmL9NTXbu0auKzRe8k5h3eXQn7l9Ztf7GovhAD8FZD4TZwGwYlTwX8IwuO/EegEAPf9tfPgaf+ndJ8nR4oxMC3/XV6fdtL5eLr4L1A4AFwg+d7qAzyjEDPbvCepk6IAXhBrYCavzTRgRUECjHwDerP45tlaSpv1/ql7zw1wFfAsdrtMuDvBAoxze6NS6hTCOwLejw0fEa+8rTIZUqn00mU7pEG2nVYxuu1qqqqKCgoaNa6y3TP4WroHP3pxx9TUFBA0enTAelNmfg0ntObmtdorz+nm836NHVStrH+NaToL2WV/qdM1TYmb0OxaMoxaaqfZleANFR+Y69S0fvhpXHHo8H0pjY6mJL8qasAxg5t/CVxKeU39aCZdYiGOk9j/DKWGezXUCOoKTnE8dpz4PXlJ4Mee1X1mv9AcFfhPZ9vOhB4vSqFh/fgtnfWF0Qf13fm2tn1LUea6Xwca9tDe7uzXrrqraTkdA5l7l719rWJzKFDtCvgsj4fFZSey6Hkn8MbXX+vXkcxuzzY6/VSWLgPt7tDg/mNY1Pnzv9HdLRRZPm0+Nmzeykv9xAefoKuXa1YrUYB4aWysoCTJ5t3rAsFl2PMbohu3WKJjGxVL93j8eJyVRAR0dpkn4eioiIuXLhwJVz00yLFWFRUFBW61/Z4vV7TC+dbtWrV7FOeHeLiOFv7YuyGzpEpd99N37596dqjB4VHj/rTm3KuNxNTjT0nN7R0ZSaAGpoBa2wdwdrWmBmfnxKXptBY8RIsFo1tc2Pr0mM2UDZUvjYh9GP11JtQaaRt0PSmNFqbXjUL3E8QGQF16Vbr/Gma6mxq+T/VvjGd58c6u9nS6iXGyt7xprpz4D96w/lD5lUqVszmjS22CCxtkuHch/X3Waz0uuFWsBrWZc/3gKqT9eto1bP5zsfO26H0L6AGCjLFEk5c5zuIizCpx30nXFxH/ZmlSNq1v4N28U3xrT++pcpALBYbvXoNw/yCjTrqL8cNBg5jnFWzWqFz5+F07pwIdAI2mZRmJTy8/xVe3rs8XPllShdms2NWq4WIII9kslqtdOnS5bJ4k5ubG3Rfi1ymTE5OJifH90XIy8ujt+EdhZeTVc8+CzR8Pg1r1Yqpv/sdAMtNXhHkNeQ3bmsYVzz0dp4GfDDmM57HjSsxULfkaJbPYpKu1aOnodeEmy3xEcQvI8aL3hV+vP0NxbSh8sE8Fvr69Wj1mNXV1Bmopto3RuRqx8+YHqzMYKts9W6eczdQgJmTRluzR7gFO6jGDuh3SvfZ2KmDBcf4i8RYnnG507hyZMRq2O2mNliGgOmTbOEQ0daX0FAMrWG+Ozo1jCcD/ZE16/C2CBj6n3XbN68ExWGy1u6A6x/z+RXgRwT0XwJ9M3yfjft6pdUXYgCJT/uuEQuoI8KX3lxEjgNLOwLnCxxg6wLho8zzWG8Dy3UECiUrKDFgf6CJDiyi/jVFEcBcfkyImTOG+heNO4AbgcTa7RjgDupflGgH/vUS6hQCr67WY7xjKPS0LG9queuuu3A4HEycOJGVK1eyYMGCK1b3uAkT2PDHPxIZFRUwCGv/e/Xpw2cHDtA+NhaAW1NSeGH7dqJjYvxlaGOO9uetTbPqZveU2nRFN6eu2WqfjeVoPujHG70Q09t5dGkaNSb5jHXqV1qMExIW6o+B2t1+Rl+1PEaMwkZ/N6W2rY+b2aVMULfib6zTiFa+zWBTTf3Ymv1pxymYH/q6rQZ74z4ILMcYf3261lP0cdXv1/4bry3X6jYTkdp+Y3uU2HbBZ4D0hsZrvrTP1bo8eiwOiGkfWKZZRzETY1bF9/omhx2694frkgL328Pgln+BvkPAWvsIDf0vC6/eQeqCahRjiUOhz0jqYVFg0hp48l08rWLqMvUcDPP2Qp8U3x2RisVXlt0GihXaJcDEzTDvMPQfD4pN94VQoHU7sIVBWDQMegyeOAzXjwXVout0Vrj+QRixEiLjwWKH9gNhwKy67Q4D4f73oOPgOp+73QMpb0Kk7kLvsHYwdAMMex5G7IRf9Pflj+gGg9bB9bOg7VAY+i78IhkUO7TqDP2yoPei+nEBiHsA+r6Ey9rNZx/eC/r9F8SNN7e/FJQwiN8PkeNBCQclEiInQce/E/RRGooFIj8B+2QgCggH2ziI/F9QzGdBgjMEeA1IwjegxwMZwJxLbFAM8EdAm1WLBO4HVhnsZgDjgWh8HfaGWpvOCJeCBZ+o1vcZO3V3HbUcWuTdlI3hct1N+XPgyk8FXz1IbMyRuARHYmOOxCU4EhtzrvW4XHV3UwqCIAiCIFwriBgTBEEQBEEIISLGBEEQBEEQQoiIMUEQBEEQhBAiYkwQBEEQBCGEiBgTBEEQBEEIISLGBEEQBEEQQoiIMUEQBEEQhBAiYkwQBEEQBCGEiBgTBEEQBEEIIVf165AEQRAEQRCuFoK9DumqFWOCIAiCIAg/B2SZUhAEQRAEIYSIGBMEQRAEQQghtlA7cCl4vV6WLl3K0aNHcTgcZGZm0r1791C71ewcOHCANWvWsHXrVk6dOsVTTz2Foij06tWLJUuWYLFY2L59O6+++io2m43HH3+c22+/naqqKubPn09paSmRkZFkZWXRtm1b8vLyWL58OVarleHDh/PEE08AsGHDBj755BNsNhsLFy4kKSkpxC03p6amhoULF3L69Gmqq6t5/PHHue666675uAB4PB4WL17MiRMnsFqtrFy5ElVVJTa1lJaWMm7cOLZs2YLNZpO41HL//ffTunVrALp06cK0adMkNkB2djYfffQRNTU1PPjggwwePFjiAuzYsYO33noLAJfLRUFBAdu2bWPFihXXfGx+MupVyAcffKCmpaWpqqqqX375pTpt2rQQe9T8bNq0Sb333nvV8ePHq6qqqlOnTlX37dunqqqqpqenq7t27VJLSkrUe++9V3W5XGp5ebn/85YtW9R169apqqqq77zzjpqRkaGqqqred9996qlTp1Sv16v+9re/VfPz89X8/Hw1NTVV9Xq96unTp9Vx48aFpsGN4I033lAzMzNVVVXVsrIydeTIkRKXWnbv3q0+9dRTqqqq6r59+9Rp06ZJbGqprq5Wp0+frt59993q8ePHJS61VFVVqWPHjg1Ik9j4vj9Tp05VPR6P6nQ61XXr1klcTFi6dKn66quvSmyaiatymTI3N5dbb70VgAEDBpCfnx9ij5qfbt26sX79ev/24cOHGTx4MAAjRozgs88+4+DBg9x00004HA5at25Nt27dOHLkSEB8RowYwd69e3E6nVRXV9OtWzcURWH48OHs3buX3Nxchg8fjqIoxMfH4/F4KCsrC0mbf4zRo0cza9Ys/7bVapW41JKSkkJGRgYAZ86coX379hKbWrKyspg4cSIdOnQA5LukceTIESorK5kyZQqPPPIIeXl5Ehtgz5499O7dmxkzZjBt2jRuu+02iYuBQ4cOcfz4cR544AGJTTNxVYoxp9NJVFSUf9tqteJ2u0PoUfMzatQobLa6VWRVVVEUBYDIyEguXLiA0+n0LzFo6U6nMyBdb6uP2Y+lt0QiIyOJiorC6XQyc+ZMZs+eLXHRYbPZSEtLIyMjg1GjRkls8C2rtG3b1j8AgHyXNFq1asWjjz7Kiy++yLJly5g3b57EBvjhhx/Iz8/nueeek7gEITs7mxkzZgDyfWoursprxqKioqioqPBve73eAOHyc8RiqdPNFRUVREdH14tDRUUFrVu3DkhvyDY6Ohq73W5aRkulqKiIGTNm8NBDDzFmzBhWr17t33ctx0UjKyuLefPmMWHCBFwulz/9Wo3Nm2++iaIo7N27l4KCAtLS0gJ+XV+rcQHo2bMn3bt3R1EUevbsSUxMDIcPH/bvv1ZjExMTQ0JCAg6Hg4SEBMLCwjh79qx//7UaF43y8nK+/vprhg4dCsjY1FxclTNjycnJ5OTkAJCXl0fv3r1D7NHlp1+/fuzfvx+AnJwcBg0aRFJSErm5ubhcLi5cuEBhYSG9e/cmOTmZTz/91G87cOBAoqKisNvtfPPNN6iqyp49exg0aBDJycns2bMHr9fLmTNn8Hq9tG3bNpRNDcq5c+eYMmUK8+fP59e//jUgcdHYuXMn2dnZAISHh6MoCjfeeOM1H5tXXnmFl19+ma1bt9K3b1+ysrIYMWLENR8XgDfeeIOnn34agOLiYpxOJ7fccss1H5uBAwfyt7/9DVVVKS4uprKykmHDhl3zcdH4/PPP+eUvf+nflnNw83BVPvRVu5vy2LFjqKrKihUrSExMDLVbzc53333H3Llz2b59OydOnCA9PZ2amhoSEhLIzMzEarWyfft2XnvtNVRVZerUqYwaNYrKykrS0tL4/vvvsdvtrF27ltjYWPLy8lixYgUej4fhw4czZ84cANavX09OTg5er5cFCxYwaNCgELfcnMzMTN577z0SEhL8aYsWLSIzM/OajgvAxYsXWbBgAefOncPtdvPYY4+RmJh4zfcZPampqSxduhSLxSJxAaqrq1mwYAFnzpxBURTmzZtHmzZtJDbAqlWr2L9/P6qqMmfOHLp06SJxqWXz5s3YbDYmT54MIGNTM3FVijFBEARBEISfC1flMqUgCIIgCMLPBRFjgiAIgiAIIUTEmCAIgiAIQggRMSYIgiAIghBCRIwJgiAIgiCEEBFjgiCEhP379zNs2DBSU1NJTU1lwoQJbN269SeVOWfOHKqrq5uc75ZbbmmU3Y4dO1izZk2TyxcEQWiIn/dj6wVBaNEMHTqUZ555BvA992r06NGMHTuW6OjoSypPK0sQBOFqQsSYIAgtAqfTicViwWq1kpqaSps2bSgvL2fTpk0sXbqUU6dO4fV6mT17NkOGDOHjjz9mw4YNgO8p4MuWLSMlJYX33nuP77//nkWLFuF2u1EUhcWLF9OnTx9/XR6Ph/T0dI4fP07Xrl39s2lFRUWkp6fjcrkICwsjIyODTp06mfq7du1a8vPzqaioIDExkZUrVwbsP3DgAMuXL0dVVeLi4lizZg0HDx70+1xVVUVWVhbx8fHMmjULp9NJVVUV8+fPZ8iQIbz88svs2rULt9tN69atWb9+PQ6H43KEXhCEECNiTBCEkLFv3z5SU1NRFAW73U56ejqRkZEAjBkzhrvuuott27bRpk0bVqxYwQ8//MDDDz/M22+/TUZGBq+//jrt2rVjw4YNAe8PXLVqFampqaSkpFBQUMDChQvZsWOHf39OTg4ul4vt27dz5swZPvjgA8D3bs/U1FRGjhzJ3r17WbNmDWvXrq3nt9PpJDo6mj/96U94vV7uueceiouLiYuL89ukp6fzzDPPkJiYyCuvvEJhYSFfffUVq1evJi4ujhdeeIH333+flJQUzp07x0svvURpaSknT57E6/Vy/vx5XnrpJSwWC48++iiHDh1i4MCBl+tQCIIQQkSMCYIQMvTLlEZ69uwJwLFjx8jNzeXgwYMAuN1uSktLiY6Opl27dgA88cQTAXkLCwu5+eabAejbt2+AUAP46quvSEpKAiA+Pt4/+3Xs2DGys7PZvHkzqqpit9tNfQsLC6OsrIy5c+cSERHBxYsXqampCbApLS31v6Zt0qRJgG/mbfny5URERFBcXExycjK9evVi0qRJzJ07F7fbTWpqKhaLBbvd7i//7NmzuN3uRkRUEISrERFjgiC0SBRFASAhIYGOHTsybdo0qqqq2LhxI7GxsZSXl3P+/HliYmLIzMzkvvvu8+dNTEzkiy++4M4776SgoID27dsHlJ2QkMBf//pXfvOb31BcXExxcbE/fcqUKSQnJ1NYWMjnn39u6ltOTg5FRUU8++yzlJWVsXv3boxvluvQoQMnT56kR48ebNq0iZ49e5Kens6HH35IVFQUaWlpqKrK0aNHqaioYNOmTZSUlDBx4kQ6derEhx9+yOuvv05lZSXjxo2rV74gCD8fRIwJgtCimThxIosXL+bhhx/G6XTy0EMPYbFYWLJkCVOnTsVisdCvXz/69+/vz/P73/+e9PR0tmzZgtvtZvny5QFlpqSkkJuby/jx44mPj6dNmzYApKWlsXTpUlwuF1VVVSxatMjUp6SkJJ5//nkmTJiAw+Gga9eulJSU0LVrV7/NsmXLWLhwIRaLhdjYWCZPnszYsWOZMGEC0dHRtG/fnpKSEnr06MEf/vAHdu7cid1uZ+bMmXTv3p3w8HDGjRuHw+EgNjaWkpKSyxBdQRBaAvKicEEQBEEQhBAizxkTBEEQBEEIISLGBEEQBEEQQoiIMUEQBEEQhBAiYkwQBEEQBCGEiBgTBEEQBEEIISLGBEEQBEEQQoiIMUEQBEEQhBAiYkwQBEEQBCGE/D/yTXMFs7gUFAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAGCCAYAAADaAnZMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADj0UlEQVR4nOzddXxV9RvA8c+5uWaMrlHSSEinNAKCCEojmKQoIfXDFkERVFRURBCRFhAEEenujtE9usa2u9vn98fdLrvbvduIbcTzfr32Yjv3xHPOLtuzbzxfRVVVFSGEEEIIka40mR2AEEIIIcSTQJIuIYQQQogMIEmXEEIIIUQGkKRLCCGEECIDSNIlhBBCCJEBJOkSQgghhMgAknQJkQGsVisTJ06kVatWVKhQgWeeeYY2bdowceJELBbLPZ2za9euNGjQ4AFHmrqhQ4dSokSJDL/uhQsX6Nu3L1WrVqV+/fp8//33OJ3OVI+bMWMGJUqU4L///kv22rx58yhRogRVq1b1eq6XX36Z2rVrP5D406pEiRIMHTrU/XXXrl0pUaKEx0e5cuVo2LAhH374IRcvXkzXeBo0aEDXrl1T3e9u3uPz589Pdk9JP1asWJFetyREptFldgBCPO7sdjuvv/46e/bsoXXr1rRv3x6Hw8GOHTsYN24cq1at4vfff8dgMGR2qGnSvn17atSokaHXtFgsvP7668TFxdGvXz8OHTrEd999R0BAAK+99lqKx1atWhWAvXv30qRJE4/XtmzZgl6vJyoqikOHDlG2bFmPa0ZERNC0adMHf0P34Msvv3R/bjKZOHbsGPPmzWPp0qXMnDmTokWLZlps9/oeb9++PZUqVfJ6zsTfCyEeF5J0CZHOli5dyrZt2/juu+88fum/8sorTJo0iTFjxvDnn3/SqVOnTIwy7SpWrEjFihUz9Jo7duzg5MmTfPPNNzRr1gyA3bt3s2TJklSTrqeeeoqwsDD27duX7LWtW7fSvHlzFi1axObNmz1+0e/fvx+bzeZO2jLbCy+8kGzbyy+/TIcOHXjnnXdYtGgRGk3mdF7c63u8QoUKXu9LiMeVdC8Kkc52794NQK1atZK91rlzZ/R6PXv27MngqB4tcXFxgKuLEUBVVaxWK3q9Pk3HV65cmQMHDuBwONzbTp48yeXLl2nSpAnFixdny5YtHsfs2rULgGrVqj2IW0gXpUqVokePHhw7dozVq1dnWhzyHhcibSTpEiKdBQYGAjB79uxkr/n7+7Nr1y6PriOAf//9ly5dulCpUiXKli1LgwYN+PLLL7FarSle6/jx4/Tp04fKlStTvnx5OnTowPr16z326dq1K927d2fVqlU0b96ccuXK0bp1a5YtW5Zsv9dff52vv/6aihUrUqNGDY4cOeJ1TNfly5cZPnw4tWvXpmLFirRt2zbZmJxLly4xePBgqlevztNPP03r1q1ZtGhRyg8vXvXq1cmaNSsTJkzg8OHDfPTRR5w/f56OHTum6fjKlSu7u+QSbNmyBY1GQ5UqVahWrRo7d+70eL579uwhZ86cFCpUyL1txYoVdOjQgXLlylG5cmV69uzJ4cOHk10vrftNnz6dpk2bUq5cOV566SWOHDmSpvtJrGXLlgDJvs+rV6+mQ4cOlC9fnipVqvD2229z6tSpZMevXbuWLl26ULFiRWrVqkX//v05f/68z+tdvXqVRo0aUbNmTU6ePAnc23tciCeRJF1CpLNWrVqh1+v54osveP755/nmm2/YunWr+xd80nEuc+fO5Z133iE4OJhBgwYxePBg8uXLx6+//srEiRN9XufIkSO0b9+e48eP06NHD/r374/dbuett97in3/+8dj3xIkT9OvXjypVqjBo0CA0Gg39+vXj77//9thv165dLFmyhPfee48XX3yRp556Ktl1b926Rbt27ViyZAmtWrVi8ODB+Pn50bdvX3fidfnyZV5++WU2bdpE165dGTJkCFmzZuW9995j0qRJqT7DoKAgPv74Y2JiYnjxxRf5888/GTRoUJq7phK6CBN3MW7ZsoVSpUqRJUsWqlevTlxcHHv37nW/vmfPHo9WrunTp9OnTx9sNhsDBgyge/fu7Nu3j44dO3qcN637fffdd3zyyScUKFCAIUOGULRoUTp37pym+0msQIEC+Pv7eyR18+fPp1evXvj7+/Pee+/RvXt3du/eTbt27TwSryVLltCjRw+ioqJ4++23eeWVV9i0aRPdu3fn9u3bya51+/ZtXn/9daKjo5kyZQpFihQB7v49nsBkMnHjxo1kH6n9cSHEI0sVQqS71atXqzVq1FCLFy/u/qhQoYI6YMAA9eTJkx77Pvfcc2r79u1Vp9Pp3maz2dS6deuqzz//vHtbly5d1Pr163t83ahRIzU2NtbjuE6dOqk1a9ZULRaLe7/ixYurU6ZMce8XFxenNm7cWK1du7bqcDg89tuyZYtHfEOGDFGLFy/u/vrLL79Uixcvru7YscO9zWw2q40aNVLbtm3rPqZq1arq5cuXPc41YMAAtWzZsuq1a9dSfH63bt1Shw8frpYoUUItXry42qdPnxT3T8rhcKiVK1dWhw8frqqqqjqdTrVatWrq6NGjVVVV1aioKLVkyZLqt99+q6qqqp4+fVotXry4OmfOHFVVVfXGjRtq+fLl1Zdeesn9HFVVVc+dO+fefjf7Xb9+XS1btqzau3dvj+/z+PHj1eLFi6tDhgxxb0v4PqSkTp06atOmTVVVVdXo6Gj1mWeeUfv37++xz5UrV9QqVaqovXv3dj+TWrVqqS1btlTj4uLc+23cuFEtXry4+scff6iqqqr169dXu3TposbFxakdOnRQK1WqpO7fvz9ZDHfzHp83b57Hfkk/5s2bl+L9CvGokpYuITJAvXr1WL16NV9//TUvvPACOXLkwGQysXjxYl544QW2bdvm3nfRokVMnDgRRVHc265fv05ISAgmk8nr+W/evMm2bdt49tlnMZvN7haD27dv07hxY65du8b+/fvd+wcHB3sMavbz86Njx45cuXKFAwcOeGyvUqVKive2Zs0aypQp4zELzWg0MnHiRMaPH4/T6WTFihVUrlwZnU7n0aLRpEkTrFYrGzdu9Hn+Gzdu0LlzZxYuXMh7771H2bJlWb58OQsXLgTgn3/+Yd26dSnGqNFoqFSpkrul6ciRI9y8eZPq1asDEBISQqlSpdzfh4QxSgktXZs3byYuLo5XX33Vo9Umf/78tGrVin379nHlypU075fQCtSuXTuP73NaSjN4Y7fb3efZuHEjMTExNGrUyONZa7VaqlevzoYNG7Db7Rw4cICrV6/Srl07/Pz83OeqWbMmc+fO9WhFtNls9OvXj127djFhwgSvMwvv5j2e4PXXX2fKlCnJPjK6TIcQGUVmLwqRQYxGI82bN6d58+YAHDx4kMmTJ7N48WI+/PBDli5dCoBer2f79u0sXryYkydPcvbsWa5fvw5Avnz5vJ773LlzAEybNo1p06Z53SdxPafw8PBkXT4FCxYEIDIyknLlygEQGhqa6oy4yMhIr/XCChcuDLgSxujoaFasWOGz9lJKtabGjRvHsWPH+Oqrr2jZsiVNmjShTZs2fPTRR5QuXZqRI0eSI0cO6tatm2KcVapUYe3atcTExLBlyxZ0Op1HolitWjVmzJiB1Wpl9+7d5MmTh/DwcAD3GKeE7rTEEko1XLhwIc37RUZGArjPnyA0NJRs2bKleB9JORwObt++7X7eZ8+eBaB///4+j7lx44Y7hoTve2IJ3/8Eu3fvdr8Pdu3a5XNGZ1rf4wmeeuopatasmZbbFOKxIEmXEOnIZDLx888/U6ZMmWQ1osqUKcPYsWO5ffs269at4+bNm2TNmpWxY8cyceJESpcu7Z5SX7FiRT799FOfyUnCrLzOnTvTqFEjr/skHo/lbdZfQnFQrVbr3pb4c18cDodHa42v2Jo2bUqHDh287lOgQAGfx69cuZJChQq5B4wXKFCAUaNG0adPH7p06cKtW7fo0qVLqnFWqVIFp9PJoUOH2LJlC08//TRBQUHu16tXr87kyZOJiIhg9+7daS4Voaoq4P2Z+tov4Xl5K4ybloKviR0/fhybzUbJkiU9jv/000/Jnz+/12OyZMni3i8tZSb0ej3jx49n8uTJ/PjjjzRv3tydMN7Le1yIJ5V0LwqRjoxGI7/++qvP1idwJUOKouDn50dkZCQTJ07khRdeYMGCBXz44Yd07NiRkiVLcu3aNZ/nSGgB02q11KxZ0+MjZ86cWK1W/P393fufP3/enQQkOH36NOC95SMlefPmdbeuJLZgwQJGjBhBaGgo/v7+2O32ZLEVKlQIk8nkEVtSqqomS/4aNWrEa6+9xq1bt9Dr9WmqcVa6dGkCAgLcSVXSUhAJ3Z+7d+/m+PHjHq8nPN+E2XqJJWzLnTt3mvdLSDITnnmCmJgYbt68meq9JPbvv/8C0LBhQ49Yw8LCkj1vrVaLoigYDAby5MkDwJkzZ5Kdc9iwYcydO9f9dcWKFWnQoAEffPABdrudjz/+2P3a3b7HhXiSSdIlRDrSarU0b96cbdu2uccgJXbr1i2WLVtGzZo18ff3JyoqCiDZLMG1a9dy+vRp7Ha71+vkzJmTsmXLsmDBAi5fvuzebrPZGD58OP369fM49tq1ax5dPXFxccycOZNChQrd9RI/devWZf/+/R5jwWw2G7/++isHDhzAYDBQt25d1q5dm6xswujRo+nTp0+KiUa1atU4ceKEx5ggu93OlStX3NfyVqogKZ1OxzPPPMPSpUu5deuWezxXgsDAQMqWLcuiRYtwOBweLV01a9bEaDQyZcoUj5l1ly5d4u+//6ZcuXJky5btrvYLCAhg6tSpHt+X6dOnp3ofiR0/fpzffvuNMmXKuFcJSIhh0qRJ2Gw2976XL1+md+/efPXVVyiKQtmyZQkLC2P+/Pkese7atYv58+d7HT9YvHhxunTpwoYNG1i8eDFw9+9xIZ5k0r0oRDobOnQo+/btY/DgwSxatIg6deoQFBTE2bNnmT9/PjabjQ8++ABwJVt58+blp59+wmKxkDt3bvbt28eCBQswGo3Exsb6vM6IESPo1q0bbdu2pWPHjoSGhrJkyRL27t3LwIEDPbp19Ho9w4YN4+DBg+TMmZN58+Zx+fJlfvrpp7u+vx49evDvv//SrVs3unTpQs6cOVmyZAknTpzg119/BWDQoEFs3bqVzp0707lzZ/LmzcuaNWtYvXo17du3p1ixYj7PP2jQIDZt2kTv3r3p3r07WbJkYcGCBRw8eJCePXuyZs0axo0bh06nS7U6fZUqVfj6668xGAxeq+pXq1aNn3/+mXz58nl0eWbNmpUBAwYwatQoOnbsSMuWLYmNjWXmzJk4nU5GjBhxV/sFBQXx3nvv8fHHH9OtWzeaNWvGsWPHWLRokc/EJHFCYzKZOHLkCAsXLsTf358xY8a4uyzDwsLcMbRv355WrVpht9uZMWMGFouFIUOGAK4yDkOHDmXIkCF07NiRVq1aERsby++//07RokV5+eWXvcbx9ttvs2TJEkaNGkXdunUJCQm5q/e4EE8ySbqESGcJrQm//fYbK1eu5IcffiAuLo6cOXPSpEkTevbsSc6cOQHXL8KJEycyevRofv/9d1RVJTw8nOHDh2O32xk5ciQHDhzwOnusYsWKzJw5k++++44pU6Zgt9spXLgwo0eP5sUXX/TYN2fOnAwfPpwvvviCq1evUqZMGaZMmZLqTEVvsmfPzpw5cxg7diyzZs3CarVSsmRJJk+e7G59CQ8PZ86cOYwfP545c+ZgMpkoUKAAw4YNS3XGXoECBZg1axZfffUVU6ZMweFwUKZMGX7++Wfq1atH165d6d27t8/xS4kl3F+FChW8dnUlJF3exnN1796dnDlzMnnyZMaNG4e/vz9Vq1alb9++Hq2Dad2vU6dOBAcHM3HiRL744gsKFSrEhAkT3ElRUoMHD3Z/niVLFnLnzk3btm158803yZUrV7JYc+XKxZQpU/j666/x8/OjTJkyjBkzxmPywAsvvEBQUBA///wzY8eOJSQkhPr16zNw4EACAgK8xhEUFMTQoUMZOHAgX331FZ988sldvceFeJIpatKBHUKIx1rXrl2JjIxk1apVmR3KA6OqaoqD+YUQ4mEgY7qEEI88SbiEEI8CSbqEEEIIITKAJF1CCCGEEBlAxnQJIYQQQmQAaekSQgghhMgAj0TJiJ07d2Z2CEIIIYQQaZa4PEuCRyLpAu/BC4iIiKBUqVKZHcZDR56Lb/JsvJPn4ps8G+/kuXgnz8V3Y5F0LwohhBBCZABJuoQQQgghMoAkXUIIIYQQGUCSLiGEEEKIDCBJlxBCCCFEBpCkSwghhBAiA0jSJYQQQgiRASTpEkIIIYTIAJJ0CSGEEEJkgEemIr0QQqSZzQrb/oKTuyBvcajVHvwCMzsqIcQTTpIuIcTjJfo6DKkOty6BOcaVbE0bCqM3Q+6imR2dEOIJJt2LQojHy7RhcO2MK+ECMMe6ErEfXs/cuIQQTzxJuoQQj5fNc8Fu89ymOiFiI1jiMicmIYRAki4hxONG8fFjTQEUJUNDEUKIxCTpEkI8Xup2Br3Rc5tGC083BINf5sQkhBBI0iWEeNx0+gzylwK/INDqwT8YwvJBn18zOzIhxBNOZi8KIR4vASEwZifsXwWn97pmLFZqATp9ZkcmhHjCSdIlhHj8aDRQvpHrQwghHhLSvSiEEEIIkQEk6RJCCCGEyACSdAkhhBBCZABJuoQQQgghMoAkXUIIIYQQGUCSLiGEEEKIDCBJlxBCCCFEBpCkSwghhBAiA0jSJYQQQgiRASTpEkIIIYTIAJJ0CSGEEEJkgHRZe9FmszF06FAiIyPRaDR8+umn6HQ6hg4diqIoFCtWjA8//BCNRsOcOXOYNWsWOp2OXr16Ub9+/fQISQghhBAiU6VL0rV27VrsdjuzZs1i48aNfPPNN9hsNt59912qVavGBx98wMqVK6lQoQLTpk1j3rx5WCwWOnXqRK1atTAYDOkRlhBCCCFEpkmX7sXChQvjcDhwOp3ExMSg0+k4ePAgVatWBaBu3bps2rSJffv2UbFiRQwGA8HBwYSHh3P48OH0CEkIIYQQIlOlS0tXQEAAkZGRNGvWjJs3b/LTTz+xfft2FEUBIDAwkOjoaGJiYggODnYfFxgYSExMTHqEJIQQQgiRqdIl6frtt9+oXbs2AwcO5OLFi3Tr1g2bzeZ+PTY2lpCQEIKCgoiNjfXYnjgJSywiIiI9Qn3kmc1meTZeyHPxTZ6Nd/JcfJNn4508F+/kufiWLklXSEgIer0egCxZsmC32yldujRbt26lWrVqrFu3jurVq1OuXDm++eYbLBYLVquVEydOULx4ca/nLFWqVHqE+siLiIiQZ+OFPBff5Nl4J8/FN3k23slz8U6eC+zcudPr9nRJurp3787w4cPp1KkTNpuN/v37U7ZsWd5//33GjRtHkSJFaNq0KVqtlq5du9KpUydUVaV///4Yjcb0CEkIIYQQIlOlS9IVGBjIt99+m2z7H3/8kWxbu3btaNeuXXqEIYQQQgjx0JDiqEIIIYQQGUCSLiGEEEKIDCBJlxBCCCFEBpCkSwghhBAiA0jSJYQQQgiRASTpEkIIIYTIAJJ0CSGEEEJkAEm6hBBCCCEygCRdQgghhBAZQJIuIYQQQogMIEmXEEIIIUQGkKRLCCGEECIDSNIlhBBCCJEBJOkSQgghhMgAuswOQDy6Luzdy6YJE4iKjKRUixZU7tYNQ0BAZoclhBBCPJQk6RL3ZPfMmcx94w3sFguqw8GJ1avZOH48b2/bhl9wcGaHJ4QQQjx0pHtR3DW7xcK8Hj2wmUyoDgcANpOJG6dPs2nChEyOTgghhHg4SdIl7tqFPXtAUZJtt5vNLBsxgr8HDMB8+3bGByaEEEI8xCTpEnfNGBKC0273+prTbmfzhAn8WKcOzvhWMCGEEEJI0iXuQc6SJQkrVAhFk/ztowAOi4UbJ09yZOnSjA9OCCGEeEhJ0iXumqIovLZ4MVkLFUJrMHi+Fv+vNSaGyN27Mz44IYQQ4iElSZe4J2GFCzP0+HEaDBuG3s8PBc83kyEoiLBChTIpOiGEEOLhI0mXuGeKolB/6FD8s2RBk6irUdFo0Pv7U7Zt20yMTgghhHi4SNIl7ovez4/emzYRXqMGGr0erV5PgerV6b1pkxRKFUIIIRKR4qjivmUrUoTeGzYQFxUFgH+WLJkckRBCCPHwkaRLPDCSbAkhhBC+SfeiEEIIIUQGkKRLCCGEECIDSNIlhBBCCJEBJOkSQgghhMgAknQJIYQQQmQASbqEEEIIITKAJF1CCCGEEBlAki4hhBBCiAwgSZcQQgghRAaQpEsIIYQQIgNI0iWEEEIIkQEk6RIiBaajRznQqRObChViZ926XP/vv8wO6eF17TJciszsKIQQ4qElSZcQPsQePsz2ypW5Mns25jNniFq/nv0vvsjF337L7NAeLmdOQOsqUKcgNHgKGpeCg7szOyohhHjoSNIlhA8n338fR2wsOJ3ubU6TiWMDB+K02zMxsoeI1Qrta8PBXWC1gMUMJw9Dp3pw60ZmRyeEEA8VSbqE8CFq40aPhCuB02zGEindaACsXgym2OTPyW6HhdMzJyYhhHhISdIlhA/GvHm9v+B0og8Ly9hgHlYXzoHNmny72QSRpzM8HCGEeJhJ0iWED4X+9z80AQEe2zR+fuTs0AFdcHAmRfWQKV8VtLrk2wODoGKNjI9HCCEeYpJ0CeFDjhdfpOioUWiDg9EGBaEYjeR46SVK/PhjZof28KhY3ZVc+fnf2Wb0g/yFodELmReXEEI8hLz8iSqESFCgXz/y9eiB+cwZ9Dlzog8NzeyQHi6KAr8ugclfw5xJ4LBDy07Qcyjo9ZkdnRBCPFQk6RIiFRqjkYDixTM7jIeXwQA9h7g+hBBC+CTdi0IIIYQQGUCSLiGEEEKIDCBJlxBCCCFEBpCkSzxSbp88yfo+ffirZk02vP02t0+dyuyQhBBCiDSRgfTikXF11y4WPfssDrMZ1W7nyo4dHP3tN1qtX0/2ChUyOzwhhBAiRdLSJR4ZG3r3xh4Tgxq/7qFqs2GLiWFj376ZHJkQQgiROkm6xCNBVVWubN/u9bXLW7ZkcDRCCCHE3ZOkSzwSFEVBHxjo9TV9UFAGRyOEEELcPUm6xCOj1FtvofX399im9fendM+emRSREEIIkXaSdIlHRtWRIyn4/PNo/fwwZMmC1s+PQq1aUfmTTzI7NCGEECJVMntRPDK0RiON58wh5tw5bh09SmiJEgTlz5/ZYQkhhBBpIkmXeOQEFShAUIECmR2GEEIIcVeke1EIIYQQIgNI0iWEEEIIkQEk6RJCCCGEyADpNqbr559/ZtWqVdhsNjp27EjVqlUZOnQoiqJQrFgxPvzwQzQaDXPmzGHWrFnodDp69epF/fr10yskIYQQQohMky4tXVu3bmX37t3MnDmTadOmcenSJUaNGsW7777LjBkzUFWVlStXcvXqVaZNm8asWbP49ddfGTduHFarNT1CEkIIIYTIVOmSdG3YsIHixYvTp08fevbsSb169Th48CBVq1YFoG7dumzatIl9+/ZRsWJFDAYDwcHBhIeHc/jw4fQISQghhBAiU6VL9+LNmze5cOECP/30E+fPn6dXr16oqoqiKAAEBgYSHR1NTEwMwcHB7uMCAwOJiYlJj5CEEEIIITJVuiRdoaGhFClSBIPBQJEiRTAajVy6dMn9emxsLCEhIQQFBREbG+uxPXESllhERER6hPrIM5vN8my8kOfimzwb7+S5+CbPxjt5Lt7Jc/EtXZKuSpUq8fvvv/Pqq69y5coV4uLiqFGjBlu3bqVatWqsW7eO6tWrU65cOb755hssFgtWq5UTJ05QvHhxr+csVapUeoT6yIuIiJBn48Xj8lxUpxPL778TN3Ei2GwYX3kF/7feQjEa7/mcj8uzedDkufgmz8Y7eS7eyXOBnTt3et2eLklX/fr12b59Oy+99BKqqvLBBx+QP39+3n//fcaNG0eRIkVo2rQpWq2Wrl270qlTJ1RVpX///hjv45eJEI+b6M6dsfz9N8S3CNsPHcIyZw6ha9agaLWZHJ0QQoi7kW4lIwYPHpxs2x9//JFsW7t27WjXrl16hSHEI8u+Zw+WRYvAZLqz0WTCvmcP1n//xdiiReYFJ4QQ4q5JcVQhAIfZzNXly7m2ciXOh6RsiW39enA4kr8QE4Nt5cqMD0gIIcR9kQWvxRPvyj//sLtDB/fsWhSFZ+bNI1uDBtxctYrLM2ag6HTkfuUVQmvVyrC4lJw5Qa8Hi8XzBT8/lLx5MywOIYQQD4YkXeKJZrl0iV0vv4wzcRcesLNVKwq89BJX5s3DGRsLisKl6dPJ37cvT40enSGxGVu1IsZgQE36glaLf5cuGRKDEEKIB0e6F8UT7cKsWeB0JtuuOBxcnjXLlXABqCrO2FjOf/stsUeOZEhsir8/oatWoSlUCAIDISgIJWdOsvz9N5rcuTMkBiGEEA+OtHSJJ5rt1i2cSbvvAKxWVDVZGxOqqnJj6VICS5TIgOhAV748YSdP4jh4ENVmQ1eunMxaFEKIR5S0dIknWo4mTdAGBCR/QatF0euTbVa0WjTe9k9HiqKgK1sWfcWKknAJIcQjTJIu8UQLrVGDnM8/jzYw0L1NGxhIjjZtUHReGoJVlRxt2mRghEIIIR4X0r0onmiKolBhxgwu//UX56dORdFqyf/qq+R8/nkuT5/O4bfecidfqsNB2dmzMWTPnslRCyGEeBRJ0iWeeIpGQ+42bcidpAUrd5cuZHv+eW4sW4ai1RLWtCk6H2uDCiGEEKmRpEuIFOhDQ8nVvn2mXFuNi8O6bh1otRjq1kUxGDIlDiGEEA+GJF1CPITMixYR1bkzaOKHXWo0hM6fj7F+/cwNTAghxD2TpEuIh4zj/HludegAcXEe22+1bEmOyEg0WbJkUmRCCCHuh8xeFOIhEzdjhteCraqiYJ4/PxMiEkII8SBI0iXEQ0aNikq+3iKAzeZ6TQghxCNJki7h1ent21k2ZgybfvsNc3R0ZofzRDE2bYqSqG6Ym0aDoXHjjA9ICCHEAyFjuoQHp8PBLx06cOCff3DYbOgMBma/8w7vLl9O4apVMzu8J4K+Th0MzZphWboUEtZ+DAzEv2tX9GXKZG5wQggh7pkkXcLD1unTObB0KVaTCQCHzQbAj61bM/r8eTQaaRxNb4qiEDp7NpYFC4ibNg10OvxffRVj8+aZHZoQQoj7IEmX8LDx11+xJrSuJGKOjubc7t0UrFQpE6J68igaDX5t2+LXtm1mhyKEEOIBkWYL4cHpcHjdrigKqpcZdUIIIYRIG0m6hIea3btj8DKIW+fnR/gzz2RCREIIIcTjQZIu4aFGt248Vbs2xvjES+/vjzEwkB5z56LRajM5OvFQ2LkFPnjH9bFzS2ZHI4QQjwwZ0yU8aPV6+i1dypHVqzmyejXBOXNStWNHgrJnz+zQxMNg5BCY8j1YzK6vZ0yC7n1gxJeZG9f9OrqegjP6w82TkLMovPgpPP1cZkclhHjMSNIlklEUhZINGlCyQYPMDkU8TI4chMnfgTnR8kRxJlcS9nI3KPGIlrOIWA3ftiDAGn9fp3fAD23h9alQ5aXMjU0I8ViR7kWRYa5FRDC/Qwe+L1KEaQ0bEvHnnzjt9swOS6TVisXg7ftls8HyvzM+ngdl9iCweq5zidUEswdmTjxCiMeWtHSJDHF5715+q10be2wsqCq3T53i/KpV6AMDafzdd5R/9dXMDlGkxugHWi3YbZ7bdVrXa4+qCwe9b795HuxW0BkyNh4hxGNLWrpEhlg5eDC2mBhQVRRAid9ui41led++nFi6NDPDE2nRwkdXm6Lx/dqjIDSP9+3+IaDVZ2wsTzLVCU4TqGpmRyJEuvGZdF26dCkj4xCPucht2wA8Eq4ENpOJjSNHZnhMTyxVvbdfbHnywdhfwc8PAoNcH35+8OVEyJv/wceZUVq+D4YAz22GAGg2GJSk71bxwKl2uDEMzmaBsyFwvjCYFmV2VEKkC59J1+DBg92f//zzzxkSjHh8BebMmeLrt8+cyaBInmC3bsErXSnxTAUw6qFJIzh+/O7O8WIn2BEJo36EzyfA9vPQtkt6RJtxar8KbT/HYQwGvR/4BcNzg6H50MyO7MlwYwBEjwc1BnCA4wxc7QjmdZkdmRAPnM+kS030l/DGjRszJBjx+Ko1bBg6f3+vrykaDflq1szgiB4+zps3MS9fjnXvXo//fw+EqkLDBjB3DhqbDRwOWL0aalZ3JWN3I2uYK9F6qSuEZXuwcWYGRYHG73C070YYcwbGX4fWH0orV0ZwxkDML6CaPLerJrj1UaaEJER68pl0KfIDRzxA5bp1o9bw4Sj6JGNkFAVdQAB1PvooU+J6WER9/jmRefNy7eWXuVKrFpfKlcN+/vyDu8DGjXD8GFitd7Y5nRAXB7///uCu8yjT6CAkJ+hkHFeGcVzC53wu27EMDUWIjOBz9uKtW7fYuHEjTqeTqKgoNmzY4H6tdu3aGRKceHwoikKdESOoPmAAe3/9lb2TJxN76RL5atbk2U8/JXupUpkdYqaJ++cfokeOBLMZ1ewqOmqPiOBaq1bk3rXrwVzk8GFXkpWUyQT79jyYawhxt7T5AW+tugoYKmZ0NEKkO59JV5kyZVi8eDEApUuXZsmSJe7XJOkS90ofEEDlt9+m8ttv39VxDouF26dO4Z8jB37ZHq4uLfutW9guXsRQsCDagIDUD0gi+ttvUU1JulccDuxHjmA7dgx9sWL3H2SZMt67ywIDoWKl+z+/EPdC4wdZhkLUKM8uRsUfQj/OvLiESCc+k65Ro0ZlZBxC+HTgp5/YMmQIOJ04bTYKPv88DaZORe9lYe6M5LRaOd27N9emT3d1mzoc5Bk6lHwjRtxV97zz2jXvL+h0OG/ceDDBVq8OZcvCnj1gsbi2abUQEAhduz6YawhxL7L8DzS54PYocFwGwzMQ9hUYpaVLPH58juk6d+4cffr0wW63s337dmrVqkXjxo3Zs2dPBoYnnnRnli5l88CB2G7fxhYTg8Ni4czixazq1i2zQ+Pse+9xfcYMVLMZZ3Q0TpOJi6NHc/W33+7qPP4vvOAqvZCUqmIoX/7BBKsosGw5dH8VR0AAGI3QogVs3QYhIQ/mGkLcC0WBkDch/0koGAt51oOxWmZHJUS68Jl0ff7557Rp0wadTsfo0aP58ssv+eOPPxg7dmxGxieecLtHj8aepOvNYbFwZskSzNevZ1JU4LTZuDppEs44z+VjnCYTFz7//K7OFdyvH9o8eVASZncqCkpAAKHjx6N4S8buVXAwTPiRo9t2gMkMCxZCwYIP7vxCCCFS5LN70Wq10rBhQ27evMmlS5eoVasWAE5vg3GFSCcx58553e6021narBnFunSh5BtvoLuHsVT3wxkbi+pj3Uj7lSt3dS5NaCi59+whZuJE4hYvRpcvH0H9+mGslvyvfTW+sKmikcUkhBDiUZPqT+7NmzdTvXp1wJVwRUdHp3tQQiTIV68eilabbLtqt3Nt+3a2DxvGwqpVk7WGpTdtlizofRR8Daxa9a7PpwkJIWTQIHKtWUO26dOTJVyqyURM797cCAzkhl5PVPXq2KWrXwghHik+k65ixYoxcOBAvv32W9q3b8+VK1cYPny4OwETIiNU+uAD9EFByRIvDa7lhBwmE9GnTnFkypQMjUtRFAqOH48mcQubRoMmMJDwMWMe+PWi27TBMmWKq66W04l961ai6tbFcfbsA7+WEEKI9OEz6RoyZAitWrXiu+++o2rVqty8eZOSJUsydKgsjSHSJu7mTU6vX8+Nkyfv+RwhhQrx8u7dFO/alYDcudFotWiBxCmY3WTizF9/JTs26tAh1jZrxp+BgSzMm5dDo0bhdDjuOZakwl58kRL//ktI48YYCxcmrG1bymzdSmCFCg/sGgCOo0exrVsH8TW83CwWzN9990CvJYQQIv34HNOlKArPPvssR48eBaBEiRIUK1aMSZMm8dZbb2VYgOLRo6oqKz/4gA1ffYXWaMRhtVKgWjU6LViAf2joXZ8vpHBhGkyZwpVt2/inYUPsMTGeOygK/km6+qyRkaxo08a1r6riMJk49NlnxJw4QdVJk+7j7pLEVqcOIf/998DO543j6FHQ612tXIlZrdLFKIQQj5BUx3QNHz6cc+fOcf78ebp06UJkZGRGxCUeYftmzWLjuHHYzWYsUVHY4+I4u2kTc7vc38LIOapUcSVXSQaR6/z9Kd23r8e2q1On4jCbXWsOxnOYTJz54w/iLl26rzgymrZUKc/lexIYjegqV874gIQQQtwTny1dCcaNG8eAAQMwm80MHz6cGjVqZERc4hG28auvsCUt82C1cmLFCkzXrxNwjxXlFUWh2X//sbRpU+IuX0bRaHDabFQdM4ZcSd6Xpn37UG22ZOfQ+vkRffgw/rlz31MMmUFbtCj6557DtmzZndYuRUExGvG/y8r+QgghMo/PpGv27Nnuz5955hnWrVvH2bNnOXv2LO3bt8+Q4MSjKdZHhXWNTkfcrVv3nHQBhBQtSrtjx7i+axeWmzfJUa0ahuDgZPv5PfUU5oMHUZOM4XJYLAQWKXLP188swbNmYfrwQywTJ6LGxqJ/9lkCvv0WTd68mR2aEEKINPKZdF29etX9eXBwMC1atPDYJoQvxZo2ZdeUKTiT1LHSBwSQtVCh+z6/oihkr5TyeoE5Xn2V2//+iyNRi5vGz4/cTZsSGB5+3zFkNMVoJHD0aAJHj87sUIQQQtwjn2O6+vbtS9++fWnZsiWFChWib9++mM1mWrdunYHhiUdR/Q8+wC80FK3BALiSJH1AAK1+/BGNl5pbD1JCoudXtCjPLltGSJkyKFotGj8/CnXrRo2ZM9P1+kIIIYQvqQ6kHzJkCDly5ADg2Wef5X//+1+6ByUebVny56ffgQPU7N+ffJUrU+bll3l9zRrKtm2bbtc8MnEis/PkYZpez5x8+bj611/kqF2bZgcO0DYmhrYxMVT56Sd0CUvtCCGEEBks1YH0ANXiq2NXqVJFlgESaRKUKxdNM6gr7OikSWzv39/dlRh34QJnPvmEkwULUqRTJ7QPcv1CIYQQ4h6l2tIVEhLC7NmzOXLkCHPnziUwMDAj4hIizfa8/77H2C0Ap9nM7hEj0vW6TquVazNncqJ7d869/z6WM2fS9XpCCCEebakmXaNHj+b48eN89dVXnDhxgs8//zwj4hKPsasHDjCnRQvGZc3KT8WKseeXX1wLOd8D1en0WXcr1sdi2Q+CIzaWg9Wqceqtt7g2dSoXv/ySfaVLc2vZsnS7phBCiEdbqt2LYWFh1K9fn/Pnz1OuXDlp6RL35frRo0ytUQNbbCyoKpZbt1j61lvsmTiR9v/+i/9dlpNQNBoCChTA5CXBCk7H0hCXv/+euCNHUOPrZqlWK6rVyokuXXjm0iWvi3QLIYR4sqXa0jVu3Dj++usvZs+eTUREBMOGDcuIuMRDwGoycfXkSWxJ1/y7D5tGjsQeF+dRKR7g4o4dTK1UKVlRVV9UVSXm3Dnirlzhmc8/R5t44Wlc5SGeSccxZddnzXInXIk5zWZMBw6k23WFEEI8ulJNunbu3MmXX35JQEAAL774IufPn8+IuEQmcjoczB04kAHZs/NpuXIMzJGDf0aOvOcuwMQubNmSrGBpgtjLlzk0Y0aq57iyZQtzihVjbokSzAwP5+CECVT68kuCn3oKRa8npEQJin75JQVffPG+4/VF42sWpNPp+zUhhBBPtFS7Fx0OBxaLBUVRcDgcaDSp5mniEbf4449Z99NP2BK15Cz9/HOuHjtGqYYNKdOiBYFhYfd07rDixbkRv4h6UnazmXPr1lH+jTd8Hm+6eJF/Gjf2WPT66rZtmC5coN2JE+46YBEREfcUX1rl6t0b0759OGNj72xUFAzh4fgVK5au1xZCCPFoSjWD6tatG23atOHYsWO8/PLLdO7cOSPiEpnE6XSy4ptvsCbp5rOaTGz+/Xfm9O7N+/nzs3PWrHs6f43hw9EajV5f0/n5EZZKwnJk8mTUJJXuVYcDy40bXFi58p5iuhfZOnUirH17FD8/NIGBaIKD0efKRfGFC1EUJcPiEEII8ehItaWrWbNm1KxZkzNnzpA/f37C7rGFQ2Q+q9nMxj/+YNv8+QSFhdG4d2+K16zpsY/DasWauPUmEVVVscS3ME1/7TWK1atHyF0uHJ2/Rg1az57Ngpde8lgmSINrbcZyKbRyAUSfOIHDyxgz1eFI19mKSSkaDUV//ZV8Q4cSvWED+ty5ydK4MYouTaXvhBBCPIFS/A3xxx9/8M8//3Dr1i1y585NixYtaJuOVcVF+rFZLHxcuzYXDh/GEhuLoihsX7CADp9/znPvvOPeT+/nR1h4ONdPn052jqTtN3vmz6du797ur+0WC/tmzSLi778Jyp2baj16kPvpp5Odp/gLL9Dr9GkWtW/PpW3bUDQashQqRIvffycoT54U7yP3s89ycs4c7EkSQxXIUbVqqs/hQfMrVky6E4UQQqSJz6Tru+++4+rVq3z++edkz56dyMhIJk+ezOXLl+md6BeteDRs+OMPd8IFrlYrq8nEzKFDqdOtG4Ghoe5923/7LZM6dkzWxagADlytUqrDgd1icb9mi4vjp1q1uH70KNbYWBStll2TJ9P6l1+o6KVLOiRfPrps2ID55k3sFgtBaWwxK9K+PXtGjiTm7Fmc8dfXBgSQv0kTwrwkeOIJ4nDAiZ3gdMBTlUGnz+yIhBDCg88xXRs2bOCTTz6hUKFCBAUFUaJECUaNGsWmTZsyMj7xgGybN8+dcCWmMxg4unGjx7byrVrx9j//8FSdOijxEyc03GnpcgJoNDzdsqX7mO2TJnHtyBF316TqcGCLi2Nhz54eA/KT8suaNc0JF7jGfb2wbRtl+/UjKDycLCVKUPmzz2g4d26azyEeQ0e3wav5YUQj+KApdM0Nu5dndlRCCOHBZ0uXwWBItk2j0aCVoo+PpOBs2VAUJVnZB1VV8c+SJdn+xZ99lhpduhC5a5fXMV6VOnYkx1NPub/eP2eO1xpbikbD+e3bKVy37gO4CxdjaChVv/ySql9++cDOeTdiduzgxqJFaPz9yd6hA36FC2dKHCJeXAy83wRMUZ7bR7aGX05A1rsbdyiEEOnFZ0uXrxlYD6JWk8h4jXr3Rp+0fpSiEJAlS7LB9AnO+ki4dEYj4UnGT/mFhHg9h+p0YgwOvregHzKqqnKyTx8OPPss50eO5NyHH7KnTBmu/PZbZof2ZNvyl6tLMSmnE9ZMz/BwhBDCF58tXbt27aJ27drJtkdFRXnZWzzsiteoQYdRo5g5ZAg6gwFVVQnIkoVh//3ns/ZanjJlMAQEJBvbpTUYyJlk8Hi13r059t9/HjMSAQxBQeSpUOGB3ktKbDExnPvrLy4fPEiu9u0JS+HaqqpivXIFbUAAujQkhrfXr+fK1Kk445+H6nSi2myc6NWLrC1bor/LJYweSav/hQlfwuULULshvD0c8uTL3JhuXwOHLfl2mxmirmR8PEII4YPPpOuALGXy2HmuXz/qvPIKRzdtIiBLForVqJFisdtqXbuy5KOPsMXFuVs4tXo9WfPnp3j9+h77KhoNeGkdtdy+jd1sTt7Klg6ubd/OysaNUR0OHBYLF8ePp0Dr1tSaNs09Ns297+rV7HvjDcyRkaiqSs5mzSg/ZQqGrFl9n3/WLHfClZii03Fr6VJydOnywO/poTLlBxg5GOLin8GZE7BoNizfm7mJV7n6oHgZ9uAXBOUbPZhrRF2EQ0tBq4eyz0OA7/eJEEL44jPp+v77730e1Ldv31RPfP36ddq0acPkyZPR6XQMHToURVEoVqwYH374IRqNhjlz5jBr1ix0Oh29evWifpJf5OLBCwwNpWLz5mnaNyA0lPc2b2b6m29yYuNGNBoN5Vq1ouNPPyVL1nZNnYrTlry1QaPTcXL1akqk8Zr3SnU6WfPCC9gStcQ6bDbOL1zI6dmzKdyxo3t7zNGjbG/ZEkeirtMrS5eyrUULaqcwUUTRal2JZdIudkWBx32so9kMnw+9k3AB2O0QfRu+Hw0jv8u82AqXh5ptYMsCMMd/T42BUKomlG94/+df+z0seA808d//mT2g+wwo3/r+zy2EeKL4bObInj072bNnZ8+ePVy7do3w8HCioqI4fPhwqie12Wx88MEH+Pn5ATBq1CjeffddZsyYgaqqrFy5kqtXrzJt2jRmzZrFr7/+yrhx47BarQ/uzoSHW5cvs3XePA6uWYPTx9qH3uQqXpwBa9cyPi6Ob0wm3vzzT4KyZ7+ra2fEOMAbu3Zhj45Ott0eG8vxSZM8tp369lscicpdAKhWK9F793I7hRbeHF27ool/T3twOMiazkllpjtxBLy1itptsH5FxseTVP+p8PYkV8tW2Wehx3j4cIn3mO/GpQj4azDYzWCNBUsM2OLgt04Qe+PBxC6EeGL4bOnq0KEDAMuXL+ejjz4CoFWrVrz66qupnvSLL76gQ4cOTJw4EYCDBw9SNX7gdd26ddkY32pSsWJFDAYDBoOB8PBwDh8+TLly5e73nkQSf378MQtHj0an16MCAVmyMGLFCvKWKJHmc2j1d2oeRV++zKaff+b8zp0UqFyZGj16ULFrV44sXpxs4L3qdFIkA1ownXa71+5NIFkLXOzRo65WmiQUvZ6406cJKVvW63mCq1Yl74ABRH71lWt/jQZUlWJ//IHOywzQx0r2nGDz8UdRZo/pAldyVbeD6+NB2j7d+3gxRQP7F0H17g/2ekKIx1qqa5bcvHmTs2fPEh4ezsmTJ4lJtNCwN/PnzycsLIw6deq4ky5VVd2zIQMDA4mOjiYmJobgRIOXAwMDUzx3ei9g/Kgym80pPpvjGzaw8IsvsJnN2OKXzzHHxPBJo0b0W7YsTesEnl2/nk1ffUXUmTP4Z8uG9cYNNIDDYuHwsmWsGjOGVjNmUKBpU07/8w9Omw2NTgeKQq0vv+TEmTMP6nZ9UgMDUb20amj8/Qlo0sTjGTlKlkRZvx41SWuXIy6OK4GB3EjpvdapE8E1a2Jbvx7FYEDfuDFXwsK48gi9P1N7z/hSoFxlAvZsRZMoiXUa/Tj/fAdiH6H798Xbc8l55SJhTkey1RicTgeXz53mVpZH/77T4l7fM487eS7eyXPxLdWka/jw4QwYMIArV66QPXt2xowZk+L+8+bNQ1EUNm/eTEREBEOGDOHGjTvN8LGxsYSEhBAUFERsolaR2NhYjyQsqVKlSqXlfp44ERERKT6bvwcPTl6cVFWJu3ULf7OZws88k/L5ly1jWf/+7hpcMRcvAq5+aS2uxMthtbL322/ptXw5kTt3cvTffzGGhPB0u3YE58p1P7d3V7LOm8eaVq1QnU6cZjO6oCCy16hBrSFD0CRqqbN++CFrZs/GeuOGq4o5oAkIIF+HDjydlla5UqWgWbP0uo10l9p7xqffF0PvjrBpFegNoIJmxBeEd015vcxHhdfnYnwDDs4Cq+cECg2Qp9Hr5MlaIOMCzET3/J55zMlz8U6eC+zcudPr9lSTrsqVK/PLL79w7ty5NC14PX36nbo4Xbt25aOPPmLMmDFs3bqVatWqsW7dOqpXr065cuX45ptvsFgsWK1WTpw4QfHixe/ytkRqYm/d8rpdo9Fgun071eMXDh3qteipk0RV6lWVE6tXA5CvUiXyVap0z/HejzwNG9L6xAlOTZ9OZEQEZdu3J3fDhlzftIkDI0Zw++BBgosXp/Qnn1Bn1y6OjBjBlaVL0QUHU7hfPwqlYYLIEy0kC/zxD1y5BNeuQNESYDRmdlTpq3B1qNoVtv0BNhOgAZ0Bmn8M6ZlwOaxw8wj4Z4fAlNcjFUI8OlJNuv755x++/fZbnnrqKY4ePUrfvn154YUX7uoiQ4YM4f3332fcuHEUKVKEpk2botVq6dq1K506dUJVVfr374/xcf8BnglqtG/PqV27ktXacjocFKtWLdXjrxw5kqbr6LwMMLdbrUSdO0dg9uz4ZdCYJ//cuSk9cCBKRAR5SpXiyqpVbGzZEkf8/V+/do1NrVpRbdYsKjyJRU0jI8k67XfIkgWebwllytz9OXLmdn08CRQF2v8IVbrC7rmuhKtyZ8hfPv2ueXAKrHvXNUvWaYO8daD5bPCTMhVCPOpSTbqmTp3K/Pnz3WOuunXrluaka9q0ae7P//jjj2Svt2vXjnbt2t1FuOJuNXj9ddZMnszFo0exxMai0WrRGY28PmEChjTUzgorWJDLqcxY1fn5UaV7d49t237+mWVDhqDa7Tjtdsq89BKtf/klQ+p1JbZ34EB3wpXAYTKxt39/8iZaO/KJMHMGvPE6OVXV1a366SfQpw98kfKQgSeeokDRWq6P9HZ+LazpC/ZE79nItbCkLbRdlf7XF0Kkq1STLkVRCAwMBCAoKEhaox4xBn9/Ptm0iU0zZ7Jj0SJCc+emcc+eFCyftr/Un//sM35/5RWPLkZFo0Gn1WL098dpt1OwenVaJloH8ciSJSwdMMDjmIPz5qFoNLz0++8P7ubS4PbBg163x544gepwuGpvPQlu3IA33gCz+U6dGLsdJkyA1m2gRo3MjE4k2PmlZ8IF4LTCxc1w+wyEFMycuIQQD0SqSVd4eDijR4+mcuXK7Nixg/Dw8IyISzxABj8/6r36KvXSUO4jqQpt22KNi2PR0KHcvniRgKxZaTpiBMUbNODq4cPkKFmSXCVKoE20QPrazz9PNg7MbjZzYM4cnv/uu3vqarx55AhXtm4lMG9e8tavjyZRsqSqKk6rFa2XPwj8cuUi7vz5ZNv1WbM+OQkXwNKloPNyv3FxMGuGJF0Pi5jk71UAtAYwXZakS4hHXKpJ1+eff87s2bPZvHkzRYoUYeDAgRkRl3iIVO3ShSqdO2O3WtEZDO4yEzeOH2dqq1bcOncOY0gI9QYNov6wYUSdO+f1PBqdjtirV+8q6VKdTlZ268bJ+JYyRaPBGBbGC2vWEBwezp7PPuPg2LHYYmIICg+n6jffUDBR93fJ//2PfUm6GLUBAZQYMuQen4YQ6ahAY7hx2NW6lZjTDtnuYfydEOKhkqbuRQCHw4Hdbs+Q6uIi4926eJEzu3aRNV8+CpQvn6x+l6IomG7cYMOPPxK5Zw+BWbNyYO5c7PHlKMy3brHy88+xWyyE167NgdmzUZ1Oz3PodIQWvLu/1A9NmsSp+fNxJCp7YY+N5b+XXqJQw4ZEfP899oRyFqdPs7ZTJxovXgy5XQO9i/TogS0qisMjR6La7ShaLcUGDKDE4MF3/Yweac2agd3LSgT+/tChk+/j9u2CoX1h11YICIJX3oLhIyFRy6Z4gCoNgsNTwRLlGkQPoAuA6p+APjBzYxNC3LdUk67333+fkJAQateuzbZt2xgxYgRfJhq/Ix4tNy9c4MLhw+QsWpQcBQuiqioz33mHNRMnojcacTgc5C5WjAHLlhGSM6f7uAv79/Nt7drYLRbsFguKoqCqKnpwF460mUysGzeOt7ds4cjixdhiY+8kXoqCIyaGnytUoOHo0ZRI4yD2gxMmuJOqBKrTyY2DB4k5eBA1vuBrAofJxO4PP6Twzz/HX1ah5JAhFB8wAMvVqxizZ0djMBBz5AgH332X62vWoA0MpGDPnhT/4AM0j2syERYGkybBG6/jVFU0Dgfo9dC7t++uxdMn4YVnITa+aHHMbZj8A5w/A5PmZFzsT5LA3NB5H2wfBWf+hYA8UOk9KPJ8ZkcmhHgAUk26zpw546691ahRI/fyQOLR4rDbmfj662yZMwed0YjdYqH8c89RqXlz1k2e7E6mACIPHuSnDh0YvOrObKk5PXtiTlTXK6HF0w7oE11HdToJyJaN3jt2sPKjjzi+bBmWW7fQOJ1oHA6uHTrEvA4daDtzJiVatUo17qQJl5uioKgq3tpdbx89mmybRq/HP29eAMwXL7KhWjXst2+DquI0mzk5bhwxhw9T+c8/U43pkdWxE9R9lis/fE/utJSM+PlrSFK1H3McLPsbIs9BviejMGiGC8wD9cZndhQi3R0GpgAngKxAR6BBpkYk0l+qq8FaLBbiErqQzGYcd7FYsnh4LBg5kq1//onNbCYuKgqb2czef/9l1rBhydZLdNhsHN+0idtXrgBgt9k4tXmz1/MmTXq0BgOB2bOTvXhx2s+YQUBAADqn0+ONZjeZWDl0qM9YHVYrV/ftI+bCBYq2a+d1gLwxhYHwWVNZv/P0d9/hNJtddZDiOePiuLJkCaZTp1I89pGXLx83u74CQ4amXqNr3y7XgtZJGY1wInliK4RIq2PAcOAAEAdcAL4HFmRmUCID+Ey6jsQXxezWrRutW7emT58+vPDCC3Tr1i3DghMPzvIffkhWINVmNhN14wZOkidPGq2WuNu3Obp2LSMKFvRIUHzRBwTQ6IMP3ItjOx0Oor3MHATXIHxvDv72Gz/lyMHs2rWZXLQoZ9avJ7BAAXTxZUs0BgO6wEAa/fEH5f/3P3QBAR7HawMCeObTT1OM89b27TiTtuAAGqORaB8lJp5I5Z4BnT75dosFisrqEULcu2lA0p9BFmAG4OUPHfHY8Nm9+Nlnn3Hp0iWqVKnCO++8Q/78+SlQoABZs0pV5EeR2deSP4m66FTuZOHGoCD0fn5MaNECa2wsGhIt+xNP0WoJyZ4d261bBOfJQ8MRI6j62mvu1zVaLYG5chF7+XKyy4YUSN41FblhA6v69PHoUry4eTO5qlShzv/+R+SqVQQXLEipN98kODycvPXqYcyWjX0jRxJ3+TJh5cpRZexYclSrxrWICFRV5fqWLVzbtAn/PHnI17o1uoAAgsuV4/ratag2zx9uTquVQFmK6o6eA2DWb56tXX7+0LSldC0KcV9O+NjuAG4COX28Lh51PpOuadOmYbVa2b17N9u2bWPu3LkAVKlShd69e2dYgOLBKF67NgdXrvT6WuJEKmFNRdXpZMPEiTjtdvd2xctxQw8fJiA01Od1n/3wQ5YPGuRRt0sfEEB9L61RO8eOTTaGy2mzcXX3bnLXrUvJJFXvFUWh5FtvUfKtt5KdS7XZWP/881yJT640BgM7e/YkrHx5rNeuYcczidT4+RFWuzZBknS57NgK346GbLnBPwauX4GgIOjWE4am3JIohEhNHuCWl+0qEJKxoYgMleKYLoPBQJkyZShRogQlSpTAbrdz6NChjIpNPECvfPMNfsHB7q6/BL6ybktsLBHLl7sH14PrbzB7/L8OQBcQQNSFCylet1LPnjQaM4aAHDlAUQjKk4dmP/zA052SlymI9lXfS6/HdOlSitdJ6vqcOVxZswZHbCxOqxVHTAxqdDQ3Nmwg5vBhnIBdp0NVFDR+fuTv2pXKC2Q8BQBLFkDrBrB0IZw6DjeuQ0AwLN8JH3wh5SKEuG+dgaRjVY1AMyD5Orbi8eGzpWvKlCmsWbOG6OhoatSoQb169Rg4cCB6vZcxHuKhV6BsWb7Yv59/xo3j2KZNnNm1C43Tmaz1KoEtLo642Fj0AQHJqssndEM6bDZCcuVK8bqKolCld28q9+qF02bzqFyfVMHGjbl+4ACOJOOtnDYb2Z9+Og13eceNP//0LIiKZ0tdQutXeN++lBs7FkWT6pySJ4PTCe/1gbhE33ObDRzRMPJ/8OvszItNiMdGReBd4BfgNq5fxS2BrpkYk8gIPpOuH374gTp16tCjRw+qVKkiydZjIEfBgnT79ltUVeXdfPmIunjR574ajQbT1avYEhUlTUwByrZoQWC2bGm6tqIoKSZcABXffZfd45NMlVcUyvXpgyE4OE3XSZC0MKs3TquVK8uXZ0rCZb98mds//oh1504MzzxDSK9e6OILumaqy5cg6mby7U4nbFiT4eEI8fiqC9QBTLhat56gZcmeYD5/22zevJl27dqxfv16OnbsSK9evZg5cyYXUulOEg8/RVHo/M03GJLM/IM7rUF6jQbzzZteZy1qcC3pU+Gllx5oXBe9laVQVU4tWnTXKyFkfeEFtP7+qe6XULsrI1kPH+Z8yZLc+uILTIsXc+uLLzhfsiTWh2HmZEgW3zNVs+fI2FiEeOwpQCCScD05fCZder2eGjVqMGTIEP788086duzI4sWLadiwYUbGJ9JJ1XbtePfvvynx7LOE5stHYFgYeoMBv6AggrJlQ6fReIznSiwhMbt59qzP86uqysaxYxmTJw+fBQXxe5MmXNq3L8WY9v7wg9diqNGRkVy/y7GE2Tt3JrRiRXRBQa4NGk3ymmIBARTLhLVEr/XtizMqChKq6VssOG/f5lqfPhkeSzKBgfB8WzAmGVcSEABvv5c5MQkhxGPCZ/fi/v372blzJzt27ODkyZOULFmS1q1bM2bMmIyMT6Sj0g0aULrBnQrINyMjMUVFcXbnTqa98orP41RA0WjI42OclaqqTKpTh/MbN7q3nVi+nEk1a9Jz1y6y+5ghaImK8rpdo9Vii45Owx0lOsZopOH69Vz891+ubdiAPksWLv/9N7d27kRjMKA6HJT5/HNyNW16V+d9EMxr1yZvTVJVzOvXo6pqsnUvM9zXE8EUA6v+cw2at1mh1wBo7/s9IYQQInU+k66vvvqK2rVr06tXL0qXLp35vwieAFHXr7N89mxuX7/OM/XrU75WrQx97lnz5SM0b16+bdzY3Srk7eoK4LTbKV6/vtfz7P7tN4+EK4HNZGL9qFG8MGkSJ5ct4+L27WQJD6fkyy9jCAqieLt2XD9wwL2IdmI5n3nmru9H0WjI27w5eZs3B6DUkCGYzpzBfOUKIWXKJCusmlEUf39UL0mkYjQ+HP/PAgPhj4Vw8QJcOA9FisHN63D9mnQxCiHEffCZdE2dOjUj43ji7VyzhoHPP4+qqljj4vD74guqNGrEqHnz0PpY7iY92Mxmbl++7FEoNbGEbTqjkdjr1wnNly/ZPuvHjHG1hiV9QVU5+vfffBcejjUqCntsLPqgIFYOGkTXDRso36sXEb//zq2TJ7HHxqJotWgNBhpPmpTqIPy0CihYkICCBR/Iue5VcPfu3P7llzvdi7gSrqCHbbWHPHlh11bo8rxrNqPdDjWfhZ9mQFjaJlDcl7hYiL4J2fKAVuv6et7XsGo66A3Qoge0eAu0qS4hK4QQDwX5afUQsNvtDH/pJcyJ1kCMi41l24oV/DdzJs26dMmwWPR+fviHhGC6eRMnd4Z3Kok+XBsUj5mLlpgYVFXFLzjYazdhwrGW69fdi19oAGJisCkKizp35rVdu+i4bRtHZs7k5OLFBOXLR7mePclWunS63GtmCfviC2xHjmBevx70erDbMdaoQbaxY+/73M7t23Fu24ZSoACaZs1Q7mfW8b5d0LuLZ/mIjauhS0v4Z9N9x+qTJQ6+6gkrZ4NGA/5B8PbXMP8rOHcYrPHJ6k/vwvKp8NUaMKY+aUIIITKbJF0PgYjt27FZrcm2m2NjWTxlSoYmXYqi8NywYSz+6COsJhNOXG+SxK1WhoAAavfujd7PjxunTzO7e3dOb3L9Ei5QpQr5a9bk8Lx5rvFJCeclectXQvV7RVW5dugQsVeuEJgzJ2VefZUyr76azneaeTT+/uRZtgzroUNYDx3CUKoUhtQWn/bCceAA1jFjcEZEoK1WDWX/ftQdO8DhcCVzwcEYNmxAU7jwvQX609dgMXtus9ng4F44fgSeKuH52r4dMOkrOH8aqteD1/pD9pTruHk1sjtsXAS2+PTcEgejXwOjFuzmO28mhw2ObYMOueDLNVDs7rughRAiI0nS9RBIaRzPvYzxOblnD5GHD1OgdGkKlSt318c3GTQI1enk39GjscbGojMa0Wu12EwmdEYj1V97jfBKlTi4ZAnz3niDmKtXUR0OAM5u2cLV0FD0oaHYo6JQnc4Ulz1wd0PeRUmIh2Kw+QNgKF0awz224tlXriSuVStXF6XTCTt3eha7NZshNhZbhw4Yt269twDPnnKdOymd3jXWK3HS9e88GPiKK0FSVYjYA3N/hb/3QO7kXdA+3bwKGxeCNcnMWZvVtRyCH8kz+Lho+LgV/H7W1TKWVqoKj8H7SAjx6JCk6yFQsnJlDEYjpiSDq/0DA2mZaAHp1MTFxPBpixac2LEDjVaL0+GgeLVqjFi8GONdDBpXFIXnhgyhyXvvYYmJwRgUhKIomKOjWT12LCu//JJtU6bgtNuxm81oVdWdWKlOJ3arlUaffkr0uXOcXLkS240bPpf4ib8gOZ5+msCcvhd5VVWVQz/9xM5PPiHu8mWCCxWi+pgxFGnbNs339bhQVRXzW29BovIaXlcXcDpR9+5FvXIFJYVn61OdBrB3ByQtHWK1QNkKd752OOD9XmA2ee5z2wHffQIjf077Na9fBJ0hedIFgAKK6n12R2wUHN4M5w7A9iUQlhea94ZCXv7o2PMPTO8Pl45BcHZoORSe65/2GB8WqgrnFsPxP0DRQLFukK+pJJJCPMRk7ZOHgE6nY/T8+fgHBeEXGIhWq8UvMJAazZvTuEOHNJ9n8oABHNu6FYvJRFx0NBaTicObNzN1yJB7ikuj0eAfEoJGo0FRFM5u28bqsWOxm81YoqOxxcWhqip28KiBZY2JwXTjBs3HjqXvnj20/u03n1XfFSAge3ZaTZ+eYiwHxo9ny6BBxF26BKpK9KlTrH7lFc4sXnxP9/YwsezcycXatTltMHA2Vy5ujRrlbjn0KioKNaUkNjFFcXUJ3os3+rmKpeoS/W0WEAhvveM5kP78ac9xXwnsdlj3791dM/9T4PRy7xot6FKaUKLAN11h8kDY8TesmASDq8O6GZ67HVwF370El44CKkRfhT/fh4Uj7y7OzKaqsO4VWNMRTs+BU7Ng1UuwuXdmRyaESIEkXQ+JCnXqsOjcOd79+mve+vRTvl+5kpGzZ6NJY3eJqqqs/eMPbElaJWxmM6sf0EzUDT/+iDXRYH+P6yf63BgURN6KFd1fF6pfn6eaNUt2jEajodrAgfQ+cwYFuLB5s9dlh1Snk52ffJKscKrdZGLb//53T/fysLAePsylZ5/FsnEj2Gw4r1wh6rPPuN6vn++D/P2TdaM5IVnxVwDCw+Feq+5nyw6r9kCXN6FAISj3DIydCCNGee4XEgoOu/dzZM1+d9f0C4Bu74Nf4J1tisb19fvTITDUx4E2uHUJLPHvT6cDrHHwY887Y8MA5r3v2p6Y1QRLvnSNEXtUXN0KZxaAPdH/R3ssHJsKN/ZnXlxCiBRJ9+JDJDg0lNZvvnnPxydNuBJYzWav2++W2Ufx0sS0BgNZChSgdMuW7m2KotBx8WJ2TZrE+s8+I+7aNbKXKEGlXr3IUaoUk0uWJPrCBTQ6HRqNhgbffEO5RM/BFhuL9fZtr9e7efAgMWfPEhQefv83mAmiRo1CTfL9UU0mYiZPJuunn6INC0t2jGI0ouvQAfvs2e6yEwmTEpLSNG16f+PfcuWBLyekvE/WbFCzIWxc4Rp7lcA/EN4YdPfX7DIUcheCP0bBjctQvg68+RmEl4BaL8B7deH0AbCYQG90tYLlyQ8Xjno5mQIndkHJGq4vLx7xfk2HHV3crbuPNbOc/xfsXloXVTtELoOwu1sgXgiRMaSl6zGhKApl6tZN9gtWURSeTlR1/n5UbNcOQ2Bgsu0anY7gHDkIzJGD6j160HfTJrS65Pl8mXbtKNuhAzqjkUu7d/Nv797MqF2bqLNn3ePDrCYTy/v04fSKFcReusSt48fR+ftjDA31GpPqcLCgUiXirl59IPeY0aw7d7rGRCWhGI3Yjx/3eZzfDz+gbdgQ/PwgSxa0Go3XoU7OiRNxfPgh6vbtDzBqL8b9ARVrgJ8/BGdxLSP06rvQMu3d4x4adYDf9sKiS/DpXFfCBWAwwrhNMHwOvNAPOn0Ak45AzkLez+O0Q0DIna/zlvK+n1aH3T/03mLNDIYQ0HqpXafRgz4k+XYhxENBkq7HSI8JEwjIkgW9n2vdPIOfHwGhobz13XcP5PxVu3UjT9my7sRL0WrRBwTQ4Zdf+OjKFT66coXW48fj7yVBcthsTKlZk63jxmG+ccM1JsVm89ol5rDZ+LNJE34ND2d6uXJMypePwh06eF3AWgPYY2I49MMPgKvL8cDIkRxq0YIlTz/NkfHjcd7rmKa7oKoqN+fO5XD16hx46inOvf02tkuXUj1O//TTXmfcqRYLuhRKPSiBgQQsXkzg4cP4L1qExtdAeYsF9dNPcdarh6N797teODzNsmSFmWtgyT6YuAg2X4CBn6XPoG6tFqq1gF7fQsfhkCM/NO8LxiR/ECgayBEOBRLNEH3pMzAkeR8ZA6HlMNDeR02zjFakAz5/fBd68iaXCPGokO7Fx0iBUqX44cgR/ps4kZO7d1O0UiWavvUWIdm9j6tx2O3sX7aMqydPUuiZZ3iqZs0Uu6J0RiP91q1jz59/sv+vvwjKkYOaPXqQL5WyFJaYGCL+/JOoM2c8EiAN3ieigSuJsdps6G027HFx7P7hB4o0bMiFlSvd5SUSjneYzVxatw6n3c6KunWJOngQh9mMBdgzbBgX//uPeuk84P7SJ59wecwYnPFj3q7+/DM358yh1IED6HP4XjondPhw4hYtQk00Xk3x9yegfXu0KRyXQFOwIJqCBXEUL47qK8lTVddMxz//hJdegqJF7+7mvLHbYe0yOHcKylSEyjVdCVahp1wfGa3K89DqXfhrrGv2IyoEZ4P/LfZM/Eo9C+/+BTMGwoUICMkJrYZDoz5w+HDGx32vAvJCvZmwtjMoCRMMVGjwJ/hlwGoBQoh7oqjp9qfvg7Nz504qVaqU2WE8lCIiIihVykeXSQpuRkYysnZtYq5fx261otXpCK9Ykff++w+DlxaltLDFxaE1GNDEL1t0OzKSBd26cXrtWpx210BrDXeSJT2+k66EUkyJC7NqtVoC9XocScZAKTodJd96i/DGjdnctSv2mBiP17WBgTRavZpsVaqk6T4ccXFoDAaUNC6/ZL91i/158iQbm6UYjeR67z3yfvppiseb16/nep8+2A4cQAkMJLh3b7J+9tldVZN3rFqFrWVLjzIScOcZurVrx9GPPrqn94zbpUhoWxtuXAe71bUMT5mKMP0/V/diZrp1GQ5vgpAcULLmXdXtutf/S5nKboKLqwEN5KkPOr90ucwj+WwygDwX7+S5+M5bpHvxCfVLt27cOHcOc3Q0dosFS2wsJ7duZVqfPj6PcXorlAkcX7WKMSVK8H5wMO8HBbGwXz+ssbH8Wrs2p1avdidc4BrwnTDTzueMO7wnY06HA12WLCg6ncexWqORsu+8w9X165MlXACq3c61zZt93leCG2vWsKFUKVYEB7MiOJhDffvi9DE5IbG4vXtRjMbk17VYuL18earH+9WpQ759+yhotRJ++zZhX3xx18v3aBs0QDdtGhQo4Op+w/UMk6WND6K7b0A3uHAOYqNdNbxMsa5q9N9+cv/nvl+huaD6i1C69t0VSn1U6QKgQAso0CzdEi4hxIPzBPxUEkmZY2I4sm4dzvgB3AmtSk6bjY1TpjCyVi3i4gu1Omw2Fg0bxntZsvCOTscXzzzDyU131t27sGcPU55/nmtHj6I6HNjNZjZ9/z0/VK2K6fp1VC+Jmhr/4cB70qX4+BzAajLhUFV30ubUaMjbuDGKTod//vzex33p9VzbsIENLVpwYPhw4iIjIf5+I2fMYHvr1mxv2ZKdzZoRe/gwOBw44+KInDyZfa+84vM5OmJjufTDD5z76CNsMTHJ70VRMPhYXNt+6RI3PviAiy1acH3ECOwXLqDodPc101DXpg3GM2cwXLyILigo2fJNBAaiud9FtU2xsGVd8sH/FjPM+e3+zi2EEI85GdP1BHIm+oWpJPkX4MzOncx8911e+/VXZr71Frtmz3bXzzq/ezc/NG7MoG3byFOmDKtHjcKetLaWqnL10CGMPlprEpITnZ8feSpW5KnnnuPA5MmYLl/GYbWi0Whw2u3J3px6jQaHyeRROFR1Ojm9cCEXli+nwcyZKElnTSoK9thYLi1ahGqxcGXlSo5//z3PrllDxMCBRG3fjiM2Fi3JV5dxxsVxdeFCLBcvYsyTx+O09qgoDlSpgi0yEmd8l15C2Qb3IuH+/uQaODDZ/VsjIrhQowZOsxksFuJWruT2d9+Rb+NGDGXLen1maaUoCkqOHChz5+JMqNZvtYLBAJ07w3PP3d/YpZSKttp91OoSQggBSEvXEykgSxYKlC/v7mpK2rZit1jYMn06ty9fZuesWckKltotFpaPHg3A5UOHvF7DCR7diokpgH9YGEPj4ui2aRO1PviAt06dos3ff1Nn5EiemzyZQnXroknU6qPVatE4nV4rtauqij02li0DBlD/v/8ILFQIxc8PrZ8fusBA9KqKGt9N6LRYsEdHs71jR3fClTiupDR+fphOnUq2/dI332A9d86dcCW+byUwEG3WrBScPJnAqlWTHXutb1+ct2/fWV7HYkG9fZtrKXTt3i3luefQnDmDMnYsysiRaDZtQvvzz/e/ZmVwCJQun7ybUq+H5o/ZrDmHDZZ8DENzQ/8Q+LkNXDuZ2VEJIR5hknQ9od787TcCsmTxOZDdYbNx/eRJdF7GKjkdDk5t2sT106fJU7681+NVQFUUr4PR9f7+VH3nHY9tiqJQsFEjqg0dSumuXWm7Zg0Nf/6Z7KVKEZw7NyVfecXnUkIJYs6e5dLatTg1GlS9nhz166OxWLzeo+noUY+EK6HLM9m9WiwEFi+ebPuN+fOTDZwH0AQFUXDqVMpduUJY+/Ze4zSvW+d1gW/zhg0PtKSDkj07mp490QwejOLj+3RPxk11VaH3j1/PMzAI8hSAwY/YUjqpmdwJ/vsCbl8GSzTsWwijq0D0lcyOTAjxiJLuxSdUvjJlGHPqFKNq1eJCRIRnEqAoFKtThxzFinldlgfg2qlTjCxZktwlSqDivZUorFw5Sjdpwtbx410LYxsMaBWFsu3bU2f48GT7Xz98mOMLFriu36YNZd58kzKJKtP/feYMF1av9pqwgGvA/P6PP8YZH/OFZcvQO53eS1PEryeZ0HKW0DWY+F40AQHk694dQ/bsOEwmrv75J+YTJwgsXx5tiI8ClA4HARUqJO/mTETx90dNsrg5gOLnd/8tURmheGnYcBIW/AGnjkGFqtCsratQ6+Pi6gk4sBhsiRJr1elaMmjdT9Dig8yLTQjxyJKk6wkWGBpKv0WL+LRqVaxxcdji4tD7+aEzGuk6YQJB2bPzVL16HPnvv+QHqyp2i4WLBw4QkCMH9mvXPJIhvb8/zb/4guJNmtDkiy+4HRnJzRMnyFa8OEG5cwNgM5kwXb1KUN68bB8zhi2ffurqklQUNn/8MbU//5zK/fu7z1lnwgQWVK+OLTYWNUm9L41e7x4An0DxlXABQeXKYTt6FEei7kE7oNfr0ej16LNmpeC771JowADiTp1id/XqOEwmnDExaIOC0IeEoAkI8Oxe1GrxK1ECv1TqYAW/9hq3f/7ZvYQPuBKuoO7dUzzuoZIlFLr3zewo0s+FA66K77YkrZl2M5xKfSasEEJ4I0nXEy5n0aKMOnqUdZMmcWr7dvI9/TTZw8M5vHIl1thYwitV8p50EZ/MOJ2Yb92i8fvvs2vKFKIvXiR7sWI0HzOG4k2auPcNyZePkHz5ANdYrxX9+7P3119R4lucnGYzSuLSEjYb64cP56nWrQmNr8weWqIEHY4e5dBPP3H4l18wXbiA3t8fVJXA/PlxXLiAPVELUkqdkSFlypCrZ08O9u/vSthUFY2fH1WXLiU0SW2VI6++iu3aNYifiemIicFpsRBSujTWw4dd5SKcTgx58lB84cJUn3nYqFHYjhzBvHatayyUzYZf7dpkGzMm1WPTldMJa1bCgX1w6wbkzAl1GkCZB7SOn80K0VEQmu3hL+eQo6j3Rby1Bsh7f5MdhBBPLkm6BEHZstF8yBCuHD/OF7Vru8oyWK0oOh25CxfGEBiINdH4pwQJs/1Um43bly4x/OzZNF1v5XvvsXfy5GSzHrXcKZyqAFit7PjqKxrFL/ED4J8jB5Xef59K779P9KlTXN+7l6CCBfELC+PvkiU9zudrdJTGz4+QsmUp2KMHeTt04Ma6dWgDAwmrWxdNkm5BR1wctzdudCdc7nPbbMSePUuVU6eI2boVfa5cBFWvnqbuQY2/P9nHj+fG//6HZedODBUrEvb552gCAlI9Nt3cuAHP1YEzpyEuvvVOUSDACK1egh+n3nuiZLfDt8Ng1gRwOiAwGAaMgdbdH1T0D17eslCwMpzeCvZEtdp0Bnj2MW7hE0Kkq4f8z83Hl6qqPouNZpaf2rUj+soVzNHR2CwWrLGxXDx+3GutLfDstts/f36aruGwWtkzcSL2JLP+wFW3yyPpcjrZ/+OPTCtfnjNeWtuCCxemUOvWZKtQgbiLFwkqUcKjqKg76iSD+TV6PYVeew0AfZYs5GrZkuwNGiRLuICUkyhFwZAnD2GtWxNco0aax2NZdu7k/DPPEDt/PvaTJzH99ReRzzyDedu2NB2fLgb3gxPH7iRc4OoujjXD4gXw58x7P/fXQ1wJl9kEVgvcvAYj+8Cav+8/7vTUezE88zLojKDRQv4K8M4qyOa99poHpwOOr4C9M+FW2v4YEUI8/iTpymA2q5WxgwZRMziYSjodHStXZv/WrZkdFjcjI7kYEZFs9pzNbMau03mUCEi6PA+A6caNZOe8cfIkh/76i4t797q3WaKivJZ9SMwjdVFVru3bx98vvsjmjz5Ktq/lxg0WV6rEf40acfvECRxOJ05FQQE0ioLTz891TxoNisFAyNNP8+zatfj5WiA6CY2fH1nq1UuWuClGIzk7dUrTOZK69vbbqDExd2peORyosbEPtGSEVyYT/DiB/L17Qo+3YM8e13ZVhb/+BF8Lg5tiYerEe7um1QJzfnIlXImZTfDjx/d2zoziFwzdp8HX0TDuNgzfDYXSsJTUtWPwVSGY2QYW9oBvSsCSd31OABFCPDkk6cpgI155hTkTJhAXG4uqqkTs3MlbDRty+siRTI3Labf7LB9hjYtz/8LQkjzhAtDodJgTqtjb7czu2JHxZcowr1s3Jtasyc81ahB36xb+2bJhzJLF63WSFidNzG4ysXP0aGKTLOq86c03uXXgAPbYWOwxMagOB1pFcbU6qSoOsxmb04nDaKTUp5/SZN8+slasmJZH4lZi8mQMuXOjDQ4GnQ5tUBABJUpQeOS9lUiw+GjRsu7c+UBLRniIjoYqlWDwewSvWwdTJkOdWjBjuut1Z8qJMDbrvV036obvZOPimXs7Z0bT6sGQxq5fVYU/WkJ0pKvMhDXaNfh+xyQ4OC994xRCPPQk6cpAlyMjWf3XX1iSjGWyms1MzeRB1GHh4T5fCwgKAuLHb5F8rJQK2K1WRhUrxvE1a5jRti0H5s7FbjZjuX0bm8nEhV27WPjWWygaDQ3HjkXnZfxSastLa/R6Itetc3/tMJs5v3gxzqQtNE5nsl/0jrg4Tv72WypX8M6vQAGqnTxJiV9/pfBnn1Fqzhwq7d6NzlfZiFRofBynBAffVckI1WzGPGQI0TlyEB0SQlz79jjPn/e+84QJcPr0nQWxHQ7X5716wupVULNustY8N/8A6OB7OaQUZc0BRh+lJEreXfL7SLgaAVHnkieatljYOiFzYhJCPDRkIH0GOn/iBAY/P6xJFlF2OBwc3bcvk6Jyib561WN5oMSMwcEoViu2JMvdJEj4OvryZSbVr+/1TeWwWolYuBBbXBxlu3TBP3t2Nnz8MVGnT2O5eRPii5j6qvmlAKrDgV9Y2J3r2mw+x5t5420x7LTSGAzkePnlez4+sZA+fYgaOxY1cXkLf39CevZMtq9qNmOZNw/7tm1oihfHr3NnNKGhAMS1bIljwwZ36Qn7vHk41q4l8MgRlKStifPneZSocIuJgZdeAKfdlXRpNJ7djEEB8EwV6PL6vd2sTgfvjIIxAzy7GP0C4J3P7+2cDzNrrGv8lzeW2xkbixDioSMtXRmoYPHiyRIucC1xo9dq+eXjj4nYuTNdrm01m9kwfTpz3n+fTbNnY7d6dheZo6PR+lorUaul8bBhHgPNnYk+EnPie9agw2YjOr57sOhzz9Ft82b6XbxIxTffRKvTud+MSY9PSMK0/v7kr1fPvV0fHEzWNK5VqDEYKNCmTZr2TW9ZP/yQwJdfBqMRTZYsKH5+BLz4ImGffeaxn/P6dW6UKUN0z57EjR9P7ODB3ChSBHtEBI69e3Fs2uSZSDkcqNHRWKdO9XLRUN8BmWJdSxLZbHfWT1QUV/Lweh9YtMq1dmNanD0BP4+GHz6FQ7th2Ty4eB5eeA2KloGQrFCtIUxZA2Uqp+2cj5I8FUDxknTp/OHp+BUK4m7Crp9g3Qdwcpmr6KoQ4omgqOk2iOTB2blzJ5WS1E56VL3fvTvL58zBHN/KocHV3KgzGHDa7Rj8/Gj+yisMmTAhTV1NERERlCpVKsV9rp8/z4jq1YmLisIcE4NfcDDB2bLx6ZYthObKBYDT6WRw/vxEXbzocazWYKBer150+OYboq9eZVy1atxIshahwp3s3UCiBZ+9xPJUw4Z0X7HCY5vp6lV+KVjQo7Bp4nMrgKLV0mn3brI/7Vkz6vquXSyrVw+H1YrTYkEbEIDOaESNi0NxOnFarWgDAvDLmZPnduzAmC1bis8qI9kvXcJ27Bj6p55Cl2RBbYDoHj0wT5ni2fKkKOiqVCGoTx/Mffq4WqqS0HXsiP+MGZ4bFy+Gjh1cCVZSeu6s1J30m+YfAMcvQXBw6jc0fQKMHuSqb6WqrnFiOp1rDcOAIFfr1uzNUKBI6ud6ECI2wtxPIPIoFKkI7T+CQuV8756G/0tpu+5CmNPRdd9OOxgCIWtR6LEJrkfAjIag2sFmAn0Q5CoPHVeA7uGt6P/Ans1jRp6Ld/JcfOct0tKVwT6cNIlugweTJVs2dDod+vjaR3arFafTidlk4p9p09i5Zs0Du+aknj2JunQJc/wvaHN0NDfOn+f3RNXeNRoN3adMwRAQ4G7RMvj7E5IzJy3+9z8AgnPkoEC5ch7JoIY7byJ33S58LB4NnNu4kagk444UjebOTL6kFAX/nDnpvHdvsoQLINszz9D6yBGeHjaMQu3aUfGzz2hz6hSl//6bUoMGEd6uHRW/+orm+/c/VAkXgC53bvzr1PGacAFY5s1LPqNQVbHv3o2SN6/3k/r5ofHW+vf889C/P/j54QgKujMbVc+drNnbN02ng3WrUr+ZS+dh9ECwxIHddifxstlcbwhTDNy6BsNfS/1cD8KOJfBxY9jzH1w9Ddv+gmE14Nj29L92qReg926o3s/VuvX899BzK+gDYMHLYL3tSrgAbDFwaRfs+D794xJCZDoZ05XBdDodvT76iF4ffcTy2bMZ+eabmJKsw2cxmVg2cyaV69e/7+s5nU72/vtvsvFaDrud7QsW4HQ40MQPoC7btCnv79rF6u+/58rJk5Rq2JDar79O5J49TP/qK6IiI7m4Zw+qqnokWgkSd6okbE9oRk34ne6wWom+cIEs+fMDELlpE0u6dnUVY/USv3/OnLx54UKyxa6dNhtOmw1dQAABefJQ4cMPPV435MtHqTTMLnSYTCjxS//cr3s5lzM2FsVo9L5WYwrrN2pq1EBTrBjOAwc8EzOjEf0bb3g/6JNPoe/bXJg7hwJLFrqqzyc0dCfMkPCaeCW5H1WF2BgICLxTMHXV3x5lRTz3jz+v0wm7N7pqgfmnYyFYVYVJb4M1znObxQRTB8Fna9Pv2glylIDmYz23XT8KsV4Wy7bHwf7foPqg9I9LCJGppKUrEyVNJNxUlZuXLvHfjBmcO3bs/q6RUD4h8Tbis22zmbeyZGH2sGE4HQ6cTie5ihen43ff8c6SJTQZMIAtkyfzXcOGHFy8mPO7d2NXVZy4CpkmjN9SiC8lERSEotGgMxrRaLXuHqvEvVaq08nNU6eIu36duc2bM71WLW6dPOk9dq2Wwi1aoGg0qKrK6UWLWPLcc/yRJw9TAgKYGhLCvKef5sqWLXf9XG5u3cracuX4NySEf4OD2d2tm8cSQmmhOp2oTiexO3ZwoEIFdoWEsCsoiBNduuC4nfKgafOmTZwrW5bTWbJwKiiIK6++ijNJ1X+/bt2SLyKt1aKvVw9NYCABK1eia93atZSQVoumalUC1q9Hk1INspw5iWnQECZMdK2f6B6rpXhPuOJMsGwRvPAsvNEOPhwAT+eEMmHwdA74dbwrodH4aipLwuG89/ITaWU1wzUfBUlP7Ejfa6dESeHHrbdxYEKIx460dGWi6k2bep0xqFMUdq1YwZ7Vq3HY7dRr25YRU6ei9TWlPwWKovBMq1bsWrQIR3wtrsRJkCU2lmXffMOm338n5tIltHo9Vdu3p/N336HR6fhr0CCPGYIJ3YcJnye8UrB6der060fJ5s25duQI60eP5siCBV5jOrdxI9tHjuTagQPubQ48x4IpOh2G4GCqf/ABABvfeYcjkye7E5OE+G8eOMA/jRrRZu9eQooWRXU6ubppE7d278acLZvXIqimU6fY0qgRjvjuVtXh4OLs2ZjPnaPGqtS70sxnznCyZ09uLV/uSmpVFY3D4Z5hefPPP7GeOUOp9eu9Hm87doyLTZqgJiRZDgexM2fiuHCBPMuWufcL/PBDbBs2YN+7F+x2FIMBJVs2gqdMcT2DrFnxnzPHtfi3w4GSNEFLSaHCsGM/jB8HG9bBU8XAzwDzZ7sKmia0gDntMOXnO2O+4M7nt27AqGGupK/ZizDyXe/XUpJ8/tFb0LQN/DsT/Pyh9RtQrVHaY0+N3ggGPzB7Gb8WkuPBXeduZS0KwfngZpI/pHQBUP4eZ4cKIR4p0tKViYJCQvhk+nSM/v4YAwLQGwzo46upW+LiiIuJwWo2s27BAhb+/PM9X+f1CRPIVqAAfsHBXsdK28xmbly4gNPpxG6xsG3WLMY2bcrOmTO9lmRInHglaPXNN1Ts2BH/LFkoULUqFTp3Rh8YmOxYnZ8fTpuNqFOnPGoZqbgSLxVQFYX89evTdd8+QgoWJOr4cQ5PnIg9ScKVwGG1cuDbb4k+cYK/ihRhVfPmnBo+nPkFC7I3SRV7VVXZ8/rrWGNicCS6ptNi4eaWLcQcPpzis3TExrK/WjVuLV/umi1ot+N0OLAneiaqxYJp1y5MPsqARH3zDWqSWayqxYJ5/Xpsx4+7tykBAYRu2ECWpUsJ+uorgmfOJOzYMbTxC4e799Pr7y7hSpAvH3wxFjZuh6kz4Off4O3+YNAlH+eVeFpq4s/jTPD1J5AjN3z0o6sml58/GIyJAkx8USesmQefvA7rFsF/s2FAa/h++N3H74tGA836Ji9oagyEF4c8uOvcLUWBNn+CX1bXAHqNDvSBUKA2PNMr8+ISQmQYSboyWb3WrVl4+jTvfPUV3YcNQ6fXJ6tKbjaZmD/h3gsrhubKxbgjR+jz++/4BQe7h+/4mrZqt1qJ3L+fyEQtUSnRBgYSd/Omx7bizz+P3t8/2TgfRaslV4kSqAmlCRJJSLwcGg31vvmG4Pz5UVWV9X364PBSasN9nM3GzQMHWNW8ObFnz2KPjsYZE4PTbObQV18R+c8/7n2Pjx3L1bWeY3oScgiNwUBsoqTHm2uzZ7tayLy0UCZ+nopOh+XECa/nsB44cKc0Q2IGA7YkxyiKgqFOHfz79sXYooX3sV8P0taNroHw3noLVR+fX7nsSqDbdoflx+G9L2HgKFfrWcLyBQkzLrSA4vSs2WWOhRlfP9gK9Z0+gwbdQe8H/sFgDIAXBkLT5LXQMlTOctDnHDSdAM+OhPb/uj609z+mUAjx8JPuxYdAWM6cvNSrFxdPn2bml1/i5dcx5lgvXSV3QafXg6pijovzqK3lcySOohCQIwdoNKhOp8c+SZM1p81GniQz5nRGI6+uWcOsF1/kdmQkikaDITiYl2fOdCV+KVQqCciZkywFC3Jg0iSOz53LhVWrPMpSJKUxGIg5dQrz6dOu0BN9OGJjOfL99+Rr3hyn3c7RTz91DehOeg+4WruCU6n7FRcRkWzsVYLEd+S0WvH3MtsSwFi9OuYtWyBJrTTVbMZQpkyK1093OVIYD5a0mzBBeKE7yXXufNC1r+vzkwfh/EnPBNXnN1ELW1dA6wfUzabVwVs/QJdRcOMC5Ah3JV4PA0MgPN01s6MQQmQCSboeIrkLFiRL9uxcOXfOY7veaKTeSy/d17kvHT/OD50740zSwpJQTT5p8qU6nZRt1oxjy5dzYu1ajyRJJVEDhk5H+bZtCY2fjQgQe/UqG8aO5ezmzeSrXZtmHToQkjcvOUqXRhM/eSBPtWqcT7SkT2Jag4HJhQphj4tzdykCGPEcT+a+B6uVuNOnPWZMqtwZgmSNb4Wz3biB0+p7EHeu1q0JKFQo2XZ7dDRXZ8/GfPo0qs2GEhh4ZzxWIgnXV/z9CW3WDL+nnvJ4XXU6if3vP+wWi6sLLH59SHB1JQa2bYsu0XO8W6rDgfOff3Bu3YoSHo62QweUu12qqG4jWPhn2vf3D4ARPpawemMo/DvbVS4igU7naulKWhBUo4Eg72ty3peAENeHEEI8BCTpeogoisIH06YxqEULHDYbNqsVv8BAwnLl4pVhw1I9PvrGDeKio8leoIA7uUmw+pdfcHjr0oqnAnZcbwi9nx85ihZlVt++3IqMJGfZstw6dw6HxUJYoUJEHTmCM771S6vRcHr9eqIuXCBL3rycXLOG35o0ca+HeGbdOvZMnUqzr78mV6JWpJf//ZcFL77I6UQDxxNap+LOnPG6+LUNV/FVj2eG95qeCfek8/cnPH75Hn3WrGj0epxelsPxy5+fitOmJdsee/Age+rUwWm14oyNRRsQgMZkSrafJjAQraKgDQwkZ69e5BnuOUbJaTZzrlEjzHv3osYP4NcS3/CjKOiKFyfryJHYL1xA56sGVwrU2FgsVavCkSOuliWNBnv//ujnzkXToEHax3wtnOv7tYAAyBoGWYIh8gwUegoGfwZNWnrfv+BTMH0TfPUe7NoAWcKgVReY/Y2rnldiigZqt0hbjEII8YiSpOshU/HZZ5l+8CALJ04k8sQJnqlfn6ZduuDvZVB6gtvXrzO2Sxf2rV6NRqMhKGtW+v36K5Wee869z61Ll3AkLbQZL6HsgwoYAgMpXKkS57Zv50p8hfibWi1+wcGMOHSIvwcMIOroUXeS47Baib50iQX9+vHK7Nn80aqVx3UUXC08/w4aRNm2bQmJHwSu9/en3b//cmXvXmbUqoU9NtajW9BbEpV4/Hbirjxfb2KN0UhQkSLkrlOHrZ06cXPXLozh4ThPnPBIvLT+/lScPNljmaMEEZ07Y791y90ipZpMXstZ+ZcoQfkUlnC6+f33mHft8lhvMWEgv0ZV0ezdS2TRoihaLboiRcgxcyaGcr6rpydle+89OHTozr07nWhMJtTnn8cZGIgyeDDKiBGpr3Kwf4/37QYD/L4Q6jb0XY/Lm+JPw8R/k2wrA5+95eoCBNe/45e4BuALIcRjTJKuh1DuggXp4aWw583Ll/lz3Dh2rVhBzgIFeHnQILTZsjGkTh3OHT7s7gK0xMUxsmVL8hcrRu6iRWk1cCAVmjdn27x5WFLqFtNoeLZXLzb/9BO2RMmB6nBgiYlh6ciRHFq8GDXJIHKn3c7BRYuY27UrZi+1rhRAtduJWLSIar08Z2nlLF8+WcKVEl/JWLJiGhoN5d5/n9x16rD22WdxmM3uxEmr02EIDcV+6xaBTz1F2XHjyNm4cbLzWq9exRQR4THL0tcYuNjduznx+uvkf/99jF66KKOmTvVIuBLTg7t6u2qzYTt0iEvPPkv+06fRJF242gdnovUWPbqLVRViYlC/+AJy5EDxsqi2hwLhcPN68u06HVSvk3rCpaqwdC7M+NE1WP75TtDhLc+EqllnePYF2LXOVdqhYh1X2QmRdg4LHJ4Ix6eD1ggle0DRjneXED8OVAcQCwQ/efcuHkmSdD0irl+8SI/y5THdvo3NYuHE7t3sXL6csnXqcDYiwmNfFVcidD4igvMREexftYpuY8aQr3Rpzh88iDVJ95g76VIU4qKivP7wctrtHFmzxucPNg1w0EtdLjX+NUVV2Tx2LEUbNCB7iRLJ9kuacHlrTUo6Bttb6QpwDawPqlyZp//3P/4rXx5HkmTHYbejZM1Kqxs3Umz5SVq8NsUf6arK1d9/5+aff1Jm61b8S5ZM8VzuWH2cW7XZiJ01i+AePe5ss1qxLV+OGhXlKpCauBsy0exOr4lhbCzq559DaknXkI/gjY6uUhAJ/APgjT5gNPo8zO2j3vDXNIiLT+6PHoC/p8OsjZ6JVUAQ1G6e+vlEck47LGkA1/eAI/77dG0nXFgBdSdnamgZRlXBOgosXwImULKC8QswdM/syIRIkZSMeETM+PxzYm7dwhb/y1VVVSwmE/sTjYlKLHFblMVk4vchQxi6bBmthg51JxqJ100E0Or11OzcGYePweZhBQrwdJs2aJO0SihaLXqdDruXsVLufYCbJ08yqWZNzFFRHq8FJhnDlLgL0Vs3YuKWHA13uh1VAEWh4EsvUezbbwG4vX+/13hMp05x9pdf2Nq8ObtfeYWbmzcn20efLRtBFSq4l7pJrSVOsdtx3L5NRN26nO3dm7hEyXCWN95ACUg+e87X+dTYWGxn7pRQsO/ezc28eYnu1ImYHj24WaQIpo8/vnNA7twpRBbvipclaBJcvAgL50NoGIz5HrLnAL3B1cKVM6dryZ/r11I+/5njMP+3OwkXuFq7TkTAf/NTj0+kzdm/4ca+OwkXgD0WTsyCmxG+j3ucWEeBZSQQBdhAvQLmPmC7i0kgQmQCSboeETv+/dfnmCxvkhZFcJjNfNOxI9fOnMGg17sHnyf+pV+mYUNKPvssBatU8XrO2m++SZvx48laqBDG4GA0Op1rHJTT6dEd6ZOqYjeb2fvHHx6bO65f71E7LGkdsYQky91qluQDAD8/9Fmz8vyuXdSdPh1twhi4FEpTHHj3Xa4uXUrkH3+wpVEjTn3vWnT44qxZrC9ShOU6HTEXLkBgIJr4hMnX2RI/R9vVq1ybOJEjlSsTtXQpAFl79iSgTh2UwEBIvLJACqsMxI4ezcXwcGImTeJ2s2ao16/D7dsQEwMWC3Eff0zsO++gqiq6cePurIPoi9MJ339PrpGfQFgwBBqgeVPo8xaUKQw9XoUXm8Pnn8IX37mKpGqAc6dh/GioXgrOpVBLa8d67/djioH13v84SOZqJAxvC/X8oEEAfPoK3L7h4wHdhp3/QcQWr2VAHluRy8Ee4+UFBS55nxH8WFGdYPkCSDqhxQSWDzIjIiHSTLoXHxGhOXNywUvhTl9rFCuJ/lVwdQ/uXbYMncGAarO5Sz4k0Gi1FK9dG1VVuZmkZIXrRArbpk+nwgsvMOTQIQ4vXcqhxYvZOXUqdrs9xfWSPRISk4nrR454fB0xcyaKXu+e8Qh3kiuPdRu9nDtB1nLlaLFmDTp/z8HYmoAAnF5mGwI44+Lc454cJhMRgwejDwjgyNtvu4+xnD+PxmjE6HSmeP1k9+1w4DSZOPP66zx9/jyKXk/+pUuJ27yZuI0b0QQHo9jtOM1mzLNnY92713Phalxdss5z54ju2xeDt25QVcX8ww9o8+fH7733UC9fxjF0KA6rFW38kk8ez8Jmg4HvEKpR7tTOWvXfnQFxCV2Uplh44xVQErV4ms2u+D4dDhOne38IYTm8ryGo00POPN6PScwSB29Wg+uXwBkf34rZcHgnTNvvmVT+PQF+GeQ6t+qE4GwwchkUSN51/djxzwMaIziTFAzWaMEvE5c5yjCxJE+44jm9/OwS4iEiLV0PMafTybZly/junXfIFh6OIUlCoTMYCMiSBZ0haSGFJOsYJtput1pxxC9a7bG/wUDFli25ffkyty9dSh6MqrL/n38YnDMnW3//nTItWxIQGorDanWPrfLVSpX4+oagIPJWrgzAvilT+C57djaOGOGRcMGd+mG+6nEmZciaNVnCBVBi8GBXF1kS3sY9afR6jg8fnixJ01gsrvUN8ezK9FXVP/F/KmdUFNZTp1zxKwoBNWuS7b33yNqzJ6F9+xI2aBC5161Dk6jLVgOeSbHFguqr69bhwDxyJKrdjv7ttzHeuIH+4EE0ixdDUFDy+3U60SSeCOF1ZoITLFYvzaUOWLnUexwAtZu6FuhOmiDq9PDyG76PS7BqLsRE3Um4AOxWuHwWti+/s+3wVpj0HljjwHQb4mLg6hl4pzJsnA8O36VRHgvFu7sSrKQ0Bgh/EspuBIES5v0lTamMDUWIu/TAky6bzcZ7771Hp06deOmll1i5ciVnzpyhY8eOdOrUiQ8//BBnfFfAnDlzaNOmDe3atWP16tUPOpRHmsPhYHirVnz40kvMGz+edfPnY7bb0ej1BISEYPD3p3SNGrw7Zw6latTA4Ofn3l61eXMCAgIwpFSbSadD0WhcleIDAmjy9tvkL1MGQ0CA7y45VcUaG8uct9/m9Pbt+IWGeozvSiiB4Iz/0CoKxkSDrzV6PTp/f64dOMCa999nRZ8+2OPifLYgJf2d76sDSRcYSJF27bi4ahW7/vc/Dn37Lbbrrhl4pUeMoHD37ihGI7qgIBSjkcCCBfE2V05VVWxexj0lzUuciT4Sb0to6Uv8n0p1ONAEB+OMieHK0KEcDw/neMGCXBkx4k5y53CgWK1ocSVbSeuOJZw7cckMj9jMZtQbri44xWhEU7w4mhYt0Mafy32+BzG5KyjY92t6PUxbDQWKgH8gBAZDSFb4dg4UKJz6uY/vcyVQSdmtcOpOOQz+/sGVcCVIuC9zDIzpAoNqg9X3+MJHXlABaLQAjGGgDwZdIAQVgharXTMZH3eK4ho0T9Ixkv7g90VmRCREmj3w7sVFixYRGhrKmDFjuHnzJi+++CIlS5bk3XffpVq1anzwwQesXLmSChUqMG3aNObNm4fFYqFTp07UqlULg5dWmyfRmjlz2LNmjXv5H3v84HZ9YCAfLVhA7sKFyVO4MBEREYxes4ZLp05x4+JFCpUtS0BICHExMQyrVo3IRLWbEigaDXW6dcN89Sontm9HdTq5GRnJqR07CM6enVJNmnBo2bJkY8gSfrfZzGbWfv89rT79lJWffuoxaD9xN2NY2bKUatyYvb//jsNqRaMoEBvLljFj0Ot0KPFdYD4Hk+PZUqfgSuoSJyW6wECyVajA2TlzuLJhA/bYWLR+fqiKQo6//yZPw4ZU+uUXyowcScyxYwQVLYrpxAm2NmmCI3GLlqKgDw3FmDUr5rNnk8Xhq+s0sYQWKje9nsCaNdFly8bpKlWwHjrkXuj65tixmJYvp+DmzSgBAWiyZMF5PXmphoTlChPXUksY25bwTHA4UMK8/OX/1FOwZ4/njSTlK+PV61yVaG32Ozeu0UCtej4OSLhmaVh+zDVr0RwHpSumvRxEkbLgH5Q88dIZoGD8bFCnE85EgCM+8KQZqjUOTu+DJT/Ci/3Tdt0H5fQGWPkxXDsKeStAw49d/6aH/E2g82W4vtvVwhVW7skqmWDoDkowWN4H51nQlHElXLp6mR2ZECl64C1dzz33HO+88477a61Wy8GDB6latSoAdevWZdOmTezbt4+KFStiMBgIDg4mPDycw4cPP+hwHgkOh4MNS5Yw4+uv2fLffzidTpZPn+51vUWNRsPGhQvZvnSpx3JBuQsXpnTNmgTEL/uiOp1c8rF4s+p0kiNfPg6sWEHUxYvcvnyZrdOn82mVKvyvVCmObtlCcO7cPksmqE4nURcvElqgAA2GD0dJMnhaA+gUhbCCBWk4ahTdVq4kT7lyOGJjscUnOgnLEaW08LYGV5KVOOFRAVWvJ7RsWUKKFydvw4b4hYZyadUq95JBTrMZNS6O1W3a4LTbsUVFcemff7i5cyfWmzcJq1WLosOGuVr7/PzQBAbily8f4a+9hiZbNlRF8WhVStx657WlKXFsCfHq9RgLFsQvb15ON26MNSLCnXCBa51Fy6FDxPz1F9FTpqCvVw/VYEj2PLxNeEi4rkcXadLlnQ4exFG1Ko74cyYL0r0jrmrwCV2zWg0YNK7iYTbHnSY2cCU8S+bChLGkSFGgxNNQvurd1d9q2A4Cgj27znR6yJEPqjZxzYp8uxqc3J/yG8cSB6uSry6Qbmxm+GcITGwAx1bArbMQ8Tf8XAvObfXc12mHo3/D1q/h5IrkyyHdDY0OclSBbOWfrIQrgb4tBB2CkBgI2ioJl3gkKGpKKw/fh5iYGHr16kW7du344osv2LBhAwCbN29m3rx51KlTh6NHj/Lee+8BMHjwYFq3bk3NmjWTnWvnzp0EeJlu/zi4ff06n3XuTNT169itVnR6Pdnz5ydf3rzsX7PG6zF+ej0ajQZVVWnWrx+NX3st2T63LlxgfPPm7haypPyNRncSkPQXe+KvvRUt1fn5Ub1fPyJXrODG4cOuFjFVRbXbkw3QB9Dr9ehsNs+B+16uqyR6LemYq4RuMncMSeJNSA+T/hURWLYszuPHXQmk3Q6KQnD16pi3un4Zqg4HqCo6VUUbP9bJo4xGktgSXztpjJpE++t1OjQOB4qqer0f10kVNFotWr0exWKBhKWVEj0Db88zIZ6EVjVVr+fK6tU4w8JAVcn+yScE//WXq5tYUdBYrWhV9c7zS9Q65DQYOP3HDPwP7idow1r8TkSgvXUdTdIloxLNanD6+XN04QbUdKggr7txkdx/fErQgfWoGg3RFRtxudMIHMFZyfH314StnorGnug97eMBmcLLc+bt6WissTgNAd7HQCVhNpvxS+tySfEMt05RcEkXtOZbKAlZYMI3RwFTjmc485xrtq7WfJVCazqjtdxEcdpQNTpsgeGcefZ3nPogn9d4GNzLs3kSyHPxTp4LmEwmKlWqlGx7usxevHjxIn369KFTp060bNmSMWPuLIj7//bOOzyKqvvjn5ntm01IIPQSIHSko0hHAUFAsYIIwa6IqFgQFVEQFFFsoAi+iiiKWH6gryIoioIoTRRpoTeREgiEkLJ15vfH7G5md2dDqOHV+3mePGRn7tx75u6SOXvuud+Tn59PUlISLpeLfF0kJz8/n8TE+PkiDRv+MxMkH7v+erL378cffMj5fT4O7txJ9bQ07AkJhtEuv86BWThlCtfeeSfVowRHA/XqYbZa4zpdfr/fMNleJtbJ0mNxOCiblkYSsH7TpghtrngOgi+4W1JPKFFejyRJYSclup+AzrZ44Vmj6wo2bMBCpMNWsGRJTLtoRzPUHwZ9hgp+RxP69mICZN3uwbjfalRVW2LVOTgR0bKUFKTc3KKdhgZjgbZcXK9dOyRJQvn6a/xffx0hlgoQMJuRUZAUpWgAmw15xEhqX3s9XHs97N0NbRrGRM3CAwal/2VZosFP8+Ham6Fmery7O00aQvvLtbkBykgSYU3+Zxdo+V1GtunfJFsCzoYtafjSZZCfA1YHXDMCbhhVbEQoMzPz1P/OTOoPnhwi3hEV7QNrBmfO5qI+P3kMCg6CGpxfxYspbxf1/34Prpx6auOeZ05rbv4FiHkxRsyLFiwy4qwvLx45coTbb7+dESNGcMMNNwDQqFEjVgYjC0uXLqV169Y0bdqUNWvW4PF4OHHiBDt27KBevXpn25wLGkVR+Pm//8Wvy22S0BTTV33/PVdkZGC127E5nViCCenRKSwBv5+ln8UWKTaZTFwRVXIn9AXcDJqkgYFN0Y5L6FmrAMgyfZ59lpGrV7N29uwIh+tkixuhZUI9/mC/5Ro3pnbv3pRv3Di2nE+ULfqxQq+Nlv2ixynOzuLGNNzcF6et3umKnkP9v3qM/gOG+g+43YYOVwx+PwTLLwVmzAADRx27HbVceUhMRLHZICEB2raFx3WF1Pf/DdZiErFDHyBfAUydCF0vgkfvOnWNLL8fFsyG4X3gkWthwlAY1gOevQO2/BEcSzJwkAxmMPTm2l2ac2VzQJ3msHwO5B6GgA8Kc2HuBPi/Cadm58nI+QuObDPeeBKakoSghEPABzsWFjlcIQIe2Pjx2bVLIBBcsJz1SNe0adPIzc1l6tSpTJ2qfXsbNWoU48eP55VXXqF27dr06NEDk8lERkYGN998M6qq8tBDD0XsdPu3oAa/0UPUjjVV5e99+5ixbh1rfviBzBUrWDpnTliRXn99wCgyAQx47jkWz5hBXnZ2jOYVRKbrnNROQJUkutx/PxabDaUkzoD+fjAu4xMA6vbrR6enn+ajiy8+acK6Ppk8hH5Z71SIF8k6I0KOQtSD2E+kjRJgCUb24trn8ZQogR9ZRg0uTRpGqYJtmDkTAgGyVq2k0pW9oE2bSMemYWPweoyvBy3PK9S8IOjYffkxtOkINw4+mZUaigIP9oY/f4lUrgcwy7BoDoz6D/S8OfbaroNg7mvg09koSVCrBdz8JOQcgsYd4JX+kbsbATwFMG8iXPf4yUVkS4oSKD6XypIAnR8PvlDj7wpWTu3/kkAg+N/lrEe6nnrqKX755RdmzZoV/mnQoAEffvghn3zyCRMmTMAUTLzu168f//d//8fcuXPp0aPH2TblgkeWZS7p1i1uovQvX38NskzfIUO4bexYwzqBZquV9tdea9i/2WLh+RUrqNWiRdylPxUidKz0UaPQUl64XFAgwNTemg5Q8/79MUXtNC0ut1mhKLIVUdrH6cSZmsqioUM5tHZtsU5gvA9rqO946J0dvX4YFDlxp4KhHbKMtWxZUq67jtT77zd8sIcS8lVAdTji1mMMOceqouBDu7fiEvhNzZohJydrZgwapEWxolEUpC5doHdvjt00AC69NNZhKJMM948wTn6PV+m7IB9mvml4H4b8sgD+/DXW4QIIKFrZoBfuBZ/BMuLApyCtkbbDEcCeoImi3vYcbF2l/fy1GY7EEcj0FoDHYNzTJSUNkqoan7NYoNMIuCRYO9NkhRqdtE0LemQz1Df+/ysQCP55CHHUUubxadOKPT970iQAKqalcev48VgdDkxmM7IsY3M46DxoEOnNmsW9vnKdOrz4++8x9RKhyKm6+8MPue3dd6nerBlJVargTEkJn4/Oc9ryww9kbd9O9zFjKJeejsVuD58vbhkNIhPEQ/0FCgrY9OGHbHz/fZSgsn1ELcUgJ8s1Ay0pHElCDkZMzS4XyU2bYrXbkYMOoikhAXvFiuH7C1+rGzP0EyC+I6kCUjBRVHa5cF18MS327aPO559T+YUXsDdpEuPUhO/B5cLeqhXm9Nh8KKP7VIispRm9qcDUtm3R9ddfj9S9e5HjZbOB04n5o4/C9hbLE2PhlemayGmIk038YQMx3Xj8/JWxFlcEKmxbF3vY4YI3VsOoT2DwGLj/TRj2Ojx3Hcx7Fb5/H167Pf4H0FVOW4Y8W0gSDPoYbIlgCW4qsCZAxUbw1H7o+kzkZ6DPO+Aop0XAAKwuSKwG3V6K7VsgEPwjEWWASpkqNWvSuE0bNq5caXh+q05n6cZHHuGSXr1Y8sknKIEAHa6/Hl8Jl2Qr1a0b1uyK3jH4zu230/OhhxgbHEsJBHg0NZXCnJyIPkLXTLnsMhSPh8pNmhDweDi2c2e4jUKRAxYaRx8tM8rSObh8eaSKu+766FqL8ah5ww2k9e5NpU6d+GvuXP7OzKRx//5U7taNvJ072fjUU+Tv3k2Fyy8nb/lysg8dirheAbBacVarhmwyYUlMxHXRRZTt1Imt996L6vMVRcccDsrfcguuBg3w/v03SR07ktKrV1g6Q3Y4qLNmDblz53J0xgwUj4fEnj21RPfDh3F26YKrZ0/+qlw5ZvdjdBHyCPswlpDwzpiB+fLLsV5zDZLJhHnuXNQlS1C+/hr27dM0vHJyUAsLkQxU+8OoKuzeBW3aw+T/wPC7Na0tKD4ceCRLKxFUEnmIpLKaDIS/mDqifj+4yhifM5mgTS/tx+eBm8pHLiW680G1aWMEdGNYnZAx8exLK1RvDaN2w+8faVIRNTtAw95gMvjTmlIbhu2EjZ9A9mao2Bwa3gDmf19ahUBw7gj9tTzZU6N0EE7XBcDwV1/lLgOpDNlkol6LFhHH0ho2ZPCYMeHXmZmZEecL8/LIOXSIclWr4ikoID8nh/JpaQyYOJHJ/frhDdYbjHhoFxSw8JVXaNarF5KqklqrFknly+OOcrpC5OzbhwxsW7wYmyQZOlIQ6UDEW50C43yvaBHQAJCQmoo3OzsmN8ZZsSKFu3ez9umnKdeyJc2ffRapd2+qNGxIwd9/s6RLF3w5OQTy88ndsAGLqiJZLOHSPuExZZmLv/2WhDp1UFUV9549FGzbhklVI6NuZjO1XngBSxnNMfAdOYJn715saWnhJUPJZMLZoQOOSy/FUq0ayokT+Hbvxr16NZ4//kC2WjGlpxPIyoqYp5P9iTD8M5Kfj+fll7Fec43WRpKgfn2kwYPh2DHIy0OdNQv1iSeQ9c79kSOwJRPq1NMcpwHXwMH92tKo3RarIeWDsJS/3gizGTauhebGhdIjuPo2mP1afKdLNkFafahR9+R9bVll7ER5PFC1KSQ44K+NUL4GDBgHl15X1EYJwJE94EwGV5ySMiXFWRY63F+ytlYXtLjjzMYTCAQGKICbyExlOxeam3NhWfMvpUnbtnS65hp++frriKR4m8PBzY88UqI+An4/7zz0EN+98w5IEqrHo202s1pxuFzc/dZbXPfMM3z25JOoBrvNvIWFPNe+fXjZKslI4TyI/jHnV9VitaRKQkkU381OJ2Xq1OHwkSMR/ZsB36FDHAlGrvL++osDixZR//332bd5MysHDIgQJQ3k56PIMjaDpGbV6yUvMxPPX3+xYfBgfNnZyAZOauDECTYPGkSD995jx803k7t0KZLJhCkpidrvvoujXj129++Pe+NGkCQkiwVTYWGEjIRsNoeLUodyvaI3OkSjf9eibVLXrYuIZCkPPAAHDhQl1uflQWEhyr33YnrySWh/Mfz+W1EH0V5vfoGmSB9tgJfIhHrQnOCSanbVqAtPvwvj7tSiQV63lr/lTNAcqApV4eUvS9aX1RFfXLRsVXj2G+Nzqz6HmfdqyfVKAJr2gHs+KNmYAoHgAkQFCokNybvRykVdOJlUwum6ANixYQM2h4OElBTyc3II+P1c1KYNj77xBtUM8n6MmDVqFItmzMDrdke8qT63G5/bzeTBg7GoKkpol1scQg/zE0ePavpWwZ1xIaIjVtFleaLb6fO9JLMZ1WB3nT4XLNRPxDKaJGF1OMhesyYidyyes+ctKGD32LHs3rEj7HxGoCjGTp6isLpvXxw2G0pQDiOeI3Ts22/Z0qsX+WvXgs+n5aIVFLDthhuwJyQQOHo0LKWgut0oaD5MqC/F7w87WqEyP4HgHKFzzvTo87piIl75+bjvvhvHrKAS+1dfxe5kDARg4UJq7NkG27ZEdhZN3DIBEki6k5IEFatA/cZxLjCg5wDofDX88TNY7VCzPmSugbIVoVHrki8B1mkJrpTYHDF7AvQaYnzN9pUwbbC2JBkaZt1CmHwD9J1c8nsQCAQXEMUJB3nRIl4XBheO+/cvZe2yZdzWpg2LPvmEnMOHCSgKtoQEHn3zTRoYqNkaEfD7mf/mm3gKCuIuU3kLC3F7vcWm5oScmNCPH8BqpX7XrsiyHJPAHe5b93so+mQkNqpA3ORyvXtgIsq5U1UKsrPDorChwtDFUZCZScBjLH9QnLyESVVR4lynRw0EKNy4Uctl0lNYiP/oUdSgYxdCxjgpPxTlApBSUijzzDPF513Vr49ssKRLIID/s89Qjx8PDhjnv7YkYd2xTfc6zjjxdhAkl9OS7J0JWvHr1Aow87/xHSW/31jHy5EA7XpC6y6QWhk69oHGF59azpUsw5j5UKY8OBI1Z8tqhyvvhjZXxbbf+Ru80EPLUwvtTlDRBFe3LsOS83fJxxYIBBcQxT3ZzknRndNGOF2lzMShQ3EXFKAEH0xKIEBhXh6vDB9e4j48hYUx+l1GKIoS8azRP1eNSvJIgNft5tJbb8Vus8X9sJiifo/uI4Tf78enqmAyRSTWhxy1kyXMFyebEI1kMoUjWqfyX06CiJyxeNfbqlaNkNoIYYJwOR/9hoK4pYAocjiVY8ewDxpkbJjViuO221Dj5NkBYLGgHj6s/X7DDbGJ7RYLtGsbKz1S0gkHbUnwx43w3Jvw1ifw2z6o0yC23dYNcFN7aGqDZg54LANOHI9v++lSqwnM+htGfgz3TYXpmXDXK7HOW/Y+GH8ZFETZEPqCbLZhPhG5uUIgEPyvUJwrczoqjucO4XSVIn6/nx0bNhie27BiRYn7cbhcpFSufNJ2oceQivagDzlfochRvGfv4d27sRRT+zLezsN4+INq+HJQ/qK4sfVES0jGc6Ykk4kyl16KbLPFyFhIxVwHsdG4kEMU4XxJEiZVxZebG6G9pXccw02jrz0JRx95hKSnn0bSz7fFglymDOoPP6BmZaFEJfaHMZmQatQAQH7tNUhPh8REzdlKTISaNZGnvhV7XdyJjHoty3BJO0irDf1ugcuvNHQ8OXIIBnaAtb9qUS6fFxZ8Bnf0iC8QeiaYLXBJb+g6GCrWNG7z/VTjEkIh/B7KbJgLQ1xwpxle6gYHtsRvLxAILiBkinb56JHiHC89hNNViphMJkPBU+CUllkkSeLu11/HGlyWiveQj/b39ZpYxVG3Qwda9OsX97wS9XvIEYl3b6Gj/sJCEqpXx6IX8zSZit3lGLK7OE0wCUjp0wdLYiKS2RzeHamPPsXT4FIAc0oKkk74NWCzIaekYClXjsSLL8ZiteLbty98Pro8kRHFaY7rryv46itcDz9MyuzZWDt0wFS3LglDhlD2o49Qgzs3Q31F2O50YpswIWy3VLYs8oYNyJ98gvT888gff4ycmYnUqBHHru9f9PkymkhJgoaNQO/4yTI4nPDEuGLuJMin/4lVtvd5YNsG2GBcj+ycsy8zvtNltkJKJcpkfg3efC25fvNieO5SyM06v3YKBILTxArYKPprb0FLor+wZCOE01WKKIpiuJMQOOUyO22vvZZn5s+n+kUXhY+pAJKExW43jCaFc6PMZhKqVDHcHSdLEstnziSpahzl7ZC9RImaWq3YyhhrLek/dCrQftw4kuvUwVW1Kk3uuIOUBgbLVVG2hcaMXiYFIBDg4HvvccUff1Drttuwp6QgyXKM4Kgvym4kiXJdu9Ju0yaqDx2KvUYNEho3pt6rr9LxyBHaHzmC2WyOKSYdxhQ/jB3apXhSZ1hVUbxeAnv2ENi3D+XQIfw7d6IcORLRf8h2FVBdLhxz5mCNrrVpMiFdeSXyo48i9e4d1hE7NHIUTHodyqVqfSYlQYtWULUaNG8JMz+G1Rtg5udaZKtKNehzHSxaBQ0axb3HMFvXgccde1ySYffWk19/LqjXTtvtGI0kwRX3Q94h5IDOKVNV8Llhydvnz0aBQHAG6B2tBDQH7MJyuEDsXixVZFnGYrMZ5mMlJCWVqI+1CxbwRv/+HDt4kEq1agHgSEkhqWxZGrZrR7c77uCLcePY8MMPEdfp33jF7ycvJ4e0Nm3Y99tv4SLLEiCpKivff1+zl9jdfNGBWxVNX6xy8+bc8J//8HHfvuQfPowvWIQ5+vr8PXtY8uSTmG02Al4vrurVSWnYkGObN8fcq5FLE52XFvqO4962jeObN9N62jT+tNnY+cYbhvMXcm3NQOUbb6TVnDlIkkT9V1+l/quvxrR3bzFeclJtNi2yF8dZ1kfY9PlzIZtDWJs358SoURS88w5qQQEAnm++wbt0KVZdnc6Q7QGnE+fzz2O+yiBxPB6SBEPv136Ko9uV2s+pctHF8OPX4Imqf1iYBxPug/kfwIMToGGLU+/7dLnsTpj/khbtCtU6tDo0uYg6F8Mys+bJ6vG5Yc/v589GgUDwj0c4XaWIJEn0ufVW5r//Pl53UWTA5nBw/ZAh7Nu2jffGjGHd0qWkVq1KxqhRtNM9XOe+/DKfjB6Nr1B7uOUePhx+KOcdO8bBPXtY98MPMdIBRjscvQUFbF+1CpvZjKx3unTtQrlgoaiZyaAfAEwmbvnySxIrVWL4zp3s+vFHPu7RAyVKCiGUdB5wuwkE7//Xp5/GnpBguGRXkuLc4Xvz+1ncsycoChbALMsRu+hiQrw2GxW6duXn9HTcf/2lKbs7nVriuqoiO50kNmqE98SJCLX9UJK85PVibtIE34YN4UR6/Vj6OXR27ox3yZLw65CKv2Q2U2bECHJvuQV0nwdUFdXthq5dYckS8Hq19yioAWYp4S7Xs8I3c+GNCZB1ENpfBo+MhRq1ItvccAe8+6K2pBgRyVXhRA788i2s+Rne/xkatTxzm9wFMG8SLP5Acyi73grXPqLtZAzhSoHn1sDHj8Pa+WBLgK73wNVPwIFM46LTFjuknQX7LiQCbtj+Mvw1U4vm1bgF6jwKphLqrAkEgjNCUtVzkdl6dlmzZg2tzueD5TziLijgseuu44+lS7FYrXg9Htr36sW948YxtG1b3Hl54Z2NdqeTuydO5Lphw/C63QwoXx53nqZRVNyuPwtFUarQ6+LahpyqeLvtQn0V10+///yH47t3kzl3Lsd27kQy0MvSX6934og6rr/OGXVeb1M8e0wU6XzGq+EoARZZRg7OdbzdhtHLtEZjhiQzjJxbU0oKlmPHDKzUNNFMCQlYAPXEiZjzlhYtKDNkCIX33VfkSEsSOBy4vv8es64GY3FkZmbSsGHDErWN4K2X4JWxWpFr0JYmExJh0VqolhbZdt8umPCw5mB53IAaG+Zs3xOmLTh1O/QoCoxoC7vXaUKroEWw6rSCF5ZG5kYqAVi7EP7eDNUaQrMemgI+wMTLULb/WrTEKEngKAPPb4GkCmdm44WCqsKyjpDzOyjBKKRsh6Rm0OlXYopx6zjtz8w/HDEvxoh5ie+3iEhXKWN3Opm8cCF7tm5l79at1G7UiKq1a/NcRgbu/PywwwWag/bOk0/S5667yNqzJ3y8JKvWodwlEyAFBU/jOVQnoyRe+vwHH8QfXB6DSGFQI06mxh4iFGmLyPumeLtD915c0WwVCOikHuI5nAFO/p8mEM8mWcaUmxv3OlVRCBQWYjb6HiTLmBs0wPPCC5GRS1WFggIKH3mExF9/PYllZ0BhAbw8Rvs3RCAABXkw+Xl4cXpk+2q14M15cPgAXFnbOMdr42+xx06V37+FvZuKHC7QhE93roV1P0Kzy7VjuUfg6fZw7IC2bGixQ9kq8OwvkFgOhn9NzvQ7KbvpK/C7oX4XGPTGP8fhAjiyGI7/WeRwAShuOLERsr6Dij1LzzaB4F+CSKS/QEirV4+OffpQtXZtANYvW2aYTK+qKgd37ya5YkUCOmHOkqYLqpJEpcaNkXURAKNCyyV15IwcMBkiHC6In0R+MqKvCS3HRf+cDUpSjig6ad/onkIyHET1JUN46TYufj9qQoImQKpDsttxDR+Osnev4WWBP/4ovt8zZec24yLOfj+sWBr/uqQU4s5o5epnbte2VeDOiz3uLYStq4pez3wAsnaB+4RWCNt9Ag7thJkPaudtCRzq/jRMy4N3/DDie6hc/IaO/zmOrYJAYezxQB7krIo9LhAIzjrC6bpAqVDd+IHk9/lIqVABV3IynW66CUvw4Vxih0ZVycnKCjtd0eV6ol8boS9CHb17UMI4EmQkc6BI0ik7YvGiVMX1czJtLqP+Tnb+ZDIRhvMXpVJvfKGEqVMnnBkZmuNlNmOqXZuyX36JpXXrSBkH/WUVKqAePYrvuefwdO2K7557UDZtOtloJadCpVgZiBDRS4t6bHa44W6wR9ltd8KQZ87crrJVNSX6aKwOSK2m/a6qsHKu5mzpCfhg5f+duQ3/KziqGedumRLAXu382yMQ/AsRTtcFysAnn8Qe9YC12u10vPZaElNSALh/+nRaXnUVZqv1pA6SnjIVK2IKqsKfDvqx/MEfW0oKHR98EFdiYlxb/IBksZCUlkbdPn1oP2rUSSNqRrlX8YinvRXaAKDX+TrZePEcuZLMWbw2J4vISYDkcJDyxBOkvP02VY4fp/KRI1TYvBnZbMa3aJEmCxHteDmd2IYOxdOoEYHx41EXLyYwYwbeiy8m8O23JbC4BJSvCF16gM0WedzhhGGPF3/to5Pg+jvB5tB+ypSFka/B5X3P3K6O/cEUtYdWksBig7bXFR2LVxg73vF/IpWvB9lgoV+2QpUbS8UkgeDfhnC6LlDa9OzJsNdfx5WcjD0hAYvNRsfrrmPkjBnhNhabjRvHjuWTnByGvPlmOOoFWt6W1WKJeINlwJ6QwPVPPUVay5aG0Zi42lehfg2uUYEb336bns8/H1dxXAbMNhsp9etz37Zt9P/qKxr27x+2OTpqZlTyJ57qit5RCuVTGeVmKUTWeIywz2ymQufOYUFXo0XA6HuX7HZsdesi2e3ILheyw4G1XDlMdjuqkTCs2Yytb18s9evHjm+1IqemkjpjBvZ27bT+rVYCmzZxtHJlcvv25Xi/fuS/+SZS27ZgtWrOV0ICtpEjkXfuhOzsol2Pfj8UFOC7/XbO2l6ZNz6C7leD1abVXkwuCxOnQbsuxV9nNsPjr8MvR+Gb7fDTIbjhrrNjkzNRS5iv3kjL07LYocZFMPHnouiaJEGL3kVJ8yFkk3b8bJF/BLYvhsOnqEXm98DGWTB/ECx9HHJ2nD2b9Jid0OFnSLxIS6CX7ZDYGDosAUviuRlTIBBEIHYvXuD4fT4O7d1LmdRUXAZio/pdIoFAgL0bNxLw+6nRqBFKIMAr/fuzftEizDYbqqJw4zPP0HfECA5s2cLTLVqE5Sb0hHbkGSW3R9dWBEiqXJln//4bSZLY9MUXfHrzzVpSuNeLyWLBbLPhSk2l6cCBdHjsMWyJRX/g32/enMPr14cT+8POkslErb59SSxfni3/+Q9SnMR/vb0h+4pLytfvYgw9gmWTCUfVqlTp1w/P33+TPW8eiseDSVUjnLbwv2Yz9urVSe7YkWqPPYYtLQ3foUNYq1VDslrx/fUX/kOH2HPVVSh5eSj5+cguF6bUVNJXrMCzbBmHBg3SZCCCtmC3kzpjBkkDBoRtVQsKyK5cGdUg+d7sciH5fJjatcP15Zd4GjUCnUp+GIcDW2YmUlrREuAZ7SzKOQZrV0NCArRoY1wGqLQ4sk9zsMoZCPke/RuevAQKc7UcMLsLnGXguVVaQj0lmJfcg/Dfx2HDl2CyQpvboOczmqO34HH4ZTKYbRDwQpVWcOt/wZlSvM3efJjdFo7vBF8+yBbt5+rPoHavM5iMk1D4N6BqS44lQOxGM0bMizFiXsTuxQueQ3/9xcKPPiIvJ4e2V15Ji06dcBcUsPiTT9idmUlq5coU5uYS8Plod/XVNGzTJqYPT0EBq7/6it8XLiSpXDn6PvwwT3z1FSeyszl24ACV6tTBFiwVVLl+fZ7buJHRTZrgCQqXApisVlKqV0fJzyfv0CHkYJ2/aL2u0O/2pCRSa9XikzvuwJWaitlsptngwfjz80mqVo36vXuTVLkyG+fMwZufT9aGDVS79FIOrlnDz2PHEjCZsFeogOfgwcgxAgF2z5tH2YYNkcxmVK83xo4Q8eQlorGWLYtVklALC5HdbqTQztBAAPfeveycNCliU0F4t2dUP6rfj2/XLo7s3cvRzz4j7aWXqHzffQD4Dh/m2Ny5+Pbvp9LUqag5OXi2bsXRtClJ11+PbLNx4PHHkdzuyH7dbnKGD0f54w9MNWrgvPlmfIsWxY1SKXl5mIDAr79ScM89mJOTUY2crkBAq7t4pqgqPPsYzHhDi3R5PdDlCnjr47h5ZucdfQ5X5jJYMx+cydBxAFRIg8nbYcXn8NdGqN4YLr3BWKXeCE8+vHyx5ngpwXjpktdhz0podxv8+qa269EfjDTuWwVzBsHt84vv9483IGdb0XWKT/v5ZjAMPQjyOfoT7Si+woRAIDg3iEjXBcCPc+cyZtAgFEXB5/HgSEigeadObPvtNzwFBXjz88PesSRJWB0OumdkMPytt9i8eTMNGzZk//btDG/eHG9+fpFTJEl0HjSIodOmsWruXLJ27qRGs2ZUa9QIe7BI9uHdu/ls5Eg2fPcdNpeLGk2asGnBgrADU5wWV9gm3bGQPpXD5SKlZk3aDxvGdw89hBoIEPD5sDidlK1dm+z162P6DS0f6p0ofUQqeidgaDyT7lg8fS2A7suWUb59e/4YPJi/P/ww7lJoyAZzsK/QfcpWK6rXG6MiL9nttNqzB++2bWzv2RM1ENAcO5cLR5Mm1F28GFm39LvTbI5Rrter1EtOJ5jNlLnvPtyvvw5RO0FDNoYfxzYbCS+/TOCxxyLbWixIl1+ObeHCiGtP61voB9PgmUciJSNsdrjmJnj9vVPr61yiKPDaQFj9leYoma3aMuID70O74vOWip2XX/8D8x7SIlN6rAlQvgpkb4u9xmSFUfshoVz8Qd9vAYfXxh63JkL/JVCxRbE2ny9E5MIYMS/GiHkRka4LFndBAc8OHoxHt8xXmJ/Pyu++Q1YUJFWNKLWjqiqeggK+//BDLh8wAGsFTUfolYwMPPn5kdEeVeXn2bNZ99VXqH4/7mBESwLMFgu1WrbkgU8+YegnnwCQvXcvT6anl0guIl5UKZSW7MnL43BmJl8PHRqxNOjLz+fQ+vWGESQ/Rct/+uXCeDsWQyKkIULOlqErJUnYUlM12w4diutwRd+LhFYdRrbZSGnblryffoqNtJnNHFuwgKxRo1DyiuQLlLw8Ctau5fCbb1LxkUfCx81Vq+LXST9E64eFyv/kffQR5ji1OSOSMVUVuV8/yMwk8O67WrK7z4fUuDHWjz466X0CWj6YokD58sbn33o50uECTXvri49h4lsxEhelxm9fw29BhwuKilxPuRVaXAkOl/a6IBc8eZBcmRIVl9+zMtbhgqBO2hHja2QzuI8X73RZDXZegibkarlAIogCgeCsIRLpS5nflyxBNiiUrAQCBII5RUZ4Cgr46dNPtd8LC9m+ylhnRwkEyM3J0ZTrVVUrKaOq+Lxedq5ezbjOncMCrOu+/ho1KLwZegzF2xFY3AcnpIBPIIBfUfAZXG/kSoRiP9G7I43allRPK2y7qrLjnXcAqHj11UhWa7HX6m2UbDYSW7cmqVkzJNngziUJJTubQE5ObF+FhRydNSviWPKzz2rRrCBxhVgPH8Z86aWxw0W1l6tVQ05NxfLGG9h27sQyezbWFSuwrVqFVK6YBz7Azh3QqQ3UqQL1qkHbFrBpY2y7Y9nG16sq5BvoZJUWSz8Ct4FzJJthw4+QnwMv94Uh5WF4OjxQE9Z9d/J+KzYEi8FSpGyCGu2MlwFtiZBSs/h+mw8FS7TjJUFSGqTUO7ldAoHgfwrhdJUyJgOHqyRIkoQ5mMQsleSbugFKIMCJ7Gw2/fgjoCWUR3/rD+3404uQxnMSoKhMjlEU63SIlnuI7jNaqLS4+NXBYNHvGrfdFo4QxiN8D1YrlW66iZYLFlB+8GDkaMkEAEUhqUuX+MuVUcnmSbfcQrkpUzBVqqTNd5zPgKoo+KJU5iOWT00mcDpxTJ8e/gxIlStj6tULuUmTYu8PAI8HuraHP34Dr1f7Wf8ndO8I0WWI2nYxjghVqAxlT+LYnU+MBFz15166Cv5cqEXAfG7I3guvXAv7TqJp1uZWbblQ/8mWLVCmKlz7FjhSwBT8bEiyFqW6/m0wctL1NBgADQeByQ4Wl7as6KoC135ZsgicQCD4n0I4XaVMC51MgR7ZZMIsy3G1nSx2O10HDQLAZLFQtZj18+LcOlVROLpvH4qi0OKaa5CCDkC0MxOgaLmtOIpbDtT3afTB0yfqRxPtYOkjcRj8Ht2vBOQHl/RMTicdVq5EslgM21oJ1pa0WJBUFdnhwORy4WrZkupjx2oSEQkJmkyE00n9//s/nC1aYK5cObY/p5Nyd94Zczzp9ttJO3CAWh4PyRMnIjmioiiShKl8+ZiIXLgKQJUqWAYPJnHVKsxdu56eLMRXX2g5YPolTFXVnK/P50S2feoFcCUWOTUS2pLixLcuLOfg8tu0YtZGlK0Cu38vWnIM4ffAgleL7zehHAz/BWpcrEW1ZAs07AEPLIGU6vDwRug8AtLaQfOb4d5l0Ojqk9srSXDFNLhtI3SbCld/DnfvgZS6JbtfgUDwP4VwukoZq83GxHnzcLhcOBISsNps2BwOet9yC5XT0nAmJoYjIZIsY7Hbsdrt3PTYYzS4+GJUVeX5a6/l0M6dMRpbKsVHpQAUr5ePhg3jdpOJBypVwuP3E9LtLm5JMXqckym0g6aFha5dPEfsVHLKoh3K6IiaPurmO3qUn3r0wF9YiKNKFVp99hmyw4Gsc3gsumtUnw/V5+PvadP4tXFjfDk5VB0xgpbbt1Pr9ddJnz6d1gcOkNKjB5IkkT5vHqayZZFdLiSrFTkhgaTu3Uk1cLrC9lksJN5/P9aOHZESEsBqRUpMRE5NJfHeew2jZ4okYb7pJpyvv47v1VfJczrJs1go6NYNZZtBQnc89u4Bt0FZmIJ82LM78lh6PfjoG3A5wSKDxQwo8MPXJcqPO2807Qrd79J2JVpsmlq9LQFGzoXjB8Ec62ijBOBACbS1KjeGR1bCCznwYi7c/RUkBiOmrvLQYxwM/QVumgVVTzEBPrk2NM6AmlfE6okJBIJ/DCKR/gKg1WWX8dW+ffw0bx75x4/TpkcPajZoQCAQYMWCBezbto1KaWmcOHIEn8dDm969qRKs0bhj5UrWLV4cTsSPjkapun8jhD3RHD48Hjy6Go6htorJREqVKlRt0ABZktjx448owXbRfVqdTi5/5BESUlPZ+uWX7F6yBDVqd55sNmNLTMR97FjEtacTI9HvXDRa8oznbEqqyuGlS1n/1FOk3XgjO6dOxVKhAuakJMxOJwWbNhE4ccIwWleQmUnm0KE0nT0bW9WqVLzjDhSPh0PTp3P4nXdQfT7K3ngjjTZt4sSPP+I7cABXx44ktG590vuRrFbKL1yId+VKvMuXY6pWDcfVV6Pm5OAeNy72AocD6403UtCjB8rvv2vLhEBg8WLyL70U19atJ8/lAmh1sbYD0R+Vk+VyQetLYtuPvl8rcK0EF5sDwGfvQ+t2cN3Ak493PpAkuP1VuOIe+PM7sCfCpddCQjLkHNSWFKOx2KBh55KPES+SJhAIBCdBSEaUAkcPH2bvtm1UrVWL8gZLUqfCpDvuYIlOpV5PSHIBiuQPTCYTKRUqYLHbMQUCHI1TQFkCrA4Hb504gc/tZnS1ahTqEsUltFyy9kOG0HvcOBKCD3n38eNMb9uW4/v24dXlBYVyveJJQISW9SSMnbGQRELouEG8IuxoyVFto+fCarMh+3wRy2qhqFnoGr2dYSwWuubnI1ssBPLyWN+8OZ4dkerhppQUmm7YgLWKJripqiqezZtRcnOxN29unBNWDIVvv03e8OGawnwgAHY79nvuwTlgAAWXXQb5UUnjDgfWsWOxjRgRt8/wdm5VhW4dYO3vRUr2NhvUrQ+/rIkUPt27Cy5rHBsZk9BKBE3/HC5uf2EtNRrx3n2wdCZ4gjsxZRMkpMBLm8j8+8i/fpt7PIQEgDFiXowR8xLfbxHLi+eRQCDAuCFD6Fm9OsN69aJ37do8PmAAPq/35BfHwZmcjMXgQR5yGsIOjCyTWKECVerWpSAnh7zsbI7EcbhC+AoLObJ7N7aEBO7/4QdS0tKwJiRgc7lIrFSJB5Yupd/UqWGHC8BepgzD/vyTzo9r9fj0zkz073qijxkV0dY7REaEllfDuw6J1O4Kj+XxROYxEbvUqRC7vIrfH97deXDKFDw7d8bYEDh2jL2PPQaAd9cutl10Edtbt2bXFVeQWb48OXPmxFxTHI6776bs+vU4x4zBOXo0ycuWkfjKKyiZmcYOTmEhyh9/lKxzSYKvv4fhI6BaDahaDYY+CN8vi1Waz8+LTPgPTa4EZB+CjJ5aJOxC55YpMPBlqFwfylSEDhnw/O+QFEcqQyAQCM4iYnnxPPL+iy8yf9YsvB4P3uCS0I9ffsmrjz3GY6+9VqI+Vi9cyIfjxnFo924atGlD8z59YmQM9M/DELLZTMDn49C2bSiBABQWYuLk0gu7fvuNCunpVG/ZkrG7dnFg40aUQIAqTZogx9mZZbJYOLptW0RE62TxD70LFHJ2QsKn0aOU5JuC/r4i5kGStNdGuVLE5q3pr7VWrIgpmP+VPXt23FymY//9L6qisLNrV3x79oCihO9p3+23Y2vUCEfTpiW4Cw1TejoJTz4ZcUxu1Mh4fIcDuWXLEveNwwGjn9V+iqNeI20pMiQPEf2mFubDZ+/BjbdAs4tLPv75Rpah2xDtRyAQCM4zItJ1Hvno9ddxR6mLewoL+WzaND6YOJGVixaFNbOM+O6DDxh7/fVs+vVXsvfv59cvvuA/w4Zxy8SJOJKScCYlacuGGEg2eL3kHjtGQJdrFfotXmFrk8XCzl9+YdErr7B/40YkSaLKRRdRuXFjMufPZ/GLL7Lx66/JPXCA/CORApG2Uyw9E88pi7cTsiSEZjLUXrbbMSckGGttlYCawegdgOxyxW0n2+0ULF9O4MiR2Iia18vRqVNPa/yIMVq1Qm7eXFsODB+UwenEevvtZ9x/DCYTvDoTHE4wxZk/dyEsnHf2xxYIBIJ/CCLSdR45YSCeCeDzeJg6ahR2h4Ma9esz7aefcEY91AOBAG8/8ggendOmqipet5uV337LR1lZ/PbNN2xZuZJvp0yJaFccPsAqyzHOgQRIPh+/vvsuAb+fL596ivZ33EGVevWY/9hjBLxeVFVFkiRURcFitVK1eXNunj2b1PR02o0YwcopUzQ7df3G2+UY2s2oPx7A+AMaHZGKsVt3PrSxoFKPHlTo3JmaAweyuGFDAgbzE53DpbfF5HJR/d57w68r3X8/O1avjinngyRR8d578R8+bLz8FwjgM6qRGAfl+HEkiyVCTFUbRsK5cCGexx7D98EH4PFg6t4d+5QpSGXLlrj/U6Jbb/j2D3jqPljxY+y9m8xaNEwgEAgEhohI13mkWbt2cc8pgQAFeXns3LCB/4wZE3M+JyuLwry82AtVlS0rV7Jm4UImDRzI/DffxOM22KGFcdTIYreT3q4dJlmOyH8KRcu8BQUEvF58hYUsnTaN/xs+HJ/bjaoomrp90Fnzeb3s++03pnbogN/jIbl6dbq/+GLMePromj6PKjoqFcIf1Tb6Oj36TQP6dpWuvJIuCxfS6IkncNaowaXffIMcpX8VvVpmNpsxORzITifmMmVouWhRxDXlBgwgddCgGMfK1bEjVUaNwtm2LapBrp7kdJLYu7eB9UWofj/eVas40rw5WeXLcyg5maO9exPIyorsy+XCPnUqiXl5JPp8OL/5Bjk9vdi+z5j0evDmx2AxUPQ3m6HvgHM7vkAgEPwPI5yu88ijr76K0+XCFJWkrH/l9Xj4JqpsDEBiSkrcnWHJFSsy6eab8RYW4s7Lw6fLIQItKmJ1Ornizjux6SImFpuNpAoVKFOuXNh5gvhLfYrfj19XRzEaVVHw5OXxUf/+/Oeyyzi6dy93//YbHZ94gosyMrA6ncgmU5HQqslExaZNqdW1K4kVK4ZV720pKcgmEzKa0+SjqByRhJafVr5jRy6bPZsaffqQ1rcv9TIysDud4bmMcNCi5i21c2d65eTQ/N13qT1sGK1mz6bzH3+Qdv/9pI8aRbfsbDrv20ejd9+l6Zw5dD50iOSocjySJJE+cyZNt20jqUcPraC1JOHdvJns99/HUrEiqY88omlvha6x27HWqEHKLbcYz+/x42QPHMg+p5PsNm3w//kn+Hzg8+FdsIAjtWtT+MEH4WT+UqNsKrz+IdgdkOACp0uLcD3zKtQSop4CgUAQD7G8eB6p36wZc/74g/cmTmTDqlXsXL9eUzyPaqca5HVZ7XZ63HYb3733XkRxbKvDQcvLLuPHPXsi2vvRolXJFSrQ5LLLuOaxx0hv2ZJ2/frxzauvkpuVRYs+fej54IOsnjOHTYsW4S3hkmRxePPy2Pz110iBAHt++YXf33uPOxYvpvoll5AzbhzLX3yRfcuXU65+fdqNHEml5s3D1/oKCpBMJkxWKzu//JI/33gDz/HjlK1Xj/3ff48vNxeAeoMH03HyZEw2G+kDtMjKkVWr2D9vXoyCv2Q246pZM+LY/rlz2ThiBAU7d2KrWJGEevVIataMxpMnR7SrPODkUZsT335Lwc8/g9uNDPizstg7fDiS3U6l8eNxtmnDkcmTUXJySLrhBsoNHYoctVQI2lLx4Z498f7+uyZnEdsANT+fE/fcg+ejjyizYMFp56adFa68Dtrt18RRA364rBekFl9aSSAQCP7tCJ2uUuSOdu3YsGJFRAkXi9XKNXffzYhgPpQen9fLmw88wKL330c2mTCZzfS87z7S09N5+4EHcEdrNgGdBgxgxOzZcW3Izcpi8dSpLJg0CV9hIWowkmWkgwWalla0BlYoAhXKiYrecVilZUuGrVkT14aSoCoKhYcPY01KwhxdMgfNafn6oovI3bIlQphVtlqp2q0bSfXrk3733RTu3Mmq669H0S3Byg4HDcaNo+4jj5yyXX9UrIg/atkPwFqzJs127SpxP941a8jq3Bk1P99YIyyIhJbEn/Tpp9iuvPKU7QWhoRMPMS/xEXNjjJgXY8S8CJ2uC5Jn3n+fpHLlsDsc4eRvNRAgITERv0G0w2K1MnzaND4/fJi316/ns6wsOg8aRKsrr4zYlahnxdy5LJw2zfDc35s2MbJePeZPnIgnP1/b/SbLVGrQgA733IPF4cBss2l1AK3WGNV3/b/6Ej7Ry48H/vgD/xlokR1es4b/du3KR3XqMKdxYzZOnx5Ta1CSJLouWkRqmzaY7HZkhwPJbMYkSRz85hu2TZnCd61a8cedd0Y4XABKYSFbnn02RkW/OPzHj7Pr3nvxZmWFl0X1FnlPIVkewL9tW0Rx5HjfhCSAvDy88+efUv8CgUAgKH2E01WK1Khbl5mrViHLMnIw70gJBPjktdd4emD8sioOl4vKtWphMpvJXLqUea+8QosrrsBkUMDZ7/Ew46GHyDPYOTnz7rspzM3FF3RClGCuUMUGDRj01lvc8t571Lr0Uup36UK3Bx/EGXQO9SKkKmB1uSiblobN6YwQPw3/qCq/vPLKac1R9oYNfNG5M/t/+gl/Xh4ndu3i14cfZrXBZgNnlSr0+OUX+m7fTqXBg7FaLOESOarfT6CgAPeBA4bjBPLy8OsU9ItDDQTY1KEDh6MqAegT/O11Ty23ydK0qaY6T/xNBRB0uqxW5NTUU+pfIBAIBKWPyOkqZRbOmoUSCEREbjyFhSz76iv+3rmTqsEai9H4fT5G9+zJ5hUr8BYUYLHZCAQCRcnmwXYSIFssbPjpJy65+moO7diBbDLx83vvsfmXX8JtwkWeFYX133zD1L592bJ4MZ78fMw2GztXrNCkJYKErLU4HIxYu5bU9HS+HzOGn198EX8w50wf8fpp/HgqNm5MerduHN+zB1flytjLlDnp/Pz27LMECiNLz/gLCvhz0iRajByJxSA/ylm1KvmrV6MUGhRzjoeqYk5KKlHTnIUL8ezZY7g7EUByOKhusHOzOCyNGmHr0gX3Tz9BYSF+inaSxpRGMpmwx0nGFwgEAsGFi3C6Spn1y5fjNZB4sFit7Fi/Pq7Ttei999gSdLhA0/oKEZ1T5T1xgl/mzOG9e+/FfeIE3oKCCNX66CVC1etl/fz54YR+f7BvyekksXx5/G53WJ/r5vfeIzUoU3DZqFEc+OMPtvz3vzH2+vLzmf/AA/gPH0aSZRSfj4sGDuTKqVMxWQ3kB4Ic/u03w52VitfLvkWLqNW3r+F1JgNnrDgsycklTkwv+PNPlDibDswVKlB7xgySTyILYUTqvHkcHzOG/HfeQS0sxNajBwkZGeTffTdqcM5RVVwzZ2KqVeuU+xcIBAJB6SKcrlKmduPG/PbDDzE5XH6/n6rFaC4t/uCDuAKoRuVvfvnkk3DRayhaHgwlxUcXew4p40eXEho4axYOlwuf202tdu2w6pLaTRYL3ceNY9cPP+A1SOrP2bMHmy6it2H2bMwOBz0NNg2ESK5XjxPBhPSI+/L7WXzzzVz988+Ujyp7k7NxI36Ph0DQSQnnokkSks2mLePpZBcki4X0Rx+Na0M09jp1kJ1OlKjlSNnlosbLL5+WwwUg2WwkT5hA8oQJkeNddRWeDz/EPXMmysGD+ObOxdygAeZGjU5rHIFAIBCUDiKnq5S5YdiwmILVFpuNhq1bk37RRXGvM8rfAjBbLHFrHRqliasYfwhC+UnRCeJmm43a7dtT7/LLURUlJqE9tUEDJJPx3js5qq2/sJC1775LoJgk+9ZPP40pmEsWfV/+ggJWRDlLR1as4NtLLiFvzZpwbUIFbYeivUIF2i1aRGKDBphcLu3H4aBir17UHTEirg3RpPTtiykpKbIAtCxjcjqxVa/OkXffJW/Zspi5OV38y5eTP3QogaVLUTdvxvvxxxy/5BJ8K1eelf4FAoFAcH4QTlcpU6VmTd744QfqNmuGKSgD0aRtWyZ8/nmx1/W8+27sOuHNEH6fr8S1CfXoo1zR14ccMEmSSG/fnmVTp/J0hQqMSk7m6QoVWKarJWi2Wun9+usRuVYmqxVJkgzDqmoggNdIaT9IpXbtuPz99+MKsmatWhXxes2DD2olfqK0zmxVqnDVvn2U79CBy9ato+3ChTSbNo1Ov/1Gmy++QI7jxBoh22w0Xr6cpMsv11TYzWZc7dvjqFqVHb1789cDD7D9yivZ3KoV/jiln06F/GHDQH9PigL5+RQ8+OAZ9y0QCELEq3UhEJw9hNN1AdD4kkvoe9ddyGYzVrudLWvWcGO9eqz79de413Tq3592111nmIfkgxiRUDCOfulzuoprB1Chbl1Wz5zJVyNGkH/kCIrfT/6RI3w1YgQr3nkn3K7lrbdyy7ff0vCaa6jSqhXtH36Yup06GfbrSE3FnpISZ0SN2tdeizlOjpajQqQg59E4emB5O3eGI3CSJFGufXuqDxxI0mku0dmqV6fhd99x8YkTXHziBIkXXYR70yaU/HzUggKUvDzcGzey74EHTqv/EKqqEli3zvCc/wy1zwQCAcBBYCBQPvgzMHhMIDj7CKfrHPLr999zddOmXGSx0Ll6dT6eNs1wyWnr2rVMGTECn8dDYV4e+SdOkJeTw0O9eoXrKO7bto23Hn2Ucf37s3DmTPxeL7c8/zxynKU8/VJiaESbLpojyTImSUKWZexlypBQoQKmOH2F2P/bb8y+5x4KCwoiHDVfQQHfBiUcCo8d4+dJk/h18mQqt2pFxvz5XDFhAj1efx1LQkKEk2hxOukxebKWIF4MstlMoyFDYhwvs9NJ85EjI45ZkpMN+7AkJZ10nNNBttuR7XaOfvghqm4zA2gbEo598skZLTNKkoSUmGh8Ls69CgSCkuIFugHfotXx8Ad/7x48JxCcXUQi/Tli9dKlDO3bF3cw2f3Qvn28+Mgj5Ofmcudjj0W0/e+770bsPgyjqqz87jvMksT4m27C7/US8PtZMX8+n738MkMnTcJkNhMwEFLV52JJJhPd77wTl8vF6nnzcJYpQ9Pu3flhyhQCfj+Fx48TcDqRzGaIIxAaTrRXVVS0P016ZfrcAwc4tns3b158Mb78fHyFhWz+6iuWTZrE3cuWUalZM25fuZKlY8eyf/VqUtLT6Th6NGmdO5doPi954QW8J06wbdYsZIsFxe+n6aOP0vDuuyPa1X/wQTa98IK2xBiy3emk3v33l2ic0yWefITq92u5ZWfg8NmHDaPwtde0JcYQTid2sbwoEJwh3wA5aH/RQviBY8ACwHh3tEBwugin6xzx2qhRYYcrRGFBAdOee45bHnoIiy7qVJCbG94tqEdVFPJycpg+fHjETkV3fj77d+zgz6VL8cbRogotG0qyTEJyMgOefZbkChXImDQJVVV5sEaNiGtD0hO20HVR/RnFwPTtytWuzfyHH6bw6NEiqQm3G7/bzRd3382QX3+lfOPGXP/pp4b2ngyTxULnt9/m0pdeouDvv3GlpWExyGlr/OSTFO7fz44ZMzDb7QS8XmoOHEiTZ545rXFLSlKPHhyfPz/SaZVlEi+77IxrJDrGjkU5dAjPRx+B1QoeD7ZbbsHxxBNnaLVA8G9nKxC701o7tvU82yL4NyCcrnPEjsxMw+M+r5ec7GzKV6oUPtbl+uv58f/+j8IomQW/30+FKlUI+P3R3eAtLGTZvHnIJhOKQXTKLMu4kpNp0aMHGRMmkKzLfTq8axf5R4/GXBNyrEoakwlF0sx2O65y5dg0b55hu79WrsTv9WIuRo8rhPvoUQqyskiqVUsrQRSFrUwZbMWIqsomE5e89RaOwYOpYrHgqlULW7lyJbqf08V//Djl77+f/OXLUfLzUQoKkJxOZLud6m+9dcb9S2YzrnfewTlxIsquXci1ayOXLXsWLBcI/u00ABKA6M08CcFzAsHZRThd54i0unXJyc6OOW6yWEiOcgI69OlDi86dWfPjj3gKC0GSsNnt3PXss1SoVs3QqQJwJCZq9foMzptsNt7PyjLM07I6nYZ96rW6ojGKfoXU7k3A/lWr4kpVSCZT3NyzEFnr1rEwI4PsTZswW61IJhMdXniB5kOHRrRT/H72fP01OZs3k9KoETV69UI2x36MzcnJlDvHBVcVr5fdQ4dy5KOPkCwWCAQo06UL1goVcDRrRrlbbsF8kk0Cp4JcrhzyOXYgBYJ/F1cCqYAHbQsSgAUtob5naRkl+AcjEunPEQ+OG4ddJxwK4HA6uePRRyOWFgFkWSatQQMCgQCSLGvRK0Whep06VK9fn4ppaTFLVPaEBG54+GFSq1YNl4vR/6iKwppvvjG0LblSJWq2bHlSR+hkKICsKCgeD2ow1yucR0ZROSJJUVg7a1bcfn4ZO5ZZLVuStW4dAb8fT0EBnhMn+HnECHZ+/XW4XWFWFp80aMCPgwez+qmnWDxoEJ80akThkSNndB+ny94RIzgyezaq241y4gRKQQHHf/oJZ6dOVBw+/Kw6XAKB4FxgAb5Hy92yAw7gGmBR8JxAcHYRTtc5ol23brw8Zw4Vq1YFwJWUxH1jxjB09OiYtmt//pl506fj93pRFQXF78fn8fD0wIEU5OUx/r//JbVqVZyJiTgSE7Ha7fS87Ta69OtHk+7dDcf3eTxsidKw0nP/p59SvlYtbC4XUKTPpd9npxck9RMrQyGh6WyFREijHa5Q1EsNBPjvvfdy4mDsNuxDv//O6okTtX50qGi7Ile/8EL42LJhwzixZw++EydQAwF8J06Qt3s3v5yhLMPpoPh8HA6W64k4XlDA/uefP+/2CASC0yUVeAdNJuIA8J/gMYHg7COcrnNEQX4+70ycSG5ODg6nE0VR+OrDDzl+7FhM2wWzZhmW9DGZTKxYuJCqderw0a5djJ03j4emTeOFBQtQAwEe7tyZv7ZuxWagYWVPSKBCjRpx7StbrRovbtnCo/Pn06JXr3A+V1gINfha7zz5MRZOLQmSLJP55ZcxxzfPmROu7RiNCpzYt0/7XVXZ/eWX2m5AHYrPx+65c0toxdlDyc+PsSWEPyvrPFsjEAgEgv8FRE7XOcBdWMhNbduydf36iOM7MzN5duhQXpkzJ+K4YlBOJ0TouMlkomXXrmxavpyR3bvj83gI+P2YgvIJViLzqUwWCx379y/WTlmWadCpExsXLmTjwoVaWR/d+XilhEI1HE1o0S99Dcd4qKoajohFHFcUw+OgaVRV69RJ34lx38WMe64wlSmDpUIFvEGnUI+tVi18hw9jKV++FCwTCAQCwYWKiHSdAx644YYYhwvA5/Px3dy5MfIQPQcONCzpE/D7ubRHj4hjr91zD+78/PCOxpBGlyUpCYvNhsVmo2aTJkz8+WecSUklstfv9cZ1aKJR0Zyt6A9OaPlRAeNcMVWlwVVXxRyu378/5qjctxBWl4tLg1IPkiRRo0+fmLqOktlMTYN+zzWSJJE2eTKyQZTRt307G6pX58DYsefdLoFAIBBcuAin6yyzZ/t2Vv74Y9zziqLEOF0tu3Sh1+DB2J1OZFnGYrNhczgY9e67uHTyCJ7CQvZs2hTTp6qq+AMBZuzdy7u7dzNl3TrSiimWHU3rG27AonN8TuZ+Ge1khKAKvsVCzcsuw+JwIJtMyBYLZrudK195haRgfpueyhdfTIv77tMcL1nWREQliapt2zJo7VqS09PDbTu88QbOKlWwBPPQLC4XCVWr0n7KlBLf69mk7LXXUn/hQpK6d0cym5EIho7z81E9Hg699BLHFywoFdsEAoFAcOEhlhfPMru3bsVitWrSDwa06tABc5TEgSRJPDZ1KlffcQe/zJ+PPSGB7v37U6FatYh2ZqsVk9lsKPfgTEyM0OI6FdIvvZSOt9/OzzNm4CssRDKZkBQlpmg0BJPnzWaIk89ktlppNmgQfV57jcwvvsBksdD4hhsoW7t23PE7v/gijTIy2P7FF5jsdurfeCNlataMaZdQpQoDtm1j19y5HMvMJKVRI2pdey0mAz2v80VSx46YX3qJre3bo0Tnm+Xnc/jNNylz5ZWlZJ1AIBAILiSE03WWSW/Y0LikD2C12xk7fXrcaxu0akWDVq3injeZTHTLyOCHDz/EG6zJCGBzOrl62LAS2acoCoe2b8fqcFCuevXw8YFTptA2I4M1c+dittlIrVaNT+6/P+JeZDSnK55uGGgJ8xddey32pCQqNm5cIpsAyjdpQvkmTU7azmSzUWfAgBL3ez5QcnMhXg1MAxFagUAgEPw7EU7XWaZarVp07t2bJd98ExHtstps/N/q1dSuX/+M+h/6+usc+ftv/vzpp3BEreP113NTVOFnIzb++CNTBw2i4PhxlECAao0bM/zzzykfjCrVvuQSal9yCQDuvDz+b/jwGJkIAIvFglmSYnYdJqSkcPtXX2EvYS7ZPwVn69bGUUGHg+R+/UrBIoFAIBBciIicrnPApNmzGfzAAySlpGCxWmnbtStzf/+duqeQZxUPu9PJ8998w3/Wr+epTz9l9MKFjPzgA0wGqux6juzdy6SrruLY/v148vPxud3s/uMPxnXpYhi5srtc3Dh5ckSuVwif14siSTiSkzFZLFRr2ZKbP/iAMVlZ1Grf/ozv8X8N2eGg+tSpSKG8NEByOrGlp5N6112lbJ1AIBAILhREpOscYLVaeeSFF3hEJ+x5tqmSnk6V9HQy49R4jObHd94J73QMoSoKeUePsnHxYkOR1fZ33EH29u0seuklTS0fnW6X2cw1b7zBxQMHnvG9/BMol5GB46KLODx1Kr6DBynTpw/lBg9GjrMzUyAQCAT/PoTTBQQCAVRVRZblsGZWdKme6PaKomAymfD5fFitVhRFwePxYDKZwonysiyHz4fwer2YzWYCgQAmkwm3283Ro0dxuVw4HA4kSSInJwdZlpFlGb/fj81mIxAIIMsyTqcTdzCfK+/YMXKOHeP48eNYLBYK8/JQ0eoTZm3fTsUGDVC8XlSzmV3r1uHxesO7DkMhTl9eHpt/+YWydeqQd/QoAb+fMhUr4issxFGmDNl79+IPOlz6sKgvL48dy5dT67LL8Pt84PdjTUjAYrdTkJ1NQFVxJSfj83jwejw4nE4wmfAXFCCZzThcLhSfD0WWUdxuZIcDxePBHwjgzc3FmpCAyenEnZ1NuZo1UX0+Ck6cQLZYsDmdqIC/oAB7UhJqIIDJYiEQCOArKACzGc/hw6gNGiBJEr68PBRZxmQ2o/r9muMYLLWEomiJ+KqqLaX6fEiyjBIIoAYCKCYTJlVFkSRkRUG2Wgl4PNoOTpsNsyTh83hQFQX7RRdRbepUZFnW+g8ECHi9+HNzsZYrh+rzoUoSiteLZLFgsliQJCk8lhS8LqRdpvp8mIJOm+L3oyqKViZKF9UMVTCQJAnF58Nkt4MkIUlxVNOio5qKEt4xGj4vy9pxnw9stqKl09Du0uJQFG2Thcmktff5wGwORwAj7IhXhkpVtX6iz4e03kJ96W091ZJWqgqqArLRGAbHzxbnuv+IsYLvm3QWFjTUoJ7eyd7/84mqAgpI52EuT4ugfVyo9glKA0mNp8p5nlAUhTFjxrBlyxasVivjx48nLS0tos2aNWtoVUyC+emydfNmrr7iCvb99Vc4ghOSQ7BYLDwxZgyPPPFE+AH21549DOjenV3btoX7iNas0tc/1B+rVacOB3btiljKixYUDSWqh/416X6P7t9scJ1eRV7vMob6jLY11N5EZLHriLqJBuej70/vkIV+N+vaSlHX6vs3GVxvZHP0YyMkzxD6c2Z0vb6NFHVt6Fz0/JqItBeDPqLvkajjMtqGAllRYubJHPXa6nBAMPcveozQfZlNJqSg4wuA3Y5z3DjU995DDUqIRN+ffN112KdPR0oNljP5eDY8PhL27cNftizmYcNg+c/w8xIwmaFLFziaBevXxr65oc7tVrjlHnj6RbDbI2/e74dbroAVOrkU/WTWawof/Ag/fgFTn4LDByC1Mtw3Hq69XWsfCMCMsfDp61CQC2kN4eEpUL8lTB4GSz6HgB/Sm4E7Fw7uADn4vzalImQ8C73upliUAMwbDwtehYLjUKke3DoFGnUhe/pdlFv/OXgLoXozyJgKddoW319JUfyw5BlY/QZ4cyG1EfR8A2pednb615O/F1YNgYPfARJUvRoungqOiqfRVyZsGYKaswxJMkPFm6DeFDCXYt6mGgD3WPC8DuSC3BAck8HS7bybkpmZScOGDaOOeoGpwFdohbTrAo8CJd9Y9L+O8bz8u4jnt5S60/Xdd9+xePFiXnjhBdauXcv06dN56623ItqcC6crLy+PGuXK4dVFf8K1AnW/T3z9de594AHcbjdNUlMpyM8P9xF6iEY/oKO/C0oQoxhv1p3TE3poWyhyKKLtslL0XIx2NkJ9RzsT+mPRY1oM2hMcP9rhkOO0jXacjOzX36N+qdJWTLtQP0bfr2Ui59Xo+tBcleQ9iXdvZmIdLP39RWMi1lHVj2HStdM7tkbvjTXOcRuR960/H/qcmBs0wLpxI9IXX8AtGaAvNaX36kM3BJFvotHAdit07w0zo0ovXd0KNv5e9NroA+5KArMf3Do77E548k24+lZ45X6YPyPyvM0BVavBoT3g90aOGfpQh9s64Z7XoFcxeXQfPgLfTwOvbgyrAxq2RdnxC7JftznEmgDPrIHKZ7b5BYBvhsC6WeDXjWt2wi1LofJZ/NvmL4T/poMnS3NOACQzJKRBn80gn8LihvcwrKgH/uOE1fskKyS2hFa/ll7Uq+B+8M4A9KXTnOD6EcyXnFdTjJ2LUcByNIcrhAN4D6jOvwHhdMX3W0o9kX7NmjV07NgRgObNm7Nhw4bzMu60N97A6y36Ix4dKQgxPlig+ovZsyMcLoh9qMabTKNC0tHj6NsaRTxCv6sERUjj2Buyw8jJMHqGxmsfstkoohXP7uhrjWzTtw3da7x2Spzj+vMnGyeevUZzEa+tkUCGsUpZUft4jqJ+j2O08xlvbCM7QxhdF3qt7NuH8v338NSTkQ4XaJMTKqYZqnYe3amRQW4v/LAA/tpTdOxIVqTDZfRNACAvN9YOdwG8+TTk58JX70Q6XAC+QjiwM9bhgtgK7J4C+PAZA6NDY+XDorciHS7QIlsbfox0uAD8blj4Uvz+Soo7B/6cGelwgeYgLXvuzPvXs/dT8OcWOVwAqh/cWbD/FIV69/8HFDcRHw7VC3nr4cSas2LuKaPmgvcdIh0ugEJwjysNi6I4BPxKpMMFWvTr4/NvjuCCo9RzuvLy8nAFFcZB06Ly+/0xAqIlTRgvKT99/32J2p3IzWX9unUsMWgfz7Ex4mQ1DYvrN/pccaHJeA5GPOI5iqFxirun08Xo+V4c5+L79KmEd43anml4uKT3ZDROSa9V3G4OLllC5V27i/92VZyTZUDAbGHfkh8oaKUtvTl//4Ua+svj9KUCksENqVn72Ln8J2rKJsPooaooJZ+vowfYvHFjbA4ZYM3eTU1JijOGgclKgMKtK9h9hn97bDmbSZPMmGIexCqev39n51n821Z+/zJS/fkxxxV/IYe3L+XoiTol7qvKsZ8po7hjjgdUlYPbfiDXGVu67FxjNW+nZjkTppi3V8XrXsuOv87uc+JkuN3uiGeT07mZatVMBimGAQoK1rNnz/m1r7SInhdBEaXudLlcLvJ1ESRFUWIcLuCshyp79OrFTz/8cNJ2ycnJNGnalG69evHfjyO/qUSXw1ENjoWQo9rFQyJYvzDO+Xj9F9d3ceMZ6XDpbSkuklQcJ3McQxQ3Z/o2Z9vxOpX+TtWRLUnfJXXaThZVLA7ZZqNSt27IX38FG2JrgUZ0eApvtMnvI61rD6gcLOtUuSI8rVvSi/OmSnH6l6rUJL3d5UWJ39HnZVnLxSoBUmo1GsYT5fWkwTuGVyHJ+k97ENmMo2HHM//b46kKSwzsl2Rs1duc3b9tjssgew748yIOy2YHFet1pWKVUxhrz+WwawkokdU1TBJUrdeDqomlsHykVofjRp8TCavj4vO+pBW7jJYKTDZoacbpbPGvWXITy4vaKp4Rpb682LJlS5YuXQrA2rVrqVev3nkZ944hQ3DEqTeo//3ZF18E4Kp+/UjS1UEEbelH3zb0pyD6oWi0dFcc+n6j7Qql4hTXnxLnWLyxo9vrn79K1HGjvkNtjX4vrq1E0dKdUbvoVS+j86G+4rWLZ2/0ki/Evp8hjL6ZFPdtRS6mL/17F7JN/2PUvrj31+i60Gu5bl3kLl1gwgsQLV0hAWap6E028oSNDLJboc91RQ4XQHJZaN0h0kC9ISFSykF0gXC7Ex6YAE4X3HC/9lqPxQE1GoLFoNRT9F8vmxNum2BgtO58r4fBGjWG1QEte6GYozYHWOzQc0T8/kqKLQlaDQVL1LhmO3R86sz711P9erCW0/K4QshWcFaHylecWl9V7gBTAhETLdshqQ0kNj8b1p46kgts9wPRheYdYHu6NCyKojxwOUWZqiGswIVVSUNQOpS609W9e3esVis33XQTEyZM4Iknnjgv4zqdTtZkZlK/YUNDJ8nhcPDK1KncGhS3tFqtLN2yhSa6xDi9ExL6CaXJ6DGZTDRs3Rqrrkag0UNZv3vRr2sTHYjQHw8Q+3yMtimerfHa61eHAlG2KnH6MYqKGdkWvXvRHNUfuj70OWxGY4acMqNnfOj66DmMdiiNctGi+zE6Fm8ewo6gzXbSeQoAUkpK+HejefADanRtyTJlsM6Ygdy2bYzdKiBJEpa77sL600/azttevWDOp9CgIVgseKtWg1deg2uv1XYhuhLh6n7QobOWaB1KkI6+6aQkuH8kTJ5JDB8vgSuuLbpWn/QmSdCqI3y/G8a9DzXqgtmi/TvufejRX2s3ZALc+SyUq6Sdb3QJTP4B3lwOV94OzkSw2qFpZ6jbXJNdkIPSFJXT4eEZ0HVQrG16bnwWbnoekiuDyQK1W8Pj38ID88i+5A5wpYLZCvU6wRM/Q4XaxfdXUrq9BJ3GQEJFkC1QtQ0MWgwVTl766pQw2aDHCqhxI5gcYE6AmgPhimWcsnSEpSy0XgnleqFgBVMZqHIPNPv67Np8qtgngH0cSJUAC5guAdf3YG5eunaFeQK4GSiDtkOlBfAWULk0jRJcIJT67sWScK4kI/4JiDCuMWJe4iPmxhgxL/ERc2OMmBdjxLxcwLsXBQKBQCAQCP4NCKdLIBAIBAKB4DwgnC6BQCAQCASC84BwugQCgUAgEAjOA8LpEggEAoFAIDgPCKdLIBAIBAKB4DwgnC6BQCAQCASC84BwugQCgUAgEAjOA8LpEggEAoFAIDgPCKdLIBAIBAKB4DzwP1MGSCAQCAQCgeB/BaMyQP8TTpdAIBAIBALB/zpieVEgEAgEAoHgPCCcLoFAIBAIBILzgLm0DSgORVEYM2YMW7ZswWq1Mn78eNLS0krbrLPOn3/+yaRJk5g1axZ79uzh8ccfR5Ik6tatyzPPPIMsy3z66afMmTMHs9nMvffey2WXXYbb7WbEiBFkZ2eTkJDAxIkTKVu2LGvXruW5557DZDLRoUMHhg0bBsAbb7zBTz/9hNls5sknn6Rp06alfOfx8fl8PPnkk/z99994vV7uvfde6tSp86+fm0AgwFNPPcWuXbswmUxMmDABVVX/9fMSIjs7m+uuu44ZM2ZgNpvFvAS55pprSExMBKBatWoMGTJEzE2Q6dOns3jxYnw+HwMGDOCSSy7518/N3LlzmTdvHgAej4fMzExmz57N888//6+el7OCegHz7bffqiNHjlRVVVX/+OMPdciQIaVs0dnn7bffVvv06aPeeOONqqqq6j333KOuWLFCVVVVHT16tPrdd9+pWVlZap8+fVSPx6Pm5uaGf58xY4Y6efJkVVVV9euvv1bHjRunqqqqXn311eqePXtURVHUO++8U92wYYO6YcMGNSMjQ1UURf3777/V6667rnRuuIR8/vnn6vjx41VVVdWjR4+qnTt3FnOjquqiRYvUxx9/XFVVVV2xYoU6ZMgQMS9BvF6vOnToUPWKK65Qt2/fLuYliNvtVvv27RtxTMyNxooVK9R77rlHDQQCal5enjp58mQxN1GMGTNGnTNnjpiXs8QFvby4Zs0aOnbsCEDz5s3ZsGFDKVt09qlRowZTpkwJv964cSOXXHIJAJ06deLXX39l3bp1tGjRAqvVSmJiIjVq1GDz5s0R89OpUyeWL19OXl4eXq+XGjVqIEkSHTp0YPny5axZs4YOHTogSRJVqlQhEAhw9OjRUrnnktCzZ08efPDB8GuTySTmBujWrRvjxo0DYP/+/aSmpop5CTJx4kRuuukmKlSoAIj/SyE2b95MYWEht99+O4MHD2bt2rViboIsW7aMevXqcd999zFkyBC6dOki5kbH+vXr2b59O/379xfzcpa4oJ2uvLw8XC5X+LXJZMLv95eiRWefHj16YDYXrfKqqookSQAkJCRw4sQJ8vLywksDoeN5eXkRx/Vt9XN2suMXKgkJCbhcLvLy8njggQcYPny4mJsgZrOZkSNHMm7cOHr06CHmBW05pGzZsuE/9CD+L4Ww2+3ccccdvPvuu4wdO5ZHH31UzE2QY8eOsWHDBl5//XUxNwZMnz6d++67DxD/n84WF3ROl8vlIj8/P/xaUZQIB+WfiCwX+cH5+fkkJSXFzEN+fj6JiYkRx4trm5SUhMViMezjQubAgQPcd9993HzzzVx11VW89NJL4XP/9rmZOHEijz76KP369cPj8YSP/1vn5f/+7/+QJInly5eTmZnJyJEjI74t/1vnBaBWrVqkpaUhSRK1atUiOTmZjRs3hs//m+cmOTmZ2rVrY7VaqV27NjabjYMHD4bP/5vnJjc3l507d3LppZcC4tl0trigI10tW7Zk6dKlAKxdu5Z69eqVskXnnkaNGrFy5UoAli5dSuvWrWnatClr1qzB4/Fw4sQJduzYQb169WjZsiVLliwJt23VqhUulwuLxcLevXtRVZVly5bRunVrWrZsybJly1AUhf3796MoCmXLli3NWy2WI0eOcPvttzNixAhuuOEGQMwNwBdffMH06dMBcDgcSJLERRdd9K+fl48++ogPP/yQWbNm0bBhQyZOnEinTp3+9fMC8Pnnn/PCCy8AcOjQIfLy8mjfvr2YGzTxyp9//hlVVTl06BCFhYW0bdtWzA2wevVq2rVrF34t/v6eHS5ocdTQ7sWtW7eiqirPP/886enppW3WWWffvn08/PDDfPrpp+zatYvRo0fj8/moXbs248ePx2Qy8emnn/LJJ5+gqir33HMPPXr0oLCwkJEjR3L48GEsFgsvv/wy5cuXZ+3atTz//PMEAgE6dOjAQw89BMCUKVNYunQpiqLwxBNP0Lp161K+8/iMHz+eBQsWULt27fCxUaNGMX78+H/13BQUFPDEE09w5MgR/H4/d911F+np6eIzoyMjI4MxY8Ygy7KYF8Dr9fLEE0+wf/9+JEni0UcfJSUlRcxNkBdffJGVK1eiqioPPfQQ1apVE3MDvPPOO5jNZm699VYA8Ww6S1zQTpdAIBAIBALBP4ULenlRIBAIBAKB4J+CcLoEAoFAIBAIzgPC6RIIBAKBQCA4DwinSyAQCAQCgeA8IJwugUAgEAgEgvOAcLoEAsE5ZeXKlbRt25aMjAwyMjLo168fs2bNOqM+H3roIbxe7ylf1759+xK1mzt3LpMmTTrl/gUCgaA4/tny7gKB4ILg0ksv5dVXXwU03aiePXvSt29fkpKSTqu/UF8CgUDwv4RwugQCwXklLy8PWZYxmUxkZGSQkpJCbm4ub7/9NmPGjGHPnj0oisLw4cNp06YNP/74I2+88QagqWKPHTuWbt26sWDBAg4fPsyoUaPw+/1IksRTTz1FgwYNwmMFAgFGjx7N9u3bqV69ejg6duDAAUaPHo3H48FmszFu3DgqV65saO/LL7/Mhg0byM/PJz09nQkTJkSc//PPP3nuuedQVZWKFSsyadIk1q1bF7bZ7XYzceJEqlSpwoMPPkheXh5ut5sRI0bQpk0bPvzwQ7777jv8fj+JiYlMmTIFq9V6LqZeIBCUMsLpEggE55wVK1aQkZGBJElYLBZGjx5NQkICAFdddRXdu3dn9uzZpKSk8Pzzz3Ps2DEGDRrEl19+ybhx4/jss88oV64cb7zxRkRtvBdffJGMjAy6detGZmYmTz75JHPnzg2fX7p0KR6Ph08//ZT9+/fz7bffAlrtyoyMDDp37szy5cuZNGkSL7/8cozdeXl5JCUl8d5776EoCr179+bQoUNUrFgx3Gb06NG8+uqrpKen89FHH7Fjxw62bdvGSy+9RMWKFZk2bRoLFy6kW7duHDlyhJkzZ5Kdnc3u3btRFIWcnBxmzpyJLMvccccdrF+/nlatWp2rt0IgEJQiwukSCATnHP3yYjS1atUCYOvWraxZs4Z169YB4Pf7yc7OJikpiXLlygEwbNiwiGt37NjBxRdfDEDDhg0jHDKAbdu20bRpUwCqVKkSjmZt3bqV6dOn884776CqKhaLxdA2m83G0aNHefjhh3E6nRQUFODz+SLaZGdnh8uTDRw4ENAiac899xxOp5NDhw7RsmVL6taty8CBA3n44Yfx+/1kZGQgyzIWiyXc/8GDB/H7/SWYUYFA8L+IcLoEAkGpIkkSALVr16ZSpUoMGTIEt9vNW2+9Rfny5cnNzSUnJ4fk5GTGjx/P1VdfHb42PT2d3377ja5du5KZmUlqampE37Vr12b+/PnccsstHDp0iEOHDoWP33777bRs2ZIdO3awevVqQ9uWLl3KgQMHeO211zh69CiLFi0iunJahQoV2L17NzVr1uTtt9+mVq1ajB49mu+//x6Xy8XIkSNRVZUtW7aQn5/P22+/TVZWFjfddBOVK1fm+++/57PPPqOwsJDrrrsupn+BQPDPQThdAoHgguCmm27iqaeeYtCgQeTl5XHzzTcjyzLPPPMM99xzD7Is06hRI5o0aRK+5rHHHmP06NHMmDEDv9/Pc889F9Fnt27dWLNmDTfeeCNVqlQhJSUFgJEjRzJmzBg8Hg9ut5tRo0YZ2tS0aVOmTp1Kv379sFqtVK9enaysLKpXrx5uM3bsWJ588klkWaZ8+fLceuut9O3bl379+pGUlERqaipZWVnUrFmTN998ky+++AKLxcIDDzxAWloaDoeD6667DqvVSvny5cnKyjoHsysQCC4ERMFrgUAgEAgEgvOA0OkSCAQCgUAgOA8Ip0sgEAgEAoHgPCCcLoFAIBAIBILzgHC6BAKBQCAQCM4DwukSCAQCgUAgOA8Ip0sgEAgEAoHgPCCcLoFAIBAIBILzgHC6BAKBQCAQCM4D/w9SadElsR/YXwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAGCCAYAAADaAnZMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABSfklEQVR4nO3dd3wUdf7H8dfW9NCLIB1CESNYQIpgQfFQRFBDkZye3h0gnIKH0kRQmihgwXJwtp8gIgo2OE8RUU5RVBQRDChIUTqEkk3ZzWbn90fIkk12CYRkNuX9fDx4kP3ud77zmW8m2XdmZmcthmEYiIiIiEipsoa7ABEREZHKQKFLRERExAQKXSIiIiImUOgSERERMYFCl4iIiIgJFLpERERETGAPdwEiFY3H4+HVV19l+fLl7N69G6vVSuPGjbn++uu54447iIiIOOsxk5OT2bNnD59++mkpVBza2LFjeeedd9i6daup6927dy/Tp0/nm2++ISYmhltuuYV77rkHq/X0fycmJyfzzTffFDn+iBEj+Mc//kHLli3p27cvjz322Gn7X3311dSvX58FCxac1XacbvnS2E/OxLJlyxg3blxAm8Viwel0Uq9ePXr16sWQIUNKbf3BhGs/EzGbQpdICfJ6vdx9991s2LCBm2++mf79+5OTk8N3333HnDlz+PTTT3nttddwOp3hLvWM9O/fn06dOpm6Trfbzd13301mZib33nsvP//8M3PnziU6Opq77rrrtMsOHTqUW2+91f945cqVrFy5kqFDh9K0aVN/e8uWLc+qpvHjxxMVFXV2G3IaZWE/6d+/P5dccon/cVZWFt988w3PPfccP//8M//6179Kbd0ilZVCl0gJ+vDDD/nmm2+YO3cu1113nb/9z3/+My+++CJPPPEEb7/9NoMGDQpjlWeuffv2tG/f3tR1fvfdd/z222889dRT/OlPfwLghx9+YMWKFUWGri5dugQ83r17NytXrqRz58507Nix2DX16NGj2MsGUxb2k3bt2tGnT5+Atrzw9+GHH7JhwwbatWtXausXqYx0TZdICfrhhx+Awi/+ALfffjsOh4MNGzaYXFX5kpmZCeSeYgQwDAOPx4PD4QhnWSWqLO8nvXr1Ak7VKCIlR6FLpATFxMQA8OabbxZ6Lioqiu+//57HH388oP2///0vgwcP5pJLLqFt27ZcffXVPP7443g8ntOua9u2bQwfPpxLL72Uiy66iAEDBvC///0voE9ycjJ33nknn376Kb169SIxMZGbb76Zjz76qFC/u+++myeffJL27dvTqVMntm7dytixYwudijtw4ADjx4+na9eutG/fnltuuYVPPvkkoM/+/ft58MEHufzyy7nwwgu5+eabef/9908/eSddfvnlVKtWjeeff54tW7YwefJk/vjjDwYOHHhGyxfHq6++So8ePbjwwgvp3bt3ofm5+uqrSU5ODnj80EMPMX78eC688EK6detGamoqAP/5z3/o06cPiYmJ3HjjjXz99deF1ne2+4nH42HatGlcc801tG3blu7du/PII49w/Phxf5+xY8dy/fXXs3HjRgYPHsxFF11E586dmTp1KllZWWc8F3nXzXm9Xn/bnj17eOCBB/zfz5tuuoklS5YELJe3/tdff53LLruMyy67jDVr1gBnts8A/PTTTyQnJ5OYmEiXLl2YPn06brf7jGsXKesUukRK0E033YTD4WDmzJnceOONPPXUU6xbt84foApeo/PWW29x3333ERcXx+jRo3nwwQepX78+L730EvPnzw+5nq1bt9K/f3+2bdvGkCFDGDVqFF6vl7///e/85z//Cei7fft27r33Xi677DJGjx6N1Wrl3nvv5YMPPgjo9/3337NixQoeeOAB+vbtS/PmzQut99ixYyQlJbFixQpuuukmHnzwQSIjIxkxYoT/RfTAgQPcdtttrF27luTkZMaMGUO1atV44IEHePHFF4ucw9jYWB555BFcLhd9+/bl7bffZvTo0YVOhZWU//73v7zyyiskJSXxz3/+k7S0NEaOHMnmzZtPu9yKFSvYsmULEyZMICkpierVq7Ns2TJGjRpFVFSUP6QMHTqUw4cPByx7tvvJo48+yltvvcUNN9zApEmT6NmzJ0uWLGHUqFEB/VJTU7n77rtp2rQpEyZM4OKLL2bBggU888wzZzwfX331FQAXXHABAL///ju33norq1atIikpiQcffJAqVaowceLEQn9A7Nu3j+eee44RI0aQlJTERRdddEb7TJ477riDZs2a+cPs//3f/zFr1qwzrl2kzDNEpEStXr3a6NSpk5GQkOD/165dO+P+++83fvvtt4C+119/vdG/f3/D5/P527Kzs41u3boZN954o79t8ODBxlVXXRXwuEePHkZ6enrAcoMGDTI6d+5suN1uf7+EhATjlVde8ffLzMw0rr32WqNr165GTk5OQL+vv/46oL4xY8YYCQkJ/sePP/64kZCQYHz33Xf+tqysLKNHjx7GLbfc4l+mQ4cOxoEDBwLGuv/++422bdsahw8fPu38HTt2zBg/frzRsmVLIyEhwRg+fPhp+5/OM888E3S78uR9b/bt2+dv++abb4yEhATjqaee8rddddVVxuDBgwMet2rVyti1a5e/zev1Gp06dTJuueUWw+Px+NuXLl1qJCQkBCxvGGe3nyQmJhqPPPJIQNuTTz5p9OvXz3C5XIZhnPpevfbaawH9/vSnPxldu3YtVM+CBQuMI0eO+P+lpKQYc+fONdq0aWP07dvXv0+OHDnSaNWqlbFp0yb/GDk5OcaQIUOMli1bGr/88kvA+pcuXRqw/jPdZwrupzk5Oca1115rdO/e3RCpKHSkS6SEXXnllaxevZonn3ySPn36UKtWLTIyMli+fDl9+vQJuKXB+++/z/z587FYLP62I0eOEB8fT0ZGRtDxjx49yjfffEP37t3JysoiNTWV1NRUTpw4wbXXXsvhw4f56aef/P3j4uICLsiOjIxk4MCBHDx4kE2bNgW0X3bZZafdts8++4wLLrgg4F1vERERzJ8/n2eeeQafz8cnn3zCpZdeit1u99eWmprKddddh8fj4csvvww5fmpqKrfffjvvvfceDzzwAG3btmXlypW89957QO6pu7xTViXl4osvpm7duv7HF154IUCho1MFNWzYkIYNG/ofb968mSNHjtCvX7+A68/69OlDlSpVCi1/NvtJ3bp1+c9//sOyZcs4ceIEACNHjmTp0qX+U5V58t58kKdVq1YcOXKk0PqnTJlCp06d/P/69OnDs88+S6dOnXjhhRewWCzk5OTw2Wef0bVrV/+RL8g9BTl06FAMwyh0G5OuXbsGPC5qn8nvhhtuCFhHmzZtivw+iJQneveiSCmIiIigV69e/ouSN2/ezMsvv8zy5cuZNGkSH374IQAOh4Nvv/2W5cuX89tvv7F7927/C2T9+vWDjv37778DsGDBgpD3jdq3b5//64YNGxY6XdWoUSMg91qdxMREAKpWrVrkfbD27NnD1VdfXai9SZMmQG5gTEtL45NPPgl6zU7B2gqaM2cOv/76K7NmzaJ3795cd9119OvXj8mTJ9OmTRumTZtGrVq16Nat22nrPBs1atQIeBwZGQlAdnb2WS23Z88egIAgBmCz2fzzXdCZ7ieTJ09m5MiRjBs3jokTJ9KuXTuuvfZabrnlFuLi4gLGrF69esBjp9NJTk5OoXXffffd/oBksViIjo6mUaNGVK1a1d/n6NGjZGRk+L+/+TVr1ixgu083L6fbZ063bGRkZJHfB5HyRKFLpIRkZGQwb948LrjggoDbAEDu9TGzZ8/mxIkTrFmzhqNHj1KtWjVmz57N/PnzadOmjf8t/O3bt2fKlCkhw0neC+jtt98e8lYG+a/HCvauP5/PB+QGgjz5vw4lJycn4KhcqNp69uzJgAEDgvZp0KBByOVXrVpF48aN6d27t7/vjBkzGD58OIMHD+bYsWMMHjy4yDrPRlFBM5SC85U3L8Eu/M6bbyjeftKpUydWr17t//fll18yY8YMXn31VZYtWxYQtM50e5o3b07nzp1P28cwjJDP5W1TwUBfcF6K2mfyK+73QqS8UOgSKSERERG89NJLtG/fvtCLaZ7mzZvzv//9j8jISPbs2cP8+fPp06dPoQuST3dKJe8ImM1mK/SiuW3bNv7444+AG3n+8ccfGIYR8MK3c+dOgJBHYEKpV68eu3fvLtT+zjvvsH79eh5++GGioqLwer2Fatu7dy8///zzaW8yahhGoRftHj16cNddd/Hyyy/jcDjK7D3O8sJk3tzmMQyDPXv20KJFC+Ds9xOPx0NKSgp169blhhtu4IYbbsDn8/HKK6/w+OOPs2LFioB3Vpak6tWrEx0dzW+//VbouR07dgAEnJoN5kz2GZHKQn9WiJQQm81Gr169+Oabb/zXIOV37NgxPvroIzp37kxUVJT/7f4F3yX4+eefs3PnzoC37OdXu3Zt2rZtyzvvvMOBAwf87dnZ2YwfP5577703YNnDhw/7T1NB7n2w3njjDRo3bnzWd2bv1q0bP/30U8C1YNnZ2bz00kts2rQJp9NJt27d+Pzzz9myZUvAso899hjDhw/n6NGjIcfv2LEj27dvD7ieyev1cvDgQf+6gt1moSxo06YN9evX54033vDfawxy3+WYf5vPdj85duwY/fv3Z968ef4+VqvVf+1ZaR4dstlsXHHFFXz55ZcB7+Y0DIN///vfWCwWrrzyytOOcSb7jEhloSNdIiVo7NixbNy4kQcffJD333+fK664gtjYWHbv3s2yZcvIzs72/2XfvHlz6tWrx7/+9S/cbjd169Zl48aNvPPOO0RERJCenh5yPQ899BB33HEHt9xyCwMHDqRq1aqsWLGCH3/8kX/+859Uq1bN39fhcDBu3Dg2b95M7dq1Wbp0KQcOHCjWx7wMGTKE//73v9xxxx0MHjyY2rVrs2LFCrZv385LL70EwOjRo1m3bh233347t99+O/Xq1eOzzz5j9erV9O/f33/EJ5jRo0ezdu1a7rnnHu68806qVKnCO++8w+bNmxk6dCifffYZc+bMwW63F3l3erNZLBYmTpzI8OHD6d+/P7fccgsHDhzg9ddfD7hOCs5uP6lduza9e/dm0aJFZGZm0r59e44dO8bChQupWbNmoQvnS1re9zM5OZnk5GRq1arFypUr+frrr/nLX/4S9NYi+Z3JPiNSWSh0iZSgvHs1vfrqq6xatYrnnnuOzMxMateuzXXXXcfQoUOpXbs2kHstzPz583nsscd47bXXMAyDhg0bMn78eLxeL9OmTWPTpk20bdu20Hrat2/PG2+8wdy5c3nllVfwer00adKExx57jL59+wb0rV27NuPHj2fmzJkcOnSICy64gFdeeaXIdyoGU7NmTZYsWcLs2bNZvHgxHo+HVq1a8fLLL/s/o7Fhw4YsWbKEZ555hiVLlpCRkUGDBg0YN25ckafBGjRowOLFi5k1axavvPIKOTk5XHDBBcybN48rr7yS5ORk7rnnHs4///yzrt0MV111FfPmzWPu3LnMmTOHOnXqMG3aNF5//fWAfmezn0DuOw0bNGjAihUrWLFiBVFRUXTq1IlRo0YVunC+pOV9P5966ikWL15MVlYWzZo1Y9q0aQGfcxnKmewzIpWFxTjdlZIiUq4lJyezZ8+eQm/rL88KXp8mIlJe6JouESlXFLhEpLxS6BIRERExgUKXiIiIiAl0TZeIiIiICXSkS0RERMQE5eKWEevXrw93CSIiIiJnLP+HvOcpF6ELghcvkJKSQuvWrcNdRpmjeQlNcxOc5iU0zU1wmpfgNC+hDxbp9KKIiIiICRS6REREREyg0CUiIiJiAoUuERERERModImIiIiYQKFLRERExAQKXSIiIiImUOgSERERMYFCl4iIiIgJys0d6aVy8WZlse3ttzn800/UaNuWFrfeij0qKtxliYiIFJtCl5Q5rr17ebNjR9zHjpHtcuGIjeXLceMYsG4dsfXrh7s8ERGRYtHpRSlzPvvHP0jft49slwuAbJeLjP37WT1iRJgrExERKT6FLilzdixfjpGTE9Bm5OSwc/lyDMMIU1UiIiLnRqFLyhyLNcRuGapdRESkHCi1a7puvvlm4uLiADj//PMZOnQoY8eOxWKx0KJFCyZNmoTVamXJkiUsXrwYu93OsGHDuOqqq0qrJCknmt9yC78uWYIvO9vfZnU4aN6vHxaLJYyViYiIFF+phC632w3AggUL/G1Dhw5l5MiRdOzYkYcffphVq1bRrl07FixYwNKlS3G73QwaNIguXbrgdDpLoywpJ7o//TQHv/sO19695GRlYYuMJKZuXa6cOzfcpYmIiBRbqYSuLVu2kJmZyV133YXX6+X+++9n8+bNdOjQAYBu3brx5ZdfYrVaad++PU6nE6fTScOGDdmyZQuJiYmlUZaUE1E1ajB482Z2ffQRqT//TPXWrWl0/fVYbbZwlyYiIlJspRK6IiMjufvuu7ntttvYuXMnf/vb3zAMw39qKCYmhrS0NFwul/8UZF676+Q71qRys9psNOnViya9eoW7FBERkRJRKqGrSZMmNGrUCIvFQpMmTahatSqbN2/2P5+enk58fDyxsbGkp6cHtOcPYfmlpKSURqnlXlZWluYmCM1LaJqb4DQvoWlugtO8BKd5Ca1UQtfbb7/NL7/8wuTJkzlw4AAul4suXbqwbt06OnbsyJo1a7j88stJTEzkqaeewu124/F42L59OwkJCUHHbN26dWmUWu6lpKRoboLQvISmuQlO8xKa5iY4zUtwmhdYv3590PZSCV233nor48aNY+DAgVgsFqZPn061atWYOHEic+bMoWnTpvTs2RObzUZycjKDBg3CMAxGjRpFREREaZQkIiIiElalErqcTiezZ88u1L5w4cJCbUlJSSQlJZVGGSIiIiJlhu42KSIiImIChS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiZQ6BIRERExgUKXiIiIiAkUukRERERMoNAlIiIiYgKFLhERERETKHSJiIiImEChS0RERMQECl0iIiIiJlDoEhERETGBQpeIiIiICRS6REREREyg0CUiIiJiAoUuERERERModImIiIiYQKFLRERExAQKXSIiIiImUOgSERERMYFCl4iIiIgJFLpERERETKDQJSIiImIChS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiZQ6BIRERExgUKXiIiIiAkUukRERERMoNAlIiIiYgKFLhERERETKHSJiIiImEChS0RERMQECl0iIiIiJlDoEhERETGBQpeIiIiICRS6REREREyg0CUiIiJiAoUuERERERModImIiIiYQKFLRERExAQKXSIiIiImUOgSERERMYE93AWIBONJS2PLwoUc2rCBmomJtEpOJiI+PtxliYiIFJtCl5Q5J3btYnGHDmSnp+NNT8ceHc26Rx6h/7p1VGnSJNzliYiIFItOL0qZ89mIEWQdPow3PR0Ab0YGWUeOsHr48DBXJiIiUnwKXVLm7ProIwyfL6DN8PnY/fHHGIYRpqpERETOjUKXlDlWe/Cz3laHA4vFYnI1IiIiJaPUQteRI0fo3r0727dvZ9euXQwcOJBBgwYxadIkfCePYixZsoR+/fqRlJTE6tWrS6sUKWcSBg7E5nQGtFmdTlokJYWpIhERkXNXKqErOzubhx9+mMjISABmzJjByJEjWbRoEYZhsGrVKg4dOsSCBQtYvHgxL730EnPmzMHj8ZRGOVLOdJszh+pt2+KIjcUeFYUjNpYabdpw5dNPh7s0ERGRYiuVdy/OnDmTAQMGMH/+fAA2b95Mhw4dAOjWrRtffvklVquV9u3b43Q6cTqdNGzYkC1btpCYmFgaJUk5ElGlCgO/+469//sfqSkpVGvVivrduunUooiIlGslHrqWLVtG9erVueKKK/yhyzAM/wtmTEwMaWlpuFwu4uLi/MvFxMTgcrlCjpuSklLSpVYIWVlZFXduatXCXqsWacCWLVvOatEKPS/nSHMTnOYlNM1NcJqX4DQvoZV46Fq6dCkWi4WvvvqKlJQUxowZQ2pqqv/59PR04uPjiY2NJf3kLQHy2vOHsIJat25d0qVWCCkpKZqbIDQvoWlugtO8hKa5CU7zEpzmBdavXx+0vcSv6Xr99ddZuHAhCxYsoHXr1sycOZNu3bqxbt06ANasWcOll15KYmIi69evx+12k5aWxvbt20lISCjpckRERETKBFPuSD9mzBgmTpzInDlzaNq0KT179sRms5GcnMygQYMwDINRo0YRERFhRjkiIiIipivV0LVgwQL/1wsXLiz0fFJSEkm6DYCIiIhUAro5qoiIiIgJFLpERERETKDQJSIiImIChS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiZQ6BIRERExgUKXiIiIiAkUukRERERMoNAlIiIiYgKFLhERERETKHSJiIiImEChS0RERMQECl0iIiIiJlDoEhERETGBQpeIiIiICRS6REREREyg0CUiIiJiAoUuERERERModImIiIiYQKFLRERExAQKXSIiIiImUOgSERERMYFCl4iIiIgJFLpERERETKDQJSIiImIChS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiZQ6BIRERExgUKXiIiIiAkUukRERERMoNAlIiIiYgKFLhERERETKHSJiIiImEChS0RERMQECl1yxnw+H2v//W9mXXopM9q25eNp03Cnp4e7LBERkXLBHu4CpPxYmJzMT+++iycjA4CPpk7lh7feYvS332JzOMJcnYiISNmmI11yRvZt3szGd97xBy4Ab1YWh7dv58dly8JYmYiISPmg0CVnZMfatVgslkLtHpeLX1atCkNFIiIi5YtCl5yR+PPOw2KzFWq3R0RQrUGDMFQkIiJSvih0yRlp3bMnETExhY52We12Ot51V5iqEhERKT8UuuSM2BwO/rFmDXXatMERFYUzJob4887j78uXU7V+/XCXJyIiUubp3Ytyxmq3aMG4TZs4vH07Xreb2q1aYbUqt4uIiJwJhS45azWbNQt3CSIiIuWOQpeIVC6eLFj/HqTugeYdIaEzBHlnrohISVPoEpHKY+9WeOQKyM6EbDfYndCiEzy4ItyViUglUGTo+uyzz1i0aBFZWVn+ttdee61UixIRKRVPJ0HaYcDIfZyTDb98CR8+Dc1vDGtpIlLxFRm6nn76acaNG0fNmjXPeNCcnBweeughduzYgc1mY8aMGRiGwdixY7FYLLRo0YJJkyZhtVpZsmQJixcvxm63M2zYMK666qpz2iARkaCO/AH7f8EfuPJ4MuGzlxW6RKTUFRm6qlSpQocOHc5q0NWrVwOwePFi1q1b5w9dI0eOpGPHjjz88MOsWrWKdu3asWDBApYuXYrb7WbQoEF06dIFp9NZvK0REQnF8IV+zuc1rw4RqbRChq4333wTAIfDwcSJE7ngggv8N8bs37//aQft0aMHV155JQB79+6lZs2afPbZZ/7w1q1bN7788kusVivt27fH6XTidDpp2LAhW7ZsITExsSS2TUTklBoNoEbDk0e78nFEQtfB4alJRCqVkKHr0KFDAFx00UUAHD58+OwGttsZM2YMK1eu5JlnnmH16tX+0BYTE0NaWhoul4u4uDj/MjExMbhcrqDjpaSknNX6K4usrCzNTRCal9Aq89xE3DidRgvuxOLzYs3OIscZjadGE3Y1v7FSz0tRNDfBaV6C07yEFjJ0jRgxAoBdu3bx008/ceONNzJr1iwGDBhwxoPPnDmT0aNHk5SUhNvt9renp6cTHx9PbGws6enpAe35Q1h+rVu3PuP1ViYpKSmamyA0L6FV6rlp3Ro6XgNr34Aju7G16ExU+160stoq97wUQXMTnOYlOM0LrF+/Pmh7kbcTHzNmDLVq1QKge/fuTJgwociVvfvuu8ybNw+AqKgoLBYLbdu2Zd26dQCsWbOGSy+9lMTERNavX4/b7SYtLY3t27eTkJBwxhslUt4ZhoF7wwYyPv6YnNTUcJdTOcRUhWuHwYAZcElvsBb+IHcRkdJwRvfp6tixIwCXXXYZPt9pLkY96brrrmPcuHHcfvvteL1exo8fT7NmzZg4cSJz5syhadOm9OzZE5vNRnJyMoMGDcIwDEaNGkVERMS5bZFIOeHds4d911+Pd8cOsNnA46HqhAlUe+ihcJcmIiKloMjQFR8fz5tvvkm7du3YuHEjMTExRQ4aHR3N008/Xah94cKFhdqSkpJISko6w3JFKo79N91EdkoK5OT424499hjOdu2IuVG3LxARqWiKPL342GOPsW3bNp544gm2b9/O9OnTzahLpELL3ratUOACMNLTOR7kDxYRESn/ijzSNW3aNGbPnm1GLSKVRs7Ro+BwQGZmoed8Z/lOYRERKR+KPNLl8XjYsmULbrcbj8eDx+Mxoy6RCs154YVgGIXaLRERxPTtG4aKRESktBV5pGvnzp3cc889/scWi4VVq1aValEiFZ01MpKazz7L4WHDMLKywOfDEhWFrW5d4u+9N9zliYhIKSgydH3wwQcYhkFqaipVq1bFZtPbq0VKQtyf/4yjdWuOP/MMOX/8QfQNNxD/979jjY8Pd2kiIlIKigxd69atY/z48cTFxXHixAmmTJlCly5dzKhNpMKLvOwyIhcsCHcZIiJigiJD11NPPcWiRYuoU6cOBw4cYMSIEQpdIiIiImepyAvpbTYbderUAaBOnTq6eamIiIhIMRR5pCs2NpYFCxZw2WWX8e2331KlShUz6hIRERGpUIo80vXEE0+wd+9ennzySfbt26ebo4qIiIgUQ8gjXT6fj88//5zo6GjGjBljZk0iIiIiFU7I0DV58mTS0tLIyMjg559/5i9/+YuZdYmIiIhUKCFPL27bto0nn3ySZ599ls8//9zMmkREREQqnJChy27PPQjmcDjw+XymFSQiIiJSERV5Ib2IiIiInLuQ13R9//33dO3aFYBjx475vwb44osvSr8yERERkQokZOjatGmTmXWIiIiIVGhF3hx13759LF++HLfb7W8bMWJEqRYlIiIiUtEUeU3Xfffdh8vlombNmv5/IiIiInJ2ijzSFRMTw6hRo8yoRURERKTCKjJ0tWjRghUrVtC6dWssFgsATZo0KfXCRERERCqSIkNXSkoKKSkp/scWi4XXXnutVIsSERERqWiKDF0LFizwf71v3z7OO++8Ui1IREREpCIqMnS99tprREZGcuLECZYtW8YVV1zBuHHjzKhNpMwxvF4s9iJ/bERERAop8t2LK1as4Oabb2bNmjWsWLEi4FSjSGVgGAZ/PPMMa2vVYo3DwdeNG3NwyZJwlyUiIuVMkaHLYrFw6NAhatasicVi4fjx42bUJVJm/DFnDjvGjSP78GEA3Lt2sfUvf+HwBx+EuTIRESlPigxdHTt2ZPDgwQwePJjp06dz3XXXmVGXSJlg+HzsnjoVX0ZGQLsvI4OdEyaEqSoRESmPirw4ZdSoUf77dF144YU4HI5SL0qkrMhxuchJTw/6XOaOHSZXIyIi5VnII12///47w4cPx+v18t1339GlSxd69erFhg0bTCxPJDTDMPj1lVd4u3lzXouJYUWXLhz86qsSXYctNhZblSpBn4tOSCjRdYmISMUWMnRNnz6dfv36YbfbmTFjBo8//jgLFy5k9uzZZtYnEtKmWbP4esQI0rZvJycjg4Nr1/LfHj049O23JbYOi9VK40cfxRodHdBujYqiyYwZJbYeERGp+EKGLo/HwzXXXMPRo0fZv38/Xbp0oU6dOvh8PjPrEwkqx+PhxylT8Ba41ionI4MfJk4s0XXVHzaMFs89R0TjxlgcDqLbtqXN0qVU1/WNIiJyFoq8puurr77i8ssvB8Dn85GWllbqRYkUJXP/foycnKDPpW7YQIMSXl/dO++k7p13lvCoIiJSmYQMXS1atOD+++9n8+bNTJkyhYMHDzJnzhx/ABMJp8hatTAMI+hzcS1amFyNiIhI0UKeXhwzZgx9+vRh7ty5dOjQgaNHj9KqVSvGjBljZn0iQdmjomh1zz3YClxrZYuOpv3kyeEpSkRE5DRChq59+/bRokULYmNj2bt3L3FxcVx33XUcOHDAzPpEQrp05kwuGDUKe1wcFrudmAYN6Pbaa9S75ppwlyYiIlJIyNOLo0aNwmKxcPToUdLT02nRogXbtm2jZs2avPPOO2bWKBKU1WbjkqlTufjRR/FmZmKPjsZisYS7LBERkaBChq4333wTgOHDhzNz5kxiY2PJyMjg/vvvN604kTNhsVpxxMSEuwwREZHTKvJjgPbv309sbCwA0dHRHDx4sNSLEhEREaloirxlRNeuXRk8eDBt27Zl48aN9OnTx4y6RERERCqUIkNXnz59uPHGG/n111+5+eabadWqlRl1iYiIiFQoRYauCRMm8MYbb9BC9z6SfHK8XjJSU4muXh2bvcjdqNzxulz43G6cNWqEuxQREakginy1jI6OZvr06TRp0gSrNfcSsP79+5d6YVI2GYbBpzNn8sn06eRkZ2N3Orlm/HiufvDBCvHOQc+RI2y+806OfPQRWCxENW3KBa+8QlXdFFhERM5RkaGrffv2ABw5cqTUi5Gy739z5/LxlClkn/zMQ29WFiunTMEZE8MVI0aEubpzYxgG3197La5NmzCyswHI2LKF76+9lk6bNxPVsGGYKxQRkfIsZOjav38/devW5YYbbjCzHinjPpk+3R+48njS0/lk2rRyH7pOfPstGb/84g9ceXweD3+88AItZswIU2UiIlIRhAxdr7zyCuPGjePhhx8OaLdYLLz22mulXpiUTa4QtwwJ1V6eZO7cCdbCd1ExPB7St241vyAREalQQoaucePGAbBgwQLTipGyr1ZCAoeCBJBaCQlhqKZkxbVrh+H1Fmq3RkdTrWvXMFQkIiIVSZE3R3322Wfp1KkTXbt29f+TyqvPnDk4oqIC2hxRUfSZMydMFZWcmIQEat54I9b8H6Jtt2OPj6feXXeFrzAREakQiryQfvXq1axevZrIyEgz6pEyrk2vXtz9wQd8+NBDHNy6ldqtWtFr6lRaXH11uEsrERcuWsSu2bP544UXyElPp1bv3jSbOhVH1arhLk1ERMq5IkNXjRo1sFfA+zBJ8SVccw0J11wT7jJKhdVup8mYMTQZMybcpYiISAUTMk3985//BODw4cP07duXFi1a+O/DNHv2bHOqExEREakgQoautWvX8vTTT5/1gNnZ2YwfP549e/bg8XgYNmwYzZs3Z+zYsVgsFlq0aMGkSZOwWq0sWbKExYsXY7fbGTZsGFddddU5bYyIiIhIWRUydDVv3pwOHTqc9YDvv/8+VatW5YknnuDo0aP07duXVq1aMXLkSDp27MjDDz/MqlWraNeuHQsWLGDp0qW43W4GDRpEly5dcDqd57RBIiIiImVRyND1xx9/MCfEO9Luv//+kANef/319OzZ0//YZrOxefNmf4Dr1q0bX375JVarlfbt2+N0OnE6nTRs2JAtW7aQmJhY3G0RKXE+j4cjH36Ie+9eqnTqRFy7duEuSUREyqmQoSsyMpImTZqc9YAxMTEAuFwu7r33XkaOHMnMmTP914PFxMSQlpaGy+UiLi4uYDmXy3XW6xMpLRm//ML33bqRk5GRe/8ui4UaPXtywZIlWPXmEhEROUshXzlq1qxJ3759izXovn37GD58OIMGDaJ379488cQT/ufS09OJj48nNjaW9PT0gPb8IayglJSUYtVS0WVlZWlugiiJeTnUpw/egwfBME61ffgh3z/6KDEDB55riWGjfSY4zUtompvgNC/BaV5CCxm62rZtW6wBDx8+zF133cXDDz9Mp06dAGjTpg3r1q2jY8eOrFmzhssvv5zExESeeuop3G43Ho+H7du3k3Cau5q3bt26WPVUdCkpKZqbIM51XjJ37eLAH38EBC4AsrLwvfcerR999BwrDB/tM8FpXkLT3ASneQlO8wLr168P2h4ydI0p5n2K/vWvf3HixAmef/55nn/+eQAmTJjA1KlTmTNnDk2bNqVnz57YbDaSk5MZNGgQhmEwatQoIiIiirVOkZJmeDxw8pR4QT632+RqRESkIijxC1MeeughHnrooULtCxcuLNSWlJREUlJSSZcgcs6imjfHUbMm7t27A9otkZHUuf32MFUlIiLlWZGfvShSGVksFi5YtAhbbCyWkx+BZYuNJaZlSxqe5t27IiIioegtWCIhVO3ShU7btrHv//6PrF27qHblldS8+WasDke4SxMRkXJIoUskH6/LRdoPP+CsXZuYli1x1qlDowcfDHdZIiJSASh0VUIZx49jcziIiI4usTHdLheGYRB5mtt+lHU7n3qKX8ePx+p04svOJqZ1ay754AMizjsv3KWJiEgFoGu6KpGdP/zA2IsuYkitWvy1alUev+EGjh88eE5jpu7cyQvdu/Nw9epMqlGDZzt35tCvv5ZQxeY5vHIlv06YgC8zE+/x4/gyMkj78Ue+v+mmcJcmIiIVhEJXJXH8wAGmXHkluzduJCc7m5zsbH76+GOmXnUVRsF7UZ0hr9vNc507s+OLL/BlZ+PLzmb3unU816ULnnw3vi0Pdj35JL6MjMBGrxfX5s2kl8MQKSIiZY9CVyXx6Ysv4vV4AtpyvF6O7N7Nlv/9r1hjbn7vvdzTij6fv83w+cjOzOTHt946p3rN5glxxM/qcJB95IjJ1YiISEWk0FVJ7N2yheysrELtBnBox45ijZm6YweegkeHAI/LRepvvxVrzHCpdcMNWIPcnNfIySFOH8IuIiIlQKGrkkjo3JmIkx9Gnp/h89GoXbtijVmvfXscUVGF2iNiY6l/8cXFGjNcGt53H87atbGevCcXgDU6moRZs7CV4BsORESk8lLoqiSuSE4mumpVbPZTb1h1REXRuls3Gl10UbHGbNGjB7USErDlO0Jkczqp0qABrW+88ZxrNpOzenU6//gjTcaNI75DB2rffDOX/Oc/NBw6NNyliYhIBaHQVUlExsYy7bvv6JqcTGz16lSrV4/eDz7IP997r9hjWq1Whn3+OV1GjCC2dm1iatXi8iFDGLF2bUC4Ky5vZibu48fPeZyQ42dkkH3ihP+xo1o1mj/8MJ3WraP9O+9QvXv3Ult3uWIYcPwY6DMnRUTOie7TVYlUrVuXIS+/XKJjRsTG0nvWLHrPmlViY2alpvLJ3/7GjuXLwTCompDAtS+/TN0OHUpkfPfBg3z/l79waOVKAOIuuICLX32VKsU84lehfbEa/vl3+GMXWKxw023w+AsQGxvuykREyh0d6ZIyxTAM3unZkx3Ll+PzePBlZ5O6eTPLrrmGtN9/P/fxfT6+uPJKDn38MUZ2NkZ2Nic2bOCLbt1wHzpUAltQgWz9GQbfCDu2QXY2eNzwwVtw963hrkxEpFxS6JIy5eD333M0JQVfwdtbeDxsfP75cx7/yJo1ZP7+O4bXG9Du83jYVcJHAcu9f80pfErR7Yav1sDO8vXuVBGRskCnF+WceD0eflq6lN8+/5xqjRtz6Z13El+3brHHO/Hbb1ishf8W8Hk8pG7Zci6lApD+22+51ygVHD8rC1dKyjmPX6H8kgI5OYXbnU7YvQMaNzW/JhGRckyhS4otKy2N5zp3JnXnTjwuF/bISFZNm8bfPvqIxp07F2vMmhddRE6Bo1AA9qgozivmmPlVad8+aOiyxcRQrVOncx6/QunQBX78DgocdcSdBS0vCE9NIiLlmE4vSrF9/sQTHP71VzwuFwDerCw8LheLBg0q9kcLVUtIoPGf/oQ93/2/LDYbjrg42v71r+dcc9X27anepQvW/OPb7TiqVaPB4MHnPH6F8vf7ICoa8h95jIqG/ndCneIfzRQRqawUuqTYfnjjDbxBbiPgOnSI1GLe5R7gT4sXc9mECcTWr09EtWokDBjAwPXriaxW7VzK9ev4wQc0Hz2ayPPOw1G9OucPHkz3777DHuTmsZXaefXho2/hTzdDlapwfiMYNxUeP/dr60REKiOdXpRiswf52BzIfYegzeks9rg2h4MOEybQYcKEYo9x2vEjImj96KO0fvTRUhm/QmnaHF5ZGu4qREQqBB3pkmK7fMgQHAU+IsditVK7dWuqnn9+mKoSOY30Y7D+fdi8GnIKXzsoIlKadKRLiq3TsGFs+/RTfvn4YwCsNhsRcXEkv/VWmCsTCeLj5+H1f4L95FFYRySM/QgatwtrWSJSeSh0SbHZ7HbufOcd9v74I7u+/poq9evTsmdPbA5HuEsTCfTbd7DoAcjOyv0HkHkCZlwHz+8Fm34Vikjp028aOWf1LrqIevoIHSnLPv33qbCVX3YW/LwaLrzW/JpEpNLRNV0iUvG5UsHwFW63WHKPeImImEChSyoVX3Y22cePk5OdTfaxY8W+n5iUM5f1hYggtwTxuqFVd/PrEZFKSaFLKoUct5sf7rmH9+PiWF69OssjIviwVi0+Ou88fl+wINzlSWnreBs0bn8qeFksEBENt02F+JrhrU1EKg1d0yWVwvq//IW9776L4XZjOdlmeL24Dxzgx6FDcVStSt3evcNao5QiuwMmfApfL8n9F1MFrhkKCef+0VIiImdKoUuC2peSwsezZrH3p59o1KED140eTc3GjcNdVrFkHTzI3mXL8LndWMEfuvLkZGSwZdIkha6Kzu6Arrfn/hMRCQOFLilk25df8vR11+F1u/Hl5PD7hg2se+01Hly7lvpt24a7vLOW+fvvWCMi8AX5yKI8Gbt2mViRiIhURrqmSwp5fehQPBkZ+HJyAMjJzibL5eKt++8Pc2XFE9u8OT6P57R94hMTTapGREQqK4UuCZDtdrPv558LP2EYbPviC/MLKgGOKlVodu+92KKjMYCC71e0RUfTZvr0cJQmIiKViEKXBLA5HCE/yDqqShWTqyk5bR97jAtnzSKqSRMsUVHYYmKwxcRQvUsXOq9cSfVOncJdooiIVHC6pksCWK1WOv/lL6x9+WWys07dwdsZHc3V//hHGCs7NxaLhabDhtF02LBwlyIiIpWUjnRJIbfNnk3bXr1wREYSVaUK9ogILhs4kJ5jxpiyfp/Xy7ePPcbLjRoxr2ZNPrrjDlx79piybhERkdKiI11SiCMykqFLl5L6++8c/u036rRsSZW6dU1b/38HDWLHihV4MzIA2LpoEbs/+og/b9lCRNWqptUhIiJSknSkS0Kq3qABCd27mxq4jv76K78tX+4PXJB7E1PPiRNsevFF0+oQEREpaQpdUqYc3rABm73wAVhvZiZ7v/wyDBWJiIiUDIUuKVPimzTB8PkKtVudTqq3bBmGikREREqGQpeUKbUvuYSqLVtidTgC2m1OJxfec0+YqhIRETl3Cl1SplgsFvp+/DGN//QnrA4HVqeTaq1b03flSuIbNgx3eSIiIsWmdy9KmRNVowa933uP7IwMcrKyiKxePdwliYiInDOFLimzHNHROKKjw12GiIhIidDpRRERERETKHSJiIiImEChS0RERMQECl0iIiIiJlDoEhERETGBQpeIiIiICRS6REREREyg0CUiIiJiAoUuEREREROUWuj68ccfSU5OBmDXrl0MHDiQQYMGMWnSJHw+HwBLliyhX79+JCUlsXr16tIqRURERCTsSiV0/fvf/+ahhx7C7XYDMGPGDEaOHMmiRYswDINVq1Zx6NAhFixYwOLFi3nppZeYM2cOHo+nNMqRcirH48GblRXuMkREREpEqYSuhg0bMnfuXP/jzZs306FDBwC6devG2rVr2bhxI+3bt8fpdBIXF0fDhg3ZsmVLaZQj5UzGoUN8cPPNPB8by/OxsSzp0oVU7RsiIlLOlcoHXvfs2ZM//vjD/9gwDCwWCwAxMTGkpaXhcrmIi4vz94mJicHlcoUcMyUlpTRKLfeysrIq1NwYPh9f9u5N5u+/Y3i9AOz76ive6NiRKz76CEeVKmc0TkWbl5KkuQlO8xKa5iY4zUtwmpfQSiV0FWS1njqglp6eTnx8PLGxsaSnpwe05w9hBbVu3bpUayyvUlJSKtTc7P7kE7IPH/YHLgAMA7xectatI/G++85onIo2LyVJcxOc5iU0zU1wmpfgNC+wfv36oO2mvHuxTZs2rFu3DoA1a9Zw6aWXkpiYyPr163G73aSlpbF9+3YSEhLMKEfKsOPbtwcGrpO8GRmk/vxzGCoSEREpGaYc6RozZgwTJ05kzpw5NG3alJ49e2Kz2UhOTmbQoEEYhsGoUaOIiIgwoxwpw2omJmKxFv5bwBETQ53LLgtDRSIiIiWj1ELX+eefz5IlSwBo0qQJCxcuLNQnKSmJpKSk0ipByqG6l19OzXbtOLh+PTkn37losduJqFaNlgMHhrk6ERGR4tPNUaVMsVgs9P34YxLvuYfIGjVwxMXRcuBABnz7LY6YmHCXJyIiUmymnF4UORuO6Gi6zZ5Nt9mzw12KiIhIidGRLhERERETKHSJiIiImEChS0RERMQECl0iIiIiJlDoEhERETGBQpeIiIiICRS6REREREyg0CUiIiJiAoUuERERERModImIiIiYQKFLRERExAQKXSIiIiImUOgSERERMYFCl4iIiIgJFLpERERETKDQJSIiImIChS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiZQ6BIRERExgUKXiIiIiAkUukRERERMoNAlIiIiYgKFLhERERETKHSJiIiImEChS0RERMQECl0iIiIiJlDoEhERETGBQpeIiIiICRS6REREREyg0CUiIiJiAoUuERERERModImIiIiYwB7uAqTyyjxyhF/ffRdvVhZNe/WiapMm4S5JRESk1Ch0SVhs++AD3u/fH4vVipGTw+rRo7l87Fi6TJoU7tJERERKhU4viuncJ07w/oABeDMzyU5Px5uVRU5WFusef5x9334b7vJERERKhUKXmO63//wHi81WqD0nK4vNCxaEoSIREZHSp9AlpvN5vWAYhdoNw8h9TkREpAJS6BLTNbn++qDhyhEdTaukpDBUJCIiUvoUusR00TVr0mPuXOxRUVgdDrBYcERH03rQIBp07x7u8kREREqF3r0oYXHRX/9KwyuvJOWNN8jOyKBFnz7Uu/zycJclIiJSahS6JGyqNW9O54kTw12GiIiIKXR6UURERMQECl0iIiIiJlDoEhERETGBQpeIiIiICXQhPZCTk4NhGFitVnw+H4Zh4HA4Ttvf5/Nhs9nIzs7G6XTi8/lwu93YbDbs9txptVgs/jan0wmAx+PBbrfjdrux2+1kZ2eTmppKZGSkf8z09HSioqKAkzcM9fmw2+1YrVYiIiLIyszEALJOnODY0aOkHjmCxWrFdeQIFpsNT2YmR3bsoHarVhjZ2Vijo/EeO0Zs9eoc2b8f15Ej1GvZEguQnpZG2qFDxFarxrHDh8k6doyazZuT43LhjI/n0LZtVKldG+x2jmzdSmzNmsTVr0/6/v3kWK3UbdSIrKwsHIDV4cARE4P72DFOHD9OrXr1yExLw+PzERsZiTM+Hp/bzdEDB6jTrBmZR45gRETgADI8HoyMDLKys7FlZhJZowaZbjc2l4taF12E1evl6O7dOKtXx8jKIsdmw56ZiaNWLawnv2e2yEisPh/ZDgepP/yAq1YtrBYLRmYmvqgorG431qgorIDFZiPrxAm8x49jq1OHKKcTr2Hgc7lwxMZiGAbeY8fIiY7GabHg9nqxezw4q1XL/f57PORYrUQ6nXgyMshOTye2dm0MpxNfejq2qCgsNhuG14v78GEi69bF8HoxAF9WFpbISGx2O9mpqdirVYOcHLBY8Hk8GA4HDrsdb0YGVocDi9OJJz0dvN7c22zY7fiysrBHR4PFQvbJfYyTc5B94gSWmBjsJ/dni2FgtdnAZstdT1YWeDxgtYLXm9tutUJ2Nlgs4PPlth0/DrGxuY9zciA6Gux2cLshLQ2qVTvV12o91c/jAYcjt93jyf0/7xMIcnLA6cz93zByl7Nacx9brbnrN4zcuqwn/ybMW9YwTt1UN29dectYrbnrsttz+9jtJ/t4wWY/NQaALwcsVsjOAkdk7vJ5vNmAAXbnqTbDAMMHWE7VZ7EELufvc/Jrm/1Um9VWuF/eGNYgdeWNW/BxMPnHslgLPweF24t6rqj1lBbDAHxgKfxpFaftD2e+zGmdHKvEjkXk1VdUbTkn11mKc1up5N14u2zOZ9hDl8/nY/LkyWzduhWn08nUqVNp1KiRKev+ZcsWbrruOv74/Xcs5H6LjJP/OxwOxk2ezD/HjcNy8hfN77t2MfDaa9nx66/+MWwE/oha8/3LYznZr+Bk2zm1W9gI3EXylgnVnn+svB/X/P2cBZaxnFymYF15686/Hku+bcg/pqNAW8Ftz7+sPd/j/DXkjWvL12Yh+Hbmr8F+mucIMoYV2HHya2eBdeXvb833GALrymvPm7f8Y+ef84LbaA/Rnn878o9lC/Fc/jHyvkd58r4XeQpuh5XcfTnv/7xfQzYrtMq3XNANhMI7S97zjiAbZwWqVoH04wQouFPljVvwm+l0QE42RMVAs5awfUNuYMpbT/1mUL8xbFyT2y9vnII15F+vLd9zFnLD1ZXJ8MMHkLY/8PmG7eDKu2n15sjcoANgdcCfn4c/voWv/w+87sD12hzQ7jbo9zSsfRY+ewK8Gfnm1AE2C/iyoe6FcMMzsONjWDcbfO5TdcXWh8tHw+aX4fAmcMRA85vg6E9w5OTjC4dB52m568xzYjt8fgcc/PLkPFjg/F7Q9UUwPPDNUNj/cW57/Zvgsuchqg5k7YMfh8KB/wAG1P4TXPQviKpPUOkpsHUorY59AQfsUGcAJMwFe3zw/sVh+ODYVDgxB4zjYE+AGs9AVM8Q/XMgczJ4ngBL3lzWhoi54CzOzZX3AaOAT04+7gE8CZxXjLEAPMDzwAeAG2gBjAYuKNDvW2DeyfXHAv2A29AJqOIyyJ3vvBtvW4EIig695rIYRpDPYzHRxx9/zKeffspjjz3Ghg0bmDdvHi+88EJAn/Xr13PJJZeU6HpdLhcNa9TA4/EUel0w8n098+mnGXbvvWRlZXFhzZpkpKf7x8j/Apun4OO8fs4g/fKPAcGXy//imveNisjXVvDFFgq/LuZvD/b3VLD2goEqL+gVDFzB/pawEnoerPn+z+sTrG/+cUKNdboQm7e8k8AQXHCc/NkiWNDM61NwXfmDarD+BX/M88JVqPFDfc/ytzkKfF0wVxRcruA+l9dutZ5Bx/zJOa9f3koL9s2favNvFPna8n6oIkIVxamdLFgSDvY6FGqHzlt/sB8SB6F3uIIHtx2cCoQFx7YANidEx4M37VSQKrhdefNgtZ+cJ2/wuTrt4yhofhv0/L/cx57jsLgZZB85tZ48MY3A7gbPodxwAmCx57b32giftoGsPWDkvTDZIPI86LENbBGB9XsOwdcJ4D2O/7ePxQlxF8Mlaymxo16poyHtBTAyTrVZoqHOSojsXLh/xj/AMw8s2QXmPAKiloDjprNYuRu4GNhP7hEnyN3hzgO+J/DP18JSUlJo3bp1gdYJwFcnx84TBbwCNDj5+CdgUoE+EUAf4I6zqL9sCj4vpS2DU0cr84smHEE2VG4Je6Rev349V1xxBQDt2rVj06ZNpqz3X88+i8fj8T/O/7Ob/+upJ+8j9e6iRQGBCwq//oSazPxHGvKPn/8P9GC/vgqm4bw+OSHa8z8ONl5OiPZgr1vBgkHBbQ31KzfY6zKcmoe87co7qB6K7zTrKDinhHhc8GhYQfnnMtQ2FZzv/LWdaf+CtRR8LtRY+bcp/7h5L5lnstxp20P9Eegr0Nkg+Dc22GHWYDt1/vB1uqIKfrNCbSAEn+hgzxn5/g+1c0Lg7+u8H86CgSv/2DkeyDocPHDlrS9v3T4veIIEroLzH+z74c2EX5dAxsHcx78uhJy0U3Xml7kP3EdPBS7IDVhZByFlCnhS8wWukxvjPQb73im83r3/Bl8WAd8gwwOunyBtfZBCi8GXDmnPBwYuyH18bHLh/sYJ8Pw7SOACcIP7obMs4D/AcQJ3mBzg2MnnztYBYC2BYQpyj369ke/xwiB93MB7J/vK2ckheOACCPIzHEZhP73ocrmIjY31P7bZbHi9Xv91UXlSUlJKdL2fffJJ0Z2AtBMn+GnjRj4P0v9Mww4Ef10papmCy+X1P92hydOFmGDLBetf1N+v5/r82fQvan7O1Zkc5i0qJ5xr/zPdvoIZqLgCLs05XXo2TvNcnmDPn+kPwtk8F2rdZ7ueM53sM+xnGGexfwarqeA2hNimHIud3T9+SlbVi6j72xqq+TxB+xk+DxYvhX6z+7yZpO/5gtic9EKLGV4Xh3d+weG0iwLa6x39H1V8WYVrMQz2/7qKE9ExQTbo7Dgsu2gaYcEaZFuyMzayrcDvfad9G41r2AIu0cvP593G1rN4rahZcy01a6YXOmhnGOkcOrSWI0dannb5rKysgNem6OgtnH9+sPpyyMj4iV27cvu2aLETe5BXX5/PYPv2b/F6q5/xNpRFBeeltMXFRXHeedWx2Qq/omVkpBMRYc+97rWA9PR0du/ebUaJfmEPXbGxsaTnO4KUd9F4QSV9qLJnr158tmpVkf2qVq3KhYmJ9OjVi/ffeCPguYKvSUaQtjzWAv3OZBmCtBf1Ohgq6wcbK1T/ol77zuT5M3khyguQp+tf1PPn6kzrPJvlzrb/mWaNUEdjz1bAC8zpDtmdyUpCJcxQ37Sznbii1n0mP3AFlynuduXJt7wl/19BxQmoPgKDb8HHJ9kML03aXQtRNYBr4PB7QY+wWaxOsFuBwLBktUcR1+Aa2Plj7unQ/MvY4qjV9Epq1SvwO3bX1bDjc/BlBtZigfoJPakfVwK/k32N4XeCzLcFR8wltG5aYB1GAzge+rec1d7qLF8rupF7BMoVuHZLDLVrX0Ht2qcfq/BptJrAM0F62omObp+vb3NgQ6FeVquVFi06UPhcd/li/ulFH7mnFwuLjo4h1CH9mJiYUqtz/frgR4PDfnrx4osvZs2aNQBs2LCBhIQEU9Z799Ch/ncIQuijCI8+/jgAvZOSiK9SJWCMnAJ9834VhDotGGz8UMvkLVcw1EHh3SfYabVg49lDtAc7k1SwXzaF6w71uuQN8ZyFwG2yhujHGTwfLCcEe5y/zlBzkqfg9zNYn4K1Besf7Me7YC0Fnws1VqgzUXk1nclyp20PdYqu4Au/heATlLdRRe3UpwsmwXby/P+H2glOd31s/ufyn6oM9U2Gwn8Z+ci9bitUP1sExNYrfC1U/n7+nd0BEY7QcxXqMYA9GtrceTJwAc0HgaPqqTr9LBDbBKJqgyXfXmt1QnQDaDUeIuqCJd8LusUBEbWgbp/C6613N9hiCJgYayTEd4S4dsG3+WxZoyD+n2CJDmy3REHVRwr3t8RCxL1gOIJ8HyMgcsZZFnA9UIvAkOMAagN/OsuxODnW1bm1BHACA/M9Tg7SJwK4lfIeuMIj76LQYMrWfIY9dF177bU4nU4GDBjAjBkzGDdunCnrjY6OZn1KCi1btw4akqKiopjz/PPc+be/AeB0OlmzdSsX5rswLu/3cv5rlUIFjhzAku8K5vy/+/OWKXjNkzVIW/7XDaPA13myQywXbB0E2YZgISD/tubVX3C5gq+rBU+p5r+IPv+PR7Cz8XmhKm9OC762FzzNWnBHzltX3lwUrJV8NRR8fQ82bsG2UPOZ/7n82wLBs0jeJUY5+Z7Lv415/wq+WS//eoPlHkuIdqs1yP5ZMA3mfZMo0BZsZ8tbUY06gYfQCu7UBSch//JRUbm3eKhSE9pfBfaIfMtZoGl76NoPomJPrcOeb7yC12IFe9dkdBXoOxbqNC+8Ha2uhHsW4csfnpwx8Le34er7ILIK/ls3OKy5t3mIiIPL74KxW6DXY7mBKP+8RMZAVHxuaGvYFYashaungSM+cN3VW0LPl6Fel9xgFl0bLhwO53XJDUtRteCy8XDls6fGdsRC3+9y362Yd8sHix2aDoLea+H6ddDwNrBFgT0GGt8O132RW0u3r+D8gblhyhYN9ftDt69z112Qozpcug5q9MKHE2xVoN4QuGh54b7nouojUG0G2OoBDnBeCnX+CxGXBu8fOQMiHwNOziUWsDSBqHfAHuIdjyE5yH3XYj9yL3aPBm4BVlL8E0HjgEFAlZPjtwdeIPDdkK2AyUCzk+upAdwFDCjmOgUiCQxYNsJ1Ef3phP3di2eiNN69WFGE510iZZ/mJTTNTXCal9A0N8FpXoLTvJThdy+KiIiIVAYKXSIiIiImUOgSERERMYFCl4iIiIgJFLpERERETKDQJSIiImIChS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiYoNx8DJCIiIlJeBPsYoHIRukRERETKO51eFBERETGBQpeIiIiICezhLuB0fD4fkydPZuvWrTidTqZOnUqjRo3CXVaJ+/HHH5k1axYLFixg165djB07FovFQosWLZg0aRJWq5UlS5awePFi7HY7w4YN46qrriIrK4sHHniAI0eOEBMTw8yZM6levTobNmxg2rRp2Gw2unbtyogRIwB49tln+eyzz7Db7YwfP57ExMQwb3lo2dnZjB8/nj179uDxeBg2bBjNmzev9HOTk5PDQw89xI4dO7DZbMyYMQPDMCr9vOQ5cuQI/fr14+WXX8Zut2teTrr55puJi4sD4Pzzz2fo0KGam5PmzZvHp59+SnZ2NgMHDqRDhw6Vfm6WLVvGO++8A4Db7SYlJYVFixYxffr0Sj0vJcIowz766CNjzJgxhmEYxg8//GAMHTo0zBWVvPnz5xs33nijcdtttxmGYRhDhgwxvv76a8MwDGPixInGxx9/bBw8eNC48cYbDbfbbZw4ccL/9csvv2w888wzhmEYxvLly40pU6YYhmEYN910k7Fr1y7D5/MZf/3rX41NmzYZmzZtMpKTkw2fz2fs2bPH6NevX3g2+Ay9/fbbxtSpUw3DMIzU1FSje/fumhvDMFauXGmMHTvWMAzD+Prrr42hQ4dqXk7yeDzGPffcY1x33XXGtm3bNC8nZWVlGX369Alo09zk+vrrr40hQ4YYOTk5hsvlMp555hnNTQGTJ082Fi9erHkpIWX69OL69eu54oorAGjXrh2bNm0Kc0Ulr2HDhsydO9f/ePPmzXTo0AGAbt26sXbtWjZu3Ej79u1xOp3ExcXRsGFDtmzZEjA/3bp146uvvsLlcuHxeGjYsCEWi4WuXbvy1VdfsX79erp27YrFYqFevXrk5OSQmpoalm0+E9dffz333Xef/7HNZtPcAD169GDKlCkA7N27l5o1a2peTpo5cyYDBgygdu3agH6W8mzZsoXMzEzuuusu/vznP7NhwwbNzUlffPEFCQkJDB8+nKFDh3LllVdqbvL56aef2LZtG/3799e8lJAyHbpcLhexsbH+xzabDa/XG8aKSl7Pnj2x20+d5TUMA4vFAkBMTAxpaWm4XC7/qYG8dpfLFdCev2/+OSuqvayKiYkhNjYWl8vFvffey8iRIzU3J9ntdsaMGcOUKVPo2bOn5oXc0yHVq1f3/6IH/SzliYyM5O677+all17ikUceYfTo0Zqbk44ePcqmTZt4+umnNTdBzJs3j+HDhwP6eSopZfqartjYWNLT0/2PfT5fQECpiKzWUzk4PT2d+Pj4QvOQnp5OXFxcQPvp+sbHx+NwOIKOUZbt27eP4cOHM2jQIHr37s0TTzzhf66yz83MmTMZPXo0SUlJuN1uf3tlnZelS5disVj46quvSElJYcyYMQF/LVfWeQFo0qQJjRo1wmKx0KRJE6pWrcrmzZv9z1fmualatSpNmzbF6XTStGlTIiIi2L9/v//5yjw3J06c4LfffuPyyy8H9NpUUsr0ka6LL76YNWvWALBhwwYSEhLCXFHpa9OmDevWrQNgzZo1XHrppSQmJrJ+/XrcbjdpaWls376dhIQELr74Yj7//HN/30suuYTY2FgcDge7d+/GMAy++OILLr30Ui6++GK++OILfD4fe/fuxefzUb169XBu6mkdPnyYu+66iwceeIBbb70V0NwAvPvuu8ybNw+AqKgoLBYLbdu2rfTz8vrrr7Nw4UIWLFhA69atmTlzJt26dav08wLw9ttv89hjjwFw4MABXC4XXbp00dyQe/PK//3vfxiGwYEDB8jMzKRTp06aG+Dbb7+lc+fO/sf6/VsyyvTNUfPevfjLL79gGAbTp0+nWbNm4S6rxP3xxx/cf//9LFmyhB07djBx4kSys7Np2rQpU6dOxWazsWTJEt58800Mw2DIkCH07NmTzMxMxowZw6FDh3A4HMyePZtatWqxYcMGpk+fTk5ODl27dmXUqFEAzJ07lzVr1uDz+Rg3bhyXXnppmLc8tKlTp/Lhhx/StGlTf9uECROYOnVqpZ6bjIwMxo0bx+HDh/F6vfztb3+jWbNm2mfySU5OZvLkyVitVs0L4PF4GDduHHv37sVisTB69GiqVaumuTnp8ccfZ926dRiGwahRozj//PM1N8CLL76I3W7nzjvvBNBrUwkp06FLREREpKIo06cXRURERCoKhS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiZQ6BKRUrVu3To6depEcnIyycnJJCUlsWDBgnMac9SoUXg8nrNerkuXLmfUb9myZcyaNeusxxcROZ2KfXt3ESkTLr/8cp588kkg975R119/PX369CE+Pr5Y4+WNJSJSnih0iYipXC4XVqsVm81GcnIy1apV48SJE8yfP5/Jkyeza9cufD4fI0eOpGPHjqxevZpnn30WyL0r9iOPPEKPHj348MMPOXToEBMmTMDr9WKxWHjooYdo1aqVf105OTlMnDiRbdu20aBBA//RsX379jFx4kTcbjcRERFMmTKF8847L2i9s2fPZtOmTaSnp9OsWTNmzJgR8PyPP/7ItGnTMAyDOnXqMGvWLDZu3OivOSsri5kzZ1KvXj3uu+8+XC4XWVlZPPDAA3Ts2JGFCxfy8ccf4/V6iYuLY+7cuTidztKYehEJM4UuESl1X3/9NcnJyVgsFhwOBxMnTiQmJgaA3r17c+2117Jo0SKqVavG9OnTOXr0KIMHD+a9995jypQpvPXWW9SoUYNnn3024LPxHn/8cZKTk+nRowcpKSmMHz+eZcuW+Z9fs2YNbrebJUuWsHfvXj766CMg97Mrk5OT6d69O1999RWzZs1i9uzZhep2uVzEx8fzyiuv4PP5uOGGGzhw4AB16tTx95k4cSJPPvkkzZo14/XXX2f79u38+uuvPPHEE9SpU4d//etf/Pe//6VHjx4cPnyYV199lSNHjrBz5058Ph/Hjh3j1VdfxWq1cvfdd/PTTz9xySWXlNa3QkTCSKFLREpd/tOLBTVp0gSAX375hfXr17Nx40YAvF4vR44cIT4+nho1agAwYsSIgGW3b9/OZZddBkDr1q0DAhnAr7/+SmJiIgD16tXzH8365ZdfmDdvHi+++CKGYeBwOILWFhERQWpqKvfffz/R0dFkZGSQnZ0d0OfIkSP+jye7/fbbgdwjadOmTSM6OpoDBw5w8cUX06JFC26//Xbuv/9+vF4vycnJWK1WHA6Hf/z9+/fj9XrPYEZFpDxS6BKRsLJYLAA0bdqUunXrMnToULKysnjhhReoVasWJ06c4NixY1StWpWpU6dy0003+Zdt1qwZ3333Hddccw0pKSnUrFkzYOymTZuyYsUK7rjjDg4cOMCBAwf87XfddRcXX3wx27dv59tvvw1a25o1a9i3bx9PPfUUqamprFy5koKfnFa7dm127txJ48aNmT9/Pk2aNGHixIl88sknxMbGMmbMGAzDYOvWraSnpzN//nwOHjzIgAEDOO+88/jkk0946623yMzMpF+/foXGF5GKQ6FLRMqEAQMG8NBDDzF48GBcLheDBg3CarUyadIkhgwZgtVqpU2bNlx44YX+ZR588EEmTpzIyy+/jNfrZdq0aQFj9ujRg/Xr13PbbbdRr149qlWrBsCYMWOYPHkybrebrKwsJkyYELSmxMREnn/+eZKSknA6nTRo0ICDBw/SoEEDf59HHnmE8ePHY7VaqVWrFnfeeSd9+vQhKSmJ+Ph4atasycGDB2ncuDHPPfcc7777Lg6Hg3vvvZdGjRoRFRVFv379cDqd1KpVi4MHD5bC7IpIWaAPvBYRERExge7TJSIiImIChS4REREREyh0iYiIiJhAoUtERETEBApdIiIiIiZQ6BIRERExgUKXiIiIiAkUukRERERM8P/ZwLZgAgCSnQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGCCAYAAAA8K70IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACn7ElEQVR4nOzdd3xT1fvA8c+92UkHq+yyKTJkKi4EQRDhq6IoMgQXbhC34kJxTxy4UURBGf4ERRQUBERRQYpMkb1noS0d2cn9/ZGmTdKbtmDLfN6vV19Nzj33nOeepMnTc89NFE3TNIQQQgghRLlRj3cAQgghhBCnGkmwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcSYIlRAyv18tHH33EFVdcQdu2bWnfvj19+/blo48+wuPxHFWbQ4YMoVu3buUcaelGjhxJs2bNjnm/e/bsYfjw4XTs2JGuXbvyzjvvEAwGy7Tv9OnTadasWYk/Z5111hHH5PV62b9//xHvV1qcS5YsKbc28/LyeO655+jcuTOtWrWiW7duvPHGG3i93nLroyLiLi9LliyhWbNmTJ8+/XiHIsR/ZjzeAQhxIvH7/QwdOpQVK1Zw5ZVX0r9/fwKBAMuWLWPMmDHMnz+fzz//HLPZfLxDLZP+/ftz3nnnHdM+PR4PQ4cOxeVyMWLECP755x/Gjh2L3W7n5ptvLnM7/fv3p0OHDrrbTCbTEcW0e/dubr75Zm6//Xb69u17RPvGc/bZZ/PKK6/QuHHjcmlP0zSGDx/O0qVLufbaa2nWrBkrVqzgww8/ZNOmTbz77rvl0o8Q4tiQBEuICLNnz2bp0qWMHTuWSy65pLD8+uuv5+OPP+bVV1/l//7v/xg0aNBxjLLs2rVrR7t27Y5pn8uWLWPLli28+eab9OrVC4C///6b77///ogSrLZt29KnT59yiWnXrl1s27atXNoKS01NJTU1tdza+/nnn/njjz8YNWoU1113HQADBw6kZs2afPDBB6Snp8dNOIUQJx45RShEhL///huACy64oNi26667DpPJxIoVK45xVCcXl8sFhE4TQmhmxuv1HvGs0+lm6dKlAFx55ZVR5ZFJqhDi5CEJlhARHA4HAFOnTi22zWazsXz5cl555ZWo8jlz5jB48GA6dOhQuG7mlVdeKXXdzKZNmxg2bBhnnXUWbdq0YcCAAfz6669RdYYMGcKNN97I/Pnz6d27N61bt+bKK6/kxx9/LFZv6NChvPHGG7Rr147zzjuP9evX667B2r9/P4899hidOnWiXbt2XH311cybNy+qzr59+3j44Yc599xzOfPMM7nyyiuZOXNmyYNX4Nxzz6Vy5cq89957/Pvvvzz99NPs2rWLgQMHlmn/I3HgwAE6duxIt27dChM7gO+++45mzZrx+uuvM336dK6//noAHn300ajxOHz4MM8++ywXXnghrVq1olevXnz22WdEfoPY2LFjOfPMM5k7dy4XXHAB7dq146uvvtJdy+RyuXj99dfp1q1b4XPhtddei4otvN+PP/5It27daNOmDWPHjuWuu+7im2++KXwOhmVlZQFgNBqj9v/333954IEHOPvss2nXrh3Dhg1j165dUfseOnSIRx99lHPPPZcOHTowatSo/7SeS9M0Pv/8cy677DJat26te3yBQICPP/6Ynj170qpVKzp16sRTTz1FZmZmVFtOp5Pnn3+eTp060bZtW0aMGEFubm6xPoPBIOPHj+fSSy+lVatWXHjhhTz33HPk5eUd9XEIcSzIKUIhIlxxxRV8+umnvPzyy0yfPp3u3btz3nnn0a5dO8xmc7G1V1999RVPPPEE3bp148EHH8Tn8zF37lw++eQT7HY7w4cP1+1n/fr1DBo0iGrVqnH77bdjMpmYNWsWt912G6+//jq9e/curLt582ZGjBjB1VdfzYABA/jmm28YMWIEr732GpdffnlhveXLl7N9+3Yeeughdu3aRZMmTYr1m52dzbXXXkt2djbXXXcdqampzJo1i+HDh/POO+/QvXt39u/fT79+/dA0jSFDhpCcnMzPP//MQw89xIEDB7jllltKHMOEhARGjx7NiBEjuOqqq1BVlQcffPCIT/c5nc5ib8phDocDi8VC9erVGTlyJI8++ijvvfceDzzwAAcPHuS5556jWbNm3H333ezfv5877riDDz74IGpdl9PpZPDgwezdu5dBgwZRs2ZN/vzzT1544QW2bdvGU089Vdif3+/niSeeYOjQoXi9Xjp06FBsJtPr9XLTTTexYsUK+vbtS6tWrVi1ahXjxo0jPT2dzz//PGoW79FHH2XIkCEkJibStm1bKlWqRKVKlYod6+TJkwGKneq98847ady4Mffddx87d+7ks88+Y//+/fzf//0fEFoLN3jwYHbt2sX1119PSkoKM2bM4IcffjiixyHS6NGjmTx5Ml27dmXgwIFs3bqV8ePHs23bNt555x0A7rvvPn788UcuueQSrr/+erZu3crkyZP5888/+eqrr0hKSkLTNO644w7++usvrr32Wpo2bcqcOXMYOXJksT4ff/xxvvnmG6666ipuvPFGNm/ezOTJk1m+fDmTJ0/GYrEc9fEIUaE0IUSUBQsWaOedd56WlpZW+NO2bVvt/vvv17Zs2RJV99JLL9X69++vBYPBwjKfz6d17txZu+yyywrLBg8erHXt2jXqfvfu3bX8/Pyo/QYNGqSdf/75msfjKayXlpamffrpp4X1XC6X1qNHD61Tp05aIBCIqvfnn39GxffII49oaWlphfdfeeUVLS0tTVu2bFlhmdvt1rp3765dffXVhft07NhR279/f1Rb999/v9aqVSvt4MGDJY5fdna29thjj2nNmjXT0tLStGHDhpVYP9bXX38dNfZ6P5HjoWmadsstt2gtW7bUNm3apA0bNkxr2bKltm7dusLtf/75p5aWlqZ9/fXXhWVvv/221rJlS+3ff/+Nauv111/X0tLSCvd/++23tbS0NO3tt9/WjTM85l9++aVubOPGjdPS0tK0L774Imq/Rx55pNSxmDFjhpaWlqYNGTKkWL/Dhw+Pqjtq1CgtLS1N27p1q6ZpmjZx4kQtLS1Nmzt3bmGd/Px8rXfv3rrPldJs3LhRa9asmfbEE09ElY8ZM0ZLS0vTNm7cqP3yyy9aWlqa9txzz0XV+eGHH7S0tDTtlVde0TRN0+bPn19srHw+n3bDDTdEPU7hx23y5MlR7f36669aWlqaNmHChCM6BiGOJTlFKESMiy66iAULFvDGG2/Qp08fUlJScDqdzJo1iz59+hSulQGYOXMmH330EYqiFJYdOnSIpKQknE6nbvtZWVksXbqULl264Ha7yczMJDMzk5ycHHr06MHBgwdZvXp1Yf3ExMSoRfVWq5WBAwdy4MAB1qxZE1V+9tlnl3hsCxcupGXLllGLpS0WCx999BFvv/02wWCQefPmcdZZZ2E0Ggtjy8zM5JJLLsHr9bJ48eK47WdmZnLdddfx7bff8tBDD9GqVSvmzp3Lt99+C8APP/zAokWLSowxbOjQoXz66ae6Pz179oyq+8wzz2CxWLj99tuZO3cuI0aM4Iwzziix/Z9++om0tDRSUlKijrN79+4ALFiwIKp+p06dSmxv/vz5JCQkFC5QD7v++utJSEjg559/PqL2fv75Z5544glSUlJ46aWXim0Pr80Ka968OQAHDx4EYNGiRVSrVq3weADsdjv9+vUrsd94Fi5cWDirGWno0KHMnDmTevXqMX/+fABuv/32YrE2bNiw8FT0okWLUFU1Khaj0Vhs7H766ScURaFLly5Rj1GLFi1ISUlh4cKFR3UsQhwLcopQCB0Wi4XevXsXnqpbu3Yt48ePZ9asWTz11FPMnj0bCH1cwF9//cWsWbPYsmULO3bs4NChQwDUqVNHt+2dO3cCMHHiRCZOnKhbZ+/evYW369WrV+zUZP369YHQxw+0bt0agEqVKqGqJf/PtHv3bt3P42rYsCEQSg5zc3OZN29esXVZerHFGjNmDBs3biw8fXnJJZfQt29fnn76aVq0aMHzzz9PSkoKnTt3LjFOgCZNmnD++eeXWg+gVq1a3HvvvTz33HM0bdq01NOYADt27MDtdsf9GIvY46xatWqJ7e3atYvU1NRii/nNZjOpqans3r27zO3NmjWLkSNH4nA4GDduHLVr1y5Wp3LlysX6gdAaKAg91npXOYYf6yMVjr9BgwZR5UlJSSQlJQGhMUhKSqJatWrF9m/cuHFhcr17926qVq1abL1Zo0aNou7v2LEDTdO46KKLdGOK3V+IE4kkWEIUcDqdfPjhh7Rs2TLqIxoAWrZsyeuvv05OTg6LFi0iKyuLypUr8/rrr/PRRx/RokWLwo8VaNeuHc8++2zcRCT8BnjddddFzS5Eilw/pXf1XfhDOw0GQ2FZ5O14AoFA1GxbvNh69uzJgAEDdOuU9NEEP//8Mw0aNChcG5aamsqLL77IsGHDGDx4MNnZ2QwePLjUOI/GsmXLANi2bRsbNmwodQYrEAjQoUOHuOvkqlevHnW/tORVi1gYHysYDBZ7HOO1N2XKFEaPHk1ycjITJkyIexylxaMoiu4H45YUZ0nCz42SlHUMFEXRXWwf+2G0wWAQh8NRuL4rlqy/EicySbCEKGCxWPjkk09o165dsQQrrEmTJvz6669YrVZ2797NRx99RJ8+fYpdWRg+TaMnPLNlMBiKzdBs2rSJXbt2YbPZCst27dqFpmlRiVH4M53CM1llVbt2bXbs2FGsfMaMGaSnpzNq1ChsNht+v79YbHv27OGff/6Jii2WpmnFEr3u3btz8803M378eEwmU4V8htjcuXOZM2cOt912G9OnT+exxx5j2rRphVfe6alTpw75+fnFjvPw4cP88ccfRzy2derUYcWKFfh8vqhkyuv1smvXrjJ9+vw333zDU089RfXq1ZkwYcJ/+hDTunXrsmzZMvx+f9Q4hGdQj1R4Fm3nzp1Rce3fv58XX3yRwYMHU6dOHX777TcOHjxYbBZr69at1KpVCwgl3gsXLiQzM5MqVarEjS3cXqtWrQpnycJ+/PFH3YsChDhRyBosIQoYDAZ69+7N0qVLC9cMRcrOzubHH3/k/PPPx2azcfjwYYBiV+v98ssvbNu2Db/fr9tP9erVadWqFTNmzIj66hafz8djjz3GiBEjovY9ePBg4SlJCH0UwOTJk2nQoMERfw1O586dWb16ddTaLZ/PxyeffMKaNWswm8107tyZX375hX///Tdq35deeolhw4YVfmyAnnPOOYfNmzdHrVPz+/0cOHCgsC+9j8D4Lw4fPszo0aNJS0tjxIgRPPzww6xdu5aPP/64sE446YucIenWrRv//vtvsXU877//Pvfccw8bN248oji6detGXl4eX3zxRVT5l19+SX5+ftzTXGGbN2/mySefpEqVKkycOPE/f0L8JZdcQm5uLl999VVhmc/nY9q0aUfVXpcuXYCiqxrDpk+fzuzZs0lISCg8/fzhhx9G1Zk3bx5bt24tHIMePXoAMH78+MI6mqbx5ZdfRu0Xbu/999+PKp8/fz4jRozgu+++O6pjEeJYkBksISKMHDmSVatW8fDDDzNz5kwuvPBCEhIS2LFjB9OnT8fn8zFq1CgglFjVrl2bDz74AI/HQ82aNVm1ahUzZszAYrGQn58ft58nnniCG264gauvvpqBAwdSqVIlvv/+e1auXMkDDzwQtb7GZDLx6KOPsnbtWqpXr87XX3/N/v37+eCDD474+G6//XbmzJnDDTfcwODBg6levTrff/89mzdv5pNPPgHgwQcfZMmSJVx33XVcd9111K5dm4ULF7JgwQL69+9P06ZN47b/4IMP8vvvv3PXXXdx4403kpyczIwZM1i7di133HEHCxcuZMyYMRiNxlI/1X3FihUlnva84IILqFatGi+88AIHDx7krbfewmQy0adPH77++mveffddunfvTpMmTQrHc+bMmWiaxlVXXcXtt9/OTz/9xPDhwxkwYABNmzYlPT2db7/9ls6dO5dpnVikfv36MWPGDF566SU2bNhAq1atWLNmDdOnT6dNmzalLi4fO3YsXq+XCy+8kJUrV7Jy5cqo7c2aNSv1tGekPn36MG3aNJ599lk2b95MgwYNmDlzJhkZGUd0XGHNmzenX79+TJw4kQMHDnDeeeexadMmpkyZwpVXXskZZ5xBs2bNuPjii/n888/Zv38/55xzDtu2bWPy5MmkpqYWLn4/55xz6NWrF+PGjSMjI4PWrVszf/581q5dG9Vnly5duPjiixk/fjy7du3i/PPPZ/fu3XzxxRfUrl2boUOHHtWxCHEsSIIlRIQqVaowffp0JkyYwM8//8y7776Ly+WievXqXHLJJdxxxx2Fa3PMZjMfffQRL730Ep9//jmaplGvXj0ee+wx/H4/zz//PGvWrKFVq1bF+mnXrh2TJ09m7NixfPrpp/j9fho2bMhLL73EVVddFVW3evXqPPbYY7z88stkZGTQsmVLPv3001KvGNRTrVo1pk2bxuuvv86UKVPwer2cccYZjB8/vnCxd7169Zg2bRpvv/0206ZNw+l0kpqaWvi5TSVJTU1lypQpvPbaa3z66acEAgFatmzJhx9+yEUXXcSQIUO46667qFu3bqmxTp06tcTZrs8//5x//vmHb775hn79+kVdGfnUU0/Rp08fHnvsMSZPnkzjxo0ZMmQI06dPZ/Xq1ZxzzjnUq1ePqVOn8vbbbzNnzhymTp1K7dq1ueuuu7jttttKXeMUy2w2M2HCBN59911mz57NzJkzqVmzJrfffjt33nlnqZ9k/9dffwHw7bff6s6gDh8+/IgSLIPBwMcff8wbb7zB7NmzcTqddO7cmRtvvJH77rvviI4t7JlnnqFBgwZ89dVXzJ8/n9q1azNs2LDCiwoUReGtt95i3LhxfPPNN8yfP5+qVavSv39/7r777qjTfK+++ioNGzZkxowZzJ49m7POOosxY8Zw0003FdYJt/fxxx/zzTffsGDBAqpUqcIll1zCPffco7uYXogThaId7YpHIUSFGzJkCLt37y68/P1UELueTAghTkWyBksIcUxJciWEOB3IKUIhhDhNZWdn4/P5Sq1nMpnkij0hjpAkWEIIcZq6++67o674jKdjx45xPxRXCKFP1mAJIcRpas2aNeTk5JRaLykpSfdiDSFEfJJgCSGEEEKUsxPqFGF6evrxDkEIIYQQoswiPyIm0gmVYEHo297D3woviqxbt07GJQ4ZG30yLvHJ2OiTcdEn4xLf6T42JU0Mycc0CCGEEEKUM0mwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcSYIlhBBCCFHOJMESQgghhChnkmAJIYQQQpSzE+6T3E80LqeTWV99xaZ//qF5mzb0uvpqLBZLmfcPBAIsnj2blYsXUyM1lUsHDiSpcuXC7c68POZPncquTZto1r49nfr0wWQ2o2kaf8+fz+/ffMOB7duxJCfzv6FDWbtwIek//ojZaiW1WTNqNWlCl0GDqFyzJumzZjHvo4/wut206NyZ7cuXk3PgAGddcQW9H3wQo9HI1mXL+HnsWNb8+CNelwt7YiK1zjiDs/r1w2gy8ev775O1dSuOlBS6338/5958M6rBQDAQYP2PP7L1119JrlOHJt26sXHOHJyHDtGkRw8adunC4Z07WTVpEnuWLcPscNCwa1daXHst+/76i60//UTOjh3sT08n4HSSVL8+tc4+m1rnnUfQ7SZzzRqqtGhB0379MNntaJrGgaVL2f7dd5gSEmgycCCJ9esf8eOnaRqZixdzYPZsjMnJ1B00CFvdukfcTqT89HSyvv0W1WqlyoABWBs1+k/tnVI0DZbMhyU/Q5Xq0GsgVKtRsX1uXQFLvgGDCS64Fmo3rdj+xNHTguCeC65fwFgTHIPAUO14RyVEhTihvuw5PT39hPqqnN07dnDFOeeQn5uLMz8fR0IClapWZeaSJaTUKP1Nw+V0cnvXrmz95x+ceXlYbTYMJhMf/PwzLc46i50bN3Ln+efjcblw5+djS0igaq1avPfbb7x6ww2sXLgQr9td2J5Zpw+DwYDJbKZ2/frs+/dfABTAEFFHAeyVK3PB1VezeMIEgn4/UDR9qUTUNUbcV4Eq9evzcHo6Ey6/nL2rV+PNy8NgNhPwerGYzQS9XswOBynNmpH5zz/4I+JVDQYsBgMGgwG/y1VUXtCHAiiKgqIoGIJBzA4HpsRE+v/5J8tHj2bz1Kn4XS5UkwnFYKDLxx/TdNCgYmMQ76satGCQ9MGD2TdzJgGnE9VsBlWlwxdfUPuqq3Qfs5JomsaOESM4OH48QbcbDAYUo5H6Y8eSMnToEbdX0Y75V1j4/TD8clj+G7jywGwFgwpvz4RzL66YPj97CGa/Cz4PqGooybrhNeh1V4m7ne5f7xFPhY6L5oF9PcGbDloeKDbAADVmg7VTxfRZTuT5Et/pPjbp6elxv4tQThGW4NE77iAzIwNnfj4A+Xl57N+9m2fuu69M+3/55ptsWr0aZ14eAG6Xi/ycHB4dMABN03jxppvIOXQId0H7rrw89m3fzjP9+7Nq0aKo5MoA6GXCgUAAt8vF7n//LdxuICKBKShzZmWxcPz4EpMrgEDE7SCQtX07EwcMYM+KFXgLjiPg9QLg8XrRAG9+PgeWL49KrgqCI+j1RiVX4Xa18I+moQWDBAFffj6ujAx+uOYaNk+bht/pBE0j6PUScLn45ZZb8Bw+rDvWevZ9910oucrPD7Xj8RB0uVg+ZAj+gjE/Enm//87BTz8l6HRCMAg+H5rLxfbhw/FlZBxxe6ec7ybC8l9DyRWA1w0uJzzYP5R8lbdNy2DOe+B1hWZGAv7Q7QkPQOae8u9P/Dc5H4H3r1ByBaC5Qrczrg09fkKcYiTBiiMYDPLrTz8RCASiyv1+Pz9+802Z2vj+88/xxCQXABl79rB57Vr+WbKE2AlEv9fL2t9+w+N0RpWHZ33iKW07gD8Y/SKmVz82idOAzQsW4NM5jsh29JK/cKJXFuHItECA/enp+HQSINVkYvfcuWVsEXZNmhRKrmIoBgMHFy4sczthmVOmhJKr2PaMRg7Pnn3E7Z1yZn4GLp3E1e+DNX+Vf39//F8oiYulqrBsVvn3J/6b/M9AK/73QzAXfGuOfTxCVDBJsEqgKPrpgaqWbdgMBoP+Bk3DZDKV1HGZ2j9W4o3DMadpKPHGVE8JdY+onTCjMe5jc1TtnWpKeL6X9FgcNdUQ5/FQQtvECSbekl+N6EUNQpwaJMGKQ1VVul9xBUZj9IuCyWzm8v79y9RGn6FDsdpsUWWKolCnUSPqN2tG2y5diiVhJouFdhdfjNXhiCoPn1aLp7TtAKaYvvTqx75dKUCzSy/FZLfHbVfT2Q9CpxvLusAv/ERUjUZqd+qk258WDFL3kkvK2CLUv+kmDDHjGFata9cyt1O4z3XXoVqtxTcEAiT/739H3N4pp+8tYNMZb7sDWp5V/v11GgBGnZWJwQCcfUX59yf+m4ShoOi8jqgpYGpx7OMRooJJglWC5997j9r16+NITMRkMuFISKBBkyY8/tprZdq///DhtL3wQmwOB0azGXtCAklVqvDyV18B8Oinn1K1dm3siYkYTSZsCQk0bNmSJ6dO5fw+fTBFXK0YQD+JMVss2B0O0s49t3CmKZzYRCY3levU4fKHH0YtSLIKT8nF1ItMwVSg9plnMnjyZBp16YLZ4cBgNmMqSBptNhtGsxmT3U6D7t0x2mwoEbN7itGI0eHAaLVGzTTELnJXVRWj0YgpMZHE+vXp/dVXtLjrLgw2GwaLBaPDgcFmo/vUqZjiJEx6Ui65hHo33ohqs6FaLBgcDgx2O2d//TWGI7gSNMxx1lnUeOghFKsVxWpFtdtRbDYaTpyIsVKlI27vlHNpf+jaB6x2MJnBngCOJHhzRui0XXmrfyZcOwpM1tCP2Q5mGwz7GJJTyr8/8d8k3gTWHqA4ADMoCaBWgurTT7hZeyHKg1xFWAq/38+C2bPZsn49zVq1ovMll5T5FCGEFnGv+uMPVv3xB9Xr1KFLnz5Rs1p+n4/fZ81iz5YtNGnblvZduxa2v+nvv1nyww/s37oVY2Iil918MxuXLOHPb7/F6nBQv2VLqtWty3l9++JITmbDkiXM/fBDvC4XbS+9lM2LF5O9dy/n9OvHhddfD8D+jRv57fPPSf/qKzxOJ4lVqlCnRQvOHjgQo9HIb++/z961a6lUqxY9n3iC5j17oihK6Aq6JUvYtngxSbVq0eTii9kwezauzEwad+9OrdatcWZm8s///R97ly/HkpRE/QsuoOn//kfG2rVs//ln8g8cYO/vv+PNyaFq8+bUaNuWWueei9/pJHPtWio3a0aDXr1QC2YNs9evZ8fs2ZgcDhr27Yu1alXdMS7tKpactWvJ+OknjElJ1OrbF3PEx2QcDffmzWTPmoVqtVK5b19MKSfmm/lxu7pn3d+wdAFUrgYXXwWOxIrtb/9WWPZd6ArCc66CyjVLD/E0v/IpnmMyLp6/wL0IDDXBfiWoZf+n6XiR50t8p/vYlHQVoSRYJ4nT/UlcEhkbfTIu8cnY6JNx0SfjEt/pPjbyMQ1CCCGEEMeQJFhCCCGEEOVMEiwhhBBCiHImCZYQQgghRDmTBEsIIYQQopxJgiWEEEIIUc4kwRJCCCGEKGeSYAkhhBBClDNJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIcmasqIZXrlzJa6+9xsSJEwvLvvvuOyZNmsTUqVMrqtu4flu0iLdee41dO3dy0cUXc++DD1KjZvwvhT144AAfvv46C3/8EaPRiBYMogAp1avz78qV5B4+TLWUFBIcDjIzMjAajbQ/7zzueOIJ9m7bxuR33mH/zp0YVBWX00l+djYBn4+q1avjzs0lPzsbAIVQlms0GAgGAgAYVRWL1Yrm9aIqCprfDwVfGanE/BgoypLDbRki7isRt40x+6oxdQw6+4TbUgGbwwHBIJrfj+bzRbURrqNG3I4sNwIGoxFblSp4s7IIFhxTuJ6qKKgGAwaDAcXvD33hdSAAwWBhG82HD6fT2LHRj9PSpWx54gk2bNhAwOVC9flQTSbMyckoikJS8+akPfQQtjp12PTyyxycNw/N6cTgcJCQlkYgOxvN5aJ6377Uu/tujElJxZ4LmqaR8fHH7HrmGXx79kDBc8HWsiVNZs3C1qBBdP1gkJwvviD7ww8J5ORgsNvRnE4srVtTZeRILK1a4Vu/npyXX8aXno6pdWuSRo5ECQRwvvQS/n/+wXjWWThGjsTQpEmxeIKLFuF/7TW0nTtRL7wQ1eGAn36C5GTUu++GK69EWbuW2o89Cjt3QPsO8MhISEsr1haZh+CDN+Gn7yGlOtx5H3TrCfv3wgevwS8/QcAHBKFuAxh6L3TrXbydsMOZMPEN+OV7qFIdrr8PLuip0+9++PI1WDYPUurCoAehXZf47Qp9Gb/DulcgbxvUuAiaPwz22sc7KiEEFfRlz+PGjWPmzJnYbDamTZsGhL4Q8qWXXsLlchWWxaqoL3v+4rPPuO+uu3A6nQCYzWaSkpL4Y+VKatUu/mKUsX8/Pdq04XBWFl6vt7A8nLyEE4vIJCLMZDBgMZnwu91RyUqYmehpw3jtAFgi+gvXJaaugeJZcmRZZF0FMFE8kSJOWWy5MSIGvWQttr/I4zLH3I9XLzweJp1YAOr37s2l338PwK5vv2XxoEEEnM7C+PSO2WC1hhJRr7cwYYusYyyoY61Xj3OXL8fgcET1uen66zk0aVJhkhtJVRTa7NiBuW7dwrI9Q4aQO2MGWn5+sbqqzUaNt97i8L33orndoSRSVcFsxqxpqD5fKEaDAcVmo9LixRhbty5sw//ZZ/jvugsKnsvFjtnhgKuuxPDNDDS3G6WgLWw2WPALtG9fFFBWJnRuA4cywOMJldntMOwBmPQ+5B6GoC+6A5sD7n4Mhj9WbCw4nAXXtIHMA+AtaM9mh7uegRsfKKp3cC/c0AbyD4Ov4O/Laof73oHLbirebgU4Jb6gdttkWHILBFyABqoZjAnQ629w1DuqJk+JcakAMi7xne5jc8y/7LlevXqMjZhpyMrK4rXXXuOxx3RelCuY1+vloXvuKUyuwmWHDx/mtRdf1N3n/VdfJTsmuQIIRtyOlxT5AgGcbjfobNfbJ147sdv0EhOAABD7tq/FqasV/MQmUopOWWT7SsTtcFyR+8XOhIVFjleA+P1E1osXe9iOH34gEAigBYMsvfNOAgWPqyHOfhoQdLvxud2FM096Yxh0u3Hv2sWezz6L2uZav57MKVN0kyuF0OzWlhtvLCxzr15N7tdfF0uuQsFoaE4nWffcE9peMGNJMAhuNz6PpzABJBBAy8sj7777inb3evHfc09hcqWX1JKfj/rll+B0hpKrgrbIy4P77o2OZ9w7cOhgUXIFobbHvgC52QUzVzEduPLhrWchO6v48U1+BzIzipIrAJcT3n0S8nOLyia+BHnZRckVgNsJb98bXSbiC/ph2XAIOCn8qwl6wZcDq585rqEJIUIqJMHq2bMnRmPof+tAIMDjjz/OY489hiNmZuBY2LRxY+Gpt0g+n495c+bo7rNg9mx8Xv0X+nCCcjRik6nS2omMOl4CFI4ptp949KYrS2o7cp/I5OdIxyBYepVCpT0ps9aswbV3L76C06ylxVTaYxY+rqDTSUbB7FhY7q+/ouk8fyLbzfvjj8Iy16+/6iZjEDEGEcl+bHuxe/oi2tY2bixKyijpmONMSi9dEn1/7vfgcetH6vfH78BshlXLipf/+gN4ddozmuGf5UX3l8wBv08nbA22/6sfu4iWvw0CnuLlmh/2zT3m4QghiquwNVhha9euZfv27Tz99NN4PB42bdrE888/z+OPP65b3+12s27dunLr/9ChQ8VmosISk5N1+3LorMMJO9rkCqJnkMriaOsdzTnfI00c/0ui+V/tcrkw7t2rmzjHU6YxUVXcCQlRzwmfxxM6hRfUTxE1ALu9aB+vN3R6T6fu0YxXIDGxsG3DoUPU9XoLE9AjfT75ExLYGHFsdRyJJOrsr2mgKMSdTgz6fGzLycMT87dTx6rfXtDrYevhPLwF9evZktD7Vyvo87A5Iwu/r/z+/uMp79eZY83gz6ZJ0Kf7z4iLJLYd5bGd7ONSUWRc4pOxia9C1mAB7Nq1i/vvvz9qvZVeWaSKWoPV59JL+XXBgqhEy+5w8OmXX/K/K64oVn/BnDncevXVuGJmGsJrmEB/vU/4vjHOdoXQWqTY9T967QDYiJ5E0DudGG5Tr0yvTRP665uMOmWR+4T7D8cbuR4r3inCyLVZJuIfa+waLIXQ+jM9RpOJoQWP4+JBg9g5fTpBjydqfVwsg8GAommYdNZfQdGFAqrdTsc//iAxYs1T0Otlec2aBLKKnxILt9Nw/HhSbgqtHQq63WyqW5fgoUPF6quAarNhb9eO4IoVaJHPL6MRg6Zhikwa7XYco0djf/DBwiLPpZeiLVgQSuTQedxUFSUpEcXnRXG5otriscfh0YjT9L8vgmt7hU7jRcRB/fqQuTdUHvukMxigSXP4aVVBFhZh+W9we8/Q6b7C+kZIaw3T0ovKFs+CUf2j6xlN0LYLvHVsZl9OiXUjv/SBvT9CMGImy+CA8z6Fev2OqslTYlwqgIxLfKf72BzzNVgnmgmTJ3PuBRdgtdlISkrCZrPx2FNP6SZXAF0vvZRHnn8em92OIyEBRVFQVRW7zVZYx6+zn9FopMull9LkjDMw22yhK+FixK6ZCrejd5ovdpveKSRjTJlCKGEIRtTXIupGxhC5LYB++4aIMjXidpCiU16RfUWKXDemRtQvqZ7eMYWpikK/TZsK758zbhw1u3dHMZkIKkphHIXtGo0YLBaqdetG4+HDUSwWFIOhcBuKgsFoxJiYiCEpiZbjx0clVwCq2UyL337DWL26TkRQpX//wuQKQLVaqTd/PsYGDVAcDjCF0lODw4FqsZBw9dXUnDcP++DBYLWiJCeDxYK9f3/sV19dVGa1Yr3pJmz33x/Vn3nyZJQLLggtWk9KImAyoVmtkJQUSqKaN0f5cwlK36sJms2QFGqLIUPg4Ueigz+/Mzz/BjgSIDEJrDZo0wG++w3ueSJ032wN1TUYQvebt4GJc4onVwDtO8Ejb4I9ARxJYLFB8/bwXvRpVy64DIY+E9ruSAr1ceb58Oyxv7r4pHbe51C9CxisYEoCgw1ajDzq5EoIUb4qbAbraFTUDFbYju3b2b9vH81btiQhIaHU+s78fP5ds4aUGjXwejzk5eTQ7MwzWbt8OTu2bKHD+efj9/nYt3MnZquVeo0bU71WLQC2/vsv+bm5OBITyTt8GJ/Xy/b16zn3kktw5+Ux76uv+HfZMgJeLxdeeSVntG/Pnz/8gMliIaVWLVqefz5rf/uNOmlp7Fi7lmXz55NSowZBvx+DqlKldm0UTSP9xx/J2bePHkOHUqtpUzb/9RfOzEx2rlmDNSEBe0IClWrUoGZaGrtWrmTPunUc2rKFao0aUa9NG7K3b0cBsnfvJqlGDcxWK1sXL0bz+6nVsiUtLr2Ug+vXU61xY7o88AAbZs/G7HCAqrJu5kx2/PorSXXq0OKqq8jevJkDq1ZhttvRAgGMdjs1W7fGZLPhycgg9aKLqJqWxsHVq8nesgWj1Ro69aZpmOx2TA4H9urVce3bhzkhAWNiItu+/ZbstWs549ZbaTpggO7jtHLBAmpbragGA/6cHAxWK5aaNfEdOoS1Vi3s9UJXVHmzssjfsAGl4JSfo3lzvHv34s/JIbFNG1Rz7FxgEU3TcK5YQd7ff+PZsgWD3U71YcMwJSfHre9ZswZ8Pox16uDbuhVTw4YYa9QorBM4eBD/pk0YGzXCUJDABfftI7BtG4amTVGrVo0fz/btaPv2obRsGVoTtXIlJCWhNGtWWGfDr7+SZjJBkyZQrVrctnC54J/VUKUqNGxcVJ6XCxv+gUqVIScbKlWBBsU/NqIYtws2roZKVSG1cfx6zjzYuhaq1IBaDUpvtxydUv915+8A115IbgGmxP/U1Ck1LuVIxiW+031sSprBOq0SrJPZ6f4kLomMjT4Zl/hkbPTJuOiTcYnvdB+b0/4UoRBCCCHEsSQJlhBCCCFEOZMESwghhBCinEmCJYQQQghRziTBEkIIIYQoZ5JgCSGEEEKUM0mwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcGY93AMeSpmmM//BDnnrkEXJycgCoVacOb37wAb0uuyyq3oevv857r7xC5sGDNG3RgtFvvknn7t1L7WPDqlW8MHw4KxYvxupwcPWtt3LxlVfy4p13smXtWlRAifhp1r49j3zwAS3OPpsDO3fy3IABrP3998L2FEBVFBSgUatWZO7eTV5mZtE2wBDRv0LoQY3MnFXAFHM/XDdyn8g2DBFtR9aL/IndHm5bjWhPjdk/3G6kcBux25WI7bHHE445XCc9Ylu4PPxjiokxclu4rhqxv0J030pMHdAf59gxiWwn8thUoo8xsl7s9nAfsfEbI27HxgmgqtDMbIZOnWBVOuQcju4wzKhTpgL16sKBXUR55i2wmWHME5B1qKg8tnOjCh06gRKAlb+DpoW2VaoC7jzQgtCxOzRtBd+NA+fh0HZ7Elz3CAx8CKa+BP83BpzZ0YMYO+CJlSDggoAnVGa2Q49bYPBL8PXTMOuVovomM9w1CX56jTO2Li2I1QpXjII6aTDjYTi4BRQF0CC1LVzzNjS5MFR32+8w/S7YuzLiSWGADjdAn3fAZCvqK2MtfDsYDqwoePCtcPa94NkP/06BgA8a9ICL34VKDYkrGIC/n4VVL0PQHWoroSF0Gge1L46/n6bBlrdh44vgOQAJZ0CrMVDj0jj9+GDrKNL2vQN7nZB0NqS9A0lnxe/jWPD/Bs57ILgClEpgvhesj4FiKGVHPRrwHvAmcBBIA14Euv2HAP8A3gZ2ApWAG4BriP6DEqer0+rLnt97802efPhhfD5fVLnZbGbarFl069EDgFeefJKPxozB5XQW1rHa7UyZO5ezzz8/bvt7d+ygb6tW5OfmFrVtsRDw+VCDwWLJVWHbDgcf/vorI3v0IOfQIWKF31eMFP+zjU2eIDrBUQAz0e9RsW/WsUlSuNwWcTtS5Eubiej3PK2gP73kizjHEC4PJ0LxtsfmALGJE4AlJuZwfJH1NKITr3CcsfXC7UQmUrFjZ9aJNV5s4T4jj0fveMOPn5GisQ7X0SL2CT/GsclWYTtKQa4A0Q9UbMXYYFVCA6n3wNvN4PNGl+kdRPhJEKuwvgKqVrxvsxXqp8GBTeBzRscb78lhIDoLN1mgdkPY/69OZZ3YVMBqhKC/eF2LHe7/DYxGeOscCLqiYwo/IGk9YOhPobLcPfB+GvjziyezqgG0QEEbKlirwC2bwJKsH+viYbD+I9D80W0ZrNBrPlQ/T3+/9c+FkqtA0WsYqg3Omw3VuhSvv3YIZHxddHwAqgM6/g32pvp9VLTASsg9H4g4Buxgvgns7xxFgy8RSoYi27MBXwPxX9ch3hcapwMPAZ6IMitwPaFE6/QgX/YsX/ZMMBjkxdGjiyVXAF6vl2ceewwAl8tVLLkCcDudvDZqVIl9fPH223g9nqgyr8dDIBgsvK/3HuFxuXhjxAjysrLitq2XrAAECb3GxyuLTL70+o7Xbrw3bXT6ixVA/4kV7/2xLNuDMfc1QOftsPD9LtxevKQpXDdefhCvvdhtemMR748qsn5kohQrGLMtNqmLbCdezqTbebyKgZj78ea1jUQnV+H29NrUe3DCcWgFN/QmIbxu2LgK3DrJVTwa0cfg88RPrkD/ePWSKwglebOfhZ+fh4C7eCzh21sWQsb60O1l74Zm1dCpp0V0rgVD7a/9XL9vTxas/6R4cgWhWJY/pb9f0AubXolOriCUPK17QqefvZDxf9HJFUDQA9tfKV7/WHE/C8TEhBO8n0Aw+wgb8wBjiU6uKGj/+aOLj3FEJ1cAbmAS8f8AxOnktEmwcnNzyc/Pj7t908aNAGTs24ei6L+ab/jnnxL7WJeejs/r1d1W4pt4MMiO9esJBmPTiOj9j0ZpSU08eolJmBbndri/eMlDae+RJYndHq++3ntfWdosS/JXlrig7GNXmnhtlHVcj3pquqxPmqN5QI9k0I+kvyOh96Qtqe6eVaGfEkdUgYyCpG7f8lDyVJZ4/U448Lf+ttxtoMbOT0fIjvN65DkYP2HM00k8nRtBsRQvxw95K+L3X9ECq9EfczNo24+wsQyK/5sWtuEI2wqLF0MAOHyUbYpTyWmTYCUmJuJwOOJub5KWBkBKzZrEO2ua1qJFiX0079ABk1nvpFH82Q4ARVWp16wZqiH+uoKjfbMsqd+S6M2MhZWUxISTK71+S3l7KtHRJBWlHXfsacOS6pdlLMLKOnalKUuOUlK9o85HyvqkOZoH9EgG/Uj6OxJ6T9qS6tZuHfopLRNLOSN0s2b70Om/ssRrtEP1dvrbEhuE1kbFUynO65GlGqhxpiETziheZm8KWuxMDIAREtrG77+iGc5Ef8y9oNQ/wsZSiP92l3aEbYXFi8EAxDnlK04rp02Cpaoqjz71FCZT8f8IzWYzo54PTRPbbDZuu/9+bHZ7VB2r3c6DzzxTYh/XjRiB2RL9n6DZYsGgFg2z3nuKxWbjvrffJqFSpbhtB3T2A/3Zksiy8Muzhn7f8doN//+rt620N24D+v8rliWJibc99okauQYptjzyNJxeshN5tix8/CUlKZHtxW6Ll2DFayvyjFdJpxhjTydGxh7ZTlCnTtzO41WMzevjnd3wE1ooHineQcQ7zVi48EwpfqoOQmuwmrYGqz063tKSoKiFgRaooZNIhOkdb7yExGSHXk/CxY+H1j3FxhK+3egiSGkWun3WMDBELHiPrBe5OFtRQ+23vF6/b0tlaDYUFGPx4zdYof1o/f1UMzR5GAz2mHIbNH9Op59akHJNaHtUfQvUf1i/j2PB+iRFK0HD7GAeCmqlI2zMAtwd2j+KDXj86OLjVopWfYZZgcGcZtePiThOmwQL4M577uGVt98mKbnov4tadeowafr0wgXuAA898wwPjh5N1ZQUFFWlWatWfPrttyUucAeoVa8en/32Gx06d0ZVVeyJifQfNoxPFi6kUcuWhW/2ke9JZ3TowHsLFtCsXTs+/PtvWsb0oVBwFaGi0KB1axKrVInapui0GbvoPDLJClL8zTv2fS78fuXXaTsy4Qj3E1lHpehNPxCnv1jhtxy/Tv3w9tg12PGSPF/M/rHHEJmghI873GdkvJF9hcct8ljDcemNvYHixxCZA+iNW2R/4e1+ohPA2DHRO8bCdlTQLGbo1g1SkqMfuEjx3gdq1i1e9tRbMOptqFytqEwvQzWq0K4ztO1E4Sp7BahSFczm0ILxc3vCkIfAnly0rz0JbngSPlwGA0aCrVLxBy+SAiRVAqulaNDMdrjkdnj5b7js4egniskM934FjTsWNWW0wpUvwNApUK1xQbtqaL967WDYHEhtB7XOhDvmQc02MU8CA5x9M1w/s6ifxNpw05LQzFRhPSucNRJa3gBGWyhpanApXLc0/gJ3gPPehjZPhhK2cFuJjaDHrPgL3AHSHofmL4ClRmigElrAOTP0F7gDNB8PqfcSUBIAFZLOgfYLj98CdwBDG0j4EdT2oZiUKmAZCba3jrLBR4AnCM1mKcAZwBeUtsA9vg6E1m/VL2ivCnAHoUXuQnB6XUV4Mjvdr9QoiYyNPhmX+GRs9Mm46JNxie90Hxu5ilAIIYQQ4hiSBEsIIYQQopxJgiWEEEIIUc4kwRJCCCGEKGeSYAkhhBBClDNJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIciYJlhBCCCFEOZMESwghhBCinEmCJYQQQghRzuQrv49AIBBg3cqVGE0mmrVqhVLwRbaBQIB/C8rTIspLkpudzdZ//mHvtm14nE6sdjtms5mzevQgoeDLqD0uF1tXryapatUyx7ht1So2LV1Ky65dURWF3IwMUs88E4s99lvko+UdPMiBTZuo1rAhAa+Xw3v2UKN5c3L27sWdk0OdNm0wms3R4+H3s2/lSgwWC9VbtGDrggXk7tpF0969caSkFNbTNI1D69bhczqp3qYNBpOpTMfizckha9067LVqkVivXrHtvrw8Dq9diyc3F8rpu7ACLhf5q1ZhqlYNW+PGHF60CPfGjVS64goC+/ejeTzY27RBMR79n46mafj/+QfN7cb0H9s6bWka7FoHHic0aAPGsj2nhBDiWKmwV/aVK1fy2muvMXHiRNatW8ezzz6LwWDAbDbz8ssvU61atYrqukL8Pn8+dw8YgMftRgsGqZKSwofffEN2RgYPDByI1+MhGAxStXp13v32W5qdeaZuO5qm8d6jjzLljTfweb2F5Wr4R1G45p57aNy8OR888ACqqhLw+ajRuDGv/PQTVWvV0m3XmZPD/a1acWjnTgAMBW3ZEhMJBgIMfOUVLrnrrmL7BQMBJg8fzu8TJmA0m/Hk5aECNrsdf34+qtGIyWZDAQaMG0e7a68FYONPPzF10CACXi9Brxc8nqh2m/fty7VffUX25s18dfnl5O7ciWIwoBiNXD5hAk2vuKLE8U5/7jn+fuEFVLOZoMdDrc6d6fHVV5iTkgBY+8orrHr6aVSTCb/HQ8b559P566+xVK5cYrsl2fPhh2x+4AEUg4GgxwM+H4ZgkHC6rKgqRocD1Wym8RdfUKlnzyPuw/fPP2T06UNw715QVRSTiSpffIHt0kuPOu7Tzu4N8PzlcGgXqAZQjXDPZ9Dx8uMdmRBCFFI0TdPKu9Fx48Yxc+ZMbDYb06ZNY/DgwTz++OM0b96cKVOmsHXrVh599NFi+6Wnp2O320+4b+Y+sHcvFzVtiis/P6o8qVIlFK8Xt9MZVV6palUW7d6N2WIp1tbMTz7h9REj8MTsA6GkSCGUGFlNJrTIBMxgoHGbNryXnq4b4wOtW7Nj9eqodiLn0cx2Ow999x0tu3WL2m/2iy/yw3PP4Y2JRwVMMW2Y7Hbu//NP7JUq8cYZZ+Ar2McYUy/soqefZu24ceTu2ROacShgtNu5+e+/qZqWpnssm7/6ioU33YQ/YrxVi4XUnj259Ntv2TlzJr8NHEggImbVbKbGRRdx8Y8/6rZZmuxffmF1794EY8ZBIfq/ELWgTLXbab1uHRadmbV4NJ+PPXXrEszIiBoPxW6n5j//YKxf/6hij+eU/Jb7gB9urQ9Ze6PGELMd3loJtZqUqZlTcmzKgYyLPhmX+E73sUlPT6dDhw662ypkDVa9evUYO3Zs4f0xY8YUPgCBQACLTuJxIpv++ecE/f5i5W6nE09EEhTm83pZ+P33um1NevVV3eQKIPx2oWkarph2g4EAO/79l+3r1un2F06uoHhyBeB1OvlhzJhi+/781lvFkiuAoE58AY+HX997j/RPPyUYCBT2Fc/iV1/Fk5MT/UYIBL1eVnz0Udz9Vr7ySlRyBRD0eNj544+4MzP559VXo5KrcJv7f/kF1759JUQU36433iiWXEHoMYmMPjwumt9PxvjxR9SHe84cNLe72Hhofj/5R9jWaWvVfHDlFhtDAj74Kf5zSgghjrUKOUXYs2dPdu3aVXi/evXqACxfvpxJkybxxRdfxN3X7XazTieJOJ7+XbsWT8wpMAB/IIAaCGCIKff5fKxduZJUnaw+c//+EvvSiJ+0KKrKyr/+IjYNyM/MLKpTQtt7t2wpNrbOrKwS44kUDATYtW4dzsxMAgXjUVJ/fpeLoM1WvB2/n93//BP3cc7ZvVu/QVXln6VLySk4DVqMwcC6pUuxNW1a0mHoOrx5c9xteo+J5vVyYO1aco/guWpcuRKLz1d8zLxeDq5dy55yft6fiH9L/1XSur+pqfM3R8DH4a3/lHkMT8WxKQ8yLvpkXOKTsYnvmK2u/eGHH3j//ff56KOPqFKlStx6Vqv1hJtuvKxfP+bOmIEzLy+q3GAwYDOb8bhcUeWqonB5//400TmOsy++mIXTpxPvzGz4zdegKMVnOgIBLr7yShwF65CiYjGZCPh8xDvfa7RYOKdv32Jj2+jcc9m4aJFuHLGJgMlu55z+/alUowbbf/gBb14eQeJPg6a0aEH+pk3Fyk0OB23794/7OO/v1YsNn32GVjBLFtl/2+7d8V9+ORs//BDN54vabjCZaHPppRhiFuOXxba+fdmxcSOaTiKtl0SqCQnUv/Zaqh7Bc9XXvz/7XnihePsJCdS69lrs5fy8PyWn7qtYYcbTxcutDpK79Ce5jMd7So5NOZBx0SfjEt/pPjbpcZbtwDH6mIZvv/2WSZMmMXHiRFJTU49Fl+Wqa+/etGjbFmvElXg2h4NLr76a5jrlPa+5hiYtWui2deeLL2LXSZDCa3sATBYL1WvWxBRxKtVss3HDs8/qJlcAg158sfB2kOjTWkaLhcSqVel1773F9rv2zTexJCSgGqLnBGIzb5PVSuXUVDrecAPNr7iCGi1bYiqYndJL6hSDgau/+IK2t92GyeEoatdmo1LjxrQYMED3OAA6PPUU5uRk1HCipCgY7XY6vfMOqtFIq8cew1ypUtF2wGC30+HNN48quQKoc889mFJSUGJOX0c+LuH7qs2GrXlzKl955RH1YWraFMd116FEjAc2G8YzzsB21VVHFfdpp0ZD6HELWCLG0GyDmk2g07XHLy4hhIhR4TNYgUCA559/nlq1anH33XcDcPbZZzNixIiK7rrcGAwGJs2bx5Rx45j++eeYzWYG3n47V153HT6vl6kffcR3kyZhtljof/vtXDZoUNy26jVtyqSVK5n48sss/PprcrKyIBBAVRTMFgtn9+jBvWPHYnM4mP7mm/w5axaVq1fn7Kuvpu+tt8Zt94oHHqBaaioTH3qIwwcOkFytGlVr1ybg9dK2d2963XcfSTpXbtZr147Hly9nzksvsSM9naQaNVD8fvIPHqRKvXq4srLwuVy0ueYaOg8fjrkgmbxl4UKWfvghKyZNwmCxkFyzJjt++QVvfj612rfninHjqN68OTXefJPUTp1Y/t57eHNzad6/P+3vugtjCevwEuvVo9/q1ax89VX2LFhAQoMGtH34YWqefz4A9lq1uGzVKv55/XX2zZtHsFIlOo4eTY3Oncv6kBZjqlKFs1asYNcbb3Dohx8w16iBtW5dsr/5hkBeHpa6dTEmJ6MqClWvu44at9+OWsaPm4hU+aOPsHTrRt7776O5XNivu46E229HOYq2Tlu3vg0tLoQ574fWY3UaAL3vAtPJtbZTCHFqq5CrCI/WiXoV4YngdJ+GLYmMjT4Zl/hkbPTJuOiTcYnvdB+bY34VoRBCCCHE6UwSLCGEEEKIciYJlhBCCCFEOZMESwghhBCinEmCJYQQQghRziTBEkIIIYQoZ5JgCSGEEEKUM0mwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5q/AvexalO3zoEL9Mn44rL4+kKlU4nJFBrYYNOf/yyzGZzcc7vAoR8HrZMmsWh7dsoXq7dqR27YqiHlm+79q3j50zZnBg505Sb72VhIYN/3NcucuXk71wIaZq1Ujp2xdDQsJ/blMIIcTpRxKs4+z3779nVL9+oCh4XS40TUNVFBwJCdgTE3nn99+pWb/+8Q6zXOXs2MHUCy7Ac/gwAbcbg8VClTPO4JoFCzCXMaHZMmkSS267DYBgMMieN96g9dNP0/KRR44qJi0YZN2gQRz67js0vx/VbGbTiBG0/uknkjp2PKo2hRBCnL7kFOFx5MzL46n+/fG4XHicTjRNAyCoaeTn5pK5fz8v3nDDcY6y/P14443k792LLzeXoM+HLy+Pg6tX88fTT5dpf/eBAyy59VYCLhcBlwvN4yHgdrNq9Giy16w5qpgOfPklh2bNIuh0onm9BPLyCBw+zNorr0QLBo+qTSGEEKcvSbCOo79++gnVYNDdFgSCgQBrf/8dZ27usQ2sAvny89nz229ogUBUecDj4d+JE8vUxs6ZM0Fn3IJeL9umTDmquPZ+/DHB/Pxi5YHcXPL+/vuo2hRCCHH6kgTrOAoGAlAwa1VivVNoBkUr4XjLepxanHHTNK1Y4lbmuPx+/Q2KctRtCiGEOH1JgnUcnX3JJQTivLGrgKIoNG3fnoTk5GMbWAUyJyRQ46yzQFGiylWzmWb9+5epjbqXXw46yZjBaqXeNdccVVw1brgB1W4vVq5aLCR26HBUbQohhDh9SYJ1HCUkJ/PIxx9jttkwmkxR26x2O4lVqvDoZ58dp+gqTs8JE7BWrYrJ4QDAlJBAcsOGnP/ss2Xa3167Nu1few2DzYZiMoGqYrDZaDZsGFWPMhmqeeONJHfqhFqwyF6xWlEdDppPm4YS5zSuEEIIEY9cRXic9Rg0iDMvuIB5kyeTn5ODIzGR/MOHqdOkCd0GDMB+Cn5MQOW0NIZu3cqGqVPJ3rSJ6h060LhPHwwxSWZJmg0bRu2ePdk2dSoH9uyh/W23UblNm6OOSTWZOHPOHLJ//pms+fMx16hB9YEDMVevftRtCiGEOH1JgnUCqFm/PoNHjjzeYRxT5oQEWg0d+p/aSGzShDMff5x169ZRuXnz/xyToihU7t6dyt27/+e2hBBCnN7kFKEQQgghRDmTBEsIIYQQopxJgiWEEEIIUc4kwRJCCCGEKGeSYAkhhBBClDNJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIciYJlhBCCCFEOZMESwghhBCinEmCJYQQQghRzirsuwhXrlzJa6+9xsSJE9m+fTsjR45EURSaNm3KU089haqe+rld1sGDTH33XZYtXIjNbseZlcWODRtwu1xYLBZSatemXefO9L/nHuo3a1Zsf6/bzY8TJrB4+nQ0o5HrRo6kdefOLPnuOz4bOZIDW7ZgNBio3qABFpuNnAMHyDlwADQNo8FAwO0GTaNSjRpYrFaydu1C8/sBUAp+wk+A8H014nf4NoDJbqfHo4+y4LnnCHg8EFHHoCgoigKahslkQgWCXm9hncj2AEwOByqg+XwogQBaIFBYN6luXYJ5eQScztB2TSuKTVVDz5tgEIJBFFWlTq9e1Hr+ef59/XXWjxmD//BhTImJmGw2/IcPo1osJDZpgmfLFnyZmaGxcThIbtMGX0YG7u3bUU0mjFWqoGVlEcjOxmC3k3r//TgaNmTn008TOHAAQ0IC9hYtsDVtinv9evwZGRjMZhLOPZdqd96J688/yfm//8NQuTKV77gDxekk++OPCbpcWOrXJ7B1K4akJBJvvx17jx66z5fApk0433gD3/z5BN1ujJUrYzCbUapXx3zzzZj69AmNc2ny8+HVV2k87iPQgtC9B7z4EtSpU/J+vy2ACR9ATjZc0Q/6DQGLpfT+hBBCFKNomqaVd6Pjxo1j5syZ2Gw2pk2bxh133MFNN93EOeecw6hRo7jwwgvpofMmk56ejt1up3k5fHHv8bZ/1y4GtG9Pfm4uAbc7KlmJpCgKNpuN12fNokPXroXlXrebe84/n13r1+N2OkFRsNhsND/rLNb/+itKwcMWTloi245MaoxEJ0/huhpFCZYhNibAFLFfbHkkU0S7kX1pBe3qHbca0U5s++E+1Ii49I4tch9VUbBEPI2NOvsZiD5OvTqRCWe4LwvFxyEyVgUwqyqq2Yzmdhc0bkRVFAw+X9SYACgOB8n33EOV55+Pas/3++9k9+gBTmdUeXh/HA5M116LY/x4SpSXB23OhG3bosutVli2HOL9bb3xPLz5ArgK+rc74IxWMHMRmM0l93kSWrdu3SnxOlPeZFz0ybjEd7qPTXp6Oh06dNDdViHTSPXq1WPs2LGF99euXUvHjh0B6Ny5M7///ntFdHtCeffJJ8nJzMRbQnIFoGkaLqeTF265hchc9+cvvmDXhg2h5CpUEY/TyYpFi6BgVkcvuQIIEkpwwklU1Bt8zG9/nLj0kgqtoO1IgYLf4WNUIu7HO25DCe2HYyrp2GLj1DStcN94+wUi2o8dg8j+tZj7enHG9k8wWJRcAfj9BH2+wu2R+2v5+RweMwb/rl1R7eTedlux5CocNwD5+fimTiWwalUJ0QAffQjbtxcvd7thxN36+2QcgDHPFSVXAM58+HcNzPyq5P6EEELoqpAEq2fPnhiNRXMBmqYVntpwOBzk5uZWRLcnlN9mzyYQCJR5gA/s3k1WRkbR/tOn487P160bO+sST2TfJSUKsVOYJcUcWzec8OjNdsUTmyTp9XEk8Ua2WVIySxnqRLYdO7OnVy+cLMaju81oxLVgQVFbeXkE1q8vNR78fnw//VRCb8D0ryHepPSvi/TL/1wEpti5SUJJ1vfTS+5PCCGErgpbgxUpcr1Vfn4+SUlJceu63W7WrVt3LMKqUGarFdBPBvRowSA7du5k/6FDofsmE4qi8F/O4Jb7uV8dUbMzlJ7cxO5zPETO7h2t8L6ltaW3Lahp7MnLIxh+nnu9VFWUUuMJGgzsc7txlfD3UddsITHOtoDFwgadfe2Hc6gbDBZLKIOqSrbBxP5T4O8x1qnyOlPeZFz0ybjEJ2MT3zFJsFq0aMGSJUs455xzWLRoEeeee27cular9ZQ4n3vTQw/xxsMPF53iK4HJZKLT5ZfTNuI87pBHH2XV3Ll4IvYPzwLGJl26a7uInimKPT0WpjebEyD+EyN2dit8PxizLfZ+bGwlJSVqCfHGlsXOdgXQn1WKrFNS4hm5nx8obfVRuD898foxWK00GjoUJWJtU86AAXimToWCiwPCIsdQVVXqDR+OWqlS/IAeexx++xUCgehyRcEw/G79v62mTeHFx0IzVpH9WaxUuWckVU6Bv8dYp/u6kXhkXPTJuMR3uo9Nenp63G3H5FK+Rx55hLFjx9K/f398Ph89e/Y8Ft0eV/3uvJP/DR6M2WrF5HDErWexWml5zjk8/sknUeXNzzmH2159FYvNhj0pCYvdTkpqKqO++gpLQkLhzEnsuiEoelANFK09Csapr6K/fzBO3WILzCPqBYjuI0DxtpWYerHbwgvN9fqPPLbIfZLOPbdwljT2WMMik6B4YxebKJmMxui2CvpQDYbQOCgKqtWKsXFjFJsNNSkJNTERQ0oK5kqVMCQmErRaQ/vabCiJiRhq1qTW3LlRyRVAwrvvYurUKWpBeWFS6HCgVK6MY9askpMrgO7d4amnQVGKjk1RoOeloXI9RiP83zyoVQcSEiExCWx2eOFtOLNtyf0JIYTQVSFXER6tU+kqwrADe/awfsUKqtepgzMnh61r15KxZw/V69YlpU4d6jRsSMMWLeLun5+Twz9//EFGVhaXXnstqqoSCARYMXcuK+fNIzklhZadO5OflQWKwobFi/F7PNRr3Zo1c+fic7vpceed+Fwu1s2fz76NG9mzZg1Bv58G7dujaBqHtm0jd98+ElNSaHDWWbhzcqjRpAlbfv2VncuWYU1OZvjPP1OndWsWjhnD35MmYU1KCl3pZzCQevbZuLKy8Dud1GjVCs3v5+D69WRt3kzA6SS5Th0MJhP+3FySUlOp37UreXv24M3LA7+frPXrObRmDfW6d6fV0KHsnj8fgkFyNmzAnZGBNysLR2oq9ho1UIJBzFWqkPH779hr1aLjW2+xZe9emjVtypZPPsG9bx9JZ5yB0WbDtXMnKAq1+vTh4OzZOHftwmCxoBoM1B40iPy1azm8bBmmKlWw1a9P0OPh0MyZOFq2pO7dd6OYTBycPBn3hg3YmjbFXKsW9rZtcaanE3S5UAwGLI0aYWvRgkBuLs7ff0dNSsJ+zjkQDOL6/Xc0rxdL27Z4ly9HdTiwnHsuiiH+6i7/+vUE1q5FczpR69ZF8fvBaMR4wQUoeuuk4snKYs9771I7IQGu6AMNG5a+TzAIy/6EvFzoeAEkJJS9v5PM6f5fdzwyLvpkXOI73cempKsIJcE6SZzuT+KSyNjok3GJT8ZGn4yLPhmX+E73sTnmH9MghBBCCHE6kwRLCCGEEKKcSYIlhBBCCFHOJMESQgghhChnkmAJIYQQQpQzSbCEEEIIIcqZJFhCCCGEEOXsiL4q548//mDnzp20bt2ahg0bYrFYKiouIYQQQoiTVpkTrDFjxrBv3z42b96MyWTio48+YsyYMRUZmxBCCCHESanMpwjT09N55ZVXsNvtXHXVVezatasi4xJCCCGEOGmVOcEKBAJ4PB4URSEQCBR+ua4QQgghhIhW5izphhtuoG/fvmzcuJF+/foxaNCgioxLCHEszZoB57eCeonQvSMsmn+8IxJCiJNamddg9erVi/PPP5/t27dTt25dqlSpUpFxCSGOlakT4YE7wOUM3f/7Lxh0GXzxHXS5+PjGJoQQJ6lSE6xHH3007rYXX3yxXIMRQhxjmgajHylKrsJcLnj6YViQfnziEkKIk1yppwh79+5N7969OXz4MI0aNeKaa66hWbNmeL3eYxGfEKIiuVxw8ID+to3/HttYhBDiFFJqgnXhhRdy4YUX4na7ufXWW+nQoQM33ngjmZmZxyI+IURFslohIVF/W+26xzYWIYQ4hZR5kbvT6eSPP/4gLy+PX3/9FZ/PV5FxCSGOBVWFe0aC3R5dbrPDyNHHJyYhhDgFlDnBev7555k8eTL9+/dn2rRpvPHGGxUZlxDiWBnxMDzwJCQlg9EE1VLgxbeg74DjHZkQQpy0ynwVYePGjRk+fDibNm2iYcOGpKSkVGRcQohjRVHg3pGhRCsvDxITQ2VCCCGOWpkTrM8//5zvv/+e1q1bM378eHr16sXQoUMrMjYhxLGkqpCUdLyjEEKIU0KZE6zvv/+eL774AqPRiM/nY8CAAZJgCSGEEELoKPMaLE3TMBpD+ZjJZMJkMlVYUEIIIYQQJ7Myz2B16NCBESNG0KFDB9LT02nXrl1FxiWEEEIIcdIqc4L1yCOPsHDhQjZv3szVV19Nly5dKjIuIYQQQoiTVplPEc6fP5+VK1cydOhQPv/8c3777beKjEsIIYQQ4qRV5gRr7NixDB48GIA333yTd955p8KCEkIIIYQ4mZU5wTIajVStWhWAxMREVLXMuwohhBBCnFbKvAardevWPPDAA7Rt25bVq1fTokWLioxLCCGEEOKkVeYE64knnuDnn39my5Yt9OzZk4svvhiA3bt3U6dOnQoLUAghhBDiZFPmBEtRFLp3716s/NFHH+Xzzz8v16CEEEIIIU5mZU6w4tE0rTziOOl4vV52b9tGlZQUkipVYueWLfy7ahW16tblzLPPLlY/9/Bhpr37Ll6nk2vvvhtHYiL7d+7E7/ORtX8/HrebvEOHsCclUe+MM6jbtCmqqnJgxw4OHzzIhlWrOLx5M7kZGdQ/80yW//AD6/74g9yMDGo0bEhax46gaaiKgsXhwOfx8PukSVSqVYvazZqRtWMHaBqpbdqQVLUq25cvJ6lmTVRNI+D1sv3vvzEajdRu3hzP4cMc3ruX82++mew9e1g7cyYms5mkGjUwJyTgyc7GaDLRoHNnMlatwuRwYDSZqH3WWfgOH8aRkkLegQN4s7JIOfNMcnfuxJubS+1zzuHQ2rVkb99OUt26ZP3zD9bkZOr36EHA58N96BBGmw17tWrYa9XCl5tLUqNGeLOz8WRm4khNJW/bNlz796OaTCQ1a0b2ypW48vKgeXMg9HzM37oVg9WKrXZt3ccu6PPh3LoV/H5UqxXV4cC5di22Jk2w1atXWC/gcuHevh0CAYxJSVhSUwu3aZqGd+tWFKsVc+3aaMEg3q1bURMSMFaujHfbNowpKRgqV9aNIbB3L5rLhVqvHsGtW1EqVUKtXJnA1q2olSuDphHMzkYxGFBMJtSIvv+zvXvA7YYGDYu+czAQgO1bweWEhESo1yD6+whzcyBjH9SuB1Yr+P2wcytUqgKVq5bcX/YhOHwI6jQCYxleclx5kLEbqqeC1X50x6hpsH8LWOxQudbRtSGEEP/Bf06wlDJ+KazP52PkyJHs3r0bVVV59tlnady48X/t/riYMm4cLz30EIFAAJ/Hg0FRCHi9hdvNFgvvfvstF/bsidfj4cZzz2X9ihWF2z9+/nkMRF9hYAbCI6kAZquVxMRE8g8eRNO0wm1qwfbIB25Lejp//N//FbZnLKgT3ufv778vvP/X118X7hsuMxT8VoGNP/5YeHvDnDmF9SLbDZctnzChsM9wO2rEcYXLDDH7RW4D+P2JJ4rtB6AajZgVBUXTUAwGgh5PsXjDdTdWqsTZY8bw7+jReDIy0AIBklu35txp03A0aFA4Vrs+/5x/7r4bf14eBIOF7YT7tjZoQPuffuLQtGnsfO458HigoH/bGWfQbNo0gocOsW3wYHwHD0IggKVBA8jKIpiXh+b1omgaqsWCEgiQ2LcvtT/5BNVmA8C/YweH+vXDu3Jl6Lj8fjCbIRAIPa5GI4rbXTjeaBqK2YyaloZj2jQMBYnkUdmxHQZfC2tWgmqAatXgk0lwOBNG3AyHsyEYBIMKderCR1Og7Vkw6m74v89CyZGmQbfe8Mdc8PtCiVaXS+HVzyEx5nsM83PhySHw+xwwmkL7P/Q2/G+IfnyBAHzwAHz3IRiMoVj63Q83PXNkXz69diG8MwTyMkELQIN2cO80qFaOSaoQQpRC0f7jFNT1119fplOE8+bN47vvvuOtt95i8eLFTJkyhbFjx0bVSU9Px2630/y/vIlUsF/mzGHY1VfjcjoLyyITjzBFUVianc0Lt9/OT1OmFGsnnByoFCVXsW3EK7eE+4jtsyAWVWdbuM9wu+E6BqJjiU1cALSYtiPFHrs5ok54W2x7kUmS3v0wU5xjMcapD6GxKSxXVWx169J7yxYUg4FDCxey7H//IxDx2IX7j0xYjQ4H5mAQXK7C7YXbKlXC7PMRzM+PiifeeKtWK4lXXUXdL79ECwTY27gxgV27ChMqvcfQFBFP4XZFQalShaSdO1EKkrXSrFu3ruhvKRCAlo1h985Q4hJmtYFFA4+7eANJCXDtQJjxBbijxwyVogzZbIHzusH4H6Lr3N0b/poPPk9Ef3YYOxvady7e36dPwbTXwOOMrn/Li9B3RJmOmYzt8EBL8BQ9PqgGSKkPb24MfaE1MWMjCsm46JNxie90H5v09HQ6dOigu+0/f9ZCWfOzhg0bEggECAaD5OXlFX6v4cnm/RdeiEqu4g2gpmm8/eSTzJ06VXd7xFtc3DfaeOXolEMoEYqXXIW3A/gLfkfOGIV/9I6npLmDQJw+YmfcIsX2ES9ZincswRJiioonGMSXlcX+efMA2PzSS8WSq3DMkc/iYH4+mk5yBUB+PkFPUcJQ2h+Q5naTO306gexsPPPnE8zMLEyudOsT5zHWNDSPB9+MGaX0GMeCnyE7Mzq5AvB6IF8nuQpv+2pC8eQKop/AXg/8uQD27S4qO7Abli2ITq4g1NanLxVvT9Pg6zejk6tw/SmvxDkoHfM+CM2sRcUagMMHYN2isrcjhBD/0X/Ocs4999wy1bPb7ezevZtevXqRlZXFBx98oFvP7Xazbt26/xpWhdmxdWuxsnhvlv/8/XepCWi8fY+0/Gjptfdf+ohNsI6k37JuL2lEY7cFfD62/PUXWfXqcXjjxlJ6Lb19fNFv3npJcLH2VJX1f/6J6e+/sUQkVyXtp5tAu1zsW76c/DJ+D2jk31Ly8mXU8PsLJ50KxSZckbw+NKNapudDwGBkx9LfcTdtBYB161rqGYzF+wPc2zewNfZvPODjDGeufkKdfYD1ZXxNqL1xJckBb7HyQDDIvjVLyVFrhGI4wV9njhcZF30yLvHJ2MRXaoI1ZMiQuOusPv/8c4YNG1amjiZMmECnTp144IEH2Lt3LzfccAPfffcdFoslqp7Vaj2hpxsvuPhivpk0iWAgNFcSnv3QG6Erhgxh89Kl+Dwena0h8d7ejrT8SIRjjZy5if1d1sQr3uxUkBJm94geM73xKynJUeLsE9l/4X1FoeVVV5HcvDmBnj3ZMW5caN3QUbaP2YyiqmgF66RKevwLYzCbaXbxxfjr12f/s89GjXu8mUi9NhWrldp9+mAs499H9NS9Bq88V7ySyQSGIMXnIgGbHSXJAoezim+LCc6gBWnYvTfYHaGCBvXgeZ1nq9GE9YJe+n/jdZrA7uJJsNqkXdlfE86/EjYtij5FWBBfnc5XUadWU0BOa8Qj46JPxiW+031s0tPT424r9RTh6NGjefrpp0lJSWHAgAG8+uqrDBkyhLp16x5REElJSSQmJgKQnJyM3+8nENB5UT/B3T1qFI6EBFRD6H/z2MQkrHK1alx7yy08OW6cbjuRp+cCOvtTQnkwTnlkW7HbI08DhrPq8NtfIOK+3vGUlOxEPoHC7Ue2EW4z6hRcTLvxYvbH6TsyMYuKxWTCaDYX3jfY7dS67DKSW7YEoPGjj2JMTCy2YDp8KjLcXuI55xQuSo/sQzGbsZ1zDub69VEK/jEIQqg9nX9CFECx26nxyisoJhOm5s2x9umDYi+6Mq7YMUSUR22z2TB07IihU6di/ZRJ8xbQ+3KI6BuLBVLrQ0q14vEb1dBVhi98ALaIfZSCCE0Rj7zNDiOeKkquAGwOuO2p6KsADQawJ8KNj+jHOGIsWCLWlylK6CrAu94o+3FeOBgq1QRjxD9uFjuc2w8KkishhDgWSp3BatSoEQAHDx6kd+/eAPTo0YOJEyceUUc33ngjjz32GIMGDcLn83Hfffdhtx/lJdjHUb1Gjfg2PZ2xo0ezdNEiUmrVonqNGiz+8Ue8bjeqwUDnXr0YM2UKiqLwvyFDMFmtPDloEP6CmRMVaNCsGYf27MHjdBbOhoXXIhnNZi686ipqpqYy77PPyMvMRCuoo1KUoOglN+FtBopmQSLXV4VP2YS3BQrKAjrtxd4O1w2XxZ7+CccWWT+cKMS2Hdlf5H0FUAwGTAkJWBMTqdq8OZ6MDNwZGRhtNty7dqF5PGiAwWwOzUaZTDQaPJh2L7zApjffZOfUqRisVhrdeSeN77ijsF9baiqdli9n4zPPcODbbwm4XBiMRtRgkKDHgykhgXr33kvDxx7DtW4d2554gpxFi8Dnw1StGrWGDaPWPfegud3se/llsqZNQ7XZqDJ4MMH9+8n55htUiwVDcjKBvXsx1atHtUcfJbHg7wag6qRJ5H3wAXkffEAwNxdj1apoBw+iJCVhql6d4ObNKAYDBAJo2dmhxy0lBfNtt2EZMaLMV+3q+vRL+OQDGPdBaAF/337wwEhwu+C1Z2HGlNDHNCQlwfW3wt2PhD6yIaUGvPUsbNsErc+C626D2dNg8TyoVhNufxh69i3e3w0PQ2oT+OwVOLQPOl4Mt46CGnH+OTu7J7w6DyY+A9vXQZO2cP1TkNa+7MdoscMLf8G3L8Gf/wcWB/S8Cy6+7aiGTAghjlaZryK84YYbuOyyy2jdujV///03CxYs4MMPPyzXYE6GqwiPl9N9GrYkMjb6ZFzik7HRJ+OiT8YlvtN9bMrlKsLXXnuNLVu28Nprr7Ft2zbeeOMIpu2FEEIIIU4jZb6KMCUlhVtuuQVPwYLt7Ozsk/IUnxBCCCFERStzgvX000+zaNEiqlevHvpkcUVhis4HaAohhBBCnO7KnGCtWrWKefPmoar/+bNJhRBCCCFOaWXOlurXr194elAIIYQQQsRX5hmsvXv30rVrV+rXrw8gpwiFEEIIIeIoc4L1+uuvV2QcQgghhBCnjFJPEWZmZvLSSy8xbdo07HY7derUoU6dOsw42i+dFUIIIYQ4xZWaYD388MM0bNiQ6tWrM3jwYHbv3g3A0qVLKzw4IYQQQoiTUamnCL1eL/379wegefPm3HXXXUycOJEyfgC8EEIIIcRpp9QZrEAgwPr16wFo3749t99+O3feeSd5eXkVHpwQQgghxMmo1BmsJ554gueee4433niDatWq0bt3b3w+Hy+88MKxiO+Ut3PjRlb99huVa9SgY48eGE2mcu9D0zT+XbSIA5s3U69NG+q1acPauXM5vG8fTc47D4vDwfr587EmJdGqVy9MVmu5xxCP69Ahts+Zg2Iw0KBXLyzJySXWz9u+nX0LFmCuVIk6vXphsFiOUaT/jeb345o7l8C+fVjOPx9zs2bHO6TiXC6Y9wPk50GX7lCrTtn3zcyA334Eowk694KEpIqLUwhxmtOAYMGPWvCjHNeI9JSaYDVv3pyJEyfyySefMHToUAD69OnD5ZdfXuHBnco0TeOlW27hpy+/xGAwoKgqVoeDdxYupH45vvnmZGTwQteuHNq+HU3TCAYCGIJBTBYLWjBI0ONBCQYx2+0oioKiqoyYM4dG555bbjHEs3bCBBbceSeq0QiKghYI0HPSJJpcdVWxupqmkf7II/w7dixKwXgpRiOXzJ0LJ/hXNvk2bmRPly4E8/IgGIRgEMe115IyfjzKifLBvUsWw6DeoGkQ1CDgh/seh/ufKH3faePg+RFgCD2OBALwxlToelnFxy2EOM1ogItQchWmAjZOtCSrzK/uv/zyC4FAoGjHE+WN4ST105dfMm/qVLxuN678fJy5uWTt38/IPn3KdX3bJ7feyr4NG3Dn5eHJz0dzuwl4vbhzc/Hm56P5/WjBIJ68PNy5ubgOH+adyy4j4POVWwx6Dm/dyoK77iLgduPLy8OXm4vf6eTH667DmZFRrP6en35i/XvvEXC78efn48vNxZuVxbz//Q8t4nl5Itp31VUE9u1Dy81Fy89Hc7nI/7//I2/ixOMdWojHA4Mvg9wcyMsFZx543PDWi7D095L33boBnr8nVN+ZB/m54HbCff3hcNaxiV8IcRrxEp1cUXDffRxiKVmZs6SsrCwuvPBCrr32Wvr378+AAQMqMq5T3vT33sOdnx9VpmkaB3buZMeGDeXSh8/jYeUPP8RNluI9+AGfjw2LFpVLDPFsmDIFze8vvkFR2KzzESAbPvwQf8x4AQScTvJWrKiACMuHb9Mm/Fu3hmaGImj5+eS8//5xiirGb/NDM2ux3C6Y9HHJ+876EgI6zy9VhXnflEt4QghRJN4//wFCs1snjjJ/0OgHH3xQkXGcdjwul265ajDE3XakgoFAqbNh8SZUfeUUQzw+p5OgzsyTFgzi1+nb73TqN6QoBE/gr3DSXK5QsqEjGO+YjjW3W/91SdPAWTypjd7XFTolGCsYAE/FPoeEEOJEVuYZLIPBwMsvv8xtt93GCy+8IB/T8B/1GDgQi81WrNxksdD4zDPLpQ+L3U6Ddu3ibg+i/74a8PlI69KlXGKIp3GfPhjjLKZv+L//FS8bOBCjw1GsXAsESCjhGI83U4sWqHprxGw2EgYOPPYB6enUFfw6/xXaHXBl/5L3vbgPWHWOT9Ogc+/yiU8IIQoZ4pSfeAvdy5xgPfHEE/Tp04fJkydz1VVX8fjjj1dkXKe8q4cNo16zZtgSEgAwmc1Y7XaemjQJgyHeE+jI3TJ+PLbkZMwFyZxqtYKiYDCb0QDFYAgtTAZUoxGTzcZ177+PNTGx3GLQU+Oss2h+ww2hpKlgcb3RbqfDgw9SqUmTYvUbDRpE1Y4dMRaMl2IyYbDZOO/jjzHoJKonCsVgIOWLL1DsdjCbQ2UOB+amTUkeMeI4R1cguRI8/xZYbRB+7jkS4IKLoFefkvdtdx78byDYQo8jqhpKuO54HOo2qODAhRCnHwv6idSxu/q9rMp8itDj8XDxxRcD0L17dz799NMKC+p0YLXbGbdkCQu//pqlc+dSvW5dLrv5Zmo1aFCu/aS2asXrmzbxy/jx7Fm3jsYdO9K8a1eWTpnCoe3bOaNrV2wJCaz54QfslStzwc03U6t583KNIZ6u775LswEDWD9lCqrBwBmDB1PznHN066omE5fMncuu775j53ffYU1JocnNN5Oclsa6deuOSbxHy969O6nr1pHzySf4d+7E3r07jmuuQSlIuE4IQ26Fs8+HyZ9CzmHofSVc3Cvu6c1CigLPfgSXDYLZU8Fkhj5D4Myzj0nYQojTjQrYCa3FCn9Mg4kTbfYKjiDBCn/gaLNmzVi/fj2KcuIdzMnGZDbTY+BAelTwqaLEatW47OGHo8qufPrpqPvt+/at0Bj0KIpCnc6dqdO5c5nqqwYD9a68knpXXlmxgVUAY716VBk9+niHUbIzWsLo1458P0WBc7uGfoQQosIpwAn0D2ocZU6wnnjiCR577DEOHDhAjRo1ePbZZysyLiGEEEKIk1aZE6wWLVrw9ddfV2QsQgghhBCnhFITrBEjRvD222/TqVOnYtt+++23CglKCCGEEOJkVmqC9fbbbwPw6quvct5551V4QEIIIYQQJ7syf0zDO++8U5FxCCGEEEKcMsq8BktRFIYNG0bDhg0Lv4fw/vvvr7DAhBBCCCFOVmVOsK6++uqKjEMIIYQQ4pRR5lOEl19+OX6/n507d1K7dm26VPBXqQghhBBCnKzKnGA99dRT7Nmzh8WLF5Ofn88jjzxSkXEJIYQQQpy0ypxg7dixg3vuuQez2Uy3bt3Izc2tyLiEEEIIIU5aZU6wAoEAmZmZKIpCXl5e4UJ3IYQQQggRrcyL3O+77z4GDhxIRkYG/fv35/HHHz/izj788EPmz5+Pz+dj4MCB9OvX74jbONltXrOGbz76iI0rVxIMBDCoKnnZ2QR8Ppq1a4dRUVj87bd43W4sVitWqxWf04mmaVRPTeWsXr1Yu2AB+7ZswaCq+JxOgoEACgXfzmSxYLFa8eTkgKZhMBhQNA2CwcKvwlQLfsL76N2OLFMi9lEj2lBUFaPBAIEAWkH74RhURSHg9UIwiCGiPWLaNRT8hJkTEjAEgwSczqh6lipVSKpbF8+BA/jz8gh6PKBpGC0WTNWq4bzySryHDpG5eDGBvDwcDRuS2r8/+7//HteWLSS1aUOLF17A0agReyZPZu/kyXj37oVgEHPlylTr1Yuk1q059N13aD4f1QcMoPIll6AoCp5du9j5+ONkf/MNAZcLU+3a1H/jDapedRW+ffs4+MEH5M2dS9Dtxt6hA9Xuugtb27YABP1+sp56ipzPP0fLzkYxm7G0aUOlp5/Gv2QJ3mXLUBITCS5fjnbgAGpKCorZjOL3Y2rXDttdd2Fs357gwYN4x40j8MMPkJ+PoXVrTHfdhaFjR/0n2rJl1Hj9NTCZ4Jp+cNllpX9xcySXE6Z/Ab/9DKkNYMgdod8AHjfMmgqLZkPNVBh4OzRoUva2hTitaMAqYCGhLyfuBrTmRPxyYlG+FE3TtLJUXL16NWeeeSaZmZlUrlyZv/76i47xXtx1LFmyhE8//ZT33nsPl8vF+PHjufvuu6PqpKenY7fbad68+ZEdxUni+88+45U778TjchXbFv7qSkPEfa3gt5Hif4omohOeyPrh7xYnZr/IJEclOrEJt0dEf+E2w1+pGdlWbOIVuV2J6D/cXuxx6ZVHtm2iKPuPHYvY+uH49Y45nNyF7hiw16xJ8MABNJ8vOm5FAU0r/E521eEgpV8/6tx+O+u6dEHzeolVpW9fXHPnEszPh2CwqE+rldpvvEHlW25hR926BPfvL7YvgMFkwhgbR8RtFVCsVuwPPkjg3Xfh8OGofhSrFfOoUZgffTS64TfGwKgn0dxulGAQEhKgy0XwzbdlS7IOZ0Pvs+HAXnDmg8kMRiNM+A7adYRrzoOdW8GVD0ZT6OedadD1f6W3fYJYt27dKfs681/IuOj7b+PyIfAj4Cm4byWUZA0rj9COu9P9OZOenk6HDh10t5U6g7Vs2TI2bdrEhAkTuOmmmwAIBoN88cUXzJo1q8xB/Pbbb6SlpTFs2DDy8vJ4+OGHy7zvqcCZl8crd92lm1xBdCIQmagYdGvHT2wg9D+SRvHzv8GY9jSiE67YmSuIn9BoMfVjt0W2baB48hCOT+9/uMjY9cZCb59424IRbREI4Ny9G4tO+xT8n+EnlKgF8/PJ+OornHPn6iZXALnTp+ueYw+43ey97z60LVviJlcAAZ+vMKGLFU5CNbcb3/PPh/qJ+V9Ic7vxPfMMxuuvR61TJ1S4fz88/hh4PEXt5uXBwgXw/fdw+eVx4yn03suwZyd4C94QfN7Qz4ghMPQu2L4pNIsF4PeFfh68HpbsDyViQogC24A5QORriBv4GbgUaHwcYhLHSqn/ziYlJXHw4EG8Xi8ZGRlkZGSQmZnJQw89dEQdZWVlsWbNGt566y1Gjx7Ngw8+SBknz04Jq3//HWMJbz7hJCT2zVavTI3ZrideeXjEgxFlejNTkX0daR+R7cd7gukdVyS9fkvaJ9622GdYaWMXTg4hlGT59u6NG2NJ8StmM4cnTiyhhn58um1pWrHkqpDBQGDu3KL7P/8cOi0YKz8fZkwvQ2/A9/9XlFxFysmGbyYVJVeRfD5Yv7ps7Qtx2vgLCOiU+wq2iVNZqf9upqWlkZaWxtVXX02tWrUKy9euXXtEHVWqVIlGjRphNptp1KgRFouFzMxMqlatGlXP7Xazbt26I2r7ZLDvwAECAb0/tCN3LNPSyJmoo93/WKiQ1QxGIxzlYxYMBPAbDLqndyP917iDwO6sLFwFfzMJmYeorWnFZj41VSXL52N/Gf62GioGrHp9BQJ4DEZsetv8Prbu3YdXPTn+dk/V15n/SsZF39GOS+XK2VSvrqKq0a8jwaDKgQOHyco6+cf6RHrONGnSBJPOP5iaprF+/fpjPqlT5jVYl112GSNHjqRTp06MHz+emTNn8s0335S5owULFvD5558zfvx4Dhw4wODBg5kzZw4GQ9Fbwam8BisQCHBFaiqH4syIGChaBxU7g6Q3m2MherF4pPB6rpJOpcW2a4kojzylF3s/kor++jAKjiWybb3TiGbiz3BZdPqNNxbx6kP0uq3IunrrnsJ9hOurNhuV27Uj//ffdWM0AgajEfz+Yn2aqlal7ltvcXDwYN19w8LJSkmPlclsDt3WOVWpJiRg37cPxeEIFbhcULsm5OREV7TbYdFv0K5difEAMOkjePq+0EL3wmAMcGYHuP1eeOzW0PqrwiBUaNwc5qwpve0TxOm+biQeGRd9Rz8uWcDNRJ8ihNCr38dA1WJ7nGxO9+dMSWuwynxZ0YQJExg/fjxXXnkle/bsYdq0aUcURNeuXWnevDnXXHMNd955J6NGjYpKrk51BoOBN2fPplJKCmZr8fkBjaK1U5E/wYjtYQqhSefYulrEdo2ynx5TCK09oqC/yDgCMfdj9w/obIt9VP1x4ow93sg49Y4tcixij62ktsL7GJOSqNuvH5jNRWucwsdjNKKoKubERAyJiag2G2kffUSzGTMw16+PntTx47GdeSaK2VxYphgMGCtVosHs2SRddx32a67R3RdVxWi1EtB5LkDB+BoMqMnJ2GfPRu3YESL6wWBASUzEOmtWUXIFYLPBrB8gOZlAQgIkJoLVCi+9XLbkCmDQLXD5tWCxgiMx9FO3Pnz0f3D5ALj6hoJtCaFtNerAh9+WrW0hTiuVgYcJ/VtnK/ixAA9wKiRXomRlnsFavHgxL730Eu3bt2fTpk28+OKL1KtXr1yDOZVnsML8Ph9L581j/44daAUfo+DMzSXn4EFad+pE1dq1mfTMM+zfto16zZtTpUYN9m7aRF5ODmdfcgkd//c/1v7yC8tnz6ZG48bsWLmSjB07Qh/PYLNRvV49qjdsyIbFi8nZv586Z5xBwOVi/6ZNeJ1OFE0j6PdjNBgwqCrBYBCDpmEym7ElJ6P5fPjy8zEYDGh+P363G8VgwGKxFH50gjUpCXvlyiRWr44tMRHFYGD7okVoXi9VGjemZsuWaH4/+fv349y3D29ODqqiEPT50LxeFEUh6PGgqiop7dvjz8ggd+dOzImJtBk+nMz0dPJ37SJv61a0QABH7drU692bSmecQfbq1fjz8sjfsgXVaMRWowa+ypXpcPfd5G/eTOaff+Leu5dKrVtT7/rr2Tt9OjmrVlG1c2dqXXklqtGIc+tWDi1ciGf37lBSVbkySWefjeOMM8ieOxfN76dyjx4YK1UCQtPLOfPnc2D8eDxbt5LUtSu1H38co92Opmk4lyzBuXw5Wl4e1pYtSejRAzUiGfKuX0/Ou+/i37sXNTER6/nnkzh0KL4VK/CtXYuhcWMCv/+Of9MmTK1bo2gaWm4uxpYtMfXogWIJzS8G0tMJLF0Khw+jtmiBoUcPFJveCTvA7Wbnp+NJrVwFuneHatWO/Mm6dRP8vQRq1oFzO0dfgbhrG6Qvhmo14dyLQjNcJ5HT/b/ueGRc9P33cXECfxP6l649YC+XuE4Ep/tzpqQZrDInWAMGDGDMmDHUrl2bFStW8PDDD/PTTz+Ve6CneoJ1tE73J3FJZGz0ybjEJ2OjT8ZFn4xLfKf72PynU4T33nsvAJMmTWLOnDkAtG3bFkfkaQkhhBBCCFGo1ATr0KFDABiNRhYuXFhYnpiYWGFBCSGEEEKczI7oCwVPp8+tEkIIIYQ4WqUmWIqi6N4WQgghhBD6Sv2g0U2bNvHAAw+gaVrU7c2bNx+L+IQQQgghTjqlJlhvvvlm4e0BAwbo3hZCCCGEEEVKTbA6dux4LOIQQgghhDhlHNEidyGEEEIIUTpJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIclbqIndxdP5auJCnbrqJfTt2YDSZaNK8OXs2b8adl4eiKGjBIAAKYDIYMBmNBDweAOxJSVxw2WWsX7KEgM9H1wEDaH/NNSX2t+6333jnhhvI2LYNo8lE3WbNcGVlYbRY6HbbbfQcMYLfP/uMn958k+y9e1FUFaPRSPX69XEePEjA56Nd3778b9QoEqrG/5b3f3/4gXnPPEP2jh2kduzIJc8+izUxkQWjRrHl55+xp6TQ6aGHOHPQoFI/N237jz/y5+jR5GzZgikhAX9uLkGPBzQNR40atLrrLs68+27UMnyRsGvvXtY8/TR7v/8eU3IyTe+5h4Y33sjWd99l00sv4c3MxGCxUPuaa2j+0ktYa9ZE0zT2TJjA9jFj8GdmktiiBYGDB/Ht30/iuefS8NlncW/YwK7nn8e7dy+2Zs1QnE58O3Zgbd6cOs88Q+IFF+A/cIDdd91F7qxZaH4/xnr1SDz/fJyzZxPMyUFRFAwmE6ZatUgeNgxrmzbkPPMMvg0bMDZsiGIyEdiwAUNyMmp2NlpGBgSDKGYzprZtsT//PMZu3fC98w6+0aMhOxvsdox33IH5mWdg1SqCTz4Jq1dD06aoo0ejXHQRtpUr4L67IX0Z+H3gsMNlV8DF3WHcu7Dh39C/WIoCLVtD6zYwfzbk50GvPvDgU1AtJf6g//UrvD0K/vkbAgGwWqHrZXD3aKj9H78I3u2EKS/BvImh+HpcD/0fgZXzYMqzcHAXNDsX+o2EP7+G36aAwQTdh8Ll98PvX8APb0B+JrS+FK4ZDVXrhtre/Cep0x6A7K1QMw2uehbSLizqW9Pg76kw72XIPQBNu0LvZ6Bao7LFfmgDLHwSdv4GCTXhgseg+dXF6wX9sOJtWP0B+N3Q9Bro+CRYK/+3sTvVBPeC52nwfw9KMpjuAfMtoMj8gDixlfnLno+FU+XLntMXLeKWiy4q/OR7AwXvYwU/RPyGUJZriCmjYB8DYLJYqFq3Lp+uW4fRZCrW36Zly3i0Y8fQGwNFWXO4PbPNRuXq1cnPyMDrdEbta6JoGtNgNlOpdm2eWrMGi853Tf716ad8O3w4voI2FEXBaLNhNRjwO51ogUCoTYeD8++/n27PPBN3jP6dNImfb78df0w84XEKx93g8su5ZOrUuO0ArP7jD7ZcdRWeQ4fQ/P7QsdjtJNWqhXv79sKyMFv16lz0779se/55dn7wAcH8/MKxLnwMFAXFZMKoquB2R+1vLKin2mw0mjyZvbfeSiAjI6qOQvH/XlTAZDZjDARCCUnsNoo/BxRAsdmwdOqEMm9e4WNcuF+rVpg2b0ZxuYoK7XbUxx9Fe+l51JjYMSigaKHgIgc7PABhJhNUqwG/rYXEJIr5ZTbcfTW4XdHlBhWSK8N3ayClZvH9yiIYhBHnwtbV4C2I32yFlFqQtx88Bc+ZcAJvMULAV1DPBlVSwHUIPPkFx2YERyV4ZS3s/Qfe/B+a11k01mYb3PU1tO4Vuv/jczDvJfAW7K+oYE2Ch1dClVISx8xN8HEH8OWBFvonCpMdujwL594fXfe7q2DHT+AvOB7VDImpMHg1GG1HOGjl44T74l4tE/JagHYICP8d28F0PdjeP2ZhnHDjcgI53cfmP33Zszhyo2+9tTC5UohOriKTrDC95Aqg4OUZn8dD1t69LP7mG93+Prz11sI3Xr0EzutykbV9e7HkKrIPgIDXS25GBksmTSpeLxDgh4ceKkyuIPTVST6nE2deXmFyBeDLz2fxq6/iPnxYN14tGGTRAw8US65i4/G7XGz77juy1q/XbSfs0JQpeA8fjkqkgk4nzs2biyVXAJ7MTLa+8QY7332XYH7oTbTYY6BpaF4v/tgEBQgfadDlYtcddxAo+L7OqN0LfmKpXm+x5CpcX+85oAG4XPjmztX9qqrg2rVorpgkx+mE558tnlwBBLSiziI7jH0l8PkgOxMmT9CJCnj+3uLJFUAgCPm58Nkb+vuVxbIfYce6ouQKQrcPbS1KriD0nNc08Pgi6rkga0dRcgWhmSJXLsx5G6bcD5HJVXifyfeGbnvyYO4LRckVhBIlT34o6SrNr8+AL78ouQLwOeGXp0KzVGEHV8OOH4uSK4CgF5z7YP2U0vs5XXjeB+0wRckVgBN8n0Jw9/GKSogykQSrAuzesqXwdmlfLlTaAxB+S/U4naxdvFi3zp6IBEQvgSsphmDMfW9+PusjvtQ7LHffvqjkKlJA543fYLGQsW6dbn3XwYN44yRfkTRANRjI+OuvEuvl//UXwZhkosRj9vvJ+OEHVIulTDGUVBbYty8041KGfeMlUfH6iRQ52RS9o1bsMQTA643fWGwg8YJyOWHxguLlwSBs2xC/fZ8Xlv4Sf3tp1i8FV150mUL8QYosj/cH5ffAuoWwa7X+9v0bIBiA/f+GTjXGCvpg86ISwwZg52LQiifQKApkFb0usP8v/WB9+bC7DP2cLgILAZ1/FLBCYMWxjUWIIyQJVgVISCo6pVLaG2dZz8+arFZqNmyou81ROXrNxpGc8419bzWazdRo2rRYPXuVKnHb1Xt/Dng8JNWpo1vfnJyMUoZ1VQqAopCQmlpiPXO9esXaK2kMFEXB0awZwZKSkNLiCt+2HZtTOfFmxCBOflTS+reyfqWoyQSNij8XUAtOA8ajqpDauIyd6EipB9aYU9QlZadKGeopKtRoDEnV9dtwVAbVAMl1wB/neVFV/+8vSqX6+uUBHzhqFN1PSNVfQ2SwQvJ/GLtTjdqE6HPXYT5QS35dEOJ4kwSrAtw2alThbS3it96bZLxyiJ6NMhiNdB88WLe/Ac89V3hbbzZDMRhQzWYMOuu3Yl+6DGYzF952W7F6JpuNs268EVNMQmG0WrGYzdFtWCw0uOgikuMkRkaLhVa33orRbi8ea+RtVcVeqxa1OnfWbSes2pAhxWejjMa4M1RGi4Wmo0aR1LEjSkHsQXQeA4NBd81b+I9GtdupOmJEYRslHUv4fgDQdJKfkiZosNlQatTQzy8cDtTYJM9uR+vRk6DVGj+oyAOO17HJDDfeqb9t6ENgK/74AaH1Ujc/EKfRMujSD0yW6CRRUUC1hNZLxYp8FVPU0FomY8xjYrJC7/uh90gwx8RttkPPB0O3k2vBGZeAMea5Y7JD95Glx37B42CMad9ohWZ9wB5x8UhqN7BVAyXmL1A1QquhpfdzujDfA8T+HZtAbQGG1scjIiHKTBKsCjBoxAgGDB9eeBWdDwqvhNNLqPw6ZYmVKmE1mzFZrdRr3py7J0wgKc7Vfd1uuonLH3ywsL8AoaTKaLFgtFhofM45PLV0KS0uvhij2Yyihh52k8mE0WxGNRoxWa1Ua9SIEXPmULluXd1+Ln/zTdpffz1GqxWT3Y41OZn/vf461375JY7q1THZ7RgsFppdfjnXTptW4hh1evVVWtx4IwabDYPViqKqqKpacFGbgtFkolanTvRZsKDUqxGtjRrRacYMbHXrYrDZUC0WanTvTpdly6hy/vlFb9SKgjUlhbNnziShWTPafvMNVXv2RLFY0KxWFJsNxWRCtdsxVKpE4zFjqD5wIIrVimq3o1qtGEwmjA4Hqt1OjQceoM6LL1J/9mzUSpWKAlIUzJUqRcWtAgaTCXOnTiTccUeoL4cDLBYUqxXFaiWoqsVyHcVsxnrHHSSuWoVywQVRSYfSpAnW5ctRn3gCEhLA4QCbDYYNQ5k5i0M33Ax2O4Rn90xGqFUTLr8CLFYwFiSPJnMogUhtAGYzWG1Qtz58MQvqx5m1ue0RuP6eUN1w+0YjpNSAMZOhZfsSH7MS2RLgjV+hwZmhRMtkgUZtYMxS6DIolCxZ7KGF69c+DqnNQ2VGMzQ+C55bCq17hpIksw0q1YJ7pkH9NnDxcOj9CEGTDSyOUHLV/Z5Q4hV2/RdwZp/Q/iY7OFJg0HhodEHpsTe8GHq/D7YqoX0NFjijH1z+aXQ91QDXLIJa54XqGKyQ3ASumguOWkc/dqcawxlgnwFKXcAGWMBwMdhnH+/IhCiVXEVYgTxuN/+uWEFKrVrUrl+fQ/v3s2/7dqqnpnJo714y9uyhVr162BISSK5alV2bNnE4I4M2nTtjtdvJOnCAgN9Ptdq1y3Slht/vZ9OSJVRNTaVaaipZe/ZgNJtJSim61D4/Kwt3bi7WxETcublUrlsXZ2YmPrebSnXqlJrMAHjy8sg/eJDkOnUKZ8WCgQA5u3ZhrVQJa3JymcfIl5+P6+BBHLVq4Tp4EMVgQPP5QlcnlvBxEZHCY6NpGq5duzAmJGCOOG3qPXQI1549mJKTsaWmFjtGX3Y2/pwcrHXrEnQ68R06hLl2bdSCYwvk5uLLzMRSpw6a349v3z5MNWuiRswQaZqGd/Nmgnl5WJo1Q7XZ8O/bR+DQIdSCU8aqzYahWrXQeLlcBPfvx1CrFqgqgT17UKtWRTEY8K9fDyYTit2OoUYNlIiZPi0ri+CmTSipqag1i67S0zwe2LsXatQoPG25bt06mjdsCPv2gcUSWrhet27oFJ7TCQczoFLl0GL26jVDH7OQeSi09qp23ZJPM4a5XXBwfyhh83mhZkH75SVzX+h3lYgrEl15kHsIqtQuShIz94RmfypFnALMzwZXDlQpHtO/q1dwRq1KkFRDf1YMwJ0DziyoVDeUEB2JoB9ydocSLUtiyXVdByHgAUftso15BTphrwjTNNB2gZIAyrH/GIsTdlxOAKf72JR0FaEkWCeJ0/1JXBIZG30yLvHJ2OiTcdEn4xLf6T428jENQgghhBDHkCRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcSYIlhBBCCFHOJMESQgghhChnkmAJIYQQQpQzSbCEEEIIIcqZJFhCCCGEEOVMEqyTjKZpHD54EJ/Hc7xDEUIIIUQcxzzBOnToEF26dGHz5s3HuuuT3u8zZnB93brcULcu11aqxNjbb5dESwghhDgBGY9lZz6fj1GjRmG1Wo9lt6eEbX//zbhbb8XjdBaWzZ84EXd+Pg9NmnQcIxNCCCFErGM6g/Xyyy8zYMAAqlevfiy7PSXM+/DDqOTq/9u797io6vyP468zV2AQxUsqebdMLV1D0zQvXTBtTdtcNdOo1mq1bLWbeUnMVrRM3dzMSnPNX6ZrVnavTW0r1FUzVlNbvOalvKCIhgMMMDPn9wdIIINaHQHj/Xw8fOR8z+X7OR9mmrfnnGEAcrOzWfP222QcO1ZOVYmIiEgoZXYGa9myZVSvXp0uXbowd+7cUtfz+XykpKSUVVkXjKN794Yct9ntbFi1ipjLLivbgioQPWdCU19Kp96Epr6Epr6UTr0pXZkFrLfffhvDMFi7di0pKSmMHj2al156iVq1ahVbLywsjBYtWpRVWReMRm3acPzAAYKBQPEFpsk13bsT5vGUT2EVQEpKip4zIagvpVNvQlNfQlNfSlfZe5OcnFzqsjILWIsWLSr8e3x8PBMnTiwRrqR0ccOG8b/PP8fn9WKaJgDuiAj6Pf54pQ5XIiIiFZF+TcMFolajRsxYu5Z2v/89kdHRXHzZZdz/wgvcPmFCeZcmIiIipynTTxGesnDhwvKY9oLX8PLLmfjhh+VdhoiIiJyFzmCJiIiIWEwBS0RERMRiClgiIiIiFlPAEhEREbGYApaIiIiIxRSwRERERCymgCUiIiJiMQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWK5fvIqwITp48yZqkJNxuN527dcPpdJZ3SQQCAbasXk1WRgbN27dnz+bN+PPyaN2t2xm3y8nK4tsvv8Sw2bi8WzfsDgfbVq3Cl5lJiy5dcIWHsy0pCX9ODs27dSMsMrLEPoLBIHvWrsWblobD6WTfhg3UaNSINv364fZ4Qq6/b80avIcPYwYCuKtU4cS+fXgPHuTy/v2p3bo1BzdswHvoEDFXXUWVmJhS6z/27bec2LmT6pdfTvSll5Lx3Xcc27yZqCZNqNG69c9vZBnI2buXkytXEjh5ksjOnXE3bUrWmjXYqlTB06ULht1+TvsJer3kJiWB04m7WzcMlwuAwO7dBLZswda0KY5Wrc7fgXy/Hzb/F+o1gNZXgmHkj2dlwdovwW6Hjt3A7T5/NZyLzAzYugpcYdCqKzjK//Va6MR+OPhfqFofYmJ/6qGIVGqVMmAtWbiQkcOG4XA4wDRxOJ28+dFHtL/66nKr6bstWxjVowfZXi/BQABfVhZhbjdut5uA38+gxERatGhRYrsNH3zAc4MGYdjyT0aagQBhDgdmMAiGgd/nw+VwYHfk/6gDfj/3vPIKnQYNKtzHkV27eD4ujsy0NHKzsjBMk1NvEYvvvZe7Fi8mtn//wvWPbt/O/O7dyUxLI5idDfx0KtQAkiZPxhEWhtNux26348/NJfbPf+bGmTMxirz55Hq9vN+7N6lffYXN4SCQm0tkjRrkHjuG3eUi6PdTo00ben38Me6qVa1r9q9gBgLsHTKE44sWQSBQOO4A7JGRYBjYIiJotHw54WcJh1lLlnDinnug4GeDzUb1d94hd/Zs8j78EFwu8PtxxMZS5aOPsEVFWXcgwSCMuBfe+mf+PIEAXNIMli2Hr1bDg/FgK3KC+x9vQ9c46+b/OVb8H7xwP9gLQpXdCZM+guYdyqeeU4JBeG8ofPM62F0QDECNS+FPy8FTq3xrE5FyZ5imaZZ3EackJycTERERMkhYZef27XS+8kqyC4LBKVFVq7Lz0CHCw8PP29ylCQQC9K9Xj/TDh0sss5MfXpxhYcxPSaFOo0aFy9IPHeKBpk3JLXIsTqDov58dpz0GcIWHM2XzZmpfcgmmafJU8+Yc3bkT0zSxhVjf7nQyYedOqjdsiGmaTG/ShON792IUrFv0T1EGPyV4p8fD7+fModXgwYXLVwwZwvbFiwnk5EDBcdpP24/N5aLxH/7AjW+8UaI3p6SkpJzX50xRqTNncnD0aMzc3GLjRY8VwH7RRbQ4cADDEfrfMP7du0lt1QpOex46XC4cdnvxcZcLV//+VHn99Z9V6xn78spsmPh4/pmqU5xO6HANbFkPvuJ1ER4BG3+AatE/q4ZfbX8KPNgWck+rx1MN/nko/4zWL2DJc2b9S/CvxyCvSA9tDmh8XX7IugCV5WvpQqK+lK6y9yY5OZm2bduGXFbp7sF6/dVXycvLKzFuBoMs//jjcqgINhdczgsleOq/gQCfnfYGu2bJEorm41ABJ5SA38+q//s/AA5s3syJAwcwi5y1KrF+Xh4bCuY+8PXXZKallZgn1LZFk3teZiZf/f3vPy0LBouFKygZrgCCubnseffdYuuVp6OzZpUIV5B/rEWP18zOJjMpqdT9ZL32Gvj9JcbteXklQhe5ueS++SZmiOftLzZ3VvFwBZCXB1+tyj8zczrDgI+XWTf/uVo+HwIhjjsYgA2flH09Ra2bVTxcAQT9sDcJstLLpyYRqTAqXcA6fvw4/hBvbMFgkIwffyyHiiArI+Os920E8vI4efx48e1+/BF/keBxrnd+BPLyyCzYly8jA9s53C+UdeJE4fqGzXbOcxWVU6S/wUCA4LkGhmCwwgSsoNd7bisaBoEzPJ+CJ07kB5rTlXZCORAIvf4vdTIj9LgB5JUMkPjzIKMcXh8nj0Og5OsV04SsUo6hrOScDD1u2CD3HJ8nIvKbVekC1u/79MET4iZvfyDAtXHlc49Jq86d8Yc4KwI//YBc4eF06NWr2LI2PXrgKnJJ8/TzDqVd+3V7PFzZuzcADdq1I1hwL1Fp69scDi7//e8BqN+hA0G/v9R1S2N3ubjs1lt/eux0Uis2ttg6wVJqqHrZZbisvP/oV6jaq9c53cRs5ubi6dq11OVhvXphhPrwgM1W/N6nAvYrrsCIiPh5xZ5Jz94/3ftVVLWa+ZcDT2ezw7U9rJv/XF3dB8JKvl4J+KHNDWVfT1HNe4MtxM32npr5N7yLSKVW6QLWjTfdRMfOnfEUeXOLiIhgxKOPUr9Bg3KpKap6df78zDO4IyKK3QR+6tJbmMdD82uuoc111xXbrtnVV9P+D38o9qlAw+nE5nAUhgDD4Si8AR7yw1WLa6/liu7dgfzgNnD2bJzh4Rg2W+GlrsKgYxi0uPFGLr322vztIyPpNXMmjoJgZ/JTMDo9HDkKanBERBAZE0Onxx8vtvyGuXNxRkZiL/jkHG43hmFgD8u/r8bmcuGIjOTaefPOrZFloG5iIo6aNUuErMLLm4aBERFB7cmTcdSoUep+3HFxuK+/vljIMjweXEOGYERHQ0EPcLkgMpLIV16x9kDGPgU1asKpgO50QkQEzFkEN/aGiCLhL8IDt90FzS+3toZz0b4XtOwEYQX1GAa4PdB/FNSqV/b1FHX9k/k3szsKemhzgDMCbp2vTxKKSOW7yR3ybyp/9623eOuf/yTC4+Gue++l62nhpTx8u3YtH8yZw4/HjtGweXOO7ttHwO/nhsGDqd68OZdfXvINLhgM8vUHH/DlwoUYdjvX3XUXEVWq8O9XXiHrxx/pOGAAUTVrsvq118jNzqbj7bdzVd++JS4Lfr9xI0kvvkjqzp34jh/He+QIkTVrEjdqFO3uuAPbaWdVfvj6a9a9+CKpmzcDYLPZyDp8mEBODo2uvZb2DzxAytKl/Lh3L0169OB3f/oT7ipVStR/8vvv+Wb2bNI2b6ZO+/ZcOmAAe995h8P/+Q/RLVtyxfDhRBW5sT+Usr7J0p+ezpFZszi+ZAmmz4enUyc8rVuTtWYN9uhoqg8diqdTp7PuxwwE8L3zDlmLF2O43UTccw9hcXEEjx7F9/LL+NeuxX7FFYQNH469YcOfXedZ+3LiOLw2D1Z/AU0uhfuGQ9NL8+/B+vR9eGsh2B1w291wfc/yCw0BP6x6C75ckn82q+e98Ltrf9UuLXvOZJ+Ar+fBns+hxiXQYTjUbPbr91tOKvsNy6VRX0pX2XtzppvcK2XAuhBV9ifxmag3oakvpVNvQlNfQlNfSlfZe6NPEYqIiIiUIQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgiYiIiFjMUVYT5eXlMW7cOA4cOEBubi73338/N9xwQ1lNb5lvN27kw6VLMQyDmwcMoGWbNue8bZbXy/IlS9i9ZQuXtG7NjQMHEu7xnL9iLZDn87Fu3jy+mj+f4/v3ExYZSetbb6VHYiKpmzfz7bJlOMLD+d3tt3NRJf4+KhERkaLKLGC9//77VKtWjWnTpnH8+HFuvfXWCy5gzUhIYN7f/kauzwfAqzNnMnT0aB568smzbnt4/37ubt+ebK+X7MxMwj0eXh4/ngVffUXt+vXPd+m/iDctjemtW5Nx6FDhWNaxY3w5cyZrn38el9tNns+HzW5n1fTp3DRtGh2HDy/HikVERCqGMrtE2LNnT0aOHFn42G63l9XUltiVksK8GTPwZWURDAYJBoP4srOZM3Uqu7dvP+v2Ux94gBNpaWRnZgKQnZnJ8aNHmT5ixPku/Rf7aOzYYuHqFBMgGCQvOxtMk6Dfjz87m08ee4yThw+XeZ0iIiIVTZkFLI/HQ2RkJF6vlxEjRvDQQw+V1dSWWPHee/jz8kqMB/x+Vr7//hm3NU2TdZ9+SjAQKDYeDARY8/HHltZppW+WLi11mRlizLDb2V6Bj0dERKSslNklQoBDhw4xfPhwBg0aRO/evUOu4/P5SElJKcuyzkl6ejoYRskFhkF6evoZazZNE8MWOsvabLZzOt7y6IsZ6njPtL5pknr0aJnXWVGfM+VNfSmdehOa+hKa+lI69aZ0ZRaw0tLSGDJkCBMmTKBjx46lrhcWFkaLCniz9F3Dh7Nw1qwSZ7Fsdjt3Dx9O3Xr1zrh9XP/+rFy6tNj2TpeLGwcOPKfjTUlJKfO+XH3vvXz5t7+BWfJ8VajoZZgm1w8dSni1aue9tqLKozcXAvWldOpNaOpLaOpL6Sp7b5KTk0tdVmaXCF9++WUyMjJ48cUXiY+PJz4+Hl/BzeIXgnoNGzJx1izcYWGER0QQHhGBOyyMSbNnnzVcATz6/PM0aNaMiMhIXG43EZGRNLjsMh7629/KoPpfpudTTxHTunWJcQOwezw4wsJwhofj9HhwhoczYPHiMg9XIiIiFVGZncEaP34848ePL6vpzouB997LDTffzMoPPsAwDG7o3ZtatWuf07ZVq1dn8ebNbPjsM/Zu20bjFi1od/312Eq5dFgRuD0eHt24kZ2ffcaG117j0JYtRNaoQbv4eNrddRcn9u9n+8cf43C7aXHLLURUr17eJYuIiFQIZXoP1m9BrTp1uP2++37RtjabjQ7du9Ohe3eLqzp/DMOgWVwczeLiSiyr1qABHYYNK4eqREREKraKe/pERERE5AKlgCUiIiJiMQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgVWCmaZK0dCmPXHMNU/v04bUJE/CeOHHe5kvft48lw4aR2KIFL950E7uSkiyfI5CXx8bZs3ktNpbXrryS/86aRSA31/J5REREypO+7LkCe2XUKD5++WV8mZkAvDltGp8vXsyLmzYRHhlp6Vxp333Hs23bkuP1EvT7Sd22jd1JSQycO5erBg+2ZA7TNFl2880cWL0af1YWAEljxrDrvffov2IFhmFYMo+IiEh50xmsCurYoUN88MILheEKIM/nI/3gQZYvWGD5fB9NmIAvI4Og3184lpuVxdsjRxIoMvZr/LBqFQfXrCkMVwD+rCwOrVvH9198YckcIiIiFYECVgW146uvcLrdJcZzsrP5+pNPLJ9v1xdfYAaDJcbzsrM5/v33lsxxYPVq/D5fyTmysjiwerUlc4iIiFQEClgVVLXatQmGCDw2u52LGjSwfL4qtWuHHA8GAniqV7dkDk+dOjjCwkqMO8LD8dSpY8kcIiIiFYECVgXVvEMHasTEYLPbi407XS56Dx9u+Xzdx4zBFRFRbMzhdtOqTx/Cq1a1ZI5m/fphOEre9mdzOLhswABL5hAREakIFLAqKMMweOazz2japg2u8HDcHg+R0dE8vmgRja64wvL5ruzfn54JCbgiIgiLisIRFkaLHj0Y/Oqrls3hjopiwGefEdWwIU6PB6fHQ5UGDei/ciVui0KciIhIRaBPEVZgterVY9bXX3N4zx62btrEdb17Yw9xBsgq3ceMoetf/sKRHTuoWrcuUefhsl2dtm25b88e0rdtwzRNarRooU8PiojIb44C1gWgTuPGHPf5zmu4OsXt8VD/yivP6xyGYVCjRYvzOoeIiEh50iVCEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgiYiIiFis0gWsQCDwq7cLBoMEg8FfvJ+fU0MgEMifr8g2gUAAv98PgGmahfs0TTPkPkLVW3QsGAgQLNiHPzf3nGsLnuU4TNM86zoVgWmamBdAnSIicuEos4AVDAaZMGECt912G/Hx8ezbt6+spgbgg3ff5YomTajqcFC/Rg1mTptWaiApatGcOcTWqUNjh4O2dety05VX0szlopnbzX233ELqwYNn3Ydpmrzx/PNcW6UKHR0OOjocXB8dzfuvvlrqNinr1zO0TRt6Ohz0sNt5uFUrhjRrxoBq1ejjcHCL08mtYWH0dTjo53DQ3+HgjqpVeXvKlMLgdOLwYWb27cuf3G7+5HIxvVcvdq1bx99uuon7XC7uczr5s8vFUIeDBxwOHnQ4+IvbzYjwcNbMm1dqbV8vWMDkiy9mrMNBYkwMX/3jH8WWB/1+vkhIYFq1akxxOHi5ZUv2fPbZWftU1oI5OWwbOZJ/R0ay0ulkXdu2/PjVV+VdloiI/AaU2Zc9r1y5ktzcXN544w02bdrEM888w0svvVQmc/97xQqGDB5MdlYWAMfT05kycSK+7GzGTJhQ6naL5szhr488Urjd0cOHOXr4MAb5yfTzjz/mj5068e8dO3C5XKXu55/PPcfssWPJK3J2yHviBFOHDcNut9PrzjuLrf/Djh08fsMN+DIzi40f3rkTo8jj3JwcbICz4HH2yZO8mZiILyuLgRMn8tdOnTj2/fcEC852bf70Uzb/6184AbMghPmDQZyAUfAHwO/zsei++4iuX5+WPXoUqyF54ULeHT6cvIKenDx0iPdHjMAwDK4aMgSAT0eO5JsFC/AXrJOWksIbffpw55dfEtOuXal9KmtbBg0i7ZNPCGZnA3Dyv/8l+frruXrTJiIuuaScqxMRkQtZmZ3BSk5OpkuXLgC0adOGrVu3ltXUPDV+fGFIOiUrK4uZ06eTl5dX6nYznnyyxHYAp857Bfx+TqSns/L990vdRzAY5B+JicXC1Sl5ubnMCRHw3pwxg1yfr9iYHYqFq8L9F6kHIDc7mw9nzmTDsmWcTEsrDFcAZiCAGQwSOO1yoa2Ufb85cmSJseXjxxeGq8LjyMpiecFx+H78kU3z5xeGq1P82dmsmjQpxCzlI3v/ftI+/rgwXJ0SyMlh7/Tp5VSViIj8VpTZGSyv10tkZGThY7vdjt/vx+EoXoLP5yMlJcXSuXdu3x5yPDc3l/Xr1lGjZs0SywJ+P2mpqWfdd5bXy/pVq2h8+eUhl2dnZpJ18mSp26d+/32J4/123boS9y6FCkClCQYCJK9YQU6IcAj5oexUsj5Twj62f3+J2n784YeQ62YcOMD//vc/MnbtwrDbS65gmhzcuNHyny38sueMb906TEeIp7/fz9F1685LnWXtfLyWfivUm9DUl9DUl9KpN6Urs4AVGRlJZpFLXsFgsES4AggLC6NFixaWzt3yiitYt2ZNyLmu7tgxZB0AdS6+mMMHDpxx3xGRkVxz3XWl1myaJlWqVeNEWlrI5Rc3blxi29916cIP//sfgaJnnzj3kGV3OunQqxeb3ngDX4hwVzRUnelW/VpNmpSoLbpxY9J37y6xbrWGDWnZsiU59evzRYgbxg2bjfrt21v+swVISUn52fv1Va3KGr+f0+/CM5xOanfpQvPzUGdZ+yV9qSzUm9DUl9DUl9JV9t4kJyeXuqzMLhHGxsaSlJQEwKZNm2jWrFlZTc3EKVMIj4goNhYREcGYhIRSwxXA6BDbwU9NczqdXFSnDtfffHOp+zAMg6GTJuEMcY+W0+XigaefLjHe79FHcYWHFxsLQIkwcKqWosHLFR5O3zFjiO3dm+iLL8budBYuszsc2Ox27KedYTp936f+PvDFF0vMd9Mzz+A8rTZnRAQ3PfMMAO4qVWj34IM4T+ubIyyMLme4362shcXEcFG/fthOOxZbWBgNH320nKoSEZHfijILWN27d8flcjFw4ECefvppxo4dW1ZT07lrV5a+9x6tfvc7nE4n9erXZ+rMmfzlkUfOuN0f77yTZ+fNo2HTpjicThpecgkdu3UjIiKCcI+HmwcO5K3//OeMIQ3gj8OGMW7uXKJr1SocqxkTQ+I//0lc//4l1q/buDEzV6+mVdeu2Gw2DMPAZrPRNDaW6Lp1C9cLj4wkLCws/4FhULV2be6eMYM/jh2LzW5nwpo1dBo8GLfHgys8nPYDBpC4cSNX9euHKzwch9uNqyAImUX+hFetyj1vvMGlXbuWqK11v34MfP11ajZrhs3ppMYllzBgwQLaDBxYuM4NU6fS9a9/xVOnDjank5gOHRj82WfUbt36jH0qa5fPn0/DUaNw1qiB4XIRfd11XLV6NeGNGpV3aSIicoEzzHP5XQVlJDk5mYiIiEp9urE0lf007JmoN6GpL6VTb0JTX0JTX0pX2XuTnJxM27ZtQy6rdL9oVEREROR8U8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgiYiIiFhMAUtERETEYgpYIiIiIhZTwBIRERGxWIX7qhwRERGRC0VpX5VToQKWiIiIyG+BLhGKiIiIWEwBS0RERMRijvIuACAYDDJx4kS2b9+Oy+UiMTGRhg0blndZlvvmm2+YPn06CxcuZN++fYwZMwbDMLj00kt58sknsdlsLF26lCVLluBwOLj//vu57rrr8Pl8jBo1imPHjuHxeJg6dSrVq1dn06ZNTJ48GbvdTufOnXnwwQcBeOGFF/jiiy9wOByMGzeO1q1bl/ORly4vL49x48Zx4MABcnNzuf/++7nkkkvUGyAQCDB+/Hj27NmD3W7n6aefxjRN9abAsWPH6Nu3L/Pnz8fhcKgvBf7whz9QpUoVAOrVq8ewYcPUG2DOnDn8+9//Ji8vj9tvv5327dtX+r4sW7aMd955B4CcnBxSUlJYvHgxU6ZMqdR9sYxZAXz66afm6NGjTdM0zY0bN5rDhg0r54qsN3fuXPPmm282+/fvb5qmaQ4dOtRct26daZqmmZCQYC5fvtw8cuSIefPNN5s5OTlmRkZG4d/nz59vPv/886ZpmuaHH35oTpo0yTRN0+zTp4+5b98+MxgMmvfee6+5detWc+vWrWZ8fLwZDAbNAwcOmH379i2fAz5Hb731lpmYmGiapmmmp6eb3bp1U28KrFixwhwzZoxpmqa5bt06c9iwYepNgdzcXPOBBx4wb7zxRnPXrl3qSwGfz2fecsstxcbUm/zXz9ChQ81AIGB6vV7z+eefV19OM3HiRHPJkiXqi4UqxCXC5ORkunTpAkCbNm3YunVrOVdkvQYNGjBr1qzCx99++y3t27cHoGvXrvznP/9h8+bNXHnllbhcLqpUqUKDBg3Ytm1bsf507dqVtWvX4vV6yc3NpUGDBhiGQefOnVm7di3Jycl07twZwzCIiYkhEAiQnp5eLsd8Lnr27MnIkSMLH9vtdvWmQFxcHJMmTQLg4MGD1KxZU70pMHXqVAYOHMhFF10E6PV0yrZt28jOzmbIkCHceeedbNq0Sb0BVq9eTbNmzRg+fDjDhg3j2muvVV+K2LJlC7t27eK2225TXyxUIQKW1+slMjKy8LHdbsfv95djRdbr0aMHDsdPV2RN08QwDAA8Hg8nT57E6/UWnto/Ne71eouNF123aM/ONl5ReTweIiMj8Xq9jBgxgoceeki9KcLhcDB69GgmTZpEjx491BvyL2tUr1698H/soNfTKWFhYdxzzz384x//4KmnnuKxxx5Tb4Djx4+zdetW/v73v6svIcyZM4fhw4cDei1ZqULcgxUZGUlmZmbh42AwWCyM/BbZbD9l28zMTKKiokr0ITMzkypVqhQbP9O6UVFROJ3OkPuoyA4dOsTw4cMZNGgQvXv3Ztq0aYXLKntvIP9szWOPPcaAAQPIyckpHK+svXn77bcxDIO1a9eSkpLC6NGji/1LuLL2BaBx48Y0bNgQwzBo3Lgx1apV49tvvy1cXll7U61aNZo0aYLL5aJJkya43W4OHz5cuLyy9gUgIyOD7777jquvvhrQe5OVKsQZrNjYWJKSkgDYtGkTzZo1K+eKzr+WLVuyfv16AJKSkmjXrh2tW7cmOTmZnJwcTp48ye7du2nWrBmxsbF8+eWXheu2bduWyMhInE4n+/fvxzRNVq9eTbt27YiNjWX16tUEg0EOHjxIMBikevXq5XmoZ5SWlsaQIUMYNWoU/fr1A9SbU959913mzJkDQHh4OIZhcMUVV1T63ixatIjXX3+dhQsX0qJFC6ZOnUrXrl0rfV8A3nrrLZ555hkAUlNT8Xq9XHPNNZW+N23btmXVqlWYpklqairZ2dl07Nix0vcFYMOGDXTq1Knwsf7/a50K8YtGT32KcMeOHZimyZQpU2jatGl5l2W5H374gUceeYSlS5eyZ88eEhISyMvLo0mTJiQmJmK321m6dClvvPEGpmkydOhQevToQXZ2NqNHj+bo0aM4nU5mzJhBrVq12LRpE1OmTCEQCNC5c2cefvhhAGbNmkVSUhLBYJCxY8fSrl27cj7y0iUmJvLJJ5/QpEmTwrEnnniCxMTESt+brKwsxo4dS1paGn6/n/vuu4+mTZvqeVNEfHw8EydOxGazqS9Abm4uY8eO5eDBgxiGwWOPPUZ0dLR6Azz77LOsX78e0zR5+OGHqVevnvoCzJs3D4fDwd133w2g9yYLVYiAJSIiIvJbUiEuEYqIiIj8lihgiYiIiFhMAUtERETEYgpYIiIiIhZTwBIRERGxmAKWiFhi/fr1dOzYkfj4eOLj4xkwYAALFy78Vft8+OGHyc3N/dnbXXPNNee03rJly5g+ffrP3r+IyNn8tn9duoiUqauvvprnnnsOyP+dTD179uSWW24hKirqF+3v1L5ERC40Clgicl54vV5sNht2u534+Hiio6PJyMhg7ty5TJw4kX379hEMBnnooYfo0KEDn3/+OS+88AKQ/9ukn3rqKeLi4vjkk084evQoTzzxBH6/H8MwGD9+PM2bNy+cKxAIkJCQwK5du6hfv37hWa9Dhw6RkJBATk4ObrebSZMmUbdu3ZD1zpgxg61bt5KZmUnTpk15+umniy3/5ptvmDx5MqZpUrt2baZPn87mzZsLa/b5fEydOpWYmBhGjhyJ1+vF5/MxatQoOnTowOuvv87y5cvx+/1UqVKFWbNm4XK5zkfrRaQCUMASEcusW7eO+Ph4DMPA6XSSkJCAx+MBoHfv3nTv3p3FixcTHR3NlClTOH78OHfccQfvvfcekyZN4s0336RGjRq88MILxb4r7tlnnyU+Pp64uDhSUlIYN24cy5YtK1yelJRETk4OS5cu5eDBg3z66adA/vc4xsfH061bN9auXcv06dOZMWNGibq9Xi9RUVG8+uqrBINBevXqRWpqKrVr1y5cJyEhgeeee46mTZuyaNEidu/ezc6dO5k2bRq1a9fm5Zdf5l//+hdxcXGkpaWxYMECjh07xt69ewkGg5w4cYIFCxZgs9m455572LJlC23btj1fPwoRKWcKWCJimaKXCE/XuHFjAHbs2EFycjKbN28GwO/3c+zYMaKioqhRowYADz74YLFtd+/ezVVXXQVAixYtioUvgJ07d9K6dWsAYmJiCs9S7dixgzlz5jBv3jxM08TpdIasze12k56eziOPPEJERARZWVnk5eUVW+fYsWOFX+E1ePBgIP8M2eTJk4mIiCA1NZXY2FguvfRSBg8ezCOPPILf7yc+Ph6bzYbT6Szc/+HDh/H7/efQURG5UClgiUiZMAwDgCZNmlCnTh2GDRuGz+fjpZdeolatWmRkZHDixAmqVatGYmIiffr0Kdy2adOmfP3119xwww2kpKRQs2bNYvtu0qQJH330EXfddRepqamkpqYWjg8ZMoTY2Fh2797Nhg0bQtaWlJTEoUOHmDlzJunp6axYsYLTv0XsoosuYu/evTRq1Ii5c+fSuHFjEhISWLlyJZGRkYwePRrTNNm+fTuZmZnMnTuXI0eOMHDgQOrWrcvKlSt58803yc7Opm/fviX2LyK/LQpYIlKmBg4cyPjx47njjjvwer0MGjQIm83Gk08+ydChQ7HZbLRs2ZJWrVoVbvP444+TkJDA/Pnz8fv9TJ48udg+4+LiSE5Opn///sTExBAdHQ3A6NGjmThxIjk5Ofh8Pp544omQNbVu3ZoXX3yRAQMG4HK5qF+/PkeOHKF+/fqF6zz11FOMGzcOm81GrVq1uPvuu7nlllsYMGAAUVFR1KxZkyNHjtCoUSNmz57Nu+++i9PpZMSIETRs2JDw8HD69u2Ly+WiVq1aHDly5Dx0V0QqCn3Zs4iIiIjF9HuwRERERCymgCUiIiJiMQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjF/h/stbrMwEAPygAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAAGCCAYAAAArCS3BAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABOEElEQVR4nO3dd3xT9f7H8VeSNt1YVhGULWXKFAQUEARErgxRGUKVCz8FAQeIIohcvIgCgngBB6g4cCAqgoqK4kJkqJUhWJC9KXt0N8n5/VESmjQp7ZFQxvv5ePRBc873fM/3fJI2737PycFiGIaBiIiIiBSatagHICIiInKxUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKxISsrCxmzZpF586dqV+/Pg0bNqRbt27MmjWLzMxMU30mJCTQpk2bczzSs3viiSeoXr36ed/vvn37GDJkCE2aNKF169bMmDEDl8tVoG1XrVpF9erVmT59esA2bdq0CXo9XS4Xe/bsyTOu+fPnB3W/F4rq1avzxBNPFPUwRIpUSFEPQORi43A46N+/P2vWrKFr16706NEDp9PJ77//zgsvvMD333/PO++8g91uL+qhFkiPHj1o1qzZed1nZmYm/fv3Jz09nYceeoi//vqL6dOnExkZSb9+/c7rWMxKSUmhb9++tGrVigcffBCAqlWrMmnSJBo2bFjEoxOR80VBSqSQvvrqK3799VemT59O+/btPcvvueceXn/9dZ5//nk+/vhj7r777iIcZcE1aNCABg0anNd9/v7772zbto0XX3yRW2+9FYDVq1ezaNGiiyZIHT9+nD///JNWrVp5lpUqVYouXboU4ahE5HzTqT2RQlq9ejUAN9xwQ551vXv3JjQ0lDVr1pznUV1c0tPTgZzTewCGYZCVlUVoaGhRDktEpNAUpEQKKSoqCoAPP/wwz7qIiAj++OMPJk2a5LX866+/pk+fPjRq1Ig6derQpk0bJk2aRFZWVr772rJlC4MHD+a6666jXr169OzZk59//tmrTUJCAn379uX777+nY8eO1K1bl65du7J48eI87fr378/UqVNp0KABzZo1Y9OmTX6vkUpOTmbUqFHceOONNGjQgDvuuIMlS5Z4tTlw4ACPP/44TZs25dprr6Vr16589tln+RfvtKZNm1K8eHFefvllNm7cyNixY9mzZw+9evUq0PZmnThxgnHjxtGiRQvq1KnDrbfeyttvv43v/5S1YcMGHnzwQZo3b07t2rVp1qwZjz76KAcOHAByroW6+eabAZgxYwbVq1dnz549ea6Rcj/+5ZdfePrpp2nWrBn16tXj3nvvZePGjV77zM7O5sUXX+Smm26iXr169OnTh40bN1KrVq18rwXLz08//USfPn1o0KABN9xwA0OHDvW6pgtgyZIl9OzZk7p163LdddcxcODAPGMDeO+997jllluoW7cud955J5s2bfK7zx9++IGePXtSr149GjduzIMPPsj27dtNjV/kYqAgJVJInTt3JjQ0lIkTJ3Lbbbfx4osvsmrVKk8o8r026qOPPuLhhx8mJiaG4cOH8/jjj3PVVVfxxhtvMGvWrID72bRpEz169GDLli0MGDCAoUOH4nA4uP/++/nyyy+92m7dupWHHnqIxo0bM3z4cKxWKw899BCff/65V7s//viDRYsW8dhjj3H77bdzzTXX5Nnv8ePH6d69O4sWLaJz5848/vjjhIeHM2TIEE+YSk5O5q677mL58uUkJCQwYsQIihcvzmOPPcbrr79+1hpGR0fz9NNPk5KSwu23387HH3/M8OHDC31aLD09naNHj/r98r1wPS0tjT59+rBw4UJuv/12Ro0aRbVq1Xj22Wf573//62m3adMm7r77bnbu3Mn999/PmDFjaNmypadukHMt1MiRIwFo164dkyZNokSJEgHHOXr0aP766y8GDRrEfffdx9q1a7nvvvtwOByeNsOHD+eVV16hadOmnprfc889Bb4A39eiRYsYMGAAJ06c4MEHH+See+5h+fLl9O3bl5MnTwI54Wjw4MFkZ2czbNgw+vbty7p16+jVqxfr1q3z9DV9+nT++9//Ur58eUaMGEHVqlXp3bt3nn3Onz+fBx54gIiICB577DH69u3L6tWr6d69u8KUXLoMESm0H374wWjWrJkRHx/v+apfv74xbNgwY9u2bV5tO3ToYPTo0cNwuVyeZdnZ2UbLli2N2267zbOsT58+RuvWrb0et23b1khNTfXa7u677zaaN29uZGZmetrFx8cbb775pqddenq60a5dO+PGG280nE6nV7uVK1d6jW/EiBFGfHy85/GkSZOM+Ph44/fff/csy8jIMNq2bWvccccdnm2aNGliJCcne/U1bNgwo06dOsbhw4fzrd/x48eNUaNGGdWrVzfi4+ONwYMH59ve18qVK71qH+grdz2nTZtm1K5d29i4caNXX1OmTDHi4+ONpKQkwzAMY8yYMUa9evWMY8eOebUbOnSoER8f71m+e/duIz4+3pg2bVqecX3yySdej++44w7D4XB42s2cOdOIj483li1bZhiGYfz2229GfHy88cILL3jauFwuY/DgwXn2URBOp9O44YYbjE6dOhnp6eme5b/88osRHx9vvPvuu8bRo0eNevXqGXfeeafnteQ+LvdywzCMI0eOGHXq1DEGDRrk9RqeNm2aER8fb4wYMcIwDMM4deqU0bBhQ2Po0KFeYzl48KDRuHFjY9CgQYU6BpGLhWakREy46aab+OGHH5g6dSpdunShdOnSpKWl8cUXX9ClSxd+/fVXT9vPPvuMWbNmYbFYPMuOHDlCsWLFSEtL89v/sWPH+PXXX2nVqhUZGRmeWZaTJ0/Srl07Dh8+zJ9//ulpHxMT43Vxe3h4OL169eLgwYOsX7/ea3njxo3zPbYff/yR2rVr06hRI8+ysLAwZs2axbRp03C5XCxZsoTrrruOkJAQr1mg9u3bk5WVxS+//BKw/6NHj9K7d28WLlzIY489Rp06dfj2229ZuHAhAF9++SVLly7Nd4xuXbp04c033/T7VapUKa+233zzDfHx8ZQuXdprzG3btgVyTkkBjB07lu+//57Y2FjPtikpKYSFhQEEfM7y0759e2w2m+dxzZo1ATh06BAA3377LQD//ve/PW0sFgv33XdfofcFsH79eg4dOkT37t0JDw/3LG/evDkfffQRXbp0YcWKFaSnp/Pvf//baxb16quvpnPnzqxbt46DBw96Zlu7d+/u9RpOSEjw2ucvv/xCSkoKbdu29aqvzWajadOmLFu2zGsGTuRSoU/tiZgUFhZGx44d6dixI5BzXc3s2bP54osv+M9//sNXX30FQGhoKL/99htffPEF27ZtY9euXRw5cgSAq666ym/fu3fvBmDOnDnMmTPHb5v9+/d7vq9QoUKeU4oVK1YEYO/evdStWxeA2NhYrNb8/37au3ev3/svVa5cGcgJgadOnWLJkiV5rpvyNzZfL7zwAps3b2by5Ml06tSJ9u3b061bN8aOHUutWrUYP348pUuXpmXLlvmOE6B8+fI0b97c7zp38HHbtWsXGRkZAW/14B6zxWLh2LFjzJw5k02bNrFr1y727dvnuY7KzKk239N+7ufK3dfOnTuJjY31Cm8AVapUKfS+IOc5hDOvgdzcrwX3tVL+9lG1alUg58MA7r4qVKjg1SY2NpaSJUt6Hu/atQuAoUOHBhzX0aNHiYuLK/BxiFwMFKRECiEtLY2ZM2dSu3Ztr1sfANSuXZspU6Zw8uRJli5dyrFjxyhevDhTpkxh1qxZ1KpVi/r169OlSxcaNGjAuHHjAgYOp9MJ5HwK0D1j4iv39U3+Pu3mfpPOPROS+/tAnE6n18xDoLHdcsst9OzZ02+b8uXLB9z+u+++o1KlSnTq1MnT9rnnnmPw4MH06dOH48eP06dPn7OOs7CcTieNGjViyJAhfte73+B//PFHBg0aRFxcHE2bNqVly5bUqVOHZcuWMXPmTFP7Plt4zc7O9vsc+obBgnI/92fbbyDu0BgaGup5Lfi70WzuUOn+fty4cVx99dV++73iiitMjUfkQqYgJVIIYWFhvPHGGzRo0CBPkHK75ppr+PnnnwkPD2fv3r3MmjWLLl265Pkk3+HDhwPuxz1TZbPZ8sy4bNmyhT179hAREeFZtmfPHgzD8ApAO3bsAPzPSuSnXLlyntmF3D799FMSExMZM2YMEREROByOPGPbt28ff/31l9fYfBmGkSfQtW3bln79+jF79mxCQ0ODcg+uq666itTU1DxjPnHiBCtWrPDUady4cVSsWJFPPvmEyMhITzvfC/fPpfLly7N8+XJSUlKIjo72LHc/h4VVtmxZIGemy/c2HSNHjqRhw4ae19i2bduoUaOGV5tt27YBcOWVV3pC8Y4dO7zapaSkcOzYMc9jd38lSpTIU+NVq1bhcrkumpvUihSGrpESKQSbzUbHjh359ddfPdf05Hb8+HEWL15M8+bNiYiI4MSJEwB5Ph33008/sWPHjoDXjMTFxVGnTh0+/fRTkpOTPcuzs7MZNWoUDz30kNe2hw8f9pxKhJxPs33wwQdUqlSp0P/9S8uWLfnzzz+9rq3Kzs7mjTfeYP369djtdlq2bMlPP/2U52PyEyZMYPDgwV5vsL6uv/56tm7d6nUdmcPh4ODBg559+bu1xD/Vpk0bNm7cyI8//ui1/JVXXuHhhx9m8+bNQM5zWK5cOa8QtX//fr755hvgzIycOwya/VRdbu3atcPlcvH+++97LX/vvfdM9VenTh1KlCjB/PnzvW6x8ccffzB//nzS0tJo3rw5YWFhvPnmm15tDhw4wOeff07dunUpWbIkzZs3JzIykrffftvrNec7Nnd/r7/+OtnZ2Z7lycnJDBo0iMmTJ+c70ylysdKMlEghPfHEE6xbt47HH3+czz77jBYtWhAdHc2uXbuYP38+2dnZjBkzBsgJUOXKlePVV18lMzOTK6+8knXr1vHpp58SFhZGampqwP2MHj2ae++9lzvuuINevXoRGxvLokWLWLt2LY8++ijFixf3tA0NDWXkyJFs2LCBuLg4PvnkE5KTk3n11VcLfXwDBgzg66+/5t5776VPnz7ExcWxaNEitm7dyhtvvAHkfFR/1apV9O7dm969e1OuXDl+/PFHfvjhB3r06EG1atUC9j98+HCWL1/OoEGD6Nu3L1dccQWffvopGzZsYODAgfz444+88MILhISEnNO7nA8YMIBvvvmGIUOG0LNnT6pVq0ZiYiILFy6kZcuWnmuyWrZsyZdffsmYMWO49tpr2bNnD/PmzfPcRNT9nLmvN/v+++8pV65cwBnKgrjhhhto3bo1U6ZMYfv27Vx77bUsX77cc8+wwgYQu93OE088wYgRI+jVqxedO3cmNTWVd955h6pVq3LXXXcRGRnJsGHDeO655+jVqxedOnUiNTWVDz74AJfLxejRo4GcW1U89thjPP3009x7773ceuutbN68mc8++8xr5rFEiRKe/nr06EHnzp1xOBy8//77ZGZmMmLECNP1EbmQKUiJFJL7L/233nqL7777jpdeeon09HTi4uJo3749AwcO9FxvY7fbmTVrFhMmTOCdd97BMAwqVKjAqFGjcDgcjB8/nvXr11OnTp08+2nQoAEffPAB06dP580338ThcFC5cmUmTJjA7bff7tU2Li6OUaNGMXHiRA4dOkTt2rV58803z/oJPX9KlSrFvHnzmDJlCnPnziUrK4saNWowe/Zsz4XaFSpUYN68eUybNo158+aRlpZG+fLlGTlyZJ5Pc/kqX748c+fOZfLkybz55ps4nU5q167NzJkzuemmm0hISGDQoEEBr7MxKzY2lg8//JBp06bx9ddf8+GHH1KuXDkGDRrE/fff77meaOzYsURGRvL999+zcOFCrrzySrp27Uq7du3o1asXK1eupFatWkRERDB06FDeeOMNnnnmmTwXYxfW1KlTmTp1KosWLeKLL76gQYMGvPDCCwwaNMjUKbEuXboQHR3NzJkzmTJlCsWKFaN169Y8+uijntm2vn37EhcXx+zZs3nhhReIiIigSZMmDBkyxGsm8+677yYmJoZZs2YxceJEKlWqxMsvv5wnHPXt25cyZcrw5ptvMnXqVMLDw6lduzbPP/+816dARS4lFsPwuaWviFxUEhIS2Lt3L99//31RD+Wc8b3e61J36tQp7HZ7novL169fzx133MH48eO58847i2h0IpIfXSMlIhecyylEQc49rurXr88ff/zhtXzRokXAmVsWiMiFR6f2RESKWOvWrYmJiWHo0KH07t2b2NhY1qxZw/z58+ncuTPx8fGkpqYW+GagpUuXDvKIRcRNQUpEpIiVKFHCcz3cO++8w8mTJ7nqqqsYNmwY/fv3B2D27NnMmDGjQP0F+g+FReTc0zVSIiIXgd27d3vueH82ge72LiLnnoKUiIiIiElFcmovMTGxKHYrIiIiYkqgW3gU2TVSkZGRnv8BXbwlJSWpNn6oLv6pLoGpNv6pLoGpNv5d7nXJbwJItz8QERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETGpyO5sfjlxuVz8/t13/PbttxzZv5+omBgsQFhEBFXq1KF2s2asWLiQtFOnuP6226BYsaIesoiIiBRA0IJU165diYmJAeDqq6/mueeeC9auLmiO7Gwe7diR9cuXk5mWhsVnfZjdjjMrC3toKIbDwfwXX6Ruu3Y8M38+FotvaxEREbmQBCVIZWZmAjBnzpxgdH9R+WL2bE+I8iczKwsbkJWdTQiQkZrKmsWL+f2bb2h8yy3ndawiIiJSOEG5Rmrjxo2kp6fTr18/7rnnHtasWROM3VwUvnzrLTJOh6hA80tGri+ArPR0vn/vvfMwOhEREfkngjIjFR4eTv/+/bnrrrvYsWMH9913H19//TUhIWd2l5GRQVJSUjB2f0HJzMoq/EYWC6dSUi6L+hTG5fKaKSzVJTDVxj/VJTDVxj/VJbCgBKnKlStTsWJFLBYLlStXJjY2lkOHDlG2bFlPm/DwcGrWrBmM3V9Qej78MJMHDSIzNRUD/7NSllxfAPbwcO566KHLoj6FkZSUpJr4oboEptr4p7oEptr4d7nXJTExMeC6oJza+/jjj5kwYQIAycnJpKSkULp06WDs6oLXvndvmnXsiD0iwm+IiggPx2KxEBkRQWhYGPaICG7o0YN6N910vocqIiIihRSUGak777yTkSNH0qtXLywWC88++6zXab3Lic1m45l589iYmMgfP/zA0QMHiI6NxWIYhIaFUbFGDWo1bcqKzz4jIyWFxrfeSorLVdTDFhERkQIISrqx2+1MmTIlGF1ftGo0akSNRo0Cru/4f//n+V7noUVERC4OurO5iIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUhdIgzDYNe6dexYvRqX0+lZfmTXLrauWkX6qVNFODoREZFLU0iwOj5y5AjdunVj9uzZVK1aNVi7EWDH6tVM6dqVlCNHsFit2CMiGDB7NkumTmXLL78QYrfjzM6m01NP8a+RI4t6uCIiIpeMoASp7OxsxowZQ3h4eDC6l1wy09J4pk0b0o4f9yzLOHWKKV26EG614srOJjsjA4DPx4/nyurVadStWxGNVkRE5NISlFN7EydOpGfPnsTFxQWje8nl9wULvE7lubmcTjKzs72WZaWm8vXzz5+voYmIiFzyzvmM1Pz58ylRogQtWrRg1qxZAdtlZGSQlJR0rnd/SShMbTb/+adnxqkgDu/efdHWXa8Z/1SXwFQb/1SXwFQb/1SXwM55kPrkk0+wWCysWLGCpKQkRowYwSuvvELp0qW92oWHh1OzZs1zvftLQlJSUoFrE9G9Oz9Om4bTZ/YJ8k43WkNCaHDbbRdt3QtTl8uJ6hKYauOf6hKYauPf5V6XxMTEgOvOeZB67733PN8nJCQwduzYPCFKzp1KDRrQ8LbbWL1oEZmpqQDYIyMpXaECJ3fuJDs9HQCb3U54TAy3jR5dlMMVERG5pATtU3ty/gx5/31+njOHH15/HWd2Ni3uuYc2993H9t9+46vnn+fIzp3UbNOGDsOHE1u2bFEPV0RE5JIR1CA1Z86cYHYvp1ltNlr17Uurvn29lle74Qaq3XBD0QxKRETkMqAbcoqIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiIiIiJilIiYiIiJikICUiIiJikoKUiIiIiEkKUiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJQQlSTqeTkSNH0rNnT3r37s2uXbuCsZt8bdu6ld7dulGuWDGqX3UVU557DofDkaddeloa40eMoG5cHDVjY3mkb1+S9+9n/jvv0Do+ntoxMXRv2ZLVK1eedZ/bk5JIuO46rrfZaGK1clv58qz85puA7TPS0pj5+ON0i4ujc2wsE/v25WhycqGO0zAMfnjjDR655hr6xcQwrnVrtv3+e6H6EBEREXNCgtHpDz/8AMDcuXNZtWoVzz33HK+88kowduVX8oED3NS4MSdPnMDlcpFy6hSTnnmGjX/9xWtz5njaGYZB71tvZc2vv5KZkQHA/PfeY/GCBZCVRUZ6OgC//fwzd998Mx/+9BN1r7vO7z7379xJ74YNyc7IwHJ62cE9exj6r38xddEimrZv79XeMAye6NCBTb/9RtbpfX/33nus/v57Ri5YUOBjXfjccyx89lkyU1MBSPrxR8a1asXY5cupWK9egfsRERGRwgvKjFTbtm0ZN24cAPv27aNUqVLB2E1AM2fMID0tDZfL5VmWnpbGgo8/Zneu2bHVv/7Kn4mJnhAF4HQ4OHniBKmnQ5RbRloaU0aPDrjPd55/HkeuEJW7vxeHDcvTPmnVKjb/8YcnRLnbnjp6lMQvvyzQcWZlZHiFKM/y9HQ+GTu2QH2IiIiIeUG7RiokJIQRI0Ywbtw4brnllmDtxq9fly8nMzMzz/KwsDCSNmzwPP5r7VoMw/Dbh7+lf61ZE3Cf61as8LsNwK7Nm/Ms27pmDUauoOeWkZrKjj//DLif3I7s3o3F4hvdcma7tv/xR4H6EBEREfMKdGrP6XQyf/589u/fz/XXX0+1atUoUaLEWbebOHEiw4cPp3v37ixatIjIyEjPuoyMDJKSksyPPB9lypXDFhKC0+eaqMzMTFyG4dmvJSQE/ASRQEqXLRtwzCWvvhoChJcrSpXKs50jNBSseXOsPTyckhUqFKg2mampOLKy/K6LyWesF6tgvmYuZqpLYKqNf6pLYKqNf6pLYBYj0JRMLk8++SRxcXEsX76cAQMG8MEHH/Daa68FbL9gwQKSk5MZMGAAKSkpdO7cma+++oqwsDAAEhMTiYyMpGbNmufuSHLZtnUrzevVIy3XKa+wsDCuv+EGvvjuO88yl8vFTbVqsXPbNhzZ2QBYLBZC7XbCrFYyc53eC4+MZNaCBbRo187vPresX0+fhg1xZmd7nd6z2myMffttOvTu7dXe5XLx75o12b99O85c+4664grGfPUVjZo2LdCxzh40iKVvv01WWppnmT0ykhFffknNVq0K1MfFIikpKWivmYuZ6hKYauOf6hKYauPf5V6XxMREGjVq5HddgU7t7dq1i4cffpiwsDDatGnDqVOn8m3fvn17/vrrL3r37k3//v0ZNWqUJ0SdD1WqVmXhN99Qq04dbCEh2O12bu/enbkLF3q1s1qtzF+6lNYdOhASGootJIT6TZrw5W+/0e+RR4iMjiYkJIQyV13F5LfeChiiAK6pU4dpX3/NFbmuB7OHhzPsf//LE6Lc+37x559pfMst2E7vu0aTJvzvl1+IvOKKAh/rvdOm0W7QIMKiorCFhFCyfHkGv/vuJReiRERELkQFPrV39OhRAFJSUrD6OSWVW2RkJP/73//++ej+geubN2fln3+SkpJCWFgYoaGhftuViovjrc8+yznt53QScfr0Y81rr+XRceNIT0sjKjra77VIvpq0acOSQ4dIOXkSR3Y2xYoXz7dWxePiGP/552Sd3nf46X0XZvrUFhJC7+efp+dzz5GVnk54AccqIiIi/1yBgtQjjzxCr169OHToED169GDUqFHBHtc5Ex0dXaB2/mbMbDYb0TExhd9nsWKFam8/B7N1tpAQIkyMVURERMwrUJBq0qQJixcv5ujRoxQvXlwzHiIiIiKcJUglJCQEDE3vvPNOUAYkIiIicrHIN0g9/fTTALz00kvcfPPNNGrUiHXr1nnuXC4iIiJyOcv3qvEqVapQpUoVDh8+TMeOHSlTpgzt2rVjz54952t8IiIiIhesAv9fex999BF169Zl9erVREREBHNMIiIiIheFAt1HavLkyWzbto0pU6awY8cOpk6dGuxxiYiIiFzwCjQjVbp0aa6//npKlChB5cqVvf6rFxEREZHLVYFmpKZMmcL8+fMJDQ1lwYIFTJgwIdjjEhEREbngFWhG6rfffmPu3LkA3HvvvXTv3j2ogxIRERG5GBRoRsrhcOByuQAwDEM35BQRERGhgDNSHTt2pFevXtSrV49169bRsWPHYI9LRERE5IJXoCDVr18/brzxRrZt28Ydd9xB9erVgz0uERERkQtegU7tzZs3j48//pgOHTowceJEFixYEORhiYiIiFz4ChSkPvjgAx599FEAZs6cyQcffBDUQYmIiIhcDAoUpKxWK2FhYQCEhobqYnMRERERCniN1M0338zdd99N3bp12bBhA23atAn2uEREREQueAUKUoMGDaJ169Zs376drl27UqNGDQDWrl1LvXr1gjpAERERkQtVgU7tAdSsWZOOHTt6QhTk3PFcRERE5HJV4CDlj2EY52ocIiIiIhedfxSkdNG5iIiIXM7+UZASERERuZzp1J6IiIiISf8oSHXq1OlcjUNERETkolOg2x+0aNGCo0ePUrx4cY4fP47dbqdUqVKMGTMm2OMTERERuWAVaEaqcePGfP755yxbtowvv/yStm3b8tprrzFt2rRgj09ERETkglWgIHXgwAGqVKkCQIUKFdi/fz8VK1bEZrMFdXAiIiIiF7ICndorXbo0kydPpkGDBqxevZpSpUrxyy+/EBoaGuzxiYiIiFywCjQjNWnSJOLi4li6dClly5ZlwoQJREZG8sILLwR7fCIiIiIXrALNSNntdurXr0/NmjUBWLduHY0bNw7qwEREREQudAUKUkOGDOHYsWOULVsWwzCwWCwKUiIiInLZK1CQOnLkCHPnzg32WEREREQuKgW6Rqpy5cokJycHeywiIiIiF5UCzUglJibSunVrSpQo4Vm2bNmyoA1KRERE5GJQoCD1zTffBHscIiIiIhedfIPUyy+/zKBBgxg2bBgWi8Vr3ZQpU4I6MBEREZELXb5Bqk2bNgD07NnzvAxGRERE5GKS78Xm1apVIysri3feeYcGDRpQv3596taty4wZM87X+EREREQuWPnOSH3yySe8+uqrHD58mA4dOmAYBjabjUaNGp2v8YmIiIhcsPINUt27d6d79+58/PHH3HnnnedrTCIiIiIXhQJ9aq9x48bMnDmT7OxsAA4ePMh///vfoA5MRERE5EJXoBtyjhgxAoA//viDPXv2cPz48WCOSUREROSiUKAgFR4ezoABAyhTpgwTJkzg8OHDwR6XiIiIyAWvQEHKMAwOHTpEamoqaWlpnDhxItjjEhEREbngFShIDRkyhG+//ZYuXbpw880307Jly2CPS0REROSCV+CLzWvWrMnevXtZsmQJUVFRwR6XiIiIyAWvQEFq8eLFvPLKKzidTjp06IDFYmHQoEHBHpuIiIjIBa1Ap/befPNN5s2bR2xsLIMGDWLJkiXBHpeIiIjIBa9AQcpisWC327FYLFgsFiIiIoI9LhEREZELXoGCVOPGjXn00UdJTk5mzJgx1K1bN9jjEhEREbng5XuN1IIFCwCoUqUKZcuWpWbNmoSFhREdHX0+xiYiIiJyQcs3SG3dutXz/aJFi7jttts895QKJDs7m1GjRrF3716ysrJ44IEHuPnmm8/diC8CTqeTZV98wZKPPiLt1Cmy09M5fugQMbGx3NStGx379iUqJsZ0/3+vXMncp55i97p12EJDqdG8OZ1HjKBKo0bsXLOGpW+8QerRo5S55hqO7tyJNSSEuh07sm/dOjZ+9x1ZGRlcVacOrQYOpPL115N27BgrZ89m16+/Uq5uXZrddx8xcXH5jsEwDLZ8/TUb5s4lJDycen37Ur5ZM9PHVFCZR4+y7Y03OPb778TWr0/V++4jrFSps27nOHWKfW+/zfGffyaqRg2uuv9+wq+6Kk+77IMHOfjaa6StW0dU48bE9e9PSPHigftNTub4rFlkrl9PRNOmXPHvf2OLjQXAeegQKa+9RvbatdgbNyaqXz9sJUqYPvbLwt7N8OUsOLwbGneElj3AHlbUoxIRCchiGIZRkIYJCQnMmTPnrO0++eQTNm7cyJNPPsmxY8e4/fbb+fHHH73aJCYmEhkZSc2aNU0N+kLmdDp5tHNnVi9dSkZKime55fS/ISEhlLrySmb//jslypTx20dSUlLA2iyYNIn3n3gCDAPL6X4NIMRup3Hnzvz15Zc4MjNxOZ1e+7aQk5otufoKjYig9ZAhJL71FlkpKWSnpxMSHk5IWBgPL1tGuTp1/I7BMAzm3303f3/+OdmpqWCxEBoRQfPHH6fVf/5TwEoV3prFi9neuzfOtDSc6enYwsOxhofTduVKilWvHnC7zAMHWHXddWQfO4YrLQ1rWBiW0FAaffcdVzRp4mmX9tdf/NW8Oa7MTIyMDCwREdiioqjz22+EVaqUp9+MdevY1aIFRlZWTvvISKzR0VT6/Xc4dYrk5s0xMjPhdF+WqCjK/PorIZUrn9O65Pd6uais/Bye6wmObHBmQ3gUlK0KU5fnfG/CJVObc0x1CUy18e9yr0tiYiKNGjXyu65A10hBzgXnBdGhQwcefvhhz2ObzVbQXVwSfv78c1b/9BPpp0OUO8S4ORwOjhw4wGtjxhS672MHDjB39GiMXCHKvQ9nVhYrP/6YzLQ0rxBFrja+stPT+XbKFFIPHyY7PT1nfBkZZJw4wYcDBgQcx44ffzwTogAMg+y0NH6ZMIHjO3cW+rgKat/48WQdO4bz9FidGRlknzhB4gMP5LvdltGjyUpOxpWWBoArMxNnSgob+vb1arf9/vtxnjyJkZEBgJGejuPoUXY88ojffg/83//hyt0+LQ3nkSMcHD6cowMHYpw8Cbn6ch09yrFcPxuSiyMbJt8LmWk5IQogIzVnhuqzl4p2bCIi+ShwkCqoqKgooqOjSUlJ4aGHHuKRAG9Cl6rvP/6YdHfACMDhcPDz6evPCmP9d99huFx5wlluLj/LjHzaGy4XDj+TkjtXrsSRleV3m78XLiT7dCjJzWK1snXx4gB7+udSVq4El88RGgYHf/qJ/CZWD332GYbDkWd52tatZB05ktONw0HKihXg24/LxYlvvsmzrSs9nYw//si7M6eTlC+/JOuXX/z2lfHttwHHeVnbvg6ceZ8jstJh6YfnfzwiIgWU7zVSw4YNw2Kx5FwPs2ULjz76qGfdlClTAm63f/9+Bg8ezN13302nTp38tsnIyCApKcnksC9cmQ4HFqsVw/cN34c1JCTg8QeqzcGjR3G/NecXjgrLXz8Wm41Nf/+N1c+M4snMTCw2W55wYgCHjh8P3vMaGgrZ2XnHGhpKUlJSwFlTV2io3+WGy8Xm7duxHjyY83zZbHmDGmCc7t9LdjZYLH5r5woNxbDZsBS0r3/oUvhZsifvp7Ij2+9fdqmGlV0mj+9SqE0wqC6BqTb+qS6B5Rukevbs6ff7/Bw+fJh+/foxZswYmuVz8XF4ePgleb713uHDWfH552T4mbFxCw8Pp/tDDwU8/kDnoqtUqsT8J54gKy3Nf/ixWLD6mZmxkDNT5e9NyhYait1qxZmZeWaZ3U79O++kdoBrpEo/8gib334bh0+QslgstB44kLBixfxu90/t7dqVY598givXWK1hYVTs04datWoF3C58yBC2jRuH6/QpQcgJXyXatqX2ddd5lm3p0YOjH32Uc12Tu114OGX696ein+dj7+23c2rhQsg1c2cJD6fEgAHY9u0jbe5cr3WEhxPTvz8VzvHr/pK4dqFGDXi3Iuz923smLzyKqB6PmT6+S6I2QaC6BKba+He51yUxMTHgunxP7TVp0iTgVyCvvvoqJ0+e5OWXXyYhIYGEhAQyTl8ncjmodd11PDB+PPbwcELDw/Ost9vtNOvYkZ65ZvcKKiwigtGLFxMSFoYBni+A8Oho7p81i+jixQkvVsyz7xC7nYiYGCxWK9aQM7nZarMRHhPD4C++oGqLFoRGRhIWHY09Koqr6tXjzpcCX5dSqnp1bp0xg5DwcOwxMdiLFcMeHU2PBQuCFqIAyg4bRsmmTbFFRhISHY0tKorijRrRYOrUfLerOHw4JTt0wBoRgS06Glt0NJHVq1Pn7be92lWaMYPI+vWxRkVhjY7GGhlJTPPmlB8/3m+/V86cSdi112KJisISHY0lMpKIVq0oNXYsxadPx96ggde6sObNueLZZ89ZPS4pFgs8/TmUvAoiYnK+7OHQ/t/Q4q6iHp2ISEAF/tTeuXQpf2rP7dihQ/z23XdYLBZcTif7tm+n5JVXUrd5cyqd5bjPlvyzMjJYPm8eSUuXEhYRQZ02bWjQsSOhYWE4srJY/+23ZJw8SeUmTdi9ejUWq5Va7dqxf8MG9qxdS8apU8RVq0at9u2xn75L/d61a9n355/ExcdToXHjAn24IP3YMbZ9+y02u52q7dsTGhlZuCIVkrsux1av5sSGDRSrUYMSuWaUziblr784tXo1EZUqcUXz5n6P0TAMUn//nYxNm4i49lqi6tXLt0/DMMj49VeyNm8mrF49wq+91mtd1u+/49i0idA6dbDXr1/gsRbGJfWXotMJa3+A48lQ+0YoU/EfdXdJ1eYcUl0CU238u9zrkt+n9hSkLkCX+ws2ENXFP9UlMNXGP9UlMNXGv8u9Lufk9gciIiIi4k1BSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMSkkKIeQDBs27qV995+m5KlStG5a1c+/vBDnNnZ3N23L2XLlcvT/lByMn+sXInT6WTZkiVkZmTQtFUrNvzxB7u3bqVM2bLUqFePqKgoVixZws7Nm6lSsyb3PPQQUTEx/JWYyK/ffceOTZsoVqwY61euJOXYMTAMbFYrhssFQIjNhsViwepyYbFYCAkJIcRqJSIykuyMDBzp6XC6rc1uh+xsMAwgJ/FaTv/rTr/uZRafZbbT3/su5/S63Nv4+97i0969vW8bm582vo99xxCob3/L/fWb6PPYClisVqwWC1anE0uuY7eXKIHr5ElwOLBarVgMI+fLd982W86/TidWqxWsVqwOR05f0dGE2mxYnE5Cr74aw2bDlZQEhkFI6dKEREZiHD2aM/5SpbAkJ2PJzMQSHo4lNBRLRAQ2hwNiYnKWnziBNToaW1gYxq5dWC0WKFUq53lxubBVqoQlOxv27gW7HWuFClhOncJ64gR07UpobCysXQtXXIGlZUuspUtx5Ttvw86dUK4clL0Sdu+AipUhMgK2bIJTJ8Buh62bID0NYq+ArAyw2eBft8Mt/4InHshZ1+pmqBwPjZpD/SbwyxL45E04chCurgAl4mDXFiheEpq3g+SdYAuBWg1gzzY4uBtqNoIaDWHPFqhcC8pVgp/mw5Z1UKw4VKoFDW4CZzas+zlnLAd3ws714MiCctdAo/bw6xewfwuUKAMly0HVRpD4BRzcDnXbQut7IKo4rPoENq+AXWvBlQ23PgKNu4FhELXlJ/hpHJSqCLeNgvAYyEiBLUsh/SSEhEBIGBhOiL0ayjcCiyVnHNuWQvJ6SD8KseWhRsecx4YBlVtBaAQ4s2DHD7A/ERxpULoOVOsE9ig4/Bcc+xtK1oIS8XDkLzj+N5SoBcXj8St1D+z9DjIPQVxziGuWMx6A9ANwZBWEl4GS159ZDjntj64Ae0ko0Qws+f+NHOLYC4c2QXhFiK7v3de5YmRDxlIwMiC8JVhjztI+C7K/B9c6sFWCkLZgKfEPBnAI+BUoBTQB/ukxZgKrT/dTHwjz08YAtgEHgapA3D/cp+TU1Hn6e/c72IXFYhin36nPsbVr1zJ58mTmzJmTZ11iYiKRkZHUrFnznO7TMAx6dOnCl59/7rXc/cYPcE///kx/7TUsFguGYTBx9GhmvfACzuxsXM6cJ8vms63Np4/cfVqB0NPLcoccf0+35XRb319xFrx/JHOHCncfNj/jspKThH3H5Q5TVp/l/pbZfY7HN1m7+w7hTODJzZrryzek+bbPXUt/4/ats+9ja652IbmW+Tt237H77svuZ1mgPt3PW+4+cwdK3/7dY8hdb9/twPs5zf06ws92/tp4+rSA1d8B+u7Y9wXgfpJ8D47Ty3K/4HK39x1AGHmLaQUiI8HlAIsDDJf3gENtEHJ6gSM759/chfR98bhf7O7+3esiQ3PCk6/wKAi3YWSc9H7N3tAH/pwPTkdOCOL0cVqtEBoOpa+B28bDB30g+1TOuHPv027PaWe44KZRsPI5yDrlXRdbCMTVgBNbwRoKriwIjwZn6unH2XB1G/jXxxASnrONYcDyIbDpVcB15qCjK8CtP8CWl2HTNLCG5ayPKAttlkBUBdj4NGyeAFZ7zjp7KWi+BKKq5q2L4YSk/8N14H2stvCcx1E1oP5iCC2Zt71ZGSvg4G1gOE4vcECJVyEmwX97x8+Q+i8ghZw3TsASCmETIGyYiQGMB6aR84NgACWBhUCls26ZlJTk573pF+A/5DzR7rfMZ4Drc7U5CTwF7CbnRZUNtAQeJu8P08XHf12CLZucAJtbBEVRz8TERBo1auR3XVCC1GuvvcZnn31GREQE8+bN8zugYASpmTNm8OiDD/pd53njs1h456OP6HLHHSxeuJAhvXuTlpqaZ1Yk9+9zfwGCXG3d7zn+Zm/8jcPf3zH2XP3529b3jd/fdrn5vrdB3jd8d5/uZaEB9uFe528/uWez3O91uUOVL2uuMfsLZb5h0TfY2ThzbL7hNvdYc4co/LTzV7cQ8oaw3H36tndnkEBjCLQuUM3dr6Pc2Sc3d4DMUzeLz4SC+0D8FTh3QS1AuJ92/pKmvxe1wZkn1N++3C923ycrd2r2FUrgH57cxXK/WPwVJPcY7Lke+zsuN3c/VtvpGjn9v8B8X6Rhfo7Ft1b+amcLh3pDoMXzOY//fht+GQCuzLz7jK4IxuGcIOY5FhvE1oWGz8Jvd3qvwwJR1eDmjeSZado9DbaOBFdaruahUKI91PvCT2FMcKXD7rJgnPBebomAcqshtLr3ciMFTpQFS4pn+GdEQOS3EHJDIQawGPg3kOsYsQLVgJW+O8gjb2A4AtxF3jf0cGA+cMXpx2OBPzgzewI5L5B7gS6FGP+F6fwHKRfez2FuUZzteTzX8gtSQblGqkKFCkyfPj0YXedr6vPPn7WNYRg8P348AG9Mm0Zaaqrf9xG3QL/T4czfJY5CbuObXHMvC/Q7PhCXn2X+srq/WTDf2Z78nK0GuR/nd/yufNb7Hou/WhXkR8f9ayxQIIGc5yzQ/v21d/pZlt9YCvqDlfuYcx9roPr4Xe5bpEAhxbfAgQ4g0AvI3w9KoD/DXD7/FmS/Z1vv29fZZvl92+f3pLiPw3CCK0CI8tenv+PzN5vm25czA9a/fubxhv/5D1EAKbshO9V7meGEkxth80SfEHX6YDL2wsk/8/a1Z7p3iIKcU3BHvwXHibztzUj/Er+FMbLh1Jt5l2d/jucnLM/xp0PWK4UcwEzyvgG7yJkp2ljIvgCWEPiF/sPpf9PIOe3n+5siE/gcMcPPTLOHv9/gRSco10jdcsst7NmzJ982GRkZJCUlndP9njpRsF8Ehw8dIikpiYMHDniW/dNs+0+3Nzst6G+7QGPxPfsSDEYQ+z6XClM3swrb39leA0E5B+9PoBBR1P2bSdU+7QO+Pg3vbwvStQFY/sGT4spOZdPp34FVUw57TZ5578fwH+4NK9mn9hHud52F3VvXkR4R6rW8WuZxv7/0XQZs3bgWh610YQ7BrytsGykT6sCWZ9AOjh3dxoFk79/7sZGbKFPM4X16OpeUlF3s3lnw94pKlQ4QEZF3udNpYffudaSn57+973tTqVI7KVUqO8/knsuVzaFD2zh6NAmb7STXXJNzhtiXw3GKzZvP7XtdUQjGe3Z+ypSJpUSJvNfVuVwuUlNTiI6OxeLzpLhcLg4ePMixY8fO1zCBIrzYPDw8/JxPE97aqRNz3333rO1633svNWvWpFvv3vxv3DgyMzIC/vLMb6Yo92xO7u3z28af3KcU/Y3DReA/pv0td5J3UsE9u+Pu29/sz7lgJf9ZJ/ckRn71PBdjgPyPqbBn2P3VOb/+XRTsDdnrbI+JMfj2AQR+ARa0wP6ewPye1AINyqcvM2HKtwDuF3p+p/Z89msJVORcL5p8r7u2+Hyb3wsj318IFqzlW5/5HXjiLvjrRe9rydwtbfac4zS8Ty3ZbHZs1/SHjWNzTqflXmeBSvXuAJtvougC+9/G9y96a/jVVKvd4iwHX0COPrBnXN7lliiKl7uX4pE+v/edCXBqQoDOwomO7UvNuMK8V3QHJgI+NbFZqFSpC/iNnmfkPYXlJOd0YYZXO6s1hDJlOlGmTDVynuRSwAG82QgJaV4E1xade+f/1J4D35oDWK1WYmKi8feDb7VaufLKK7nyyivP+WgSExMDrgvKqb2iMvHFF4mMivK7zl3yUnFxPPTYYwD0e/BBrqpYkbDTf74YnHkDdP/uc0/U5vfHsK0A27i/D/VZlvt3rL/2+BlTblb8b+fb3kXe7R0+7X3bnG179/7d/7rfG90hzV97Gzn18Xc8/q5Byl0X9/e5x+Lvecn9/uX008bfvnL37zs2f+/57sf++s+9//xmvvxdu23gfwy+672W+w7OPSPu29Dfn03+ngx/y3yf1LP9teA5SGveF6VxetBWn1TjfsLPdjrQ/b07CwRKtDafVS7AHpPziTrfvi2AxQqhkVC3O1jDvWvg/tc9ZHtUzgXlIaF5nzCnBawhYHPPMdlP/7V0+rEtDOzF4KZpZ8ZQfySEl8upS+5BW8Og2asQVR5skafHa8v5/vpZUHkwRFU5sw5rTniq+5KfEAVUGQf2krjcV2paQsEaCTXfODchCiCkIlwxHCy56myJgvAWEHFr3va2qhD2IBihPq87G1ivhdDehRzA/wEVAHdNbORcoDyVs4Uo/2qTc9F47nqGA7eQc90V5DzBj3DmojnIuSAvBuhjYp+S9yNWboGu2C06l9TtD0qWLMnmvXsZNXw4X33xheeC9g3r1uEyDO7q1YsRY8YQHR0NQHRMDF8nJvLR22+zeOFCdm/bxoG9e8HlIiYmhrSUFLKysrDYbJQoXhwLcPzIEVxOJyEhITS84Qbq1K/Psi+/ZN+OHTizsz2zSw7yvlHCmT/Gc89WuNu7XzJOzsxSudtk4/8TW85c+8h93ZN7ee51uT4LBJwJJe7HztOPA/2R7/vemftTdO7xuq+R8h2X736zyXvds++sWe465Q4z/mrh/vKd2XMfY+565q5F7u38BVvfYIZPP77b5K6dv+fA/b2/65Nz18z9PHiNwWrFFRaGNSsrJ6CULIk1Ogpj5w4sTmfOG2GIJed8k9WaMy3hdIJh5C1M7gMIj4TMtDODjImBmnWhWStY+C4c2J3Th5Mzn7SzWSAqOudfmxVKlITUE5CRBmWuhhr1IPVUzq0QKlaDeS/Cge1gD4PKtaHzfeDIhB/mwuG9cHQfZJzMGVB4JMRVgEM7ISs9p//oGIi+Ao7ty7ltQlRxuGMUVKoDc0fBnj9z+rNYoFQFGP4FuLLJeLkXEcd25NyqoN3D0Gk0rF0AK9+GE/tyjjcsPCfUXVUPWgyBMtVh83fw8zTYlwiOdIgqCdVaQ9rhnCI1uAeq3wbbl8CK5+HQ2pxPKMZWgqaPQ/nmsOaVnOVXNoZqt8PmeXBoDZS5DuoOgqhcfzWHl4I7N8BfL8PWOeBIhdLXQ/0noURdqHwnbH8b9n0JkRUgfhDEXpuzbavfYNc7kPw5hJeFSoMgtgF+hZWF65M4tOYZyoQmQWQ8XD0EIq/x396s4s9A+M1w6nUwUiG6F0TeScDbMoRPgpBbIHMSuDaBtTTYB+WEKIu/j+fkJ5qca5fmkjOTVBboB9Q1eTAWYAywDPj69OOOQDOfdtcCM4AvgD2nH3cgJ0xJ4VnICawOzvzVFMqFGFuCdvuD/ATrU3uXiqL5mOmFT3XxT3UJTLXxT3UJTLXx73Kvy3n/1J6IiIjI5UBBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTFKRERERETFKQEhERETFJQUpERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBal/yDAMnE5nUQ9DREREikBQgpTL5WLMmDH06NGDhIQEdu7cGYzdFKm01FSevv9+mkRG0tBup0+zZmxau7aohyUiIiLnUVCC1JIlS8jKyuLDDz/k0UcfZcKECcHYTZF6pGtXPp8zh8yMDAyXi3UrV9K3RQsO7NlT1EMTERGR8yQoQSoxMZEWLVoAUL9+fdavXx+M3RSZbUlJrPnlF7IyMryWZ2Vm8uFLLxXRqEREROR8CwlGpykpKURHR3se22w2HA4HISFndpeRkUFSUlIwdh90vy1ZgsVmy7M8OyuL35ct+8fHdTHXJphUF/9Ul8BUG/9Ul8BUG/9Ul8CCEqSio6NJTU31PHa5XF4hCiA8PJyaNWsGY/dBFxkSwvQRI/Ist4eFcX3r1v/4uJKSki7a2gST6uKf6hKYauOf6hKYauPf5V6XxMTEgOuCcmqvYcOGLF26FIA1a9YQHx8fjN0UmYrVqtGsXTvCwsM9yywWC2EREfQcNKgIRyYiIiLnU1CCVLt27bDb7fTs2ZPnnnuOkSNHBmM3RWryvHn0evBBYmJjCQ0Lo3n79ry7ciWlrryyqIcmIiIi50lQTu1ZrVb++9//BqPrC4Y9LIxhkyYxbNKkoh6KiIiIFBHdkFNERETEJAUpEREREZMUpERERERMUpASERERMUlBSkRERMQkBSkRERERkxSkRERERExSkBIRERExSUFKRERExCQFKRERERGTLIZhGOd7p/n9L8oiIiIiF5pGjRr5XV4kQUpERETkUqBTeyIiIiImKUiJiIiImBRyvnfocrkYO3YsmzZtwm6388wzz1CxYsXzPYygW7t2LZMnT2bOnDns3LmTJ554AovFQrVq1fjPf/6D1Wpl3rx5zJ07l5CQEB544AFat25NRkYGjz32GEeOHCEqKoqJEydSokQJ1qxZw/jx47HZbNx4440MGTIEgBkzZvDjjz8SEhLCqFGjqFu3bhEfuX/Z2dmMGjWKvXv3kpWVxQMPPMA111xz2dcFwOl0Mnr0aLZv347NZuO5557DMAzV5rQjR47QrVs3Zs+eTUhIiOpyWteuXYmJiQHg6quvZuDAgaoNMHPmTL7//nuys7Pp1asXTZo0UV2A+fPn8+mnnwKQmZlJUlIS77//Ps8+++xlX5t/zDjPFi9ebIwYMcIwDMNYvXq1MXDgwPM9hKCbNWuWcdtttxl33XWXYRiGMWDAAGPlypWGYRjGU089ZXzzzTfGwYMHjdtuu83IzMw0Tp486fl+9uzZxrRp0wzDMIwvvvjCGDdunGEYhtG5c2dj586dhsvlMv7v//7PWL9+vbF+/XojISHBcLlcxt69e41u3boVzQEXwMcff2w888wzhmEYxtGjR41WrVqpLqd9++23xhNPPGEYhmGsXLnSGDhwoGpzWlZWljFo0CCjffv2xpYtW1SX0zIyMowuXbp4LVNtcn5+BgwYYDidTiMlJcWYNm2a6uLH2LFjjblz56o258h5P7WXmJhIixYtAKhfvz7r168/30MIugoVKjB9+nTP4w0bNtCkSRMAWrZsyfLly1m3bh0NGjTAbrcTExNDhQoV2Lhxo1d9WrZsyYoVK0hJSSErK4sKFSpgsVi48cYbWbFiBYmJidx4441YLBbKlSuH0+nk6NGjRXLMZ9OhQwcefvhhz2Obzaa6nNa2bVvGjRsHwL59+yhVqpRqc9rEiRPp2bMncXFxgH6W3DZu3Eh6ejr9+vXjnnvuYc2aNaoNsGzZMuLj4xk8eDADBw7kpptuUl18/Pnnn2zZsoUePXqoNufIeQ9SKSkpREdHex7bbDYcDsf5HkZQ3XLLLYSEnDlrahgGFosFgKioKE6dOkVKSopnWt69PCUlxWt57ra5a3a25ReiqKgooqOjSUlJ4aGHHuKRRx5RXXIJCQlhxIgRjBs3jltuuUW1IedURIkSJTy/vEE/S27h4eH079+fN954g6effprhw4erNsCxY8dYv349//vf/1SXAGbOnMngwYMB/TydK+f9Gqno6GhSU1M9j10ul1fouBRZrWfyampqKsWKFctTh9TUVGJiYryW59e2WLFihIaG+u3jQrV//34GDx7M3XffTadOnXj++ec96y7nurhNnDiR4cOH0717dzIzMz3LL9fafPLJJ1gsFlasWEFSUhIjRozw+qv2cq0LQOXKlalYsSIWi4XKlSsTGxvLhg0bPOsv19rExsZSpUoV7HY7VapUISwsjAMHDnjWX651cTt58iTbtm2jadOmgN6bzpXzPiPVsGFDli5dCsCaNWuIj48/30M472rVqsWqVasAWLp0Kddddx1169YlMTGRzMxMTp06xdatW4mPj6dhw4b89NNPnraNGjUiOjqa0NBQdu3ahWEYLFu2jOuuu46GDRuybNkyXC4X+/btw+VyUaJEiaI81IAOHz5Mv379eOyxx7jzzjsB1cVtwYIFzJw5E4CIiAgsFgt16tS57Gvz3nvv8e677zJnzhxq1qzJxIkTadmy5WVfF4CPP/6YCRMmAJCcnExKSgo33HDDZV+bRo0a8fPPP2MYBsnJyaSnp9OsWbPLvi5uv/32G82bN/c81u/gc+O835DT/am9v//+G8MwePbZZ6later5HMJ5sWfPHoYNG8a8efPYvn07Tz31FNnZ2VSpUoVnnnkGm83GvHnz+PDDDzEMgwEDBnDLLbeQnp7OiBEjOHToEKGhoUyZMoXSpUuzZs0ann32WZxOJzfeeCNDhw4FYPr06SxduhSXy8XIkSO57rrrivjI/XvmmWf46quvqFKlimfZk08+yTPPPHNZ1wUgLS2NkSNHcvjwYRwOB/fddx9Vq1a97F8zuSUkJDB27FisVqvqAmRlZTFy5Ej27duHxWJh+PDhFC9eXLUBJk2axKpVqzAMg6FDh3L11VerLqe9/vrrhISE0LdvXwC9N50jurO5iIiIiEm6IaeIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJClIiUmirVq2iWbNmJCQkkJCQQPfu3ZkzZ84/6nPo0KFkZWUVersbbrihQO3mz5/P5MmTC92/iEh+Lu1biotI0DRt2pSpU6cCOfc16tChA126dKFYsWKm+nP3JSJyMVGQEpF/LCUlBavVis1mIyEhgeLFi3Py5ElmzZrF2LFj2blzJy6Xi0ceeYTrr7+eH374gRkzZgA5d1d++umnadu2LV999RWHDh3iySefxOFwYLFYGD16NDVq1PDsy+l08tRTT7FlyxbKly/vmcXav38/Tz31FJmZmYSFhTFu3DjKli3rd7xTpkxh/fr1pKamUrVqVZ577jmv9WvXrmX8+PEYhkGZMmWYPHky69at84w5IyODiRMnUq5cOR5++GFSUlLIyMjgscce4/rrr+fdd9/lm2++weFwEBMTw/Tp07Hb7cEovYgUMQUpETFl5cqVJCQkYLFYCA0N5amnniIqKgqATp060a5dO95//32KFy/Os88+y7Fjx+jTpw8LFy5k3LhxfPTRR5QsWZIZM2Z4/X9okyZNIiEhgbZt25KUlMSoUaOYP3++Z/3SpUvJzMxk3rx57Nu3j8WLFwM5/1dhQkICrVq1YsWKFUyePJkpU6bkGXdKSgrFihXjzTffxOVy8a9//Yvk5GTKlCnjafPUU08xdepUqlatynvvvcfWrVvZvHkzzz//PGXKlOHVV1/l66+/pm3bthw+fJi33nqLI0eOsGPHDlwuF8ePH+ett97CarXSv39//vzzTxo1ahSsp0JEipCClIiYkvvUnq/KlSsD8Pfff5OYmMi6desAcDgcHDlyhGLFilGyZEkAhgwZ4rXt1q1bady4MQA1a9b0ClkAmzdvpm7dugCUK1fOM+v0999/M3PmTF5//XUMwyA0NNTv2MLCwjh69CjDhg0jMjKStLQ0srOzvdocOXLE819X9e7dG8iZ8Ro/fjyRkZEkJyfTsGFDqlWrRu/evRk2bBgOh4OEhASsViuhoaGe/g8cOIDD4ShARUXkYqQgJSLnnMViAaBKlSpceeWVDBw4kIyMDF555RVKly7NyZMnOX78OLGxsTzzzDN07tzZs23VqlX5/fffufnmm0lKSqJUqVJefVepUoVFixZx7733kpycTHJysmd5v379aNiwIVu3buW3337zO7alS5eyf/9+XnzxRY4ePcq3336L7/+UFRcXx44dO6hUqRKzZs2icuXKPPXUUyxZsoTo6GhGjBiBYRhs2rSJ1NRUZs2axcGDB+nZsydly5ZlyZIlfPTRR6Snp9OtW7c8/YvIpUNBSkSCpmfPnowePZo+ffqQkpLC3XffjdVq5T//+Q8DBgzAarVSq1Ytrr32Ws82jz/+OE899RSzZ8/G4XAwfvx4rz7btm1LYmIid911F+XKlaN48eIAjBgxgrFjx5KZmUlGRgZPPvmk3zHVrVuXl19+me7du2O32ylfvjwHDx6kfPnynjZPP/00o0aNwmq1Urp0afr27UuXLl3o3r07xYoVo1SpUhw8eJBKlSrx0ksvsWDBAkJDQ3nooYeoWLEiERERdOvWDbvdTunSpTl48GAQqisiFwL9p8UiIiIiJuk+UiIiIiImKUiJiIiImKQgJSIiImKSgpSIiIiISQpSIiIiIiYpSImIiIiYpCAlIiIiYpKClIiIiIhJ/w+K6pLfdJYoVQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for variable in variables:\n", + " grafica_dispersion (variable)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "#Del gráfico de dispersión, podemos observar que las variables que se observa mayor relación con el Precio de venta de las casas son: \n", + "#'OverallQual', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', 'GrLivArea', 'FullBath', 'TotRmsAbvGrd', 'GarageCars'. 'GarageArea'" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABMMAAAJ+CAYAAAC+bceqAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACUf0lEQVR4nOzdeViU9f7/8dcwiBYgm4qlueSWppF7CGFqi3rCJNtMcd/KY2Wm0cmvWVmippZaxy2t1KzMJU07Lml4QKqDtmiZS7hh5oIMCpgyM/fvD3/McWRx4KADzvNxXV2X932/577fczPOwdf5fD63yTAMQwAAAAAAAIAH8HJ3AwAAAAAAAMC1QhgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAuG7ExcWpUaNGTv81bdpU7du31+jRo7Vv3758r4mNjVXHjh2Lfa0LFy7o+PHjV6xbsWKFGjVqpO+++67A7Wvhu+++U6NGjbRixYoCjyckJKhRo0YaOXKk23sp7de5S1pamho1aqSZM2eWi2tci37hfq5+32VlZen06dOO7ZkzZ6pRo0ZKS0u7mu25pCz1AgAov7zd3QAAAKXtpZdeUlBQkCTp3LlzOnTokFasWKH169dr3rx5atu2raN22LBhOnfuXLHOf/ToUQ0YMEBDhw7Vww8/XGRt69atNXnyZNWrV6/4b6SU1KtXT5MnT1aLFi0KPL506VJVrVpVr7zyyjXu7PoVHBysyZMnq1GjRu5uBSiWXbt26amnntJbb73l+K687777VKtWLQUHB7u5OwAASgdhGADgunPvvfeqZs2aTvv69OmjHj166LnnntOmTZvk6+srSYqIiCj2+dPS0nTw4EGXam+55Rbdcsstxb5GaapSpYoeeuihAo9lZGToyJEjmjBhggIDA69tY9exG2+8sdB7DpRle/fu1YkTJ5z23Xbbbbrtttvc1BEAAKWPaZIAAI9w00036cUXX9Tp06e1fPlyd7dTZgQFBWnt2rW655573N0KAAAAcE0QhgEAPEbnzp3l4+Ojf//73459l6+hc+HCBb3xxhvq1KmTY72xV199VZmZmZIurvnVp08fSRenY+ZNg5s5c6aaNWumjRs3KiIiQs2bN9eyZcsKXSPsxIkTGj58uMLCwtSuXTu9/vrrysrKchwv7HUF7b9w4YJmzpyp+++/X3fccYceeOABzZ07VzabTVLB623ZbDbNnz9fDzzwgJo2barIyEi98sorTusE5b0uKSlJr776qsLDwxUWFqa+ffvqt99+u+L9zsnJ0RtvvKHIyEjdeeedeuaZZ3T27Nl8dXa7XQsWLFDnzp3VtGlT3X333ZowYYLT/XBFXr8JCQmKi4tTixYtdNddd+mll14q8H2tXLlS0dHRatasmV566aVi9WIYhj766CM9+OCDuuOOO9SxY0e99dZbjim3ha3BtWzZMj300ENq1qyZ7rrrLo0aNcqltY+sVqtmzZqljh07On4Gf/75Z4G1K1asUPfu3R3XiIuLyzfSxxVZWVmaOnWqOnfurGbNmql58+Z67LHH9PXXXzvV7dmzRwMHDtRdd92lsLAwxcTE6PPPP3fpGgkJCerdu7eaN2+uiIgIjRw50ul+5Obmas6cOerWrZvuvPNO3XHHHerWrVu+8//xxx8aMWKEIiMj1axZM3Xt2lXz5s2T3W531BiGoaVLl+qRRx5R8+bN1axZM3Xu3Flz586VYRiOuszMTMXFxemee+5R06ZNde+992rq1Kk6f/58ke8lNjZW/fr10+bNm9W1a1fdcccd6t69u9avX5+vds+ePXr66afVqlUr3XHHHXrssce0adOmfOcbOHCgpk+frubNmys8PFx79uwp9Pr79+/X8OHD1apVK4WFhemJJ55w+q5zxcyZMx1/F/r06eP4brx8na6ZM2eqSZMmSk1NVWxsrMLCwtSxY0e99957ju+dPBkZGRo/frzuvvtuNW3aNN/3U1EOHz6sESNGqHXr1mrbtq2mT5/u9LPKk5mZqddff91xjS5duujDDz8ssPZSHTt2zLfOZN5/sbGxxXoPef8bcPDgQQ0dOlTNmzdX69at9eKLLyojI8Ppur/88otGjBihdu3a6fbbb1d4eLhGjRpV6N9pAEDpY5okAMBjVKxYUbVq1SoyyHnttdf05Zdfqk+fPrrlllu0b98+LVmyRIcOHdKCBQvUunVrDRs2TLNnz9bjjz+uli1bOl5rtVo1duxYDRw4UBcuXFDLli31448/FnidcePGqXHjxnrhhRe0d+9eLVmyRHv37tVHH30kk8lUrPc1fPhwbd26VdHR0erfv79+/vlnTZ06Venp6Y5/2F5u5MiRWr9+ve6//3716dNHBw4c0NKlS/Xtt99q2bJlqly5sqN27Nixqlatmp5++mllZmZq/vz5Gjx4sLZs2SJv74J/lTAMQ8OGDdN//vMfPfbYY2rQoIH+9a9/KS4uLl/tyy+/rFWrVikmJkb9+vXT77//rqVLl2rHjh1aunSpKlasWKz7MX78eN1444165plndOzYMS1evFi7du3S8uXL5ePj46h77bXX9NBDD+nRRx/VzTffXKxeXn31VS1dulQdOnRQz549deDAAS1YsEAHDx7UrFmzCuxr0qRJWrBggcLDwzVmzBidOHFCixcv1rZt27Rs2bJ8U3svNXbsWK1cuVIPPvigWrRooX//+98aNmxYvrpZs2Zp5syZeuCBB/TYY4/p+PHjWrx4sb7//nt9/vnnLq/5ZBiGhg4dql9//VW9e/dWrVq19Oeff+qTTz7RiBEjtH79et1yyy06ffq0Bg4cqKCgID311FOqWLGi1q5dq5dfflkVK1ZUdHR0oddYu3atRo0apQYNGmjEiBHKzc3VggULtHPnTq1YsUKVK1fWSy+9pK+++ko9e/ZUbGysMjIy9Nlnn+nll19WrVq11KZNG+Xm5mrQoEH666+/1K9fP1WuXFkJCQl66623ZLPZHPfp7bff1uzZsxUTE6PHHntM2dnZWrVqlaZOnaqqVasqJiZGkvTcc8/p119/VZ8+fVStWjX98MMPmjt3riwWi15//fUi79vvv/+uZ555Rj169NATTzyhVatW6ZlnntFbb73luBc///yz+vTpIz8/P/Xv31++vr764osvNHz4cI0bN069evVynG/Hjh06dOiQRo8erbS0NNWvX7/A6+7Zs0dPPvmkqlSpoqFDh6pChQr68ssvNWTIEE2dOlVdu3Z16ed+33336eTJk/r00081bNgwNWvWrNBawzDUv39/NWjQQKNHj9Z3332nd955R3/++adee+01SRdDqieeeEJHjx7VE088obp16yopKUlTp07Vr7/+qrfffrvQ8586dUpPPPGEcnNz1bdvX1WqVEkff/yxzpw541SXk5Oj3r1769ixY3ryySdVvXp1ffvtt3rzzTd18ODBItdC/Mc//qHs7GynfWvXrlVCQoI6dOhQ7Pdgt9vVp08ftWrVSi+++KJ27typzz//XH/99ZfeeecdSf/9WdWuXVtDhgzRDTfcoB07duiLL77QiRMntGjRokL7BQCUIgMAgOvEiy++aDRs2NA4cuRIoTVPPPGE0bRpU8d27969jQ4dOji277jjDuPVV191es306dONhx9+2MjKyjIMwzC+/fZbo2HDhsby5csdNTNmzDAaNmxozJgxw+m1y5cvNxo2bGh8++23TtuPP/64kZub66ibOXOm0bBhQ+Prr78u8HWFne+bb74xGjZsaPzzn/90qhs1apRx++23GxaLJV+/CQkJRsOGDY0JEyY4vWbdunVGw4YNjcmTJzu9zx49ehhWq9VRN2fOHKNhw4ZGYmJiwTfZMIzNmzcbDRs2NBYuXOjYl5uba/Tt29epl7xrLF261On1//73v42GDRsaH3zwQaH3/HJ5Ne3btzfOnj3r2P/ZZ585XSOvrnfv3gW+/kq97Nu3z2jUqJExduxYp7pp06YZDRs2NPbt22ccOXLE6fOwf/9+o1GjRsbw4cMNu93ueM2PP/5oNGrUyHj22WcLfV+//fZbgT+vvM973jUOHz5s3HbbbcZbb73lVLdnzx7j9ttvN954441Cr3F5vz/++GOB92Lr1q1Gw4YNjQULFhiGYRhr1641GjZsaPz888+OmvPnzxsxMTH5+riUzWYzIiIijOjoaOPcuXOO/UlJSUbDhg2NxYsXGydOnDAaNWqU7zy///670bBhQ+P11183DMMwfvrpJ6Nhw4bGV1995aix2+3GgAEDjDFjxhiGYRgXLlwwWrRoYYwcOdLpXGfPnjWaNm1qDB061DAMwzh16pTRsGFDY/78+U51cXFxRt++fQt9P4Zx8bvk8s/8uXPnjPvuu8+IjIw0bDabYRiG8eijjxp33nmncezYMUfdX3/9ZcTExBh33HGHkZ6e7nS+y78DCrv2vffea2RnZzv25ebmGk8++aTRrl074/z58466S7/vClLQd0/e91ved2ve9tNPP+30eR41apTRqFEjY//+/YZhGMaUKVOMhg0bGhs3bnS6xvjx442GDRsa33zzTaF9xMfHG40aNTJ27drl2Hfq1CnjrrvuytfL7bffbvz2229Or586darRsGFDY/fu3UW+30ulpKQYt99+uzFixAjHPlffQ949mThxolPdwIEDjSZNmhg5OTmGYRjGuHHjjLCwMCMjI8OpbuTIkUbDhg3z7QcAXB1MkwQAeBSr1VrkyKvq1atr3bp1WrFihWMEwnPPPafly5c7Ft0vSmRkpEt99OvXz2lUVd6UnG+++cal1+f55ptv5OXlpd69ezvtf/HFF/XFF1/Iz88v32s2b94sSRo6dKjT/i5duqhu3br5pmvdf//9MpvNju3GjRtLkk6ePFloX1u3bpWXl5ceffRRxz5vb2+nUS+StGHDBplMJrVv316nT592/NekSRNVrVq12PdDkp588kmn9x0TE6OAgADH+85z+c/K1V6++eYbGYbhNI1KkgYOHKjVq1erVq1a+XravHmzDMPQkCFDnD5/YWFhioiI0DfffCOr1Vrg+8mb6vbEE0847c+brptn48aNstvt6tixo1P/VapUUePGjYt1L8PCwvSf//zH6WmpNpvNMe0wbzRN9erVJUlTp05VSkqKbDabfHx8tGLFCo0aNarQ8+/atUsnT57UY489pkqVKjn2t2vXzjGVtGrVqtq+fbuefvppx3HDMBz3Ka+HatWqyWQyac6cOfr3v/+tCxcuyGQy6f3339ekSZMkSRUqVNC2bdscI5byZGRkyM/PTzk5OZIkf39/3Xjjjfr444+1fv16x/6JEyfqgw8+uOJ98/f315NPPunYrlSpknr27KkTJ05o165dOnXqlH766Sc99NBDjnsnXRy1OnDgQP3111/atm2b0+tbt25d5DUzMjL0/fffq3379vrrr78cP/czZ87ovvvu06lTp7Rz584r9l4Sl3+e+/fvL8MwtGXLFkkXP/f16tXTvffe6/S6vJ/p5VNuL7V161Y1a9ZMt99+u2NfSEiI/va3vznVbdiwQQ0bNlTVqlWdPvd518zr5Ur+/PNPPfPMM6pVq5YmTpzo2F/c99ClSxen7caNG8tqtcpisUi6OHJ18+bNTg8sycrKcow6zfvMAQCuLqZJAgA8isViKXKq2Pjx4/Xcc8/ppZde0v/93//pzjvv1H333acePXrI39//iucPCQlxqY9bb73VaTsgIEABAQE6evSoS6/Pc/ToUYWEhOQLvapWraqqVasW+Jq0tDRVrlxZVapUyXesXr162rp1q9O+y+9X3lTDS9djKqyvywPEy9/34cOHZRhGoQv4uxJAXu7yqWTe3t6qWbNmvnt7+ftytZe889SpU8fpeOXKlZ2ml14qb62lunXr5jtWr149JSYmKiMjo8CfWd71Ln8qaUH3UsofmuWpUKFCgfsL4+3trU8++UTff/+9Dh06pMOHD+uvv/6SJMdaTC1atFBsbKwWL16s5ORkBQYGKjIyUtHR0UU+lCHvPdWuXTvfsTvuuMPxZx8fH61evVqJiYk6ePCgDh065AjB8nqoXr26Ro8erWnTpmnQoEG68cYbFR4erq5du6pLly6OILdChQr65ptv9PXXX+vAgQM6dOiQYy3AvHP5+Pjotdde0//93//pmWeekY+Pj9q0aaP7779f3bt3v+KU3Vq1ajlNxb30PR49etRxncI+B9LF9c/yBAYGysur6P/v+siRI5KkRYsWFTrF7tixY0Weo6Tyes5z6XuVLn7u77777nyvq1q1qipXrlzk993Ro0fVqVOnfPsL+tz/9ddfCg8PL/A8rrz38+fPa/jw4Tp37pwWLVrk9L1T3PdQ2Pdl3vpiJpNJGRkZmjNnjvbs2aPDhw/rjz/+cHw2ivpeBQCUHsIwAIDHyMrK0pEjR4r8R3p4eLi2bNni+C8pKckxKmTFihVXXHPpSv9wzVPQ6DS73e40Aqsgly86bbPZir3GmFHEotJ2uz1faOLqe7qUyWTShQsXCjz/5du+vr6FrrNV3PXCpIJDH5vNlu99XH6vXe3FlYW/L3eley4VHlbl/XzPnz/vFLQUdC8l6Z///KfTaKuSOHPmjJ544gkdOXJEERER6tixo2677TbVqFHDabSfdHE9sz59+mj9+vXaunWr1q9fry+//FKPP/54vpFYl/da1GfrwoULGjhwoLZv3662bdsqPDxc/fr1U5s2bfL9HR44cKAefPBBbdy4UQkJCUpKStLXX3+tVatWaf78+TIMQ6NHj9aXX36pli1bqnnz5nr88cfVunVr9e3b1+lc0dHRuvvuu7Vp0yYlJCRo27ZtSkxM1Mcff6xly5blC7suVdDPMO+9ms3mYn8OrvR9IP3389irV698o5fyFLbW2P/q8vd76XuViv9dcymTyVTgQwsuP6fNZlPLli3197//vcDzVKtWrdBr5Bk7dqx27dqlmTNn5gvbivservR9/M033+jpp59WtWrVdNdddykqKkpNmzZVYmKi5syZc8VeAQClgzAMAOAx/vWvf8kwjAJHG0gX//G9e/duVa9eXX/729/0t7/9TXa7XQsXLtTkyZO1du3afFPjSuro0aNq0KCBY/v06dM6e/asY4pdXkhweaB06tQpp+2bb75Z27ZtU3Z2ttNohl9++UULFizQU089le/aNWrUUGJiok6dOpVvdNiBAwd00003/W9vThdHMX3zzTc6ffq0U4CYN4rl8l6aNm2ab1TV+vXrnaYSuSpvhFSe3NxcHT16tNCRI8XtJW+x/SNHjjiNjDl+/LgmTpyo3r17O02Bk+RYHD81NVVhYWFOxw4cOKAbb7xRAQEBBfaVNyLs4MGDTguaF3QvJemmm25yTGXNk5CQUOCU2cJ89NFH+v333/XBBx843bcdO3Y41Z06dUr79u1TeHi4Bg8erMGDBysjI0PDhw/XZ599ptGjRxc4ojLvM3bo0CFFREQ4HXvppZfUokULVahQQd9//73eeOMNPfLII47jx48fd6q3WCz67bff1KJFC/Xu3Vu9e/dWTk6O4uLitH79eu3Zs0dnzpzRl19+qaefflrPPvus47V509fy7nF2drZ2796tBg0a6JFHHtEjjzyiCxcuaMqUKfroo4+UmJjo9PTZy6WlpckwDKdA5ODBg5IujprK+7uQmpqa77UHDhyQpHyfnSvJ+7mbzWa1a9fO6dj+/fuVlpamG264oVjndNWRI0ecgrZL32tebwW915MnTyorK6vI75qaNWs6znf5NS9Vo0YNZWdn53vvmZmZSk5OLnD04aXef/99rV69WoMHD9b999+f7/j/8h4K8vrrr6t27dpavny5brzxRsf+NWvWFOs8AID/DWuGAQA8wokTJzRjxgyFhoYW+oQ7i8Wixx9/3On/nffy8nIEEHkBVd6oh/9lOsuyZcuctt9//31JcgR1edPldu/e7aixWq3asGGD0+vat28vu92e73xLly7VV199VeBUyLx/zF8+CmHTpk06cOBAkSPnXHXfffdJkhYsWODYZxiGPv744wJ7+ec//+m0f/PmzXrmmWdK9A/ETz/9VLm5uY7tZcuW6ezZswX+Q7ckvbRv317SxXt8qRUrVuirr74qMHTKezLdvHnznEaa/PLLL9q2bZvat29f6IiSTp06yWw2a+HChU77lyxZUuA15syZ43SN3bt366mnntKHH35YyDvPL299o0uDDsMwtHjxYklyrNu1YsUK9evXz2lNqqCgINWuXVsmk6nQkV9NmzZVcHCwVqxY4RT47tixQytWrFBOTk6BPUgXg7pLe0hKSlLfvn2d1oS78cYb1bBhQ0kX/74Wdq7PPvtM586dc5xr37596tWrlz7//HNHjY+Pj5o0aeI4V1FOnTqlr776yrF97tw5LV26VHXq1FGjRo1UtWpVNW3aVKtXr9aff/7pqLtw4YIWLlwoHx+ffOHglVSrVk1NmzbVypUrnYLC3Nxc/eMf/9AzzzxT6Hp0Bcn7mbny/Xb5tMyFCxfK29vb8XepQ4cOSk1NzbcO4dy5cyWpyO+a+++/X/v27XOatn327Fl98cUXTnUdO3bUb7/9lm9NvH/+85969tlntW/fvkKvkZiYqKlTp6pdu3YaOXJkgTX/y3soiMVi0c033+wUhB07dszx3V6SkacAgOJjZBgA4LqzadMmBQUFSbo4tSw1NVWrVq3S+fPnNW/evEKnkFWrVk3R0dH6+OOPde7cOTVv3lwWi0WLFy9WlSpVHAsj55179erVMgxDMTExxe4xJSVFTz/9tNq3b68dO3Zo1apV6tKli2MUTps2bVS1alW99957On/+vEJCQvTFF1/kW1y5Y8eOioiIUHx8vPbt26dmzZrphx9+0KpVqzR8+PACR1a1b99enTp10kcffaTjx4+rbdu2OnjwoJYuXapbbrkl38L6JdG2bVt16dJF8+bN08mTJ3XHHXdo8+bN+uWXXwrsZcGCBUpLS1O7du109OhRLVmyRDfffLMGDhxY7GsfPHhQvXv3VnR0tA4cOKClS5eqTZs2+RbevpyrvTRu3FiPPvqoFi1apBMnTig8PFz79+/XJ598ou7du+u2225zrBGWp0GDBoqNjdWiRYvUv39/3XvvvTp58qQWLVqkypUrF7nYfK1atdS/f3/Nnz9fOTk5uvvuu7V9+3anhdYlqWHDho5rWCwW3XvvvY7Pr6+vr9OIqCuJiorSokWLNHToUD3yyCPKzc3VV199pV27dsnLy8uxblf37t21cOFCDRs2TD179lRoaKh27dqlVatWKSYmptA133x8fBQXF6cXX3xRPXv2VLdu3ZSdna2PPvpI9erV06OPPqq0tDR5e3trzJgx6tWrl7y9vbVlyxYlJiaqQoUKjh46dOigunXr6uWXX9Yvv/yiWrVqKTU1VUuWLNFdd92l+vXrKzAwUH5+fpo4caL++OMPVa5cWd99953WrVunihUrOs4VFhamVq1aafr06Tp27JgaNWqkY8eOafHixbr11luvOLqwQoUKeumll/TLL7+oWrVqWr58uY4fP67Zs2c7asaOHau+ffvqkUceUc+ePeXr66vVq1frl19+0dixYwtdd64oeefs0aOHevbsqcDAQK1du1Y//fSTRo0a5fjOckXe6LWlS5fq1KlThf6fB5K0cuVKZWVlqUWLFvr3v/+tLVu2aPjw4Y7RakOHDtWGDRv03HPPqWfPnqpTp46+/fZbbdiwQffff78jWC5I//79tXr1ao0YMUJ9+/ZVcHCwPv3003zTFvOu8fe//11PPPGEGjRooO3bt+uLL75QVFSUoqKiCjz/8ePH9fzzz6tixYrq1q2bvvrqq3xB1EMPPfQ/vYeCREVFad26dRo3bpyaNWumtLQ0Rygr/ffBEACAq4swDABw3bn0SWC+vr666aab1LFjRw0ePLjAhasv9frrr+uWW27R2rVrtXbtWt1www0KDw/XyJEjHf9IrFevnmJjY7VixQrt3LlTbdu2LXaP06dP1/vvv6833nhDgYGBeuqppzR8+HDH8QoVKmj+/PmKj4/X/PnzdeONN+rBBx/U/fff7/TkSC8vL7333nt67733tGbNGsfTDMeNG6eePXsWeG2TyaR33nlH8+bN06pVq7R582aFhITo8ccf14gRI0r0j/GCTJkyRXXr1tXKlSv11VdfqVWrVpo2bZr69++fr5f58+dr1apV2rJli4KDg3X//ffr2WefLXBk25W88MIL+vHHH/XWW2/J399f/fr10zPPPHPFtc+K08trr72mOnXqaNmyZdq8ebNuvvlmDR8+XIMGDSr0/C+//LLq1q2rTz75RPHx8QoICNB9992nZ555xhEeFGb06NGqVq2alixZoqSkJDVp0kRz587Nt37Xyy+/rFtvvVWffPKJJk2aJH9/f7Vq1UrPPvtsvsXOixIVFaUJEyZowYIFjl5vv/12ffrpp/q///s/fffdd5IuBsgfffSRZsyYoU8++UQWi0U1atTQ3//+dw0ePLjIazz00EPy8/PTnDlzNHXqVFWuXFkdOnTQqFGjHCO7ZsyYoVmzZmnatGny9fVVgwYNtHDhQn388cf6/vvvlZubqxtvvFELFizQjBkztGbNGp06dUpVq1bVk08+6VhHqkqVKpo7d67eeustvffee/Lx8VHdunU1bdo0/fzzz/roo48c04bfffddzZo1S1u2bNGnn36qgIAAx2egqPXC8u7HP/7xD02aNEknT57U7bffroULFzo9EbJ58+ZaunSpZsyYoQULFshut+u2227Tu+++W+iaX1eSd86ZM2dq4cKFslqtqlu3ruLj44sd1oeHh6tLly7asmWLvv322yJHVM6aNUvvvvuuNmzYoFtuuUWvv/66HnvsMcfxwMBAffrpp3r77be1bt06nTlzRrfccovGjBmjfv36FdmHn5+fPv74Y02ZMkWffvqpbDabunbtqgYNGmjChAn5rjFjxgz961//0qeffqqbb75ZTz/9tIYMGVLo3/uDBw86HqAQFxdXYM1DDz30P72HgowfP1433nijNm/erC+++ELVq1dX9+7ddd9996lnz5769ttvHSMRAQBXj8koalVIAACAcuK7775Tnz59NHHiRD388MPubgceJjY2VkePHnWarnm9mjlzpmbNmqWvv/7asR4eAADlCWuGAQAAAAAAwGMQhgEAAAAAAMBjEIYBAAAAAADAY7BmGAAAAAAAADwGI8MAAAAAAADgMbzd3YCnMwxDjM0DAAAAAAAoHSaTZDKZCj1OGOZmhiGlp2e5uw0AAAAAAIDrQkiIn4rIwpgmCQAAAAAAAM9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAaUkMWSofj415SZaXF3KwAAAAAAwEWEYUAJrVmzUvv27dHq1Svc3QoAAAAAAHARYRhQAhZLhhITE2QYhhITtzI6DAAAAACAcoIwDCiBNWtWym43JEl2u53RYQAAAAAAlBOEYUAJJCcnyWazSpJsNquSk5Pc3BEAAAAAAHAFYRhQAuHhETKbvSVJZrO3wsMj3NwRAAAAAABwBWEYUALR0THy8jJJkry8vNSt28Nu7ggAAAAAALiCMAwogcDAILVufZckqXXrtgoICHRvQwAAAAAAwCWEYcD/yGQyubsFAAAAAADgIsIwoAQslgz95z/fSpK+//5bZWZa3NsQAAAAAABwCWEYUAJr1qyU3W5Ikux2u1avXuHmjgAAAAAAgCsIw4ASSE5Oks1mlSTZbFYlJye5uSMAAAAAAOAKwjCgBMLDI2Q2e0uSzGZvhYdHuLkjAAAAAADgCsIwoASio2Pk5XVx4XwvLy916/awmzsCAAAAAACuIAwDSiAwMEiRke1lMpkUGRmlgIBAd7cEAAAAAABc4O3uBoDyKjo6RkePpjEqDAAAAACAcsRkGIbh7iY8md1uKD09y91tAAAAAAAAXBdCQvwcSxsVhGmSAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BhuC8O+++47NWrUqND/Vq5cKUlKTExUjx49FBYWpo4dO2rBggX5zrVz507FxsaqefPmioyM1LRp05Sbm+tUc/DgQQ0bNkytWrVS27Zt9corrygrK8up5tSpUxo1apTatm2rli1b6vnnn9fJkyedarKzs/Xqq68qIiJCzZs31+DBg3Xw4MHSvTkAAAAAAAC4KkyGYRjuuHBWVpb279/vtM8wDL388svKycnRihUrdPDgQfXp00ddunRRdHS0tm/frjlz5mj06NEaOHCgJOnQoUN6+OGH1bx5c8XGxur333/X9OnT9eijj2rcuHGSpMzMTHXr1k1Vq1bVU089pfT0dE2ZMkUtWrTQnDlzJElWq1U9evRQTk6Onn/+eVmtVk2dOlUBAQFavny5vL29JUlDhgzRzp07NWbMGPn6+mrWrFmyWCxau3at/P39i30f7HZD6elZVy4EAAAAAADAFYWE+MnLy1Toce9r2IsTPz8/3XnnnU77PvzwQx04cECffPKJgoOD9fzzz6tJkyaaMmWKJCkqKkpWq1WzZ89WbGysfHx8NHfuXPn7++u9996Tj4+P2rdvr0qVKmnChAkaOnSoQkNDtWTJEp05c0arVq1SUFCQJCk0NFRDhgzRTz/9pLCwMK1du1a//fab1q1bp3r16kmSGjdurAcffFAbNmxQ165dlZKSooSEBM2bN09RUVGSpFatWqlTp05aunSphgwZcu1uIAAAAAAAAIqtzKwZdurUKb3zzjvq2bOnwsLCdP78eaWkpOj+++93qnvggQd05swZ7dixQ5KUlJSkDh06yMfHx1HTuXNn2Ww2JSYmOmpat27tCMIkKTIyUr6+vkpISHDU1K9f3xGESXJsX1rj6+uriIgIR01wcLBat26trVu3lvIdAQAAAAAAQGkrM2HYjBkz5OXlpeeee06SdOTIEeXm5qpu3bpOdbVr15YkHThwQOfOndOxY8fy1QQHB8vPz08HDhyQJKWmpuarMZvNqlmzZpE1klSrVi2nmtq1a8tsNhdaAwAAAAAAgLLLbdMkL3X69GmtWrVKAwYMUOXKlSVJZ8+elXRxOuWlfH19JV1cc6ywmry6vAXyz54961JN/fr1C6w5dOiQ45pXOk9xmUxSQMANJXotAAAAAAAAnJkKXy5MUhkZGfbZZ5/JbrerT58+jn156/qbCnkHXl5eRdYYhiEvr/++vdKoKepZA5eeBwAAAAAAAGVTmRgZtn79et19990KDg527Mt7MuPlI67ytv39/R2jtAoalZWTk+M4h5+fX4E12dnZqlGjxhVr8q7j5+entLS0ImuKyzCkzMxzJXotAAAAAAAAnIWE+BU5Osztw5mOHz+uX3/9VV26dHHaX6tWLZnNZh0+fNhpf9523bp15evrq9DQUMc0xjzp6enKyspyrAFWt27dfDU2m01paWlF1uRd79KaI0eO5BshdujQoQLXGwMAAAAAAEDZ4vYw7KeffpIktWzZ0ml/xYoV1apVK23YsMEpfFq/fr38/f3VtGlTSVJERIS2bNmiCxcuONWYzWa1adPGUfPdd9/JYrE4ahITE5WTk6N27dpJuvh0yX379ik1NdVRs3//fqWmpjrVnDlzRtu2bXPUnD59WikpKY4aAAAAAAAAlF0mo6iFsK6BWbNmaf78+frxxx/zHUtOTlb//v3VuXNnxcTE6IcfftDs2bM1atQoDR48WJL0+++/KyYmRi1atFDfvn118OBBTZs2TT169ND48eMlXQysunbtqurVq2v48OGyWCyaMmWKwsLCNG/ePEnShQsX1K1bN124cEGjRo2SYRiaOnWq/Pz8tHLlSnl7X5xRGhsbq7179+qFF15QYGCgZs6cKYvFojVr1iggIKDY799uN5SeXrLF9wEAAAAAAOAsJMRPXl6Fz5N0exg2fvx4bd68WVu3bi3w+MaNGzVjxgwdOHBAoaGh6tWrlwYMGOBUk5KSosmTJ2v37t0KCgpS9+7dNWLECFWoUMFRs3fvXr355pv64Ycf5Ovrq3vvvVdjxoxxWuvr2LFjeuONN5SUlCQfHx9FREQoLi5O1apVc9RkZmYqPj5emzZtkt1uV8uWLRUXF6dbb721RO+fMAwAAAAAAKD0lPkwzNMRhgEAAAAAAJSeK4Vhbl8zDAAAAAAAALhWCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMMAAAAAAADgMQjDAAAAAAAA4DEIwwAAAAAAAOAxCMOAErJYMhQf/5oyMy3ubgUAAAAAALiIMAwooTVrVmrfvj1avXqFu1sBAAAAAAAuIgwDSsBiyVBiYoIMw1Bi4lZGhwEAAAAAUE4QhgElsGbNStnthiTJbrczOgwAAAAAgHKCMAwogeTkJNlsVkmSzWZVcnKSmzsCAAAAAACuIAwDSiA8PEJms7ckyWz2Vnh4hJs7AgAAAAAAriAMA0ogOjpGXl4mSZKXl5e6dXvYzR0BAAAAAABXEIYBJRAYGKTIyPYymUyKjIxSQECgu1sCAAAAAAAu8HZ3A0B5FR0do6NH0xgVBgAAAABAOcLIMAAAAAAAAHgMwjCghNasWal9+/Zo9eoV7m4FAAAAAAC4iDAMKAGLJUOJiQkyDEOJiVuVmWlxd0sAAAAAAMAFhGFACaxZs1J2uyFJstvtjA4DAAAAAKCcIAwDSiA5OUk2m1WSZLNZlZyc5OaOAAAAAACAKwjDgBIID4+Q2XzxYaxms7fCwyPc3BEAAAAAAHCF28Ow//znP+rZs6fCwsIUGRmp119/XdnZ2Y7jiYmJ6tGjh8LCwtSxY0ctWLAg3zl27typ2NhYNW/eXJGRkZo2bZpyc3Odag4ePKhhw4apVatWatu2rV555RVlZWU51Zw6dUqjRo1S27Zt1bJlSz3//PM6efKkU012drZeffVVRUREqHnz5ho8eLAOHjxYejcE5UJ0dIy8vEySJC8vL3Xr9rCbOwIAAAAAAK5waxj2448/qn///qpatar++c9/avjw4Vq9erXGjh0rSdqxY4eGDRumW2+9VTNnzlR0dLQmT56s999/33GOQ4cOqV+/fqpYsaLefvttDRgwQAsXLtTEiRMdNZmZmerbt69OnTqlSZMmadSoUVq3bp1GjRrlqLFarRo4cKB+/vlnjR8/XuPHj9eOHTs0aNAgWa1WR93IkSP1r3/9Sy+88IImTZqk48ePq0+fPjp79uw1uGMoKwIDgxQZ2V4mk0mRkVEKCAh0d0sAAAAAAMAF3u68+FtvvaU777xT77zzjkwmk9q1aye73a6FCxfq3LlzmjFjhpo0aaIpU6ZIkqKiomS1WjV79mzFxsbKx8dHc+fOlb+/v9577z35+Pioffv2qlSpkiZMmKChQ4cqNDRUS5Ys0ZkzZ7Rq1SoFBQVJkkJDQzVkyBD99NNPCgsL09q1a/Xbb79p3bp1qlevniSpcePGevDBB7VhwwZ17dpVKSkpSkhI0Lx58xQVFSVJatWqlTp16qSlS5dqyJAh7rmRcIvo6BgdPZrGqDAAAAAAAMoRt40MO336tFJSUtSzZ0+ZTCbH/l69emnTpk3y8vJSSkqK7r//fqfXPfDAAzpz5ox27NghSUpKSlKHDh3k4+PjqOncubNsNpsSExMdNa1bt3YEYZIUGRkpX19fJSQkOGrq16/vCMIkObYvrfH19VVExH/XhwoODlbr1q21devW0ro1KCcCA4MUFzeOUWEAAAAAAJQjbgvD9u7dK8MwFBAQoOeee0533nmnWrZsqVdeeUV//fWXjhw5otzcXNWtW9fpdbVr15YkHThwQOfOndOxY8fy1QQHB8vPz08HDhyQJKWmpuarMZvNqlmzZpE1klSrVi2nmtq1a8tsNhdaAwAAAAAAgLLLbdMkT58+LUmKi4vTfffdp3/+85/as2eP3n77bZ0/f16PP/64JMnPz8/pdb6+vpKkrKwsxzpdl9fk1eUtkH/27FmXaurXr19gzaFDhxzXvNJ5istkkgICbijRawEAAAAAAODskgmIBXJbGJb3tMcWLVrolVdekSSFh4fLMAxNmjRJjz32mCQ5TaG8lJeXlwzDKLTGMAx5ef134Ftp1ORdr7B+AAAAAAAAULa5LQzLG+GVtxB9nsjISMXHx2vnzp2SlG/EVd62v7+/Y5RWQaOycnJy5O/vL+niyLGCarKzs1WjRo0r1uRdx8/PT2lpaUXWFJdhSJmZ50r0WgAAAAAAADgLCfErcnSY24Yz1alTR5J04cIFp/15I8Zq1qwps9msw4cPOx3P265bt658fX0VGhrqmMaYJz09XVlZWY41wOrWrZuvxmazKS0trciavOtdWnPkyJF8I8QOHTpU4HpjAAAAAAAAKFvcFobVq1dPNWrU0Lp165z2b9myRd7e3mrevLlatWqlDRs2OIVP69evl7+/v5o2bSpJioiI0JYtW5xCtfXr18tsNqtNmzaOmu+++04Wi8VRk5iYqJycHLVr107SxRFp+/btU2pqqqNm//79Sk1Ndao5c+aMtm3b5qjJeypmXg0AAAAAAADKLpNR1EJYV9m6dev0/PPP68EHH9TDDz+sXbt2acaMGerdu7fi4uKUnJys/v37q3PnzoqJidEPP/yg2bNna9SoURo8eLAk6ffff1dMTIxatGihvn376uDBg5o2bZp69Oih8ePHS7oYWHXt2lXVq1fX8OHDZbFYNGXKFIWFhWnevHmSLo5Q69atmy5cuKBRo0bJMAxNnTpVfn5+Wrlypby9L84ojY2N1d69e/XCCy8oMDBQM2fOlMVi0Zo1axQQEFDse2C3G0pPL9ni+wAAAAAAAHAWEuInL6/C50m6NQyTpE2bNundd9/V/v37FRISoscff1xDhw51LEi/ceNGzZgxQwcOHFBoaKh69eqlAQMGOJ0jJSVFkydP1u7duxUUFKTu3btrxIgRqlChgqNm7969evPNN/XDDz/I19dX9957r8aMGeO01texY8f0xhtvKCkpST4+PoqIiFBcXJyqVavmqMnMzFR8fLw2bdoku92uli1bKi4uTrfeemuJ3j9hGAAAAAAAQOkp82GYpyMMAwAAAAAAKD1XCsPctmYYAAAAAAAAcK0RhgElZLFkKD7+NWVmWtzdCgAAAAAAcBFhGFBCa9as1L59e7R69Qp3twIAAAAAAFxEGAaUgMWSocTEBBmGocTErYwOAwAAAACgnCAMA0pgzZqVstsvPnvCbrczOgwAAAAAgHKCMAwogeTkJNlsVkmSzWZVcnKSmzsCAAAAAACuIAwDSiA8PEJms7ckyWz2Vnh4hJs7AgAAAAAAriAMA0ogOjpGXl4mSZKXl5e6dXvYzR0BAAAAAABXEIYBJRAYGKTIyPYymUyKjIxSQECgu1sCAAAAAAAu8HZ3A0B5FR0do6NH0xgVBgAAAABAOWIyDMNwdxOezG43lJ6e5e42AAAAAAAArgshIX6OpY0KwjRJAAAAAAAAeAzCMAAAAAAAAHgMwjAAAAAAAAB4DMIwAAAAAAAAeAzCMAAAAAAAAHgMwjAAAAAAAAB4DMIwAAAAAAAAeAzCMAAAAAAAAHgMwjCghCyWDMXHv6bMTIu7WwEAAAAAAC4iDANK6PPPP9Hevb/p888/cXcrAAAAAADARYRhQAlYLBn69tskSVJyciKjwwAAAAAAKCcIw4AS+PzzT2S32yVJdrud0WEAAAAAAJQThGFACXz33Tan7bxRYgAAAAAAoGwjDAMAAAAAAIDHIAwDSqBt23ZFbgMAAAAAgLKJMAwogUceeUImk0mSZDJ56dFHe7q5IwAAAAAA4ArCMKAEAgODFB4eKUkKD49QQECgexsCAAAAAAAu8XZ3A0B59cgjT+jUqZOMCgMAAAAAoBwxGYZhuLsJT2a3G0pPz3J3GwAAAAAAANeFkBA/eXmZCj3ONEkAAAAAAAB4DMIwAAAAAAAAeAzCMKCELJYMxce/psxMi7tbAQAAAAAALiIMA0pozZqV2rdvj1avXuHuVgAAAAAAgIsIw4ASsFgylJiYIMMwlJi4ldFhAAAAAACUE4RhQAmsWbNSdvvFB7Ha7XZGhwEAAAAAUE4QhgElkJycJJvNKkmy2axKTk5yc0cAAAAAAMAVhGFACYSHR8hs9pYkmc3eCg+PcHNHAAAAAADAFYRhQAlER8fIy8skSfLy8lK3bg+7uSMAAAAAAOAKwjCgBAIDgxQZ2V4mk0mRkVEKCAh0d0sAAAAAAMAF3u5uACivoqNjdPRoGqPCAAAAAAAoR0yGYRjubsKT2e2G0tOz3N0GAAAAAADAdSEkxM+xtFFBmCYJAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI9BGAYAAAAAAACPQRgGAAAAAAAAj0EYBgAAAAAAAI/h1jDMarXqjjvuUKNGjZz+a968uaMmMTFRPXr0UFhYmDp27KgFCxbkO8/OnTsVGxur5s2bKzIyUtOmTVNubq5TzcGDBzVs2DC1atVKbdu21SuvvKKsrCynmlOnTmnUqFFq27atWrZsqeeff14nT550qsnOztarr76qiIgINW/eXIMHD9bBgwdL76YAAAAAAADgqvF258UPHDig8+fPa9KkSapTp45jv5fXxYxux44dGjZsmLp06aJnn31W27dv1+TJk2UYhgYOHChJOnTokPr166fmzZvr7bff1u+//67p06crKytL48aNkyRlZmaqb9++qlq1qiZNmqT09HRNmTJFf/75p+bMmSPpYjA3cOBA5eTkaPz48bJarZo6daoGDRqk5cuXy9v74q0aOXKkdu7cqTFjxsjX11ezZs1Snz59tHbtWvn7+1/Duwd3s1gyNHv2TD311DMKCAh0dzsAAAAAAMAFbg3DfvvtN3l5eemBBx7QDTfckO/4jBkz1KRJE02ZMkWSFBUVJavVqtmzZys2NlY+Pj6aO3eu/P399d5778nHx0ft27dXpUqVNGHCBA0dOlShoaFasmSJzpw5o1WrVikoKEiSFBoaqiFDhuinn35SWFiY1q5dq99++03r1q1TvXr1JEmNGzfWgw8+qA0bNqhr165KSUlRQkKC5s2bp6ioKElSq1at1KlTJy1dulRDhgy5RncOZcGaNSu1b98erV69QrGxA9zdDgAAAAAAcIFbp0nu3r1btWrVKjAIO3/+vFJSUnT//fc77X/ggQd05swZ7dixQ5KUlJSkDh06yMfHx1HTuXNn2Ww2JSYmOmpat27tCMIkKTIyUr6+vkpISHDU1K9f3xGESXJsX1rj6+uriIgIR01wcLBat26trVu3/q+3A+WIxZKhxMQEGYahxMStysy0uLslAAAAAADgAreGYXv27JGPj48GDhyo5s2bq3Xr1ho3bpyysrJ05MgR5ebmqm7duk6vqV27tqSLUyzPnTunY8eO5asJDg6Wn5+fDhw4IElKTU3NV2M2m1WzZs0iaySpVq1aTjW1a9eW2WwutAaeYc2albLbDUmS3W7X6tUr3NwRAAAAAABwhdunSWZlZenRRx/VsGHDtGvXLs2cOVMHDhzQ888/L0ny8/Nzeo2vr68kKSsrS2fPni2wJq8ub4H8s2fPulRTv379AmsOHTrkuOaVzlNcJpMUEJB/ZBzKtm+/TZLNZpUk2WxWffttkv7+9+Fu7goAAAAAAJhMRR93axg2ffp0BQQEqFGjRpKk1q1bKyQkRKNHj1ZSUpIkyVTIO/Dy8pJhGIXWGIbhWIi/tGryrldYP/AcUVHt9fXXm2S1WuXt7a2oqPbubgkAAAAAALjArWFYmzZt8u275557nLYvH3GVt+3v7+8YpVXQqKycnBzH0x39/PwKrMnOzlaNGjWuWJN3HT8/P6WlpRVZU1yGIWVmnivRa+E+DzwQrc2bv5YkmUxe6ty5Gz9HAAAAAADKgJAQvyJHh7ltOFN6erqWLVumI0eOOO3/66+/JEkhISEym806fPiw0/G87bp168rX11ehoaGOaYyXnjsrK8uxBljdunXz1dhsNqWlpRVZk3e9S2uOHDmSb4TYoUOHClxvDNevwMAgRUa2l8lkUmRklAICAt3dEgAAAAAAcIHbwjCTyaRx48Zp8eLFTvvXrVsns9msdu3aqVWrVtqwYYNT+LR+/Xr5+/uradOmkqSIiAht2bJFFy5ccKoxm82OkWcRERH67rvvZLFYHDWJiYnKyclRu3btJF18uuS+ffuUmprqqNm/f79SU1Odas6cOaNt27Y5ak6fPq2UlBRHDTxHdHSMGjRopG7dHnZ3KwAAAAAAwEUmo6iFsK6yCRMm6OOPP9ZTTz2lVq1aafv27Zo9e7Z69uypl19+WcnJyerfv786d+6smJgY/fDDD5o9e7ZGjRqlwYMHS5J+//13xcTEqEWLFurbt68OHjyoadOmqUePHho/fryki4FV165dVb16dQ0fPlwWi0VTpkxRWFiY5s2bJ0m6cOGCunXrpgsXLmjUqFEyDENTp06Vn5+fVq5cKW/vizNKY2NjtXfvXr3wwgsKDAzUzJkzZbFYtGbNGgUEBBT7HtjthtLTS7b4PgAAAAAAAJyFhPjJy6vweZJuDcNyc3P1wQcfaPny5Tp69KhCQ0P12GOPadCgQY4F6Tdu3KgZM2bowIEDCg0NVa9evTRgwACn86SkpGjy5MnavXu3goKC1L17d40YMUIVKlRw1Ozdu1dvvvmmfvjhB/n6+uree+/VmDFjnNb6OnbsmN544w0lJSXJx8dHERERiouLU7Vq1Rw1mZmZio+P16ZNm2S329WyZUvFxcXp1ltvLdE9IAwDAAAAAAAoPWU6DANhWHlmsWRo9uyZeuqpZ1gzDAAAAACAMuJKYZjb1gwDyrs1a1Zq3749Wr16hbtbAQAAAAAALiIMA0rAYslQYmKCDMNQYuJWZWZa3N0SAAAAAABwAWEYUAJr1qyU3X5xhrHdbmd0GAAAAAAA5QRhGFACyclJstmskiSbzark5CQ3dwQAAAAAAFxBGAaUQHh4hMxmb0mS2eyt8PAIN3cEAAAAAABcQRgGlEB0dIzjyRReXl7q1u1hN3cEAAAAAABcQRgGlEBgYJAiI9vLZDIpMjJKAQGB7m4J8BgWS4bi41/jwRUAAAAASsTlMMwwDB0+fFg///yzfv75Z6WlpV3NvoAyLzo6Rg0aNGJUGHCNrVmzUvv27eHBFQAAAABKxGQYhlFUwc8//6z58+crKSlJOTk5Tsf8/PzUsWNH9e/fX7fddttVbfR6ZbcbSk/PcncbAFAuWCwZevHF55Sbm6sKFXw0efLbjMwEAAAA4CQkxM+xtFFBigzD5s2bp+nTp8vLy0vNmzdXgwYNVLlyZVmtVlksFv3666/avXu3vLy89OKLL6pPnz5X5U1czwjDAMB1ixYt0Nat38hms8ps9lZU1D2KjR3g7rYAAAAAlCFXCsO8CzuQkJCgqVOnqm3btpo4caJuvvnmAusOHz6sV199VRMnTlSDBg0UHh7+v3cNAEABkpOTZLNZJUk2m1XJyUmEYQAAAACKpdA1wz766CPVr19f8+bNKzQIk6RatWppzpw5qlevnhYvXnxVmgQAQJLCwyNkNl/8/3HMZm+Fh0e4uSMAAAAA5U2hYdivv/6qv/3tb/Lx8bniSby9vdWlSxft37+/VJsDyjKeaAdce9HRMY7hzl5eXjzAAgAAAECxFRqGnT17VtWqVXP5RDfddJP+/PPPUmkKKA8+//wT7d37mz7//BN3twJ4jMDAIEVGtpfJZFJkZBSL5wMAAAAotkLDMKvV6tKosDze3t66cOFCqTQFlHUWS4a+/TZJkpScnMjoMOAaio6OUYMGjRgVBgAAAKBECg3DABTu888/kd1ulyTZ7XZGhwHXUGBgkOLixjEqDAAAAECJFPo0SUlKSUmRzWZz6UQ7duwolYaA8uC777Y5bX/7bZIGDhzmpm4AAAAAAICrigzDPvvsM3322WcuncgwDJlMplJpCgAAAAAAALgaCg3DJk6ceC37AMqVtm3badu2fzttAwAAAACAss9kGIbh7iY8md1uKD09y91toJgslgyNGvX3/z8i0kvTps1i/SIAAAAAAMqAkBA/eXkVPnuxxAvoX7hwQb/++qtSU1NLegqg3AoMDFJ4eKQkKTw8giAMAAAAAIByosgwLDMzU1OnTlVsbKzT/rVr1yoqKko9evTQ3/72N3Xt2lU//vjj1ewTKHMeeeQJNWx4mx59tKe7WwEAAAAAAC4qdM2wrKwsPf744zp48KCqV68uq9Uqb29v7dy5U6NHj5bdbtcTTzyhBg0aaNWqVerfv79WrVql2rVrX8v+AQAAAAAAAJcVOjJs3rx5SktL09tvv61vvvlG3t4Xc7P33ntPhmEoNjZW48ePV69evbR48WJVq1ZNc+bMuWaNA+62Zs1K7du3R6tXr3B3KwAAAAAAwEWFhmFff/21HnroIXXu3Nmx79y5c0pMTJQk9erVy7G/YsWK6tatm7Zt23YVWwXKDoslQ4mJCTIMQ4mJW5WZaXF3SwAAAAAAwAWFhmFHjx5V06ZNnfalpKQoNzdXNWvWVJ06dZyO3XTTTUpPT78qTQJlzZo1K2W3X3wQq91uZ3QYAAAAAADlRKFhmJeXl+x2u9O+vJFf7dq1y1d/+vRp+fn5lXJ7QNmUnJwkm80qSbLZrEpOTnJzRwAAAAAAwBWFhmH169fXDz/84Ng2DEMbNmyQyWRSx44d89V//fXXqlev3tXpEihjwsMjZDKZJEkmk0nh4RFu7ggAAAAAALii0DCse/fu+te//qUPP/xQ+/fv18SJE3X06FHdcsstuvvuu51qZ8+erR9//FFdunS56g0DZUH79h1lGBenSRqGoXvu6eTmjgAAAAAAgCu8CzvwxBNPaPv27Zo4caJMJpMMw1BAQIDeeusteXldzNA+//xzzZ07V0eOHFHLli3Vs2fPa9Y44E4JCZslmSQZkkz65puvFRs7wM1dAQAAAACAKyk0DDOZTHrrrbfUq1cv/fDDD/L19dV9992n4OBgR82ff/4pwzD01FNPaejQoY6QDLjeXVwjzPj/W4aSk5MIwwAAAAAAKAdMRt5cL7iF3W4oPT3L3W2gmBYtWqBvvvlahmHIZDLpnns6EYYBAAAAAFAGhIT4ycvLVOhxhnIBJcCaYQAAAAAAlE+FTpN86aWXCn2RyWRSxYoVVblyZTVo0EAREREKCgq6Kg0CZdGGDV/l2x44cJibugEAAAAAAK4qdJrkbbfd5vJJfH19NXbsWMXExJRaY56CaZLl0+DBsbLZbI5ts9msefMWubEjAAAAAAAgXXmaZKEjw77++usiT2yz2ZSZmak9e/Zo6dKlGjt2rG655Ra1atWq5N0C5cSlQVhB2wAAAAAAoGwqNAyrUaOGSydo1qyZunXrph49euj9998nDINH8PLykt1ud9oGAAAAAABlX6n8C97Hx0fR0dH65ZdfSuN0QJl3110RTtvh4ZFu6gQAAAAAABRHqQ1nqVKliiwWS2mdDijTHnnkiSK3AQAAAABA2VRqYdgff/yh4ODg0jodUOaZTBf/+jBFEgAAAACA8qNU/hVvsVi0fPlytWjRojROB5R5a9aslOmSB1OsXr3Cfc0AAAAAAACXFbqA/n/+858iX2i1WpWdna39+/frs88+06lTp9SvX7/S7g8ok5KTkxwL6NvtdiUnJyk2doCbuwIAAAAAAFdSaBgWGxsr06VDXwphGIaqVKmi6dOn64477ijV5oCyqmnTO5SS8p1ju1mzMDd2AwAAAAAAXFVoGDZ8+PAiwzAfHx8FBASoXr16CgsLU4UKFa5Kg0BZdOTIYaftw4cPuakTAAAAAABQHIWGYSNGjLiWfQDlyvHjx4rcBgAAAAAAZROPwQNK4MYbfYvcBgAAAAAAZRNhGFACVqu1yG0AAAAAAFA2EYYBJRARcXeR2wAAAAAAoGwiDANKIDo6RtLFB0yYTCZ16/awexsCAAAAAAAuIQwDSqiIh60CAAAAAIAyijAMKIE1a1bKMAxJkmEYWr16hZs7AgAAAAAArvAuTvHSpUu1Zs0anTp1SjabLd9xk8mkTZs2lVpzQFm1bVtivu3Y2AFu6gYAAAAAALjK5TBs1qxZmjVrlgICAlS3bl1VqFDhavYFlGkhISH644+jTtsAAAAAAKDsczkMW758udq0aaP58+fLx8fnavYElHmnTp0qchsAAAAAAJRNLq8Zlp6erujoaIIwQFKVKlWK3AYAAAAAAGWTy2FYgwYNdODAgavZC1BupKenF7kNAAAAAADKJpfDsOeee06fffaZEhISrkojf//733Xfffc57UtMTFSPHj0UFhamjh07asGCBflet3PnTsXGxqp58+aKjIzUtGnTlJub61Rz8OBBDRs2TK1atVLbtm31yiuvKCsry6nm1KlTGjVqlNq2bauWLVvq+eef18mTJ51qsrOz9eqrryoiIkLNmzfX4MGDdfDgwdK5AShX2rWLLHIbAAAAAACUTS6vGfbhhx/qxhtv1LBhw1SpUiUFBQXJZDI51ZT0aZJffPGFNm7cqFq1ajn27dixQ8OGDVOXLl307LPPavv27Zo8ebIMw9DAgQMlSYcOHVK/fv3UvHlzvf322/r99981ffp0ZWVlady4cZKkzMxM9e3bV1WrVtWkSZOUnp6uKVOm6M8//9ScOXMkSVarVQMHDlROTo7Gjx8vq9WqqVOnatCgQVq+fLm8vS/eppEjR2rnzp0aM2aMfH19NWvWLPXp00dr166Vv79/sd83yq8WLVppy5b/ftZbtmzjxm4AAAAAAICrXA7Dzp8/r9q1a6t27dql2sDx48f1xhtvqHr16k77Z8yYoSZNmmjKlCmSpKioKFmtVs2ePVuxsbHy8fHR3Llz5e/vr/fee08+Pj5q3769KlWqpAkTJmjo0KEKDQ3VkiVLdObMGa1atUpBQUGSpNDQUA0ZMkQ//fSTwsLCtHbtWv32229at26d6tWrJ0lq3LixHnzwQW3YsEFdu3ZVSkqKEhISNG/ePEVFRUmSWrVqpU6dOmnp0qUaMmRIqd4XlG2LF3/gtL1o0QJNnDjNPc0AAAAAAACXuRyGLVq06Ko0MHbsWEVERKhixYravn27pIvBW0pKip577jmn2gceeEDz58/Xjh07dNdddykpKUkdOnRwWtS/c+fOevXVVx1TLJOSktS6dWtHECZJkZGR8vX1VUJCgsLCwpSUlKT69es7gjBJju2EhAR17dpVSUlJ8vX1VUREhKMmODhYrVu31tatWwnDPMzx438WuQ0AAAAAAMoml8OwPFarVTt37tSxY8fUpk0bVapUSTabTQEBAcW++LJly/TLL7/oyy+/1OTJkx37jxw5otzcXNWtW9epPm9U2oEDBxQWFqZjx47lqwkODpafn59jsf/U1FR169bNqcZsNqtmzZpONZefR5Jq1arlVFO7dm2ZzeZ8NV999VWx33sek0kKCLihxK+He5hMJhmG4bTNzxEAAAAAAPe7bFWvfFxeQF+SvvrqK91zzz168sknNWrUKO3bt0/bt29X+/btNX/+/GI1dvToUU2cOFGvvPKKgoODnY6dPXtWkuTn5+e039fXV5KUlZVVaE1eXd4C+WfPni2VmqysrCvWwHPcdVe403Z4eDs3dQIAAAAAAIrD5ZFhiYmJGjVqlFq0aKFBgwYpPj5eklSzZk01bNhQU6dOVdWqVfXQQw9d8VyGYegf//iH2rdvrwceeKDA45LyLdCfx8vLq8gawzDk5fXfnK80ai4dBVRQPyVlGFJm5rkSvx7u8eijvZScvM1pm58jAAAAAADuFxLiV+ToMJdTnHfffVdNmzbVRx995BR41atXTx9//LGaN2+uDz/80KVzLVmyRHv27NE//vEPWa1WWa1WR9hktVodT2a8fMRV3ra/v79jlFZBo7JycnIc5/Dz8yuwJjs723EOV2uys7OLrIHn2LNnt9P23r2/uakTwPNYLBmKj39NmZkWd7cCAAAAoBxyOQzbvXu3/va3vxU4Csrb21sPPvigY32tK1m/fr0yMjIUGRmp22+/XbfffrtWrVqlw4cP6/bbb1dKSorMZrMOHz7s9Lq87bp168rX11ehoaE6dOiQU016erqysrIca4DVrVs3X43NZlNaWlqRNXnXu7TmyJEj+UaIHTp0qMD1xnB9mz9/ttP23LnvuakTwPOsWbNS+/bt0erVK9zdCgAAAIByyOUwrEKFCrJarYUet1gsqlChgkvnevXVV/X55587/dehQwdVr15dn3/+uTp37qxWrVppw4YNTuHT+vXr5e/vr6ZNm0qSIiIitGXLFl24cMGpxmw2q02bNo6a7777ThaLxVGTmJionJwctWt3cZ2nyMhI7du3T6mpqY6a/fv3KzU11anmzJkz2rbtv1PjTp8+rZSUFEcNPIfNZi1yG8DVYbFkKDExQYZhKDFxK6PDAAAAABSby2FYmzZt9Pnnn+v8+fP5jp04cUIff/yxWrZs6dK5br31VjVr1szpv8DAQPn4+KhZs2YKCgrSU089pR07dmjkyJFKSEjQ22+/rffff19Dhw7VDTdcfGrfoEGDdPLkSQ0ZMkRbtmzRwoULNXHiRD322GO6+eabJUlPPvmkfHx81K9fP23cuFHLli3T6NGjFRUVpRYtWkiSunbtqtq1a2vQoEFau3atvvzySw0ePFgNGjRQly5dJEmtW7dWmzZt9Pzzz2vZsmXauHGj+vXrJ39/f/Xs2dPV24jrxuWTj6/wqAoApWLNmpWy2y/+nyR2u53RYQAAAACKzWQUtTL8JX7//Xc9/vjjCgkJUVRUlBYvXqxevXrJbDZr5cqVunDhgpYuXarGjRuXqJG4uDht375dGzdudOzbuHGjZsyYoQMHDig0NFS9evXSgAEDnF6XkpKiyZMna/fu3QoKClL37t01YsQIp1Fqe/fu1ZtvvqkffvhBvr6+uvfeezVmzBintb6OHTumN954Q0lJSfLx8VFERITi4uJUrVo1R01mZqbi4+O1adMm2e12tWzZUnFxcbr11ltL9J4lyW43lJ7O0yjLmyFD+spqzXVse3tX0Ny5rq2ZB6Dknn56oP76678Pq6hU6Qa99977buwIAAAAQFkTEuInL6/CB624HIZJ0p49ezRhwgT95z//cdrftGlTjR07VnfeeWeJG/VUhGHl06JFC7RlyybHdocO9yo2dkARrwBQGhYtWqCtW7+RzWaV2eytqKh7+LsHAAAAwMmVwjDv4pysUaNGWrRokSwWiw4fPiy73a4aNWqoatWq/3OjQHnSvn1HpzDsnns6ubEbwHNER8coMTFBNpvk5eWlbt0edndLAAAAAMoZl9cMu1RgYKDuuOMO3XnnnQRh8EgrVixz2l658jM3dQJ4lsDAIEVGtpfJZFJkZJQCAgLd3RIAAACAcqZYI8MAXPTzzz84bf/44w+FVAIobdHRMTp6NI1RYQAAAABKhDAMAFCuBAYGKS5unLvbAAAAAFBOlWiaJODpvLzMRW4DAAAAAICyiTAMKJHLH8Lq8kNZAQAAAACAGxV7mqTFYtG2bdt09OhRVahQQTfddJMiIiLk5+d3NfoDyiS73V7kNgAAAAAAKJuKFYZ9/PHHmjJliv766y8Zxn9HwlSsWFFjxoxRr169Sr1BAAAAAAAAoLS4HIZt2rRJr732mpo0aaJBgwbp1ltvlWEYSk1N1cKFCzVhwgTdfPPN6tChw9XsFwAAAAA8isWSodmzZ+qpp55RQECgu9sBgHLP5TXD5s2bpyZNmuiTTz5R165dddttt6lx48b629/+pqVLl6px48aaP3/+1ewVKDNYQB8AAADXypo1K7Vv3x6tXr3C3a0AwHXB5TDst99+00MPPSQfH598xypUqKCHHnpIu3fvLtXmgLLKbrcVuQ0AAACUBoslQ4mJCTIMQ4mJW5WZaXF3SwBQ7rkchvn4+OjcuXOFHs/OzpbZzOgYAAAAACgta9aslN1+cb1mu93O6DAAKAUuh2GtW7fWkiVLdOLEiXzHjh8/ro8//lgtW7Ys1eaAsqpSpUpFbgMAAAClITk5STabVZJks1mVnJzk5o4AoPxzeQH95557To8//ri6dOmi7t27q06dOpKk1NRUrV69WjabTc8+++zV6hMoU2w2e5HbAAAAQGkID4/Q1q3fyGazymz2Vnh4hLtbAoByz+UwrGHDhvrwww81YcIELVmyxOlY06ZNNXbsWDVu3LjUGwTKoqpVq+qPP446bQMAAAClLTo6RomJCbLZJC8vL3Xr9rC7WwKAcs/lMEyS7rjjDn322WdKT0/X0aNHZRiGatSooSpVqlyt/oAyKT09vchtAAAAoDQEBgYpMrK9vvnma0VGRikgINDdLQFAuVesMCxPSEiIQkJCSrsXoNxo1y5SW7ZsctoGAAAArobo6BgdPZrGqDAAKCWFhmGdOnXSP/7xD3Xq1MmxfSUmk0mbNm26Yh1Q3rVv39EpDLvnniv//QAAAABKIjAwSHFx49zdBgBcNwoNw26++WbdeOONTtsALvryyy8u216lp57iARIAAAAAAJR1JsMwDHc34cnsdkPp6VnubgPFNHBgL136V8dkMun995cU8QoAAAAAAHAthIT4ycvLVOhxr+Kc7I8//tBbb72lzMxMx7558+Zp0qRJOn36dMm7BMqZyzNkMmUAAAAAAMoHl8OwvXv3KiYmRgsXLtSxY8cc+zMzM7VkyRI99NBDOnLkyFVpEihrQkOrF7kNAAAAAADKJpenSQ4dOlT79u3TggULVKdOHadjR44cUd++fdWsWTO98847V6PP6xbTJC+yWq2yWDLc3YbLjh5N0zvvTHFsjxw5RjfdVMONHbkuMDBI3t4lepAsAAAAAABl3pWmSbr8L+Iff/xRTz/9dL4gTJJuueUW9e7dW/Pnzy9Rk/BsVqtVY8eO1okTx93dSolNnz7Z3S24rFq1UE2YMIVADAAAAADgkVyeJmkYhs6fP1/k8b/++qtUmgIAAAAAAACuBpenSQ4ePFipqalauXKlKleu7HQsOztbPXr00E033aSFCxdelUavV0yTvKi8TZM8fTpd8fGvSZLi4sYpODjEzR25jmmSAAAAAIDrWalNk/z73/+u3r1768EHH1R0dLRq164tk8mkw4cPa+3atTp58qQmTpxYKk3D83h7e6tKlarubqNEgoNDym3vAAAAAAB4GpfDsLCwMC1cuFCTJk3SggULdOmAsttuu00TJ05U8+bNr0qTAAAAAAAAQGko1lypVq1aadmyZTp9+rSOHj0qu92um266SdWqVbta/QEAAAAAAAClpkQLB+Xm5sput+vWW29VxYoVZbfb5eXl8lr8AAAAAAAAgFsUK8Havn27Hn74Yd1zzz164okntGvXLn3//fe65557tG7duqvVIwAAAAAAAFAqXA7Dfv75Z/Xv31/Z2dnq27evY82wgIAAeXt764UXXlBCQsJVaxQAAAAAAAD4X7k8TfKdd95RzZo1tWLFCuXk5OiDDz6QJDVr1kyrV69Wz549NWfOHLVv3/5q9QoAAAAA/xOr1SqLJcPdbRSL1WqVdPEJ7OVFYGBQueoXgGdx+dvphx9+0NNPP61KlSrp3LlzTsf8/Pz02GOPacaMGaXeIAAAAACUBqvVqrFjR+vEiePubuW6V61aqCZMmEIgBqBMKtaaYT4+PoUeO3/+vOx2+//cEAAAAAAAAHC1uBzTh4WF6csvv1SfPn3yHcvJydGyZcvUrFmzUm0OAAAAAEqLt7e3JkyYUq6mSZ4+na74+NckSXFx4xQcHOLmjlzDNEkAZZnL307PPPOMYmNj1bt3b3Xq1Ekmk0k///yz9u3bp0WLFumPP/7Qq6++ejV7BQAAAID/ibe3t6pUqeruNkokODik3PYOAGWJy2FY8+bNNWfOHL3yyiuaNGmSJGn69OmSpKpVq2r69Om66667rk6XAAAAAAAAQClwOQzLyMhQRESENm7cqF9//VWHDx+W3W5XjRo11LRpU4bAAgAAAAAAoMxzOcGKiYnRo48+quHDh+v222/X7bfffjX7AgAAAAAAAEqdy0+TPH36tKpWZX46AMC9LJYMxce/psxMi7tbAQAAAFAOuRyGRUdH69NPP1VaWtrV7AcAgCKtWbNS+/bt0erVK9zdCgAAAIByyOVpkl5eXkpNTdUDDzygWrVqKSQkRF5ezlmayWTShx9+WOpNAgAgXRwVlpiYIMMwlJi4Vd26PayAgEB3twUAAACgHHE5DEtKSlJQUJAk6fz58/rjjz+uWlMAABRkzZqVstsNSZLdbtfq1SsUGzvAzV0BAAAAKE9cDsM2b958NfsAAOCKkpOTZLNZJUk2m1XJyUmEYQAAAACK5YprhuXm5mr37t3auXOnzp07dy16AgCgQOHhETKbL/7/OGazt8LDI9zcEQAAAIDypsiRYR988IHeffddZWVlSZJ8fHz05JNPatSoUfL2dnlQGQAApSI6OkaJiQmy2S6uZdmt28PubgkAAABAOVPoyLBVq1YpPj5elStXVq9evRQbG6s6derogw8+0OTJk69ljwAASJICA4MUGdleJpNJkZFRLJ4PAAAAoNgKHd718ccf684779SHH36oihUrSpIMw9DIkSP16aef6oUXXpCPj881axQAAOni6LCjR9MYFQYAAACgRAodGfb7778rOjraEYRJkslkUr9+/XThwgWlpqZekwYBALhUYGCQ4uLGMSoMAAAAQIkUGoadO3dO/v7++fbXrFlThmHozJkzV7UxAAAAAAAAoLQVGobZ7XaZTKZ8+81msyTJZrNdva4AAAAAAACAq6DQMAwAAAAAAAC43hS6gL4kWSwW/fHHH077MjMzJUmnT5/Od0ySbr755lJsDwAAAAAAACg9RYZhb775pt58880Cj73wwgv59plMJv3666+l0xkAAAAAAABQygoNw2JiYq76xQ3D0IcffqilS5fq2LFjqlOnjgYPHqzo6GhHTWJioqZPn679+/crJCREvXv31oABA5zOs3PnTk2ePFm7du2Sr6+vHn74YY0YMUIVKlRw1Bw8eFDx8fFKSUmR2WxW586dNXr0aPn5+TlqTp06pYkTJyoxMVFWq1Xt27fXSy+9pKpVqzpqsrOz9dZbb2nDhg3KyclRq1at9PLLL6tOnTpX70YBAAAAAACgVBQahk2cOPGqX3zOnDmaMWOGRowYoTvvvFNbt27VCy+8ILPZrK5du2rHjh0aNmyYunTpomeffVbbt2/X5MmTZRiGBg4cKEk6dOiQ+vXrp+bNm+vtt9/W77//runTpysrK0vjxo2TdHFqZ9++fVW1alVNmjRJ6enpmjJliv7880/NmTNHkmS1WjVw4EDl5ORo/Pjxslqtmjp1qgYNGqTly5fL2/virRo5cqR27typMWPGyNfXV7NmzVKfPn20du3aAp++CQAAAAAAgLKjyGmSV1Nubq4WLFignj176qmnnpIkhYeHa9euXVq8eLG6du2qGTNmqEmTJpoyZYokKSoqSlarVbNnz1ZsbKx8fHw0d+5c+fv767333pOPj4/at2+vSpUqacKECRo6dKhCQ0O1ZMkSnTlzRqtWrVJQUJAkKTQ0VEOGDNFPP/2ksLAwrV27Vr/99pvWrVunevXqSZIaN26sBx98UBs2bFDXrl2VkpKihIQEzZs3T1FRUZKkVq1aqVOnTlq6dKmGDBnihjsJAAAAAAAAV7ntaZJms1mLFi3KFyBVqFBB58+f1/nz55WSkqL777/f6fgDDzygM2fOaMeOHZKkpKQkdejQQT4+Po6azp07y2azKTEx0VHTunVrRxAmSZGRkfL19VVCQoKjpn79+o4gTJJj+9IaX19fRUREOGqCg4PVunVrbd26tTRuCwAAAAAAAK4it4VhXl5eatSokUJDQ2UYhk6dOqW5c+dq27Ztevzxx3XkyBHl5uaqbt26Tq+rXbu2JOnAgQM6d+6cjh07lq8mODhYfn5+OnDggCQpNTU1X43ZbFbNmjWLrJGkWrVqOdXUrl1bZrO50BoAAAAAAACUXW6bJnmpDRs26JlnnpEk3XPPPerWrZt2794tSU4L3EuSr6+vJCkrK0tnz54tsCavLisrS5J09uxZl2rq169fYM2hQ4cc17zSeYrLZJICAm4o0WvhPufPV3L82d+/Ej9D4BrKyDitadOm6vnnX3Aa8QsAwPWI3zsBoPhMpqKPu21k2KWaNGmixYsX6//+7/+0Y8cODRkyRIZhSJJMhbwDLy+vImsMw5CX13/fXmnU5F2vsH4AAFffsmXLtHv3bi1b9pm7WwEAAABQDpWJkWG33HKLbrnlFrVu3Vp+fn568cUXHcHT5SOu8rb9/f0do7QKGpWVk5PjeLqjn59fgTXZ2dmqUaPGFWvyruPn56e0tLQia4rLMKTMzHMlei3c5+zZv5z+XLEiP0PgWrBYMrR589cyDEObN29W587dFBAQ6O62AAC4avi9EwCKLyTEr8jRYW4bzmSxWLRq1SodP37caX+TJk0kSWlpaTKbzTp8+LDT8bztunXrytfXV6GhoY5pjHnS09OVlZXlWAOsbt26+WpsNpvS0tKKrMm73qU1R44cyTdC7NChQwWuNwYAKF1r1qyU3X7xO9hut2v16hVu7ggAAABAeeO2MMxutysuLk6ffvqp0/6kpCRJUrNmzdSqVStt2LDBKXxav369/P391bRpU0lSRESEtmzZogsXLjjVmM1mtWnTxlHz3XffyWKxOGoSExOVk5Ojdu3aSbr4dMl9+/YpNTXVUbN//36lpqY61Zw5c0bbtm1z1Jw+fVopKSmOGgDA1ZOcnCSbzSpJstmsSk5OcnNHAAAAAMobt4VhwcHBevLJJzV37lzNnTtXycnJmjVrlqZNm6ZHH31Ut956q5566int2LFDI0eOVEJCgt5++229//77Gjp0qG644eLCkYMGDdLJkyc1ZMgQbdmyRQsXLtTEiRP12GOP6eabb5YkPfnkk/Lx8VG/fv20ceNGLVu2TKNHj1ZUVJRatGghSeratatq166tQYMGae3atfryyy81ePBgNWjQQF26dJEktW7dWm3atNHzzz+vZcuWaePGjerXr5/8/f3Vs2dP99xIAPAg4eERMpsvzvA3m70VHh7h5o4AAAAAlDcmo6hV4a+y3NxcffDBB/r888/1xx9/qHr16nr00Uc1aNAgx4L0Gzdu1IwZM3TgwAGFhoaqV69eGjBggNN5UlJSNHnyZO3evVtBQUHq3r27RowYoQoVKjhq9u7dqzfffFM//PCDfH19de+992rMmDFOa30dO3ZMb7zxhpKSkuTj46OIiAjFxcWpWrVqjprMzEzFx8dr06ZNstvtatmypeLi4nTrrbeW6B7Y7YbS00v2JEq4z6lTJzVmzLOSpMmT31GVKlXd3BHgGSyWDL344nPKzc1VhQo+mjz5bdYMAwBc1/i9EwCKLyTET15ehS8a5tYwDIRh5RW/lADus2jRAn3zzde6555Oio0dcOUXAABQjvF7JwAU35XCsDLxNEkAAFwVHR2jo0fT1K3bw+5uBQAAAEA5RBgGAChXAgODFBc3zt1tAAAAACin3LaAPgAAAAAAAHCtEYYBAAAAAADAYxCGAQAAAAAAwGMQhgEAAAAAAMBjEIYBAMoViyVD8fGvKTPT4u5WAAAAAJRDhGEAgHJlzZqV2rdvj1avXuHuVgAAAACUQ4RhAIByw2LJUGJiggzDUGLiVkaHAQAAACg2wjAAQLmxZs1K2e2GJMlutzM6DAAAAECxEYYBAMqN5OQk2WxWSZLNZlVycpKbOwIAAABQ3hCGAQDKjfDwCJnN3pIks9lb4eERbu4IAAAAQHlDGAYAKDeio2NkMpkkSV5eJnXr9rCbOwIAAABQ3hCGAQDKjcDAIFWrVk2SVLVqNQUEBLq3IQAAAADlDmEYAKDcsFgydOLEcUnSiRMneJokAAAAgGIjDAMAlBtr1qyUcfFhkjIMg6dJAgAAACg2wjAAQLnB0yQBAAAA/K8IwwAA5QZPkwQAAADwvyIMAwCUG9HRMfLyynuapBdPkwQAAABQbIRhAIByIzAwSK1b3yVJat26LU+TBAAAAFBshGEAgHLJZDK5uwUAAAAA5RBhGACg3LBYMvSf/3wrSfr++2+VmWlxb0MAAAAAyh3CMABAubFmzUrZ7YYkyW63a/XqFW7uCAAAAEB5QxgGACg3kpOTZLNZJUk2m1XJyUlu7ggAAABAeUMYBgAoN8LDI2Q2e0uSzGZvhYdHuLkjAAAAAOWNt7sbAADAVdHRMUpMTJDNJnl5ealbt4fd3RIAeCybzaaMjNPubuO6d/p0eoF/xtURFBQss9ns7jYAXGWEYQCAciMwMEiRke31zTdfKzIySgEBge5uCQA8VkbGaY0Z86y72/Ao8fGvubuF697kye+oSpWq7m4DwFVGGAYAKFeio2N09Ggao8IAAAAAlAhhGACgXAkMDFJc3Dh3twEAuER3/wD5mliO+GqxGxefpOxlMrm5k+tTtmHXqrOZ7m4DwDVEGAYAAADgf+Jr8lJl1llCeWVzdwMArjX+7xsAAAAAAAB4DMIwAAAAAAAAeAzCMAAAAAAAAHgMwjAAAAAAAAB4DMIwAEC5YrFkKD7+NWVmWtzdCgAAAIByiDAMAFCurFmzUvv27dHq1Svc3QoAAACAcogwDABQblgsGUpMTJBhGEpM3MroMAAAAADFRhgGACg31qxZKbvdkCTZ7XZGhwEAAAAoNsIwAEC5kZycJJvNKkmy2axKTk5yc0cAAAAAyhvCMABAuREeHiGz2VuSZDZ7Kzw8ws0dAQAAAChvCMMAAOVGdHSMvLxMkiQvLy916/awmzsCAAAAUN4QhgEAyo3AwCBFRraXyWRSZGSUAgIC3d0SAAAAgHLG290NAABQHNHRMTp6NI1RYQAAAABKhDDsOmSz2ZSRcdrdbVzXTp9OL/DPuDqCgoJlNpvd3QbKiMDAIMXFjXN3GwAAAADKKcKw61BGxmmNGfOsu9vwGPHxr7m7heve5MnvqEqVqu5uAwAAAABwHWDNMAAAAAAAAHgMRoZd526o3Ule3je4u43rkmHYJUkmE5ny1WC3ntO5Q1+7uw0AAAAAwHWGMOw65+V9g7x8/NzdBgAAAAAAQJnAkBYAAAAAAAB4DMIwAAAAAAAAeAzCMAAAAAAAAHgMwjAAAAAAAAB4DMIwAAAAAAAAeAzCMABAuXL48EENHz5QR44ccncrAAAAAMohwjAAQLkyd+67OnfunObMmeXuVgAAAACUQ4RhAIBy4/Dhg/rjj6OSpD/+OMroMAAAAADF5u3Oi9vtdn366af6+OOPlZaWppCQEHXq1EkjRoyQn5+fJCkxMVHTp0/X/v37FRISot69e2vAgAFO59m5c6cmT56sXbt2ydfXVw8//LBGjBihChUqOGoOHjyo+Ph4paSkyGw2q3Pnzho9erTjOpJ06tQpTZw4UYmJibJarWrfvr1eeuklVa1a1VGTnZ2tt956Sxs2bFBOTo5atWqll19+WXXq1Lm6NwsAoLlz33XanjNnliZMmOKmbgAAebLsNne3AJQYn1/A87g1DJs/f77efvttDRw4UOHh4Tpw4IBmzJih/fv36/3339eOHTs0bNgwdenSRc8++6y2b9+uyZMnyzAMDRw4UJJ06NAh9evXT82bN9fbb7+t33//XdOnT1dWVpbGjRsnScrMzFTfvn1VtWpVTZo0Senp6ZoyZYr+/PNPzZkzR5JktVo1cOBA5eTkaPz48bJarZo6daoGDRqk5cuXy9v74q0aOXKkdu7cqTFjxsjX11ezZs1Snz59tHbtWvn7+7vnRgKAh8gbFVbYNgDg2rHZ/hsgfJF1xo2dAKXn0s81gOuX28IwwzA0f/58Pf744xo1apQkqV27dgoKCtLIkSO1e/duzZgxQ02aNNGUKRf/X/+oqChZrVbNnj1bsbGx8vHx0dy5c+Xv76/33ntPPj4+at++vSpVqqQJEyZo6NChCg0N1ZIlS3TmzBmtWrVKQUFBkqTQ0FANGTJEP/30k8LCwrR27Vr99ttvWrdunerVqydJaty4sR588EFt2LBBXbt2VUpKihISEjRv3jxFRUVJklq1aqVOnTpp6dKlGjJkiBvuJAB4jptvruEUgN18cw03dgMAAACgPHJbGJadna1u3bqpS5cuTvtvvfVWSdK+ffuUkpKi5557zun4Aw88oPnz52vHjh266667lJSUpA4dOsjHx8dR07lzZ7366qtKTExUjx49lJSUpNatWzuCMEmKjIyUr6+vEhISFBYWpqSkJNWvX98RhElybCckJKhr165KSkqSr6+vIiIiHDXBwcFq3bq1tm7dShgGAFfZkCHDNX78PxzbQ4f+3Y3dAIBnM5vNjj8/5FdZfl7mIqqBsivLbnOMbrz0cw3g+uW2MMzPz09jx47Nt3/Tpk2SpCZNmig3N1d169Z1Ol67dm1J0oEDBxQWFqZjx47lqwkODpafn58OHDggSUpNTVW3bt2casxms2rWrOlUc/l5JKlWrVpONbVr1873BVmrVi199dVXLr93AChLrFarLJYMd7fhkhtv9FW1aqE6ceK4QkOr64YbbtSpUyfd3ZZLAgODHFPuAeB64+dlVmVCBABFKE+/c+axWq2SVK5+h+N3TteUqTv0008/ae7cubr33nt19uxZSXJa4F6SfH19JUlZWVmF1uTVZWVlSZLOnj3rUk39+vULrDl06JDjmlc6T3GZTFJAwA0lem1hzp+vVKrnA9zN379Sqf89wUVWq1XPPvu8/vzzT3e3UmzHj/+pMWOedXcbLqtevbreeWcmv5wAuG7wOyeuR/zeeXWU5985yxt+57zIZCr6uNe1aePKtm/frkGDBqlmzZqaMGGCDMOQJJkKeQdeXl5F1hiGIS+v/7690qjJu15h/QAAAAAAAKBsKxNR4bp16xQXF6c6depo/vz5CgoK0qlTpyQp34irvG1/f3/HKK2CRmXl5OQ4nu7o5+dXYE12drZq1KhxxZq86/j5+SktLa3ImuIyDCkz81yJXluYs2f/KtXzAe529uxfqlixdP+e4L9ee21yuRmyfvp0uuLjX5MkxcWNU3BwiJs7cl1gYJCys3Ml5bq7FQAoFfzOiesRv3dePeXpd06p/P7eye+cF4WE+BU5OsztYdjChQs1adIktWnTRu+++64jwKpVq5bMZrMOHz7sVJ+3XbduXfn6+io0NNQxjTFPenq6srKyHGuA1a1bN1+NzWZTWlqaHnjgAUfN3r178/V3+PBhhYWFOWqSk5NlGIbTKLJDhw4VuN4YAJQH3t7eqlKlqrvbKLbg4JBy2TcAAIAnKq+/c0r83nk9cuvcvmXLlik+Pl5dunTR/PnzHUGYJFWsWFGtWrXShg0bnKYnrl+/Xv7+/mratKkkKSIiQlu2bNGFCxecasxms9q0aeOo+e6772SxWBw1iYmJysnJUbt27SRdfLrkvn37lJqa6qjZv3+/UlNTnWrOnDmjbdu2OWpOnz6tlJQURw0AAAAAAADKLreNDEtPT9cbb7yhGjVqqFevXvr111+djteqVUtPPfWU+vfvr5EjRyomJkY//PCD3n//fY0aNUo33HBxUcNBgwZp7dq1GjJkiPr27auDBw9q2rRpeuyxx3TzzTdLkp588kktXrxY/fr10/Dhw2WxWDRlyhRFRUWpRYsWkqSuXbtq9uzZGjRokEaNGiXDMDR16lQ1aNBAXbp0kSS1bt1abdq00fPPP68XXnhBgYGBmjlzpvz9/dWzZ89rePcAAAAAAABQEm4Lw/7973/r3LlzOnr0qHr16pXv+OTJk/XQQw9p5syZmjFjhoYPH67Q0FCNGTNGAwYMcNTVq1dPCxYs0OTJk/XMM88oKChI/fv314gRIxw1wcHB+uijj/Tmm2/qhRdekK+vrzp37qwxY8Y4anx8fLRw4UK98cYbGjt2rHx8fBQREaG4uDinpzDMmjVL8fHxmjx5sux2u1q2bKm3335bAQEBV+lOAQAAAAAAoLS4LQzr3r27unfvfsW6++67T/fdd1+RNa1atdJnn31WZE3Dhg31wQcfFFlz0003adasWUXWBAQEaOLEiZo4cWKRdQAAAAAAACh73LpmGAAAAAAAAHAtEYYBAAAAAADAYxCGAQAAAAAAwGMQhgEAAAAAAMBjEIYBAAAAAADAYxCGAQAAAAAAwGMQhgEAAAAAAMBjEIYBAAAAAADAYxCGAQAAAAAAwGN4u7sBXF323Bx3twCUCJ9dAADKj2zDLtnc3cX1y24YkiQvk8nNnVyfsg27u1sAcI0Rhl2HbLb//iZy7vBmN3YClI5LP9MAAKDsWXU2090tAADgMqZJAgAAAAAAwGMwMuw6ZDabHX++oVZHeVW40Y3dACVjz81xjGy89DMNAADKhqCgYE2e/I6727junT6drvj41yRJcXHjFBwc4uaOrm9BQcHubgHANUAYdp3zqnCjvHz83N0GAAAArjNms1lVqlR1dxseJTg4hHsOAKWAaZIAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAYhGEAAAAAAADwGIRhAAAAAAAA8BiEYQAAAAAAAPAY3u5uAAAAAAAAuM5msykj47S727iunT6dXuCfcXUEBQXLbDZfs+sRhgEAAAAAUI5kZJzWmDHPursNjxEf/5q7W7juTZ78jqpUqXrNrsc0SQAAAAAAAHgMRoYBAAAA8BhWq1UWS4a723BZeZ2qFRgYJG9v/rl5Ldxer7N8Kvi6u43rkmHYJUkmE+OIroYLudn65fd/ueXafDsBAAAA8AhWq1Vjx47WiRPH3d1KiZSnqVrVqoVqwoQpBGLXgE8FX1Xy8XN3G0C5QrwJAAAAAAAAj0FMDwClhKf6XH3ldapIeXatn+wDAFeTt7e3JkyYUq6mSUoXR7RJKlejrJgmCaAs49vpOme3nnN3C9ct5o9fXeXxs8tTfa6t8jRVpDy71k/2AYCrzdvbm+81APBwhGHXuXOHvnZ3CwAAAACAq+T8hWx3twCUiDs/u4RhAHAV9L8jSJUrMrXsarDZDUmS2cvk5k6uX2fO27Tw5/I1hQgAAE9is9kcf/411T1P4wNK06Wf6WuBMOw6FBQUrMmT33F3G9e106fTHVO04uLGKTg4xM0dXd+CgoLd3UKxVa5oVlAlwjAAhbNareVq3aLyuGaRxLpFAAAgP34zuA6ZzWbWQbiGgoNDuN8AgGKxWq0aO3a0Tpw47u5WrnvVqoVqwoQpBGIAriuXPtymya2dVdHH143dACVz/kK2Y2TjtX5gE78VAAAAAABQTlX08VUlHz93twGUK4RhAAAA15i3t7cmTJhSbqZJluflAZgmCQAALsdvBgAAAG7g7e1dLqfZszwAAAAo77zc3QAAAAAAAABwrRCGAQAAAAAAwGMQhgEAAAAAAMBjEIYBAAAAAADAY7CAPgBcBWfO29zdAlBifH4BAABwPSMMA4BSYrP9N0BY+HOGGzsBSs+ln2sAAADgesA0SQAAAAAAAHgMRoYBQCkxm82OP/e/I0iVK5qLqAbKrjPnbY7RjZd+rgEAAIDrAWEYAFwFlSuaFVSJEAEAAAAAyhqmSQIAAAAAAMBjEIYBAAAAAADAYxCGAQAAAAAAwGMQhgEAAAAAAMBjEIYBAAAAAADAY5SZp0nu3r1bjzzyiL7++mtVr17dsT8xMVHTp0/X/v37FRISot69e2vAgAFOr925c6cmT56sXbt2ydfXVw8//LBGjBihChUqOGoOHjyo+Ph4paSkyGw2q3Pnzho9erT8/PwcNadOndLEiROVmJgoq9Wq9u3b66WXXlLVqlUdNdnZ2Xrrrbe0YcMG5eTkqFWrVnr55ZdVp06dq3dzAAAAAAAowIXcbHe3cN0yDLskyWRiHNHV4M7PbpkIw1JTUzV06FBZrVan/Tt27NCwYf+vvXuPi6rO/zj+HganDEgBBTOvkUnKiqSYt/DSomGtmZZtmuYtzeWxqauZlOuW0mpaD7K0rLy3ZWrhXdAkL6nk46Hd1h7YRU1AzQzEQBSZYX5/+GPWSRQx4TBzXs/Hw0ecM9858z4T4vA53+/nPKW4uDiNGTNG+/bt08yZM+V0OjV8+HBJ0pEjRzRkyBBFRUXptdde08GDB5WUlKSCggJNmTJFknT69Gk98cQTqlu3rl5++WXl5ORo1qxZ+vnnn/X2229Lkux2u4YPH67CwkK98MILstvtevXVVzVixAh9/PHH8vW98FaNGzdO//3vfzVx4kT5+flpzpw5Gjx4sDZs2KCAgIAqfNcAAAAAAGb37cFUoyMAHsfQYpjdbtfy5cv16quvus3iKvX666+rRYsWmjVrliQpJiZGdrtd8+bN06BBg2Sz2fTOO+8oICBAb775pmw2m7p06aIbb7xRiYmJGjVqlEJDQ/X+++/rt99+0+rVqxUYGChJCg0N1ciRI/X1118rMjJSGzZs0IEDB7Rx40aFhYVJku6880498MAD2rx5s3r16qW9e/dq+/btevfddxUTEyNJatu2re69914tW7ZMI0eOrKJ3DgAAAAAAANfC0GLYvn379Morr2j48OEKDQ3V5MmTXY8VFRVp7969Gjt2rNtzevbsqfnz5+uLL75Q+/bttWvXLnXr1k02m8015r777tOLL76onTt3ql+/ftq1a5eio6NdhTBJ6ty5s/z8/LR9+3ZFRkZq165duv32212FMEmu7e3bt6tXr17atWuX/Pz81KlTJ9eYoKAgRUdHa8eOHRTDAAAAAACVLjAwSDNnzjY6hlfLzc3RjBlTJUmTJk1RUFCwwYm8W2BgUJW+nqHFsLCwMG3ZskXBwcFKTk52eywrK0vFxcVq2rSp2/7GjRtLkg4fPqzIyEgdP378kjFBQUHy9/fX4cOHJV1Yhtm7d2+3MVarVQ0aNHAb8/vjSFKjRo3cxjRu3FhWq/WSMSkpKRU9fQBe7Lcih9ERvJajxClJsvpYDE7ivfj+BQCgerNarapTp275A3FdBAUF8357GUOLYXXq1LnsY/n5+ZLk1uBekvz8/CRJBQUFlx1TOq6goMB1rKsZc/vtt5c55siRI67XLO84FWWxSLVq1bym58I4RUU3ur4OCLiR/4eQ5P59seibUwYmAa4fT/gZ53A4lJOTY3QMr3b+fIHb1xf/vEPlCA4OvuQCLACg6vA7n2ezlHPdvFo00C+L03nhyr/lMmfg4+NzxTFOp1M+Pv+748P1GFP6epfLAwAAql5OTo5Gjx5ldAzTmDz5eaMjmMJbb72tkJAQo2MAAOCVqm0xrPTOjL+fcVW6HRAQ4JqlVdasrMLCQtcx/P39yxxz5swZ3XrrreWOKX0df39/ZWdnX3FMRTmd0unTZ6/puTBOfv45t69vuIH/h5B8fW+id0Mlo3dD1fP1vana/zt18c9kwFvw+QIAjMXvfJ4tONj/irPDqm0xrFGjRrJarcrMzHTbX7rdtGlT+fn5KTQ01LWMsVROTo4KCgpcPcCaNm16yRiHw6Hs7Gz17NnTNeb777+/JEdmZqYiIyNdY9LT0+V0Ot1mkR05cqTMfmMAzIXeDVWL3g0oy80x9eVTk6VllcH5//36LPTrqzQlZx36bccxo2MAAOD1qm0x7IYbblDbtm21efNmPfHEE67i06ZNmxQQEKCIiAhJUqdOnbR161ZNnDjRdUfJTZs2yWq1ql27dq4xCxcuVF5enmrXri1J2rlzpwoLC9WxY0dJF+4uuWHDBh06dEi33XabJOnHH3/UoUOHNHr0aNeYefPmaffu3a47Subm5mrv3r0aNYrlGQAAGM2nplVWvxpGxwAAAEA1Vq0bXY0ePVpffPGFxo0bp+3bt+u1117TggULNGrUKNWseaF53YgRI3Ty5EmNHDlSW7du1aJFizR9+nT1799f9evXlyQNGDBANptNQ4YM0SeffKKVK1fqmWeeUUxMjO666y5JUq9evdS4cWONGDFCGzZs0Pr16/Xkk0+qWbNmiouLkyRFR0erXbt2+sc//qGVK1fqk08+0ZAhQxQQEKDHHnvMmDcJAAAAAAAAV61aF8M6dOigN954QwcPHlR8fLzWrVuniRMn6sknn3SNCQsL08KFC1VYWKinn35aixYt0tChQ/X88/9r7hoUFKSlS5eqdu3amjBhgpKSknTfffcpKSnJNcZms2nRokVq0aKFJk+erGnTpikqKkoLFiyQr+//JtDNmTNH3bt318yZMzVp0iTVq1dPixcvVq1atarmTQEAAAAAAMA1qzbLJPv27au+fftesj82NlaxsbFXfG7btm21YsWKK4654447tHjx4iuOueWWWzRnzpwrjqlVq5amT5+u6dOnX3EcAAAAAAAAqp9qPTMMAAAAAAAAuJ4ohgEAAAAAAMA0KIYBAAAAAADANCiGAQAAAAAAwDQohgEAAAAAAMA0KIYBAAAAAADANCiGAQAAAAAAwDQohgEAAAAAAMA0fI0OAAAAAAAAvJvdblde3imjY1y13NycMr+u7mrXDpSvL6We8vAOAQAAr+E4azc6AnDN+P4F4K3sdrsmT35Gv/xywugo12TGjKlGR7hqISGhSkycRUGsHLw7AADAozkcDtfX+TuOG5gEuH4u/r4GAADXF8UwAAAAAABQaXx9fZWYOMujlklKF2a0SfKoWVYsk7w6vEMAAMCjWa1W19cBMbfIWpOPN/BMjrN21+zGi7+vAcAb+Pr6qk6dukbHACRRDAMAAF7EWtNXVr8aRscAAABANeZjdAAAAAAAAACgqlAMAwAAAAAAgGlQDAMAAAAAAIBpUAwDAAAAAACAaVAMAwAAAAAAgGlQDAMAAAAAAIBpUAwDAAAAAACAaVAMAwAAAAAAgGlQDAMAAAAAAIBpUAwDAAAAAACAafgaHQAAYCy73a68vFNGx7gqubk5ZX7tCWrXDpSvL//sAgAAAEbjUzkAmJjdbtfkyc/ol19OGB2lwmbMmGp0hAoJCQlVYuIsCmIAAACAwVgmCQAAAAAAANPg8jQAmJivr68SE2d5zDJJ6cJsNkkeN8OKZZIAAABA9cCncgAwOV9fX9WpU9foGAAAAABQJVgmCQAAAAAAANNgZhgAAPAaJWcdRkfwWs4SpyTJ4mMxOIn34vsXAICqQTEMAAB4jd92HDM6AgAAAKo5lkkCADxKXt4pzZgxVadP5xkdBQAAAIAHYmYYqgW73e5Rd7PLzc0p82tPwB3t4OnWrVulH374TmvXJmvQoGFGx0E1EBgYpJkzZxsdw6vl5uZoxoypkqRJk6YoKCjY4ETeLzAwyOgIAAB4LX4jhuHsdrsmT35Gv/xywugo16T0lwNPERISqsTEWRTE4JHy8k5p587tcjqd2rlzh3r37qtatWobHQsGs1qt3BG1CgUFBfN+AwAAj8YySQCAx1i3bpVK/r+Jd0lJidauTTY4EQAAAABPw9QQGM7X11eJibM8apmkdGFGmySPm2HFMkl4svT0XXI4LvzdczjsSk/fxVJJeCxPahFAewAAAOBN+GSAasHX15clFwDK1aFDJ+3YsU0Oh11Wq686dOhkdCTgmnhyiwDaAwAAAE/HMkkAgMf4y18eko+PRZLk4+Oj3r37GpwIAAAAgKfhEhkAwGPUrh2ozp27aNu2NHXuHEPzfHgsT2wRQHsAAADgLfhkAADwKH/5y0M6ejSbWWHweLQIAAAAMIbF6XQ6jQ5hZiUlTuXkFBgdAwAAAAAAwCsEB/u72quUhZ5hAAAAAAAAMA2KYQAAAAAAADANimEAAAAAAAAwDYphAAAAAAAAMA2KYQAAAAAAADANimEAAAAAAAAwDYphAAAAAAAAMA2KYQAAAAAAADANimEAAAAAAAAwDYphAAAAAAAAMA2KYQAAAAAAADANimEAAAAAAAAwDYphAAAAAAAAMA2KYQAAAAAAADANimHXYP369br//vvVqlUrxcXFafXq1UZHAgAAAAAAwFWgGFZBKSkpmjBhgjp16qS5c+eqXbt2evbZZ5Wammp0NAAAAAAAAJTD4nQ6nUaH8CSxsbGKiIhQUlKSa9/YsWP13XffKSUlpcLHKylxKien4HpGBAAAAAAAMK3gYH/5+Fgu+zgzwyogKytLmZmZ6tGjh9v+nj176tChQ8rKyjIoGQAAAAAAAK4GxbAKOHTokCSpadOmbvsbN24sSTp8+HCVZwIAAAAAAMDV8zU6gCfJz8+XJPn7+7vt9/PzkyQVFFR8uaPFItWqVfOPhwMAAAAAAIAsl18hKYliWIWUtlez/O5dLd3v43NtE+1q1LD+sWAAAAAAAAC4KhTDKiAgIEDSpTPAzpw54/Z4Rfy+sAYAAAAAAIDKQ8+wCijtFZaZmem2/8iRI26PAwAAAAAAoHqiGFYBjRs3VoMGDZSamuq2f/PmzWrSpInq169vUDIAAAAAAABcDZZJVlB8fLwSEhJUq1Ytde3aVZ9++qlSUlKUlJRkdDQAAAAAAACUw+Is7f6Oq/bhhx9q4cKFOn78uBo2bKiRI0eqT58+RscCAAAAAABAOSiGAQAAAAAAwDToGQYAAAAAAADToBgGAAAAAAAA06AYBgAAAAAAANOgGAYAAAAAAADToBgGAAAAAAAA06AYBgAAAAAAANOgGAYAAAAAAADToBgGAACAMpWUlFyyLysry4AkAAAA1w/FMAAAALjJzMzUsGHDNH/+fLf9BQUFuu+++zRw4EAdO3bMoHQAAAB/DMUw4DrJyMjQ0qVLjY4BAMAfcuLECQ0cOFAZGRkKDQ295PHRo0fr8OHDevTRR/Xrr78akBDwXk8//bR27Nghp9NpdBQA8GoWJz9pgetiyZIlmjFjhjIyMoyOAniF1atXV2h8nz59KiUHYDbTpk3Ttm3b9MEHH5RZDJOkY8eOqX///urVq5eee+65Kk4IeK+YmBidPHlSISEheuihh9SvXz81bNjQ6FiA15s3b95Vj7VYLBo1alQlpkFVoBgGXCcUw4DrKzw8XBaLRZLKvUJusVj4uwdcJz169NCwYcP017/+9YrjFi1apOXLlys1NbWKkgHez+l0avfu3Vq9erW2bNmic+fOKTo6Wg8//LB69uypG264weiIgFcKDw+/ZJ/FYinzMyifO72Dr9EBAAAoS7169fTzzz+rRYsWiouL07333is/Pz+jYwFe78SJEwoLCyt33J133qmff/65ChIB5mGxWNSpUyd16tRJhYWF2rx5s9asWaNJkyZp2rRpeuCBB9SvXz9FREQYHRXwKgcOHHDbttvtioiI0Mcff6yWLVsalAqViWIYAKBa2rZtm7788ktt3LhR7733nubOnauYmBg98MAD6tq1q2w2m9ERAa8UGBiokydPljsuLy9PN998cxUkAszppptuUp8+fdSnTx+dOHFCa9as0bp167Rs2TLdcccdevjhhzV48GCjYwJeqXR1ArwXDfQBANVWVFSUnn/+eW3fvl3vvPOO6tSpo6lTp6p9+/aaMGGCtm7dquLiYqNjAl6lTZs2V9Wzb/Xq1WrevHnlBwKg0NBQjRw5UuvWrdOSJUt0/vx5TZ8+3ehYAOCxmBkGlOOf//znVY374YcfKjkJYF4Wi0Xt2rVTu3btNHnyZO3Zs0cpKSmaPHmyiouLFRsbq5deesnomIBXGDx4sAYMGKCZM2dq7Nixl8zCPH/+vF5//XVt375db731lkEpAXP57bfflJqaqvXr12vfvn0KCgrS8OHDjY4FAB6LYhhQjl27dl312Pr161diEgCS5OPjo7vvvtu1nZycrOTkZIphwHUSGRmpiRMn6uWXX9aaNWvUvn173XrrrXI4HDp27Jj27NmjU6dOKT4+Xl27djU6LuC1ioqKlJaWpnXr1mnnzp1yOp3q1q2b5syZoy5dusjHh0U+AHCtKIYB5fj000+valxJSYmWLVtWyWkA83I4HPr888+VmpqqLVu2KC8vT+Hh4Xr66acVFxdndDzAqzzxxBOKiIjQggULtGXLFhUVFUmS/Pz81LlzZw0dOlStW7c2NiTghUpKSvTZZ59p/fr1SktLU2FhoZo1a6bx48erd+/eCgoKMjoiYCr0DvNeFmd596sHoB07dmjVqlXy8fFR79691aVLF7fH9+7dq8TERH333XfcZhe4jux2u3bv3q3U1FSlpaXp9OnTCg8PV1xcnOLi4tSoUSOjIwKmkJubK19fXxrmA5WsY8eOOnXqlAICAtSrVy/169dPf/rTn4yOBXi9YcOGuW07nU6lp6crMjKyzLuZL1y4sKqioZIwMwwox9q1azVx4kTZbDbVqFFDGzdu1Ouvv67Y2Fjl5eUpMTFRGzZskNVq1dChQ42OC3iNhIQEpaWlKT8/X82bN9fQoUMVFxenxo0bGx0NMB1mowBV4/Tp05oxY4bi4uK4azJQhcq6IVN0dHSZjzFbzDswMwwoR79+/VSjRg3Nnz9fNptNCQkJOnTokJKSkjRs2DAdO3ZM99xzj5577jk1bdrU6LiA1wgPD5ePj4/atGmjJk2alDt+2rRplR8KAIBKFB4erhUrVqhVq1aufcuXL1ePHj0UGBhoYDIA0v9a4wwcONDoKPiDmBkGlOOnn35SYmKi/P39JUnx8fG6//77FR8fr6KiIs2ePVs9e/Y0OCXgfUpvSHH06FEdPXr0imO5QgcA8EYOh0MvvPCCIiIiKIYBlawirXEohnk+imFAOQoLC3XLLbe4ths0aCCn0ymr1aq1a9cqODjYwHSA9+LmFQAAXOhdBKBy0RrHfCiGAeVwOp1ut662Wq2SpLFjx1IIAyoZV+gAAABQ2ZYsWaLWrVu7tcZ588031axZM1rjeCmKYcA1Cg0NNToC4NW4QgcAAICqQGsc86EYBlwjehQBlYsrdAAAXMDnTqBy0RrHfCiGAVfh4qsEpX0bXnzxRfn5+bmNs1gsWrBgQZXnA7wRV+gAAGY0ZswY2Ww2t33x8fGX7JOkTZs2VVUswKvRGsd8KIYB5YiOjpYkFRcXX3EfgOuLK3QAALN56KGHLtl31113GZAEgERrHG9GMQwox3vvvWd0BMCUuEIHADCb6dOnGx0BwEVYouy9KIYBADwKV+gAAABwvdEax1wohgEAPApX6AAAAHA90RrHfCzO0pInAADVSHh4uFq1auV2hS49PV2RkZFcoQMAAABwzZgZBgColrhCBwAAAKAyMDMMAAAAAAAApuFT/hAAAAAAAADAO1AMAwAAAAAAgGlQDAMAAKhEkyZNUvPmzcv9M2nSJCUnJ6t58+bas2eP0bGrVRYAAIDriQb6AAAAlejRRx9Vhw4dXNv79u3T8uXL9eijj6pNmzau/Y0aNVKdOnU0c+ZMhYWFGREVAADAFCiGAQAAVKKoqChFRUW5th0Oh5YvX67WrVvrwQcfvGR8w4YNqzIeAACA6bBMEgAAAAAAAKZBMQwAAKCa+H2frtLtb775RqNHj1br1q3VuXNnTZ8+XefOnXN77tmzZ/Xqq6+qe/fuioiIUPfu3fXKK6/o7Nmz5b5uTk6OEhIS1L59e7Vp00ZTpkzR+fPnLxlXVFSkpKQk12vce++9mj17dpljLzZo0KDL9krr3r17hc6h9D05cOCAxo8fr+joaEVFRSk+Pl7Z2dlur3vkyBE9++yziomJUUREhNq1a6ennnpKP/zwQ7nvCQAA8F4skwQAAKjmxowZo5CQEI0fP14ZGRlavHixfvzxRy1YsECSdP78eQ0dOlRfffWV+vbtq4iICH3zzTd69913tW/fPi1dulQ1atQo89hFRUV6/PHHlZ2drcGDB6tu3bpatWqVNm7c6DbO4XBo1KhR+uKLL9S/f3+FhYVp//79mjdvnjIyMvTWW2/JYrGU+RpPPfWUHn74Ybd96enpWrVqlbp163ZN5zB69GiFhYVp3LhxysrK0pIlS3TixAl99NFHkqRff/1V/fv3l7+/vx5//HEFBgYqIyNDK1as0MGDB7Vp0yb5+HBdGAAAM6IYBgAAUM0FBwfrvffek81mkyTVrVtX8+bN02effaZ77rlHH3/8sb788kslJCRoyJAhkqQBAwbo9ttv16xZs7Ry5UoNGDCgzGOvXLlShw4d0ty5c/XnP/9ZktS/f3898sgjys/Pd41bs2aN0tPTNX/+fN1zzz2u/a1atdKUKVOUlpbmev7vderUyW37p59+UmJioqKiojRp0iRJqvA5RERE6I033nBtFxYW6sMPP9RPP/2kJk2aKDk5WXl5efrggw/cbkjg5+end955RxkZGWrZsuUV33cAAOCduBwGAABQzQ0bNsxVCJOkoUOHSpI+/fRT13/9/f01cOBAt+cNHjxY/v7+SktLu+yxd+zYoTp16rgVsm666SY98sgjbuM2b96soKAgtWzZUrm5ua4/Xbp0kdVq1bZt267qXAoKCvS3v/1NNptNs2fPds32qug5xMXFuW3feeedki7MCJOkkSNHavfu3W6FsHPnzrlmgxUWFl5VXgAA4H2YGQYAAFDNXVzQkaTatWurdu3aOnr0qCQpOztbDRs2vGQppM1mU8OGDV3jynL06NEy72DZtGlTt+3MzEzl5uaqQ4cOZR7n+PHj5Z6H0+nUhAkTdOTIES1evFihoaGuxyp6DoGBgZeMky4s5yxVXFyspKQkffvtt8rMzFR2drbr8ZKSknLzAgAA70QxDAAAoJorq9+Xw+FwzXJyOp2XfW5JScll+4VJksViUVFR0SX7f39Mh8OhJk2a6F//+leZx7n55psv+xqlXnvtNW3dulUJCQmKjo6+4utdrKxzKK/f1/79+zVo0CDdeOON6tixo/r166cWLVooMzNTU6dOLTcrAADwXhTDAAAAqrmsrCzddtttru3c3Fzl5+erSZMmkqRbb71VX331lYqLi92KRufPn1d2drbatm172WM3aNBAe/fuld1ul6/v/z4aZmVlXTJu//79at++vVshqri4WJ988onq1at3xXNITU3V22+/rV69erl6gl3sj5xDWWbOnCmbzaYNGzYoKCjItX/evHkVOg4AAPA+9AwDAACo5v7zn/+4zZwqvYtkbGysJKl79+4qKCjQ+++/7/a8Dz74QGfOnFHXrl0ve+wePXooPz9fK1eudO0rLi7WihUr3MZ1795deXl5WrZsmdv+Dz/8UOPGjVN6evplX+PAgQNKSEhQs2bN9NJLL5U55o+cQ1ny8vIUFBTkVgjLz8/XqlWrJLkvpwQAAObCzDAAAIBqbs+ePXryySfVrVs3ff3111qzZo369OmjNm3aSJIeeeQRrVq1SjNmzND333+viIgI7d+/X8nJyYqMjLykGf7FHnzwQa1YsULTpk3TwYMH1aRJE61du1YnT550G1f6GtOmTdO3336rVq1a6fvvv9fy5cvVsmVL9e3bt8zjFxYWKj4+XkVFRerfv7+2bt0qu93uNiY2NvYPnUNZYmJi9O6772rMmDHq3LmzTp48qY8++sjVYP/MmTMVOh4AAPAeFMMAAACquX//+99atWqVXn75ZdWtW1fjx4/XiBEjXI/bbDYtXrxYc+fOVUpKitauXat69epp1KhRGj169BV7hlmtVs2fP19JSUlKSUlRYWGhYmJiNGTIEI0bN67M19i0aZPWrl2rkJAQPfbYY4qPj1fNmjXLPH5ubq6ys7MlSYmJiWWOSUtLU4MGDa75HMry97//XQ6HQxs3btTWrVsVEhKijh07atiwYbr//vv1+eefu2bWAQAAc7E4r9StFAAAAIZJTk5WQkKCli5dqrvvvtvoOAAAAF6BnmEAAAAAAAAwDYphAAAAAAAAMA2KYQAAAAAAADANeoYBAAAAAADANJgZBgAAAAAAANOgGAYAAAAAAADToBgGAAAAAAAA06AYBgAAAAAAANOgGAYAAAAAAADToBgGAAAAAAAA0/g/T5bxRpVSfl4AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los datos en cuanto al precio y la zona de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['MSZoning'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de las casas por el tipo de zona')\n", + "ax.set(xlabel = 'Tipo de zona', ylabel = \"Precio en USD\")\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que los precios de las casas se comportan de manera algo similar según la zona. \n", + "#Aunque hay ligeras diferencias, como:\n", + "#Para las casas en la zona FV: Floating Village Residential, los precios tienden a ser los más altos.\n", + "#Para las casas en la zona C: Commercial, los precios tienden a ser los más bajos." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo a la calidad general de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['OverallQual'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo a la calidad de la casa')\n", + "ax.set(xlabel='Calidad de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos una tendencia a que los precios sean mayores entre mejor calidad tenga la casa" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al número de cuartos en niveles superiores de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['BedroomAbvGr'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo al número de cuartos de la casa')\n", + "ax.set(xlabel='Cuartos de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que no hay una relación clara entre los precios de la casa y el número de cuartos." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al tamaño de la alberca de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['PoolArea'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de la casa de acuerdo al área de la alberca')\n", + "ax.set(xlabel='Área de la alberca', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "#Obervamos que practicamente ninguna casa tiene alberca, por lo que no es un factor que influya tanto en nuestro análisis." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Podemos hacer un histograma para revisar la distribución de la información\n", + "sns.set(context = 'talk', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.histplot(x = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución de las casas de acuerdo al precio')\n", + "ax.set(xlabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 180921.195890\n", + "std 79442.502883\n", + "min 34900.000000\n", + "25% 129975.000000\n", + "50% 163000.000000\n", + "75% 214000.000000\n", + "max 755000.000000\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['SalePrice'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# Observamos que el número de casas se distribuye aparentemente con normalidad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Análisis estadístico" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PRUEBAS DE HIPÓTESIS" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "#Después de realizar el análisis visual, obtuvimos ciertas variables que muestran injerencia en el precio de las casas\n", + "\n", + "#Vamos a revisar si al interior de esas variables, las distintas características de cada una, muestran comportamientos\n", + "#distintos o similares en cuanto al precio de las casas.\n", + "\n", + "#'OverallQual', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', \n", + "#'GrLivArea', 'FullBath', 'TotRmsAbvGrd', 'GarageCars'. 'GarageArea'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo de la Calidad General de la casa 'OverallQual'?" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 7, 6, 8, 5, 9, 4, 10, 3, 1, 2])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['OverallQual'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "overall_qual_top Mean: 213182.53253796094\n", + "overall_qual_low Mean: 125633.18029739778\n", + "overall_qual_top Standard deviation: 81301.33014486372\n", + "overall_qual_low Standard deviation: 30999.379268775185\n", + "Statistic = 29.25590960271384\n", + "P-value = 5.975010463829108e-145\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas de calidad del 1-5 que las casas de calidad del 6-10?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de menor y mayor calidad.\n", + "\n", + "overall_qual_top = data[data['OverallQual'] >= 6]\n", + "overall_qual_low = data[data['OverallQual'] <= 5]\n", + "\n", + "print('overall_qual_top Mean:', overall_qual_top.SalePrice.mean())\n", + "print('overall_qual_low Mean:', overall_qual_low.SalePrice.mean())\n", + "\n", + "print('overall_qual_top Standard deviation:', overall_qual_top.SalePrice.std())\n", + "print('overall_qual_low Standard deviation:', overall_qual_low.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(overall_qual_top.SalePrice, overall_qual_low.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las \n", + "# casas entre las de menor y mayor calidad.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de menor y mayor calidad." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "overall_qual_7_8 Mean: 230835.9527720739\n", + "overall_qual_9_10 Mean: 388486.08196721313\n", + "overall_qual_7_8 Standard deviation: 60941.046873084444\n", + "overall_qual_9_10 Standard deviation: 113694.80502530962\n", + "Statistic = -10.639998872337674\n", + "P-value = 8.025238918709692e-16\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas de calidad del 7-8 que las casas de calidad del 9-10?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de menor y mayor calidad.\n", + "\n", + "overall_qual_7_8 = data[(data['OverallQual'] == 7) | (data['OverallQual'] == 8)]\n", + "overall_qual_9_10 = data[(data['OverallQual'] == 9) | (data['OverallQual'] == 10)]\n", + "\n", + "print('overall_qual_7_8 Mean:', overall_qual_7_8.SalePrice.mean())\n", + "print('overall_qual_9_10 Mean:', overall_qual_9_10.SalePrice.mean())\n", + "\n", + "print('overall_qual_7_8 Standard deviation:', overall_qual_7_8.SalePrice.std())\n", + "print('overall_qual_9_10 Standard deviation:', overall_qual_9_10.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(overall_qual_7_8.SalePrice, overall_qual_9_10.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las \n", + "# casas entre las de calidad 7-8 y las de calidad 9-10\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de calidad 7-8 y 9-10." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "overall_qual_9 Mean: 367513.0232558139\n", + "overall_qual_10 Mean: 438588.3888888889\n", + "overall_qual_9 Standard deviation: 81278.17484929628\n", + "overall_qual_10 Standard deviation: 159785.49105786977\n", + "Statistic = -1.7926147376846067\n", + "P-value = 0.08760384326170945\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas de calidad del 9 que las casas de calidad del 10?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de menor y mayor calidad.\n", + "\n", + "overall_qual_9 = data[(data['OverallQual'] == 9)]\n", + "overall_qual_10 = data[(data['OverallQual'] == 10)]\n", + "\n", + "print('overall_qual_9 Mean:', overall_qual_9.SalePrice.mean())\n", + "print('overall_qual_10 Mean:', overall_qual_10.SalePrice.mean())\n", + "\n", + "print('overall_qual_9 Standard deviation:', overall_qual_9.SalePrice.std())\n", + "print('overall_qual_10 Standard deviation:', overall_qual_10.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(overall_qual_9.SalePrice, overall_qual_10.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es mayor a 0.01, de 0.0876, por lo que se acepta la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no hay diferencia en el precio de las casas \n", + "# entre las de calidad 9 y las de calidad 10.\n", + "\n", + "#Si el nivel de confianza lo bajaramos a 90%, rechazaríamos la hipótesis nula." + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo de la calidad general de la misma.\n", + "\n", + "# Entre las calidades top ( 8 y 9) no hay variación en el precio de las casas, por lo que se sugiere escoger una \n", + "# casa con calidad general 10, en lugar de 9." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo del número de Cuartos que tiene en los niveles superiores, sin incluir baños 'TotRmsAbvGrd'?" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 8, 6, 7, 9, 5, 11, 4, 10, 12, 3, 2, 14])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['TotRmsAbvGrd'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_8_14 Mean: 241372.46017699115\n", + "cuartos_superiores_0_7 Mean: 162640.21587867974\n", + "cuartos_superiores_8_14 Standard deviation: 104698.16782743022\n", + "cuartos_superiores_0_7 Standard deviation: 58929.409894106735\n", + "Statistic = 13.22656627938876\n", + "P-value = 1.91974935142139e-33\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 0-7 cuartos en niveles superiores que las que tienen de 8 a 14?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-7 y las de 8-14 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_8_14 = data[data['TotRmsAbvGrd'] >= 8]\n", + "cuartos_superiores_0_7 = data[data['TotRmsAbvGrd'] <= 7]\n", + "\n", + "print('cuartos_superiores_8_14 Mean:', cuartos_superiores_8_14.SalePrice.mean())\n", + "print('cuartos_superiores_0_7 Mean:', cuartos_superiores_0_7.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_8_14 Standard deviation:', cuartos_superiores_8_14.SalePrice.std())\n", + "print('cuartos_superiores_0_7 Standard deviation:', cuartos_superiores_0_7.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_8_14.SalePrice, cuartos_superiores_0_7.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 0-7 cuartos y las de 8-14 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 0-7 cuartos y las de 8-14 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_3_4 Mean: 121110.78070175438\n", + "cuartos_superiores_5_6 Mean: 153279.73559822747\n", + "cuartos_superiores_3_4 Standard deviation: 40584.40206865277\n", + "cuartos_superiores_5_6 Standard deviation: 50010.034828106145\n", + "Statistic = -7.552472725988992\n", + "P-value = 2.2193151059549155e-12\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 3-4 cuartos en niveles superiores que las que tienen de 5 a 6?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 3-4 y las de 5-6 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_3_4 = data[(data['TotRmsAbvGrd'] == 3) | (data['TotRmsAbvGrd'] == 4)]\n", + "cuartos_superiores_5_6 = data[(data['TotRmsAbvGrd'] == 5) | (data['TotRmsAbvGrd'] == 6)]\n", + "\n", + "print('cuartos_superiores_3_4 Mean:', cuartos_superiores_3_4.SalePrice.mean())\n", + "print('cuartos_superiores_5_6 Mean:', cuartos_superiores_5_6.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_3_4 Standard deviation:', cuartos_superiores_3_4.SalePrice.std())\n", + "print('cuartos_superiores_5_6 Standard deviation:', cuartos_superiores_5_6.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_3_4.SalePrice, cuartos_superiores_5_6.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 3-4 cuartos y las de 5-6 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 3-4 cuartos y las de 5-6 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_5 Mean: 141550.74909090908\n", + "cuartos_superiores_6 Mean: 161303.2960199005\n", + "cuartos_superiores_5 Standard deviation: 49656.905699641524\n", + "cuartos_superiores_6 Standard deviation: 48707.372941243106\n", + "Statistic = -5.122660025762534\n", + "P-value = 4.104433008574288e-07\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 5 cuartos en niveles superiores que las que tienen de 6?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 5 y las de 6 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_5 = data[data['TotRmsAbvGrd'] == 5]\n", + "cuartos_superiores_6 = data[data['TotRmsAbvGrd'] == 6]\n", + "\n", + "print('cuartos_superiores_5 Mean:', cuartos_superiores_5.SalePrice.mean())\n", + "print('cuartos_superiores_6 Mean:', cuartos_superiores_6.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_5 Standard deviation:', cuartos_superiores_5.SalePrice.std())\n", + "print('cuartos_superiores_6 Standard deviation:', cuartos_superiores_6.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_5.SalePrice, cuartos_superiores_6.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 5 cuartos y las de 6 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 5 cuartos y las de 6 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_5 Mean: 141550.74909090908\n", + "cuartos_superiores_4 Mean: 122844.62886597938\n", + "cuartos_superiores_5 Standard deviation: 49656.905699641524\n", + "cuartos_superiores_4 Standard deviation: 41661.805370326816\n", + "Statistic = 3.60933391041434\n", + "P-value = 0.00038849023116544856\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 4 cuartos en niveles superiores que las que tienen de 5?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 5 y las de 6 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_5 = data[data['TotRmsAbvGrd'] == 5]\n", + "cuartos_superiores_4 = data[data['TotRmsAbvGrd'] == 4]\n", + "\n", + "print('cuartos_superiores_5 Mean:', cuartos_superiores_5.SalePrice.mean())\n", + "print('cuartos_superiores_4 Mean:', cuartos_superiores_4.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_5 Standard deviation:', cuartos_superiores_5.SalePrice.std())\n", + "print('cuartos_superiores_4 Standard deviation:', cuartos_superiores_4.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_5.SalePrice, cuartos_superiores_4.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 4 cuartos y las de 5 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 4 cuartos y las de 5 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo de los cuartos que se quieran en el nivel superior\n", + "# Hay que elegir una casa con los cuartos que se necesiten, sin dejar cuartos adicionales, porque será más cara." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo del número de carros que caben en el Garage 'GarageCars'?" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 3, 1, 0, 4])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['GarageCars'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "garage_lugares_3_4 Mean: 306491.48924731184\n", + "garage_lugares_0_2 Mean: 162588.3273155416\n", + "garage_lugares_3_4 Standard deviation: 107352.62031476379\n", + "garage_lugares_0_2 Standard deviation: 54020.232114505336\n", + "Statistic = 17.952766824981104\n", + "P-value = 1.7731433520622204e-43\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen 0 - 2 espacios para carros en el Garage que las que tienen 3 - 4?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el Garage\n", + "\n", + "garage_lugares_3_4 = data[data['GarageCars'] >= 3]\n", + "garage_lugares_0_2 = data[data['GarageCars'] <= 2]\n", + "\n", + "print('garage_lugares_3_4 Mean:', garage_lugares_3_4.SalePrice.mean())\n", + "print('garage_lugares_0_2 Mean:', garage_lugares_0_2.SalePrice.mean())\n", + "\n", + "print('garage_lugares_3_4 Standard deviation:', garage_lugares_3_4.SalePrice.std())\n", + "print('garage_lugares_0_2 Standard deviation:', garage_lugares_0_2.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(garage_lugares_3_4.SalePrice, garage_lugares_0_2.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 0-2 y las de 3-4 espacios para carros en el garage.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el garage.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "garage_lugares_4 Mean: 192655.8\n", + "garage_lugares_3 Mean: 309636.1215469613\n", + "garage_lugares_4 Standard deviation: 52621.839745489706\n", + "garage_lugares_3 Standard deviation: 106832.92593867525\n", + "Statistic = -4.70995286447646\n", + "P-value = 0.005396016550103566\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen 3 espacios para carros en el Garage que las que tienen 4?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el Garage\n", + "\n", + "garage_lugares_4 = data[data['GarageCars'] == 4]\n", + "garage_lugares_3 = data[data['GarageCars'] == 3]\n", + "\n", + "print('garage_lugares_4 Mean:', garage_lugares_4.SalePrice.mean())\n", + "print('garage_lugares_3 Mean:', garage_lugares_3.SalePrice.mean())\n", + "\n", + "print('garage_lugares_4 Standard deviation:', garage_lugares_4.SalePrice.std())\n", + "print('garage_lugares_3 Standard deviation:', garage_lugares_3.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(garage_lugares_4.SalePrice, garage_lugares_3.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 3 y las de 4 espacios para carros en el garage.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 3 y las de 4 espacios para carros en el garage.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "garage_lugares_3 Mean: 309636.1215469613\n", + "garage_lugares_2 Mean: 183851.66383495147\n", + "garage_lugares_3 Standard deviation: 106832.92593867525\n", + "garage_lugares_2 Standard deviation: 51617.14425804544\n", + "Statistic = 15.449072358248962\n", + "P-value = 6.806363909323916e-36\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen 2 espacios para carros en el Garage que las que tienen 3?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el Garage\n", + "\n", + "garage_lugares_3 = data[data['GarageCars'] == 3]\n", + "garage_lugares_2 = data[data['GarageCars'] == 2]\n", + "\n", + "print('garage_lugares_3 Mean:', garage_lugares_3.SalePrice.mean())\n", + "print('garage_lugares_2 Mean:', garage_lugares_2.SalePrice.mean())\n", + "\n", + "print('garage_lugares_3 Standard deviation:', garage_lugares_3.SalePrice.std())\n", + "print('garage_lugares_2 Standard deviation:', garage_lugares_2.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(garage_lugares_3.SalePrice, garage_lugares_2.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 2 y las de 3 espacios para carros en el garage.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 2 y las de 3 espacios para carros en el garage.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo del número de espacios para carros en el garage\n", + "\n", + "# Hay que elegir una casa con los espacios de carros en el garage que se necesiten, \n", + "# sin tener espacios adicionales, porque será más cara." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo de la zona donde se elija la casa 'MSZoning'?" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['RL', 'RM', 'C', 'FV', 'RH'], dtype=object)" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['MSZoning'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "RL 1151\n", + "RM 218\n", + "FV 65\n", + "RH 16\n", + "C 10\n", + "Name: MSZoning, dtype: int64" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['MSZoning'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "#Las posibles zonas son: \n", + "# A: Agriculture\n", + "# C: Commercial\n", + "# FV: Floating Village Residential\n", + "# I: Industrial\n", + "# RH: Residential High Density\n", + "# RL: Residential Low Density\n", + "# RP: Residential Low Density Park \n", + "# RM: Residential Medium Density" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_comercial Mean: 74528.0\n", + "zona_residencial Mean: 181654.94206896552\n", + "zona_comercial Standard deviation: 33791.092031283435\n", + "zona_residencial Standard deviation: 79176.48524130823\n", + "Statistic = -9.84070869012896\n", + "P-value = 2.337770495320041e-06\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_comercial = data[data['MSZoning'] == 'C']\n", + "zona_residencial = data[data['MSZoning'] != 'C']\n", + "\n", + "print('zona_comercial Mean:', zona_comercial.SalePrice.mean())\n", + "print('zona_residencial Mean:', zona_residencial.SalePrice.mean())\n", + "\n", + "print('zona_comercial Standard deviation:', zona_comercial.SalePrice.std())\n", + "print('zona_residencial Standard deviation:', zona_residencial.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_comercial.SalePrice, zona_residencial.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de las zonas Residenciales que las de la zona Comercial.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de las zonas Residenciales que las de la zona Comercial.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_residencial_HD Mean: 131558.375\n", + "zona_residencial_LD Mean: 191004.99478714162\n", + "zona_residencial_HD Standard deviation: 35714.11843491777\n", + "zona_residencial_LD Standard deviation: 80766.34131930246\n", + "Statistic = -6.433298047913898\n", + "P-value = 5.832821444845453e-06\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales de alta densidad que las de baja densidad?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_residencial_HD = data[data['MSZoning'] == 'RH']\n", + "zona_residencial_LD = data[data['MSZoning'] == 'RL']\n", + "\n", + "print('zona_residencial_HD Mean:', zona_residencial_HD.SalePrice.mean())\n", + "print('zona_residencial_LD Mean:', zona_residencial_LD.SalePrice.mean())\n", + "\n", + "print('zona_residencial_HD Standard deviation:', zona_residencial_HD.SalePrice.std())\n", + "print('zona_residencial_LD Standard deviation:', zona_residencial_LD.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_residencial_HD.SalePrice, zona_residencial_LD.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de las zonas Residenciales de alta y baja densidad.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de las zonas Residenciales alta y baja densidad.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_residencial_MD Mean: 126316.83027522935\n", + "zona_residencial_LD Mean: 191004.99478714162\n", + "zona_residencial_MD Standard deviation: 48521.689832548946\n", + "zona_residencial_LD Standard deviation: 80766.34131930246\n", + "Statistic = -15.940971661465037\n", + "P-value = 3.2468313909702967e-46\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales de media densidad que las de baja densidad?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_residencial_MD = data[data['MSZoning'] == 'RM']\n", + "zona_residencial_LD = data[data['MSZoning'] == 'RL']\n", + "\n", + "print('zona_residencial_MD Mean:', zona_residencial_MD.SalePrice.mean())\n", + "print('zona_residencial_LD Mean:', zona_residencial_LD.SalePrice.mean())\n", + "\n", + "print('zona_residencial_MD Standard deviation:', zona_residencial_MD.SalePrice.std())\n", + "print('zona_residencial_LD Standard deviation:', zona_residencial_LD.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_residencial_MD.SalePrice, zona_residencial_LD.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de las zonas Residenciales de media y baja densidad.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de las zonas Residenciales media y baja densidad.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_residencial_HD Mean: 131558.375\n", + "zona_residencial_MD Mean: 126316.83027522935\n", + "zona_residencial_HD Standard deviation: 35714.11843491777\n", + "zona_residencial_MD Standard deviation: 48521.689832548946\n", + "Statistic = 0.5509228498585078\n", + "P-value = 0.5880031243746888\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales de alta densidad que las de media densidad?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_residencial_HD = data[data['MSZoning'] == 'RH']\n", + "zona_residencial_MD = data[data['MSZoning'] == 'RM']\n", + "\n", + "print('zona_residencial_HD Mean:', zona_residencial_HD.SalePrice.mean())\n", + "print('zona_residencial_MD Mean:', zona_residencial_MD.SalePrice.mean())\n", + "\n", + "print('zona_residencial_HD Standard deviation:', zona_residencial_HD.SalePrice.std())\n", + "print('zona_residencial_MD Standard deviation:', zona_residencial_MD.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_residencial_HD.SalePrice, zona_residencial_MD.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es mayor a 0.01, de 0.588, por lo que se acepta la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no hay diferencia en el precio de las casas \n", + "# en las zonas Residenciales que en la zona Comercial\n" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo de la zona donde se encuentre.\n", + "\n", + "# Si se planea elegir una casa en la zona residencial, es preferible elegir una casa en la zona residencial \n", + "# con media densidad, ya que el precio entre la zona residencial si es diferente según la densidad.\n", + "# Solamente al comparar las casas con media y alta densidad encontramos que el precio no presenta variación, por lo\n", + "# que se podría elegir una casa de acuerdo a la conveniencia de la persona, alta o media densidad." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MODELO DE REGRESIÓN LINEAL" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
IdMSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSF
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -12311,7 +14025,7 @@ "max 2.000000 8.000000 5.000000 " ] }, - "execution_count": 50, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -12323,7 +14037,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -12350,7 +14064,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 94, "metadata": {}, "outputs": [ { @@ -12756,7 +14470,7 @@ "SalePrice 1.000000" ] }, - "execution_count": 52, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" } @@ -12769,7 +14483,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -12781,7 +14495,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -12799,10 +14513,10 @@ " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", " \n", @@ -13064,8 +14778,8 @@ "Dep. Variable: SalePrice R-squared: 0.847\n", "Model: OLS Adj. R-squared: 0.840\n", "Method: Least Squares F-statistic: 110.2\n", - "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", - "Time: 17:00:49 Log-Likelihood: -17172.\n", + "Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 10:02:00 Log-Likelihood: -17172.\n", "No. Observations: 1460 AIC: 3.449e+04\n", "Df Residuals: 1389 BIC: 3.486e+04\n", "Df Model: 70 \n", @@ -13160,7 +14874,7 @@ "\"\"\"" ] }, - "execution_count": 55, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -13198,7 +14912,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -13210,7 +14924,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -13241,7 +14955,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -13833,7 +15547,7 @@ "4 0.208502 " ] }, - "execution_count": 60, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } @@ -13847,7 +15561,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -13856,7 +15570,7 @@ "PCA()" ] }, - "execution_count": 61, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -13870,7 +15584,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -13896,7 +15610,7 @@ " 1.38357091e-03, 1.19237063e-03, 2.70874915e-32, 2.06813535e-33])" ] }, - "execution_count": 62, + "execution_count": 101, "metadata": {}, "output_type": "execute_result" } @@ -13908,7 +15622,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -13917,7 +15631,7 @@ "1.0000000000000002" ] }, - "execution_count": 63, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" } @@ -13929,7 +15643,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -13938,7 +15652,7 @@ "Text(0, 0.5, 'Varianza acumulada explicada')" ] }, - "execution_count": 64, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" }, @@ -13964,7 +15678,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -13973,7 +15687,7 @@ "0.8078295237818027" ] }, - "execution_count": 65, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -13988,7 +15702,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -13997,7 +15711,7 @@ "PCA(n_components=35)" ] }, - "execution_count": 66, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -14010,7 +15724,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -14020,7 +15734,327 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
IdMSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchMethod: Least Squares F-statistic: 110.2
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00
Time: 17:00:49 Log-Likelihood: -17172.Time: 10:02:00 Log-Likelihood: -17172.
No. Observations: 1460 AIC: 3.449e+04
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17Componente 18Componente 19Componente 20Componente 21Componente 22Componente 23Componente 24Componente 25Componente 26Componente 27Componente 28Componente 29Componente 30Componente 31Componente 32Componente 33Componente 34Componente 35
02.0860230.487324-1.6359951.655355-0.2937441.253647-0.443093-0.324321-1.8816120.7767020.353458-0.2545650.2026881.1228790.2680870.875532-0.413492-0.090661-0.1796960.035508-0.1154901.126366-0.163383-0.6032970.1108930.489733-0.0916951.1819050.3509930.7857220.183379-0.172946-0.1428540.7232360.620163
10.276982-2.1275000.9986920.234877-0.9560210.097624-1.105786-0.1884620.577631-0.564822-0.2608740.4048480.149190-2.5412820.156889-0.034437-0.374846-1.117830-0.326145-0.4589662.8681181.256783-0.5841241.2637461.175811-1.3774040.973764-0.9733810.541704-0.217138-0.539493-1.1318300.656744-0.628199-0.897108
22.5700600.193630-1.2864631.320509-0.4675761.5435450.0262710.527291-1.1254310.3128900.750192-0.4460790.3990620.180076-0.192079-0.334561-0.0154020.143828-0.2198950.794548-0.085666-0.1195410.067821-0.474699-0.8118440.157713-0.1354980.2242320.5654500.272834-0.0525750.860311-0.360313-0.5818880.628282
3-1.5423751.1381831.6164230.330737-0.6659671.3515770.084570-0.633294-1.8305861.1423901.4230422.098586-0.727578-1.812771-0.6332951.0175663.177274-0.9444930.0167960.565805-2.450457-0.9207870.5554020.644270-0.150056-0.2455600.8006911.370929-0.1287401.5389710.195077-1.378033-0.494944-0.8701671.417648
44.8573781.1479040.4244871.609120-0.4347401.1123980.0660280.390682-1.4368560.6169150.659543-0.1452340.260110-0.8253680.196113-1.1559240.427135-0.5474740.3989050.2987550.398225-0.9595190.428596-0.330125-0.3753110.351942-0.100684-0.2767321.029216-0.3642580.1423481.530584-0.329750-0.587920-0.028851
\n", + "
" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 2.086023 0.487324 -1.635995 1.655355 -0.293744 \n", + "1 0.276982 -2.127500 0.998692 0.234877 -0.956021 \n", + "2 2.570060 0.193630 -1.286463 1.320509 -0.467576 \n", + "3 -1.542375 1.138183 1.616423 0.330737 -0.665967 \n", + "4 4.857378 1.147904 0.424487 1.609120 -0.434740 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 1.253647 -0.443093 -0.324321 -1.881612 0.776702 \n", + "1 0.097624 -1.105786 -0.188462 0.577631 -0.564822 \n", + "2 1.543545 0.026271 0.527291 -1.125431 0.312890 \n", + "3 1.351577 0.084570 -0.633294 -1.830586 1.142390 \n", + "4 1.112398 0.066028 0.390682 -1.436856 0.616915 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 0.353458 -0.254565 0.202688 1.122879 0.268087 \n", + "1 -0.260874 0.404848 0.149190 -2.541282 0.156889 \n", + "2 0.750192 -0.446079 0.399062 0.180076 -0.192079 \n", + "3 1.423042 2.098586 -0.727578 -1.812771 -0.633295 \n", + "4 0.659543 -0.145234 0.260110 -0.825368 0.196113 \n", + "\n", + " Componente 16 Componente 17 Componente 18 Componente 19 Componente 20 \\\n", + "0 0.875532 -0.413492 -0.090661 -0.179696 0.035508 \n", + "1 -0.034437 -0.374846 -1.117830 -0.326145 -0.458966 \n", + "2 -0.334561 -0.015402 0.143828 -0.219895 0.794548 \n", + "3 1.017566 3.177274 -0.944493 0.016796 0.565805 \n", + "4 -1.155924 0.427135 -0.547474 0.398905 0.298755 \n", + "\n", + " Componente 21 Componente 22 Componente 23 Componente 24 Componente 25 \\\n", + "0 -0.115490 1.126366 -0.163383 -0.603297 0.110893 \n", + "1 2.868118 1.256783 -0.584124 1.263746 1.175811 \n", + "2 -0.085666 -0.119541 0.067821 -0.474699 -0.811844 \n", + "3 -2.450457 -0.920787 0.555402 0.644270 -0.150056 \n", + "4 0.398225 -0.959519 0.428596 -0.330125 -0.375311 \n", + "\n", + " Componente 26 Componente 27 Componente 28 Componente 29 Componente 30 \\\n", + "0 0.489733 -0.091695 1.181905 0.350993 0.785722 \n", + "1 -1.377404 0.973764 -0.973381 0.541704 -0.217138 \n", + "2 0.157713 -0.135498 0.224232 0.565450 0.272834 \n", + "3 -0.245560 0.800691 1.370929 -0.128740 1.538971 \n", + "4 0.351942 -0.100684 -0.276732 1.029216 -0.364258 \n", + "\n", + " Componente 31 Componente 32 Componente 33 Componente 34 Componente 35 \n", + "0 0.183379 -0.172946 -0.142854 0.723236 0.620163 \n", + "1 -0.539493 -1.131830 0.656744 -0.628199 -0.897108 \n", + "2 -0.052575 0.860311 -0.360313 -0.581888 0.628282 \n", + "3 0.195077 -1.378033 -0.494944 -0.870167 1.417648 \n", + "4 0.142348 1.530584 -0.329750 -0.587920 -0.028851 " + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos un dataframe para ver nuevamente la información con los 35 componentes\n", + "data_pca = pd.DataFrame(data_transform, index = data_norm.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -14044,303 +16078,3446 @@ " \n", " \n", " \n", + " MSSubClass\n", + " LotArea\n", + " OverallQual\n", + " OverallCond\n", + " YearBuilt\n", + " YearRemodAdd\n", + " MasVnrArea\n", + " BsmtFinSF1\n", + " BsmtFinSF2\n", + " BsmtUnfSF\n", + " TotalBsmtSF\n", + " FirstFlrSF\n", + " SecondFlrSF\n", + " LowQualFinSF\n", + " GrLivArea\n", + " BsmtFullBath\n", + " BsmtHalfBath\n", + " FullBath\n", + " HalfBath\n", + " BedroomAbvGr\n", + " KitchenAbvGr\n", + " TotRmsAbvGrd\n", + " Fireplaces\n", + " GarageCars\n", + " GarageArea\n", + " WoodDeckSF\n", + " OpenPorchSF\n", + " EnclosedPorch\n", + " ThirdSsnPorch\n", + " ScreenPorch\n", + " PoolArea\n", + " MiscVal\n", + " MoSold\n", + " YrSold\n", + " MSZoning_code\n", + " Street_code\n", + " LotShape_code\n", + " LandContour_code\n", + " Utilities_code\n", + " LotConfig_code\n", + " LandSlope_code\n", + " Neighborhood_code\n", + " Condition1_code\n", + " Condition2_code\n", + " BldgType_code\n", + " HouseStyle_code\n", + " RoofStyle_code\n", + " RoofMatl_code\n", + " Exterior1st_code\n", + " Exterior2nd_code\n", + " MasVnrType_code\n", + " ExterQual_code\n", + " ExterCond_code\n", + " Foundation_code\n", + " BsmtQual_code\n", + " BsmtCond_code\n", + " BsmtExposure_code\n", + " BsmtFinType1_code\n", + " BsmtFinType2_code\n", + " Heating_code\n", + " HeatingQC_code\n", + " CentralAir_code\n", + " Electrical_code\n", + " KitchenQual_code\n", + " Functional_code\n", + " GarageType_code\n", + " GarageFinish_code\n", + " GarageQual_code\n", + " GarageCond_code\n", + " PavedDrive_code\n", + " SaleType_code\n", + " SaleCondition_code\n", + " \n", + " \n", + " \n", + " \n", " Componente 1\n", + " -0.007579\n", + " 0.070135\n", + " 0.264122\n", + " -0.070903\n", + " 0.240467\n", + " 0.203251\n", + " 0.157178\n", + " 0.123759\n", + " -0.014267\n", + " 0.083910\n", + " 0.207934\n", + " 0.196217\n", + " 0.086759\n", + " -0.026199\n", + " 0.214002\n", + " 0.073985\n", + " -0.009359\n", + " 0.208692\n", + " 0.102336\n", + " 0.048705\n", + " -0.043719\n", + " 0.159842\n", + " 0.143633\n", + " 0.241124\n", + " 0.231971\n", + " 0.113700\n", + " 0.117246\n", + " -0.078336\n", + " 0.015097\n", + " 0.019632\n", + " 0.028508\n", + " -0.008966\n", + " 0.015270\n", + " -0.006516\n", + " -0.082842\n", + " 0.005753\n", + " -0.094278\n", + " 0.018781\n", + " -0.002435\n", + " -0.018499\n", + " 0.000500\n", + " 0.067340\n", + " 0.048534\n", + " 0.009282\n", + " 0.008167\n", + " 0.087218\n", + " 0.062116\n", + " 0.022264\n", + " 0.053980\n", + " 0.047415\n", + " -0.013661\n", + " -0.217384\n", + " 0.062693\n", + " 0.175938\n", + " -0.219886\n", + " 0.043285\n", + " -0.102925\n", + " -0.035281\n", + " 0.033274\n", + " -0.052077\n", + " -0.154072\n", + " 0.113528\n", + " 0.111692\n", + " -0.185163\n", + " 0.036087\n", + " -0.186128\n", + " -0.162484\n", + " 0.114872\n", + " 0.121560\n", + " 0.112179\n", + " -0.019955\n", + " 0.077092\n", + " \n", + " \n", " Componente 2\n", + " 0.103556\n", + " -0.030523\n", + " 0.060625\n", + " -0.007314\n", + " -0.124464\n", + " -0.001323\n", + " 0.017178\n", + " -0.260295\n", + " -0.120004\n", + " 0.209206\n", + " -0.104028\n", + " -0.064819\n", + " 0.349385\n", + " 0.102529\n", + " 0.252043\n", + " -0.259643\n", + " -0.038474\n", + " 0.185477\n", + " 0.159383\n", + " 0.278883\n", + " 0.146744\n", + " 0.302529\n", + " 0.007739\n", + " -0.004527\n", + " -0.031273\n", + " -0.051639\n", + " 0.080049\n", + " 0.093234\n", + " -0.022229\n", + " -0.010036\n", + " 0.011170\n", + " 0.002142\n", + " 0.028797\n", + " -0.037353\n", + " 0.009864\n", + " 0.036744\n", + " 0.035018\n", + " -0.042806\n", + " -0.006563\n", + " -0.012899\n", + " -0.063344\n", + " 0.005352\n", + " -0.021590\n", + " 0.000481\n", + " -0.061323\n", + " 0.107185\n", + " -0.031191\n", + " -0.010897\n", + " 0.078378\n", + " 0.082303\n", + " 0.015586\n", + " -0.041004\n", + " -0.035498\n", + " -0.011758\n", + " -0.007589\n", + " -0.088098\n", + " 0.139768\n", + " 0.291164\n", + " 0.104090\n", + " 0.079395\n", + " -0.043087\n", + " -0.145212\n", + " -0.078653\n", + " -0.048903\n", + " -0.021246\n", + " 0.147928\n", + " -0.006227\n", + " -0.146539\n", + " -0.126003\n", + " -0.167759\n", + " 0.001785\n", + " -0.002408\n", + " \n", + " \n", " Componente 3\n", + " -0.165448\n", + " 0.278575\n", + " -0.026592\n", + " 0.093002\n", + " -0.224060\n", + " -0.182413\n", + " 0.067685\n", + " 0.191344\n", + " 0.171895\n", + " -0.081380\n", + " 0.180172\n", + " 0.256707\n", + " 0.035048\n", + " 0.085697\n", + " 0.225900\n", + " 0.128650\n", + " 0.068275\n", + " -0.016778\n", + " -0.026263\n", + " 0.197799\n", + " 0.055479\n", + " 0.206846\n", + " 0.206994\n", + " -0.001184\n", + " 0.047605\n", + " 0.087069\n", + " 0.029603\n", + " 0.112237\n", + " 0.001626\n", + " 0.117720\n", + " 0.115171\n", + " 0.037501\n", + " 0.011662\n", + " -0.007355\n", + " 0.083361\n", + " -0.054925\n", + " -0.080510\n", + " -0.130516\n", + " 0.032021\n", + " -0.093503\n", + " 0.183501\n", + " 0.043495\n", + " -0.036483\n", + " 0.023147\n", + " -0.232833\n", + " -0.080397\n", + " 0.127964\n", + " 0.131068\n", + " -0.116081\n", + " -0.100840\n", + " -0.037526\n", + " 0.070838\n", + " -0.087646\n", + " -0.200169\n", + " 0.139508\n", + " -0.030213\n", + " -0.023105\n", + " -0.110938\n", + " -0.142831\n", + " 0.032723\n", + " 0.162355\n", + " -0.042438\n", + " -0.053472\n", + " 0.033568\n", + " -0.099574\n", + " -0.000609\n", + " 0.067151\n", + " -0.040981\n", + " -0.030577\n", + " -0.046283\n", + " -0.003059\n", + " -0.077753\n", + " \n", + " \n", " Componente 4\n", + " 0.315788\n", + " -0.036351\n", + " -0.038554\n", + " 0.044530\n", + " 0.053115\n", + " -0.034443\n", + " 0.054819\n", + " 0.067178\n", + " 0.068185\n", + " -0.308513\n", + " -0.215822\n", + " -0.211765\n", + " 0.284642\n", + " -0.037269\n", + " 0.077218\n", + " 0.069556\n", + " 0.069686\n", + " 0.029118\n", + " 0.296698\n", + " 0.129387\n", + " 0.050511\n", + " 0.074554\n", + " 0.038660\n", + " -0.003013\n", + " -0.027113\n", + " 0.045133\n", + " -0.004943\n", + " -0.056838\n", + " -0.021132\n", + " 0.034466\n", + " 0.034504\n", + " 0.010451\n", + " -0.006971\n", + " 0.010491\n", + " -0.023182\n", + " 0.012084\n", + " -0.016170\n", + " 0.063034\n", + " 0.019731\n", + " -0.005565\n", + " 0.002537\n", + " 0.011168\n", + " 0.026983\n", + " -0.020980\n", + " 0.167163\n", + " 0.363471\n", + " -0.078293\n", + " 0.008398\n", + " -0.216541\n", + " -0.232121\n", + " -0.162561\n", + " 0.128814\n", + " 0.014735\n", + " 0.012764\n", + " 0.065930\n", + " 0.048355\n", + " 0.009834\n", + " -0.184576\n", + " -0.088419\n", + " -0.039825\n", + " 0.125492\n", + " 0.093000\n", + " 0.119754\n", + " 0.136103\n", + " 0.020930\n", + " -0.040483\n", + " 0.014558\n", + " 0.113044\n", + " 0.096248\n", + " 0.124419\n", + " 0.061401\n", + " -0.046141\n", + " \n", + " \n", " Componente 5\n", + " 0.317541\n", + " 0.018000\n", + " 0.010666\n", + " -0.164626\n", + " -0.006152\n", + " 0.006615\n", + " 0.018088\n", + " 0.191150\n", + " -0.016334\n", + " -0.153011\n", + " 0.038608\n", + " 0.062956\n", + " -0.032983\n", + " 0.046177\n", + " 0.023189\n", + " 0.221673\n", + " -0.068461\n", + " 0.041616\n", + " -0.076829\n", + " -0.160711\n", + " 0.208690\n", + " -0.022456\n", + " -0.032366\n", + " -0.069401\n", + " -0.068379\n", + " 0.030760\n", + " 0.031547\n", + " 0.023381\n", + " -0.031703\n", + " -0.053870\n", + " 0.048824\n", + " -0.005542\n", + " -0.023203\n", + " 0.018792\n", + " -0.003781\n", + " -0.073035\n", + " 0.059300\n", + " -0.100588\n", + " -0.027499\n", + " 0.050941\n", + " 0.103570\n", + " 0.048927\n", + " -0.033704\n", + " -0.002825\n", + " 0.305557\n", + " 0.040422\n", + " 0.036909\n", + " 0.030685\n", + " -0.099042\n", + " -0.103150\n", + " 0.131792\n", + " -0.163487\n", + " -0.022361\n", + " 0.067766\n", + " -0.171648\n", + " -0.120263\n", + " -0.183174\n", + " -0.094077\n", + " -0.010099\n", + " 0.187901\n", + " -0.026570\n", + " -0.277657\n", + " -0.096670\n", + " -0.172934\n", + " -0.046523\n", + " 0.147578\n", + " -0.147152\n", + " -0.227745\n", + " -0.265537\n", + " -0.197681\n", + " -0.006639\n", + " -0.027924\n", + " \n", + " \n", " Componente 6\n", + " -0.052117\n", + " 0.114109\n", + " 0.012998\n", + " 0.219203\n", + " -0.043970\n", + " 0.174030\n", + " -0.137146\n", + " 0.049858\n", + " 0.059889\n", + " -0.226832\n", + " -0.154610\n", + " -0.187897\n", + " 0.149987\n", + " 0.059482\n", + " -0.008131\n", + " 0.132179\n", + " 0.041361\n", + " -0.066255\n", + " 0.107288\n", + " -0.049968\n", + " -0.230368\n", + " -0.043028\n", + " 0.047916\n", + " -0.083699\n", + " -0.091490\n", + " 0.123168\n", + " 0.056861\n", + " 0.003338\n", + " -0.017914\n", + " -0.015756\n", + " 0.040644\n", + " 0.006531\n", + " -0.026813\n", + " -0.009060\n", + " 0.060131\n", + " -0.041287\n", + " -0.126798\n", + " -0.132060\n", + " -0.059990\n", + " -0.040418\n", + " 0.198721\n", + " -0.145827\n", + " 0.043650\n", + " -0.033554\n", + " -0.181127\n", + " 0.110658\n", + " -0.152675\n", + " 0.085303\n", + " 0.349329\n", + " 0.349184\n", + " 0.111494\n", + " -0.013963\n", + " -0.110924\n", + " 0.002976\n", + " -0.052343\n", + " -0.035491\n", + " -0.135022\n", + " -0.071330\n", + " -0.063090\n", + " -0.067337\n", + " -0.166694\n", + " 0.053785\n", + " 0.070018\n", + " -0.079510\n", + " 0.006863\n", + " 0.069032\n", + " -0.091373\n", + " -0.103363\n", + " -0.099781\n", + " -0.087022\n", + " 0.186898\n", + " 0.063973\n", + " \n", + " \n", " Componente 7\n", + " 0.040950\n", + " 0.174601\n", + " -0.086634\n", + " -0.273895\n", + " 0.093478\n", + " -0.069736\n", + " -0.131938\n", + " -0.239595\n", + " 0.336088\n", + " 0.033743\n", + " -0.091523\n", + " -0.009411\n", + " -0.023321\n", + " -0.005488\n", + " -0.026804\n", + " -0.104973\n", + " 0.022847\n", + " 0.091984\n", + " -0.053155\n", + " 0.017736\n", + " 0.104357\n", + " -0.002679\n", + " -0.052152\n", + " 0.116006\n", + " 0.085961\n", + " 0.027882\n", + " -0.057652\n", + " -0.053815\n", + " -0.038983\n", + " -0.034958\n", + " -0.061064\n", + " -0.056164\n", + " 0.019229\n", + " -0.037630\n", + " -0.142322\n", + " -0.204545\n", + " -0.064396\n", + " -0.139509\n", + " 0.028865\n", + " 0.005073\n", + " 0.250329\n", + " -0.038582\n", + " 0.093949\n", + " -0.037002\n", + " 0.061260\n", + " 0.008497\n", + " -0.168543\n", + " 0.063325\n", + " 0.097472\n", + " 0.117302\n", + " 0.050925\n", + " 0.042328\n", + " 0.138517\n", + " 0.151824\n", + " -0.033534\n", + " -0.130745\n", + " -0.102260\n", + " 0.144170\n", + " -0.361265\n", + " 0.114724\n", + " 0.061575\n", + " -0.102862\n", + " -0.096478\n", + " 0.096370\n", + " -0.168177\n", + " -0.066395\n", + " 0.059792\n", + " 0.198235\n", + " 0.135859\n", + " 0.052599\n", + " -0.072049\n", + " -0.043784\n", + " \n", + " \n", " Componente 8\n", + " -0.007873\n", + " 0.246659\n", + " -0.032866\n", + " -0.114282\n", + " 0.030560\n", + " -0.113689\n", + " 0.048037\n", + " 0.033541\n", + " -0.417078\n", + " 0.087252\n", + " -0.030616\n", + " -0.062543\n", + " 0.011311\n", + " -0.081789\n", + " -0.044184\n", + " -0.081490\n", + " -0.017822\n", + " -0.067470\n", + " 0.089025\n", + " -0.047658\n", + " -0.072025\n", + " -0.077023\n", + " 0.070966\n", + " 0.011108\n", + " -0.010291\n", + " 0.002685\n", + " -0.055045\n", + " -0.093723\n", + " 0.057565\n", + " 0.011226\n", + " -0.066662\n", + " -0.051812\n", + " 0.067029\n", + " -0.088884\n", + " -0.070137\n", + " -0.204469\n", + " -0.127622\n", + " -0.302544\n", + " -0.021015\n", + " -0.049332\n", + " 0.373599\n", + " -0.121556\n", + " 0.012961\n", + " -0.062530\n", + " -0.036638\n", + " 0.034486\n", + " -0.039447\n", + " 0.103656\n", + " -0.114270\n", + " -0.120120\n", + " -0.060685\n", + " 0.049791\n", + " 0.143903\n", + " 0.007168\n", + " -0.017161\n", + " 0.132945\n", + " -0.082845\n", + " 0.088879\n", + " 0.441697\n", + " -0.017294\n", + " 0.074661\n", + " -0.020454\n", + " -0.057100\n", + " 0.059201\n", + " 0.102921\n", + " -0.026470\n", + " -0.019914\n", + " 0.013543\n", + " 0.018069\n", + " -0.001335\n", + " 0.036545\n", + " -0.009520\n", + " \n", + " \n", " Componente 9\n", + " -0.039398\n", + " 0.025986\n", + " 0.077090\n", + " 0.192895\n", + " 0.018566\n", + " 0.119493\n", + " -0.117769\n", + " -0.225134\n", + " 0.191368\n", + " 0.150183\n", + " -0.012425\n", + " -0.034172\n", + " -0.027952\n", + " 0.068845\n", + " -0.041990\n", + " -0.207392\n", + " 0.099547\n", + " -0.029841\n", + " 0.039421\n", + " -0.116587\n", + " -0.225491\n", + " -0.095953\n", + " 0.027506\n", + " -0.105057\n", + " -0.102102\n", + " 0.013080\n", + " 0.114448\n", + " -0.030338\n", + " 0.063127\n", + " 0.114805\n", + " -0.003491\n", + " 0.020925\n", + " 0.051830\n", + " 0.045879\n", + " -0.122029\n", + " -0.045165\n", + " -0.153370\n", + " -0.025997\n", + " 0.113722\n", + " -0.093390\n", + " 0.093803\n", + " 0.130437\n", + " 0.078768\n", + " 0.001590\n", + " 0.005387\n", + " 0.023384\n", + " -0.037810\n", + " 0.141008\n", + " -0.373880\n", + " -0.380228\n", + " 0.157674\n", + " -0.140889\n", + " -0.103052\n", + " -0.024087\n", + " -0.051746\n", + " -0.022220\n", + " 0.013550\n", + " 0.130132\n", + " -0.147280\n", + " -0.106204\n", + " -0.074087\n", + " 0.095632\n", + " 0.090066\n", + " -0.161880\n", + " 0.013541\n", + " 0.014571\n", + " -0.128499\n", + " -0.136512\n", + " -0.135747\n", + " 0.012293\n", + " -0.077786\n", + " -0.022095\n", + " \n", + " \n", " Componente 10\n", + " -0.287259\n", + " -0.009057\n", + " -0.052190\n", + " -0.154685\n", + " 0.035804\n", + " -0.060720\n", + " -0.084435\n", + " 0.119166\n", + " -0.055203\n", + " -0.197771\n", + " -0.095605\n", + " -0.119914\n", + " 0.077784\n", + " -0.063757\n", + " -0.029501\n", + " 0.130682\n", + " -0.174046\n", + " -0.038794\n", + " 0.130969\n", + " 0.041899\n", + " -0.080747\n", + " -0.001228\n", + " -0.098716\n", + " 0.033316\n", + " 0.071804\n", + " -0.131909\n", + " 0.158253\n", + " 0.067884\n", + " 0.014003\n", + " -0.069306\n", + " -0.023039\n", + " -0.029453\n", + " -0.029564\n", + " 0.115142\n", + " -0.371756\n", + " -0.054126\n", + " -0.077796\n", + " 0.080798\n", + " 0.066197\n", + " -0.145381\n", + " -0.110311\n", + " 0.283523\n", + " 0.107353\n", + " -0.052927\n", + " -0.350212\n", + " 0.051921\n", + " -0.025251\n", + " -0.142547\n", + " -0.075169\n", + " -0.049103\n", + " 0.174430\n", + " -0.025777\n", + " 0.056650\n", + " 0.091404\n", + " -0.013548\n", + " -0.053687\n", + " 0.132696\n", + " -0.107653\n", + " 0.029247\n", + " 0.180229\n", + " -0.019253\n", + " -0.190312\n", + " -0.147841\n", + " -0.029052\n", + " 0.110276\n", + " 0.004884\n", + " -0.015180\n", + " 0.029139\n", + " -0.027532\n", + " -0.025418\n", + " -0.074429\n", + " -0.040751\n", + " \n", + " \n", " Componente 11\n", + " -0.046294\n", + " -0.076221\n", + " 0.016490\n", + " -0.174755\n", + " 0.053018\n", + " -0.102338\n", + " 0.236479\n", + " -0.002343\n", + " 0.050250\n", + " -0.003513\n", + " 0.012503\n", + " -0.001409\n", + " -0.028201\n", + " -0.016520\n", + " -0.025992\n", + " -0.051828\n", + " 0.214556\n", + " -0.071031\n", + " 0.050475\n", + " -0.062590\n", + " -0.140060\n", + " -0.070965\n", + " 0.033065\n", + " -0.064923\n", + " -0.083911\n", + " -0.017724\n", + " 0.072104\n", + " -0.046766\n", + " -0.008593\n", + " 0.140251\n", + " 0.112918\n", + " -0.138621\n", + " 0.036818\n", + " -0.207721\n", + " -0.009860\n", + " 0.069759\n", + " -0.082122\n", + " 0.185452\n", + " 0.299591\n", + " -0.120903\n", + " -0.109650\n", + " -0.138581\n", + " 0.005668\n", + " -0.123498\n", + " -0.028361\n", + " 0.116470\n", + " 0.006508\n", + " 0.174584\n", + " 0.151988\n", + " 0.135729\n", + " -0.338051\n", + " 0.001563\n", + " 0.028077\n", + " -0.014321\n", + " -0.042344\n", + " -0.089886\n", + " -0.078819\n", + " -0.008366\n", + " -0.013337\n", + " 0.040595\n", + " 0.033895\n", + " -0.067026\n", + " -0.160638\n", + " -0.009222\n", + " 0.093854\n", + " -0.047947\n", + " -0.139375\n", + " -0.130379\n", + " -0.168532\n", + " 0.019852\n", + " -0.250579\n", + " -0.314855\n", + " \n", + " \n", " Componente 12\n", + " 0.176704\n", + " -0.030713\n", + " 0.098456\n", + " 0.163451\n", + " -0.130784\n", + " -0.006095\n", + " 0.033107\n", + " 0.035681\n", + " -0.035685\n", + " -0.060792\n", + " -0.037256\n", + " -0.060126\n", + " 0.048644\n", + " 0.133254\n", + " 0.008506\n", + " 0.008447\n", + " 0.108528\n", + " -0.108042\n", + " 0.026424\n", + " -0.160344\n", + " -0.056809\n", + " -0.076458\n", + " 0.030330\n", + " 0.150043\n", + " 0.193612\n", + " -0.155369\n", + " 0.113091\n", + " 0.146388\n", + " -0.106709\n", + " 0.196117\n", + " 0.012331\n", + " -0.019186\n", + " 0.046292\n", + " 0.009429\n", + " -0.145463\n", + " -0.136051\n", + " 0.162015\n", + " -0.170267\n", + " 0.202050\n", + " 0.067394\n", + " 0.076731\n", + " 0.242591\n", + " -0.221800\n", + " 0.048212\n", + " 0.158185\n", + " -0.020794\n", + " -0.022117\n", + " 0.022633\n", + " 0.146249\n", + " 0.121860\n", + " 0.102730\n", + " -0.097220\n", + " -0.134694\n", + " -0.113984\n", + " 0.027298\n", + " 0.015544\n", + " 0.042659\n", + " 0.029700\n", + " 0.078431\n", + " -0.065373\n", + " 0.012978\n", + " 0.033120\n", + " -0.050938\n", + " -0.118412\n", + " 0.099542\n", + " 0.099833\n", + " 0.234488\n", + " 0.159892\n", + " 0.240047\n", + " -0.022517\n", + " -0.253693\n", + " -0.159951\n", + " \n", + " \n", " Componente 13\n", + " -0.051835\n", + " 0.019303\n", + " 0.024491\n", + " 0.115577\n", + " -0.045395\n", + " -0.011895\n", + " 0.231596\n", + " -0.063317\n", + " 0.009259\n", + " -0.065360\n", + " -0.128253\n", + " -0.076432\n", + " 0.033404\n", + " -0.244257\n", + " -0.051082\n", + " -0.124482\n", + " 0.140734\n", + " -0.074365\n", + " 0.055339\n", + " -0.141498\n", + " -0.095077\n", + " -0.067449\n", + " 0.064686\n", + " 0.107668\n", + " 0.088884\n", + " 0.005296\n", + " -0.056548\n", + " 0.002266\n", + " 0.047593\n", + " 0.072155\n", + " -0.200515\n", + " 0.178806\n", + " 0.000508\n", + " 0.013470\n", + " 0.146506\n", + " -0.053903\n", + " -0.015119\n", + " 0.037703\n", + " 0.038491\n", + " 0.016422\n", + " 0.013084\n", + " -0.092578\n", + " 0.001298\n", + " 0.216128\n", + " -0.058799\n", + " 0.023944\n", + " 0.238678\n", + " -0.038001\n", + " -0.062460\n", + " -0.059025\n", + " -0.203465\n", + " -0.121198\n", + " -0.186383\n", + " 0.023676\n", + " -0.027522\n", + " -0.223845\n", + " -0.017389\n", + " 0.023236\n", + " -0.063558\n", + " 0.324506\n", + " -0.051908\n", + " -0.229742\n", + " -0.147171\n", + " -0.107943\n", + " 0.012302\n", + " -0.022653\n", + " 0.009364\n", + " 0.140878\n", + " 0.118163\n", + " -0.095165\n", + " 0.145223\n", + " 0.299787\n", + " \n", + " \n", " Componente 14\n", + " -0.012902\n", + " -0.002253\n", + " 0.042553\n", + " -0.127379\n", + " -0.005567\n", + " -0.085172\n", + " 0.145757\n", + " -0.048070\n", + " 0.199681\n", + " 0.033392\n", + " 0.057084\n", + " -0.045550\n", + " 0.060968\n", + " 0.004144\n", + " 0.017520\n", + " 0.051587\n", + " -0.264739\n", + " -0.121830\n", + " 0.231382\n", + " -0.075315\n", + " -0.175245\n", + " -0.015117\n", + " 0.129903\n", + " -0.076745\n", + " -0.080637\n", + " -0.076283\n", + " 0.013847\n", + " -0.017805\n", + " -0.090647\n", + " 0.231747\n", + " -0.052357\n", + " -0.075065\n", + " -0.221743\n", + " 0.201442\n", + " 0.032606\n", + " -0.172639\n", + " 0.179354\n", + " -0.059465\n", + " 0.036128\n", + " 0.270293\n", + " 0.045950\n", + " -0.013213\n", + " 0.080839\n", + " 0.026427\n", + " 0.023867\n", + " -0.030807\n", + " 0.157299\n", + " -0.100601\n", + " 0.042583\n", + " 0.056849\n", + " -0.105322\n", + " -0.067133\n", + " 0.298392\n", + " -0.110668\n", + " 0.010047\n", + " 0.337381\n", + " 0.161578\n", + " 0.076523\n", + " -0.123282\n", + " -0.030946\n", + " -0.012633\n", + " 0.020219\n", + " -0.070250\n", + " -0.048956\n", + " -0.080403\n", + " 0.030258\n", + " -0.108404\n", + " -0.121243\n", + " -0.054118\n", + " -0.008112\n", + " 0.074007\n", + " 0.078678\n", + " \n", + " \n", " Componente 15\n", + " -0.006484\n", + " 0.127119\n", + " -0.067651\n", + " 0.059404\n", + " 0.059027\n", + " 0.070334\n", + " 0.160066\n", + " -0.043478\n", + " 0.051425\n", + " 0.028307\n", + " 0.002219\n", + " -0.020944\n", + " -0.043752\n", + " -0.090559\n", + " -0.060133\n", + " -0.009068\n", + " 0.037727\n", + " 0.033098\n", + " -0.031392\n", + " 0.093233\n", + " 0.200357\n", + " 0.028705\n", + " -0.196602\n", + " -0.063319\n", + " -0.044257\n", + " 0.069315\n", + " -0.081845\n", + " -0.052473\n", + " 0.029582\n", + " -0.192288\n", + " -0.088570\n", + " 0.320799\n", + " -0.155444\n", + " 0.201682\n", + " -0.172196\n", + " -0.266789\n", + " -0.093716\n", + " -0.069579\n", + " 0.110359\n", + " -0.112272\n", + " 0.041834\n", + " 0.136515\n", + " -0.099421\n", + " 0.228925\n", + " -0.001250\n", + " 0.034235\n", + " 0.199157\n", + " -0.142678\n", + " 0.118020\n", + " 0.085682\n", + " -0.222793\n", + " -0.012195\n", + " -0.081031\n", + " 0.062169\n", + " 0.048041\n", + " 0.082218\n", + " -0.037488\n", + " 0.023915\n", + " -0.047717\n", + " -0.243232\n", + " 0.008892\n", + " 0.050800\n", + " 0.160638\n", + " 0.083141\n", + " 0.194528\n", + " 0.035740\n", + " -0.085809\n", + " -0.079189\n", + " -0.128098\n", + " -0.132943\n", + " -0.115805\n", + " -0.154472\n", + " \n", + " \n", " Componente 16\n", + " 0.024481\n", + " -0.010234\n", + " -0.023490\n", + " 0.019152\n", + " -0.025403\n", + " 0.051962\n", + " 0.019347\n", + " 0.018907\n", + " -0.129211\n", + " -0.024301\n", + " -0.052333\n", + " 0.029172\n", + " 0.018722\n", + " 0.108635\n", + " 0.047066\n", + " -0.025311\n", + " 0.058590\n", + " 0.043910\n", + " -0.053917\n", + " 0.003018\n", + " -0.017961\n", + " 0.045098\n", + " 0.034861\n", + " -0.025887\n", + " -0.053345\n", + " 0.020416\n", + " -0.222012\n", + " 0.033932\n", + " 0.151275\n", + " -0.021286\n", + " -0.073282\n", + " -0.099283\n", + " -0.460319\n", + " 0.461303\n", + " 0.105106\n", + " 0.099014\n", + " -0.047770\n", + " -0.062853\n", + " 0.247239\n", + " -0.129831\n", + " 0.066253\n", + " -0.151459\n", + " 0.068920\n", + " -0.276034\n", + " 0.028370\n", + " -0.053633\n", + " -0.029111\n", + " -0.055285\n", + " -0.025552\n", + " -0.012808\n", + " 0.026257\n", + " -0.051790\n", + " -0.150004\n", + " 0.069683\n", + " -0.019331\n", + " -0.072521\n", + " 0.109173\n", + " -0.038620\n", + " 0.091183\n", + " 0.061258\n", + " -0.085051\n", + " 0.010708\n", + " -0.032756\n", + " -0.039237\n", + " -0.246454\n", + " -0.033189\n", + " -0.070329\n", + " 0.137243\n", + " 0.105710\n", + " 0.040476\n", + " -0.137173\n", + " -0.134691\n", + " \n", + " \n", " Componente 17\n", + " 0.067588\n", + " 0.022290\n", + " 0.059491\n", + " -0.015318\n", + " -0.028653\n", + " -0.055584\n", + " -0.032494\n", + " -0.084183\n", + " 0.061503\n", + " 0.090218\n", + " 0.025963\n", + " -0.029780\n", + " 0.031001\n", + " -0.179378\n", + " -0.012754\n", + " 0.022963\n", + " -0.191531\n", + " -0.077576\n", + " 0.035819\n", + " -0.145717\n", + " 0.002360\n", + " -0.073115\n", + " 0.050018\n", + " 0.124424\n", + " 0.116543\n", + " 0.059138\n", + " -0.087310\n", + " 0.377109\n", + " -0.152986\n", + " -0.101074\n", + " 0.176420\n", + " 0.044888\n", + " -0.214995\n", + " 0.041233\n", + " 0.257545\n", + " 0.106947\n", + " -0.215351\n", + " 0.062440\n", + " 0.054779\n", + " -0.426612\n", + " -0.066792\n", + " -0.009938\n", + " -0.135490\n", + " 0.205907\n", + " 0.039302\n", + " 0.101002\n", + " -0.147998\n", + " 0.041804\n", + " -0.030554\n", + " -0.009556\n", + " 0.106013\n", + " 0.045967\n", + " 0.167285\n", + " -0.047562\n", + " -0.058732\n", + " 0.209210\n", + " -0.123406\n", + " 0.112643\n", + " -0.017719\n", + " 0.070935\n", + " 0.023685\n", + " -0.025162\n", + " -0.033905\n", + " -0.005814\n", + " 0.113577\n", + " -0.004224\n", + " 0.057082\n", + " -0.045517\n", + " 0.033035\n", + " 0.022924\n", + " 0.010152\n", + " -0.021120\n", + " \n", + " \n", " Componente 18\n", + " 0.044261\n", + " 0.021548\n", + " -0.056213\n", + " -0.056927\n", + " 0.044880\n", + " -0.006240\n", + " -0.183489\n", + " 0.032918\n", + " -0.057849\n", + " 0.007729\n", + " 0.020735\n", + " 0.027893\n", + " -0.022136\n", + " 0.007495\n", + " 0.002825\n", + " 0.017392\n", + " -0.089174\n", + " 0.056159\n", + " 0.022202\n", + " 0.002835\n", + " 0.147797\n", + " 0.018682\n", + " 0.063814\n", + " -0.070583\n", + " -0.083584\n", + " -0.164911\n", + " 0.193385\n", + " -0.292827\n", + " -0.017672\n", + " 0.464370\n", + " 0.081549\n", + " 0.451518\n", + " -0.031758\n", + " 0.042976\n", + " 0.029846\n", + " -0.006455\n", + " -0.183573\n", + " 0.103615\n", + " 0.158092\n", + " -0.082528\n", + " -0.050872\n", + " -0.110099\n", + " 0.117291\n", + " 0.240730\n", + " 0.101876\n", + " -0.100126\n", + " -0.104670\n", + " 0.091138\n", + " 0.068475\n", + " 0.097706\n", + " 0.153904\n", + " 0.059845\n", + " -0.075966\n", + " 0.034385\n", + " 0.021073\n", + " 0.048635\n", + " 0.082852\n", + " -0.053072\n", + " 0.124970\n", + " 0.103182\n", + " 0.020761\n", + " -0.045250\n", + " -0.004695\n", + " 0.079162\n", + " -0.068204\n", + " -0.033967\n", + " -0.054954\n", + " -0.007363\n", + " 0.083920\n", + " 0.064880\n", + " 0.001327\n", + " 0.005061\n", + " \n", + " \n", " Componente 19\n", + " 0.108048\n", + " 0.073720\n", + " 0.024898\n", + " 0.246910\n", + " -0.082136\n", + " 0.067700\n", + " 0.025727\n", + " -0.036460\n", + " 0.021726\n", + " 0.080536\n", + " 0.051200\n", + " 0.036578\n", + " -0.048128\n", + " -0.167268\n", + " -0.028549\n", + " 0.046880\n", + " -0.061778\n", + " 0.046024\n", + " -0.126702\n", + " 0.025713\n", + " 0.149417\n", + " 0.006191\n", + " -0.069939\n", + " 0.121185\n", + " 0.119457\n", + " -0.100374\n", + " 0.165344\n", + " -0.057765\n", + " 0.235113\n", + " 0.120713\n", + " -0.020701\n", + " -0.220611\n", + " 0.009452\n", + " 0.119339\n", + " 0.126784\n", + " -0.306424\n", + " 0.069249\n", + " 0.115857\n", + " 0.045373\n", + " -0.124931\n", + " -0.072291\n", + " -0.006724\n", + " 0.410175\n", + " -0.295983\n", + " 0.044729\n", + " 0.065348\n", + " -0.091453\n", + " 0.004123\n", + " 0.034359\n", + " 0.049680\n", + " -0.043380\n", + " 0.042747\n", + " -0.028207\n", + " -0.133487\n", + " 0.030884\n", + " 0.091001\n", + " -0.091987\n", + " -0.004962\n", + " -0.037831\n", + " 0.078576\n", + " 0.025279\n", + " -0.100481\n", + " 0.083931\n", + " 0.055950\n", + " 0.282774\n", + " 0.037277\n", + " 0.127790\n", + " -0.078628\n", + " -0.047518\n", + " -0.007537\n", + " 0.026731\n", + " 0.100712\n", + " \n", + " \n", " Componente 20\n", + " 0.007228\n", + " -0.068067\n", + " 0.032973\n", + " 0.060600\n", + " -0.010244\n", + " 0.030697\n", + " -0.069997\n", + " 0.064368\n", + " 0.082613\n", + " -0.071777\n", + " 0.025003\n", + " 0.003391\n", + " 0.049283\n", + " -0.131986\n", + " 0.031222\n", + " 0.025130\n", + " 0.079841\n", + " 0.022163\n", + " -0.002948\n", + " 0.033934\n", + " 0.040936\n", + " 0.066292\n", + " 0.013052\n", + " -0.034931\n", + " -0.055213\n", + " -0.196131\n", + " -0.052916\n", + " 0.149020\n", + " 0.434680\n", + " -0.096832\n", + " -0.043449\n", + " 0.054499\n", + " 0.232949\n", + " -0.157331\n", + " 0.151505\n", + " 0.124431\n", + " -0.130323\n", + " -0.243004\n", + " 0.205123\n", + " 0.156381\n", + " 0.024686\n", + " -0.181852\n", + " 0.160507\n", + " 0.181780\n", + " -0.008355\n", + " 0.010374\n", + " -0.038588\n", + " -0.355105\n", + " -0.034588\n", + " -0.011607\n", + " 0.090716\n", + " -0.013254\n", + " 0.191159\n", + " -0.001072\n", + " -0.001696\n", + " 0.153968\n", + " -0.010723\n", + " -0.071215\n", + " -0.064108\n", + " -0.043116\n", + " -0.119216\n", + " 0.018721\n", + " -0.129709\n", + " -0.084742\n", + " 0.023246\n", + " 0.023509\n", + " -0.024511\n", + " 0.008877\n", + " 0.046795\n", + " -0.036486\n", + " -0.210573\n", + " -0.107636\n", + " \n", + " \n", " Componente 21\n", + " -0.054736\n", + " 0.059297\n", + " -0.017745\n", + " 0.079797\n", + " 0.016357\n", + " 0.035656\n", + " -0.005324\n", + " 0.010916\n", + " 0.022667\n", + " -0.011888\n", + " 0.007710\n", + " 0.020384\n", + " -0.025196\n", + " -0.155162\n", + " -0.020292\n", + " -0.045244\n", + " 0.309276\n", + " 0.069037\n", + " -0.035610\n", + " 0.082683\n", + " 0.197709\n", + " 0.043733\n", + " 0.012064\n", + " -0.006059\n", + " -0.030493\n", + " 0.039602\n", + " 0.006424\n", + " -0.187332\n", + " -0.075279\n", + " 0.083820\n", + " -0.296731\n", + " -0.219704\n", + " 0.015930\n", + " 0.180736\n", + " -0.020424\n", + " 0.237521\n", + " 0.018637\n", + " 0.042749\n", + " 0.310193\n", + " 0.077626\n", + " 0.079604\n", + " 0.178861\n", + " -0.348807\n", + " 0.039549\n", + " -0.047440\n", + " -0.009485\n", + " -0.176577\n", + " 0.071219\n", + " 0.006374\n", + " 0.033018\n", + " 0.114778\n", + " 0.086276\n", + " 0.220494\n", + " 0.037971\n", + " -0.000121\n", + " 0.178168\n", + " -0.055619\n", + " -0.076849\n", + " -0.011104\n", + " 0.117613\n", + " -0.049601\n", + " 0.021110\n", + " -0.085959\n", + " -0.009801\n", + " 0.104685\n", + " -0.011075\n", + " 0.029797\n", + " -0.151819\n", + " -0.066989\n", + " -0.019865\n", + " 0.174627\n", + " 0.137305\n", + " \n", + " \n", " Componente 22\n", + " -0.029697\n", + " 0.094451\n", + " -0.009724\n", + " 0.001131\n", + " 0.038266\n", + " -0.009692\n", + " -0.024883\n", + " 0.006200\n", + " 0.007804\n", + " 0.044588\n", + " 0.054224\n", + " -0.001808\n", + " 0.002323\n", + " 0.173003\n", + " 0.016608\n", + " -0.105591\n", + " 0.217982\n", + " 0.067334\n", + " -0.040644\n", + " 0.037328\n", + " -0.066567\n", + " -0.036425\n", + " -0.073883\n", + " -0.055654\n", + " -0.015657\n", + " -0.073809\n", + " 0.089319\n", + " 0.032601\n", + " 0.232636\n", + " -0.100980\n", + " 0.501180\n", + " 0.022595\n", + " -0.304065\n", + " -0.017765\n", + " -0.144014\n", + " -0.060804\n", + " 0.202352\n", + " 0.020591\n", + " -0.064914\n", + " 0.162791\n", + " 0.030635\n", + " -0.110672\n", + " -0.119868\n", + " 0.138552\n", + " -0.010544\n", + " -0.068412\n", + " -0.186501\n", + " 0.005656\n", + " -0.049225\n", + " -0.062979\n", + " -0.113590\n", + " -0.012360\n", + " -0.034642\n", + " 0.111725\n", + " 0.067996\n", + " 0.163706\n", + " -0.005889\n", + " -0.037700\n", + " -0.048722\n", + " 0.227884\n", + " -0.108513\n", + " -0.074647\n", + " -0.052808\n", + " -0.046589\n", + " 0.260717\n", + " -0.048387\n", + " 0.008723\n", + " 0.037584\n", + " 0.075483\n", + " 0.030138\n", + " 0.210092\n", + " -0.023724\n", + " \n", + " \n", " Componente 23\n", + " 0.057330\n", + " -0.021207\n", + " 0.008590\n", + " -0.054672\n", + " -0.016603\n", + " -0.018234\n", + " 0.131823\n", + " -0.009463\n", + " 0.048027\n", + " -0.028102\n", + " -0.020482\n", + " -0.007376\n", + " -0.003616\n", + " 0.303411\n", + " 0.019645\n", + " 0.015401\n", + " -0.041778\n", + " -0.028205\n", + " 0.089117\n", + " -0.133522\n", + " 0.031082\n", + " -0.073367\n", + " -0.030682\n", + " 0.035002\n", + " 0.023705\n", + " -0.065774\n", + " 0.036030\n", + " -0.023659\n", + " 0.526122\n", + " -0.034259\n", + " -0.193525\n", + " -0.036234\n", + " 0.075260\n", + " 0.001737\n", + " -0.036665\n", + " 0.129760\n", + " -0.158792\n", + " -0.037707\n", + " -0.203911\n", + " -0.301112\n", + " 0.024971\n", + " 0.226542\n", + " -0.067682\n", + " 0.079883\n", + " 0.130753\n", + " -0.105896\n", + " 0.034436\n", + " 0.229845\n", + " 0.087274\n", + " 0.104455\n", + " -0.168863\n", + " -0.019558\n", + " 0.103447\n", + " -0.003818\n", + " 0.002285\n", + " 0.062844\n", + " 0.232866\n", + " -0.043735\n", + " -0.045199\n", + " 0.060876\n", + " -0.029595\n", + " -0.007407\n", + " 0.016653\n", + " 0.025711\n", + " -0.097604\n", + " 0.076189\n", + " 0.083058\n", + " -0.066529\n", + " -0.007395\n", + " 0.089985\n", + " 0.172802\n", + " -0.007685\n", + " \n", + " \n", " Componente 24\n", + " 0.045488\n", + " -0.081036\n", + " 0.006451\n", + " -0.004214\n", + " 0.002180\n", + " -0.009568\n", + " 0.004195\n", + " 0.016794\n", + " -0.036620\n", + " -0.025738\n", + " -0.021929\n", + " -0.019342\n", + " -0.057061\n", + " 0.202788\n", + " -0.042867\n", + " -0.100548\n", + " 0.198171\n", + " -0.052180\n", + " -0.084558\n", + " 0.037830\n", + " 0.048216\n", + " 0.000290\n", + " 0.023867\n", + " 0.037982\n", + " 0.013553\n", + " -0.134811\n", + " -0.164715\n", + " 0.054970\n", + " -0.050956\n", + " 0.178660\n", + " 0.201540\n", + " 0.148996\n", + " -0.125107\n", + " -0.213369\n", + " -0.039362\n", + " -0.024093\n", + " -0.157182\n", + " -0.136445\n", + " 0.181990\n", + " -0.144765\n", + " -0.075984\n", + " 0.182606\n", + " 0.061509\n", + " -0.317971\n", + " 0.035648\n", + " 0.049245\n", + " 0.278262\n", + " -0.238009\n", + " 0.026579\n", + " 0.023301\n", + " 0.084413\n", + " 0.002418\n", + " 0.236111\n", + " 0.064211\n", + " -0.043452\n", + " -0.087552\n", + " -0.072240\n", + " 0.013304\n", + " -0.047897\n", + " -0.136727\n", + " 0.040971\n", + " 0.055353\n", + " -0.081107\n", + " 0.019484\n", + " 0.028051\n", + " 0.010210\n", + " 0.012050\n", + " 0.026671\n", + " -0.050930\n", + " -0.025535\n", + " 0.361367\n", + " 0.192372\n", + " \n", + " \n", " Componente 25\n", + " -0.039269\n", + " -0.015175\n", + " -0.048916\n", + " 0.000708\n", + " -0.011501\n", + " 0.036275\n", + " 0.013419\n", + " 0.035606\n", + " -0.115029\n", + " -0.016022\n", + " -0.021419\n", + " 0.002245\n", + " -0.002761\n", + " -0.030146\n", + " -0.003431\n", + " -0.079697\n", + " 0.236775\n", + " -0.038704\n", + " 0.007594\n", + " -0.050744\n", + " -0.049810\n", + " 0.000035\n", + " -0.210719\n", + " 0.118677\n", + " 0.159814\n", + " 0.188260\n", + " 0.016120\n", + " -0.014362\n", + " 0.052905\n", + " -0.175363\n", + " 0.119631\n", + " 0.088487\n", + " -0.134816\n", + " -0.065330\n", + " 0.020183\n", + " -0.018706\n", + " 0.121361\n", + " 0.098811\n", + " 0.197171\n", + " 0.159350\n", + " -0.001129\n", + " 0.143092\n", + " 0.352336\n", + " 0.222088\n", + " -0.065894\n", + " 0.152956\n", + " 0.085236\n", + " 0.246109\n", + " 0.042979\n", + " 0.004749\n", + " 0.117621\n", + " 0.012130\n", + " 0.156165\n", + " -0.109718\n", + " -0.067285\n", + " 0.114209\n", + " -0.008043\n", + " -0.018874\n", + " 0.111379\n", + " -0.035329\n", + " 0.056857\n", + " -0.064509\n", + " 0.064921\n", + " 0.019964\n", + " -0.413374\n", + " 0.138233\n", + " 0.160575\n", + " -0.092766\n", + " -0.075897\n", + " 0.068419\n", + " -0.024309\n", + " 0.024307\n", + " \n", + " \n", " Componente 26\n", + " -0.065467\n", + " -0.188864\n", + " -0.008537\n", + " 0.057215\n", + " 0.031255\n", + " -0.027330\n", + " 0.108490\n", + " -0.009432\n", + " 0.022236\n", + " 0.015139\n", + " 0.013618\n", + " -0.005015\n", + " -0.046551\n", + " 0.332114\n", + " -0.011630\n", + " 0.074747\n", + " -0.249944\n", + " -0.042576\n", + " -0.019146\n", + " 0.077454\n", + " 0.032759\n", + " 0.051926\n", + " -0.248670\n", + " 0.054279\n", + " 0.076009\n", + " 0.058516\n", + " 0.018554\n", + " -0.227847\n", + " -0.164922\n", + " -0.000572\n", + " -0.071021\n", + " -0.254921\n", + " -0.157235\n", + " -0.067642\n", + " 0.114739\n", + " 0.121724\n", + " -0.212652\n", + " -0.293349\n", + " 0.178803\n", + " 0.104750\n", + " -0.055333\n", + " -0.054513\n", + " 0.176251\n", + " 0.285423\n", + " -0.056313\n", + " -0.004621\n", + " -0.085412\n", + " 0.059134\n", + " -0.074498\n", + " -0.063154\n", + " -0.088025\n", + " -0.016687\n", + " -0.096270\n", + " 0.033566\n", + " 0.012884\n", + " -0.092062\n", + " -0.092305\n", + " -0.007284\n", + " -0.019400\n", + " -0.075192\n", + " 0.090300\n", + " -0.047695\n", + " -0.075443\n", + " -0.069637\n", + " 0.228950\n", + " 0.127024\n", + " 0.046842\n", + " 0.078179\n", + " 0.037865\n", + " 0.036418\n", + " 0.100784\n", + " 0.010172\n", + " \n", + " \n", " Componente 27\n", + " 0.081920\n", + " 0.139603\n", + " -0.041022\n", + " -0.046854\n", + " -0.007546\n", + " 0.028574\n", + " 0.043849\n", + " 0.049744\n", + " -0.021114\n", + " 0.037579\n", + " 0.081803\n", + " 0.025012\n", + " -0.033711\n", + " 0.090720\n", + " -0.001209\n", + " -0.012485\n", + " 0.120988\n", + " 0.084280\n", + " -0.054401\n", + " 0.002157\n", + " -0.106204\n", + " -0.043166\n", + " 0.100673\n", + " -0.076709\n", + " -0.076187\n", + " -0.007992\n", + " 0.287459\n", + " 0.085196\n", + " -0.233764\n", + " -0.181459\n", + " -0.185667\n", + " -0.161409\n", + " -0.111078\n", + " -0.281733\n", + " 0.011218\n", + " -0.173590\n", + " -0.137618\n", + " 0.053048\n", + " 0.133024\n", + " -0.127129\n", + " 0.002223\n", + " 0.103586\n", + " 0.069142\n", + " 0.106126\n", + " 0.125462\n", + " -0.097971\n", + " -0.219534\n", + " -0.402648\n", + " 0.003273\n", + " -0.017562\n", + " -0.155039\n", + " 0.033981\n", + " -0.124381\n", + " -0.130765\n", + " 0.038709\n", + " 0.043842\n", + " 0.156620\n", + " -0.068881\n", + " 0.058524\n", + " 0.097049\n", + " -0.126017\n", + " -0.013539\n", + " 0.108246\n", + " 0.073491\n", + " -0.225992\n", + " 0.014610\n", + " -0.051981\n", + " -0.028879\n", + " 0.030694\n", + " 0.043313\n", + " 0.071693\n", + " 0.092883\n", + " \n", + " \n", " Componente 28\n", + " -0.068205\n", + " 0.027039\n", + " -0.063268\n", + " -0.119599\n", + " 0.042137\n", + " 0.012213\n", + " 0.026663\n", + " 0.001589\n", + " -0.002674\n", + " -0.003243\n", + " -0.002598\n", + " 0.016136\n", + " 0.006720\n", + " -0.182158\n", + " 0.000599\n", + " 0.074908\n", + " -0.101369\n", + " -0.017606\n", + " 0.038403\n", + " 0.003671\n", + " 0.003147\n", + " -0.003649\n", + " -0.034834\n", + " 0.130616\n", + " 0.171485\n", + " -0.396637\n", + " 0.083784\n", + " -0.039889\n", + " 0.215599\n", + " 0.164412\n", + " -0.010276\n", + " -0.136760\n", + " -0.280000\n", + " -0.146107\n", + " 0.006512\n", + " 0.016301\n", + " 0.165065\n", + " 0.024174\n", + " 0.019614\n", + " -0.052032\n", + " 0.113122\n", + " -0.120208\n", + " -0.251196\n", + " 0.125710\n", + " -0.090200\n", + " 0.112190\n", + " -0.080410\n", + " -0.097156\n", + " -0.074429\n", + " -0.038139\n", + " 0.004344\n", + " 0.012570\n", + " -0.125804\n", + " 0.059513\n", + " -0.059116\n", + " -0.265765\n", + " -0.114111\n", + " 0.048398\n", + " -0.023962\n", + " -0.254716\n", + " 0.010872\n", + " 0.136276\n", + " 0.134360\n", + " 0.049726\n", + " -0.199851\n", + " 0.039297\n", + " 0.130360\n", + " -0.154674\n", + " -0.181546\n", + " 0.011305\n", + " 0.033052\n", + " 0.074034\n", + " \n", + " \n", " Componente 29\n", + " -0.046830\n", + " 0.022188\n", + " -0.002982\n", + " -0.030653\n", + " 0.018353\n", + " -0.016957\n", + " 0.002302\n", + " 0.001320\n", + " -0.031668\n", + " -0.031417\n", + " -0.041916\n", + " -0.083682\n", + " 0.030551\n", + " 0.459198\n", + " 0.006306\n", + " 0.027642\n", + " 0.049812\n", + " -0.021603\n", + " -0.036810\n", + " 0.094597\n", + " -0.080655\n", + " 0.083199\n", + " -0.127996\n", + " 0.095450\n", + " 0.117154\n", + " -0.082868\n", + " -0.247622\n", + " -0.041778\n", + " -0.044404\n", + " 0.057229\n", + " -0.199999\n", + " 0.118457\n", + " 0.144891\n", + " -0.007021\n", + " 0.112893\n", + " -0.279865\n", + " 0.111527\n", + " 0.214171\n", + " -0.000390\n", + " -0.125629\n", + " -0.044138\n", + " -0.210444\n", + " -0.172360\n", + " 0.012276\n", + " -0.123778\n", + " 0.022000\n", + " -0.013813\n", + " -0.094169\n", + " -0.063597\n", + " -0.062685\n", + " 0.072492\n", + " -0.071889\n", + " 0.103214\n", + " -0.041751\n", + " 0.018814\n", + " 0.144712\n", + " -0.240938\n", + " -0.057470\n", + " -0.013722\n", + " 0.187191\n", + " -0.104525\n", + " 0.000089\n", + " 0.109675\n", + " -0.050753\n", + " -0.007602\n", + " 0.119814\n", + " -0.036028\n", + " -0.091740\n", + " -0.063685\n", + " 0.237140\n", + " -0.169649\n", + " 0.052153\n", + " \n", + " \n", " Componente 30\n", - " Componente 31\n", - " Componente 32\n", - " Componente 33\n", - " Componente 34\n", - " Componente 35\n", + " -0.011599\n", + " 0.014528\n", + " 0.043466\n", + " 0.056565\n", + " -0.014455\n", + " 0.060184\n", + " 0.061788\n", + " -0.003767\n", + " 0.032546\n", + " 0.013781\n", + " 0.021931\n", + " 0.029649\n", + " -0.038510\n", + " 0.022139\n", + " -0.008130\n", + " 0.007945\n", + " 0.005011\n", + " 0.085975\n", + " -0.106705\n", + " 0.024112\n", + " 0.009202\n", + " 0.015369\n", + " -0.086498\n", + " -0.013676\n", + " -0.031820\n", + " -0.388095\n", + " 0.001960\n", + " 0.333225\n", + " -0.201928\n", + " 0.068418\n", + " -0.314099\n", + " 0.226766\n", + " -0.186771\n", + " -0.129636\n", + " -0.127952\n", + " 0.291332\n", + " 0.023372\n", + " -0.044584\n", + " -0.122916\n", + " 0.126741\n", + " 0.143186\n", + " 0.022423\n", + " 0.213461\n", + " -0.116739\n", + " -0.056303\n", + " 0.059563\n", + " -0.031557\n", + " 0.253399\n", + " -0.018509\n", + " -0.029116\n", + " -0.147489\n", + " 0.052021\n", + " 0.047561\n", + " 0.019364\n", + " 0.003181\n", + " 0.120524\n", + " -0.138087\n", + " -0.067394\n", + " 0.005168\n", + " 0.107572\n", + " -0.124679\n", + " -0.053091\n", + " 0.193040\n", + " 0.037725\n", + " 0.049188\n", + " 0.009742\n", + " -0.046930\n", + " 0.063150\n", + " 0.002848\n", + " -0.061598\n", + " 0.003375\n", + " -0.101208\n", " \n", - " \n", - " \n", " \n", - " 0\n", - " 2.086023\n", - " 0.487331\n", - " -1.636096\n", - " 1.655411\n", - " -0.293721\n", - " 1.253845\n", - " -0.443370\n", - " -0.325633\n", - " -1.881395\n", - " 0.777237\n", - " 0.352204\n", - " -0.255492\n", - " 0.201481\n", - " 1.117356\n", - " 0.249987\n", - " 0.880656\n", - " -0.397259\n", - " -0.078552\n", - " -0.176288\n", - " 0.051198\n", - " -0.086396\n", - " 1.123069\n", - " -0.105803\n", - " 0.584087\n", - " 0.015183\n", - " -0.544823\n", - " -0.138332\n", - " 1.220088\n", - " 0.103487\n", - " 0.790376\n", - " 0.069902\n", - " -0.215102\n", - " 0.162701\n", - " -0.678229\n", - " -0.715790\n", + " Componente 31\n", + " 0.027948\n", + " 0.173852\n", + " 0.023732\n", + " 0.015118\n", + " -0.023145\n", + " -0.013157\n", + " -0.040340\n", + " -0.061909\n", + " -0.008493\n", + " 0.027825\n", + " -0.039460\n", + " -0.021514\n", + " 0.014964\n", + " 0.145892\n", + " 0.010102\n", + " 0.130156\n", + " -0.360083\n", + " -0.006465\n", + " 0.007709\n", + " -0.078165\n", + " -0.027256\n", + " -0.000283\n", + " 0.094268\n", + " 0.072046\n", + " 0.062521\n", + " 0.204583\n", + " 0.014595\n", + " 0.009970\n", + " 0.172137\n", + " -0.192515\n", + " -0.128368\n", + " 0.322536\n", + " -0.054385\n", + " -0.220784\n", + " 0.072055\n", + " 0.031250\n", + " 0.148968\n", + " 0.164810\n", + " 0.403781\n", + " 0.201907\n", + " 0.038751\n", + " 0.095946\n", + " -0.060764\n", + " -0.205144\n", + " 0.012389\n", + " -0.031192\n", + " -0.098957\n", + " 0.080313\n", + " -0.054251\n", + " -0.035238\n", + " -0.049630\n", + " 0.104832\n", + " -0.026682\n", + " -0.002406\n", + " -0.000555\n", + " -0.121563\n", + " 0.028758\n", + " 0.043338\n", + " -0.004581\n", + " 0.006425\n", + " -0.123033\n", + " 0.155655\n", + " -0.163362\n", + " 0.089457\n", + " 0.124138\n", + " -0.123276\n", + " 0.033411\n", + " -0.049857\n", + " -0.026897\n", + " -0.061795\n", + " 0.049100\n", + " 0.025437\n", " \n", " \n", - " 1\n", - " 0.276983\n", - " -2.127506\n", - " 0.998719\n", - " 0.234631\n", - " -0.956191\n", - " 0.098591\n", - " -1.108876\n", - " -0.188177\n", - " 0.578906\n", - " -0.565677\n", - " -0.252934\n", - " 0.418394\n", - " 0.151380\n", - " -2.541263\n", - " 0.174325\n", - " -0.005346\n", - " -0.389744\n", - " -1.240376\n", - " -0.199871\n", - " -0.721116\n", - " 2.784452\n", - " 1.203013\n", - " -0.421253\n", - " -1.219584\n", - " 1.302100\n", - " 1.244421\n", - " 1.191890\n", - " -0.732918\n", - " 0.656391\n", - " -0.371636\n", - " -0.383827\n", - " -0.786843\n", - " -1.659307\n", - " 0.455604\n", - " 0.222919\n", + " Componente 32\n", + " -0.050776\n", + " -0.102335\n", + " -0.034294\n", + " -0.020722\n", + " 0.002257\n", + " 0.076173\n", + " 0.100365\n", + " -0.072942\n", + " -0.018068\n", + " 0.024780\n", + " -0.057520\n", + " 0.000342\n", + " -0.037291\n", + " -0.026511\n", + " -0.033180\n", + " 0.054124\n", + " -0.249252\n", + " 0.057932\n", + " -0.190808\n", + " 0.016091\n", + " -0.026560\n", + " -0.052410\n", + " -0.105839\n", + " -0.005811\n", + " 0.007521\n", + " 0.028531\n", + " 0.055847\n", + " 0.013730\n", + " -0.011675\n", + " 0.114127\n", + " 0.219163\n", + " 0.012248\n", + " 0.369697\n", + " 0.131303\n", + " -0.025691\n", + " 0.050037\n", + " -0.007126\n", + " -0.051460\n", + " 0.203936\n", + " -0.030496\n", + " 0.070749\n", + " 0.051215\n", + " -0.110762\n", + " -0.103504\n", + " -0.102489\n", + " 0.140708\n", + " -0.026447\n", + " -0.101156\n", + " -0.036091\n", + " -0.042254\n", + " -0.245346\n", + " -0.028484\n", + " -0.164029\n", + " 0.124972\n", + " 0.032383\n", + " 0.286916\n", + " -0.147854\n", + " 0.055376\n", + " 0.005418\n", + " 0.089349\n", + " -0.116450\n", + " -0.040893\n", + " 0.091809\n", + " -0.043938\n", + " -0.354592\n", + " 0.037439\n", + " 0.122969\n", + " 0.043698\n", + " 0.051780\n", + " -0.120804\n", + " 0.256018\n", + " -0.147517\n", " \n", " \n", - " 2\n", - " 2.570060\n", - " 0.193649\n", - " -1.286517\n", - " 1.320644\n", - " -0.467277\n", - " 1.543007\n", - " 0.027282\n", - " 0.526996\n", - " -1.124103\n", - " 0.317796\n", - " 0.753949\n", - " -0.447388\n", - " 0.405326\n", - " 0.184773\n", - " -0.195937\n", - " -0.343427\n", - " -0.044659\n", - " 0.129234\n", - " -0.175897\n", - " 0.765905\n", - " -0.013481\n", - " -0.099593\n", - " 0.044392\n", - " 0.445865\n", - " -0.840266\n", - " -0.100247\n", - " -0.114570\n", - " 0.260099\n", - " 0.505312\n", - " 0.365653\n", - " 0.027949\n", - " 0.643140\n", - " 1.014907\n", - " 0.618500\n", - " -0.333814\n", + " Componente 33\n", + " -0.037038\n", + " 0.117384\n", + " 0.007069\n", + " 0.125458\n", + " 0.012261\n", + " 0.076417\n", + " 0.085047\n", + " 0.004698\n", + " 0.002325\n", + " -0.084330\n", + " -0.079198\n", + " -0.042135\n", + " 0.021361\n", + " -0.118311\n", + " -0.024201\n", + " -0.062085\n", + " -0.131273\n", + " 0.082631\n", + " -0.017597\n", + " -0.041904\n", + " -0.011380\n", + " -0.038233\n", + " 0.010452\n", + " 0.095592\n", + " 0.062061\n", + " 0.097121\n", + " -0.349677\n", + " -0.243519\n", + " -0.043198\n", + " 0.169235\n", + " 0.219438\n", + " -0.027889\n", + " -0.079505\n", + " -0.201926\n", + " 0.020093\n", + " 0.174772\n", + " -0.044088\n", + " -0.147665\n", + " -0.084467\n", + " 0.065207\n", + " 0.080713\n", + " 0.230606\n", + " 0.015906\n", + " -0.037974\n", + " -0.007588\n", + " -0.104292\n", + " -0.027015\n", + " -0.183503\n", + " 0.004979\n", + " 0.029303\n", + " -0.043545\n", + " 0.069813\n", + " 0.022269\n", + " -0.060919\n", + " -0.062087\n", + " -0.046223\n", + " 0.173126\n", + " 0.045841\n", + " -0.031919\n", + " 0.351454\n", + " -0.088741\n", + " 0.007779\n", + " 0.296230\n", + " 0.029102\n", + " 0.050703\n", + " 0.045390\n", + " 0.050625\n", + " -0.173762\n", + " -0.093748\n", + " 0.094510\n", + " -0.239763\n", + " -0.083647\n", " \n", " \n", - " 3\n", - " -1.542374\n", - " 1.138250\n", - " 1.616474\n", - " 0.331522\n", - " -0.664389\n", - " 1.350558\n", - " 0.089716\n", - " -0.634392\n", - " -1.829860\n", - " 1.143344\n", - " 1.452110\n", - " 2.108435\n", - " -0.711996\n", - " -1.841847\n", - " -0.690388\n", - " 0.939147\n", - " 3.153941\n", - " -0.869455\n", - " -0.055536\n", - " 0.751966\n", - " -2.316076\n", - " -0.875450\n", - " 0.437981\n", - " -0.429280\n", - " 0.008788\n", - " 0.177831\n", - " 0.819198\n", - " 1.245509\n", - " -0.646606\n", - " 1.275321\n", - " -0.706839\n", - " -1.336931\n", - " -0.385661\n", - " 1.124427\n", - " -1.597467\n", + " Componente 34\n", + " -0.015075\n", + " 0.096642\n", + " -0.015624\n", + " 0.139155\n", + " 0.022755\n", + " 0.096512\n", + " 0.005090\n", + " 0.019438\n", + " 0.086545\n", + " -0.011744\n", + " 0.040204\n", + " 0.006597\n", + " 0.035823\n", + " -0.077989\n", + " 0.027396\n", + " 0.027019\n", + " -0.019596\n", + " -0.109809\n", + " 0.109590\n", + " -0.009874\n", + " 0.061445\n", + " 0.024611\n", + " -0.235148\n", + " -0.026720\n", + " -0.018743\n", + " -0.074670\n", + " 0.283661\n", + " -0.265785\n", + " -0.191125\n", + " -0.212248\n", + " 0.042520\n", + " 0.057060\n", + " 0.008055\n", + " -0.133770\n", + " 0.082279\n", + " 0.172618\n", + " 0.303073\n", + " -0.088445\n", + " 0.059744\n", + " -0.366771\n", + " 0.182488\n", + " -0.226398\n", + " -0.018297\n", + " -0.149399\n", + " 0.044719\n", + " -0.081467\n", + " 0.283887\n", + " -0.003590\n", + " -0.041118\n", + " -0.032769\n", + " 0.056538\n", + " -0.033243\n", + " 0.119596\n", + " 0.088533\n", + " 0.025725\n", + " 0.064576\n", + " 0.167454\n", + " 0.025914\n", + " -0.048147\n", + " 0.070569\n", + " -0.095063\n", + " 0.042789\n", + " -0.072049\n", + " -0.051964\n", + " 0.004935\n", + " 0.120792\n", + " 0.050657\n", + " 0.084531\n", + " 0.048994\n", + " 0.070997\n", + " -0.027819\n", + " -0.061194\n", " \n", " \n", - " 4\n", - " 4.857378\n", - " 1.147920\n", - " 0.424444\n", - " 1.608957\n", - " -0.434772\n", - " 1.111311\n", - " 0.066181\n", - " 0.392422\n", - " -1.433670\n", - " 0.622448\n", - " 0.660114\n", - " -0.149549\n", - " 0.264721\n", - " -0.815892\n", - " 0.208525\n", - " -1.140809\n", - " 0.411941\n", - " -0.574973\n", - " 0.424221\n", - " 0.235374\n", - " 0.338634\n", - " -0.949593\n", - " 0.367813\n", - " 0.304455\n", - " -0.383572\n", - " -0.265199\n", - " -0.129605\n", - " -0.197048\n", - " 1.125231\n", - " -0.098627\n", - " 0.591579\n", - " 0.861409\n", - " 0.925523\n", - " 0.628886\n", - " 0.128260\n", + " Componente 35\n", + " -0.033484\n", + " 0.094381\n", + " 0.006751\n", + " 0.010579\n", + " 0.037713\n", + " 0.078002\n", + " 0.070517\n", + " 0.056433\n", + " -0.046045\n", + " -0.064993\n", + " -0.023723\n", + " 0.013654\n", + " 0.034644\n", + " -0.116876\n", + " 0.028010\n", + " 0.066009\n", + " -0.030282\n", + " 0.093520\n", + " -0.072366\n", + " 0.030869\n", + " 0.106883\n", + " 0.000175\n", + " -0.041913\n", + " -0.025008\n", + " -0.032273\n", + " -0.173080\n", + " -0.322100\n", + " 0.223027\n", + " -0.184304\n", + " 0.017950\n", + " 0.107303\n", + " -0.096938\n", + " 0.211597\n", + " 0.047216\n", + " -0.013124\n", + " -0.204259\n", + " 0.016781\n", + " 0.122981\n", + " 0.140601\n", + " -0.017380\n", + " 0.090059\n", + " -0.056174\n", + " 0.147625\n", + " 0.157665\n", + " 0.062042\n", + " -0.118058\n", + " -0.079812\n", + " 0.207819\n", + " -0.022855\n", + " -0.011285\n", + " -0.064578\n", + " -0.050747\n", + " 0.026542\n", + " 0.106308\n", + " 0.017056\n", + " -0.180981\n", + " 0.363595\n", + " -0.047363\n", + " -0.001307\n", + " -0.103357\n", + " -0.212935\n", + " 0.179504\n", + " -0.140044\n", + " -0.109844\n", + " 0.057800\n", + " 0.107537\n", + " 0.040922\n", + " -0.025558\n", + " -0.102104\n", + " 0.225686\n", + " 0.202459\n", + " -0.040905\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", - "0 2.086023 0.487331 -1.636096 1.655411 -0.293721 \n", - "1 0.276983 -2.127506 0.998719 0.234631 -0.956191 \n", - "2 2.570060 0.193649 -1.286517 1.320644 -0.467277 \n", - "3 -1.542374 1.138250 1.616474 0.331522 -0.664389 \n", - "4 4.857378 1.147920 0.424444 1.608957 -0.434772 \n", + " MSSubClass LotArea OverallQual OverallCond YearBuilt \\\n", + "Componente 1 -0.007579 0.070135 0.264122 -0.070903 0.240467 \n", + "Componente 2 0.103556 -0.030523 0.060625 -0.007314 -0.124464 \n", + "Componente 3 -0.165448 0.278575 -0.026592 0.093002 -0.224060 \n", + "Componente 4 0.315788 -0.036351 -0.038554 0.044530 0.053115 \n", + "Componente 5 0.317541 0.018000 0.010666 -0.164626 -0.006152 \n", + "Componente 6 -0.052117 0.114109 0.012998 0.219203 -0.043970 \n", + "Componente 7 0.040950 0.174601 -0.086634 -0.273895 0.093478 \n", + "Componente 8 -0.007873 0.246659 -0.032866 -0.114282 0.030560 \n", + "Componente 9 -0.039398 0.025986 0.077090 0.192895 0.018566 \n", + "Componente 10 -0.287259 -0.009057 -0.052190 -0.154685 0.035804 \n", + "Componente 11 -0.046294 -0.076221 0.016490 -0.174755 0.053018 \n", + "Componente 12 0.176704 -0.030713 0.098456 0.163451 -0.130784 \n", + "Componente 13 -0.051835 0.019303 0.024491 0.115577 -0.045395 \n", + "Componente 14 -0.012902 -0.002253 0.042553 -0.127379 -0.005567 \n", + "Componente 15 -0.006484 0.127119 -0.067651 0.059404 0.059027 \n", + "Componente 16 0.024481 -0.010234 -0.023490 0.019152 -0.025403 \n", + "Componente 17 0.067588 0.022290 0.059491 -0.015318 -0.028653 \n", + "Componente 18 0.044261 0.021548 -0.056213 -0.056927 0.044880 \n", + "Componente 19 0.108048 0.073720 0.024898 0.246910 -0.082136 \n", + "Componente 20 0.007228 -0.068067 0.032973 0.060600 -0.010244 \n", + "Componente 21 -0.054736 0.059297 -0.017745 0.079797 0.016357 \n", + "Componente 22 -0.029697 0.094451 -0.009724 0.001131 0.038266 \n", + "Componente 23 0.057330 -0.021207 0.008590 -0.054672 -0.016603 \n", + "Componente 24 0.045488 -0.081036 0.006451 -0.004214 0.002180 \n", + "Componente 25 -0.039269 -0.015175 -0.048916 0.000708 -0.011501 \n", + "Componente 26 -0.065467 -0.188864 -0.008537 0.057215 0.031255 \n", + "Componente 27 0.081920 0.139603 -0.041022 -0.046854 -0.007546 \n", + "Componente 28 -0.068205 0.027039 -0.063268 -0.119599 0.042137 \n", + "Componente 29 -0.046830 0.022188 -0.002982 -0.030653 0.018353 \n", + "Componente 30 -0.011599 0.014528 0.043466 0.056565 -0.014455 \n", + "Componente 31 0.027948 0.173852 0.023732 0.015118 -0.023145 \n", + "Componente 32 -0.050776 -0.102335 -0.034294 -0.020722 0.002257 \n", + "Componente 33 -0.037038 0.117384 0.007069 0.125458 0.012261 \n", + "Componente 34 -0.015075 0.096642 -0.015624 0.139155 0.022755 \n", + "Componente 35 -0.033484 0.094381 0.006751 0.010579 0.037713 \n", "\n", - " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", - "0 1.253845 -0.443370 -0.325633 -1.881395 0.777237 \n", - "1 0.098591 -1.108876 -0.188177 0.578906 -0.565677 \n", - "2 1.543007 0.027282 0.526996 -1.124103 0.317796 \n", - "3 1.350558 0.089716 -0.634392 -1.829860 1.143344 \n", - "4 1.111311 0.066181 0.392422 -1.433670 0.622448 \n", + " YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF \\\n", + "Componente 1 0.203251 0.157178 0.123759 -0.014267 0.083910 \n", + "Componente 2 -0.001323 0.017178 -0.260295 -0.120004 0.209206 \n", + "Componente 3 -0.182413 0.067685 0.191344 0.171895 -0.081380 \n", + "Componente 4 -0.034443 0.054819 0.067178 0.068185 -0.308513 \n", + "Componente 5 0.006615 0.018088 0.191150 -0.016334 -0.153011 \n", + "Componente 6 0.174030 -0.137146 0.049858 0.059889 -0.226832 \n", + "Componente 7 -0.069736 -0.131938 -0.239595 0.336088 0.033743 \n", + "Componente 8 -0.113689 0.048037 0.033541 -0.417078 0.087252 \n", + "Componente 9 0.119493 -0.117769 -0.225134 0.191368 0.150183 \n", + "Componente 10 -0.060720 -0.084435 0.119166 -0.055203 -0.197771 \n", + "Componente 11 -0.102338 0.236479 -0.002343 0.050250 -0.003513 \n", + "Componente 12 -0.006095 0.033107 0.035681 -0.035685 -0.060792 \n", + "Componente 13 -0.011895 0.231596 -0.063317 0.009259 -0.065360 \n", + "Componente 14 -0.085172 0.145757 -0.048070 0.199681 0.033392 \n", + "Componente 15 0.070334 0.160066 -0.043478 0.051425 0.028307 \n", + "Componente 16 0.051962 0.019347 0.018907 -0.129211 -0.024301 \n", + "Componente 17 -0.055584 -0.032494 -0.084183 0.061503 0.090218 \n", + "Componente 18 -0.006240 -0.183489 0.032918 -0.057849 0.007729 \n", + "Componente 19 0.067700 0.025727 -0.036460 0.021726 0.080536 \n", + "Componente 20 0.030697 -0.069997 0.064368 0.082613 -0.071777 \n", + "Componente 21 0.035656 -0.005324 0.010916 0.022667 -0.011888 \n", + "Componente 22 -0.009692 -0.024883 0.006200 0.007804 0.044588 \n", + "Componente 23 -0.018234 0.131823 -0.009463 0.048027 -0.028102 \n", + "Componente 24 -0.009568 0.004195 0.016794 -0.036620 -0.025738 \n", + "Componente 25 0.036275 0.013419 0.035606 -0.115029 -0.016022 \n", + "Componente 26 -0.027330 0.108490 -0.009432 0.022236 0.015139 \n", + "Componente 27 0.028574 0.043849 0.049744 -0.021114 0.037579 \n", + "Componente 28 0.012213 0.026663 0.001589 -0.002674 -0.003243 \n", + "Componente 29 -0.016957 0.002302 0.001320 -0.031668 -0.031417 \n", + "Componente 30 0.060184 0.061788 -0.003767 0.032546 0.013781 \n", + "Componente 31 -0.013157 -0.040340 -0.061909 -0.008493 0.027825 \n", + "Componente 32 0.076173 0.100365 -0.072942 -0.018068 0.024780 \n", + "Componente 33 0.076417 0.085047 0.004698 0.002325 -0.084330 \n", + "Componente 34 0.096512 0.005090 0.019438 0.086545 -0.011744 \n", + "Componente 35 0.078002 0.070517 0.056433 -0.046045 -0.064993 \n", "\n", - " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", - "0 0.352204 -0.255492 0.201481 1.117356 0.249987 \n", - "1 -0.252934 0.418394 0.151380 -2.541263 0.174325 \n", - "2 0.753949 -0.447388 0.405326 0.184773 -0.195937 \n", - "3 1.452110 2.108435 -0.711996 -1.841847 -0.690388 \n", - "4 0.660114 -0.149549 0.264721 -0.815892 0.208525 \n", + " TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "Componente 1 0.207934 0.196217 0.086759 -0.026199 0.214002 \n", + "Componente 2 -0.104028 -0.064819 0.349385 0.102529 0.252043 \n", + "Componente 3 0.180172 0.256707 0.035048 0.085697 0.225900 \n", + "Componente 4 -0.215822 -0.211765 0.284642 -0.037269 0.077218 \n", + "Componente 5 0.038608 0.062956 -0.032983 0.046177 0.023189 \n", + "Componente 6 -0.154610 -0.187897 0.149987 0.059482 -0.008131 \n", + "Componente 7 -0.091523 -0.009411 -0.023321 -0.005488 -0.026804 \n", + "Componente 8 -0.030616 -0.062543 0.011311 -0.081789 -0.044184 \n", + "Componente 9 -0.012425 -0.034172 -0.027952 0.068845 -0.041990 \n", + "Componente 10 -0.095605 -0.119914 0.077784 -0.063757 -0.029501 \n", + "Componente 11 0.012503 -0.001409 -0.028201 -0.016520 -0.025992 \n", + "Componente 12 -0.037256 -0.060126 0.048644 0.133254 0.008506 \n", + "Componente 13 -0.128253 -0.076432 0.033404 -0.244257 -0.051082 \n", + "Componente 14 0.057084 -0.045550 0.060968 0.004144 0.017520 \n", + "Componente 15 0.002219 -0.020944 -0.043752 -0.090559 -0.060133 \n", + "Componente 16 -0.052333 0.029172 0.018722 0.108635 0.047066 \n", + "Componente 17 0.025963 -0.029780 0.031001 -0.179378 -0.012754 \n", + "Componente 18 0.020735 0.027893 -0.022136 0.007495 0.002825 \n", + "Componente 19 0.051200 0.036578 -0.048128 -0.167268 -0.028549 \n", + "Componente 20 0.025003 0.003391 0.049283 -0.131986 0.031222 \n", + "Componente 21 0.007710 0.020384 -0.025196 -0.155162 -0.020292 \n", + "Componente 22 0.054224 -0.001808 0.002323 0.173003 0.016608 \n", + "Componente 23 -0.020482 -0.007376 -0.003616 0.303411 0.019645 \n", + "Componente 24 -0.021929 -0.019342 -0.057061 0.202788 -0.042867 \n", + "Componente 25 -0.021419 0.002245 -0.002761 -0.030146 -0.003431 \n", + "Componente 26 0.013618 -0.005015 -0.046551 0.332114 -0.011630 \n", + "Componente 27 0.081803 0.025012 -0.033711 0.090720 -0.001209 \n", + "Componente 28 -0.002598 0.016136 0.006720 -0.182158 0.000599 \n", + "Componente 29 -0.041916 -0.083682 0.030551 0.459198 0.006306 \n", + "Componente 30 0.021931 0.029649 -0.038510 0.022139 -0.008130 \n", + "Componente 31 -0.039460 -0.021514 0.014964 0.145892 0.010102 \n", + "Componente 32 -0.057520 0.000342 -0.037291 -0.026511 -0.033180 \n", + "Componente 33 -0.079198 -0.042135 0.021361 -0.118311 -0.024201 \n", + "Componente 34 0.040204 0.006597 0.035823 -0.077989 0.027396 \n", + "Componente 35 -0.023723 0.013654 0.034644 -0.116876 0.028010 \n", "\n", - " Componente 16 Componente 17 Componente 18 Componente 19 Componente 20 \\\n", - "0 0.880656 -0.397259 -0.078552 -0.176288 0.051198 \n", - "1 -0.005346 -0.389744 -1.240376 -0.199871 -0.721116 \n", - "2 -0.343427 -0.044659 0.129234 -0.175897 0.765905 \n", - "3 0.939147 3.153941 -0.869455 -0.055536 0.751966 \n", - "4 -1.140809 0.411941 -0.574973 0.424221 0.235374 \n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "Componente 1 0.073985 -0.009359 0.208692 0.102336 0.048705 \n", + "Componente 2 -0.259643 -0.038474 0.185477 0.159383 0.278883 \n", + "Componente 3 0.128650 0.068275 -0.016778 -0.026263 0.197799 \n", + "Componente 4 0.069556 0.069686 0.029118 0.296698 0.129387 \n", + "Componente 5 0.221673 -0.068461 0.041616 -0.076829 -0.160711 \n", + "Componente 6 0.132179 0.041361 -0.066255 0.107288 -0.049968 \n", + "Componente 7 -0.104973 0.022847 0.091984 -0.053155 0.017736 \n", + "Componente 8 -0.081490 -0.017822 -0.067470 0.089025 -0.047658 \n", + "Componente 9 -0.207392 0.099547 -0.029841 0.039421 -0.116587 \n", + "Componente 10 0.130682 -0.174046 -0.038794 0.130969 0.041899 \n", + "Componente 11 -0.051828 0.214556 -0.071031 0.050475 -0.062590 \n", + "Componente 12 0.008447 0.108528 -0.108042 0.026424 -0.160344 \n", + "Componente 13 -0.124482 0.140734 -0.074365 0.055339 -0.141498 \n", + "Componente 14 0.051587 -0.264739 -0.121830 0.231382 -0.075315 \n", + "Componente 15 -0.009068 0.037727 0.033098 -0.031392 0.093233 \n", + "Componente 16 -0.025311 0.058590 0.043910 -0.053917 0.003018 \n", + "Componente 17 0.022963 -0.191531 -0.077576 0.035819 -0.145717 \n", + "Componente 18 0.017392 -0.089174 0.056159 0.022202 0.002835 \n", + "Componente 19 0.046880 -0.061778 0.046024 -0.126702 0.025713 \n", + "Componente 20 0.025130 0.079841 0.022163 -0.002948 0.033934 \n", + "Componente 21 -0.045244 0.309276 0.069037 -0.035610 0.082683 \n", + "Componente 22 -0.105591 0.217982 0.067334 -0.040644 0.037328 \n", + "Componente 23 0.015401 -0.041778 -0.028205 0.089117 -0.133522 \n", + "Componente 24 -0.100548 0.198171 -0.052180 -0.084558 0.037830 \n", + "Componente 25 -0.079697 0.236775 -0.038704 0.007594 -0.050744 \n", + "Componente 26 0.074747 -0.249944 -0.042576 -0.019146 0.077454 \n", + "Componente 27 -0.012485 0.120988 0.084280 -0.054401 0.002157 \n", + "Componente 28 0.074908 -0.101369 -0.017606 0.038403 0.003671 \n", + "Componente 29 0.027642 0.049812 -0.021603 -0.036810 0.094597 \n", + "Componente 30 0.007945 0.005011 0.085975 -0.106705 0.024112 \n", + "Componente 31 0.130156 -0.360083 -0.006465 0.007709 -0.078165 \n", + "Componente 32 0.054124 -0.249252 0.057932 -0.190808 0.016091 \n", + "Componente 33 -0.062085 -0.131273 0.082631 -0.017597 -0.041904 \n", + "Componente 34 0.027019 -0.019596 -0.109809 0.109590 -0.009874 \n", + "Componente 35 0.066009 -0.030282 0.093520 -0.072366 0.030869 \n", "\n", - " Componente 21 Componente 22 Componente 23 Componente 24 Componente 25 \\\n", - "0 -0.086396 1.123069 -0.105803 0.584087 0.015183 \n", - "1 2.784452 1.203013 -0.421253 -1.219584 1.302100 \n", - "2 -0.013481 -0.099593 0.044392 0.445865 -0.840266 \n", - "3 -2.316076 -0.875450 0.437981 -0.429280 0.008788 \n", - "4 0.338634 -0.949593 0.367813 0.304455 -0.383572 \n", + " KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars GarageArea \\\n", + "Componente 1 -0.043719 0.159842 0.143633 0.241124 0.231971 \n", + "Componente 2 0.146744 0.302529 0.007739 -0.004527 -0.031273 \n", + "Componente 3 0.055479 0.206846 0.206994 -0.001184 0.047605 \n", + "Componente 4 0.050511 0.074554 0.038660 -0.003013 -0.027113 \n", + "Componente 5 0.208690 -0.022456 -0.032366 -0.069401 -0.068379 \n", + "Componente 6 -0.230368 -0.043028 0.047916 -0.083699 -0.091490 \n", + "Componente 7 0.104357 -0.002679 -0.052152 0.116006 0.085961 \n", + "Componente 8 -0.072025 -0.077023 0.070966 0.011108 -0.010291 \n", + "Componente 9 -0.225491 -0.095953 0.027506 -0.105057 -0.102102 \n", + "Componente 10 -0.080747 -0.001228 -0.098716 0.033316 0.071804 \n", + "Componente 11 -0.140060 -0.070965 0.033065 -0.064923 -0.083911 \n", + "Componente 12 -0.056809 -0.076458 0.030330 0.150043 0.193612 \n", + "Componente 13 -0.095077 -0.067449 0.064686 0.107668 0.088884 \n", + "Componente 14 -0.175245 -0.015117 0.129903 -0.076745 -0.080637 \n", + "Componente 15 0.200357 0.028705 -0.196602 -0.063319 -0.044257 \n", + "Componente 16 -0.017961 0.045098 0.034861 -0.025887 -0.053345 \n", + "Componente 17 0.002360 -0.073115 0.050018 0.124424 0.116543 \n", + "Componente 18 0.147797 0.018682 0.063814 -0.070583 -0.083584 \n", + "Componente 19 0.149417 0.006191 -0.069939 0.121185 0.119457 \n", + "Componente 20 0.040936 0.066292 0.013052 -0.034931 -0.055213 \n", + "Componente 21 0.197709 0.043733 0.012064 -0.006059 -0.030493 \n", + "Componente 22 -0.066567 -0.036425 -0.073883 -0.055654 -0.015657 \n", + "Componente 23 0.031082 -0.073367 -0.030682 0.035002 0.023705 \n", + "Componente 24 0.048216 0.000290 0.023867 0.037982 0.013553 \n", + "Componente 25 -0.049810 0.000035 -0.210719 0.118677 0.159814 \n", + "Componente 26 0.032759 0.051926 -0.248670 0.054279 0.076009 \n", + "Componente 27 -0.106204 -0.043166 0.100673 -0.076709 -0.076187 \n", + "Componente 28 0.003147 -0.003649 -0.034834 0.130616 0.171485 \n", + "Componente 29 -0.080655 0.083199 -0.127996 0.095450 0.117154 \n", + "Componente 30 0.009202 0.015369 -0.086498 -0.013676 -0.031820 \n", + "Componente 31 -0.027256 -0.000283 0.094268 0.072046 0.062521 \n", + "Componente 32 -0.026560 -0.052410 -0.105839 -0.005811 0.007521 \n", + "Componente 33 -0.011380 -0.038233 0.010452 0.095592 0.062061 \n", + "Componente 34 0.061445 0.024611 -0.235148 -0.026720 -0.018743 \n", + "Componente 35 0.106883 0.000175 -0.041913 -0.025008 -0.032273 \n", "\n", - " Componente 26 Componente 27 Componente 28 Componente 29 Componente 30 \\\n", - "0 -0.544823 -0.138332 1.220088 0.103487 0.790376 \n", - "1 1.244421 1.191890 -0.732918 0.656391 -0.371636 \n", - "2 -0.100247 -0.114570 0.260099 0.505312 0.365653 \n", - "3 0.177831 0.819198 1.245509 -0.646606 1.275321 \n", - "4 -0.265199 -0.129605 -0.197048 1.125231 -0.098627 \n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "Componente 1 0.113700 0.117246 -0.078336 0.015097 \n", + "Componente 2 -0.051639 0.080049 0.093234 -0.022229 \n", + "Componente 3 0.087069 0.029603 0.112237 0.001626 \n", + "Componente 4 0.045133 -0.004943 -0.056838 -0.021132 \n", + "Componente 5 0.030760 0.031547 0.023381 -0.031703 \n", + "Componente 6 0.123168 0.056861 0.003338 -0.017914 \n", + "Componente 7 0.027882 -0.057652 -0.053815 -0.038983 \n", + "Componente 8 0.002685 -0.055045 -0.093723 0.057565 \n", + "Componente 9 0.013080 0.114448 -0.030338 0.063127 \n", + "Componente 10 -0.131909 0.158253 0.067884 0.014003 \n", + "Componente 11 -0.017724 0.072104 -0.046766 -0.008593 \n", + "Componente 12 -0.155369 0.113091 0.146388 -0.106709 \n", + "Componente 13 0.005296 -0.056548 0.002266 0.047593 \n", + "Componente 14 -0.076283 0.013847 -0.017805 -0.090647 \n", + "Componente 15 0.069315 -0.081845 -0.052473 0.029582 \n", + "Componente 16 0.020416 -0.222012 0.033932 0.151275 \n", + "Componente 17 0.059138 -0.087310 0.377109 -0.152986 \n", + "Componente 18 -0.164911 0.193385 -0.292827 -0.017672 \n", + "Componente 19 -0.100374 0.165344 -0.057765 0.235113 \n", + "Componente 20 -0.196131 -0.052916 0.149020 0.434680 \n", + "Componente 21 0.039602 0.006424 -0.187332 -0.075279 \n", + "Componente 22 -0.073809 0.089319 0.032601 0.232636 \n", + "Componente 23 -0.065774 0.036030 -0.023659 0.526122 \n", + "Componente 24 -0.134811 -0.164715 0.054970 -0.050956 \n", + "Componente 25 0.188260 0.016120 -0.014362 0.052905 \n", + "Componente 26 0.058516 0.018554 -0.227847 -0.164922 \n", + "Componente 27 -0.007992 0.287459 0.085196 -0.233764 \n", + "Componente 28 -0.396637 0.083784 -0.039889 0.215599 \n", + "Componente 29 -0.082868 -0.247622 -0.041778 -0.044404 \n", + "Componente 30 -0.388095 0.001960 0.333225 -0.201928 \n", + "Componente 31 0.204583 0.014595 0.009970 0.172137 \n", + "Componente 32 0.028531 0.055847 0.013730 -0.011675 \n", + "Componente 33 0.097121 -0.349677 -0.243519 -0.043198 \n", + "Componente 34 -0.074670 0.283661 -0.265785 -0.191125 \n", + "Componente 35 -0.173080 -0.322100 0.223027 -0.184304 \n", "\n", - " Componente 31 Componente 32 Componente 33 Componente 34 Componente 35 \n", - "0 0.069902 -0.215102 0.162701 -0.678229 -0.715790 \n", - "1 -0.383827 -0.786843 -1.659307 0.455604 0.222919 \n", - "2 0.027949 0.643140 1.014907 0.618500 -0.333814 \n", - "3 -0.706839 -1.336931 -0.385661 1.124427 -1.597467 \n", - "4 0.591579 0.861409 0.925523 0.628886 0.128260 " + " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", + "Componente 1 0.019632 0.028508 -0.008966 0.015270 -0.006516 \n", + "Componente 2 -0.010036 0.011170 0.002142 0.028797 -0.037353 \n", + "Componente 3 0.117720 0.115171 0.037501 0.011662 -0.007355 \n", + "Componente 4 0.034466 0.034504 0.010451 -0.006971 0.010491 \n", + "Componente 5 -0.053870 0.048824 -0.005542 -0.023203 0.018792 \n", + "Componente 6 -0.015756 0.040644 0.006531 -0.026813 -0.009060 \n", + "Componente 7 -0.034958 -0.061064 -0.056164 0.019229 -0.037630 \n", + "Componente 8 0.011226 -0.066662 -0.051812 0.067029 -0.088884 \n", + "Componente 9 0.114805 -0.003491 0.020925 0.051830 0.045879 \n", + "Componente 10 -0.069306 -0.023039 -0.029453 -0.029564 0.115142 \n", + "Componente 11 0.140251 0.112918 -0.138621 0.036818 -0.207721 \n", + "Componente 12 0.196117 0.012331 -0.019186 0.046292 0.009429 \n", + "Componente 13 0.072155 -0.200515 0.178806 0.000508 0.013470 \n", + "Componente 14 0.231747 -0.052357 -0.075065 -0.221743 0.201442 \n", + "Componente 15 -0.192288 -0.088570 0.320799 -0.155444 0.201682 \n", + "Componente 16 -0.021286 -0.073282 -0.099283 -0.460319 0.461303 \n", + "Componente 17 -0.101074 0.176420 0.044888 -0.214995 0.041233 \n", + "Componente 18 0.464370 0.081549 0.451518 -0.031758 0.042976 \n", + "Componente 19 0.120713 -0.020701 -0.220611 0.009452 0.119339 \n", + "Componente 20 -0.096832 -0.043449 0.054499 0.232949 -0.157331 \n", + "Componente 21 0.083820 -0.296731 -0.219704 0.015930 0.180736 \n", + "Componente 22 -0.100980 0.501180 0.022595 -0.304065 -0.017765 \n", + "Componente 23 -0.034259 -0.193525 -0.036234 0.075260 0.001737 \n", + "Componente 24 0.178660 0.201540 0.148996 -0.125107 -0.213369 \n", + "Componente 25 -0.175363 0.119631 0.088487 -0.134816 -0.065330 \n", + "Componente 26 -0.000572 -0.071021 -0.254921 -0.157235 -0.067642 \n", + "Componente 27 -0.181459 -0.185667 -0.161409 -0.111078 -0.281733 \n", + "Componente 28 0.164412 -0.010276 -0.136760 -0.280000 -0.146107 \n", + "Componente 29 0.057229 -0.199999 0.118457 0.144891 -0.007021 \n", + "Componente 30 0.068418 -0.314099 0.226766 -0.186771 -0.129636 \n", + "Componente 31 -0.192515 -0.128368 0.322536 -0.054385 -0.220784 \n", + "Componente 32 0.114127 0.219163 0.012248 0.369697 0.131303 \n", + "Componente 33 0.169235 0.219438 -0.027889 -0.079505 -0.201926 \n", + "Componente 34 -0.212248 0.042520 0.057060 0.008055 -0.133770 \n", + "Componente 35 0.017950 0.107303 -0.096938 0.211597 0.047216 \n", + "\n", + " MSZoning_code Street_code LotShape_code LandContour_code \\\n", + "Componente 1 -0.082842 0.005753 -0.094278 0.018781 \n", + "Componente 2 0.009864 0.036744 0.035018 -0.042806 \n", + "Componente 3 0.083361 -0.054925 -0.080510 -0.130516 \n", + "Componente 4 -0.023182 0.012084 -0.016170 0.063034 \n", + "Componente 5 -0.003781 -0.073035 0.059300 -0.100588 \n", + "Componente 6 0.060131 -0.041287 -0.126798 -0.132060 \n", + "Componente 7 -0.142322 -0.204545 -0.064396 -0.139509 \n", + "Componente 8 -0.070137 -0.204469 -0.127622 -0.302544 \n", + "Componente 9 -0.122029 -0.045165 -0.153370 -0.025997 \n", + "Componente 10 -0.371756 -0.054126 -0.077796 0.080798 \n", + "Componente 11 -0.009860 0.069759 -0.082122 0.185452 \n", + "Componente 12 -0.145463 -0.136051 0.162015 -0.170267 \n", + "Componente 13 0.146506 -0.053903 -0.015119 0.037703 \n", + "Componente 14 0.032606 -0.172639 0.179354 -0.059465 \n", + "Componente 15 -0.172196 -0.266789 -0.093716 -0.069579 \n", + "Componente 16 0.105106 0.099014 -0.047770 -0.062853 \n", + "Componente 17 0.257545 0.106947 -0.215351 0.062440 \n", + "Componente 18 0.029846 -0.006455 -0.183573 0.103615 \n", + "Componente 19 0.126784 -0.306424 0.069249 0.115857 \n", + "Componente 20 0.151505 0.124431 -0.130323 -0.243004 \n", + "Componente 21 -0.020424 0.237521 0.018637 0.042749 \n", + "Componente 22 -0.144014 -0.060804 0.202352 0.020591 \n", + "Componente 23 -0.036665 0.129760 -0.158792 -0.037707 \n", + "Componente 24 -0.039362 -0.024093 -0.157182 -0.136445 \n", + "Componente 25 0.020183 -0.018706 0.121361 0.098811 \n", + "Componente 26 0.114739 0.121724 -0.212652 -0.293349 \n", + "Componente 27 0.011218 -0.173590 -0.137618 0.053048 \n", + "Componente 28 0.006512 0.016301 0.165065 0.024174 \n", + "Componente 29 0.112893 -0.279865 0.111527 0.214171 \n", + "Componente 30 -0.127952 0.291332 0.023372 -0.044584 \n", + "Componente 31 0.072055 0.031250 0.148968 0.164810 \n", + "Componente 32 -0.025691 0.050037 -0.007126 -0.051460 \n", + "Componente 33 0.020093 0.174772 -0.044088 -0.147665 \n", + "Componente 34 0.082279 0.172618 0.303073 -0.088445 \n", + "Componente 35 -0.013124 -0.204259 0.016781 0.122981 \n", + "\n", + " Utilities_code LotConfig_code LandSlope_code \\\n", + "Componente 1 -0.002435 -0.018499 0.000500 \n", + "Componente 2 -0.006563 -0.012899 -0.063344 \n", + "Componente 3 0.032021 -0.093503 0.183501 \n", + "Componente 4 0.019731 -0.005565 0.002537 \n", + "Componente 5 -0.027499 0.050941 0.103570 \n", + "Componente 6 -0.059990 -0.040418 0.198721 \n", + "Componente 7 0.028865 0.005073 0.250329 \n", + "Componente 8 -0.021015 -0.049332 0.373599 \n", + "Componente 9 0.113722 -0.093390 0.093803 \n", + "Componente 10 0.066197 -0.145381 -0.110311 \n", + "Componente 11 0.299591 -0.120903 -0.109650 \n", + "Componente 12 0.202050 0.067394 0.076731 \n", + "Componente 13 0.038491 0.016422 0.013084 \n", + "Componente 14 0.036128 0.270293 0.045950 \n", + "Componente 15 0.110359 -0.112272 0.041834 \n", + "Componente 16 0.247239 -0.129831 0.066253 \n", + "Componente 17 0.054779 -0.426612 -0.066792 \n", + "Componente 18 0.158092 -0.082528 -0.050872 \n", + "Componente 19 0.045373 -0.124931 -0.072291 \n", + "Componente 20 0.205123 0.156381 0.024686 \n", + "Componente 21 0.310193 0.077626 0.079604 \n", + "Componente 22 -0.064914 0.162791 0.030635 \n", + "Componente 23 -0.203911 -0.301112 0.024971 \n", + "Componente 24 0.181990 -0.144765 -0.075984 \n", + "Componente 25 0.197171 0.159350 -0.001129 \n", + "Componente 26 0.178803 0.104750 -0.055333 \n", + "Componente 27 0.133024 -0.127129 0.002223 \n", + "Componente 28 0.019614 -0.052032 0.113122 \n", + "Componente 29 -0.000390 -0.125629 -0.044138 \n", + "Componente 30 -0.122916 0.126741 0.143186 \n", + "Componente 31 0.403781 0.201907 0.038751 \n", + "Componente 32 0.203936 -0.030496 0.070749 \n", + "Componente 33 -0.084467 0.065207 0.080713 \n", + "Componente 34 0.059744 -0.366771 0.182488 \n", + "Componente 35 0.140601 -0.017380 0.090059 \n", + "\n", + " Neighborhood_code Condition1_code Condition2_code \\\n", + "Componente 1 0.067340 0.048534 0.009282 \n", + "Componente 2 0.005352 -0.021590 0.000481 \n", + "Componente 3 0.043495 -0.036483 0.023147 \n", + "Componente 4 0.011168 0.026983 -0.020980 \n", + "Componente 5 0.048927 -0.033704 -0.002825 \n", + "Componente 6 -0.145827 0.043650 -0.033554 \n", + "Componente 7 -0.038582 0.093949 -0.037002 \n", + "Componente 8 -0.121556 0.012961 -0.062530 \n", + "Componente 9 0.130437 0.078768 0.001590 \n", + "Componente 10 0.283523 0.107353 -0.052927 \n", + "Componente 11 -0.138581 0.005668 -0.123498 \n", + "Componente 12 0.242591 -0.221800 0.048212 \n", + "Componente 13 -0.092578 0.001298 0.216128 \n", + "Componente 14 -0.013213 0.080839 0.026427 \n", + "Componente 15 0.136515 -0.099421 0.228925 \n", + "Componente 16 -0.151459 0.068920 -0.276034 \n", + "Componente 17 -0.009938 -0.135490 0.205907 \n", + "Componente 18 -0.110099 0.117291 0.240730 \n", + "Componente 19 -0.006724 0.410175 -0.295983 \n", + "Componente 20 -0.181852 0.160507 0.181780 \n", + "Componente 21 0.178861 -0.348807 0.039549 \n", + "Componente 22 -0.110672 -0.119868 0.138552 \n", + "Componente 23 0.226542 -0.067682 0.079883 \n", + "Componente 24 0.182606 0.061509 -0.317971 \n", + "Componente 25 0.143092 0.352336 0.222088 \n", + "Componente 26 -0.054513 0.176251 0.285423 \n", + "Componente 27 0.103586 0.069142 0.106126 \n", + "Componente 28 -0.120208 -0.251196 0.125710 \n", + "Componente 29 -0.210444 -0.172360 0.012276 \n", + "Componente 30 0.022423 0.213461 -0.116739 \n", + "Componente 31 0.095946 -0.060764 -0.205144 \n", + "Componente 32 0.051215 -0.110762 -0.103504 \n", + "Componente 33 0.230606 0.015906 -0.037974 \n", + "Componente 34 -0.226398 -0.018297 -0.149399 \n", + "Componente 35 -0.056174 0.147625 0.157665 \n", + "\n", + " BldgType_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "Componente 1 0.008167 0.087218 0.062116 0.022264 \n", + "Componente 2 -0.061323 0.107185 -0.031191 -0.010897 \n", + "Componente 3 -0.232833 -0.080397 0.127964 0.131068 \n", + "Componente 4 0.167163 0.363471 -0.078293 0.008398 \n", + "Componente 5 0.305557 0.040422 0.036909 0.030685 \n", + "Componente 6 -0.181127 0.110658 -0.152675 0.085303 \n", + "Componente 7 0.061260 0.008497 -0.168543 0.063325 \n", + "Componente 8 -0.036638 0.034486 -0.039447 0.103656 \n", + "Componente 9 0.005387 0.023384 -0.037810 0.141008 \n", + "Componente 10 -0.350212 0.051921 -0.025251 -0.142547 \n", + "Componente 11 -0.028361 0.116470 0.006508 0.174584 \n", + "Componente 12 0.158185 -0.020794 -0.022117 0.022633 \n", + "Componente 13 -0.058799 0.023944 0.238678 -0.038001 \n", + "Componente 14 0.023867 -0.030807 0.157299 -0.100601 \n", + "Componente 15 -0.001250 0.034235 0.199157 -0.142678 \n", + "Componente 16 0.028370 -0.053633 -0.029111 -0.055285 \n", + "Componente 17 0.039302 0.101002 -0.147998 0.041804 \n", + "Componente 18 0.101876 -0.100126 -0.104670 0.091138 \n", + "Componente 19 0.044729 0.065348 -0.091453 0.004123 \n", + "Componente 20 -0.008355 0.010374 -0.038588 -0.355105 \n", + "Componente 21 -0.047440 -0.009485 -0.176577 0.071219 \n", + "Componente 22 -0.010544 -0.068412 -0.186501 0.005656 \n", + "Componente 23 0.130753 -0.105896 0.034436 0.229845 \n", + "Componente 24 0.035648 0.049245 0.278262 -0.238009 \n", + "Componente 25 -0.065894 0.152956 0.085236 0.246109 \n", + "Componente 26 -0.056313 -0.004621 -0.085412 0.059134 \n", + "Componente 27 0.125462 -0.097971 -0.219534 -0.402648 \n", + "Componente 28 -0.090200 0.112190 -0.080410 -0.097156 \n", + "Componente 29 -0.123778 0.022000 -0.013813 -0.094169 \n", + "Componente 30 -0.056303 0.059563 -0.031557 0.253399 \n", + "Componente 31 0.012389 -0.031192 -0.098957 0.080313 \n", + "Componente 32 -0.102489 0.140708 -0.026447 -0.101156 \n", + "Componente 33 -0.007588 -0.104292 -0.027015 -0.183503 \n", + "Componente 34 0.044719 -0.081467 0.283887 -0.003590 \n", + "Componente 35 0.062042 -0.118058 -0.079812 0.207819 \n", + "\n", + " Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", + "Componente 1 0.053980 0.047415 -0.013661 \n", + "Componente 2 0.078378 0.082303 0.015586 \n", + "Componente 3 -0.116081 -0.100840 -0.037526 \n", + "Componente 4 -0.216541 -0.232121 -0.162561 \n", + "Componente 5 -0.099042 -0.103150 0.131792 \n", + "Componente 6 0.349329 0.349184 0.111494 \n", + "Componente 7 0.097472 0.117302 0.050925 \n", + "Componente 8 -0.114270 -0.120120 -0.060685 \n", + "Componente 9 -0.373880 -0.380228 0.157674 \n", + "Componente 10 -0.075169 -0.049103 0.174430 \n", + "Componente 11 0.151988 0.135729 -0.338051 \n", + "Componente 12 0.146249 0.121860 0.102730 \n", + "Componente 13 -0.062460 -0.059025 -0.203465 \n", + "Componente 14 0.042583 0.056849 -0.105322 \n", + "Componente 15 0.118020 0.085682 -0.222793 \n", + "Componente 16 -0.025552 -0.012808 0.026257 \n", + "Componente 17 -0.030554 -0.009556 0.106013 \n", + "Componente 18 0.068475 0.097706 0.153904 \n", + "Componente 19 0.034359 0.049680 -0.043380 \n", + "Componente 20 -0.034588 -0.011607 0.090716 \n", + "Componente 21 0.006374 0.033018 0.114778 \n", + "Componente 22 -0.049225 -0.062979 -0.113590 \n", + "Componente 23 0.087274 0.104455 -0.168863 \n", + "Componente 24 0.026579 0.023301 0.084413 \n", + "Componente 25 0.042979 0.004749 0.117621 \n", + "Componente 26 -0.074498 -0.063154 -0.088025 \n", + "Componente 27 0.003273 -0.017562 -0.155039 \n", + "Componente 28 -0.074429 -0.038139 0.004344 \n", + "Componente 29 -0.063597 -0.062685 0.072492 \n", + "Componente 30 -0.018509 -0.029116 -0.147489 \n", + "Componente 31 -0.054251 -0.035238 -0.049630 \n", + "Componente 32 -0.036091 -0.042254 -0.245346 \n", + "Componente 33 0.004979 0.029303 -0.043545 \n", + "Componente 34 -0.041118 -0.032769 0.056538 \n", + "Componente 35 -0.022855 -0.011285 -0.064578 \n", + "\n", + " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", + "Componente 1 -0.217384 0.062693 0.175938 -0.219886 \n", + "Componente 2 -0.041004 -0.035498 -0.011758 -0.007589 \n", + "Componente 3 0.070838 -0.087646 -0.200169 0.139508 \n", + "Componente 4 0.128814 0.014735 0.012764 0.065930 \n", + "Componente 5 -0.163487 -0.022361 0.067766 -0.171648 \n", + "Componente 6 -0.013963 -0.110924 0.002976 -0.052343 \n", + "Componente 7 0.042328 0.138517 0.151824 -0.033534 \n", + "Componente 8 0.049791 0.143903 0.007168 -0.017161 \n", + "Componente 9 -0.140889 -0.103052 -0.024087 -0.051746 \n", + "Componente 10 -0.025777 0.056650 0.091404 -0.013548 \n", + "Componente 11 0.001563 0.028077 -0.014321 -0.042344 \n", + "Componente 12 -0.097220 -0.134694 -0.113984 0.027298 \n", + "Componente 13 -0.121198 -0.186383 0.023676 -0.027522 \n", + "Componente 14 -0.067133 0.298392 -0.110668 0.010047 \n", + "Componente 15 -0.012195 -0.081031 0.062169 0.048041 \n", + "Componente 16 -0.051790 -0.150004 0.069683 -0.019331 \n", + "Componente 17 0.045967 0.167285 -0.047562 -0.058732 \n", + "Componente 18 0.059845 -0.075966 0.034385 0.021073 \n", + "Componente 19 0.042747 -0.028207 -0.133487 0.030884 \n", + "Componente 20 -0.013254 0.191159 -0.001072 -0.001696 \n", + "Componente 21 0.086276 0.220494 0.037971 -0.000121 \n", + "Componente 22 -0.012360 -0.034642 0.111725 0.067996 \n", + "Componente 23 -0.019558 0.103447 -0.003818 0.002285 \n", + "Componente 24 0.002418 0.236111 0.064211 -0.043452 \n", + "Componente 25 0.012130 0.156165 -0.109718 -0.067285 \n", + "Componente 26 -0.016687 -0.096270 0.033566 0.012884 \n", + "Componente 27 0.033981 -0.124381 -0.130765 0.038709 \n", + "Componente 28 0.012570 -0.125804 0.059513 -0.059116 \n", + "Componente 29 -0.071889 0.103214 -0.041751 0.018814 \n", + "Componente 30 0.052021 0.047561 0.019364 0.003181 \n", + "Componente 31 0.104832 -0.026682 -0.002406 -0.000555 \n", + "Componente 32 -0.028484 -0.164029 0.124972 0.032383 \n", + "Componente 33 0.069813 0.022269 -0.060919 -0.062087 \n", + "Componente 34 -0.033243 0.119596 0.088533 0.025725 \n", + "Componente 35 -0.050747 0.026542 0.106308 0.017056 \n", + "\n", + " BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", + "Componente 1 0.043285 -0.102925 -0.035281 \n", + "Componente 2 -0.088098 0.139768 0.291164 \n", + "Componente 3 -0.030213 -0.023105 -0.110938 \n", + "Componente 4 0.048355 0.009834 -0.184576 \n", + "Componente 5 -0.120263 -0.183174 -0.094077 \n", + "Componente 6 -0.035491 -0.135022 -0.071330 \n", + "Componente 7 -0.130745 -0.102260 0.144170 \n", + "Componente 8 0.132945 -0.082845 0.088879 \n", + "Componente 9 -0.022220 0.013550 0.130132 \n", + "Componente 10 -0.053687 0.132696 -0.107653 \n", + "Componente 11 -0.089886 -0.078819 -0.008366 \n", + "Componente 12 0.015544 0.042659 0.029700 \n", + "Componente 13 -0.223845 -0.017389 0.023236 \n", + "Componente 14 0.337381 0.161578 0.076523 \n", + "Componente 15 0.082218 -0.037488 0.023915 \n", + "Componente 16 -0.072521 0.109173 -0.038620 \n", + "Componente 17 0.209210 -0.123406 0.112643 \n", + "Componente 18 0.048635 0.082852 -0.053072 \n", + "Componente 19 0.091001 -0.091987 -0.004962 \n", + "Componente 20 0.153968 -0.010723 -0.071215 \n", + "Componente 21 0.178168 -0.055619 -0.076849 \n", + "Componente 22 0.163706 -0.005889 -0.037700 \n", + "Componente 23 0.062844 0.232866 -0.043735 \n", + "Componente 24 -0.087552 -0.072240 0.013304 \n", + "Componente 25 0.114209 -0.008043 -0.018874 \n", + "Componente 26 -0.092062 -0.092305 -0.007284 \n", + "Componente 27 0.043842 0.156620 -0.068881 \n", + "Componente 28 -0.265765 -0.114111 0.048398 \n", + "Componente 29 0.144712 -0.240938 -0.057470 \n", + "Componente 30 0.120524 -0.138087 -0.067394 \n", + "Componente 31 -0.121563 0.028758 0.043338 \n", + "Componente 32 0.286916 -0.147854 0.055376 \n", + "Componente 33 -0.046223 0.173126 0.045841 \n", + "Componente 34 0.064576 0.167454 0.025914 \n", + "Componente 35 -0.180981 0.363595 -0.047363 \n", + "\n", + " BsmtFinType2_code Heating_code HeatingQC_code \\\n", + "Componente 1 0.033274 -0.052077 -0.154072 \n", + "Componente 2 0.104090 0.079395 -0.043087 \n", + "Componente 3 -0.142831 0.032723 0.162355 \n", + "Componente 4 -0.088419 -0.039825 0.125492 \n", + "Componente 5 -0.010099 0.187901 -0.026570 \n", + "Componente 6 -0.063090 -0.067337 -0.166694 \n", + "Componente 7 -0.361265 0.114724 0.061575 \n", + "Componente 8 0.441697 -0.017294 0.074661 \n", + "Componente 9 -0.147280 -0.106204 -0.074087 \n", + "Componente 10 0.029247 0.180229 -0.019253 \n", + "Componente 11 -0.013337 0.040595 0.033895 \n", + "Componente 12 0.078431 -0.065373 0.012978 \n", + "Componente 13 -0.063558 0.324506 -0.051908 \n", + "Componente 14 -0.123282 -0.030946 -0.012633 \n", + "Componente 15 -0.047717 -0.243232 0.008892 \n", + "Componente 16 0.091183 0.061258 -0.085051 \n", + "Componente 17 -0.017719 0.070935 0.023685 \n", + "Componente 18 0.124970 0.103182 0.020761 \n", + "Componente 19 -0.037831 0.078576 0.025279 \n", + "Componente 20 -0.064108 -0.043116 -0.119216 \n", + "Componente 21 -0.011104 0.117613 -0.049601 \n", + "Componente 22 -0.048722 0.227884 -0.108513 \n", + "Componente 23 -0.045199 0.060876 -0.029595 \n", + "Componente 24 -0.047897 -0.136727 0.040971 \n", + "Componente 25 0.111379 -0.035329 0.056857 \n", + "Componente 26 -0.019400 -0.075192 0.090300 \n", + "Componente 27 0.058524 0.097049 -0.126017 \n", + "Componente 28 -0.023962 -0.254716 0.010872 \n", + "Componente 29 -0.013722 0.187191 -0.104525 \n", + "Componente 30 0.005168 0.107572 -0.124679 \n", + "Componente 31 -0.004581 0.006425 -0.123033 \n", + "Componente 32 0.005418 0.089349 -0.116450 \n", + "Componente 33 -0.031919 0.351454 -0.088741 \n", + "Componente 34 -0.048147 0.070569 -0.095063 \n", + "Componente 35 -0.001307 -0.103357 -0.212935 \n", + "\n", + " CentralAir_code Electrical_code KitchenQual_code \\\n", + "Componente 1 0.113528 0.111692 -0.185163 \n", + "Componente 2 -0.145212 -0.078653 -0.048903 \n", + "Componente 3 -0.042438 -0.053472 0.033568 \n", + "Componente 4 0.093000 0.119754 0.136103 \n", + "Componente 5 -0.277657 -0.096670 -0.172934 \n", + "Componente 6 0.053785 0.070018 -0.079510 \n", + "Componente 7 -0.102862 -0.096478 0.096370 \n", + "Componente 8 -0.020454 -0.057100 0.059201 \n", + "Componente 9 0.095632 0.090066 -0.161880 \n", + "Componente 10 -0.190312 -0.147841 -0.029052 \n", + "Componente 11 -0.067026 -0.160638 -0.009222 \n", + "Componente 12 0.033120 -0.050938 -0.118412 \n", + "Componente 13 -0.229742 -0.147171 -0.107943 \n", + "Componente 14 0.020219 -0.070250 -0.048956 \n", + "Componente 15 0.050800 0.160638 0.083141 \n", + "Componente 16 0.010708 -0.032756 -0.039237 \n", + "Componente 17 -0.025162 -0.033905 -0.005814 \n", + "Componente 18 -0.045250 -0.004695 0.079162 \n", + "Componente 19 -0.100481 0.083931 0.055950 \n", + "Componente 20 0.018721 -0.129709 -0.084742 \n", + "Componente 21 0.021110 -0.085959 -0.009801 \n", + "Componente 22 -0.074647 -0.052808 -0.046589 \n", + "Componente 23 -0.007407 0.016653 0.025711 \n", + "Componente 24 0.055353 -0.081107 0.019484 \n", + "Componente 25 -0.064509 0.064921 0.019964 \n", + "Componente 26 -0.047695 -0.075443 -0.069637 \n", + "Componente 27 -0.013539 0.108246 0.073491 \n", + "Componente 28 0.136276 0.134360 0.049726 \n", + "Componente 29 0.000089 0.109675 -0.050753 \n", + "Componente 30 -0.053091 0.193040 0.037725 \n", + "Componente 31 0.155655 -0.163362 0.089457 \n", + "Componente 32 -0.040893 0.091809 -0.043938 \n", + "Componente 33 0.007779 0.296230 0.029102 \n", + "Componente 34 0.042789 -0.072049 -0.051964 \n", + "Componente 35 0.179504 -0.140044 -0.109844 \n", + "\n", + " Functional_code GarageType_code GarageFinish_code \\\n", + "Componente 1 0.036087 -0.186128 -0.162484 \n", + "Componente 2 -0.021246 0.147928 -0.006227 \n", + "Componente 3 -0.099574 -0.000609 0.067151 \n", + "Componente 4 0.020930 -0.040483 0.014558 \n", + "Componente 5 -0.046523 0.147578 -0.147152 \n", + "Componente 6 0.006863 0.069032 -0.091373 \n", + "Componente 7 -0.168177 -0.066395 0.059792 \n", + "Componente 8 0.102921 -0.026470 -0.019914 \n", + "Componente 9 0.013541 0.014571 -0.128499 \n", + "Componente 10 0.110276 0.004884 -0.015180 \n", + "Componente 11 0.093854 -0.047947 -0.139375 \n", + "Componente 12 0.099542 0.099833 0.234488 \n", + "Componente 13 0.012302 -0.022653 0.009364 \n", + "Componente 14 -0.080403 0.030258 -0.108404 \n", + "Componente 15 0.194528 0.035740 -0.085809 \n", + "Componente 16 -0.246454 -0.033189 -0.070329 \n", + "Componente 17 0.113577 -0.004224 0.057082 \n", + "Componente 18 -0.068204 -0.033967 -0.054954 \n", + "Componente 19 0.282774 0.037277 0.127790 \n", + "Componente 20 0.023246 0.023509 -0.024511 \n", + "Componente 21 0.104685 -0.011075 0.029797 \n", + "Componente 22 0.260717 -0.048387 0.008723 \n", + "Componente 23 -0.097604 0.076189 0.083058 \n", + "Componente 24 0.028051 0.010210 0.012050 \n", + "Componente 25 -0.413374 0.138233 0.160575 \n", + "Componente 26 0.228950 0.127024 0.046842 \n", + "Componente 27 -0.225992 0.014610 -0.051981 \n", + "Componente 28 -0.199851 0.039297 0.130360 \n", + "Componente 29 -0.007602 0.119814 -0.036028 \n", + "Componente 30 0.049188 0.009742 -0.046930 \n", + "Componente 31 0.124138 -0.123276 0.033411 \n", + "Componente 32 -0.354592 0.037439 0.122969 \n", + "Componente 33 0.050703 0.045390 0.050625 \n", + "Componente 34 0.004935 0.120792 0.050657 \n", + "Componente 35 0.057800 0.107537 0.040922 \n", + "\n", + " GarageQual_code GarageCond_code PavedDrive_code \\\n", + "Componente 1 0.114872 0.121560 0.112179 \n", + "Componente 2 -0.146539 -0.126003 -0.167759 \n", + "Componente 3 -0.040981 -0.030577 -0.046283 \n", + "Componente 4 0.113044 0.096248 0.124419 \n", + "Componente 5 -0.227745 -0.265537 -0.197681 \n", + "Componente 6 -0.103363 -0.099781 -0.087022 \n", + "Componente 7 0.198235 0.135859 0.052599 \n", + "Componente 8 0.013543 0.018069 -0.001335 \n", + "Componente 9 -0.136512 -0.135747 0.012293 \n", + "Componente 10 0.029139 -0.027532 -0.025418 \n", + "Componente 11 -0.130379 -0.168532 0.019852 \n", + "Componente 12 0.159892 0.240047 -0.022517 \n", + "Componente 13 0.140878 0.118163 -0.095165 \n", + "Componente 14 -0.121243 -0.054118 -0.008112 \n", + "Componente 15 -0.079189 -0.128098 -0.132943 \n", + "Componente 16 0.137243 0.105710 0.040476 \n", + "Componente 17 -0.045517 0.033035 0.022924 \n", + "Componente 18 -0.007363 0.083920 0.064880 \n", + "Componente 19 -0.078628 -0.047518 -0.007537 \n", + "Componente 20 0.008877 0.046795 -0.036486 \n", + "Componente 21 -0.151819 -0.066989 -0.019865 \n", + "Componente 22 0.037584 0.075483 0.030138 \n", + "Componente 23 -0.066529 -0.007395 0.089985 \n", + "Componente 24 0.026671 -0.050930 -0.025535 \n", + "Componente 25 -0.092766 -0.075897 0.068419 \n", + "Componente 26 0.078179 0.037865 0.036418 \n", + "Componente 27 -0.028879 0.030694 0.043313 \n", + "Componente 28 -0.154674 -0.181546 0.011305 \n", + "Componente 29 -0.091740 -0.063685 0.237140 \n", + "Componente 30 0.063150 0.002848 -0.061598 \n", + "Componente 31 -0.049857 -0.026897 -0.061795 \n", + "Componente 32 0.043698 0.051780 -0.120804 \n", + "Componente 33 -0.173762 -0.093748 0.094510 \n", + "Componente 34 0.084531 0.048994 0.070997 \n", + "Componente 35 -0.025558 -0.102104 0.225686 \n", + "\n", + " SaleType_code SaleCondition_code \n", + "Componente 1 -0.019955 0.077092 \n", + "Componente 2 0.001785 -0.002408 \n", + "Componente 3 -0.003059 -0.077753 \n", + "Componente 4 0.061401 -0.046141 \n", + "Componente 5 -0.006639 -0.027924 \n", + "Componente 6 0.186898 0.063973 \n", + "Componente 7 -0.072049 -0.043784 \n", + "Componente 8 0.036545 -0.009520 \n", + "Componente 9 -0.077786 -0.022095 \n", + "Componente 10 -0.074429 -0.040751 \n", + "Componente 11 -0.250579 -0.314855 \n", + "Componente 12 -0.253693 -0.159951 \n", + "Componente 13 0.145223 0.299787 \n", + "Componente 14 0.074007 0.078678 \n", + "Componente 15 -0.115805 -0.154472 \n", + "Componente 16 -0.137173 -0.134691 \n", + "Componente 17 0.010152 -0.021120 \n", + "Componente 18 0.001327 0.005061 \n", + "Componente 19 0.026731 0.100712 \n", + "Componente 20 -0.210573 -0.107636 \n", + "Componente 21 0.174627 0.137305 \n", + "Componente 22 0.210092 -0.023724 \n", + "Componente 23 0.172802 -0.007685 \n", + "Componente 24 0.361367 0.192372 \n", + "Componente 25 -0.024309 0.024307 \n", + "Componente 26 0.100784 0.010172 \n", + "Componente 27 0.071693 0.092883 \n", + "Componente 28 0.033052 0.074034 \n", + "Componente 29 -0.169649 0.052153 \n", + "Componente 30 0.003375 -0.101208 \n", + "Componente 31 0.049100 0.025437 \n", + "Componente 32 0.256018 -0.147517 \n", + "Componente 33 -0.239763 -0.083647 \n", + "Componente 34 -0.027819 -0.061194 \n", + "Componente 35 0.202459 -0.040905 " ] }, - "execution_count": 68, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Creamos un dataframe para ver nuevamente la información con los 35 componentes\n", - "data_pca = pd.DataFrame(data_transform, index = data_norm.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", - "data_pca.head()" + "#Para revisar que atributos te explica cada uno de los componentes\n", + "\n", + "data_pca_comp= pd.DataFrame (data = pca.components_, columns = data_norm.columns.values, index = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca_comp" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "#Para realizar un modelo más práctico, realizaremos un ANOVA, para revisar que variables son significativas en nuestro modelo\n", + "\n", + "#Con el ols calculamos la suma de cuadrados. Ordinal Least Squares\n", + "#Como queremos sacar la relación de height (variable dependiente) y sun (variable independiente), las ponemos en ols\n", + "model_simp = ols('SalePrice ~ MSSubClass + LotArea + OverallQual + OverallCond + YearBuilt + YearRemodAdd + MasVnrArea + BsmtFinSF1 + BsmtFinSF2 + BsmtUnfSF + TotalBsmtSF + FirstFlrSF + SecondFlrSF + LowQualFinSF + GrLivArea + BsmtFullBath + BsmtHalfBath + FullBath + HalfBath + BedroomAbvGr + KitchenAbvGr + TotRmsAbvGrd + Fireplaces + GarageCars + GarageArea + WoodDeckSF + OpenPorchSF + EnclosedPorch + ThirdSsnPorch + ScreenPorch + PoolArea + MiscVal + MoSold + YrSold + MSZoning_code + Street_code + LotShape_code + LandContour_code + Utilities_code + LotConfig_code + LandSlope_code + Neighborhood_code + Condition1_code + Condition2_code + BldgType_code + HouseStyle_code + RoofStyle_code + RoofMatl_code + Exterior1st_code + Exterior2nd_code + MasVnrType_code + ExterQual_code + ExterCond_code + Foundation_code + BsmtQual_code + BsmtCond_code + BsmtExposure_code + BsmtFinType1_code + BsmtFinType2_code + Heating_code + HeatingQC_code + CentralAir_code + Electrical_code + KitchenQual_code + Functional_code + GarageType_code + GarageFinish_code + GarageQual_code + GarageCond_code + PavedDrive_code + SaleType_code + SaleCondition_code', data = data).fit()\n", + "#Se está \"entrenando\" el modelo, para decirle que datos va a usar cuando lo metamos en la ANOVA\n", + "\n", + "#Con el .fit le estamos pidiendo al modelo que ajuste la línea que relaciona los datos que le ponemos al \"ols\" en mejor medida." + ] + }, + { + "cell_type": "code", + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -14364,3446 +19541,1068 @@ " \n", " \n", " \n", + " df\n", + " sum_sq\n", + " mean_sq\n", + " F\n", + " PR(>F)\n", + " \n", + " \n", + " \n", + " \n", " MSSubClass\n", + " 1.0\n", + " 6.541130e+10\n", + " 6.541130e+10\n", + " 64.660153\n", + " 1.888831e-15\n", + " \n", + " \n", " LotArea\n", + " 1.0\n", + " 5.966856e+11\n", + " 5.966856e+11\n", + " 589.833550\n", + " 6.967768e-109\n", + " \n", + " \n", " OverallQual\n", + " 1.0\n", + " 5.467491e+12\n", + " 5.467491e+12\n", + " 5404.704903\n", + " 0.000000e+00\n", + " \n", + " \n", " OverallCond\n", + " 1.0\n", + " 1.060528e+09\n", + " 1.060528e+09\n", + " 1.048350\n", + " 3.060657e-01\n", + " \n", + " \n", " YearBuilt\n", + " 1.0\n", + " 9.261872e+10\n", + " 9.261872e+10\n", + " 91.555138\n", + " 4.754472e-21\n", + " \n", + " \n", " YearRemodAdd\n", + " 1.0\n", + " 2.957231e+10\n", + " 2.957231e+10\n", + " 29.232721\n", + " 7.547049e-08\n", + " \n", + " \n", " MasVnrArea\n", + " 1.0\n", + " 2.175227e+11\n", + " 2.175227e+11\n", + " 215.024790\n", + " 2.251622e-45\n", + " \n", + " \n", " BsmtFinSF1\n", + " 1.0\n", + " 1.669333e+11\n", + " 1.669333e+11\n", + " 165.016330\n", + " 9.030175e-36\n", + " \n", + " \n", " BsmtFinSF2\n", + " 1.0\n", + " 8.697119e+09\n", + " 8.697119e+09\n", + " 8.597246\n", + " 3.421856e-03\n", + " \n", + " \n", " BsmtUnfSF\n", + " 1.0\n", + " 6.149832e+10\n", + " 6.149832e+10\n", + " 60.792103\n", + " 1.236682e-14\n", + " \n", + " \n", " TotalBsmtSF\n", + " 1.0\n", + " 8.253153e+09\n", + " 8.253153e+09\n", + " 8.158378\n", + " 4.350068e-03\n", + " \n", + " \n", " FirstFlrSF\n", + " 1.0\n", + " 1.143795e+11\n", + " 1.143795e+11\n", + " 113.066021\n", + " 1.925834e-25\n", + " \n", + " \n", " SecondFlrSF\n", + " 1.0\n", + " 4.821203e+11\n", + " 4.821203e+11\n", + " 476.583913\n", + " 4.485208e-91\n", + " \n", + " \n", " LowQualFinSF\n", + " 1.0\n", + " 2.941817e+09\n", + " 2.941817e+09\n", + " 2.908035\n", + " 8.836281e-02\n", + " \n", + " \n", " GrLivArea\n", + " 1.0\n", + " 2.199778e+09\n", + " 2.199778e+09\n", + " 2.174517\n", + " 1.405402e-01\n", + " \n", + " \n", " BsmtFullBath\n", + " 1.0\n", + " 1.938811e+10\n", + " 1.938811e+10\n", + " 19.165468\n", + " 1.288409e-05\n", + " \n", + " \n", " BsmtHalfBath\n", + " 1.0\n", + " 8.808509e+07\n", + " 8.808509e+07\n", + " 0.087074\n", + " 7.679751e-01\n", + " \n", + " \n", " FullBath\n", + " 1.0\n", + " 6.637691e+08\n", + " 6.637691e+08\n", + " 0.656147\n", + " 4.180624e-01\n", + " \n", + " \n", " HalfBath\n", + " 1.0\n", + " 2.156144e+07\n", + " 2.156144e+07\n", + " 0.021314\n", + " 8.839484e-01\n", + " \n", + " \n", " BedroomAbvGr\n", + " 1.0\n", + " 4.333918e+10\n", + " 4.333918e+10\n", + " 42.841493\n", + " 8.329240e-11\n", + " \n", + " \n", " KitchenAbvGr\n", + " 1.0\n", + " 3.146973e+09\n", + " 3.146973e+09\n", + " 3.110835\n", + " 7.799290e-02\n", + " \n", + " \n", " TotRmsAbvGrd\n", + " 1.0\n", + " 2.792980e+10\n", + " 2.792980e+10\n", + " 27.609066\n", + " 1.716684e-07\n", + " \n", + " \n", " Fireplaces\n", + " 1.0\n", + " 7.733281e+09\n", + " 7.733281e+09\n", + " 7.644476\n", + " 5.769971e-03\n", + " \n", + " \n", " GarageCars\n", + " 1.0\n", + " 4.930751e+10\n", + " 4.930751e+10\n", + " 48.741289\n", + " 4.511825e-12\n", + " \n", + " \n", " GarageArea\n", + " 1.0\n", + " 7.778404e+07\n", + " 7.778404e+07\n", + " 0.076891\n", + " 7.815972e-01\n", + " \n", + " \n", " WoodDeckSF\n", + " 1.0\n", + " 9.632329e+09\n", + " 9.632329e+09\n", + " 9.521716\n", + " 2.070666e-03\n", + " \n", + " \n", " OpenPorchSF\n", + " 1.0\n", + " 1.370906e+06\n", + " 1.370906e+06\n", + " 0.001355\n", + " 9.706398e-01\n", + " \n", + " \n", " EnclosedPorch\n", + " 1.0\n", + " 8.669783e+07\n", + " 8.669783e+07\n", + " 0.085702\n", + " 7.697574e-01\n", + " \n", + " \n", " ThirdSsnPorch\n", + " 1.0\n", + " 5.460266e+08\n", + " 5.460266e+08\n", + " 0.539756\n", + " 4.626578e-01\n", + " \n", + " \n", " ScreenPorch\n", + " 1.0\n", + " 1.279020e+10\n", + " 1.279020e+10\n", + " 12.643319\n", + " 3.895637e-04\n", + " \n", + " \n", " PoolArea\n", + " 1.0\n", + " 2.116882e+09\n", + " 2.116882e+09\n", + " 2.092573\n", + " 1.482423e-01\n", + " \n", + " \n", " MiscVal\n", + " 1.0\n", + " 1.651572e+08\n", + " 1.651572e+08\n", + " 0.163261\n", + " 6.862343e-01\n", + " \n", + " \n", " MoSold\n", + " 1.0\n", + " 1.178538e+06\n", + " 1.178538e+06\n", + " 0.001165\n", + " 9.727767e-01\n", + " \n", + " \n", " YrSold\n", + " 1.0\n", + " 1.451158e+09\n", + " 1.451158e+09\n", + " 1.434494\n", + " 2.312368e-01\n", + " \n", + " \n", " MSZoning_code\n", - " Street_code\n", - " LotShape_code\n", - " LandContour_code\n", - " Utilities_code\n", - " LotConfig_code\n", - " LandSlope_code\n", - " Neighborhood_code\n", - " Condition1_code\n", - " Condition2_code\n", - " BldgType_code\n", - " HouseStyle_code\n", - " RoofStyle_code\n", - " RoofMatl_code\n", - " Exterior1st_code\n", - " Exterior2nd_code\n", - " MasVnrType_code\n", - " ExterQual_code\n", - " ExterCond_code\n", - " Foundation_code\n", - " BsmtQual_code\n", - " BsmtCond_code\n", - " BsmtExposure_code\n", - " BsmtFinType1_code\n", - " BsmtFinType2_code\n", - " Heating_code\n", - " HeatingQC_code\n", - " CentralAir_code\n", - " Electrical_code\n", - " KitchenQual_code\n", - " Functional_code\n", - " GarageType_code\n", - " GarageFinish_code\n", - " GarageQual_code\n", - " GarageCond_code\n", - " PavedDrive_code\n", - " SaleType_code\n", - " SaleCondition_code\n", + " 1.0\n", + " 3.477323e+09\n", + " 3.477323e+09\n", + " 3.437391\n", + " 6.394813e-02\n", " \n", - " \n", - " \n", " \n", - " Componente 1\n", - " -0.007579\n", - " 0.070135\n", - " 0.264122\n", - " -0.070903\n", - " 0.240467\n", - " 0.203251\n", - " 0.157178\n", - " 0.123759\n", - " -0.014267\n", - " 0.083910\n", - " 0.207934\n", - " 0.196217\n", - " 0.086759\n", - " -0.026199\n", - " 0.214002\n", - " 0.073984\n", - " -0.009359\n", - " 0.208692\n", - " 0.102336\n", - " 0.048705\n", - " -0.043719\n", - " 0.159842\n", - " 0.143633\n", - " 0.241125\n", - " 0.231971\n", - " 0.113700\n", - " 0.117246\n", - " -0.078336\n", - " 0.015097\n", - " 0.019632\n", - " 0.028508\n", - " -0.008966\n", - " 0.015270\n", - " -0.006516\n", - " -0.082842\n", - " 0.005753\n", - " -0.094278\n", - " 0.018781\n", - " -0.002435\n", - " -0.018499\n", - " 0.000500\n", - " 0.067340\n", - " 0.048534\n", - " 0.009282\n", - " 0.008167\n", - " 0.087218\n", - " 0.062115\n", - " 0.022264\n", - " 0.053980\n", - " 0.047415\n", - " -0.013661\n", - " -0.217384\n", - " 0.062694\n", - " 0.175938\n", - " -0.219886\n", - " 0.043285\n", - " -0.102925\n", - " -0.035281\n", - " 0.033274\n", - " -0.052077\n", - " -0.154072\n", - " 0.113528\n", - " 0.111692\n", - " -0.185163\n", - " 0.036087\n", - " -0.186128\n", - " -0.162484\n", - " 0.114872\n", - " 0.121560\n", - " 0.112179\n", - " -0.019955\n", - " 0.077092\n", + " Street_code\n", + " 1.0\n", + " 1.880317e+09\n", + " 1.880317e+09\n", + " 1.858724\n", + " 1.729930e-01\n", " \n", " \n", - " Componente 2\n", - " 0.103556\n", - " -0.030524\n", - " 0.060626\n", - " -0.007332\n", - " -0.124460\n", - " -0.001317\n", - " 0.017170\n", - " -0.260295\n", - " -0.119996\n", - " 0.209218\n", - " -0.104014\n", - " -0.064817\n", - " 0.349383\n", - " 0.102529\n", - " 0.252043\n", - " -0.259632\n", - " -0.038460\n", - " 0.185465\n", - " 0.159404\n", - " 0.278887\n", - " 0.146739\n", - " 0.302528\n", - " 0.007736\n", - " -0.004522\n", - " -0.031271\n", - " -0.051643\n", - " 0.080036\n", - " 0.093231\n", - " -0.022228\n", - " -0.010042\n", - " 0.011172\n", - " 0.002145\n", - " 0.028801\n", - " -0.037346\n", - " 0.009870\n", - " 0.036743\n", - " 0.035020\n", - " -0.042803\n", - " -0.006560\n", - " -0.012897\n", - " -0.063340\n", - " 0.005355\n", - " -0.021587\n", - " 0.000479\n", - " -0.061321\n", - " 0.107189\n", - " -0.031194\n", - " -0.010898\n", - " 0.078379\n", - " 0.082301\n", - " 0.015587\n", - " -0.040997\n", - " -0.035504\n", - " -0.011773\n", - " -0.007588\n", - " -0.088109\n", - " 0.139773\n", - " 0.291165\n", - " 0.104096\n", - " 0.079403\n", - " -0.043096\n", - " -0.145214\n", - " -0.078642\n", - " -0.048904\n", - " -0.021238\n", - " 0.147931\n", - " -0.006222\n", - " -0.146535\n", - " -0.126003\n", - " -0.167768\n", - " 0.001792\n", - " -0.002413\n", + " LotShape_code\n", + " 1.0\n", + " 2.452206e+09\n", + " 2.452206e+09\n", + " 2.424046\n", + " 1.197138e-01\n", " \n", " \n", - " Componente 3\n", - " -0.165448\n", - " 0.278565\n", - " -0.026594\n", - " 0.093032\n", - " -0.224069\n", - " -0.182424\n", - " 0.067706\n", - " 0.191347\n", - " 0.171887\n", - " -0.081393\n", - " 0.180160\n", - " 0.256712\n", - " 0.035048\n", - " 0.085683\n", - " 0.225902\n", - " 0.128629\n", - " 0.068261\n", - " -0.016761\n", - " -0.026304\n", - " 0.197786\n", - " 0.055484\n", - " 0.206844\n", - " 0.207031\n", - " -0.001180\n", - " 0.047616\n", - " 0.087075\n", - " 0.029622\n", - " 0.112227\n", - " 0.001625\n", - " 0.117718\n", - " 0.115155\n", - " 0.037508\n", - " 0.011662\n", - " -0.007353\n", - " 0.083336\n", - " -0.054921\n", - " -0.080509\n", - " -0.130534\n", - " 0.032015\n", - " -0.093500\n", - " 0.183480\n", - " 0.043479\n", - " -0.036499\n", - " 0.023148\n", - " -0.232839\n", - " -0.080386\n", - " 0.127948\n", - " 0.131067\n", - " -0.116082\n", - " -0.100833\n", - " -0.037514\n", - " 0.070844\n", - " -0.087642\n", - " -0.200154\n", - " 0.139522\n", - " -0.030196\n", - " -0.023110\n", - " -0.110932\n", - " -0.142843\n", - " 0.032718\n", - " 0.162379\n", - " -0.042450\n", - " -0.053489\n", - " 0.033559\n", - " -0.099581\n", - " -0.000581\n", - " 0.067113\n", - " -0.040974\n", - " -0.030583\n", - " -0.046243\n", - " -0.003043\n", - " -0.077775\n", + " LandContour_code\n", + " 1.0\n", + " 6.265075e+08\n", + " 6.265075e+08\n", + " 0.619313\n", + " 4.314370e-01\n", " \n", " \n", - " Componente 4\n", - " 0.315788\n", - " -0.036284\n", - " -0.038551\n", - " 0.044512\n", - " 0.053110\n", - " -0.034435\n", - " 0.054747\n", - " 0.067173\n", - " 0.068201\n", - " -0.308484\n", - " -0.215793\n", - " -0.211768\n", - " 0.284644\n", - " -0.037268\n", - " 0.077217\n", - " 0.069583\n", - " 0.069700\n", - " 0.029096\n", - " 0.296757\n", - " 0.129333\n", - " 0.050540\n", - " 0.074542\n", - " 0.038678\n", - " -0.002966\n", - " -0.027069\n", - " 0.045104\n", - " -0.004943\n", - " -0.056840\n", - " -0.021112\n", - " 0.034392\n", - " 0.034517\n", - " 0.010501\n", - " -0.006966\n", - " 0.010527\n", - " -0.023196\n", - " 0.012110\n", - " -0.016181\n", - " 0.063024\n", - " 0.019805\n", - " -0.005508\n", - " 0.002521\n", - " 0.011109\n", - " 0.026929\n", - " -0.021024\n", - " 0.167164\n", - " 0.363476\n", - " -0.078276\n", - " 0.008365\n", - " -0.216539\n", - " -0.232120\n", - " -0.162574\n", - " 0.128827\n", - " 0.014775\n", - " 0.012640\n", - " 0.065916\n", - " 0.048243\n", - " 0.009890\n", - " -0.184551\n", - " -0.088411\n", - " -0.039845\n", - " 0.125508\n", - " 0.092925\n", - " 0.119823\n", - " 0.136090\n", - " 0.020980\n", - " -0.040444\n", - " 0.014490\n", - " 0.113029\n", - " 0.096246\n", - " 0.124552\n", - " 0.061460\n", - " -0.046162\n", + " Utilities_code\n", + " 1.0\n", + " 3.079315e+09\n", + " 3.079315e+09\n", + " 3.043954\n", + " 8.125948e-02\n", " \n", " \n", - " Componente 5\n", - " 0.317516\n", - " 0.017916\n", - " 0.010717\n", - " -0.164735\n", - " -0.006139\n", - " 0.006555\n", - " 0.018018\n", - " 0.191148\n", - " -0.016313\n", - " -0.152938\n", - " 0.038687\n", - " 0.062985\n", - " -0.032984\n", - " 0.046102\n", - " 0.023202\n", - " 0.221643\n", - " -0.068386\n", - " 0.041606\n", - " -0.076734\n", - " -0.160742\n", - " 0.208621\n", - " -0.022485\n", - " -0.032244\n", - " -0.069352\n", - " -0.068343\n", - " 0.030729\n", - " 0.031659\n", - " 0.023330\n", - " -0.031671\n", - " -0.054040\n", - " 0.048815\n", - " -0.005431\n", - " -0.023170\n", - " 0.018948\n", - " -0.003772\n", - " -0.073040\n", - " 0.059286\n", - " -0.100713\n", - " -0.027324\n", - " 0.051015\n", - " 0.103547\n", - " 0.048788\n", - " -0.033834\n", - " -0.002886\n", - " 0.305592\n", - " 0.040395\n", - " 0.036864\n", - " 0.030623\n", - " -0.099040\n", - " -0.103137\n", - " 0.131821\n", - " -0.163504\n", - " -0.022249\n", - " 0.067634\n", - " -0.171626\n", - " -0.120523\n", - " -0.183095\n", - " -0.094142\n", - " -0.010095\n", - " 0.188035\n", - " -0.026488\n", - " -0.277713\n", - " -0.096410\n", - " -0.172957\n", - " -0.046426\n", - " 0.147610\n", - " -0.147078\n", - " -0.227845\n", - " -0.265547\n", - " -0.197534\n", - " -0.006466\n", - " -0.028036\n", + " LotConfig_code\n", + " 1.0\n", + " 1.190115e+08\n", + " 1.190115e+08\n", + " 0.117645\n", + " 7.316549e-01\n", " \n", " \n", - " Componente 6\n", - " -0.052110\n", - " 0.114236\n", - " 0.013007\n", - " 0.219410\n", - " -0.044006\n", - " 0.174075\n", - " -0.137287\n", - " 0.049813\n", - " 0.059828\n", - " -0.227001\n", - " -0.154850\n", - " -0.187913\n", - " 0.149976\n", - " 0.059643\n", - " -0.008138\n", - " 0.132186\n", - " 0.041057\n", - " -0.066068\n", - " 0.106918\n", - " -0.049958\n", - " -0.230348\n", - " -0.042974\n", - " 0.048439\n", - " -0.083793\n", - " -0.091622\n", - " 0.123028\n", - " 0.056607\n", - " 0.003220\n", - " -0.017819\n", - " -0.015863\n", - " 0.040668\n", - " 0.006630\n", - " -0.026951\n", - " -0.009396\n", - " 0.060232\n", - " -0.041407\n", - " -0.126386\n", - " -0.132146\n", - " -0.059809\n", - " -0.040766\n", - " 0.198563\n", - " -0.145700\n", - " 0.043598\n", - " -0.033371\n", - " -0.181182\n", - " 0.110687\n", - " -0.152856\n", - " 0.085456\n", - " 0.349298\n", - " 0.349175\n", - " 0.111380\n", - " -0.013907\n", - " -0.110566\n", - " 0.003178\n", - " -0.052416\n", - " -0.035491\n", - " -0.134852\n", - " -0.071497\n", - " -0.063140\n", - " -0.067786\n", - " -0.166578\n", - " 0.053531\n", - " 0.069908\n", - " -0.079682\n", - " 0.006927\n", - " 0.068950\n", - " -0.091616\n", - " -0.103319\n", - " -0.099715\n", - " -0.087070\n", - " 0.186579\n", - " 0.064401\n", + " LandSlope_code\n", + " 1.0\n", + " 5.942741e+09\n", + " 5.942741e+09\n", + " 5.874497\n", + " 1.548879e-02\n", " \n", " \n", - " Componente 7\n", - " 0.041175\n", - " 0.175091\n", - " -0.086790\n", - " -0.273970\n", - " 0.093445\n", - " -0.069624\n", - " -0.132166\n", - " -0.239647\n", - " 0.336283\n", - " 0.034119\n", - " -0.091127\n", - " -0.009491\n", - " -0.023182\n", - " -0.005573\n", - " -0.026756\n", - " -0.104688\n", - " 0.022976\n", - " 0.091825\n", - " -0.052805\n", - " 0.017468\n", - " 0.104374\n", - " -0.002812\n", - " -0.052961\n", - " 0.116336\n", - " 0.086365\n", - " 0.028341\n", - " -0.057444\n", - " -0.053434\n", - " -0.039004\n", - " -0.034713\n", - " -0.060999\n", - " -0.056380\n", - " 0.019312\n", - " -0.037338\n", - " -0.142946\n", - " -0.204185\n", - " -0.065200\n", - " -0.139109\n", - " 0.028802\n", - " 0.005913\n", - " 0.250610\n", - " -0.039191\n", - " 0.093748\n", - " -0.037356\n", - " 0.061372\n", - " 0.008694\n", - " -0.167345\n", - " 0.062905\n", - " 0.097541\n", - " 0.117310\n", - " 0.051018\n", - " 0.042530\n", - " 0.137960\n", - " 0.151201\n", - " -0.033742\n", - " -0.130895\n", - " -0.102179\n", - " 0.144526\n", - " -0.361020\n", - " 0.114630\n", - " 0.060995\n", - " -0.103408\n", - " -0.096635\n", - " 0.096983\n", - " -0.168005\n", - " -0.065686\n", - " 0.059916\n", - " 0.198370\n", - " 0.135576\n", - " 0.053859\n", - " -0.071512\n", - " -0.044396\n", + " Neighborhood_code\n", + " 1.0\n", + " 1.001276e+10\n", + " 1.001276e+10\n", + " 9.897776\n", + " 1.689909e-03\n", " \n", " \n", - " Componente 8\n", - " -0.007791\n", - " 0.246268\n", - " -0.032873\n", - " -0.114138\n", - " 0.030499\n", - " -0.113909\n", - " 0.048471\n", - " 0.033573\n", - " -0.417130\n", - " 0.087236\n", - " -0.030617\n", - " -0.062591\n", - " 0.011410\n", - " -0.082100\n", - " -0.044165\n", - " -0.081705\n", - " -0.017875\n", - " -0.067031\n", - " 0.088671\n", - " -0.047712\n", - " -0.071860\n", - " -0.077071\n", - " 0.070002\n", - " 0.011044\n", - " -0.010260\n", - " 0.003282\n", - " -0.054664\n", - " -0.093509\n", - " 0.057246\n", - " 0.011986\n", - " -0.066836\n", - " -0.052356\n", - " 0.067255\n", - " -0.088698\n", - " -0.070866\n", - " -0.204245\n", - " -0.128161\n", - " -0.302553\n", - " -0.021697\n", - " -0.049047\n", - " 0.373614\n", - " -0.121693\n", - " 0.013139\n", - " -0.062548\n", - " -0.036694\n", - " 0.034677\n", - " -0.038714\n", - " 0.103654\n", - " -0.114210\n", - " -0.119998\n", - " -0.060612\n", - " 0.049768\n", - " 0.142973\n", - " 0.006814\n", - " -0.017285\n", - " 0.133728\n", - " -0.083646\n", - " 0.088953\n", - " 0.441774\n", - " -0.016896\n", - " 0.074298\n", - " -0.019913\n", - " -0.057963\n", - " 0.059676\n", - " 0.102571\n", - " -0.026214\n", - " -0.019769\n", - " 0.013392\n", - " 0.018392\n", - " -0.001045\n", - " 0.036918\n", - " -0.010151\n", + " Condition1_code\n", + " 1.0\n", + " 5.970311e+08\n", + " 5.970311e+08\n", + " 0.590175\n", + " 4.424820e-01\n", " \n", " \n", - " Componente 9\n", - " -0.039409\n", - " 0.024933\n", - " 0.077255\n", - " 0.192108\n", - " 0.018887\n", - " 0.119326\n", - " -0.118014\n", - " -0.225321\n", - " 0.191371\n", - " 0.150597\n", - " -0.012202\n", - " -0.033864\n", - " -0.028077\n", - " 0.068515\n", - " -0.041898\n", - " -0.207953\n", - " 0.100092\n", - " -0.029871\n", - " 0.039799\n", - " -0.115892\n", - " -0.226699\n", - " -0.096032\n", - " 0.027613\n", - " -0.105259\n", - " -0.102436\n", - " 0.013752\n", - " 0.114977\n", - " -0.029934\n", - " 0.063027\n", - " 0.115361\n", - " -0.003731\n", - " 0.020625\n", - " 0.051928\n", - " 0.046285\n", - " -0.122066\n", - " -0.045425\n", - " -0.153500\n", - " -0.026502\n", - " 0.113791\n", - " -0.093750\n", - " 0.094042\n", - " 0.130220\n", - " 0.079065\n", - " 0.001822\n", - " 0.005852\n", - " 0.023174\n", - " -0.037617\n", - " 0.141080\n", - " -0.373752\n", - " -0.380090\n", - " 0.157378\n", - " -0.140881\n", - " -0.103308\n", - " -0.022562\n", - " -0.051513\n", - " -0.022192\n", - " 0.013257\n", - " 0.128694\n", - " -0.146953\n", - " -0.104601\n", - " -0.073952\n", - " 0.096466\n", - " 0.090709\n", - " -0.161946\n", - " 0.013543\n", - " 0.014208\n", - " -0.125984\n", - " -0.137261\n", - " -0.136185\n", - " 0.011151\n", - " -0.077828\n", - " -0.022287\n", + " Condition2_code\n", + " 1.0\n", + " 4.657970e+09\n", + " 4.657970e+09\n", + " 4.604480\n", + " 3.206139e-02\n", " \n", " \n", - " Componente 10\n", - " -0.287009\n", - " -0.009109\n", - " -0.052176\n", - " -0.154803\n", - " 0.035838\n", - " -0.061094\n", - " -0.084250\n", - " 0.119250\n", - " -0.055038\n", - " -0.197619\n", - " -0.095304\n", - " -0.119694\n", - " 0.077887\n", - " -0.064162\n", - " -0.029292\n", - " 0.130319\n", - " -0.172886\n", - " -0.039173\n", - " 0.131330\n", - " 0.041771\n", - " -0.081650\n", - " -0.001418\n", - " -0.099288\n", - " 0.033648\n", - " 0.072218\n", - " -0.131218\n", - " 0.159054\n", - " 0.067823\n", - " 0.013211\n", - " -0.068330\n", - " -0.023525\n", - " -0.030351\n", - " -0.029363\n", - " 0.115780\n", - " -0.372809\n", - " -0.053881\n", - " -0.079573\n", - " 0.080905\n", - " 0.065448\n", - " -0.144606\n", - " -0.111239\n", - " 0.282294\n", - " 0.107403\n", - " -0.053344\n", - " -0.349868\n", - " 0.051855\n", - " -0.024060\n", - " -0.142419\n", - " -0.075002\n", - " -0.049049\n", - " 0.173847\n", - " -0.025743\n", - " 0.055432\n", - " 0.092733\n", - " -0.013641\n", - " -0.052648\n", - " 0.132152\n", - " -0.107752\n", - " 0.029488\n", - " 0.181366\n", - " -0.020097\n", - " -0.190378\n", - " -0.148099\n", - " -0.028453\n", - " 0.109841\n", - " 0.005115\n", - " -0.012697\n", - " 0.028665\n", - " -0.028630\n", - " -0.025650\n", - " -0.074261\n", - " -0.042497\n", + " BldgType_code\n", + " 1.0\n", + " 1.551954e+09\n", + " 1.551954e+09\n", + " 1.534132\n", + " 2.157027e-01\n", " \n", " \n", - " Componente 11\n", - " -0.045598\n", - " -0.077261\n", - " 0.017602\n", - " -0.176332\n", - " 0.053013\n", - " -0.102126\n", - " 0.235007\n", - " -0.002578\n", - " 0.051573\n", - " -0.000982\n", - " 0.015295\n", - " -0.000840\n", - " -0.028411\n", - " -0.017788\n", - " -0.025866\n", - " -0.051329\n", - " 0.218783\n", - " -0.072649\n", - " 0.053883\n", - " -0.063608\n", - " -0.141137\n", - " -0.071600\n", - " 0.033734\n", - " -0.062409\n", - " -0.081864\n", - " -0.017849\n", - " 0.070128\n", - " -0.047274\n", - " -0.008431\n", - " 0.137878\n", - " 0.112145\n", - " -0.137263\n", - " 0.037770\n", - " -0.204759\n", - " -0.010359\n", - " 0.070168\n", - " -0.081386\n", - " 0.183751\n", - " 0.301105\n", - " -0.119132\n", - " -0.109802\n", - " -0.140750\n", - " 0.004411\n", - " -0.124268\n", - " -0.027391\n", - " 0.117427\n", - " 0.006748\n", - " 0.174013\n", - " 0.152431\n", - " 0.135924\n", - " -0.337481\n", - " 0.002365\n", - " 0.025913\n", - " -0.019388\n", - " -0.042328\n", - " -0.093570\n", - " -0.077975\n", - " -0.008630\n", - " -0.012227\n", - " 0.044217\n", - " 0.032766\n", - " -0.067962\n", - " -0.158636\n", - " -0.008803\n", - " 0.095559\n", - " -0.046961\n", - " -0.138860\n", - " -0.130380\n", - " -0.168211\n", - " 0.021227\n", - " -0.246609\n", - " -0.317026\n", + " HouseStyle_code\n", + " 1.0\n", + " 5.700016e+09\n", + " 5.700016e+09\n", + " 5.634560\n", + " 1.774511e-02\n", " \n", " \n", - " Componente 12\n", - " 0.176067\n", - " -0.031500\n", - " 0.098982\n", - " 0.163287\n", - " -0.131236\n", - " -0.006278\n", - " 0.031193\n", - " 0.035576\n", - " -0.035600\n", - " -0.060653\n", - " -0.037194\n", - " -0.060123\n", - " 0.048859\n", - " 0.131682\n", - " 0.008542\n", - " 0.008005\n", - " 0.110162\n", - " -0.107743\n", - " 0.028042\n", - " -0.161591\n", - " -0.056200\n", - " -0.076780\n", - " 0.032294\n", - " 0.151527\n", - " 0.194615\n", - " -0.155675\n", - " 0.112329\n", - " 0.146228\n", - " -0.105336\n", - " 0.193573\n", - " 0.012003\n", - " -0.017075\n", - " 0.047049\n", - " 0.010826\n", - " -0.144751\n", - " -0.135617\n", - " 0.164645\n", - " -0.172044\n", - " 0.204605\n", - " 0.067110\n", - " 0.076877\n", - " 0.241710\n", - " -0.223362\n", - " 0.048584\n", - " 0.158128\n", - " -0.022092\n", - " -0.023870\n", - " 0.021779\n", - " 0.145648\n", - " 0.121592\n", - " 0.102400\n", - " -0.096837\n", - " -0.134378\n", - " -0.117794\n", - " 0.026641\n", - " 0.011229\n", - " 0.043465\n", - " 0.029280\n", - " 0.078494\n", - " -0.063674\n", - " 0.013505\n", - " 0.031439\n", - " -0.049186\n", - " -0.119614\n", - " 0.100984\n", - " 0.099126\n", - " 0.232044\n", - " 0.159712\n", - " 0.241504\n", - " -0.020600\n", - " -0.251024\n", - " -0.157890\n", + " RoofStyle_code\n", + " 1.0\n", + " 5.247588e+09\n", + " 5.247588e+09\n", + " 5.187328\n", + " 2.290359e-02\n", " \n", " \n", - " Componente 13\n", - " -0.052149\n", - " 0.020796\n", - " 0.025009\n", - " 0.113228\n", - " -0.044558\n", - " -0.010482\n", - " 0.229206\n", - " -0.063164\n", - " 0.009858\n", - " -0.061709\n", - " -0.124197\n", - " -0.075248\n", - " 0.032713\n", - " -0.245460\n", - " -0.050896\n", - " -0.122489\n", - " 0.144741\n", - " -0.076508\n", - " 0.059110\n", - " -0.140250\n", - " -0.094996\n", - " -0.067018\n", - " 0.061745\n", - " 0.107790\n", - " 0.088667\n", - " 0.004709\n", - " -0.059247\n", - " 0.000631\n", - " 0.047177\n", - " 0.067583\n", - " -0.201253\n", - " 0.179565\n", - " 0.001372\n", - " 0.018762\n", - " 0.147287\n", - " -0.051443\n", - " -0.016983\n", - " 0.038409\n", - " 0.036115\n", - " 0.020302\n", - " 0.013133\n", - " -0.092945\n", - " 0.002218\n", - " 0.212890\n", - " -0.059606\n", - " 0.025751\n", - " 0.238263\n", - " -0.038888\n", - " -0.062961\n", - " -0.060175\n", - " -0.201728\n", - " -0.120333\n", - " -0.188329\n", - " 0.019034\n", - " -0.027776\n", - " -0.227591\n", - " -0.018823\n", - " 0.024905\n", - " -0.061996\n", - " 0.328586\n", - " -0.052045\n", - " -0.230149\n", - " -0.143746\n", - " -0.108299\n", - " 0.012580\n", - " -0.020599\n", - " 0.010114\n", - " 0.141578\n", - " 0.119295\n", - " -0.092914\n", - " 0.151547\n", - " 0.296043\n", + " RoofMatl_code\n", + " 1.0\n", + " 8.086365e+09\n", + " 8.086365e+09\n", + " 7.993505\n", + " 4.761875e-03\n", " \n", " \n", - " Componente 14\n", - " -0.013946\n", - " -0.004534\n", - " 0.041182\n", - " -0.126095\n", - " -0.006101\n", - " -0.085937\n", - " 0.149698\n", - " -0.048371\n", - " 0.198035\n", - " 0.031213\n", - " 0.053970\n", - " -0.046093\n", - " 0.061078\n", - " 0.004403\n", - " 0.017236\n", - " 0.049164\n", - " -0.265695\n", - " -0.121731\n", - " 0.230143\n", - " -0.076258\n", - " -0.173896\n", - " -0.015259\n", - " 0.131993\n", - " -0.077729\n", - " -0.081401\n", - " -0.076127\n", - " 0.017215\n", - " -0.018282\n", - " -0.092674\n", - " 0.235440\n", - " -0.051764\n", - " -0.077406\n", - " -0.220561\n", - " 0.198892\n", - " 0.034370\n", - " -0.173052\n", - " 0.176622\n", - " -0.055196\n", - " 0.032920\n", - " 0.270237\n", - " 0.048419\n", - " -0.011838\n", - " 0.081570\n", - " 0.028335\n", - " 0.023135\n", - " -0.032470\n", - " 0.157053\n", - " -0.099237\n", - " 0.042150\n", - " 0.056594\n", - " -0.105687\n", - " -0.068838\n", - " 0.298127\n", - " -0.105439\n", - " 0.010588\n", - " 0.340935\n", - " 0.159814\n", - " 0.075239\n", - " -0.124251\n", - " -0.030104\n", - " -0.013468\n", - " 0.021510\n", - " -0.072010\n", - " -0.049993\n", - " -0.082521\n", - " 0.030778\n", - " -0.105458\n", - " -0.120101\n", - " -0.052397\n", - " -0.013311\n", - " 0.070059\n", - " 0.080485\n", + " Exterior1st_code\n", + " 1.0\n", + " 4.200389e+09\n", + " 4.200389e+09\n", + " 4.152154\n", + " 4.177078e-02\n", " \n", " \n", - " Componente 15\n", - " -0.009274\n", - " 0.119855\n", - " -0.070748\n", - " 0.060200\n", - " 0.058520\n", - " 0.066540\n", - " 0.162250\n", - " -0.045176\n", - " 0.049225\n", - " 0.024927\n", - " -0.003759\n", - " -0.021355\n", - " -0.044122\n", - " -0.093588\n", - " -0.061024\n", - " -0.015836\n", - " 0.033634\n", - " 0.036464\n", - " -0.034091\n", - " 0.092554\n", - " 0.204622\n", - " 0.028575\n", - " -0.189476\n", - " -0.064376\n", - " -0.045345\n", - " 0.072730\n", - " -0.071000\n", - " -0.052061\n", - " 0.027863\n", - " -0.185736\n", - " -0.087554\n", - " 0.321125\n", - " -0.151416\n", - " 0.197926\n", - " -0.172263\n", - " -0.267950\n", - " -0.092734\n", - " -0.069419\n", - " 0.109737\n", - " -0.115066\n", - " 0.045640\n", - " 0.138994\n", - " -0.102188\n", - " 0.236106\n", - " -0.001151\n", - " 0.028092\n", - " 0.194638\n", - " -0.142097\n", - " 0.117970\n", - " 0.087366\n", - " -0.226404\n", - " -0.013276\n", - " -0.077441\n", - " 0.069091\n", - " 0.048593\n", - " 0.088745\n", - " -0.039655\n", - " 0.016073\n", - " -0.050915\n", - " -0.241721\n", - " 0.009852\n", - " 0.056078\n", - " 0.160002\n", - " 0.081947\n", - " 0.194294\n", - " 0.036451\n", - " -0.086469\n", - " -0.082594\n", - " -0.127674\n", - " -0.138316\n", - " -0.120696\n", - " -0.148043\n", + " Exterior2nd_code\n", + " 1.0\n", + " 9.387931e+08\n", + " 9.387931e+08\n", + " 0.928012\n", + " 3.355476e-01\n", " \n", " \n", - " Componente 16\n", - " 0.023062\n", - " -0.015003\n", - " -0.025424\n", - " 0.015596\n", - " -0.024150\n", - " 0.051334\n", - " 0.025334\n", - " 0.020518\n", - " -0.128831\n", - " -0.022203\n", - " -0.048404\n", - " 0.030277\n", - " 0.017446\n", - " 0.106815\n", - " 0.046651\n", - " -0.024112\n", - " 0.067689\n", - " 0.042091\n", - " -0.051400\n", - " 0.009230\n", - " -0.018795\n", - " 0.046286\n", - " 0.026954\n", - " -0.027393\n", - " -0.053998\n", - " 0.024522\n", - " -0.220309\n", - " 0.026680\n", - " 0.149268\n", - " -0.023433\n", - " -0.076772\n", - " -0.103745\n", - " -0.458578\n", - " 0.469795\n", - " 0.099279\n", - " 0.093869\n", - " -0.045585\n", - " -0.062742\n", - " 0.239841\n", - " -0.121837\n", - " 0.071292\n", - " -0.145729\n", - " 0.071342\n", - " -0.278656\n", - " 0.027535\n", - " -0.053954\n", - " -0.027439\n", - " -0.055364\n", - " -0.023877\n", - " -0.013040\n", - " 0.023814\n", - " -0.051367\n", - " -0.158085\n", - " 0.067654\n", - " -0.017112\n", - " -0.069177\n", - " 0.107730\n", - " -0.035760\n", - " 0.090696\n", - " 0.063622\n", - " -0.090535\n", - " 0.015252\n", - " -0.027352\n", - " -0.035940\n", - " -0.247292\n", - " -0.031268\n", - " -0.068212\n", - " 0.137727\n", - " 0.102222\n", - " 0.033524\n", - " -0.134612\n", - " -0.140296\n", + " MasVnrType_code\n", + " 1.0\n", + " 3.216254e+10\n", + " 3.216254e+10\n", + " 31.793201\n", + " 2.074541e-08\n", " \n", " \n", - " Componente 17\n", - " 0.067939\n", - " 0.019776\n", - " 0.057071\n", - " -0.014514\n", - " -0.029384\n", - " -0.053565\n", - " -0.026351\n", - " -0.084186\n", - " 0.058486\n", - " 0.087480\n", - " 0.022093\n", - " -0.030224\n", - " 0.033044\n", - " -0.178733\n", - " -0.011323\n", - " 0.019184\n", - " -0.197519\n", - " -0.072385\n", - " 0.031720\n", - " -0.145919\n", - " -0.000204\n", - " -0.074470\n", - " 0.039982\n", - " 0.122087\n", - " 0.114907\n", - " 0.070370\n", - " -0.082138\n", - " 0.386772\n", - " -0.147276\n", - " -0.088337\n", - " 0.177578\n", - " 0.034935\n", - " -0.222323\n", - " 0.042893\n", - " 0.257777\n", - " 0.105438\n", - " -0.212816\n", - " 0.060946\n", - " 0.054559\n", - " -0.436654\n", - " -0.063874\n", - " -0.012914\n", - " -0.129458\n", - " 0.202918\n", - " 0.041158\n", - " 0.095215\n", - " -0.144219\n", - " 0.041047\n", - " -0.032121\n", - " -0.010139\n", - " 0.102505\n", - " 0.044092\n", - " 0.157374\n", - " -0.037031\n", - " -0.061359\n", - " 0.213433\n", - " -0.122451\n", - " 0.108764\n", - " -0.015760\n", - " 0.069561\n", - " 0.020803\n", - " -0.025241\n", - " -0.036317\n", - " 0.000923\n", - " 0.103018\n", - " -0.006401\n", - " 0.061754\n", - " -0.043830\n", - " 0.035220\n", - " 0.020470\n", - " 0.005439\n", - " -0.018174\n", + " ExterQual_code\n", + " 1.0\n", + " 8.370845e+10\n", + " 8.370845e+10\n", + " 82.747182\n", + " 3.140526e-19\n", " \n", " \n", - " Componente 18\n", - " 0.048556\n", - " 0.027780\n", - " -0.058400\n", - " -0.057722\n", - " 0.043611\n", - " 0.000512\n", - " -0.182674\n", - " 0.031865\n", - " -0.059750\n", - " 0.008730\n", - " 0.019951\n", - " 0.025970\n", - " -0.020960\n", - " 0.020284\n", - " 0.003570\n", - " 0.023632\n", - " -0.103056\n", - " 0.050063\n", - " 0.026559\n", - " -0.002758\n", - " 0.142974\n", - " 0.017124\n", - " 0.053773\n", - " -0.067371\n", - " -0.079871\n", - " -0.165777\n", - " 0.183652\n", - " -0.282360\n", - " -0.012348\n", - " 0.470286\n", - " 0.094924\n", - " 0.450328\n", - " -0.036307\n", - " 0.028654\n", - " 0.036020\n", - " -0.015112\n", - " -0.182695\n", - " 0.116348\n", - " 0.146096\n", - " -0.091166\n", - " -0.049367\n", - " -0.112465\n", - " 0.141192\n", - " 0.232470\n", - " 0.103208\n", - " -0.098199\n", - " -0.091225\n", - " 0.093539\n", - " 0.067593\n", - " 0.094413\n", - " 0.149693\n", - " 0.057842\n", - " -0.091827\n", - " 0.033599\n", - " 0.017496\n", - " 0.043789\n", - " 0.087110\n", - " -0.047900\n", - " 0.129401\n", - " 0.093180\n", - " 0.016540\n", - " -0.050153\n", - " -0.009531\n", - " 0.086029\n", - " -0.078368\n", - " -0.030648\n", - " -0.057344\n", - " 0.006603\n", - " 0.087382\n", - " 0.060995\n", - " -0.011646\n", - " 0.008467\n", + " ExterCond_code\n", + " 1.0\n", + " 4.779358e+08\n", + " 4.779358e+08\n", + " 0.472447\n", + " 4.919781e-01\n", " \n", " \n", - " Componente 19\n", - " 0.104706\n", - " 0.070180\n", - " 0.028338\n", - " 0.255308\n", - " -0.081336\n", - " 0.071434\n", - " 0.018157\n", - " -0.032236\n", - " 0.028725\n", - " 0.076474\n", - " 0.054074\n", - " 0.039759\n", - " -0.047066\n", - " -0.179625\n", - " -0.026469\n", - " 0.044028\n", - " -0.040994\n", - " 0.050756\n", - " -0.127527\n", - " 0.032876\n", - " 0.155989\n", - " 0.011480\n", - " -0.060239\n", - " 0.116164\n", - " 0.111909\n", - " -0.110105\n", - " 0.162210\n", - " -0.053187\n", - " 0.264516\n", - " 0.112359\n", - " -0.036610\n", - " -0.223517\n", - " 0.025397\n", - " 0.116726\n", - " 0.131206\n", - " -0.289911\n", - " 0.071532\n", - " 0.095553\n", - " 0.074470\n", - " -0.110262\n", - " -0.067186\n", - " -0.009607\n", - " 0.398809\n", - " -0.283601\n", - " 0.043004\n", - " 0.062933\n", - " -0.106089\n", - " -0.019061\n", - " 0.032756\n", - " 0.051520\n", - " -0.039136\n", - " 0.045826\n", - " -0.001658\n", - " -0.124370\n", - " 0.031278\n", - " 0.102962\n", - " -0.091993\n", - " -0.017364\n", - " -0.044188\n", - " 0.083306\n", - " 0.022150\n", - " -0.100918\n", - " 0.076629\n", - " 0.047460\n", - " 0.294788\n", - " 0.036662\n", - " 0.128714\n", - " -0.087834\n", - " -0.050880\n", - " -0.005587\n", - " 0.025220\n", - " 0.101141\n", + " Foundation_code\n", + " 1.0\n", + " 2.388951e+09\n", + " 2.388951e+09\n", + " 2.361518\n", + " 1.245889e-01\n", " \n", " \n", - " Componente 20\n", - " 0.008160\n", - " -0.083518\n", - " 0.029419\n", - " 0.034783\n", - " -0.007129\n", - " 0.023151\n", - " -0.059930\n", - " 0.064095\n", - " 0.076256\n", - " -0.079209\n", - " 0.014897\n", - " -0.003191\n", - " 0.055998\n", - " -0.106780\n", - " 0.034291\n", - " 0.027375\n", - " 0.041730\n", - " 0.017771\n", - " -0.003463\n", - " 0.029755\n", - " 0.007268\n", - " 0.061546\n", - " 0.005794\n", - " -0.045954\n", - " -0.063755\n", - " -0.180821\n", - " -0.066050\n", - " 0.177601\n", - " 0.426909\n", - " -0.092409\n", - " -0.016365\n", - " 0.076283\n", - " 0.226128\n", - " -0.189837\n", - " 0.148711\n", - " 0.116276\n", - " -0.131762\n", - " -0.255290\n", - " 0.168178\n", - " 0.136743\n", - " 0.021309\n", - " -0.190767\n", - " 0.179755\n", - " 0.201348\n", - " -0.005870\n", - " 0.007674\n", - " -0.010551\n", - " -0.354146\n", - " -0.038539\n", - " -0.019491\n", - " 0.081890\n", - " -0.023562\n", - " 0.157765\n", - " 0.012145\n", - " -0.005665\n", - " 0.140159\n", - " -0.000516\n", - " -0.066299\n", - " -0.058124\n", - " -0.068982\n", - " -0.127653\n", - " 0.023990\n", - " -0.137544\n", - " -0.079040\n", - " -0.018790\n", - " 0.019732\n", - " -0.036328\n", - " 0.035577\n", - " 0.060773\n", - " -0.044976\n", - " -0.237032\n", - " -0.118504\n", + " BsmtQual_code\n", + " 1.0\n", + " 2.602048e+10\n", + " 2.602048e+10\n", + " 25.721673\n", + " 4.476289e-07\n", " \n", " \n", - " Componente 21\n", - " -0.051724\n", - " 0.063121\n", - " -0.016289\n", - " 0.057475\n", - " 0.025662\n", - " 0.044874\n", - " -0.044503\n", - " 0.019813\n", - " 0.035857\n", - " -0.005505\n", - " 0.028238\n", - " 0.019416\n", - " -0.018003\n", - " -0.160640\n", - " -0.015536\n", - " -0.030833\n", - " 0.332220\n", - " 0.060499\n", - " -0.007845\n", - " 0.087281\n", - " 0.194729\n", - " 0.048298\n", - " -0.009819\n", - " -0.013242\n", - " -0.040572\n", - " 0.026170\n", - " -0.019572\n", - " -0.160503\n", - " -0.038181\n", - " 0.093289\n", - " -0.275539\n", - " -0.172543\n", - " 0.035739\n", - " 0.157798\n", - " -0.015076\n", - " 0.274685\n", - " 0.004772\n", - " 0.022863\n", - " 0.343422\n", - " 0.107224\n", - " 0.090323\n", - " 0.154024\n", - " -0.333058\n", - " 0.088356\n", - " -0.043472\n", - " -0.003585\n", - " -0.167477\n", - " 0.036529\n", - " 0.006277\n", - " 0.032205\n", - " 0.141046\n", - " 0.094165\n", - " 0.229506\n", - " 0.023952\n", - " -0.004161\n", - " 0.187092\n", - " -0.044875\n", - " -0.079307\n", - " 0.003280\n", - " 0.120157\n", - " -0.071209\n", - " 0.015727\n", - " -0.109014\n", - " -0.010907\n", - " 0.096334\n", - " -0.013389\n", - " 0.015435\n", - " -0.145874\n", - " -0.058312\n", - " 0.000395\n", - " 0.167585\n", - " 0.118208\n", + " BsmtCond_code\n", + " 1.0\n", + " 2.276139e+09\n", + " 2.276139e+09\n", + " 2.250001\n", + " 1.338416e-01\n", + " \n", + " \n", + " BsmtExposure_code\n", + " 1.0\n", + " 2.524413e+10\n", + " 2.524413e+10\n", + " 24.954236\n", + " 6.616080e-07\n", + " \n", + " \n", + " BsmtFinType1_code\n", + " 1.0\n", + " 2.676871e+09\n", + " 2.676871e+09\n", + " 2.646132\n", + " 1.040290e-01\n", + " \n", + " \n", + " BsmtFinType2_code\n", + " 1.0\n", + " 5.101098e+08\n", + " 5.101098e+08\n", + " 0.504252\n", + " 4.777570e-01\n", " \n", " \n", - " Componente 22\n", - " -0.030214\n", - " 0.082933\n", - " -0.001133\n", - " -0.002335\n", - " 0.041091\n", - " -0.010572\n", - " -0.035892\n", - " 0.007856\n", - " 0.012055\n", - " 0.052769\n", - " 0.065749\n", - " 0.001743\n", - " 0.002577\n", - " 0.156894\n", - " 0.017940\n", - " -0.099022\n", - " 0.218891\n", - " 0.061058\n", - " -0.034762\n", - " 0.047973\n", - " -0.081190\n", - " -0.031749\n", - " -0.082607\n", - " -0.060076\n", - " -0.020553\n", - " -0.076069\n", - " 0.074419\n", - " 0.035136\n", - " 0.209079\n", - " -0.103911\n", - " 0.506264\n", - " 0.043060\n", - " -0.298770\n", - " -0.010652\n", - " -0.145150\n", - " -0.064978\n", - " 0.205472\n", - " 0.001188\n", - " -0.073037\n", - " 0.182204\n", - " 0.014563\n", - " -0.121853\n", - " -0.098260\n", - " 0.144012\n", - " -0.016153\n", - " -0.056325\n", - " -0.188499\n", - " 0.003087\n", - " -0.051107\n", - " -0.066954\n", - " -0.104927\n", - " -0.010310\n", - " -0.050188\n", - " 0.100065\n", - " 0.066928\n", - " 0.165513\n", - " -0.027001\n", - " -0.030287\n", - " -0.041145\n", - " 0.235350\n", - " -0.103763\n", - " -0.076237\n", - " -0.056479\n", - " -0.049723\n", - " 0.259265\n", - " -0.052964\n", - " 0.002441\n", - " 0.045631\n", - " 0.081341\n", - " 0.030162\n", - " 0.206679\n", - " -0.049214\n", + " Heating_code\n", + " 1.0\n", + " 2.311556e+07\n", + " 2.311556e+07\n", + " 0.022850\n", + " 8.798695e-01\n", " \n", " \n", - " Componente 23\n", - " 0.056594\n", - " -0.018422\n", - " 0.009372\n", - " -0.051006\n", - " -0.013574\n", - " -0.016028\n", - " 0.128761\n", - " -0.007459\n", - " 0.047228\n", - " -0.032387\n", - " -0.023009\n", - " -0.006824\n", - " -0.006540\n", - " 0.323507\n", - " 0.019481\n", - " 0.006436\n", - " -0.024244\n", - " -0.022918\n", - " 0.079771\n", - " -0.127630\n", - " 0.028088\n", - " -0.072944\n", - " -0.029922\n", - " 0.032229\n", - " 0.021241\n", - " -0.071537\n", - " 0.026397\n", - " -0.020102\n", - " 0.529196\n", - " -0.025445\n", - " -0.176013\n", - " -0.035250\n", - " 0.052369\n", - " -0.013194\n", - " -0.049163\n", - " 0.124661\n", - " -0.147234\n", - " -0.048139\n", - " -0.200656\n", - " -0.300543\n", - " 0.015302\n", - " 0.228387\n", - " -0.075415\n", - " 0.076209\n", - " 0.129754\n", - " -0.107448\n", - " 0.032611\n", - " 0.229707\n", - " 0.083386\n", - " 0.100774\n", - " -0.175015\n", - " -0.015832\n", - " 0.106940\n", - " 0.017219\n", - " 0.004569\n", - " 0.073800\n", - " 0.230347\n", - " -0.048390\n", - " -0.048574\n", - " 0.068581\n", - " -0.036647\n", - " -0.005518\n", - " 0.003610\n", - " 0.025289\n", - " -0.085091\n", - " 0.061718\n", - " 0.088505\n", - " -0.068147\n", - " -0.010238\n", - " 0.081110\n", - " 0.186566\n", - " 0.007845\n", + " HeatingQC_code\n", + " 1.0\n", + " 2.502130e+09\n", + " 2.502130e+09\n", + " 2.473397\n", + " 1.160152e-01\n", " \n", " \n", - " Componente 24\n", - " -0.041084\n", - " 0.086907\n", - " -0.001940\n", - " -0.002965\n", - " -0.004029\n", - " 0.007401\n", - " -0.021443\n", - " -0.011757\n", - " 0.032188\n", - " 0.031306\n", - " 0.031145\n", - " 0.018717\n", - " 0.056392\n", - " -0.194514\n", - " 0.042617\n", - " 0.105667\n", - " -0.157262\n", - " 0.034479\n", - " 0.102279\n", - " -0.053284\n", - " -0.054133\n", - " -0.001109\n", - " -0.041654\n", - " -0.005710\n", - " 0.020769\n", - " 0.132780\n", - " 0.147808\n", - " -0.076921\n", - " 0.078113\n", - " -0.220796\n", - " -0.199382\n", - " -0.111316\n", - " 0.121967\n", - " 0.225382\n", - " 0.036570\n", - " 0.036936\n", - " 0.148054\n", - " 0.153327\n", - " -0.166995\n", - " 0.172748\n", - " 0.070203\n", - " -0.171724\n", - " -0.025327\n", - " 0.329139\n", - " -0.035998\n", - " -0.017051\n", - " -0.241141\n", - " 0.284593\n", - " -0.012188\n", - " -0.015232\n", - " -0.055645\n", - " 0.004176\n", - " -0.193613\n", - " -0.113157\n", - " 0.033438\n", - " 0.079328\n", - " 0.084997\n", - " -0.001779\n", - " 0.059815\n", - " 0.143090\n", - " -0.030938\n", - " -0.062875\n", - " 0.097607\n", - " -0.018909\n", - " -0.055078\n", - " 0.019719\n", - " 0.014290\n", - " -0.048469\n", - " 0.033436\n", - " 0.056822\n", - " -0.348450\n", - " -0.203312\n", + " CentralAir_code\n", + " 1.0\n", + " 4.767572e+08\n", + " 4.767572e+08\n", + " 0.471282\n", + " 4.925124e-01\n", " \n", " \n", - " Componente 25\n", - " -0.035532\n", - " -0.035357\n", - " -0.045755\n", - " -0.001789\n", - " -0.014024\n", - " 0.027589\n", - " 0.031543\n", - " 0.041064\n", - " -0.124401\n", - " -0.024386\n", - " -0.027615\n", - " 0.002921\n", - " -0.012438\n", - " -0.005466\n", - " -0.008689\n", - " -0.102576\n", - " 0.263592\n", - " -0.047529\n", - " -0.007740\n", - " -0.049713\n", - " -0.053114\n", - " -0.001887\n", - " -0.181233\n", - " 0.120986\n", - " 0.159974\n", - " 0.153564\n", - " 0.014822\n", - " -0.015396\n", - " 0.037393\n", - " -0.175236\n", - " 0.143033\n", - " 0.114241\n", - " -0.150603\n", - " -0.088939\n", - " 0.024630\n", - " -0.042592\n", - " 0.091554\n", - " 0.074416\n", - " 0.197656\n", - " 0.134181\n", - " -0.024297\n", - " 0.166717\n", - " 0.364815\n", - " 0.170529\n", - " -0.060450\n", - " 0.153600\n", - " 0.103797\n", - " 0.206551\n", - " 0.046866\n", - " 0.007067\n", - " 0.121236\n", - " 0.004614\n", - " 0.193416\n", - " -0.096819\n", - " -0.068309\n", - " 0.098331\n", - " -0.019387\n", - " -0.015982\n", - " 0.096564\n", - " -0.049642\n", - " 0.075749\n", - " -0.053734\n", - " 0.083014\n", - " 0.012775\n", - " -0.418275\n", - " 0.144502\n", - " 0.170707\n", - " -0.088550\n", - " -0.079346\n", - " 0.046340\n", - " 0.016534\n", - " 0.036629\n", + " Electrical_code\n", + " 1.0\n", + " 1.255005e+09\n", + " 1.255005e+09\n", + " 1.240594\n", + " 2.655494e-01\n", " \n", " \n", - " Componente 26\n", - " 0.056249\n", - " 0.137382\n", - " 0.026528\n", - " -0.044330\n", - " -0.029862\n", - " 0.019529\n", - " -0.112873\n", - " 0.001848\n", - " -0.013456\n", - " -0.012877\n", - " -0.015997\n", - " 0.005155\n", - " 0.049409\n", - " -0.346252\n", - " 0.012799\n", - " -0.079789\n", - " 0.242272\n", - " 0.035820\n", - " 0.017466\n", - " -0.070125\n", - " -0.029099\n", - " -0.045530\n", - " 0.220290\n", - " -0.052326\n", - " -0.076393\n", - " -0.062603\n", - " -0.055858\n", - " 0.221551\n", - " 0.179190\n", - " 0.034232\n", - " 0.094969\n", - " 0.290998\n", - " 0.180885\n", - " 0.124314\n", - " -0.131340\n", - " -0.085068\n", - " 0.196410\n", - " 0.250934\n", - " -0.226805\n", - " -0.081939\n", - " 0.042841\n", - " 0.042265\n", - " -0.169348\n", - " -0.314097\n", - " 0.039150\n", - " 0.024764\n", - " 0.132015\n", - " -0.009541\n", - " 0.076032\n", - " 0.067845\n", - " 0.101128\n", - " 0.007537\n", - " 0.109516\n", - " -0.021004\n", - " -0.025857\n", - " 0.112964\n", - " 0.040327\n", - " 0.015482\n", - " 0.010066\n", - " 0.088928\n", - " -0.067087\n", - " 0.047737\n", - " 0.051526\n", - " 0.062157\n", - " -0.198920\n", - " -0.113710\n", - " -0.031175\n", - " -0.066529\n", - " -0.027301\n", - " -0.036986\n", - " -0.085972\n", - " -0.058061\n", + " KitchenQual_code\n", + " 1.0\n", + " 4.216622e+10\n", + " 4.216622e+10\n", + " 41.682004\n", + " 1.480742e-10\n", " \n", " \n", - " Componente 27\n", - " 0.098248\n", - " 0.171147\n", - " -0.028143\n", - " -0.049166\n", - " -0.009549\n", - " 0.031430\n", - " 0.025373\n", - " 0.049402\n", - " -0.014071\n", - " 0.043678\n", - " 0.090179\n", - " 0.029110\n", - " -0.027075\n", - " 0.047530\n", - " 0.003322\n", - " -0.012943\n", - " 0.157774\n", - " 0.094459\n", - " -0.057912\n", - " 0.005264\n", - " -0.132003\n", - " -0.043842\n", - " 0.137232\n", - " -0.088483\n", - " -0.093196\n", - " -0.042469\n", - " 0.263108\n", - " 0.105274\n", - " -0.214292\n", - " -0.194824\n", - " -0.205351\n", - " -0.115355\n", - " -0.087133\n", - " -0.264493\n", - " -0.016594\n", - " -0.193014\n", - " -0.102056\n", - " 0.100275\n", - " 0.081865\n", - " -0.133476\n", - " -0.002941\n", - " 0.103515\n", - " 0.035384\n", - " 0.069451\n", - " 0.132550\n", - " -0.082837\n", - " -0.213488\n", - " -0.380669\n", - " 0.014120\n", - " -0.010424\n", - " -0.132563\n", - " 0.045986\n", - " -0.124987\n", - " -0.149395\n", - " 0.042709\n", - " 0.080932\n", - " 0.154770\n", - " -0.070157\n", - " 0.062997\n", - " 0.139634\n", - " -0.150372\n", - " -0.003874\n", - " 0.100794\n", - " 0.084398\n", - " -0.244593\n", - " -0.005096\n", - " -0.072536\n", - " -0.029246\n", - " 0.029577\n", - " 0.033785\n", - " 0.052360\n", - " 0.070700\n", + " Functional_code\n", + " 1.0\n", + " 1.560354e+10\n", + " 1.560354e+10\n", + " 15.424355\n", + " 9.008885e-05\n", " \n", " \n", - " Componente 28\n", - " -0.064921\n", - " 0.028349\n", - " -0.060320\n", - " -0.117709\n", - " 0.042565\n", - " 0.009889\n", - " 0.035362\n", - " -0.003978\n", - " -0.005896\n", - " -0.005448\n", - " -0.011792\n", - " 0.015897\n", - " 0.005322\n", - " -0.161741\n", - " 0.001151\n", - " 0.069357\n", - " -0.087644\n", - " -0.000303\n", - " -0.002169\n", - " 0.032153\n", - " -0.025010\n", - " 0.009776\n", - " -0.030637\n", - " 0.120017\n", - " 0.158663\n", - " -0.446025\n", - " 0.051577\n", - " -0.024256\n", - " 0.202961\n", - " 0.173052\n", - " -0.049790\n", - " -0.117674\n", - " -0.282985\n", - " -0.162236\n", - " -0.002643\n", - " -0.009276\n", - " 0.192205\n", - " 0.053382\n", - " -0.013231\n", - " -0.066807\n", - " 0.104033\n", - " -0.108244\n", - " -0.254185\n", - " 0.120109\n", - " -0.106068\n", - " 0.133320\n", - " -0.087319\n", - " -0.057787\n", - " -0.078401\n", - " -0.047302\n", - " 0.000541\n", - " 0.017138\n", - " -0.131436\n", - " 0.072486\n", - " -0.049441\n", - " -0.192874\n", - " -0.168058\n", - " 0.021828\n", - " -0.023666\n", - " -0.218097\n", - " -0.036033\n", - " 0.150567\n", - " 0.124384\n", - " 0.050401\n", - " -0.224838\n", - " 0.050863\n", - " 0.114163\n", - " -0.136027\n", - " -0.174116\n", - " -0.021882\n", - " 0.007485\n", - " 0.074488\n", + " GarageType_code\n", + " 1.0\n", + " 4.278031e+09\n", + " 4.278031e+09\n", + " 4.228904\n", + " 3.992756e-02\n", " \n", " \n", - " Componente 29\n", - " -0.048164\n", - " -0.014522\n", - " -0.018982\n", - " -0.025035\n", - " 0.014651\n", - " -0.030637\n", - " 0.012315\n", - " 0.008569\n", - " -0.037087\n", - " -0.047051\n", - " -0.052118\n", - " -0.090134\n", - " 0.037424\n", - " 0.439701\n", - " 0.005464\n", - " 0.001710\n", - " 0.084864\n", - " -0.031609\n", - " -0.036876\n", - " 0.089379\n", - " -0.066520\n", - " 0.076746\n", - " -0.137059\n", - " 0.088909\n", - " 0.115343\n", - " 0.006004\n", - " -0.228859\n", - " -0.089631\n", - " -0.044653\n", - " 0.077435\n", - " -0.110473\n", - " 0.055899\n", - " 0.206250\n", - " 0.049317\n", - " 0.120717\n", - " -0.307862\n", - " 0.065197\n", - " 0.196526\n", - " -0.025769\n", - " -0.157201\n", - " -0.065000\n", - " -0.223849\n", - " -0.189379\n", - " 0.020463\n", - " -0.115124\n", - " 0.002575\n", - " 0.026604\n", - " -0.140203\n", - " -0.056111\n", - " -0.057060\n", - " 0.098007\n", - " -0.089288\n", - " 0.105613\n", - " -0.020091\n", - " 0.020896\n", - " 0.184439\n", - " -0.216731\n", - " -0.038568\n", - " -0.021571\n", - " 0.182222\n", - " -0.093496\n", - " -0.017590\n", - " 0.091599\n", - " -0.056231\n", - " -0.024087\n", - " 0.137334\n", - " -0.030584\n", - " -0.076304\n", - " -0.050259\n", - " 0.228024\n", - " -0.176141\n", - " 0.054720\n", + " GarageFinish_code\n", + " 1.0\n", + " 2.738186e+09\n", + " 2.738186e+09\n", + " 2.706742\n", + " 1.001511e-01\n", " \n", " \n", - " Componente 30\n", - " -0.032925\n", - " 0.028615\n", - " 0.039511\n", - " 0.071257\n", - " -0.014408\n", - " 0.064818\n", - " 0.063610\n", - " -0.014554\n", - " 0.015046\n", - " -0.000650\n", - " -0.010254\n", - " 0.001714\n", - " -0.032142\n", - " 0.145416\n", - " -0.011985\n", - " 0.012272\n", - " -0.050999\n", - " 0.072577\n", - " -0.085948\n", - " 0.018842\n", - " 0.013831\n", - " 0.020149\n", - " -0.119394\n", - " 0.011484\n", - " -0.005595\n", - " -0.287259\n", - " -0.011020\n", - " 0.333264\n", - " -0.212160\n", - " 0.061934\n", - " -0.311394\n", - " 0.294884\n", - " -0.125054\n", - " -0.126950\n", - " -0.066704\n", - " 0.285413\n", - " 0.031342\n", - " -0.008500\n", - " -0.045628\n", - " 0.149420\n", - " 0.180232\n", - " -0.003728\n", - " 0.196294\n", - " -0.165772\n", - " -0.065366\n", - " 0.007410\n", - " -0.029792\n", - " 0.208633\n", - " -0.031146\n", - " -0.035648\n", - " -0.162790\n", - " 0.033961\n", - " 0.109926\n", - " 0.052307\n", - " 0.010104\n", - " 0.107173\n", - " -0.139285\n", - " -0.071613\n", - " -0.003340\n", - " 0.187829\n", - " -0.099557\n", - " -0.035654\n", - " 0.251520\n", - " 0.014475\n", - " 0.104363\n", - " -0.002441\n", - " -0.008716\n", - " 0.021189\n", - " -0.015072\n", - " -0.024022\n", - " -0.061608\n", - " -0.075527\n", + " GarageQual_code\n", + " 1.0\n", + " 2.281536e+08\n", + " 2.281536e+08\n", + " 0.225534\n", + " 6.349302e-01\n", " \n", " \n", - " Componente 31\n", - " 0.014408\n", - " 0.117920\n", - " 0.014475\n", - " 0.024164\n", - " -0.025174\n", - " -0.011778\n", - " -0.012602\n", - " -0.069388\n", - " -0.036649\n", - " 0.003449\n", - " -0.082142\n", - " -0.026307\n", - " 0.020550\n", - " 0.133941\n", - " 0.010111\n", - " 0.118064\n", - " -0.400793\n", - " 0.036085\n", - " -0.090427\n", - " -0.040726\n", - " -0.060848\n", - " -0.000700\n", - " 0.052252\n", - " 0.024793\n", - " 0.027485\n", - " 0.269259\n", - " 0.002090\n", - " 0.013805\n", - " 0.203004\n", - " -0.118199\n", - " -0.062445\n", - " 0.266132\n", - " 0.065796\n", - " -0.181340\n", - " 0.062657\n", - " -0.071290\n", - " 0.200167\n", - " 0.177224\n", - " 0.427589\n", - " 0.120872\n", - " 0.001585\n", - " 0.108055\n", - " -0.122311\n", - " -0.173064\n", - " -0.026716\n", - " 0.009041\n", - " -0.106125\n", - " 0.054654\n", - " -0.063532\n", - " -0.044417\n", - " -0.084317\n", - " 0.066233\n", - " -0.084041\n", - " 0.071242\n", - " -0.007361\n", - " 0.021613\n", - " -0.051551\n", - " 0.052854\n", - " 0.000123\n", - " -0.004734\n", - " -0.132305\n", - " 0.139947\n", - " -0.220365\n", - " 0.056884\n", - " -0.040274\n", - " -0.148866\n", - " 0.056558\n", - " -0.034504\n", - " 0.005857\n", - " -0.078003\n", - " 0.101585\n", - " 0.007869\n", + " GarageCond_code\n", + " 1.0\n", + " 1.298929e+08\n", + " 1.298929e+08\n", + " 0.128401\n", + " 7.201499e-01\n", " \n", " \n", - " Componente 32\n", - " -0.057258\n", - " 0.033911\n", - " -0.024961\n", - " 0.065881\n", - " 0.017692\n", - " 0.127303\n", - " 0.104219\n", - " -0.041579\n", - " -0.003378\n", - " -0.027161\n", - " -0.071827\n", - " -0.010340\n", - " -0.034695\n", - " -0.108767\n", - " -0.046493\n", - " 0.008461\n", - " -0.216512\n", - " 0.066183\n", - " -0.105201\n", - " -0.037135\n", - " 0.004419\n", - " -0.076443\n", - " -0.037348\n", - " 0.063282\n", - " 0.051952\n", - " -0.020398\n", - " -0.187911\n", - " -0.187836\n", - " -0.080037\n", - " 0.126295\n", - " 0.379451\n", - " -0.077643\n", - " 0.261893\n", - " 0.048118\n", - " -0.020458\n", - " 0.178786\n", - " -0.094763\n", - " -0.163243\n", - " 0.086611\n", - " 0.023885\n", - " 0.098334\n", - " 0.162996\n", - " -0.058876\n", - " -0.055725\n", - " -0.061659\n", - " 0.056140\n", - " -0.035849\n", - " -0.208674\n", - " 0.001582\n", - " 0.004649\n", - " -0.235628\n", - " 0.021030\n", - " -0.098984\n", - " 0.014101\n", - " 0.007095\n", - " 0.124530\n", - " 0.071932\n", - " 0.091665\n", - " -0.007339\n", - " 0.281282\n", - " -0.077198\n", - " -0.061709\n", - " 0.312922\n", - " -0.059384\n", - " -0.230945\n", - " 0.063253\n", - " 0.111761\n", - " -0.081535\n", - " -0.044945\n", - " 0.009037\n", - " 0.026770\n", - " -0.113119\n", + " PavedDrive_code\n", + " 1.0\n", + " 1.139098e+09\n", + " 1.139098e+09\n", + " 1.126018\n", + " 2.888109e-01\n", " \n", " \n", - " Componente 33\n", - " -0.011653\n", - " -0.108915\n", - " -0.025168\n", - " -0.117921\n", - " 0.009814\n", - " 0.025315\n", - " 0.000544\n", - " -0.027126\n", - " 0.000470\n", - " 0.067542\n", - " 0.039999\n", - " 0.040693\n", - " -0.059914\n", - " 0.076648\n", - " -0.012742\n", - " 0.097365\n", - " 0.010345\n", - " -0.017930\n", - " -0.102729\n", - " 0.033153\n", - " 0.038865\n", - " -0.016289\n", - " -0.065884\n", - " -0.103923\n", - " -0.075644\n", - " -0.228612\n", - " 0.254350\n", - " 0.218843\n", - " -0.081697\n", - " -0.115003\n", - " 0.049803\n", - " -0.049264\n", - " 0.367568\n", - " 0.328520\n", - " -0.042900\n", - " -0.046971\n", - " 0.033868\n", - " 0.021805\n", - " 0.203454\n", - " -0.113341\n", - " 0.021890\n", - " -0.185350\n", - " -0.015892\n", - " 0.041687\n", - " -0.047833\n", - " 0.193708\n", - " 0.041801\n", - " 0.146238\n", - " 0.005901\n", - " -0.033879\n", - " -0.141087\n", - " -0.079072\n", - " -0.060981\n", - " 0.081582\n", - " 0.091673\n", - " 0.136094\n", - " -0.090633\n", - " 0.010932\n", - " 0.036944\n", - " -0.200117\n", - " 0.014774\n", - " -0.081004\n", - " -0.029769\n", - " -0.080972\n", - " -0.205772\n", - " 0.013051\n", - " -0.018624\n", - " 0.185946\n", - " 0.091978\n", - " -0.073608\n", - " 0.306023\n", - " 0.066397\n", + " SaleType_code\n", + " 1.0\n", + " 2.008634e+08\n", + " 2.008634e+08\n", + " 0.198557\n", + " 6.559577e-01\n", " \n", " \n", - " Componente 34\n", - " 0.000014\n", - " -0.125873\n", - " 0.030052\n", - " -0.162636\n", - " -0.012818\n", - " -0.079663\n", - " -0.008109\n", - " -0.009186\n", - " -0.078818\n", - " 0.019963\n", - " -0.018426\n", - " -0.004311\n", - " -0.035799\n", - " 0.088791\n", - " -0.024694\n", - " -0.019938\n", - " 0.035332\n", - " 0.121150\n", - " -0.097392\n", - " 0.012928\n", - " -0.073620\n", - " -0.035614\n", - " 0.198324\n", - " 0.028655\n", - " 0.020141\n", - " 0.070820\n", - " -0.265638\n", - " 0.329571\n", - " 0.162839\n", - " 0.225273\n", - " -0.052898\n", - " -0.033708\n", - " 0.052845\n", - " 0.192857\n", - " -0.077716\n", - " -0.166215\n", - " -0.263511\n", - " 0.045860\n", - " -0.024935\n", - " 0.344161\n", - " -0.159027\n", - " 0.183428\n", - " 0.030005\n", - " 0.161974\n", - " -0.041880\n", - " 0.071932\n", - " -0.291370\n", - " -0.007441\n", - " 0.041331\n", - " 0.035469\n", - " -0.067779\n", - " 0.033621\n", - " -0.101144\n", - " -0.098318\n", - " -0.040134\n", - " -0.109989\n", - " -0.144982\n", - " -0.027510\n", - " 0.058123\n", - " -0.062724\n", - " 0.132311\n", - " -0.066221\n", - " 0.127891\n", - " 0.067954\n", - " 0.012185\n", - " -0.115507\n", - " -0.063660\n", - " -0.089794\n", - " -0.068547\n", - " -0.009505\n", - " 0.073557\n", - " 0.050094\n", + " SaleCondition_code\n", + " 1.0\n", + " 8.802207e+09\n", + " 8.802207e+09\n", + " 8.701127\n", + " 3.233374e-03\n", " \n", " \n", - " Componente 35\n", - " 0.054060\n", - " -0.012922\n", - " -0.021449\n", - " -0.070195\n", - " -0.024055\n", - " -0.050462\n", - " -0.113321\n", - " -0.068070\n", - " 0.056834\n", - " 0.073142\n", - " 0.023799\n", - " -0.007053\n", - " -0.064862\n", - " 0.188805\n", - " -0.041600\n", - " -0.015193\n", - " 0.012699\n", - " -0.114926\n", - " 0.071973\n", - " -0.032886\n", - " -0.104995\n", - " -0.014012\n", - " 0.068257\n", - " 0.017514\n", - " 0.019759\n", - " 0.120288\n", - " 0.316890\n", - " -0.151723\n", - " 0.192556\n", - " -0.029418\n", - " -0.046031\n", - " -0.009723\n", - " -0.105190\n", - " 0.026772\n", - " 0.017725\n", - " 0.229191\n", - " -0.048915\n", - " -0.078852\n", - " -0.022464\n", - " 0.047146\n", - " -0.092454\n", - " 0.034243\n", - " -0.139836\n", - " -0.091259\n", - " -0.047791\n", - " 0.175407\n", - " 0.170415\n", - " -0.166096\n", - " 0.045382\n", - " 0.005153\n", - " 0.059499\n", - " 0.087144\n", - " -0.046595\n", - " -0.048517\n", - " 0.048462\n", - " 0.162775\n", - " -0.326247\n", - " 0.087643\n", - " 0.039228\n", - " 0.106511\n", - " 0.192604\n", - " -0.178301\n", - " 0.230283\n", - " 0.146393\n", - " -0.037917\n", - " -0.121634\n", - " -0.060993\n", - " 0.086830\n", - " 0.088165\n", - " -0.314778\n", - " -0.188623\n", - " 0.124595\n", + " Residual\n", + " 1389.0\n", + " 1.405136e+12\n", + " 1.011617e+09\n", + " NaN\n", + " NaN\n", " \n", " \n", "\n", - "" + "" + ], + "text/plain": [ + " df sum_sq mean_sq F \\\n", + "MSSubClass 1.0 6.541130e+10 6.541130e+10 64.660153 \n", + "LotArea 1.0 5.966856e+11 5.966856e+11 589.833550 \n", + "OverallQual 1.0 5.467491e+12 5.467491e+12 5404.704903 \n", + "OverallCond 1.0 1.060528e+09 1.060528e+09 1.048350 \n", + "YearBuilt 1.0 9.261872e+10 9.261872e+10 91.555138 \n", + "YearRemodAdd 1.0 2.957231e+10 2.957231e+10 29.232721 \n", + "MasVnrArea 1.0 2.175227e+11 2.175227e+11 215.024790 \n", + "BsmtFinSF1 1.0 1.669333e+11 1.669333e+11 165.016330 \n", + "BsmtFinSF2 1.0 8.697119e+09 8.697119e+09 8.597246 \n", + "BsmtUnfSF 1.0 6.149832e+10 6.149832e+10 60.792103 \n", + "TotalBsmtSF 1.0 8.253153e+09 8.253153e+09 8.158378 \n", + "FirstFlrSF 1.0 1.143795e+11 1.143795e+11 113.066021 \n", + "SecondFlrSF 1.0 4.821203e+11 4.821203e+11 476.583913 \n", + "LowQualFinSF 1.0 2.941817e+09 2.941817e+09 2.908035 \n", + "GrLivArea 1.0 2.199778e+09 2.199778e+09 2.174517 \n", + "BsmtFullBath 1.0 1.938811e+10 1.938811e+10 19.165468 \n", + "BsmtHalfBath 1.0 8.808509e+07 8.808509e+07 0.087074 \n", + "FullBath 1.0 6.637691e+08 6.637691e+08 0.656147 \n", + "HalfBath 1.0 2.156144e+07 2.156144e+07 0.021314 \n", + "BedroomAbvGr 1.0 4.333918e+10 4.333918e+10 42.841493 \n", + "KitchenAbvGr 1.0 3.146973e+09 3.146973e+09 3.110835 \n", + "TotRmsAbvGrd 1.0 2.792980e+10 2.792980e+10 27.609066 \n", + "Fireplaces 1.0 7.733281e+09 7.733281e+09 7.644476 \n", + "GarageCars 1.0 4.930751e+10 4.930751e+10 48.741289 \n", + "GarageArea 1.0 7.778404e+07 7.778404e+07 0.076891 \n", + "WoodDeckSF 1.0 9.632329e+09 9.632329e+09 9.521716 \n", + "OpenPorchSF 1.0 1.370906e+06 1.370906e+06 0.001355 \n", + "EnclosedPorch 1.0 8.669783e+07 8.669783e+07 0.085702 \n", + "ThirdSsnPorch 1.0 5.460266e+08 5.460266e+08 0.539756 \n", + "ScreenPorch 1.0 1.279020e+10 1.279020e+10 12.643319 \n", + "PoolArea 1.0 2.116882e+09 2.116882e+09 2.092573 \n", + "MiscVal 1.0 1.651572e+08 1.651572e+08 0.163261 \n", + "MoSold 1.0 1.178538e+06 1.178538e+06 0.001165 \n", + "YrSold 1.0 1.451158e+09 1.451158e+09 1.434494 \n", + "MSZoning_code 1.0 3.477323e+09 3.477323e+09 3.437391 \n", + "Street_code 1.0 1.880317e+09 1.880317e+09 1.858724 \n", + "LotShape_code 1.0 2.452206e+09 2.452206e+09 2.424046 \n", + "LandContour_code 1.0 6.265075e+08 6.265075e+08 0.619313 \n", + "Utilities_code 1.0 3.079315e+09 3.079315e+09 3.043954 \n", + "LotConfig_code 1.0 1.190115e+08 1.190115e+08 0.117645 \n", + "LandSlope_code 1.0 5.942741e+09 5.942741e+09 5.874497 \n", + "Neighborhood_code 1.0 1.001276e+10 1.001276e+10 9.897776 \n", + "Condition1_code 1.0 5.970311e+08 5.970311e+08 0.590175 \n", + "Condition2_code 1.0 4.657970e+09 4.657970e+09 4.604480 \n", + "BldgType_code 1.0 1.551954e+09 1.551954e+09 1.534132 \n", + "HouseStyle_code 1.0 5.700016e+09 5.700016e+09 5.634560 \n", + "RoofStyle_code 1.0 5.247588e+09 5.247588e+09 5.187328 \n", + "RoofMatl_code 1.0 8.086365e+09 8.086365e+09 7.993505 \n", + "Exterior1st_code 1.0 4.200389e+09 4.200389e+09 4.152154 \n", + "Exterior2nd_code 1.0 9.387931e+08 9.387931e+08 0.928012 \n", + "MasVnrType_code 1.0 3.216254e+10 3.216254e+10 31.793201 \n", + "ExterQual_code 1.0 8.370845e+10 8.370845e+10 82.747182 \n", + "ExterCond_code 1.0 4.779358e+08 4.779358e+08 0.472447 \n", + "Foundation_code 1.0 2.388951e+09 2.388951e+09 2.361518 \n", + "BsmtQual_code 1.0 2.602048e+10 2.602048e+10 25.721673 \n", + "BsmtCond_code 1.0 2.276139e+09 2.276139e+09 2.250001 \n", + "BsmtExposure_code 1.0 2.524413e+10 2.524413e+10 24.954236 \n", + "BsmtFinType1_code 1.0 2.676871e+09 2.676871e+09 2.646132 \n", + "BsmtFinType2_code 1.0 5.101098e+08 5.101098e+08 0.504252 \n", + "Heating_code 1.0 2.311556e+07 2.311556e+07 0.022850 \n", + "HeatingQC_code 1.0 2.502130e+09 2.502130e+09 2.473397 \n", + "CentralAir_code 1.0 4.767572e+08 4.767572e+08 0.471282 \n", + "Electrical_code 1.0 1.255005e+09 1.255005e+09 1.240594 \n", + "KitchenQual_code 1.0 4.216622e+10 4.216622e+10 41.682004 \n", + "Functional_code 1.0 1.560354e+10 1.560354e+10 15.424355 \n", + "GarageType_code 1.0 4.278031e+09 4.278031e+09 4.228904 \n", + "GarageFinish_code 1.0 2.738186e+09 2.738186e+09 2.706742 \n", + "GarageQual_code 1.0 2.281536e+08 2.281536e+08 0.225534 \n", + "GarageCond_code 1.0 1.298929e+08 1.298929e+08 0.128401 \n", + "PavedDrive_code 1.0 1.139098e+09 1.139098e+09 1.126018 \n", + "SaleType_code 1.0 2.008634e+08 2.008634e+08 0.198557 \n", + "SaleCondition_code 1.0 8.802207e+09 8.802207e+09 8.701127 \n", + "Residual 1389.0 1.405136e+12 1.011617e+09 NaN \n", + "\n", + " PR(>F) \n", + "MSSubClass 1.888831e-15 \n", + "LotArea 6.967768e-109 \n", + "OverallQual 0.000000e+00 \n", + "OverallCond 3.060657e-01 \n", + "YearBuilt 4.754472e-21 \n", + "YearRemodAdd 7.547049e-08 \n", + "MasVnrArea 2.251622e-45 \n", + "BsmtFinSF1 9.030175e-36 \n", + "BsmtFinSF2 3.421856e-03 \n", + "BsmtUnfSF 1.236682e-14 \n", + "TotalBsmtSF 4.350068e-03 \n", + "FirstFlrSF 1.925834e-25 \n", + "SecondFlrSF 4.485208e-91 \n", + "LowQualFinSF 8.836281e-02 \n", + "GrLivArea 1.405402e-01 \n", + "BsmtFullBath 1.288409e-05 \n", + "BsmtHalfBath 7.679751e-01 \n", + "FullBath 4.180624e-01 \n", + "HalfBath 8.839484e-01 \n", + "BedroomAbvGr 8.329240e-11 \n", + "KitchenAbvGr 7.799290e-02 \n", + "TotRmsAbvGrd 1.716684e-07 \n", + "Fireplaces 5.769971e-03 \n", + "GarageCars 4.511825e-12 \n", + "GarageArea 7.815972e-01 \n", + "WoodDeckSF 2.070666e-03 \n", + "OpenPorchSF 9.706398e-01 \n", + "EnclosedPorch 7.697574e-01 \n", + "ThirdSsnPorch 4.626578e-01 \n", + "ScreenPorch 3.895637e-04 \n", + "PoolArea 1.482423e-01 \n", + "MiscVal 6.862343e-01 \n", + "MoSold 9.727767e-01 \n", + "YrSold 2.312368e-01 \n", + "MSZoning_code 6.394813e-02 \n", + "Street_code 1.729930e-01 \n", + "LotShape_code 1.197138e-01 \n", + "LandContour_code 4.314370e-01 \n", + "Utilities_code 8.125948e-02 \n", + "LotConfig_code 7.316549e-01 \n", + "LandSlope_code 1.548879e-02 \n", + "Neighborhood_code 1.689909e-03 \n", + "Condition1_code 4.424820e-01 \n", + "Condition2_code 3.206139e-02 \n", + "BldgType_code 2.157027e-01 \n", + "HouseStyle_code 1.774511e-02 \n", + "RoofStyle_code 2.290359e-02 \n", + "RoofMatl_code 4.761875e-03 \n", + "Exterior1st_code 4.177078e-02 \n", + "Exterior2nd_code 3.355476e-01 \n", + "MasVnrType_code 2.074541e-08 \n", + "ExterQual_code 3.140526e-19 \n", + "ExterCond_code 4.919781e-01 \n", + "Foundation_code 1.245889e-01 \n", + "BsmtQual_code 4.476289e-07 \n", + "BsmtCond_code 1.338416e-01 \n", + "BsmtExposure_code 6.616080e-07 \n", + "BsmtFinType1_code 1.040290e-01 \n", + "BsmtFinType2_code 4.777570e-01 \n", + "Heating_code 8.798695e-01 \n", + "HeatingQC_code 1.160152e-01 \n", + "CentralAir_code 4.925124e-01 \n", + "Electrical_code 2.655494e-01 \n", + "KitchenQual_code 1.480742e-10 \n", + "Functional_code 9.008885e-05 \n", + "GarageType_code 3.992756e-02 \n", + "GarageFinish_code 1.001511e-01 \n", + "GarageQual_code 6.349302e-01 \n", + "GarageCond_code 7.201499e-01 \n", + "PavedDrive_code 2.888109e-01 \n", + "SaleType_code 6.559577e-01 \n", + "SaleCondition_code 3.233374e-03 \n", + "Residual NaN " + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm.stats.anova_lm(model_simp)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "#Con este modelo vemos que variables son significativas en el precio de las casas\n", + "#Las variables que tengan un P-value menor a 0.05 afectan de manera significativa el precio de las casas" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.839
Model: OLS Adj. R-squared: 0.835
Method: Least Squares F-statistic: 224.4
Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00
Time: 10:02:01 Log-Likelihood: -17213.
No. Observations: 1460 AIC: 3.449e+04
Df Residuals: 1426 BIC: 3.467e+04
Df Model: 33
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err t P>|t| [0.025 0.975]
const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05
MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118
LotArea 0.3247 0.103 3.152 0.002 0.123 0.527
OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04
YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137
YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554
MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450
BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039
BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264
BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226
TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430
FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989
SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285
BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04
BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254
TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995
Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784
GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04
WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444
ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487
LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026
Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848
Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590
HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034
RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219
RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190
Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500
MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861
ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611
BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526
BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422
KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211
Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062
GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807
SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Omnibus: 866.633 Durbin-Watson: 1.951
Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511
Skew: -1.679 Prob(JB): 0.00
Kurtosis: 54.318 Cond. No. 1.34e+16


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." ], "text/plain": [ - " MSSubClass LotArea OverallQual OverallCond YearBuilt \\\n", - "Componente 1 -0.007579 0.070135 0.264122 -0.070903 0.240467 \n", - "Componente 2 0.103556 -0.030524 0.060626 -0.007332 -0.124460 \n", - "Componente 3 -0.165448 0.278565 -0.026594 0.093032 -0.224069 \n", - "Componente 4 0.315788 -0.036284 -0.038551 0.044512 0.053110 \n", - "Componente 5 0.317516 0.017916 0.010717 -0.164735 -0.006139 \n", - "Componente 6 -0.052110 0.114236 0.013007 0.219410 -0.044006 \n", - "Componente 7 0.041175 0.175091 -0.086790 -0.273970 0.093445 \n", - "Componente 8 -0.007791 0.246268 -0.032873 -0.114138 0.030499 \n", - "Componente 9 -0.039409 0.024933 0.077255 0.192108 0.018887 \n", - "Componente 10 -0.287009 -0.009109 -0.052176 -0.154803 0.035838 \n", - "Componente 11 -0.045598 -0.077261 0.017602 -0.176332 0.053013 \n", - "Componente 12 0.176067 -0.031500 0.098982 0.163287 -0.131236 \n", - "Componente 13 -0.052149 0.020796 0.025009 0.113228 -0.044558 \n", - "Componente 14 -0.013946 -0.004534 0.041182 -0.126095 -0.006101 \n", - "Componente 15 -0.009274 0.119855 -0.070748 0.060200 0.058520 \n", - "Componente 16 0.023062 -0.015003 -0.025424 0.015596 -0.024150 \n", - "Componente 17 0.067939 0.019776 0.057071 -0.014514 -0.029384 \n", - "Componente 18 0.048556 0.027780 -0.058400 -0.057722 0.043611 \n", - "Componente 19 0.104706 0.070180 0.028338 0.255308 -0.081336 \n", - "Componente 20 0.008160 -0.083518 0.029419 0.034783 -0.007129 \n", - "Componente 21 -0.051724 0.063121 -0.016289 0.057475 0.025662 \n", - "Componente 22 -0.030214 0.082933 -0.001133 -0.002335 0.041091 \n", - "Componente 23 0.056594 -0.018422 0.009372 -0.051006 -0.013574 \n", - "Componente 24 -0.041084 0.086907 -0.001940 -0.002965 -0.004029 \n", - "Componente 25 -0.035532 -0.035357 -0.045755 -0.001789 -0.014024 \n", - "Componente 26 0.056249 0.137382 0.026528 -0.044330 -0.029862 \n", - "Componente 27 0.098248 0.171147 -0.028143 -0.049166 -0.009549 \n", - "Componente 28 -0.064921 0.028349 -0.060320 -0.117709 0.042565 \n", - "Componente 29 -0.048164 -0.014522 -0.018982 -0.025035 0.014651 \n", - "Componente 30 -0.032925 0.028615 0.039511 0.071257 -0.014408 \n", - "Componente 31 0.014408 0.117920 0.014475 0.024164 -0.025174 \n", - "Componente 32 -0.057258 0.033911 -0.024961 0.065881 0.017692 \n", - "Componente 33 -0.011653 -0.108915 -0.025168 -0.117921 0.009814 \n", - "Componente 34 0.000014 -0.125873 0.030052 -0.162636 -0.012818 \n", - "Componente 35 0.054060 -0.012922 -0.021449 -0.070195 -0.024055 \n", - "\n", - " YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF \\\n", - "Componente 1 0.203251 0.157178 0.123759 -0.014267 0.083910 \n", - "Componente 2 -0.001317 0.017170 -0.260295 -0.119996 0.209218 \n", - "Componente 3 -0.182424 0.067706 0.191347 0.171887 -0.081393 \n", - "Componente 4 -0.034435 0.054747 0.067173 0.068201 -0.308484 \n", - "Componente 5 0.006555 0.018018 0.191148 -0.016313 -0.152938 \n", - "Componente 6 0.174075 -0.137287 0.049813 0.059828 -0.227001 \n", - "Componente 7 -0.069624 -0.132166 -0.239647 0.336283 0.034119 \n", - "Componente 8 -0.113909 0.048471 0.033573 -0.417130 0.087236 \n", - "Componente 9 0.119326 -0.118014 -0.225321 0.191371 0.150597 \n", - "Componente 10 -0.061094 -0.084250 0.119250 -0.055038 -0.197619 \n", - "Componente 11 -0.102126 0.235007 -0.002578 0.051573 -0.000982 \n", - "Componente 12 -0.006278 0.031193 0.035576 -0.035600 -0.060653 \n", - "Componente 13 -0.010482 0.229206 -0.063164 0.009858 -0.061709 \n", - "Componente 14 -0.085937 0.149698 -0.048371 0.198035 0.031213 \n", - "Componente 15 0.066540 0.162250 -0.045176 0.049225 0.024927 \n", - "Componente 16 0.051334 0.025334 0.020518 -0.128831 -0.022203 \n", - "Componente 17 -0.053565 -0.026351 -0.084186 0.058486 0.087480 \n", - "Componente 18 0.000512 -0.182674 0.031865 -0.059750 0.008730 \n", - "Componente 19 0.071434 0.018157 -0.032236 0.028725 0.076474 \n", - "Componente 20 0.023151 -0.059930 0.064095 0.076256 -0.079209 \n", - "Componente 21 0.044874 -0.044503 0.019813 0.035857 -0.005505 \n", - "Componente 22 -0.010572 -0.035892 0.007856 0.012055 0.052769 \n", - "Componente 23 -0.016028 0.128761 -0.007459 0.047228 -0.032387 \n", - "Componente 24 0.007401 -0.021443 -0.011757 0.032188 0.031306 \n", - "Componente 25 0.027589 0.031543 0.041064 -0.124401 -0.024386 \n", - "Componente 26 0.019529 -0.112873 0.001848 -0.013456 -0.012877 \n", - "Componente 27 0.031430 0.025373 0.049402 -0.014071 0.043678 \n", - "Componente 28 0.009889 0.035362 -0.003978 -0.005896 -0.005448 \n", - "Componente 29 -0.030637 0.012315 0.008569 -0.037087 -0.047051 \n", - "Componente 30 0.064818 0.063610 -0.014554 0.015046 -0.000650 \n", - "Componente 31 -0.011778 -0.012602 -0.069388 -0.036649 0.003449 \n", - "Componente 32 0.127303 0.104219 -0.041579 -0.003378 -0.027161 \n", - "Componente 33 0.025315 0.000544 -0.027126 0.000470 0.067542 \n", - "Componente 34 -0.079663 -0.008109 -0.009186 -0.078818 0.019963 \n", - "Componente 35 -0.050462 -0.113321 -0.068070 0.056834 0.073142 \n", - "\n", - " TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", - "Componente 1 0.207934 0.196217 0.086759 -0.026199 0.214002 \n", - "Componente 2 -0.104014 -0.064817 0.349383 0.102529 0.252043 \n", - "Componente 3 0.180160 0.256712 0.035048 0.085683 0.225902 \n", - "Componente 4 -0.215793 -0.211768 0.284644 -0.037268 0.077217 \n", - "Componente 5 0.038687 0.062985 -0.032984 0.046102 0.023202 \n", - "Componente 6 -0.154850 -0.187913 0.149976 0.059643 -0.008138 \n", - "Componente 7 -0.091127 -0.009491 -0.023182 -0.005573 -0.026756 \n", - "Componente 8 -0.030617 -0.062591 0.011410 -0.082100 -0.044165 \n", - "Componente 9 -0.012202 -0.033864 -0.028077 0.068515 -0.041898 \n", - "Componente 10 -0.095304 -0.119694 0.077887 -0.064162 -0.029292 \n", - "Componente 11 0.015295 -0.000840 -0.028411 -0.017788 -0.025866 \n", - "Componente 12 -0.037194 -0.060123 0.048859 0.131682 0.008542 \n", - "Componente 13 -0.124197 -0.075248 0.032713 -0.245460 -0.050896 \n", - "Componente 14 0.053970 -0.046093 0.061078 0.004403 0.017236 \n", - "Componente 15 -0.003759 -0.021355 -0.044122 -0.093588 -0.061024 \n", - "Componente 16 -0.048404 0.030277 0.017446 0.106815 0.046651 \n", - "Componente 17 0.022093 -0.030224 0.033044 -0.178733 -0.011323 \n", - "Componente 18 0.019951 0.025970 -0.020960 0.020284 0.003570 \n", - "Componente 19 0.054074 0.039759 -0.047066 -0.179625 -0.026469 \n", - "Componente 20 0.014897 -0.003191 0.055998 -0.106780 0.034291 \n", - "Componente 21 0.028238 0.019416 -0.018003 -0.160640 -0.015536 \n", - "Componente 22 0.065749 0.001743 0.002577 0.156894 0.017940 \n", - "Componente 23 -0.023009 -0.006824 -0.006540 0.323507 0.019481 \n", - "Componente 24 0.031145 0.018717 0.056392 -0.194514 0.042617 \n", - "Componente 25 -0.027615 0.002921 -0.012438 -0.005466 -0.008689 \n", - "Componente 26 -0.015997 0.005155 0.049409 -0.346252 0.012799 \n", - "Componente 27 0.090179 0.029110 -0.027075 0.047530 0.003322 \n", - "Componente 28 -0.011792 0.015897 0.005322 -0.161741 0.001151 \n", - "Componente 29 -0.052118 -0.090134 0.037424 0.439701 0.005464 \n", - "Componente 30 -0.010254 0.001714 -0.032142 0.145416 -0.011985 \n", - "Componente 31 -0.082142 -0.026307 0.020550 0.133941 0.010111 \n", - "Componente 32 -0.071827 -0.010340 -0.034695 -0.108767 -0.046493 \n", - "Componente 33 0.039999 0.040693 -0.059914 0.076648 -0.012742 \n", - "Componente 34 -0.018426 -0.004311 -0.035799 0.088791 -0.024694 \n", - "Componente 35 0.023799 -0.007053 -0.064862 0.188805 -0.041600 \n", - "\n", - " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", - "Componente 1 0.073984 -0.009359 0.208692 0.102336 0.048705 \n", - "Componente 2 -0.259632 -0.038460 0.185465 0.159404 0.278887 \n", - "Componente 3 0.128629 0.068261 -0.016761 -0.026304 0.197786 \n", - "Componente 4 0.069583 0.069700 0.029096 0.296757 0.129333 \n", - "Componente 5 0.221643 -0.068386 0.041606 -0.076734 -0.160742 \n", - "Componente 6 0.132186 0.041057 -0.066068 0.106918 -0.049958 \n", - "Componente 7 -0.104688 0.022976 0.091825 -0.052805 0.017468 \n", - "Componente 8 -0.081705 -0.017875 -0.067031 0.088671 -0.047712 \n", - "Componente 9 -0.207953 0.100092 -0.029871 0.039799 -0.115892 \n", - "Componente 10 0.130319 -0.172886 -0.039173 0.131330 0.041771 \n", - "Componente 11 -0.051329 0.218783 -0.072649 0.053883 -0.063608 \n", - "Componente 12 0.008005 0.110162 -0.107743 0.028042 -0.161591 \n", - "Componente 13 -0.122489 0.144741 -0.076508 0.059110 -0.140250 \n", - "Componente 14 0.049164 -0.265695 -0.121731 0.230143 -0.076258 \n", - "Componente 15 -0.015836 0.033634 0.036464 -0.034091 0.092554 \n", - "Componente 16 -0.024112 0.067689 0.042091 -0.051400 0.009230 \n", - "Componente 17 0.019184 -0.197519 -0.072385 0.031720 -0.145919 \n", - "Componente 18 0.023632 -0.103056 0.050063 0.026559 -0.002758 \n", - "Componente 19 0.044028 -0.040994 0.050756 -0.127527 0.032876 \n", - "Componente 20 0.027375 0.041730 0.017771 -0.003463 0.029755 \n", - "Componente 21 -0.030833 0.332220 0.060499 -0.007845 0.087281 \n", - "Componente 22 -0.099022 0.218891 0.061058 -0.034762 0.047973 \n", - "Componente 23 0.006436 -0.024244 -0.022918 0.079771 -0.127630 \n", - "Componente 24 0.105667 -0.157262 0.034479 0.102279 -0.053284 \n", - "Componente 25 -0.102576 0.263592 -0.047529 -0.007740 -0.049713 \n", - "Componente 26 -0.079789 0.242272 0.035820 0.017466 -0.070125 \n", - "Componente 27 -0.012943 0.157774 0.094459 -0.057912 0.005264 \n", - "Componente 28 0.069357 -0.087644 -0.000303 -0.002169 0.032153 \n", - "Componente 29 0.001710 0.084864 -0.031609 -0.036876 0.089379 \n", - "Componente 30 0.012272 -0.050999 0.072577 -0.085948 0.018842 \n", - "Componente 31 0.118064 -0.400793 0.036085 -0.090427 -0.040726 \n", - "Componente 32 0.008461 -0.216512 0.066183 -0.105201 -0.037135 \n", - "Componente 33 0.097365 0.010345 -0.017930 -0.102729 0.033153 \n", - "Componente 34 -0.019938 0.035332 0.121150 -0.097392 0.012928 \n", - "Componente 35 -0.015193 0.012699 -0.114926 0.071973 -0.032886 \n", - "\n", - " KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars GarageArea \\\n", - "Componente 1 -0.043719 0.159842 0.143633 0.241125 0.231971 \n", - "Componente 2 0.146739 0.302528 0.007736 -0.004522 -0.031271 \n", - "Componente 3 0.055484 0.206844 0.207031 -0.001180 0.047616 \n", - "Componente 4 0.050540 0.074542 0.038678 -0.002966 -0.027069 \n", - "Componente 5 0.208621 -0.022485 -0.032244 -0.069352 -0.068343 \n", - "Componente 6 -0.230348 -0.042974 0.048439 -0.083793 -0.091622 \n", - "Componente 7 0.104374 -0.002812 -0.052961 0.116336 0.086365 \n", - "Componente 8 -0.071860 -0.077071 0.070002 0.011044 -0.010260 \n", - "Componente 9 -0.226699 -0.096032 0.027613 -0.105259 -0.102436 \n", - "Componente 10 -0.081650 -0.001418 -0.099288 0.033648 0.072218 \n", - "Componente 11 -0.141137 -0.071600 0.033734 -0.062409 -0.081864 \n", - "Componente 12 -0.056200 -0.076780 0.032294 0.151527 0.194615 \n", - "Componente 13 -0.094996 -0.067018 0.061745 0.107790 0.088667 \n", - "Componente 14 -0.173896 -0.015259 0.131993 -0.077729 -0.081401 \n", - "Componente 15 0.204622 0.028575 -0.189476 -0.064376 -0.045345 \n", - "Componente 16 -0.018795 0.046286 0.026954 -0.027393 -0.053998 \n", - "Componente 17 -0.000204 -0.074470 0.039982 0.122087 0.114907 \n", - "Componente 18 0.142974 0.017124 0.053773 -0.067371 -0.079871 \n", - "Componente 19 0.155989 0.011480 -0.060239 0.116164 0.111909 \n", - "Componente 20 0.007268 0.061546 0.005794 -0.045954 -0.063755 \n", - "Componente 21 0.194729 0.048298 -0.009819 -0.013242 -0.040572 \n", - "Componente 22 -0.081190 -0.031749 -0.082607 -0.060076 -0.020553 \n", - "Componente 23 0.028088 -0.072944 -0.029922 0.032229 0.021241 \n", - "Componente 24 -0.054133 -0.001109 -0.041654 -0.005710 0.020769 \n", - "Componente 25 -0.053114 -0.001887 -0.181233 0.120986 0.159974 \n", - "Componente 26 -0.029099 -0.045530 0.220290 -0.052326 -0.076393 \n", - "Componente 27 -0.132003 -0.043842 0.137232 -0.088483 -0.093196 \n", - "Componente 28 -0.025010 0.009776 -0.030637 0.120017 0.158663 \n", - "Componente 29 -0.066520 0.076746 -0.137059 0.088909 0.115343 \n", - "Componente 30 0.013831 0.020149 -0.119394 0.011484 -0.005595 \n", - "Componente 31 -0.060848 -0.000700 0.052252 0.024793 0.027485 \n", - "Componente 32 0.004419 -0.076443 -0.037348 0.063282 0.051952 \n", - "Componente 33 0.038865 -0.016289 -0.065884 -0.103923 -0.075644 \n", - "Componente 34 -0.073620 -0.035614 0.198324 0.028655 0.020141 \n", - "Componente 35 -0.104995 -0.014012 0.068257 0.017514 0.019759 \n", - "\n", - " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", - "Componente 1 0.113700 0.117246 -0.078336 0.015097 \n", - "Componente 2 -0.051643 0.080036 0.093231 -0.022228 \n", - "Componente 3 0.087075 0.029622 0.112227 0.001625 \n", - "Componente 4 0.045104 -0.004943 -0.056840 -0.021112 \n", - "Componente 5 0.030729 0.031659 0.023330 -0.031671 \n", - "Componente 6 0.123028 0.056607 0.003220 -0.017819 \n", - "Componente 7 0.028341 -0.057444 -0.053434 -0.039004 \n", - "Componente 8 0.003282 -0.054664 -0.093509 0.057246 \n", - "Componente 9 0.013752 0.114977 -0.029934 0.063027 \n", - "Componente 10 -0.131218 0.159054 0.067823 0.013211 \n", - "Componente 11 -0.017849 0.070128 -0.047274 -0.008431 \n", - "Componente 12 -0.155675 0.112329 0.146228 -0.105336 \n", - "Componente 13 0.004709 -0.059247 0.000631 0.047177 \n", - "Componente 14 -0.076127 0.017215 -0.018282 -0.092674 \n", - "Componente 15 0.072730 -0.071000 -0.052061 0.027863 \n", - "Componente 16 0.024522 -0.220309 0.026680 0.149268 \n", - "Componente 17 0.070370 -0.082138 0.386772 -0.147276 \n", - "Componente 18 -0.165777 0.183652 -0.282360 -0.012348 \n", - "Componente 19 -0.110105 0.162210 -0.053187 0.264516 \n", - "Componente 20 -0.180821 -0.066050 0.177601 0.426909 \n", - "Componente 21 0.026170 -0.019572 -0.160503 -0.038181 \n", - "Componente 22 -0.076069 0.074419 0.035136 0.209079 \n", - "Componente 23 -0.071537 0.026397 -0.020102 0.529196 \n", - "Componente 24 0.132780 0.147808 -0.076921 0.078113 \n", - "Componente 25 0.153564 0.014822 -0.015396 0.037393 \n", - "Componente 26 -0.062603 -0.055858 0.221551 0.179190 \n", - "Componente 27 -0.042469 0.263108 0.105274 -0.214292 \n", - "Componente 28 -0.446025 0.051577 -0.024256 0.202961 \n", - "Componente 29 0.006004 -0.228859 -0.089631 -0.044653 \n", - "Componente 30 -0.287259 -0.011020 0.333264 -0.212160 \n", - "Componente 31 0.269259 0.002090 0.013805 0.203004 \n", - "Componente 32 -0.020398 -0.187911 -0.187836 -0.080037 \n", - "Componente 33 -0.228612 0.254350 0.218843 -0.081697 \n", - "Componente 34 0.070820 -0.265638 0.329571 0.162839 \n", - "Componente 35 0.120288 0.316890 -0.151723 0.192556 \n", - "\n", - " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", - "Componente 1 0.019632 0.028508 -0.008966 0.015270 -0.006516 \n", - "Componente 2 -0.010042 0.011172 0.002145 0.028801 -0.037346 \n", - "Componente 3 0.117718 0.115155 0.037508 0.011662 -0.007353 \n", - "Componente 4 0.034392 0.034517 0.010501 -0.006966 0.010527 \n", - "Componente 5 -0.054040 0.048815 -0.005431 -0.023170 0.018948 \n", - "Componente 6 -0.015863 0.040668 0.006630 -0.026951 -0.009396 \n", - "Componente 7 -0.034713 -0.060999 -0.056380 0.019312 -0.037338 \n", - "Componente 8 0.011986 -0.066836 -0.052356 0.067255 -0.088698 \n", - "Componente 9 0.115361 -0.003731 0.020625 0.051928 0.046285 \n", - "Componente 10 -0.068330 -0.023525 -0.030351 -0.029363 0.115780 \n", - "Componente 11 0.137878 0.112145 -0.137263 0.037770 -0.204759 \n", - "Componente 12 0.193573 0.012003 -0.017075 0.047049 0.010826 \n", - "Componente 13 0.067583 -0.201253 0.179565 0.001372 0.018762 \n", - "Componente 14 0.235440 -0.051764 -0.077406 -0.220561 0.198892 \n", - "Componente 15 -0.185736 -0.087554 0.321125 -0.151416 0.197926 \n", - "Componente 16 -0.023433 -0.076772 -0.103745 -0.458578 0.469795 \n", - "Componente 17 -0.088337 0.177578 0.034935 -0.222323 0.042893 \n", - "Componente 18 0.470286 0.094924 0.450328 -0.036307 0.028654 \n", - "Componente 19 0.112359 -0.036610 -0.223517 0.025397 0.116726 \n", - "Componente 20 -0.092409 -0.016365 0.076283 0.226128 -0.189837 \n", - "Componente 21 0.093289 -0.275539 -0.172543 0.035739 0.157798 \n", - "Componente 22 -0.103911 0.506264 0.043060 -0.298770 -0.010652 \n", - "Componente 23 -0.025445 -0.176013 -0.035250 0.052369 -0.013194 \n", - "Componente 24 -0.220796 -0.199382 -0.111316 0.121967 0.225382 \n", - "Componente 25 -0.175236 0.143033 0.114241 -0.150603 -0.088939 \n", - "Componente 26 0.034232 0.094969 0.290998 0.180885 0.124314 \n", - "Componente 27 -0.194824 -0.205351 -0.115355 -0.087133 -0.264493 \n", - "Componente 28 0.173052 -0.049790 -0.117674 -0.282985 -0.162236 \n", - "Componente 29 0.077435 -0.110473 0.055899 0.206250 0.049317 \n", - "Componente 30 0.061934 -0.311394 0.294884 -0.125054 -0.126950 \n", - "Componente 31 -0.118199 -0.062445 0.266132 0.065796 -0.181340 \n", - "Componente 32 0.126295 0.379451 -0.077643 0.261893 0.048118 \n", - "Componente 33 -0.115003 0.049803 -0.049264 0.367568 0.328520 \n", - "Componente 34 0.225273 -0.052898 -0.033708 0.052845 0.192857 \n", - "Componente 35 -0.029418 -0.046031 -0.009723 -0.105190 0.026772 \n", - "\n", - " MSZoning_code Street_code LotShape_code LandContour_code \\\n", - "Componente 1 -0.082842 0.005753 -0.094278 0.018781 \n", - "Componente 2 0.009870 0.036743 0.035020 -0.042803 \n", - "Componente 3 0.083336 -0.054921 -0.080509 -0.130534 \n", - "Componente 4 -0.023196 0.012110 -0.016181 0.063024 \n", - "Componente 5 -0.003772 -0.073040 0.059286 -0.100713 \n", - "Componente 6 0.060232 -0.041407 -0.126386 -0.132146 \n", - "Componente 7 -0.142946 -0.204185 -0.065200 -0.139109 \n", - "Componente 8 -0.070866 -0.204245 -0.128161 -0.302553 \n", - "Componente 9 -0.122066 -0.045425 -0.153500 -0.026502 \n", - "Componente 10 -0.372809 -0.053881 -0.079573 0.080905 \n", - "Componente 11 -0.010359 0.070168 -0.081386 0.183751 \n", - "Componente 12 -0.144751 -0.135617 0.164645 -0.172044 \n", - "Componente 13 0.147287 -0.051443 -0.016983 0.038409 \n", - "Componente 14 0.034370 -0.173052 0.176622 -0.055196 \n", - "Componente 15 -0.172263 -0.267950 -0.092734 -0.069419 \n", - "Componente 16 0.099279 0.093869 -0.045585 -0.062742 \n", - "Componente 17 0.257777 0.105438 -0.212816 0.060946 \n", - "Componente 18 0.036020 -0.015112 -0.182695 0.116348 \n", - "Componente 19 0.131206 -0.289911 0.071532 0.095553 \n", - "Componente 20 0.148711 0.116276 -0.131762 -0.255290 \n", - "Componente 21 -0.015076 0.274685 0.004772 0.022863 \n", - "Componente 22 -0.145150 -0.064978 0.205472 0.001188 \n", - "Componente 23 -0.049163 0.124661 -0.147234 -0.048139 \n", - "Componente 24 0.036570 0.036936 0.148054 0.153327 \n", - "Componente 25 0.024630 -0.042592 0.091554 0.074416 \n", - "Componente 26 -0.131340 -0.085068 0.196410 0.250934 \n", - "Componente 27 -0.016594 -0.193014 -0.102056 0.100275 \n", - "Componente 28 -0.002643 -0.009276 0.192205 0.053382 \n", - "Componente 29 0.120717 -0.307862 0.065197 0.196526 \n", - "Componente 30 -0.066704 0.285413 0.031342 -0.008500 \n", - "Componente 31 0.062657 -0.071290 0.200167 0.177224 \n", - "Componente 32 -0.020458 0.178786 -0.094763 -0.163243 \n", - "Componente 33 -0.042900 -0.046971 0.033868 0.021805 \n", - "Componente 34 -0.077716 -0.166215 -0.263511 0.045860 \n", - "Componente 35 0.017725 0.229191 -0.048915 -0.078852 \n", - "\n", - " Utilities_code LotConfig_code LandSlope_code \\\n", - "Componente 1 -0.002435 -0.018499 0.000500 \n", - "Componente 2 -0.006560 -0.012897 -0.063340 \n", - "Componente 3 0.032015 -0.093500 0.183480 \n", - "Componente 4 0.019805 -0.005508 0.002521 \n", - "Componente 5 -0.027324 0.051015 0.103547 \n", - "Componente 6 -0.059809 -0.040766 0.198563 \n", - "Componente 7 0.028802 0.005913 0.250610 \n", - "Componente 8 -0.021697 -0.049047 0.373614 \n", - "Componente 9 0.113791 -0.093750 0.094042 \n", - "Componente 10 0.065448 -0.144606 -0.111239 \n", - "Componente 11 0.301105 -0.119132 -0.109802 \n", - "Componente 12 0.204605 0.067110 0.076877 \n", - "Componente 13 0.036115 0.020302 0.013133 \n", - "Componente 14 0.032920 0.270237 0.048419 \n", - "Componente 15 0.109737 -0.115066 0.045640 \n", - "Componente 16 0.239841 -0.121837 0.071292 \n", - "Componente 17 0.054559 -0.436654 -0.063874 \n", - "Componente 18 0.146096 -0.091166 -0.049367 \n", - "Componente 19 0.074470 -0.110262 -0.067186 \n", - "Componente 20 0.168178 0.136743 0.021309 \n", - "Componente 21 0.343422 0.107224 0.090323 \n", - "Componente 22 -0.073037 0.182204 0.014563 \n", - "Componente 23 -0.200656 -0.300543 0.015302 \n", - "Componente 24 -0.166995 0.172748 0.070203 \n", - "Componente 25 0.197656 0.134181 -0.024297 \n", - "Componente 26 -0.226805 -0.081939 0.042841 \n", - "Componente 27 0.081865 -0.133476 -0.002941 \n", - "Componente 28 -0.013231 -0.066807 0.104033 \n", - "Componente 29 -0.025769 -0.157201 -0.065000 \n", - "Componente 30 -0.045628 0.149420 0.180232 \n", - "Componente 31 0.427589 0.120872 0.001585 \n", - "Componente 32 0.086611 0.023885 0.098334 \n", - "Componente 33 0.203454 -0.113341 0.021890 \n", - "Componente 34 -0.024935 0.344161 -0.159027 \n", - "Componente 35 -0.022464 0.047146 -0.092454 \n", - "\n", - " Neighborhood_code Condition1_code Condition2_code \\\n", - "Componente 1 0.067340 0.048534 0.009282 \n", - "Componente 2 0.005355 -0.021587 0.000479 \n", - "Componente 3 0.043479 -0.036499 0.023148 \n", - "Componente 4 0.011109 0.026929 -0.021024 \n", - "Componente 5 0.048788 -0.033834 -0.002886 \n", - "Componente 6 -0.145700 0.043598 -0.033371 \n", - "Componente 7 -0.039191 0.093748 -0.037356 \n", - "Componente 8 -0.121693 0.013139 -0.062548 \n", - "Componente 9 0.130220 0.079065 0.001822 \n", - "Componente 10 0.282294 0.107403 -0.053344 \n", - "Componente 11 -0.140750 0.004411 -0.124268 \n", - "Componente 12 0.241710 -0.223362 0.048584 \n", - "Componente 13 -0.092945 0.002218 0.212890 \n", - "Componente 14 -0.011838 0.081570 0.028335 \n", - "Componente 15 0.138994 -0.102188 0.236106 \n", - "Componente 16 -0.145729 0.071342 -0.278656 \n", - "Componente 17 -0.012914 -0.129458 0.202918 \n", - "Componente 18 -0.112465 0.141192 0.232470 \n", - "Componente 19 -0.009607 0.398809 -0.283601 \n", - "Componente 20 -0.190767 0.179755 0.201348 \n", - "Componente 21 0.154024 -0.333058 0.088356 \n", - "Componente 22 -0.121853 -0.098260 0.144012 \n", - "Componente 23 0.228387 -0.075415 0.076209 \n", - "Componente 24 -0.171724 -0.025327 0.329139 \n", - "Componente 25 0.166717 0.364815 0.170529 \n", - "Componente 26 0.042265 -0.169348 -0.314097 \n", - "Componente 27 0.103515 0.035384 0.069451 \n", - "Componente 28 -0.108244 -0.254185 0.120109 \n", - "Componente 29 -0.223849 -0.189379 0.020463 \n", - "Componente 30 -0.003728 0.196294 -0.165772 \n", - "Componente 31 0.108055 -0.122311 -0.173064 \n", - "Componente 32 0.162996 -0.058876 -0.055725 \n", - "Componente 33 -0.185350 -0.015892 0.041687 \n", - "Componente 34 0.183428 0.030005 0.161974 \n", - "Componente 35 0.034243 -0.139836 -0.091259 \n", - "\n", - " BldgType_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", - "Componente 1 0.008167 0.087218 0.062115 0.022264 \n", - "Componente 2 -0.061321 0.107189 -0.031194 -0.010898 \n", - "Componente 3 -0.232839 -0.080386 0.127948 0.131067 \n", - "Componente 4 0.167164 0.363476 -0.078276 0.008365 \n", - "Componente 5 0.305592 0.040395 0.036864 0.030623 \n", - "Componente 6 -0.181182 0.110687 -0.152856 0.085456 \n", - "Componente 7 0.061372 0.008694 -0.167345 0.062905 \n", - "Componente 8 -0.036694 0.034677 -0.038714 0.103654 \n", - "Componente 9 0.005852 0.023174 -0.037617 0.141080 \n", - "Componente 10 -0.349868 0.051855 -0.024060 -0.142419 \n", - "Componente 11 -0.027391 0.117427 0.006748 0.174013 \n", - "Componente 12 0.158128 -0.022092 -0.023870 0.021779 \n", - "Componente 13 -0.059606 0.025751 0.238263 -0.038888 \n", - "Componente 14 0.023135 -0.032470 0.157053 -0.099237 \n", - "Componente 15 -0.001151 0.028092 0.194638 -0.142097 \n", - "Componente 16 0.027535 -0.053954 -0.027439 -0.055364 \n", - "Componente 17 0.041158 0.095215 -0.144219 0.041047 \n", - "Componente 18 0.103208 -0.098199 -0.091225 0.093539 \n", - "Componente 19 0.043004 0.062933 -0.106089 -0.019061 \n", - "Componente 20 -0.005870 0.007674 -0.010551 -0.354146 \n", - "Componente 21 -0.043472 -0.003585 -0.167477 0.036529 \n", - "Componente 22 -0.016153 -0.056325 -0.188499 0.003087 \n", - "Componente 23 0.129754 -0.107448 0.032611 0.229707 \n", - "Componente 24 -0.035998 -0.017051 -0.241141 0.284593 \n", - "Componente 25 -0.060450 0.153600 0.103797 0.206551 \n", - "Componente 26 0.039150 0.024764 0.132015 -0.009541 \n", - "Componente 27 0.132550 -0.082837 -0.213488 -0.380669 \n", - "Componente 28 -0.106068 0.133320 -0.087319 -0.057787 \n", - "Componente 29 -0.115124 0.002575 0.026604 -0.140203 \n", - "Componente 30 -0.065366 0.007410 -0.029792 0.208633 \n", - "Componente 31 -0.026716 0.009041 -0.106125 0.054654 \n", - "Componente 32 -0.061659 0.056140 -0.035849 -0.208674 \n", - "Componente 33 -0.047833 0.193708 0.041801 0.146238 \n", - "Componente 34 -0.041880 0.071932 -0.291370 -0.007441 \n", - "Componente 35 -0.047791 0.175407 0.170415 -0.166096 \n", - "\n", - " Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", - "Componente 1 0.053980 0.047415 -0.013661 \n", - "Componente 2 0.078379 0.082301 0.015587 \n", - "Componente 3 -0.116082 -0.100833 -0.037514 \n", - "Componente 4 -0.216539 -0.232120 -0.162574 \n", - "Componente 5 -0.099040 -0.103137 0.131821 \n", - "Componente 6 0.349298 0.349175 0.111380 \n", - "Componente 7 0.097541 0.117310 0.051018 \n", - "Componente 8 -0.114210 -0.119998 -0.060612 \n", - "Componente 9 -0.373752 -0.380090 0.157378 \n", - "Componente 10 -0.075002 -0.049049 0.173847 \n", - "Componente 11 0.152431 0.135924 -0.337481 \n", - "Componente 12 0.145648 0.121592 0.102400 \n", - "Componente 13 -0.062961 -0.060175 -0.201728 \n", - "Componente 14 0.042150 0.056594 -0.105687 \n", - "Componente 15 0.117970 0.087366 -0.226404 \n", - "Componente 16 -0.023877 -0.013040 0.023814 \n", - "Componente 17 -0.032121 -0.010139 0.102505 \n", - "Componente 18 0.067593 0.094413 0.149693 \n", - "Componente 19 0.032756 0.051520 -0.039136 \n", - "Componente 20 -0.038539 -0.019491 0.081890 \n", - "Componente 21 0.006277 0.032205 0.141046 \n", - "Componente 22 -0.051107 -0.066954 -0.104927 \n", - "Componente 23 0.083386 0.100774 -0.175015 \n", - "Componente 24 -0.012188 -0.015232 -0.055645 \n", - "Componente 25 0.046866 0.007067 0.121236 \n", - "Componente 26 0.076032 0.067845 0.101128 \n", - "Componente 27 0.014120 -0.010424 -0.132563 \n", - "Componente 28 -0.078401 -0.047302 0.000541 \n", - "Componente 29 -0.056111 -0.057060 0.098007 \n", - "Componente 30 -0.031146 -0.035648 -0.162790 \n", - "Componente 31 -0.063532 -0.044417 -0.084317 \n", - "Componente 32 0.001582 0.004649 -0.235628 \n", - "Componente 33 0.005901 -0.033879 -0.141087 \n", - "Componente 34 0.041331 0.035469 -0.067779 \n", - "Componente 35 0.045382 0.005153 0.059499 \n", - "\n", - " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", - "Componente 1 -0.217384 0.062694 0.175938 -0.219886 \n", - "Componente 2 -0.040997 -0.035504 -0.011773 -0.007588 \n", - "Componente 3 0.070844 -0.087642 -0.200154 0.139522 \n", - "Componente 4 0.128827 0.014775 0.012640 0.065916 \n", - "Componente 5 -0.163504 -0.022249 0.067634 -0.171626 \n", - "Componente 6 -0.013907 -0.110566 0.003178 -0.052416 \n", - "Componente 7 0.042530 0.137960 0.151201 -0.033742 \n", - "Componente 8 0.049768 0.142973 0.006814 -0.017285 \n", - "Componente 9 -0.140881 -0.103308 -0.022562 -0.051513 \n", - "Componente 10 -0.025743 0.055432 0.092733 -0.013641 \n", - "Componente 11 0.002365 0.025913 -0.019388 -0.042328 \n", - "Componente 12 -0.096837 -0.134378 -0.117794 0.026641 \n", - "Componente 13 -0.120333 -0.188329 0.019034 -0.027776 \n", - "Componente 14 -0.068838 0.298127 -0.105439 0.010588 \n", - "Componente 15 -0.013276 -0.077441 0.069091 0.048593 \n", - "Componente 16 -0.051367 -0.158085 0.067654 -0.017112 \n", - "Componente 17 0.044092 0.157374 -0.037031 -0.061359 \n", - "Componente 18 0.057842 -0.091827 0.033599 0.017496 \n", - "Componente 19 0.045826 -0.001658 -0.124370 0.031278 \n", - "Componente 20 -0.023562 0.157765 0.012145 -0.005665 \n", - "Componente 21 0.094165 0.229506 0.023952 -0.004161 \n", - "Componente 22 -0.010310 -0.050188 0.100065 0.066928 \n", - "Componente 23 -0.015832 0.106940 0.017219 0.004569 \n", - "Componente 24 0.004176 -0.193613 -0.113157 0.033438 \n", - "Componente 25 0.004614 0.193416 -0.096819 -0.068309 \n", - "Componente 26 0.007537 0.109516 -0.021004 -0.025857 \n", - "Componente 27 0.045986 -0.124987 -0.149395 0.042709 \n", - "Componente 28 0.017138 -0.131436 0.072486 -0.049441 \n", - "Componente 29 -0.089288 0.105613 -0.020091 0.020896 \n", - "Componente 30 0.033961 0.109926 0.052307 0.010104 \n", - "Componente 31 0.066233 -0.084041 0.071242 -0.007361 \n", - "Componente 32 0.021030 -0.098984 0.014101 0.007095 \n", - "Componente 33 -0.079072 -0.060981 0.081582 0.091673 \n", - "Componente 34 0.033621 -0.101144 -0.098318 -0.040134 \n", - "Componente 35 0.087144 -0.046595 -0.048517 0.048462 \n", - "\n", - " BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", - "Componente 1 0.043285 -0.102925 -0.035281 \n", - "Componente 2 -0.088109 0.139773 0.291165 \n", - "Componente 3 -0.030196 -0.023110 -0.110932 \n", - "Componente 4 0.048243 0.009890 -0.184551 \n", - "Componente 5 -0.120523 -0.183095 -0.094142 \n", - "Componente 6 -0.035491 -0.134852 -0.071497 \n", - "Componente 7 -0.130895 -0.102179 0.144526 \n", - "Componente 8 0.133728 -0.083646 0.088953 \n", - "Componente 9 -0.022192 0.013257 0.128694 \n", - "Componente 10 -0.052648 0.132152 -0.107752 \n", - "Componente 11 -0.093570 -0.077975 -0.008630 \n", - "Componente 12 0.011229 0.043465 0.029280 \n", - "Componente 13 -0.227591 -0.018823 0.024905 \n", - "Componente 14 0.340935 0.159814 0.075239 \n", - "Componente 15 0.088745 -0.039655 0.016073 \n", - "Componente 16 -0.069177 0.107730 -0.035760 \n", - "Componente 17 0.213433 -0.122451 0.108764 \n", - "Componente 18 0.043789 0.087110 -0.047900 \n", - "Componente 19 0.102962 -0.091993 -0.017364 \n", - "Componente 20 0.140159 -0.000516 -0.066299 \n", - "Componente 21 0.187092 -0.044875 -0.079307 \n", - "Componente 22 0.165513 -0.027001 -0.030287 \n", - "Componente 23 0.073800 0.230347 -0.048390 \n", - "Componente 24 0.079328 0.084997 -0.001779 \n", - "Componente 25 0.098331 -0.019387 -0.015982 \n", - "Componente 26 0.112964 0.040327 0.015482 \n", - "Componente 27 0.080932 0.154770 -0.070157 \n", - "Componente 28 -0.192874 -0.168058 0.021828 \n", - "Componente 29 0.184439 -0.216731 -0.038568 \n", - "Componente 30 0.107173 -0.139285 -0.071613 \n", - "Componente 31 0.021613 -0.051551 0.052854 \n", - "Componente 32 0.124530 0.071932 0.091665 \n", - "Componente 33 0.136094 -0.090633 0.010932 \n", - "Componente 34 -0.109989 -0.144982 -0.027510 \n", - "Componente 35 0.162775 -0.326247 0.087643 \n", - "\n", - " BsmtFinType2_code Heating_code HeatingQC_code \\\n", - "Componente 1 0.033274 -0.052077 -0.154072 \n", - "Componente 2 0.104096 0.079403 -0.043096 \n", - "Componente 3 -0.142843 0.032718 0.162379 \n", - "Componente 4 -0.088411 -0.039845 0.125508 \n", - "Componente 5 -0.010095 0.188035 -0.026488 \n", - "Componente 6 -0.063140 -0.067786 -0.166578 \n", - "Componente 7 -0.361020 0.114630 0.060995 \n", - "Componente 8 0.441774 -0.016896 0.074298 \n", - "Componente 9 -0.146953 -0.104601 -0.073952 \n", - "Componente 10 0.029488 0.181366 -0.020097 \n", - "Componente 11 -0.012227 0.044217 0.032766 \n", - "Componente 12 0.078494 -0.063674 0.013505 \n", - "Componente 13 -0.061996 0.328586 -0.052045 \n", - "Componente 14 -0.124251 -0.030104 -0.013468 \n", - "Componente 15 -0.050915 -0.241721 0.009852 \n", - "Componente 16 0.090696 0.063622 -0.090535 \n", - "Componente 17 -0.015760 0.069561 0.020803 \n", - "Componente 18 0.129401 0.093180 0.016540 \n", - "Componente 19 -0.044188 0.083306 0.022150 \n", - "Componente 20 -0.058124 -0.068982 -0.127653 \n", - "Componente 21 0.003280 0.120157 -0.071209 \n", - "Componente 22 -0.041145 0.235350 -0.103763 \n", - "Componente 23 -0.048574 0.068581 -0.036647 \n", - "Componente 24 0.059815 0.143090 -0.030938 \n", - "Componente 25 0.096564 -0.049642 0.075749 \n", - "Componente 26 0.010066 0.088928 -0.067087 \n", - "Componente 27 0.062997 0.139634 -0.150372 \n", - "Componente 28 -0.023666 -0.218097 -0.036033 \n", - "Componente 29 -0.021571 0.182222 -0.093496 \n", - "Componente 30 -0.003340 0.187829 -0.099557 \n", - "Componente 31 0.000123 -0.004734 -0.132305 \n", - "Componente 32 -0.007339 0.281282 -0.077198 \n", - "Componente 33 0.036944 -0.200117 0.014774 \n", - "Componente 34 0.058123 -0.062724 0.132311 \n", - "Componente 35 0.039228 0.106511 0.192604 \n", - "\n", - " CentralAir_code Electrical_code KitchenQual_code \\\n", - "Componente 1 0.113528 0.111692 -0.185163 \n", - "Componente 2 -0.145214 -0.078642 -0.048904 \n", - "Componente 3 -0.042450 -0.053489 0.033559 \n", - "Componente 4 0.092925 0.119823 0.136090 \n", - "Componente 5 -0.277713 -0.096410 -0.172957 \n", - "Componente 6 0.053531 0.069908 -0.079682 \n", - "Componente 7 -0.103408 -0.096635 0.096983 \n", - "Componente 8 -0.019913 -0.057963 0.059676 \n", - "Componente 9 0.096466 0.090709 -0.161946 \n", - "Componente 10 -0.190378 -0.148099 -0.028453 \n", - "Componente 11 -0.067962 -0.158636 -0.008803 \n", - "Componente 12 0.031439 -0.049186 -0.119614 \n", - "Componente 13 -0.230149 -0.143746 -0.108299 \n", - "Componente 14 0.021510 -0.072010 -0.049993 \n", - "Componente 15 0.056078 0.160002 0.081947 \n", - "Componente 16 0.015252 -0.027352 -0.035940 \n", - "Componente 17 -0.025241 -0.036317 0.000923 \n", - "Componente 18 -0.050153 -0.009531 0.086029 \n", - "Componente 19 -0.100918 0.076629 0.047460 \n", - "Componente 20 0.023990 -0.137544 -0.079040 \n", - "Componente 21 0.015727 -0.109014 -0.010907 \n", - "Componente 22 -0.076237 -0.056479 -0.049723 \n", - "Componente 23 -0.005518 0.003610 0.025289 \n", - "Componente 24 -0.062875 0.097607 -0.018909 \n", - "Componente 25 -0.053734 0.083014 0.012775 \n", - "Componente 26 0.047737 0.051526 0.062157 \n", - "Componente 27 -0.003874 0.100794 0.084398 \n", - "Componente 28 0.150567 0.124384 0.050401 \n", - "Componente 29 -0.017590 0.091599 -0.056231 \n", - "Componente 30 -0.035654 0.251520 0.014475 \n", - "Componente 31 0.139947 -0.220365 0.056884 \n", - "Componente 32 -0.061709 0.312922 -0.059384 \n", - "Componente 33 -0.081004 -0.029769 -0.080972 \n", - "Componente 34 -0.066221 0.127891 0.067954 \n", - "Componente 35 -0.178301 0.230283 0.146393 \n", - "\n", - " Functional_code GarageType_code GarageFinish_code \\\n", - "Componente 1 0.036087 -0.186128 -0.162484 \n", - "Componente 2 -0.021238 0.147931 -0.006222 \n", - "Componente 3 -0.099581 -0.000581 0.067113 \n", - "Componente 4 0.020980 -0.040444 0.014490 \n", - "Componente 5 -0.046426 0.147610 -0.147078 \n", - "Componente 6 0.006927 0.068950 -0.091616 \n", - "Componente 7 -0.168005 -0.065686 0.059916 \n", - "Componente 8 0.102571 -0.026214 -0.019769 \n", - "Componente 9 0.013543 0.014208 -0.125984 \n", - "Componente 10 0.109841 0.005115 -0.012697 \n", - "Componente 11 0.095559 -0.046961 -0.138860 \n", - "Componente 12 0.100984 0.099126 0.232044 \n", - "Componente 13 0.012580 -0.020599 0.010114 \n", - "Componente 14 -0.082521 0.030778 -0.105458 \n", - "Componente 15 0.194294 0.036451 -0.086469 \n", - "Componente 16 -0.247292 -0.031268 -0.068212 \n", - "Componente 17 0.103018 -0.006401 0.061754 \n", - "Componente 18 -0.078368 -0.030648 -0.057344 \n", - "Componente 19 0.294788 0.036662 0.128714 \n", - "Componente 20 -0.018790 0.019732 -0.036328 \n", - "Componente 21 0.096334 -0.013389 0.015435 \n", - "Componente 22 0.259265 -0.052964 0.002441 \n", - "Componente 23 -0.085091 0.061718 0.088505 \n", - "Componente 24 -0.055078 0.019719 0.014290 \n", - "Componente 25 -0.418275 0.144502 0.170707 \n", - "Componente 26 -0.198920 -0.113710 -0.031175 \n", - "Componente 27 -0.244593 -0.005096 -0.072536 \n", - "Componente 28 -0.224838 0.050863 0.114163 \n", - "Componente 29 -0.024087 0.137334 -0.030584 \n", - "Componente 30 0.104363 -0.002441 -0.008716 \n", - "Componente 31 -0.040274 -0.148866 0.056558 \n", - "Componente 32 -0.230945 0.063253 0.111761 \n", - "Componente 33 -0.205772 0.013051 -0.018624 \n", - "Componente 34 0.012185 -0.115507 -0.063660 \n", - "Componente 35 -0.037917 -0.121634 -0.060993 \n", - "\n", - " GarageQual_code GarageCond_code PavedDrive_code \\\n", - "Componente 1 0.114872 0.121560 0.112179 \n", - "Componente 2 -0.146535 -0.126003 -0.167768 \n", - "Componente 3 -0.040974 -0.030583 -0.046243 \n", - "Componente 4 0.113029 0.096246 0.124552 \n", - "Componente 5 -0.227845 -0.265547 -0.197534 \n", - "Componente 6 -0.103319 -0.099715 -0.087070 \n", - "Componente 7 0.198370 0.135576 0.053859 \n", - "Componente 8 0.013392 0.018392 -0.001045 \n", - "Componente 9 -0.137261 -0.136185 0.011151 \n", - "Componente 10 0.028665 -0.028630 -0.025650 \n", - "Componente 11 -0.130380 -0.168211 0.021227 \n", - "Componente 12 0.159712 0.241504 -0.020600 \n", - "Componente 13 0.141578 0.119295 -0.092914 \n", - "Componente 14 -0.120101 -0.052397 -0.013311 \n", - "Componente 15 -0.082594 -0.127674 -0.138316 \n", - "Componente 16 0.137727 0.102222 0.033524 \n", - "Componente 17 -0.043830 0.035220 0.020470 \n", - "Componente 18 0.006603 0.087382 0.060995 \n", - "Componente 19 -0.087834 -0.050880 -0.005587 \n", - "Componente 20 0.035577 0.060773 -0.044976 \n", - "Componente 21 -0.145874 -0.058312 0.000395 \n", - "Componente 22 0.045631 0.081341 0.030162 \n", - "Componente 23 -0.068147 -0.010238 0.081110 \n", - "Componente 24 -0.048469 0.033436 0.056822 \n", - "Componente 25 -0.088550 -0.079346 0.046340 \n", - "Componente 26 -0.066529 -0.027301 -0.036986 \n", - "Componente 27 -0.029246 0.029577 0.033785 \n", - "Componente 28 -0.136027 -0.174116 -0.021882 \n", - "Componente 29 -0.076304 -0.050259 0.228024 \n", - "Componente 30 0.021189 -0.015072 -0.024022 \n", - "Componente 31 -0.034504 0.005857 -0.078003 \n", - "Componente 32 -0.081535 -0.044945 0.009037 \n", - "Componente 33 0.185946 0.091978 -0.073608 \n", - "Componente 34 -0.089794 -0.068547 -0.009505 \n", - "Componente 35 0.086830 0.088165 -0.314778 \n", + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.839\n", + "Model: OLS Adj. R-squared: 0.835\n", + "Method: Least Squares F-statistic: 224.4\n", + "Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 10:02:01 Log-Likelihood: -17213.\n", + "No. Observations: 1460 AIC: 3.449e+04\n", + "Df Residuals: 1426 BIC: 3.467e+04\n", + "Df Model: 33 \n", + "Covariance Type: nonrobust \n", + "======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------\n", + "const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05\n", + "MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118\n", + "LotArea 0.3247 0.103 3.152 0.002 0.123 0.527\n", + "OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04\n", + "YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137\n", + "YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554\n", + "MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450\n", + "BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039\n", + "BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264\n", + "BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226\n", + "TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430\n", + "FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989\n", + "SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285\n", + "BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04\n", + "BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254\n", + "TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995\n", + "Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784\n", + "GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04\n", + "WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444\n", + "ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487\n", + "LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026\n", + "Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848\n", + "Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590\n", + "HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034\n", + "RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219\n", + "RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190\n", + "Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500\n", + "MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861\n", + "ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611\n", + "BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526\n", + "BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422\n", + "KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211\n", + "Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062\n", + "GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807\n", + "SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704\n", + "==============================================================================\n", + "Omnibus: 866.633 Durbin-Watson: 1.951\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511\n", + "Skew: -1.679 Prob(JB): 0.00\n", + "Kurtosis: 54.318 Cond. No. 1.34e+16\n", + "==============================================================================\n", "\n", - " SaleType_code SaleCondition_code \n", - "Componente 1 -0.019955 0.077092 \n", - "Componente 2 0.001792 -0.002413 \n", - "Componente 3 -0.003043 -0.077775 \n", - "Componente 4 0.061460 -0.046162 \n", - "Componente 5 -0.006466 -0.028036 \n", - "Componente 6 0.186579 0.064401 \n", - "Componente 7 -0.071512 -0.044396 \n", - "Componente 8 0.036918 -0.010151 \n", - "Componente 9 -0.077828 -0.022287 \n", - "Componente 10 -0.074261 -0.042497 \n", - "Componente 11 -0.246609 -0.317026 \n", - "Componente 12 -0.251024 -0.157890 \n", - "Componente 13 0.151547 0.296043 \n", - "Componente 14 0.070059 0.080485 \n", - "Componente 15 -0.120696 -0.148043 \n", - "Componente 16 -0.134612 -0.140296 \n", - "Componente 17 0.005439 -0.018174 \n", - "Componente 18 -0.011646 0.008467 \n", - "Componente 19 0.025220 0.101141 \n", - "Componente 20 -0.237032 -0.118504 \n", - "Componente 21 0.167585 0.118208 \n", - "Componente 22 0.206679 -0.049214 \n", - "Componente 23 0.186566 0.007845 \n", - "Componente 24 -0.348450 -0.203312 \n", - "Componente 25 0.016534 0.036629 \n", - "Componente 26 -0.085972 -0.058061 \n", - "Componente 27 0.052360 0.070700 \n", - "Componente 28 0.007485 0.074488 \n", - "Componente 29 -0.176141 0.054720 \n", - "Componente 30 -0.061608 -0.075527 \n", - "Componente 31 0.101585 0.007869 \n", - "Componente 32 0.026770 -0.113119 \n", - "Componente 33 0.306023 0.066397 \n", - "Componente 34 0.073557 0.050094 \n", - "Componente 35 -0.188623 0.124595 " + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n", + "\"\"\"" ] }, - "execution_count": 69, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Para revisar que atributos te explica cada uno de los componentes\n", + "#Modelo de regresión 2: \n", "\n", - "data_pca_comp= pd.DataFrame (data = pca.components_, columns = data_norm.columns.values, index = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", - "data_pca_comp" + "#Definimos nuestras variables independientes\n", + "x2 = data[['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']]\n", + "\n", + "#Definimos nuestra variable dependiente\n", + "y2 = data['SalePrice']\n", + "\n", + "#Agregamos el intercepto para el modelo y lo corremos\n", + "X2 = sm.add_constant(x2) \n", + "Y2 = y2\n", + "\n", + "model2 = sm.OLS(Y2, X2).fit()\n", + "\n", + "model2.summary()" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ - "#Para realizar un modelo más práctico, realizaremos un ANOVA, para revisar que variables son significativas en nuestro modelo\n", + "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", + "#Vemos que el modelo tiene una R2 de 0.839, por lo que es un buen modelo prediciendo el precio de las casas." + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [], + "source": [ + "#Estandarizamos los datos: media 0 y varianza 1\n", "\n", - "#Con el ols calculamos la suma de cuadrados. Ordinal Least Squares\n", - "#Como queremos sacar la relación de height (variable dependiente) y sun (variable independiente), las ponemos en ols\n", - "model_simp = ols('SalePrice ~ MSSubClass + LotArea + OverallQual + OverallCond + YearBuilt + YearRemodAdd + MasVnrArea + BsmtFinSF1 + BsmtFinSF2 + BsmtUnfSF + TotalBsmtSF + FirstFlrSF + SecondFlrSF + LowQualFinSF + GrLivArea + BsmtFullBath + BsmtHalfBath + FullBath + HalfBath + BedroomAbvGr + KitchenAbvGr + TotRmsAbvGrd + Fireplaces + GarageCars + GarageArea + WoodDeckSF + OpenPorchSF + EnclosedPorch + ThirdSsnPorch + ScreenPorch + PoolArea + MiscVal + MoSold + YrSold + MSZoning_code + Street_code + LotShape_code + LandContour_code + Utilities_code + LotConfig_code + LandSlope_code + Neighborhood_code + Condition1_code + Condition2_code + BldgType_code + HouseStyle_code + RoofStyle_code + RoofMatl_code + Exterior1st_code + Exterior2nd_code + MasVnrType_code + ExterQual_code + ExterCond_code + Foundation_code + BsmtQual_code + BsmtCond_code + BsmtExposure_code + BsmtFinType1_code + BsmtFinType2_code + Heating_code + HeatingQC_code + CentralAir_code + Electrical_code + KitchenQual_code + Functional_code + GarageType_code + GarageFinish_code + GarageQual_code + GarageCond_code + PavedDrive_code + SaleType_code + SaleCondition_code', data = data).fit()\n", - "#Se está \"entrenando\" el modelo, para decirle que datos va a usar cuando lo metamos en la ANOVA\n", + "features2 = ['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']\n", "\n", - "#Con el .fit le estamos pidiendo al modelo que ajuste la línea que relaciona los datos que le ponemos al \"ols\" en mejor medida." + "x2 = data.loc[:,features2].values\n", + "types = data ['SalePrice']\n", + "\n", + "#Aplicamos la estandarización de los datos\n", + "\n", + "x2 = StandardScaler().fit_transform(x2)" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 115, "metadata": {}, "outputs": [ { @@ -17820,783 +20619,694 @@ " }\n", "\n", " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " text-align: right;\n", + " }\n", + "\n", + "
dfsum_sqmean_sqFPR(>F)
MSSubClass1.06.541130e+106.541130e+1064.6601531.888831e-15
LotArea1.05.966856e+115.966856e+11589.8335506.967768e-109
OverallQual1.05.467491e+125.467491e+125404.7049030.000000e+00
OverallCond1.01.060528e+091.060528e+091.0483503.060657e-01
YearBuilt1.09.261872e+109.261872e+1091.5551384.754472e-21
YearRemodAdd1.02.957231e+102.957231e+1029.2327217.547049e-08
MasVnrArea1.02.175227e+112.175227e+11215.0247902.251622e-45
BsmtFinSF11.01.669333e+111.669333e+11165.0163309.030175e-36
BsmtFinSF21.08.697119e+098.697119e+098.5972463.421856e-03
BsmtUnfSF1.06.149832e+106.149832e+1060.7921031.236682e-14
TotalBsmtSF1.08.253153e+098.253153e+098.1583784.350068e-03
FirstFlrSF1.01.143795e+111.143795e+11113.0660211.925834e-25
SecondFlrSF1.04.821203e+114.821203e+11476.5839134.485208e-91
LowQualFinSF1.02.941817e+092.941817e+092.9080358.836281e-02
GrLivArea1.02.199778e+092.199778e+092.1745171.405402e-01
BsmtFullBath1.01.938811e+101.938811e+1019.1654681.288409e-05
BsmtHalfBath1.08.808509e+078.808509e+070.0870747.679751e-01
FullBath1.06.637691e+086.637691e+080.6561474.180624e-01
HalfBath1.02.156144e+072.156144e+070.0213148.839484e-01
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + "
MSSubClassLotAreaOverallQualYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFBsmtFullBathBedroomAbvGr1.04.333918e+104.333918e+1042.8414938.329240e-11
KitchenAbvGr1.03.146973e+093.146973e+093.1108357.799290e-02
TotRmsAbvGrd1.02.792980e+102.792980e+1027.6090661.716684e-07
Fireplaces1.07.733281e+097.733281e+097.6444765.769971e-03
GarageCars1.04.930751e+104.930751e+1048.7412894.511825e-12
GarageArea1.07.778404e+077.778404e+070.0768917.815972e-01
WoodDeckSF1.09.632329e+099.632329e+099.5217162.070666e-03
OpenPorchSF1.01.370906e+061.370906e+060.0013559.706398e-01
EnclosedPorch1.08.669783e+078.669783e+070.0857027.697574e-01
ThirdSsnPorch1.05.460266e+085.460266e+080.5397564.626578e-01
ScreenPorch1.01.279020e+101.279020e+1012.6433193.895637e-04
PoolArea1.02.116882e+092.116882e+092.0925731.482423e-01
MiscVal1.01.651572e+081.651572e+080.1632616.862343e-01
MoSold1.01.178538e+061.178538e+060.0011659.727767e-01
YrSold1.01.451158e+091.451158e+091.4344942.312368e-01
MSZoning_code1.03.477323e+093.477323e+093.4373916.394813e-02
Street_code1.01.880317e+091.880317e+091.8587241.729930e-01
LotShape_code1.02.452206e+092.452206e+092.4240461.197138e-01
LandContour_code1.06.265075e+086.265075e+080.6193134.314370e-01
Utilities_code1.03.079315e+093.079315e+093.0439548.125948e-02
LotConfig_code1.01.190115e+081.190115e+080.1176457.316549e-01
LandSlope_code1.05.942741e+095.942741e+095.8744971.548879e-02
Neighborhood_code1.01.001276e+101.001276e+109.8977761.689909e-03
Condition1_code1.05.970311e+085.970311e+080.5901754.424820e-01
Condition2_code1.04.657970e+094.657970e+094.6044803.206139e-02
BldgType_code1.01.551954e+091.551954e+091.5341322.157027e-01
HouseStyle_code1.05.700016e+095.700016e+095.6345601.774511e-02
RoofStyle_code1.05.247588e+095.247588e+095.1873282.290359e-02
RoofMatl_code1.08.086365e+098.086365e+097.9935054.761875e-03
Exterior1st_code1.04.200389e+094.200389e+094.1521544.177078e-02
Exterior2nd_code1.09.387931e+089.387931e+080.9280123.355476e-01
Exterior1st_codeMasVnrType_code1.03.216254e+103.216254e+1031.7932012.074541e-08
ExterQual_code1.08.370845e+108.370845e+1082.7471823.140526e-19
ExterCond_code1.04.779358e+084.779358e+080.4724474.919781e-01
Foundation_code1.02.388951e+092.388951e+092.3615181.245889e-01
BsmtQual_code1.02.602048e+102.602048e+1025.7216734.476289e-07
BsmtCond_code1.02.276139e+092.276139e+092.2500011.338416e-01
BsmtExposure_code1.02.524413e+102.524413e+1024.9542366.616080e-07
BsmtFinType1_code1.02.676871e+092.676871e+092.6461321.040290e-01
BsmtFinType2_code1.05.101098e+085.101098e+080.5042524.777570e-01
Heating_code1.02.311556e+072.311556e+070.0228508.798695e-01
HeatingQC_code1.02.502130e+092.502130e+092.4733971.160152e-01
CentralAir_code1.04.767572e+084.767572e+080.4712824.925124e-01
Electrical_code1.01.255005e+091.255005e+091.2405942.655494e-01
KitchenQual_code1.04.216622e+104.216622e+1041.6820041.480742e-10Functional_codeGarageType_codeSaleCondition_code
Functional_code1.01.560354e+101.560354e+1015.4243559.008885e-0500.073375-0.2071420.6514791.0509940.8786680.5141040.575425-0.288653-0.944591-0.459303-0.7934341.1618521.1078100.1637790.912210-0.9512260.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.5669390.678263-0.4093690.255978-0.7687360.208502
GarageType_code1.04.278031e+094.278031e+094.2289043.992756e-021-0.872563-0.091886-0.0718360.156734-0.429577-0.5707501.171992-0.288653-0.6412280.4664650.257140-0.795163-0.8199640.163779-0.3186830.6004950.3117251.626195-0.270208-0.2257161.954302-0.03174-0.543457-0.491516-0.125797-0.5082510.3870470.663451-0.566939-1.2359060.7956290.255978-0.7687360.208502
GarageFinish_code1.02.738186e+092.738186e+092.7067421.001511e-0120.0733750.0734800.6514790.9847520.8302150.3259150.092907-0.288653-0.301643-0.313369-0.6278261.1893511.1078100.163779-0.3186830.6004950.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-0.597850-0.4093690.255978-0.7687360.208502
GarageQual_code1.02.281536e+082.281536e+080.2255346.349302e-0130.309859-0.0968970.651479-1.863632-0.720298-0.570750-0.499274-0.288653-0.061670-0.687324-0.5217340.9372761.1078100.1637790.2967630.6004951.650307-0.752176-0.270208-0.225716-1.039872-0.031741.026689-0.491516-0.1257971.0559280.3870470.6634510.9977700.678263-0.4093690.2559781.301075-3.426284
GarageCond_code1.01.298929e+081.298929e+080.1284017.201499e-0140.0733750.3751481.3747950.9516320.7333081.3664890.463568-0.288653-0.1748650.199680-0.0456111.6178771.1078101.3900231.5276560.6004951.6503070.780197-0.270208-0.2257160.457215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-1.873963-0.4093690.255978-0.7687360.208502
PavedDrive_code1.01.139098e+091.139098e+091.1260182.888109e-01
\n", + "" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual YearBuilt YearRemodAdd MasVnrArea \\\n", + "0 0.073375 -0.207142 0.651479 1.050994 0.878668 0.514104 \n", + "1 -0.872563 -0.091886 -0.071836 0.156734 -0.429577 -0.570750 \n", + "2 0.073375 0.073480 0.651479 0.984752 0.830215 0.325915 \n", + "3 0.309859 -0.096897 0.651479 -1.863632 -0.720298 -0.570750 \n", + "4 0.073375 0.375148 1.374795 0.951632 0.733308 1.366489 \n", + "\n", + " BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF \\\n", + "0 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 1.161852 \n", + "1 1.171992 -0.288653 -0.641228 0.466465 0.257140 -0.795163 \n", + "2 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 1.189351 \n", + "3 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 0.937276 \n", + "4 0.463568 -0.288653 -0.174865 0.199680 -0.045611 1.617877 \n", + "\n", + " BsmtFullBath BedroomAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "0 1.107810 0.163779 0.912210 -0.951226 0.311725 \n", + "1 -0.819964 0.163779 -0.318683 0.600495 0.311725 \n", + "2 1.107810 0.163779 -0.318683 0.600495 0.311725 \n", + "3 1.107810 0.163779 0.296763 0.600495 1.650307 \n", + "4 1.107810 1.390023 1.527656 0.600495 1.650307 \n", + "\n", + " WoodDeckSF ScreenPorch LandSlope_code Neighborhood_code \\\n", + "0 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "1 1.626195 -0.270208 -0.225716 1.954302 \n", + "2 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "3 -0.752176 -0.270208 -0.225716 -1.039872 \n", + "4 0.780197 -0.270208 -0.225716 0.457215 \n", + "\n", + " Condition2_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "0 -0.03174 1.026689 -0.491516 -0.125797 \n", + "1 -0.03174 -0.543457 -0.491516 -0.125797 \n", + "2 -0.03174 1.026689 -0.491516 -0.125797 \n", + "3 -0.03174 1.026689 -0.491516 -0.125797 \n", + "4 -0.03174 1.026689 -0.491516 -0.125797 \n", + "\n", + " Exterior1st_code MasVnrType_code ExterQual_code BsmtQual_code \\\n", + "0 0.743092 -1.241449 -0.777976 -0.566939 \n", + "1 -0.508251 0.387047 0.663451 -0.566939 \n", + "2 0.743092 -1.241449 -0.777976 -0.566939 \n", + "3 1.055928 0.387047 0.663451 0.997770 \n", + "4 0.743092 -1.241449 -0.777976 -0.566939 \n", + "\n", + " BsmtExposure_code KitchenQual_code Functional_code GarageType_code \\\n", + "0 0.678263 -0.409369 0.255978 -0.768736 \n", + "1 -1.235906 0.795629 0.255978 -0.768736 \n", + "2 -0.597850 -0.409369 0.255978 -0.768736 \n", + "3 0.678263 -0.409369 0.255978 1.301075 \n", + "4 -1.873963 -0.409369 0.255978 -0.768736 \n", + "\n", + " SaleCondition_code \n", + "0 0.208502 \n", + "1 0.208502 \n", + "2 0.208502 \n", + "3 -3.426284 \n", + "4 0.208502 " + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos el dataframe de los datos normalizados\n", + "data_norm2 = pd.DataFrame (x2, columns = features2)\n", + "\n", + "data_norm2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA()" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos el PCA\n", + "\n", + "pca2 = PCA()\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.94594173e-01, 8.53051922e-02, 6.81385298e-02, 6.44334370e-02,\n", + " 4.51461882e-02, 3.90310100e-02, 3.38947526e-02, 3.27948802e-02,\n", + " 3.14522117e-02, 3.03352274e-02, 2.98786035e-02, 2.94249513e-02,\n", + " 2.71413919e-02, 2.58225815e-02, 2.47945412e-02, 2.30198280e-02,\n", + " 2.18911708e-02, 2.14245544e-02, 2.01354720e-02, 1.82731585e-02,\n", + " 1.60932381e-02, 1.41140130e-02, 1.36833938e-02, 1.30974984e-02,\n", + " 1.24144736e-02, 1.20767934e-02, 1.03943756e-02, 9.70195586e-03,\n", + " 9.09055321e-03, 7.85835787e-03, 6.14296973e-03, 5.63779726e-03,\n", + " 2.76272541e-03, 3.83769338e-32])" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", + "pca2.explained_variance_ratio_" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#La suma de los componentes debe ser 1\n", + "sum(pca2.explained_variance_ratio_)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Varianza acumulada explicada')" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Graficamos los componentes para ver cuando sumen el 80%\n", + "plt.figure (figsize = (12,9))\n", + "plt.plot(range(1,35), pca2.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.title (\"Varianza explciada por los componentes\")\n", + "plt.xlabel ('Número de componentes')\n", + "plt.ylabel ('Varianza acumulada explicada')" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8070986698440021" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", + "#Parece que con 17 componentes se alcanza\n", + "\n", + "#Revisamos para comprobar\n", + "sum(pca2.explained_variance_ratio_[:17])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(n_components=17)" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Entrenamos el modelo con los 17 componentes que nos indicó previamente\n", + "pca2 = PCA(n_components = 17)\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "#Transformamos el dataframe\n", + "data_transform2 = pca2.transform(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17
SaleType_code1.02.008634e+082.008634e+080.1985576.559577e-0101.171643-1.333886-0.848685-1.840570-0.7156030.496675-0.729027-0.822432-0.2616771.195196-0.6116080.417826-0.1988290.3022900.711115-0.6912831.121111
SaleCondition_code1.08.802207e+098.802207e+098.7011273.233374e-0310.5722431.4681530.011652-0.024499-0.242771-0.127276-1.2673450.889612-0.461010-1.3364240.983771-0.167158-0.403541-0.9164130.0850140.356348-1.312284
Residual1389.01.405136e+121.011617e+09NaNNaN
\n", - "
" - ], - "text/plain": [ - " df sum_sq mean_sq F \\\n", - "MSSubClass 1.0 6.541130e+10 6.541130e+10 64.660153 \n", - "LotArea 1.0 5.966856e+11 5.966856e+11 589.833550 \n", - "OverallQual 1.0 5.467491e+12 5.467491e+12 5404.704903 \n", - "OverallCond 1.0 1.060528e+09 1.060528e+09 1.048350 \n", - "YearBuilt 1.0 9.261872e+10 9.261872e+10 91.555138 \n", - "YearRemodAdd 1.0 2.957231e+10 2.957231e+10 29.232721 \n", - "MasVnrArea 1.0 2.175227e+11 2.175227e+11 215.024790 \n", - "BsmtFinSF1 1.0 1.669333e+11 1.669333e+11 165.016330 \n", - "BsmtFinSF2 1.0 8.697119e+09 8.697119e+09 8.597246 \n", - "BsmtUnfSF 1.0 6.149832e+10 6.149832e+10 60.792103 \n", - "TotalBsmtSF 1.0 8.253153e+09 8.253153e+09 8.158378 \n", - "FirstFlrSF 1.0 1.143795e+11 1.143795e+11 113.066021 \n", - "SecondFlrSF 1.0 4.821203e+11 4.821203e+11 476.583913 \n", - "LowQualFinSF 1.0 2.941817e+09 2.941817e+09 2.908035 \n", - "GrLivArea 1.0 2.199778e+09 2.199778e+09 2.174517 \n", - "BsmtFullBath 1.0 1.938811e+10 1.938811e+10 19.165468 \n", - "BsmtHalfBath 1.0 8.808509e+07 8.808509e+07 0.087074 \n", - "FullBath 1.0 6.637691e+08 6.637691e+08 0.656147 \n", - "HalfBath 1.0 2.156144e+07 2.156144e+07 0.021314 \n", - "BedroomAbvGr 1.0 4.333918e+10 4.333918e+10 42.841493 \n", - "KitchenAbvGr 1.0 3.146973e+09 3.146973e+09 3.110835 \n", - "TotRmsAbvGrd 1.0 2.792980e+10 2.792980e+10 27.609066 \n", - "Fireplaces 1.0 7.733281e+09 7.733281e+09 7.644476 \n", - "GarageCars 1.0 4.930751e+10 4.930751e+10 48.741289 \n", - "GarageArea 1.0 7.778404e+07 7.778404e+07 0.076891 \n", - "WoodDeckSF 1.0 9.632329e+09 9.632329e+09 9.521716 \n", - "OpenPorchSF 1.0 1.370906e+06 1.370906e+06 0.001355 \n", - "EnclosedPorch 1.0 8.669783e+07 8.669783e+07 0.085702 \n", - "ThirdSsnPorch 1.0 5.460266e+08 5.460266e+08 0.539756 \n", - "ScreenPorch 1.0 1.279020e+10 1.279020e+10 12.643319 \n", - "PoolArea 1.0 2.116882e+09 2.116882e+09 2.092573 \n", - "MiscVal 1.0 1.651572e+08 1.651572e+08 0.163261 \n", - "MoSold 1.0 1.178538e+06 1.178538e+06 0.001165 \n", - "YrSold 1.0 1.451158e+09 1.451158e+09 1.434494 \n", - "MSZoning_code 1.0 3.477323e+09 3.477323e+09 3.437391 \n", - "Street_code 1.0 1.880317e+09 1.880317e+09 1.858724 \n", - "LotShape_code 1.0 2.452206e+09 2.452206e+09 2.424046 \n", - "LandContour_code 1.0 6.265075e+08 6.265075e+08 0.619313 \n", - "Utilities_code 1.0 3.079315e+09 3.079315e+09 3.043954 \n", - "LotConfig_code 1.0 1.190115e+08 1.190115e+08 0.117645 \n", - "LandSlope_code 1.0 5.942741e+09 5.942741e+09 5.874497 \n", - "Neighborhood_code 1.0 1.001276e+10 1.001276e+10 9.897776 \n", - "Condition1_code 1.0 5.970311e+08 5.970311e+08 0.590175 \n", - "Condition2_code 1.0 4.657970e+09 4.657970e+09 4.604480 \n", - "BldgType_code 1.0 1.551954e+09 1.551954e+09 1.534132 \n", - "HouseStyle_code 1.0 5.700016e+09 5.700016e+09 5.634560 \n", - "RoofStyle_code 1.0 5.247588e+09 5.247588e+09 5.187328 \n", - "RoofMatl_code 1.0 8.086365e+09 8.086365e+09 7.993505 \n", - "Exterior1st_code 1.0 4.200389e+09 4.200389e+09 4.152154 \n", - "Exterior2nd_code 1.0 9.387931e+08 9.387931e+08 0.928012 \n", - "MasVnrType_code 1.0 3.216254e+10 3.216254e+10 31.793201 \n", - "ExterQual_code 1.0 8.370845e+10 8.370845e+10 82.747182 \n", - "ExterCond_code 1.0 4.779358e+08 4.779358e+08 0.472447 \n", - "Foundation_code 1.0 2.388951e+09 2.388951e+09 2.361518 \n", - "BsmtQual_code 1.0 2.602048e+10 2.602048e+10 25.721673 \n", - "BsmtCond_code 1.0 2.276139e+09 2.276139e+09 2.250001 \n", - "BsmtExposure_code 1.0 2.524413e+10 2.524413e+10 24.954236 \n", - "BsmtFinType1_code 1.0 2.676871e+09 2.676871e+09 2.646132 \n", - "BsmtFinType2_code 1.0 5.101098e+08 5.101098e+08 0.504252 \n", - "Heating_code 1.0 2.311556e+07 2.311556e+07 0.022850 \n", - "HeatingQC_code 1.0 2.502130e+09 2.502130e+09 2.473397 \n", - "CentralAir_code 1.0 4.767572e+08 4.767572e+08 0.471282 \n", - "Electrical_code 1.0 1.255005e+09 1.255005e+09 1.240594 \n", - "KitchenQual_code 1.0 4.216622e+10 4.216622e+10 41.682004 \n", - "Functional_code 1.0 1.560354e+10 1.560354e+10 15.424355 \n", - "GarageType_code 1.0 4.278031e+09 4.278031e+09 4.228904 \n", - "GarageFinish_code 1.0 2.738186e+09 2.738186e+09 2.706742 \n", - "GarageQual_code 1.0 2.281536e+08 2.281536e+08 0.225534 \n", - "GarageCond_code 1.0 1.298929e+08 1.298929e+08 0.128401 \n", - "PavedDrive_code 1.0 1.139098e+09 1.139098e+09 1.126018 \n", - "SaleType_code 1.0 2.008634e+08 2.008634e+08 0.198557 \n", - "SaleCondition_code 1.0 8.802207e+09 8.802207e+09 8.701127 \n", - "Residual 1389.0 1.405136e+12 1.011617e+09 NaN \n", - "\n", - " PR(>F) \n", - "MSSubClass 1.888831e-15 \n", - "LotArea 6.967768e-109 \n", - "OverallQual 0.000000e+00 \n", - "OverallCond 3.060657e-01 \n", - "YearBuilt 4.754472e-21 \n", - "YearRemodAdd 7.547049e-08 \n", - "MasVnrArea 2.251622e-45 \n", - "BsmtFinSF1 9.030175e-36 \n", - "BsmtFinSF2 3.421856e-03 \n", - "BsmtUnfSF 1.236682e-14 \n", - "TotalBsmtSF 4.350068e-03 \n", - "FirstFlrSF 1.925834e-25 \n", - "SecondFlrSF 4.485208e-91 \n", - "LowQualFinSF 8.836281e-02 \n", - "GrLivArea 1.405402e-01 \n", - "BsmtFullBath 1.288409e-05 \n", - "BsmtHalfBath 7.679751e-01 \n", - "FullBath 4.180624e-01 \n", - "HalfBath 8.839484e-01 \n", - "BedroomAbvGr 8.329240e-11 \n", - "KitchenAbvGr 7.799290e-02 \n", - "TotRmsAbvGrd 1.716684e-07 \n", - "Fireplaces 5.769971e-03 \n", - "GarageCars 4.511825e-12 \n", - "GarageArea 7.815972e-01 \n", - "WoodDeckSF 2.070666e-03 \n", - "OpenPorchSF 9.706398e-01 \n", - "EnclosedPorch 7.697574e-01 \n", - "ThirdSsnPorch 4.626578e-01 \n", - "ScreenPorch 3.895637e-04 \n", - "PoolArea 1.482423e-01 \n", - "MiscVal 6.862343e-01 \n", - "MoSold 9.727767e-01 \n", - "YrSold 2.312368e-01 \n", - "MSZoning_code 6.394813e-02 \n", - "Street_code 1.729930e-01 \n", - "LotShape_code 1.197138e-01 \n", - "LandContour_code 4.314370e-01 \n", - "Utilities_code 8.125948e-02 \n", - "LotConfig_code 7.316549e-01 \n", - "LandSlope_code 1.548879e-02 \n", - "Neighborhood_code 1.689909e-03 \n", - "Condition1_code 4.424820e-01 \n", - "Condition2_code 3.206139e-02 \n", - "BldgType_code 2.157027e-01 \n", - "HouseStyle_code 1.774511e-02 \n", - "RoofStyle_code 2.290359e-02 \n", - "RoofMatl_code 4.761875e-03 \n", - "Exterior1st_code 4.177078e-02 \n", - "Exterior2nd_code 3.355476e-01 \n", - "MasVnrType_code 2.074541e-08 \n", - "ExterQual_code 3.140526e-19 \n", - "ExterCond_code 4.919781e-01 \n", - "Foundation_code 1.245889e-01 \n", - "BsmtQual_code 4.476289e-07 \n", - "BsmtCond_code 1.338416e-01 \n", - "BsmtExposure_code 6.616080e-07 \n", - "BsmtFinType1_code 1.040290e-01 \n", - "BsmtFinType2_code 4.777570e-01 \n", - "Heating_code 8.798695e-01 \n", - "HeatingQC_code 1.160152e-01 \n", - "CentralAir_code 4.925124e-01 \n", - "Electrical_code 2.655494e-01 \n", - "KitchenQual_code 1.480742e-10 \n", - "Functional_code 9.008885e-05 \n", - "GarageType_code 3.992756e-02 \n", - "GarageFinish_code 1.001511e-01 \n", - "GarageQual_code 6.349302e-01 \n", - "GarageCond_code 7.201499e-01 \n", - "PavedDrive_code 2.888109e-01 \n", - "SaleType_code 6.559577e-01 \n", - "SaleCondition_code 3.233374e-03 \n", - "Residual NaN " + " 2\n", + " 1.447591\n", + " -0.925578\n", + " -0.908667\n", + " -1.668781\n", + " -0.180820\n", + " 1.170669\n", + " -0.311830\n", + " -0.629739\n", + " -0.434141\n", + " 1.228364\n", + " -0.435488\n", + " 0.111258\n", + " 0.268607\n", + " 0.410254\n", + " 0.453994\n", + " -0.229606\n", + " 0.737572\n", + " \n", + " \n", + " 3\n", + " -1.380782\n", + " -1.202584\n", + " 1.065220\n", + " -0.855767\n", + " 0.449825\n", + " -0.588221\n", + " 0.322903\n", + " -0.930629\n", + " -0.777025\n", + " -0.214465\n", + " -1.448338\n", + " 2.450741\n", + " 0.308685\n", + " 0.965236\n", + " 1.171423\n", + " 0.439125\n", + " -0.521474\n", + " \n", + " \n", + " 4\n", + " 3.645644\n", + " -1.554852\n", + " 0.725961\n", + " -1.947212\n", + " -0.392436\n", + " 0.752623\n", + " -1.104254\n", + " -0.471467\n", + " -0.043250\n", + " 0.146332\n", + " -0.222258\n", + " 0.569352\n", + " 0.070607\n", + " 0.224820\n", + " -0.113098\n", + " -0.575170\n", + " -0.022752\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 1.171643 -1.333886 -0.848685 -1.840570 -0.715603 \n", + "1 0.572243 1.468153 0.011652 -0.024499 -0.242771 \n", + "2 1.447591 -0.925578 -0.908667 -1.668781 -0.180820 \n", + "3 -1.380782 -1.202584 1.065220 -0.855767 0.449825 \n", + "4 3.645644 -1.554852 0.725961 -1.947212 -0.392436 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 0.496675 -0.729027 -0.822432 -0.261677 1.195196 \n", + "1 -0.127276 -1.267345 0.889612 -0.461010 -1.336424 \n", + "2 1.170669 -0.311830 -0.629739 -0.434141 1.228364 \n", + "3 -0.588221 0.322903 -0.930629 -0.777025 -0.214465 \n", + "4 0.752623 -1.104254 -0.471467 -0.043250 0.146332 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 -0.611608 0.417826 -0.198829 0.302290 0.711115 \n", + "1 0.983771 -0.167158 -0.403541 -0.916413 0.085014 \n", + "2 -0.435488 0.111258 0.268607 0.410254 0.453994 \n", + "3 -1.448338 2.450741 0.308685 0.965236 1.171423 \n", + "4 -0.222258 0.569352 0.070607 0.224820 -0.113098 \n", + "\n", + " Componente 16 Componente 17 \n", + "0 -0.691283 1.121111 \n", + "1 0.356348 -1.312284 \n", + "2 -0.229606 0.737572 \n", + "3 0.439125 -0.521474 \n", + "4 -0.575170 -0.022752 " ] }, - "execution_count": 73, + "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sm.stats.anova_lm(model_simp)" + "#Creamos un dataframe para ver nuevamente la información con los 17 componentes\n", + "data_pca2 = pd.DataFrame(data_transform2, index = data_norm2.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17'])\n", + "data_pca2.head()" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.19459417, 0.08530519, 0.06813853, 0.06443344, 0.04514618,\n", + " 0.03903098, 0.0338947 , 0.03279455, 0.03145206, 0.03033442,\n", + " 0.02987833, 0.02942464, 0.02714052, 0.02582144, 0.0247747 ,\n", + " 0.02301311, 0.02189005])" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "#Con este modelo vemos que variables son significativas en el precio de las casas\n", - "#Las variables que tengan un P-value menor a 0.05 afectan de manera significativa el precio de las casas" + "#Nos quedamos con nuestro modelo final de 17 componentes, con sus respectivos coeficientes\n", + "pca2.explained_variance_ratio_[:17]\n", + "\n", + "#Cada uno de los valores de las casas, va a estar dado por multiplicar el coeficiente de cada componente\n", + "#por el valor que tiene cada casa en ese componente" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -18605,28 +21315,28 @@ "\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", " \n", @@ -18634,261 +21344,147 @@ "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.839Dep. Variable: SalePrice R-squared: 0.756
Model: OLS Adj. R-squared: 0.835Model: OLS Adj. R-squared: 0.755
Method: Least Squares F-statistic: 224.4Method: Least Squares F-statistic: 643.7
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00
Time: 17:15:14 Log-Likelihood: -17213.Time: 10:02:01 Log-Likelihood: -17513.
No. Observations: 1460 AIC: 3.449e+04No. Observations: 1460 AIC: 3.504e+04
Df Residuals: 1426 BIC: 3.467e+04Df Residuals: 1452 BIC: 3.509e+04
Df Model: 33 Df Model: 7
Covariance Type: nonrobust
\n", "\n", "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", + " \n", "\n", "\n", - " \n", - "\n", - "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05
MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118
LotArea 0.3247 0.103 3.152 0.002 0.123 0.527
OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04
YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137
YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554
MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450
BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039
BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264
BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226
TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430
FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989
SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285
BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04
BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254
TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995
Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784
GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04
WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444
ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487
LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026
Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848
Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590
HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034
RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219
RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190 coef std err t P>|t| [0.025 0.975]
Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500
MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861const -9.136e+05 1.18e+05 -7.761 0.000 -1.14e+06 -6.83e+05
ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611OverallQual 2.352e+04 1152.898 20.399 0.000 2.13e+04 2.58e+04
BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526YearRemodAdd 409.4142 60.691 6.746 0.000 290.363 528.466
BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422MasVnrArea 45.5075 6.452 7.053 0.000 32.851 58.164
KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211TotalBsmtSF 19.8295 4.386 4.521 0.000 11.226 28.433
Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062FirstFlrSF 25.6129 4.939 5.186 0.000 15.924 35.302
GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807TotRmsAbvGrd 8495.8985 747.414 11.367 0.000 7029.773 9962.024
SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704GarageCars 1.562e+04 1808.550 8.637 0.000 1.21e+04 1.92e+04
\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", - "
Omnibus: 866.633 Durbin-Watson: 1.951Omnibus: 468.876 Durbin-Watson: 1.952
Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511Prob(Omnibus): 0.000 Jarque-Bera (JB): 21949.148
Skew: -1.679 Prob(JB): 0.00Skew: 0.724 Prob(JB): 0.00
Kurtosis: 54.318 Cond. No. 1.34e+16Kurtosis: 21.940 Cond. No. 2.93e+05


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." + "

Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 2.93e+05. This might indicate that there are
strong multicollinearity or other numerical problems." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", - "Dep. Variable: SalePrice R-squared: 0.839\n", - "Model: OLS Adj. R-squared: 0.835\n", - "Method: Least Squares F-statistic: 224.4\n", - "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", - "Time: 17:15:14 Log-Likelihood: -17213.\n", - "No. Observations: 1460 AIC: 3.449e+04\n", - "Df Residuals: 1426 BIC: 3.467e+04\n", - "Df Model: 33 \n", + "Dep. Variable: SalePrice R-squared: 0.756\n", + "Model: OLS Adj. R-squared: 0.755\n", + "Method: Least Squares F-statistic: 643.7\n", + "Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 10:02:01 Log-Likelihood: -17513.\n", + "No. Observations: 1460 AIC: 3.504e+04\n", + "Df Residuals: 1452 BIC: 3.509e+04\n", + "Df Model: 7 \n", "Covariance Type: nonrobust \n", - "======================================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "--------------------------------------------------------------------------------------\n", - "const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05\n", - "MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118\n", - "LotArea 0.3247 0.103 3.152 0.002 0.123 0.527\n", - "OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04\n", - "YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137\n", - "YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554\n", - "MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450\n", - "BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039\n", - "BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264\n", - "BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226\n", - "TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430\n", - "FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989\n", - "SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285\n", - "BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04\n", - "BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254\n", - "TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995\n", - "Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784\n", - "GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04\n", - "WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444\n", - "ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487\n", - "LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026\n", - "Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848\n", - "Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590\n", - "HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034\n", - "RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219\n", - "RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190\n", - "Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500\n", - "MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861\n", - "ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611\n", - "BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526\n", - "BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422\n", - "KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211\n", - "Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062\n", - "GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807\n", - "SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704\n", + "================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------\n", + "const -9.136e+05 1.18e+05 -7.761 0.000 -1.14e+06 -6.83e+05\n", + "OverallQual 2.352e+04 1152.898 20.399 0.000 2.13e+04 2.58e+04\n", + "YearRemodAdd 409.4142 60.691 6.746 0.000 290.363 528.466\n", + "MasVnrArea 45.5075 6.452 7.053 0.000 32.851 58.164\n", + "TotalBsmtSF 19.8295 4.386 4.521 0.000 11.226 28.433\n", + "FirstFlrSF 25.6129 4.939 5.186 0.000 15.924 35.302\n", + "TotRmsAbvGrd 8495.8985 747.414 11.367 0.000 7029.773 9962.024\n", + "GarageCars 1.562e+04 1808.550 8.637 0.000 1.21e+04 1.92e+04\n", "==============================================================================\n", - "Omnibus: 866.633 Durbin-Watson: 1.951\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511\n", - "Skew: -1.679 Prob(JB): 0.00\n", - "Kurtosis: 54.318 Cond. No. 1.34e+16\n", + "Omnibus: 468.876 Durbin-Watson: 1.952\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 21949.148\n", + "Skew: 0.724 Prob(JB): 0.00\n", + "Kurtosis: 21.940 Cond. No. 2.93e+05\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are\n", - "strong multicollinearity problems or that the design matrix is singular.\n", + "[2] The condition number is large, 2.93e+05. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n", "\"\"\"" ] }, - "execution_count": 76, + "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Modelo de regresión: \n", + "## Elegiremos ahora las variables que observamos que tienen mayor relación en el análisis gráfico con el Precio de las casas\n", + "#Y que según el ANOVA realizado sean significativas.\n", + "\n", + "#Para las variables de 'YearBuilt' y 'YearRemodAdd' - solamente tomaremos la de 'YearRemodAdd'\n", + "#Para las variables de 'OverallQual', 'ExterQual_code', 'BsmtQual_code', y 'KitchenQual_code' - solamente tomaremos la de 'OverallQual'\n", + "\n", + "#Modelo de regresión 3: \n", "\n", "#Definimos nuestras variables independientes\n", - "x2 = data[['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", - " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", - " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", - " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", - " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", - " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", - " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']]\n", + "x3 = data[['OverallQual', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', 'TotRmsAbvGrd', 'GarageCars']]\n", "\n", "#Definimos nuestra variable dependiente\n", - "y2 = data['SalePrice']\n", + "y3 = data['SalePrice']\n", "\n", "#Agregamos el intercepto para el modelo y lo corremos\n", - "X2 = sm.add_constant(x2) \n", - "Y2 = y2\n", + "X3 = sm.add_constant(x3) \n", + "Y3 = y3\n", "\n", - "model2 = sm.OLS(Y2, X2).fit()\n", + "model3 = sm.OLS(Y3, X3).fit()\n", "\n", - "model2.summary()" + "model3.summary()" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", - "#Vemos que el modelo tiene una R2 de 0.839, por lo que es un buen modelo prediciendo el precio de las casas." + "#Vemos que el modelo tiene una R2 de 0.756, por lo que es un buen modelo prediciendo el precio de las casas." ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "#Estandarizamos los datos: media 0 y varianza 1\n", "\n", - "features2 = ['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", - " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", - " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", - " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", - " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", - " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", - " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']\n", + "features3 = ['OverallQual', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', 'TotRmsAbvGrd', 'GarageCars']\n", "\n", - "x2 = data.loc[:,features2].values\n", + "x3 = data.loc[:,features3].values\n", "types = data ['SalePrice']\n", "\n", "#Aplicamos la estandarización de los datos\n", "\n", - "x2 = StandardScaler().fit_transform(x2)" + "x3 = StandardScaler().fit_transform(x3)" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 128, "metadata": {}, "outputs": [ { @@ -18912,305 +21508,101 @@ " \n", " \n", " \n", - " MSSubClass\n", - " LotArea\n", " OverallQual\n", - " YearBuilt\n", " YearRemodAdd\n", " MasVnrArea\n", - " BsmtFinSF1\n", - " BsmtFinSF2\n", - " BsmtUnfSF\n", " TotalBsmtSF\n", " FirstFlrSF\n", - " SecondFlrSF\n", - " BsmtFullBath\n", - " BedroomAbvGr\n", " TotRmsAbvGrd\n", - " Fireplaces\n", " GarageCars\n", - " WoodDeckSF\n", - " ScreenPorch\n", - " LandSlope_code\n", - " Neighborhood_code\n", - " Condition2_code\n", - " HouseStyle_code\n", - " RoofStyle_code\n", - " RoofMatl_code\n", - " Exterior1st_code\n", - " MasVnrType_code\n", - " ExterQual_code\n", - " BsmtQual_code\n", - " BsmtExposure_code\n", - " KitchenQual_code\n", - " Functional_code\n", - " GarageType_code\n", - " SaleCondition_code\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.073375\n", - " -0.207142\n", " 0.651479\n", - " 1.050994\n", " 0.878668\n", " 0.514104\n", - " 0.575425\n", - " -0.288653\n", - " -0.944591\n", " -0.459303\n", " -0.793434\n", - " 1.161852\n", - " 1.107810\n", - " 0.163779\n", " 0.912210\n", - " -0.951226\n", " 0.311725\n", - " -0.752176\n", - " -0.270208\n", - " -0.225716\n", - " -1.206215\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 0.743092\n", - " -1.241449\n", - " -0.777976\n", - " -0.566939\n", - " 0.678263\n", - " -0.409369\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", " 1\n", - " -0.872563\n", - " -0.091886\n", " -0.071836\n", - " 0.156734\n", " -0.429577\n", " -0.570750\n", - " 1.171992\n", - " -0.288653\n", - " -0.641228\n", " 0.466465\n", " 0.257140\n", - " -0.795163\n", - " -0.819964\n", - " 0.163779\n", " -0.318683\n", - " 0.600495\n", " 0.311725\n", - " 1.626195\n", - " -0.270208\n", - " -0.225716\n", - " 1.954302\n", - " -0.03174\n", - " -0.543457\n", - " -0.491516\n", - " -0.125797\n", - " -0.508251\n", - " 0.387047\n", - " 0.663451\n", - " -0.566939\n", - " -1.235906\n", - " 0.795629\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", " 2\n", - " 0.073375\n", - " 0.073480\n", " 0.651479\n", - " 0.984752\n", " 0.830215\n", " 0.325915\n", - " 0.092907\n", - " -0.288653\n", - " -0.301643\n", " -0.313369\n", " -0.627826\n", - " 1.189351\n", - " 1.107810\n", - " 0.163779\n", " -0.318683\n", - " 0.600495\n", " 0.311725\n", - " -0.752176\n", - " -0.270208\n", - " -0.225716\n", - " -1.206215\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 0.743092\n", - " -1.241449\n", - " -0.777976\n", - " -0.566939\n", - " -0.597850\n", - " -0.409369\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", " 3\n", - " 0.309859\n", - " -0.096897\n", " 0.651479\n", - " -1.863632\n", " -0.720298\n", " -0.570750\n", - " -0.499274\n", - " -0.288653\n", - " -0.061670\n", " -0.687324\n", " -0.521734\n", - " 0.937276\n", - " 1.107810\n", - " 0.163779\n", " 0.296763\n", - " 0.600495\n", " 1.650307\n", - " -0.752176\n", - " -0.270208\n", - " -0.225716\n", - " -1.039872\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 1.055928\n", - " 0.387047\n", - " 0.663451\n", - " 0.997770\n", - " 0.678263\n", - " -0.409369\n", - " 0.255978\n", - " 1.301075\n", - " -3.426284\n", " \n", " \n", " 4\n", - " 0.073375\n", - " 0.375148\n", " 1.374795\n", - " 0.951632\n", " 0.733308\n", " 1.366489\n", - " 0.463568\n", - " -0.288653\n", - " -0.174865\n", " 0.199680\n", " -0.045611\n", - " 1.617877\n", - " 1.107810\n", - " 1.390023\n", " 1.527656\n", - " 0.600495\n", " 1.650307\n", - " 0.780197\n", - " -0.270208\n", - " -0.225716\n", - " 0.457215\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 0.743092\n", - " -1.241449\n", - " -0.777976\n", - " -0.566939\n", - " -1.873963\n", - " -0.409369\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", "\n", "" ], "text/plain": [ - " MSSubClass LotArea OverallQual YearBuilt YearRemodAdd MasVnrArea \\\n", - "0 0.073375 -0.207142 0.651479 1.050994 0.878668 0.514104 \n", - "1 -0.872563 -0.091886 -0.071836 0.156734 -0.429577 -0.570750 \n", - "2 0.073375 0.073480 0.651479 0.984752 0.830215 0.325915 \n", - "3 0.309859 -0.096897 0.651479 -1.863632 -0.720298 -0.570750 \n", - "4 0.073375 0.375148 1.374795 0.951632 0.733308 1.366489 \n", - "\n", - " BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF \\\n", - "0 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 1.161852 \n", - "1 1.171992 -0.288653 -0.641228 0.466465 0.257140 -0.795163 \n", - "2 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 1.189351 \n", - "3 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 0.937276 \n", - "4 0.463568 -0.288653 -0.174865 0.199680 -0.045611 1.617877 \n", - "\n", - " BsmtFullBath BedroomAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", - "0 1.107810 0.163779 0.912210 -0.951226 0.311725 \n", - "1 -0.819964 0.163779 -0.318683 0.600495 0.311725 \n", - "2 1.107810 0.163779 -0.318683 0.600495 0.311725 \n", - "3 1.107810 0.163779 0.296763 0.600495 1.650307 \n", - "4 1.107810 1.390023 1.527656 0.600495 1.650307 \n", - "\n", - " WoodDeckSF ScreenPorch LandSlope_code Neighborhood_code \\\n", - "0 -0.752176 -0.270208 -0.225716 -1.206215 \n", - "1 1.626195 -0.270208 -0.225716 1.954302 \n", - "2 -0.752176 -0.270208 -0.225716 -1.206215 \n", - "3 -0.752176 -0.270208 -0.225716 -1.039872 \n", - "4 0.780197 -0.270208 -0.225716 0.457215 \n", - "\n", - " Condition2_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", - "0 -0.03174 1.026689 -0.491516 -0.125797 \n", - "1 -0.03174 -0.543457 -0.491516 -0.125797 \n", - "2 -0.03174 1.026689 -0.491516 -0.125797 \n", - "3 -0.03174 1.026689 -0.491516 -0.125797 \n", - "4 -0.03174 1.026689 -0.491516 -0.125797 \n", - "\n", - " Exterior1st_code MasVnrType_code ExterQual_code BsmtQual_code \\\n", - "0 0.743092 -1.241449 -0.777976 -0.566939 \n", - "1 -0.508251 0.387047 0.663451 -0.566939 \n", - "2 0.743092 -1.241449 -0.777976 -0.566939 \n", - "3 1.055928 0.387047 0.663451 0.997770 \n", - "4 0.743092 -1.241449 -0.777976 -0.566939 \n", - "\n", - " BsmtExposure_code KitchenQual_code Functional_code GarageType_code \\\n", - "0 0.678263 -0.409369 0.255978 -0.768736 \n", - "1 -1.235906 0.795629 0.255978 -0.768736 \n", - "2 -0.597850 -0.409369 0.255978 -0.768736 \n", - "3 0.678263 -0.409369 0.255978 1.301075 \n", - "4 -1.873963 -0.409369 0.255978 -0.768736 \n", + " OverallQual YearRemodAdd MasVnrArea TotalBsmtSF FirstFlrSF \\\n", + "0 0.651479 0.878668 0.514104 -0.459303 -0.793434 \n", + "1 -0.071836 -0.429577 -0.570750 0.466465 0.257140 \n", + "2 0.651479 0.830215 0.325915 -0.313369 -0.627826 \n", + "3 0.651479 -0.720298 -0.570750 -0.687324 -0.521734 \n", + "4 1.374795 0.733308 1.366489 0.199680 -0.045611 \n", "\n", - " SaleCondition_code \n", - "0 0.208502 \n", - "1 0.208502 \n", - "2 0.208502 \n", - "3 -3.426284 \n", - "4 0.208502 " + " TotRmsAbvGrd GarageCars \n", + "0 0.912210 0.311725 \n", + "1 -0.318683 0.311725 \n", + "2 -0.318683 0.311725 \n", + "3 0.296763 1.650307 \n", + "4 1.527656 1.650307 " ] }, - "execution_count": 80, + "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Creamos el dataframe de los datos normalizados\n", - "data_norm2 = pd.DataFrame (x2, columns = features2)\n", + "data_norm3 = pd.DataFrame (x3, columns = features3)\n", "\n", - "data_norm2.head()" + "data_norm3.head()" ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -19219,7 +21611,7 @@ "PCA()" ] }, - "execution_count": 81, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -19227,63 +21619,56 @@ "source": [ "#Hacemos el PCA\n", "\n", - "pca2 = PCA()\n", - "pca2.fit(data_norm2)" + "pca3 = PCA()\n", + "pca3.fit(data_norm3)" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([1.94594173e-01, 8.53051922e-02, 6.81385298e-02, 6.44334370e-02,\n", - " 4.51461882e-02, 3.90310100e-02, 3.38947526e-02, 3.27948802e-02,\n", - " 3.14522117e-02, 3.03352274e-02, 2.98786035e-02, 2.94249513e-02,\n", - " 2.71413919e-02, 2.58225815e-02, 2.47945412e-02, 2.30198280e-02,\n", - " 2.18911708e-02, 2.14245544e-02, 2.01354720e-02, 1.82731585e-02,\n", - " 1.60932381e-02, 1.41140130e-02, 1.36833938e-02, 1.30974984e-02,\n", - " 1.24144736e-02, 1.20767934e-02, 1.03943756e-02, 9.70195586e-03,\n", - " 9.09055321e-03, 7.85835787e-03, 6.14296973e-03, 5.63779726e-03,\n", - " 2.76272541e-03, 3.83769338e-32])" + "array([0.49575422, 0.14172299, 0.11591219, 0.10421158, 0.07190209,\n", + " 0.04803847, 0.02245846])" ] }, - "execution_count": 86, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", - "pca2.explained_variance_ratio_" + "pca3.explained_variance_ratio_" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.0" + "0.9999999999999998" ] }, - "execution_count": 84, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#La suma de los componentes debe ser 1\n", - "sum(pca2.explained_variance_ratio_)" + "sum(pca3.explained_variance_ratio_)" ] }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 132, "metadata": {}, "outputs": [ { @@ -19292,13 +21677,13 @@ "Text(0, 0.5, 'Varianza acumulada explicada')" ] }, - "execution_count": 89, + "execution_count": 132, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuUAAAI9CAYAAACdVwa8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACaaklEQVR4nOzdeVxU5f4H8M8ZmGEZEARFZRUXwH0FV3BXsFQiF9LSykrL9mu53Fu3rH6VlV7TFsssTc2tIrUAc99Fcw0FTdDBFQUZYRBmO78/iImR7SDMDMvn/Xrd140zZ875zhPmh4fnfB9BFEURRERERERkMzJbF0BERERE1NAxlBMRERER2RhDORERERGRjTGUExERERHZGEM5EREREZGNMZQTEREREdkYQzlRHfTYY4+hXbt2uHnzZrnnqNVqdOzYES+88EK17nX58mUEBwdj8eLF1bpOQ3K/YxYcHIzZs2fXWB01fT1bqS+foyHLyMiwdQlEtR5DOVEdNHr0aBiNRmzdurXcc7Zu3QqdTofRo0dX614eHh6YP38+hg0bVq3rUOXmz5+PCRMm2LoMohr1448/4oEHHrB1GUS1HkM5UR0UGRkJhUKBxMTEcs/57bff4ObmhgEDBlTrXs7OzhgzZgxCQkKqdR2q3JgxY9CtWzdbl0FUo44cOYLCwkJbl0FU6zGUE9VBrq6uGDRoEI4ePYqsrKxSr2dlZeHw4cOm8E5ERES1G0M5UR01atQoGAwG/P7776VeS0hIgMFgMC1duXnzJubNm4chQ4agY8eO6NGjByZPnow//vjD9J7Dhw8jODgYP//8M0aNGoVOnTphzpw5Za6PzsvLwyeffILIyEh06tQJ3bp1w/jx47F9+3bTOcXvi4uLw8KFCxEREYFOnTph3LhxOHTokOm8xYsXIzg4uNz/Xb58WfI9K/LTTz8hOjoanTp1Qu/evTF79mxkZmaaXv/4448RHByM1atXm45ptVqMGjUKvXr1QmZmpukz/fjjj/jggw/Qq1cvhIaG4sUXX5S0ZvaXX37Bww8/jK5duyIiIgJvvvkmsrOzTa/fu3Zap9Nh6dKlGD16NLp27YrOnTtj9OjR2LhxY6lrr169GiNGjEDnzp0xduxYpKamljqnKte7V3BwMD7//HMsXboU/fv3R7du3fDkk0/i7Nmzpc7dtm0bYmNj0blzZ/Ts2RPTp09HSkpKqev973//w/Tp09GxY0eMHDkSer2+0jqqco+rV6/ihRdeQP/+/dGpUyeMHDkSX3/9NYxGY6XXP3nyJJ5++mmEhoaiV69eeOaZZ0qN6dGjR/H444+jW7du6NatGyZPnowjR46YnTN48GDMmzcPGzZsMP37efjhh3Hq1CncvHkTL730Erp164bw8HAsXLjQrDZLjPlXX32Fb7/9FkOHDkXHjh0xatQoxMfHl7rezp07ERsbiy5duiA0NBQvvPAC0tPTq3y9xx57DD///LPp/JLf38ePH8cTTzxhGr8nn3wSp06dMruHWq3G7NmzMXDgQHTs2BFDhw7FJ598wpl3qpcEURRFWxdBRFWn1WrRv39/tG/fHt99953Za5MmTcK1a9ewfft2FBYWYvTo0cjNzcWkSZPQrFkzXLx4ET/88AMEQcDu3bvh4uKCw4cPY/LkyablKq1atYK3tzdCQkIwZMgQPP/883jhhRcgiiIeffRRnDlzBo8++ij8/f1x/fp1rF27Frdv30ZiYiL8/Pxw+fJlDBkyBN7e3nBycsL48eOh0+mwfPly5OfnY9euXWjcuDFSUlJKhZ0bN25gwYIFaN++PdauXQu5XC7pnuVZsmQJFi9ejBEjRqB37964ceMGVq1aBTc3N2zcuBEeHh4oLCxEdHQ0bt26hfj4eDRp0gQLFy7El19+iYULF2LkyJFmn8loNGLSpEm4e/cuvvvuO7i4uGDTpk1o3Lix6bziMQOAr7/+Gh9//DF69OiByMhIZGVlYcWKFWjbti1++OEH2NvbIzg4GA899BA++OADAMDMmTMRHx+PRx55BMHBwbh9+zbWr1+PjIwMfP/99wgLCwNQ9IPNkiVLEB4ejkGDBuHUqVPYvn07cnNz7+t6ZQkODoa3tzfy8vIwZcoUyOVyrFixAgUFBdi4cSNatWoFoOiHg3nz5pkCWl5eHtasWYO7d+9ixYoV6Ny5s+l6zs7O6NKlCyIjI1FQUIDHH3+83HuX/BxS7qHT6TBmzBgUFBRg4sSJaNSoEXbv3o1t27bhlVdewfTp08v9rMVh28vLC+PHj4ejoyNWrlwJjUaDH3/8Eb6+vti+fTuef/55+Pv74+GHHwYAbNiwAVevXsWnn36KIUOGACgK5QaDAQaDAVOmTIEoivjiiy/QqFEjuLq6om3btujduze2bt2Kffv24YMPPsBDDz1ksTEv+b3r6OiIFStW4MqVK9i0aROCgoIAFP0AO3fuXPTp0wdDhgyBWq3GDz/8gMLCQqxfvx6BgYGSr7d//358/vnnOHr0KObPnw9/f39069YN+/fvx7Rp0xASEoIHH3wQWq0WP/30E65cuYJvv/0WPXv2BAA88cQTOHPmDCZPngwvLy8cP34cP/74I8aPH4933nmn3H+HRHWSSER11n/+8x+xXbt2YlZWlunY9evXxeDgYHHBggWiKIrir7/+KgYFBYl79uwxe+8PP/wgBgUFiYmJiaIoiuKhQ4fEoKAg8dFHHzU7LyMjQwwKChI//fRTURRF8cSJE2JQUJD4ww8/mJ23Z88eMSgoSFy+fLnZ+wYMGCBqNBrTecX1rFu3rszPVFBQID700ENiWFiYePny5SrdsywqlUoMCQkRP/74Y7PjqampYocOHcT33nvPdOzYsWNiSEiI+Nprr4l//vmn2L59e/GVV14pNRZdu3YVr127Zjq+f/9+MSgoyHSPe8csJydH7NSpkzh16lRRr9eb3rd+/XoxKChI3LVrlyiKohgUFCTOmjVLFEVRzMzMFIODg0vVfeHCBTEoKEh85513RFEUxaysLLFjx47ic889JxqNRtN5n3766X1drzxBQUFiSEiI+Oeff5qO/fXXX2ZjlJ2dLXbp0kUcO3asWFhYaDZuxcdLXq9Hjx6iWq2u8L73jovUe5w8eVIMCgoS4+PjTecYjUbxySefFF9//fUK7zd27FixX79+YnZ2tulYWlqaGBISIn744YeiTqcTIyIixAEDBoi5ubmmc9RqtRgeHi6Gh4eLWq1WFEVRHDRokBgcHCympKSYzvvwww/FoKAg8eWXXzYd02g0YocOHcRXX33V7HPX9Jh37dpVzMzMNB0r/rNV/N+L3NxcsXv37mbf96JY9P0TGhoqPvfcc1W6niiK4qxZs8SgoCDT1waDQRwyZIgYGxtr9udBo9GIw4YNE8eMGSOKoijeunVLDAoKEpctW2ZWy+zZs8UpU6aIRPUNl68Q1WHFS1hKLuGIj4+HKIqmpSsjR47EwYMH0b9/f9M5Wq3W9M/5+flm1yx5Xlm6dOmCI0eOICYmxnTMYDCYfu2u0WjMzh8wYACcnZ1NXxc/MFpeO8d///vfOHv2LBYsWAAfH5/7umdJv//+O4xGIwYPHozs7GzT/5o0aYJ27dph165dpnO7deuGxx57DJs2bcKLL74IDw8PvPnmm6WuOXr0aDRv3tz0dd++fREUFIQdO3aUWcOBAwdQWFiISZMmwc7Ozuw6P/30U5kz1E2bNsUff/yB5557znRMFEXTEo/iz3z48GFotVqMHz8egiCYzn3sscfu63oV6devHzp06GD6unXr1ggPD8euXbtgNBpx8OBB3L17F0888YTZswy+vr4YPXo0Tp06ZbZkqEuXLmjUqFGl9y1J6j28vLwgCAKWLl2KvXv3QqvVQhAEfPPNN/jwww/LvX5WVhZOnz6NUaNGoXHjxqbjgYGB+PHHH/H000/jzJkzuH79OiZNmgQXFxfTOY0aNcKjjz6KGzdu4M8//zQd9/f3R3BwsNm1AJh1NHJ2doanp2epPxc1PeY9evRA06ZNTV+3a9cOwD9/Hvfv34+8vDwMHTrU7M+LnZ0devfujX379pktM6rsemU5c+YMMjIyMHToUKjVatM9CgoKMGjQIJw9exbXr1+Hq6srnJ2dsWbNGiQmJpr+W/X++++X+u0gUX1gb+sCiOj+hYaGwtvbGwkJCRg3bhwA4Ndff0WHDh3QunVr03mCIOCrr77C8ePHoVKpoFKpoNPpAKDU+loPD49K72tvb4+1a9ciKSkJly5dgkqlQkFBAYCioFfR9YqDQ1nrer/55hts3rwZr7zyCvr163ff9yxJpVIBAGJjY8t8XS6Xm339yiuvIDExEZcvX8bChQvh7u5e6j1t2rQpdaxly5bYu3dvmfe4cuUKACAgIMDsuIODg1ngupdCocCmTZuwb98+XLx4EZcuXTKF5+LPXHxtf39/s/e6u7vD09OzyterSHmfe+fOncjJyTGt/y9eVlFS8ffj1atX4eXlBUDa99q9pN6ja9eueO2117BgwQI89dRTcHZ2Rp8+fTBy5EhERUWZ/XBU0pUrVyCKYql/VwDQvn17AEU/GAD/hOuSiuu6evWqqZPOvf8eiu997+e3s7Mr9e/B0mN+75/H4j8vr7zySqnrFcvOzpZ8vbIU32P+/PmYP39+medcu3YNzZs3x7x58/DGG2/gxRdfhEKhQFhYGIYPH47o6Gg4ODiUew+iuoihnKgOEwQBDzzwAL799lvk5OQgLy8Pp06dwpw5c0znXLlyBRMmTEB+fj769++PkSNHol27dhBFETNmzCh1zfLCSrE7d+4gNjYWGRkZ6NevHwYPHoyQkBD4+PiYfjAoSSaT9gu5ffv24ZNPPsGQIUMwbdq0at2zpOJw8MUXX8DR0bHSOi5dumTqaLN161aMHDmy1Dn3BnmgaOa+vM9aXIPUsQCKfpsxdepU/PHHH+jVqxf69OmDxx9/HGFhYRg4cKDpvOLZ8bIefCsZjKReryLlfW4pn604bJa8RmXfa1V17z2mTp2KBx98EL///jt2796N/fv3Y/v27YiLi8OyZcvKvIaUf1cV/QBT1ue0ty/7r9qSv9koT02PeWXvKf7877zzDnx9fcs8x83NTfL1KrrHSy+9hK5du5Z5TvEPGaNGjUJ4eDi2bduG3bt348CBA9i3bx/WrFmDDRs2sLsU1SsM5UR13OjRo/H1119j586dpl8zl9yoY8mSJcjKykJ8fDxatmxpOr558+b7ut/KlStx4cIFfPfdd+jTp4/p+LFjx+77M1y6dAmvvvoq/Pz8MH/+/FJhpTr3LF4C06JFC9Ov1osVP+RaTK/XY+7cuXB3d0d0dDS+/vprjBw5EsOHDzd7X/FM372foeT4ltSiRYsyz9FqtXjttdcwatQoDB061Ow9v/32G5KSkvDee+9h7NixpuM3btwwO6/4AdeLFy+a9ZLPy8vD7du3q3y9ipT3ud3d3eHu7m4a67S0tFJ97dPS0gDAbNnP/ZB6j5ycHKSkpKB79+549NFH8eijjyI/Px+zZ89GYmIiUlNTzZaUFCv57+peH330Edzc3EzLjYrvV1Jxh5Lqfs5i1h7z4ut5eHigb9++Zq8dPnwYRqOx2kG4+B7Ozs6l7nHq1Cmo1Wo4OjpCo9Hg7NmzaNu2LcaOHYuxY8dCq9Xio48+wsqVK7Fv3z4MHjy4WrUQ1SZcU05UxwUFBSE4OBi7du3Czp070adPH7M1njk5OXBycoK3t7fpmFarxdq1awH8M+smVU5ODgDzX6uLoohVq1YBQJXa2gFF4fG5556DXq/HkiVLzEJyTdxz0KBBAIClS5eazXCePXsWzz77LFasWGE69s033yA5ORlz5szBSy+9hNatW+Ptt9823b/YL7/8gry8PNPXu3fvxl9//VUqvBfr27cv5HI51q9fb1ZDQkICEhISynxPWZ8ZKPoBpeRn7tu3L5ydnbFixQqzcSjZ2rEq16vIjh07TMtlAODcuXPYt2+f6XP37dsXDg4O+Pbbb82eW7h+/To2b96Mzp07l1rKUVVS77F//35MmTLFbJ2/s7OzqcNIebP0zZo1Q0hICH799Vezf8cZGRlYuXIlbt26hQ4dOqBp06b44YcfzM4p7nrStGlTdOzYsVqfs5i1x7z4esuWLTMtcQOKfnh77rnn8PHHH0ua4S+peDa9eIa8Y8eOaNq0Kb7//nuzZxny8vLw8ssvY86cObCzs8P58+cxadIks5adCoXCtIyopn/TQmRrnCknqgdGjx6Nzz//HAUFBfi///s/s9ciIiKwY8cOTJs2DZGRkcjNzUVcXJxpBk7KA373Xu/777/HtGnTMHbsWOh0OsTHx+PPP/+ETCar8vX+/e9/46+//sLEiRNx/vx5nD171iy4du/evVr3DAoKwmOPPYbvv/8eOTk5GDp0KHJycrBq1SoolUq89NJLAIALFy5gyZIl6N+/v+k3Df/9738xefJkvPfee/joo49M18zNzcX48eMxfvx4ZGdnY8WKFWjdujWmTJlSZg2enp6YMWMG/ve//+HJJ5/E0KFDcf36daxatQq9evUy/eBQUt++fWFvb4/XX38dkyZNgr29PXbu3Il9+/ZBLpebPrOLiwtee+01vP3225gyZQqioqJw/vx5bNq0CU5OTlW+XkUEQcDEiRPx6KOPQqfTYcWKFfDw8DC1fWzcuDFeffVVvP/++3jkkUcwatQoaDQa/PDDDzAajfjPf/5T6T0qI/UegwYNQmBgIP79738jOTkZ/v7+SEtLw+rVq9G7d+8y12oXmzNnDp566ik8/PDDGDduHGQyGVatWoVGjRrh6aefhlwuxxtvvIGXX34ZDz/8sOk3Dxs3bkRmZiY+/fTT+1rWURZrj7mHh4fpehMmTMDo0aOh1+uxZs0aFBYWYtasWVX+DMXrzj/99FPT0qni8YuJicHYsWPh4OBgain58ccfw97eHl26dEHPnj2xcOFCXLt2DcHBwbh27RpWrVqFVq1amf3WjKg+YCgnqgcefPBBfPLJJ3BwcDDr6AAUPeB4584dbNiwAe+++y6aNGmCrl27YsmSJYiNjcWhQ4fK7Q9dloiICLz77rtYvnw5PvjgA7i5uaFDhw5Yt24d3njjDRw+fLhKtZ8+fRoAsGbNGqxZs6bU6++//z5iYmKqdc9///vfaNWqFdauXYsPP/wQrq6u6Nmzp2k23Gg04t///jcEQcB///tf0/t69eqFMWPG4JdffsEDDzxgCnJPPPEE8vLysHjxYigUCowePRqvvvqqWQi+17PPPoumTZti5cqV+OCDD9C0aVOMHz8eL7zwQpkzfkFBQfj000+xZMkSLFiwAEqlEm3btsW3336LNWvWICkpCTqdDnK5HBMnToSrqyu++uorfPjhh2jZsiU+//xzswBVleuVJyoqCn5+fli2bBmMRiP69euH1157zfTQHwBTf+/ly5djwYIFcHJyQlhYGJ5//vkyl4vcDyn3cHZ2xvLly/Hpp59i8+bNuHXrFpo2bYqJEyfi+eefr/D6vXv3xooVK/Dpp5/is88+g4ODA0JDQ/Haa6+Zfgs1YsQILF++HJ9//jk+++wzU4h87733TD22a4Itxvzxxx9Hs2bN8O2332LhwoVwdHREhw4d8NFHH6FHjx5Vvt4jjzyCQ4cOYdmyZTh9+jT69OljGr8vvvgCn3/+OWQyGdq2bYsvvvjC9EOqIAj47LPPsGTJEuzcuRPr1q2Dm5sbhg8fjpdeeonryane4eZBREQSlbUpUENx7wY+ZHkcc6KGhWvKiYiIiIhsjKGciIiIiMjGGMqJiIiIiGyMa8qJiIiIiGyMM+VERERERDbW4FsiiqIIqb8rKN4vgb9bsB6OuXVxvK2L421dHG/r45hbF8fbuqo63oKACjffYigXgaysvMpPBODmVtSDWK2+a8mSqASOuXVxvK2L421dHG/r45hbF8fbuqo63p6eLqhoQ1wuXyEiIiIisjGGciIiIiIiG2MoJyIiIiKyMYZyIiIiIiIbYygnIiIiIrIxhnIiIiIiIhtjKCciIiIisjGGciIiIiIiG2MoJyIiIiKyMYZyIiIiIiIbYygnIiIiIrIxhnIiIiIiIhtjKCciIiIisjGGciIiIiIiG6s1ofzs2bPo0KEDrl+/XuF5Go0Gb7/9Nvr164du3brh6aefxsWLF61TJBERERGRBdjbugAASEtLw7Rp06DX6ys995VXXsHp06fx+uuvQ6lUYsmSJZg8eTJ+/fVXuLq6WqFaIiIiIrIWTYEOR1MyodZo4aZUoGeIF5SOcptfq6bZNJTr9XqsW7cOn3zyCeTyygfk6NGj2L17N77++mtEREQAAHr27IkhQ4bghx9+wDPPPGPpkomIiIjICkRRRNzedCQkqSAIgFZnhEIuw5pt5xEZ5o/o8EAIgmD1a1mKTZev/PHHH/j444/x5JNPYubMmZWev3//fiiVSvTr1890zMPDA6GhodizZ48lSyUiIiKiKtAU6LD7xBVs2p+O3SeuQFOgq9L74/amIzFJBZ3eCK3OCKAoTOv0RiQmqRC3N90m17IUm86Ut27dGtu2bYOnpyd++umnSs9PS0tDQEAA7OzszI77+/sjPj7eUmUSERERkUQ1MSutKdAh4e8QXRat3oiEJBVGhPnBuZLlJzV5LUuyaShv0qRJlc7Py8uDi4tLqeNKpRJ5eXn3VYMgAG5uTpLOtbcv+mFA6vlUfRxz6+J4WxfH27o43tbHMbeu2jLeP2xNxdYjGWYhuHh2euuRDDg42OOR4cGm1wp1BtzRaIv+l1cItUaLo2dvQBTFCu+jNxjxxjdJcHEuCtJejZ0xd0qo6fW43Rew6/hl5OXroDeUHciLyQQBf17KwbAwf8mfs6rjXdnqmFrxoKdUFf3LkclqTSMZIiIiojop764OB09fQ05uIdxdHdCnUwu4OEmfPc67q8Mve9PKnZUu1Bnwy940jA5vhcNnruObTcko0Bruq1ZRBG7nFuJ2biEAwGA0z4m3cwuRcUPapK1WZ0DO39exlToVyl1cXHD58uVSxzUaTZkz6FKIIqBW35V0bvFPQlLPp+rjmFsXx9u6ON7WxfG2Po65dVVnvMtbcvLN5mTJS04uZ+ZhZWJqpbPSggBsT7oEB4VdqUBuJxPg6iyHIAjIyStERZPl9nYCegQ1RRtfdwCAs4O92Wfv2LIx3Jzl+OtyDv44dxN6Q/kXk8tlcLAXqjR2VR1vT0+XCmfL61QoDwwMxMGDByGKotk3xqVLlxAYGGjDyoiIiIjqrpIPQhYrXnKSmKQCAAzp4YsrN/Nw5ZYGV29pcOWWBk+Pao8mf4fTAq0Bf11RV3ovnc4ItUaL8NbeeCGmE1ydFXB1lsPVWQ4nB3sIggBNgQ6vLtlf7ow7AAiCgMdGBJe7DjzIzx1Bfu7o3aEZjp2/BaD8UC6KQGiIV6W1W1KdCuX9+/fHl19+iQMHDpg6sGRnZ+Po0aOYNm2ajasjIiIisg1NgQ5JqTeRk1sIB3uhSv23pTwIufnARWw+cLHUa5dvakyh3LuJEv5eLrhyS1NqKUlJcrkMbkoFGrs6oLFr0zLPUTrKERnmj8QkFbRl1KWQyzAi1F/Sg5k1eS1LqtWhPDs7GyqVCm3atIGLiwtCQ0MRFhaGV199FTNnzoS7uzsWL14MV1dXPPLII7Yul4iIiMiqSi47kQkCCnUGyZ1OjEYRmTl3kZikgrGCEF2SAKCpuxO8myjh01SJpm6OptecHe3x2sRueHXJ/gpDudRZ6ejwolUQxUtqdDoj5HIZRBEYEepvel2KmryWpdTqUL5r1y7MmTMHK1euRK9evQAAS5YswQcffID58+fDaDSiR48e+N///gc3NzcbV0tERERkXVKWnTwU0cr02v7T1/DXFTUyMvNw+Wae6VwpBnbzwYTBbeAgtyv3nJqclRYEAQ9FtMLwMD+zXThDQ7yqPKtdk9eyFEGsrN9MPWc0isjKkvZkLh9YsT6OuXVxvK2L421dHG/r45hblpR113YyAYte7G8KnvPXHEOKKsfsHHs7AQajWOFDlQq5DI8MaYsBXX0qreveh0ZLzkrXlt0za8L9POgpk5X/uWv1TDkRERERle1oSiYqi7ZGUcSRlExTmG7f0gOOCnv4ernA38sFfl4ucHayx8zPDlQY7qvyIGRdmJWujRjKiYiIiGxAU6AzC61SHs7MzdfC1VkBAFBrtGUuESlJFIvOK/Zg35ZlnmeJByGVjnJJM+tUhKGciIiIyIqkbkMviiKuZuXj/OUcnM9Q4/zlHNzOLcSSVyLgILeDm1IBeztZhX3BFX93OqlMXXgQsr5jKCciIiKyosoezvzrSg4c5Pb464oaeXd1pd5/8dodBPs3Rs8QL6z5/XyF95K67IRLTmyPoZyIiIjISqT0BD97KcfsmKuzHEG+7mjr64a2fu7w8yraxVzpKEdkr5pddsIlJ7bDUE5ERERkBaIo4vcjGZX2BJcJQCtvN4R3boG2fu5o1tip3G4lJZedyAQBWp2By07qKIZyIiIioiqo6gOax8/fxLHUm/jzYjbUedpyzysmikDHVh4I7+Jd6bkll50kX8ox7ejJZSd1D0M5ERERkQRSHtDUG4y4cfsufJu6mN537NxN7P/zuuT7yCU+nFmS0lGOYWH+ANgXvq5iKCciIiKSoKIHNH87dAkHk69DrdHCQW6H/73YH7K/l5x0bdMEufk6dGjpgVbejTD/h+M11hOc6g+GciIiIqJKVPaApsEo4pa6AACg1xtxPSsf3k2UAIAewV7oEfxPyLZET3Cq+xjKiYiIiCpgFEUknbmBynaGl8kE9O/UHGMHtoGLU/mhmj3BqSwM5URERFTvVfXhzPwCPc5czMapC1k4nZaF1j6NTEtVyiMaRXg0cqwwkAPsCU5lYygnIiKieququ2eevpCFUxdu4fxlNQwlWhdm3ymEQi6rMJhX9QFN9gSnkhjKiYiIqN6qbPdMAHgoohW++fUsDtzTIcXeTkCwnzs6tW6CIF83vL/6WIX34gOaVB0M5URERFQvSdk9MyFJhRFhfmjZ3BUH/ryOxq4O6NzaE51beaJdy8ZwVPwTlfiAJlkSQzkRERHVS0dTMit9OFMQgCMpmQhr3wzB/o3h21QpafdMPqBJNY2hnIiIiOqdvLs67Dl5tdKHM3U6I9QaLRo5K9DIueL14HxAkyyJoZyIiIhqLaldU+4W6qHVG00PWjrIZcjIzKv0+ve7eyYf0KSaxlBOREREtY6UrilqjRYnzt/CsfM3kXLpNgZ29cHEYUEAALm9HYb08MXvRy/DWKKLSun78OFMqh0YyomIiKjWqWxL+72nriInT2v2ntPp2WZfTxjcFgp7Oz6cSXUCQzkRERHVKlK2tC8O5E4O9ujS2hPdgpqiY6BHqXP5cCbVFQzlREREVKscTclEJU1TIJMJGNLDF+MGtoa9nazc8/hwJtUVDOVERERUK+Td1eHI2Rv49eClMpeblCQaRSgd7SsM5CXx4Uyq7RjKiYiIqMZpCnRISr2JnNxCONgL5XZN0emNOPnXLRxMvo5TF7LMtravyP10TSGqzRjKiYiIqMaU7JoiEwQU6gyluqaU3JxnwboTSM3IMX3toLBD19aeOJp6s8KAzq4pVN8wlBMREVGNqahrSkKSCpdu5OLlcV1Mr3Vt2wTnL6vRsZUHendohm5tm8JBbgevPWnsmkINCkM5ERER1YjKuqbo9EacupCFq7c08G6iBACEd/ZG7w7NSy1FYdcUamgYyomIiKhGHE3JhFBZ2xQA+05fw/hBbQAAzo5lRxF2TaGGhqGciIiIaoRaozUtVSmPAMBRYSf5muyaQg2FtD5CRERERGXIUhfg3N8ParopFVDIK44W7JpCVDbOlBMRERGAojXhJZeKlNfGsECrxx+pN3Hgz+tIuXQbTRs74f1neqNniBfWbDtf4T3YNYWobAzlREREDVzJNoaCUNQt5d42hiKAVFUODpy+hqOpN1GoM5jeX6A1IPtOITzdHBEZ5s+uKUT3gaGciIiogauojWFikgqaAh1O/pWFrDsFptft7QR0bdsU/To2R8dWHrCTFS1bKdk1RSYI0OoM7JpCJAFDORERUQNWWRtDrd6Ivaeuwcmh6OHM1t6N0LdTC4S1K3tpS8muKcmXckw7erJrClHFGMqJiIgaMCltDAUBCAtphkHdfdDCUynpukpHOYaF+QMA1Oq71S2TqN5j9xUiIqIGLPP23UrbGOp0Rrg4yyUHciKqOs6UExERNUBXbubhpz1pOHH+VqXnso0hkeUxlBMRETVAMpmA4xICOcA2hkTWwFBORERUx1XUX1xvMOLE+VvYffIqerdvhn6dWgAAWngqMTzUD628G0F1Iw/bjmawjSGRDTGUExER1VEV9Rfv16k5FPYyHPjzBvLu6gAAhVqDKZQDQOyQtgCKZsHtZILpOjqdkW0MiayMoZyIiKiOqqi/+K7jV03HBAHo0roJwru0gCiKEO5pt1KyjWHJGXe2MSSyHoZyIiKiOqiy/uLFHugbgMHdfNHY1aHSayod5RjQ1aemSiSiKmBLRCIiojro8JkbEEWxwnMUchmaNHKUFMiJyLZsHsq3bNmCBx54AJ07d0ZUVBTi4uIqPD8lJQVTp05F165d0atXL7z++uu4ceOGdYolIiKysRu387F+x19Yv+Mv6A0Vh3Kdzgi1RmulyoioOmy6fCU+Ph4zZ87E5MmTER4ejm3btmHWrFlwdHREZGRkqfNVKhUmTZqEJk2aYN68eXBzc8N3332HRx55BHFxcWjUqJENPgUREZFlGYxGnDifhV3HLyP54m3J72N/caK6w6ahfMGCBYiKisLcuXMBAOHh4VCr1Vi0aFGZoXzlypXQ6/X49ttv4e3tDQDo3bs3IiMjsWzZMrz66qtWrZ+IiOh+VdTGsKQ/Um9izbZzuJ1baDrm2cgBvTs0R2KSqsLZcvYXJ6o7bBbKMzIyoFKpSgXpESNGID4+HhkZGfDz8zN7LT09HUFBQaZADgAODg7o1KkTdu/ezVBORES1XkVtDCPD/DG6f0sIggDZ3x1SXJ3luJ1bCAFAx1aeGNTNB51be0ImKzonMUnF/uJE9YDNQnlaWhoAIDDQvPdpQEAAgKIAfm8ob9GiBc6fPw+9Xg97+39Kv3z5MjIyMixcMRERUfVV1Mbwt0OXsOPYZTwzugM6tfIEALT1dcO4Qa3RM9gLTd2dzK5V3D+c/cWJ6j6bhfLc3FwAgIuLi9lxpVIJAMjLyyv1nujoaGzcuBH//ve/8dJLL8HBwQErV640BfX7IQiAm5tT5ScCsLe3AyD9fKo+jrl1cbyti+NtXbVhvPPuVtzG0GAUoSnQY9eJq+jfzdd0PHZ4SLnXfHxUB4wdGoSDp68hJ7cQ7q4O6NupBZROtp8hrw1j3pBwvK2rquN9z/YApdis+0pxG6d7NzAoPi6TlS6tZ8+e+L//+z/s2LEDgwYNQr9+/ZCWloZHHnkEjo6Oli+aiIioGg6evmZallIeO5mAtn7uVbqui5Mcw8L8MW5IWwwL868VgZyIqsZmM+Wurq4ASs+IazQas9fvFRMTgzFjxkClUsHV1RVNmjTBnDlz4O7ufl91iCKgVt+VdG7xT0JSz6fq45hbF8fbujje1lUbxvv6rTwU6gwVnmM0itBq9fXi+6I2jHlDwvG2rqqOt6enS4Wz5TabKS9eS65SqcyOX7p0yez1ki5cuIBffvkFdnZ2CAwMRJMmTQAAZ86cQfv27S1cMRERUdWJoojk9GxoCnRwUyqgkFf8Vy/bGBI1TDYL5QEBAfD19UVCQoLZ8a1bt6Jly5ZmHVaKpaam4vXXXzd7qPPw4cNISUnB0KFDLV4zERGRVHcL9dj+x2X8++vD+GTdCew/dQ09Q7xQySacbGNI1EDZtE/5jBkzMGfOHLi5uWHgwIHYsWMH4uPjsXDhQgBAdnY2VCoV2rRpAxcXFwwcOBC+vr549dVX8cILLyA7Oxvvv/8+unTpglGjRtnyoxARUQNRWX/xq7c02HHsMvb/eR2F2n+Wqqgy8zDcUY7IMH+2MSSiUgRRrOxndstau3Ytli9fjmvXrsHPzw/PPPMMoqOjAQA//fQT5syZg5UrV6JXr14Ailolvvfeezh+/DicnJwwbNgwvPLKK/e9m6fRKCIrq3Snl7JwrZb1ccyti+NtXRxv66rueJfXX1wUgcgwf7Rv2RibD1zEmRI7birkMvTp0ByDu/vCz8ulzOuUbGMYGVbUxvDeJgh1Fb/HrYvjbV33s6ZcJiv/z7bNQ7mtMZTXbhxz6+J4WxfH27qqO94/70krf4bbXoZOrTzxx7mbAAAvdycM7u6Dfp1blLlLJ1B6xj00xKvezZDze9y6ON7WVdOh3KbLV4iIiOoCTUHF/cW1eiNOXchCaEhT9OvUAh1beVba+lDpKMeArj6WKJeI6iCGciIiokocTcmsdOMPQQa0b+mBzq2bWKcoIqpXbNZ9hYiIqC4QRRHnMtTQ6sqeJS+m0xmh1mitVBUR1TecKSciIirHhatqrEo8h0s3cis9l/3Fiag6OFNORERUDge5nSmQV9YPhf3Fiag6OFNOREQEQG8w4sCf1+HRyAEdAz0BAL5NXfDwgFYI8W+MUxey2F+ciCyGoZyIiOo9TYEOSak3kZNbCAd7wWzDn0KdAXtOXkXCYRVu5xbCv5kLOrT0MPUKf6BPSwBAK++i/TDK6i8+IrSovzgR0f1iKCcionqr5EY9MkFAoc4AhVyGNdvOY0gPXygd7fH7kQzcydcBAGSCAN+mLtDqjHBQ2JldSxAEPBTRCsPD/Op9f3Eisj6GciIiqrfi9qYj8Z7+4sVdVBIOq0zH7O0E9O/sjahe/mjq7lThNdlfnIgsgaGciIjqpco2/Ck2qJsPHuzbEo1dHaxUGRFRaey+QkRE9ZKUDX8U9jL4N3NhICcim2MoJyKieiknr7DyDX/03PCHiGoHLl8hIqJ6RRRFnLyQhV0nrlZ6Ljf8IaLagqGciIjqjfRrd7B+x19IzciRdD43/CGi2oKhnIiI6oUNO/9CfImOKh1aNoZnI0ccOnODG/4QUa3HUE5ERPVCYIuizX38vFwwblBrdAz0hCiKcHNxMPUp1+oM3PCHiGolhnIiIqq1NAU6s416infi1OoM2PbHZfQIbopmjZ0BAD2Cm+KFmE7o0qYJZLKitislN/xJvpRj2tGTG/4QUW3DUE5ERLVOyZ04BaFowx+FXIY1v59Hh8DGuHg9Fzl5Wly8novnojsCKArg3YKalnk9paMcw8L8AQBq9V2rfQ4iIqkYyomIqNapaCfOE39lASjahdPD1QFGUYSssobkRES1HEM5ERHVKlJ24hQE4D+Te8K/masVKyMishxuHkRERLWKlJ045fYypF+7Y52CiIisgKGciIhqFbVGW/lOnDruxElE9QtDORER1RqXrufi7KXbUMgr/uuJO3ESUX3DNeVERGRz+QU6/LwnHTuOX4YoAnayitevcCdOIqpvGMqJiMhmRFHEgT+vY8POv3AnXwcA8G6iRMvmrjiaksmdOImowWAoJyIim8jIzMOqrak4f1kNAHBQ2GFMv0AM7ekLO5kAz0aOpj7lOp2RO3ESUb3GUE5ERFZ34vwtLPnpNIyiCAAIa+eFCYPborGrg+mc4p04S+7oyZ04iai+YignIqIapSnQmQXpniFeUN4TpEMC3OHmooCjwg6ThgWhfUuPMq+ldJRjQFcfa5RNRGRTDOVERFQjRFFE3N5005ITrc4IhVyGNdvOo2/H5gjxd0ev9s0BAI4Ke/xrQld4NXaCvR0bgRERMZQTEVGNiNubjsR7duIs7je++8RV7D11FW183OHp5gig6IFOIiIqwukJIiKqNk2BDglJqjK7pRQzGoHMnHwrVkVEVHcwlBMRUbUdTcmEUHFrcSjkMmTevmudgoiI6hiGciIiqja1RmtaqlIenc4ItUZrpYqIiOoWhnIiIqo2N6UCCnnFf6XI5TK4KRVWqoiIqG5hKCciovum0xuQk1eIniFe+LvleLlEEQgN8bJOYUREdQxDORER3ZdU1W28ufwIvoz7E04O9ogM84fCvuy/VhRyGSLD/LnxDxFROdgSkYiIqiS/QI+Nu/7CrhNXAQC3cgRcvJaL6PBAADD1KdfpjJDLZRBFYESov+l1IiIqjaGciIgkO3buJlZtTUVOXtEDm4EtXPF4VDv4ebkAAB6KaIXhYX5mO3qGhnhxhpyIqBIM5UREVCl1XiFW/34OR1NvAihajhIT3gpDe/pBJjPvhah0lGNAVx9blElEVGcxlBMREYCiDYBKznD3DPGC8u8Z7q1HMkyBvEOgByaPCEZTdydblktEVK9UKZRfvnwZ27ZtQ35+PozGf/rRGgwGaDQaHDp0CJs2barxIomIyHJEUUTc3nTTWnCtzgiFXIY1284jMqxoLfiofi1x5uJtDAv1RZ8OzSFUtlMQERFVieRQvmPHDrz44ovQ6/UAAEEQIP7d/0oQBMhkMoSEhFimSiIispi4velITFJBp/9nsqV4I6DEJBWAorXibz7ek2GciMhCJLdEXLp0Kdzd3bFs2TIsXboUoihiw4YNWLNmDaKiomBnZ4d33323ygVs2bIFDzzwADp37oyoqCjExcVVeH52djbmzJmD/v37IywsDNOmTcPFixerfF8iIipaspKQpIJWX/ZunFq9EQlJKuQX6BjIiYgsSHIoP3fuHGJjY9G/f3+Eh4fD0dER165dQ/fu3bFgwQK0b98eixcvrtLN4+PjMXPmTPTr1w+fffYZwsLCMGvWLCQkJJR5viiKmDFjBvbs2YOZM2di/vz5uHnzJiZPngy1Wl2lexMREXA0JROVZW1BAI6kZFqnICKiBkpyKDcYDGjRokXRm2Qy+Pv74+zZs6bXR44cieTk5CrdfMGCBYiKisLcuXMRHh6Ot99+G1FRUVi0aFGZ51+8eBHHjh3Da6+9hujoaAwcOBCLFi3CjRs3sGPHjirdm4iIALVGa1qqUh6dzgi1RmulioiIGibJodzHxwcqlcr0dUBAAFJSUkxfy+XyKs1WZ2RkQKVSYfjw4WbHR4wYgbS0NGRkZJR6T2FhIQBAqVSajrm5uQEAcnJyJN+biIiKZGTmVXqOXC6Dm1JhhWqIiBouyaF86NChWLVqFTZs2AC9Xo/Q0FAcOHAASUlJyMrKwsaNG+HjI70vbVpaGgAgMNB8h7eAgAAAQHp6eqn3hISEoFevXvjss89w4cIFZGdn491334WzszOGDh0q+d5ERFSkf6fmlZ4jikBoiJcVqiEiargkd1+ZPn06jh07hjfffBNRUVEYN24c1q5diylTpgAoWu/93nvvSb5xbm4uAMDFxcXsePEseF5e2bM3b731Fp566imMHDkSAKBQKPDZZ5/Bz89P8r1LEgTAzU1ar117ezsA0s+n6uOYWxfH27psMd75BTrkF+jR5O8e4xE9/PHHuVs4cvYGCstYxuIgt8Oo/oFo0ayR1Wq0FH5/Wx/H3Lo43tZV1fGu7PkdyaFcqVRi9erVOHXqlClIr1u3DitWrIBarUZERATCw8OlXs6snWJZx2Wy0pP4Fy5cQGxsLPz9/TF37lw4Ojpi/fr1ePHFF7Fs2TL07NlT8v2JiBqaY6mZ+PLn0/Bq7IR5T/cx7cT5cmw3rP39HH7ZmwaZIECrM0Aht4NRFDGqfyBihwXZuHIiovqvyjt6du7c2fTPrq6ueP755+/rxq6urgBKz4hrNBqz10v67rvvAADLly83rSXv168fJk6ciP/7v//DTz/9VOU6RBFQq+9KOrf4JyGp51P1ccyti+NtXdYa77y7Oqzdfh4H/rwOAMjVaJH81034N/vnv7Mje/ljQJcWZjt6hoZ4wdlRjjt3Cixan7Xw+9v6OObWxfG2rqqOt6enS4Wz5eWG8iVLllStMhTNes+YMUPSucVryVUqFYKDg03HL126ZPZ6SVevXkXr1q1Ngbz4nj169MDKlSurXC8RUX33R+pNfL81FXf+7p4S7OeOx0eGoFlj51LnKh3lGNBV+rNBRERUc6oUyouXmhQvMbn3OADJoTwgIAC+vr5ISEjAsGHDTMe3bt2Kli1bwtvbu9R7AgMD8fPPP0OtVpsF85MnT1bpIVMiovpEU6Azm+HuGeIFg0HE6t/PmfqLOyjsMH5QGwzo6g0ZNwEiIqp1yg3l27dvN/v62rVrePbZZzF06FBMnjwZrVq1gtFoREZGBlatWoVt27bhq6++qtLNZ8yYgTlz5sDNzQ0DBw7Ejh07EB8fj4ULFwIo2r1TpVKhTZs2cHFxweOPP45NmzZh6tSpeOaZZ+Do6IhffvkFSUlJpvcQETUUoigibm86EpJUEARAqzNCIZdhzbbz8PdywYWrdwAAHQM9MCUyBJ5ujjaumIiIyiOI9057l+OJJ56Ak5MTPv/88zJf/9e//oWrV6/ihx9+qFIBa9euxfLly3Ht2jX4+fnhmWeeQXR0NADgp59+wpw5c7By5Ur06tULQNHDnh999BGSkpIgk8kQFBSE559/Hn379q3SfYsZjSKysirv0wtwrZYtcMyti+NtXdUd75/3pCExSQWtvnTXFIW9DI4O9hg3sDX6dmxe6qH6hojf39bHMbcujrd13c+a8uIH7Msi+UHP48eP4/XXXy/39R49emDbtm1SL2cSGxuL2NjYMl+LiYlBTEyM2bHWrVvjyy+/rPJ9iIjqE02BDglJKujKCOQAoNUbIUKPbm2bMJATEdUBkjcP8vDwwPHjx8t9fe/evWjevPJNKIiIqPqOpmRW2vNWEGBaU05ERLWb5FAeExODzZs344MPPkBaWhr0ej3y8vKQnJyMf/3rX9i1axceffRRS9ZKRER/U2u00Jax2U9JOp0R6r+7rhARUe0mefnKs88+i8uXL+O7777DihUrzF6TyWSYOnUqHnvssRovkIiIzGkKdDj5161Kz5PLZXBTKqxQERERVZfkUG5nZ4cPPvgATzzxBPbu3YurV69CEAT4+flhyJAh973NPRERSZdy6Ta+3nIGt3MLKz1XFIHQEC8rVEVERNVV5R09g4ODzTb7ISIi6xEB3M4thIPcDkF+bkhV5ZTdfUUuw4hQfzg7yq1fJBERVVmVQvnly5exbds25Ofnw2j85y8Bg8EAjUaDQ4cOYdOmTTVeJBFRQ2Y0iqY2Wu0CGuPR4UHoGOiBpu5OZn3KdToj5HIZRBEYEeqP6PDSOyMTEVHtJDmU79ixAy+++CL0ej2Aol08i1ucC4IAmUyGkJAQy1RJRNQA6Q1GbNqfjr8uqzEztpspmA/u7ms656GIVhge5me2o2doiBdnyImI6hjJoXzp0qVwd3fHBx98AIPBgGnTpmHDhg3Q6XSmHT3fffddS9ZKRNRgXLmZh6+3nIHqRtHmZvtOX0NEF+8yz1U6yjGgq481yyMiohomuSXiuXPnEBsbi/79+yM8PByOjo64du0aunfvjgULFqB9+/ZYvHixJWslIqr3jKKIxCQV3v7uKFQ38iAAiOrljz4duA8EEVF9Jnmm3GAwoEWLFgCKWiD6+/vj7NmzGD58OABg5MiR+OabbyxTJRFRPaMp0CEp9SZycgvhYC+gZ4gX7hbq8c2Ws0jNyAEANHFzxFMPtkeQn7tNayUiIsuTHMp9fHygUqlMXwcEBCAlJcX0tVwuh1qtrtnqiIjqGVEUTQ9nygQBhToDFHIZVv9+DqIIGIxFz+pEdPHGhMFt4ORQ5SZZRERUB0levjJ06FCsWrUKGzZsgF6vR2hoKA4cOICkpCRkZWVh48aN8PHhmkYioorE7U1HYpIKOr0RhToDAECrM0JvEGEwilDIZXhpbGc8HhXCQE5E1IBIDuXTp09HSEgI3nzzTRQUFGDcuHHw8fHBlClT0L9/fyQnJ+PJJ5+0ZK1ERHWapkCHhCRVmX3FixmNQFtfNytWRUREtYHkaRilUonVq1fj1KlTcHFxAQCsW7cOK1euRE5ODiIiIhAeHm6xQomI6rqjKZkQhIrPkcmAIymZ7KZCRNTAVOl3o0ajETk5OSgsLISDgwNcXV0REhICQRDQv39/S9VIRFQvqDVaaHXlz5IDRRsAqTVaK1VERES1heTlK7dv30ZsbCymTZuGtLQ00/HNmzdjxowZePLJJ5Gfn2+RIomI6oPsOwWVniOXy+CmVFihGiIiqk0kh/KFCxfi/PnzmDdvHlq3bm06Pn/+fHz44Yc4ceIE+5QTEZVBqzNgRUIK9py8Vum5ogiEhnhZoSoiIqpNJIfy3bt34/HHH8e4ceOgUPwzi6NQKDB69Gg8+uij2Lp1q0WKJCKqq7Q6A95d+Qd2n7gKAGjq7gi5fdn/6VXIZYgM84ezo9yaJRIRUS0gOZTfuXMHnp6e5b7evHlz3Lp1q0aKIiKqLxRyO7QLaAyZIGDcwNb4v2d6IzLMH3J7GRzkdhBQFMbl9jKMCPVHdHigrUsmIiIbkPygZ+vWrZGYmIhJkyZBKKN9wPbt2xEYyL9MiIgKdQYo7GWm/1aOG9QafTo2Q8vmjQAAD0W0wvAwPyRfyjHt6Bka4sUZciKiBkxyKH/ssccwa9YsTJ8+HRMnTkRAQABkMhkuXbqE9evX4+DBg3jvvfcsWSsRUa2XkZmHL+L+xMCu3hge5g8AsLeTmQJ5MaWjHMP+fl2tvmv1OomIqHaRHMrHjBmDzMxMLFmyBHv27DG/iL09XnrpJcTExNR4gUREdYEoith94irWbDsPvcGIn/emo2+nFnBx4uw3ERFVrkp9yp9++mlMmDAB+/fvx9WrV2EwGODt7Y2+ffvCw8PDUjUSEdUamgIdjqZkQq3Rwk2pQM8QLwgQsCIhBUdSMgEUPcw5fUxHBnIiIpKsSqEcABo1aoSoqChL1EJEVGuJooi4velISFJBEACtzgiFXIbVv5+Dwl6G/EIDgKJ2hlMiQ+DsWOX/vBIRUQNW7t8aS5YswfDhwxEUFGT6ujKCIGDGjBk1Vx0RUS0RtzcdiUkq6PT/7MhZvDun3mCAIACPjQjGgC7eZT4MT0REVJEKQ3lAQABDORE1eJoCHRLuCeT3spMJCAvxYiAnIqL7Um4o3759u9k68e3bt1ulICKi2uZoSiYqy9oymYAjKZkY0NXHOkUREVG9Um4o9/HxqfBrIqKGQq3RmpaqlEenM0Kt0VqpIiIiqm/KDeVxcXH3dcHo6Oj7LIWIqHZSOsghEwQYRbHcc+RyGdyUCitWRURE9Um5oXz27NkQBAFiBX8J3UsQBIZyIqpXrmVpsOPY5QoDOQCIYlHnFSIiovtRbihfuXKlNesgIqp1jqZkYvlvZ1GgNUBA0bpxg7F0OFfIZRgR6g9nR/YlJyKi+1NuKA8LC7NmHUREtYbeYMSPuy8gMSkDANDY1QHTR3fAn+nZpj7lOp0RcrkMogiMCPVHdHigjasmIqK6rEq7W+j1evz000/YsWMHrly5AplMhoCAAERGRmLkyJGWqpGIyKr0BiNOXcgCALQLaIxpozugkVKBtn7uGB7mZ7ajZ2iIF2fIiYio2iSH8tu3b2PKlCk4d+4c3Nzc4OPjA6PRiIMHD+L333/H+vXr8dVXX0Gh4INORFS3OSrs8XxMJxw+cwOj+wVCJvunH6LSUc62h0REVOMkh/KPPvoIaWlpeOeddxATEwM7OzsARbPn69evx3vvvYfFixfjX//6l8WKJSKyBFEUkZiUgU6tPODT1AUA0MJTiejwVjaujIiIGgqZ1BN37tyJxx57DOPGjTMFcgCwt7fHxIkTERsbi02bNlmkSCIiS8kv0GPJT6exfudf+OznP3G3UG/rkoiIqAGSPFOu1WrRvHnzcl9v1aoV7ty5UyNFERFZQ0ZmHj77+TQyb98FALTxdYOdrJKtO4mIiCxAcigfNmwYNm7ciHHjxsHZ2dnsNb1ej82bN2Pw4ME1XiARUXVpCnRmD2f2DPHCifO38H1iKrR6I+ztZHh0eBAiunjbulQiImqgJIfyqKgoJCUl4cEHH8SkSZPQunVryOVyqFQqrFu3DhcvXsSDDz5YaidQbiZERLYiiiLi9qab2hhqdUYo5DJ8n5iK4nbjTdwcMeOhTgho7mrbYomIqEETRIlbdoaEhFT94oKAs2fPVvl91mQ0isjKypN0rpubEwBArb5ryZKoBI65ddW38f55TxoSk1TQ6o1lvu7l7oQ3Hu8JpY1aGta38a7tON7WxzG3Lo63dVV1vD09Xcy6ed1L8kw5d/gkorpEU6BDQpIKunICOQDczisEV5ATEVFtIDmUd+7cGY6OjhWek5KScl8z6kRENe1oSiaEShK3IABHUjLZd5yIiGxOckvEMWPG4OTJk2W+ptfrsWjRIowdO7bKBWzZsgUPPPAAOnfujKioqFJr0kuaPXs2goODy/0fEVExtUYLra78WXIA0OmMUGu0VqqIiIiofJJnyjUaDSZOnIinnnoKL7zwAuzti976559/Yu7cuTh37hxCQ0OrdPP4+HjMnDkTkydPRnh4OLZt24ZZs2bB0dERkZGRpc5/7rnnEBsba3bs0qVLmD17NsaPH1+lexNR/WYvk0EQgIqempHLZXBTchdiIiKyPckPeqrVasybNw+//vor2rVrh3nz5mHr1q1Yvnw53Nzc8Prrr1e508qwYcPQsWNHLFy40HTs5ZdfRmpqKuLj4yt9v8FgwPjx42E0GrFu3TooFFX/y5UPetZuHHPrqi/jfS4jB5/9dAq5dyveCEhuL8PC5/vBmQ96Nggcb+vjmFsXx9u6avpBT8nLV9zc3PDJJ5/g888/x61btzB+/HgsW7YMDz30EOLj46scyDMyMqBSqTB8+HCz4yNGjEBaWhoyMjIqvcbatWtx5swZvP322/cVyImo/tl1/Ao++uE4cu/qIbcTYG9X9n8AFXIZIsP8bRbIiYiISpIcyoGiXT2Tk5Nx584dODo6QhRFnDp1ChcvXqzyjdPS0gAAgYGBZscDAgIAAOnp6RW+X6PR4NNPP8WYMWPQuXPnKt+fiOqf1VvPYWViKgxGET5NlJg3NQxRvQIgt5dBIZdBQFEYl9vLMCLUH9HhgZVek4iIyBokrynfs2cP3nnnHWRkZGDo0KF46623kJycjP/+97945JFHMH78ePzrX/+Cq6u0DThyc3MBAC4uLmbHlUolACAvr+IlJT/++CPu3LmDadOmSf0IZRKEf379UBl7ezsA0s+n6uOYW1ddH29/70bAMSCsfTO8OL4rnBzsERTYBGOHBuHg6WvIyS2Eu6sD+nZqAaWT7WfI6/p41zUcb+vjmFsXx9u6qjrelXUEkxzKn3nmGXh4eGDBggUYOXIkAGDAgAHYsmUL5s+fj3Xr1mHbtm3Yt2+fpOsVL2UX7qmw+LhMVvEk/urVqzFkyJBSM+1E1HA90Lclmro7IbRdM7N1ey5OcgwL87dhZURERBWTHMpHjhyJN954A40bNzY77uLignnz5plel6p4Rv3eGXGNRmP2ellSUlJw8eJFzJw5U/L9yiOK0hfo8wEK6+OYW1ddG++kszeQkZmHhwe0Nh0L8XVDbm6BDauSrq6Nd13H8bY+jrl1cbyt634e9KxotlxyKF+wYEGFr/fu3RubN2+WejnTDLdKpTLrMX7p0iWz18uya9cuODs7Y8CAAZLvR0T1h9Eo4qc9afjtUNF/L/y8XBDWrpmNqyIiIrp/VX7Q8/vvv8fUqVMRFRWF48eP4+zZs/joo4+QnZ1d6Y6fJQUEBMDX1xcJCQlmx7du3YqWLVvC29u73PeeOHECHTt2ZMcVogYov0CPT388ZQrk7QIao31LDxtXRUREVD2SZ8rz8vLw+OOP488//0STJk2QlZWFgoIC3Lx5E9988w0SEhKwevVqNG/eXPLNZ8yYgTlz5sDNzQ0DBw7Ejh07EB8fb+pbnp2dDZVKhTZt2pg9EHru3DnOkhM1AJoCHY6mZEKt0cJNqYCflwuWbTmL69n5AIBhPf0wfnBr2FXyDAoREVFtJzmUL1q0CKmpqVi+fDlCQkLQt29fAMDw4cPx+eef41//+hcWLVqE999/X/LNY2JioNVqsXz5cmzYsAF+fn748MMPTQ+S7tq1C3PmzMHKlSvRq1cv0/uysrLQqFEjyfchorpFFEXE7U1HQpIKggBodUbY28mgNxgBAHYyYEpkO/Tv3MLGlRIREdUMyaE8MTEREydORN++fXH79m2z1wYPHoxJkyZhy5YtVS4gNjYWsbGxZb4WExODmJiYUsdPnjxZ5fsQUd0RtzcdiUkq6PRG07HiQA4Avds3ZyAnIqJ6RfLvfG/fvo3WrVuX+7qvry+ys7NrpCgiarg0BTokJKmgLRHI75WUkon8Ap0VqyIiIrIsyaHc19cXp0+fLvf1AwcOwMfHp0aKIqKG62hKZqUbLAgCcCQl0zoFERERWYHkUD5u3Dj89NNP2LBhA7RaLYCijX/y8vLw0Ucf4ffff0d0dLSl6iSiBkKt0UKrK3+WHAB0OiPUGq2VKiIiIrI8yWvKn3jiCZw/fx5vvPGGabfN559/HhqNBqIoYsiQIXjqqacsVigRNQy6CpatFJPLZXBTsiUqERHVH5JDuSAIeP/99xEdHY2tW7ciIyMDBoMBPj4+GDJkCFsUElG1nbpwC1uPqCo9TxSB0BAvK1RERERkHZJDebFevXqZtSckIqoJu09cwfeJ52AURTg52EFvEMucNVfIZRgR6g9nR7kNqiQiIrIM7rhBRDYliiJ+2pOGFQmpMIoiApq54r2neiEyzB9yexkUchkEFIVxuX1RII8OD7R12URERDWqyjPlREQ1Ke+uDvtPXwMAdGrliWejO8BRYY+HIlpheJif2Y6eoSFenCEnIqJ6iaGciGzK1VmBV8Z1wZ6TVzFhSBvYyf75BZ7SUY4BXdlqlYiI6j+GciKyutu5hZAJgJuLAwDA18sFE4cF2bgqIiIi2+GaciKyqss38/DuyqP434ZTKNDqbV0OERFRrVClmfL8/HwcOHDA1Ju8mF6vh0ajwaFDh/DFF1/UeJFEVD+cvXQbS346jbuFetwt1OPqrXy08m5k67KIiIhsTnIoP3bsGKZNm4a8vDzTseJgLvy9J3bjxo1ruDwiqi8OJV/HN7+ehcEowt1FgZfHdYF/M1dbl0VERFQrSA7lixYtgtFoxFtvvQVRFPHWW2/hs88+Q35+PtauXYvk5GSsXbvWkrUSUR2gKdCZdUzpEdwUu09cxY+70wAAPk2UeHlcF3i6Odq4UiIiotpDcihPTk7GxIkTMWHCBOh0Orz77ruQyWQYNWoURowYgYcffhiLFi3CJ598Ysl6iaiWEkURcXvTkZCkgiAAWp0RCrkM3yemwvj3arcQf3c8H9OJbQ2JiIjuIflBz8LCQrRs2RIAIJfLERAQgLNnzwIAFAoFoqOjcfz4cYsUSUS1X9zedCQmqaDTG6HVFe3EqdUZTYHcu4kSr4zvykBORERUBsmhvFmzZrhx44bpaz8/P6Smppq+dnV1RVZWVs1WR0R1gqZAh4QkFbR6Y7nn3My5C53eYMWqiIiI6g7JoTwiIgKrV6/GgQMHAADdunXD/v37kZGRAb1ej4SEBDRr1sxihRJR7XU0JRN/P+9dLkEAjqRkWqcgIiKiOkZyKH/uueegVCoxdepU3L59GxMmTICjoyMiIyPRu3dvHDx4EGPHjrVkrURUS6k1WtOSlfLodEaoNVorVURERFS3SH7Qs0mTJti8eTO2b99uan24fv16LF68GGq1GhEREYiNjbVYoURUe7kpFZDbyaAzlB/M5XIZ3JQKK1ZFRERUd1Rp8yAHBweMHDnS9LW3tzfef//9Gi+KiOoWg1GsMJADgCgCoSFeVqqIiIiobik3lMfFxd3XBaOjo++zFCKqa0RRxG+HLpl6kJdHIZdhRKg/O68QERGVo9xQPnv2bAiCYNq1E/hn586Sx0oeBxjKiRoKo1HEmm3nsOPYFQBAsJ8bAlu4YfuxyxCEojXkcrkMogiMCPVHdHigjSsmIiKqvcoN5StXrjT7+s6dO5gzZw46duyISZMmITAwEKIoQqVSYc2aNThz5gw3DiJqYG7nFgIAwtp5YeoD7SG3l+GBvgFmO3qGhnhxhpyIiKgSgnjvtHc5XnzxRdy+fRsrVqyATFa6actTTz0FAFi2bFnNVmhhRqOIrKw8See6uTkBANTqu5YsiUrgmFtXVcdbqzNgz8mrGNzDF7LKeiJSKfz+ti6Ot/VxzK2L421dVR1vT08XyGTl/10puSXi3r17ERkZWWYgB4DBgwfj6NGjUi9HRHVQ9p0CnL102/S1Qm6HoT39GMiJiIiqSXIod3FxwYULF8p9/dSpU/Dw8KiRooio9rlyMw/vff8HFm08ibSrd2xdDhERUb0iOZRHRkZi3bp1+P7773H37j/T9Dk5OViwYAF++eUXPPTQQxYpkohs61xGDt5fdQy3cwshEwQUavW2LomIiKhekdyn/NVXX0Vqairee+89fPDBB/D09ERhYSHu3LkDURQRFRWF5557zpK1EpEN/JGaiaWbzkBvMMJNqcAr47vAv5mrrcsiIiKqVySHcicnJ6xcuRI7d+7Enj17cPXqVQiCAF9fXwwfPhxhYWGWrJOILExToENS6k3k5BbCwV5AzxAvHEq+gTW/n4MIoLmHM14d3wVN3J1sXSoREVG9U6UdPQFg0KBBGDRokCVqISIbEEURcXvTkZCkKlqaojNAIZfh+8RUGP/uzdTauxFeHNsZrs4K2xZLRERUT1UplOfn5+PAgQPQaDRmGwjp9XpoNBocOnQIX3zxRY0XSUSWE7c3HYlJKuj0RtMxre6ff/Zyd8LMR7rBQW5ni/KIiIgaBMmh/NixY5g2bRry8v7p6V0czIt39GzcuHENl0dElqQp0CHhnkB+r9t5hTAYjABDORERkcVI7r6yaNEiGI1GvPXWW/jvf/8LURTx2Wef4aOPPkL37t3h4OCAtWvXWrJWIqphR1MyUVmLcUEAjqRkWqcgIiKiBkpyKE9OTsbEiRMxYcIEPPzww7C3t4dMJsOoUaPw7bffws/PD4sWLbJkrURUw9QardlSlbLodEaoNVorVURERNQwSQ7lhYWFaNmyJQBALpcjICAAZ8+eBQAoFApER0fj+PHjFimSiCzDTamA3L7i/wzI5TK4KfmAJxERkSVJDuXNmjXDjRs3TF/7+fkhNTXV9LWrqyuysrJqtjoisih3F0WF68kBQBSB0BAvK1VERETUMEkO5REREVi9ejUOHDgAAOjWrRv279+PjIwM6PV6JCQkoFmzZhYrlIhq1h+pN/HZz8kVnqOQyxAZ5g9nR7mVqiIiImqYJIfy5557DkqlElOnTsXt27cxYcIEODo6IjIyEr1798bBgwcxduxYS9ZKRDVk94kr+DzuNPQGI5o1dsKQHj6Q28vgILeDgKIwLreXYUSoP6LDA21dLhERUb0nuSVikyZNsHnzZmzfvt3U+nD9+vVYvHgx1Go1IiIiEBsba7FCiajmCIIAUQQCWzTCy+OKNgWKDm+F5Es5ph09Q0O8OENORERkJYJYchegBshoFJGVlVf5iQDc3Iq2F1er71qyJCqBY245SWdvoHNrTzgq/vnZnONtXRxv6+J4Wx/H3Lo43tZV1fH29HSBTFZ+H+JyZ8rj4uKqVtnfoqOj7+t9RGQ5Or0RSWdvoG/H5qbNvsLa8RkQIiKi2qLcUD579uy/f8UtfSJdEIQqh/ItW7bgiy++QEZGBnx8fDBt2rQKr2E0GrF06VJs3LgRN2/eREBAAKZPn44HHnigSvclaijuFuqx5KfTOHvpNm7nFuLBvi1tXRIRERHdo9xQvnLlSovfPD4+HjNnzsTkyZMRHh6Obdu2YdasWaYHSMvyf//3f1i3bh1effVVhISE4Ndff8W//vUvuLi4YMCAARavmaguUWu0WLj+BFQ3ipZoVfRrMyIiIrKdckN5WFiYxW++YMECREVFYe7cuQCA8PBwqNVqLFq0qMxQrlKpsHr1asybNw/jxo0DAPTp0wcXL17E3r17GcqJSsjMuYsFa08gM+cuZIKAKVHBCO/sbeuyiIiIqAySu69IXWMudflKRkYGVCoVXn31VbPjI0aMQHx8PDIyMuDn52f22rZt2+Do6FjqHqtWrZJ0T6KGQnUjFwvWn8QdjRYKexmmR3dE1zZNbF0WERERlUNyKK9ojXnxg2OA9FCelpYGAAgMNO+BHBAQAABIT08vFcpTU1MRGBiIAwcO4JNPPsFff/0FX19fvPzyyxg5cqTUj0JUb2gKdDiakgm1Rgs3pQI9Q7yQcSMPn/54CgVaA5SO9nhpbBe08XWzdalERERUAcmhvKw15gaDAbdu3cKvv/6KS5cu4YsvvpB849zcXACAi4uL2XGlUgkAyMsr3aYwOzsb165dw9y5c/HSSy/B19cXGzZswCuvvAIPDw/07t1b8v2LCcI/LW0qY29vB0D6+VR9HPOyiaKItb+fwy970yATBBTqDHCQ22HNtvPo07E5dHojPBo54o0nw+DfzFXydTne1sXxti6Ot/VxzK2L421dVR1voZLHuiSH8orWmI8aNQpPP/00li5divfff1/S9Ypn3IV7Kiw+LpOV3mxUp9MhOzsbX375JQYNGgSgaE15WloalixZcl+hnKguWvv7OWzelw6d3mg6VqgzAAAOJ99A7w7N8djIdmjqzv8wExER1QWSQ3llhg0bhk8++UTy+a6uRbN3986IazQas9dLUiqVsLOzQ79+/UzHBEFA3759sXHjxvspG6Iovek7m/JbH8e8NE2BDr/sTTML5CUV6gxIOnsDjwxpA7W6atfmeFsXx9u6ON7WxzG3Lo63dd3P5kEVzZaXno6+T+np6dDr9ZLPL15LrlKpzI5funTJ7PWSAgICYDQaS91Hp9OVmnEnqq+OpmRW+iswQQCOpGRapyAiIiKqtmp3X9FqtTh79izWr1+PIUOGSL5xQEAAfH19kZCQgGHDhpmOb926FS1btoS3d+nWbeHh4fjmm28QHx+Phx9+GACg1+uxd+9e9OjRQ/K9ieoytUYLra7sWfJiOp0Rao3WShURERFRddVI9xUA6NChA2bPnl2lm8+YMQNz5syBm5sbBg4ciB07diA+Ph4LFy4EUPRgp0qlQps2beDi4oI+ffpgwIABePfdd5Gfn4+WLVtizZo1uHLlSpWWzhDVZW5KBRRyWYXBXC6XwU2psGJVREREVB3V6r4CFD2Q2bRpU1Mrw6qIiYmBVqvF8uXLsWHDBvj5+eHDDz80tTfctWsX5syZg5UrV6JXr14AgE8//RSLFi3CV199BbVajfbt22P58uXo2LFjle9PVBd1auWBlQkVz5SLIhAa4mWlioiIiKi6BLG8qe8GwmgUkZVVuv1iWfgAhfVxzM1pCnT434aTuHDlTrnnKOQyjAj1x0MRrap8fY63dXG8rYvjbX0cc+vieFvX/TzoKZOV/1BYlbqvZGRk4NChQ7h58yaMxtIzdYIgYMaMGVW5JBFVwR2NFjeyi/7wd2rlgRRVDgShaA25XC6DKAIjQv0RHV76QWkiIiKqvSSH8t9++w2zZs2CTqcr9xyGciLLauGpxKsTuiDz9l2EtWtWakfP0BAvODvKbV0mERERVZHkUP7pp5/C29sbb731Fnx9fcvc3IeIal7m7Xy4OCng7Fj0x7Vl80Zo2bwRAEDpKMeArj62LI+IiIhqgORQfv36dcyaNQt9+vSxZD1EVEJGZh4+WXcCzRo74dUJXeEgt7N1SURERGQBkkN5SEgILl++bMlaiKiEC1fUWLj+JPIL9TAYjLiZcxe+TV1sXRYRERFZgOQ1KHPnzsWPP/6I9evXIzs725I1ETV4Zy9m4+O1J5BfqIebUoFZk7ozkBMREdVjkmfKfX190apVK/z3v//Ff//73zLPEQQBZ86cqbHiiBqi4+dv4ou4ZOgNRng2csTMR7qiWWNnW5dFREREFiQ5lL/xxhs4duwYOnXqhJYtW8LevkrdFIlIgkPJ17Fsy1kYRREtPJ3xrwld4dHI0dZlERERkYVJTtYHDhzAo48+iv/85z+WrIeoQbi3lWHPEC84yO2w+cBFGEUR/s1c8OqErmjkrLB1qURERGQFkkO5s7Mz2rRpY8laiOo9URQRtzcdCUkqCAKg1RmhkMuwZtt5RIb549XxXbBh1wVMHhHMfuNEREQNiOQHPUePHo0ff/wRWq3WkvUQ1Wtxe9ORmKSCTm+EVle0K65WZ4ROb0Rikgp7Tl7D9DEdGciJiIgaGMkz5e3bt8dvv/2GESNGIDw8HJ6enrCzM++ZzB09icqnKdAh4e9AXhat3oiEJBVGhPkxlBMRETUwkkP5a6+9Zvrn9evXl3kOQzlR+Y6mZEIQKj5HEIAjKZncpZOIiKiBkRzKt2/fbsk6iOo9tUZrWrJSHp3OCLWGS8SIiIgaGsmh3MeHM3dE1eGmVEAhl1UYzOVyGdyU7LhCRETU0EgO5UuWLKn0HC5fISpf17ZNsDIxtcJzRBEIDfGyUkVERERUW9RIKBcEAXK5HPb29gzlROXY/sdliGL5ryvkMowI9edDnkRERA1QtdaUG41G3Lx5E7/99ht27tyJVatW1WhxRPVJVK8AnEnPhkJuhwtX70AQitaQy+UyiCIwItQf0eGBti6TiIiIbKDaa8r9/PzQvXt35OTk4P/+7/+wePHiGiuOqD5xcrDH7Ed7wN5OVmpHz9AQL86QExERNWCSNw+qTK9evXDgwIGauhxRnVeoNeCLuD9xOTPPdMzeruiPnNJRjgFdfTC6XyAGdPVhICciImrgaiyUnzhxAvb2kifeieq1Aq0eCzecxJGUTHy89jjyC3S2LomIiIhqsWo/6KnT6XD27Fns3bsX0dHRNVUXUZ11t7AokP91WQ0AiA5vxZlwIiIiqlCNdF+xt7fHsGHDMHv27Bopiqiuyi/QY+H6E0UPcgKYEhWCiC7eti6LiIiIarlq7+hpZ2cHd3d3ODo61lhRRHWRpkCHBetOIP1aLgQATz7QDv06tbB1WURERFQHSF5T7uPjgxYtWuDChQto0qQJfHx84OPjg+TkZBw8eBBiRQ2Yieq5/AIdPv7h70AuAE+Nas9ATkRERJJJDuW3b99GbGwspk2bhrS0NNPxzZs349lnn8WTTz6J/Px8ixRJVNs5KOzQxN0RMkHAtNEd0KdDc1uXRERERHWI5FC+cOFCnD9/HvPmzUPr1q1Nx+fPn4/58+fjxIkT7FFODZadTIZpozvg9YndENauma3LISIiojpG8pry3bt34/HHH8e4cePMjisUCowePRrnz5/Hb7/9hlmzZtV4kUS1RclNfxT2MrTwdEaXNk0BFPUgD/Jzt22BREREVCdJDuV37tyBp6dnua83b94ct27dqpGiiGobURQRtzcdCUkqCAKg1RkhABAB9G7vhadHdYAgCLYuk4iIiOooyctXWrdujcTExHIf6Ny+fTsCAwNrrDCi2iRubzoSk1TQ6Y3Q6owAigI5ABxNvYm4vem2K46IiIjqPMmh/LHHHsORI0cwffp07N69GxcvXoRKpcLevXvxwgsv4ODBg5g8ebIlayWyCU2BDglJKmj1xjJf1xtEJCSpuGsnERER3TfJy1fGjBmDzMxMLFmyBHv27DG/iL09XnrpJcTExNR4gUS2djQlE5WtTBEE4EhKJgZ09bFOUURERFSvSA7lAPD0009jwoQJ2L9/P65evQqDwQBvb2/07dsXHh4elqqRyKbUGq1pyUp5dDoj1BqtlSoiIiKi+qZKoRwAGjVqhKioKEvUQlQruSkVsJMJMBjL3yBLLpfBTamwYlVERERUn1QplF++fBnbtm1Dfn4+jMZ/Zg4NBgM0Gg0OHTqETZs21XiRRLbUM8QLa7adrzCUiyIQGuJlxaqIiIioPpEcynfs2IEXX3wRer0eACAIgqkTiyAIkMlkCAkJsUyVRDagNxhhbyeD0lGOyDB/JJbzsKdCLsOIUH84O8ptUCURERHVB5K7ryxduhTu7u5YtmwZli5dClEUsWHDBqxZswZRUVGws7PDu+++a8laiazmTr4W76w4iv2nrwEAosMDMSLMH3J7GRRyGQQUhXG5fVEgjw5nO1AiIiK6f5Jnys+dO4epU6eif//+MBqNcHR0xLVr1zB8+HB0794dsbGxWLx4MT7//HNL1ktkcbn5Wnz8wwlcvpmHFQmpaN/SA41dHfBQRCsMD/Mz7ejpplQgNMSLM+RERERUbZJnyg0GA1q0aFH0JpkM/v7+OHv2rOn1kSNHIjk5ueYrJLKivLs6fLK2KJDbyQQ8O6YDGrs6mF5XOsoxoKsPRvcLxICuPgzkREREVCMkh3IfHx+oVCrT1wEBAUhJSTF9LZfLoVara7Y6IivSFBQFclVmHmSCgOljOqBbUFNbl0VEREQNgORQPnToUKxatQobNmyAXq9HaGgoDhw4gKSkJGRlZWHjxo3w8eHGKVQ35RfosWDdCVy6kQuZIGDamA7oEcxuKkRERGQdkkP59OnTERISgjfffBMFBQUYN24cfHx8MGXKFPTv3x/Jycl48sknLVkrkUXoDUYsXH8C6ddyIQjA06Pas70hERERWZXkBz2VSiVWr16NU6dOwcXFBQCwbt06rFixAmq1GhEREQgPD7dYoUSWYm8nQ6/2zZB27Q6eerA9erVvZuuSiIiIqIGp8o6enTt3Nv2zq6srnn/++WoVsGXLFnzxxRfIyMiAj48Ppk2bhujo6HLP/+WXX/D666+XOj5p0iS8+eab1aqFGq6hPf3QsZUnmns427oUIiIiaoCqHMprUnx8PGbOnInJkycjPDwc27Ztw6xZs+Do6IjIyMgy35OSkoKAgADMnz/f7HiTJk2sUTLVE4U6A/5IzUTfji1MxxjIiYiIyFZsGsoXLFiAqKgozJ07FwAQHh4OtVqNRYsWlRvKU1NT0aFDB3Tt2tWKlVJdpinQmfUW79TaE99sOYuzl27jZk4BxvTnxj9ERERkWzYL5RkZGVCpVHj11VfNjo8YMQLx8fHIyMiAn59fqfelpKRg8uTJ1iqT6jBRFBG3Nx0JSSoIAqDVGaGQy7AyMRWiWHROI6XCtkUSERERwYahPC0tDQAQGGg+SxkQEAAASE9PLxXKMzMzkZWVhTNnziAyMhIZGRnw9fXFs88+W+E69IoIAuDm5iTpXHt7OwDSz6fqq86Y/7A1FVuPZECnN5qOaXX//HPXtk0QPbBN9YusR/g9bl0cb+vieFsfx9y6ON7WVdXxFoRKrlfdgu5Xbm4uAJg6uRRTKpUAgLy8vFLvKd6s6PLly3jttdfg4OCAuLg4zJo1CwaDAQ8//LCFq6a6Iu+uDr/sTTML5PdKTs+G5q4OSifuyklERES2VaVQfvnyZWzbtg35+fkwGv8JOwaDARqNBocOHcKmTZskXUv8e/2AcM+PDcXHZbLSLdQ7duyIL7/8EqGhoaYw379/f2RlZWHRokX3FcpFEVCr70o6t/gnIannU/Xd75jvPnGl0p9IBQHYnnQJA7py06ti/B63Lo63dXG8rY9jbl0cb+uq6nh7erpUmE0kh/IdO3bgxRdfhF6vB1AUpksGa5lMhpCQEKmXg6urK4DSM+Iajcbs9ZI8PDwwaNCgUscHDBiAAwcOIDs7Gx4eHpJroPpLrdGaLVUpi05nhFqjtVJFREREROWTvKPn0qVL4e7ujmXLlmHp0qUQRREbNmzAmjVrEBUVBTs7O7z77ruSb1y8llylUpkdv3TpktnrJR0/fhwbNmwodbywsBD29vZlBnlqmNyUCijkFX97y+UyuPFBTyIiIqoFJIfyc+fOITY2Fv3790d4eDgcHR1x7do1dO/eHQsWLED79u2xePFiyTcOCAiAr68vEhISzI5v3boVLVu2hLe3d6n3nDhxAv/5z39Ma8sBwGg0IjExEd27d4dczrXBVKRniJepw0p5RBEIDfGyTkFEREREFZAcyg0GA1q0KNpoRSaTwd/fH2fPnjW9PnLkSCQnJ1fp5jNmzMCWLVswb9487NmzB2+99Rbi4+Px0ksvAQCys7Nx4sQJ0xKXmJgY+Pj44Pnnn8eWLVuwc+dOTJs2DefOncPMmTOrdG+q37LUBfDzUkJhX/a3uEIuQ2SYP5wd+YMcERER2Z7kUO7j42O21CQgIMBsxloul0OtVlfp5jExMXj77bexb98+zJgxA0lJSfjwww8xcuRIAMCuXbswYcIEU9h3c3PD999/j86dO+P999/Hyy+/jPz8fHz33Xfo0qVLle5N9dft3EL8b8NJpF3NRXMPZ8jtZVDIZRBQFMbl9jKMCPVHdDg3DSIiIqLaQfKDnkOHDsWqVavg6+uLhx56CKGhofjkk0+QlJSE1q1bY+PGjfDxqXoXi9jYWMTGxpb5WkxMDGJiYsyO+fj4YMGCBVW+DzUMBVo9Fm08iZw8LZwc7PDUqPZo7OpgtqNnaIgXZ8iJiIioVpEcyqdPn45jx47hzTffRFRUFMaNG4e1a9diypQpAIpaGb733nsWK5SoMkajiK82nYHqRh5kgoBnozvCt2lR60y2PSQiIqLaTHIoVyqVWL16NU6dOmXqEb5u3TqsWLECarUaERERCA8Pt1ihRJVZu+M8Tvx1CwDw6PAgdAz0tHFFRERERNJIDuVXr16Fl5cXOnfubDrm6uqK559/HgCQkZGBuLi4+97unqg6tv9xGduOXgYARIb5Y2A3zowTERFR3SH5Qc/BgwfjkUcewfXr18t8/fjx45gzZ06NFUYkVX6BDnF70wAA3YOaYuyg1jauiIiIiKhqJIdyAPjzzz/x0EMP4eDBg5aqh6jKnB3lmD2pO3oEN8XTo9pDVtEetkRERES1UJVC+SuvvIIWLVrgqaeewldffWWpmoiqzKepC2Y81AkOcjtbl0JERERUZVUK5S1atMDatWsRFRWFBQsW4IUXXoBGowEACJydJCsq1Bqwdvt53C3U27oUIiIiomqrUigHAIVCgY8//hivvfYaduzYgXHjxuHChQuwt5f8zChRtRiNIpZuSsbWIxn4cM0x6A1GW5dEREREVC1VDuXFpk6diqVLlyIrKwsTJkzA0aNHa7IuonKt3/mXqfVhRBdv2Nvd97cxERERUa1QrTTTv39/rF+/Hs2aNcPq1atrqiaicu08dhlbj2QAAIaH+mFwd18bV0RERERUfZJD+fPPP4/g4OBSxwMCArB+/XqMGDECLVq0qNHiiEo6nZaF1b+fBwB0bdME4we1sXFFRERERDVD8kLw4k2CyqJUKrFo0aIaKYiomKZAh6TUm8jJLUT+XS0Sk1QwiiICmrli2ugOkMn4cDERERHVD1V6OlOtVmPr1q24desWDAZDqdcFQcCMGTNqrDhqmERRRNzedCQkqSATBBTqDBAEQBQBR4UdXni4ExwUbH1IRERE9YfkUH748GFMnz4dBQUFEEWxzHMYyqkmxO1NR2KSCjr9P11Vir/lDAYRu09cxUMRrWxUHREREVHNkxzKP/nkEzg5OeG9995Du3btoFAoLFkXNVCaAh0S7gnkJekMRiQkqTAizA/OjnIrV0dERERkGZJDeUpKCl566SWMHDnSkvVQA3c0JROV7UMlCMCRlEwM6OpjnaKIiIiILExy95XGjRtzgyCyOLVGC62u4s2AdDoj1BqtlSoiIiIisjzJoTw6OhobNmxAYWGhJeuhBs5NqYDCvuJvS7lcBjcll08RERFR/SF56rtVq1bYvHkzoqKiMGDAAHh4eEC4Z50BH/Sk6uoe3BQrE1MrPEcUgdAQLytVRERERGR5kkP5rFmzTP/8ww8/lHkOQzlV176T11BOcx8AgEIuw4hQfz7kSURERPWK5FC+fft2S9ZBhL+uqPHTnjQAgL+XEtey70ImCNDqDJDLZRBFYESoP6LDA21cKREREVHNkhzKfXzY6YIsR1Ogw9Jf/oTBKMKniRJzHusJvcGI5Es5yMkthIO9gNAQL86QExERUb1UpXYqly9fxrZt25Cfnw+j8Z8OGQaDARqNBocOHcKmTZtqvEiq/2SCgLZ+7shNvYnp0R3hILeDg9wOw8L8AQBq9V0bV0hERERkOZJD+Y4dO/Diiy9Cr9cDKFo/XryzpyAIkMlkCAkJsUyVVO85Odjj6QfbI7P/XTRr7GzrcoiIiIisSnJLxKVLl8Ld3R3Lli3D0qVLIYoiNmzYgDVr1iAqKgp2dnZ49913LVkr1UPGEk91CoLAQE5EREQNkuRQfu7cOcTGxqJ///4IDw+Ho6Mjrl27hu7du2PBggVo3749Fi9ebMlaqZ65W6jHO98dxYE/r9m6FCIiIiKbkhzKDQYDWrRoUfQmmQz+/v44e/as6fWRI0ciOTm55iukekkURXy/NRWXbuTiu/gU3OKacSIiImrAJIdyHx8fqFQq09cBAQFISUkxfS2Xy6FWq2u2Oqq39p2+hkPJNwAAEwa3RRM3JxtXRERERGQ7kkP50KFDsWrVKmzYsAF6vR6hoaE4cOAAkpKSkJWVhY0bN7JtIkly5ZYGq38/BwDoHtQUg7vz+4aIiIgaNsmhfPr06QgJCcGbb76JgoICjBs3Dj4+PpgyZQr69++P5ORkPPnkk5asleoBrc6AL3/5E1qdEZ6NHPDEyBAIgmDrsoiIiIhsSnJLRKVSidWrV+PUqVNwcXEBAKxbtw4rVqyAWq1GREQEwsPDLVYo1Q8/bD+PKzc1kAkCpo3pCCU3AyIiIiKq2uZBANC5c2fTP7u6uuL555+v0YKo/lLdyMXuE1cBADEDWqGNj5uNKyIiIiKqHcoN5UuWLMHw4cMRFBRk+roygiBgxowZNVcd1Sv+zVzx4sOdkXT2BiJ7+du6HCIiIqJao8JQHhAQwFBONapr2ybo2raJrcsgIiIiqlXKDeXbt2+Hh4eH2ddE9+PspdsI9neHjA90EhEREZWp3FB+b3vDzz//HIMHD8aQIUMsXhTVHyfO38KnP55C59aemDa6A5wcqvwYAxEREVG9Jzkhbd68Ge3atbNkLVQPaAp0OJqSCbVGC3s7GX47eBEAUKA1QCGX3IGTiIiIqEGRHMoDAgKQlpZmyVqoDhNFEXF705GQpIIgAFqdEYIAiCIgt5fhmVHtYSdjKCciIiIqi+RQPnXqVMybNw8XLlxAv3794OnpCTs7u1LnRUdH12R9VEfE7U1HYpIKOr3RdEwUi/9fxO4TV/FQRCsbVUdERERUu0kO5bNnzwYAHD58GIcPHy7zHEEQGMobIE2BDgn3BPKS9AYRCUkqjAjzgzM3CyIiIiIqRXIoX7lypSXroDrsaEomKmusIgjAkZRMDOjqU/GJRERERA2Q5FAeFhZmyTqoDlNrtNDqyp4lL6bTGaHWaK1UEREREVHdUqX+dPn5+Thw4AA0Gg3E4gXDAPR6PTQaDQ4dOoQvvviiSgVs2bIFX3zxBTIyMuDj44Np06ZJXgJz7do1PPjgg5g6dSqee+65Kt2Xao6bUgGFXFZhMJfLZXBTKqxYFREREVHdITmUHzt2DNOmTUNeXp7pWHEwF/5eu9C4ceMq3Tw+Ph4zZ87E5MmTER4ejm3btmHWrFlwdHREZGRkhe8VRRFz5841q4dso2eIF9ZsO1/hOaIIhIZ4WakiIiIiorpFcihftGgRjEYj3nrrLYiiiLfeegufffYZ8vPzsXbtWiQnJ2Pt2rVVuvmCBQsQFRWFuXPnAgDCw8OhVquxaNGiSkP5mjVr2KKxllA6yjGkhy+2/3G5zIc9FXIZRoT68yFPIiIionJIbhydnJyMiRMnYsKECXj44Ydhb28PmUyGUaNG4dtvv4Wfnx8WLVok+cYZGRlQqVQYPny42fERI0YgLS0NGRkZFb73448/xjvvvCP5fmRZ9jIBRqMImUyAQi6DgKIwLrcvCuTR4YG2LpGIiIio1pI8U15YWIiWLVsCAORyOQICAnD27FkMGjQICoUC0dHRWL16teQbF89yBwaah7WAgAAAQHp6Ovz8/Eq9z2g0Yvbs2YiKikJERITk+5Hl3MnX4vc/LsNgFDEizA/NPZyh1mjhplQgNMSLM+RERERElZAcyps1a4YbN26Yvvbz80Nqaqrpa1dXV2RlZUm+cW5uLgDAxcXF7LhSqQSActeKr1ixAhkZGfjyyy8l36siggC4uTlJOtfevmizJKnnNxRx+9NRqDXAxUmOSZHtoHSquRDOMbcujrd1cbyti+NtfRxz6+J4W1dVx7uy9tGSl69ERERg9erVOHDgAACgW7du2L9/PzIyMqDX65GQkIBmzZpJvVyph0TvPS4rY0v2tLQ0/O9//8M777wDV1dXyfciy8m+U4CEg5cAAGMiWtVoICciIiJqKCTPlD/33HPYt28fpk6digMHDmDChAn4/vvvERkZCScnJ2g0GrzyyiuSb1wcqu+dEddoNGavFzMYDJg9ezYiIyPRr18/6PV602tGoxF6vR729lXq8AigqCuIWn1X0rnFPwlJPb8hWLM1FVq9EY2c5ejfoXmNjw3H3Lo43tbF8bYujrf1ccyti+NtXVUdb09Plwpny8tNsS+++CLGjBmDAQMGwN7eHk2aNMHmzZuxfft2U+vD9evXY/HixVCr1YiIiEBsbKzkD1K8llylUiE4ONh0/NKlS2avF7t27RpOnjyJkydPIi4uzuy1xYsXY/HixWbLacjybuXcxZ4TVwEAD/RpCQeFnY0rIiIiIqqbyg3lO3bswO+//45GjRohKioKo0ePRvfu3TFy5EjTOd7e3nj//ffv68YBAQHw9fVFQkIChg0bZjq+detWtGzZEt7e3mbne3l5YePGjaWuM3bsWDzyyCN4+OGH76sOun+/7E+HwSiisasDBnbzrvwNRERERFSmckP5gQMHkJiYiN9++w0bNmzAunXr4O3tjdGjR2PUqFFo1apVtW8+Y8YMzJkzB25ubhg4cCB27NiB+Ph4LFy4EACQnZ0NlUqFNm3awMXFBZ06dSrzOl5eXuW+RpbTu0NzXL2lQXgXb8jtOUtOREREdL/KDeWNGjXCuHHjMG7cOGRnZyM+Ph7x8fH48ssv8eWXX6J9+/YYM2YMHnjgAXh6et7XzWNiYqDVarF8+XJs2LABfn5++PDDD02z8bt27cKcOXOwcuVK9OrV6/4+IVlMh5YeaB/QGH8/m0tERERE90kQxapFqhs3biA+Ph6//fYbTp06BXt7e/Tu3RujR4/GsGHD4ORUt9rwGI0isrLKbr94Lz5AYX0cc+vieFsXx9u6ON7WxzG3Lo63dd3Pg54yWflPelY5lJd0+fJlbN26FTt37sTx48ehUChw7Nix+72cTTCUV93m/eno2MoTgS0aWfxeHHPr4nhbF8fbujje1scxty6Ot3XVdCiX3Ke8LI0aNYKHhwc8PT3h4OCAgoKC6lyO6oALV9X4eW863llxFH9dVtu6HCIiIqJ6ocqNvXNycrBt2zYkJCTg0KFDMBgMCAoKwnPPPYcHH3zQEjVSLfLznjQAQEAzV7T2sfxMOREREVFDICmUZ2dnm4J4UlIS9Ho9vL298cQTT2D06NFo27atpeukWiDl0m2cuXgbAPBQRKtSu7ESERER0f0pN5RnZWVh69atSExMxNGjR6HX6+Hm5oaYmBiMGjUKoaGh1qyTbEwURfy0t2iWvI2PGzq18rBxRURERET1R7mhPDw8HKIoQi6XY/DgwRg9ejQGDBgAuVxuzfqoljidlm1aQx7DWXIiIiKiGlVuKO/RowfGjBmDyMhIuLi4WLMmqmVEUTStJW/fsjFCAhrbuCIiIiKi+qXcUP79999bsw6qxTIy83D5ZlHbyIciqr+TKxERERGZq3L3FWp4/Ju54r1neuPE+Vto7e1m63KIiIiI6p1q9SmnhsPL3QnDQ/1sXQYRERFRvcRQTuUyGI3QG4y2LoOIiIio3mMop3LtO3UN//n6MA6duW7rUoiIiIjqNYZyKpNOb8Cm/ReRmXMXyenZti6HiIiIqF5jKKcy7Tp+FbdzC2EnEzCmX6CtyyEiIiKq1xjKqZRCrQG/HrwIAIjo6o0m7k62LYiIiIionmMop1K2/ZGBO/k6yO1leLBPS1uXQ0RERFTvsU85AQA0BTocTcnELXUBfj+SAQAY3N0HjV0dbFwZERERUf3HUN7AiaKIuL3pSEhSQRAArc5Y4rWi1wVBsGGFRERERPUfl680cHF705GYpIJObzQL5ACw6/gVxO1Nt1FlRERERA0HQ3kDpinQISFJBa2+7A2CtHojEpJUyC/QWbkyIiIiooaFobwBO5qSicpWpggCcCQl0zoFERERETVQDOUNmFqjLbVk5V46nRFqjdZKFRERERE1TAzlDZibUgGFvOJvAblcBjelwkoVERERETVMDOUNWM8QL4hixeeIIhAa4mWdgoiIiIgaKIbyBkzpKMfAbj7lvq6QyxAZ5g9nR7kVqyIiIiJqeBjKGzi53T9PeirsZRBQFMbl9jKMCPVHdHig7YojIiIiaiC4eVADlndXhx3HrgAARvb2R1N3J6g1WrgpFQgN8eIMOREREZGVMJQ3YNuOZqBAa4CTgx1G9g5gCCciIiKyES5faaDuFurx+9HLAIAhPfwYyImIiIhsiKG8gXJU2OHZMR3QoWVjDA/1s3U5RERERA0al680UIIgoGMrT3Rs5WnrUoiIiIgaPM6UExERERHZGEN5A1OoM+CrzclIu3rH1qUQERER0d8YyhuY3cev4FDyDXyw+hjy7upsXQ4RERERgaG8QdHqDIg/rAIADOjiDRcndlwhIiIiqg0YyhuQPSevQq3Rwk4mIKq3v63LISIiIqK/MZQ3EDq90TRLHt65BTwaOdq4IiIiIiIqxlDeQOw7fQ23cwthJxMwsneArcshIiIiohIYyhsAvcGI3w5eBAD06dgcTdydbFsQEREREZlhKG8ALlxRIydPC5kg4ME+nCUnIiIiqm24o2cDEOzfGO8/0xspqhx4NXa2dTlEREREdA+G8gaiibsT+nPZChEREVGtZPPlK1u2bMEDDzyAzp07IyoqCnFxcRWen5mZiZkzZ6JPnz7o3r07nnvuOVy6dMk6xdYxRqMIg9Fo6zKIiIiIqBI2DeXx8fGYOXMm+vXrh88++wxhYWGYNWsWEhISyjy/sLAQTz31FE6fPo0333wTn3zyCTIzM/Hoo4/izh1uG3+vpJQb+PfXh7H/9DVbl0JEREREFbDp8pUFCxYgKioKc+fOBQCEh4dDrVZj0aJFiIyMLHX+zp07kZqaih9//BEdO3YEALRt2xZDhgxBYmIixo0bZ9X6azOjKGLLgUvIvH0XJ/66hX6dWti6JCIiIiIqh81myjMyMqBSqTB8+HCz4yNGjEBaWhoyMjJKvad///5Ys2aNKZADgFxetFW8Vqu1bMF1zLHUm7h6SwMAGNW3pW2LISIiIqIK2SyUp6WlAQACAwPNjgcEFLXsS09PL/UeFxcX9OjRAwCg0+mQkpKC2bNnw93dHcOGDbNwxXWHURSxaf9FAEDXNk3g38zVtgURERERUYVstnwlNzcXQFHQLkmpVAIA8vLyKnz/Cy+8gJ07d0Imk+G9996Dl5fXfdUhCICbm7SuJPb2dgCkn28rSWeu4/LNovF7ZERwra+3InVlzOsLjrd1cbyti+NtfRxz6+J4W1dVx1sQKrledQu6X6IoAgCEeyosPi6TVTyJ//TTT2PKlCnYtGkT5syZAwCIiYmxQKV1iyiK2LjjLwBAt6CmaOPrbtuCiIiIiKhSNgvlrq5FSyrunRHXaDRmr5eneBlLnz59cOXKFSxduvS+QrkoAmr1XUnnFv8kJPV8Wzh1IQsXrqgBAFG9/Gt1rVLUhTGvTzje1sXxti6Ot/VxzK2L421dVR1vT0+XCmfLbbamvHgtuUqlMjte3HP83rXmAHDmzBn8+uuvpY536NABmZmZFqiy7inQ6uGmVKB9y8Zo4+Nm63KIiIiISAKbzZQHBATA19cXCQkJZg9pbt26FS1btoS3t3ep9xw6dAjz589Hp06d4O/vDwAwGAw4dOgQgoKCrFZ7bRbWrhm6tmmCvLs6W5dCRERERBLZtE/5jBkzMGfOHLi5uWHgwIHYsWMH4uPjsXDhQgBAdnY2VCoV2rRpAxcXF8TExOD777/Hs88+ixdeeAGOjo5YvXo1zp07h+XLl9vyo9QqCrkdPOR2ti6DiIiIiCSy6Y6eMTExePvtt7Fv3z7MmDEDSUlJ+PDDDzFy5EgAwK5duzBhwgQkJycDANzd3bFq1SoEBQVh3rx5eOmll1BQUIAVK1agV69etvwoNncjOx938tmrnYiIiKguEsTidicNlNEoIiur4vaLxWrbAxSaAh2OpmRCrdHiUPINZN25i9ghQRjUzcfWpdWY2jbm9R3H27o43tbF8bY+jrl1cbyt634e9JTJyn/S06bLV+j+iKKIuL3pSEhSQRAArc5oeu2c6jYGdvUu1WqSiIiIiGovmy5fofsTtzcdiUkq6PRGs0AOAMfP30Lc3tK7oRIRERFR7cVQXsdoCnRISFJBqzeW+bpWb0RCkgr5Bey+QkRERFRXMJTXMUdTMivdplUQgCMp7NtOREREVFcwlNcxao221JKVe+l0Rqg17MRCREREVFcwlNcxbkoFFPKK/7XJ5TK4KRVWqoiIiIiIqouhvI7pGeKFyppYiiIQGuJlnYKIiIiIqNoYyusYpaMckWH+UNiX/a9OIZchMswfzo5yK1dGRERERPeLfcrroOjwQAAw9SnX6YyQy2UQRWBEqL/pdSIiIiKqGxjK6yBNgR49gptieJifaUdPN6UCoSFenCEnIiIiqoMYyuugA6evYe2Ov9AuoDFmxnbl7p1EREREdRzXlNcxoihiz6lrAIDmHs4M5ERERET1AEN5HXPhyh1cvaUBAER08bZxNURERERUExjK65g9J68CAAKauSKguauNqyEiIiKimsBQXofcLdQjKeUGACCiSwsbV0NERERENYWhvA45fPYGtDojFPYy9Grf3NblEBEREVENYSivQ/b+vXSlqPUhG+cQERER1RcM5XWE3mBEyxaN4ORgj3A+4ElERERUr3C6tY6wt5PhseHBGD+oDRT2/FmKiIiIqD5hKK9jHOR2ti6BiIiIiGoYp1zrgCx1AXR6o63LICIiIiIL4Ux5HbBsyxlcuaXBhMFt0K8TWyESERER1TcM5bXc9ex8pGbkAADclArbFkNEREREFsHlK7Xc3lNFbRA9GzmifaCHjashIiIiIktgKK/F9AYj9p++DgAI79wCMkGwcUVEREREZAkM5bXYqQtZuKPRQgDQvzPXkhMRERHVVwzltdiev3fw7NjKEx6NHG1cDRERERFZCkN5LZV9pwCn07IAABFdOEtOREREVJ8xlNdSOXlaeDdRopGzHF3aNLF1OURERERkQWyJWEu18m6EeU+GISdPC3s7/uxEREREVJ8x7dVigiCgsauDrcsgIiIiIgtjKK+F8gt0ti6BiIiIiKyIobyWuZOvxStL9uN/G04i+06BrcshIiIiIitgKK9lDv55HTq9Eecvq+HiJLd1OURERERkBQzltYgoiqbe5H06NINCbmfjioiIiIjIGhjKa5G/rqhxLSsfABDRxdvG1RARERGRtTCU1yLFs+Qtm7vCv5mrjashIiIiImthKK8l8gv0OJKSCYCz5EREREQNDUN5LXH47A1odUYo5DL0at/M1uUQERERkRUxlNcSt3MLYCcTEBriBScHbrRKRERE1JAw/dUSMRGtMbSHH/QGo61LISIiIiIrYyivRRopFbYugYiIiIhswObLV7Zs2YIHHngAnTt3RlRUFOLi4io8/+bNm/jPf/6DQYMGoVu3boiJiUF8fLx1irUAg9EIURRtXQYRERER2ZBNZ8rj4+Mxc+ZMTJ48GeHh4di2bRtmzZoFR0dHREZGljpfq9XiqaeeQm5uLl588UV4eXkhMTERL7/8MgwGAx588EEbfIrqOXzmBjbtv4hB3XwwIszf1uUQERERkQ3YNJQvWLAAUVFRmDt3LgAgPDwcarUaixYtKjOU79mzBykpKdiwYQM6d+4MAOjXrx+uXr2Kr7/+uk6G8j0nryHz9l2kXb1j61KIiIiIyEZstnwlIyMDKpUKw4cPNzs+YsQIpKWlISMjo9R7lEolJkyYgE6dOpkdb9WqFVQqlUXrtYTr2fk4l5EDgL3JiYiIiBoym82Up6WlAQACAwPNjgcEBAAA0tPT4efnZ/Zanz590KdPH7NjOp0Ou3fvRtu2bS1Ybc3SFOhwNCUT+/+8DgBo7OqAdi0b27gqIiIiIrIVm4Xy3NxcAICLi4vZcaVSCQDIy8uTdJ2PP/4YFy9exGeffXZfdQgC4ObmJOlce3s7ANLPv5coilj7+zn8sjcNMkFAoc4AAFBrtEhIykDssCAIgnBf166vqjvmVDUcb+vieFsXx9v6OObWxfG2rqqOd2URz2ahvLjjyL0htPi4TFbxyhpRFPHRRx/hu+++w9SpUzF06FDLFFqD1v5+Dpv3pUOnN+9FbjSK2LwvHQDwyPBgW5RGRERERDZks1Du6uoKoPSMuEajMXu9LFqtFrNnz8avv/6KqVOn4vXXX7/vOkQRUKvvSjq3+CchqeeXpCnQ4Ze9aaUCebFCnQG/7E3DwC4t4Owor/L166vqjDlVHcfbujje1sXxtj6OuXVxvK2rquPt6elS4Wy5zR70LF5Lfu8DmpcuXTJ7/V55eXl44oknEB8fj7lz51YrkFvT0ZTMSn9tIQjAkZRM6xRERERERLWGzUJ5QEAAfH19kZCQYHZ869ataNmyJby9S3cjMRgMePbZZ3Hy5EksWLAAU6ZMsVa51abWaKHVlT1LXkynM0Kt0VqpIiIiIiKqLWzap3zGjBmYM2cO3NzcMHDgQOzYsQPx8fFYuHAhACA7OxsqlQpt2rSBi4sL1q5di6SkJEyYMAEtWrTAiRMnTNcSBAFdunSx0SepnJtSAYVcVmEwl8tlcFMqrFgVEREREdUGNg3lMTEx0Gq1WL58OTZs2AA/Pz98+OGHGDlyJABg165dmDNnDlauXIlevXohMTERALBu3TqsW7fO7Fp2dnY4c+aM1T+DVD1DvLBm2/kKzxFFIDTEy0oVEREREVFtIYjF7U4aKKNRRFaWtPaL1X2A4uc9aUhMUkFbxsOeCrkMI0L98VBEq/u6dn3Fh1asi+NtXRxv6+J4Wx/H3Lo43tZ1Pw96ymTlP2Bo05nyhiY6vOjh1YQkFQShaA25XC6DKAIjQv1NrxMRERFRw8JQbkWCIOChiFYYHuaHoymZUGu0cFMqEBrixTaIRERERA0YQ7kNKB3lGNDVx9ZlEBEREVEtYbOWiERERPT/7d19VFR1/gfwN+ADEEiiq7YKgtSMqTCCYCrbKoT5kGIPggooj8dHHgQkYGU7ruZRzETB0wYiJshma7KkmZsoxSq21aKbJxM2D89mBRIlkDzI9/eHZ+Z4HZAZHbzB7/06x3Oc7537nc/9zOeMn3vne0ciojvYlBMRERERyYxNORERERGRzNiUExERERHJjE05EREREZHM2JQTEREREcmMTTkRERERkczYlBMRERERyYxNORERERGRzNiUExERERHJjE05EREREZHM2JQTEREREcmMTTkRERERkczYlBMRERERycxICCHkDkJOQgjomgEjI/U+vRcPSTHnjxbz/Wgx348W8/3oMeePFvP9aOmbbyMjwEi9U1fb/7835UREREREcuPyFSIiIiIimbEpJyIiIiKSGZtyIiIiIiKZsSknIiIiIpIZm3IiIiIiIpmxKSciIiIikhmbciIiIiIimbEpJyIiIiKSGZtyIiIiIiKZsSknIiIiIpIZm3IiIiIiIpmxKSciIiIikhmbcj18+OGHeOGFF+Dk5IR58+YhPz9f7pD6rY6ODjg5OUGpVEr+ODs7yx1av3PlyhVMnDgR33//vWT83LlzeOWVV6BSqeDp6YmsrCyZIuxfusv37NmztepdqVSioaFBpkj7rs7OTrz77rtYuHAhnJ2d4eXlhW3btqGpqUnzHNa34eiSb9a34Qgh8M4772DOnDlwcnKCt7c3jh8/LnkO69uwdMm5IWp8gKED769OnjyJDRs2YMWKFXj22Wdx+vRpxMfHw9TUFHPnzpU7vH6noqICra2tSE5Ohp2dnWbc2JjnkYZUXl6OVatWoaOjQzJ+4cIFrF69GvPmzUNUVBRKSkqwY8cOCCEQGhoqU7R9X3f5bm5uRk1NDWJjYzF16lTJtiFDhjzKEPuFzMxM7N69G6GhoZg+fToqKiqQmpqKq1evYv/+/axvA+sp36xvw0pPT0dqaioiIiIwefJk/Otf/8KGDRtgYmKC+fPns757QU85N1iNC9KJl5eXWL9+vWQsKipKzJ07V6aI+rdjx46J8ePHi5aWFrlD6Zfa29vFoUOHhLOzs5g6dapQKBTi+vXrmu2BgYHCx8dHss+OHTuEq6uraG1tfdTh9nk95bukpEQoFApx9epVGaPsHzo7O4Wbm5vYtGmTZPzEiRNCoVCIb775hvVtQLrkm/VtOG1tbcLNzU1s3rxZMh4QECCWLVsmhODnt6HpknND1TgvO+qgpqYG1dXVeP755yXjc+bMQXl5OWpqamSKrP+6cuUKbG1tYWZmJnco/VJJSQl27tyJkJAQbNiwQbKttbUV//nPf7qs919++QUXLlx4lKH2C/fLN3Cn3gcPHiz5VogeTHNzM7y9vbFgwQLJ+Lhx4wAA3377LevbgHrKd3V1NevbgExMTJCTk4OVK1dKxgcOHIjW1lZ+fveCnnIOGO4znE25DsrLywEA9vb2kvGxY8cCuLPUggyrrKwMgwYNQmhoKJydneHm5obXXntNskaRHpyDgwNOnz6N8PBwmJiYSLbV1NSgvb2d9W5A98s3cKfeH3/8ccTExMDV1RXOzs6Ijo5GXV2dDNH2bRYWFkhKSsKUKVMk46dPnwYATJgwgfVtQD3l+8knn2R9G5CxsTGUSiVGjhwJIQTq6+uRkZGB8+fPY8mSJfz87gU95Rww3Gc415Tr4ObNmwDufPjc7bHHHgMANoq9oLS0FE1NTfDx8cHq1avx9ddfIy0tDRUVFcjOzoaRkZHcIfZpw4cP73Yb693w7pdv4E6919fX46mnnsLy5ctRXl6O1NRUrFixAv/4xz9gamr6iCLtn7766itkZGTAy8uL9f0I3J1vBwcH1ncvOXXqFCIjIwEAs2bNgre3N65cuQKA9d1buso5YLjPcDblOhBCAIBWI6ge582HhpeSkgIrKysolUoAgJubG4YNG4a4uDicP38e7u7uMkfYf3VX72qsd8NLSkqCEAIqlQoA4OrqCgcHB/j5+eHYsWPw9fWVOcK+q6SkBKtXr8aYMWPw+uuva64Usr57x735BljfvWXChAk4dOgQysrKsGfPHqxcuRLr168HwPruLV3lPDs722A1zqZcB5aWlgC0zzCbm5sl28lw7r17GbhzVgrcOSNlU957uqt39WPWu+E5OTlpjU2ZMgWWlpYoLS2VIaL+4aOPPkJCQgLs7OyQmZmJoUOHor6+HgDruzd0lW+A9d1bbGxsYGNjAzc3N1hYWCA+Pl5zUYX13Tu6yvnFixe7/LnmB6lxnjLpQL02q7q6WjJeVVUl2U6GcePGDRw5ckTrBtpbt24BgOaDnnqHra0tTExMtOpd/Zj1blgtLS04evSo1ge3EALt7e2s9wd04MABxMTEYPLkycjNzcWIESMAsL57S3f5Zn0bVmNjI/Lz8/HDDz9IxidMmAAAqK2tZX0bWE85r6ysNFiNsynXwdixYzFmzBj885//lIyfOnUKdnZ2+P3vfy9TZP2TkZERXnvtNRw6dEgy/tFHH8HExETrhiIyrMGDB8PV1RWnTp3SXHUBgI8//hiWlpaYNGmSjNH1P4MHD0ZycjL27t0rGT9z5gxu3brV5bdGdH9HjhzB9u3bMW/ePGRmZkquDrK+Da+nfLO+DaezsxMJCQl47733JOPFxcUAAEdHR9a3gfWUc5VKZbAa5/IVHa1btw6JiYmwsrLCrFmzUFhYiJMnTyIlJUXu0Poda2tr+Pv7IycnBxYWFnB1dUVJSQnefvtt+Pv7a+4ip96zZs0aBAcHIzo6Gi+99BIuXryI/fv3IzY2lj9TaWAmJiZYs2YNtm/fjtdffx2enp743//+h7S0NDz33HN45pln5A6xT7lx4wa2bt2K0aNHw9/fH998841ku62tLevbgHTNN+vbMKytreHn54eMjAyYmprC0dERJSUlSE9Ph4+PD8aNG8f6NjBdc26IGjcSd59K0X0dPnwYWVlZuH79OmxsbLBy5Uq8+OKLcofVL7W3t+Odd97B0aNHce3aNYwcORK+vr4ICwvjjSoGlpeXh8TERBQVFWHUqFGa8YKCAqSmpqKiogIjR46Ev78/QkJCZIy0f+gu30eOHEF2djaqq6thZWWFhQsXIiIigr9Moaf8/HzEx8d3u33Hjh1YtGgR69tAdM0369tw1P8+vv/++/juu+8watQo+Pj4SP59ZH0bli45N0SNsyknIiIiIpIZLzkSEREREcmMTTkRERERkczYlBMRERERyYxNORERERGRzNiUExERERHJjE05EREREZHM2JQTUZ+QkJAApVKJ3NzcLrfX1tZCqVQiLS2ty+0NDQ1wdHTE3Llz0dra2puhyk6pVCIhIUHuMKgbNTU1codARL9BbMqJqE9JSUlBfX293vsdPXoUt2/fRnJyMgYPHtwLkRH17K233uJ/4kJEXWJTTkR9ys2bN7Ft2za99/vyyy+xbt06qFSqXoiKSDefffYZbt++LXcYRPQbNEDuAIiI9OHp6YkPP/wQixcvxvTp03XeLyMjoxejIiIieji8Uk5EfUpSUhLMzMywadMmtLW13fe5np6eWL58eY/jnp6e2Lx5M44cOYI5c+bAyckJr7zyCi5duoS6ujpERUXB2dkZzz77LFJSUtDZ2SmZ75NPPsHSpUuhUqng5uaGiIgIVFRUSJ6jVCqxe/durF69GpMmTcL8+fPR0dEBADh9+jSWLl0KJycnuLq6YvXq1SgtLdUpH7m5uZqYFy9ejLKysi6fp0uM3SkqKkJAQACcnZ3h7u6O6Oho1NbWSp6jyzEolUrs27cPGRkZmDVrFlQqFZYvX46qqipUVFQgNDQUkydPhqenJ7KzszX7qe8XOHr0KLZv345nnnkGbm5uiIyM7HJ99pEjR7Bo0SI4Ojpi2rRpiI2NlcSrni8/Px8pKSn44x//CEdHR/j4+ODf//631nx5eXl48cUXNfMlJCTgxx9/1Hs+T09PfPHFF7h27ZrW/Q+6vD/fffcdIiIi8Ic//AGOjo6YP38+9u3bp1WPRNQ3sSknoj5l9OjRWLt2LSorKw169fvMmTPYs2cPFi9ejPDwcJSXlyMiIgLBwcEwNjZGQkICFAoF3n77bXzwwQea/fLy8rBmzRqYmZkhLi4OQUFBuHjxInx9fbWaqoMHD+LWrVtISkqCr68vBgwYgNzcXKxbtw7t7e2IiYlBUFAQLl26hGXLluHSpUv3jTktLQ2bN2+GjY0N4uPj4eDgAH9/f63n6RPjvU6cOIFVq1bh559/RkREBFasWIHz588jKCgIv/zyCwDodQw5OTk4evQoQkJCEBQUhAsXLiAiIgKBgYEYPXo0EhISMHToUGzduhVffPGFZN+9e/fi5MmTCA0NRUBAAM6ePQs/Pz/89NNPmuckJycjKSkJQ4cOxauvvgofHx8UFhbCx8dH60Riz549KCgoQEhICCIjI1FbW4tVq1ZJ5tu7dy8SExNha2uLxMRELFmyBAUFBVi6dCkaGhr0mu9Pf/oTxo0bh6FDh2LHjh2YPXu2zu9Pe3s7wsLCcPnyZQQFBeHPf/4z7O3tsXPnTn4LRNRfCCKiPiA+Pl4oFAohhBBtbW3ihRdeEI6OjqKyslIIIURNTY1QKBQiNTVVs4+Hh4cICAjQmuvecQ8PD6FUKkVpaalmLDk5WSgUCrF+/XrNWHNzs5g4caKIiYkRQghx8+ZN4eLiIqKjoyXz//jjj8LNzU2sXbtWM6ZQKMSUKVPEzz//rBlraGgQKpVKLF68WLS2tmrGa2pqNOPduXHjhpg0aZJYu3at6Ozs1IynpqYKhUIh4uPj9Y7xXrdv3xbu7u5i4cKF4tdff9WMFxcXC4VCIQ4dOqTXMSgUCqFSqURdXZ1mLDIyUigUCvHGG29oxiorK4VCoRC7du3SzKVQKMTkyZPF9evXteLYuXOnEEKIq1evCqVSKdatWyfJyX//+1+hVCpFVFSUZL6ZM2eK5uZmzfNOnDghFAqFeO+994QQQlRXV4vx48dr5lcrKysTEydOFFu3btVrPiGECAgIEB4eHprHur4/X331lVAoFOLkyZOa53R2doqQkBDx6quvCiLq+3ilnIj6nIEDB2qWr2zevNkgc9ra2kKpVGoe29vbA4DmaiYAmJubY9iwYairqwMAFBcXo6mpCV5eXmhoaND8MTExwbRp03Du3DnNEhUAUKlUGDJkiObxZ599hl9//RXBwcEYNGiQZnzMmDHw9vbGpUuXJMsk7vb555+jra0Nvr6+MDIy0ozfu1xH3xjv9vXXX6Ourg6+vr4wNTXVjM+YMUOzRETfY3B2dsbw4cM1j+3s7LTyPGbMGADQOnZvb2+MGjVKEodCoUBhYSEAoLCwEEIIrFy5UpITlUoFd3d3fPrpp5JjnTlzJszNzTWPx48fDwCa97egoACdnZ3w9PSU5G748OF4+umn8emnn0ri62m+ruj6/owYMQJGRkZIT0/H2bNn0dbWBiMjI+zfvx/Jycndzk9EfQdv9CSiPsnV1RUvvfQS8vLycOLEiYf+VZVhw4ZJHpuYmAAArK2ttcaFEACA6upqAEB0dHS38zY0NGDEiBFdzqVeTjFu3Dit/RwcHADcWUes3v9u165dA3DnZOJujz/+uORY9I2xq9cYO3as1jYnJ6cHOoZ78zxgwJ1/hu7OjTr36jyrPfnkk1qvYWdnh7Nnz0piUZ9Q3RvLuXPnJEtT7n0/1CcV6jXa6twtXbpUaz7gzsnh3Xqaryu6vj+jRo1CXFwcdu3ahbCwMJibm2P69OmYP38+5s2bp8kZEfVdbMqJqM+Ki4tDYWEhtm3bhszMTJ336+on6dTN4b3uvuJ6L3WztWXLFs3V3XtZWVlp/q5P46RuSO9t/O6Nq6v/COnuJlDfGLuax9j4wb5U7eoYHiTPal3l4vbt25r47m3i76Y+loEDB2py1tNxqff561//KvmmoDsPkid93p/Q0FAsWLAABQUFKCoqQnFxMc6cOYP8/Hy96p+IfpvYlBNRn2VtbY0NGzYgKSkJu3fv1tpubGys9QstHR0d+Omnn7SuMD+I0aNHa+KYMWOGZNvnn3+Ozs5OyZKO7vYvLy/XLHVQKy8vBwDJco272djYAAAqKysl+zY1NUmuBj9MjE888QQAoKqqCu7u7pJtiYmJcHFxeahj0Jf6qvLdqqqqNEtg1E1teXm51jcnFRUVMDc3h5WVFZqamnR6PfWxPfHEE3j66acl24qKimBhYaHvIXT7Gj29P42NjSgtLYWLiwsCAgIQEBCAlpYWJCQk4OOPP0ZZWZlk+RUR9T1cU05EfdrixYvh4uKCTz75RGvb8OHDUVFRgVu3bmnGCgsLu7y6/CBmzJiBwYMHIzMzE+3t7ZrxH374AWvXrsXOnTvvewVYvf+BAwckJw/ff/89jh8/DicnJ63lHnfva25ujoMHD0rWSefm5hosxkmTJsHa2hp5eXmS+C5cuIC8vDy0tLQ81DHo64MPPpA01EVFRbh69Sqef/55AICHhwcAYN++fZKr5pcvX8b58+cxc+ZMna7Iq6nnS09Pl8x35coVrFmzBgcPHtT7GIyNjSXfZOj6/hQXFyMwMFCzfh64c4+DQqEAoN+3MET028Qr5UTUpxkZGWHTpk14+eWXtW5YXLBgAbZs2YKwsDB4e3ujqqoKf//73zVXJx+WtbU1YmJisG3bNixZsgTe3t7o6OjA3/72N7S2tiI+Pv6++w8dOlSz/7Jly7Bw4UI0Nzfj3XffRWdnJ5KSkrrd18LCAnFxcfjLX/6CwMBAzJs3D99++y2OHTsGMzMzg8Q4aNAgJCQkID4+HsuWLYO3tzeam5uRnZ0NBwcH+Pj4wNzc/IGPQV83b96Er68vfH190dDQgIMHD8LBwQGBgYEAgKeeegrLly9HTk4OgoOD4eXlhbq6OuTk5GDIkCGIjY3V6/UUCoVmvsbGRnh5eaGxsRGHDh3CY489hqioKL2PwdraGl9++SUOHDgAFxcXqFQqnd4fDw8P2NvbY+PGjbh8+TJsbW1RXl6O3NxcTJs2rcv19kTUt7ApJ6I+T6lUYsWKFcjKypKM+/n5obGxEe+//z62bNmC8ePHY+/evcjKykJLS4tBXjsoKAgjR47EgQMHkJKSAlNTU0ycOBFvvPEGpkyZotP+I0aMQFZWFnbt2gUzMzNMnToV4eHhPS5H8PPzg6WlJTIyMpCcnAw7Ozu89dZbWo32w8S4aNEiWFhYID09HW+++SaGDBkCDw8PxMbGan5p5GGOQR/BwcFoampCWloaBg0aBG9vb8TExEhOQjZu3Ah7e3scPnwY27dvh5WVFWbPno3IyMgHOhnbuHEjxo0bh8OHDyM5ORmWlpZwdXVFVFSU5kZWfYSFhaGsrAxvvvkmXn75ZahUKp3eH3Nzc2RlZSE1NRXHjx9HfX09fve738HPzw/h4eF6x0FEvz1G4n53xhAREcmstrYWzz33HMLDwxERESF3OEREvYJryomIiIiIZMamnIiIiIhIZmzKiYiIiIhkxjXlREREREQy45VyIiIiIiKZsSknIiIiIpIZm3IiIiIiIpmxKSciIiIikhmbciIiIiIimbEpJyIiIiKS2f8BisEKjXXCfy8AAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAuUAAAI9CAYAAACdVwa8AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACN9ElEQVR4nOzdd1gU58IF8DMLS0cQUKRbARuCClbsBUgssbdookk0sST6majp1xuTaKLGFqPXaOwFTYwmQY3d2IhdEbCgAnZAFljalvn+QDYSQBdlmYU9v+e5z83Ozu6c5RU9DO+8I4iiKIKIiIiIiCQjkzoAEREREZGpYyknIiIiIpIYSzkRERERkcRYyomIiIiIJMZSTkREREQkMZZyIiIiIiKJsZQTVUKvvvoqGjZsiIcPH5a6j0KhQJMmTTBx4sQXOlZycjL8/PywaNGiF3ofU/K8XzM/Pz9Mnz693HKU9/tJpap8DlOWlJQkdQQio8dSTlQJ9e7dG1qtFnv27Cl1nz179kClUqF3794vdCwnJyfMmTMH3bt3f6H3oWebM2cOBg8eLHUMonK1bds2vPTSS1LHIDJ6LOVElVBYWBgsLCywe/fuUvf5448/4ODggI4dO77QsWxsbNCnTx/4+/u/0PvQs/Xp0wdBQUFSxyAqV3///Tfy8vKkjkFk9FjKiSohe3t7dO7cGadOnUJqamqx51NTU3Hy5EldeSciIiLjxlJOVEn16tULGo0Gf/75Z7Hndu3aBY1Go5u68vDhQ8ycORNdu3ZFkyZN0KJFC4wcORKnT5/WvebkyZPw8/PDL7/8gl69eqFp06aYMWNGifOjs7KyMHfuXISFhaFp06YICgrCoEGDsG/fPt0+ha/bvn075s+fjw4dOqBp06YYOHAgTpw4odtv0aJF8PPzK/V/ycnJeh/zaX7++Wf07dsXTZs2RevWrTF9+nQ8ePBA9/y3334LPz8/rF+/XrctPz8fvXr1QqtWrfDgwQPdZ9q2bRu+/vprtGrVCsHBwZg0aZJec2Z//fVX9O/fH4GBgejQoQM+/fRTpKWl6Z7/99xplUqFZcuWoXfv3ggMDERAQAB69+6NrVu3Fnvv9evXo2fPnggICMCAAQMQHx9fbJ+yvN+/+fn54fvvv8eyZcvQvn17BAUFYfTo0YiNjS227969ezFkyBAEBASgZcuWGDduHOLi4oq933fffYdx48ahSZMmiIiIgFqtfmaOshzjzp07mDhxItq3b4+mTZsiIiIC//vf/6DVap/5/ufPn8ebb76J4OBgtGrVCm+99Vaxr+mpU6fw2muvISgoCEFBQRg5ciT+/vvvIvt06dIFM2fORGRkpG58+vfvjwsXLuDhw4d49913ERQUhNDQUMyfP79INkN8zZcvX45Vq1ahW7duaNKkCXr16oWoqKhi73fgwAEMGTIEzZo1Q3BwMCZOnIgbN26U+f1effVV/PLLL7r9n/zzffbsWbz++uu6r9/o0aNx4cKFIsdQKBSYPn06OnXqhCZNmqBbt26YO3cuz7xTlSSIoihKHYKIyi4/Px/t27dHo0aN8NNPPxV5bvjw4bh79y727duHvLw89O7dG5mZmRg+fDhcXV1x8+ZNbNy4EYIg4NChQ7Czs8PJkycxcuRI3XSVunXrwt3dHf7+/ujatSsmTJiAiRMnQhRFjBgxApcvX8aIESPg7e2Ne/fuYdOmTXj06BF2794NLy8vJCcno2vXrnB3d4e1tTUGDRoElUqFlStXIjs7GwcPHkT16tURFxdXrOzcv38f8+bNQ6NGjbBp0ybI5XK9jlmaxYsXY9GiRejZsydat26N+/fvY926dXBwcMDWrVvh5OSEvLw89O3bFykpKYiKioKLiwvmz5+PH374AfPnz0dERESRz6TVajF8+HDk5OTgp59+gp2dHXbs2IHq1avr9iv8mgHA//73P3z77bdo0aIFwsLCkJqaitWrV6NBgwbYuHEjzM3N4efnh1deeQVff/01AGDq1KmIiorC0KFD4efnh0ePHmHLli1ISkrC2rVrERISAqDgB5vFixcjNDQUnTt3xoULF7Bv3z5kZmY+1/uVxM/PD+7u7sjKysKoUaMgl8uxevVq5ObmYuvWrahbty6Agh8OZs6cqStoWVlZ2LBhA3JycrB69WoEBATo3s/GxgbNmjVDWFgYcnNz8dprr5V67Cc/hz7HUKlU6NOnD3JzczFs2DBUq1YNhw4dwt69ezF58mSMGzeu1M9aWLZr1qyJQYMGwcrKCmvWrIFSqcS2bdvg6emJffv2YcKECfD29kb//v0BAJGRkbhz5w4WLlyIrl27Aigo5RqNBhqNBqNGjYIoili6dCmqVasGe3t7NGjQAK1bt8aePXvw119/4euvv8Yrr7xisK/5k392rayssHr1aty+fRs7duyAr68vgIIfYD/88EO0adMGXbt2hUKhwMaNG5GXl4ctW7agTp06er/f0aNH8f333+PUqVOYM2cOvL29ERQUhKNHj2Ls2LHw9/fHyy+/jPz8fPz888+4ffs2Vq1ahZYtWwIAXn/9dVy+fBkjR45EzZo1cfbsWWzbtg2DBg3Cf//731LHkKhSEomo0vr444/Fhg0biqmpqbpt9+7dE/38/MR58+aJoiiKv//+u+jr6ysePny4yGs3btwo+vr6irt37xZFURRPnDgh+vr6iiNGjCiyX1JSkujr6ysuXLhQFEVRPHfunOjr6ytu3LixyH6HDx8WfX19xZUrVxZ5XceOHUWlUqnbrzDP5s2bS/xMubm54iuvvCKGhISIycnJZTpmSRITE0V/f3/x22+/LbI9Pj5ebNy4sThr1izdtjNnzoj+/v7i+++/L166dEls1KiROHny5GJfi8DAQPHu3bu67UePHhV9fX11x/j31yw9PV1s2rSpOGbMGFGtVutet2XLFtHX11c8ePCgKIqi6OvrK06bNk0URVF88OCB6OfnVyz39evXRV9fX/G///2vKIqimJqaKjZp0kR85513RK1Wq9tv4cKFz/V+pfH19RX9/f3FS5cu6bZdu3atyNcoLS1NbNasmThgwAAxLy+vyNetcPuT79eiRQtRoVA89bj//rroe4zz58+Lvr6+YlRUlG4frVYrjh49Wvzggw+eerwBAwaI7dq1E9PS0nTbEhISRH9/f3H27NmiSqUSO3ToIHbs2FHMzMzU7aNQKMTQ0FAxNDRUzM/PF0VRFDt37iz6+fmJcXFxuv1mz54t+vr6iu+9955um1KpFBs3bixOmTKlyOcu7695YGCg+ODBA922wu+twr8vMjMzxebNmxf5cy+KBX9+goODxXfeeadM7yeKojht2jTR19dX91ij0Yhdu3YVhwwZUuT7QalUit27dxf79OkjiqIopqSkiL6+vuKKFSuKZJk+fbo4atQokaiq4fQVokqscArLk1M4oqKiIIqibupKREQEjh8/jvbt2+v2yc/P1/13dnZ2kfd8cr+SNGvWDH///Tf69eun26bRaHS/dlcqlUX279ixI2xsbHSPCy8YLW05x48++gixsbGYN28ePDw8nuuYT/rzzz+h1WrRpUsXpKWl6f7n4uKChg0b4uDBg7p9g4KC8Oqrr2LHjh2YNGkSnJyc8OmnnxZ7z969e6NWrVq6x23btoWvry/2799fYoZjx44hLy8Pw4cPh5mZWZH3+fnnn0s8Q12jRg2cPn0a77zzjm6bKIq6KR6Fn/nkyZPIz8/HoEGDIAiCbt9XX331ud7vadq1a4fGjRvrHterVw+hoaE4ePAgtFotjh8/jpycHLz++utFrmXw9PRE7969ceHChSJThpo1a4Zq1ao987hP0vcYNWvWhCAIWLZsGY4cOYL8/HwIgoAff/wRs2fPLvX9U1NTcfHiRfTq1QvVq1fXba9Tpw62bduGN998E5cvX8a9e/cwfPhw2NnZ6fapVq0aRowYgfv37+PSpUu67d7e3vDz8yvyXgCKrGhkY2MDZ2fnYt8X5f01b9GiBWrUqKF73LBhQwD/fD8ePXoUWVlZ6NatW5HvFzMzM7Ru3Rp//fVXkWlGz3q/kly+fBlJSUno1q0bFAqF7hi5ubno3LkzYmNjce/ePdjb28PGxgYbNmzA7t27dX9XffXVV8V+O0hUFZhLHYCInl9wcDDc3d2xa9cuDBw4EADw+++/o3HjxqhXr55uP0EQsHz5cpw9exaJiYlITEyESqUCgGLza52cnJ55XHNzc2zatAnR0dG4desWEhMTkZubC6Cg6D3t/QqLQ0nzen/88Ufs3LkTkydPRrt27Z77mE9KTEwEAAwZMqTE5+VyeZHHkydPxu7du5GcnIz58+fD0dGx2Gvq169fbFvt2rVx5MiREo9x+/ZtAICPj0+R7ZaWlkUK179ZWFhgx44d+Ouvv3Dz5k3cunVLV54LP3Phe3t7exd5raOjI5ydncv8fk9T2uc+cOAA0tPTdfP/C6dVPKnwz+OdO3dQs2ZNAPr9Wfs3fY8RGBiI999/H/PmzcMbb7wBGxsbtGnTBhEREQgPDy/yw9GTbt++DVEUi40VADRq1AhAwQ8GwD/l+kmFue7cuaNbSeff41B47H9/fjMzs2LjYOiv+b+/Hwu/XyZPnlzs/QqlpaXp/X4lKTzGnDlzMGfOnBL3uXv3LmrVqoWZM2fik08+waRJk2BhYYGQkBD06NEDffv2haWlZanHIKqMWMqJKjFBEPDSSy9h1apVSE9PR1ZWFi5cuIAZM2bo9rl9+zYGDx6M7OxstG/fHhEREWjYsCFEUcT48eOLvWdpZaVQRkYGhgwZgqSkJLRr1w5dunSBv78/PDw8dD8YPEkm0+8Xcn/99Rfmzp2Lrl27YuzYsS90zCcVloOlS5fCysrqmTlu3bqlW9Fmz549iIiIKLbPv4s8UHDmvrTPWphB368FUPDbjDFjxuD06dNo1aoV2rRpg9deew0hISHo1KmTbr/Cs+MlXfj2ZDHS9/2eprTPrc9nKyybT77Hs/6sldW/jzFmzBi8/PLL+PPPP3Ho0CEcPXoU+/btw/bt27FixYoS30OfsXraDzAlfU5z85L/qX3yNxulKe+v+bNeU/j5//vf/8LT07PEfRwcHPR+v6cd491330VgYGCJ+xT+kNGrVy+EhoZi7969OHToEI4dO4a//voLGzZsQGRkJFeXoiqFpZyokuvduzf+97//4cCBA7pfMz95o47FixcjNTUVUVFRqF27tm77zp07n+t4a9aswfXr1/HTTz+hTZs2uu1nzpx57s9w69YtTJkyBV5eXpgzZ06xsvIixyycAuPm5qb71XqhwotcC6nVanz44YdwdHRE37598b///Q8RERHo0aNHkdcVnun792d48uv7JDc3txL3yc/Px/vvv49evXqhW7duRV7zxx9/IDo6GrNmzcKAAQN02+/fv19kv8ILXG/evFlkLfmsrCw8evSozO/3NKV9bkdHRzg6Ouq+1gkJCcXWtU9ISACAItN+noe+x0hPT0dcXByaN2+OESNGYMSIEcjOzsb06dOxe/duxMfHF5lSUujJsfq3b775Bg4ODrrpRoXHe1LhCiUv+jkLVfTXvPD9nJyc0LZt2yLPnTx5Elqt9oWLcOExbGxsih3jwoULUCgUsLKyglKpRGxsLBo0aIABAwZgwIAByM/PxzfffIM1a9bgr7/+QpcuXV4oC5Ex4ZxyokrO19cXfn5+OHjwIA4cOIA2bdoUmeOZnp4Oa2truLu767bl5+dj06ZNAP4566av9PR0AEV/rS6KItatWwcAZVrWDigoj++88w7UajUWL15cpCSXxzE7d+4MAFi2bFmRM5yxsbF4++23sXr1at22H3/8ETExMZgxYwbeffdd1KtXD//5z390xy/066+/IisrS/f40KFDuHbtWrHyXqht27aQy+XYsmVLkQy7du3Crl27SnxNSZ8ZKPgB5cnP3LZtW9jY2GD16tVFvg5PLu1Ylvd7mv379+umywDAlStX8Ndff+k+d9u2bWFpaYlVq1YVuW7h3r172LlzJwICAopN5SgrfY9x9OhRjBo1qsg8fxsbG90KI6WdpXd1dYW/vz9+//33ImOclJSENWvWICUlBY0bN0aNGjWwcePGIvsUrnpSo0YNNGnS5IU+Z6GK/poXvt+KFSt0U9yAgh/e3nnnHXz77bd6neF/UuHZ9MIz5E2aNEGNGjWwdu3aItcyZGVl4b333sOMGTNgZmaGq1evYvjw4UWW7LSwsNBNIyrv37QQSY1nyomqgN69e+P7779Hbm4uvvzyyyLPdejQAfv378fYsWMRFhaGzMxMbN++XXcGTp8L/P79fmvXrsXYsWMxYMAAqFQqREVF4dKlS5DJZGV+v48++gjXrl3DsGHDcPXqVcTGxhYprs2bN3+hY/r6+uLVV1/F2rVrkZ6ejm7duiE9PR3r1q2Dra0t3n33XQDA9evXsXjxYrRv3173m4bPPvsMI0eOxKxZs/DNN9/o3jMzMxODBg3CoEGDkJaWhtWrV6NevXoYNWpUiRmcnZ0xfvx4fPfddxg9ejS6deuGe/fuYd26dWjVqpXuB4cntW3bFubm5vjggw8wfPhwmJub48CBA/jrr78gl8t1n9nOzg7vv/8+/vOf/2DUqFEIDw/H1atXsWPHDlhbW5f5/Z5GEAQMGzYMI0aMgEqlwurVq+Hk5KRb9rF69eqYMmUKvvrqKwwdOhS9evWCUqnExo0bodVq8fHHHz/zGM+i7zE6d+6MOnXq4KOPPkJMTAy8vb2RkJCA9evXo3Xr1iXO1S40Y8YMvPHGG+jfvz8GDhwImUyGdevWoVq1anjzzTchl8vxySef4L333kP//v11v3nYunUrHjx4gIULFz7XtI6SVPTX3MnJSfd+gwcPRu/evaFWq7Fhwwbk5eVh2rRpZf4MhfPOFy5cqJs6Vfj169evHwYMGABLS0vdkpLffvstzM3N0axZM7Rs2RLz58/H3bt34efnh7t372LdunWoW7dukd+aEVUFLOVEVcDLL7+MuXPnwtLSssiKDkDBBY4ZGRmIjIzEF198ARcXFwQGBmLx4sUYMmQITpw4Uer60CXp0KEDvvjiC6xcuRJff/01HBwc0LhxY2zevBmffPIJTp48WabsFy9eBABs2LABGzZsKPb8V199hX79+r3QMT/66CPUrVsXmzZtwuzZs2Fvb4+WLVvqzoZrtVp89NFHEAQBn332me51rVq1Qp8+ffDrr7/ipZde0hW5119/HVlZWVi0aBEsLCzQu3dvTJkypUgJ/re3334bNWrUwJo1a/D111+jRo0aGDRoECZOnFjiGT9fX18sXLgQixcvxrx582Bra4sGDRpg1apV2LBhA6Kjo6FSqSCXyzFs2DDY29tj+fLlmD17NmrXro3vv/++SIEqy/uVJjw8HF5eXlixYgW0Wi3atWuH999/X3fRHwDd+t4rV67EvHnzYG1tjZCQEEyYMKHE6SLPQ59j2NjYYOXKlVi4cCF27tyJlJQU1KhRA8OGDcOECROe+v6tW7fG6tWrsXDhQixZsgSWlpYIDg7G+++/r/stVM+ePbFy5Up8//33WLJkia5Ezpo1S7fGdnmQ4mv+2muvwdXVFatWrcL8+fNhZWWFxo0b45tvvkGLFi3K/H5Dhw7FiRMnsGLFCly8eBFt2rTRff2WLl2K77//HjKZDA0aNMDSpUt1P6QKgoAlS5Zg8eLFOHDgADZv3gwHBwf06NED7777LueTU5XDmwcREemppJsCmYp/38CHDI9fcyLTwjnlREREREQSYyknIiIiIpIYSzkRERERkcQ4p5yIiIiISGI8U05EREREJDGTXxJRFEVI8buCwnsv8PcUxoNjYpw4LsaHY2KcOC7Gh2NinKQaF0HAU2++xVIuAqmpWc/esZw5OBSsZ6xQ5FT4salkHBPjxHExPhwT48RxMT4cE+Mk1bg4O9vhaTfE5fQVIiIiIiKJsZQTEREREUmMpZyIiIiISGIs5UREREREEmMpJyIiIiKSGEs5EREREZHEWMqJiIiIiCTGUk5EREREJDGWciIiIiIiibGUExERERFJjKWciIiIiEhiLOVERERERBJjKSciIiIikhhLORERERGRxIymlMfGxqJx48a4d+/eU/dTKpX4z3/+g3bt2iEoKAhvvvkmbt68WTEhiYiIiIgMwFzqAACQkJCAsWPHQq1WP3PfyZMn4+LFi/jggw9ga2uLxYsXY+TIkfj9999hb29fAWmJiIiIqDJS5qoQHf8Q6Zl5sDQX0NK/Jmyt5FLHAiBxKVer1di8eTPmzp0LufzZX5BTp07h0KFD+N///ocOHToAAFq2bImuXbti48aNeOuttwwdmYiIiIgqGVEUsf3IDeyKToRMEJCn0sBCLsOGvVcRFuKNvqF1IAiCpBklnb5y+vRpfPvttxg9ejSmTp36zP2PHj0KW1tbtGvXTrfNyckJwcHBOHz4sCGjEhEREVEltf3IDeyOToRKrUWeSgMAyFdpoVJrsTs6EduP3JA4ocSlvF69eti7dy8mTJgAMzOzZ+6fkJAAHx+fYvt6e3vjxg3pv5hEREREZFyUuSrsik5Evlpb4vP5ai12RSciO1dVwcmKknT6iouLS5n2z8rKgp2dXbHttra2yMrKeq4MggA4OFg/12tfhLl5wQ8WUhybSsYxMU4cF+PDMTFOHBfjwzExDn9dugfZM6amyAQBl26lo3uIt8FyPGt2jFFc6KkvURRLfU4mM5qFZIiIiIhIApnKfCTczcCN2wok3FEg4XYG7qYqn/m6fJUG6Zl5FZCwdJWqlNvZ2SE5ObnYdqVSWeIZdH2IIqBQ5LxotDIr/KlZimNTyTgmxonjYnw4JsaJ42J8OCYVQ63R4odfY3DrXiZSM3JL3MfcTIBaU/rJXblcBktzwaBj5exs99Sz5ZWqlNepUwfHjx+HKIpFrpC9desW6tSpI2EyIiIiIjIEURSRlpGHW/czceteJm7dz0RgfRd0CvIAAJibyYoUckEA3Jxt4eNqBx9Xe7g6WeP7X2IAlF7KRREI9q9ZER+nVJWqlLdv3x4//PADjh07pluBJS0tDadOncLYsWMlTkdERERE5eFSQipibz1C4v1M3LqfhaycohdhWlmY6Uo5AIS1KpgL7lPLHl417GBpUXRRkLBW3thdysWeFnIZegZ7w0bi9cqNupSnpaUhMTER9evXh52dHYKDgxESEoIpU6Zg6tSpcHR0xKJFi2Bvb4+hQ4dKHZeIiIiI9KTRanEvNRu37mdCpdaiY+A/Jft4zH0cjyl6l3dzMxm8atrBp5Y9GvlUL/Jc1xaeTz1W39CCGRWF65TnqzSQy2UQRaBnsLfueSkZdSk/ePAgZsyYgTVr1qBVq1YAgMWLF+Prr7/GnDlzoNVq0aJFC3z33XdwcHCQOC0RERERlUSt0eL2Q2XBFJT7mUi8l4mkB1m6M9eOdhZFSnkDTwekKHLg42oPn1r28HG1Ry1nG5ibPd/CHoIg4JUOddEjxAsxt9J1d/QM9q8p+RnyQoL4tCVNTIBWKyI19fmWU3wRvPjD+HBMjBPHxfhwTIwTx8X4mOqY5Ks0SHqYhTpu1XRLER46dxurd8WXuL+tlTm8Xe3x7oAAWMiffd+aFyXVuDg720EmK/1KT6M+U05ERERExisnT42kB1m6CzBv3c/E3ZRsaEURX49tjZrVbQAAtWtVAwDY28jhU8setR+f/fZxtYezg5Xkt7g3BizlRERERPRMT65+p8jKw9cbzuJBWnapa5rcfqjUlXKPGraYO74dHO0sWMBLwVJOREREREUolPm6s9+Jj/+/d7s6aB/gBgCwt7VAelaerpDXdLSGdy37gmUIa9nD29Ue1WwsdO9nbiZDdXtLCT5J5cFSTkRERETYHZ2IuFuPcOt+JtKz8os9f+t+JtqjoJTLBAGjwvzgaGsJb1c7o7lYsjJjKSciIiIyAaIo4mF6Dm7dL5gDXs1Gjh4h3rrnY26k4dKNNN1jM5kAdxdb3Qoovl6ORd6vdaNaFRXdJLCUExEREVVBKYocXE1W4Na9TN1NeHLy1LrnvWraFSnlQb414OJg9Xgaij08a9hCbm741VCoAEs5ERERUSWm1mhxJ0WJe2nZCGnoqtt+IuY+fj6cUGx/S7kZvFztUNetWpGLNzs/cYdMqngs5URERESVRL5Kg+TCm/A8vgDz9sMsqDUFl1w2qeMMG6uCeudTyx7Wlua6iy8Lp6G4Vrd56nrZJA2WciIiIqJypsxVITr+oe7OkS39a8K2jBdD5uarYSaTQW5ecBfLG3czMGvNaWhLue+jvY0cqRm5sLGyAwA0ru2Exe+FcgnCSoKlnIiIiKiciKKI7UduYFd0ImSCgDyVBhZyGTbsvYqwEG/0Da1TYklW5qoeLz2YpTsLfj8tG5MGBKBZfRcAQC0nGxTeiL26vSV8XO3h/fgseO1a1YqtAc6z4ZULSzkRERFROdl+5AZ2RydCpdbqtuWrCv57d3QiAOCVDnUBFBT45Tsv4/ptBVIUuSW+3637mbpSbm1pjveHBsHNxRYOthYl7k+VF0s5ERERUTlQ5qqw61+F/En5ai1+P3ELPUO8YGMlhyAIuJearSvkAoBazjaPz4DbP54HblfkPfx9qhv6Y5BEWMqJiIiIysGpuAd41vRtURTxd9wDdAwsWOmkSwsP5OZr4ONqD6+adrC2ZDUzVRx5IiIionKgUObrpqqURhQL9isUGuBu6FhUScikDkBERERUWak1Wt3Flw62FjA3e3q1spDLOB+cSsRSTkRERFRGjzLzsP1IAt5fegzX72QAAFr618Sz1jsRRSDYv6bhA1Klw+krRERERHoQRRFXktKx78xtnL3yEBptwRny/WeSUd/DAbZWcoS18sbu6ETkl3Cxp4Vchp7B3rAp43rlZBpYyomIiIieIidPjRMx97D/zG3cTlHqtttZy9Ex0B0dA/+ZF943tA4A6NYpz1dpIJfLIIpAz2Bv3fNE/8ZSTkRERPQUvx27iaiTibrH9dyroUtzT7T0r6m722YhQRDwSoe66BHihZhb6bo7egb71+QZcnoqlnIiIiKixzRaLc5dTUWTuk6wlJsBADoEumPfmWSENHRF1+ae8Kll/8z3sbWSo3uINwBAocgxaGaqGljKiYiIyOQpsvJw6PwdHDp3B48y8/BauD86NCuYluJa3QbfTWwPKwvWJjIc/ukiIiIikySKIq4mK7D/TDJOx/9z4aYA4G6qssi+LORkaPwTRkRERCbn7JWH+OXIDSQ/zNJts7OWIzTADZ2CPFDD0VrCdGSKWMqJiIjI5GTmqHSFvI6bPbo090Swf01YPJ5HTlTRWMqJiIioytJotTh/LRUHziRjRA8/uDrZAABaNXLFjbsZ6NDMHXXcqkmckoilnIiIiKqgDGU+Dp+/g4PnbiMtIw8AcODsbQzp2gAAYCk3w6gwfykjEhXBUk5ERERVgiiKuH4nA/vPJONU3AOoNaLuuSZ1ndC0rrOE6YiejqWciIiIqoSfDyfg9+O3dI9trczRPsANnYM8ULO6jYTJiJ6NpZyIiIgqpQePsuHiYA2ZTAAANKvvgt+P34KPqz26NPdASCNX3Q2AiIwdSzkRERFVGlqtiAvXU7H/bDIuJaRhUv8ABDZwAQDUc6+Gz14LhrerHQRBkDgpUdmwlBMREZHRy8zOx5ELd3Hw7G2kKHJ12/+Oe6Ar5YIgwKeWvVQRiV4ISzkREREZrVv3MvHnqSRExz6AWqPVbW9cxwldmnugWT0XCdMRlR+WciIiIjJal26k4tilewAAa0tztG/qhs7NPVDLiRduUtXCUk5ERERG4UF6Dg6evY2wVt6oZmMBAAgNcMeZKw8R2swdbRrVgqUFL9ykqomlnIiIiCSjFUVcSkjF/jO3cfF6KkQAdtZyRLT2AQBUs7XAJ6OCpQ1JVAFYyomIiKjCZeWo8NeFuzhwNhkP0/+5cLO6vSVsLFlPyPTwTz0RERFVqD1/J2HboetQqf+5cLOhT3V0ae6BwAYuMJPJJExHJA2WciIiIjIotUYLc7N/inYNByuo1FpYW5qhbRM3dGnuATdnWwkTEkmPpZyIiIgMIiU9BwfP3cHh83fw3sBmqOteDUDBnTdfD/dHcMOasLJgFSECWMqJiIioHGlFEZdvpGH/mds4fz0Foliw/cCZZNR1bwQAkMkEhDZzlzAlkfFhKSciIqIXpsxV4eiFuzhw9jbuP8rRbXe0s0CnQA90CGQJJ3oalnIiIiJ6YTuP3sSev5N0j/28HNG1hScCG7gUmU9ORCVjKSciIqIyUam1OH3lAZo3qAELecHNfDoFeeDw+Tto06QWOgd5wLOGncQpiSoXlnIiIiLSS1pGLg6cvY0j5+8gI1uF0REN0T7ADQBQy8kG301sryvpRFQ2LOVERERUKlEUcfnWI+w/nYxz1/65cFMmCHiQnl1kXxZyoufHUk5EREQlio69j+1HbuBe2j/lu5qtBTo2c0fHQHc4VbOSMB1R1cJSTkRERCXKzlPrCnkDTwd0ae6JFn41eOEmkQGwlBMREZk4tUaLM1ce4sCZ23j9pYao6WgNAGjTqBZuP1SiQzN3eNXkhZtEhsRSTkREZKIeZebh4NnbOHz+DhTKfADAwTO3MahLfQCApYUZhnf3lTIikclgKSciIjIhoigiLjEd+88k4+yVFGgfX7kpCEBgfRc0q+8scUIi08RSTkREVMkpc1WIjn+I9Mw8WJoLaOlfE7ZW8hL33XLgGnZH/3OTH3sbOTo0c0enQA84O/DCTSKpsJQTERFVUqIoYvuRG9gVnQiZICBPpYGFXIYNe68iLMQbfUPr4G5qNmo520AmCACA5r41sDs6CfU9HNC5uQda+tWE3JwXbhJJjaWciIioktp+5AZ2RydCpdbqtuWrCv476uQtHLt0F6kZeXhvYAAC6rkAAOp7OGDmmBDecZPIyPBHYyIiokpImavCruhE5D9RyJ+k1ohIzcgDAJyOf6jbLggCCzmREeKZciIiokroVNwDPJ6RUiqZAHRp7okh3RpUTCgiem48U05ERFQJKZT5uqkqpRFFwM5GrptPTkTGi6WciIioEnKwtYCF/On/jMvlMjjYWlRQIiJ6EZy+QkREVIkoc1XYevA6ajha4/ES46USRSDYv2bFBCOiF8JSTkREVAmIooiTsfexae9VZGSrYGVhho6B7jh87k6JF3tayGXoGewNm1LWKyci48JSTkREZOQePMrG2j1XEHMjDQBgaWGGVzrURZcgD1hbmOvWKc9XaSCXyyCKQM/ggnXKiahyYCknIiIyUmqNFrujE7Hj6E3dWuTNfWtgWLcGcKpWcPfNVzrURY8QL8TcStfd0TPYvybPkBNVMizlRERERur7Xy7h3LUUAEB1e0uM6O6LIN8axfaztZKje4g3AEChyKnQjERUPljKiYiIjFSXFh44fz0F3Vt6oU/7OrC25D/bRFUVv7uJiIiMgCiKiI59gNq17OHqZAMAaFLHGV+PbYMajtYSpyMiQ2MpJyIiktiD9Bys2x2PSzfS0NCnOqYOCYTw+IY/LOREpoGlnIiISCIlXchpZWGGPJUGVhb8J5rIlPA7noiISAJXk9OxZlc8bqcoARRcyDm8uy+al3AhJxFVfSzlREREFUgURazdcwUHz94GAAgC0K2FF/qG8kJOIlPG734iIqIKJAgCHk8Xh4+rPUaF+6F2rWrShiIiybGUExERGViKIgdO9laQyQraeP8O9eDhYouOge4wk8kkTkdExoB/ExARERmIWqPF78dv4qP/ncSBx9NVAMDGyhxdmnuykBORDs+UExERGcC1ZAVW747D7YcFF3IeOHsbnYM8dGfLiYiexFJORERUjpS5Kmw7eB0Hz90BUPRCThZyIioNSzkREVE5EEURJ2PvY9O+a8hQ5gPghZxEpD+WciIionKg1mix/fANZCjzYWlhhn6hddGlhQfnjRORXljKiYiInpMoihAer28oNzfDiJ6+OHDmNoZ394VTNSuJ0xFRZSL5j++//fYbXnrpJQQEBCA8PBzbt29/6v5xcXEYM2YMAgMD0apVK3zwwQe4f/9+xYQlIiJ67FqyAv9dfQr307J125rUccbE/gEs5ERUZpKW8qioKEydOhXt2rXDkiVLEBISgmnTpmHXrl0l7p+YmIjhw4cjOTkZM2fOxJw5c/Dw4UMMHToUGRkZFZyeiIhMkTJXhTW74vDlutO4eS8T6/68InUkIqoCJJ2+Mm/ePISHh+PDDz8EAISGhkKhUGDBggUICwsrtv+aNWugVquxatUquLu7AwBat26NsLAwrFixAlOmTKnQ/EREZDpEUUR07ANs3He1yIWc/TvWlTgZEVUFkp0pT0pKQmJiInr06FFke8+ePZGQkICkpKRir7lx4wZ8fX11hRwALC0t0bRpUxw6dMjgmYmIyDQ9SM/B/C3nsWxHjO5CzqFdG+DjUS24sgoRlQvJzpQnJCQAAOrUqVNku4+PD4CCAu7l5VXkOTc3N1y9ehVqtRrm5v9ET05OLrHEExERvagMZT4++zEaeSoNACCogQsv5CSicidZKc/MzAQA2NnZFdlua2sLAMjKyir2mr59+2Lr1q346KOP8O6778LS0hJr1qzRFfXnIQiAg4P1c732RZibmwGQ5thUMo6JceK4GB9TGxMHB2t0au6BU3EPMKZXY7RqXEvqSCUytXGpDDgmxkmqcRGece8wyaaviKIIALqlpP69XVbCuq4tW7bEl19+if3796Nz585o164dEhISMHToUFhZ8YwFERG9uKwcFbYduAaNVtRtGxHmjwWTOxptISeiyk+yM+X29vYAip8RVyqVRZ7/t379+qFPnz5ITEyEvb09XFxcMGPGDDg6Oj5XDlEEFIqc53rtiyj86UyKY1PJOCbGieNifKrqmPz7Qk5BFNG1hWeRffJzVRKle7aqOi6VGcfEOEk1Ls7Odk89Wy5ZKS+cS56YmAg/Pz/d9lu3bhV5/knXr1/HpUuX0KdPnyLPX758GY0aNTJwYiIiqqoepOdg3e54XLqRBgCwlJtBJnvG75qJiMqRZNNXfHx84OnpWWxN8j179qB27dpFVlgpFB8fjw8++KDIRZ0nT55EXFwcunXrZvDMRERUtag1Wvx+/CY+WXFSV8iDGrhg1put0DnIQ+J0RGRKJF2nfPz48ZgxYwYcHBzQqVMn7N+/H1FRUZg/fz4AIC0tDYmJiahfvz7s7OzQqVMneHp6YsqUKZg4cSLS0tLw1VdfoVmzZujVq5eUH4WIiCqZB+k5WLTtAm4/LJg2Wd3eEsO7+6K5bw2JkxGRKZK0lPfr1w/5+flYuXIlIiMj4eXlhdmzZyMiIgIAcPDgQcyYMQNr1qxBq1atYGNjgxUrVmDWrFmYPHkyrK2tERERgcmTJxdZIpGIiOhZHG0tkK/SQBCAri088UpoXVhb8t8SIpKGIBYud2KitFoRqanFl180NF78YXw4JsaJ42J8KuuYiKKIu6nZcHex1W27mpwOczMZ6rhV/hsAVdZxqco4JsZJygs9n3atCk8JEBFRlVd4IWdcYjr+OyYErk42AIAGno7SBiMieoylnIiIqiy1Rovd0YnYcfQmVGotAODk5fvo3b74Cl9ERFJiKScioirp2m0FVu+K44WcRFQpsJQTEVGVkp2rwtZDCTh49jYA8EJOIqoU+LcTERFVKXfTsnHocSH3cbXHyDC/KnEhJxFVbSzlRERU6YmiCOHx/avruTugZytvONpZomsLD5jJJLtPHhGR3ljKiYio0lJrtNjzdxIuJaRi6pAg3XJjgzrXlzgZEVHZlKmUJycnY+/evcjOzoZWq9Vt12g0UCqVOHHiBHbs2FHuIYmIiP7t3xdyHj5/B52CPCRORUT0fPQu5fv378ekSZOgVqsBAIIgoPC+Q4IgQCaTwd/f3zApiYiIHiu8kPPQ2dsQ8c+FnK0auUodjYjoueldypctWwZHR0d8/fXX0Gg0GDt2LCIjI6FSqbBu3Trs3bsXX3zxhSGzEhGRCRNFEX/HPcCGvVeRocwHAHi72mFUmD8v5CSiSk/vUn7lyhWMGTMG7du3h1arhZWVFe7evYsePXqgefPmGDJkCBYtWoTvv//ekHmJiMhE/XXhLlZFxQEALOVmeCW0Drq29OSFnERUJej9N5lGo4Gbm1vBi2QyeHt7IzY2Vvd8REQEYmJiyj8hERERgJBGrqjhaIXA+i744o1W6BHizUJORFWG3mfKPTw8kJiYqHvs4+ODuLg43WO5XA6FQlG+6YiIyGRdu63A3RQlQpu5Ayg4O/7xyJawt7GQOBkRUfnT+xRDt27dsG7dOkRGRkKtViM4OBjHjh1DdHQ0UlNTsXXrVnh48Kp3IiJ6Mdm5KqzdHY+v1p7G2j1XcD8tW/ccCzkRVVV6nykfN24czpw5g08//RTh4eEYOHAgNm3ahFGjRgEouABn1qxZBgtKRERVW+GFnBv3XoXi8YWcHi62UGm0z3glEVHlp3cpt7W1xfr163HhwgXY2dkBADZv3ozVq1dDoVCgQ4cOCA0NNVhQIiKquh6m52DtnnhcSkgD8PhCzg51eUdOIjIZZb6jZ0BAgO6/7e3tMWHChHINREREpuXoxbtYuzse+eqCM+KB9V0wvLsvnB2sJE5GRFRxSi3lixcvLvObCYKA8ePHv1AgIiIyLbWcbKBSa1Hd3hLDuvmiua8LBEGQOhYRUYUqUykv/Euy8E6e/94OgKWciIieKjtXhaxcNWo6WgMA6nk4YFzfJmhSxwnWlmX+BS4RUZVQ6t9++/btK/L47t27ePvtt9GtWzeMHDkSdevWhVarRVJSku6OnsuXLzd4YCIiqpyevJDTqZolPnq1JWSygpM6wf41JU5HRCStUkv5v5c3/PjjjxEcHIyvvvqqyHZfX1/MnDkTSqUSs2bNwsaNGw2TlIiIKq2H6TlYt+cKLiakAgBy8zVIfpgFb1d7iZMRERkHvX9PePbsWXzwwQelPt+iRQvs3bu3XEIREVHVoNZo8effSfj1rxu8kJOI6Cn0LuVOTk44e/Yshg0bVuLzR44cQa1atcotGBERVW7Xbyuwelcckh8qAQDV7S0xvLsvmvvWkDgZEZHx0buU9+vXD4sXL4azszMGDRoEb29v5Obm4tatW1i5ciUOHjyIDz/80JBZiYioEjl3LQXJD5UQBKBrC0+8ElqXF3ISEZVC778d3377bSQnJ+Onn37C6tWrizwnk8kwZswYvPrqq+UekIiIKgdRFCGK0F282attbdxLzUZEGx/UcasmcToiIuMmiP9e3/AZ4uPjceTIEdy5cweCIMDLywtdu3aFl5eXoTIalFYrIjU1q8KP6+BQsBSYQpFT4cemknFMjBPHxbgoc1WIuZWO9Mw8WJoLaOlfE7ZWct0dORt4OKBXuzpSxzRJ/F4xPhwT4yTVuDg72+lOWpSkzL9H9PPzg5+f3wuFIiKiykUURWw/cgO7ohMhEwTkqTSwkMuw4c+rqOdZDdeTFVBpRMTdSke7pm5wqsaLOImIyqJMpTw5ORl79+5FdnY2tFqtbrtGo4FSqcSJEyewY8eOcg9JRETS2n7kBnZHJ0Kl/ufv/nxVwX/H3UoHAN0dOavbW0oRkYioUtO7lO/fvx+TJk2CWq0GUHAXz8KZL4IgQCaTwd/f3zApiYhIMspcFXb9q5D/m0wAPhzRgsscEhE9J5m+Oy5btgyOjo5YsWIFli1bBlEUERkZiQ0bNiA8PBxmZmb44osvDJmViIgkcCruAYTSp0ECAMzNZbh0I7ViAhERVUF6l/IrV65gyJAhaN++PUJDQ2FlZYW7d++iefPmmDdvHho1aoRFixYZMisREUlAoczXTVUpjUqlhUKZX0GJiIiqHr1LuUajgZubW8GLZDJ4e3sjNjZW93xERARiYmLKPyEREUnKwdYCFvKn/3Mhl8vgYGtRQYmIiKoevUu5h4cHEhMTdY99fHwQFxeneyyXy6FQKMo3HRERSc5MJoPqGWfKRREI9q9ZQYmIiKoevUt5t27dsG7dOkRGRkKtViM4OBjHjh1DdHQ0UlNTsXXrVnh4eBgyKxERVbD9Z5Kx6o9YiABkpfyLYSGXISzEGzZW8grNRkRUlehdyseNGwd/f398+umnyM3NxcCBA+Hh4YFRo0ahffv2iImJwejRow2ZlYiIKogoivjlcALW7bkCEUBdN3t0a+kFubkMlnIzCCgo43JzGXoGe6NvKG8YRET0IvReEtHW1hbr16/HhQsXYGdnBwDYvHkz1qxZg/T0dHTo0AGhoaEGC0pERBVDo9Vi7e4rOHz+DgAgoJ4z3u7TBJYWZujVtnaRO3oG+9fkGXIionJQppsHabVapKenIy8vD5aWlrC3t4e/vz8EQUD79u0NlZGIiCpIvkqDZTticPZqCgCgXZNaGBXuD3Ozgl+s2lrJ0T3EGwBvHU5EVJ70nr7y6NEjDBkyBGPHjkVCQoJu+86dOzF+/HiMHj0a2dnZBglJREQVY92fV3SFPLy1N0a/1FBXyImIyHD0/pt2/vz5uHr1KmbOnIl69erpts+ZMwezZ8/GuXPnuE45EVEl16ddHThVs8SQrg0wsFN9CM+6axAREZULvUv5oUOH8Nprr2HgwIGwsPhnLVoLCwv07t0bI0aMwJ49ewwSkoiIDEcURd1/OztY4Ys3WqFHsJeEiYiITI/epTwjIwPOzs6lPl+rVi2kpKSUSygiIqoYCXcyMGvt6SJ347SyKNPlRkREVA70LuX16tXD7t27i5xRedK+fftQpw6XxCIiqiwuJqRizsYzSLiTgRW/XZY6DhGRSdO7lL/66qv4+++/MW7cOBw6dAg3b95EYmIijhw5gokTJ+L48eMYOXKkIbMSEVE5OX7pHhZuvYB8lRYuDlYY3t1X6khERCZN799R9unTBw8ePMDixYtx+PDhom9ibo53330X/fr1K/eARERUvnadTMSWA9cAAJ417DBlcDM42llKnIqIyLSVaeLgm2++icGDB+Po0aO4c+cONBoN3N3d0bZtWzg5ORkqIxERlQOtKGLrgevYFZ0IAPDzcsTE/gGwseIcciIiqZX5b+Jq1aohPDzcEFmIiMiA/vw7SVfIW/jWwFu9G0FubiZxKiIiAp5SyhcvXowePXrA19dX9/hZBEHA+PHjyy8dERGVmw7N3HHi8n3UcauGEd19IZNxDXIiImPx1FLu4+PDUk5EVImJoqi7AZC1pTmmDQuCpdyMNwUiIjIypZbyffv2FZknvm/fvgoJRERE5SNFkYNlv8ZgVJg/PGvaAeAa5ERExqrUv509PDye+piIiIxX8sMszNt8DulZ+Vi47QK+fKs1zM30XgWXiIgqWKmlfPv27c/1hn379n3OKEREVB6uJKVj4dYLyM5Tw9rSDGNeashCTkRk5Eot5dOnT4cgCKXewbMkgiCwlBMRSejslYf4YUcMVGotHGwtMHlQM3i72ksdi4iInqHUUr5mzZqKzEFERC/o8Pk7WL0rDqIIuFa3xpTBgajhaC11LCIi0kOppTwkJKQicxAR0Qu4cD0VP0XFAQBq17LHe4OaoZqNhcSpiIhIX2W6DF+tVuPnn3/G/v37cfv2bchkMvj4+CAsLAwRERGGykhERM/QpI4TmvvWQJ5Kg/GvNOEqK0RElYzef2s/evQIo0aNwpUrV+Dg4AAPDw9otVocP34cf/75J7Zs2YLly5fDwoJnZoiIKsKTa5DLZALG9m4EQRB4UScRUSWkdyn/5ptvkJCQgP/+97/o168fzMwKbs2sVquxZcsWzJo1C4sWLcL//d//GSwsEREVyMlTY+n2S+jW0hMB9VwAAHJzM4lTERHR89L7dMqBAwfw6quvYuDAgbpCDgDm5uYYNmwYhgwZgh07dhgkJBER/UOhzMfsDWdw6UYalm6PgSIrT+pIRET0gvQ+U56fn49atWqV+nzdunWRkZFRLqGIiKhkDx5lY97m83iQngOZIGB4d1842FlKHYuIiF6Q3mfKu3fvjq1btyI7O7vYc2q1Gjt37kSXLl3KNRwREf3j1r1MfLn2NB6k58DCXIYJ/ZuifYCb1LGIiKgc6H2mPDw8HNHR0Xj55ZcxfPhw1KtXD3K5HImJidi8eTNu3ryJl19+udidQHkzISKiF3f5ZhoW/XwRefka2FqZ492BzVDfw0HqWEREVE4EUc9bdvr7+5f9zQUBsbGxZX5dRdJqRaSmZlX4cR0cCm7ooVDkVPixqWQcE+PEcQHup2Xjkx9PQq0RUd3eElMGB8LDxVayPBwT48RxMT4cE+Mk1bg4O9tBJhNKfV7vM+W8wycRkTRcnWzQvaUXzl9PxZRBzeBUzUrqSEREVM70LuUBAQGwsnr6PwRxcXHPdUadiIiKenINcgAY0KkeXm5bG9aWvCkQEVFVpPeFnn369MH58+dLfE6tVmPBggUYMGBAuQUjIjJVGq0WP0XFYd/pZN02QRBYyImIqjC9S7lSqcSwYcMwf/58qNVq3fZLly6hX79+WLp0KYKCggwSkojIVOSrNFjy8yUcuXAXG/68gut3FFJHIiKiCqB3Kf/9998RFhaGZcuWYeDAgbh48SLmzp2LwYMHIyUlBV9//TXWrl1ryKxERFWaMleFuZvP4dy1FABARBsf1HWrJnEqIiKqCHr/LtTBwQFz587FSy+9hM8++wyDBg0CAPTv3x/vv/8+HBy4NBcR0fN6lJmHeVvO4fZDJQBgaNcG6B7sJXEqIiKqKHqfKQcK7uoZExODjIwMWFlZQRRFXLhwATdv3jRQPCKiqu9uqhJfrj2F2w+VMJMJGNu7MQs5EZGJ0buUHz58GC+99BKWLFmC0NBQ/Pnnn1i2bBkyMjIwdOhQfP7558jMzDRkViKiKic3X43ZG84iNSMPlhZmeG9QM7Rq5Cp1LCIiqmB6l/K33noLSqUS8+bNw+LFi+Hi4oKOHTvit99+w4ABA7B582aEh4cbMisRUZVjZWGO/h3ropqNHNOGBaFxbSepIxERkQT0LuURERH4/fffERERUWS7nZ0dZs6ciVWrVsHa2rrcAxIRVUVP3kw5NMAdX77VBrVr8aJOIiJTJYhP/svwgnJzc595gyFjo9WKSE3NqvDj8ta7xodjYpyq4rhEnbyFNEUehnVvUOQGQZVFVRyTqoDjYnw4JsZJqnFxdraDTFb63/lluhNFfn4+Nm/ejIMHD+LOnTv48ssvYWVlhd9++w1jxoyBkxN/7UpEVBqtKGLL/mvY83cSAKC2mz3aNXWTOBURERkDvUt5VlYWXnvtNVy6dAkuLi5ITU1Fbm4uHj58iB9//BG7du3C+vXrUatWLUPmJSKqlNQaLVb+EYsTMfcBAC39aiCkYU2JUxERkbHQe075ggULEB8fj5UrV2LHjh26+ZA9evTA999/j7S0NCxYsKDMAX777Te89NJLCAgIQHh4OLZv3/7U/dPS0jBjxgy0b98eISEhGDt2LJdkJCKjlpuvxsKtF3SFvHNzD4zr0wRyczOJkxERkbHQu5Tv3r0bw4YNQ9u2bYvNgezSpQuGDx+O48ePl+ngUVFRmDp1Ktq1a4clS5YgJCQE06ZNw65du0rcXxRFjB8/HocPH8bUqVMxZ84cPHz4ECNHjoRCwVtRE5HxycjOxzcbz+LSjTQAQN/QOhjR3fep8wqJiMj06D195dGjR6hXr16pz3t6eiItLa1MB583bx7Cw8Px4YcfAgBCQ0OhUCiwYMEChIWFFdv/5s2bOHPmDGbPno2+ffsCAOrVq4du3bph//79eOWVV8p0fCIiQxJFEQsiL+DG3UwIAjCypx86BnpIHYuIiIyQ3mfKPT09cfHixVKfP3bsGDw89P/HJikpCYmJiejRo0eR7T179kRCQgKSkpKKvSYvLw8AYGtrq9vm4OAAAEhPT9f72EREFUEQBAzsVA/WluYY/0pTFnIiIiqV3qV84MCB+PnnnxEZGYn8/HwABf/gZGVl4ZtvvsGff/6pO3utj4SEBABAnTp1imz38fEBANy4caPYa/z9/dGqVSssWbIE169fR1paGr744gvY2NigW7dueh+biMiQnlxp1t+nOr55uw2a+9aQMBERERk7vaevvP7667h69So++eQTyGQFXX7ChAlQKpUQRRFdu3bFG2+8ofeBMzMzARTcfOhJhWfBs7JKXjv8888/xxtvvKG7iZGFhQWWLFkCLy8vvY/9JEH4Z73KimT++AIvKY5NJeOYGKfKNi4nY+7h4Jlk/N+w5jA3K/i7srJk11dlGxNTwXExPhwT4yTVuDzrthR6l3JBEPDVV1+hb9++2LNnD5KSkqDRaODh4YGuXbuiY8eOZQpWeCbp3xeNFm4vLP5Pun79OoYMGQJvb298+OGHsLKywpYtWzBp0iSsWLECLVu2LFMGIqLytCc6Ef/bfhFaEdj05xWMCPOXOhIREVUSZbp5EAC0atUKrVq1euED29vbAyh+RlypVBZ5/kk//fQTAGDlypW6ueTt2rXDsGHD8OWXX+Lnn38ucw5RlOZOW7zLl/HhmBinyjAuoihi59Gb2P5XwbS7Om7V0LGZm1FnfhGVYUxMEcfF+HBMjJOUd/R82tlyveeUl7fCueSJiYlFtt+6davI80+6c+cO6tWrpyvkQMGZ9hYtWuDatWsGTEtEVDKtVsS6P6/oCnmTOk54f2ggqtlYSJyMiIgqE8lKuY+PDzw9PYutSb5nzx7Url0b7u7uxV5Tp04dXL16tdia5OfPny/Tyi9EROVBpdbgh18v4cCZ2wCANo1dMWlAAKwsyvxLSCIiMnGS/ssxfvx4zJgxAw4ODujUqRP279+PqKgozJ8/H0DB3TsTExNRv3592NnZ4bXXXsOOHTswZswYvPXWW7CyssKvv/6K6Oho3WuIiCrKml3xOBX/EADQI9gLg7rUh+xZV/IQERGVQNJS3q9fP+Tn52PlypWIjIyEl5cXZs+erVtZ5eDBg5gxYwbWrFmDVq1awdPTExs3bsQ333yD6dOnQyaTwdfXF6tWrULbtm2l/ChEZIJealsbFxJSEd7KB2GtvKWOQ0RElZggPrmgrgnSakWkppa8/KIh8eIP48MxMU7GPi7KXBVsreRSx6hQxj4mporjYnw4JsZJygs9ZbLSf5tapjPl2dnZOHbsmG5t8kJqtRpKpRInTpzA0qVLnz8tEZERu3kvA5EHruOdV5roiripFXIiIjIMvUv5mTNnMHbs2CJLGP57rfHq1auXczwiIuMQczMNi3++iLx8DX78LRaTBgRIHYmIiKoQvUv5ggULoNVq8fnnn0MURXz++edYsmQJsrOzsWnTJsTExGDTpk2GzEpEJImTl+9jxW+XodGKcKpmiQGd6kkdiYiIqhi9l0SMiYnBsGHDMHjwYPTv3x/m5uaQyWTo1asXVq1aBS8vLyxYsMCQWYmIKtyfp5KwbEcMNFoRHi62+HBEC7i72Eodi4iIqhi9S3leXh5q164NAJDL5fDx8UFsbCwAwMLCAn379sXZs2cNEpKIqKKJoohth65j496rAID6ng6YPqI5nKpZSZyMiIiqIr2nr7i6uuL+/fu6x15eXoiPj9c9tre3R2pqavmmIyKSyK6Tifj9eMEdhgPru2Bcn8awkJtJnIqIiKoqvc+Ud+jQAevXr8exY8cAAEFBQTh69CiSkpKgVquxa9cuuLq6GiwoEVFFCm3mDjdnG4QGuGF8vyYs5EREZFB6r1OekpKCYcOGISkpCceOHYMgCHj55Zfx6NEjWFtbQ6lUYvLkyXjrrbcMnblccZ1yKsQxMU5SjosyVwUbS3PdClNUgN8rxonjYnw4Jsap0q9T7uLigp07d2Lfvn26pQ+3bNmCRYsWQaFQoEOHDhgyZMiLJyYikkBaRi5+/D0WI8P84FrdBgDXICcioorDO3ryTDk9xjExThUxLndSlJi35RzSMvLg5myDmWNCYCbTe3afyeH3inHiuBgfjolxqnRnyrdv3/5cB+zbt+9zvY6ISArXbiuwIPI8lLlqWFmYYXh3XxZyIiKqcKWW8unTp0MQBDx5Ir1wXuW/T64/Od+SpZyIKovz11KwdPsl5Ku1qGYjx+RBgfCpZS91LCIiMkGllvI1a9YUeZyRkYEZM2agSZMmGD58OOrUqQNRFJGYmIgNGzbg8uXLmDt3rsEDExGVh78u3MVPUXHQiiJqOFrh/wYHoubjueREREQVTe855ZMmTcKjR4+wevVqyEr41e4bb7wBAFixYkX5JjQwzimnQhwT42SIcTl3NQULt10AAHi72mHyoEA42FqU2/tXdfxeMU4cF+PDMTFOxjqnXO+Jk0eOHEFYWFiJhRwAunTpglOnTpU9IRFRBWtS1wmNa1dHQ5/qmDasOQs5ERFJTu8lEe3s7HD9+vVSn79w4QKcnJzKJRQRkSGZm8kwvl9TmMlkkJvzok4iIpKe3v8ahYWFYfPmzVi7di1ycv453Z+eno558+bh119/xSuvvGKQkERELyInT42FWy8gPvGRbpuVhTkLORERGQ2955Tn5ORg7NixiI6OhpmZGZydnZGXl4eMjAyIoojw8HB8++23MDOrXLei5pxyKsQxMU4vOi4Z2fn4bst53LyXCRtLc3w1tjXsbThd5UXwe8U4cVyMD8fEOBnrnHK9p69YW1tjzZo1OHDgAA4fPow7d+5AEAR4enqiR48eCAkJKZfARETl5WF6DuZtPof7j3IgCMCgLvVZyImIyCjpXcoLde7cGZ07dzZEFiKicpN4PxPzt5yHQpkPubkM43o3RpBvDaljERERlahMpTw7OxvHjh2DUqkscgMhtVoNpVKJEydOYOnSpeUekoioLOITH2HhtgvIydPAxtIckwYEwNfLUepYREREpdK7lJ85cwZjx45FVtY/868Li3nhHT2rV69ezvGIiMrmdooSczefh1qjhaOdBaYMDoRnDTupYxERET2V3qV8wYIF0Gq1+PzzzyGKIj7//HMsWbIE2dnZ2LRpE2JiYrBp0yZDZiUieiZ3Zxu0b1oLcYnpmDK4GVweX9BDRERkzPReDywmJgbDhg3D4MGD0b9/f5ibm0Mmk6FXr15YtWoVvLy8sGDBAkNmJSJ6JkEQMKKHHz4a2YKFnIiIKg29S3leXh5q164NAJDL5fDx8UFsbCwAwMLCAn379sXZs2cNEpKIqDRarYi1u+Nx9OJd3TaZTICtlVzCVERERGWj9/QVV1dX3L9/X/fYy8sL8fHxusf29vZITU0t33RERE+hUmuwfMdlnL7yEIfO3YFnDTv41LKXOhYREVGZ6X2mvEOHDli/fj2OHTsGAAgKCsLRo0eRlJQEtVqNXbt2wdXV1WBBiYielJ2rxrzN53H6ykMAQI9gL3i58oJOIiKqnPQu5e+88w5sbW0xZswYPHr0CIMHD4aVlRXCwsLQunVrHD9+HAMGDDBkViIiAEB6Vh5mbziD+KR0AMCgzvUxqEt9yITS75RGRERkzPSevuLi4oKdO3di3759uqUPt2zZgkWLFkGhUKBDhw4YMmSIwYISEQHA/bRszN18DimKXJjJBIyOaIg2TWpJHYuIiOiFCOKTdwEyQVqtiNTUrGfvWM4cHq8KoVDkVPixqWQcE+OjzFUh5lY60jPzYGkuoHFtJ3yx5hQyslWwkMsw/pWmaFrXWeqYJoffK8aJ42J8OCbGSapxcXa2g0xW+m90Sz1Tvn379uc6YN++fZ/rdUREhURRxPYjN7ArOhEyQUCeSgMLuQyiCDTwdMCte5l4b1Az1HN3kDoqERFRuSi1lE+fPh2CIKAsJ9IFQWApJ6IXtv3IDeyOToRKrdVty1cV/Pe1ZAU6BnmwkBMRUZVSailfs2ZNReYgIgJQMGVl178K+ZPy1VocPHsbfdrVhg3XIicioiqi1FIeEhJSkTmIiAAAp+Ie4FmLqAgC8HfcA3QM9KiYUERERAam9+or+s4x5/QVInoRCmW+bqpKaVQqLRTK/ApKREREZHh6l/KnzTEXnjitxVJORC/CwdYCZjIBGm3p17PI5TI42FpUYCoiIiLD0ruUlzTHXKPRICUlBb///jtu3bqFpUuXlms4IjI96Vl5Ty3kACCKQLB/zQpKREREZHh6l/KnzTHv1asX3nzzTSxbtgxfffVVuQQjItOzJzoRv/51E0DBvPGSFn+ykMvQM9ibF3kSEVGVIiuvN+revTv2799fXm9HRCbIxdEaZjIBTes6IbyVD+TmMljKzSCgoIzLzQsKed/QOlJHJSIiKld6nyl/lhs3bkCtVpfX2xGRCWruWwPvDw1CHTd7yM3NEN7au8gdPYP9a/IMORERVUkvvPpKfn4+YmNjsWXLFnTt2rW8chGRiYi5mYaGPtUhe3zBuK+Xo+45Wys5uod4A+BtqomIqGorl9VXAKBx48aYPn16uQUjoqpv3+lkrP/zCto3dcNrEf66Yk5ERGRqXmj1FQCQyWSoUaMGfHx8yi0UEVV9+88UFHIASMvMhUajhczcTOJURERE0iiX1VeIiMriwNnbWLenoJA39KmOif0DIGchJyIiE1amCz2TkpJw4sQJPHz4EFpt8TvuCYKA8ePHl1s4Iqp6Dp67jbW74wEA/t6OmDQgAJZyFnIiIjJtepfyP/74A9OmTYNKpSp1H5ZyInqaw+fvYM2ufwr5uwOasZATERGhDKV84cKFcHd3x+effw5PT0/IZOW2xDkRmYCsHBW27L8GoGCFlXcHNIOlBQs5ERERUIZSfu/ePUybNg1t2rQxZB4iqqLsrOWYMjgQO4/ewNg+jVnIiYiInqB3Kff390dycrIhsxBRFSSKIoTHSx3Wda+Gdwc2kzgRERGR8dF7DsqHH36Ibdu2YcuWLUhLSzNkJiKqIo5duov5keeRr9JIHYWIiMio6X2m3NPTE3Xr1sVnn32Gzz77rMR9BEHA5cuXyy0cEVVexy/dw4+/xUIE8MuRBAzu0kDqSEREREZL71L+ySef4MyZM2jatClq164Nc/MyraZIRCbkRMw9rPj9MkQA9dyroXe7OlJHIiIiMmp6N+tjx45hxIgR+Pjjjw2Zh4gquZOX7+N/v12GKAJ13Kph8qBAWFvyh3giIqKn0XtOuY2NDerXr2/ILERUyUXH3sfynTEQRaB2LXv83+BmsLFiISciInoWvUt57969sW3bNuTn5xsyDxFVUmeuPMTyHQVnyH1q2eP/hgTCxkoudSwiIqJKQe9TWI0aNcIff/yBnj17IjQ0FM7OzjAzK7rOMO/oSWS6PGvYwtHeAvbWFpg6JBC2LORERER6E0RRFPXZ0d/f/9lvJgiIjY194VAVSasVkZqaVeHHdXCwBgAoFDkVfmwqGcfkxT1Mz4G1pTnsrMuvkHNcjA/HxDhxXIwPx8Q4STUuzs52kMmEUp/X+0z5vn37yiUQEVUdl26kwsfVHvY2FgCAGo7WEiciIiKqnPQu5R4eHobMQUSVzNkrD/H99ktwc7bB1KFBqPa4mBMREVHZ6V3KFy9e/Mx9OKecyDScvVpQyDXagtlvpf8yjoiIiPRRLqVcEATI5XKYm5uzlBNVceeupeD7XwoKuUcNW0wdGqSbvkJERETP54XmlGu1Wjx8+BB//PEHDhw4gHXr1pVrOCIyLuevpeD7Xy4WFHIXW7w/hNNWiIiIysMLzyn38vJC8+bNkZ6eji+//BKLFi0qt3BEZDwuXE/Fkl8uQq0R4e5ii/eHBqGaLQs5ERFRedD75kHP0qpVKxw7dqy83o6IjIhWFLHj6A2oNSLcnG1YyImIiMpZuZXyc+fOwdyct9MmqopkgoD3BjZDSMOa+GBoEBxYyImIiMrVC1/oqVKpEBsbiyNHjqBv377llYuIjIBGq4WZrOBndztrOcb1aSJxIiIioqqpXFZfMTc3R/fu3TF9+vRyCUVE0rt8Mw1rd8fjvUHN4FrdRuo4REREVdoL39HTzMwMjo6OsLKyKrdQRCSt2JtpWLj1AvLVWqyOisMHw5pLHYmIiKhK03tOuYeHB9zc3HD9+nW4uLjAw8MDHh4eiImJwfHjxyGKoiFzElEFibv1CAseF/KajtZ44+VGUkciIiKq8vQu5Y8ePcKQIUMwduxYJCQk6Lbv3LkTb7/9NkaPHo3s7GyDhCSiihGf+AjfbT2PfLUWNRyt8MGwIDhV42/BiIiIDE3vUj5//nxcvXoVM2fORL169XTb58yZgzlz5uDcuXNco5yoEotPfIT5keeRr9LCxcEKHwxtzkJORERUQfQu5YcOHcJrr72GgQMHwsLin+XQLCws0Lt3b4wYMQJ79uwxSEgiMqzE+5n4LvLCP4V8WBCcHVjIiYiIKorepTwjIwPOzs6lPl+rVi2kpKSUSygiqlhuzjZo4OUA52pW+GBoEFwcrKWOREREZFL0LuX16tXD7t27S72gc9++fahTp065BSOiiiM3N8PEfk0xY0RzuDiykBMREVU0vUv5q6++ir///hvjxo3DoUOHcPPmTSQmJuLIkSOYOHEijh8/jpEjRxoyKxGVo+u3Fbh2W6F7LDc34xxyIiIiiei9TnmfPn3w4MEDLF68GIcPHy76JubmePfdd9GvX78yB/jtt9+wdOlSJCUlwcPDA2PHji31zqDTp0/HL7/8Uup7xcfHl/n4RKbo+h0F5m05B1EEpgwORH0PB6kjERERmTS9SzkAvPnmmxg8eDCOHj2KO3fuQKPRwN3dHW3btoWTk1OZDx4VFYWpU6di5MiRCA0Nxd69ezFt2jRYWVkhLCys2P7vvPMOhgwZUmTbrVu3MH36dAwaNKjMxycyRQl3MjBv8znk5GlQ3d4S9jZyqSMRERGZPEGU8K4/3bt3R5MmTTB//nzdtvfeew/x8fGIiop65us1Gg0GDRoErVaLzZs3F1kVRl9arYjU1Kwyv+5FOTy+kE6hyKnwY1PJTGFMbtzNwLebziEnTw1HOwtMG9Ycrk42Usd6KlMYl8qGY2KcOC7Gh2NinKQaF2dnO8hkQqnPl+lMeXJyMvbu3Yvs7GxotVrddo1GA6VSiRMnTmDHjh16vVdSUhISExMxZcqUItt79uyJqKgoJCUlwcvL66nvsWnTJly+fPm5CzmRKbl5LwNzHxdyBzsLfFAJCjkREZGp0LuU79+/H5MmTYJarQYACIKgW4lFEATIZDL4+/vrfeDCu4L+e8UWHx8fAMCNGzeeWsqVSiUWLlyIPn36ICAgQO/jEpmiW/cyMXfTOWTnqeFga4EPhgahFgs5ERGR0dC7lC9btgyOjo74+uuvodFoMHbsWERGRkKlUmHdunXYu3cvvvjiC70PnJmZCQCws7Mrst3W1hYAkJX19Ckl27ZtQ0ZGBsaOHav3MUsiCP/8GqMimZubAZDm2FSyqjwmZ/66AWWuGo52lvjPm63hWdPu2S8yElV5XCorjolx4rgYH46JcZJqXITSZ64AKEMpv3LlCsaMGYP27dtDq9XCysoKd+/eRY8ePdC8eXMMGTIEixYtwvfff6/X+z15lr2k7TLZ01drXL9+Pbp27cq10Yn0MDK8IcxkAjq38KxUhZyIiMhU6F3KNRoN3NzcABQUZm9vb8TGxqJHjx4AgIiICPz44496H9je3h5A8TPiSqWyyPMliYuLw82bNzF16lS9j1caUZTmAgxe/GF8qtqY5Kk0sJSb6R73blsbQOX7fFVtXKoCjolx4rgYH46JcZLyQs+nnS3X++ZBHh4eSExM1D328fFBXFyc7rFcLodCoSjppSUqPMP95HsCBUscPvl8SQ4ePAgbGxt07NhR7+MRmZLkB1mYvuw4TsU9kDoKERER6UHvUt6tWzesW7cOkZGRUKvVCA4OxrFjxxAdHY3U1FRs3boVHh4eeh/Yx8cHnp6e2LVrV5Hte/bsQe3ateHu7l7qa8+dO4cmTZpwxRWiEiQ/zMKcjWehyMrH+r1XkKfSSB2JiIiInkHv6Svjxo3DmTNn8OmnnyI8PBwDBw7Epk2bMGrUKAAFc8FnzZpVpoOPHz8eM2bMgIODAzp16oT9+/cjKipKt255WloaEhMTUb9+/SIXhF65coVnyYlKcPthFr7ZeBZZOSrYWcvxf4MCi0xhISIiIuOkdym3tbXF+vXrceHCBV1B3rx5M1avXg2FQoEOHTogNDS0TAfv168f8vPzsXLlSkRGRsLLywuzZ89GREQEgIJpKjNmzMCaNWvQqlUr3etSU1NRrVq1Mh2LqKq7naLENxvPIjO7oJC/PzSIF3USERFVEpLe0dMY8I6eVKgyj8mdFCXmbDyLDGU+bK3M8f7QIHi7ln6xdGVSmcelquKYGCeOi/HhmBgnY72jp95zyonIOGXlqPBNFS3kREREpoKlnKiSs7OWo2sLT9hamWPqEBZyIiKiykjvOeVEZLxeblsboc3c4WDLFYmIiIgqI54pJ6qE7j/KxqFzt4tsYyEnIiKqvHimnKiSuf8oG3M2nMWjzDyoNSK6tvCUOhIRERG9oDKV8uTkZOzduxfZ2dnQarW67RqNBkqlEidOnMCOHTvKPSQRFXjwRCG3sjBDbTfOHyciIqoK9C7l+/fvx6RJk6BWqwEAgiCgcDVFQRAgk8ng7+9vmJREhAfpOZiz8Z9C/n+DA1HP3UHqWERERFQO9J5TvmzZMjg6OmLFihVYtmwZRFFEZGQkNmzYgPDwcJiZmeGLL74wZFYik5WSnoNvNpxBWkYeLC3MMGVwIOp5sJATERFVFXqX8itXrmDIkCFo3749QkNDYWVlhbt376J58+aYN28eGjVqhEWLFhkyK5FJSlHkYPaGs0gtLOSDmqE+CzkREVGVoncp12g0cHNzK3iRTAZvb2/Exsbqno+IiEBMTEz5JyQycTfvZiItMxeWcjNMHtgMDTwdpY5ERERE5UzvOeUeHh5ITEzUPfbx8UFcXJzusVwuh0KhKN90RISW/jXxlrYxqttbwtfLUeo4REREZAB6nynv1q0b1q1bh8jISKjVagQHB+PYsWOIjo5Gamoqtm7dCg8PD0NmJTIZWTkq3YXUANCqkSsLORERURWmdykfN24c/P398emnnyI3NxcDBw6Eh4cHRo0ahfbt2yMmJgajR482ZFYik/AoMw9frD6FDXuvFinmREREVHXpPX3F1tYW69evx4ULF2BnZwcA2Lx5M1avXg2FQoEOHTogNDTUYEGJTMGjzDzM2XAGD9JzcPj8HXRp7gE3Z1upYxEREZGB6V3K79y5g5o1ayIgIEC3zd7eHhMmTAAAJCUlYfv27ejbt2+5hyQyBY8y8zBn41ncf5QDubkMkwYEsJATERGZCL2nr3Tp0gVDhw7FvXv3Snz+7NmzmDFjRrkFIzIl6Vl5+GbjWdxPyy4o5P0D0Li2k9SxiIiIqILoXcoB4NKlS3jllVdw/PhxQ+UhMjmKx4X8Xlo2zM1kmNi/KRrXYSEnIiIyJWUq5ZMnT4abmxveeOMNLF++3FCZiEyGVhSxYOsF3E0tKOST+jdFkzrOUsciIiKiClamUu7m5oZNmzYhPDwc8+bNw8SJE6FUKgEAgiAYJCBRVSYTBAzuUh+2VuaY0K8pmtRlISciIjJFZSrlAGBhYYFvv/0W77//Pvbv34+BAwfi+vXrMDfX+5pRInqCn3d1zHm7LQLqsZATERGZqjKX8kJjxozBsmXLkJqaisGDB+PUqVPlmYuoysrIzseW/deg1mh126wt+UMtERGRKXvuUg4A7du3x5YtW+Dq6or169eXVyaiKiszOx/fbjyHXdGJWL7zstRxiIiIyEjoXconTJgAPz+/Ytt9fHywZcsW9OzZE25ubuUajqgqycpR4dtN55D8MAtmMgFtGrlKHYmIiIiMhCCa+H28tVoRqalZFX5cBwdrAIBCkVPhx6aSGXJMsnJU+HbjWSQ+KCjk4/o0QQu/GuV+nKqI3yvGh2NinDguxodjYpykGhdnZzvIZKUvjFKmiawKhQJ79uxBSkoKNBpNsecFQcD48ePLnpKoCis4Q/5kIW/MQk5ERERF6F3KT548iXHjxiE3NxelnVxnKScqSpmrwtxN55B4PwsyQcDY3o3Rwq+m1LGIiIjIyOhdyufOnQtra2vMmjULDRs2hIWFhSFzEVUJGcp8PMrKKyjkfRqjpT8LORERERWndymPi4vDu+++i4iICEPmIapS3Jxt8cHQINxNVfIMOREREZVK71JevXp13iCISA/ZuWoAgI1VwfeLu4st3F1spYxERERERk7vJRH79u2LyMhI5OXlGTIPUaWWk6fGvC3nMHfzOWTnqqSOQ0RERJWE3qe+69ati507dyI8PBwdO3aEk5MTBKHosi680JNMWWEhT7iTAQHAlWQFAuu7SB2LiIiIKgG91yn39/d/9psJAmJjY184VEXiOuVU6EXGJCdPjflbzuPabQUEAKNfaoh2TXkzrfLA7xXjwzExThwX48MxMU6Vfp3yffv2lUsgoqomJ0+N+ZEs5ERERPT89C7lHh4ehsxBVCnl5quxIPI8riUXFPLXIvxZyImIiKjMyrScSnJyMvbu3Yvs7GxotVrddo1GA6VSiRMnTmDHjh3lHpLIWG3cexVXkhUAgNfC/REa4C5xIiIiIqqM9C7l+/fvx6RJk6BWFyz3JgiC7s6egiBAJpPpNe+cqCrp16Eurt/JQI9gL4Q2YyEnIiKi56N3KV+2bBkcHR3x9ddfQ6PRYOzYsYiMjIRKpcK6deuwd+9efPHFF4bMSmR0HOws8dlrwZCb6726KBEREVExejeJK1euYMiQIWjfvj1CQ0NhZWWFu3fvonnz5pg3bx4aNWqERYsWGTIrkeTyVBqs/CMWqYpc3TYWciIiInpRercJjUYDN7eCC9hkMhm8vb2LLH8YERGBmJiY8k9IZCTyVRos2nYBf124izkbzyAvXyN1JCIiIqoi9C7lHh4eSExM1D328fFBXFyc7rFcLodCoSjfdERGorCQX775CADQI9gblhZmEqciIiKiqkLvUt6tWzesW7cOkZGRUKvVCA4OxrFjxxAdHY3U1FRs3bqVyyZSlaRSa7D454uIeVzIh3VrgK4tPCVORURERFWJ3qV83Lhx8Pf3x6efforc3FwMHDgQHh4eGDVqFNq3b4+YmBiMHj3akFmJKpxKrcGiny/i0o00AMDQrg3QraWXxKmIiIioqtF79RVbW1usX78eFy5cgJ2dHQBg8+bNWL16NRQKBTp06IDQ0FCDBSWqaCq1Fkt+uYRLCQWFfEiX+ugezEJORERE5a9MNw8CgICAAN1/29vbY8KECeUaiEgKylwVouMfIj0zD5bmAlr614SZTEDu44s5B3epjx4h3hKnJCIioqqq1FK+ePFi9OjRA76+vrrHzyIIAsaPH19+6YgMTBRFbD9yA7uiEyETBOSpNLCQy7Bh71WEhXjjvQEBOH89Fa0auUodlYiIiKqwp5ZyHx8flnKq0rYfuYHd0YlQqbW6bfmqgv/eHV2w2tArHepKko2IiIhMR6mlfN++fXBycirymKgqUeaqsOtfhfxJ+WotdkUnomeIF2ys5BWcjoiIiExJqaX838sbfv/99+jSpQu6du1q8FBEFeFU3AMIwtP3EQTg77gH6BjI5T6JiIjIcPReEnHnzp24e/euIbMQVSiFMl83VaU0KpUWCmV+BSUiIiIiU6V3Kffx8UFCQoIhsxBVKAdbC1jIn/4tIJfL4GBrUUGJiIiIyFTpvSTimDFjMHPmTFy/fh3t2rWDs7MzzMyK32a8b9++5ZmPyGBa+tfE+j+vPHUfUQSC/WtWUCIiIiIyVXqX8unTpwMATp48iZMnT5a4jyAILOVUaQgQYCk3g1qjLvF5C7kMPYO9eZEnERERGZzepXzNmjWGzEFU4eTmAgLqOePE5fswkwkwk8mQr9JALpdBFIGewd7oG1pH6phERERkAvQu5SEhIYbMQVTh5OZmeOPlRohoUxuOdhaIuZWuu6NnsH9NniEnIiKiCqN3KQeA7OxsHDt2DEqlEqIo6rar1WoolUqcOHECS5cuLfeQROUpJ08Na8uCP/qCIMDDxRYA0D3EGwCgUORIlo2IiIhMk96l/MyZMxg7diyysrJ02wqLufB4sefq1auXczyi8nXrXia+3XQWQ7s1QNsmblLHISIiIgJQhiURFyxYAK1Wi88//xyfffYZRFHEkiVL8M0336B58+awtLTEpk2bDJmV6IVkKPOx+OcLUOaq8etfN5Cv0kgdiYiIiAhAGUp5TEwMhg0bhsGDB6N///4wNzeHTCZDr169sGrVKnh5eWHBggWGzEr03NQaLb7/5SJSM/JgKTfDxP4BsJAXX9KTiIiISAp6l/K8vDzUrl0bACCXy+Hj44PY2FgAgIWFBfr27YuzZ88aJCTRi9q49yquJCsAAG+83BCeNewkTkRERET0D71LuaurK+7fv6977OXlhfj4eN1je3t7pKamlm86onJw8NxtHDh7GwDQu11ttPDjzYCIiIjIuOhdyjt06ID169fj2LFjAICgoCAcPXoUSUlJUKvV2LVrF1xdXQ0WlOh5XElKx/o9BXftDGrggt7tue44ERERGR+9S/k777wDW1tbjBkzBo8ePcLgwYNhZWWFsLAwtG7dGsePH8eAAQMMmZWozG7ey4RGK8LDxRZvvNwIsscrBREREREZk1KXRJw0aRL69OmDjh07wtzcHC4uLti5cyf27dunW/pwy5YtWLRoERQKBTp06IAhQ4ZUWHAiffQI9kINByu417DVrU1OREREZGwE8cm7AD2hSZMm0Gg0qFatGsLDw9G7d280b968ovMZnFYrIjU169k7ljMHB2sAvFGNMeGYGCeOi/HhmBgnjovx4ZgYJ6nGxdnZDjJZ6b+xL/XU4bFjx7B792788ccfiIyMxObNm+Hu7o7evXujV69eqFu3rkECE72oXScTka/S4OV2tTldhYiIiCqFUs+UPyktLQ1RUVGIiorC6dOnAQCNGjVCnz598NJLL8HZ2dngQQ2FZ8qrlosJqfgu8jxEERje3RddW3jq/VqOiXHiuBgfjolx4rgYH46JcTLWM+V6lfIn3b9/H1FRUfjjjz9w4cIFmJubo3Xr1ujduze6d+8Oa2vrFw5dkVjKq457adn47+pTyMlTo46bPaYNa16mGwRxTIwTx8X4cEyME8fF+HBMjFOVKeVPSk5Oxp49e3DgwAGcPXsWFhYWOHPmzPO+nSRYyquGnDw1vlhzCndTs+Fga4FPXwtGdXvLMr0Hx8Q4cVyMD8fEOHFcjA/HxDgZaynXe0nEklSrVg1OTk5wdnaGpaUlcnNzX+TtiJ6LVhSxfEcM7qZmw9xMwPh+TctcyImIiIikVOY14tLT07F3717s2rULJ06cgEajga+vL9555x28/PLLhshI9FTbjyTg/PWCu8m+2sMP9T0cJE5EREREVDZ6lfK0tDRdEY+OjoZarYa7uztef/119O7dGw0aNDB0TqISpWXkYnd0EgCgawtPhDZzlzgRERERUdmVWspTU1OxZ88e7N69G6dOnYJarYaDgwP69euHXr16ITg4uCJzEpXIqZoVpg9vjj9PJWFwl/pSxyEiIiJ6LqWW8tDQUIiiCLlcji5duqB3797o2LEj5HJ5ReYjeqY6btXwVq/GUscgIiIiem6llvIWLVqgT58+CAsLg52dXUVmInoqtUaLP/9OQreWnpCb67/kIREREZGxKrWUr127tiJzEOlt875r2HcmGaevPMS0Yc0hN3+hRYSIiIiIJCd5m/ntt9/w0ksvISAgAOHh4di+fftT99dqtVi6dCm6du2KgIAA9OrVC7///nvFhCXJHT5/B/vOJAMAGtWuzkJOREREVUKZl0QsT1FRUZg6dSpGjhyJ0NBQ7N27F9OmTYOVlRXCwsJKfM2XX36JzZs3Y8qUKfD398fvv/+O//u//4OdnR06duxYwZ+AKtK1ZAXW7o4HAATWd0Hf0LoSJyIiIiIqH5KW8nnz5iE8PBwffvghgIKLSxUKBRYsWFBiKU9MTMT69esxc+ZMDBw4EADQpk0b3Lx5E0eOHGEpr8LSMnKx+JeL0GhFuDnb4M1ejSATSr8rFhEREVFlIlkpT0pKQmJiIqZMmVJke8+ePREVFYWkpCR4eXkVeW7v3r2wsrJC3759i2xft26doeOShFRqDZb8chEZynzYWJpjUv8AWFtK+vMkERERUbmSbEJuQkICAKBOnTpFtvv4+AAAbty4Uew18fHxqFOnDo4dO4bevXujUaNG6NGjB/744w/DBybJbDlwHTfuZkIQgLF9GsPVyUbqSERERETlSrLTjZmZmQBQbLlFW1tbAEBWVlax16SlpeHu3bv48MMP8e6778LT0xORkZGYPHkynJyc0Lp16zLnEATAwcH6OT7BizF/vJSfFMeubAZ0bYDrdzIQGuiO9kGeBjsOx8Q4cVyMD8fEOHFcjA/HxDhJNS7PmnUrWSkXRREAIPwrYeF2maz4SXyVSoW0tDT88MMP6Ny5M4CCOeUJCQlYvHjxc5VyMn41q9vgy7fbwoIrrRAREVEVJVkpt7e3B1D8jLhSqSzy/JNsbW1hZmaGdu3a6bYJgoC2bdti69atz5VDFAGFIue5XvsiCn86k+LYlUFKeg4sLMxQzcZCty3XwMfkmBgnjovx4ZgYJ46L8eGYGCepxsXZ2e6pZ8slO/VYOJc8MTGxyPZbt24Vef5JPj4+0Gq1UKvVRbarVKpiZ9yp8srJU+O7rRfw359OIfF+ptRxiIiIiAxOslLu4+MDT09P7Nq1q8j2PXv2oHbt2nB3dy/2mtDQUIiiiKioKN02tVqNI0eOoEWLFgbPTIanFUWs+O0y7qQokZ6Vh9x8jdSRiIiIiAxO0nXlxo8fjxkzZsDBwQGdOnXC/v37ERUVhfnz5wMouLAzMTER9evXh52dHdq0aYOOHTviiy++QHZ2NmrXro0NGzbg9u3bmDt3rpQfhcrJjr9u4OzVFADA8B6+8PVylDYQERERUQWQtJT369cP+fn5WLlyJSIjI+Hl5YXZs2cjIiICAHDw4EHMmDEDa9asQatWrQAACxcuxIIFC7B8+XIoFAo0atQIK1euRJMmTaT8KFQOTsc/wI6jNwEAnYI80CnQQ9pARERERBVEEAuXOzFRWq2I1NTiyy8aGi/+KCr5QRZmrT2NPJUGvp4OmDo0COZmFTu7imNinDguxodjYpw4LsaHY2KcpLzQUyYr/RpIrjFHksvKUWHhtgvIU2ngVM0S77zStMILOREREZGU2HxIcjJBgLuLLSzMZZjYLwDVbC2e/SIiIiKiKkTSOeVEAGBjZY5J/QOQ/DAL3q7F16cnIiIiqup4ppwkk6/6Z7lDmUxgISciIiKTxVJOkrh+R4EPfjiOC9dTpY5CREREJDmWcqpw6Vl5WPLzRWQo87F5/1WoNVqpIxERERFJiqWcKpRKrcWSny8iPSsf1pZmmNCPK60QERERsQ1RhRFFEWt3x+P6nQwIAN7q1RhuzrZSxyIiIiKSHEs5VZh9p5Px18W7AIB+HeuiWX0XiRMRERERGQeWcqoQsTfTsGnfNQBASMOaiGjtI3EiIiIiIuPBUk4VIjbxEbSiCO+adng9vCEEofTbzBIRERGZGt48iCpEvw71UNPRBv4+jrC0MJM6DhEREZFRYSmnCtM+wE3qCERERERGidNXyGB+P34TB84kSx2DiIiIyOjxTDkZxNkrD7HtUAIAwMrSHG0a15I4EREREZHx4plyKne3U5RY/ttlAEB9TwcE+9eUOBERERGRcWMpp3KlzFVh0bYLyMvXoLq9Jcb3bcI7dhIRERE9A9sSlRuNVosffo3Bg0c5kJvLMKFfUzjYWUodi4iIiMjosZRTudl2MAExN9IAAK+F+aOOWzWJExERERFVDizlVC7upiqx++9EAEBYiDfaNOGFnURERET6YimncuHmbIspgwIR0rAmBnSqJ3UcIiIiokqFSyJSuWlcxwmN6zhJHYOIiIio0uGZcnpuKrUWe08lQaPVSh2FiIiIqFJjKafnIooi1v8Zjw17r2LB1gvQakWpIxERERFVWizl9FwOnL2Nw+fvAgAaeDhAJhMkTkRERERUebGUU5nFJz7Cxr1XAQAt/Wrg5ba1pQ1EREREVMmxlFOZpChysOSXS9BoRXjWsMPolxpCEHiWnIiIiOhFsJST3vLyNVi87SKyclSws5ZjYv+msLLgAj5EREREL4qlnPS2/s8rSHyQBZkg4O0+jVHD0VrqSERERERVAk9zkt56hHghPukRurf0QsPaXI+ciIiIqLywlJPePGvY4T+jQ2ApN5M6ChEREVGVwukr9FQp6TnIzVfrHltZmPPCTiIiIqJyxjPlVKrsXBXmbjkPuZmACf0DUJNzyImIiIgMgmfKqURarYhlOy7jflo27qVlIzM7X+pIRERERFUWSzmV6OfDCbiYkAoAGBXmj3ruDhInIiIiIqq6WMqpmBOX7+GPE7cAAN1beqFdUzeJExERERFVbSzlVMSte5n46Y84AEBDn+oY1KWexImIiIiIqj6WctLJUOZj0c8XkK/WooajFd7u2wRmMv4RISIiIjI0Ni7SEUUR1e0sYSk3w8T+AbCzlksdiYiIiMgkcElE0nGws8QHw5oj+WEWPGvYSR2HiIiIyGTwTDlBrdHq/ltuLkMdt2oSpiEiIiIyPSzlJu5KUjpmLDuB67cVUkchIiIiMlks5SYsVZGLJb9cRGpGLtbtuQKtKEodiYiIiMgksZSbqDyVBot/vojMbBVsrczxdt/GkAmC1LGIiIiITBJLuQkSRRE/RcXh1v1MCAIwrk8T1KxuI3UsIiIiIpPFUm6CdkUn4uTl+wCAQZ3ro3EdJ4kTEREREZk2lnITczEhFVsPXAcAtGlcCz2CvSROREREREQs5SbmdPwDiADquNljVJgfBM4jJyIiIpIcbx5kYkaF+cPN2RbB/jVhITeTOg4RERERgaXc5AiCgJ4h3lLHICIiIqIncPqKCdh59Ab+jnsgdQwiIiIiKgXPlFdxf8c9wC9HbgAALAYEoFl9F4kTEREREdG/8Ux5FZZ4PxM//n4ZAODv7cilD4mIiIiMFEt5FZWZnY9F2y4iX6WFczUrvN23CczNONxERERExogtrQpSa7RYuv0SUjNyYSGXYWL/prC3sZA6FhERERGVgqW8Ctq8/xriEtMBAGNeagRvV3tpAxERERHRU7GUVzE372Vg3+lkAMDLbX0Q7F9T4kRERERE9CxcfaWKqV2rGsb2boyzVx+ib2hdqeMQERERkR5YyqugVo1c0aqRq9QxiIiIiEhPnL5SBajUGvx14S5EUZQ6ChERERE9B5bySk4URfwUFY+Vf8RixW+XWcyJiIiIKiGW8kruz7+TcDzmHgDAs6YdBEGQOBERERERlRVLeSUWcyMNmw9cAwC0buSKsBBviRMRERER0fNgKa+kHjzKxg+/XoIoAj6u9ngt3J9nyYmIiIgqKZbySignT41F2y5CmatGNRs5JvZvCgu5mdSxiIiIiOg5sZRXQj9FxeF2ihJmMgHvvNIUTtWspI5ERERERC+ApbwS6trCE9Vs5Bjewxe+Xo5SxyEiIiKiF8SbB1VCvl6OmPVWa9hayaWOQkRERETlgGfKK4kURQ7UGq3uMQs5ERERUdXBUl4JZOWoMGfDWXyz8SwUynyp4xARERFROeP0FSOn0WqxdPslpChykaHMR3pmHhxsLaSORURERETliGfKjdyW/dcRe+sRAGD0Sw3hU8te4kREREREVN5Yyo3YXxfu4s9TSQCAiNY+CGnoKnEiIiIiIjIElnIjdf2OAmt2xwEAAuo5o1+HuhInIiIiIiJDYSk3Qo8y87D454tQa0S4OtngrV6NIZMJUsciIiIiIgORvJT/9ttveOmllxAQEIDw8HBs3779qfv/+uuv8PPzK/a/mTNnVkzgCqDSaGFjaQ5rSzNM6t8UNla8HpeIiIioKpO07UVFRWHq1KkYOXIkQkNDsXfvXkybNg1WVlYICwsr8TVxcXHw8fHBnDlzimx3cXGpiMgVoqajNT4e2RJ3UpRwc7aVOg4RERERGZikpXzevHkIDw/Hhx9+CAAIDQ2FQqHAggULSi3l8fHxaNy4MQIDAyswacXQaLUwkxX88sLa0hz1PBwkTkREREREFUGy6StJSUlITExEjx49imzv2bMnEhISkJSUVOLr4uLi4OfnVxERK1TszTR8+mM07qQopY5CRERERBVMslKekJAAAKhTp06R7T4+PgCAGzduFHvNgwcPkJqaisuXLyMsLAyNGzdGz549nzkP3dg9TM/B99sv4W5qNtbsioMoilJHIiIiIqIKJNn0lczMTACAnZ1dke22tgVzqLOysoq9Ji6uYInA5ORkvP/++7C0tMT27dsxbdo0aDQa9O/fv8w5BAFwcLAu8+teRFaOCvtPJ+NRRi6sLc2w+2QilLlqVLO1wORhzeHoaFOheaiAubkZgIr/80BPx3ExPhwT48RxMT4cE+Mk1bgIz1hIT7JSXng2WPhXwsLtMlnxk/hNmjTBDz/8gODgYF2Zb9++PVJTU7FgwYLnKuUVSRRFbPrzCn49kgCZTEBevgYyQYBWFCEA+L+hQahZnYWciIiIyNRIVsrt7QtuF//vM+JKpbLI809ycnJC586di23v2LEjjh07hrS0NDg5OZUphygCCkVOmV7zvH45nIDd0YlQqbW6bVrdDyECTl2+Dy8XrrYilcKfmCvqzwPph+NifDgmxonjYnw4JsZJqnFxdrZ76tlyyeaUF84lT0xMLLL91q1bRZ5/0tmzZxEZGVlse15eHszNzUss8sZCmavCruhE5D9RyJ+k0YrYFZ2I7FxVBScjIiIiIqlJVsp9fHzg6emJXbt2Fdm+Z88e1K5dG+7u7sVec+7cOXz88ce6ueUAoNVqsXv3bjRv3hxyudzguZ/XqbgHz5xLJAjA33EPKiYQERERERkNSdcpHz9+PGbMmAEHBwd06tQJ+/fvR1RUFObPnw8ASEtLQ2JiIurXrw87Ozv069cPa9euxYQJE/Dee+/B1tYWGzZswJUrV7B+/XopP8ozKZT5yFeVfJa8kEqlhUKZX0GJiIiIiMhYSHamHAD69euH//znP/jrr78wfvx4REdHY/bs2YiIiAAAHDx4EIMHD0ZMTAwAwMHBAWvXrkVAQAC++uorvPfee8jOzsZPP/2EZs2aSflRnsnB1gIW8qd/ueVyGRxsLSooEREREREZC0E08UWxtVoRqanFl18sb8pcFaYsPlrkIs9/k5vLMH9CO9hYGe80nKqMF+QYJ46L8eGYGCeOi/HhmBgnKS/0lMlKn8ss6ZlyU2JrJUdYiDcszEv+klvIZQgL8WYhJyIiIjJBks4pNzV9QwtWlNkVnQiZICBfpYFcLoMoAj2DvXXPExEREZFpYSmvQIIg4JUOddEjxAsxt9KRnpkHS3MBwf41eYaciIiIyISxlEvA1kqO7iHeADjPjIiIiIg4p5yIiIiISHIs5UREREREEmMpJyIiIiKSGEs5EREREZHEWMqJiIiIiCTGUk5EREREJDGWciIiIiIiibGUExERERFJjKWciIiIiEhiLOVERERERBJjKSciIiIikhhLORERERGRxFjKiYiIiIgkxlJORERERCQxQRRFUeoQUhJFEVJ8BQSh8PgVf2wqGcfEOHFcjA/HxDhxXIwPx8Q4STUuggAIhQcv6XlTL+VERERERFLj9BUiIiIiIomxlBMRERERSYylnIiIiIhIYizlREREREQSYyknIiIiIpIYSzkRERERkcRYyomIiIiIJMZSTkREREQkMZZyIiIiIiKJsZQTEREREUmMpZyIiIiISGIs5UREREREEmMpl1BsbCwaN26Me/fuSR3FpGm1WmzcuBG9evVCUFAQunXrhq+++gpZWVlSRzNpoijip59+Qs+ePREQEIDevXtj586dUseiJ0yYMAHdu3eXOobJU6vVCAgIgJ+fX5H/BQUFSR3NpP39998YOnQomjVrhvbt2+O///0vlEql1LFM1smTJ4t9jzz5v19++UXqiDCXOoCpSkhIwNixY6FWq6WOYvJWrFiB7777DmPGjEGbNm1w48YNLFy4ENeuXcOPP/4odTyTtWzZMixcuBATJ05EYGAgDh8+jKlTp8LMzAwRERFSxzN5v/76K/788094e3tLHcXk3bhxA3l5eZg9ezZq166t2y6T8bybVM6dO4fXX38dXbp0wdKlS3Hr1i3MmzcPaWlpmD9/vtTxTFLjxo2xefPmIttEUcRHH32E7OxsdOzYUaJk/2Apr2BqtRqbN2/G3LlzIZfLpY5j8kRRxIoVKzB48GD83//9HwCgbdu2qF69OiZPnozY2Fg0bNhQ4pSmR6VSYeXKlRg6dCjefvttAECbNm1w6dIlrFu3jqVcYvfv38esWbNQq1YtqaMQgLi4OMhkMvTs2RPW1tZSxyEA3377LQIDA7FgwQIIgoC2bdtCq9Vi1apVyMnJ4ThJwM7ODoGBgUW2rV69Gjdu3MCmTZvg5OQkTbAn8MfoCnb69Gl8++23GD16NKZOnSp1HJOnVCrRu3dvvPzyy0W2161bFwCQmJgoRSyTZ2ZmhrVr1+Ktt94qsl0ulyMvL0+iVFTo448/Rrt27dCmTRupoxAKpkJ6e3uz6BmJtLQ0nDp1CkOHDoUgCLrtw4cPx969ezlORiIlJQULFizQTTEyBizlFaxevXrYu3cvJkyYADMzM6njmDw7Ozt8/PHHaNGiRZHte/fuBQDUr19filgmTyaTwc/PD66urhBFESkpKVi+fDmOHTuGwYMHSx3PpEVGRiImJgaffPKJ1FHosfj4eFhYWGDMmDEICgpCcHAwPv30U14XI5ErV65AFEU4ODjgvffeQ2BgIFq0aIHPPvsMubm5UsejxxYuXAiZTIb33ntP6ig6nL5SwVxcXKSOQM9w/vx5LF++HN26dUO9evWkjmPy9uzZg0mTJgEAOnXqhN69e0ucyHTdvn0bX331Fb766iuj+FUvFYiLi0NWVhYGDhyIcePG4dKlS1i0aBFu3LiBNWvWFDlbS4aXlpYGAJg+fTq6d++OpUuXIj4+Ht999x3y8vLw9ddfS5yQ0tLSsH37dowePRrVqlWTOo4OSznRE06fPo1x48bB09MTX3zxhdRxCECjRo2wbt06xMfHY8GCBXjrrbewZs0aqWOZHFEU8eGHH6Jjx47o2bOn1HHoCfPnz4eDgwP8/PwAAMHBwXB2dsb777+PY8eOoV27dhInNC0qlQoA0Lx5c3z22WcACq6JEUURs2fPxvjx4+Hl5SVlRJO3ZcsWaLVajBw5UuooRXD6CtFjf/zxB15//XW4ubnhp59+QvXq1aWORAC8vLwQHByMESNG4KOPPsLJkydx9uxZqWOZnPXr1yM+Ph4ffvgh1Go11Go1RFEEgCL/TRUvJCREV8gLderUCUDBWXSqWLa2tgCADh06FNnevn17iKKI+Ph4KWLRE3bv3o3Q0FCj+40fSzkRgFWrVmHKlCkIDAzE+vXrUbNmTakjmbT09HRs374d9+/fL7K9UaNGAFBsOxne7t278ejRI7Rv3x6NGzdG48aNsX37diQmJqJx48ZGscavKUpNTUVkZCSSkpKKbC+cu8yTCxWvcFnK/Pz8ItsLz6BzOpG07t+/j8uXLyM8PFzqKMWwlJPJi4yMxNdff43w8HCsWLEC9vb2UkcyeVqtFtOnTy+2puzRo0cBAL6+vlLEMmn/+c9/sHXr1iL/69y5M2rVqqX7b6p4giDg008/xbp164ps/+OPP2BmZlbsInYyvHr16sHDwwN//PFHke0HDhyAubk5b+oksfPnzwOAUX5vcE45mbTU1FTMmjULHh4eGD58OC5fvlzkeW9vb6P79ZYpcHJywrBhw7B8+XJYWVmhadOmOH36NJYtW4aBAwfqlqykilPS19zR0REWFhZo2rSpBIkIKPheGT58ONauXQs7Ozu0bNkSp0+fxg8//IDhw4fDx8dH6ogmRxAETJ06FVOmTMHUqVPRr18/XLp0CUuXLsWrr77Kf1MkduXKFVhbW8PDw0PqKMWwlJNJO3LkCHJycnD79m0MHz682PNz5sxBnz59JEhGM2bMgJubG7Zu3YpFixahVq1amDhxIt544w2poxEZlWnTpsHV1RXbtm3D8uXL4erqikmTJvF7RUIRERGwsLDAkiVLMHbsWDg7O2P8+PEYO3as1NFMXkpKilGtuPIkQeTVOUREREREkuKcciIiIiIiibGUExERERFJjKWciIiIiEhiLOVERERERBJjKSciIiIikhhLORERERGRxFjKiahSmD59Ovz8/LB+/foSn09OToafnx8WLVpU4vNpaWlo2rQpwsLCkJeXZ8iokvPz88P06dOljkGlSEpKkjoCERkhlnIiqlTmz5+PlJSUMr9u27Zt0Gg0mD17NiwtLQ2QjOjZvv/+e4wePVrqGERkhFjKiahSyczMxFdffVXm1/39998YP348mjVrZoBURPo5fvw4NBqN1DGIyAiZSx2AiKgsunTpgt9++w0DBgxAmzZt9H7d8uXLDZiKiIjoxfBMORFVKh9//DGsra3x+eefIz8//6n7dunSBa+++uozt3fp0gUzZ85EZGQkevbsiYCAAPTv3x8XLlzAw4cP8e677yIoKAihoaGYP38+tFptkfc7cOAAhgwZgmbNmiE4OBgTJ07EjRs3iuzj5+eH7777DuPG/X97dx/T1PX/AfwNKpMOYVTGNCjjYbvF8FCtuDFYxspwiUzrZqACq1IeMhUpDBi2DJZsEqOdiBPJNsRBENncg43OELMwOwnipkvcRkYGmSmguAfZKk5ABez5/mF6w6UwW/QX1l8+r8SEe27PuZ9zDonnnvu5ZTPCwsKQkJCAsbExAMDXX3+N5ORkREREIDIyEps3b0ZnZ6dd49HY2MjHnJiYiK6urkk/Z0+MU2lpaYFKpcKyZcsQExOD/Px89PX1CT5jTx8kEglqampw4MABPP/885BKpdiwYQN6e3vR3d2NzMxMLF26FHFxcTh06BBfz/q+wNGjR7Fr1y48/fTTWLFiBXJzcyfNz/7888+xdu1ahIeHIyoqCoWFhYJ4re0dO3YMe/fuxXPPPYfw8HAkJSXhu+++s2nPYDDg5Zdf5tvT6XS4evWqw+3FxcXh/PnzuHLlis37D/bMz2+//QaNRoNnn30W4eHhSEhIQE1Njc3vIyHEOdGinBDiVPz8/JCdnY2enp4Huvt96tQp7Nu3D4mJicjJyYHJZIJGo0F6ejpcXV2h0+nAcRw+/PBDHD9+nK9nMBiwZcsWuLu7o6ioCGq1Gj/88AOUSqXNoqq+vh63bt1CaWkplEolZs+ejcbGRmzduhWjo6MoKCiAWq1Ge3s7UlJS0N7e/q8x79+/H9u3b8fixYuh1WoRHByMV1991eZzjsQ4UVNTEzZt2oTr169Do9Fg48aNOHv2LNRqNf755x8AcKgPDQ0NOHr0KDIyMqBWq3HhwgVoNBqkpaXBz88POp0O3t7e2LFjB86fPy+oW1VVhZMnTyIzMxMqlQqtra1ITU3FtWvX+M/o9XqUlpbC29sb27ZtQ1JSEoxGI5KSkmxuJPbt24fm5mZkZGQgNzcXfX192LRpk6C9qqoqFBcXw9/fH8XFxVi/fj2am5uRnJwMs9nsUHtvvvkmgoKC4O3tjXfffRcrV660e35GR0eRlZWFjo4OqNVqvPXWWwgMDER5eTk9BSLk/wtGCCFOQKvVMo7jGGOMjYyMsJdeeomFh4eznp4exhhjly9fZhzHscrKSr6OXC5nKpXKpq2J5XK5nEkkEtbZ2cmX6fV6xnEce/311/myoaEhFhoaygoKChhjjN24cYPJZDKWn58vaP/q1atsxYoVLDs7my/jOI4tX76cXb9+nS8zm81MKpWyxMREdvv2bb788uXLfPlU/v77bxYWFsays7OZxWLhyysrKxnHcUyr1Toc40R37txhMTExbM2aNezmzZt8eVtbG+M4jh0+fNihPnAcx6RSKevv7+fLcnNzGcdxbPfu3XxZT08P4ziOVVRU8G1xHMeWLl3Kfv/9d5s4ysvLGWOMXbx4kUkkErZ161bBmPz4449MIpGwvLw8QXuxsbFsaGiI/1xTUxPjOI59+umnjDHGLl26xEJCQvj2rbq6ulhoaCjbsWOHQ+0xxphKpWJyuZw/tnd+fvrpJ8ZxHDt58iT/GYvFwjIyMti2bdsYIcT50U45IcTpzJkzh09f2b59+wNp09/fHxKJhD8ODAwEAH43EwBEIhHmz5+P/v5+AEBbWxsGBwcRHx8Ps9nM/5s1axaioqJw5swZPkUFAKRSKTw9Pfnjb7/9Fjdv3kR6ejrc3Nz48kWLFkGhUKC9vV2QJjHeuXPnMDIyAqVSCRcXF758YrqOozGO9/PPP6O/vx9KpRJz587ly6Ojo/kUEUf7sGzZMvj4+PDHAQEBNuO8aNEiALDpu0KhwIIFCwRxcBwHo9EIADAajWCM4bXXXhOMiVQqRUxMDE6fPi3oa2xsLEQiEX8cEhICAPz8Njc3w2KxIC4uTjB2Pj4+WLJkCU6fPi2I717tTcbe+fH19YWLiwuqq6vR2tqKkZERuLi44KOPPoJer5+yfUKI86AXPQkhTikyMhKvvPIKDAYDmpqa7vtbVebPny84njVrFgBALBbblDPGAACXLl0CAOTn50/Zrtlshq+v76RtWdMpgoKCbOoFBwcDuJtHbK0/3pUrVwDcvZkY75FHHhH0xdEYJ7vG448/bnMuIiJiWn2YOM6zZ9/9b2j82FjH3jrOVk888YTNNQICAtDa2iqIxXpDNTGWM2fOCFJTJs6H9abCmqNtHbvk5GSb9oC7N4fj3au9ydg7PwsWLEBRUREqKiqQlZUFkUiEZ555BgkJCVi1ahU/ZoQQ50WLckKI0yoqKoLRaMTOnTtx8OBBu+tN9pV01sXhRON3XCeyLrbKysr43d2JvLy8+J8dWThZF6QTF34T45rsDyGNXwQ6GuNk7bi6Tu+h6mR9mM44W002Fnfu3OHjm7iIH8/alzlz5vBjdq9+Wet88MEHgicFU5nOODkyP5mZmVi9ejWam5vR0tKCtrY2nDp1CseOHXPo958Q8t9Ei3JCiNMSi8V44403UFpaivfee8/mvKurq803tIyNjeHatWs2O8zT4efnx8cRHR0tOHfu3DlYLBZBSsdU9U0mE5/qYGUymQBAkK4x3uLFiwEAPT09grqDg4OC3eD7iXHhwoUAgN7eXsTExAjOFRcXQyaT3VcfHGXdVR6vt7eXT4GxLmpNJpPNk5Pu7m6IRCJ4eXlhcHDQrutZ+7Zw4UIsWbJEcK6lpQUeHh6OdmHKa9xrfgYGBtDZ2QmZTAaVSgWVSoXh4WHodDp89dVX6OrqEqRfEUKcD+WUE0KcWmJiImQyGb755hubcz4+Puju7satW7f4MqPROOnu8nRER0fjoYcewsGDBzE6OsqX//nnn8jOzkZ5efm/7gBb69fV1QluHv744w+cOHECERERNuke4+uKRCLU19cL8qQbGxsfWIxhYWEQi8UwGAyC+C5cuACDwYDh4eH76oOjjh8/LlhQt7S04OLFi3jxxRcBAHK5HABQU1Mj2DXv6OjA2bNnERsba9eOvJW1verqakF7v/zyC7Zs2YL6+nqH++Dq6ip4kmHv/LS1tSEtLY3PnwfuvuPAcRwAx57CEEL+m2innBDi1FxcXPD2229j3bp1Ni8srl69GmVlZcjKyoJCoUBvby8+++wzfnfyfonFYhQUFGDnzp1Yv349FAoFxsbG8PHHH+P27dvQarX/Wt/b25uvn5KSgjVr1mBoaAiffPIJLBYLSktLp6zr4eGBoqIivPPOO0hLS8OqVavw66+/4ssvv4S7u/sDidHNzQ06nQ5arRYpKSlQKBQYGhrCoUOHEBwcjKSkJIhEomn3wVE3btyAUqmEUqmE2WxGfX09goODkZaWBgB48sknsWHDBjQ0NCA9PR3x8fHo7+9HQ0MDPD09UVhY6ND1OI7j2xsYGEB8fDwGBgZw+PBhPPzww8jLy3O4D2KxGN9//z3q6uogk8kglUrtmh+5XI7AwECUlJSgo6MD/v7+MJlMaGxsRFRU1KT59oQQ50KLckKI05NIJNi4cSNqa2sF5ampqRgYGMAXX3yBsrIyhISEoKqqCrW1tRgeHn4g11ar1XjsscdQV1eHvXv3Yu7cuQgNDcXu3buxfPlyu+r7+vqitrYWFRUVcHd3x1NPPYWcnJx7piOkpqZi3rx5OHDgAPR6PQICAvD+++/bLLTvJ8a1a9fCw8MD1dXV2LNnDzw9PSGXy1FYWMh/08j99MER6enpGBwcxP79++Hm5gaFQoGCggLBTUhJSQkCAwNx5MgR7Nq1C15eXli5ciVyc3OndTNWUlKCoKAgHDlyBHq9HvPmzUNkZCTy8vL4F1kdkZWVha6uLuzZswfr1q2DVCq1a35EIhFqa2tRWVmJEydO4K+//sKjjz6K1NRU5OTkOBwHIeS/x4X925sxhBBCyAzr6+vDCy+8gJycHGg0mpkOhxBC/k9QTjkhhBBCCCEzjBblhBBCCCGEzDBalBNCCCGEEDLDKKecEEIIIYSQGUY75YQQQgghhMwwWpQTQgghhBAyw2hRTgghhBBCyAyjRTkhhBBCCCEzjBblhBBCCCGEzDBalBNCCCGEEDLD/gcOm2/22oCKRgAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] @@ -19310,7 +21695,7 @@ "source": [ "#Graficamos los componentes para ver cuando sumen el 80%\n", "plt.figure (figsize = (12,9))\n", - "plt.plot(range(1,35), pca2.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.plot(range(1,8), pca3.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", "plt.title (\"Varianza explciada por los componentes\")\n", "plt.xlabel ('Número de componentes')\n", "plt.ylabel ('Varianza acumulada explicada')" @@ -19318,63 +21703,63 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8070986698440021" + "0.8576009813317303" ] }, - "execution_count": 93, + "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", - "#Parece que con 17componentes se alcanza\n", + "#Parece que con 4 componentes se alcanza\n", "\n", "#Revisamos para comprobar\n", - "sum(pca2.explained_variance_ratio_[:17])\n" + "sum(pca3.explained_variance_ratio_[:4])\n" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "PCA(n_components=17)" + "PCA(n_components=4)" ] }, - "execution_count": 94, + "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Entrenamos el modelo con los 17 componentes que nos indicó previamente\n", - "pca2 = PCA(n_components = 17)\n", - "pca2.fit(data_norm2)" + "#Entrenamos el modelo con los 4 componentes que nos indicó previamente\n", + "pca3 = PCA(n_components = 4)\n", + "pca3.fit(data_norm3)" ] }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "#Transformamos el dataframe\n", - "data_transform2 = pca2.transform(data_norm2)" + "data_transform3 = pca3.transform(data_norm3)" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 136, "metadata": {}, "outputs": [ { @@ -19402,189 +21787,87 @@ " Componente 2\n", " Componente 3\n", " Componente 4\n", - " Componente 5\n", - " Componente 6\n", - " Componente 7\n", - " Componente 8\n", - " Componente 9\n", - " Componente 10\n", - " Componente 11\n", - " Componente 12\n", - " Componente 13\n", - " Componente 14\n", - " Componente 15\n", - " Componente 16\n", - " Componente 17\n", " \n", " \n", " \n", " \n", " 0\n", - " 1.171643\n", - " -1.333884\n", - " -0.848689\n", - " -1.840590\n", - " -0.715390\n", - " 0.496972\n", - " -0.729979\n", - " -0.822150\n", - " -0.262544\n", - " 1.195869\n", - " -0.611555\n", - " 0.417403\n", - " -0.200410\n", - " 0.299100\n", - " 0.707563\n", - " -0.677749\n", - " 1.143404\n", + " 0.596455\n", + " -1.260715\n", + " 1.021084\n", + " -0.157912\n", " \n", " \n", " 1\n", - " 0.572243\n", - " 1.468151\n", - " 0.011671\n", - " -0.024449\n", - " -0.243066\n", - " -0.128098\n", - " -1.265666\n", - " 0.889194\n", - " -0.460775\n", - " -1.341411\n", - " 0.985781\n", - " -0.167691\n", - " -0.402696\n", - " -0.923447\n", - " 0.113575\n", - " 0.332899\n", - " -1.328647\n", + " -0.007702\n", + " 0.432026\n", + " -0.618673\n", + " -0.197367\n", " \n", " \n", " 2\n", - " 1.447591\n", - " -0.925577\n", - " -0.908678\n", - " -1.668815\n", - " -0.180636\n", - " 1.171136\n", - " -0.312810\n", - " -0.629636\n", - " -0.434392\n", - " 1.230190\n", - " -0.435505\n", - " 0.111870\n", - " 0.267952\n", - " 0.411036\n", - " 0.441642\n", - " -0.215773\n", - " 0.745609\n", + " 0.270116\n", + " -1.224877\n", + " 0.080781\n", + " 0.517131\n", " \n", " \n", " 3\n", - " -1.380782\n", - " -1.202583\n", - " 1.065179\n", - " -0.855784\n", - " 0.449665\n", - " -0.587573\n", - " 0.323510\n", - " -0.928640\n", - " -0.776121\n", - " -0.205269\n", - " -1.456597\n", - " 2.447453\n", - " 0.307076\n", - " 0.971039\n", - " 1.126359\n", - " 0.479545\n", - " -0.529214\n", + " 0.136041\n", + " -0.679199\n", + " 0.651204\n", + " -0.537150\n", " \n", " \n", " 4\n", - " 3.645644\n", - " -1.554852\n", - " 0.725958\n", - " -1.947222\n", - " -0.392496\n", - " 0.752779\n", - " -1.104244\n", - " -0.471902\n", - " -0.042648\n", - " 0.147643\n", - " -0.223259\n", - " 0.569247\n", - " 0.071334\n", - " 0.225642\n", - " -0.108709\n", - " -0.579970\n", - " -0.031627\n", + " 2.458987\n", + " -0.928025\n", + " 1.505276\n", + " 0.040319\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", - "0 1.171643 -1.333884 -0.848689 -1.840590 -0.715390 \n", - "1 0.572243 1.468151 0.011671 -0.024449 -0.243066 \n", - "2 1.447591 -0.925577 -0.908678 -1.668815 -0.180636 \n", - "3 -1.380782 -1.202583 1.065179 -0.855784 0.449665 \n", - "4 3.645644 -1.554852 0.725958 -1.947222 -0.392496 \n", - "\n", - " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", - "0 0.496972 -0.729979 -0.822150 -0.262544 1.195869 \n", - "1 -0.128098 -1.265666 0.889194 -0.460775 -1.341411 \n", - "2 1.171136 -0.312810 -0.629636 -0.434392 1.230190 \n", - "3 -0.587573 0.323510 -0.928640 -0.776121 -0.205269 \n", - "4 0.752779 -1.104244 -0.471902 -0.042648 0.147643 \n", - "\n", - " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", - "0 -0.611555 0.417403 -0.200410 0.299100 0.707563 \n", - "1 0.985781 -0.167691 -0.402696 -0.923447 0.113575 \n", - "2 -0.435505 0.111870 0.267952 0.411036 0.441642 \n", - "3 -1.456597 2.447453 0.307076 0.971039 1.126359 \n", - "4 -0.223259 0.569247 0.071334 0.225642 -0.108709 \n", - "\n", - " Componente 16 Componente 17 \n", - "0 -0.677749 1.143404 \n", - "1 0.332899 -1.328647 \n", - "2 -0.215773 0.745609 \n", - "3 0.479545 -0.529214 \n", - "4 -0.579970 -0.031627 " + " Componente 1 Componente 2 Componente 3 Componente 4\n", + "0 0.596455 -1.260715 1.021084 -0.157912\n", + "1 -0.007702 0.432026 -0.618673 -0.197367\n", + "2 0.270116 -1.224877 0.080781 0.517131\n", + "3 0.136041 -0.679199 0.651204 -0.537150\n", + "4 2.458987 -0.928025 1.505276 0.040319" ] }, - "execution_count": 97, + "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Creamos un dataframe para ver nuevamente la información con los 17 componentes\n", - "data_pca2 = pd.DataFrame(data_transform2, index = data_norm2.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17'])\n", - "data_pca2.head()" + "#Creamos un dataframe para ver nuevamente la información con los 5 componentes\n", + "data_pca3 = pd.DataFrame(data_transform3, index = data_norm3.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4'])\n", + "data_pca3.head()" ] }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0.19459417, 0.08530519, 0.06813853, 0.06443344, 0.04514615,\n", - " 0.03903097, 0.0338945 , 0.03279478, 0.03145214, 0.03033506,\n", - " 0.02987839, 0.02942302, 0.02714128, 0.02582222, 0.02479368,\n", - " 0.02301801, 0.02188826])" + "array([0.49575422, 0.14172299, 0.11591219, 0.10421158])" ] }, - "execution_count": 99, + "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Nos quedamos con nuestro modelo final de 17 componentes, con sus respectivos coeficientes\n", - "pca2.explained_variance_ratio_[:17]\n", + "#Nos quedamos con nuestro modelo final de 4 componentes, con sus respectivos coeficientes\n", + "pca3.explained_variance_ratio_[:4]\n", "\n", "#Cada uno de los valores de las casas, va a estar dado por multiplicar el coeficiente de cada componente\n", "#por el valor que tiene cada casa en ese componente" diff --git a/statistical-analysis-project.ipynb b/statistical-analysis-project.ipynb index c7bf3db..ff8eb4d 100644 --- a/statistical-analysis-project.ipynb +++ b/statistical-analysis-project.ipynb @@ -33,6 +33,10 @@ "import statsmodels.api as sm\n", "from statsmodels.formula.api import ols\n", "\n", + "from scipy.stats import ttest_ind\n", + "from scipy.stats import ttest_rel\n", + "from scipy.stats import ttest_1samp\n", + "\n", "from sklearn.preprocessing import OrdinalEncoder\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.decomposition import PCA\n", @@ -11145,33 +11149,9 @@ "cell_type": "code", "execution_count": 38, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "#Primero revisaremos como se distribuyen los datos en cuanto al precio y la zona de la casa\n", - "\n", - "#Construimos primeramente el plot que queremos para hacer las gráficas.\n", - "sns.set(context ='paper', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "#Seleccionamos hacer un boxplot con la zona en el eje X y el precio en el eje Y\n", - "ax = sns.boxplot(x = data['MSZoning'], y = data['SalePrice'])\n", - "\n", - "#Creamos los nombres de los ejes y de la gráfica\n", - "ax.set_title('Distribución del precio de las casas por el tipo de zona')\n", - "ax.set(xlabel = 'Tipo de zona', ylabel = \"Precio en USD\")\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels());\n", - "#Con el ax.get_xticklabels() va y busca los ejes que ya definimos previamente" + "#Por medio de un scatterplot revisaremos la relación que tienen cada una de las variables con el precio de las casas" ] }, { @@ -11180,297 +11160,2072 @@ "metadata": {}, "outputs": [], "source": [ - "#Observamos que los precios de las casas se comportan de manera diferente según la zona. \n", - "#Para las casas en la zona FV: Floating Village Residential, los precios tienden a ser los más altos.\n", - "#Para las casas en la zona C: Commercial, los precios tienden a ser los más bajos." + "variables = ['MSSubClass', 'LotArea', 'OverallQual', 'OverallCond', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'LowQualFinSF', 'GrLivArea', 'BsmtFullBath',\n", + " 'BsmtHalfBath', 'FullBath', 'HalfBath', 'BedroomAbvGr', 'KitchenAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars', 'GarageArea','WoodDeckSF', 'OpenPorchSF',\n", + " 'EnclosedPorch', 'ThirdSsnPorch', 'ScreenPorch', 'PoolArea', 'MiscVal', 'MoSold', 'YrSold',\n", + " 'MSZoning_code', 'Street_code', 'LotShape_code', 'LandContour_code', 'Utilities_code',\n", + " 'LotConfig_code', 'LandSlope_code', 'Neighborhood_code', 'Condition1_code',\n", + " 'Condition2_code', 'BldgType_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'Exterior2nd_code', 'MasVnrType_code', 'ExterQual_code', 'ExterCond_code',\n", + " 'Foundation_code', 'BsmtQual_code', 'BsmtCond_code', 'BsmtExposure_code', 'BsmtFinType1_code',\n", + " 'BsmtFinType2_code', 'Heating_code', 'HeatingQC_code', 'CentralAir_code', 'Electrical_code', \n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'GarageFinish_code', 'GarageQual_code',\n", + " 'GarageCond_code', 'PavedDrive_code', 'SaleType_code', 'SaleCondition_code']" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "#Hacemos una gráfica de caja para ver la relación que hay entre Utilities: Type of utilities available y el precio de la casa\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['Utilities'], y = data['SalePrice'])\n", + "def grafica_dispersion (variable):\n", + " plt.style.use('seaborn-whitegrid')\n", + " \n", + " plt.figure(figsize = (10,6))\n", "\n", - "ax.set_title('Distribución del precio de las casas por tipo de servicios que tiene')\n", - "ax.set(xlabel='Servicios', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + " plt.title(f'Saleprice & {variable}', fontsize = 18)\n", + " \n", + " plt.xlabel('Precio de la casa')\n", + " plt.ylabel(variable)\n", + " \n", + " x = data['SalePrice']\n", + " y = data[variable]\n", + " return plt.scatter(x, y, c = x, cmap = 'hot')" ] }, { "cell_type": "code", "execution_count": 41, - "metadata": {}, + "metadata": { + "scrolled": true + }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":4: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n", + " plt.figure(figsize = (10,6))\n" + ] + }, { "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAl0AAAGCCAYAAADaAnZMAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACe8klEQVR4nOzdd5gT1frA8e9MerIVWHovS19AOgiKIChXpKigFBVsCHZRLFexYL0q9oJ69SdiFxUBLwKCNAUB6UuvS1t2aduSTZnfH9mEJDtZlrKh+H6eZ59Nzpw58+YkkHfPnDmjaJqmIYQQQgghypR6tgMQQgghhPgnkKRLCCGEECIGJOkSQgghhIgBSbqEEEIIIWJAki4hhBBCiBiQpEsIIYQQIgYk6RIixgoLC5k4cSJXX301LVu25KKLLmLAgAFMnDgRl8t1Sm0OGzaMyy677AxHemKPPPIIDRs2jPlx9+7dy1133UW7du3o1q0bb7/9Nj6fr1T7TpkyhYYNG9KwYUN+/fXXqPXGjx9Pw4YNdft1xowZDBs2jLZt25KWlkbPnj0ZP348mZmZum0tWrSI2267jfbt29OsWTO6devGo48+yo4dO0oVc7TXsGTJklLvs2LFCh544AEuu+wymjVrRpcuXRg7dmyxGE6lbSFE6RjPdgBC/JN4PB5uueUWVq5cSb9+/Rg0aBBer5dly5bx2muv8dtvv/HZZ59hNpvPdqilMmjQIDp27BjTY7pcLm655RYKCgq45557WL9+PW+99RZ2u50RI0acVFtz5syhZ8+eutt+++033fIJEybw/vvvc+mllzJ69GisViubN2/mu+++Y/r06Xz99dfUrFkzWP/bb7/l3//+N61bt+a2224jISGBnTt38t133zFjxgw+++wzWrRocVJxn6w333yTd999l3r16jFgwABSUlLYtm0b3377LbNmzeKzzz6jWbNmZRqDEALQhBAxM3XqVC01NVWbOXNmsW0ffvihlpqaqk2ePPmk2x06dKjWrVu3MxHiOW/hwoVaamqqNmPGjGDZFVdcoQ0YMKBU+3///fdaamqqdtlll2nt2rXTPB5PsTpr167VUlNTtQ4dOoT16969e7XGjRtrzz77bLF9VqxYoTVu3Fi79957g2X5+flamzZttDvuuKNY/V27dmmtWrXSrr322lLFrfca/vzzzxPW/e6777TU1FTtiSee0Lxeb9i2rVu3am3bttU6d+6sOZ3Ok25bCHFy5PSiEDH0999/A9C5c+di24YMGYLJZGLlypUxjur8UlBQAPhPMQJomkZhYSEmk+mk2unevTtHjhxh+fLlxbbNmjWLmjVrUr9+/bDyVatW4fV6dd+/Vq1akZaWFvb+bdmyhWPHjnHxxRcXq1+jRg26detGenr6KZ9WPhG3283LL79MrVq1GDduHKoa/l9+3bp1ufXWWzl48CBz5swpkxiEEMdJ0iVEDDkcDgC+/vrrYttsNhsrVqzg5ZdfDiv/3//+x9ChQ2ndujXNmjXjsssu4+WXX6awsLDEY23ZsoXRo0fTpk0bWrRowfXXX8+CBQvC6gwbNoybb76Z3377jd69e5OWlka/fv2YOXNmsXq33HILEyZMoFWrVnTs2JGNGzfqzuk6cOAAjz32GBdffDGtWrXimmuuYfbs2WF19u/fz8MPP0yHDh1o3rw5/fr1Y+rUqSV3XpEOHTqQnJzMu+++y4YNG3jqqafIyMjghhtuKNX+AZ07d8Zms+meRpw9ezaXX355sfLA+/fDDz/o9v9nn33GvHnzitWfNm0aubm5xeq/+OKLrF27FovFAkSfTxWtPDMzk9GjR9OiRQs6derEs88+G3acxYsXc+TIEa699loMBoNuPwwePJh58+bRu3dv3e0AO3fuZOzYsXTt2pVmzZrRrl07Ro4cyebNm8PqzZw5k2uuuYZWrVrRunVrhg8fXiypXbp0KUOGDKFNmza0atWK66+/PuqpXCEuNJJ0CRFDV199NSaTiZdeeomrrrqK119/nSVLlgS/wCPncn377bfce++9xMfHM2bMGB5++GGqVavGxx9/zMSJE6MeZ+PGjQwaNIgtW7Zwxx13cP/99+PxeLj99tuZMWNGWN2tW7dyzz330LZtW8aMGYOqqtxzzz38/PPPYfVWrFjB9OnTeeihh+jfv3+xUSCAI0eOMHDgQKZPn87VV1/Nww8/jNVq5a677gomXgcOHOC6665j8eLFDBs2jLFjx5KcnMxDDz3ERx99dMI+jIuL4+mnnyY3N5f+/fvz3XffMWbMGPr27XvCfUNZrVY6d+5cbIRnx44dbN68WTfpat++PdWrV2fmzJl069aNp59+mtmzZ3P06FGg+PtXt25dLrroIv7+++/g5Pnp06eTlZUFcNKjc5GefPJJDh8+zJgxY+jevTuTJ0/mzjvvRCu6pe7atWsBSpwzFhcXR5UqVaJuz8rKYuDAgSxbtoyhQ4cybtw4rrrqKhYuXMioUaOCFzAsXbqU+++/n5SUFMaOHctdd93Frl27GD58OLt37wZg27Zt3HHHHWiaxv3338+YMWMoKChg1KhRLFu27LT6Qojzwlk+vSnEP87cuXO1jh07aqmpqcGfli1bag888IC2bdu2sLpXXHGFNmjQIM3n8wXL3G631rVrV+2qq64KlkXO6Ro6dKjWo0cPLS8vL2y/wYMHa506ddJcLlewXmpqqvbJJ58E6xUUFGiXX365dvHFFwfnAAXqRc7zGTt2rJaamhp8/vLLL2upqanasmXLgmVOp1Pr0aOHds011wT3adeunXbgwIGwth544AGtWbNmWlZWVon9d+TIEe2xxx7TGjZsqKWmpmqjR48usX6k0DlLU6ZM0VJTU7VNmzYFt0+cOFHr3Lmz5vP5dOfKbdu2TevXr1/Y+9e4cWNt2LBh2oIFC4odLzMzU7vpppvC6jds2FC79tprtWnTpkWNraTywPNBgwZpbrc7WO+tt97SUlNTtTlz5miapmlPPfWUlpqaqm3duvWU+kfTNO2DDz7QUlNTtS1btoTVe+WVV7TU1FRt7dq1mqZp2rhx47RWrVqFfVY3bNig9ezZU/vll1+CfZuamqplZ2cH6xw6dEjr2bOn9tlnn5U6RiHOVzLSJUSMXXrppcydO5cJEybQt29fUlJSyM/PZ9q0afTt25elS5cG606dOpWJEyeiKEqwLDs7m4SEBPLz83XbP3z4MEuXLuWSSy7B6XRy6NAhDh06xLFjx7j88svJyspizZo1wfrx8fEMHjw4+NxqtXLDDTeQmZkZHCkJlLdt27bE1zZv3jyaNm1K69atg2UWi4WJEyfy5ptv4vP5mD17Nm3atMFoNAZjO3ToED179qSwsJBFixZFbf/QoUMMGTKEn376iYceeohmzZoxa9YsfvrpJ8C/lMP8+fNLjDHUpZdeisFgCBvtmj17Nj169Ajr81B16tRhypQpfPbZZ9x4443Uq1cPr9fLkiVLuOWWW4qNQKakpPDpp5/y3Xffcfvtt9O0aVMAVq9ezQMPPMC4ceNKHW+km2++GaPx+EXow4YNAwie4gycUiztchp6br/9dhYvXky9evWCZU6nMzg/LPA5rFy5Mnl5eYwfP56tW7cC0LBhQ2bOnMkVV1wRrAPw7LPPBj9bycnJzJw5Mxi7EBcyWTJCiLPAYrHQu3fv4DyadevW8d///pdp06Yxbtw4fvnlF8B/+umvv/5i2rRpbNu2jV27dpGdnQ1AtWrVdNsOnMqZNGkSkyZN0q2zb9++4OOaNWsWOy1Wq1YtAPbs2UNaWhoASUlJxSZiR9qzZ4/uulZ16tQB/AljTk4Os2fPLjbPSy+2SK+99hqbN2/mlVdeoU+fPvTs2ZMBAwbw1FNP0aRJE5577jlSUlLo2rVriXEGJCcn07p1a3777TdGjhxJZmYmq1at4t577y1xP0VRaN++Pe3btwf8k/q///57PvjgA9544w369u1LpUqVwvZp3rw5zZs358EHHyQ7O5uff/6Zt956i6+++ooBAwac0rIRdevWDXuemJhIYmIie/bsAaBChQqAv9/1TgeXltvtZsKECaxbt45du3aRkZGB1+sFjid0Q4cOZeHChXz++ed8/vnnVK9enW7dunHttdfSqFEjAK644gpmzZrFjBkzmDFjBikpKVxyySX079+fNm3anHJ8QpwvJOkSIkby8/P54IMPaNq0abG1oZo2bcqrr77KsWPHmD9/PocPHyY5OZlXX32ViRMn0qRJE1q2bEnfvn1p1aoVzz77bNTkJPBlOGTIEHr06KFbJ/QLWG9eUeCLNHTydbSJ2JHHjjZCFBpbr169uP7663Xr1KhRI+r+c+bMoXbt2vTp0ydY94UXXmD06NEMHTqUI0eOMHTo0BPGGap79+68+OKLZGZmMnv2bBISEmjXrp1u3UmTJuFyubj11lvDyqtWrcrdd9+NxWLh1VdfZeXKlfTq1YuffvqJrVu38sADD4TVL1++PDfffDMVK1bk/vvvZ/ny5SUmXYF+i6TX1z6fL/hetWrVCvBfdRlIECMdPHiQ0aNHc91113HdddcV27527VqGDRuG1WqlU6dOXHPNNTRp0oRdu3bxzDPPBOvFxcXx+eefs3LlSmbPns38+fOZNGkSkydP5uWXX6ZPnz6YTCbefPNNNm7cyKxZs5g/fz5Tpkzhu+++48EHH+T222+P2gdCXAjk9KIQMWKxWPj444+jjj6BPxlSFAWr1cqePXuYOHEiffv25YcffmDcuHHccMMNNGrUKDgRW09gBMxgMNCpU6ewn4oVK1JYWIjNZgvWz8jICE68DgisUh4Y8SqtqlWrsmvXrmLlP/zwA//+979JSkrCZrPh8XiKxVa7dm3y8/PDYoukaVqx5K9Hjx6MGDGCI0eOYDKZwk6VlkaPHj3QNI158+YxZ84cunXrFnbKLtTs2bN55513op7aTU1NBfynYgGWLFnCBx98QEZGhm79Bg0ahNUPjCRGXhkZ7f0OjGgFHDp0iJycnODirBdddBHly5fnhx9+iJq4TZs2jVWrVpGXl6e7/eWXX8ZsNjN9+nReffVV7rjjDrp06UJOTk5Yve3bt7N69WpatmzJmDFjmDp1KtOnTychIYFPPvkE8I8ILlu2jIYNG3LXXXfxzTffMHfuXGrXrs3HH3+se3whLiSSdAkRIwaDgd69e7N06dLgHKRQR44cYebMmXTq1AmbzRa8Ii7ytNDvv//Ojh078Hg8usepWLEizZo144cffuDAgQPBcrfbzWOPPcY999wTtm9WVlbwdCb418H68ssvqV279knf4qdr166sWbMmbC6Y2+3m448/Zu3atZjNZrp27crvv//Ohg0bwvZ98cUXGT16NIcPH47afvv27dm6dWvYvDePxxO8/Y7b7dZdjqMk1atXp1GjRkybNo0lS5boXrUY0KdPH/Lz83nxxReLzZPy+Xx8++23JCQkBOe+BUbkxo8fr7sW19dff43BYODSSy8F/PO/ANLT08NeX7TbFX377bdhzwOJS/fu3QH/KObdd9/Ntm3beP7554sl1xs2bODNN98kJSWFa6+9VvcYR44coVy5cpQrVy5YlpOTww8//AAcH4UbP348o0aNCkve6tatS0JCQjCZfP/997n55pvDPpeVK1emUqVKJzx1LcSFQE4vChFDjzzyCKtXr+bhhx9m6tSpdOnShbi4OHbt2sWUKVNwu908+eSTgD/Zqlq1Ku+//z4ul4vKlSuzevVqfvjhBywWS9SRCYB///vf3HTTTVxzzTXccMMNJCUlMX36dFatWsWDDz5IcnJysK7JZOLRRx9l3bp1VKxYke+//54DBw7w/vvvn/Tru+OOO/jf//7HTTfdxNChQ6lYsSLTp09n69atwYRgzJgxLFmyhCFDhjBkyBCqVq3KvHnzmDt3LoMGDQqO/ugZM2YMixcvZtSoUdx8880kJibyww8/sG7dOkaOHMm8efN47bXXMBqNJ3VLoB49evD2229jt9t1FzINGDBgAAsWLODrr7/m77//5oorrqBy5cpkZ2fzyy+/sHHjRl599VXsdjsAHTt2ZPjw4XzyySf07t2bq666iho1apCTk8Nvv/3G0qVLeeSRR6hatSoA7dq1IyUlhXfffReXy0X58uX56aefoo6sLVu2jFGjRnHJJZewYsUKfvzxR6688sqwWzMNGjSI9evX8/nnn7N06VKuuuoqEhISSE9PZ8qUKZjNZt544w3i4uJ0j9G1a1c+/PBD7r33Xi6++GIOHjzId999Fxx9C3wOhw8fzm233caQIUPo168fFouF2bNns2vXLl566SWA4EUQQ4YMYdCgQSQmJvLnn3+yZMkS7rnnnlK/X0Kct87uxZNC/PPk5eVp77zzjjZgwACtTZs2WtOmTbVu3bppTz/9dLFlFDZt2qSNGDFCa9Omjda6dWutf//+2uTJk7X/+7//01JTU7U1a9ZomqZ/G6C1a9dqd9xxh9a6dWutRYsWWr9+/bQpU6aE1QnsN2vWLK1Hjx5aixYttMGDB2tLly7VrRcpcskITfPfKufBBx/U2rVrp7Vs2VK7/vrrtcWLF4fV2bFjh/bAAw9o7du315o3b6717t1b++STT3RvyRNpy5Yt2siRI7WLLrooGO/cuXM1TdO0gwcPatddd53ubZYC9JZlWL9+vZaamqrdfffdJ3zdPp9P++GHH7Sbb75Z69Chg9a0aVOtU6dO2t13362tWrVK95hz5szR7rjjDq1z585a06ZNtXbt2mm33nqr7hIT6enp2k033aSlpaVpHTp00MaPH68tXbpUd8mIRYsWaSNGjNCaN2+udenSRZswYYJWWFioG8Ovv/6qDR8+XLv44ou1pk2bal26dNEee+wxbdeuXSX2j9Pp1F588UWta9euWvPmzbXu3btrjz/+uLZ161atUaNG2jPPPBPcd+7cudr111+vtW3bVktLS9OuueaaYstiLF++XBsxYoTWoUMHrVmzZtpVV12lTZo0KWypCSEuVIqmRYw3CyH+MYYNG8aePXsuqBXBNU0rcTK/EEKcLXISXQhxQZGESwhxrpKkSwghhBAiBiTpEkIIIYSIAZnTJYQQQggRAzLSJYQQQggRA+fFOl3Lly8/2yEIIYQQQpRa69ati5WdF0kX6Acv/CtXN27c+GyHcc6RfolO+kaf9Et00jf6pF/0Sb9EHyyS04tCCCGEEDEgSZcQQgghRAxI0iWEEEIIEQOSdAkhhBBCxIAkXUIIIYQQMSBJlxBCCCFEDEjSJYQQQggRA5J0CSGEEELEgCRdQgghhBAxcN6sSH+u2bltG9O+/pqC/Hwu79uXFm3anHQbPp+PJb/+yvLffyelShVqNWrEqgULsDkcdB80iH1bt7JszhwKCwooLCjg8N69VKxZk05XX03ryy9HVY/nzIf27ePnN99kwx9/kFKrFlffcw9Gk4k/p0zBYDTS9uqr2fn336yeOZPcQ4fIy87G53YTl5xMxbp1cR49Sv7hw1jsdhzJyeD14vV4OLp3L5rHgyMpCeeRI5htNrrefTee3Fz2r11L5ebNaXHttZis1rDXtm/VKtb/8ANHduzg0KZNaD4f5evXJ7lWLer16oU7N5eMBQuIq1aNJjfcgL18+dN+TwAKDhxgx5dfsmf9epIGDaLyZZehKMopt+fzeMieNo2jS5Zgq1WLSjfcgDEx8YzEKoQQ4p9F0TRNO9tBnMjy5cvPqdsAffPJJ/x79Gi8Hg9erxeL1cp1w4fz7FtvlfoLvtDlYnSPHmxauZKC3FxUgwGf14sKmEwm8HoxmUy4XS4UjmfHCmCyWmnSvj0v/forW7ZuJW/7dsb364fX7Q62rygKBlXFUPTY6/FgURTQNAwhbQXefLXox1BUTshvE8eHRANlqqpi8Pkwx8VhS0riviVLSKxaFYCZjz7Kn2++iSc/H6Von9D9FVVFVRQUrxeTzYZqNHL9r79SrUOHUvVdNPt/+425V1/tTxidTowOBykXX0y3n39GNZlOuj1PTg4runShYOtWvLm5qHY7qtnMRb//Tlxa2mnFejbJLTr0Sb9EJ32jT/pFn/RL9LxFTi+epENZWTw+ahTOggLcbjc+n4+C/Hy+/fRTli5cWOp2vn/vPTYsX05Bbi4APq/X/xtwu91oPh9ulwvwJ1yB5AXA7XSyYelSpn/4IZ7CQl4aNCgs4QLQNA2P14unaMRK9RcWS54Cv30hv5WI7WpEGfhH6XxAYW4ux/btY8rddwOw9++/+fONN3BHJFyh+2s+H16vFw3wFBRQmJPDDwMHcjr5v8/jYcHAgXjz8vA6nQB48vLIXLiQbZMmnVKbO194gfwNG/AG3qP8fDxHjrBuyJBTjlMIIcQ/lyRdJ2nuL79gNBY/K+vMz+fnr74qdTvT/+//cBUU6G4LJCkQnuiEchUUMPPTT9mxYgU+jyfqcQLJVGAEKzJ5Cj2GxvGRr9BYTtS25vWyfto0ANZ9/z2eotG5E/GFPHYeOkT2hg2l2EvfoeXL8RYWFiv35uWx7dNPT6nN/ZMn4ytKfEPlb96Ma9++U2pTCCHEP5ckXSfJYDDoliuKgkEnGYtGjdLOycaiGAzFEqWzIXBaVTUYUNST/1hpmoZyOn2iqhBlpOxU2y1pv9OKVQghxD+SJF0nqVvv3niLTgWGslit9D+J0059b70Vq92uu83H8RGnaAmVxW6n9223UbtlS8wRk9hDBVIDL8dHsiLbDDzXGwXzEV3gw6OaTKRdcw0AzQYORDWZSpUIhn744qtWpVyDBqXYS1/51q0xxscXKzc6HNS/7bZTarPKiBGoNlt4oaoS17w55ooVT6lNIYQQ/1ySdJ2kxKQk3vj8c6w2Gza7HYvVisVq5fYxY2jZrl2p2+l766207d4dq8OB0WzGaDYDYDaZsNjtKAYDJosF1WDAQ3iiZLJYaNOzJ71uvhmDycS/f/oJo8US1r6iKBgNBsxWK2abzT9XS1XDkrnQBEwN+R1arnE8CQyNwWAwYDKZsMTHU6FuXfq/+SYAlZo2pfvTT2O0WoOjX2H7KwqKqmIwGjGaTJjj47EmJzPg++9P6ypDRVW59IcfMCUkYIyLQzGZMNjtVOvTh9rXX39KbdYcM4b4Nm1QHQ5/e/HxmCpUoOmXX55ynEIIIf65ZMmIU3DlgAG027mTX6ZMweV00v1f/6J2/fon1YbRaOSVn35i/V9/sXLBAspXrky9Zs1YPncuVoeDbgMGsH/nTv6eNw+v2427sJCDO3ZQqVYt2l15JY3atg221axrVz4/cIA5n37K+oULqVyvHlfcfjuqwcBfU6diMBpp06cPO1euZP28eeRmZ5N38CAet5v48uWpXK8eBUePknPwII7EROyJif6J/T4fh3ftwuN2U65KFXL27cNos9H9wQfJy8zkQHo6lZo0oVGvXmGnS7s89BDNrruODT//TO6BA2StW4fP46FikybEV65Mncsvx5OXR8bChcRVqUJqv36Yooz6nYwK7dszICOD3T/8wK5162g+aBDlL7rolNszWK1c9PvvHFmwgJy//sJSowYpffuiRiS4QgghRGnIkhHnObk0V5/0S3TSN/qkX6KTvtEn/aJP+kWWjBBCCCGEOKsk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBiTpEkIIIYSIAUm6hBBCCCFiQJIuIYQQQogYkKTrLPB6vRzOysLj8aBpGtn795O5Zw8+n4+cI0c4uHcv+bm5AHg8Hg7s2sWRrKyzHDUUHDuGMycHAK/HQ25WFu7CQvKysvAUFp7l6IQQQohzm9wGKMa+ePNN3hs3DldBAaqiYPD5cIckLIGbTquKQsVq1Ti6bx9a0Q22kytVYvwPP9C0Y8eYxpy5aROTbrqJXcuXg6ZRvkYNCg4exO104vN6UVUVk9lM57vuovcLL4TdEkgIIYQQfpJ0xdDUTz/lzUcfxZmfj4K/830RdTT8SZdP0ziUkRFMwgAOHzjAfd26MWnjRirXqhWTmF25ubzWuTP52dlomoYKHN6+ndBbU/u8XgoLClj8zjtoPh99XnklJrEJIYQQ5xM5vRhDHzzzDM78fKDkjg8kXqEJV4Db5eLHd94pmwB1rPjmG9wFBQRu0anqxAT+mN35+fzx3nt4XK6YxSeEEEKcLyTpiqHMvXuDj/USqlAlbdu1YcOZCumEsrZtozAvr9T1NZ+P/MOHyzAiIYQQ4vwkSVcM1W3SJPhYK/qJJto2RVFo2rnzmQyrRDVbt8YSF1fq+iabDUeFCmUYkRBCCHF+kqQrhh585RUsNhsA3qIyveRKKSr36mx3JCbS57bbyizGSM369CG5Rg0MZjNEiQn8HyST3c6Vzz+PwShTBYUQQohIknTFULvLLuOdX36hRadOxCclUbNJE2o2aIBqMKCoKva4OEwmE6qq4oiLo2v//pSrUgVFUVCNRtr07Ml/16whoVy5mMVsMBq5f/FiLh45kriKFYmrXJm0666jetEImDUhAavDQZVmzbj+//6PjiNHxiw2IYQQ4nwiQxIx1uaSS/i/RYvOdhgnxZ6UxLVvvMG1b7xxtkMRQgghzlsy0iWEEEIIEQNlNtK1atUqXnnlFSZNmsT9999PVtGK6nv27KFFixZMmDCB8ePHs2LFChwOBwDvvvsu8fHxZRWSEEIIIcRZUyZJ14cffsjUqVOxFU0anzBhAgBHjx7lxhtv5NFHHwVg3bp1fPTRR5SL4RwlIYQQQoizoUxOL9asWZO33nqrWPlbb73F0KFDqVixIj6fj507d/Lkk09y/fXX891335VFKEIIIYQQ54QyGenq1asXGRkZYWXZ2dn88ccfwVGu/Px8hg4dyvDhw/F6vdx44400a9aMRo0a6baZnp5eFqGe95xOp/SNDumX6KRv9Em/RCd9o0/6RZ/0S3Qxu3rxf//7H1dddRWGopsh22w2brzxxuApyA4dOrBhw4aoSVfjxo1jFep5JT09XfpGh/RLdNI3+qRfopO+0Sf9ok/6BZYvX65bHrOrF//44w+6du0afL5jxw4GDx6M1+vF7XazYsUKmjZtGqtwhBBCCCFiKmYjXdu3b6dGjRrB5/Xq1aNPnz4MHDgQk8lE3759adCgQazCEUIIIYSIqTJLuqpXr84333wTfD59+vRidW677TZui+EtbYQQQgghzhZZHFUIIYQQIgYk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBiTpEkIIIYSIAUm6hBBCCCFiQJIuIYQQQogYkKRLCCGEECIGJOkSQgghhIgBSbqEEEIIIWJAki4hhBBCiBiQpEsIIYQQIgYk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBoxnO4B/oj3bt5Nz9Cj1mjbFZDIB4HG7WTJrFnu3bycuIYEKVaqwZ8sWKteujSM+nvJVquDMy8Pn86F5vcSXK0fekSMcysqCxo3x+XwsmzEDn9dLuz59UFWVzJ072fLXX8QnJ2NPSsJgMLD5zz/xut3UatECo9HIoYwMzHY7ceXK4ShfnrW//ILZ4aDLiBEYDAYAsnfuJP/wYao0aYLRbMbn9bJ//Xr2rl7N3pUryT98mOQaNSjIyqJCw4ZUqFOHrE2baNi7NxVSU8netAmv201KkybsXrCA3YsW0bB/f1RVxed2Y0lKYtnrr5OfmUlKWho+p5O4KlVIbtCAxDp1cFStyqH16zFarSQ1aHBKfV545Ah527Zhr1ULS/nyZ+y99DmdFKSnY0xJwVK9+hlrVwghxIVHkq4YOrBnD/f368fWdeswGI0YjEaenDiR3Oxs/jNqFD6fL6y+geNvkAIoioJB01AUBTQNg8GA0WCgYo0aZO/Ygc/r9ddVVSpUrcqRjIywtgxF7QQYOT7UGVquAJ/dfjsDnnuO9J9/JmPlSlSTCVVV6Xrnnfz5wQfkHz4crK8W/YS2rwIzHngAs9GI0WwGwJ2fj6Fo27zHH0cpikEJ2W9jyOPAazYZDBgsFvD5iK9dm94//khyamqp+lzz+Vh5331s//BDVLMZX2EhNYcM4aL330c1nt7Hf/9777H74YdBVdEKC4nv3JkG33yDsVy502pXCCHEhUmSrhjRNI2Rl1/Ork2b8BYlRwBPDB0KhYWgacX2iUySNE3DAxg1DQXwer14vV4yt24Nr+fzcTAjI5jQhCZcSkjbakT7wf2Lfk95/HFsBgOa1wtOJwC/vfhisfqBVNEQUWYBfB4Pbo8nWO4NiSM04Yv8CXvNHg9aURuHN2zgh0su4ebdu0uVNG18+WV2fPwxPqcTX9Fr2P3ll1hSUmj+wgsn3D+ao7Nns3vMGHz5+cGynAUL2HTttTT57bdTblcIIcSFS+Z0xcj65cvZv3t3WMIF4HW5dBMuOJ78lKSkN9AXUicymYmWcEXyhMSrniCm0FemN4IWLS5C6pZUHwBNw52Xx65ffy0hkuM2v/463pDECMCbn8/Wd95Bi9LvpbH3P/8JS7gAtMJCcv/4A9fu3afcrhBCiAuXJF0xkr1/Pwb1zHR3aKpQUuJ06ilF9DaiHa+09SLrRku0SozJ6yV///5S1S08dEi33JObCxGnc0+Ge88e3XLFbMaTmXnK7QohhLhwSdIVI83ataOwsLBYuaGEU2TRkpHQ8pLShsCbezrJV+gHRCuhrcjkqTRxnajN0LZDaT4fVTp3PsFefuXattUtT2jaFMVg0N1WGom9eqEUXQQRxuvF1qTJKbcrhBDiwiVJV4yUq1iRoffdh83hCJaZLRbKVauGIzFRdx8F/RGkYklIlGMG6nnxJ0GhCY6HEydRBqMRa0i8BpMJg8kESvF0MHSOViCmwDGjxe8J2R5aP7QMwueKGR0OGgwaRHLDhlEiD9fi9dcxOBwQGGVUVQx2O63efrtU+0dT5aGHMCQlhSVeqt1OjRdfRLXZTqttIYQQFyaZSB9Ddz//PI1bt+aLN98k5/BhuvXrx7AHHgDghdtvZ8FPP+FxuwF/AuMFjAYDVpuN+KQkFE3D53ajqioWmw3F5yMuJYVBY8aw5McfWTJ1Kvh8tL7ySi6+9lq+evJJDu7ahaoomK1WtMJCvEWTyRWjEUVVwePxXyFosaB5vXhcLhRFoX6nToyZNYv1M2cy9/XXyc3KIu3qq+kyciTLPv+ceRMmkJeVVWxSPBxPrExJSaRdey2Zq1bhKyzElpTEnsWL0dxuDFYrCZUroyoKeRkZ+IpetzekLaPFQkpaGhWaNiVrxQqMNhvN7ryTRsOGlbrPy7VtS/elS0l/7jmO/P03ic2a0eixx0hq2fKU30cAc+XKNF+9mn0vvcTRX3/FVLUqVR56iKSePU+rXSGEEBcuRTud2cQxsnz5clq3bn22wzgnpaen07hx47MdxjlH+iU66Rt90i/RSd/ok37RJ/0SPW+R04tCCCGEEDEgSZcQQgghRAxI0iWEEEIIEQOSdAkhhBBCxIAkXUIIIYQQMSBJlxBCCCFEDEjSJYQQQggRA5J0CSGEEELEgCRdQgghhBAxUGZJ16pVqxhWdLuWdevW0aVLF4YNG8awYcOYMWMGAN988w0DBgxg4MCBzJ07t6xCEUIIIYQ468rk3osffvghU6dOxVZ049/169czfPhwRowYEaxz8OBBJk2axPfff4/L5WLw4MF07twZs9lcFiEJIYQQQpxVZTLSVbNmTd56663g87Vr1zJv3jyGDBnCY489Rm5uLqtXr6ZVq1aYzWbi4+OpWbMmGzZsKItwhBBCCCHOujJJunr16oXReHwQLS0tjYcffpjJkydTo0YN3nnnHXJzc4mPjw/WcTgc5ObmlkU4QgghhBBnXZmcXox0+eWXk5CQEHz87LPP0qZNG/Ly8oJ18vLywpKwSOnp6WUe5/nI6XRK3+iQfolO+kaf9Et00jf6pF/0Sb9EF5Ok65ZbbuGJJ54gLS2NP/74g6ZNm5KWlsbrr7+Oy+WisLCQrVu3kpqaGrWNxo0bxyLU8056err0jQ7pl+ikb/RJv0QnfaNP+kWf9AssX75ctzwmSddTTz3Fs88+i8lkokKFCjz77LPExcUxbNgwBg8ejKZp3H///VgslliEI4QQQggRc2WWdFWvXp1vvvkGgKZNm/LVV18VqzNw4EAGDhxYViEIIYQQQpwzZHFUIYQQQogYkKRLCCGEECIGJOkSQgghhIgBSbqEEEIIIWJAki4hhBBCiBiQpEsIIYQQIgYk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBiTpEkIIIYSIAUm6hBBCCCFiQJIuIYQQQogYkKRLCCGEECIGJOkSQgghhIgBSbqEEEIIIWJAki4hhBBCiBiQpEsIIYQQIgYk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBiTpEkIIIYSIAUm6hBBCCCFiQJIuIYQQQogYkKRLCCGEECIGJOkSQgghhIgBSbqEEEIIIWJAki4hhBBCiBiQpEsIIYQQIgYk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBiTpEkIIIYSIAUm6hBBCCCFiwFhWDa9atYpXXnmFSZMmkZ6ezrPPPovBYMBsNvPSSy9RoUIFxo8fz4oVK3A4HAC8++67xMfHl1VIQgghhBBnTZkkXR9++CFTp07FZrMB8Nxzz/HEE0/QuHFjvvrqKz788EMeffRR1q1bx0cffUS5cuXKIgwhhBBCiHNGmZxerFmzJm+99Vbw+WuvvUbjxo0B8Hq9WCwWfD4fO3fu5Mknn+T666/nu+++K4tQhBBCCCHOCWUy0tWrVy8yMjKCzytWrAjAihUr+Pzzz5k8eTL5+fkMHTqU4cOH4/V6ufHGG2nWrBmNGjXSbTM9Pb0sQj3vOZ1O6Rsd0i/RSd/ok36JTvpGn/SLPumX6MpsTlekGTNm8N577zFx4kTKlSsXTLQCpyA7dOjAhg0boiZdgZEyES49PV36Rof0S3TSN/qkX6KTvtEn/aJP+gWWL1+uWx6Tqxd/+uknPv/8cyZNmkSNGjUA2LFjB4MHD8br9eJ2u1mxYgVNmzaNRThCCCGEEDFX5iNdXq+X5557jipVqnD33XcD0LZtW+655x769OnDwIEDMZlM9O3blwYNGpR1OEIIIYQQZ0WZJV3Vq1fnm2++AWDp0qW6dW677TZuu+22sgpBCCGEEOKcEbM5XeLM8Xq9LJs5k71btmBITKRRo0YoinLy7Xg8rP7lF/asX8+e1avJPXQIs82G2WSi4NgxjGYzKbVqUa5mTcw2G2t//pmje/ZQmJOD89gxytepwzVvvsnmX39l/7p11O3aFbPZzMZffkEB6lxyCXW7dSNz7Voy/vwTNI2CzEwURcFRsSKJNWqA10vmypVkr1sHmkb5hg2pdNFF5Ozcyd4FC/AWFFC5Y0c6jR9P1ooV7J07F+fBgxQcPEhhVhaenBzwejGoKgaTiXItW1Kxc2f2rF3L9tWrUU0mGj/0EEeXL+fg3Lng8xHXoAGKopC3bh2m+Hiq33AD1YcNw1i0Rpz76FEO/vQT3pwcyl9xBdaaNTk0YwbOnTtxNG1K7qpV5Mydi2IwkHTZZVS44QZMKSkA+JxODk2eTM6cOVjq1KHc0KEULFuGNzsbBVAMBuxdumBt2TLsvShctYrcL7/Ed+AA1m7dMFSqhHfjRgy1a+PbvRvXZ5+BomBITkatWBHrPfdgat3af8xNm/DOmgUJCRj79UM5U2vdeTww+xf4cwG4C6FtRyhfATaug5p1oEUbmDvDX6/7v6BK9TNzXD3HDsGin6DQCe17Q+Vap9bO/i2weiZY46FNX7Anntk4hRCiBIqmadrZDuJEli9fTuuiL5h/usMHDnBf584czszEU1iIajBQq0kT/vPbb9hP4sv2UEYGz118MccOHMDtdIZtUwAD/oxcKfoJMEbU06tjCnke+K2G1A0tD60b2Xbgd+h2NaRcDWmXiPqGiNdrovgExtB4DFYrnWbNQnO5WNW3LygKmtcLXi9msxlFUfC5XGiFhf76oa/NbKb+p58Sl5bGxg4dIDcXLXS70YjB4/HHZzCgWCzEXXUV1b/4AoCDgweT//334PWGta2YTChud/D1hfaxCpj69cNcqxbeDz4ARQGD/1Vbp03DcMklRFOqSa5798CVnWD/Xn9SFQjAAJjNYFTA6wKb3b/N54NHX4IR95Tc7qlY9BOMvwEUFTQfaBoMewKGPHZy7XzxMMx8y99XigHQ4MGfoFl3QCb/lkT6Rp/0iz7pl+h5i4x0nWdeu+02DuzciTfwRQhsX7OGTx5/nNFvvlnqdj68+Wayd+/2f1lG0Aj54g8pD014iFIHwIs/yQmlV9eo87ik8ToPx5O0wF8KgeQqdD/DCZ6Hxhk4rtfpZMlVV2H2+fDl5YXF5S0sLLa/xvH+0AoL2TJiBI6KFdFyc4u9Tp/HE0wQ8XrR8vPJnT6dI//3fxhVlfyffgomXCoh/VSUcOnFrgHuH38EiwWDyxW2zdmvH/YDB1DMZp09S2n0TbBntz/BCT2oF/+oF0WBFeQf3/7iI3BJL6jX8NSPGyn3KIwfDK6C8PLPn4O2V0DqRaVrZ/08mPUuuMP/wOC1/vB+JpitZyRcIYQoSamuXszPz2f//v1kZWXxzjvvsGfPnrKOS+jwuN389csvYQkXgNvlYvbnn5e6HWduLpvmz9dNuAICX/4llenVAfBxPCkqqW5kchItuYj23KfTht4HOlqcWkR73oICfBF9q5dUBo4dXuDDXcK/i8j6Wl4ehydOJOeDDyAkaQqNtaR/nIG4vREJVyAW3++/l7D3CeTmwuL54QlX6IGjBeZ2w9SvTv24epZMB1XngIVOmF36zzy/fwKuvOLligLr5px6fEIIcRJKlXSNGTOGtWvX8vLLL2MymXjyySfLOi6hw+fzEe1scGSyUGI7RaMq57szfl78dM60l5DARlVY6P8pA5rbfeo7n8prAf+pP89pHFdP1Pa04yNupWqnhLpnOmYhhIiiVEnXsWPH6N69OwcOHOD222+nsIy+KETJzBYLzS6+GCXiL3+D0Ujn/v1L3Y49MZGaERO5I+mNVkWW6dUB/dGhaHVPVuSoVuRolV66UNo4FaMRJSLximxfLw4ADAYMSUm6MQdiDdvfZiPxxhtx3HQTmI6fjA2NtaTUJ3iK12IpvtHrxXDppSXsfQIJCZDWKvqBowVmscIVA079uHraXQlenT8oLHa4dGDp2+k0GCyO4uVeT3BOlxBClLVSJV1ut5v//ve/NGnShC1btpCXpzNML2LigY8+Ir5cOawO/xeI2W6nfLVq3PbyyyfVzq2ffoo9ORnVFDn7yv+9GhgL00togqe2dOqAfx5UsVN3OnU9EW3pJTglzc0qKU4t5CfaGGDoZHvVaOSiyZNp+vHHqDYbisnkn0xvtaKYTKh2e9i+oQmfYjJRc/x46v/wA4rJVPx1KErYPDQlLg5ry5YkjxxJwh13YGnTJngKTa+Po/WLetFFmK64Aoo+C5jNYLNh/uQTlIh4T9rbn0JiUvFTe4FOU4s+N6rBX8dmh6EjoXkp51iVVnJFGD0BzDYwFM1ws9qhxxBI61L6dlr9C1pdVZR4KWAw+9u87UOwnaGrPYUQ4gRKNZH+4YcfZs6cOdx55538/PPPPPXUU2UcloimWv36TNq2jTmTJ7N7wwYcVapww733Yrae3ETgak2a8Mr27fzx+edsXbqUvevXU3DkCEaTCaPJhCcvD4PZTHLVqqTUqQM+H1vmzyfv4EF8Lhc+jwdrUhKXjx3LnmXLyNq0ieqtW2MyGtmxYAGKplGjY0caXH45B9evJ+OPP/AUFFB49CiqomArX57EatXwud1kr11LTkYGiqYRX7UqFZo0IXfnTg5v3Ijm8ZDUoAHtx43jaHo6GbNnU5CZifvoUXy5uf4rCn0+VEXBYDTiqFmTlHbtOJiejnfHDhSjkVoDBuDctYvDf/0FPh/WqlVRPB4K9+3DYLdT5aqraPDII9hq1gQgqWNH9n3+Oe6jR6l49dU4mjUjc/JknFu3Ym3QgPy//yZn8WIUVSWxa1eqjB6NvehuCk0zMjjwn/+QN38+purVKTd0KK516/Ds2QOahmqzEXfZZcT17o1SdLVh5QULyP/5Z/I+/RTvoUNYL74YU5UqeLZuxVCzJr61a3H/+iuax4PB4UCtXBnrqFFYBg8GwDdvHp7p01GSkjAOG4Za6xSXUwjVsDGs3AFffwbzZvtPwbXvDOXLw9aNUKc+tGgNv033X9145TX+JSTKQp+R0KIb/PYluPLh4v7QpIN/PlZpqSrc/SVsWADLp4IjEToPhYp1yiZmIYTQUeolI3JyclBVlVmzZtGtWzcSE2O3vo0sGRGdXJqrT/olOukbfdIv0Unf6JN+0Sf9cppLRjz88MN07tyZv//+G5/Px6xZs3jnnXfOeJBCCCGEEBeqUs3p2rNnD3379mXr1q0888wz5ObmlnVcQgghhBAXlFJPpJ8xYwb169fn0KFDHDlypIzDEkIIIYS4sJQq6br11luZOXMmd9xxB5MmTeK+++4r47CEEEIIIS4spZrT1bNnT3r27AnAvffeS2ZmZpkGJYQQQghxoSlV0vXGG2/w5Zdf4na7cTqd1K5dm+nTp5d1bEIIIYQQF4xSnV5csGAB8+fPp0+fPsyYMYNKlSqVdVxCCCGEEBeUUiVdSUlJmM1m8vLyqFWrFgUFBWUdlxBCCCHEBaVUSVflypX57rvvsNlsvPrqq7JkhBBCCCHESSrVnK5nnnmGffv2ccUVV/DDDz/w+uuvl3FYQgghhBAXlhKTrq+//rpYmdlsZtmyZdSrV6/MghJCCCGEuNCUmHQdPHgwVnEIIYQQQlzQSky67rrrLrZu3Roc1dq1axdOp5PU1NSYBCeEEEIIcaEocSL9zJkzGTVqFDk5OQBkZWVx9913M3v27JgEJ4QQQghxoSgx6frvf//L119/TXx8PAAXXXQRX3zxBRMnToxJcEIIIYQQF4oSky6z2UxSUlJYWfny5bFYLGUZkxBCCCHEBafEpEtRFJxOZ1hZQUEBbre7TIMSQgghhLjQlDiR/sYbb+S2227jpptuokaNGuzbt4+PP/6YoUOHxio+IYQQQogLQolJV48ePShfvjzffPMNmZmZVKtWjQcffJCWLVvGKDwhhBBCiAvDCVekb9WqFa1atWLDhg3s3LkzOKleCCGEEEKUXqluA/Tee+8xf/58mjdvzieffMIVV1zBzTffXMahCSGEEEJcOEqVdP3+++988cUXqKqKx+Nh8ODBknQJIYQQQpyEEq9eDChXrhwFBQUAuN1uypUrV6ZBCSGEEEJcaEoc6Ro0aBCKopCdnU2vXr1o2LAhW7duLbZ2lxBCCCGEKFmJSddrr70WqziEEEIIIS5oJSZd1apVA+Dtt98utu2uu+4qm4iEEEIIIS5ApZpIX6FCBQA0TWP9+vX4fL4yDUoIIYQQ4kJTqqTr+uuvD3t+6623nnCfVatW8corrzBp0iR27tzJI488gqIoNGjQgHHjxqGqKt988w1fffUVRqORO++8k27dup3aqxBCCCGEOMeVKunavn178PHBgwfZt29fifU//PBDpk6dis1mA+CFF17gvvvuo3379jz55JPMmTOHli1bMmnSJL7//ntcLheDBw+mc+fOmM3m03g5QgghhBDnplIlXU8++WTwscVi4eGHHy6xfs2aNXnrrbeC9datW0e7du0A6Nq1K4sWLUJVVVq1aoXZbMZsNlOzZk02bNhAWlraqb4WIYQQQohzVqmSrkmTJgFw7NgxVFUlLi6uxPq9evUiIyMj+FzTNBRFAcDhcJCTk0Nubm7YLYUcDge5ublR20xPTy9NqP84TqdT+kaH9Et00jf6pF+ik77RJ/2iT/oluhKTrnXr1vH444/z7bffMm/ePMaNG0d8fDxjx47lsssuK/VBVPX4Gqx5eXkkJCQQFxdHXl5eWHlJ93Vs3LhxqY/3T5Keni59o0P6JTrpG33SL9FJ3+iTftEn/QLLly/XLS9xRfoJEybw4osvYjKZmDBhAhMnTuT7779n4sSJJ3XwJk2asGTJEgDmz59PmzZtSEtLY/ny5bhcLnJycti6dSupqakn1a4QQgghxPmixJEuTdNo1KgRBw4coKCggGbNmgHhI1elMXbsWJ544glee+016tatS69evTAYDAwbNozBgwejaRr3338/Fovl1F+JEEIIIcQ5rMSkK7Ae14IFC+jYsSMAhYWFYacFo6levTrffPMNAHXq1OHzzz8vVmfgwIEMHDjwpIMWQgghhDjflJh0dezYkeuvv579+/fz3nvvsWvXLp566il69+4dq/iEEEIIIS4IJSZdt99+O927d6dcuXIkJyeza9cubrjhBi6//PJYxSeEEEIIcUE44ZIRbreb5ORk3G43CxYswGw24/P5TnpelxBCCCHEP1mJmdMnn3zCE088gcfj4aWXXmLRokVs3LiR559/PlbxCSGEEEJcEEoc6Zo/fz5fffUViqIwbdo0Zs6cSWJiYrF7MQohhBBCiJKVONKlqioGg4H09HRq1KhBYmIi4F9KQgghhBBClN4JJ2Zt376dKVOm0K1bNwA2b94s87mEEEIIIU5SidnTvffey8MPP0x2djY33XQTS5cu5bbbbmPs2LGxik8IIYQQ4oJQ4pyuL7/8kvr16wMwfvx4XC4XrVu35uuvv6Zly5axiO8fI+fIEQpdLspXqgTA0exsfD4fB/fsoVylSjiLbgZerX59FEVB0zQO7d/P4b17OVKhAkkpKcfbOnSIHatWkVS5Mo7ERJKrVEFRFAqdTlZMnYpqNtPm6qsB2LlyJbnZ2ZSvUQN7UhKJlSqhaRrH9u8HRWHrn39ydPduGlx6KQqgALnZ2WRu2IBBVal7ySVUatiQ3IMHycvMJL5KFXL27cNRoQLxlSuf8HVrmkbegQOY7HYsCQnBco/LhTMrC1vFihhMprD6+fv3oxVdQWurXDl4M/UAd24u7oMH0Ro18veVz4dz/35MSUkY7fZTfYuEEEKI01Ji0rV27VpcLhd9+vShVatWMperDGTt38+TQ4eyasECUBRSqlbFZrGQsWkTms9HaDqhAharlSEPP8yvH3/Mob170TQNRVWp0agRd77xBhNHjWLf5s3B/RQgsWJFKlavzs4VK4JtKRR/81UgLikJg6bhOnoUrahegKGojlL0WAnZTwl5HtieWL06N8+YQeXmzXVf+865c/llxAjy9u8Hn4/aPXty5Sef8Pdrr7HyjTdA01BNJtqNG8dF99/PntmzmTdiBM69e/19o6o4qlWj6yefUK17d9w5Ofxxyy1kTJ2KBmyuUIG6gwez89NP8eTmomkatW64gdbvvovBaj2Zt0kIIYQ4bYp2gkxq06ZNTJ06ldWrV9O2bVuuvvpqatWqFav4AP/dulu3bh3TY8aCz+djUJMmZGzditfjAfyJkEJ4EhMqkOzo3aVSURTMmhY8Zxy5vxH9pImQ+uYTHN8UUtdIeKIVeq46sN3scDA2IwNbUlJYO4c2beLTVq3w5OcHy1SzmfiUFDyHD4eVG+122j36KKtfeAFfUXlobEa7nX7Ll7P83ns58Pvv+FyuYq87UN9gs1Gtf386Tp6s8+r+GdLT02ncuPHZDuOcI/0SnfSNPukXfdIv0fOWE86IT01NZcyYMXz22Wd06NCBV199Ve6XeIasXLCAg3v2BBOu0AQmmsDok16mrGkanhLa8Bb9jvamB9qMlnCFthFaP/JxaJm7oIBVX3xRbNvyN9/EW1gYVuYrLKRgz56whAvAk5/Pspdfxut0BuML2+5y8fezz5I5f36xhCsyZm9BARnff4/r0CGdiIUQQoiyc8IV6QFyc3OZNWsW06ZNo6CggKuL5gOJ07Nv586wZEWJ8jhSSdtKo6Sk6kQnkENPOZZUN7BN8/nI3rq12PbDmzaheTzFyqNx5+WhRpxuDfJ6Obp+ParFEkzM9GIJUM1mnPv2YSlXrtTHF0IIIU5XiUnXL7/8wvTp09m7dy89e/bk6aefpnr16rGK7YLXqHVrfN7j4zCRI0fREiNfCW2WNHQZaM/H8dOMJyswylZS4hZ6LMVgoGaHDsW2V+/alYwFC/DoJEl6HJUro2VloUWMjgGoFgtVe/ViyxtvlBhLgObz4ahbt1THFUIIIc6UEk8v3n///Wzbto3atWuzadMmJkyYwIMPPsiDDz4Yq/guaPWaNqVDr15YbDYgZHQo4neowNypYvOxVBWr3R58Q/X2NRT9jpa0BRIpLcr+RBw7cpK/XltJtWrRpF+/Yu20uvNOzAkJKMbjeb/Rbqdqt24Yi/ojtLzbe+9hKrq6MSw2RcGckEDamDE0HD0aQ+jViUXryRlCqhvsdpo+8USxYwghhBBlrcSRrs8++yxWcfxjvfDNN3zx+utMee89XAUFXHzVVdjtdmZ98QW5hw+jeb3+JRE0DYOq0rBNG+6aMIFf3n+fhd9/j9vlwhoXR8+bb+b6xx/nu/HjmfHuu/iKTt2ZzGba9e9Po3btmPzQQ2g+f8qlmUzEJyaSm5UFFE18N5tp1rMnitfLpnnz8BQUhMUaNiG96LcGOJKS8DqdeFwuf1KoaZgtFpoPHEift94KW/IhwFa+PDetWMHCJ59k6/TpmOPjaX3vvVw0ahS75szhzyef5MiWLVRIS6PTc89RpUMHKq5YwdLHH2fHDz+guVwYrFbqDBhAm/HjsVaowEX/+Q8JjRqR/uqr5GdmUv2KK6h3881sfe89shYuxFq5Mk0ee4yachsrIYQQZ8EJr148F1yoVy+eCXKViD7pl+ikb/RJv0QnfaNP+kWf9Ev0vKVUE+nFhSfv8GFW/fILAC2uvBKLw8Fv77xDxpo11O/UiWP79/P3lCkYTSYURcHmcNDz0Udp3KMHh3buZPPcuSiKwq4//yQzPZ3UHj249JFHMBqNeAoL2TJzJnlZWdTu2pXy9eodP+7Bg2ybORPVZKJW165s/vFHDvz9N9U6dqTxDTdgtFpxHTnCjl9+QfP5qH3llVhLOeHd63Sy93//o/DoUQqrV4d/+D96IYQQ5xZJuv6B/vjySz685RYMRfOpvC4XiteLVjSpf+EnnwDh87dUYMNvv+FITsZbdCVh6NWHW37/nZlPPcWwr75i2qhReF0ufEVtth4xgqvefpu/P/yQX++9F9VoBK8XraAg2P7qDz/k11Gj6PLUU/z19NP+uV6ahs/j4bIPPqDJjTeW+Jqy/vqL33r29F+Y4PPh9XjwPfggrZ577gz2nBBCCHHqJOn6hzm8dy8f3nIL7oIC3EVlRkq+WpKi7T4g//BhVPyLqEbyer1Muu66Ygu3rvi//yOlUSPmjR0bvFrRpHM8r9PJokceKTYpf+7IkVS/5BISoizK6/N4mNu7N4VHjoSVb3zjDSpfdhlVuncv4ZUJIYQQsXHCxVHFhWXpt99CyDS+khZkDb3KMXTiX0kfGh/Fr4505+WxZMIEfG531GMFeHXKfF4vm77+Ouo+mQsX6i6K6snLY8uHH5ZwNCGEECJ2JOn6hyksKAiugB9LnqLTjXDy64NpHk+xVepD+ZxOUPRb9RTdKFwIIYQ42yTp+odpedVVGEOWcCjp0tVoK+SXtDhr5D0YAUx2O00HDcJUtIbWyS7uarBaqVvCXRBSLr44uERGKKPDQe0bbijhaEIIIUTsSNL1D1OjWTO6jxqF2W5HURT/j846WlA86VIouqm2zaabOCnApfffj8luD67NZY6Lo1KzZlz23HM0GTgQk8MBioKP4gmfoqrUveoqjHY7iqqComB0OGg6YgQVL7oo6msyxcXR/oMPMNhswcVWVbudCh07UmvQoFL2jBBCCFG2ZCL9P9DgV16hTf/+LC66EXWnwYOxxsXx3dixZG7dSkrduuTs20fm5s1QdL9Ds9XKRddcw3VvvcWmWbNYM3UqBYcOsX/VKgoOH6ZSo0Zc99FHVGnWjE533cXyjz8mZ/9+GvTqRZP+/TGYTFz18cc0HzaM9V9/jcFspmq7dmz69lsObdxISloaFz/9NBUaN2bfn3+ycfJkfF4vDa+/nqpdupzwNdUdOpTybdqw9ZNPcGVnQ6tWtB85EtVgOOG+QgghRCzI4qjnOVmETp/0S3TSN/qkX6KTvtEn/aJP+kUWR73gOfPymP3ppyybPp0KNWrwr1GjqNOiRYn7HNy+nV8nTGD93Ll4CgtRgNyDB8HnI7FiRZKqVgWfD1tiIgWZmRzavh1N0/A6nf6rBX0+NK8X1WDAbLViNBoxWq2YLBZMFgv5Bw/iPnbMf1uguDgqpKaSvX49voICDKrqv4pS0/y3ILJY0NxuFJ8PFVCLbn2kALaKFancqhUFe/eSs20bPqcTc1wc5dPSqNCqFXm7d4PPh71KFfJ37cJWuTKW3r1jtjiqr7CQQ198waHvvsNYrhwV77yTuI4dz0zbPh8FL71EwXvvgduNZfBgHC++iBrllPA5a/dWmPwW7NgIrbvCwDsgsXSL3gohxIVCkq4LQP6xY9zfpg3Ze/bgys9HNRiYO2kS933yCV2izGnavGgR/+nZk8KCgrAlJAIfCNfRo/7Ti/jvsxh638VAncBzn9eLKy/Pv+7X0aMo+NfhCiyuqgGenBwOLF/uT6gArei0ZeDIHpcruE2BsJjyMzPZPnMmxqJYDID76FEOLFjAgQULgjEFl79QVZQvviApN5f6N91U6n48Fb7CQjZ07UrB2rX48vJAUTj8/fdUe+45Kt9332m3f6RdO7zLlwefO197DdcXX1AuI+P8OXW6bD6MuhLcbvC4Ydnv8Pnr8M0KqFTtbEcnhBAxIxPpLwA/v/kmWbt34ypaVsHn9VJYUMDbd9yBu7BQd5+Pb7mFwvz8sOQm8GEotmhpyOPIhCtAi3gcWGw19GrGwONAeWg7oftHbgsmbvgTrtD9Q+MOHt/nw+d0smT06GI37T7TDn355fGEC/yr6Ofnk/Hoo3gOHz6ttgtnzQpLuAK0/ftxvvrqabUdM5oGTwyHgnx/wgXgKoCjh+DtJ85ubEIIEWOSdF0AFk+ZQmHRSu+hNJ+PHatXFyvPO3yYg9u3FysPve1PsbZCHpdmna3IOqX9oAWuiozcXy85C92mF5NiMJC9bFkpj3xqDk2ZcjzhCj222UxO0SjcqSr473+jbnN+9dVptR0zhw5C5p7i5V4PzJ8e+3iEEOIskqTrAuBIStIt93o82BMSipWbrFbdJKW0a3adijN1tcbJxKF5vZh0Xv+ZZCxXTn9hVk3DcJrHVku40beSmHhabceM1RY2mhrGER/bWIQQ4iyTpOsC0Oeee7A4HGFlqqpStUEDqqWmFqtvttlo2adP8IbXAXprZ0H4SJIWpU4kvdONettCjwH+04d6dULvDRm5TTduRcFerRrJaWmliPbUVbzjDlSbrVi5weEgvhRLXZTE/u9/R93mePrp02o7Zhzx0KknRE78t9rhhrvOTkxCCHGWSNJ1AejQty9X33svJqsVe0IC1rg4KterxxNTp0bdZ/hHH1G7TZuwq+ACN7UOTZIURfFPfC967g2pGy2ZMoTUDdQJ3JMxcv9Qgee+iDqBhMuIf15XaF0A1WJBNftvwW2w2zHGx2OuWpXuM2agRLk90JkS16ED1V58EcVqxZCQgBofj6lKFVJnzUI5zYnuhipViHv77WIjadb77sPctetptR1Tz/0fNGwJNgfEJYDFCj2vg8F3n+3IhBAipuTqxQuAoijc+Nxz9LnnHjb++SdJlSrRsH37EhMOR1IST/zxB7tXr2b3mjW4CwqIT0lh14oV+LxeqqelEZecTGFBAfakJPB62TxvHvGVKpGzfz85e/eCppF78CD25GQq1KuH5vXiKF8ek8WCJT4e55EjbJk5E09+PjU7dyZt8GCWv/ceB1auJKVxYwoOHiR73TqsSUnU6dkTT34+excvxmAwUKF5cw6np+N1uWj90ENY7HY8TieZf/7JkY0bqdi2LeUaNyalbVsOr16NpmkkNW3Kob//xlqhAllJSSTUqxeT/q98991UGDaM3AULMCQmEte582knXAG20aOx3HwzBW+/jeZyYb/zTtSUlDPSdswkloMvl8KGlbBnBzRuBVVrne2ohBAi5mRx1POcLEKnT/olOukbfdIv0Unf6JN+0Sf9Ej1vidnpxSlTpjBs2DCGDRvGwIEDad68OevWraNLly7B8hkzZsQqnPPeHz/9xO1NmzKmRQv6Wq30UVWuVlUG2GxMuOkmjmZlhdXfv2ULL/fpw40OB7elpPDV44/jKVpOYuW0aTxUpw4jVJURqsp9lSvzx+ef6x73wIYNvN+7N2Psdh6vVIlfnn4ar9tdYqzewkJm3H034y0WnlEUxpvNTL3lFtxRlnM4vHEjP/3rX7xjtzOxYkX+fOqpEo/hKSjgr4ce4svy5ZkcF8fca67BtUfnirkQGV9/zeyGDfnZZmNuWhoHfvmlxPoBrowMNg4cyJ9xcSwpV47t99+Pt2ipjnOJ5nLhfewxvBUq4HU48Pbti7Z16+k16vPBhxOgdXWoZ4cBl8Dq4ktaiLPMeRAW3wjfJMC3SbB0JBQePdtRCSE4SyNdTz/9NI0aNUJVVXJychgxYkSJ9WWkK9zC77/nP8OG4SooCC4oCuGLg1aqXZt309Mxmc0czczkgUaNyD96FM3nnzFlstlo0asXPUaM4N3rrsPjcoUdw2g2c8Mbb9Bt5Mhg2ZE9e3ihaVOcx44Fr0gz2Wyk9e/PjZMnR433yz592DxtWrHyGp07M3zhwrCy3L17mdSkCYUhxzDabNS9+mqujLJMwq+XX07mwoV4A8tmqCrGxESu3boVS3Jysfq7PvuM1XfeGZYsGWw22n7/PZWuvDLq6/Dm5LAiNRX3wYPg9c9OUywW4tq1o9nvv5f5/LGT4e3bF2bNgkBiq6qQlIS6YQMbsrJO7a/QZ8bAZ+/519wKsDtg+lJIbXJmAj+LLoi/zr0umNYY8jNAK/pDRTVDfEPovRKUU/s7+4LomzIg/aJP+uUcGOkKWLNmDVu2bGHQoEGsXbuWefPmMWTIEB577DFyc3NjHc556eOxY4MJV+RCouBfn+tIZiZ//vgjALPee4/CgoJgwgXgLihg1cyZTL7vvmIJF4CnsJAp//43vpB9fn/jDf/oVEie7i4oYNWUKRzatUs31kNbt7IlyijSnqVL2ff332Flq95807+gacgxPAUFbP3pJ47t3Fm8/VWryFy8+HjCBeDz4SsoYMsnnxSrr2ka6x95pNjolLeggPWPPKIbZ0DmZ5/hzckJJlzgH1HKW7GC3DJeD+xkaBs3hidc4B+lys9H++CDU2v02FH49J3whAvAWQBvPnfqwYoza/cUcB08nnAB+Aohbzvsn3324hJCAGch6frggw8YPXo0AGlpaTz88MNMnjyZGjVq8M4778Q6nPPSfp2FTSM5c3ODC6NuWboUt87iqUaTiYM7dkRvIyeHgqPHT0vsWroUr84K90aLhQPr1+u2cXDt2qgjQJrPR2bE4q37ly7Fp3MMg8VC9rp1xcoPr1mDohb/GPucTrKWLCle7nLhOnBAN57cjRt1y4Pb//pLdyFUgHydRWjPmnXrii/RAOB0ov3556m1uWs7FF0hGsbnk1OM55Ijq8Gj88er1+XfJoQ4q2J69eKxY8fYtm0bHTp0AODyyy8noWgBycsvv5xnn3026r7p6ekxifF8kJCSwtEoiUOA2W5HiYsjPT0dR9WqGEymYvOiPIWFJFaoQH5mpm4bBrOZHXv2oO7fD4C1enUUoxHN4wmr53Y6OYr+e3RMVYl6BltRyDGbw/ZToxzD43SSrSg4I46RazLh83qJpFgsuCtXLhaTpmmoCQn4jhwp/np16ocqqFgRrFaISGB9msYBs5lD58hn1GwwULOwsNhfVD6zmcNVq+J0Ok/635OaV0ADp7P4LZcUhZzK1dlzjrz203Eq/XKuScyNp5Jqx+CLGMlVzOw9aiP3FF/fhdA3ZUH6RZ/0S3QxndM1Z84c/vjjD/5dtOjjddddxxNPPEFaWhqTJk1i3759PPzww8X2kzld4f733//y3t13+29ujc6cLkUhsWJFPtq+HYvNRtbu3Yxp2hRnTk6wDaPFQoMOHbj8llv49NZbg5PqAwxmM33HjeOqxx4LlmVt28ZLaWkUhoz2GK1WGlx6KSNLmIj+ycUXs3vRomLlKc2aMXL16rCRsKPbtzM5LQ13yKlmg9VKta5d6T9zZrE2NE1jevv2HF61KmyEzBAXxzVbtmCrVKnYPlvfeIP0xx4Ln9Nlt9Pyv/+lepQbhAO4Dx1iRf36eI8cCZ7+VEwmbI0b02LlynNrTtcll8CSJRB66jg+HnX9ejbk5JzafIsHb4Efv/SfUgyw2WHKfEg7//99XhDzUDz5MLVu0SnGoqkBihHsNaDPJlBP7e/sC6JvyoD0iz7pl3NkTtf27dupXr168PlTTz3F888/z7Bhw1ixYgWjRo2KZTjnrStGjOCO114jMSXFv0hoyJe9oii06NGDV5cswVK0UnqFGjUYN28eddu0QVFVjBYLna+/nod//plOw4Yx9J13sIbcssZss9H/mWf416OPhh23Qt26jJ4zh2qtWgXbaTtsGCO+/77EeIf873807N//eJyKQt2ePbl5/vxiiUpinToMmDOHlIsuQlFVDBYLjYYO5aopU3TbVhSFnr/+Sq1rr0U1mVBUlQodOtB48mTdhAug7j330Pi55zCVLw+qiqVKFdLefbfEhAvAVK4czRcvJr5zZ1BVFJOJcv360XTu3HMq4QJQp02D668Hi8U/ib5tW9Tff0cJ+fd30l58H24e7Z88r6pQNxX++9MFkXBdMIx26PknVLwMFIM/4ap6BfRcdMoJlxDizJF1us5jmqaxZtUqmqWl4SksRC1akNOoN5+nSKCeGrF4p6Zp/nlfioLJYjlhEuEpLEQ1GlF15lNF4/N68RQUYLTZih1fj7foGHpztqK1r3m9GIpOWZ7oLy1N0/C5XKileL3FjuV2o6jqGVsEtaxoXi94vSgh87FO+69Qnw/cbn9CdwG54P4697kB5YwkWxdc35wh0i/6pF+i5y3yp0+E7KwstmzeTJ26dakYZaTkTNm7YwfZ+/dTr1kz7HFxwfLco0fZsX49KdWrU6lGjWL7HczI4ODu3dRs3BiTxUJWRgaH9u6lYu3aLPruO1x5efQYPpykihXx+XzsXL0azefDaDbjLiigVsuWZO3axcEdO/C4XDiPHuVYZiZ52dlUbdwYe3Iy1vh4qjdrhjU+nszNm9m2dCnbfv+dcrVq0aR3b/B6ia9ShU0zZ2Ky2ShXuzZVmjfH43Sy9bffOLxjByabDbPNhq18eQ5t3EjVtm2petFFZK5Zg7ewkMObN1O1fXsqNm8OwJFt28g7cIC83bs5uGYN1bp2xRIXR2K9etgrVgy+/sy//iJr+XLsVauSULcuyU2b+m9XZDCAwUDujh3krlqFu0YNTCH9GklRFAxWK+Cf1H9s1SoUVcXeoAF5a9ZgTE7GUXTvSldGBs7du3E0aYIrI4Pcv/7CkZaGqVo1jvz8M9bUVBK7dsWTlYVz82YsdetiKuHzo2ka7g0b8OXkYGnZEsVsxpubi/Onn1Di4rD9618oxtP/56kU9clJ274Vsg5C0zSw28O3qWrZJlz7d0LWPqjTVG6KfTrU6H98CSHODkm6ini9Xh4cPZrJ//d/WCwWXE4n/a69lnf++1/MeldtnYajhw4xZsAA1i1ZgtFsxuN2M2r8eIbcfz//ffppPn/pJUxmM+7CQlpdeinPfvMNjvh4CvLyeP6GG1g+axZmiwW300lS+fLkHzqEz+cLXlmoAP/3yCM06tiRozt3kn/kSHAZBpPNhuZ2++ckeb2Efh0HxnpU/AmJyWQiISmJ3IiJ9j//+9+YFAVN0zAE6uP/gleK2gy9SXaAKaTtwJwoFUioXp2katU4+Pff+AoLi+1rNJtpOHgwHZ95hilt2uDMzDw+j01Via9Th55Tp2KvUoX511xD1h9/oBmNbPF6SXvqKZrqzBMMdWjhQlZcdx3e3Fw0txtfYaH/QgRNw16U8B1dtAjVZMKbm4tS9LqVkNcO/vldRkVBtdnQnE6SBw2i1kcfoUSMPLq3bWNvnz64d+zwJ0WqSly3bhT+9NPxpTKMRspNnoxj4MASYz/jMg/AkH6wdpX/CkivF8a/AsNHnnDX05ZzBB4bAGv/AJMZPG4YMQ6Gji37YwshRAzI6cUirzz/PP957jkKQiZX22w2bhk1iudfeeWMHmtk9+78vXBh2OR1q8PBoJEj+em993CGxGC2WOjUpw/PffstLwwZwsIpUygsunrOwPGbS+ut1xWoYwnZFppYGXXqB7YBmNFPnojY1xRRx4z+Pmb0JxEGyhWiH89ss2E2GvHl5IQlOgHWihWpnJZG5vz54RPq7XYu/uILavTtq9MqFGZnM7d2bbw6a8QZi16bGpIkBqgUf91w/MbcAIrNRsrdd1P9pZeC2zWfjx116+LZvdt/mq6EtlBVqmzfjrFmTd3YT1WJQ/892sOqFRB69ajNDl9Pgy7dzmgcxTxwJaz4DdwhF3VY7TBuMnTtV7bHRk6JlET6Rp/0iz7pl3NkIv257L033ghLuAAKCgr47/vvR1/y4BRk7tnDqsWLi10t6MzL48f33w9LuAAKXS4W/fwzB/fuZcH33wcTLij+5uklK16dbYERmmg0Sk6AQtuNfFzSiaxovRiaMEY7nqegAG9OTvTt+fnsnTev2Bpf3vx81peQNO/96iv/vKco8SpQLOEK26ZTHqitFRSQ9e67YZ8f56JFeLOzgwkXEBw1K8bnI2fChKixn3FbN8P6NeEJF/gXRH33tbI99qED8Pfc8IQLwJkPk/9TtscWQogYkaSryFGddZsACvLz8Ub5Uj4VR7KyMEWZ6O7WWRkeQDUYyNqzJ+wqxdNVUoLDCbadart6SdepHEc32fF6o05qdxatM6an8MABfFHuAVlSql3aNNyXlxe+un5mZrH3saQ+8Oqswl9msg6CMco8oP37yvbYR7PBEOXYh0tek04IIc4XknQVaVu0YGukxs2aYTwDE5oDajdqpFtuNJmoVr++7lV99rg4GrRqRWL58id9vGhf6D5KThx8JWyLbDf0Q1RSu9FGhkpLi/gdvlHTvWpTMZmocsUVUdssd+mlGKJMtj9RUlqa2G0tWoRdfWnr2BEiRuNK6jPbtdeW4ihnSLMW/nlUkSwWuLx32R67RgMw6Pw7MxihXc+yPbYQQsSIJF1FXnz9dRxxcRiKkh5VVbHZ7Ux4990zehyzxcKDr7+ONeSKMJPZTEJyMk989hmOhIRg8qAoCha7nTHvvovRaOSe997DYrcHlzfQAl/mgec6x7NbLOGnvIp++yKehwokGyWN70UuyBpQUruqTrladBzVZAomH5F1FMBot9Ng6FDdxMtgtVJ/2DDavf02hpB+Vc1mzElJNItYbyxU+W7dSOrYMWy/wDEV/Ku4KyZTsdGpQGqs93oUAIMB1W6nxttvh203Vq1K0j33oDgcwTJv0RWUkQy1a2OP5UR6hwPGvRh+taLZAuUqwMh7y/bYRhPc/yZYQo5tMkN8Etz0eNkeWwghYkSuXizSolUr5i9fzoSXXmLl8uU0bd6c+8eOpUmzZmf8WH1HjKB6vXpMeuUVDmRk0KFnT4Y+8ADlK1Xis9Wr+eKVV/h73jyq1a3L4IcfplnRKFzHPn14dd48vn75ZfZs3kyzLl1IqV+fzXPnsnfzZvKPHePIvn1omkb1Ro14+Kuv2Lp0KXM++ojc7GxUwBYfT7127TiwaRO7Vq/Gk5fnv2KvaB6PwWDAYrPhKFeONtdcQ+1WrZj1n/+wb9264A2zHfHxJNeogTsvj9y9e1EVBUf58jS68kqObtvGzkWL/FdIKkowQVR8PpS4OKo0bkxBVhb5Bw/iKywkoVo1Lnv5Zezly/PXK69w4K+/cB0+DF4vqslEXKVKVO/WjbaPPEK5xo2p3r07Sx9/nMIDB1DNZpJSU2kxdix1r78eRVGIr1uX9a+8QvamTdTp04fGDzyArXLlqO+Foii0nT6d3R9/zJ5PP0XTNGxVq+LasQNzSgo1770XS0oKu19+mYItWzBXrYozPR1vZiZqUhImqxX33r0YEhJIGT4cLTOT/BUrsKWlUWnsWGxNmxY7ZvmXXsLasSNH3n4b35EjxA0cSNx113H0vvtw/fYbGI3Yhw4l+ZVXzsiyESfljnsgtTG8OwEO7IeevWHU/VDu5EdZT9oVw6BybfjyFTiwC9r0gBsehPLR3z8hhDifyNWL5zm5SkSf9Et00jf6pF+ik77RJ/2iT/pFrl4UQgghhDirJOkSQgghhIgBSbqEEEIIIWJAki4hhBBCiBiQpEsIIYQQIgYk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBuQ2QAKAv6dOZcq//83BbdswWa3UbNGCA+vWkX/4MIlVqtC8Z092/fUXqqrS8dZb6XTbbRiMRo7s3s1vL7zAhl9+wZ2bizs3F5/TCRy/L6PC8XsSBn4HHqsRZYF9AuWh+xsitofeGjx0W6Cd5UW/DSF1Q48duk9knIaIMjWkriHieWjsSkICtsqVMRgMFG7YgFp0w4fQfRVAUVUUnw9jRAyRfRLY1xByDFVRMARuJGEwoCgKBkVBMRpRnE4UTfOXVamCmpAArVuj3nADyltvwO+/08jtLmrUAMlJUL8urF8NLpe/zG4DtxO8HlAVsJnB5wGbA2rXhk1rwOfzt5FcDi7vA3Xrw5cfwIE9EIjNpPgfK4Cq+u/t6LCDzQb5x8DnhQqVoVotOLAbKlSBYQ9Bpytg2WyY/DIczPDfDmjoI1ChKlF5PfDrx/Drh+B2QbkqcGQPOJLgX3dD50HF7p8ZZm86Nb+6CQ6sA9UArfrBoFchIQUKC2D+O/DX52AwQefboeMIf72Aw7tg2gOweab/NdfuBH3ehIohN7jfNhvmPQ5Z6f59a10G3Z4DWxIsfQm2/wpxlaH5bXBwKeycCfbK0PohqB39pu0nxeeGHRNh18f+5zWHQ+07QDWfmfZPlfN3OPIieHeC5RJIehSMNUvex7sMXM+BbwOo7cDyOBhST+HgbuAT4POi50OB4YDpFNo6GQeAb4B1QCVgIFD8tmGitDTAg//91PCnN2aK3yH47JLbAJ3nzsTtFn4eP56fnnkGn9tdbJsR/389oQmRyW4ntVs3Br7zDq+3aoXr2DE0rzeYqETeDFsjPJEJJBRmwhOW0H0C9QL7mErYHpmkEFJXLTpOIKZALJYoMSohxwpNgCKPHUiWQreFvk5jlJgIiZmQeqFMOmWh5ZHJYiDWqH2kquDzoSpR8o7IzggNNPA78IbpvSiTTnngz7nIupYowQc602qHS/4FS6aDM7/o+CaIS4BPVkFKNZ0XAIzvBytngSv/eFngzbA64PLbYMQE/X13LIfnOqF5C8NDc5SD59Lhgz6wdw24C/zlZjs0/Rfc8o3/+aHtMKE5FOaFt2uywKg/oGorWPEBzLwXvK7wOkYrOGzgzgNfYVEZ/qRMK7rlvNEOnZ6DVvfpx19amgZ/XgnZC8Bb1E+qHcq1h05zSkxKy/S2LjmT4NBI0ALvnRHUOKiyAkx19PfxzIT8AUAB/n95BsAGjoVgaHESB9eA/sCSorYA7EA74AdO9IV96v2yF7gXcAFF7zMW4D6g6ym0d245O7cBcuFPuEIp+N/P2CdechsgoSv/yBF+Hj9eN+GC8GQkwJ2fz+Z585hy1104jx5F83qLJSaRI0iBtgJCR2709gHwcfy/05K2R0tuArwhjyNHsaLFGDoiFvn6A21GblN0tkVT0l860fbzop9wRcYdygfBG5XripYcBXYONB6toxWd8mhvaGig0Y7jzIffvz2ecAF43ZB7FCa9oP8aNv0FK2eHJ1yhcbvyYOb7kL1Hf//Jd0NkwgWQdxi+uBv2rz+ecAEU5sPa6ZCx0v981rjiCRf4R9ym3w8eF8x+qHjCBYATXEeOJ1zBvw5CPrWefFj8uD8xOx2HFkL2wuMJF4AvHw7/BVlzT6/tU6V54PC9IQkXgAd8OXDk6Sj7aFAwCsjn+AfKC+SCc8xJBrAQ+IvjCRdF7f4FLDrJtk7GJMBJ+P9OLuD9iDJROj6KJ1zg/3zof7edLZJ0/cPtXLECgyn6MHq0D4jH5WLbokVhX+iRSVSowPcf+P95RPue1hOtzRPtF3q8UCdKiErjTA0PR7ZzqolaIDmOJuq20nZGtA+CXnlJbZ6o46JmnB5YNkt/2/qF/sRMT+DNN5ph05/6dXYsj3JQDTbMBVeuziYfbF3of7zltyj7A7uWQPbG6NvVouOEPtfrA9UI2euit1Ma2QvB6yxe7s3zJ2Rng2cnaIU6G7zgjNaveaDt0t/kjfIeR/Un4QlXQEHRtrKyhuL/M4E/Ecsuw+NeqEr4w/IcS2Il6fqHS6hcGZ/Hc9L7maxWHOXKhZVphCdXkUIHQEqqF+lk6pZ03DPVXlkqq7iitlvazohWR6/8dDq4pH2jzelKrgymKHOSgkOYPkiqrF/Hnhg9nviK/lOAkQwmSChqLz5KuwD2cuCoCF69xILirzXaa/cWgr1S9OOUhqUyGPRei82/7WxQy/lHu/QYosVkJep8K6X8SQZQqag9vWNUPMm2TkZSlHIfEFeGx71QndKfnGeFJF3/cNWaNKFq0+iTN6P9/aAajfR+7jlMdnuJ9aD4KIxC+N8e0b5nAyNc0doObVNv/8CH2xBRXtq/e0pKIg0lbAudP3YiJ/PfgYHjp1T12impD6MqqTNC/3fQIn4H+HTKS/ow6AUTNhfMDHHJxZMoqx0GP6zfZod+YIiSdKn450clVYJGnfTrXDkWFJ3/ClUjXPN8+IT5QMBGCzTr43966SP+usX2V6HrQ/7J8bW76R9DM4EakkDovcGqGSq3h4Ra+vGXVtVrQdGJUzFCtYGn1/apMiSD/SqOTywsotghcaz+PooRTLcAtogNdjCf7OnFvhT/HwL85937nWRbJ+M6ir1mTEAn/HOQxMkpaXi9rC+IODmSdAnumz6dOm3booROpFWU4CRyD6CaTJgdDswOB+Xr1uWeuXNpNWgQvZ55BoPNhmo0Br8vAr8DP6HTfgK/A9eZhH6Xh37XBOoGyr0U/y4K/FcZ+Ds5cn+9kbVAPJExhs6JCt2mVy90/pduYmYw6OYioaJNewp9zZHlkbFFbo/cpgAGhwOsVmjZMniwYjFFy9ZCD2zkeEdH1lPNkJAUXh54w0406mVQ/VdIOhxgsULLi+GjZdCqG5itYE8AWxzc8SJ0uFK/DYsNnp8LVeqBxQ4mq39SuM3m31YrDZ7+LfpE8Z73Q9fb0ELfDdUEN74HLa+GUTMgoQpY4vyT6FPqw33z/BPlAdKuhR5PhydnqgqdRkOne/3P+38JtS8DJaSOYoTWd8Nlb4ApHswJoFohsSGY4vzPDVaoejH86/sSOrGUTPHQeQ7YaoPB4f+x1YROs8CUdPrtn6oKn4KtFyhWUBKKEq4nwXFN9H2sr4LxWvwjUgn+3+bR/p+TkghMBWrgT3bsRY9/Kmq3rHTFf7WipeiYJqANcE8ZHvNCpuBPwiNTGiv6SfXZI1cvnufO5FUi2bt2sW/DBuxJSdRIS+PQ7t3sWLqUBl26kFyjBvvT01FUlUoNG4YlaIX5+RzcuBGDyYS7oICju3aRsXw5jvLlMVks5GdlYYmL41hGBrbkZI5u306Fpk3R3G5ydu3CmpzMztmzyd29G2tCAraUFNA0Cvbtw2izUefqqzm0fDlHt27FZLGA1wteL5aEBCyJieDzYTSbUVX/PzhL+fJkr1tH7T59sJUvT9b8+VgrVSIxNRXVZuPYmjVoBQV48vLIXb0ae61aNBg3jkOzZ+M+cACD3Y43P5+CzZvxud1YkpJQDAb/xXU1a2KpWRNyc3Fu344xPp7CjAzcGRlUvPNOki65BO/Ro5gbNSJv7lyOTp9O4fr12Nu2xVSxIorJhKooWFq3xrtnD4V//40SF4ficmGsUwfF6x960goK8OzYgbFWLcwtW+KeMwffnj1YevTAmJaG++efATD17o22bRtYrajJyfjcbrQvv0S95BIM3brBzp1Qrx5KYiIcPQp//UXGimVUr9/An5RUqgTNmsOa1TB/LnTs7E+AjhyCjF2QmASNmsCqFVC9JrTtCPNmwqxpcGlPqFIdatcHRxxs3wSb1sKOTVChEjRrC7/9ULQEQ0dIKOc/zVcuBbIPQKELyleESjVgRzokpUCl6sc/kFl74dABqNXInzydiKbBnk3++V/VUmH3en/SVinKFXARNq5cSkM1y59Y1et4PKkC/xIZ+9f7R9QqNtBP4Arz/HO4fB6o2R6sOqctc/b653gZLJDS9HgdjxOy08FeEeKr+Z8fSgdbCsRXL97O6dA0yN3g/x3fuMSrFgNicjWaZz9494Gpof+qytLwZfnnd6n1/QnbKdOATUWPUyntGPTp94sT2AOUA5JPo51zy9m5ejGgtJdYla1oeYskXee5s/vhPndJv0QnfaNP+iU66Rt90i/6pF9kyQghhBBCiLNKki4hhBBCiBiQpEsIIYQQIgYk6RJCCCGEiAFJuoQQQgghYkCSLiGEEEKIGJCkSwghhBAiBiTpEkIIIYSIAZ0bcf0zFRQU8Ptvv+Fxu+l62WUkJJzeLSA8Hg9L581j05o12BwO0tq1o3HLlmF1DmVm8u4TT7Bm8WJqNWjAsLFjceXlsSM9HYPBgNFkQvN6cbtcWG02DuzcyaH9+8nNzsbqcFCnWTN2b9/ObEVhxf/+hzM3l1rNmqF5PGRu24bJYqFSnTpkbd/O0X37MKgqJrMZg8lElXr1SO3YkeydO9n2xx/kHz2KxW7HarfjzsvDZLWSl52Nz+nEZLHgSEykMDcX1WAgpW5dVFUloWJF2g0fTnK1ahzbuxeT3c6xPXs4tGULJpuNpgMGsP6771j71VeY4+Ko3q4dJosFe0oK5erXx5Ofz7bp07GnpFCtUyfw+VBUFVdWFkn161Oze3fM8fEU5uSw+csvObp1Kwm1a2NJTMSbn48lOZkql1yCtUKFYJ/6vF62T57M7jlziL/+esq1aEHWggXk79yJvVYtjDYbPpeLch06YK9RI7ifpmkcXrwY1969JLZtizE+nsPz5mGIi8Nety55K1dirlqVhE6dwlbj97ndZE6ciHPrVspfcw3xnTuHf65WrsS1aRPWpk2xNm2Ke9cuCpYswVi5MraLLw6/9dKJPlOrVuHduBFDkyYYmzXzx11YiPe339Dy8zF264aSfBqrWmcegMULICkZLr4EVi6HjJ2QdhHUrX/q7cbSob2QvggSUqBpV//teE6H1wOb5oLzGNTvCvEpZyZOIcQ/UkxXpO/Xrx/x8fEAVK9enZEjR/LII4+gKAoNGjRg3LhxwVu5hCrrFennzp7NkAEDgl+AHo+Hdz76iGtvuOGU2tu0di3Du3fncHY2vqLbuhhNJtLatWPiL78QFx/P248/zifPP19sqFHleCashvxE3jCakHqGiG0Kx2/xGXqPPyPhQ5tK0b5qyOPIewIaOX4fRCL2VUPqGFQVzecLthHaTuStiEOPG8oQcjxUFYPFQos77iD9rbfQvN5isakGAwajkbbPP0/zBx7gyLp1zGjbFl9BQdixIm8rq5rNqIpCnZEjSZswAdfevSzp3h3nnj2gKPgKClB8Pkw2G2phIYrbjcFuR1FVzFWr0uK337BUq8axRYtIv/RS8By/KaG1cWOar1qF5nSy48orKfj7bxSDAc3txpySgpaZCWYzaBrGypWpOWcOppo1KYmWm8uxq67C89dfYDCA14uxUycc//43Bf37+2+LBFBYiGXCBMwjR5bYnu5q0S8+Da++CGaT/1Y9Hpc/ToMBPG7o3R/en+R/fi7SNJj0CPz8JhiLPv2OJHhmDlRtUKomivVLxip4syd4ij5PHjdc9Qz0fOjMxn4ekBXG9Um/6JN+OQduA+RyuRg0aBA//vhjsGzkyJEMHz6c9u3b8+STT9KlSxcuv/zyYvuWZdJ19OhRGlarRn5eXli5zWZj6fr11Kpd+6Ta8/l8dKtViwMZGcW2GU0m+gwezK0PPcTAZs2i3hkqkByFJkSh9bSQ7YGvwNDtJp19Au3qDW2aIo4VWh/Ck7FIgcQpWhsWnX0jE7OS6gbKA8eJ3K4AZrudK2fP5vc+fSjMzi5VmwpgdDho/fHH7HrzTY4sWXI8eQmJs9j+BgMJ7dvTcsEC/oqLQwtJ8AIqDB+O2efj6FdfoblcweMV60eDAWurVtT+6y+dCI/Lvf12XJ99BkVt+V+YxZ/MhpYB2O3Y//gDQ1pa1PaK/Yc4dzbc0A/y846/8Mg3yGaHx8fDnfeXGOtZs+QneG0IuEL+HSsKVGkA72w4+fsL+rzwaDXIORBeyWyHu2ZC/YvPYPDnPvkS1Sf9ok/65Ry4DdCGDRsoKChgxIgR3HjjjaxcuZJ169bRrl07ALp27crixYtjFU7QtB9/1P1S9nq9fDN58km3t/LPP8k9elR3m8ftZvpXXzHxqadKvA2nj/AkQy/R0CKehz7W2wfAq1MG+rcGDY4mlbDPidqItq9efCWNnwTGkfRekwZ4CgpY/dJLFB46FLatpA+3Bnjz8tj86qscW7GiWMIF/veh2DG9XnJWrCBryhTdhAsg+4svwhKuQCx6bbnWrsW9a1f0ODUN1+efF0uuFJcrrP0glwv3Rx9FbU/XR+8eT7hA/w0qyIeP3zm5dmPpl3fCEy7wj35l74Fd606+vS0LoTC/eHlhASz84NRiFEL848VsTpfVauWWW27huuuuY8eOHdx2221omhY8pedwOMjJyYm6f3p6epnEtXXzZtwhp4cCCgsL2bFt20kfd8O6dZQ0eOh2u9m/d2+JbQT2jtX90Usa6jx792g/CZrG4YwM/5fsSco/eBD1JOZVAWiKQsaqVdG3u93F+jTaEXyqypZVqyBipPV4YxopLpdu4q3L6+XIrl0cLuFz63Q6wz7XNffuxRG19nGeo0fZXEb/Dk9X7az92HTKvSjsTl9DQf6JT4uG9kvc9vVU1TSdPwY0cjIzyDhH+6GsRH5mhJ/0iz7pl+hilnTVqVOHWrVqoSgKderUISkpiXXrjv8FmpeXV+Lk9bIaqhx80028/eqrxcrtDgdDbr75pI9bs0YNXr7vvqjbW7Rvz+B77uGxxYtLPGUXGGUpKQGLNvITTbSRn8DxQkdjAu2EjrqVdGy9WH0lxBKppLon+ro0Ohy0uvtult56K1pIAl1SmwqgWq3UHT6cvR98gEtn1ErF/5oiX6s5OZnmDz3E8uee0030HG3bYlVVCv74IywWvdEuo8NB/d69UUqYK3W0Sxc88+eHHcuHfx4dvohXGRdHhREjqFzC57bY0P+w4ZC+BvJ1RnaCgRoxXn3NuXvKoMdN8MUT/pGoEAaDSu3uA8AUObOvuLB+qV0VZj5YvJLZQfwlI87dfigjcrpIn/SLPukX/+lFPTE7vfjdd9/x4osvAnDgwAFyc3Pp3LkzS5YsAWD+/Pm0adMmVuEE1W/QgNvvugu7wxE26ta7Tx86Xnzy8zYccXH8+623MFvC/5NXFAVHfDxPv/8+vQYNomaDBmgQ/IHwL/hAuS/keehvQrZHtuGJKAsw6LQTSAQijwP+05GR9UPbjTwF6o2oS5RY9Mr0XovBaiWxVq1gQqeXUJptNiq0aUO9wYNp/cYbxbZH7Qu7HXutWtS/7z7SPv3UP1HeVDQBW1VRFKVYAqqYTKh2Ow0/+QRjQgJVH3+8eEBGI/UnT6b6Bx+gJiSgFH0ONKvV366taDzGZEKx26ny6aclJlwAjnffRUlIAKvVX2C1oiQnY3rgAbDbj89XcjgwXHwxhn/9q8T2ihl8EzRqAvai8S6t6J0NxGWzQ4WK8PBTJ9duLF0xEqrUB0vRa1ANYLbBqA9LlXAVY0uEa17zz+FSivrD7IAaraD1oDMXtxDiHyVmE+kLCwt59NFH2bt3L4qiMGbMGJKTk3niiSdwu93UrVuX8ePHY9D5AirrqxcBFsybx+effILb7ea6wYO54l//OqnL+SOlr1zJZ6+/zpply7BYrXS54goGjx5NxSpVAP+E+4nPPMPnr75KYV4eBpOJi7p2JaVyZbauXg0+HxarFbfLBV4vBkXhWFYW+Tk5+DweVIMBR0KCf17Q0aN43e6w4wcmtQeSqsBjQsrMdrt/rpDXG0z4QifuB34MIdsg5MpGg4HKjRtT86KLyMvMxOf1krtnD/kHD2Ky26naogW75s2j8Ngx/1WZFgtGqxVzXBwJVaviys4mb98+VIOBxBo1MMfHozmd4PWSVK8ezW+/ndpXXsn2H3/k7xdeIG/PHiyJiZgTElAAe+XK1B88mDoDBqAWJUwHFy9m+cMPc2TTJiq2aUPlSy4hc+ZMnJmZmIv2NVgsVOrdm5pDh2K02wHI27KFXe+/T/62bZS77DLMCQlkT5uGweHAkpKCa8sWrHXrUnXkSGz1jy+fcGTmTHY/+ijuAweIv+QSak2YgLlSJQDc+/aR/f77uFavxtauHUmDB5P3yy/k/forplq1SL7zTsypqaX6PPkOHMA5cSKeFSswtmmD9fbbUVNS8P7xB+6PP0bLycF43XUY+/c/YRKn+1doYSF8/zVM/wlSKkLvPvDH77B5I3S+FAbfDAmJpYr1rCl0woIvYdk0KFcVeo2Emk1Lvbtuv+xaAQsnQl42tBwAF10LBpN+AxcwGbnQJ/2iT/rlHLh68XTEIuk6X8mHW5/0S3TSN/qkX6KTvtEn/aJP+iV63iKLo8aYz+dj/rRpzP7uO2wOB1cPH07zois4AbL37+fN++9n9aJFVKpZk9H/+Q/NO3YEYP+OHUz74AP2bd9Oq8suo8fQoWxfvpz//ec/ZKSnYzKbqdOiBRarlYM7dmCLj6cwPx9rfDyXDhuGIzGR3z76iNzsbNr260fb/v0xGMM/Alk7djB/4kT2rl+PomkYjEZqtGqFAdi7Zg1VmjWj8+23k1A0miOEEEKI0pGRrhjy+Xw8MGAAS2bPpiAvD1VVMVutjHzqKW5+6CF2btzIsGbN8EZcTfnAO+9Qt3Fj/t2nDx63G09hIVaHA5PZjC8/H1/IWlB6k7VVwGg2o3i9GPCv2m5xOKjbpg2Pz5qFsejU3MZ583jzqqvwuFxoHk+xdkyAyWrFaDZz34IFVCthLaizTf7Sik76Rp/0S3TSN/qkX/RJv5wD63QJWPS//wUTLvAnYc78fN598kmy9u/nyUGDiiVcAG/ccw8vDhuGMy8PT2EhAM68PHIOH/bP+UJ/1fgAH+ApLMTt9eItWo/KlZfHtmXLWPzVV4B/PaiPhw2jMC8v7ArAUB7A43TiPHaML2+77ZT7QQghhPgnkqQrhuZ8/30w4QplNBr5c9Ystq1dq7ufz+vlWMRK6wHRFjWNJnSBAVdeHn98/TUAWdu3kxeyuOiJlqPYtXx5MOETQgghxIlJ0hVDjoQEVJ0ryxRFweZw6N53EoqWU4hcj+lMUBRsRWujme324H0iS0NVVd3XIoQQQgh9knTFUN/hwzGZI2//7Nf5yivpfNVVutviEhNpcNFFuklOYG0riL6WVajQN9xis9HjjjsASKxcmVqtWwePoddOYF+D2UyLAQOKTcIXQgghRHSSdMVQaloaD7zyCharFXt8PI74eOISE3lr+nSsNhtPffUVlWrWDNvHaDLx1rx5PPnNN1SuXRtbXBy2uDjMViute/TAbLEEkx8N/6gZioKxaFFO1WDAHheH2WYjLj4ee0IC1vh4TFYrfR99lCaXXBI81u1ff02FOnUwx8UFR91UoxFFVVFVFbvDgdnhoGpaGoPefz82nSaEEEJcIGSoIsYGjRpFr0GDWDJ7NhabjY49e2IpWmncbDYzZedOlsycyYKffqJ2kyYMGDUqmAD936ZNrFmwgIMZGTRu355q9euzcvlyCnbv5uDu3ZgtFqqlpmJ1ONi7aRMVatTg6IEDqEYjLXv2xGg2s2b2bPKPHKFpt24kVa4cFlu56tV5duNGNi9YwKHduzFbrXhcLqo1b46Cf8mIlPr1qdWu3WktHCuEEEL8E0nSdRYklS9Pr0HRbyXSvlcv2vfqVaxcVVVahIxMAVjsdlr261esboO2bXXbbnXllSXGpqoqDSOOEXAuLxEhhBBCnOvk9OJZ9L8vv+TaJk24NDmZUZdfTvqKFWc7JFx5eXw3diwPVqnCAxUrMnn0aPIOHz7hfuunTuX1li0Zl5zMe126sGPRohhEe/4qmDOHPR06sCM5mT1t25L/669nOyQhhBBlTJKus2TyhAk8e+utbE9PJ+fIEZbMns2tXbqwadWqsxaTpmm82r07v735Jsf27yfn4EEWfPQRz7dvH1wfTM/yzz7jixtuYN+qVTiPHGHHwoV8dPnlbF+4MIbRnz/yf/mF/X364FqyBN+RI7iWLeNA//7k/fzz2Q5NCCFEGZKk6yxwFxbywbhxOPPzw8pdBQW898QTZykq2PT77+xdtw630xks8xYWcnTfPv7+4QfdfTRNY8bYsbgjXou7oIAZDz9cpvGer7IffBCtoCCsTMvPJ/uBB85SREIIIWJBkq6zIHPPHt11tzRNI3358rMQkd+uv//GqzOi5crNZceyZbr7OI8doyDKwq3716w5o/FdKNybNumWe7Zu5Ty4K5cQQohTJEnXWVCuYsWoC5FWrVMnxtEcV6FOneBSE6HMDgcV69fX3ccSF4ex6OrLSInVq5/R+C4Uhig3C1dTUuSqUCGEuIBJ0nUW2BwOrh4xAqvdHlZutdu5fdy4sxQVNP/Xv7AlJYUtwqooCiaLhXY33KC7j2owcPEDD2CKeC0mu53Ln366TOM9XyU98QRKRH8pDgfJjz9+liISQggRC5J0nSUPvv46/W+/HavdjslioXzlyjzx0Ud0uPzysxaT0WTikUWLaNC1KwaTCYPJRO127Ri7aFHwdkF6ejz5JF0ffBBzXBxGiwV7+fJc9dprtBg4MIbRnz8S7riD5GeeQU1KAosFJTGRpCeeIOHuu892aEIIIcqQrNN1lphMJsZMmMC9L71EXk4OCcnJUe+9GEvlatRgzG+/4czNRfP5Sky2AlRVpeczz9D9iSdwHjtWbLRMhFMUhaQHHyTxvvvwHT6MmpSEIrdUEkKIC578T3+WmcxmksqXP9thFGONizvpfQwmE45z8LWcqxSDAUOFCmc7DCGEEDFy9odWhBBCCCH+ASTpEkIIIYSIAUm6hBBCCCFiQJIuIYQQQogYkKRLCCGEECIGJOkSQgghhIgBSbqEEEIIIWJAki4hhBBCiBj4xy+OumP7dmb8/DMmk4mr+/enUuXKJdbfumkTb7/wAlmZmVSrWZN6DRqQkJjIzClT2JKeTqVq1eg3eDD5ubms+uMP9u/ejT0+nmtHjKBOw4b8vWBB8J6LmRkZrPvzT3Zu2ECh04nJZKKwoACv243d4SAuIYHD+/djMBhIu/hixn31FSazmT+mTuXrF14gIz0dTVGo36IFVrudY1lZHNq9G1duLj63G7PVStUGDahUpw51WrQgrlw5Fn72GXvWr8doMtHummtodcUVHM7IoFarVlSoXZtV06djNJm4aMAAEitVouDoUVZOmUL+4cM07N6d6i1asGfVKjbNmYMtOZkWAwZgS0wEwOvxsOmXX8jauJGKTZrQoFev4Mr0Pq+Xrb/+ysF16yifmkqD3r1RZRV2IYQQ/yCKpmna2Q7iRJYvX07r1q3PeLuvvPACLz7zDBqgKgoa8M6HHzJoyBDd+i/9+9+8+dxzYWVGQCl6rOAfOlRDygLlSlFdk9GI1+NBAQw69dSQx6aI4ytAYkIC7mPHgs9DmUL2jxzCVIuOrze0aVFVjAYDmseDwWxGNRjQNI3eDz3EvAkTwOfD43ajGgyUr1qVY/v24fN4MJhMKIrCHTNmUKlRIz7o1ImcAwfwOJ0YrVYSq1XjjkWLUBSFT7t04ejOnXhcLoxWK46UFIYvXkxcpUo6EZ2+9PR0GjduXCZtn++kb/RJv0QnfaNP+kWf9Ev0vOUfO9Swds0aXnr2WZxOZ1j56Ftv5bKePUlJSQkr37F1K289/3xYWSBpiky6IpOhQFbrAVSPJ2zfyHpaUXngzoWRdY4dO4ZNpzw02VN0tocmXKHbNKDQ50Px+VAAj8sV3Pa/Z54Jq+sDsrduDT73FhYC8FG/fjTr1o3DO3bgK3p9hW432Vu3Mu2++7CaTBzavDlYv9DtxlNQwPQ772TQlCkIIYQQ/wT/2Dld3331FYVFSUAo1WBgxtSpxcq//PhjIgcFIxMsvYQrko+SOz1whGhtaVHK9ZK4gMjRNL1tkcOdem1Fi9vrdrPmxx+DCVeAz+1m3Xffsf6bb4IJV3Cbx8Pmn39G8/mitCqEEEJcWP6xI11ej6dYEgWApuH1eosVe9zuGER1flIUBaKcpdZ8PjRFPx3UNA1N006YqAohhBAXgn/sSFf/667DYrUWK/f5fPTu06dY+aDhw/3JRWhdwkeIIp/rUYvqRRM68qTXlhKl3FvCsbUoj0OfRzslGipq3IpCoyuuQDEYwopVo5FGV19Nw379ik2aVwwG6vXsGZxoL4QQQlzo/rFJ10Vt2nD7qFHYbDYMBgMmkwmr1crzr75K5SpVitVPbdKEoXfcEVYWGA8LJCiBpCsyYQqdSE9EXXTqgX/+V2jbgd/2okQxcl9fSJuRcWhF7QWSpsg2DYBqMoGioKgqBpMJk9VK17vvxmS3Yyw6ptFuJ65SJcwOh/+51YrJbuemL7+k/wcf+LfFxQFgjosjvkoVrnrjDXq+9hrx1aqFbXOkpPCv999HCCGE+Kf4x55eBHjuP/9h0JAh/Pzjj5hMJq4ZNIh69etHrf/ie+9x3Y038v/t3Xl4VOXZ+PHvObNkm4QACUsUAglSEciLAREq4oZirUpFRESiFtoSiq9bQTAkFd4kKAKXC4tCEVesIkXrT2vdqlJqoJifEFEWQUVlSQxLwySZmcyc5/1jMsOZyUwMvjiJ5v5cFxdzznnOc+5zz3LunPXh0lIOV1XRtXt3+vbvT0J8PO+88grf7NtHp7Q0LhszBp/Xy7ayMqoPHSLJ4eDqvDz69OvHtg8+IC4uDgVUfvUVn2zeTOXXX+NraMCiafgaGjB8PuxxccTZ7bidTjRdJzsnh9J160ju1Im3nn6aF+6/n6MHDqBpGuk9e5LocOCsrqbuyBF8brf/ikxdJ7VrV7pkZpI5cCCO5GTKXnyRY/v3o+s6fc87j2Fjx1Jz6BCZubl07tmTir/9Davdzjnjx9O1Tx+uKCjgwz//mdrqas689FL6jBzJ5xs3svONN0jq3JncG26gQ2OROmPPHravW0fVp5/SdcAA+l97LbbGgm36rl3sXL+eyooK0s48k7Ouuw5b460zhBBCiPagXd8y4qdALs2NTPISneQmMslLdJKbyCQvkUle2sAtIxoaGigoKGD//v14PB6mTZtGt27dyM/Pp1evXgDccMMNXHHFFbEKSQghhBAiZmJWdL3yyiukpqaycOFCjh49yjXXXMP06dP59a9/zeTJk2MVhhBCCCFEq4hZ0XX55ZczevTo4LDFYmH79u188cUXvPPOO2RmZlJQUICj8WRrIYQQQoifkphdvZiUlITD4cDpdHLbbbdxxx13kJOTw913382aNWvo0aMHy5Yti1U4QgghhBAxFdMT6Q8ePMj06dOZOHEi48aNo6amhpSUFAD27NlDcXExTz31VJP5ysvLSZQr3SJyuVzER7jfWHsneYlOchOZ5CU6yU1kkpfIJC9QV1fXuifSV1dXM3nyZP74xz8yfPhwAKZMmUJRURE5OTmUlZXRv3//qPO39yshopGrRCKTvEQnuYlM8hKd5CYyyUtkkhf/zqJIYlZ0PfbYY9TU1LB8+XKWL18OwOzZs5k/fz42m420tDSKi4tjFY4QQgghREzFrOgqLCyksLCwyfjnn38+ViEIIYQQQrSadn1H+gClFIZhYLFYMAz/w3J0vWXXGPh8PnRdR9M0fD4fmqahlMIS5ZmCPp+vybTAA7a9Xi+apqHrejCWQFu3242maVitVrxeL4ZhBJcZ6FMphdvtpsHj4XhVFUlpaVg0Dd1mw+10Ep+UhM/rpd7pJCE5GYDamhp0Xcdut1NbW4urpoaOGRn46uuxxsfjrqsj0eGg3uXCWVVFXEoKVqvV/wxIwyA+NRXl9eJ1u9EsFuITEzEaGqivrSU+IQGvx4PeeHf9wPMXG1wurDYbhteLNSkJzedDt9lQPh91TicN9fU4OnfG43ZTd/gwyenpxCUkUHvsGBa7HXt8PIZSeOvrsScmonw+lFJY7XY0XccwDBqOH8dTXw+AZhhoNhuaUv479Wsams2Gp6bG/9ilhAQ0txstIQHlcvmfsWmzgceDYbWi+3wYFgu6zweahtI0dIsl2JcyDP+Du5VCWSyoxnXWrVYMjwdlGFji48EwMJRCeTyg68Hp2GxohhHMj9I0f19KoXw+tMBzK5VCs1j869vQgCUhAaOhwf85sdlQXi+a1YoyDP9zMA0DdB0Mw7+egc+d1ws+n3848CB3qxU0zT+Pz+efz+WChAR/G6XAbvePV8rfh8XiHw79Mp1YrlJNp5sZhn+ZkR6I3vg9jDi/YYTGqWn+/z2eEzEGeDz+OM3fOcMHaOCpg7ik0OUrBcoAvZlngkaKO9J8zfXVkuW0hDL8fWkaaD/gdVHm5bQVqvGhZ1pbfX5r4KFsbTU+0RraddHldrspvPtunlq1ivr6elI6dKD2+HE04OLLLuOhxx6jR8+eEeetKC9nzrRpVHz4IVabjbi4OOqPHw9eDnrGWWcxd9kyhl14IUop1jz8MCtLSzlWXU33zEz+sHAhaV26MP93v+Or3buBE89dNP/fpXt3jldVYfh8wWVbOPHGBdo6UlNxHTuGhv+S1PCfX71xPp3QZzzqpteWsPl0wGZajiUstvD2gfG6qa25vfkZlOa+Ii3bGjaf+YNqjsViGheIObBOH0foI9r6BtqE5y4wn3lZ4TnUTPOEr7du+t8aNi0w3pwLS9g85vUxr3t4nOb1MM9rzo8WH4du0TmzsRgFTEnRoHsX+LYy9M0irMNOqVB/3F/wAAweDivXQZdusKwEVi0GZ01jUjQ490L4n8egd98TfX29B0qnQvl7oFvhkmth9jJI6QiH9sED+bDlLX9M54+BGY9Cx3Q4+DnMvQY+r2j6JpmHs3Kg31D4x2p/sQBgi4cL8+D/vwLOytB165oF8zbT/fVCePA18DVA9nC4eQWcZjrP9Ns98MJU2NMY96BxMPZh+GApbHgQXDWQ/jO4ajHsew+2POov7LoNhKuWQ+Z5YHjhn/Pgw0fAUwNpZ8GlS6DXxZyUmr3w/s1Q9a/GddHg9CtgxCpI7HZyfTWndgfsyufMYxuh0gpdJ0DfJWBNOXXLOFnKB6554H4YqAG9HyQ8ArZRrRdTCA+wHPh/gBs4A5gBRD9nWbQf7foxQBOvvZY3X38dl3kjROOG1mIhLT2dbXv3Nrly8usvv+TSgQOpczqbzmcajk9MZO3GjWx55x2W33svrrq64DR7fDw2pfC53cF5zf+rxtd2mm7g7YRuM8zLNm+Mw9uE9xVgLiLCq3Ab/g13eDFhLuDCmQuM8BgDhZz5b7/wAjJSwRWpL3vYfOaYw9czUqEXGG8uciL9TWrhRO6i5TZaDs1x2AmtDSLFEBgOzBdpHcM/A5He0+Y+J012HtmIXpWbZwy8ceHT0rvCtRPghT9BfV3oNAvQoRO89RmkdoLjx2BMH6g50rinArDaoXc/WL0Rru8Dx6ob90YBFitk9IaVm+Gm3lD7n6ZVaLQPoY3mE2dmt2PYQPd5TjROSIb5u6BDN6g7BsV9oN4Ut8UOiSngq4MG03rrFoizgnKfGGdLhPx/w0fL4OOnwGtqb02ESRugewt/4zz/geezoeHwifUKcPSCcbtBt0Wa8+R4voVNfcH7H/y/SIBmh+RcGPxB6+31qvtv8KwGzJ+1RHC8C9ahMQ0l8gnjc4Ay/AVXQALwBNAjVqG1KjmRPnrdErP7dLU1X3/1FW/+7W9NCi7w/7z4fD6cTicvvfhik+mPP/QQDW53xPnMFay7vp6lJSX8qbQ0pOAC8Lhc1IX1Eb59CPQZvkcoksByw4s38/Ro2ycjSvwAgf1rkXZ8RPvJjbRdNvfvDevHHG+04Wh9RVtO+PhoMflMr6MtK5CfaLmNFJd5OCDafL4ow9GWZ96cRntPo/0lFXG8l9CqOlqH0ZJ4pBrWPNq04AL/yrjrYf2T/uFXn/YPm//W83pg/15YXQz1zhMFF4DPC4cPwepCqDvefPLNDJqubLQPDIDHg97gCW3c4IH3VvgH//00NITF7fOAqzq04AJ//K6w3wevG979H6h4IrTgAvDWw79O4iKiz54F33H/6/D1qa+Er19reV/NOfAnMFyEJFJ5wPkxHI98ZdYPTtWAZxWhBRdAPbjawoVYlcAHhBZc4N/79efYhyPanHZbdO3dswd7XFyzbWqdTnZ9+mmT8Z9u3UpD4FyYMCEbXKXYVVHRpOAKbxttOxdJc22b6+P7vtGRNtLfFet3TQ/vM7zYbGlx9336/6620dp8V8EVrdBqiUi1QXPLOpnPS8Tlnep920Z42RjGVQ+7KvyvP6sAV4Tvg2HAzo+gvrbptAY37N3mP1QYvvIn8+aebNK8Lvh6m//1wYqmxVVzmrypPji0FSyR9kApqP6k5X0f/RgMT5S/Itzwn10t76s5zm2NRVcYTYO6nadmGSfL+IbQPzsCFBgnkcMfzDec2D9t5gP2xDgW0Ra126Kr789+hifC3iqzJIeD/jk5Tcb/1znnYLdH+mKFFQy6zoDBg0mM8mgj896slm4Hm2vbXB9GM9OaczJ7UVo63fyhi7RnyDwcaYfFd4m0l6+lbaO1CfQRra+W1gEtiSEwHO09+z45Cen/VB8V0i3Nd5qQCP0bd7P3GwzxSZGDGjgMEiJ8V6x2OHMoaHrzuxKb9Bk2fLJJsyVAryH+1z0Ggz1C3NE0OdnRAqcNBSPCH2uaDl0Gtbzvzrmgx0VeH0s8pJ6ic4eSh4Ce0HS8MiBpwKlZxsnSexK6rzxAA8ugGAcTSU/8e7XCWYEzYxyLaIvabdGVcdppjBk3joSEpj8qGmC1WunYqRNjrr22yfTJt9+OPT7ef5Vb2HzmMXHx8UwvLGR6cTHxYeeF2ePjSQy7Y2+kbYkeNt4boW1g2ebxkaZHK9jCTyY3CxzOPJliyBtlWqB/8yHS8HiNKMPR+mppAeqL0tYa1iaSQH7CY2suLvNwtJgCwg8Zhw+Hz+cNm3YyeyMjjrdyIkHNdRgtiV27w5Q/+IurJn1r/kLqmpv8w1dMgiRH6IlltjjIHgA3z4bkjv7zuILT7P5zun49Dxwdv7v6DYi0i1Qj+gcqPgHDZtrzrelgT4ALfucfHjIJ4hyEXCFoiQNHhv98rZBlWyH8bty2BLioCHKnN21viYcRRd+xQiZ9JoIt1f86JA8aOHrC6b9oeV/NyZgCliRCNhN6PKScC8mDTs0yTpbmgLj/BsI/awkQ98fWiChMOnAxEH4UxQ7cEPtwRJvTbosugMdWr+b2mTPp3LkzNrudbt26kZiQQGJCAmPGjePdzZsjPsqg++mn83JZGeddcgk2ux1HcjJpXbpg0TS0xts9nD1sGGvefZefDRjAhN//noKlS8nIzMRqs5Hdvz8PvfQSj2/YQL8h/r+kw7clmqZhtVjI6Nu3yWHQhrC2AJ1POy14gXKgIDL/08PGB5jPm450xWOgsPGFze+j6XbafFgsfDnm/sOnhRdp3rB23gix62HLNy/HPG9gmjn+AHNBGfg/fJscuDAhEFO0ZZrPQYsUj3ndzSJdxWk+lBmpFgpf90jvq6Zp+BpvbxF8X1JS0Dt2ONFO10+cta9boXfWiSAjVe0G0CUD4hq/E5oOF/0C3vgI/lACM+ZDejd/vxYd4uxwyRj4y78huYN/nqRkeHoLXDAG7PH+4TGT4dG3IT4R/rQZLrwW4hL8xdroSbBsAyQmw8ptMPD80Oo38IE3G3g+XD8rtHhL7ADXzIYu2U3XrdcgWFbJ0UHXQ0IqWONg4C+gcDMkp/nbxCfDH7bAwDFgjYe4ZBg2GWbvhF+UQkp3/6HDHudA/jtwcSEkpftPtu85An7zPqT1hYsfgBHzIKmr/2T3jHNh4jvQpeke9ahsDrjmQ//VioEiULNC1kS48l//99tQBJfTCYZshs5XYGAHSwfImAr/9eqp6f/7ir8P4otB6wbYwDIUHG+DdVDrxhV0DzAR6ID/UOjZwKNA99YMSrQR7frqxZ8CuUokMslLdJKbyCQv0UluIpO8RCZ5kasXhRBCCCFalRRdQgghhBAxIEWXEEIIIUQMSNElhBBCCBEDUnQJIYQQQsSAFF1CCCGEEDEgRZcQQgghRAxI0SWEEEIIEQNSdAkhhBBCxIAUXUIIIYQQMfCjeQyQEEIIIcSPRaTHAP0oii4hhBBCiB87ObwohBBCCBEDUnQJIYQQQsSAtbUDaI5hGMydO5ddu3Zht9spKSkhMzOztcM65bZt28aiRYt45pln2LdvH7Nnz0bTNM444wzuvfdedF1n7dq1PP/881itVqZNm8ZFF12Ey+Vi5syZHD58mKSkJBYsWECnTp3YunUrpaWlWCwWRowYwa233grA0qVLee+997BarRQUFJCTk9PKax5dQ0MDBQUF7N+/H4/Hw7Rp0+jTp0+7z43P56OwsJAvvvgCi8XCfffdh1Kq3ecl4PDhw4wdO5bVq1djtVolL41+9atfkZycDMDpp59Ofn6+5KbRihUr+Mc//kFDQwM33HADQ4cObfe5Wb9+PS+99BIAbrebHTt28NxzzzF//vx2nZdTQrVhb7zxhpo1a5ZSSqmPPvpI5efnt3JEp97KlSvVlVdeqa677jqllFJTp05VmzZtUkopVVRUpN58801VVVWlrrzySuV2u1VNTU3w9erVq9UjjzyilFLq1VdfVcXFxUoppa6++mq1b98+ZRiG+s1vfqO2b9+utm/frvLy8pRhGGr//v1q7NixrbPCLbRu3TpVUlKilFLqyJEj6oILLpDcKKXeeustNXv2bKWUUps2bVL5+fmSl0Yej0f9/ve/V5dddpnas2eP5KWRy+VSY8aMCRknufHbtGmTmjp1qvL5fMrpdKpHHnlEchNm7ty56vnnn5e8nCJt+vBieXk5559/PgCDBg1i+/btrRzRqdezZ0+WLFkSHP7kk08YOnQoACNHjuSDDz6goqKCs88+G7vdTnJyMj179mTnzp0h+Rk5ciRlZWU4nU48Hg89e/ZE0zRGjBhBWVkZ5eXljBgxAk3TyMjIwOfzceTIkVZZ55a4/PLLuf3224PDFotFcgOMGjWK4uJiAA4cOEBaWprkpdGCBQuYMGECXbp0AeS7FLBz507q6+uZPHkyN910E1u3bpXcNNq4cSN9+/Zl+vTp5Ofnc+GFF0puTD7++GP27NnD9ddfL3k5Rdp00eV0OnE4HMFhi8WC1+ttxYhOvdGjR2O1njjKq5RC0zQAkpKSOH78OE6nM3hoIDDe6XSGjDe3Nefsu8a3VUlJSTgcDpxOJ7fddht33HGH5KaR1Wpl1qxZFBcXM3r0aMkL/sMhnTp1Cv7Qg3yXAuLj45kyZQqPP/448+bNY8aMGZKbRkePHmX79u08/PDDkpsIVqxYwfTp0wH5Pp0qbfqcLofDQW1tbXDYMIyQAuWnSNdP1MG1tbWkpKQ0yUNtbS3Jyckh45trm5KSgs1mi9hHW3bw4EGmT5/OxIkTueqqq1i4cGFwWnvPzYIFC5gxYwbjx4/H7XYHx7fXvPzlL39B0zTKysrYsWMHs2bNCvlrub3mBaB3795kZmaiaRq9e/cmNTWVTz75JDi9PecmNTWVrKws7HY7WVlZxMXFcejQoeD09pybmpoaPv/8c4YNGwbItulUadN7unJzc9mwYQMAW7dupW/fvq0c0Q/vrLPOYvPmzQBs2LCBIUOGkJOTQ3l5OW63m+PHj7N371769u1Lbm4u77//frDt4MGDcTgc2Gw2vvrqK5RSbNy4kSFDhpCbm8vGjRsxDIMDBw5gGAadOnVqzVVtVnV1NZMnT2bmzJmMGzcOkNwAvPzyy6xYsQKAhIQENE1jwIAB7T4va9as4dlnn+WZZ56hX79+LFiwgJEjR7b7vACsW7eO+++/H4DKykqcTifnnXee5Ab/zSv/+c9/opSisrKS+vp6hg8fLrkBtmzZws9//vPgsPz+nhpt+uaogasXd+/ejVKK+fPnk52d3dphnXLffPMNd911F2vXruWLL76gqKiIhoYGsrKyKCkpwWKxsHbtWl544QWUUkydOpXRo0dTX1/PrFmz+Pbbb7HZbCxevJj09HS2bt3K/Pnz8fl8jBgxgjvvvBOAJUuWsGHDBgzD4J577mHIkCGtvObRlZSU8Prrr5OVlRUcN2fOHEpKStp1burq6rjnnnuorq7G6/Xy29/+luzsbPnMmOTl5TF37lx0XZe8AB6Ph3vuuYcDBw6gaRozZsygY8eOkptGDzzwAJs3b0YpxZ133snpp58uuQFWrVqF1WrllltuAZBt0ynSposuIYQQQoifijZ9eFEIIYQQ4qdCii4hhBBCiBiQoksIIYQQIgak6BJCCCGEiAEpuoQQQgghYkCKLiHED2rz5s0MHz6cvLw88vLyGD9+PM8888z/qc8777wTj8dz0vOdd955LWq3fv16Fi1adNL9CyFEc37at3cXQrQJw4YN48EHHwT89426/PLLGTNmDCkpKd+rv0BfQgjxYyJFlxAippxOJ7quY7FYyMvLo2PHjtTU1LBy5Urmzp3Lvn37MAyDO+64g3PPPZd3332XpUuXAv67Ys+bN49Ro0bx+uuv8+233zJnzhy8Xi+aplFYWMiZZ54ZXJbP56OoqIg9e/bQo0eP4N6xgwcPUlRUhNvtJi4ujuLiYrp37x4x3sWLF7N9+3Zqa2vJzs7mvvvuC5m+bds2SktLUUrRtWtXFi1aREVFRTBml8vFggULyMjI4Pbbb8fpdOJyuZg5cybnnnsuzz77LG+++SZer5fk5GSWLFmC3W7/IVIvhGhlUnQJIX5wmzZtIi8vD03TsNlsFBUVkZSUBMBVV13FpZdeynPPPUfHjh2ZP38+R48eZdKkSfz1r3+luLiYF198kc6dO7N06dKQZ+M98MAD5OXlMWrUKHbs2EFBQQHr168PTt+wYQNut5u1a9dy4MAB3njjDcD/7Mq8vDwuuOACysrKWLRoEYsXL24St9PpJCUlhSeeeALDMPjlL39JZWUlXbt2DbYpKiriwQcfJDs7mzVr1rB3714+++wzFi5cSNeuXXnsscf4+9//zqhRo6iurubJJ5/k8OHDfPnllxiGwbFjx3jyySfRdZ0pU6bw8ccfM3jw4B/qrRBCtCIpuoQQPzjz4cVwvXv3BmD37t2Ul5dTUVEBgNfr5fDhw6SkpNC5c2cAbr311pB59+7dyznnnANAv379QgoygM8++4ycnBwAMjIygnuzdu/ezYoVK1i1ahVKKWw2W8TY4uLiOHLkCHfddReJiYnU1dXR0NAQ0ubw4cPBx5PdeOONgH9PWmlpKYmJiVRWVpKbm8sZZ5zBjTfeyF133YXX6yUvLw9d17HZbMH+Dx06hNfrbUFGhRA/RlJ0CSFalaZpAGRlZdGtWzfy8/NxuVw8+uijpKenU1NTw7Fjx0hNTaWkpISrr746OG92djYffvghl1xyCTt27CAtLS2k76ysLF577TVuvvlmKisrqaysDI6fPHkyubm57N27ly1btkSMbcOGDRw8eJCHHnqII0eO8NZbbxH+5LQuXbrw5Zdf0qtXL1auXEnv3r0pKiri7bffxuFwMGvWLJRS7Nq1i9raWlauXElVVRUTJkyge/fuvP3227z44ovU19czduzYJv0LIX46pOgSQrQJEyZMoLCwkEmTJuF0Opk4cSK6rnPvvfcydepUdF3nrLPOYuDAgcF57r77boqKili9ejVer5fS0tKQPkeNGkV5eTnXXXcdGRkZdOzYEYBZs2Yxd+5c3G43LpeLOXPmRIwpJyeH5cuXM378eOx2Oz169KCqqooePXoE28ybN4+CggJ0XSc9PZ1bbrmFMWPGMH78eFJSUkhLS6OqqopevXqxbNkyXn75ZWw2G7fddhuZmZkkJCQwduxY7HY76enpVFVV/QDZFUK0BfLAayGEEEKIGJD7dAkhhBBCxIAUXUIIIYQQMSBFlxBCCCFEDEjRJYQQQggRA1J0CSGEEELEgBRdQgghhBAxIEWXEEIIIUQMSNElhBBCCBED/ws6777qxjXGewAAAABJRU5ErkJggg==\n", "text/plain": [ - "AllPub 1459\n", - "NoSeWa 1\n", - "Name: Utilities, dtype: int64" + "
" ] }, - "execution_count": 41, "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "#Observamos que practicamente la totalidad de las casas cuentan con todos los servicios.\n", - "#Verificamos esta información\n", - "data.Utilities.value_counts()" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ + "output_type": "display_data" + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo a la condición general de la casa\n", - "\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['OverallCond'], y = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución del precio de acuerdo a la condición de la casa')\n", - "ax.set(xlabel='Condición de la casa', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [], - "source": [ - "#Observamos una ligera tendencia a que los precios sean mayores entre mejor condición tenga la casa" - ] - }, - { - "cell_type": "code", - "execution_count": 44, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al número de cuartos de la casa\n", - "\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['BedroomAbvGr'], y = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución del precio de acuerdo al número de cuartos de la casa')\n", - "ax.set(xlabel='Cuartos de la casa', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 45, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Observamos que no hay una relación clara entre los precios de la casa y el número de cuartos.\n", - "#Obtamos por ver en un scatterplot como se ven los precios y el número de cuartos\n", - "sns.scatterplot(x ='SalePrice', y ='BedroomAbvGr', data = data);" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ + }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al tamaño de la alberca de la casa\n", - "\n", - "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.boxplot(x = data['PoolArea'], y = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución del precio de la casa de acuerdo al área de la alberca')\n", - "ax.set(xlabel='Área de la alberca', ylabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [], - "source": [ - "#Obervamos que practicamente ninguna casa tiene albercca, por lo que no es un factor que influya tanto en nuestro análisis." - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ + }, { - "name": "stderr", - "output_type": "stream", - "text": [ - ":9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", - " ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);\n" - ] + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABKgAAAJkCAYAAAA1JxnQAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABb8klEQVR4nO3deZhWZf0/8PcwI0igoyBSmisFlqyKuIuKqGjmgoqFoIKKuKS4ZtJmtmhahlrmWi6ZGmaamoVWppWl9nVLLNMEBU1ETXYGzu8Pm/k5ssjgA2cGXq/r4srnLPfzOee55yHec9/3qSqKoggAAAAAlKRV2QUAAAAAsHoTUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAKuFz3/+8+nWrVujP927d0///v1zxhln5J///Oci5wwbNiy77757k99r3rx5efXVV9/3uNtuuy3dunXLww8/vNjXK8PDDz+cbt265bbbblvs/t///vfp1q1bxowZU3otZbVFY7vvvnuGDRtWdhnNThn3paV9Fsv7nQrA6qGm7AIAYGU6++yzs+666yZJZs+enRdffDG33XZb7r333lx55ZXZdtttG4497rjjMnv27Ca1//LLL2fEiBEZNWpUDjrooKUeu8022+SCCy5Ily5dmn4hFdKlS5dccMEF2WqrrRa7/6abbkqnTp3y5S9/eSVXBqxqluc7FYDVh4AKgNXKHnvskY9+9KONtg0fPjyDBw/OKaeckgkTJqRdu3ZJkh133LHJ7b/00kv597//vUzHbrTRRtloo42a/B6VtN5662X//fdf7L433ngjkydPznnnnZd11lln5RYGrHKW5zsVgNWHKX4ArPY+8pGP5Kyzzsr06dMzfvz4sstpNtZdd93cdddd2XXXXcsuBQCAVZyACgCS7L333mndunX+8Ic/NGx773op8+bNy9e//vUMGDCgYf2qr371q3nrrbeSvLOG1PDhw5O8M5WwW7duSZJLLrkkPXr0yG9+85vsuOOO6dOnT2699dYlrjn1n//8JyeccEJ69eqVHXbYIV/72tcyY8aMhv1LOm9x2+fNm5dLLrkke+65Z3r27Jm99torV1xxRRYsWJBk8Ws1LViwIFdddVX22muvdO/ePTvttFO+/OUvZ/r06Q3H1J/30EMP5atf/Wq233779OrVK0cccUQmTpz4vvd71qxZ+frXv56ddtopvXv3zuc+97m8/fbbixy3cOHCXHPNNdl7773TvXv37LzzzjnvvPMa3Y9l9dprr+Xcc89t+Py23nrrDB8+PI8++mij4/7yl79k6NCh6du3b/r06ZPDDjss999//zK9xy9+8YsMHjw4vXv3zi677JIvfelLje7bjBkzctFFF2XvvfdOjx490qdPnxx66KG57777GrXz7LPPZuTIkdluu+3Sq1evHHjggfnZz37W6Jj58+fnhz/8YT796U+nd+/e6dmzZz796U8vctyUKVNy0kknZaeddkqPHj2yzz775Morr8zChQvf93ruvvvu7L///unZs2c+9alP5c9//vNij/vb3/6Wo446Kn369EmfPn0yYsSIPPHEE+/bflEUuemmm3LwwQenT58+6dGjR/bee+9cccUVKYqi0bGPP/54jjnmmGyzzTbZdtttc+yxx+bZZ59t2L+k9ZgWt31Z6t19990zduzYfOELX0iPHj2yyy67NHyWy3pfHnnkkRx55JEN7zN8+PD89a9/reh9eT+77757zjnnnNx6660ZMGBAevfuncMOO2yRmpd2vcv6+b7fZ7S4NaieffbZHH/88enbt2969uyZQw89NBMmTGjSNQKwahBQAUCSNm3aZOONN15quHLuuefm1ltvzb777psvf/nL2WuvvXLLLbc0LCC+zTbb5LjjjkuSDBkyJBdccEHDuXV1dRk7dmyOOOKIjBw5MltvvfUS3+dLX/pS3njjjZx++ukZMGBAbrzxxowePbrJ/zBNkhNOOCGXXnppevbsmbPPPjtbbbVVLrrooka1vdeYMWPy7W9/O127ds3ZZ5+dvffeOz/72c/ymc98Jv/9738bHTt27Nj8/e9/z/HHH59jjjmm4R+odXV1S2y/KIocd9xxueGGGzJgwICcfvrpmT59ej7/+c8vcuw555yTb3/729lqq60yduzY7L333vnpT3+a4cOHZ+7cuct8H+bMmZOhQ4fmnnvuyYEHHpgvf/nLOeyww/LUU0/l2GOPbQi8nn/++YwaNSpFUWTMmDE5/fTTM3v27Bx//PF55JFHlvoeV155Zc4888y0adMmp556ag488MDccccdGTVqVOrq6lIURUaNGpUbbrghAwcOzJe+9KWMGDEiL7/8ck466aRMnjw5STJ9+vSMHDky//nPfzJ69OicffbZad++fc4555zceeedDe939tlnZ9y4cenXr1/OOeecnHjiiZk1a1bOOeec/OUvf0nyToh19NFH5+mnn86RRx6ZL37xi9lss81y4YUX5oorrljq9dx2220ZM2ZM2rZtmzPOOCPbbbddjjvuuEybNq3RcQ899FCGDRuWt99+OyeffHJGjx6dKVOmZOjQoe97zy6++OJ85Stfycc+9rGcffbZOfXUU9OmTZtcdNFFuf322xuOe+SRRzJ06ND861//ysiRIzN69Og899xzGT58eF566aWlvsd7NaXeu+66KxMnTsw555yTQw89NB06dFjm+3Lfffdl2LBhmTp1akaPHp3Ro0dn6tSpOfLIIxcJJJf3viyrP/7xjzn33HOz11575eSTT8706dNz9NFHN/STpV3vst6v5fmMnnjiiQwZMiRPPPFEjjrqqJx66qmZP39+TjjhhNx4441Nvk4AWrgCAFYDZ511VtG1a9di8uTJSzzmsMMOK7p3797w+vDDDy922223htc9e/YsvvrVrzY657vf/W5x0EEHFTNmzCiKoij+/Oc/F127di3Gjx/fcMy4ceOKrl27FuPGjWt07vjx44uuXbsWf/7znxu9HjJkSDF//vyG4y655JKia9euxX333bfY85bU3u9+97uia9euxQ9+8INGx5122mnFlltuWbz55puL1Pv73/++6Nq1a3Heeec1Oufuu+8uunbtWlxwwQWNrnPw4MFFXV1dw3E//OEPi65duxYPPvjg4m9yURT3339/0bVr1+Laa69t2DZ//vziiCOOaFRL/XvcdNNNjc7/wx/+UHTt2rX40Y9+tMT3eO913XXXXUXXrl2LBx54oNFxN910U9G1a9fi3nvvLYqiKK644oqia9euxeuvv95wzPTp04s999yzuO6665b4fm+++WbRo0ePYuTIkY3uxy233FJ07dq1+N3vflf83//932Kv54EHHii6du1aXHPNNY1qfeKJJxqOmTt3bnHggQcWF154YVEURfGf//yn6NatW8Prev/617+Krl27Fl/72teKoiiKxx9/vOjatWtxzz33NByzcOHCYsSIEcWZZ565xOupq6srtt9++2Lw4MHFvHnzGrbX97HDDz+8KIqiWLBgQTFgwIDisMMOa3TdM2fOLAYOHFjsv//+S3yPefPmFVtttVUxZsyYRtvffvvtonv37sWoUaMath188MHFjjvuWEyfPr1h2/PPP19sscUWxfnnn18URVHstttuDXW927u3N6Xe3Xbbrdhiiy2KF198scn3Zf78+cUuu+xS9O/fv3j77bcbjnvrrbeKnXfeudh5550bnb+892VJ1/ze6+/atWvxm9/8pmHb66+/XvTt27c49NBDl3q9Tblfy/IZvfc79ZBDDil69+5dTJ06tWHbnDlzigMPPLDo2bNno59DAFZ9RlABwP/U1dWlqqpqifs//OEP5+67785tt93WMJLolFNOyfjx4xsWVl+anXbaaZnqOPLII1NT8/+fY1I/Pel3v/vdMp1f73e/+11atWqVww8/vNH2s846K7/4xS/Svn37Rc6pn8o2atSoRtsHDRqUzTbbbJGpN3vuuWeqq6sbXn/iE59I8s50uiV54IEH0qpVqxxyyCEN22pqajJ06NBGx/36179OVVVV+vfvn+nTpzf8+eQnP5lOnTo16X7ss88++dOf/tToM5g3b17Df8+aNSvJO59xknzta1/LU089leSdtbjuvffexU4fq/fHP/4xc+fOzdChQxvdj09/+tO57bbb0q9fv/Tq1St//etfGz3dccGCBQ1T7WbOnNmohosuuiiPPPJIFixYkNatW+e2227LaaedliTp1KlTHn300Rx//PENbRVF0TByrb6t9ddfP1VVVfnhD3+YP/zhD5k3b16qqqpy9dVX5/zzz1/i9Tz99NN5/fXXc9BBB2WNNdZo2L7//vuntra24fXf//73TJ48OXvssUfeeuuths9ozpw52W233fLMM8/klVdeWex7rLHGGg0je97tjTfeSPv27Rs+k9dffz1PPvlk9ttvv4YncCbJZpttlvHjx+eYY45Z4nW8V1Pr3XjjjbPxxhsv13155ZVXMnTo0EY/Z2uvvXYOP/zwvPrqqw39a3nvS1Nsvvnm2WOPPRped+jQIfvvv38ef/zxvP7660u83mW9X8vzGU2bNi2PP/549t9//4Y+n7wzmnXkyJGZM2dO/vjHPzb5WgFouTzFDwD+580330yHDh2WuP8rX/lKTjnllJx99tn54he/mN69e2fgwIEZPHhw1lprrfdtv2PHjstUx+abb97odW1tbWpra/Pyyy8v0/n1Xn755XTs2HGRIKpTp07p1KnTYs956aWXsvbaa2e99dZbZF+XLl3ywAMPNNr23vvVunXrJFnq+kb1db031HvvdU+aNClFUSxxkfZlCQXfraqqKldccUX+9re/ZdKkSZk0aVLmz5/fqN699947v/nNb3L33Xfn7rvvTqdOndK/f/8ceOCB6du371KvKUk22WSTRtvbtGmTLbfcsuF1TU1NfvrTn+Yvf/lLXnzxxUyaNClz5sxJkoYpnFtttVWGDRuWG264IX/605+yzjrrZKeddsp+++3X6F60bt06d9xxRx588MH8+9//zosvvtgQTNW39eEPfzhnnHFGvvOd7+Too4/Ohz70oWy//fbZZ599MmjQoEZh2uKu591hRZJUV1c3usZJkyYlSS644IIlThudOnVqowDi3dZYY4387ne/y3333ZcXXnghL774YsOabvXX8PLLL6coikXubZJ88pOfXGy7S9LUet/7M7us96V+Sttmm222SPv1/XzKlCnp06fPYmtYlvvSFB/72McW2bbJJpukKIqGn8dk0etd1vtVXV3d5M+o/l4u7h516dIlyTv3CIDVh4AKAPLO4tWTJ09e6hPrtt9++/z2t79t+PPQQw/lm9/8Zn70ox/ltttuW2q4lSStWi3bwOXFjeJauHDhEsOEevULn7/79dJGhC3O0v7xu3DhwkajRpJlv6Z3q6qqajR66d3tv/d1u3btcumlly62nTZt2izze7788ssZMmRIZs2alZ122in77LNPPvGJT6QoipxwwgkNx62xxhoZN25cnn322fzmN7/JAw88kNtuuy0/+9nPctppp+XYY49dbPv1tS/tfvz3v//NYYcdlsmTJ2fHHXfM7rvvni222CIbbrhho9FkyTtrew0fPjz33ntvHnjggdx777355S9/mSFDhuTcc8/NvHnzMnLkyDz66KPZdttts/322+fII49Mv379FunDI0eOzKc+9an85je/ye9///s89NBDue+++3L77bfnqquuWmyt9f1mcet8vftzqv/vk08+Ob17915sW+8NHusVRZEzzjgjv/zlL7P11lunT58+GTJkSLbZZpscccQRi7zH8vS1pPHPRVPrfe/P3LLel6X9HNXve+/P0rv3L8t9aYrFvVf9fXn3Nb73epf1fr3wwgtJmvYZvd93zZLqBmDVJaACgCS/+tWvUhRFBgwYsNj98+bNyzPPPJMPf/jD2XfffbPvvvtm4cKFufbaa3PBBRfkrrvuWuoUsKZ4+eWX8/GPf7zh9fTp0/P22283jNqo/0fge0Oe9y7SvMEGG+SPf/xjZs6c2Wi00dNPP51rrrkmo0ePXuS9N9xwwzz44IOZNm3aIqOoXnjhhXzkIx/5YBeXZKONNsrvfve7TJ8+vVGoV79I+Htr6d69e9Zee+1G++69996ss846y/yel156aV5//fXcc8892XTTTRu2v3vR8eSdERtTpkxJ3759061bt5x44ol55ZVXcsQRR+Tqq69eYkBVf19efPHFRu3PmzcvZ5xxRvbbb79MnDgx//rXv/KjH/0o22+/fcMxjz32WKO2pk2bln/+85/Zfvvtc8wxx+SYY47JG2+8kRNOOCG33HJLzjjjjNx33335y1/+kq9//es5+OCDG8599dVXG7X15ptvZuLEidlqq61y+OGH5/DDD8+sWbPy+c9/Pvfee2+effbZhqdNvttGG22UJPn3v//daHv9iJv6/rnhhhsmST70oQ9lhx12aHTsE088kbfeeitrrrnmYu/ZI488kl/+8pc5/vjjc/LJJzdsr6ury5tvvtlQw7vv7Xt9+9vfTm1tbY499ti0atVqkZ+Jurq6vPHGGw0/Ox+k3qTp9+X5559fpI36MGdJo8qW9b40Rf1IqHd78cUXU11dnY9+9KNLPG9Z79eyfkaLa3t57hEAqyZrUAGw2vvPf/6TcePGpXPnztlvv/0We8ybb76ZIUOG5Ic//GHDtlatWqVHjx4N/538/xEIS5vi9n5uvfXWRq+vvvrqJGkIz+qn5z3zzDMNx9TV1eXXv/51o/P69++fhQsXLtLeTTfdlHvuuWex0/jqHwH/7utMkgkTJuSFF15Y6gizZTVw4MAkyTXXXNOwrSiK/OQnP1lsLT/4wQ8abb///vvzuc99bpFwaWnefPPNtG3bNhtssEHDtnnz5uWnP/1pkv8/muTyyy/PkUce2Sjo+fCHP5zOnTsvdXTIDjvskDXWWCO33HJLo5Ehv/rVr/KrX/2qoYak8XSroihyww03JEnD+lG33XZbjjzyyDz55JMNx6277rrZZJNNUlVVlVatWi22rSS57rrrGrX10EMP5YgjjmhYWyx5J2zo2rVrkkVHzNT75Cc/mQ033DA33XRTZs+e3bD9rrvuyhtvvNHwunv37unUqVOuv/76humFyTsjEuunwy7pPZZ0Dbfccktmz57dcA2dO3fOFltskbvuuqvhaYvJO4Hmdddd1xDMrrfeennhhRcapkwm7/SVd492+iD1NuW+bLnllunUqVNuuummRjXPmDEjP/nJT9KpU6d07979A92XpnjyySfzf//3fw2vp02bljvuuCPbbbddo7Wz3mtZ79eyfkbvVn8P7rjjjkbrfs2bNy/XXnttWrdunR133LHJ1wpAy2UEFQCrlQkTJjQs4jt37tw8//zzuf322zN37txceeWVSxw9sf7662e//fbLT37yk8yePTt9+vTJm2++mRtuuCHrrbdeBg0alCQNbd9xxx0piiIHHnhgk2t85JFHcvzxx6d///557LHHcvvtt2fQoEENo2769euXTp065fvf/37mzp2bjh075he/+MUiiyfvvvvu2XHHHfOtb30r//znP9OjR4/87W9/y+23354TTjhhsSOQ+vfvnwEDBuS6667Lq6++mm233Tb//ve/c9NNN2WjjTZaZPH05bHttttm0KBBufLKK/Paa6+lZ8+euf/++/P0008vtpZrrrkmL730UnbYYYe8/PLLufHGG7PBBhtk5MiRy/yeu+yyS+6///6MGjUqe++9d95+++3cfvvtDSNL6v/xPXTo0PziF7/I0KFDM2TIkNTW1ubPf/5zHn744Xzuc59bYvsdO3bMCSeckIsvvjgjRozIHnvskVdeeSU33HBDtt122+y2225p3bp1rr/++owaNSoHH3xw5s+fn3vuuSdPPfVUWrVq1VDDAQcckGuvvTbHHXdcPvOZz6Rz58556qmncvvtt+fAAw9Mu3btssMOO6SmpiZnnnlmhg4dmpqamvz2t7/Ngw8+mDXWWKOhrd122y2bbbZZzjnnnDz99NPZeOON8/zzz+fGG2/Mdtttt9i1iZJ3prJ98YtfzAknnJAhQ4Zk8ODBefXVV3PjjTc26jdrrLFGvvjFL+aUU07JQQcdlIMPPjht2rTJrbfemilTpuTCCy9stOD/u/Xp0yft27fPN7/5zUyZMiVrr712Hn744dx9991p06ZNo0Dk7LPPztFHH53BgwfnkEMOSatWrXLDDTdk7bXXbliA+1Of+lS+9rWv5eijj86nP/3pvPjii7nlllsaRup80HqX974MHjy4YZTbz372s4ZAfEmBZ1Puy7Jq3bp1jjnmmBxxxBFZc80185Of/CQLFy7MmWeeudTzmnK/luUzeq+xY8fmiCOOyMEHH5zPfOYzadeuXe644448/fTTGTt27CIjJwFYxa3EJwYCQGnOOuusomvXro3+9OnTp9hnn32Ks88+u3j++ecXOee9j0SfPXt28b3vfa/Yc889ix49ehT9+vUrTj755OLf//53o/O+9rWvFX369Cl69+5dvPjii8W4ceOKrl27FpMnT250XP2j6f/85z83ev3QQw8VI0aMKHr06FHsvPPOxXe/+91FHkn/zDPPFEcccUTRs2fPYrvttivOO++84i9/+Uuj9uprvuiii4pdd9216N69e7HPPvsUN9xwQ7FgwYKiKIriz3/+c9G1a9di/PjxDefMmzevuOyyy4qBAwcWW265ZbHLLrsU5557bvHGG280HLO485a2/b3mzZtXXHzxxUX//v2LHj16FEcddVTx0EMPLbaW73//+8Wee+5ZbLnllsXOO+9cnHnmmcXLL7+81PbfW8fChQuLyy+/vBgwYEDRvXv3Ytdddy1OOeWU4oUXXii23XbbYtSoUQ3nPvroo8WIESOK7bbbrujevXvxqU99qrj++uuLhQsXLvU9i6Iobr311mK//fYrunfvXuy2227FN77xjeLtt99u2H/LLbcUe++9d9GjR49ip512KkaNGlU89dRTxYEHHlh86lOfajjuH//4R3HiiScWO+64Y7HlllsWe+65Z3HppZcWc+fObThmwoQJxQEHHFD07Nmz2H777Yvhw4cXf/zjH4sTTzyx6NevX0Ofefnll4uzzjqr6N+/f7HlllsWu+66a/HNb36zUV1L8sADDxSHHHJI0bNnz2LgwIHFnXfeWRx22GHF4Ycf3ui4P/7xj8WwYcOK3r17F1tttVUxZMiQ4v7773/f9h955JHisMMOK3r37l3069evGDJkSHHXXXcV3/zmN4tPfOITxWuvvdbo2OHDhxe9e/cutt122+LEE08sXnzxxYb9CxYsKC655JKif//+Rffu3YuDDz64+POf/1wce+yxy1Xvbrvttsh5y3NfDj/88KJXr17F1ltvXYwYMaL461//WrH7srQa33sdN910U7HzzjsXvXv3Lo4++ujimWeeWebrXdbP9/0+o/d+pxZFUTz11FPFscceW2y11VZF7969i8MOO6z4zW9+8773CIBVT1VRLMejQAAAgGZv9913z4Ybbpjrr7++7FIAYKmsQQUAAABAqQRUAAAAAJRKQAUAAABAqaxBBQAAAECpjKACAAAAoFQ1ZRfQHL17UJnxZSyrqqp3/lefYVnoLzSVPkNT6TM0lT5DU+kzNJU+s3qrqkqq6jvBYgioFqMokrq6BUmSt96aXXI1tBS1tW2T6DMsG/2FptJnaCp9hqbSZ2gqfYam0mdWbx07ts9S8ilT/AAAAAAol4AKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAolYAKAAAAgFIJqAAAAAAoVU3ZBQCV0a5dm9TUVD5zrqtbmJkz51a8XQAAAKjXbAKqZ555JgcffHDuu+++fPjDH85LL72UAQMGLPH4k046KSeeeGKS5Mgjj8yf/vSnRY752c9+lh49eqywmqE5qalplQVFMuW1GRVrc4NO7VdI6AUAAADv1iwCqueffz6jRo1KXV1dw7b1118/N9988yLHfuc738nTTz+dfffdt2HbxIkTM3z48EbbkqRLly4rrmhohqa8NiOXj3+8Yu0dN7hXNlq/fcXaAwAAgMUpNaCqq6vLzTffnIsuuihrrLFGo32tW7dO7969G22bMGFCHn744Xzve9/LZpttliR59dVX88Ybb2TnnXde5HgAAAAAmr9S5+48+uijufDCCzNixIicfvrpSz12zpw5+frXv55dd901e++9d8P2iRMnJkm6deu2QmsFAAAAYMUodQRVly5dMmHChHTs2DG33XbbUo+97rrr8uqrr+ZHP/pRo+0TJ05M69atM27cuEyYMCGzZs3Kdtttly984QsNo6yaqqoqqampTpLU1rZdrjZY/ZTdZ2pqqlNVlVRXcM2o+p8FPweVV3Z/oeXRZ2gqfYam0mdoKn2GptJnVm9VVUvfX+oIqvXWWy8dO3Z83+PmzZuX6667Lvvuu2822WSTRvsmTpyYefPmZc0118yll16ar3/965k0aVKGDh2a1157bUWVDgAAAECFNItF0t/Pvffem9deey0jR45cZN/o0aMzZMiQbLfddg3b+vTpk0GDBuWGG27ImDFjmvx+RZHU1S1Ikrz11uzlL5zVSv1vAcrqM7W1bVMUyYK6hRVrs/5nwc9B5ZXdX2h59BmaSp+hqfQZmkqfoan0mdVbx47tlzqKqsUEVN26dcsWW2yxyL6uXbsusm2jjTZKly5dGtanAgAAAKD5KnWK37KYP39+HnzwwQwaNGiRfUVR5Pbbb88jjzyyyL45c+Zk3XXXXRklAgAAAPABNPuA6h//+Edmz56drbfeepF9VVVVufrqq/ONb3wjCxf+/2lNTz/9dCZNmpR+/fqtzFIBAAAAWA4tIqBKko997GOL3X/SSSfl6aefzumnn56HHnoot956a0aNGpVPfOIT2X///VdmqQAAAAAsh2a/BtW0adOSJGuvvfZi9++555657LLLcvnll+fEE0/MmmuumYEDB+bUU09NdXX1yiwVAAAAgOVQVRRFUXYRzc3ChYWn+NFkZT+Rora2bSb/Z0YuH/94xdo8bnCvbLR+ez8HK0DZ/YWWR5+hqfQZmkqfoan0GZpKn1m9dezYPq1aLfkxfs1+ih8AAAAAqzYBFQAAAAClElABAAAAUKpmv0g6UJ6OtW1TU1PdMFe8EurqFmbmzLkVaw8AAICWT0AFLFGb1tWZO39Bprw2oyLtbdCpfWpqDNwEAACgMQEVsFRTp1XuyYD1TwUEAACAdzOUAQAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKFWzCaieeeaZbLnllnnllVcabR84cGC6deu2yJ/p06c3HPPkk09m2LBh6dOnT3baaad85zvfyfz581f2JQAAAACwHGrKLiBJnn/++YwaNSp1dXWNts+cOTOTJ0/Oaaedln79+jXat/baaydJXnzxxRx55JHp06dPLr744vzrX//Kd7/73cyYMSNf+tKXVto1AAAAALB8Sg2o6urqcvPNN+eiiy7KGmusscj+Z599NkVRZMCAAenSpcti27jiiiuy1lpr5fvf/35at26d/v37Z80118x5552XUaNGpXPnziv6MgAAAAD4AEqd4vfoo4/mwgsvzIgRI3L66acvsv+ZZ55JmzZtsummmy6xjYceeii77bZbWrdu3bBt7733zoIFC/Lggw+uiLIBAAAAqKBSA6ouXbpkwoQJOfHEE1NdXb3I/meffTbrrLNOTj311PTt2zd9+vTJmDFj8tprryVJZs+enalTp2azzTZrdF6HDh3Svn37vPDCCyvlOgAAAABYfqVO8VtvvfWWun/ixImZNm1aPv7xj2fYsGF5/vnnM27cuAwfPjw///nP8/bbbydJ2rdvv8i57dq1y4wZM5arrqqqpKbmncCstrbtcrXB6qfsPlNTU52qqqS6ptK5c1XF2qz/2fJzVX5/oeXRZ2gqfYam0mdoKn2GptJnVm9VVUvf3ywWSV+SsWPHpiiK9OrVK0nSt2/fdOnSJZ/97Gdzxx13pH///kmSqsVcZVEUadWq2TykEAAAAIAlaNYBVc+ePRfZtvXWW2ettdbKxIkTs++++ybJYkdKzZo1K2uttdZyvW9RJHV1C5Ikb701e7naYPVT/1uAsvpMbW3bFEWyoG5hhVsuKtZm/c+Wn6vy+wstjz5DU+kzNJU+Q1PpMzSVPrN669ix/VJHUTXbIUazZs3K+PHjM3HixEbbi6LI/Pnzs+6666Zdu3bp3LlzXnzxxUbHvP7665kxY8Yia1MBAAAA0Pw024CqTZs2Of/883PppZc22n7fffdlzpw56devX5Jkxx13zG9/+9vMmzev4Zh777031dXVDccAAAAA0Hw124Cquro6o0ePzm9+85ucd955+eMf/5gf/ehHOeusszJgwIBsu+22SZKjjz46r732Wo499tj89re/zbXXXptvfvObOfTQQ7PBBhuUfBUAAAAAvJ9mvQbVUUcdlfbt2+e6667Lrbfemtra2hx22GE56aSTGo7p0qVLrrnmmlxwwQX53Oc+l3XXXTdHHXVUo2MAAAAAaL6aTUB10EEH5aCDDlpk+yGHHJJDDjlkqef27ds3t9xyy4oqDQAAAIAVqNlO8QMAAABg9SCgAgAAAKBUAioAAAAASiWgAgAAAKBUAioAAAAASiWgAgAAAKBUNWUXAPBBtGvXJjU1lc/a6+oWZubMuRVvFwAAgEUJqIAWraamVRYUyZTXZlSszQ06tV8hoRcAAACLJ6ACWrwpr83I5eMfr1h7xw3ulY3Wb1+x9gAAAFg6QwQAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBS1ZRdALD66FjbNjU11amtbVuxNmtqqpOqijUHAABACQRUwErTpnV15s5fkCmvzahYm5tuUCufAgAAaOEEVMBKNXXajFw+/vGKtXfucTtWrC0AAADKYQ0qAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVM0moHrmmWey5ZZb5pVXXmm0/Z577sngwYPTp0+f9O/fP2effXZef/31RscceeSR6dat2yJ/nnzyyZV5CQAAAAAsh2bxFL/nn38+o0aNSl1dXaPtd999d8aMGZMhQ4ZkzJgxee211zJu3LgceeSRGT9+fFq3bp0kmThxYoYPH55999230fldunRZadcAAAAAwPIpNaCqq6vLzTffnIsuuihrrLHGIvt/+MMfpn///jn33HMbtm2++eY59NBD88ADD2SPPfbIq6++mjfeeCM777xzevfuvRKrBwAAAKASSg2oHn300Vx44YUZOXJkOnfunLFjxzbsK4oiO+ywQ7beeutG52y++eZJkkmTJiV5Z/RUknTr1m0lVQ0AAABAJZUaUHXp0iUTJkxIx44dc9tttzXaV1VVlbPOOmuRcyZMmJAk+djHPpbknYCqdevWGTduXCZMmJBZs2Zlu+22yxe+8IVsttlmK/4iAAAAAPhASg2o1ltvvSYdP2nSpJx//vnZcssts9NOOyV5J6CaN29e1lxzzVx66aWZOnVqLrvssgwdOjS/+MUv0qlTpybXVVWV1NRUJ0lqa9s2+XxWT03pM9XVrVJVVVXR96+qeifYra6p9LMPKt1m86+x/jtgRf78+46hqfQZmkqfoan0GZpKn6Gp9JnV2/v9E7hZLJK+LP71r39l5MiRqampycUXX5xWrd75x+jo0aMzZMiQbLfddg3H9unTJ4MGDcoNN9yQMWPGlFUyLFFVVVXmzl+QqdNmVKzNTT5SW7G2AAAAYGVqEQHVww8/nJNOOikf+tCH8uMf/zgbb7xxw76uXbsucvxGG22ULl26NKxP1VRFkdTVLUiSvPXW7OUrmtVO/W8BlqXP1Na2zZTXZuTy8Y9X7P3PPW7HJEUW1C2sWJvvqHSbzb/G+u+AFfnz35T+Aok+Q9PpMzSVPkNT6TM0lT6zeuvYsf1SR1FVep5Nxd19990Ni6jffPPN6dKlS8O+oihy++2355FHHlnkvDlz5mTdddddmaUCAAAAsByadUD1hz/8IWeccUb69OmTm266KZ07d260v6qqKldffXW+8Y1vZOHC/z964umnn86kSZPSr1+/lV0yAAAAAE3UbKf4zZs3L+ecc04+9KEP5bjjjstzzz3XaP9HPvKRdO7cOSeddFJOOumknH766Rk8eHCmTJmS733ve/nEJz6R/fffv6TqAQAAAFhWzTagevzxx/Pqq68mSUaMGLHI/pNPPjnHH3989txzz1x22WW5/PLLc+KJJ2bNNdfMwIEDc+qpp6a6unpllw0AAABAEzWbgOqggw7KQQcd1PB6m222ybPPPrtM5+6xxx7ZY489VlRpAAAAAKxAzXoNKgAAAABWfQIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEpVU3YBAM1Nx9q2qampTm1t24q2W1e3MDNnzq1omwAAAKsCARXAe7RpXZ258xdkymszKtbmBp3ap6bGoFUAAIDFEVABLMbUaTNy+fjHK9becYN7ZaP121esPQAAgFWJX+cDAAAAUKpmE1A988wz2XLLLfPKK6802v7ggw9m8ODB6dWrV3bfffdcc801i5z75JNPZtiwYenTp0922mmnfOc738n8+fNXVukAAAAAfADNIqB6/vnnM2rUqNTV1TXa/thjj+W4447L5ptvnksuuST77bdfLrjgglx99dUNx7z44os58sgj06ZNm1x88cUZMWJErr322nzzm99c2ZcBAAAAwHIodQ2qurq63HzzzbnooouyxhprLLJ/3Lhx+eQnP5lvf/vbSZJddtkldXV1ufzyyzNs2LC0bt06V1xxRdZaa618//vfT+vWrdO/f/+sueaaOe+88zJq1Kh07tx5ZV8WAAAAAE1Q6giqRx99NBdeeGFGjBiR008/vdG+uXPn5pFHHsmee+7ZaPtee+2V//73v3nssceSJA899FB22223tG7duuGYvffeOwsWLMiDDz644i8CAAAAgA+k1ICqS5cumTBhQk488cRUV1c32jd58uTMnz8/m222WaPtm2yySZLkhRdeyOzZszN16tRFjunQoUPat2+fF154YcVeAAAAAAAfWJOm+A0fPjyjR4/O9ttvv9j9999/fy666KLcddddy9Teeuutt8R9b7/9dpKkffvGj2Vv165dkmTGjBlLPKb+uBkzZixTHe9VVZXU1LwTmNXWtl2uNlj9NKXP1NRUp6oqqa6pdEZc1QLabAk1Vr7N+u+V+v7hO4am0mdoKn2GptJnaCp9hqbSZ1ZvVVVL37/UgGr27Nl54403Gl7/5S9/ycCBAxtGMb3bwoUL88ADD+Sll15avkrfoyiKJEnVEq6gVatWSz2mKIq0atUs1oAHAAAAYCneN6A64IADGkYqVVVV5Rvf+Ea+8Y1vLPb4oiiy4447VqSwtdZaK0kWGQVV/3qttdZqGDm1uJFSs2bNamijqYoiqatbkCR5663Zy9UGq5/63wIsS5+prW2bokgW1C2scBVFC2izJdRY+Tbrv1fq+0dT+gsk+gxNp8/QVPoMTaXP0FT6zOqtY8f2Sx1FtdSAqkOHDvn2t7+dJ598MkVR5LLLLsvAgQPTrVu3RY5t1apVOnTokH333fcDF50kG2+8caqrqzNp0qRG2+tfb7bZZmnXrl06d+6cF198sdExr7/+embMmLHI2lQAAAAAND/vuwZV//79079//yTJlClTcthhh6VXr14rvLA2bdqkb9+++fWvf50jjjiiYRrfvffem7XWWivdu3dPkuy444757W9/mzPPPLPhSX733ntvqqur069fvxVeJwAAAAAfTJMWSf/mN7+5oupYrNGjR+eoo47KmDFjcuCBB+Zvf/tbrr766px22mlp2/adoYFHH3107rrrrhx77LE54ogj8u9//zvf+c53cuihh2aDDTZYqfUCAAAA0HRNCqiS5IEHHsidd96ZadOmZcGCBYvsr6qqyo9//OOKFLf99tvnkksuybhx43LCCSekc+fOOfPMMzNixIiGY7p06ZJrrrkmF1xwQT73uc9l3XXXzVFHHZWTTjqpIjUAAAAAsGI1KaC68cYbc9555yVJOnbs2DClrhIOOuigHHTQQYtsHzhwYAYOHLjUc/v27ZtbbrmlYrUAAAAAsPI0KaC67rrrssUWW+TKK6/Meuutt6JqAgAAAGA10qopB0+dOjVDhgwRTgEAAABQMU0KqDbeeONMmzZtRdUCAAAAwGqoSQHVsccem+uvvz7//Oc/V1Q9AAAAAKxmmrQG1aOPPpp27dpl//33z2abbZYOHTqkqqqq0TGVfIofAAAAAKu+JgVUf/jDH5IkH/7whzN79uy8/PLLK6QoAAAAAFYfTQqo7r///hVVBwAAAACrqSatQQUAAAAAldakEVTDhw9fpuOuu+665SoGAAAAgNVPkwKql156aZFtCxcuzBtvvJG5c+dmww03zMc//vGKFQcAAADAqq8ia1AtWLAg9913X8aOHZuRI0dWpDAAAAAAVg8VWYOquro6e+65Zw455JBceOGFlWgSAAAAgNVERRdJ33TTTTNx4sRKNgkAAADAKq5iAdW8efNyxx13pGPHjpVqEgAAAIDVQEWe4jdv3ry88MIL+e9//5uTTjqpIoUBAAAAsHr4wE/xS95Zg2rzzTfPpz71qXz2s5+tSGEAAAAArB4q8hQ/AAAAAFheTQqo6i1YsCBPPfVUXn755bRu3Tof+chHsuWWW1a6NgAAAABWA00OqH7729/mq1/9al599dUURZEkqaqqyvrrr58vf/nL2X333SteJAAAAACrriYFVI888khOOumkdOzYMWPGjEmXLl1SFEWef/75/OQnP8nnPve5XHfdddlqq61WVL0AAAAArGKaFFBdcskl2XDDDfOzn/0sa621VqN9n/3sZzN48OD84Ac/yJVXXlnRIgEAAABYdbVqysFPPPFEDjnkkEXCqSRp3759Dj744Dz++OMVKw4AAACAVV+TAqr3U1VVlfnz51eySQAAAABWcU0KqHr16pWf/exnmTVr1iL7ZsyYkVtvvTU9evSoWHEAAAAArPqatAbViSeemOHDh+dTn/pUDj/88Gy66aZJ0rBI+quvvpqvfvWrK6JOAAAAAFZRTQqo+vbtm0suuSTnnntuLrjgglRVVaUoiiRJp06d8t3vfjfbbbfdCikUAAAAgFVTkwKqJBkwYEB23XXXPP3003nppZeSJJ07d06vXr1SU9Pk5gAAAABYzS3TGlQ33HBD9ttvv9TV1SVJqqur07Nnz+yzzz657777ctJJJ+WGG25YoYUCAAAAsGpaakBVFEXOPPPMnHfeefnPf/6TKVOmLHLMRz/60bRq1Srnn39+Tj311BVWKAAAAACrpqUGVLfeemvuuOOOfPazn80DDzyQjTfeeJFjxowZk/vuuy/7779/7rnnntx+++0rqlYAAAAAVkHvG1Bts802+dKXvpQ2bdos8bg2bdrkG9/4RrbYYov89Kc/rXiRAAAAAKy6lhpQPffccxkwYMCyNdSqVfbaa688++yzFSkMAAAAgNXDUgOq6urqtG7depkbW3fdddOq1TKtuw4AAAAASd4noNpkk03y1FNPLXNjTz75ZDbYYIMPXBQAAAAAq4+lBlT77rtv7rzzzvzzn/9834b++c9/5s4778wuu+xSseIAAAAAWPUtNaAaMmRINthggwwbNix33HFHFixYsMgxCxcuzC9/+cscddRRadeuXY444ogVViwAAAAAq56ape1s165dfvCDH+T444/PWWedla9+9avZcsst06lTpyxcuDCvv/56nn766cyaNSsf+chHctlll2X99ddfWbUDAAAAsApYakCVJJtvvnnuuOOO3Hjjjbnrrrvy2GOPpa6uLkmyxhprpHfv3tlzzz0zZMiQJi2oDgAAAADJMgRUSdK6descddRROeqoo5Ik06dPT3V1dWpra1docQAAAACs+pYpoHqvDh06VLoOAAAAAFZTS10kHQAAAABWNAEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKUSUAEAAABQKgEVAAAAAKWqKbuApXn44YczfPjwJe7/1re+lQMPPDADBw7MpEmTFtn/pz/9KR06dFiRJQIAAADwATXrgGrLLbfMzTff3GhbURQ555xzMmvWrPTv3z8zZ87M5MmTc9ppp6Vfv36Njl177bVXZrkAAAAALIdmHVC1b98+vXv3brTtxz/+cV544YX89Kc/TYcOHfLYY4+lKIoMGDAgXbp0KadQAAAAAJZbi1qDatq0afne976Xz3zmM+nVq1eS5JlnnkmbNm2y6aabllscAAAAAMulRQVU48aNS6tWrXLKKac0bHv22Wezzjrr5NRTT03fvn3Tp0+fjBkzJq+99lp5hQIAAACwzJr1FL93mz59em6//faMGDGi0dpSEydOzLRp0/Lxj388w4YNy/PPP59x48Zl+PDh+fnPf54111yzye9VVZXU1FQnSWpr21bsGli1NaXP1NRUp6oqqa6pdEZc1QLabAk1Vr7N+u+V+v7hO4am0mdoKn2GptJnaCp9hqbSZ1ZvVVVL399iAqpbbrklCxcuXOSpfmPHjk1RFA1T/vr27ZsuXbrks5/9bO64444ceuihZZQLAAAAwDJqMQHVvffem5133jkdOnRotL1nz56LHLv11ltnrbXWysSJE5frvYoiqatbkCR5663Zy9UGq5/63wIsS5+prW2bokgW1C2scBVFC2izJdRY+Tbrv1fq+0dT+gsk+gxNp8/QVPoMTaXP0FT6zOqtY8f2Sx1F1SLWoHr11Vfz97//PYMGDWq0fdasWRk/fvwiQVRRFJk/f37WXXfdlVkmAAAAAMuhRQRUjz/+eJJ3Rka9W5s2bXL++efn0ksvbbT9vvvuy5w5c9KvX7+VViMAAAAAy6dFTPH7xz/+kbZt22bDDTdstL26ujqjR4/Ot771rZx33nnZfffd849//COXXHJJBgwYkG233bakigEAAABYVi0ioJo2bVqjJ/e921FHHZX27dvnuuuuy6233pra2tocdthhOemkk1ZylQAAAAAsjxYRUH3lK1/JV77ylSXuP+SQQ3LIIYesvIIAAAAAqJgWsQYVAAAAAKsuARUAAAAApRJQAQAAAFAqARUAAAAApRJQAQAAAFAqARUAAAAApRJQAQAAAFCqmrILAFgddKxtm5qa6tTWtk2S1NRUJ0nD6+VRV7cwM2fOrUh9AAAAZRJQAawEbVpXZ+78BZny2owkSVXVO9uLYvna26BT+9TUGAQLAACsGgRUACvJ1Gkzcvn4x5Mk1f8LlxbULVyuto4b3Csbrd++YrUBAACUya/fAQAAACiVgAoAAACAUpniB0CSpF27NitkXSuLuQMAAO9HQAVAkqSmplUWFGlYyL0SLOYOAAAsCwEVAA2mvPb/F3KvBIu5AwAAy0JAxSrHNCUAAABoWQRUrHJMUwIAAICWRUDFKsk0JQAAAGg5BFSwDDrWtk1NTXVqa9su8ZiamuokWeoxjY6tqlh5AAAA0KIJqGAZtGldnbnzFyx12mDV/wKnonj/9jbdoFY+BQAAAP8joIJlNHXa0qcNVv9vjaoFdQvft61zj9uxYnUBAABASyegAmiBlmXaaVOZegoAAJRFQAXQAi3LtNOmMvUUAAAoi4AKoIV6v2mnTWXqKQAAUJZWZRcAAAAAwOpNQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJSqpuwC3k9dXV222mqrzJ07t9H2D33oQ/nb3/6WJHnwwQfz3e9+N88991w6duyYww8/PCNGjCijXAAAAACaqNkHVC+88ELmzp2b888/P5tuumnD9lat3hn89dhjj+W4447LoEGDcvLJJ+fRRx/NBRdckKIoMnLkyJKqBgAAAGBZNfuAauLEiWnVqlX22muvtG3bdpH948aNyyc/+cl8+9vfTpLssssuqaury+WXX55hw4aldevWK7tkAAAAAJqg2a9B9cwzz2TjjTdebDg1d+7cPPLII9lzzz0bbd9rr73y3//+N4899tjKKhMAAACA5dTsR1A9++yzad26dUaOHJnHHnssNTU1GTRoUM4888y88sormT9/fjbbbLNG52yyySZJ3pkeuN122zX5Pauqkpqa6iRJbe2iwRjNW01NdaqqkuqaSuevVUtts6qqKklT3nfp7S2fltBmS6hxxbfZ9P6y9PYqp7Jt1n+f+i794Py9RFPpMzSVPkNT6TM0lT6zevvfP4GWqNmPoJo4cWImTZqU/v3754orrsjxxx+fX/7ylxk9enTefvvtJEn79u0bndOuXbskyYwZM1Z6vQAAAAA0TbMfQfXd7343tbW16datW5Jkm222SceOHXPGGWfkoYceSvL/RyK8V/1C6k1VFEld3YIkyVtvzV6uNihPbW3bFEWyoG5hhVsultpm/aiTZX/fpbe3fFpCmy2hxhXfZtP7y9Lbq5zKtln/feq79IOr/02je8my0mdoKn2GptJnaCp9ZvXWsWP7pY6iavYBVb9+/RbZtuuuuzZ6/d6RUvWv11prrRVWFwAAAACV0ayn+L3++uu59dZbM3ny5Ebb58yZkyTp2LFjqqurM2nSpEb761+/d20qAAAAAJqfZh1QVVVV5Utf+lJuuOGGRtvvvvvuVFdXZ4cddkjfvn3z61//OkVRNOy/9957s9Zaa6V79+4ru2QAAAAAmqhZT/Hr0KFDhg4dmuuvvz7t27dP37598+ijj+byyy/P0KFDs8kmm2T06NE56qijMmbMmBx44IH529/+lquvvjqnnXZa2rb1ZAAAAACA5q5ZB1RJctZZZ6Vz584ZP358rrjiinTu3Dmf+9zncvTRRydJtt9++1xyySUZN25cTjjhhHTu3DlnnnlmRowYUXLlAAAAACyLZh9QrbHGGjnmmGNyzDHHLPGYgQMHZuDAgSuxKgAAAAAqpVmvQQUAAADAqk9ABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpBFQAAAAAlEpABQAAAECpasouAACWVbt2bVJTU/nfrdTVLczMmXMr3i4AALBsBFQAtBg1Na2yoEimvDajYm1u0Kn9Cgm9AACAZSegAqBFmfLajFw+/vGKtXfc4F7ZaP32FWsPAABoOr8yBgAAAKBUAioAAAAASiWgAgAAAKBU1qACYIXpWNs2NTXVqa1tW5H2amqqk6qKNAUAADQjAioAVpg2raszd/6Cij11b9MNauVTAACwChJQAbBCTZ1WuafunXvcjhVpBwAAaF6sQQUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJRKQAUAAABAqQRUAAAAAJSqpuwCAKBMHWvbpqamOrW1bSvabl3dwsycObeibQIAwKpKQAXAaq1N6+rMnb8gU16bUbE2N+jUPjU1BikDAMCyElABsNqbOm1GLh//eMXaO25wr2y0fvuKtQcAAKs6v94FAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKJaACAAAAoFQCKgAAAABKVVN2AQDAyteuXZvU1FT+91R1dQszc+bcircLAMCqTUAFAKuhmppWWVAkU16bUbE2N+jUfoWEXgAArPqafUC1cOHC3HzzzfnJT36Sl156KR07dsyAAQNy0kknpX379kmSgQMHZtKkSYuc+6c//SkdOnRY2SUDQIsw5bUZuXz84xVr77jBvbLR+u0r1h4AAKuPZh9QXXXVVbn44oszcuTIbL/99nnhhRcybty4PPfcc7n66qszc+bMTJ48Oaeddlr69evX6Ny11167pKoBAAAAWFbNOqAqiiJXXXVVhgwZktNOOy1JssMOO2TdddfNmDFj8swzz2T27NkpiiIDBgxIly5dSq4YAAAAgKZq1gHVzJkz8+lPfzqDBg1qtH3zzTdPkkyaNCnTpk1LmzZtsummm5ZQIQAAAAAfVLMOqNq3b5+xY8cusn3ChAlJko997GN56KGHss466+TUU0/NQw89lAULFmTXXXfNF77whXTq1Gm53reqKqmpqU6S1Na2Xf4LoBQ1NdWpqkqqK75Qb9VS26yqqkrSlPddenvLpyW02RJqXPFtNr2/LL29ymkJbTb/Guv/Hqnk3yGV/ntpRXxXrojrZvn5/zI0lT5DU+kzNJU+s3r73z+BlqjFPWrn8ccfzxVXXJE99tgjXbp0ycSJEzNt2rR8/OMfz+WXX56zzz47f/3rXzN8+PDMmTOn7HIBAAAAeB/NegTVez366KM57rjj8tGPfjTnnXdekmTs2LEpiiK9evVKkvTt2zddunTJZz/72dxxxx059NBDm/w+RZHU1S1Ikrz11uzKXQArRW1t2xRFsqBuYYVbLpbaZv0ohGV/36W3t3xaQpstocYV32bT+8vS26ucltBm86+x/u+RSv4dUv+bxkq1uSK+K1fEdbP8Kt1nWPXpMzSVPkNT6TOrt44d2y91FFWLCajuvvvufP7zn8+mm26aq666Kuuuu26SpGfPnoscu/XWW2ettdbKxIkTV3aZAAAAADRRi5jid+211+bUU09N7969c+ONN2b99ddPksyaNSvjx49fJIgqiiLz589vCLEAAAAAaL6afUB166235lvf+lYGDRqUq666KmuttVbDvjZt2uT888/PpZde2uic++67L3PmzEm/fv1WdrkAAAAANFGznuL3+uuv5+tf/3o23HDDDB06NH//+98b7d94440zevTofOtb38p5552X3XffPf/4xz9yySWXZMCAAdl2221LqhwAAACAZdWsA6o//OEPmT17dl5++eUMHTp0kf0XXHBBjjrqqLRv3z7XXXddbr311tTW1uawww7LSSedVELFAAAAADRVsw6oDjjggBxwwAHve9whhxySQw45ZMUXBAAAAEDFNfs1qAAAAABYtQmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAACiVgAoAAACAUgmoAAAAAChVTdkFAMCqpmNt29TUVKe2tm3F2qyubpUFCxZWrD0AAGhOBFQAUGFtWldn7vwFmfLajIq0t0Gn9qmpqqpIWwAA0BwJqABgBZg6bUYuH/94Rdo6bnCvbLZBbUXaAgCA5khABQDNXMfatqmqSkWnDdbUVCcGZQEA0EwIqACgmWvTujpz5i3I1GkzUhSVaXPTDWrlUwAANBsCKgBoAaZOm5krbn8yC+oqs1D6ucftWJF2AACgElqVXQAAAAAAqzcBFQAAAAClElABAAAAUCoBFQAAAAClElABAAAAUCoBFQAAAAClElABAAAAUCoBFQAAAAClqim7AFZv7dq1SU1NZXPSmprqpKqiTQKwDDrWtk1NTXVqa9tWtN26uoWZOXNuRdsEAKB5EVBRqpqaVllQJFNem1GxNjfdoFY+BVCCNq2rM3f+gop+p2/QqX3Ff5EBAEDzI6CidFNem5HLxz9esfbOPW7HirUFQNNMnVbZ7/TjBvfKRuu3r1h7AAA0T34lCQAAAECpBFQAAAAAlEpABQAAAECprEFFk1T6qXueuAdAS7cinkibeHohALB6EVDRJJV+6p4n7gHQ0q2IJ9J6eiEAsLoRUNFklXzqnifuAbAqqPQTaT29EABY3fjVHAAAAAClElABAAAAUCoBFQAAAAClElABAAAAUCoBFQAAAAClElABAAAAUKqasgsAAFhZ2rVrk5qayv5+rqamOqmqaJMAAKsdARUAsNqoqWmVBUUy5bUZFWtz0w1q5VMAAB+QgAoAWK1MeW1GLh//eMXaO/e4HSvWFgDA6kpABQDQzHSsbZuamurU1rZd7jZqaqqTpKGNurqFmTlzbkXqAwCoNAEVAEAz06Z1debOX/CBpiJW/W/eYVEkG3RqX/G1twAAKklABQDQDE2d9sGmIlb/L5BaULcwxw3ulY3Wb1+p0gAAKk5ABQA0W5WY6vZunrgHANA8CagAgGarElPd3s0T9wAAmicBFQDQrH3QqW7v5ol7AADNk4BqFdauXZuKL4hqagQAtDyVnipZz5MBAYBKEVCtwmpqWmVBkYpNi0hMjQCAlqjSUyUTTwYEACpLQLWKm/Ja5aZFJKZGAEBLVcmpkkk8GRAAqCgBFQAATbYipg1WV78zImvBgoUVazMxFREAWgIBFQAATbYipg1uukFt5pmKCACrJQEVAADLpdLTBs89bkdTEQFgNSWgAgCAZbQinpKcmIYIAAIqAABYRiviKcmmIQKAgAoAAJqk0k9JNg2x+TJiDmiqFfG9sbp8ZwioAAAAFsOIOaCpKv29sTp9Z6wyAdUvf/nL/OAHP8jkyZOz4YYbZtSoUTnggAPKLgsAAGjBjJgDmqqS3xur03fGKhFQ3XPPPTn99NMzfPjw7LzzzpkwYULOOuusrLnmmtl7773LLg8AgJJ0rG2bmprq1Na2rUh7NTXVSVVFmmpQ6RqTpLr6nd+2L1iwcJnPqampTpIl1tESpphUemrNivi8V4SWMBVxRdS4PP18WbSEvg6rolUioPrOd76TQYMG5Qtf+EKSZOedd85bb72V733vewIqAIDVWJvW1Zk7f0HFplpsukFtxfOKSteYvFPnvCa2WfW/CyuKRfe1lCkmlZ5asyI+7xWhJUxFXBE1Lk8/fz8tpa/DqqjFB1STJ0/OpEmTcuqppzbavtdee+Wee+7J5MmTs9FGG5VUHQAAZZs6rXJTLc49bseKtPNelawxeafOprZZ/b9/lC+oW3Q0SkuaYlLJqTUr6vNeEVrCVMRK17g8/fz9tKS+DquaqqJY3O9IWo7f//73OfbYY/OLX/wiW2yxRcP2v//97znwwANz5ZVXZpdddmlSmy38lixiYQUvp1VVZdusdHstpc2WUOOKaLMl1NhS2mwJNa6INltCjSuizZZQY0tpsyXUuCLabAk1tpQ2W0KNK6LN+vZaipbwea8ILaHO5tzP390mfFCr6/fv+6mqWvIFtfgRVG+//XaSpH37xil3u3btkiQzZjR9uOfSblhLVL0CLqfSbbaEGldEmy2hxhXRZkuosaW02RJqXBFttoQaV0SbLaHGltJmS6hxRbTZEmpsKW22hBpXVJstQUv4vFeEllCnfs7qQr9suhY/ubZ+tNN7Q6X67a1atfhLBAAAAFiltfj0Zq211kqy6EipmTNnNtoPAAAAQPPU4gOqzTbbLEkyadKkRttffPHFRvsBAAAAaJ5afEC1ySab5KMf/Wh+9atfNdr+61//Optuumk22GCDkioDAAAAYFm0+EXSk+SEE07I2Wefndra2uy66665//77c8899+S73/1u2aUBAAAA8D6qivrVxFu4n/70p7nmmmsyderUbLTRRjn22GNzwAEHlF0WAAAAAO9jlQmoAAAAAGiZWvwaVAAAAAC0bAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAAAAAEoloAIAAACgVAIqAGCV8/nPfz7dunVr9OcTn/hEttpqqxxyyCH5+c9/vtJrGjZsWHbfffeV/r7L65JLLkm3bt3y8MMPL3b/Sy+9lG7duuXzn/98o+0LFy7MTTfdlEMPPTRbbbVVevfunX333Tff/e538/bbbzc69rbbblvkc9pyyy2z3XbbZeTIkfnd7363oi4PAGhmasouAABgRTn77LOz7rrrJkmKosiMGTNyxx135POf/3zeeOONjBgxYqXVctxxx2X27Nkr7f3KcuaZZ+buu+/OoEGDst9++6VVq1Z56qmnctVVV+VXv/pVfvrTnzZ8JvWGDBmSrbfeOkkyb968/Oc//8ldd92VUaNG5bTTTsuxxx5bxqUAACuRgAoAWGXtscce+ehHP9po28EHH5x99tknl112WQ4//PC0bt16pdSy4447rpT3KdNjjz2WO++8M5///Odz1FFHNdq3yy675JRTTslVV12VM844o9G+3r17Z//992+07eijj84xxxyT73znO+nXr1969+69ossHAEpkih8AsFpZc801s/vuu2fGjBn55z//WXY5q5S//e1vSRYfxg0aNCidO3fO//3f/y1TW23atMk3v/nNVFdX56qrrqpkmQBAMySgAgBWO1VVVUmSBQsWJEl23333jB07Nl/4whfSo0eP7LLLLpk+fXqSd0KXo446Kn369EmfPn0yYsSIPPHEE4u0+fjjj+eYY47JNttsk2233TbHHntsnn322Yb9i1uD6tlnn83xxx+fvn37pmfPnjn00EMzYcKEZbqG5557LieccEL69u2bXr165bDDDssf/vCHRscMGzYsI0eOzAMPPJCDDjooPXr0yK677ppLLrkkCxcuXPYbtozatWuXJLnlllsW2/6ECRNy4403LnN7G264Yfr06ZOHHnqo4bMCAFZNAioAYLWycOHC/OUvf0nr1q3TpUuXhu133XVXJk6cmHPOOSeHHnpoOnTokIceeijDhg3L22+/nZNPPjmjR4/OlClTMnTo0DzyyCMN5z7yyCMZOnRo/vWvf2XkyJEZPXp0nnvuuQwfPjwvvfTSYut44oknMmTIkDzxxBM56qijcuqpp2b+/Pk54YQT3jfEefbZZzNkyJA899xzGTVqVMaMGZO6uroce+yxufvuuxsd+49//COnnHJKtt1224wdOzYbbbRRLr300tx0000f4C4u3p577pna2tpcf/312WOPPXL++efngQceyKxZs5JkuaZTfvzjH8+sWbMyefLkSpcLADQj1qACAFZZ//3vfxtGQi1YsCAvv/xyfvSjH2XixIk58sgjG0b8JMmcOXNy8cUXZ+ONN07yTpD15S9/OT169MgNN9yQ6urqJMnhhx+eAw44IOedd15uv/32JMn555+fddZZJ+PHj29YALx///7ZZ5998pOf/CRnnnnmIrWdd955qaqqys9+9rN8+MMfTpJ85jOfyWc+85lccMEFGTRoUDp06LDY6zrvvPPSoUOH/PznP8+HPvShhrqOOOKIfP3rX88ee+zREAb95z//yQ9+8IOG0VsHHHBAdt5559x5550ZOnToB7q/79WhQ4dceeWVOe200zJ58uRcc801ueaaa7LGGmtkp512yvHHH5+ePXs2qc211147SfLmm29WtFYAoHkxggoAWGUdeOCB2X777bP99ttnp512ypAhQ3Lfffdl2LBhOe200xodu/HGGzeEU0ny97//PZMnT84ee+yRt956K9OnT8/06dMzZ86c7LbbbnnmmWfyyiuv5PXXX8+TTz6Z/fbbr9HT6TbbbLOMHz8+xxxzzCJ1TZs2LY8//nj233//hnAqeWfdpZEjR2bOnDn54x//uNhreuONN/KXv/wl/fv3z5w5cxrq+u9//5uBAwdm2rRpefLJJxuOb9u2bXbddddG77HZZptl2rRpTb6fi1M/XbJer1698qtf/So//OEPM2TIkHz0ox/N/Pnz89vf/jZDhgzJnXfe2aT26+rqFvs+AMCqxQgqAGCV9e1vfzvrrbdekqRVq1ZZe+2106VLl7Rp02aRYzt27Njo9aRJk5IkF1xwQS644ILFtj916tRUV1enKIpssskmi+z/5Cc/udjzXn755STvhFjvVT/tcMqUKYs9t36q2/XXX5/rr79+iXXVW2edddKqVePfSbZu3fp916Cqv0dLWvupfvvipu3V1NRk1113bQjGnn/++fzkJz/J9ddfn/POOy8DBw7MmmuuudT3r1c/cmpJo8kAgFWDgAoAWGVttdVW+ehHP7pMx9ZP4atXH+CcfPLJ6d2792LP2XzzzfPCCy8kySIh0NIURbHEffXvu8Yaayx2f30wNHTo0Oyxxx6LPeZjH/tYw383pa53q59aN3PmzMXuf+uttxodlySXXnppOnfunEMOOaTRsZtvvnnGjh2b+fPn56c//Wmee+65dO/efZnqeOaZZ9K+fftl/hwBgJZJQAUAsBgbbrhhkuRDH/pQdthhh0b7nnjiibz11ltZc80185GPfCRJ8uKLLy7Sxre//e3U1tbm2GOPXWzbzz///CLn1Ade7576t7hzq6urF6nrueeey0svvZS2bdu+7/W9n/qQ65///GcGDhy4yP5//OMfSd5ZxLxe/ZpcBx988GKn5HXt2jVJlrm+SZMm5e9//3s+9alPmeIHAKs4a1ABACxG9+7d06lTp1x//fWNRhHNmDEjp5xySs4+++xUV1enc+fO2WKLLXLXXXdlxowZDcdNnjw511133WLXeurUqVO6d++eO+64I6+88krD9nnz5uXaa69N69ats+OOOy62rvXXXz/du3fPz3/+87z66qsN2+fPn58vfOEL+dznPtewbtMH0bNnz3Tq1Cm33npr3njjjUb75s2bl5tuuikf+tCHstNOOzVs32+//TJ58uRcfvnli7Q3d+7c3H777dl0002z+eabv+/7z58/P1/96ldTVVWVESNGfODrAQCaNyOoAAAWY4011sgXv/jFnHLKKTnooINy8MEHp02bNrn11lszZcqUXHjhhampeef/Sp199tk5+uijM3jw4BxyyCFp1apVbrjhhqy99tqLXSQ9ScaOHZsjjjgiBx98cD7zmc+kXbt2ueOOO/L0009n7NixjabOLencwYMH5zOf+UzWWWed3HXXXXn88cdz2mmnNVqsfXm1bt06X/nKV3LKKafkwAMPzMEHH5yPfOQjef3113PnnXfmueeey9e+9rVGa0ONGjUqDz/8cC6++OL8/ve/z4ABA9KhQ4dMnTo1d955Z1555ZVcc801i4yG+r//+7+GKZZ1dXWZOnVq7rnnnjz33HM5++yzl7iWFwCw6hBQAQAswV577ZVrrrkmP/jBD/L9738/rVq1ysc//vH84Ac/yG677dZw3HbbbZcf//jHGTduXC677LK0adMm22yzTc4444x06tRpsW336dMnN910U8aNG5drrrkmCxcuzBZbbJHLLrtsiWtLvffcSy65JNdee23q6uqy2Wab5Vvf+lYOPPDAil3/HnvskRtvvDHXXnttbrnllkyfPj3rrLNOunfvni9+8Yvp169fo+PXXHPNXHfddbnppptyzz335KqrrsrMmTPToUOH7LDDDhk1atRiF4a/+eabc/PNNyd5Jxj78Ic/nI997GP5whe+sMSRZADAqqWqWNoqnQAAAACwglmDCgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKJWACgAAAIBSCagAAAAAKNX/AwSxp55idqMUAAAAAElFTkSuQmCC\n", + "image/png": "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\n", "text/plain": [ - "
" + "
" ] }, "metadata": {}, "output_type": "display_data" - } - ], - "source": [ - "#Podemos hacer un histograma para revisar la distribución de la información\n", - "sns.set(context = 'talk', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", - "\n", - "ax = sns.histplot(x = data['SalePrice'])\n", - "\n", - "ax.set_title('Distribución de las casas de acuerdo al precio')\n", - "ax.set(xlabel = 'Precio en USD')\n", - "\n", - "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [], - "source": [ - "# Observamos que el número de casas se distribuye aparentemente con normalidad" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Análisis estadístico" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ + }, { "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlIAAAGCCAYAAAArCS3BAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAB7AklEQVR4nO3dd3xT1fvA8c/NbjpoS8uGtoyykb0ERabiQEEEkbr4fUUB0a+CCI6vCogoKCIq4EBFUVHBhaKgIrKhgqyy9yqji4406/7+SBOSNCklUubzfr140dx77jnPPbnJfXLuuYmiqqqKEEIIIYQ4Z5qLHYAQQgghxOVKEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQpTAarUyc+ZMbrvtNpo2bUrz5s3p3bs3M2fOpLCwMKQ6U1JS6Ny583mO9Oyefvpp6tate8HbPXLkCMOGDaN169bccMMNTJs2DafTWapt582bR926dX3+1a9fn/bt2/Poo4+ya9eu8xrrW2+9Rd26dTl06NB5rfdCycvLo2nTptStW5fNmzcHLFNWx8Hff//NyJEj6datG02aNKFNmzbcf//9fP/998i37Igrme5iByDEpcputzNo0CA2bNjA7bffTr9+/XA4HKxbt47XX3+d33//nU8++QSDwXCxQy2Vfv360a5duwvaZmFhIYMGDaKgoIDhw4ezdetW3nrrLcxmMw8++GCp6+nXrx8tWrQAXMnt8ePH+eqrrxgwYADffvstVapUKatduKwsXrwYi8WCyWRi3rx5NGrUqMzbVFWVKVOmMH36dBITE7nllluoUqUKOTk5LFq0iJEjR/Lbb78xZcoUFEUp83iEuNAkkRIiiJ9//pk1a9bw1ltv0b17d8/ye++9l/fff5/XXnuNr7/+mgEDBlzEKEuvWbNmNGvW7IK2uW7dOvbs2cOUKVO46aabAFi/fj0LFiw4p0SqadOm9OrVy2dZjx49uPnmm5k9ezajRo06r3Ffrn744Qfq1KlD1apVWbBgAU8//XSZJ/pffvkl06dPp1+/fjz//PPodGdOK4MGDWLKlCm8++67zJs3jz59+pRpLEJcDHJpT4gg1q9fD8C1115bbN0999yDXq9nw4YNFziqy0tBQQHgurwHrtELq9WKXq//13XXrl2buLi4835573KVkZHBypUradmyJddddx1ZWVn8/vvvZdpmfn4+kyZNIiEhgWeffdYniXJ79NFHqVq1KnPnzi3TWIS4WCSREiKI8PBwwPWJ219YWBh///03r776qs/yhQsXMnDgQFq0aEGjRo3o3Lkzr776KlartcS2du3axdChQ2nZsiXXXHMN/fv356+//vIpk5KSwv3338/vv/9Oz549adKkCbfffju//PJLsXKDBg3ijTfeoFmzZrRr147t27cHnBuTnp7OmDFj6NChA82aNaNPnz4sXrzYp8yxY8d46qmnaNu2LY0bN+b222/n+++/L7nzirRt25aYmBjeeecdtm3bxgsvvMChQ4e4++67S7V9SfLy8sjJyaF69eo+y7Ozsxk7diwdO3akUaNG3HTTTXz88cfF5ukcOHCARx99lFatWtGmTRveeOONYmXeeustGjduzKJFi7j22mtp1qwZX331FQCZmZm88MILnnZ69OjBzJkzcTgcPnWUptxbb71Fs2bN2LVrFw888ABNmzalY8eOvPfee6iqygcffMANN9xA8+bNGTRoUMA5XD/99BN2u53WrVvTpUsXFEVh3rx5Qftv/fr19OnTh8aNG9O9e3c++ugjn7rq1q3Lr7/+Wmy7lJQUunbtCsCSJUs4ffo0DzzwQNCRL61Wy5QpU3j77bc9y55++mluvPFGPvvsM1q1akWrVq1YunRp0FiFuJTJpT0hgrjtttuYNWsWEydOZN68eXTt2pV27drRrFkzDAZDsRPHV199xbPPPkvnzp0ZMWIENpuNRYsW8cEHH2A2mxk2bFjAdrZv386AAQOIi4tj8ODB6PV6fvzxRx566CEmT55Mz549PWV3797N8OHD6dOnD/379+fbb79l+PDhTJo0iVtvvdVT7u+//2b//v2MHDmSQ4cOUbt27WLtZmVlcdddd5GVlcU999xD9erV+fHHHxk2bBjTpk2ja9eupKen07dvX1RVJSUlhXLlyvHbb78xcuRIjh8/zv/93/+V2IcRERG8+OKLDB8+nDvuuAONRsOIESOKXaY7m/z8fDIyMgBwOp2kp6fz1ltvYTQauf/++33KDRw4kKNHjzJgwAAqVarEqlWrePnll9m3bx//+9//ADh58iT9+/fHZrNx3333YTKZmDNnDjk5OcXattvtPPvsswwaNAir1UqLFi3Izs6mf//+HD58mP79+5OUlMTy5cuZPHkyW7duZcqUKQClLgd4YunatSvdu3fnm2++YdKkSaxatYrDhw9z3333kZmZyfvvv8/o0aOZPXu2T5w//vgjBoOBjh07EhERwTXXXMOyZcs4ceIE8fHxxfbrwQcfpGvXrvTu3ZvFixczYcIETp8+zaOPPkrnzp0JDw/n559/9rmsffz4cdatW8fgwYMBWLNmDeBKmEvSpEmTYsuOHj3K22+/zbBhwzh+/DjXXHNNiXUIcclShRBB/fHHH2q7du3U5ORkz7+mTZuqTzzxhLpnzx6fsjfeeKPar18/1el0epbZbDb1uuuuU2+55RbPsoEDB6o33HCDz+OuXbuqeXl5PtsNGDBAbd++vVpYWOgpl5ycrM6aNctTrqCgQO3WrZvaoUMH1eFw+JRbtWqVT3yjRo1Sk5OTPY9fffVVNTk5WV23bp1nmcViUbt27ar26dPHs03r1q3V9PR0n7qeeOIJtVGjRurJkydL7L+srCx1zJgxat26ddXk5GR16NChJZb398033/j0vf+/jz/+2Kf81KlT1YYNG6rbtm3zWT558mQ1OTlZTUtLU1VVVV955RW1bt266ubNmz1lTp48qbZt21ZNTk5WDx486KkvOTlZnTp1qk99r732mpqcnKwuWrTIZ/kLL7ygJicnq0uWLDmncu52XnnlFU+ZnTt3qsnJyWqzZs3UU6dOeZY/+eSTat26dT3Hhaqq6oEDB9Tk5GR18ODBnmXvv/++mpycrL733ns+bbuPg4kTJ3qWORwO9d5771UbNWqkZmRkqKqqqk899ZTatGlTtaCgwFPu448/VpOTk9Vdu3apqqqqgwcPVpOTk9X8/HyfNqxWq3rq1Kli/9zHqDuGb775RhXicieX9oQoQadOnfjjjz9444036NWrF/Hx8eTn5/Pjjz/Sq1cvzydygO+//56ZM2f63Jl06tQpoqKiyM/PD1h/ZmYma9as4frrr8disZCRkUFGRgY5OTl069aNkydPsmnTJk/5yMhIn8ntJpOJu+++m+PHj/vc7m4ymWjVqlWJ+7ZkyRIaNmzouRsOwGg0MnPmTKZOnYrT6WTx4sW0bNkSnU7niS0jI4Pu3btjtVpZvnx50PozMjK45557+O677xg5ciSNGjVi0aJFfPfdd4Dr8lFpL+cMGjSIWbNmMWvWLN5//30mTpzI9ddfz/jx45k2bZqn3K+//kpycjLx8fE+8bovRf3xxx8ALF26lMaNG9OwYUPPtuXLl+fmm28O2H6HDh18Hv/+++/UqlXLU6/bkCFDAPjtt9/OqZybd7nExEQAmjdvTmxsrGd5tWrVUFWVkydPepb98MMPAHTr1s2zzD2SNH/+/ID75D2aqNFoGDhwIFarlRUrVgBw6623kp+fz59//ukp99NPP9GwYUNq1aoF4LkUqvpdEl22bBnt2rUr9s89V87Nv1+FuBzJpT0hzsJoNNKzZ0/PJbYtW7bw4Ycf8uOPP/K///2Pn3/+GQC9Xs/atWv58ccf2bNnDwcOHODUqVMAVK1aNWDdBw8eBGD27NnFLtW4HT161PN3jRo1il1STEhIAODw4cOeSyjR0dFoNCV/Tjp8+HDA77NKSkoCXEng6dOnWbx4cbF5U4Fi8/f666+zc+dOz2XH7t2707t3b1544QUaNGjA+PHjiY+P57rrrisxTnBNLG/fvr3Psl69epGSksK7777LnXfeSaVKlThw4AAWiyXo1zy44z18+DBdunQptr5mzZoBtytfvrzP40OHDtGxY8di5eLj44mKiuLw4cPnVM4tLi7O87d74rZ/21qtFsDnu7gWLFiAoig+34GlKAqJiYns2rWLjRs3+lxei46O9knOAM9cM3dM7dq1Iy4ujoULF9KjRw+OHDnChg0bfO6QrFChAuC6VFqjRg3P8muuuYZZs2Z5Hn/77beeBNqb/74JcTmSREqIAPLz85kxYwYNGzb0mSMC0LBhQyZPnkxOTg5Lly4lMzOTmJgYJk+ezMyZM2nQoIHndv1mzZoxduzYoAmHe8LxPffcU2zUws17flOgu93cJ1T3Cdb/72AcDkeJ3+vjjq1Hjx70798/YBn/id7efvvtNxITEz1zt6pXr86ECRMYOnQoAwcOJCsri4EDB541zmAURaF79+6sXbuWTZs2UalSJRwOBy1atAg6H8194lcUJeAXqvqPrLj5J6XByoHr+XA/T6Ut5xboeTvbdy9t3brVc+disK8XmDdvnk8iFahOd6zufdVqtdx000188803WCwWfv75ZxRF8Zmz16xZM+bOncvq1at9EqnY2FifxDc1NTVgXKU5ToW41EkiJUQARqORDz74gGbNmhVLpNxq167NX3/9hclk4vDhw8ycOZNevXoVu5PP+xKMP/dIlVarLTbismvXLg4dOkRYWJhn2aFDh1BV1edEuG/fPuDMyFRpValShQMHDhRbPn/+fFJTU3n++ecJCwvDbrcXi+3IkSNs3brVJzZ/qqoWO1F27dqVBx98kA8//BC9Xv+vv4PLnUS6+6Nq1ark5eUVizc7O5uVK1d6+qhatWqefvPmHiE8m6pVq7Jnz55iy0+cOEFubi6VK1c+p3L/hvuy3n/+8x+aNm3qs85qtTJy5Eh++uknxowZ4xnNzM7OJjc3l4iICE9Zd394J0S33XYbs2fPZvny5fz888+0bt2aihUretZ369aNsWPH8umnn3LHHXcE/PoDIa50MkdKiAC0Wi09e/ZkzZo1AS9JZGVl8csvv9C+fXvCwsLIzs4GKHZ33J9//sm+ffuw2+0B26lQoQKNGjVi/vz5pKene5bbbDbGjBnD8OHDfbY9efKk51IiuL6n6fPPPycxMfGcf/bjuuuuY9OmTT5zq2w2Gx988AGbN2/GYDBw3XXX8eeff7Jt2zafbV955RWGDh1KZmZm0PrbtGnD7t27feaR2e12jh8/7mkr0FdLlJbT6WThwoXo9XqaN28OQOfOndm2bRtLlizxKfvuu+/y2GOPsXPnTsA1f2jnzp0+c7ROnz4d8LkO5IYbbmDPnj3FLnnOnDkTcM2tO5dyoVJVlZ9++onw8HCGDBlC165dff717NmTzp07k52d7ROD0+nk66+/9jy22+18/PHHmM1mn8uiTZo0ITExkblz57Jp0yafO0PBNWfvqaeeYtu2bTzzzDMBv+Zj06ZNpf66DCEuR/LxQYggnn76aTZu3MhTTz3F999/77mt/MCBA8ybNw+bzcbzzz8PuBKoKlWqMH36dAoLC6lUqRIbN25k/vz5GI1G8vLygrbz7LPPct9999GnTx/uvvtuoqOjWbBgAf/88w9PPvkkMTExnrJ6vZ7Ro0ezZcsWKlSowDfffEN6ejrTp08/5/0bPHgwCxcu5L777mPgwIFUqFCBBQsWsHv3bj744AMARowYwerVq7nnnnu45557qFKlCkuWLOGPP/6gX79+1KlTJ2j9I0aMYMWKFQwZMoT777+fcuXKMX/+fLZs2cLDDz/MkiVLeP3119HpdGf9lvMNGzb4jG7l5uby/fffs2HDBgYPHuyZ7zN48GB+/fVXhg0bRv/+/alTpw6pqal89913XHfddZ75WA888ADff/89jz76KPfddx+xsbF8+eWXpf5NOHc7jz/+OHfffTeJiYmsWrWKX3/9le7du3P99defU7lQrVmzhmPHjtG3b1/MZnPAMv379+fXX39l3rx5nstyYWFhTJ06laNHj1KjRg1++ukn1q9fz//+9z8iIyN9tr/llluYNm0aBoOBHj16FKv/7rvvJisri6lTp7J69Wp69uxJYmIieXl5LFu2jOXLl6PT6Xj00UfPywicEJcaSaSECCI2NpZ58+bx0Ucf8dtvv/H2229TUFBAhQoV6N69Ow8//LBnzo3BYGDmzJm88sorfPLJJ6iqSo0aNRgzZgx2u53x48ezefPmgL991qxZMz7//HPeeustZs2ahd1uJykpiVdeeYU77rjDp2yFChUYM2YMEydO5MSJEzRs2JBZs2ad9Q69QOLi4pg7dy6TJ0/miy++wGq1Uq9ePT788EPPqESNGjWYO3cuU6dOZe7cueTn51O9enVGjx5NSkpKifVXr16dL774gkmTJjFr1iwcDgcNGzZkxowZdOrUiZSUFIYMGUK1atXOGuuXX37pGb1SFAWz2UxycjIvvfQSd911l6dcdHQ0X375JVOnTmXhwoV8+eWXVKlShSFDhvDQQw955v9EREQwZ84cXnvtNb788kscDgc9e/akTp06jBs37qzxuNuZMmUKP/30k+eLQZ966imf77UqbblQuS/rlfTTK+3btycxMZEVK1Z4Rj2joqKYOHEiL7/8Mp999hkJCQm89tpr3HbbbcW2v/XWW5k2bRqdOnUqlmS5PfLII3Tq1InPP/+c33//nWPHjqHVaklMTOSRRx6hf//+PpcEhbiSKGppP4IJIS6qlJQUDh8+XOY/+3Eh+c/3EkKIy43MkRJCXDSSRAkhLneSSAkhhBBChEgSKSGEEEKIEMkcKSGEEEKIEMmIlBBCCCFEiC7K1x8E+7kAIYQQQohLkfcPvHu7aN8jZTabqV+//sVq/pKWlpYmfROA9Etg0i/BSd8EJv0SnPRNYFd7v5Q0ACSX9oQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQnTRvtlciNLK2rKFA998w4kTJ6j8yCNEN2hwsUMSQgghgDJKpGw2G08//TSHDx9Go9EwduxYatWqVRZNiSvcpnHj2PzyyzitVlTg5w8+oPFzz9Fo9OiLHZoQQghRNpf2/vzzT+x2O1988QVDhw5lypQpZdGMuMJlb9/O5pdfxlFQgOpwgMOBo6CATS+9xOlduy52eEIIIUTZJFJJSUk4HA6cTie5ubnodHIFUZy7Q99+i9NuL7ZcdTo5+O23Fz4gIYQQwk+ZZDhms5nDhw9z0003kZmZyfTp04uVsVgspKWllUXzlz3pG5fjJ04EXK4Cx0+eRJE+AuR4KYn0TWDSL8FJ3wQm/RKcoqqqer4rnTBhAgaDgSeffJKjR49y33338cMPP2A0GgFITU3FbDZTv3798930FSEtLU36Bsjdu5cfGjTAYbH4LNeaTNy2fTvhNWpcpMguLXK8BCd9E5j0S3DSN4Fd7f2SmppKixYtAq4rk0t7UVFRREZGAlCuXDnsdjsOh6MsmhJXsIikJJpPnozWZEIbFoZiNKI1mWgxZYokUUIIIS4JZXJp7/7772fMmDEMGDAAm83Gf//7X8xmc1k0Ja5wdYcModqtt3Lou+84lp5Oq4cfxly16sUOSwghhADKKJEKDw/nzTffLIuqxVUovHp16g4bhjMtTZIoIYQQlxT5ZnMhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIka4sKp03bx7z588HoLCwkLS0NJYvX05UVFRZNCeEEEIIcVGUSSLVu3dvevfuDcCLL75Inz59JIkSQgghxBWnTC/tbdq0iV27dtGvX7+ybEYIIYQQ4qJQVFVVy6ryYcOGMXDgQNq2beuzPDU1FY1Gg8lkKqumL2sWi0X6JgDpl8CkX4KTvglM+iU46ZvArvZ+yc/Pp0WLFgHXlcmlPYCcnBz27NlTLIlyM5lM1K9fv6yav6ylpaVJ3wQg/RKY9Etw0jeBSb8EJ30T2NXeL6mpqUHXldmlvbVr19K+ffuyql4IIYQQ4qIrs0Rq7969VKtWrayqF0IIIYS46Mrs0t7//d//lVXVQgghhBCXBPlCTiGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIJJESQgghhAiRJFJCCCGEECGSREoIIYQQIkSSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIJJESQgghhAiRJFJCCCGEECGSREoIIYQQIkSSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIJJESQgghhAiRJFJCCCGEECGSREoIIYQQIkSSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIdBc7APHvZKWn88/ChegMBprdfDNanY6NP/1EQU4ODbt1o3z16j7lMw4cIG3xYkxRUTS88Ub2r17Nhq+/JvPAARJataLzU09hNJsv0t4EVnjqFId/+olTR45QWLEixtjYix2SEEIIAZRhIjVjxgx+//13bDYbd999N3379i2rpq5av7zzDp8++SRanQ4UBYfVikGjQa/ToTqdOB0ObnrqKXq/+CIA3z//PL++9hqKVosCqPn5KKrqqS/tp5/4ZexYBv/8M/W7d79Ie+Vrz6efsvo//0HR6XA6nRx88UXavv8+SQMGXOzQhBBCiLJJpFavXs369ev5/PPPKSgo4MMPPyyLZq5qh9PS+GzECGwWCzav5TbACChFjxdOmkTDLl1QVJVFkydjs1gA0OK6rqt4lQVQnU7eu/VWXsvLcyVoF1HewYOsfughHEUxu60aNIiKnTphrlLlIkUmhBBCuJTJHKlly5aRnJzM0KFDefjhh+nUqVNZNHNVW/bZZ9httoDrnF5/WwsKWPrBByx7/32sBQWe5RrOJFL+HFYru5cuPZ/hhmT/V1+hOp0B1x34+usLHI0QQghRXJkMOWRmZnLkyBGmT5/OoUOHeOSRR1i4cCGKcua0bbFYSEtLK4vmL3ul6Ztjhw/jdDgCrlN9HqicPHYMnaqCqgYsH8ju7dtxVK5c6vJl4djBgzjt9mLLHXY7Rw8cQJXjB5DXUkmkbwKTfglO+iYw6ZfgyiSRio6OpmbNmhgMBmrWrInRaCQjI4Py5ct7yphMJurXr18WzV/20tLSzto3yqBB/P3VVxTm5RVbp/X62xgeTteHHkKjqhxcscJTXuVMwuU/KqVoNHS57z4MF3nSeeVBg0ifMQOH10gagFavp/mgQZST4wco3fFytZK+CUz6JTjpm8Cu9n5JTU0Nuq5MLu21aNGCv/76C1VVSU9Pp6CggOjo6LJo6qpV99prad+/P8bwcFAUFI0GncGAUafzzG0yRkRQ74YbaHH77TS74w6SO3XCGBEBgFOr9SRS/v/f9tprFz2JAohu1IjkIUPQms2gKKDRoDWbqffYY5JECSGEuCSUyYjUDTfcwNq1a7nzzjtRVZXnn38erVZ79g1FqSmKwkPvvUfHlBRWffUVeqORjikpGEwmln30EflZWTS//XYade+ORuPKl4d8/z1bf/mFf777DnNMDNf06sWOxYtJnTOH/IwMKtarR6/XXiOhVauLvHdntJg0iRp33sm+OXPIyMqixdChxLVpc7HDEkIIIQBQVPUcJs6cJ6mpqZjN5qt6mLAkV/sQajDSL4FJvwQnfROY9Etw0jeBXe39kpqaSosWLQKuk282F0IIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRId7EDuBLZ7Xb+XrKEvJwcml1/PdHly3vW7dm8mf1paSTUr0/NRo0Cbq+qKttWr+bEgQPUadmSSklJAcvlZmayfM4cso4epcWtt1K7TZsS43I6HGxasIBdy5dTo3lzmt1xBzqDIWj508eOsW/5cjQ6HU6rFXP58iRdfz0FmZns/OknsvbupWrr1tTs2hWtXu/Z7tT27ZzYuJGY2rWp2KxZyTHZ7Rz580+s2dlU7tiRsPh4z7rCzEyOLVmCzmymcufOJdYDoDocnPzzT2yZmZTv2BFjhQpn3SZgPXY7OUuWULBtG1qzGXPTpoQ3b+5pI2/pUhwZGYR37IiuQgUs69dj3bULY5MmGOvWDanNMrF5E+zYBvUbQv0Gvuu2b4XtW6BWXWjY5OLEJ4QQV4AyS6Ruv/12IiMjAahWrRoTJkwoq6YuKTs2bODR7t2xFhYCYLNaGTphAnc89BCje/Vi04oVaLVaHA4Hjdq145Xvv8dkNnu2zzp+nMm3307W0aMoGg0Oq5UOd93F4x9+iFar9ZT75Z13+OjRR1GdTgDmjx9P1fr1eXH5ciJiYorFdWTrVia2b48lO9uzTG8y8fjixdS+9tpi5X959lmWTpoEgL2wEEVRMJrNaDUayM8Hh8NVUFEwRkUx8NdfqdS0Kd/168e+X35Bo9ejOhzENW7MXQsXYixXrlgbpzZtYkG3btgLCgBwWq20fPFFmj71FNtnzGDt44+jKUr0FJ2O2m+/DfXrB+z3nK1bWdG1K47cXFAUnFYryc8+S91nngn+ZAWQ988/bOveHXtGBtjtrrb1eiKaNSPhzTc50KcPztOnQVFQCwvRx8dDRgaKTodqsxHevTtV585FKSFBLXN5edDnFkhdA1qtaz+uvQ6+mA+KAvffASv+BJ3O9Tw2awWf/ggRERcvZiGEuEwpqqqq57vSwsJC+vXrx7fffhtwfWpqKmazmfpBToqXK7vdzs1Vq5J5/LjPcpPZzHU9e7Lyxx+xWiye5QaTiZ4PPsiTb7/tWfZMt25sXLIEZ9FJHMBoNvPAxIncOmwYAPv/+YcxrVrhsNmKxdDy9tsZMX++zzKn08moKlXISU8vVt5gNjP5xAkMXslc2o8/Mqd/f6x5ecXL48q+Fb/lpuho2g4dyrrXX/ckRgBag4E6d9zBbV984RuTw8FnNWqQf+SIz3Kd2UzHt99mzZAhOLzqAdBGRXH38eNojUaf5arTyaLERAoOHQKvw1lrNtPm+++J79Kl2H4Eojoc/F2lCna/5w9Ao9USZjSiFhT4tAGg5cw1ciUsjNgRI4h/6aVStXk+pKWl+b6Whj0Ecz6BomQeAJMJBj0MJg3MegcKzxyHGI3QZyBMef+CxXyhFOsbAUi/lET6JrCrvV9SU1Np0aJFwHVlMkdq27ZtFBQU8OCDD3LvvfeyYcOGsmjmkvP3n39S6HfyBygsKGDZt9/6JFEAVouFhR9/7Hl8OiODzUuX+iRRAIX5+fwwbZrn8e8ffBAwiQL42y9ZA9i3Zg25GRkBy9utVjYtWOCzbMXbbwdMoiD4AeOwWln39ts+SZR7+Y7584vFm75iBbbTp4vHU1DAxgkTcHgnAUVUh4Mjv/5abHnm2rXYMjOLJTiO/Hz2vvtukIiLy1m6FGeA589VmQNnfn6xNgCc3jEWFJA1Y0ap2zzvVBU+n+2bRAFYLDD7Q5jzoW8SBa6y33wacN+EEEKUrEwu7ZlMJgYNGkTfvn3Zt28f//nPf1i4cCE63ZnmLBYLaWlpZdH8RbNj61acTmex5aqq4vBLjtwKCwrYunUriqKQdeyY69JLAKczMz39dXTfvqAxqE4nWzdtwuh1mWb/li1BT5Kq08ne7dsxez0XmUePBq1fofhoFIDD4cBWUBBwnepwsHXTJnRhYZ5lGVu24AwUk6piycyEAP2IqrIvLY3c2rV9Fudt3kyA0gBkHTpU6uPMtnVr4JjOkT0394Ie2z6vJaeTeoWFgZ+H/AJUjRIwGVatVrZt2eK6FHgFuRLfZ84H6ZfgpG8Ck34JrkwSqaSkJBISElAUhaSkJKKjozlx4gSVK1f2lDGZTFfcMGGVihWZ/tRTxZaHhYdTIzGR/Vu34n0lVVEUmnXqRIMGronAar16xFaqxPH9+3221+r1dLzzTk9/nX7gATb//HOxkSuAysnJNG3VymdZUvXqfD90qGfOjzdFq6XzffcRW726Z9mJe+/l12efxRZgdMZJ4GRKAWp168ben37yzNtyi2/ShMZFk7XdrFWrkvbEE8Xq14WHU6t/f/bMmoU9N9dnnWq30/LeewmrVMlnub16dY4NH16sLq3ZTJ0HHiCplMeZvXJl/h4xgkCplIrr+QqUkPr0hUZD5E03Ue0CHtvFhtzbdYAVf/kWUhSUGzqjhGng94XF9kNp1Z76QW5+uJxd7ZcjgpF+CU76JrCrvV9SU1ODriuTS3tff/01r7zyCgDp6enk5uYS73U31pWqXGwsj776KiazGUXj6tqw8HDqNm/Oi59/Tni5chhMJsA1P8ocFcV/vS7ZKYrCfz/6CENYGLqiu+CMZjPRFSow4H//85RredttJLdvX6x9rcHAEK9LhW6miAgGTJvmicnTnkZDj5EjfZIogLaDB1O+dm30XvOmoCiBUhQURfFJNjQGA51eeolu06Zhio31jDxpDQYMkZHc+N57xWIyREXR/o030Hn1lS48nNjGjWk5cSIV2rdHFx7u7hi0ZjNVhw4tlkQB6CIiaDxtGlqzGYrq0oaHE9mgATXuu69Y+WB00dHUmDQJxWvkzN2+JjycuGefda0rGrVRTCYUjebMhHiTCW1sLBWKJulfNG++C1FRrrlP4JofVS4aXpsK49+EqGgwuo5DjEaIjIJXS38JVAghxBllMtncarUyevRojhw5gqIojBgxguZeIxJX6mRzt61r1zJvxgxyMjPpcueddLnzTnR6PRnp6Xw3fTrb//6b5GbNuP2RR4itWLHY9st+/ZXtixZxeMcOmnTuTPcHHsAcFeVTxmG389fs2Sx4/XXys7Np0KkT/caPJ84vKfK2b9065o8Zw9EtW4hPSuLWl16iXpCvFbBZLGyYM4ct332HLTcXRVUpX6cOLQcN4tS2bax9+23yjx+nYuPGXDt6NNXbtQOg4NQp/nnvPQ6vXElcw4Y0HzKEyGrVgsZ0IjWVrTNmYDl1iqQ77qDWXXehNRhwOhwcmDePfV9+iS4qiuT/+z9OxcSUeMxkrV/PvunTsR4/TqU77qBqv37FJqaXRu66dRybOpX8v/9GYzRSrksXKjz6KMbq1SnYsIGM6dOxp6cTdfvtmDt2JPvDD7Fu2oSpbVtiHnoIrdfXXVwIAT8pHjsG778L/2yAFq3gwYfA/XUQJ0/AJzNg/VpodA3c/whUrFys3ivB1f4pOhjpl+CkbwK72vulpMnmpUqkVFV1XdY4jwFdyYnUv3W1H7DBSL8EJv0SnPRNYNIvwUnfBHa198u/vmtv0KBB5zUgIYQQQogrQakmm0dGRrJ48WKSkpLQFM1BSQrybdtCCCGEEFeLUiVSGRkZfOw1iVlRFD755JMyC0oIIYQQ4nJQqkRq9uzZZR2HEEIIIcRlp8Q5Uunp6YwcORKA7t2706FDB5o3b87GjRsvSHBCCCGEEJeyEhOp8ePHc+ONNwJQsWJFli1bxieffMI0r+8+EkIIIYS4WpWYSGVnZ9PF7wdfGzVqRHZ2dpkGJYQQQghxOSgxkbJarZ6/33//zC/DG0P4kkMhhBBCiCtNiYlUZGQk+4t+982dPO3fvx+z30+HCCGEEEJcjUq8a+/xxx9nyJAh9O3bl4SEBA4ePMhXX33FpIv9W2JCCCGEEJeAEkekGjRowEcffYTNZmPJkiXk5+fz3nvvUbdu3QsVnxBCCCHEJeus3yMVHx/P8ePHSUlJoXbt2hciJiGEEEKIy0KpvpCzRYsWvPbaa+Tl5dG7d2969uyJyWQq69iEEEIIIS5ppfrR4htvvJEZM2bw+uuv89dff9GhQ4eyjksIIYQQ4pJXqhGpI0eOMH/+fH755RcaNmzIe++9V9ZxCSGEEEJc8kqVSD366KP07duXOXPmEBERUdYxCSGEEEJcFkp1ae+bb76hQoUKzJ07l7/++qusYxJCCCGEuCyUKpF68cUX+eGHH9BqtXz11VdMnDixrOMSQgghhLjklerS3rZt2/j8888BuO++++jfv3+ZBiWEEEIIcTko1YhUlSpVOHbsGAAnT56kUqVKZRqUEEIIIcTloMQRKffXHFitVhYtWkTlypVJT08nJibmggQnhBBCCHEpKzGRWrZsWcDlGzZsKItYhBBCCCEuK6WaIwWuUakffviBzz77DKvVyo8//liWcQkhhBBCXPLOmkgdOnSIzz77jJ9//hlVVXnjjTdo3rz5hYhNCCGEEOKSVuJk80ceeYRRo0ZRs2ZNfvzxR+rUqSNJlBBCCCFEkRITKVVV0el0WCwWnE4niqJcqLiEEEIIIS55JSZS06dPZ+LEiWRnZ9O3b1+2bdvG0qVLcTqdFyo+IYQQQohL1lm/R6pSpUoMGzaMhQsXMn78eL7++ms6d+58IWITQgghhLiklfquvby8PBo2bEjDhg2xWq1lGdMl6djhw+xOS6NGrVpUT0oqseyBnTs5un8/tRs3pnzFigAc3LmTY/v3U6txY5wOB/u2bqVKzZpUqVkTu93O7599xrG9e6lRrx5Hjhyh8OhRDm7Zgt1mQ6vXYysooEqdOtgLC4mrVo06bdqg1enYuGgRi955h/jERMzlypG+YwcaRcGSk0PmwYPEJiTQuk8fso8doyA7m/VffUX2kSMogDEsDIPZTPM776Ra06asnD4de2EhNzzxBPVvvpkt333HniVL0Op0FGZlYQwPJ7xCBewFBVRt3py45GRObd/OlrlzsWRmUrFhQyynTpF39CgRVatiCAujRqdORCcmcmrLFqJr10ZnMhFduzYK8Pcrr+AoKKDWgAFkb9nC4UWL0IWFEZmYiEanQ2swEFW7NgWHD3Pw++8pzMvDctttlKtXD21YGKc3byasenXCqlQhb+dOYlq1Iueff8hOTSWyUSMi69YlJzUVR24u5qQkolq2JHfDBhS9nsgGDchZvRpDpUqYqlcnf+tW8jZsAJsNtaAAZ2YmYW3aoI+IwHn6NGENGhDesiX5aWnkfvcd2O3EPfEEpuRkrDt2ULhjB86CAqzLluHMycGQnIwmKgp9w4ZYvvwS+759aOvWJaxbNzR6PZroaNTTp3EeOYJ68iTaRo3QFi3T1KqFff58lHLl0KWk4Jg0CefSpWj/7//Q9e7te7Bt3kz0Z5+CwQAxMWAOg4aNoEFD+Gc9xMRCk2vA4YC1q+DIISgXDXHxkJ0JSbWhSjWYPwcyT0Hvga51AHm5sGEV7N8FBfnQvB1US4Kdm0Gng0IL7NkKGg3cMtC1zc5/IL4qmMLgwE5IqAvxVSBtDVgtoGhAUaBhW9AbSvfiO3EAjuwAcznIz4YKiVC5dqk2NaZvhYO/QKW60LAbaHVgK4R9q0Grh8TWoNEGr+DkLsjcB5UagTkODq0GVYXqbVzbOx1wZA04bFCtLWhLuU+hsGZCxt9gqgjRjXzX2bIhKxUM5SGqiauPLzbVCda1oFrA0AY0plJso4JzPajZoG0FSsS/CCAb2ACUBxoCF6pPDgPHgURAvnPx31MB91UwDRfueSw9RVVV9WyFnnrqKVJTU4mKikJVVRRFYf78+SVuc+rUKXr37s2HH35IrVq1fNalpqZiNpupX7/+v4v+ArDb7Tz9wAMs/OorjCYT1sJC2nftyptz52IKC/Mpm5uTw5O3386mVavQGwxYLRZuvvdeju3cydbVq10JUW4uGkUhLCICW2EhiQ0asG/9elBVz+GhUPxwUYr+6QCtVospIgJnYSFOiwUArVd57+3c9Wj9yniv9/7n5i6v8arDPx6d3za6om3wK+du37293m//NH5l8VunFG3jXZd3u959482/nHdd3vukIXifu+sJ1IYCaMPD0dhsUPThQuNXXutfHt++LtaGTgd2uyce77oAMBjQZWejy86GLp0hbSuqX9yeRiLNrhNq+fKuBCQv15VQucsY9a4NVZtvx/V7AFq2hrGPg7UwQAdqXfW4O8O9Y3othIVDQZ7rJBoeAfZC0GtAqwFrAaCCMQx0BvjfHGjXk6BsVnjjHlj7o6s+u9WVCOl0UL8DjJoPYUFOtNnHYEJH1OO7zvSNPgxufw4WveJ6rKpgDIdHfoCElr7bF56GT+6AfStcsdryXQmjQe/qU0UH3V6C5WPBXuDqBAW443OoXcI+hWrTONg6HjQGcNohKhk6/QRhlWHX65D2LGj0oDrAnADtFkJY9aDVpaWlle37b+F6OH4LOE9TdJBB3EcQ3jv4Ns5dkHcjqOm4DjY7GN8A40MhBDAVeBkwuOohAfgaqHrWLUPvmzxgLLAd14vDBvQAHuZSPPmfqzI/ZgKyAxavxwpgoviZpuylpqbSokWLgOtKlUj17duXr776qtQN2mw2Hn/8cXbt2sU777xzWSdS0156iZmvvIKloMCzzGgy0fv++3nx3Xd9yj7Vty9Lf/gBW+GZk49Jo0Gr0eCw232SEm8aziQKBCkDvidz76REh9/J1m8bd7u6IGWCJVNGfE/k/tu6kxL334Yg9Xu3oRTV650w+f8LFr+7j4Lth3/iRICy7jLuWL3rD9aH7oTGO28I1K5/bMHiNASIM1B5d2JarI5q1TAlVIeVKwPU4he0984GalAfYJ0CRBhciYw/d4d5Z7beGZ8/I8GfXKMZ5myHCtUC78NHI+Gnt4sSMP9tjdC2D/z3s8DbvtQa9q0NHo+3sGiYcAQMXh+MPusPW74FR6FvWfe+BqtPZ4YhOyDq7CfsUjv0Ayy/Gxx5Z5YpOohtAc1fhtW3giPfa50WIupD501BqyzTk6JaCAergDPDd7kSBlU2gb5WgG2ckFsL1P24RiDczBD+B2hbn0MAfwD3AF59ghaoDwT+kmlvoffNeGANrpO/mxEYBNwcQn2XlgufSDnxfQ69hXOhk9OSEqlS/dZekyZN2LNnT6kbnDhxIv3796dChQql3uZS9enbb/skUQCFFgvzPv7YZ9J9fm5usSQKQHU6cdhdL6xgCZL31P3SHBr+mW+wBMC7bEllgvFOLgJtq3rVf7bPB06Kx+2Oq6T43Nu4+6ikdgLV77/Me5AYzr6P3m0TpIz3oDMB/j5bTMGWO4PFdOgQpKaW0IKXUN5rtAROotz1uZ/4s2X+EHxnwXVZ7NdPg6//ZWbgJApcl+dWfuO6XOjv5H44uKH48mAHj9MBm72+YNiaHziJAt+DAcDh91h1wOYS9ikU297wTaIAVDtkbYQdE3yTKHcM+XsgZ8v5jaO08n8uPsoJrphzPwy8jWM1qCcpfsBYoPDtcwzgXYqfgB3AbmDHOdZVWvkUT6IACoHvyqjNK12AY8jD/4V3cZVqjlRERAR33nknZrPZsyzYz8fMmzeP2NhYOnbsyMyZM4PWabFYSEtLO8dwL7zc7OyAy62FhWzetAm9wTUnIvvkSdelggvsfOTkqt//51K39/n0Qn0+COWcXVZtBisXSuLqr8QcRFHO/inobB0SLMBzDTzEHVVthWTs2c7xIO8D9Sy5JVbtVJ3s3LQepznaZ7kxPY1EAiSzQZ4Up8NG+q7NZIW55h1pLZnUVp1n7d9il1QB1VFIxsFtQfcpFEk5hwg0u8iharDl7A+67uDOvykwB96Lsnz/LafdTEW9HW2xvraReWoHx44VbzfC+A9VYl1XgH05yc3dw8H9pY81MfEgfrMuAHA4NBw8uJ6CgpJPwqH0jU6XQ61arqu//uz2bHbuvPTPdWdzoc/ZFStGExsbWWy50+kkL+80ERHRxb6Syel0cuLECTIyMoptV5ZKlUitXr2aNWvWoNOdvfg333yDoiisXLmStLQ0Ro0axbvvvkt8fLxPOZPJdFlc2mt13XWsWLwY/yug9Zo0ock113geq6pK+UqVOHbgQNC6vEeHvCl+Zc52XvJeX9ovoijpnBosEXJyZrAhWFyKV9mSYv+3UwTd2/oPhvi3EWw778f+/V2atkvTf96xuUeTSuqzsy0PeiLXatEYjVAYYMSkNA25BdspJ675Ts4gJxz/HfM+UM6BEhZB+R79KR/sfSC5DWwPfvlSE1+Dus3bUmxidZ1a8KXBNQHcW5CDVKMoVL7+HipXTHYtUFX4pRpk7g0QtN+ffk+Soo+gfMu7KV/rPL63WftC2mRw+j7fWq0WbdK9sPNlcPqO3GkVJ4nX9AZdeMAqy/QyjW0AHBkf4JNZBDGVBxATHqBdtSKc/m+AysxElBtA/QrnEmtvYDK+c2tAq1VJTLwVMAfayCO0vlGBaOCk33INOl2ry+JcdzYX/tKe//woF41GQ2RkBIHecDQaDRUrVqRi0U1e51NqCVcBSnVpLzExkVOnTpWqsc8++4xPP/2U2bNnU79+fSZOnFgsibqcPDNlCuGRkej0rtlAWp2OsPDwYvOjFEXhufffx2Q2o9G6riEYjEb0kZEYw8LQaLU48Juvo9Oh0Wg8T4L3+06wc5xn8rhO5zmfuc8PgbbxntQcrM5giZT7NOpO1vy39z53Booh2AiXdzmn1//ey93/u+PXFi1z+K33j8e/PcXvMbg+PbjbCtZ+oHqDlfFfj1e5YJdhSzv6F6gO7ZtvwjvvgjbItSr/SWcarWuCdqAGAzWgN0FibdfE7mC8twv2AV/BN8nxbscUDo2vhVbdgrcx+G0wRRSPQ6txza965L3iSRS4JoenTAeN1nfXnEB4HBi8kgtDOLS9D9xJFEUx3/ke6M1n7uhTip5ld5frwyEmAQxeJ2V9OFS/Fmp2Db5Poaj3JJgqgNY99qSA1gwtp0Gt4RBWFTRhvusaTg6aRJU5fU2IGAyKV/uKGQzNwHxb4G2UWDC+gG+SEwaammC4/xwDeAioBHj1F2HABM6WRIVOAR7DNSfK/Y6gxzWX594yavNKF2jWKxS/zeniK9WI1N9//03nzp2Jjj4zlBbs0t6VpnaDBizYvJlZb7zBxjVrqNukCQ8+8QQJtYvfft22Wzc+WbOGT19/nf3bt9Pi+uvp9+ij5Jw6xRevv87BHTuo06QJqCp7Nm6kZqNG9H3iCZbOncv8qVPJz87GaDCgMRoJMxopyMnBYXN9qtYAprAwwsxmKiQmcvOjj2IMC2P6gw+SVzSMqVUUn8uLngnQOh1ajQZn0Z1lgaa2eM8V1un11LnuOg6tXo01NxcNXiMsRc+/LiyMcvHx5B89iqOoXjvF72rTGY2YoqJwWCzow8Iwx8dT4ZpryNywgayiYWKN0Yhqs+F0OHwSP61Wi1avR7VYfJMssxmdoqDabGgMBrQGA067HX1YGI7sbNTCQhSdDoPZjDM/H5xOdCYThvLlcebmoigKhvBwnDk5aAwG9OXKYTtyBGd+PkpR/ykAiuL6qgJFQRcbS1iTJlj/+Qfn8eMAGBo0oPLEieR+8QUFK1bgOH4c5+nTrn7SanGaTGi1Wjh92vO8aGJiID4eTUQESk4O6qlTYLWijY1FW6kS6PVgscDu3WAyoSYno1m1Cmw2iIhAN2sWujvvLDo468CIJ3GsXYPW4XAlGCaja0SmcRPYvxcqVoTBw+D4UXhvGhzYB0YDxMa4ErGmLSE8DL6dA5YCuL4HvPwOmEzw5fvw+Qw4dsh1BNSoCcmNYP8OsORDbibk5YBOC227Qc068M9yiIl37ceJw1CvBdRpCEu/hRMHXUlKdBzceB90uyfwtRC3ms3gzY3w/euwfbVrQrJGgaSmcNsTUK2ET8ftB0KF2hR89AjmrH0QEQc9R0G7FFj3OayZDToTXPsfuKZX8e1rd4FH18Jfb8CJbZDQHsonQdp813PZ/H5odBfs/B7Wvw8OKzROgcb3nEm6zhdjLPTcCDvfhSM/gbkG1H0M4oomYF//N+yfAUe/B1NlqDkcyl97fmM4V7FvQFgXOD0D1HwIvwciUlwT4YMxjnJ95YF1GqgZoOsDhkGuSernpBywFJgFLAQqA4OBNiHuTGk1B14HvsX1FQiNgNuQr0AIlTsBtuOaL6XgSk4v/B17Z1Oqu/bOt8vprr2L4eLcZnrpk34JTPolOOmbwKRfgpO+Cexq75d/fdfe9u3b6dOnDx06dOD2229n69at5zVAIYQQQojLUaku7Y0bN47x48dTr1490tLSePHFF/niiy/KOjYhhBBCiEtaqUakVFWlXr16ANSvX79Ud+8JIYQQQlzpSpVI6XQ6/vjjD06fPs3vv/+OwVCGvyclhBBCCHGZKFUiNX78eObPn8+AAQP47rvvGDt2bFnHJYQQQghxySvVNbqqVasybNgwdu3aRVJSElWrnsffkRJCCCGEuEyVKpH65JNPWLBgAU2aNOHDDz/kpptuYtCgQWUdmxBCCCHEJa1UidSCBQv47LPP0Ol02Gw2+vfvL4mUEEIIIa56pb5rz32nnl6vR1/0cylCCCGEEFezUo1ItWjRguHDh9OiRQtSU1Np1qxZWcclhBBCCHHJK1UiNWTIEFJTU9m9eze9e/emU6dOZRyWEEIIIcSlr1SJ1EMPPcTnn38uCZQQQgghhJdSJVLlypXj448/JikpCU3Rr7V36NChTAMTQgghhLjUlSqRiomJYdu2bWzbts2zTBIpIYQQQlztSpVITZgwoazjEEIIIYS47JSYSLlHnWw2GwUFBVSuXJn09HRiY2P5/fffL0iAQgghhBCXqhK/R2rZsmUsW7aMjh078ssvv3j+NWnS5ELFJ4QQQghxySrVF3IeOnSIypUrA1CxYkWOHj1apkEJIYQQQlwOSjVHqlatWowcOZImTZqwYcMGWrRoUdZxCSGEEEJc8kqVSI0dO5alS5eya9cuevbsSZcuXco6LiGEEEKIS16pLu3l5+ezfv169uzZg8PhYP/+/WUdlxBCCCHEJa9UidSYMWOoXr06+/btIy4ujmeeeaas4xJCCCGEuOSVKpHKysrizjvvRKfT0bx5c1RVLeu4hBBCCCEueaVKpAB2794NwLFjxzw/EyOEEEIIcTUrVUb07LPPMmbMGDZs2MDw4cMZPXp0WcclhBBCCHHJKzGR2rt3Lw8//DBz587lySefxGQysX//fnbs2HGh4hNCCCGEuGSVmEiNGTOGlJQUmjdvzuDBg5k7dy6LFi1izpw5Fyo+IYQQQohLVonfI6XT6bj22msB+OSTT0hMTATAbDaXeWBCCCGEEJe6EhMpRVE8fxsMBs/fTqez7CIqAwcPHODkiRPUa9CAsLCwoOVsNhvbN28mIjKSxNq1OX70KEcPHQLAaDRSu0EDdm/dilano1b9+p7+cTqd7Ny0iSP79lGQm8vetDSqJCRQt3lzUn//neMHD1KvVSs2L1tGQW4urbt04XR2NicOHSL35EnM5cphNBqJq1IFm8WC02RCb7Gw8fff2fjHHxxKS3O1Y7OhBXQGA7bCQux5eSQ1a8bhzZux5OQQGR+PVqMhNz0d1WZDdTgAUIr+6Q0GVLsdBQiLjMSanQ2AFtBoteBwoAG0BgOK0wmqisFsxhwbS97Ro2C1ojEaobDQVc5oxBQejtNux2m1YoyIQAF0ej1arZbCrCzU3FxPDO7hTw1grFgRncOBNTcXjdOJ6nSi1+sxREVhrlQJc1wckTVrcnrnTmynT6Pm5VGQmcmxDh2wHj6MNSOD8s2agaJgP3UKRafDeuIEBdu3g1ZLRI0amJOTcZw6hSMnB21kJLYjR7CdOIEmPBy9wQBWK4pWiz4yEkOFCihOJ1qDgfBrriH7119RVJVq48ZRsHw5BZs2EX3//ZCVRdZnn4Hdjrl1a7BYULOy0JQrh7ljR6wrV2I/eRJ9lSpoIyPRJSejCw/H2LEjBb/9huWLL9DExKBv1w77559DeDhhQ4bg3LkT54oVaLt1Q01LQ7FY0LZpg6KqaJo2RbFYoEIF1NRUSEuDcuVQmjZF07Sp70F89AjM+wbKx0Lba2HXdlixDDQKFOS7/m/SFDZvgJgYuKUP1KwDX30Mm9bDtTdA9USo2wj0enA64c+FcOwwGAwQFQlHDkClGtCxB5jDXe0e2Q9ZJ6FWQzCair+4LPmwLw1iKkDF6oFfgKcz4Oge0OrBVghHtsOpw1CjISQ0hEo1XeWO7YG8LKjRCPRn3pc4tBn2/g31r4e4BNcypwMO/AN6E1RKBq/3NKz5cCwNDBFgy4WoylCuSvG4MvZAQRZUbAQ6Q/H1AJl7wJIFFRqBtqhM/knI2QfRtcAUAwVFj8vVBFNs4HqEEJcdRS3huwzat29Pu3btUFWVVatWef5evXo1y5cvD1qpw+Hg2WefZe/evWi1WiZMmECNGjU861NTUzGbzdSvX//87o2fjIwMBvbuzbrVq9EbDDgcDsa++ir/GTKkWNlfv/uOJx94ALvdjsNuR6fXY83PB4cDVVXR63QoTicGoxGNolC+UiXenj+fnIwMRvTpQ3Zmpuuk51WnhjPJg/vtW4crcfFe5k4yFK+//TNcrdd2+JXzrse73WDt6Pza867T4LeNmz5IeY3X/1qv9Vqvdf7lNX5lgpV31+e9X95/aznTT/7tei/z7qNg++mOyzvhc69XvNrx3kfv58v/ufDfXh9gnfc+u59f73jOVocCoNNx8r//peLEidDtelj+l++Oef/v3znu4PUBOiOqHNw/DN5/Fey2M8t9AlNg8Gj4509IS3UlGaoKI9+AOwadKffVVJg+BjRasFuh8bUw7iuIinGtdzjgnWHw6yxw2F3Jj//BpsWVUOk1cGwXaHWgaODh6dDsRnjmGjh14Ez5pJbQ50XsMweic9pAdUJsdXj0O6hcF357AxY8C6oDnIWu2DQ6qNMZ7v8STJGQfRg+7QXpW8+012s6XNP/TDs5h+Gr2+HEFtf2igI93oLDf8C2L1xJlcMCsbXg9B7QGsFRCA0HwfVTXe1eBGlpaWX+/nu5kr4J7Grvl9TU1KA/j1diIrVmzZqglbZu3TrousWLF/Pbb78xYcIEVq9ezUcffcS7777rE9CFSKRuvuEGVq9YgdVq9Swzm818/t133NC1q2fZrm3buLlFCwry84vV4T73BDpJRkVHo7FasRRt55/oaANso+HMSdy/Hfd2hgDbBVoGYDzH5QZ8k4bSbBMsEcCrHv8kLdC+Q/FzubveQOW9E5hA7Zm8ynnzjtU/0fIu438KC5Tkeq9zHwOBEiJDkHVuwZ4/d6zutr3rCBZD8Ur0aLt3gd8W+m4Y6ODzrsDdmPug8C+r9yvn/ySpRctMWlfy42YywzsLoXlHWLUQnunjGpHyxGuAa66DNxe5Hn82Fua+AoX5vu358/6E4F5vMEPlinByb/HyWg1ovEbPFQWiKsIDM+CjAWDNK/5C0Bmhfk8Y9A282RhObvPdN70ZBi+DKs1cSePMJnAyzZWQuRl0oNe5EijvuH3aMUOrZ6D1mAA7Wvau9pNiSaRvArva+6WkRKrES3slJUsl6dq1K506dQLgyJEjxMXFhVTPv3HwwAHWrl7tk0SB6+dupk6a5JNIzX733WLlvAWbkW/Lz0fxunzmLVgi4cR1/vFf585mA30+DdZ+sM+yJX3GdRI4KSxpm5ISBKfftiqBkzQ3B2f2R+XMuThQeff6YAkZQdb5xxSojIPi++zeLlj5YMmkO8Zg+1zSHR3uNv3bDRZDwBeszQYLfzmT+ASrINgVee8nxX9776G+QJmuE9eIkvc6Sz7Mft2VSM15zTeJArBZYeMyOHEY4qvCt2+eSaKCxQ5nDghv9oLASRSAw+m7X6oKhXkw/5nASRSAvRDSfoLdSyBrn28SBWC3wPI3oe9HkL4Bsvb6JlEAit01suYWsJ182DDloiVSQojzp1Q/WhxSxTodo0aNYtGiRUydOrXYeovFQlrR3J+ykLZ5M1pt4PRg7+7dPm1v37IFh90esKxbwBOb3Y6maL5YsPf+8+Fc6z7fsZxLfcESn/Ndf0nbuM+1pSkTahxnq+t81Hsu7ahONfR2yuCHCgr272RfWho1j+zDGGC9Q6Nl/9+rKaxRn3p5WaWLXfX6372Bqp7TMedw2HFmHfHJOf050XBsyzIqqkrxDxiqk7yj2zmQlkb4sbVUDVSmlFRLJtvK8D2wJGX9/ns5k74JTPoluDJLpAAmTpzIiBEjuOuuu1iwYIHP3X4mk6lMhwnddxj6MxgM3HL77T5t33bXXaxfuTLgpT2F4CMjGp0Og6JgLSwstr40J/Ng7fjzH2Hxb6O05b3j8Y+3pNsHShoZ8qcpqivYqFSwgZKSRrECbR90dAbfEa9gzvW7+UuK7Wxxl+b5KI2SYlYiI8CaW3IFwRorzcF1Lge0wUhY196u11iHW2H+O2fmWbmb1Gio2amna2J6nRawPfg0Ag//yW8AehMKhQECDkwLaBvfCBvmgmovXh+gMYRR5Yb/QOrLxSvQhxHe7E7XviXEw+rHArTifjWXTKnU+qJdKrnaL9OURPomsKu9X1JTU4OuK5Pfevn222+ZMWMGAGFhYSiKEnR0qKyEhYXx4iuv+CRvBoOBctHRDB8xwqfsHQMHUqV6dYwm37uNvJMO/7fFsPBwOt5yC3WbNkWj0RQr4/Da1lugk7+GM4lKoLbUIMudXuv9lwdLyrxj82/DvZ2/YO2A75147pGiYPsOvuds97bB6g808uR+7AwSr/82wfYp0NFYUjLrThC913n/HaydknjHasP3eQ4UR7DEUY2MhJkzfQMr7U67A/Gn0bgmWLv5P6nu/w06MHndCas3QFQs3D3c9XjgKIgo53u3m8kMQ149c3ffI1PBaMZzR12wjlQU152E7nj1RoiuDLcG+aWFCok4dV7jYcZwaNMfer8KYeVck8P929ObofebEFUJOo4AffiZdTojRFSCVv9xPTbHQduRvmW0RjBUdM2BUoqOcIdfBqhoQRcO100JsqNCiMtJmYxIde/endGjR3PPPfdgt9sZM2YMRmOgAf6y9dDQodROTmbqpEkcPXKELj168PjIkVSoWNGnXJjZzPdr1jBr6lQWfPUVEVFRXN+9OxtWryZt/XocdjvR5ctTp25dDu/bh8Fo5K7//Ic77r8fu83G52+9xedTp3Lq2DHUokuECrhORn5fFeFOWALdUeeesA2u0S6n1+VGJ75Zr3vur3u594iRBt85QN5tODgztcV/FMiB7xwn7/qCtaPgG7t7vT1A+8HmLale5b1j9a4v0Lxpp1957zbc2zm9yvvH6T3I4p3UeT9297N7nX//uP92xx9oHxW9HqVcOTh50if+QP2v9YpNA6DVQng4muhonDYbpKejOJ2u7cLDUfr1Y09KCnU6dYLqNeDBgXDggKviclGQdxrsjsCTsDRATDQkJMC2ja45RApQqTKkPAL3DoXXnobvPoVCCzjUM+8YOh207wrjPoCd/8DsyXAqHTr0hHtHQEzRvMi4yvDxRpgzCdb+CnFV4Z6R0LLLmVjqtYGpa+GLl2HLMigsgMLTYLO4YtJqoUY9GDjOFfOPb8LpU9D2DrjlcYiIgSr14MunIfcUlK8B970Dye058flzVNz7OxjC4IZHoO09rtfl6I2w+FXY+rNrUrhGA5UaQNenoVZHV1zdxkLVFq45UfmnoOEdcO3jYIo6E3unl6ByC1gzxVWm7u3Q5r9w+gCsngAnN0HFFpDcB3Z+7npcoTm0GgOxV++neyGuJCXetVdWLtRde5erq30INRjpl8CkX4KTvglM+iU46ZvArvZ+KemuvTK5tCeEEEIIcTWQREoIIYQQIkSSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIJJESQgghhAiRJFJCCCGEECGSREoIIYQQIkSSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIJJESQgghhAiRJFJCCCGEECGSREoIIYQQIkSSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIJJESQgghhAiRJFJCCCGEECGSREoIIYQQIkSSSAkhhBBChEgSKSGEEEKIEOkudgBlwW63c2D/fqJjYsjOyiIqKorycXFByzscDjasXYvRZMJgNJKXk0PlatUotFiompCATnemmw7v38+2DRuoUacOScnJnDhyhIO7d1OnSRNOZ2ZSrnx5Nq5YwYa//iI/N5ewsDBys7I4ceQIza69FlN4OFvXrCGxXj3Co6IwmUxUT05m78aN5GRkkLZ8OeVq1GBLvXqYY2JYv3AhWp2OI9u3k3H4MNd07Uq5uDgcFgu5mZkUnD7N6fR09AYDTbp3p3zVqmz97TciypcnPiGBvatXo9HpiIiOxpqfD4pCQUYGSa1aoQG2LlxI5caNSWjZkkN//03Fhg05/s8/qKpKXFISEfHxWHNzydyzhxodOmA5dYoa117L0dWrMcbEYIqI4MCKFZiio4lPTib7wAGceXmYK1cmc8cOAMJiYtBoNFRs04ZT//xDVI0a1OjShexdu9jzzTdU6dQJXUQEB3/8EXtuLuZq1TixciU6k4mkvn2pccstaHQ6HIWF7PviC4wVKqBoNGSsXYszL49yDRpQoUsXUFUy167FWL48kQ0aoIuIwHL0KPbsbNBoQFXRlyuHPi4Oy/79WI8dQ1FVItq1w7pvH9YjR9BGRqIxm7EeOIBGp0Mxm4lo2RIA6759aKOi0JYvj+3gQRS9HlQVZ04OzuxsNNHRGJKTwW7HfuCA69jKyMCZnY2xZUsUwHnqFNqEBJxOJ7b58yE+Hq1OhxIejhIdjaZGDVe9gJqZiZqRgZKQgKIL/lJV8vPhjz8gKQkSE4O/MHZsg1MnIKEmZGeBwQBVq4PJBMeOgMMBlarAof0QGQWxwV8zAdlscOwARMdBZLnSb2e3wf4tkH8awiJBp4eKCRAWUbxsXhacPgXxCaAt6pPMo3A4DWKrgt4EcTVAUc4t9vMh9yg4bBBVPfT2nTY4vRfs+RCRAMaY8xvjpc55FLCB8i/6sEwdBxQg/mIHIi4hiqqq6vms0GazMWbMGA4fPozVauWRRx6hS5cuPmVSU1Mxm83Ur1//fDYNwKcffcTTTzyBJT8fa2EhWq0WrVbLtddfz4dz5hRLqGZNm8b/Hn8ch8PhWabD9VLR6XSER0Tw3BtvcEPPntzerBknjhzxlNMXlXPTeG2r+K0D0BaV8d9G67Wdd1m8lrnr9l6m+LXnXuau078+7+FH97aB6nT/0wRYpverR+dV1r8O9zL3vvhv51+/f9ze8cc2aEDe1q140xF4v92M5cu7EhFVPROfRoOiquiKDnvv7f2fH0/fazQYIyJQ7Xaw2VB0OhSHA43NhqKqvvttMqHTaFAKCtAUteumKApasxnFZkNrtfrsn6cPIiIIGzcOli7FsWAB6HRgMmGYOhX9gAE++4/TCQPvQf3yizN1Va8OK1dD5cpnym34G3p1gZws3+21Chj1EB8LOZngVMHpAIMeUKHN9TBtDsSU56zmzYQ3nwKH3fWvcx947n0whZW83Y8z4e1hrmTKm0EHNw2GR6a4EqbCfJj2IKz5FjQ6V7I1YDwsngZH07w6UgNxCTBsDtRpS1paWpm8z/jI3A3z74KTW1ztR1aDXnOgcstzq2fb+7ByOKgFRQs0UP1muP5TMESd15AvSL+cC8ceyO8Hjk2ABjRVwfwZ6Fpf8FAC980u4HngaNHj6sBLQOIFjOziuuSOmQssNTWVFi1aBFx33hOpb775hm3btvHMM8+QmZnJHXfcwZIlS4oFVBaJ1B+//Ua/224jPz+/WCKj1+tpfM01LFm71rNs9V9/0fv668GrCwIlO2FmM2ajkdzMTM8y/wTG0w5nkgH/E6V/cuNm9FvnnWC4GQIscy8PFId3ouIfs5spyLbu/ffvBx2+yaPWr1ygevRe67y386/bv7w/A8VjKSlZDRYzRY8JsK2O4s+RO3kMFJN3UhnoefHvb3c5/33xXqcAekVBq9O5RnjczGZMv/yCtkOHM8ueGgmTJxWvqEJFOHLU9Yk+Lw9qxoLVGqBFICxIMBpcCVXDZvD96sDbui37CUb1BUv+mWVGkyuZGvdp8O3W/QrP9HQlb4Ha1xvg9sfg/16F1/rCuh/BZjlTRquATg0cvykCXt9J2tHMsn3zd1jh7QTIPw6q88xyQyQ8sgfMpRzVO/QLLOoFzkK//dFA1e7Q4+fzGfWldVJUbZCTCOoxwKsPiYSo3aC5sKM/xfsmD+gN5HotU4AoYB6ud9Ir3yV1zFwEJSVS532O1I033shjjz3meazVaksofX5NmjDBk0T5s9lsbNu6lS2bNnmWjX/qKZ8kCgKf4Avy88nwSqKCjTiB620g2Ak+2EC1PcA6/1Er/2X+7fkLcGrCe0/Ptg/e/7v5X1xSKF09/gL1sbt8sD7yz/ZL26bqt21JfRnoeSjpBeKu91z2pTSvBlVVfZMogPx8bBMn+i57e1rgCo6nw+qi5Gfu7OBJVEnBqLhi2L7Z9a8kH77sm0QBFFrgt6/hdFbw7T4bGziJAlcH2q3w4zuQmQ7rfvBNogC0QZIocI2K/Tmr5LjPh10LwJbnm0QBOO2wuYQk0t+Gl11JVDFOOPoH5B36V2Fe0uw/g3qa4q9eO1g/uRgR+fkN17uDNxWwAn9e+HDEJee8z5EKDw8HIDc3l+HDh/P4448HLGexWEhLSwu4LlR7du3y/B3wE79Gw6oVK9AUzTc5sG+f7/oS6j6vw3Z+vN8+go1UBBMsrkDL/ROpUJzrdiUlWqE61/7wH2E6F8GSvrPVFSyJ/Dd9UbB9O3vdrxlVpZ7FErAuFTi8ehWny5Ujfu1qygdrsxQd6dBoOLx6BXnO4FlX7UN7PKN83pyKlj3rVmKrlBhwu1qHdntGWoOGYS1k35ol1NDo0OKXaJQUv81C5o6/sdS48by/z3iL2ZNKBbu1eMJtL+DU3r85Hlm6tmtlFvVFgH1yoOXAluVYIpv8y2jPKIv331BFm1OpGGlFU6wTC8g49TfpORc2Tv++iYvbSlycpdiULVUt5MSJzZw6VeOCxnexXErHzKWmTCabHz16lKFDhzJgwABuvfXWgGVMJtN5Hybs1KULcz7+2DPfyf89yW6zcUuvXlSsVAmAjl26MO+zzzzrgyUlWq0W1WsO1flOqrxPUSrF43YSfPAg2IhJsKs13nUGU9KoUKD4SqrnXJI3d/mzlSup/4MlFu7lDs6tz4KNMJ5NoOdLLaqvpOQsWBzo9Zh79PB9zVSqBMeOFd9eUajW63bXxPPe/eDzjwI3VNJBUNRJWrudGjf1gviKwcu2ugF+/cI1Z8u7Cr2e2h26uC7RBdKiK/w2u4QgQClfmaROt8HHAXqlpM40RhDTrhfHyuB9xke52yBtSvHRJH0E5ZvcSvnStp3eGXbPDvgC0CoqSc16gj7yfEQMXGKXaey3QW6AS9REEBt/K7FVL2ycxfsmE1gMFPiUUxQjFSp0okKFS6Qfy9gldcxcBKmpqUHXnfdLeydPnuTBBx9k5MiR3Hnnnee7+hKNevZZwiMi0BR9dPA+4ZrNZu5/6CFPEgXwzKuvotP7fpZ2+G2nKArmiAiu7dzZp5yTwCd0LWcSDu/19gDL3DQB1vn/HWhbJUhZCH4Zzpv/vvrX639wuC82ubdxbx9sv/zjc/9vJ3g/EGSdf1IWLHbvBMZ7/lag/gzUvn85h9ff/vEQZF2geN3nR6fX40DbAK676cK8JmlrtRARgX7UKN8NZswERSleV48eZ+7e69wdEmsFaK0omJKSqTAzDHy45CQKYPALYArHZ0jBZIZhrwRPogDu/Z/rLrtANIDeCA+/CcYwuHssGM1n1itFM+r8Oxpck9Fjq0KbviXHfT5UbgXVOoLO+/kyQnQSJN9e+nqaPQ/aorsUfa5FG+CaMec1ibrk6FqA7gbA6/nFCJoE0Pe+WFF5aYNrUrn3sWwEkoHmFyMgcYk574nU9OnTycnJ4Z133iElJYWUlBQsFsvZNzwPEpOSWJaayl333EPFypWpUKEC5ePiaNikCZPffptX33zTp3ylKlVYum0bTVu3RqvVotFoUBQFRaPBYDIRGx9Pr3vu4YfUVD757TcGjRyJwWh0bazRUKVmTUzh4Wg0GkxhYURFR6PR6z0jD6rfv0AnZV1RWe913gmKW6Bl7nOId1sKgUdD/C9veSc5Zxs18k5IvGcKuGN1UDyxVLzKO/GN0Qk4tNqA5QPtp6lCBVrNnIk26sydS977Da7RD4PJ5IpfUYisW5eaQ4YQlpAAJhOKXo/GZMJYrRqmli1RTCbXZGyNBl1cHBqjEUVRcCoKalEiruC6HGxo1YrY++5DX6MGpoYNierZE31CApr4eJSoKNeddRoNislExG23Ua53bzQxMTj1etSi+jSRkehq1kRXrRqa7t1RoqOL9bESHo7xrrsI37QJ48cfo2nZEqVaNXQpKYStX4+mWjXfJ+aWW+HHn7BVruxKtsIj4KlR8MOCM2U0GlixCfqngNHoeqzXuyaSR4bDtV3hweFQMxmqJsA1LaFqVajfBMa9A8+/HuCI8FOjDny6Drr1gwrVoHFbmPAl9H245O2q1IL3N8M1nYq+ykBxPScGAyS3hHEL4do7XGVvfRz+OwfqtIby1aDj3TBlK/SfCGFRrm01WoiMh5ufhLGrXYlYWVMU6Ps9XPcSxNaFcknQZiSkLAdtoAueQZSrDXeshxq9QGd2JVCRteC62dD02bKL/1IRPh9MY0FTFzRJYHwSIleCcraLvxeCFpgG3AtUBaoB9wNvcH4nLYjL1Xm/a680yvLrD64EV/sQajDSL4FJvwQnfROY9Etw0jeBXe39ckHv2hNCCCGEuFpIIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQIkSRSQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiHQXO4Cycvr0aRRFITw8nKysLMLCwjCZTOdUR35+Pvt37qRStWrElC/vWW61Wsk7fZpyMTFoNK5c1FpYSH5uLuViY7FYLBzcsYPI2FhMYWGgqjgdDqJiY9EbDADkZmej1ekICw8v1q6qqpzOzMRgMmEMC/sXvXCmvryMDBw2G+boaFAUrHl5hEVHk3vyJA6bjZz0dBwWC9HVqxMeE4O9sJDC06eJSUhAURQALNnZaHQ6DH4xq6pKQUYGxshItEX7582amwuqiiEyEktmJtacHMKrVEGr1wNgLyjAYbFgjInx2c5eUEBBejphFSrgtNlw5OcH3Uen3Y4tKwtDTAyKVnvufeR0Ys/MRBsZicZgwJ6Tg6LRoI2IAMCRmwtOJ9qoqNLXabfjzMpCEyAmNT8f1WpFEx1dch2qChkZEBmJEqBvz1l+PtisUM6rXasVck9DTCwUPdcXTG4W6I1g/PfHOfk5oNGAKeLf1wVQmAdOO4SVOz/1XUpUJ1hPgq4caPQXOxohLmtllkj9888/TJo0idmzZ5dVEwHt2rmTh+67j7/XrUN1OtHr9TgdDjSKQq8772TK9OlERkaWWIfFYuGONm3YtnGjZ1lsXByzFy3iu08+4csZM3DY7ZSLjWXEK6+wcflyfpw9G6fdjk5RcNhsnu1UznSyVqvlhjvu4NiuXezbsgWAZp078/RHH1G+UiUANv/1F6+lpJB19CgA7e64g+EzZ2I+hxO4t82//MKs++8n59gxVwyAVqNB0WhQHQ4UVfUMS7pPoVpcQ5UKoDUYuOGpp9j9888cK+qPpE6d6PPRR0RVqcK2b7/ll2HDyD9xAkWj4ZoHHqDbG2+gMxrJ3rePX+67j6MrV6KqKhqNBqfVigIoWi0NHnwQZ2Ym+7//HlSVyJo1uf799ynfqBF/9OnDsd9/99kXrVZLeufOtPv4Y8yVK7v61+lk29ix7Jw8GafVijY8nIbjxlHzkUdK3UcnvviCff/9L/aMDNBo0Jcrh+PUKVci3qoVWqBg7VpUwNy8OYkffYSpXr2g9amqSvYrr5A9YYIrWQoLI/qFF4h67DGcJ05w+oEHsP76q2uf6tcnctYs9M2bF6vH/u232IcNgxMnQKNB+8AD6N54A8VoLPW+eZw6CcMfhN8Wug7K5Hrw+kz4/guYPROcDoiOhbFToFe/c6//XKWthlcfgMO7AAXa3gwj3oeo2HOv68h2ePc+2Pe363HdDvDwRxBXI7TYco7CFw/ArqLjr3Jj6P+R6/8rwbFPqXP8MUjPA0ULVYdArQmguWI/VwtRphRVVdXzXel7773H999/T1hYGHPnzi22PjU1FbPZTP369c9ru3l5eTRMSuLUyZP475YCmIxG2nbowA+LF5dYT8+mTUn7559iy7UaDeFGI4UFBZ5lJq0WvVaLzWr1SUDc1KLH7mTF6Ldeq9NRKTGR2du3c3T3bh5t2pRCr5EXvdFI3bZtmbhkyVn339+B9et5pX17bBaLq62itv3HHHQETqK86b32QdFqiU5I4M5Zs/j8ppuwe8WrCwujft++3DxzJh8mJZGfno7qdPrU5Y7BAGi0WnA4zmwfHk75pCSyN28OuE9arZaIhARu27EDjVbLtvHj2f7yyz6jVVqzmWYzZ1LjnnvO0kOQtXgx23r1whlgtEvr1zeu4BW0MTE02rs36OhU9uTJZD3/PKpXnYrZTMzUqdinTMGxfTt4JdtKZCSxO3agKUqmAZzLl2Pt3t01guQWFoamb18MH3/s015aWlrJryVVheuaws40n3bR68GgBavFqw0zzP4BOnQOXt+/lX4AHmwIBblnlukMUKsJvLPm3EbFCk7DY4mQl+naTwCNFqKrwJTdpO3cdW7vM04nTKwLmftco1FupnIwejeElw+66WXh5E+wuS84vY4rjRmqPgx1Jl+8uC4hZ309XaWu9n5JTU2lRYsWAdeVyRypGjVq8NZbb5VF1SWaN3cuBQUFxZIot8LCQtasWMGunTuD1pFx8mTAJArA4XSS75VEAagOBzarFQicgCi4kilwnZiL1Wm3k5Gezt+//cZ3U6ZgL6rLzVZYyM61azmQlhY05mAWTpyIrbDQJ5ZApyiH19+B9sG/jOpwkHfiBL888YRPEgWuy3Fbv/yStE8/xZqbWyyJKhaLw+Gz3FlYSHbRaF0gqsOB5cQJji1ejOp0suO114pd8nPk55P24otB6/B28KWXAiZRwQNQcRYWkvH550FWq66RKL861fx8csaMwbFvn28yA6g2GwXvveezzDZunG8SBVBQgHPuXNSMjNLHC7BuFezfU6xdbDYosPguK8iHyS+dW/3n6rt3XJcXvdmtsD8Ndv59bnWt/AJshWeSKHCNruVnwfofzz22Xb9BbrpvEgXgsMLaj869vkvN3hd9kyhwPT78LjgsgbcRQpSoTMZye/TowaFDh0osY7FYSAshOSjJ2jVryMvNLbGMVqtl2dKl2Oz2gOvT1q8vcXvvFO1cZ5MES2TsNhvrV65kW2oqjgBxKRoN65YuJe8c29v3zz+eE0xJsbr3qTRl3BxWK6f27AlYVtHp2PHnn9jyAkfsHqULKMjz4r2tw2Zj14oVZMbHYw/yfOcfPFiq4yt3+/ag64LFqOblcWTNGk5ed13xlXY7poyMgNuqJ0/iNJmKf3qxWMhYvdonWa62dSuBZq44tVp2L1uGrU4dr81Lfi1FrfiLSk5nwES+2BML2HZtZ9d5fm16q7ZlNZF2a7HlDuDoumWcdphLXVf8llXEFRY/zpw2Cyc2r8LSNPGc3meity2not1W/DmyFZC5cw3HKpZdv1wIdXJ3BXzTdzpVdqetwq6teMFjutSUxbnpSiD9EtxFuyhuMpnO+zBh1+7dmfvpp+SWkEzZ7HZ63HQTlatUCbg+ISGBJ0tow/sN9lyviaoETiK0Wi0db7qJMLudAxs2+IwigStxuO7mm4mrVu2c2mvYuTN/7tiB6nSWGKs7ntKUcdPodFRv3Zr9ixYVH3VyOrmmTx+Ozp+PLcBzoQCBx6lwTai22XxHGPy21Wi1NOjZk/LNmrG/YkUsR44UK1euceNSHV/b2rUjo2iOlr9g/aGJiKB69+7EBqn/YEKCa+TJj7ZWLTSBPmCYzZS/6Saqe9Vn7dgR5+efuy41ebftdFKrSxcUrwn/Zx1yV1R49YUg6/wfK+hbtS/bIfx2N8H21WD1Hd3VOh1Uu/5mqFq79HVl94D1c8Hie5xp9EYqtr6RDM05vs+E94S1k3yHYAEM4cRccyMxl/uljcJWkPFLscUanYk6DTrIPCnkElYwV3u/pKamBl13RX39Qc9bb6Vq9eoYgtzdZDab6T9wYNAkyl2m+x13BF4XHo7Z7PtpWdHpMBbdDeig+MnXO3Fyvze77/QDMISFUb9NG+q1asUtw4ZhiohA8VpvNJu5/u67zzmJArjxqacwep1wnQHiA9+DIFgZve7MG6zOZKJqixbcOGUKOrPZZ06LPjyc9qNGUevWW4muUwdtCROjnYBG7zXuotGgj4qi6s03B50nozOZKN+yJeVbt0ZRFBq/9hpav+dEazbT+NVXg7brrfpLL6ExFx8B8SSXiuITi2IwoK9cmeggxwhA7OTJKP7HSVgYMW+/jaFzZ/C+E1OnQxMdjenee33387nnwK9vCQ9HO2qUTxJVKvUaQKeuxdolIhLC/e6WCzPDyBfOrf5z1fP/wBzpmsvkZgyDdreeWxIF0PJ2iKkCWq/XvN4EVRtAg07nHlv1Vq5/Oq9+0eghPA6a9T/3+i41Nce75kR505ghaZwkUUKE6IpKpHQ6Hb+tWMGDgwcTFx9P+bg46iQnExMdTUJiIs+NG8ebM2actZ4Z8+ZxzyOPuCZCAygKbTt14q99+xj73nvUql+fyOho2nftyuyVK3nqzTepXrs24dHRVK5VC41W6zP6pFUUFI2GuEqVGDZlCjc9+CBR5ctTvkoV+j35JK8sWABAdIUKvLluHdf06EFETAwVEhIY+OKLDH///ZD6o3xCAs+sXUv9bt3Q6vWoioLWbMYcG4spKgpzdLRnAro7eXLglTwoCtEJCQz66SdaDRqEOS6OyMqVaf/EE9y3cCFx9erxwIoV1LrpJozR0cQmJ9Pjrbfo+PzzKBoNd/35J9cMHYq5QgVM5ctTLikJjVaLoiiExcdzw6ef0mr8eCJq1MAYE0Otfv3ovW4dnefPp/Ho0ejCw0FRULRatCYTxrg46j/5JJ1//tnzlQzVBwyg9RdfUK5pU3TlylH+2mu59uefie/UqVR9FN6kCY2WLqVc165oo6Mx1alDdJcuGOLj0VeqRPxjjxH/+OPoKlVCFx9P+f/8h7qrVqEp4asIwnv3Jv7rrzG0aIFSrhyGtm2psGABYd26ETVvHuann0ZTtSpKbCzGgQOJXrcOjd+dpJq6dTGsWIHmppsgOholORndW2+he/75cz4OAJj1NTw2GipXdX3NQd+BsGobTJoJtetBVDRc3w2++wvql/HdaVGxMCMVugyAyFiIrw4pz8Gzc869Lp0BXlwFnf8DkfFQrhL0GA7P/B7aVzkoCvzfz3D9kxBVBczlodX98Nha0J+Hr2i42KJaQPMl5BnauL76wNwA6s+C6kMvdmRCXLbK5K69symru/auFFf7EGow0i+BSb8EJ30TmPRLcNI3gV3t/XLB79oTQgghhLgaSCIlhBBCCBEiSaSEEEIIIUIkiZQQQgghRIgkkRJCCCGECJEkUkIIIYQQIZJESgghhBAiRJJICSGEEEKESBIpIYQQQogQSSIlhBBCCBEiSaSEEEIIIUIkiZQQQgghRIgkkRJCCCGECJEkUkIIIYQQIZJESgghhBAiRJJICSGEEEKESBIpIYQQQogQSSIlhBBCCBEiSaSEEEIIIUIkiZQQQgghRIgkkRJCCCGECJEkUkIIIYQQIZJESgghhBAiRJJICSGEEEKESBIpIYQQQogQSSIlhBBCCBEiSaSEEEIIIUIkiZQQQgghRIgkkbpMOBwOVFUt2zbsdpwOR5m2caVTVRX1PPXh+arniqKqIP0ihLiElEki5XQ6ef755+nXrx8pKSns37+/LJq5KhzYsoXRHTtyp8HAXWFhTH3wQQpOnz6vbaz++GNGRUYyQq9nhE7Hi9Wrs3fFivPaxpVOtVo5NWIE+yIj2avXc6hpUyzLl4dUl+3rr8lPTCRfpyMvPh7rlCllnkRf8hx2mPMcDIyGvjoY3gA2/naxoxJCiLJJpBYvXozVauXLL7/kySef5JVXXimLZq54WenpPH3ttWxbvhzV6cRWWMjSOXN48aabzlsbG775hi8HDcKam4tStCz70CHeueEG0rdtO2/tXOmOP/AAOe+8g5qXB6qK9Z9/ONq9O9atW8+pHvuCBVjvuw/V/eHj5Elszz6LbdKkMoj6MvLBY/DD61CQ43p8KA1evg12rbu4cQkhrnplkkilpqbSsWNHAJo2bcrmzZvLopkr3i8zZ2IrLPQZjbAXFrJ3wwZ2//33eWnjh1GjUB0OTxLl5rBa+ePVV89LG1c6+7Fj5M+bh1pQ4LNcLSwka+LEc6rLOmYM5Of7LszLw/byy1fvpb68bPjtQyj06xdbAXw19uLEJIQQRXRlUWlubi4RERGex1qtFrvdjk53pjmLxUJaWlpZNH/Zc/fNxr/+wmaxBCyz5vffsYaF/eu2Mku47Lp79epL6jm6VI8ZZf169DpdsWQUh4OctWs5dQ4xV9u9O+CnGzUvj+3r1qFGRRVbd6n2y/liTN9JgkaL1n+FqmLdvZ7dJez7ld43oZJ+CU76JjDpl+DKJJGKiIggLy/P89jpdPokUQAmk4n69euXRfOXvbS0NOrXr0/zLl3YuWwZVr+RDlSVdj16kHge+q987dqcDHIJL7lDh0vqOXL3y6XGERfHAbudYrOYtFrKtW9P/DnEXFC/Ps51xS9XKVFR1G3VCkVTPM26VPvlvEmsBtOdxZcrCobk1iXu+xXfNyGSfglO+iawq71fUlNTg64rk0t7zZs3Z+nSpQBs2LCB5OTksmjmitft//4PQ1iYz8lTbzJRr317Ehs3Pi9t3D5pEopWWywJ0BmN3PDUU+eljSudNj6eiIEDUcxmn+VKWBjRo0adU12GCRPAf6TRbEb/4osBk6irQlgk3DQUjL79iyEM7nr+4sQkhBBFyuSduVu3bhgMBvr378+ECRMYPXp0WTRzxYsqX57X1qyh+U03oTcaMZcrx40PP8yY778/b200vPlm7v/6a8xxcZ5l8fXq8diqVcTVqnXe2rnSxU2fTvTo0Wji48FgwNSxI1WWLkVfp8451aPt2hXjvHkojRqBXo+SkIBh2jQMQ4eWUeSXiZSJ0P8liK4EOj3UaQ0vLIbEJhc7MiHEVU5RL8J91ampqZjN5qt6mLAkV/sQajDSL4FJvwQnfROY9Etw0jeBXe39kpqaSosWLQKuu0qvFQghhBBC/HuSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEEIIIUSIJJESQgghhAiRJFJCCCGEECGSREoIIYQQIkSSSAkhhBBChOii/USMEEIIIcTlIthPxFyUREoIIYQQ4kogl/aEEEIIIUIkiZQQQgghRIh0F7pBp9PJCy+8wPbt2zEYDIwbN46EhIQLHUaZ++eff5g0aRKzZ89m//79PP300yiKQp06dfjf//6HRqNh7ty5fPHFF+h0Oh555BFuuOEGLBYLI0eO5NSpU4SHhzNx4kRiY2PZsGED48ePR6vV0qFDB4YNGwbAtGnTWLJkCTqdjjFjxtCkSZOLvOeB2Ww2xowZw+HDh7FarTzyyCPUrl37qu8XAIfDwbPPPsvevXvRarVMmDABVVWlb4qcOnWK3r178+GHH6LT6aRfitx+++1ERkYCUK1aNR5++GHpG2DGjBn8/vvv2Gw27r77blq3bi39AsybN4/58+cDUFhYSFpaGnPmzOHll1++6vvmX1MvsF9++UUdNWqUqqqqun79evXhhx++0CGUuZkzZ6q33HKL2rdvX1VVVXXw4MHqqlWrVFVV1eeee0799ddf1ePHj6u33HKLWlhYqObk5Hj+/vDDD9WpU6eqqqqqP/74ozp27FhVVVX1tttuU/fv3686nU71//7v/9TNmzermzdvVlNSUlSn06kePnxY7d2798XZ4VL4+uuv1XHjxqmqqqoZGRnq9ddfL/1SZNGiRerTTz+tqqqqrlq1Sn344Yelb4pYrVZ1yJAhavfu3dVdu3ZJvxSxWCxqr169fJZJ37heP4MHD1YdDoeam5urTp06VfolgBdeeEH94osvpG/Okwt+aS81NZWOHTsC0LRpUzZv3nyhQyhzNWrU4K233vI83rJlC61btwbguuuuY8WKFWzcuJFmzZphMBiIjIykRo0abNu2zad/rrvuOlauXElubi5Wq5UaNWqgKAodOnRg5cqVpKam0qFDBxRFoUqVKjgcDjIyMi7KPp/NjTfeyGOPPeZ5rNVqpV+KdO3albFjxwJw5MgR4uLipG+KTJw4kf79+1OhQgVAXktu27Zto6CggAcffJB7772XDRs2SN8Ay5YtIzk5maFDh/Lwww/TqVMn6Rc/mzZtYteuXfTr10/65jy54IlUbm4uERERnsdarRa73X6hwyhTPXr0QKc7c9VUVVUURQEgPDyc06dPk5ub6xmWdy/Pzc31We5d1rvPzrb8UhQeHk5ERAS5ubkMHz6cxx9/XPrFi06nY9SoUYwdO5YePXpI3+C6FBEbG+t58wZ5LbmZTCYGDRrEBx98wIsvvsiIESOkb4DMzEw2b97Mm2++Kf0SxIwZMxg6dCggr6fz5YLPkYqIiCAvL8/z2Ol0+iQdVyKN5ky+mpeXR1RUVLF+yMvLIzIy0md5SWWjoqLQ6/UB67hUHT16lKFDhzJgwABuvfVWXnvtNc+6q7lf3CZOnMiIESO46667KCws9Cy/Wvvmm2++QVEUVq5cSVpaGqNGjfL5VHu19gtAUlISCQkJKIpCUlIS0dHRbNmyxbP+au2b6OhoatasicFgoGbNmhiNRo4dO+ZZf7X2i1tOTg579uyhbdu2gJybzpcLPiLVvHlzli5dCsCGDRtITk6+0CFccA0aNGD16tUALF26lJYtW9KkSRNSU1MpLCzk9OnT7N69m+TkZJo3b86ff/7pKduiRQsiIiLQ6/UcOHAAVVVZtmwZLVu2pHnz5ixbtgyn08mRI0dwOp3ExsZezF0N6uTJkzz44IOMHDmSO++8E5B+cfv222+ZMWMGAGFhYSiKQqNGja76vvnss8/49NNPmT17NvXr12fixIlcd911V32/AHz99de88sorAKSnp5Obm8u111571fdNixYt+Ouvv1BVlfT0dAoKCmjXrt1V3y9ua9eupX379p7H8h58flzwL+R037W3Y8cOVFXl5ZdfplatWhcyhAvi0KFDPPHEE8ydO5e9e/fy3HPPYbPZqFmzJuPGjUOr1TJ37ly+/PJLVFVl8ODB9OjRg4KCAkaNGsWJEyfQ6/VMnjyZ+Ph4NmzYwMsvv4zD4aBDhw7897//BeCtt95i6dKlOJ1ORo8eTcuWLS/yngc2btw4fv75Z2rWrOlZ9swzzzBu3Lirul8A8vPzGT16NCdPnsRut/Of//yHWrVqXfXHjLeUlBReeOEFNBqN9AtgtVoZPXo0R44cQVEURowYQUxMjPQN8Oqrr7J69WpUVeW///0v1apVk34p8v7776PT6bj//vsB5Nx0nsg3mwshhBBChEi+kFMIIYQQIkSSSAkhhBBChEgSKSGEEEKIEEkiJYQQQggRIkmkhBBCCCFCJImUEOKcrV69mnbt2pGSkkJKSgp33XUXs2fP/ld1/ve//8VqtZ7zdtdee22pys2bN49Jkyadc/1CCFGSK/srxYUQZaZt27a88cYbgOt7jW688UZ69epFVFRUSPW56xJCiMuJJFJCiH8tNzcXjUaDVqslJSWFmJgYcnJymDlzJi+88AL79+/H6XTy+OOP06ZNG/744w+mTZsGuL5d+cUXX6Rr1678/PPPnDhxgmeeeQa73Y6iKDz77LPUq1fP05bD4eC5555j165dVK9e3TOKdfToUZ577jkKCwsxGo2MHTuWypUrB4x38uTJbN68mby8PGrVqsWECRN81v/zzz+MHz8eVVWpWLEikyZNYuPGjZ6YLRYLEydOpEqVKjz22GPk5uZisVgYOXIkbdq04dNPP+XXX3/FbrcTGRnJW2+9hcFgKIuuF0JcZJJICSFCsmrVKlJSUlAUBb1ez3PPPUd4eDgAt956K926dWPOnDnExMTw8ssvk5mZycCBA/nuu+8YO3YsX331FeXLl2fatGk+v4f26quvkpKSQteuXUlLS2PMmDHMmzfPs37p0qUUFhYyd+5cjhw5wi+//AK4fqswJSWF66+/npUrVzJp0iQmT55cLO7c3FyioqKYNWsWTqeTm2++mfT0dCpWrOgp89xzz/HGG29Qq1YtPvvsM3bv3s3OnTt57bXXqFixItOnT2fhwoV07dqVkydP8tFHH3Hq1Cn27duH0+kkKyuLjz76CI1Gw6BBg9i0aRMtWrQoq6dCCHERSSIlhAiJ96U9f0lJSQDs2LGD1NRUNm7cCIDdbufUqVNERUVRvnx5AIYNG+az7e7du2nVqhUA9evX90myAHbu3EmTJk0AqFKlimfUaceOHcyYMYP3338fVVXR6/UBYzMajWRkZPDEE09gNpvJz8/HZrP5lDl16pTnp6vuuecewDXiNX78eMxmM+np6TRv3pw6depwzz338MQTT2C320lJSUGj0aDX6z31Hzt2DLvdXooeFUJcjiSREkKcd4qiAFCzZk0qVarEww8/jMVi4d133yU+Pp6cnByysrKIjo5m3Lhx3HbbbZ5ta9Wqxbp16+jSpQtpaWnExcX51F2zZk0WLFjAfffdR3p6Ounp6Z7lDz74IM2bN2f37t2sXbs2YGxLly7l6NGjTJkyhYyMDBYtWoT/L2VVqFCBffv2kZiYyMyZM0lKSuK5555j8eLFREREMGrUKFRVZfv27eTl5TFz5kyOHz9O//79qVy5MosXL+arr76ioKCA3r17F6tfCHHlkERKCFFm+vfvz7PPPsvAgQPJzc1lwIABaDQa/ve//zF48GA0Gg0NGjSgcePGnm2eeuopnnvuOT788EPsdjvjx4/3qbNr166kpqbSt29fqlSpQkxMDACjRo3ihRdeoLCwEIvFwjPPPBMwpiZNmvDOO+9w1113YTAYqF69OsePH6d69eqeMi+++CJjxoxBo9EQHx/P/fffT69evbjrrruIiooiLi6O48ePk5iYyNtvv823336LXq9n+PDhJCQkEBYWRu/evTEYDMTHx3P8+PEy6F0hxKVAfrRYCCGEECJE8j1SQgghhBAhkkRKCCGEECJEkkgJIYQQQoRIEikhhBBCiBBJIiWEEEIIESJJpIQQQgghQiSJlBBCCCFEiCSREkIIIYQI0f8Dhn9mc7sm1WkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAmMAAAGCCAYAAACsOMTHAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAADwv0lEQVR4nOzdd3gU1dfA8e9szW4aRUIPRQi9dwSUjoiK+JMmiBVFwIqKiIAvYgcRFQUEVFCKAoIgINJ7ld47gdBTt5d5/5hkszUEJGyA+3mefWBnp5ydlD255VxJlmUZQRAEQRAEISxU4Q5AEARBEAThbiaSMUEQBEEQhDASyZggCIIgCEIYiWRMEARBEAQhjEQyJgiCIAiCEEYiGRMEQRAEQQgjkYwJQj5kt9uZOHEijzzyCLVr16Zu3bp06dKFiRMnYrPZbuicvXv3plWrVjc50msbPHgwlSpVuuXXPXfuHAMGDKBhw4a0bNmSb775Brfbfd3n2bFjB2+99RZt27alZs2aNGrUiKeffpoFCxZwJ1YGkmWZVq1aUalSJZYuXRrucAThrqAJdwCCIPhyOp0899xz7Ny5k86dO9OtWzdcLhfbtm1jzJgxrFixgp9//hmdThfuUHOlW7duNGnS5JZe02az8dxzz2GxWHjllVfYv38/X3/9NUajkWeffTZX55BlmbFjx/L9999TtmxZOnXqRIkSJUhLS2PZsmW89dZbLF++nLFjxyJJUh6/o1tn+/btnD17FqPRyNy5c2nfvn24QxKEO58sCEK+smDBAjkhIUFeunRpwGuTJk2SExIS5F9++eW6z9urVy+5ZcuWNyPEfG/dunVyQkKC/Ndff3m2dejQQe7SpUuuzzFjxgw5ISFBfv/992WHwxHw+pdffiknJCTIv//++02JOb8YNmyYXK9ePXn48OFylSpV5IsXL4Y7JEG444luSkHIZ/79918A7rvvvoDXnnzySbRaLTt37rzFUd1eLBYLoHRVgtLKZbfb0Wq1uTrebDbzxRdfUKZMGYYOHYpGE9iJMHDgQEqWLMns2bNvXuBh5nA4WLp0KXXr1qVly5a4XC4WLFgQ7rAE4Y4nkjFByGciIyMBmDVrVsBrBoOBHTt28Nlnn/lsX7JkCb169aJevXpUr16dVq1a8dlnn2G323O81tGjR+nfvz/169enVq1adO/enbVr1/rs07t3b55++mlWrFhBx44dqVmzJp07dw4YT9S7d2+ee+45vvzyS+rUqUOTJk04dOhQ0DFjFy5cYMiQITRr1ow6derw+OOP888///jsc/78ed5++20aN25MjRo16Ny5c64Tg8aNG1OwYEHGjx/PwYMHGTFiBImJifTo0SNXx69atYr09HSeeeaZkN3BarWasWPH8u233/ps37hxI88//zyNGjWiWrVqNG/enGHDhpGWlubZZ/DgwXTo0IFffvmFBg0a0KBBA9asWZPr4wGOHz9Ov379qF+/Po0aNeLDDz9k9uzZVKpUicTERM9+qampjBw5kubNm1O9enUefPBBfvrpp6Dj3datW0dycjINGzakSZMmREVFMW/evID9vv76a2rUqMGyZcu47777qFOnDr/99tt1XW/fvn0MHDiQpk2bUq1aNZo0acKbb77J+fPnc/rSCMIdSYwZE4R85pFHHmHq1Kl8+umnzJ07lzZt2tCkSRPq1KmDTqcLSA5+++03hg4dSqtWrRg0aBAOh4Nly5YxefJkjEYjAwYMCHqdQ4cO0bNnT+655x5efPFFtFotCxcupG/fvowePZqOHTt69j127BivvPIKjz/+ON27d+ePP/7glVde4YsvvuDhhx/27Ldjxw5OnTrFW2+9RWJiIhUqVAi4bkpKCl27diUlJYUnn3yS0qVLs3DhQgYMGMA333xDmzZtuHDhAk888QSyLNO7d29iY2NZvnw5b731FhcvXuT555/P8R5GRUXxwQcf8Morr/DYY4+hUqkYNGgQjz76aK6+Blu2bAGUpC4nNWvW9Hm+bt06XnjhBerWrcsrr7yCJEmsX7+eWbNm4XA4+Pjjjz37JiUl8e233zJgwAAuXrxIrVq1cn38uXPn6NmzJwDPPvssGo2GX375hT///NMnHrPZTK9evUhKSqJnz54UK1aMTZs28dFHH3Hy5EmGDx/us//ChQsBaNOmDTqdjvvvv59Fixaxe/fugPfqdDoZOnQozz33HHa7nXr16uX6elnfe2XKlKFv376ePzLmz5/PxYsXmTZtWq6+ToJwxwhvL6kgCMGsXLlSbtKkiZyQkOB51K5dW37jjTfk48eP++zboUMHuVu3brLb7fZsczgccosWLeROnTp5tvmPGevVq5fcpk0b2WQy+RzXs2dPuWnTprLNZvPsl5CQIE+dOtWzn8Vikdu2bSs3a9ZMdrlcPvtt2rTJJ7533nlHTkhI8Dz/7LPP5ISEBHnbtm2ebVarVW7Tpo38+OOPe45p2LChfOHCBZ9zvfHGG3L16tXly5cv53j/UlJS5CFDhsiVKlWSExIS5P79++e4v78XX3xRTkhIkM1ms892u90uX7lyJeCRdQ+ee+45uWXLlp57l6Vr165ynTp1PM+z7smcOXN89svt8e+++65ctWpV+ejRo55t58+fl2vXri0nJCTIZ86ckWVZlseNGydXq1ZNPnjwoM/5Ro8eLSckJMgHDhzwbDOZTHKtWrV8vmcWL14sJyQkyCNGjPA5fty4cXJCQoI8bty4gO25ud6wYcPkWrVqycnJyT77vf7663JCQkLAdkG404luSkHIhx544AFWrlzJl19+yaOPPkqRIkUwm80sXLiQRx991NNyA7BgwQImTpzoM6PvypUrxMTEYDabg54/OTmZLVu2cP/992O1Wrl69SpXr14lLS2Ntm3bcvnyZfbs2ePZPzo62tMSAxAREUGPHj24ePEie/fu9dneoEGDHN/bqlWrqFatGvXq1fNs0+v1TJw4kXHjxuF2u/nnn3+oX78+Go3GE9vVq1dp164ddrud9evXhzz/1atXefLJJ5k/fz5vvfUW1atXZ9myZcyfPx+Av/76y9MlGIqc2aUm+3WtrVu3jiZNmgQ8ssamTZgwgTlz5vi0XiYnJxMVFRX0a9GsWTOf57k5XpZlli9fTvPmzbn33ns9+xUtWpRHHnnE53x///03CQkJFClSxOc+tmnTBoCVK1d69l22bBkWi4W2bdt6trVo0YKIiAgWLVoUtMvbP/7cXm/EiBGsWLGCAgUKeI7NyMhAr9cDhPy+FYQ7leimFIR8Sq/X07FjR0934b59+5gyZQoLFy5k+PDhLF68GACtVsvWrVtZuHAhx48f5/Tp01y5cgWAkiVLBj33mTNnAJg2bVrILqGkpCTP/+Pj4wO6R8uUKQPA2bNnPV1YBQoUQKXK+W+8s2fPBq13Vq5cOUBJJNPT0/nnn38CxpEFi83fmDFjOHLkiKcLtV27dnTp0oURI0ZQtWpVRo0aRZEiRWjRokXIc8TFxQFw+fJl4uPjPdtr1arF1KlTPc//+OMPT5IHyjiyM2fO8NVXX3H06FFOnz7NhQsXQl6ncOHCPs9zc3xKSgopKSmULVs24Hzly5f3eX769GmsVmvI0iLe9zGri7J69eo+Y85q167Npk2b+Oeff3y6roPFn9vrSZJEcnIyEyZM4NChQ5w+fZpz5855kt8bqQcnCLczkYwJQj5iNpuZMGEC1apVo127dj6vVatWjdGjR5OWlsaaNWtITk6mYMGCjB49mokTJ1K1alVq167No48+Sp06dRg5cmTIpMXlcgHK7MysVgt/3uO9gs1CzPrAVKvVnm3e/w/F5XLlWJcrK7b27dvTvXv3oPuULl065PHLly+nbNmynrFspUuX5uOPP6Z///706tWLlJQUevXqlWOMderUYfbs2WzevNknGStUqBBNmzb1PN++fbvPcTNnzmT48OGUK1eO+vXr065dO2rVqsW0adMCxnNB4P3KzfFOpxMg6MSCrJalLC6Xi3r16oUcN5iVdF69epUNGzYA0K9fv6D7zps3LyAZ80+8c3u9VatW8fLLLxMXF0fjxo1p0aIF1atXZ926dUyYMCHosYJwJxPJmCDkI3q9nsmTJ1OnTp2AZCxLhQoVWLt2LREREZw9e5aJEyfy6KOPBsywvHz5csjrZLWYqdVqn+QClBmWiYmJGAwGz7bExERkWfZJok6ePAlkt5DlVokSJTh9+nTA9nnz5rF9+3aGDRuGwWDA6XQGxHbu3Dn279/vE5s/WZYDkpw2bdrw7LPPMmXKFLRarU+XazBt27Zl5MiRTJ8+ncceeyxoaQt/NpuNTz75hEaNGjFlyhSfY7766qubdnzhwoUxGo2e++/t1KlTPs9LliyJyWQKuI+pqals3LjR87VbvHgxTqeTLl260Lp164Dzvvfee6xfv54LFy5QtGjRkO8ht9cbOXIkZcqUYc6cORiNRs9+wRJWQbgbiDFjgpCPqNVqOnbsyJYtW3y6v7KkpKSwdOlSmjZtisFgIDU1FSBg1uLq1as5efKkpxXFX1xcHNWrV2fevHk+3WAOh4MhQ4bwyiuv+Bx7+fJlT7coKHW8ZsyYQdmyZa97qaMWLVqwZ88en7FmDoeDyZMns3fvXnQ6HS1atGD16tUcPHjQ59hPPvmE/v37k5ycHPL8jRo14tixYz7j6pxOJxcvXvRcK1jZEG/R0dG8/fbbHDx4kPfeey/oeKk9e/b4lNqwWq1YLBbKli3rk0gdOHDAE0uor8f1HK9SqWjVqhVr1qzxdDeDkvBkdTVmadWqFQcPHmTVqlU+27/77jteffVVjhw5AihJkCRJ9O/fnzZt2gQ8HnvsMVwuV9DvyRu5XkpKCiVKlPBJxJKSkvj777+B7NZRQbhbiJYxQchnBg8ezO7du3n77bdZsGABzZs3JyoqitOnTzN37lwcDgfDhg0DlCSsRIkSfP/999hsNooVK8bu3buZN28eer0ek8kU8jpDhw6lT58+PP744/To0YMCBQqwaNEidu3axZtvvknBggU9+2q1Wt5991327dtHXFwcc+bM4cKFC3z//ffX/f5efPFFlixZQp8+fejVqxdxcXEsWrSIY8eOMXnyZAAGDRrE5s2befLJJ3nyyScpUaIEq1atYuXKlXTr1o2KFSuGPP+gQYPYsGEDL7/8Mk8//TSxsbHMmzePffv28dJLL7Fq1SrGjBmDRqPJcWmkHj16kJKSwrhx49i8eTMdO3akbNmymEwm1q1bx/r169FoNAwcOJDixYujVqupVasWc+fOJSoqinLlynHkyBF+++03T3eeyWQiNjY26PViY2Nzffyrr77K6tWr6datG71790an0zFz5kxPLbKsFswXX3yRv//+mwEDBtC9e3cqVqzI9u3bmT9/Pi1atKBFixacOXOGf//9l6ZNm1KqVKmgsXXv3p0ff/yRP/74g759++b4tb3W9UBJyP/66y+GDRtGjRo1SExMZPbs2Z5ivTl93wrCnUgkY4KQzxQqVIi5c+fy448/snz5cr799lssFgtxcXG0a9eOl156yTP2RqfTMXHiRD755BN+/vlnZFkmPj6eIUOG4HQ6GTVqFHv37qV69eoB16lTpw4zZszg66+/ZurUqTidTsqVK8cnn3zCY4895rNvXFwcQ4YM4dNPP+XSpUtUq1aNqVOnXnPmZDD33HMPs2fPZvTo0cycORO73U7lypWZMmWKZ+B3fHw8s2fPZty4ccyePRuz2Uzp0qV599136d27d47nL126NDNnzuSLL75g6tSpuFwuqlWrxoQJE3jggQfo3bs3L7/8csjEw1u/fv144IEHmDFjBitWrOD8+fOo1WrKli1Lv3796N69u0+33VdffcXHH3/MnDlzsNvtlCxZkr59+3LvvfcycOBANm3alONaj7k9Pj4+nunTp/Ppp58yYcIE9Ho9nTt3Rq1WM3nyZM94sgIFCjBr1izGjRvHkiVLmDVrFiVKlODll1+mb9++qFQqT2va448/HjKusmXL0rhxYzZu3MiuXbtC7peb64Eym9JoNLJixQrmz59PsWLF6Ny5M23btqVHjx5s2rSJqlWrXvPrIwh3Ckn2n7stCILgpXfv3pw9e5YVK1aEO5Sbxn/82+3mypUrFCpUKOA9jBw5khkzZrBr165cL/0kCEL4iTFjgiDcdW7nRAzg1Vdf5aGHHvIpAWGxWFi5ciWVK1cWiZgg3GZEN6UgCMJt5tFHH2Xo0KH07duX1q1bY7PZWLBgAefPn+eDDz4Id3iCIFwnkYwJgiDcZp544gn0ej0///wzn3/+OSqViurVq/Pjjz/SsGHDcIcnCMJ1EmPGBEEQBEEQwkiMGRMEQRAEQQij27ab0n8ZEkEQBEEQhPysXr16QbfftskYgNFopEqVKuEOI985cOCAuC8hiHsTnLgvoYl7E5y4L6GJexPc3X5fcmpEEt2UgiAIgiAIYSSSMUEQBEEQhDASyZggCIIgCEIYiWRMEARBEAQhjEQyJgiCIAiCEEYiGRMEQRAEQQgjkYwJgiAIgiCEkUjGBEEQBEEQwkgkY4IgCIIgCGF0W1fgF25PbpeLo0uXcmrtWmJKlaJGjx4YCxUKd1iCIAiCEBYiGRNuKYfFwk+tW3Nhzx7sGRlojUb+efdd+vzzD6UaNgx3eIIgCIJwy4luSuGW2vzNNyTt3Ik9IwMAh9mMPT2d37p2RZblMEcnCIIgCLeeSMaEW2rXTz/htFgCtpsuXeLKkSNhiEgQBEEQwivPkrFdu3bRu3dvn21//vkn3bp18zyfPXs2Xbp0oWvXrqxcuRIAq9XKwIED6dmzJy+88AJXr17NqxCFMJDU6qDbZVlGFeI1QRAEQbiT5UkyNmnSJIYOHYrNZvNsO3DgAL///runK+rSpUtMmzaNmTNnMnnyZMaMGYPdbmfGjBkkJCTw66+/0rlzZ8aPH58XIQphUvf559EajQHbY0uXpmD58mGISBAEQRDCK0+Ssfj4eL7++mvP8+TkZL744guGDBni2bZ7927q1KmDTqcjOjqa+Ph4Dh48yPbt22nevDkALVq0YOPGjXkRohAmDV56iTL33482MhK1TocuOhpDoUJ0mzMHSZLCHd4tZT9+nPOvv86p9u259OGHOC9fDndIgiAIQhjkyWzK9u3bk5iYCIDL5eK9995jyJAh6PV6zz4ZGRlER0d7nkdGRpKRkeGzPTIykvT09LwIUQgTtVZLr0WLSNy8mdPr1xNTogSVO3dGazCEO7Rbyrx+Pafat0e228HhwLxmDVe/+ory27ejjY8Pd3iCIAjCLZTnpS327dvHqVOnGDFiBDabjaNHjzJq1CgaN26MyWTy7GcymYiOjiYqKsqz3WQyERMTE/LcVquVAwcO5PVbuO3cFvclNpZCHTsCcPTkyVt22fxyb+TevcHr+1+2WnHZ7Rx5+WWkzz+/5fHkl/uSH4l7E5y4L6GJexOcuC+h5XkyVrNmTRYtWgRAYmIib7zxBu+99x6XLl1i7Nix2Gw27HY7x44dIyEhgbp167J69Wpq1qzJmjVrqFevXshzR0REUKVKlbx+C7edAwcOiPsSQn64N67kZA6dPRv4gtuNasMGKochvvxwX/IrcW+CE/clNHFvgrvb78v27dtDvha2oq9FihShd+/e9OzZE1mWef3119Hr9fTo0YN33nmHHj16oNVqGT16dLhCFIQ8IUVEIAHBqqqpvLruBUEQhLtDniVjpUqVYvbs2Tlu69q1K127dvXZx2AwMG7cuLwKSxDCTmUwEPXII6QvWAB2u2e7ZDRSaMCAMEYmCIIghIMo+ioIYVBi0iQM9esjGY2oYmKQIiKI6dKFwm+8Ee7QBEEQhFtMrE0p5BumixfZ/eOPpJ0+Tfz995PQuTNqrTbcYeUJdYEClFu/HuuePThOnEBfsya6smXDHZYgCIIQBiIZE/KFxI0bmdmuHW6nE5fVyp6ffmLDqFH0XrcOXVRUuMPLMxE1ahBRo0a4wxAEQRDCSHRTCmEnyzLzu3fHkZGBy2oFwJGRwZVDh9gyZkyYoxMEQRCEvCWSMSHsUo4fxxyk+rzLamXfL7+EISJBEARBuHVEMiaEnUqrBbc76Gtqr1UbBEEQBOFOJJIxIexi4+MpmJAAfmtTaoxGavftG6aoBEEQBOHWEMmYkC90+f13IuPi0EVHozEY0BiNlGvblrovvRTu0ARBEAQhT4nZlEK+UKhiRfqfOcOxv/4i/exZSjZpQrE6dcIdliAIgiDkOZGMCfmGWqsl4dFHwx2GIAiCINxSoptSEARBEAQhjEQyJgiCIAiCEEYiGRMEQRAEQQgjkYwJgiAIgiCEkUjGBEEQBEEQwkgkY4IgCIIgCGEkkjFBEARBEIQwEsmYIAiCIAhCGIlkTBAEQRAEIYxEMiYIgiAIghBGIhkTBEEQBEEII5GMCYIgCIIghJFIxgRBEARBEMJIJGOCIAiCIAhhJJKxfCj16lVGPPUUzY1GmkVE8M7//sflpKRwhyUIgiAIQh7QhDsAwZfL5aJvs2acOXoUp8MBwJr589m3eTNzjhxBHxER5ggFQRAEQbiZRMtYPrP577+5kJjoScQAXE4n6SkprPj99zBGJgiCIAhCXhDJWD5zYv9+7FZrwHZLRgZHd+8OQ0SCIAiCIOQlkYzlM2UqV0YXpCvSEBVF+erVwxCRIAiCIAh5SSRj+UyTDh0oXKwYGq3Ws02lVhMZHU3rJ54IY2SCcIcwpcDlRJDlcEciCIIAiGQs31Gr1fywfj0PPPYYGp0OtUZD0wcfZOrmzUQYDOEOTxBuX+lX4MOH4JmiMCAB+paBXf+EOypBEAQxmzI/KlikCB/NmoWc+Ze7JElhjkgQ7gAjH4QTO8GVOTnmyhn45FH4YgeUrBTW0ARBuLuJlrF8TJIkkYgJws1wcjec2ZediGVx2GDhV+GJSRAEIZNIxgRBuPNdPg1qbeB2twuSjtz6eARBELzkWTK2a9cuevfuDcCBAwfo2bMnvXv35rnnnuPy5csAzJ49my5dutC1a1dWrlwJgNVqZeDAgfTs2ZMXXniBq1ev5lWIgiDcLcrVUVrB/GkjoPoDtzwcQRAEb3mSjE2aNImhQ4disym//EaNGsX777/PtGnTaNu2LZMmTeLSpUtMmzaNmTNnMnnyZMaMGYPdbmfGjBkkJCTw66+/0rlzZ8aPH58XIQqCcDcpXBJa9gG9MXubWgORsdC+X/jiEgRBII+Ssfj4eL7++mvP8zFjxlClShVAWe5Hr9eze/du6tSpg06nIzo6mvj4eA4ePMj27dtp3rw5AC1atGDjxo15EaIgCHebvuPh6dFQqgoULAGtnlUG70cXCndkgiDc5fJkNmX79u1JTEz0PI+LiwNgx44dTJ8+nV9++YW1a9cSHR3t2ScyMpKMjAwyMjI82yMjI0lPT8+LEAVBuNuoVND+JeUhCIKQj9yy0hZ//fUX3333HRMnTqRQoUJERUVhMpk8r5tMJqKjo322m0wmYmJiQp7TarVy4MCBPI/9diPuS2ji3gQn7kto4t4EJ+5LaOLeBCfuS2i3JBmbP38+s2bNYtq0aRQoUACAmjVrMnbsWGw2G3a7nWPHjpGQkEDdunVZvXo1NWvWZM2aNdSrVy/keSMiIjzdn0K2AwcOiPsSgrg3wYn7Epq4N8GJ+xKauDfB3e33Zfv27SFfy/NkzOVyMWrUKIoXL87AgQMBaNCgAa+88gq9e/emZ8+eyLLM66+/jl6vp0ePHrzzzjv06NEDrVbL6NGj8zpEQRAEQRCEsMmzZKxUqVLMnj0bgC1btgTdp2vXrnTt2tVnm8FgYNy4cXkVliAIgvBfpW6m9JVBsP4URFaH8iMgpmG4oxKE25ZYDkkQBEHIvasrYHcnIt0W5bntDKSshlqLoOAD4YxMEG5bogK/IAiCkHtHXgW3BZ+F2txmOPJamAIShNufSMYEQRCE3JFlMO0L/lrGnlsbiyDcQUQyJgiCIOSOJIEmRJFcbeFbG4sg3EFEMiYIgiDkXvwgUBl9t6mMEP9WeOIRhDuASMYEQRDySkoipCWFO4qbq8zbUGoAbiJAHQUqA5QaCPFvhjsyQbhtidmUgiAIN9vZf+GXnnD1JCBD0arQayYUSQh3ZP+dpIIKn3LY1pXK5WJAXxLUxmsfJwhCSKJlTBAE4WYyJ8N3LeHiQXBawWmDczvh2+bK/+8QssoIxooiEROEm0AkY4IgCDfTvzPA5fDdJsvgsMC+BeGJSRCEfE0kY4IgCDdTyilwmAO3O22Qmnjr4xEEId8TyZggCMLNVKYJ6KICt6u1UFosGSQIQiCRjAmCINxMVTrBPRVAE5G9TWuA+EZQtmn44hIEId8SsykFQRBuJrUG+q+FlZ/Bjumg0kDD56DFa0rRVEEQBD8iGRMEQbjZ9FHQ4f+UhyAIwjWIbkpBEARBEIQwEsmYIAiCIAhCGIlkTBAEQRAEIYxEMiYIgiAIghBGIhkTBEEQBEEIIzGbUhCEW8dsgr9mwqE9ULkWdOwGBrG2oSAIdzeRjAmCcGucOw1dG4IpAywmMEbC2Pfgty1QrFS4oxMEQQgb0U0pCMKt8cHLcPWykoiB0kp25SJ8+Ep44xIEQQgzkYwJQj7nOn8e+/btuDMywh3KjZNlWLcU3C7f7W4XrF4UnpgEQRDyCZGMCUI+5c7I4NKjj3KubFkutmrFubg4UkeNCndYN04V4teNWn1j59u3EV6qD63V8EhB+HE4uJw3Ht/N5nLC0mEwvCAMVsO4+nBqY7ijEgQhHxLJmCCEiWy340hMRLbbg75+9bnnsC5dCjYbcloassVC+kcfYZ416xZHehNIErT7H2i1vtu1Oniw2/Wf78ReGNQGDm8H2Q0ZKTDrCxjb/6aEe1PMewnWjgZrihLj2e0wqQ2c3xfuyARByGdEMiYIt5gsy1z6v//jYOHCHK1UiYOFC3Np5EhkWfbs405LwzJ/PthsvseazaR9+umtDvnmGDoO4itCZDTo9GCMgrIJ8O6X13+uXz8Gh9V3m80Mf/8EqVduTrz/heky/PsLOMy+2502WPlxeGISBCHfErMpBeEWuzp2LJc//RTZnP1BffmTT1DFxFD41VcBcCcnI6nVyEGOd124cIsivckKFoY/98DG5XDsAFSoCo1bhe6+zMnRneB2B27X6uH8CYgt/J/D/U+uHgeNDpx+CaPsgqRd4YlJEIR8S7SMCcItdvmTT3wSMVBavC5/nN1ioi5VCskYpP6WSkXEAw/kcYR5SKWC+9rCU69A0zY3logBVKgd/FinHYqV+08h3hSFyiux+JPUUKL2LQ9HEIT8TSRjgnCLuS5duuZ2Sa2mwNdf+yZkajWSwYC+SRNcFy/mdZj5W88hoIvw3aY3Qrs+4W8VA4i8B+r2Bq1fQq3RQ8t3wxOTIAj5lkjGBOEW01WunKvtkd27U2TpUiIeegh1+fKotFpUkkTakCGcL1OG9E8+uRXh5k/lqsHn/0ClBiCpILoQdHsLXv023JFl6zweWgwCQ0ElxlIN4IXlULRquCMTcu0ssAQQky6EvCXGjAnCLVbsyy8589hjyBaLZ5tkMFDsy8CB7Ppmzbhn/nzOlyiBbLX6jCFLHzkS3X33oW/e/BZEnQ9VawLfbcndvm432C1K65kk5W1cWdQaaPeB8hBuM27gdWAmoANcQBXgd6BgGOMS7lSiZUwQbrGo9u2JX7wYQ/PmqIsUwdiiBfFLlhDVrl3Q/e1r1/okbllkiwXTxIl5He7tzeWCX4fBkwWgZwF4Ph42zAl3VEK+NwX4DbAB6YAZ2A28FM6ghDuYaBkThDCIvP9+yq1Zk6t9ZZMpeGuOLONOTr7Jkd1hpr0Li79Vyl4AXEmEsb0hMhZqtQlvbEI+9j1KAubNAawEUoHYWx6RcGcTLWOCkM/pmjVDdjgCtkuRkRi73UDB1LuF3Qp/eSVinu0WmDE8PDEJt4n0ENtVBCZpgvDf5VkytmvXLnr37g3AqVOn6NGjBz179mT48OG4M+sDzZ49my5dutC1a1dWrlwJgNVqZeDAgfTs2ZMXXniBq1ev5lWIwh3C7XJhvXoVt8t17Z1vQ6rYWGK//BKMRk85BykyEm2dOhi6dw9zdPlY6iUINTws6dgtDUW43bQleMdREaDYLY5FuBvkSTI2adIkhg4dii2zevjHH3/Ma6+9xq+//oosyyxfvpxLly4xbdo0Zs6cyeTJkxkzZgx2u50ZM2aQkJDAr7/+SufOnRk/fnxehCjcAWRZZufo0UwtXJifihdn6j33sGvMGJ9K9neKqBdfpMi6dRj79sXQtSsFfviBe1asQPJfXkjIVqAoqEKse1m25q2NRbjNDEEZqJ9VPkUDGIBvCJ3hC8KNy5NkLD4+nq+//trzfN++fTRs2BCAFi1asGHDBnbv3k2dOnXQ6XRER0cTHx/PwYMH2b59O80zZ4e1aNGCjRvFwrpCcPvGj2fr8OHYU1Nx2+3YU1LY8v777Pv++3CHlid0depQ8LvvKDRrFsbu3UUidi1aHXQbrsyg9KY3wpMfhicm4TZRAtgMDAIeAPoAa4D7wxiTcCfLkwH87du3JzEx0fNclmWkzAHIkZGRpKenk5GRQXR0tGefyMhIMjIyfLZn7RuK1WrlwIEDefEWbmt3y33ZPGIETpPJZ5vTbGbz8OGoQ1Spv1vuzfW6lfdFeyGR2JV/oE5LIaP+/Zhq33fjlfivJeFBYh+2cc+K79GkX8JavDIXO76FxRUNuXy/4nsmuLvjvjyU+QBwAuJ75r8Q9yW0WzKbUuX1i9ZkMhETE0NUVBQmrw9Sk8lEdHS0z/asfUOJiIigSpUqeRf4berAgQN3xX1ZdSX4gtCOK1dCvv+75d5cr1t2X5bOgXd6g9MJTgeFVi+Aes3guz9Bk0e/jqpWhV5DADACZa/zcPE9E5y4L6GJexPc3X5ftm/fHvK1WzKbsmrVqmzevBmANWvWUL9+fWrWrMn27dux2Wykp6dz7NgxEhISqFu3LqtXr/bsW69evVsRonAbiq1Y8bq2C2FmMcPgPmC1gDNzdqg5A7athcWzwxubIAhCGN2SZOydd97h66+/plu3bjgcDtq3b0+RIkXo3bs3PXv2pE+fPrz++uvo9Xp69OjBkSNH6NGjB7NmzWLAgAG3IkThNtT0iy/QGAw+2zQGA01Hjw7YN/34cQ5/9x1X5s/Hnpp6q0IUvO1YD+ogA+otJvhz+q2LI/0KLJ8KSyfA5cRr7y8IgpDH8qybslSpUsyerfy1W65cOaZPD/xl27VrV7p27eqzzWAwMG7cuLwKS7iDlH34YTr88Qeb33uP1MOHiU1IoNGoUZT2q2S/8/33OfDFFyBJyJLEmZEjeeCPPyjetm2YIr9LaXUQaqar/6LfeWXTXBjbSxmjJssw5TXo+SE8+uatub4gCEIQogK/cFsr3a5dQPLl7eL69RwYMwaX1eqzfXWXLvzvwgU0RmOII4Wbru59oNODyW9SjiESur6Q99dPv6okYna/paVmvA+120OZ6nkfgyAIQhCiAr9wRzv+00+4gqzrKKlUJC1bdsvjsezZw4WPPuLi6NHYT5++5dcPK41GGagfFQuR0RBhAH0EPPECNO+Q99ff9mfwumNOO6z9Ne+vLwiCEIJoGRPuaG6bLWjXmCzLuO32WxrL2bfe4vK33yLb7UhqNUnvv0/p77+n0FNP3ZTzyy4XOJ1Iev1NOV+eqN0Y1p6DlX9CWgo0aQ1lKtyaazsdILsDt7vd4LDdmhgEQRCCEC1jwh2tTPfuaCIjA7bLTuctHTNm2rSJy+PHI1ss4HIh2+3IFgtnXnwRZ4gSHbklWyyYX3qJ1KgoUo1G0mrVwpmfiyUbjNCxG3R/8dYlYgD1OiqJlz+9AZr+79bFIQiC4EckY8IdrUSHDpR69FElIZMk0GhQGww0/O47dAUK3LI4kmfORPYbtwYgaTSkLVr0n85t6toV+08/gdUKbjfu3bvJaNsW1+HD/+m8d5xCJaD3p6AzgEqjfD/ojdDqGajUJNzRCYJwFxPdlHcoh93OP1OnsnzaNDRaLR1eeIEW3bv7FOC9G0iSxH3Tp3Nx7VoS588nxWql4euvE13hFrbIZMbhzfNVsNuRnc4bPq/r5Emc//yjJGLebDZsY8ZgvEOXhrphnV6B2m1hzS9K12Tjx6FS43BHJQjCXU4kY3cgt9vNsA4dOLR5MzazGYDDW7eyfckS3vz55zBHd+tJkkTRFi0o2qIFBw4cuOWJGECBHj24PHEimM1IZC81LNvtJGeOG5NuoAK9+9gx0OsDkzGnE9eePf857pAyv6+4HWejlqqilLMQBEHIJ+6uZpK7xKF16zi8dasnEQOwmUys//13Tob4gHba7RzbupXE/fuRQ9WCuk6yLOP6D60++Y3LYiF182ZMR45c97GRDRtSqHdvn0SMzP/bDhwgbcGCG4pJXbky2IIMPtfp0DRqdEPnzNGpE/DwA1AuVnk82grOnLr51xEEQbiLiGTsDnRk0yasGRkB292yzO5VqwK2b503j5eKFmVU69YMbdCAQVWqkHQDCUcWWZZZ+9VXfBAXx2CdjlFlyrBz1qwbPl9+cHbyZFbHxbG9XTs21arFpvr1sZ47d13niKxfH5XfigEA7owMMpYuvaG4VCVLou3WzbeFSpIgIgL966/f0DlDsligQxPYtDZzbUknbFwD7ZsETwgFQRCEXBHJ2B0oqlAhtBGBFc01Gg0x99zjs+3coUN826sX5pQUrOnp2M1mzh8+zKhWrXC7XDd0/TVjxrBkyBBMly+DLJNy+jSzn32WfTfY+hNuKRs2cPCVV3BlZOBKS8NtsZC+cyf/PvjgdZ1Hfc89wbsidTrUxYrdcHzGH35AP2QIUtGiYDCgad+e6E2bUJUufcPnDOrPOWAy+c5IdLmUIq6L5t3cawmCINxFRDJ2B6r/6KNBB+qrNBoaP/qoz7blEybg9Ku3Jcsy5tRU9gdpRbsWt9vN8g8/xO7VRQrgMJtZMnTodZ8vPzj91Ve4/QvHulyYjx4lY+/eXJ8n+sEHg9YAkzQaCj3zzA3HJ2k0GN57j9jz5ylgNhO1eDHqKlVu+HwhrV0BpsAWV8xmOHn85l9PEAThLiGSsTtQTJEivP/HH0QXKoQhOpqIqCgKlyzJR8uXE+E34Dr57FncIcZ1pV28eN3XtmdkYDOZgr529fjt+YFtO3s2aOFYlVaL/TrukUqvp/yKFWjLlEEVFYUqOhpVbCwxbdtyqmlTjpYqxcX33sPtl8jeKFmWce3ciWvtWqW+2X8x8RuY/QsEG05ojITqtf7b+e92lmT4+xUYVxy+KQ1rhoMzsBSKIAh3JjGb8g5Vp21bfrlwgSPbt6PRailfu3bQ1rLaHTvy76JFAQmUy26nUrNm131dfXQ0EdHRmK9eDXitSKVK132+/OCehx4ibft23H4zFt02G2qDAdPevRirVQsoXxFMRI0aVDpxAuuuXbgzMjjfty+WJUuQM8dcJY8Zg3nlSsqsX5+r84XiPnwYa8eOyOfPg1oNbje6779H++ST13+yjAwY8TbY7cqMA5nsWQhqNZQuA61vwXJGYSI57XByO0QWgiLlbv4FnDb4qRGknQJXZiv15s/gzGrouVIZAygIwh1NtIzdwdQaDZUbNaJC3boh64s16d6dovfei85rYLk+MpLW/fpR+AbGHKUlJQV0ewJo9Hoe/Pjj6z5fflDq5ZfRFSuGymscnioiAo1ez+62bdnRuDGby5QhbcuWoMenLlnC4Vat2Fe5MmdeeQVHUhKG2rVxXbiA88wZTyIGIFut2Pbswbx69Q3HK7tcWFu3Rj5+XBnjlZYGGRnY+/bFfSPlLnZtB6028+Rk/ysDhYvAX+uUpOxOkHoBkg6BK7O1eP1PVPz2PvisJQytBh82gdTzN/eaB3+HjKTsRAyUVrGkbXB20829liAI+ZJIxu5yWr2eERs28L//+z/K1a9PtVat6PfTT/QeM+a6zyXLMhPatcOSkYGb7M9rGYguXpxK7drd5OhvDW1sLI137KDsu+8SXbcuhVq3RqNSQWoqbpMJt8mE7cwZdrdtizM11efYi+PGceLxx8lYuRLboUNc+v57DtSqhSMpCevWrchBZr3KNhvW7dtvOF732rXIqamBXas2G47vvrv+ExYoBE6vyRzeX9j6TSAm9oZjvaUcdvhlKPS5B7oZYGQHOHtIeS39CnzaDl4rA+/Xh/5FYf6HMO1l1HYTWNPBYYGT22DsQzc3rnObwBFkLJ7sggs7bu61BEHIl0Qydpc4f/w4kwYO5L3772fqoEFcOnPG81pEZCSdBg1i1NatvLd8OQ0ff/yGusjWfPUV5/ftA5TPaXfmQwZSz57F4peoBGO+coV1I0cy/YEHWPj001zYteu648gL2oIFuXfYMBpv306J7t1RBbk/ssvFpd9+8zx3m82cGzLEdwyYw4ErLY3zn32Grnx5pCDrZiJJaOPjse3Ywfk2bTgVG0tiQgLpP/2Uqxpw8pUrwbu2XC6l2zInJ47DGwOh7f0weBCcOQNVq0N82cDWL6MRXnzlmvHkG1/2hD/HKImXwwo7/4Z3GsHVJPjyETiwWukytGWA6SrMHQFWv/F7bickHYSz+29eXAUrgjZI8VyVFmLK3LzrCIKQb4kxY3eBI1u38n6rVjhsNlwOB4c2beLvSZP4bONGSletetOus+KTT4Juz0of1FldXSFknD/PlDp1sKak4LJaSVy7lgOzZ1OhQwcub9uGpFJR7ZlnaPDOO6g0GnaPHcu+77/HabFQ7rHHaDBiBAa/0h15wX7hQuDsSsBtsWD3SnasBw8G776z20lftowSH3zAhWC1wBwOzKtXk/zMM8iZY/mcaWlc7d8fV1ISBQYPzjE+1X33Ba/7FRmJ+uGHQx+4fRu0bwl2GzgcsGUTTJ0EqzbCb4vhiQfh9EnlPTkdMOwTaPZA9vFOp5IEhqPLUpaVmDTa4Ino+eOwfZGShHkf47DCbyPg1L++3YQAbpcyNs7/T1a1BtIuQMmb9LNTvResHea7TVJDREG4984diycIQjbRMnYX+L5fP6wZGbgcDkCptm9NT2fya6/dtGuYk5NJv3Ah5OuV2rdHd42lczaMGoXlyhVcmQPlZbcbp8XCwXnzSD9zhvRTp9j2ySfMbdeOZT16sHX4cNKOHcN87hwHJk7k9/r1cYSYyXkzxTZvHrR4q8pgILZFC89zTVwccpDxcwDaUqVQx8Sgio4OfFGWMU2ciOw3q1I2mUgdNcozkcCxcSPp/fqR9txz2JctQ5Zl3BcuYO3XD7fd7jvx0WBAqlABTY8eod/YwJeU0hWZ3yfY7ZCeDm+9BqVKw4Y98PdG+HU+HLoALw5U9jtxFP7XEspFQHkD9H0Crl4OfZ2b7Z/p0KMUPBQB/ysCc8cGdtEm7gdtYFkRHDY4vh3Uof5QCJLYOe1Qps5/jTqboRD0WgtxtUClUx6lm0HvdcqC5oIg3PHET/odzuV0cnxH4LgTWZbZt2bNTbvOxkmTkCQpaDeaWqej248/XvMcRxcuxJ2VCPjJmsDntFq5uH07yS4Xbq/WH7fDgfXyZQ5Pm0a1l166wXeRO7HNmxPbrBmpa9d6uiBVRiOx991HbPPmnv10pUoR1awZGWvW+CRlKqORom+9BYAryKxTACnEfQBwJSZi+flnzKNHK1XxZRnbrFnoH38cae1apWtRlrOTMY0G3QcfoO3fHylIMWBAadXaGWR8kizD2szvE0mCajV8X09LhYcbQ2qyUgzW7YK/58OR/bB8D9zowvSyDDvXwYUzUK0hlA6xnujauTD2RbBlJq5pV2DCIJj1CTR8ELq9C6USoHhFJYnyp9HCvY1g074gr+lBr8ftsqLKajXTRcLD74GxwI29r1DiasBzO8FyNbNV7DYZhycIwk0hWsbucCq1Omg1foCIqKibdp2DS5aEHM/U6p13iCxc+JrniChYMORr3u0Tcoild5wmE2dvoFDt9ZIkiep//kn50aOJql+fqPr1Kf/FF1RfuNAz1s60YweJI0ZguO8+DI0aIUVEoIqKQq3Xo9XrOf3wwxy77z405csHv0ZOSZPZjPnzz5Viq1n33GTCNmsW7qQkZZ9MMiBrNEj33INkNCIfOoSrUydcUVG4ihXDPXIkstOpdC3qQ1wzOofvk7nTwWrxrcrvcMDZ07B+ZejjvNmsMHYwPFAEmkbDwE7Q+V54rSN8/BL0qAHv91Kq/fub+l52IpbF7YKrF+Cfn2FAPTi+C0pWgirNQOv3HjV66Pw2dHwL9F7j99RaMMbC8C1cbfAMlKoBVVpBv1nw0Lu5e183wlBIJGKCcBcSydgdTpIkWj39dEBCpjMYePDll2/KNdxuN2dDzP5T6/XU6Nw5V+dp+MYbaIMMaPdfXFul0wWdYKDS6ymQkJCra+WWMyODQ2+/zcoSJVhZvDgHX38dZ1oaKq2Wki+9RL2tW6m3dSsl+/VDpdUiyzJHn3ySvY0acfaDDzj74Yekbd1KsY8/pnC3bqhVKtzJycgWC+YNG7AeOoTs914ko5HY999HyuzWzRq2JGk0GHv0wLl2bfBgbTZcVmtgXVarFee//yKfPYu7USP46y+l5MWFC8gff4z7mWeUVq+nngH/JNBggL45fJ8c2geWIEVqXS44fjinW5vt1UdgxleQchnMGbB2kbIguSkDzOlKsrZqHsz5PvDYizksUu52gzUDJg1Snr8zDx7orSRkkgoqNICRqyCuDDz+AbwwBco3hLjy0OpFGLUTilfiUvNX4f92w1vLodZNnkkpCIKA6Ka8KzwzejSXT59m9/LlaPR6HDYbDR95hK7vv39Tzn9s9eqQ61gaCxakZJ3cja+p9uSTXNy1i23ffINGr8dltyPb7Wi8zi2pVKhjYoiKjSXt+HGlVSeTWqulat++/+3NeJHdbrbefz8Z+/Z5ukRPjx/PleXLafrvv0hBBqonff45V379NXuDy4XscnFm8GAMkgRehWMlQA2+45tUKgq89BKFhgxBMpnI+PhjZFlWElJZxr54MY6CBT2tg1lpnPcPspsg487T0nB/9ZVvaxoo3Zy//Ybm2Wfhky/gzClYuRz0erDa4KFH4N0cvk9q1FUq8Jv9xuqp1VC5euD+brdv1+WhXbBzvZJwBeybdYNQZjX+Ph669vfdp1QlOLYzdHwA+zco/0ZEQr+J8OL3SuuZxmucmCRBo67KI79w2eH4X5BxFoo1hOINwh2RIAh5RLSM3QX0BgNDFy5k3L59vDVrFuMPHWLQzJlorjG7MbdSz54NWQqjbNOmuS6TIUkSrT7/nAGnT9N59mye3rqVZ//9lyI1aqDW61HpdBRt0IDuGzbQefVqSjRvjkqnQ63XE1OhAp3+/puoUqVuynsCuLJsGabDh33Gpsl2O5YTJ7i0aFHA/rLbTeKIEUHPJbtcOP0S1qwfPp+743aTOnUqbocD85QpkJmIAZ7SFOnjxuGQZRwo3ZAar/Nk7ZtVBiyLdM89sHlz9uB8b3Y7+r17lVawuQthxz6YNgt2H4JpM7MLvma5dBEO7lcG+HfuAdGxvjMotTqoUAUaZq7gIMsw6TNoeA9UVkPbBFj1l/La0RzGlfk38VmC1OJ67mPQBU6m8LkZMX5d5CqVbyKWH6Ucg4llYfFTsGoQzHoA5nQEV+ixhIIg3L5Ey9hdpFj58hQLMUbpv4hv0ABXkPUtdZGRVHnwwes+n7FIEcp7FYjtvXs35osXkVQqn9IVj6xYgS05GafVirFYsf+0fFAwaTt24ApSwsKVkUHav/8S98gjPtttJ04ghxp473IFlFzw737NIlut2HfsQE5LC76/1712AdoQ5/E0LEVGom7eHELVGJNl9IcOZT8vV155+EtLhb49Yc1yJZlRqWDUlzDqG3jRq0XJ5YK2nbLf77jhMGV0dnfmqSPwyhMwaZEyMD9U7TTvN6XVQcsugfs06AAvjoZvBoDszj7Ok99J0OXN4OfPzxZ0BfOF7PcEyvJIO8ZBgxzeT+pR2PUJXN4OBatCrcFQqEbo/QVByBdEy5jwn8VVqkSNxx5D61W6Qq3TEV20KHV79rwp1zDGxQWtIaYvWJDI4sWvOxFL3b+fpMWLMZ89G3IfQ9myqIOUsFBHRWEoWzZwe0xMjusIFujgWzMqZPlWSUJdsiSyd/dsyLNeQ0QEqvLlkRITcV++HPKa+qNHr32u57rB6uVKDTNTBqSnwTsDoX/v7OWDQOkC/PZT+HeLUrNsypjAcWVWM3w1DGo0gjKVQKMLvJ4us/UqIhLuKQHPDg0eV7s+oMsc65aVsWY1DZaqBI8OvPZ7yyt2M/z1FoyKg5GFYM6zkHGNxeUzkuDKPt9EDMBphl0TwXI58DWAK7thXh048iNc3QnHZ8KCxpB040trCYJwa4hkTLghLqeT7TNnMrFzZ3588kkaPvssnT77jKLVqlGobFmav/IKr2/bds3aYreaKy2N5c2bs6xBAzZ0786ie+9l64svIrsDP9ziHnsMdWSkbzeaJKEyGCj2xBM++8ouFxnbt6MrUwZZkgKSnriXX6bsH3+gLZNdUT1rdQJvktFIgZdeQluqFPrmzX26CEO1fgUlSUgxMahKl4b9+7G/8QaupUuD76vTYY+PD3UmxbmzsH61klx5s5jBHNh6iM0KM6fA1UuhW772boN+D8H9j0KLTpkFW1VQrDT0GwE9X4fWT8Crn8PMPVAgxIzcCCM8OVRJ2rKWfpABXRSMmH/j5TX+K1mGqe1g0zdgugSWZPh3OoxvqCytFIrbodwHfyrAdAQml4IfSsKhGb6vb34dnBnKMkqgJGxOM6zPnIBhuwL7PoKVHWHHm5Bx4qa8zTzjToOrb8GZUnAmHpLfB3cO900QbmOim1K4bm6Xi+8feojj69djzyyyumf+fFq98Qbv7N0b5uhydmboUDK2bMHtVffr1PTpxNaoQcKAAT77qiMiaLRhA3ueeorUzEXAY+rVo8bPP6POTDJll4srf/zBiYEDcaWmKueVJJBlZcUBWaZInz6U/fprJEmi4r59nHriCUx//40MqEqVQkpLUwq8qtUU6NePuMyVDAr/+iuXHnwQ58GD4HYjWyxBEzIX2ePcsxqFVEYjGocDjhzxxOm/n4dWS2rXrsTldOMuXVASQ6vfQHsJkIKkhG63MjPSEKWMU3N575/5sFpgzWLYukoZdxZfHi4mQvJ5mD4aChaBqRugcNGcIlN0HwxFSsOP7ym1xirUg1e/U2qM5dalk7BnGRhioE4nJbn7L05vhKSdyqLfWdwOMF+G3bOg3tPBj4suDVElIcWrtVKV+UAGlw3M5+Gf58FQBOLbKPtc2Bj8fKkHIe0ILLsPHOngtsL5f+DoBGj5NxRp+t/eZ16QnZDUDByHgcw/AFK/AMtyKL4+xxZoQbgdiZYx4brtW7SIExs2eBIxALvJxD+ff05yYmIYI8uZIyOD9NWrfRIxAJfZzJGvvgp6jLF8eRqtW0fLS5doeekSjTduJLJiRQDsSUlsq1SJw927Y09KUgrAOp2emltup5PY1q0p89VXnm7UxKeewrx6tTKuyuXCcf48ctGilDtyhITkZIp+8QWSRvkbSV2kCMW2bSNu/XoK/for2mrVlEH2XlQoyZcL3/W71SaTMlPS/x5k7SNJyrnuuQdV+XKU7v8yDB8GKSnBb15MLKRn+F5EBjSq0H2oDZpCn7bg9moZ8265kjL/b7FA6gU4fQQsJmVZI3M6nD8NH+WygO/lszDtfTAlK8nhsW0w4fXAlrxQZg6BQVVg2msw6QXoXwIOrsvdsaEk7fStv5bFboLEbaGPkyR46FfQRYMm8+utJvA+O82w+YPs57oCwc+n0sPu4WC7qiRiALIDnCbY/Fzu3sutZl4IzhN4EjEArODYA9ZVYQpKEPKOSMaE67ZnwQJsGYEz21QaDYeXLw9DRL7MSUlsfestFjRowKru3bmcWQPNZTKF/IvacY1FzLWxsWhjlWKcaVu2cPz999nRogWWkyeRnc7gA/FlmdRVqzj+/PMAWPfsIW3xYp9ljmSbDceZM5jWrEHSBRk3Behq1cLYuTNFtmwh5v/+D23dumhr1EBbpoynpct7Yfac2gyyEjdXhQqoityDKvkK0r69RBw9Ap9/Bg3rQ5CvLW/0C37v1FLwC6pUcGgvHDvoM+HAw3v2ghuQ5MBxUC4nrF0YvNirv8+ehEtnwJIONotSCHbvWvj982sfu28lLB2nrFNpM4M1HSxp8MXDwav251ahe5V1LP1pjVCkUs7HFm8Azx+HZqOgWh9QB1nKCSDNq6ux+mug9hsWoDZA5b5wfinZzZNe0o+BPTnnWMLBthXkIN+HshXsOSSygnCbEsmYcN2MBQui0gR+yEgqFRExMWGIKFvG6dP8UaMG+8eN48q2bZyYPZu/WrTg1B9/oI+LQ1OkSOBBajXF/AbXByPLMgdffJEdLVtyctQozEePBpSrCDjGZiN53jycaWmY1q0L7OZDWXPSlIuVA1RGI9GDBhG3fTtxu3cTd/IkkQMHolKplKKwWee71om0WtQnTyKdOYPkPZ7LZoOkJPBfuiojA9atCt7Ko4sIXibCEAkXzyldlcFcM8is/eTQY8488aXAgU3KxAFvdgss+eHa11g1GWxB1jSV3bB/VS4DDaJCG4gs6re+pKRU/a/T+9rHG++B+q9Du4nKepUBJIirl/205iBIeFpJ3LSxoI6AMo9Cw09BE2IVBUkCVYTyXi8ug8MfwZnpSqtbOGnLghSkm1iKAE2ZwO23jaPAdGAOkA+TYCFsRDImXLfGzz6LKkjBU5VKRdUbKGVxM/07YgT2lJTsrkhZxmU2s+Gll0CWKT1yJGqj0dMVqIqIQFewIDVHjbrmuVNWreL8L78o3ZFeCUJWF2EoklqNKzkZ+4kTIRMLdQ5LQeVE//zzSoFWLzIgq1RBW7JUej0qlwt1qBIcZjMsWey7zeUK3dxmsvnWGMsiAU0fAEOICRz+55PUoPI7j0oNDdtAkMTfhzOH2lu5admy5zAo3JHLbs5gVGp4cS1UaAcqrZKUlW4EL64HQ4Hcn0etg0YjQON3LzUGaDwy+7mkgvu+hR6J0GExdDsBrWYoyVnCy4GtZiodlHwYkGHtfbClCxx4H3b1g2VlIP0QYRPZDSQdfmtvKAma8dFwRfUfyMBooC8wEfgWeBz4j13hwnXwr76Yv9xQMubIYRFj4c53dO1anG63z7e2SqOh74IFAcsuud1utkyaxNd16jCmcmWWDRuG1a9+1s107u+/fUpCZHGkp2M6c4aoxo1pt3075Z9/nriWLanyzjs8uH8/xtKlr3nuCzNn4jYFtqBkdcLJfv9mURmN6EqVwpFDGQ3ttWYzhqCpWZPIr74CgwEpJgYpOhqpSBH0v/2GVLo0REcrD60Wdbt26D/6CG1UVOiuTLUasmJZuRw6tob76kJEdPDfYy6nMibJYIToGIiKgdiCMH0xPP508G468P2M1WmhXU8oWgqMmS04hkgoeA8MnXDtm1CgCJSsGOTm6KDZ/659fNMevutSZnE5oeoDaDIuwvqfYNvvgetgXkt0MXh6EQxPg2Ep0G8jxFW5vnMA1HsD2vwAhaqAvgDEt4Un1kGRmoH7RtwDRZuAsVj2tspvQqnOSmuZNkZJzArWhUY/wJFPIXUnuDIAt/Kv/QpsvzllaW6IKgaKrQNdbUCnPHQNMwfvh+iyzde2AX+hjIFzZf5rA0YAYoZo3nIBZsCU+bCSH5OyXM2mnDFjBj/++CNOpxNZltFoNPz99995HZuQD1nS0vjttddw+SXkKp2Oi0eOUKF5c5/tv/fpw765c3FkjpNa+/nn7P39dwbs2BFyAfP/Ql+4cNDaYbLLpYz5MpuJqVyZ+t99d93nltRqz0xJf06UMdZZ49KzqI1GynzzDZJajbZECaWVx28MlWQ0oq9QIcdryzYbqe+9h3nyZGSzGX2LFsSOG4e2ShUiXngBXbduOFevRoqMRNOiBZJGg7ZzZ9wbNiBfvYq6aVOlCv+2bb7djf4B6/XQfwD88jO82i+7PphKpYztClZh1uGGT76FIkVAp4cm92eX5Ph1FbzSDc4nKvdNpwOnRdkP4LE+8Pw7ULy0Mth+xVw4vAvKVoa2XUO3rPl7axq8/YDSSma3QEQUFCwKvUdc+9gGj8Han5WxY7YMJYFUa+H5CbDyW+6dN1xJ7LJaGl/9Eyrdn7u4svgvUH4jKvVQHrnhsoMpEQxxoI1SWuXu+0UpZ5G8C6LKQcFayr6JP2cP7PeQIX0fWC9ARC5ms+YFXVUosQNclwEVqAuFJ46bYglKEuBPQknUvH9v7gDmoXRj1gceA8Ti8TfGTWCy60T5xRdk5Y4wylUy9ttvvzFt2jS+++47OnTowE8//ZTXcQn51PENG1BrtTj8Zuo5zGZ2zJ5N02ef9Wy7dOgQe+fMwem1r9NqJfX0afbMmkXdPn1uenzVBw1i40sv4fQaJK/S6yn14IPoCxRQxkTdoGK9e5P0009KN6Uf7/xEkiQkjYbIatUo0qcPhR57DIBCL7zAlW+/9VlPE0lCHR1NVJs2OV77yhNPYFu2zDPmzLZ8OZeaNKHogQOoixdHFROD7uGHfWNSqVA3a+azTTYakWNikEwmZbxYZi0MWQIpOhqm/giVKkH75r6FWt1uJRlxyr4JmYSyLmXSOejxdGDg1erAP4fg7Cml265EaUi5CsmXoVQ536WWdHro0EN5XK8KdWDqMVj2I5w9AtWaQYsnsovB5kSlhjf+gL3/wPb5EFkQmvdR6oJNfxGVy64kN1m+egTGng++DFN+sO8r2PG+Mg5MdkGFPtDka6WrNKqc8vB2rTF54aYOLPZ8Z/G+//OBn8ieRZoILAe+QSRkNyJUL54LJVHLPyO1chVJwYIFiYuLw2Qy0ahRI1KvMfMsGIfDwZtvvkn37t3p2bMnx44d49SpU/To0YOePXsyfPhw3Jl/sc+ePZsuXbrQtWtXVq5ced3XEvJORHQ0cpBf3hKQcf48W6dNw5bZlXdm0yZUQQpu2k0mjq1YkSfx3durF1VefRV1RATa2FjUBgNFmzWjuf+g9BsQ26QJpV9/HZXBoIy9ymzZ06jVSm6i06GKiCDu+edRR0RgO36cs8OHs6NoUVJXrkSfkEDp6dNRxcQoj6gotGXLUm7lSs8YtmCcR45g++cf38H/soxstWIaPz5Xscvp6ThatcLRoAHO9HQcgEOtRo6KhggDl/q9DJevwmNd4GyiMpg/4CSZzWhZswWyEjJjJFSvFfrikgSlyiqJGECBQlAuIXDNy/8q9h743yB4dQK06Z27RCyLSgU128Ez30LXD6F4RVg3RZlhGUCGfctuWtg31fFZsH2IUk/MaQKXFY7+DJvfCH1M6d7KIH4fEkRVDl+r2B2nHcFbYtworV+gtJx5J2KgJBPpwII8je7OldMEq5Als8MiVy1j0dHR/PPPP0iSxMyZM7l69ep1X2j16tU4nU5mzpzJ+vXrGTt2LA6Hg9dee41GjRoxbNgwli9fTu3atZk2bRpz5szBZrPRs2dP7rvvPnQhpv0LN9fFEydY8f33XDpxgmqtW3Nf797ovarol2vShIiYGGzp6Z5tapTP5wt79zL75ZeZ88orDFi5kujixZGCJGNqnY4CQZYTuhkkSaL+Rx9R4623SN67l8hSpYguV+7aB+bSvR9+SPE+fbjy11+ojEZi6tbl4i+/cHnWLBwXLqDS6bg8aZKn+GqWww8/TJ0zZ4jt0oXoTp2wbNuGKjKSiJo1r7mUk2P/fiStFtm/bpjNhn3r1lzF7erfH3nDBp8kS9ZqcXXrhmbcOK6cPElcVkJYsFDwchQAEXrQupVFwkHpdixdBlpnzkaV5fxbkDPlAvw9CU7thooNoPVzEJ1D15fNHHzZIci5gn447fowcCakywKHJ0PDL4KXyKg4GC4ugfSDyngxdZQyuL/er7cm5rtCQ5SEbAlKgqVB+WvmfSDr9+txsssye3MAW4FczMAV/KgJnXTln1YxyGU0H374ISVLluTNN9/k5MmTjBgx4rovVK5cOVwuF263m4yMDDQaDfv27aNhw4YAtGjRgg0bNrB7927q1KmDTqcjOjqa+Ph4Dh48eN3XE67fvuXLebd6dZZ8+SVbfvuNX998kyE1a2JKzp6CrVKpGLhkCdFFixIRHY1Or88uF+VyYc/IwJKSwuQuXSjfqhURBQoEJGQqrZYGz+VtsUl9wYIUa978piZiWYwVK1JqwAAMZcti3r8fHA7k5GRULhdysBpdma7OmQMo4+simzbFUKtWrtbU1FSqpFSx96fToa1T55rHyw4H7tmzA1u7rFbcixYFFJIlJkZp7QqmbUfo/bwyKUCvhUgjVKsOH70L1YtAKTXcXxVWBVl66fRx+GMarF0aOtnLK6f3wYBKMGcUbPwNZg5Xnl/IYUmgBk+EGNjvgKo5dyuHjflciBdksIfo0dBEQovN0GA2VP4AaoyDdqcgpmqehXn3kYC3gfHA88BLwGzgAa99CpA9HchfiKXAhGsI1fqe1YSQf+SqZcxgMLB3716SkpJo2bIlFSsGmbl0DUajkbNnz/Lggw+SnJzM999/z9atWz0fRpGRkaSnp5ORkUF0dLTnuMjISDJCfMBZrVYOHDhw3bHc6W7kvshuN9/07IndazyUzWTiyunT/PT227R8w6ubQ63mqWXLOLt1K2tHjCDtzJmA86WdP8+mxYtpOXkya157jdRjx0ClQhcdTbNPPyXJZCIpDF87q9XK/n37uPzzz1yaOhVXaiqGatUoMXgwKrWajGXLQK0m+sEH0d97b9BzOE+fJqVPHyXxkmVksxmJ4EXSs7htNs4dOsSVG3zPhjp10GzbhpTZIiUDaLUktWvHuWucUzKbKReiMK07NZUDBw74fM+oL1+igikj6K8qedF8koYMpZjLgeR0IKWlIM+bBchIWX/sHz2A+9nOnP5kEpYa9UCWKTphJAWWz0NWKZMg3BFGTo/6CXvJsjd0P65XmQm9MZjT8KwaarcgO2xkjHuexF7fBD9IV56S8U2IPLketcOCLKmR1VouPPA2KWcuAtdY8DsMShuqEmlbF1isXzJy5MQlkK7kcHRZ5WEGjgT+TPsTv39Dy/neNMz891LmI1uZMsUwGBKRvJYYc7u1nDlTF7P59r/X4fie0ek0FC1aEKNRj9vtJjk5g8uX825G/43KVTI2bNgw4uLi2LBhA9WrV+edd95h0qRJ13WhH3/8kWbNmvHmm2+SlJREnz59fEpkmEwmYmJiiIqKwuRVPsBkMvkkZ94iIiKoUuUGponfZmRZZu748cwYPZr0q1ep1bw5/T//nDKVKwfd/8CBA9d9Xy4cPYojSNLrcjg4tnIlLwf5elerUYNd33wTNBlTqVSUK1eOEtWr03DfPlJOn8ZhsVC4YsWg48hyy3LlChe3b8dYrBj31KiRq5YlbwcOHMA2ZQoXx4/HlZl4mv/9l1NPPolWo8FttyOpVKRMnUrVUaO49/XXA86xrVs33Jcu+cxKzKqAD8E7GlRaLSUqVCAyIwNj/fqeuGW3m+RvvyV5zBhcyckY77+fuM8/R5fgu6aie9ky0t58E9NPP4HNhr5xYwp89x2lagYpbRCEvUoV8F83VKVC3b49VapU8f2eSYoNubi25HJRYtxHPrW9PAmOC89vFJXNStmfx8E9BWHrWmXhcGTPWDO11cy9n78OSw7kfbemywlnduE/nV2S3UQf25jzz0rlpZxe8gPxl7YjRUQj3fc0xUtVp3jeRnzj4r6GRc0yuyoz36/GiKbpV1SpUO2mXupGfs/cLW783nwMjETpstQAblSq5yhTpuNNjS9cwv09o1JBkSKxFClSMizX3565GkwwufpUPH36NK+++ip6vZ5WrVqR7jVeKLdiYmI8SVVsbCxOp5OqVauyefNmANasWUP9+vWpWbMm27dvx2azkZ6ezrFjx0jw+2C623w9aBDj336bpBMnyEhNZcOiRbzQqBFJJ0/etGvojEbcIarJR0SFqN4NNHj6abTGwPIDhgIFKFY1u5ujQHw8RSpV+k+J2MYRI5hcqhR/de3K7KZN+bVOHUzXOTvSlZHB0W++8SRioOQHKqcTt9WqLMjtdOK2WNg/ZAgWv0TTcuwYlqNHfRKxrLHs3ksSeX/sq3U61HY75955hyOtWrHv3nuxHj4MwIVXX+XS4ME4Tp7EnZpKxp9/crJBAxynT/tcV2U0UuC77yhhMlHC4aDI+vVoc5mIAWgmTYKoqOxB83o9xMai+dxvuSC3Gw7sh9gCwU+kAuwhZih5v2kJOLAN1v6tLAguy741F2UZzp9RlkvKa5IqdL2zrJITlnSYMRgGxMMrZWHOB2C3gkqFqVxz6DMBun0Bparnfbz/ReHa0GkjxHcGYwmIuw9az4MKvcIdmZArBVCKw34HjAJ+Be6MREzIWa4+GV0ul2fQfkZGxg19oD799NPs27ePnj170qdPH15//XWGDRvG119/Tbdu3XA4HLRv354iRYrQu3dvn/30+iCDTu8SaVevMm/8eKze6xnKMlazmemffnrTrlOwRAnia9cOqKyvMxpp079/yOOavfQSZRo0QJeZsGkNBvTR0Tzz22//uQXsws6dnokCR+fNY8cXX+CyWrGnpuI0mbiybx8Lu3S5rvPaz54NWAMyWEsWAJLE+T//9NnkMpuVemNZu/g9ILMiv05HVLNmxLRogVqSwOXCnZqKOyMD+8mTHG3XDsfFi6T+8IPPWpXIMm6LhSujR4cISQo6KeJaVI0bo921C9XLLyO1bo3q7bfRHjiA5N0Vm5oKjetCt8fgSpDuLA3KzXKRXaonFDXBd/CpFKwG6y1Ydkelgvu6KbXCvGkjoNUzSsvZiPtg8Vi4egYun4IFn8DHbfN/2YdgCtWANnOh+1notA5Ktgt3RMJ1KwYkAHfvZ9/dJlfdlK+//jo9evTg0qVLdOvWjffee++6LxQZGclXX30VsH369OkB27p27UrXrl2v+xp3otOHDqHV67H7rWnocjrZu3HjTb3WwN9+46OWLUm7qIyFcTkcNOralftzGGyv0enov2IFh//5h6Nr1hBbvDh1u3cnsvCNDTh12e0sffFFDsyYgVqvx223U/fVV7m0YQNOv+r3stPJpZ07STt1ipgyuVuvTlusGG6/geyhPm6z6oV5i6xaFZXRiCsjI+T4MEmr5d4pU4h78klOPvUUlrVrfXeQZZxXr5L6++9Iej2y/3qVDgfWDRty9X6uh1S+PJqxY0Pv8N47cOhA9kzJrBIWMtnjYL0XwHSSPSnM+7WsY69Fo4HKOZTEuJle+AbOHYbTe5XkzOWCyk2h54ew40+4dAKcXt8XDiuc3AkH1wBxtyZGQRDuWrlKxpKSkli6dClXr16lYMGC1z1OR7hxRcuUwRGk5pOkUoUcM3ajCpcuzeeHD3N43TqSz57l3kaNiCtf/prHqVQqKrdrR+V2wf8Cl2UZ06VL6CIj0UWGmKWXadXbb3Nw1ixcNhuuzPe94+uviQ6xALlKq8WWnAy5TMY0sbGU7dOHU9One7oqQ018lmWZYo/6roMnqdVUnjaNfY89hmyx+C60nRWTwYAq8306L10K3roiSUgGA3Kwel4qFZpSpTAtWIC2YkV0t2qMxW8zshMxUG5MVmsYBJ+d4F3BX/bbHopGA1odfDbt2utO/hfH/oVNC5R6Y827wicb4dh2JSmLrw5lM7t5j20Ba5BJQk4bHN8G5UU3kSAIeStX/R2zZ88GoFChQiIRu8WKlChBk44d0fktHaSPiKDXO+/c9OupVCoqt2hBkx49cpWIXcuhJUv4uEwZPoqPZ0Thwvzao4dPjTJvbpeLXRMn+lTsB3CazVhNJtRBuqsltZpCVa9vCn69b7+l4sCBaKKiQJKIqlSJMi+9hCoiApXBgNpoRGUwUHviRCKKBha9LNSuHfX37qXggw8GXSTbbbcTm1n5PqpNm6AD1GWbjdjOnYls0wbJ72urAeyLF3Pxqac4W68e51q3xp1DyYwsriNHsLz5JqYmTTDdfz+2sWORM++1e98+XCtXIudUsNl/zKAU4v+5EawbU6uDMvfCs2/Awt3Q8qHrPOl1+P5VGNQMfv0/mDYMXqoG//wEFepDi57ZiRhAkbKgD7LskjYCCt/YmqGCIAjXI1d/ltrtdjp37ky5cuWUrhtJYnSIMS3CzTd8+nS+fOUVlk6fjtvlokipUrz13Xck5KLGVLhcPHiQPwYO5Njy5T4tQ/vmzcOSnMxzS5YEHOO0WgPWvPS85nIRW7Qo5kuXcFksylI/ERG0Gj8e9XUWBFZpNNT65BNqfvwxstOJKnNQe+UhQzj/559IGg3FHn00aCIGygxIQ7lyVJs7l11Nm2I+eNCzRJLKaCR+6FC09yhLuFj37w/aMqYtWRJNwYKUmDWL8/37kz5jBrLbjTYyEslsBpvN02pmXbOGywMHEjd1qu892bkTx/r1qIoVw7VzJ45PP0XKvH8SYN+0CceXX6KJiYHjx5XB+zYb6g8+QPv229knOnmS4u8OBqtbqS+pInAgnf8alllCJWkyEFca1DJcuagkrV2fg3dHK4Vi89K+9bB0cvai3s7M1r5v+0HDTkqlfm9NuiuD9/EavyaplASt3iNw9HjexisIwl0vV8nYoEGDfJ5b/ce4CHlKbzAweNIk3vz2WywmE9EFCuTrFsqLBw/yVYMGnlIZ3pE6bTaOr1nD1ZMnKeRXhV9rNBIbH0/K8cAPv+KNG/PYnDnsmTCBk4sXEx0fT+1XX6VovXo3HKckSUheS/IYSpem3Msvh9z/7OTJHH3/fexJSehLl6biRx9Ra/16zv/4I5d/+01Jrl5+mQKtWnmOSZ03L+i57KdP47ZYUBmNlJg6Fff33yNbLJypUAG3d1chgNNJxs8/U2TyZCSVCtnlIq1bN+yLFyuzH1UqMJvR45cb2e3IZ87gAtReCaHrgw9Q1ayJukMHOHMG6tUhNi0te4aoi+xxYlljxrz/9dxAfLso9RqQncri3lodTFkIVWpAWgoYIvM+CcuyZibYg0wMcLth21/Q+inf7cZYGL4WvnkSkg4BMpSpDQN+Ba0YQC0IQt7LVTKWVSX/zJkz/PLLLyxYsIANeTDAWMiZVqdDexssC7Xk/fdxZLYUBUsZNTodKadPByRjkiTR5ttv+ePxx5WuSllGUqvRGAy0HD0afYEC1H/nHepfR/esLMucnDmTI99/j8tiwdC6NQnDh6P26xq8lsQffuDQq696WsBsZ86w/8UXQaOhxEsvUeKll4IfmFPS7PWaSq8HvR53qLIxbjf23bvR166N9YcflETMrzxHULKMG7+GLrMZ59ixSjL2+WdgMiG5/UbOZdXoQAKdVhlL5j9AX4XXzEgVDP0MLp6D+HLwWM/s8hixBUPfA38nDsDRvVAmARJucHC/KsT8WKddGUPmn4wBlK4On+6C1AsgqSHmTl+cWhCE/CRXydjq1auZPn06O3bsoG/fvvzxxx95HJZwOzu1YQOy2x20MQWU1rGiIcZ5le/QgR4rV7Lxo4+4cuAAxRs0oMnQoRS+wckKm/v25eSMGZ6ZmKo9e/h7xQrar1+P6joGjx8bNsyTiGVxm80cGzqU4t27hzyuUM+eXJ40yXegvlpNdMuWnoXGvanj4nAlJgaeSKXC/u+/SjI2aZJPInYtQRO1zBmzrFwRfKklUL54EVFQoTzs251dK8x7lmXWfmXKwYuvXV8B1/RU+HooLJ6htFrFRkPKJdBolXITVerBuL/AGLrOXVAtn4QFXxN0FsG/S8BhV1rugom9wYWx3S4wJ4OhQOiaZoIgCCHk+FtjypQpzJs3j0qVKvHss8/idrt58cUXb1Vswm2qQOnSpJ07F7R3S2s00rBvXyLvCd3yULxhQ7rchIQ/7fBhTvzyCy6vCQFuq5XU/fs588cflPnf/3J1Htntxh6iuKz11Kkcjy0xahQZa9diO3YMt9WqTBCIjaXMlClB9498/HHSgpSAISICdenSynsI0nrmXb7LPx0KmKWj16N6+OEQe/txOuHQQb9xbypl/JnsVorHarXw09zrS8RcLni6BZw4BA6b0nRnSVbCsWV+vfZugc9egRHB71VICQ1Ap88+TxYJJeb0K1DoJtbQXz0OFo8AhxnUOmj9DrQbkn8XTBcEId/JcTbllClTaNq0KS+88AJNmjT5T0U8hbtH66FDPVX5vT/C9TExdBo9mofHjLklcVxYsyZogVRnRgZJf/+d6/NIKhX6UqWCvma4xoxTdUwMlXfsoPycOZT86CPK/Pgj1Y8fRxfifAXefhv8VzRQqdDExWHIHIsmhSgPkjXSzJOYaTRoOnVCMhiyE4OICChaFM1rrynPnSFaxbLYbGD3K7/hdkNcSRg6Cr74DnafgWq5Xw0AgPVLIfG4kohBdmubN4cNlvzqs9pBriXUyz6nRHa3qlpz87ogz+6GT+vB3NeURNJpA1s6/PMRrBQTnARByL0cW8ZWrFjB0qVLGTVqFFarFYvFQnp6esi1IoXbkyU9nfW//MKpnTspXaMG8TVqsPPPP3E5HMSVK8eFI0cwxMbS9KmnKF6p0jXPV7VTJx4eM4a/Bg/G7XDgdjopUaMGJWrVQmcw4LTZ0Hp10cmyzOm1azk4Zw6aiAhq9OpFXI0aQc+deuIESRs2YCxWjFIPPBCwYoC3iLi4oGssqnQ6DCVK5OLOZKswahQH+vXz6apUGY1U/OQTn/1kt5ukzz8n6YsvcF69iqFaNcp89RWx7doRE6IOmzdNiRKUWLaMi71740pKQna70derR9GZMz2JpRyqzEVEBKpnnkGl0aCpXRvNww+jKlIEx5gxuD79FNLTkerWRTtlClLBzHFcBQuFDqZALJhTgzeenUuEgW9d8/2EdHiXskzStbgc2ZMUrkfvUTDiwewZlaDMjuz6ntIN+l+d2gZf3a+sAel/f+xmWPYxtHxTtI4JgpArkiznbr2PkydP8ttvv7F48WKqV6/OuHHj8jq2HG3fvh2j0SgWqg3iehZjvXz6NO83bIg1IwObyYRaq8XlcKDDd7KcWqtFpdHQe/x4mj39dK7O7XI4OLJsGbN69MDtcOCwWNBFRREVF8fLW7ZgLFwYWZZZ+Pzz7J81C4fZrJSs0Olo+dFHNMpqvUFJ2Fb068eBn35SxnpJEhEFC/L4ypXEhmidsqenM7d0aRyZtbU878Vo5OH9+4nKZaHYLEm//srRoUOxnTlDRLlyVPzkE4r6Lcd0evBgLnz9dUDSVmXlSqIyJ8LkhizLuBITkfR61HG+FeBTH3kEu98yTQBERFD4zBlUXl3AzrFjcb73XvYYM50OChZEv3s3UlwcTJkCr70CfqsbUKwYHD8JlUrC1SBLI8WXhb0ncv1+AiyZBcOfB3NmYqkmeOtYzSYw9QYnC+38Bya/Caf3Q4Gi0O09ePCl606Qgv48jX0Ajq4OHjMoG8fYQH0TEr98KtyLPgclu8E5G+yTADtoeoHuGZBu7cSnfHlv8oG7/b5s376deiEqAOT6z82yZcvSt29fli5dysOe8SbC7e6ngQNJu3QJW+aHcVadL//OK1dmMjXt5Zcx51Q41Itaq+XvwYOxpaXhyBy3Zc/IIDUxkWXDhwNwes0aJREzmUCWkV0unBYLK959l3SvcVqHfvmFg9On47JacWRk4EhPJyMxkT87dw567fOrVvF76dK4nE7ckoQbkCIiUMfGcv+cOdediAEU79mT5seP08bhoNnhwwGJmMtk4sK4cUEH+idmvt/ckiQJTenSAYkYgPG998Bg8N1oMKB/4gnkxETMHTqQXqgQGZUqYXv7bd+1L+12SE7GmVUnsE8feLAj7ogIZfxXdDQUKgSLlyrP33ovsNvUYIR3vd7P1cvwzktQIw7qloRPh8K1yt+06gyRMdkzH/3XqNfpldeHfJ+9TZYhIzWwOG0otdvA17tgvgN+SoSO/a6/perQakoueAO+aAerJirLJAGc3pbzcQXj7+hELN+yPAuW58G1AlzrwPYGmDsoSZog5GO5Ssa2bNlCp06d6N69O+PHjyclJSWPwxJulV1LliAHGZMTqrlUrdVyYMWKXJ3bfOUKlw4dCtjustvZM2sWZzZtYt/MmZ4yGN5UajXHFi/OjvPbbwPXpnS7ST16lJRjx3y229PSWP7wwzgyFxTPGnzulmUqz55NiQ4dchX/9XKcOxe0Ij+AZd++m3YdbaNGxPz+O6qyZZXB8wYDEc89h/GNNzA3a4Zr6VJITkY+fFjpJvY/gd2Oe+lS5f9qNcyazclp0+HTz2DCJDidCDUzx4C9/Bq8O0IpU6HVQaHC8OHn8OTTmW/MAh0bwqwpcPUSXDgHE0bDkx1yXmRbp4fpG6DB/cqSSGoNVGsCPd+AFo/AU2/DnINQMTOORT/Cw8XgoSLQoSBM/b8bG0t2Pf76FL7sSPShJbB/Gcx8HT5uroxli85Mkt0EWWnAAJ2/yN01ZDccmg9zu8P8PnBy1U18A3cZ116lVQzv3xNmcG0FZ2CRaUHIT3I1B/urr75i+vTpDBw4kJdeeokePXrwxBNP5HVswi2g0mh81yP0EqroujbIskQhzx2C5fJlpnXooLSIEVjwXZIkn+WPHP7daFn7qdUBr50OUWgVWebq4sWQi7FbN0JbokTIVhtDtWo35RrulBQsP/2EY8cO9P37E/G//6EuWRJJq8XyxBNKcuR/DIG9aZLfBAJblarQ5fHAC0oSvPoWDHgD0tMhJsZ3/Nafs5UK+97lMWxW2L0NdmyGeo1Dv5kSZeCH5WDJTMYNQZYkAlg9D0b396qo74DpnyrJ3rPX1+KYa+mX4Y/h4LRl3ze7Gc4dgC0zoe1gmPu6ss37BkcVhZ5ToFou1rOUZZjTDY4tBodJOcHB36HBq9Dqo7x5X3cy12qC/xmZAc5/QCvWGBXyr1y1jKlUKgpkVn3X6/VEXmOxZ+H20bRHDzRBCsl6jxfz2S5JVGndOlfnjoiNJb5pU6QgrUUSYEtNxe104s4sTOpNdrup2KmT53nFrl2DFmpVR0RQ2C/RcaSlITudAfu67XacaWm5iv1GqCMjib7//qCvFXn++f98fufJk1xKSCB9yBCsP/9MxrBhXKlXD9fJkwC4tmwJ2VrkkyIajaj9VtW4JpUK9u+B4W/DJyPg2BFl+7+bwRwkUXa7Yd/O3J3bYAydiAH8MMx3ID6A1QwzRiulN67F5YQLJ8F8HV/7I+tAE+SPDrsJts+F+16Atu+ALhL0UaCOgCb94P8Sc5eIAZxc4ZWIAchKeYwtX0LyfxiPd7eSCqMsG+FPD1Jgd78g5Ce5Ssbi4+MZPXo0KSkpTJw4kRLXORNNyL96jRlDqerViYiKQmcwoI2IQJIkIiMjUWcuFaTR6YiIjkYfFcUr8+fnumUMoOv06RSIj0cXHY0mc5xTVqUBb25JQhsZiS4qCo3RSJfZs4mIjfW8XufVV4ktXx5t5h8CKq0WjdFI+59/DphRWaJt26BjgzSRkRQIkSzdDG6Hg/SNGwNfkCSS589X9jGbSXrrLfbHxbGvQAFO9+yJdd8+cjOPJn3gQOQrV7IH41ssyMnJpGVW/1fde2/IY2VAjo6G6Gg0X36J+oEHvE6cTuycOTBiOCxcqLTuuVyw5C8YNQKmToLne8ITD8K3Y2D0KGhWC6ZPgfIJwRMpjQZKl73me8qV86eDb3fYwHKNBdSXTYVecdC/mvLvmKcC648FYyxA0FYWSQXRRZTvrweHwSeX4O1t8PFF6D7++gq+HvnTKxHzpoLjuS+9ImTSPEJgGzvKNl3vWx2NIFyXXP3m+OCDD/jtt9+oV68eRqORDz/8MK/jEvKALMvYLRZ0BoNnbUtjTAyjtm3j4Nq1nN2/nxKVK1O6Rg12L1qE2+WidM2anNqxg4joaGp16kRE1PVVQ48tWZI3jxzh6LJlJG7dyppRo3DZbAEFSqNLlqTViBFo9HoqPvywTyIGoIuOpsf27RyeOZNTS5YQFR9PjRdfpECQBCS2cmUqvvACRydP9owz00RGUqJ9e6Lr1wfA7XIhOxzXvSxSKOaDB8nYvj14S40sk7pkCbIsc+LBB7Fs2YKcOcA9dcYMUmfMQF+uHCWnTCHSO0nyY/v778CWL1nGvmoVsiyje/99LKtWBR+rFR2NZuxYND17Inm/5/37oUUzilqtShdnVBTcey8Y1HD0MGRkgEEPLq9aY06n8nirP2zcC2NGgHd+o1ZD4SLQou21blvulK8Ge4MkuZExyiOUHX/DhAG+rWrrf1Oq5Q/6JedrJjSHiGiwZuCTlGkj4AGvpa90Bih67XIvQeljQaUFt990GZUadNe56oAAkhEil4P5EZBTUf7k04BxBqhKhjs6QchRrkpb+C9/pNFoKFasGPUzP9jCQZS2CM1/+rAsy/z51VfMHjkSc2oq0YUL02vUKNreQNeZ3Wwm6cABYooVo2DJ6/sFt+L//o8VfrMKJZTvp9pPP82jkyZddzyhyLLMub//5ujUqbjtdsr36kV8587s37kT03ffcWraNGSnk5iqVak/YQL3NGlyQ9exX7jAvk6dMO/fj6TRoEpLC17pQKWi0h9/kNijB3KQ8W8SSsmN8jt2oPeq5SY7HKSPG4fphx/g0CGkYD+uej1FLRYkSSKjYUPkrVsD94mIIHLfPlT+ZUDq1IY9u30TOI0G1DJImZ2bocpOREXD2IlQrTq81gcO7FG2N30AvvwRit2kFvSda+GNDr5JVYQRXv0KHsnhe3jw/bBvTeB2rR5+ToKoa6yZeXY/jOmAK+Mqao1aqXnW/Ut44CatQnL1KEysCU6/ljpdFLx6DvT5u55jvi1TILvB/S/IDlDXB+nWL0+Vb+9NmN3t9yWn0ha5+i5dtGgRVquV2rVrs3v3bmw2GxqNhqpVqzJkyJCbGqxw8y38+mt+GTrUU74i9eJFfnj1VfRGIy169sz1ef4ePZo/hw1DpdHgstup2KIFfWfPxuDXihVM0s6drPUrkApKm4MuOpoHhg3LdRy5IUkSJdu3p2jz5pz7+2+cFgu2K1c49dprmLZuxZ25VmTqnj2seuAByj3zDEXbtKFYx45o/Es5+DEfOcLJjz4ibeNGHBcu4E5PR5U5cD8rXwlIyFQqrk6dGnKGoQzIFgsXhw6l9G+/ebZf7twZ28qVyBaLp4i8z7l1OiK6dfO0dBrGjsXcqpVSOd+b0xk40/PChSBLHWXu6wRy02io00Hl6rBkO6SlKteIDNKqc+Iw7NoMcSWgccvrK+JauzmMWQzj34Hje6FoaXj+/6DlNZazunA8+Ha1FlIuXjsZK1kVPj/JmRWzKFusENzbFAw3MUEqVAEemgiL+iotZKB0fz7xR75PxPI1SQXq4B94gpBf5SoZczqd/PTTT6hUKtxuNy+88AKTJ0+mew4LJAt54/jevaz87TdkWablE09wb4hK9VnSr17ll/fe8yRiWWxmM5P69yfp0CGadu1K6WvM9ts0fTrzhgzBabd7koHDK1fycZ06RBUuTFxCArUfe4yNEyZgN5lo+PTTNHr+ec8SWrtnzMDpnyAAarWa4nXqsHfGDGo8+ST2tDQOzJqF2+Wi8v/+R9FatXJ9b5xWKyd+/52ru3ZRsGpVjEWLsvJ//8PtcHi699SANvP/nkkKdjsnJkzgxMSJaA0GmixYQFyISQoZ+/axvXFjZb1Lv5mTKpSJdUGLWzidoNMhqVRB53tJALJM+ty5mJYvJ7J1a+zbtmFbtQo5c4akG99ETJIkNDVqEONVgFndtClSyZLIx30TEcnpxN69O/p585CKFcs6Qc7lJ7JkzRb0J7uhVfvs5zFBknK3G97pA0vmKImaJEGBwjB9FZS8jlpvtVvAxCBdlaH8/hlcPhf8NUmComVzdx6VCkvJ2pBXf83X6AUJjyiD+dU6KNs6+MQBIXec/4JjDqAFXXdQ32AXsiDcYrlKxlJSUnA6neh0OpxOJ6mZRT/tIUoiCHnj51Gj+HnUKByZ933mF1/Qa/Bgng7RqnR8504Gt2iB3W/5nKwWFktKCnNHjWLB55/z+NChdAnRynliyxam9OnjqUfmGe/lcHD1xAmST5zgzLZtbP/1VzQoCcOpjRtZ+cUXDD54UEniXa6AQepqQOVycXrFCs6uX8/KoUPRSJLyAS7LbBk9moZvvMH9uRijaD5/nvmNGmG7ehVnRgaqiAjcVqsnniyuzOdagswYlWVcZjMb27WjxP/+R4VBgyjYoIHnZbfdzv6nnsIVZDmirPOGSm1UkZEU7tuXC7t2YTt6NGBsmScOt5sL/ftT/uBBbJs3B9SA8y43IssyqgoVfNaqlG02pMzZlZ5rZ8W2aRO2smVRv/46mo8+UirwV68B/+4I0k0JSvNY5kXdgEZS1rZUqZVE7Kc5cK2Z1bMnwd9zfQfNW8zwyhMwZ0vOxwZjs8K+jaDRQbXGweu6HdwEv3wALnd2Epl10/RG6PWh0lX5X1jT4eRmMBSA+Hr/bdkjfQxU6vzf4hHA8hbYxgNWQAW2TyHiY4h4NdyRCcI15aqvoGfPnjz88MMMGDCAzp0707NnT77//nuaN2+e1/EJmU4fPsxPH36IzWLB7XLhdrmwWSxM/+QTTh08GPSYz3v0wJKeHpAgeK+f7Ha5sFss/D5yJIkHDuD2+/B3u91837VrQFKQlcX7fwR5txVdPnKElZ99BkCNrl3RelWN9+9yc9lsuB0O7HY7bqfTU4l/y5gxnN+xA5fTGbQ4bZZNr7+O+dw5nJmJkjtzgLyTwAQpKw3yj12TGRNuN0mzZ7O+cWN2vfwyjowMrGfPsr5iRTJ27AgZA2TnLQFJmUZDTMuWlF+zhuiOHX0+vL3vgwTYjxzBbTZ76ofh9Zr3104C7H/8Qfq772ZfR60Gtdpnn6yYALDZcH39Ne7M2Z388ivccw8uo1E5NioK6tWDJg2V7sasbQXugTl/w8jR8MW3sP8ctPZqFQvll/HZdcSyuF1weA+cP3vt472tWwCPFIUhneGtB+GxErA/SEK39AewZyZ/WV8MGaX76tE34JFXru+6/laPh3eKwsTH4csHYHhFuHj0v51T+G+c2zMTMTPKF90JWMA6GNyJ4Y1NEHIhVy1jTzzxBG3atOH06dPEx8dTsGBBXC4X6hwWaRZurvULFgRNRpxOJ+vmz6dM5co+26+cPcuFzBYS75mL3tm3d8uQy2plUNWq6HQ6GnfrxtPffMPWWbOY8+67mK9cCUhc1AQmM1nX8m692TxlCq0HD6ZUw4Y07NePLePH47TbUbndwQejex0vAVgs/FqvnvJcrSaha1dajR9PRIECPsecmj8/aG0xCFH01G8flde/3q1Up7/7jjPffeeJRx/ifXuo1bhcroC/cmSHA/POnUTWqUPZ+fNxWa0cjotDTk/3iUnKvO6JyEh0jRuj0uuVhcFlOfg9t9kwjx9P9EcfIWm1yiSCxx/HNWsWyLLP/p77YDLh/Ppr1J07Q0ICnDjF+W+/oaTLBfUbQKtWygFrVsHWzVCyFDzaRVkWqWWb4O/b7YajB5XK+mW9ZrhaA1dXAJQxY6FeC+b8KRjR3beFzZwOb7SDP84pA/qzWDJ8W/qyvikjoqBc7ru9gzq2Aea9BQ6L8gC4chy+aQ8fHBULg4eLYw5Ki5g/CRwLQf9SkNcEIf/IVTK2c+dO5s6diyOzyvbFixeZPHlyngYm+FJljbfx3y5JqINUulep1Z4PpKzPIhW+iZl/N50MOOx2Ns2axZH167GcP4/dbM79AqbB4vaK7cEvvqB2r17snz+fg7NmceXAgZDHSSgJn3e6L7tcHJ49m+RDh+i5bZtn0LpyQM4fgt4JokRggubf4uQdhzcH2V2c/vFKWi2G+Hicx44Fvq7RYDt1isg6dQClWG3RESO49P77PmtHZnWrSoBj0yaIiMBQtSrO/ftDj+9yOpHT0pAKF1auVbZsQCKWxTOmzXtJM4OBtIc6UdJ/XNT9LZXHtWxaAy/3gPRUJSkrXRZ+mAsVKkOHJ2DqGLD7jReMKQhlKlz73FmW/Ky0qPmT3bD+T2jdLXtb866wZSFY/WatOu1Qq1XurxnM6m+yW908MciQfhFObYWyuV8MXriZstq1/f9gzSxvIQj5XK4+Zz/88EMaNmxIRkYGJUqUoIBfq4SQ9x54/HHf5COTpFJx/+OBy9gULFaM+GrVkLxmrbkBlV6P2qsby+dcKEmL027n4okTWL2SBP80wBVkW9Y5vM/bfOBAn9eL165N6+HDafPJJ54CrsHOkVVNIeu5Jw6Xi+TDh0nyK65aIof6XJ4xVt7n8dsn1NJP/vu7Mx8ufO+BhLIQeXSjRqj8F/FGGcvlTknhZI8eHGnZkuOdOmG9cIGoLl2QIiKQjMbg49isVtxRUcR++y1SiFIiqoIFkQoqMwOd69bhGDMmh3cCRESg+t81ZiLm1oUk6N1RWZPSbAKrRWkhe/x+ZZmtvu8oA/UNmV9rrU75/+fTrq8VKfUyOIKMUXU5Ie2q77bGj0L1FhCReU1JpYwVe2EMRBe6sfeZJeMSIYvBmq4GbhduDV03glffd4H2kVsdjSBct1wlYzExMXTq1ImoqCgGDhzIhQsX8jouwU/R+HheHTcOXUQEeoMBvcGALiKCV8aOpXjZskGPeXvmTGKLFMEQHa1U0Y+MpPJ999F1xIicu9pQBod7JyCQ3cIGEFmsGPogBWC9W7LKNG3Kff36+Zxz2+TJjK1cmd+eeYaIIkXQRESg1uvRRkWhiYhAp9P5jC0L2hUqyyT7LUDebMKE4C2H/vHpdBhjYpBUKk9i5RnndR3JQdaYN+843enp2C5fRh0TowyCz9rXYCAiOprE554jZeZMTKtWkbZoERc/+4yrv/yCVKwYxqZNA96vp4Vs82aS334bV0wMsn+iZzQS9cUXyixNtxvr0KHIdnvIiQSSRoNUpgyaAQNy/V5zNPvHwPU4ZVlJylYuhuhYmL8T3h8HD/eE59+Cv/Yp5S2uR6MOYAhSMkMG6vm1dqnVMPxPePtXaP0UPDwARm+Ah/oFHn+9anYGXZDSJy47lL+xWnU+53AG62oTrkldDSJGotRjMQBG5V/DZFCJpZCE/C9X7beSJHHkyBEsFgvHjx/n0qVLeR2XEMQjL7xA04ceYu38+SDLNO/cmXtyWJqqRMWKTDl1ii1//smlM2eo1KgRlZs0we1ysfDzz7HksE6jJEmeMV3B6n1a09Op8sADHF661LOtdL16FLv3XhxWK01ffplKfuUh/nn/fTZ8+SWOzBY3W3IyWqORZq+/TuEKFajcpQsOk4nZDz7IlZ07gdAtVoX9SnpElipF02++YdOAAcheXXSeYyWJxt98g7NBA6rWrs25hQvJOHECfaFCRCckULBePfYPHszJsWOD3w+v/we7Hy6UH6a01avRx8dTuGNH0hYvRh0TQ2TlymT89VfQdSNdsozj5EnkxESfH0b/+OWMDBwnThDdpw/SqVM4d+xAXa4cUcOHo3/wQZw7dmB6+GHk8+c955DJTo5llERM+/HHaF5+GekatdSQZeVxrXpgSYnKDEd/TqfSagYQYYD/Pas8blTD9lC9KexZn939aIiE9k9BfJDyBWo1NH5EedxMTZ+Btd/B5RPKOpJIShX+hz8Ew7Xr7QVluggLX1DWqZTdULIRdJoM91S+9rFCtog3QfcEOP4ENKB9TCRiwm0jV8nY4MGDOXLkCL1792bQoEH06NEjr+MSQrinRAke65f7v/C1ej33+XVJqTUa/jdiBLOHDsVm9h1ELQHaiAiKV6xIyrFj2M3BB1nbTCb2LlmCxqtV5OzOnRQuV45n5swJ2N+alsb60aNxWrM/uGVZxmmzkX7pEq1GjgRAFxXF1X37PK1VanwTMpVGQ9G6dSkWZPWHqi+/zJFJk7iamch500RGUqB6dZKjolBptZR67DFMp0/jtlqJqliRqxs2cGrSJNwaDarMiQDBxo7l9AMjo3RH2hMTiahenQpTpgBwoGrVay5o7Q7yekASarVi+ecfSh31nbknW62Y2rRBTk72PSde3Z5qNRG7d6O+Vr0sux2Gvwc/fA8mE9SpB2O/hQYhxkI1bQm//wwmv3IfkgQN7sv5WtdDpYLPFsE/v8LS6cpEgYdfgPsevnnXyA2dEd7ZAuunwM45yjqV9w+Aii1u7HyyG35qDiknspdFStwIPzaFAcchosBNC/2uoIoHff9wRyEI1y1Xydjvv//Ou5nT5+fOnZunAQm3RsfXXsMQE8PckSNJSUpCFxGBw2olIjKS+595hq4ffsieJUv4dcAA0s4FL57p9uuectls7Jw1i5nR0bQdMoTCXt2nlw8dQq3X+yRjoCQhp9atA+Dk8uVsHjMGp18y5N02U6t/f+776KOQ78tQtGjQ7bLL5Rk/l3H8OOsff5y0gweRVCp0BQuidjpxmkyewf1Z1/eewRisRcznGlnvyWLh8pw5lHrjDeU8uag2LwMur9ZI/2t7BDmXY+HCnGeSGo3ohg+/diIG8HwfWDhfWacSYMc26NAKNu2AigmB+7d/VFks/MgBpWsSlIXD23SCKpmtl6YM2LRSqU/WpKXSUnYjNBro8JTyCCedEVoOUB7/1fF/ICPJb31KGZw22D0NGg4MeaggCHeOXCVjx44dIy0tjZiYHBblFfItWZbZvngxS7//HmtGBi169uSBp56i1XPP0eq550IeV++xxyhVvTrDqlYN2nLjP2Yq82JsnjqVf2fNou/ChZzfuRNbWhol69bFFaQCP5JE4YoV2TZuHKvefdfThQnZyU1WF1t8s2acW7OGScWKUaBCBe77+GPKtPetdRVdsSJ4dZ1mcVksRBQrhmyxsKJtWyxJSZ5uQ0vmNbNmMnqKpBKYEOVUr977fqgiIkj64gtkl4voTp2wHj4MDkfIYyXwmS0po1RK8i5aKxkMRD0b2NUnX7kSuuWteHEMEyageTgXLUhnz8Kff4BfwozNCl9+DuODrB2q1cK8tTB5HMydDroI6P0idM+Mc8kcGPQUqDN/1cgyfPs7NG937XjuBinHwB3ka+c0w5XQs40FQbiz5DoZa9SoEYUKFfLM6FuX2Zoh5H8/v/MOf40f71kS6fDmzSyfOpVRq1cHLYuRZcusWXzfowfIsk/pB8guD+EksNSD2+nEmp7Otw88gEGvx2W3o9HriYmLw3zxok/rmNZgoOlrr/F7x444g3SJZnVRqlUqLm3erCxDBFz6918WdunCgzNnUqZDB/aMHcv+774j49SpgNmYWf5q0oTyI0fiSEsLOn7Lu1s0VCuYdx21UO1dkk6Hee1azqxbp4xfU6sxliqF8/TpgMHuWcme96R871mkLrXaM2lfcjqxTJ0Kly6hKV4czb33ou/UCU3LEIPho6Iw5jYRAzhxTOn+80/GXC7Yvct3m9OpJFZardISNmCw8vCWlAhv9s5uMcvS7zFYnwixBXMX150srqYyE9OfNhKKB3bFC4JwZ8pVMrZy5cq8jkPII5dOn2bh11/j8PqAtZnNnNy1i03z5nHfE08EPc5ptzOpVy9Pa40bApYWytoedD1GWcYlyzgzkyeH2Uza5cuUu+8+JUkBIu+5h0e++w6tVutTj8znNJn/qhwOXH7LbznNZhY++ij6rDUWveqquQks0Gq7fJn07duDtvJ5XyuLhDIwX+31XNLrUWk0qE2mgMkF3stEIcueMVuyw4ElKYlyP/xA6syZZCxbhiTL2UVvJclnqSifpEyWlYTZ6QSHA/nwYSxjxiCpVEiRkUgFClB4/Xp0ffpgnzZNGecFYDSirlcPTceOQd9rUPdWDD4YX6OB2nWV/184D2/0hX8WK/e7WUsYOwniywYe9+eMoEkvSEqLWbfncx/bnapUUyhaC5K2gyuz5VilAUMhqCbW/hWEu4Uo+nqH25vZ+uXfQWY1mdi6cGHIZOzI+vW4vJKWkK1AmSUVcsNhNqMrUID3kpOxpacTWaQIkiRx9cgRZTHvnISq1i/LPrMnvWXNcPR2aeFC1CHWVJUITDizugvVKhX64sWJ69QJ15kzJP/1V8jxY1JmIgbZLWxuhwPTvn1Y1qxB5Xe/Qq1EAIDbjZy5OLtP66TbjZyejmw2k/LUUxRasQJNu3bYJ0xAtlrR9eqFrk8fpOtZJaN4cfhfN5j7W/aYMQB9BLzxFiSdg4YVwbsFc81yaNcYdhxXKvR7y0gLXhvMboPfp4DshE5PQlR07mO800gS9PwbVg+D3T8pY8cSOkPrz0B7jRmvgiDcMUTR1ztcVMGCQYvFqjUaCsSFnvYd7JhgVGo1pevXRxsREfBasExfkiS0BgNRcXGeaxSqWJEi1asHbR37L9X//VNECbCfP4/bq4ZaMMEK4rrcbiznznHhl1+4EmRMmv/x3jFkXct57FhAcpTT+/Mfsxa069TlwrF+PbLZjO6xx4hasoToVavQP/+8z7qWufb9ZHhtEBQspLSI3dcc/lkDpeOhZV3fRAyUJNmUAX/MDjzX/Q/6LlPkidkJuzfCp4OgfQU4d/r648wLJ3fA+CdhWEOY8RakJN2a6+oioe1oePMyvJUKj/4EUcEnogiCcGcSRV/vcLXbtUOr1wdsV2u1tH3et5vI7XazZ9kyFnz8MRdPnULt9WEequ1LpVbTe+pUqjz4IJqICCJiY5XirVptQNelLjKSen36BJzjzPr1uCUJt18LkXdS5ISgRV1zavcJlU663G6fArberU5BFtzJJsu4MjJwu1yhi6qGOtZrNqfPKXO4XFZcOe3jkcvWyWvSaGDY/8G5K5DuUBKx2nVgyZ+QmhL8GLMJjgRZrL5uE2jXGYx+Ky1kfWEtJki+DCPzwYzBHX/CyOawaSac2Ap/j4PB1eHyqXBHJgjCXeCWFn2dMGECK1aswOFw0KNHDxo2bMjgwYORJImKFSsyfPhwVCoVs2fPZubMmWg0Gvr160fLUAOUhWvS6nT83/LljOzYEVNqKiqVCrfbzYAffqBkpeximTazmY9btSJx3z4cFgtagwGVXu8zAzDYgttutxtrWhrPzZ1LytmzJJ8+TVylSiRu2cK0zGWaXHY7ap2Omt26Ufmhh3ziO7VmDTM6dPCMLfOZPej3XtyZ3ZHeLUVZ6U2w4rCh/tKQvR7+kw9ySnyyEr+s+xAsxmDXzIrt6qJFRPglnDldz79dK9j9R5LQ1quHKjqPu/oOHwje5QjKIP7qQRbgliQYPQ1WLoI/psPiWYHNjm43rFuSFxHnntsNU14Eu1ern9PO/7d33uFRlFscfme2ZlMoIfTeuzTpXZpSRFREvNgL2CiKiAqiYgf1KipyURQsFEXsBVBBEFERpEiRKr1D6raZuX/szjI7O7sEDATke58nD9mZr82XDfvLOec7B/U4fDgGOowuvLUJBIILgnwnfV23bh2DBg3i9ttv5z//+c8pT7R8+XJWrlzJBx98QF5eHm+99RZPP/00w4YNo0WLFowdO5aFCxfSqFEjZsyYwUcffYTP52PgwIG0adMGp9N5ynMKQlRu2JD//f03m3/9FV9uLjVbtsRlKqvz6dNP8/cff0QC/X3Z2REXmf7ZqdtejNYoxe9ncr9+PLt7N0XLlaNouH5irR49eHD7dtbMmYM3M5Oa3bpRrkmTmLUtfOCBiBCD2M9qXXBFMtFzQkQZU1Do/+pj6KcTrVx7iRyw5nv62Pp8OkFOnNjU+1jmBTOsRwsGcV9yCd7Fi0N5wRQFye3G06ULvh9+OPF8WVk4DHFw+nOoshyKN7PZQicck5OR3G7Spk3DP2cOvhdeQDt8GHvPnrhHj0ZO4IY+ZWrWgeQUyM6KvRcIwB+/Qr8BsdZLSYLOvaBTT/hhXmzBcDiR9qKwOLYHco/FXlcVWDtfiDGBQHDGSfi/4ObNm3n88ceZPn0699xzD0WKFCEQCFC1atVTnmjJkiXUrFmTu+66i+zsbB544AFmz55N8+ahzN7t27dn6dKlyLJM48aNcTqdOJ1OKlasyIYNG2jYsOHpPaEAAFmWqdmiRdz7S6dPjzpxKRErjOCEMDAKspyDB3kwI4PAsWPIkoRks1G7WzeueOUVWt15Z8J1HVy71nJ8qzgp41qCgBNrIWa0rhmz0MckcTUkWdUxZvzXAJvbjSslBfXQoZi168XCnW43DocjFFBP7J5FRFwwiK1CBWqsWcOxmTPR8vJI7dkTZft2csuXR1NVXLVrE1y3juw334wcjIgkotU08HiQZRlnyZKoO3ciKQpZV1+NtHUrUjiey//qqwRmzSJ1zRrk9PSYdZ8WPXpD8RKhNBXm06gSMP0NqFEbBt1u3V+SoMfV8NXsaAubwwk9C7miR1JaKBO+FSkFtH8CgUCQgIRibMKECYwcORKAjIwMZsyYwY4dO3jkkUdo3/7Uyn8cPXqUPXv2MHnyZHbt2sWQIUNCp+DCf0knJyeTlZVFdnY2qQaXS3JyMtnZ2ZZjer1e1q8XiRHNnM6++E0nDE+WbR7DfU1V8R09GrL+aBqaqvLnl1+yZelSrvnqK1xFQjX7NE1j43vvsX7aNPzHj5PRuDH2IkUI6OkYOBGzZZ7fLAz1U44ynMjDRXQaCr2d/q8u0vRrRTt3Juenn9B8vlBfUywZskyFuXMJrFzJsYcfjrsPqiyTMnky2bfcEpOjK2rdHg/ZjRuz1e+Hfv3g+HGOXnstHDiAlJuLZLdjDwZBlpHCa4naa01Dy83FTqhWpQwQCKCEBW1EhAYCKEeOsGvcOHJOIoZ18vOesU16h9ITnyB10fwTz6RvfG4uvhefYmuzdnH7y1ffRaXVv+LYtzP0fLKMv2xl/r7idtRC/j0uV60dKZsXISsGt7wjiX2NrhX/z8RB7Et8xN5YI/YlPgnFWF5eHg3CBZl1gVSpUqVIuZpToWjRolStWhWn00nVqlVxuVzsMxQ1zsnJIS0tjZSUFHIMH845OTlR4syI2+2mTn5KvPwLCQaD/PLVV/y9YQNlqlXDn5PDsf37qdu6Na6iRWP2RQkG+fnjj/l++nQyDx6kduvWXDl6NEUyMgDoeOONfPXCCwTDosycgBSiBY7CCfFjdBfqliFJ0/AdO8biESNIK1ECm8PB7l9+IWvXrshYe5cuxW6z4bTbo3J/aQ4HNa+6ip1ff00gLPLMGOfT85xZxXFZ5gGz2XAVL44zEECqXBnJ6cS/axfBw4ejrGKSquJasoQ6w4ax9JlnULIsXHRA6euuo87AgWTXrcuW228nd80aUFWkYDAiqmSnE0+jRtS5447Iicr9w4ZxdM+eUD1IwB4MRtJWxCOyvxb3jPneZJ+PYitXUjE/vx+7drHv/fcoXaoU9LkcKlaM37bWe3BR+dCaTYtw5WSd/Pfxq/XwyyLYtgGq1SWpWTtq5fPk7hnlvo/gv1fCpqVgd0LQh9ztHspe8xDHN2y4YP+fScT69evFvsRB7I01F/q+rFixIu69hGLMZyhf89prr53olCBrezyaNm3K9OnTuemmmzhw4AB5eXm0atWK5cuX06JFCxYvXkzLli1p2LAhL730Ej6fD7/fz5YtW6hZ06Im3gXMsYMHuatNG47s24c/Lw8lGESSJFw2Gw6XiyqNG/PCd99hD5+GPLJ3LyOaNOG4QfxuXr6cz198kYadOnHVmDF0uftuvn7ppch9o+AyZ9/X78OJXF6R5KyG+xKwfdky7FhnxJcARVHwYQpWVxQ2f/IJRSpUwHf0aFTgvLGv0RWpcBJrXth9SjhWSz14kMMHD0a1tzo88NfTT7P9pZeofOut7Jk6FdWU2kEG9v7vfyRVr86h117Dv+PE6Tt9T2yEqhLk/P47fw8bRsWXX0aSJDJnz44IsURyxOj6TNTOnHxXqlQpQesw/5sCw4ZSUtNCrsRRD8Azz8I991q3Ty8BaWlwONZtS9NWJ59PkqBFx9DXuURSGjw4Hw5sgyM7oXx9SCle2KsSCAQXCAlVVcmSJVm9enVUvNbq1avJCFtTToVOnTrx66+/ctVVV6FpGmPHjqV8+fKMGTOGF154gapVq9K9e3dsNhuDBg1i4MCBaJrG8OHDcVmkZriQ+e/dd7Nv+3YUw0lHTdPwBYMowSBbfvuNzyZP5op77mHH2rWMbNECX26upVhZ/f33/LV8OWWrVbNM3qp/wFuJAF0kmLPwm9uarVbG740nGyP9VRUlN5fDGzfGTe0Q75pVzFbopoYWtjxZiUuIrQUZ6qah5Oayfdo0Lpo8mT9vuQUtvO/G/dw5alTcNBsahCxlXi+Hpk2jaJ8+FOnaFek0/qg5hRSu2OrXT9xg504YNhS83mih/OAouPQyqF49to8kQWam9XhHLAQawIqf4ItZoYMHvQdCw3OszM/OdbB4Oniz4eIroMEllmlUBAKB4EwhaVr89N87d+7kzjvvpGXLllSqVImdO3eybNkyJk+eTNmyZc/mOmNYsWIFHo/ngjN5appGF5eLYFgQmD8ydAtT1YYNeWX5cm4oV47cI0fipmKAE6LCSaz1yoZ1GSRjX8JtnBbtZKJPPsY7GACh8kVWsWKJ5ncY7uttidNe3xur59SxmssG2NPSaPz++6zr3TumGoC+d4n2yPhcKTVrou7fj5abC4qCTVUjJzbjncbURaQsyzjD7a0wWhjt3bqRkihB7Ssvh4SXuRalwwGPPwEPjIrts2EdtI8j8mw22GsKYXh8KMyeGgr8l6RQIfHbH4Chj8Zf19lk/mSYPiKcykIBVzI06QlDZ0YE2YXuWomH2Jf4iL2x5kLflxUrVtC0aVPLewmTvlaoUIE5c+bQuHFjcnNzqV+/PjNnzix0IXahEgwEePHuu/EHAhFrVLzoIlVR+OWzzyIxYInIV1LRAiKeEDPfP1k7HV08RcoOha9HBeKTzxwuJmJqTyoKkkWKlfwcdNDbOIHg5s2ox4+jBQJoqhpKaOtyoSYloUlSqOZkUhLY7cg2W3RcXrgmZb5QEqawDd23+ltM0+L3PZV40TUrQkIsLzc0pqqCNxfeeAZ2bMn/OGeKzEPwznDw54WEGIAvB37/AlYVcu4zgUBwQXHSDPxut5vLLruM22+/nd69e+Mx158TnDVeGT6cL6dNi7pmziQP4HC56HrDDRzdty9SXzJRfvZEVpmTCTU9zUW8N5Jx3pONlV8BZmxv9a9RqOpCzTi3kmAtRrepcT1aMEju2rWowWDMKUdjySMd2fCljxsZz1yb0u3G06cPpWfNovLBg5R47TWKPf00NllGMouiYDC6bqTF+gFITsZpUe0gij6XW7vj7Hboe4V1n3oNwRknbKBx8+jXCz+1LjyuafDdZ4nXdjZYswBsFiWjfDmwzKK8k0AgEJwh/knpP8FZxJeXxxdvvYXP4oNYBSRJwgYkpaRQvm5d+t5zD/XatQtl3A+3M1uLINoFFu+Eni5ezH2dRAuxeIIvYLhnJVyMa7EiXh+jtSueew9OrF3hxPOoRAsvDG2NyW0lAEmi/uuvs+2JJ9DC4sjoepQNY5pj0oxriPd8mtfL8Q8/5Ph774EkkXzFFeT8739ofn9kPcY9SBBZEGrjcGDv1AnHwIFx2wFQtWrIHZmUhGaTQw9sAzQFprwOPosErZIEk9+LfRqXG6bNjb1mVahctoXuFTYOV5w3jgyuM/RHp6rCgT/hyLYzM75AIDgvKeTU14J4qKrK1++9x9zJk/Hl5dHmssvitk1KSWHw+PEc3b+fBu3akVyxIk63m6qNGnFxr178+sUX+HJyTsQd2e3ImobL7Ua22VB9Plw2G35zEegwxpxe+pc5Iz3Ez3ivCyCb240rKQklJwctEECSpMihATvRCVrN/c1xZLpuMK7RKtbLfE0XXwGirYFmIWUcU3a7cRUpgibLEUGkCzZ9vRon/8tGARySZOkalDSNzI8/xrd+PUXatSOweXNMm8ghiSJF4Ngxyzk0QPV48Hz8MdqOHVC0KFLxBKcC77sf6tWDfn0gGH6qYADemgp79sCsD2P79LoSVv0N40fD9i3QthPcNxbMB216XgOvPEFot02r7NYv/prOFhd1t1b5Djd0uLHg59u8AD78D/izQ6IsvToM/BjSqxX8XAKB4LxCiLFzlPG33MK3H3yAP2yd2LJmDQ6rD3FJolGHDvQbOjRybemCBUyePJlNv/1G5fr1uXr0aJZ/+ilBr5cy1aqRdeAATo+H6k2bUr1ZM2q2asVIq5NzJnTBEu90JViLIl2sBIJBHt29m4N//skPjz/O/jVrOLZtW2S8eDUfjacudcGkv3F1i5f5jZxIGBmFk3FH4x1WsCcns7Jv36j1GEWYXp7pZGiShKN8eYL79kXV/NTHxO8nsHUrWVu3IllZpQCSkkh+5hlyhw6NWK5ifhbZ2eSUKQP6AYHu3UmaPh0pnHw3ho8/is1tlpcHX30Bu3ZB+fKxfcqWh9dmJH7gilXh0ZfhsXtOlDxSFJgwHUqESzVt3wTfzgkJ1K5XQtWzGNzr8sDIefD85YAUysKvKtDvEah+ccHOdXQHvNcXAidyKHJgHbzZAe7bXvgloQQCQaEi/gc4B9mxcSNfzZiBYogXCoZjlZKcTgJ6bipJwuXxcPtTT0XabV+7lol9+xL0+1ECAf769VccbjePf/UV0++7j9XffIMvbAHb+NNP9BgyhJZXXsml99/PVxMnxljHzElfT2b9SZheAvhz7lw+u/12gl5vxCqm5zOTOGGBcyYloeblxc1vZkavFZmfAwBmcQcnBJ6lZe7QoZg1GNNgGF21iZ49uVkzanz1FbuHDCHzoxMCKMoap6ooqho3TUj6u+/i6dcPR/XqHL/0UqRAIPb0qaKAoXyT8vXX5F11FZ75860XtnYNklWiWZcLtmy2FmPx2LsLvv44JLq6XQ7X3ApdLocfvgy5LDv1hCLFQm3fngiTxoQscQD/ewrueARueyj/8/1T6neGN/bCis9DhcIbdoP0U3je/LJiKqgmC6Gmgi8Tti6EGt0Lfk6BQHDeIGLGCoHsrCw+e+89Zk6ezN9bYk+VzZ81i6CixMRKKUDZ2rWp1bQpxUqWpOVll/H60qVUN+SBmzJsGL6cnEgOMlVR8OXk8Hz//vy9Zk1EiAH4cnL4/L//Zd+WLbS94QZqduiAzeWKSuBqFCtWyVfNaBb3I8+gqsy76SYCublROc0kooPqNcCflxeVYd+8D1YohESSPmaiAwOS3R6xkBmT0lpZ9eKhjx+Tm8xqbpuNUvfcgz09nXKvvkrKZZeFyh6Z2wWDyGlpsc8uy7g6dsTTL+Tec15yCc6OHWPWZPkL7fejLFmCun279YM0bYZmlfPM54Nata37WDHzTWhfA55+AJ55EC6pC5MnQHoGXHkD9P3PCSG2cytMegR8eaAEQ1++PHhjPGzbmP85CwJ3CrQZAJ1uPjNCDODY36BYnGzWVMjae2bmFAgE5w3CMnaW+WXRIgb36gWEhJKmaQy6917uf/ZZAP5avZqpTz4ZZWExnpaU7Ham/vZb3PH/XLrU8vqxffssE4YqgQD31asHfn9UYLhZYBiFSiQGjGhLktFyZs4aLwGyquIL58iyEj964lerWDDNNNbJ0C1XVkiEyhM5bLb47kBD23gY3apGzKcxJUnCnpFBaqtW+DZuZHPLlmheLxhqYep7Yff70Q4ciNkXuUgRir/0EpmPP07ezJlIycnYLNYed39cLtTdu5ErV469N/x+1OnvYDOmrUhKgquvgdKlE+yAgX17YMzdsacnXxgLl/SEGib343fzrMs+BQOw8GO49cH8zXu+UK0L/Dk3FC9mRFWhYuvCWZNAIDhnEJaxs4jf5+Ouyy8nNzub3OxsvHl5+Lxe3nv1VX7+7rtQxYE+fQj6/XHdbQ1aJS4544lTx9PSWhMeW/X5Yk7oBU3tzR+bunXKeBozXmZ7iI4z0918xv76PfN18zPocwUs1oipjzmFhVEsSjYbdceMQXI6Y0Skec54GN2dVmiA7HDgdLmQMzNZ36ABGy6+GOXYsZAYM4yjr8HS6ihJJF19NccGDiTr6acJrl9P4Lff8G7cSMBk0Yq7Hp8PW/36aD4f2tdfo33yCZqeSb9KFXZMfw86dgq5JktkwAOjYfL/Ejy9iW/nWafJCATgizmx12XZur0she7922jQH4pWBrvhFKkjOXS9hCj3JhBc6PwL/9c7d1n+/feWaQnycnL4aNo0Nq9Zw7FwfFI8d1mS2811tWvTPS2Nuzt0YN3y5UAoIewfixbRrGdP7BaJSa0+5HVLVDwSiTGz5cy85vzEecVzd5oFlI5uNTNa6AKm9sY3tB7cb7Q8Re4Fg6Q1akTjV19NuB7N9K8Ro4CM94x2TUPzetFyc9G8XpSsrKj25gMR+knPqPE0jcCSJSg7dkRny/f7UVUVNSkp9NpmQ3G7Q0lhjSklPB6cDzwAa9agli6Nes01qNdfH/p++nQAfDVqwrffQZYX9hyAh8eE8o3ll7jFzTXre136xRFjtlAg/z9BVeHPZfD7fMjLPnn7s4HdBXcsg/YPQUZdKNsMer0CV7xV2CsTCATnAMJNeRYJBMxH/E/g93oJBgJICawCdoeDuZMmEQy7p/5YvJihnTtz78SJTHvooYjbU4mTPV13LZrJj9vPjDmw/3RIFHtmRbxTnInqYupWOHNfJS+PTa+/DgcORGKz4u28Yrinj2F00epuW/Mvkx0i9TDN6Fa+eM9kHk/yetFycmLaSR4PzuuvRz58GCk9HffttyMXL45/3DiC8+cjlSiBc+RIbL17o5YrF1NXUhs8GK1lyzhPfgp07QNPjoy97nDCZRbiqkxFGPkiPD88+vqwZ6DCP0j1sH0tPHIp5BwPiT0lCHe9Ct1uPP0xCwpXCnQeE/oSCAQCA0KMFTCqqrL0u+/YsWUL9Rs35qKLL0YKWwCad+xI0KKcjMvtpnh6OoFAAIfTiZ7W1fwhrQSDBDQt6rovN5dX774b1STAjBmfzO5B3b1m40SAuJUg0K/ZnU5cbjf+zMyIKAlwIt9YohOE+jinItis2loJJXN6iUSnJ43xazr7v/0WWzAYydAf75fB6Pqzx1lLPCF3OkJVF2lGgrt3Y3M6wVzeSpJw9e2Lu2vXqMvuN9+Meq3OmmWZ34xgEPXtt2HQoNNYqYFyFWH0s/DUAxDwh+aSZOjeF2o3sO5zzWDo0DMUI6Zp0LkvlK10+mtQgjC6CxzdH3391TuhemOoetHpjy0QCARnEOGmLEAO7t9P5zp1uL1fPx4fMYJrOnfmmk6d8Iaz5qekpjL+f//DlZSE3RHKTCVJEkogwOfTp3PrJZeQUbEizqSkUELU8LiSJOFKSiIpHN9kxAYxQgxAczqx2e0JrTJGq47ZZWR06wX9fnyZmTEnFFWiXXTxXHW66LO6bu5jzNeVKF7LHJ+WKLO/PqY5Dk8LBAhqWmQ/EpVJ0ufU12U8cWon2iWqk+hEp+RwIJmTpIaxynUW9PliY6lkGaloURx16+KbORP/V1+hWVhftV27UGbORLMqoxQIxE0ge8pc0itUZDwysQrffgIzJsfvU7oCXHcv/GfoPxNiAH/8EDqRaSbghy/f+GdjCwQCwRlEiLEC5P6bb+bvrVvJycrCm5tLXk4OK5cv57+PPx5p02vgQD5bs4bBDz9M2YoVcUgSkqLgy8vDm5vL1g0buGLwYG5/4gna9OpF2169uGP8eD5YswaHVWmZOAQCAXrcfTdOt3XZGV3M2Ox2Wg0cyKivvqJux45IkhQ61RduZ3alxVjrCAky3d5nFCp6X12oGAWZOdO9MRGrsfyP+VQmhj6Yrpv76fMkKpdttHTplkOz7VIz3Tdm6zfHounz27AWqZG9URSQpKis/pA4hs99003IpUqFYsKSkrA3aEDKlVdyrHp1sm+/nawBAzhatizBlSsjfZT58/HVro3y5ZfWRb5TUpANCW3/ES89Bt68aAtcXm4o1UU+Ctb/Y7KPWlv/VAWOHTzz8wsEAsFpItyUBYQ3L48f58+PcUP6vF5mTZvGqKefjlyrWK0aN993H289+SSEUz1E2ufl8c3s2SzYtStmjr5DhvDx669H5Qqzu904NI2AKc2By+OhQ//+dL/hBh7q1Ikcg/VDFxE2h4NmvXpx59SpuJKSOLxtG3//8gv+3NyoE34nc7XpH3/6k+tlhsxK3xh7ZU6wasyp5QonfMVwX3clWgk4s0hTiXUnmoWRLhStYraMrlujsFOJtnYlqudptDya12eHUFoLrzcqjs+WlgZZWUhWgkKScDRrRvFJkwiuX4/k8aBt305mr16hoP5wYL8GZF56KcV27wYgMHAghGPNYiocJCdDp07QpQtsLIDcXr8sDiV7NaNp8PdWqH4KOctOh/rtTiSQNeJOhtZ9z+zcAoFA8A8QlrECQlEU67/KIZIx30gwQTC/VXuAwc8+y9VDh+JOTsbucJBepgyj3nyT9v37405OjrRzJiXR/LLLqNOyJSUrVWLsF1/Q7ZZb8CQn43Q4SC1WjN733cfkbdsYNXcurvBpvKDPF5WM9XSxEmI65tguoziKkJcXEYzGPvFcrua5jRnxwfovDo3Eb36j21OfW08Oq7s084suEPUxrUSqmpxMieefp+TUqdapHRwOkjp2RJJlHPXqYa9SBe8bb4RKHpnny80luHQp2h9/RBX7NhZJV4sVQ54+HfnjjxMeGjklylSwvh4InCh/dCYpXhoGPBRd5NvlgUr1oN3VZ35+gUAgOE2EZayASE5JoW6jRqxZsSI6eardTncLN1BasWJUq1uXjX/8EXXd7nDQpZ91EWWbzcYdTz3FLY8/Tl52NilFiiBJEpcMGMCSPn34cOJEjh04QMlq1bh65EjevP9+vnrtNewuFwGfj2aXXcbgSZMoWqoUssUHcKNevZj1wANRbjizWLIKlDdbl/RDAlaxTxjGNaekkABnnDmMVjUjVjFaxnZWtS6t+lrd02WpsfpAfgLyE+1VXNljsyE7nRx/5pkYUS95PKTceCP4fBwfORL16FGcLVvi/+mnmILlEIox1HJy0IoWDdWYND2XBkj16iHFeZ+dNnc+CGtWhFyTOi43dOkNRRMUKy9IrhsDdVvDF5Mh5xi0vwYuGRQ61RmPLb/Cx+Nh9zqo1Bj6jYGKDeO3FwgEggJGiLECZOLbb3Nlmzb4/X68eXl4kpMpmp4e5aI08uT06dzYrh3BQABvXh5JyckUy8jg7vHjE85jt9tJLVo08jrryBHeHjOGPRs3gqZxYOtWRsyfj12W0VQVf9iFteLLL3nv0Ue5Z8qUmDGDgQDvjhiBEg5o18WI8SPM6Lozug91zBYvq3QP8SxcKidOgMa7H49ElrNEJzmt1qdjPCAQL17OWJ8yMp/Tic3vt9wr4lyDUAqMYw8/jLp3b7QYk2WKPfMM9rQ0DjRtGrIyBYME3nwzZr91IaoFAjjatiU4daq129Buxz54cJwn/wd0vgzGvgBPjQrFaQUCoZQXE6cV/FxGlCC8Nx4+mQS5mVCnFdz5X6je6OR91y6ECX3AnwdocGAbrPoSHloANRMnWBYIBIKCQoixAqRWvXr8uGULH06fzpYNG2jcogV9BgwgyeOxbF+zYUO+2LKFT995hx2bNtGwZUt6DBiAW0/imU9evP129mzciGZIeyFDjMvR7/Xyw4wZDJ40CYcpMezXL73EuvnzIzUtdQJEp8nQg9ONAiVR7JQR82EAMydLgREvfYUxLYWVpSxRP2PZpEgqD6JFZrygel3mOCQJNA13tWpUffFF7MnJ/HX11SjHjyPJMpLNhhwMIodPT2p5echOZygLv82G5HSScc895L72WqxVTJLIeeUV1C1bIvGFiX5pNbeblEmTkFJTUV580dp1rmlIVxeQ205R4PWJ8ObLkJUJrTvBR0tCpyrTM86ORWzirbB4DvjCFrk1i2FEO5i8CsqeJGfZ2/eECoTraGro9bvD4fGfz9iSBQKBwIgQYwVMsfR0bhs+PP/tS5TghvvuO+35An4/P3/2WZQQS4SiKPhyc2PE2HeTJ+O3SH1gdaLxZKLJTDzLkhk9wDyRWLP63mqc/J47VTjxPHreNLMrMdHzqoAaFjzePXvQVJW0Tp2o+dlnHPvkE2zFilHq7rtRMzM5NncuOcuWoezfjyTLyA4HrurVKX7bbQTXrMEc/SUBNkVB/euvyLVEVkAcDlKmT8etC62jR60XLUlIfj9YVGo4Ze6/HebNPOGanP8Z/LwIFq07O0Ls8F5YNAv8ppqYfi/MmQBDX4/fV1Vgz3rre9t+L7g1CgQCwUkQYuw8R1UUy6B7PW7LbIlKL1uW1fPnk3XkCA06daJszVBdvIDXGzNGQWAWDoksVfHchvoYeiZ9owtRH8so5MxzWIkzXXwZ59MtZWaJYjwdacbYX83L489rrqFEq1bk/Porqt+P7HKx9/nnqTVvHgcnTCB48CBabm7IIuZyUXnIENz16xNMS0MzHdyIZ0WMG+smyzjatj3xjG3aoH3zTWy7KlWQUlLijZJ/9u2Bue9HFwfXtFB6iykvwaPP//M5TsauTeBwxYoxJQibViTuK8mQlAZ5mbH3UtILbo0CgUBwEsRpyvMcV1ISNS++GIj9kI7KiyXLON1u8g4f5tVbbmHa8OGMaNSIN4YMQdM0Lr7ySuQ4tQjNiV6t7sdNbhpnLOO/+vfmJLBmK5weh2YVx6UZvvRktOZ1mNN12ImdQz/1aMTq5KSNEyk8ovD7yVq6FDUnBwIB1OxslCNH2HT55QT27AkJMQBFQcvNZefNN6MpCvaKFXG1aGExUyyWyWldLpyXXIKtTJnIJceECZCaeqLGpCyDx4Pj9QTWolNh47pQYXEzfj+sOEsuvnLVY4UYhGpcVrsocV9Jgu73gtMURuD0QM/7C26NAoFAcBKEGDvPOHrwIMcPH466NmLqVFwpKVE5sKKw22nVrx+pqal4s7PJy8rCn5eHPy+PH2bMYPm8efQdM8Yykz+AnxMpETRCcWRG9F7muR3EYswnZj6paTxlGc+1mUj4mdsoRIs043iJ3JyJCn/r64znTpU1LRS4bh7z2DHL7Phqbi6+v/5COXQIX7jo+8mIVE1wOE5kvA8EwG5H2bnzxFrq18e5ciW2m25CatgQuX9/nD/9hO2SS/I1z0mpXM06mavdDrXqFswcJ6NEOWh9OThNcZZON1ydD0F15aPQ4UZwuMGdGvq3651wWf5DDQQCgeCfIsTYecLWdeu4sXFjrihfnsvLluW2li3ZtWULAFXq12fGtm2kpqdbCgSH202bK6+0dEX6cnKYP2UKecePWwZ72zlR7ieSDNVuRzaUT5KN98KvnVjHbRmFmzm1hY4xXYMVRkkjG750jElajd8b7yXC+Kw6RmtUojHiijxDeauouYJB5NRU8r77DskUwxVPeOpuWX9YPEuArKoEP/+c482aoR4/HmkrV6uGY8oUXH/8gfODD5AvOom16FSoVBVadQilrzDicMIdIwpunpMxagb0HhxK7ipJUL0JPLcQKtQ6eV+bHW56FV7fB4/9BJMPwHXPW+d6EwgEgjOE+B/nPCAnM5M727Vj8x9/EPD7Cfj9rP/1V4a0aYM/nNSzSIkSlK5SxbK/qiihxJ5hQWD+gPfl5iI7HJjrUxrFVJQrLxhE0rSoDPa6CLMRP78YRFvBjNalUzkQoGPMIZYoyN4q0erJLF8QLcg0SUJ1OkmqXRtHmTLYS5cGc3kqmw13nTrIFqdh7cWKYTOfqrXZSGraFGe5ckgeT8z+RwSgSRhEWqkqaiAQ9VrLzsY3fXqCp/uHBINgjFGc+iH0HQBOV0jY1KgNH3wN1fMhhAoKhxMGvwCfZsFXAXh9BdTJn8s3gqcIVKgPSalnZo0CgUCQACHGzgMWzppFwO+PSiarqSre3Fx+/OST0GtNo2w162P8/rw8JgwcSFZmZkRgGIXGxsWLuadyZTRD0WxzUWzjdWNCVB3dRRok5NaMl9ZCt6LpNSDNlisMr0+WlFUfNx5ma5sxpszoxjSv03zgAACHg8YffUTb9evpsGcPbXbvpu6sWaQ2b46jdGlSmjSh9jvv0OjXX/E0boxsCpBP7diR4tdfj+R2I6elIScn465ThyoffgiAp2tXy0z4qsdD0rXXItlsUT+XmPXp5OYS/PXXBLtymmxcDz07QCkXlEmCOwbB8eOhkkr/nQZbsmDTUfhxPbRsV/Dz5wdJihXIAoFAcB4gTlOeB+zZtg1vuL6gEZ/Xy+Y//kDWNFYtXMiyTz+17G+HSDyYnidM/97o4lM4cZLQKlbLWPMxps6hqY/uStStX4my55tPRkJ0TUfzWownK+NhDOyPN7d+etNorbMSYxKg+f2svukmkkqWJLlGDUr27k3pAQPIuPLKmLFrz5/PylKlotZx/KOPyC1fnjp//ol3zRocZcuS1LQpUtgaJrlclP7yS/ZddlnodKymofn9FBs/nqSLL8Y/bx6axXsgpkpCUhK2Bg0S7Mxp8Pd26NICsrNCr/1+mDcbNm2A734JiSBj/JpAIBAITgkhxs4D6jZvTlJKCnnZ2VHXJeDD55/H6XKhWNyzEhcQLaSMbRKVDoLoGCYry5eZIKEg/kSlhIxpJ4JElx5SiD0EkJ/C5fpJSf17q1OYxrGMe2XGKOQChw6hHDpE3p9/cvirr9h0//0UqVsXm9tN6ZtuomTYgrVn/Hi07OwYERjYtYvMRYvIuPFGy3W7mjQh9fbbyXzjDfD78XTvTspVV2ErXx5nq1b4li6NlDey2WzIihJzaEN2uXDfdNNJdiifBALwwFB4538h9ySc2Cy/HzathxW/QLNTdAkKBAKBIArhpjwPaN2rF2WrVMFhSCNgdzjQFAUlEMCbnR3jrjLm4zITzzWXn7itiKUon231gH2jlcs8lzm1hNHSo4szY3yajjl9hY6ecsL8PFZnRU/lmY3r0/x+gseOceSnnzj23XdsGjyYP/v3R9M0jsyaFXesI2G3pBX7+vbl+Msvox0/jub1kvv55+xq2hT1+HHSv/iCtMcfx167NvZSpbDJcuzaU1JI++kn5BIl8vFU+WDsKHj/nRNCDKJ91JIEmzcWzFwCgUBwASPE2HmA3W7n9aVL6T90KEVKlMDpdIaCqA2B1EFiT/zlJ+bKZnEtEUaBpGAtcOBEQlXZsC4rd6PVvPk5tWjsb76WyLJnbmvOa6aTKH2FZvG9lpPDkY8/5tfq1UPxfXHW4KpQwfJ6zjffkDd/PhhPvKoqWk4OWW++ieR0knr//ZRavx5H2bKW6TO0YBAptYAC0P1+eOuN6KLfkYn0f1WoU79g5hMIBIILGOGmPE9ITk2lSt26+HNzCRpyOwWIjuPSwq/1+K5EmN2YVvm4jJgTpeqYyxiZrXJ6bjJnnHFPl0SZ8U+HeLFtZqxEXeiGhm/rViSXK1JaKbqhRJmHHooZz79zJ3t790YKux2j5srNjck/pm7fbr0wRbGMKzstsrNDWezj4XJD44vhoiYFM59AIBBcwAjL2HmCoihMuu8+fLmxlgqjdSpyWlCSyKhaNRIgbkYXC2YLmp6x3yw4dGtYvBg0c86weDFkZqzGM7si82OxS7QeHWPsmi4qjWvKT0JZiP6lsYqz03w+FFmOHkuWqTxtmqVlbN+VV1omhAVCmfXrR1ufNIv3AADBILYaNU6y+nxSrBgUj1MSyG6HmwbD7C8LZi6BQCC4wBGWsfOEI/v2WQoxiBUQKqFUFykZGdhlmb2bN0fd13OBmccwBrt3HT4cyefjh8mTQVVPajU6WZHveJhPRJrHUIi24JljzhRiY8kU02v9+7iWOZcLu92OYrIqWZ3mlCAkcMNpRuLlVLOlpFBx4kTIykJOSSH9hhuwWRTmVn0+fL/9FnltdOdqgGy3k3r77dGd4gk3TYvJVXbaSBI88xIMuemEq1KSICkJvv4RGgmLmEAgEBQUZ12MHT58mH79+vHWW29ht9t58MEHkSSJGjVq8OijjyLLMrNnz2bmzJnY7XaGDBlCp06dzvYyzzk0IBjvQ9gCWZYpV7Mmd/73v1xXvHhEsJnzh0G0a1L/KP/upZew2e0ohri0M5G4wCjirFJcmO9hcV9/FqOQ00VcxBpms4HTiZaXFyuekpKwu90oeXlRRdcll4v6L7zAgc8+w56cTPoll+BMSyN47BhqIMDfY8eiZmejalqMcNMUhZSmTUlp3Djh8ysHDoSSuipKVDoPnZJz54YSzBqwt2pFcOnSmLHsLVrEtYSeFv36h6xjzz4O27ZA42bw8ONQv2HBzSEQCASCsyvGAoEAY8eOxe0OlU95+umnGTZsGC1atGDs2LEsXLiQRo0aMWPGDD766CN8Ph8DBw6kTZs2oaD1C5RDe/dyS7NmqIakrEb0H6J+TwIkTWPTL78w/+23LS1awXA/o+tOF2UOQpY1JSz+jCcJjfMYsRJ58dZpvmaVhkOfwypGDcM980lH4zNFtbfZqDVyJFtfew01KwvV5wNJwpaURNPXX6dEixb80rcv2atXR8aXgI1jx9Lut9/wVK4cNd7GW28NHaAIW8iintnhIKlGDZIbNbJYien5S5VCCotEfZyIcC5enORu3WL6pLzyCsfatw8F+weDIbeh203KpEknne+U6XhJ6EsgEAgEZ4yzKsaeffZZBgwYwJQpUwBYt24dzZs3B6B9+/YsXboUWZZp3LgxTqcTp9NJxYoV2bBhAw0bXrh/jU8dM4bjhw6hWAR46yJG/wCPuM00jb0bN/LmiFCNQAnr1BDGa/HSTxhdlOZkq1bB/0HALklIhooBVoLQyv1oNa5V33juQSuhCKCqKvu+/57Uyy6jeEoKx1auxFOxIrVGjCA9/B40lkGSAMnnIxgMsn7kSJrOmRMZK2vFCg588AGqldvY4aBo+/bU+uADJElC0zSyvvuO459+ipyaSvqgQbhrnSgVJDmdFHvoIY6MHw/h0lYA2GyUnjnT4knA0bgxxf/4g9wJEwiuWIFcvDjOSy/FFqcclkAgEAjObc5aAP/cuXMpXrw47dqdKJWiaVrErZKcnExWVhbZ2dmkGo7nJycnk21KaHqhseTzz1HCuZ6MZYl0MaMavuzhLOhWZXNOJ8+WWZQRHseqnJEuyIpWqcIERaHPSy/hTkqKWKuMa9fzhp1sDebksqfTHoBgkEM//siB99/nr2nTqHzrrbSeOTMixPxHjnBs9eoo659KqHLBwW++iRrq6LffhixrZmw2yo8cSYMFC3BmZKCpKtsGDGDr5Zdz8OWX2f/ss6xv3JhD06ZFdSv+8MNkPP88tjJlwGbDWbcu5b75huSuXeM+p61qVdzXXou2cSPKTz+R+8gjHC1fnrzXXkuwOwKBQCA4FzlrlrGPPvoISZJYtmwZ69evZ9SoURw5ciRyPycnh7S0NFJSUsgxBFLn5OREiTMjXq+X9evXn/G1FzZ2k4s2UToHxVA42tzOKsDemI0fot2N8cY5GbbkZDZs2ECxjh2R7fbYAPhTGCteio1TJTJvMIgSDLL8zjvJq1sXe5EiABwxCSQdFVCdzqj3WW5OTsg1qJjkrcPBEUnCG26r/PAD/s8+i2TNJxhECwb5e8gQDtSpgxSeG4AuXUJfhETuDoBE7+28PEpceimy6dBBzn33sbNsWZRap1ao+1z/XXLs307qqu/RbHaymnQlWLz0yTsVEOf63hQWYl/iI/bGGrEv8TlrYuy9996LfD9o0CDGjRvH888/z/Lly2nRogWLFy+mZcuWNGzYkJdeegmfz4ff72fLli3UrFnTcky3202dOnXO1iMUGteOGMEbDz8cOU0ZLybLYbdHsqVbWbTMbko4UbJIv+6waHOqXDZ6NHXq1EFVFBxOJyc7dhDPtQin5qKE+PUqzddtTidpO3dSqWVLABZ9/33c9ZW78sqo95n/3ntZ/uKLMVY4WZZpcO+9OEuWBGDbU0/h14WYsZ3TSZlduygWnvt08M2dS7ZFYXEpEKDcokUk9+17SuOtX7/+3P1deudJeHt8KMmsJFN67otw/+vQ88azMv05vTeFiNiX+Ii9seZC35cVK1bEvVeoecZGjRrFK6+8wjXXXEMgEKB79+5kZGQwaNAgBg4cyA033MDw4cNxGcoAXYhcdc89dLrySpxuN8lpadg9nhhrmcPlYuSbb0ZemwVboh+0VTZ+4714ebvMVi4NQJKo36cPANsWL0YxJKiNF+NlnMP4ZUxka57XCn09iuGLcNmgmAMAkkTg+HG2v/MOez75BClOkWvJZqPS4MFR15wlS1J3zhxsKSnY0tJCXykp1J09OyLEIFQn0jLVhCQh/dMDKbm5kcMDUSgKWmbmPxv7XGLLmpAY83sh4A/96/fChCFwZH9hr04gEAgKhELJMzZjxozI9++++27M/f79+9O/f/+zuaRzkpysLL557z12bNhA0y5duP7hh9m2bh1lKlemZuPGrFmyhJ+//JIq9erRacAAMg8exOFwEAi7KqNO5hFfxCRKdCrFaWNMGxF13WZj96pVVG3TBt/x4yBJUTnMjCLRnI7CbGmyYb02q5xmetb/GByO0JvcFOMl5eWx+p57kGw2JFlGU1VsbjeasRwRkFSpEkUsTkWmX3YZrQ4c4NgPPwBQtGNHbElJ0W1uvpmjVoH+mkZagniw/OC45JLompE6KSk4+/X7R2OfUyyYGRJhZmQZfvwELr899p5AIBCcZ4ikr2cBb14evy1ZgtPloknr1tjt1tu+a+tWtm3YQKWaNZGAW1u1wpeXhzcnB3dyMsmpqQydOJHSlSohSRIN27WjoeFARLHSpckoX55927bFjJ0oKWs8MWTEnJ3eyp1pB6RgkFfbtcPh8XDttGn48/KixtU4kfk/P9hkOaoGJ4Rcq05McW0W7QDUYJCUBg3I27ABwlnxbYqCXZJQTcILtxub240kSch2O7LLRYtPPombu8uWlET6pZda3stesYLMH38kpWdPMj/9NCL60DSqzZuHbBJup4pcpgyexx4j97HHQikuVBVSUnB07owjzprOTxLURbCyDAoEAsF5iBBjZ5ivP/qIkTfeiBz+IHa6XEz57DMaG+KF/D4fD157LUu++gqny0XA7ycpKQnv0aORDxx/Tg6BnByeDI81aPRobn700ai5JEli6Jtv8ki3bqgmq4l+2tIsyIwWK0mSQJax2WwR92K8At/ma07T9UBuLjOuvRaHKa5JJVSnMj+CTAM0ux13cjL+o0ejrgcdDtKrVkXNyyOtShVq3XQTP995J0GTFUpTFLzHjtF7wwb2fvstB44dgx9/ZO9nn8XMJzkcXPTqq6g5ObhKlqRUz57YTtFFHjh4kD/btsW7adOJi3Y7pW65hbQ2bSjSuze2AirmnfTAA9g7dsT31ltoOTm4rr4aR69eIdH3b6FTf5j1X/CZrIuqCm37FM6aBAKBoIARYuwMsnPbNkb85z/4jBaYrCxu6tGDZXv2kOTxAPDa2LEs/fpr/F4v/nBbXzhTvJNod6Cehf/tJ55gx4YN3Pncc5Qy1Du8qFMnarZuzYbFi2PWo+cI03/oUS5CSaJ09epcOWYMfy1axM8ffEAgN9fSkmaOrjInbNVRVZWAqsa8yfQ4MBnrckb6mDKg+v14ZRlnaiqoKsGcHBwpKRSrWZP+ixfjSE4GwHv4MD/dcYfFaiG5XDlSKlWixm23EVy/noMLFli2Q5JwlylDqfCpxtPhr/79o4UYQDDIgalTKfvQQwUmxHQczZvjCKfn+FdSsxFcOwI+mAhBP0g2kG0w9EUoUaawVycQCAQFwr/oT+hzi0MHDjCgQ4doIRZGVVW++/zzyOuPpkzBZ3HqTuNEIWtzmglNUfh+1iwG1a3Lmp9+iupXpUmTuK41lZAAinHoaRr7Nm/mf9dfz+I338QftjCZk7I6iX3TxHsTGZPRxiNeMlijAFW8XorWrUunl1+m5aOPctnMmVz7yy8RIQbgTk+nYs+eyOHqDjp2j4eLHnww6lrFa6/FZuiroykK6a1bn2TF8QkcPEjWkiWW9zS/n7UVKrDpkkvwbthw2nNckNz2BEz9FW55HG4fD++tg77WwlsgEAjOR4QYO0Pc1qcP+3btsrynKgrHDW63PFOuqHiYU1VomkZedjZP3XADmiF+puXVV+drvJgksJoWY+XSv9ctVWASWJIUN9ZMIxzzZUG8HGZ2rFNX7P/1V/YsXUpSRgZlW7dGtsUeH+jwzjtU6NEDm8uFIzUVR0oKFz/zDBV79YpqV/G66yh+8cXYUlJCa7DbsXk8NJ06FXvYWnk6KJmZiWtDahrZ33/PxlatCBw4cNrzXJBUrQc3PATXjYSyotKAQCD4dyHE2Blg66ZNbFi9OlJL0ozP6+XTd95h5uTJ+LxemhiC8K1IVO8RYP/OnRzety/yOrlYMdrFEWSJcoiZSxvpKSf0NBHmFBQADrc75qQkhu/dHk+oSLeBk73pjPND+KSkqrLurbdYfN99vFm5Mvst8rU4UlLo+vHHDNi5k94//cR1Bw9S7557YtrJDgftFyyg+YwZVLrpJmoMH06X33+n4oABJ1lZYlxVqmBLS7O8F9l3TUP1ejkULgkmEAgEAoGIGTsDHNq/H4fTiddQ/DkqH5eqsmrZMjb88Qezp0xh/NSp3NapEzmm/FDGckfG+pBmNE3D5XajBIPINhuappFpqG5gHtMqDYSx1JFxrcagf3M+Mg3w5+VFWc0w3NMALZzaAkNf/Zkg9g2oPyuG+0brmeLzofh8fDlgADdu2mRpiUrKyCApIyPmuhHJZqNc376UO8XkqAnHlGWqvvMOm/r2jUk7YZSjmtdL7u+/F9i8AoFAIDi/EZaxM0Cdiy4iYDiNaGXpAfDm5rJt0yb+XLmSuevW0bxTp9CpS04IIGNwu1UCVJvdTrW6dbm3ZUsudTrpW7Qo7z34IBuWLYu7PquAe4342es1w7/6GoxxZMbrquF7G+DLykJVFFRJiohA47xGV6lV6o146Tiyd+8mc8eOuM9YWBTr2ZP6v/9OWteu2IoWRZakGLer5Hbjadq0sJYoEAgEgnMMIcbOAKlpaQwdNy5yWhJCogmLD+a8nBzmz51LqfLlee3bb+l21VV43G6SU1Jwmuo6GsWYMymJpJQUSpYrx94NG9i1aROappGbmcmqL7/EGycOzRjfZYwFi3ciEmIFoJUoNAtOB6Y3VxyXbRBIrVIFV1raKZVh0jTNMm7sXCC5QQPqfPstzY4epUjHjqFM/DqShOx2U+K22wpvgQKBQCA4pxBi7Awx+IEHmDR7Nq06daJGvXr0vPpqing8sZYfWaZ4uISO3W7nmVmzeH/VKh564w0at20bM64CODweet5yCxO++oqqtWpF0mHoBM0FrA2YA+eNX6eCHkumEXIlmsWc2d2or92MDTi+YweapsXElul9YkScJFG0enVSDSk9Tod9X3/Nkt69+b5dOzZPmoRicaL1n1Lts89Iv+UW5ORksNtJveQSav38Mw5D2SSBQCAQXNiImLEzSOeePencsycQSmfRuVIlvLm5UScfnW431w4ZEtWvcq1aVK5VC1SV9b/+GnPaMqiq3PDww6SXLs2zFmkSTpZJH05PgCXCSniZXYyR5LLh1xEroarizcqKyV+mj+PQs+tLEvakJBzJyfSaM+cfrXftmDH89eKLKOG9Pfb772x/6y06LVt2yoleE2FLTqbiq69S8dVXC2xMgUAgEPy7EJaxOGzfto0333iDWe+9R1ZW1j8eT5Zl3po/nzIVKuBJSSElLQ13UhIPTpxIQ1PSzsP79zPvzTfJy82lQo0aOA25s1weD/954AHSS5cGoErDhtbpFCysTPoPO57dTLdCWdWhhJBwMrtZrTL061iJQmPboKmN2Qpmc7mo3LUrta69FsluR7LZUHw+ilSrhucfWJa8+/axacKEiBADUHJzydq0iZ0zZ572uAKBQCAQnA7CMmbB4488wssTJyLJMjZZ5t7Bg5n96ad06NTpH41btXZtFm7fzupffiHr+HEatWpFiikj+8dTp/LcPfdgC5+KVHy+kIVJlpElCVmSaBO2tgH0uOkmlhsSyBJu2/Wmm1j87rv4vd4oMQWJLWdG96LRhWl0RRpJFLWlGO7bOFH42xzAr8euqQA2GzZVDdWHlCT2LV3Kfq8XzVB3ct/PP/PJ5ZdzzY8/Rs2Xs3s3e77/HmdaGuW7d49r4Tq0ZAmywxFTm1LJyWHvp59S+YYbEjyVQCAQCAQFixBjJpYsXsykF1/Ea/qgHtC3L9v278dtyvB+qkiSxEUtWlje271tG8/fe28kBkw/TanLEIVQwP/9vXvz3po1qIrC22PGWM6Rl51NSvHiHN+zJzKWEb8k4YaIy9TotjRax8wB/kb0kkYnw/gms7Ki6S5NCCXEtQNyOB9XvPH3LF1K7sGDeMIpLH5/7DH+eOYZZLsdZBnJZuPSb74h4+KLY/o609OtB7XZcIctjgKBQCAQnC2Em9LEjGnTyIsTyP3DwoVndO4Fc+agGoLv46V1OH74MFeUK0f/ypXZsX59zH1ZUVg6ezaH4wgxICpuzcra5Qh/6WLQ7MLULVxWbk3zWKcan5avtprGkXC83J4ffmD1c8+heL0EsrMJZGbiP3qUb3r2jCmYDpDRvj321FQwuXdtTidVBw8+hZUKBAKBQPDPEWLMhN/nixIqUffCucMKGkVRCAaDBAOBKDEWD1Vv7/fHrFUXSIqayBkZHiecbsIqKas+ljGXmGa6B6G4r3iCLL8izNwmEGc8M8llQoWiN/7vfwTDtTSNKF4v+0yuTAglfG2/cCHJlStjS0nBnpaGPSWFJlOmUKRBg3zMLBAIBAJBwSHclCauGjCALz/9lBzTCcZAIECHzp0LdK7DBw7wxODBLPrsM1RFweF0ElSUmDqQ8XJ/JUqQqhEds2Vua8yCb04uG1OKyDCeQqhYuB7nZSXUZNO/xjUb59exWVxXCL05Vazj0twZGRStVg2AQLwDFpJkKdIA0mrXpseWLRxbuZJgVhbFmzfHlpRkPY5AIBAIBGcQYRkzcWmvXnS99FKSk5MBcDgcJCUl8fLkyRQpUqTA5lEUhRvatGHxZ5+hBINomobf54uUHzKKMSsrkR4Mr3CiZJEVQUMbc3+dRHUv9YB+s0XMKk+Z0YUZb/3G72VCrtB489pcLuSkJFIqVkR2hBNfyDL2pCT6fvpp5BRp1QEDsId/XlFjBAKUbt/eYvTwM0gSxZo0IaNDh38kxHLWrWN1584scTj4KS2NLcOHxxwOEAgEAoEgHsIyZkKWZWbMns2i77/ny08/JS0tjQGDBlG9Ro0Cneenb77h0P79BC1imsziyiyWdMtUxCVJbMoJc0C+VYJWDPPYiG+BM1q99O+t4tn09ejWNP2EpLm93sZY49KcfDapeHFa33cf9W+4AU/JkmyZN49dixaRVrkyda+/Piq1RdX+/dn01lscWL6cYHY2ks2G7HTS+rXXcJpOqxY0vj17+KN1a5SsLNA0lKws9k6eTN5ff1HfdMpVIBAIBAIrhBizQJIkOnbuTMcCdksa2b5pE8E4MWhWljCzIDqZSdMqXiuRlaugcBErBI3Po4tGvYalMXO/8c1YtnlzWj30UOR1zauvpubVV1vOKdvt9PjmG/7+7DN2zJuHq3hxat1yC8Xq1Sugp4rPnkmTUH0+MMTuaV4vxxcuJHfTJjw1a57xNQgEAoHg/EaIsUKiRoMG2B0O/D5fzL38CC0zVsH1VgQ54Ro0i6aT9TXOZdU+UX1L1TQvWM8PIfdkmYsvxnv8OO58uoZlm43KfftSuW/ffLUvKLJXrECz+BlKTid5GzYIMSYQCASCkyJixgqJ5p06UaF6deyO2CJAxiStVrUjrX5oiU41mlEM7Y3XIDruC6zdl7GO1RPriifm9EMAepoM8zNFBJoso/j9/PbSS7xSujSLHnkk7unWc4GUxo2RnM6Y61ogQFKtWoWwIoFAIBCcbwgxVkjIssxbP/xA35tvxu3xgCRhs9li3HxmMWYMlDeiCx3933gYLVFmUaWXJ9LH0ePLzJjdneZ1xJvXnHk/kljW6aRskyYkpaeHMu9rGoGsLIJeL7+++CJr3nknwRMVLmXvvhvZlOlfcrsp0qEDHiHGBAKBQJAPhBjLB6qqsvynn1jwzTcFUqdSJ7VIEcZOnswvOTmsDASYt349by1bRnrp0icVOxrRljBjMLxVklaItVxZiTZz33jiyuq6VYY0K3emHrxvFJhdnn0WJTsbSVGi2gZyc1n+/PNxVlH4uMqX56KlS0lr3x5kGTk5mdK33UaduXMLZHz16FGOP/kk+9u14/B11+H75ZcCGVcgEAgE5w4iZuwkrF+3jit69CDz+HEkSSIYCPDsf//LjbfddtK+2VlZfPPxxxw9dIhWnTpRr3HjuG1tNhuVatSAGjX4cONGuhQrFlWP0UiQaEuT+SQlRAfIm61tRuJds3KPGrFyNerWNvObyrg+q7gyxe9nboJ6kLmHDsW9dy6Q3KABFy1ahKZp1kXbTxPl8GH2N26McvAgeL34JYm8efMoNnkyyYMGFdg8AoFAIChchBhLgKIo9Onalf1790ZdHzVsGI2bNeOiBOJq1S+/cH3XriiqSsDvx2630+Xyy3np3XeRZZndO3Zw/MgRqterh9MUc5SclkaFGjX4e+PGuOPrVis931g83MnJuAGfKYmtcRyr2C09xiveyU2j2NP7SYZ7+tjmhK3x4sryjhzBk5KCYgqGl2SZss2bs3/lStLr1sWfmUn2zp0UqV4dSZI4vmkTyRUq4E5P5+iff2JzuShSo0aBiaJgVhY5mzbhrlABlyGdhhUFKcQAsiZMQDlwAPQ90TS03FyO3n03nmuusYxVEwgEAsH5hxBjCViyaBG52dkx131eL29OnszLb7xh2U9VVW7v25eszMzItYDfz4JPP+W9yZP58r33+PP337E7HEiSxCOvvELf66+PGuOB117j/t698eblRaVNMAojifh+Zj1VhObzkRMMWv6gJaKz9ENsrJgxRs3oVjQmnXWY2kaJQ0kiuUQJvMeOoQYCcVYLQa+X3GAwJieZTdPYNX8+sxYtIpiXh6xpuDwe1NxcbJKE3eNByctDkmVsdjtoGikVK9J93jyK/oOYLU3T+OvRR9k6YQKyw4Hq81GyTx8ueueds5apP+/zz08IsejFEVi3DmeCPwYEAoFAcP4gYsYScOzoUczFpCEktg4dOBC339rff7cUcXk5OTw3ahRrfvkFn9dLTlYW2ZmZjBsyhFU//xzVtlnnzvzvp5/o0r8/pSpWpHipUqSXLk1asWLY7PaopKlWQkt3DSphgWNGFz1WbwDF0MbKXWkUX8bvdYyHAG754gvu/+svOo8dS5nGjSlWsyY2U8C7jhYMRvqiP5+mofh8+LOyUINBgoqCPysLSVHQgkECmZmogUCoTU4Owdxcjm3cyKcdOqAkEH8nY9fbb7Nt4kTUvDyCmZmoPh8HPvuMtYMH4929G/UM1Sk1YitRwvK6FgggFy9+xucXCAQCwdlBiLEEtGnf3rI4eHJyMr379YvbT0lQ7DsvNzcm674vL4+3X3wxpm2Niy5i/MyZfLJjB1/u28cXe/fy9ZEjfLZvH1Xq1sWTmorDbo8RW2ZXoDFrvmy4H++HH68epvn+yfKa2W02Ni1YgLtIETo/8gj3/P47965bR/UePbCbrEvGtRhrZlqNHYxzXV8bmkYwN5dd33yT4CkSs/W551BMdS1Vr5fd06ezpHp1fihRgm1PP31G026kDh+OZC7zZLfjbNQIe6VKZ2xegUAgEJxdhBhLQImMDB4cOxaPxxO55vF4qF2vHldec03cfg2aNo2JAwNwud24LaxCmqaxb+fOmGtWpZIAiqSnM23NGh7/8ENa9OiBbIuOzDILlXgnIxMF6FuNYxwvXygKS158kf/16EFmOO7OZrfTauhQ0LQogWglKOORn/k1RSF33778rjQG/8GDce+pXi9KVhZbn3ySna+/ftpznIykPn1IffBBcLuR0tKQPB4cDRpQ4uOPz9icAoFAIDj7CDF2Eu4bPZo5X3zBFf3707lbN557+WW+XrzYUmzp2O12Js2eTVJyMi63GwBPSgoXXXwxBIMxYsLldtO2Rw8gZFWbMm4cnYsWpY3TydW1a/Pzt9+Sm53N5tWryTx6FAjlKbu4WzcGjBqFMzyHjtUZTCuHne5KjEe8e/JJ7kf11zT+WrCAl5s3jxRE/+TWWwl6vSc9sZno+knn1jRKt2kT9fr4hg34/v77JD1DFG/XztJFbUTNyWH7U0/la7zTpcgjj1Buzx5KzJ1LyeXLKf3779hKlz6jcwoEAoHg7CIC+PNBu44dadex4yn1ad25M4u3buXT99/nwJ49rF+5khVLloAsRxXfdrpcFE1P5z933w3ASyNG8MnUqXjDLrIdGzdyX8+eOGw2HC4XQb+frtdeywNvvIHd4aBemzY0aNeO1YsX4wv3sbtcJLlcqIEAvry8yJrM7keVE4H45jxg8fpIpuvG+pJmgoSKmmuKwvFduxhfpgz9336bzN27I/MbDwqY50900tN8XzL0kwBXaiqucFzVgaVLWTJgAL6jR1EVhb8rV6bD3LkUqVPHYtUhaj39NIcWLgy5Kg1uZ/Oz+vfvjztGQSEXK4b7kkvO+DwCgUAgKByEZewMUqJkSW4eNgxvdjYrly7F7/VGalHKskxGmTLcOGwY81atomjx4uRkZTFvypSIEINwiolgkIDPR25mJn6vl69nzKBbWho9ihThyRtuYNiUKdz+/PPUaNKE6o0b0+e++3hn506ue/xxSpQvj2yzWZ90JGQxM1rS7A5HlFszXuJYYxoLhZNb2QByDh3i/WuuiTodqvfTAHtyMn3feYeavXpRtGZNbGHro/GEpQwgSXhq1qTqVVdRrG5dyrRrF4md09flP3KEby67jLz9+/muRw9yd+1CyclB83rJ3LiRbzt0iEmjYSSldm3arVpF+RtvJLluXeweT9ShCZ3ks1CMXCAQCAT/boRl7Azj9/v5aNo0fF5v1HVVVUlKTua+Z56JXDu0Z08oPYMBK6uTEgyiBIP4vV4WfPABv3//Pe9t2ECfO+8EYP369SSnpaEFg+QcPQrhrPbxYrP0GSWIpJ8wB/jrlicr9a6nuDC/maysZaqqUrxWLY5s3IgSPhyhAXaPh85PPUXD66+nYTjNx+ENG/hy0CAO/vZb9FiaRtbOnfT66CNK1K/PD9dfz6GlS6PXFAxyfMMG1j7/PJo59k7TULxedn/+ORWvvNJilSE8VavScOpUAA5+/jmr+/dHNVga5aQkar3wQtz+AoFAIBDkh7NmGQsEAowcOZKBAwdy1VVXsXDhQnbs2MG1117LwIEDefTRR1HDGednz55Nv3796N+/P99///3ZWmKBoWkas958k0svuogO1aoRiJMGYf/u3ZFnBihVoULCk5hWKMEgB3ftoleRIvQrWZL3n36aoN9PwOdj1pNPRiV71RO46gLMgXVqCoitW2mulWmF2TJmtiIBBPPyKNeuHeVatMCRlIQrLQ27202DgQNpHnbV6qTXrk3da6+1TIWhBAJs+eQTALJ37ACLagWSw0HWli0oJiEMIdGZZ0rmm4iMXr1o/MUXFGnTBkdGBsU6dKDJt99SvHPnfI8hEAgEAoEVZ80y9umnn1K0aFGef/55jh49yhVXXEHt2rUZNmwYLVq0YOzYsSxcuJBGjRoxY8YMPvroI3w+HwMHDqRNmzYJA+bPNcbdcw9z3n6bvLAQcsRp5/f5ePyuuxgXPpHn9ni4dvhwZr70UsRVebI0EzpBReH4wYNMGzOGGp9+yph3341yB8IJl6BV8XEzxrb6a2O2/5OVVrIRG+8lAc6UFGp260a9V1/l4Pr1HNuxg1INGpBWrpzlc8kOB5Ic+zeDJMvIjtDOluvWjYO//BIjulSfj4pXXMGBBQsImvK+SbJMhiHAPz8U79SJ5kuWnFIfgUAgEAhOxlmzjPXo0YOhQ4dGXttsNtatW0fz5s0BaN++PT/99BOrV6+mcePGOJ1OUlNTqVixIhs2bDhby/zH7N+zh1lvvhkRYhCyMlnFU2mqysdvv82+Xbsi19pffjn1W7fGnZKCzeGgcr16MaclIb6FSlUUtq5cyd7t26OsbnDCnagH3p9Khiy7y4Xd44kqVK4jOxyUb9AAT3JyJK7K7nLhSEnBmZQUcY/ak5IoWacOdXr1AiCjTh1q9OgRV4gB1OjXL0ZUAkg2GzWvvhqAunfeiSs9Hdkg2O3JyTS47z6qDhxIWu3aUVnzbR4PZbt1o7jIYC8QCASCc4CzJsaSk5NJSUkhOzube++9l2HDhkUVVk5OTiYrK4vs7GxSU1Oj+mVbZLM/V1m3cmWMFU8XQUZppIsph9PJuhUrAHh+6FDu6NSJX777Dq/Xi2S30++uu5j2++8UL1Uqpq8Ro0tQCQbZuno13W+7DZchRxqALSkJT5EiQHTwfAySRN/HH6dK8+aUqV2bSx94gGd37uTKCRNISk8PWabsdjKqV+fG6dMZtXIl/SZNonyzZpSqU4dLRo/mkR076DVhAqUbNiSlRAkcNhvHNm9m7q23kpXPU4gp5crRZcoUbG439uRk7MnJ2NxuOr70EkWqVAHAVawY/Vatov7QoRSpVYuSrVvT4e23afrEE8h2O90WLaLBo49SpF49kmrXpunEibT78MN8zS8QCAQCwZlG0s5kCnETe/fu5a677orEjbVv357FixcDsGDBAn766SfatGnDjz/+yLhx4wC46667GDx4MA0aNIgaa8WKFciyjNvCalSYbFm/nvv/85+olBIASBI2TYvxC7uTkhg/fTpqIMDTt9yC39TP4XTy4vz57Nu6lUlDhuC3iH9yYCpXZLdTvlYt3MnJHNm5k5wDB9A0jbSSJekzejTl69Zl9vDh7F67FjhROslMgz596Gs4YACwc/ly1syZw/Ht2/EdP46mKJSoXZvmQ4ZQyvQz0pl/000cXLUqcnpRstlIysigz+ef4/B4OPrnn2ydORPf4cOUveQSKvTqFTlJqeM7fJiDP/yApmmU7NABV0aG5Vwnw+v1Fvp7Rv3lF7SPPoK8PKSePZG6dEGy2cDnQ/riC6SFCyE9HXXAAKhb96ys6VzYl3MVsTfWiH2Jj9gbay70fcnNzaVp06aW985azNihQ4e4+eabGTt2LK1atQKgbt26LF++nBYtWrB48WJatmxJw4YNeemll/D5fPj9frZs2ULNmjUtx3S73dRJkCuqMKhduzaTa9dm45o1URn0XS4XDiBgEFN2h4NKNWvS88orefH++6PuGdvs/+svrrjlFlLdbl4eNoyc48dDLshgEElVY3N0BYPsWrcuck0iFI/W4dpr6X/vvQC0XrOGL19+mXcMrmMzgaNHo/b344ceYuF//xspE6TPm71vH38vXcrVL71Eh/CJTp1dv/3G4bVro9JIaIpCICsL74oVqHY7i++5B8XrRVNVDv3yC7vnzuWGJUtwmAtyt20bd635Zf369YX6ntk3ZgyHXngBTd/DZcvwLFhAhVmz2N2uHf5Nm9ByckCWsX35JRmTJlHkppvO+LoKe1/OZcTeWCP2JT5ib6y50PdlRdgLZsVZc1NOnjyZzMxMXnvtNQYNGsSgQYMYNmwYr7zyCtdccw2BQIDu3buTkZHBoEGDGDhwIDfccAPDhw/HFaew9LmIJEm88803tOjQAafLRZLHQ8kyZZg8dy6vf/IJJcuWxe3x4HS5aNq2LW99+y2SJGGz2y0D1QnfA+gyYADz9uxhzvbtfH3sGJN+/JESZcpEMsXLgGyRNV4DfLm5fPn66+z+66/IdbfHg81mdeYxFPNVv0uXyOtD27ax8MUXCZqEmI4aCPDRffeRd/x41PW9q1ZZjh/IyWH7jz/y9T33EMzNRQvHtwVycji8YQN/vP22Zb/zGf+OHRyaMCEixCCUxT970SIOjByJf+PGkBADUFW03FwO3n03qiH+UCAQCAT/Ps6aZeyRRx7hkUceibn+7rvvxlzr378//fv3PxvLOiOkZ2Tw7oIFHDl0iJysLMpVqoQcFlo/7NzJnh078KSkUNzgart04EBmvfJKjHtTVRTa9+4deS3LciR+rF7r1szavZv9O3aQefgwbz/0EL9/+23Ctf3+zTeUq1EDgJ8//BA1nIPMfGrT5fHQ9a67Iq/XL1gQEYtxyxRJEpuXLKFBz56Ra8WrVo3EBRqxJyXhTErCZrfHpNEI5Oayfs4cmg0ZkvBZzjeyFy4EC/GrZWeTOW8esqkwOYBkt+NdvhyPSKEhEAgE/1pE0tczSPESJSheokTUNVmWKR8OPDdS86KLuG3MGKY8/jiSJCHLMqqi8Pj06RQpXpyczEy+//BDjh08SJW6ddm7fTtBv5/WvXtTsWZNSleuTPEyZZAkiXhhgLLdjictLfI6pVgxsGhvczgYPH06qenpkWvu1NRQXBOJ020kGcYHqNKxI8klSuA3H8LQNOpfdRWbPvjAchx3sWJxZjh/saWmIoXLYUVhtyOnpFj20VQV2bSnAoFAIPh3IcTYOcRNo0fT/dprWfLFF9idTjr17UuxjAz+/OUXhnbtiqYoofqTmoYky9jtdv73yCNcO3Iktz7+OD0HD+bHOXMiNSpj0DRa9e0bedl1yBB++/RT/IacZgBppUrR+LLLoro27N3b0oJmxF2kCFVbt46Z0x9nPc4iRUhKT8efkxOVvsLh8dDMFHv2byC1Z0/L4uOSw0HG6NEcuueeE25KCLmoS5TAFSfgUyAQCAT/DkRtynOMspUr0/+uu+h3220Uy8hAVVVGX3EFuZmZ5OXkRKxYmqoS8Pvxe73MnDiRDb/9Rp2WLbnxySexu1w4w8HvkiThSU4muUgRHv388yjLWJ327blq3DgcbjdJaWkkpaZSrGxZRn/9dcStquNKTuaeL7/EU7RobEZ8SSI5PZ2h8+cjm9xw23/8kaD5ZCmg+P38+sYbXPv116SWK4czNTWSjb/tww9T5V9YGFv2eKj81VfYihVDTktDTktDSkqi3OTJFL3pJoqNHo3kdoeup6ZiL1eOcl9/benmFQgEAsG/B2EZO8fZvHo1OZmZCdvoNSprN2vGFcOGUaFFC/z792NzONCCQewuFxd16oTD4iBEn5Ej6XTzzWz48Uc8RYtSp127GEGlU71tW57fv5+N339PzpEj+LKyyNy3j6qtW1OrUyfLft7jxy2tQZqqknv4MCVq1+beHTv4+8cfyTtyhIrt2uExuXb/TSS3bk3tffvI+eEHNK+X5E6dsIXz6qU//DBFbr8d75Il2NLTcbdta32oQyAQCAT/KoQYO9fJZxo4zZBtP7loUZqF04fkh9T0dC42uC8TYXc6qde9e77HrtyuXaQguBFncjL1wkW6JVmmUocO+R7zfEd2Oknt1s3ynj0jg5QrrjjLKxIIBAJBYSL+7D7HqX7RRSTFCe7WcbnddB4w4Cyt6NTwFC9OtyefxOHxRCxkjuRkStavT8NzdM0CgUAgEJxNhGXsHEeWZZ788ENG9OiBqij48vJC5ZAkCUmWcTid9B0yhHotWhT2UuPSdsQIKrRowfLJk8k7coT6V13FRQMHYj+Pir8LBAKBQHCmEGLsPKBhmzZ8tH07C2fN4sj+/VSsVYtDu3bh9/loe/nlVG/YsLCXeFIqtWlDpTZtCnsZAoFAIBCccwgxdp5QJD2dfv/CdA8CgUAgEFzoiJgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAIBAIBIJCxF7YCziXURQFm82GoihomobNZkOSpLjtA4EANpuNYDCI3W5HlmU0TSMYDGKz2ZDlkPbVNA1VVbHZbFH9NU0jEAjgcDjw+Xz4fD6cTidOp5OsrCxcLhd2ux1JkpBlmWAwiKqqkWv6vP68PBRFQVVVJElCkqTI95qmRdYFoKoqsiyjKgpOlwtVVVFVFTQNu8OBLzcXSZax2e3Y7PbIOv1eLza7HdlmQ9M0NEXB7nSGxtT3y25HVRQkWbbct0T34qFpGmgaknzqf0cowSBqMHjK/QQCgUAgOJOck2JMVVXGjRvHxo0bcTqdjB8/nkqVKp21+efOns3DDzzAzh07sMkymqoC4HS5GD5qFA+OHRslpN6fOpUx996LNy8vck0G0kuU4PihQ5FrLdq3p1KlSnw9Zw5+v5+GzZvz2OTJVKxWjTE33sh3c+eGRIxhLTLR5kuJ0A/NFv7eiMPQVjL8awtfl0xjyYZ7eltjP7vpmt3ppEiJEmTu2RO5po8hAbLNRkpaGnlHjwJgkyTQNNxFi9JhxAg6P/wwsiyz9bvv+PKeezj455+40tJoce+9dHz00YjYsyLv8GG+v/NOtnz8MZqqUr5jRy6ZMoUiVavG7aNzeOVKvu/ZE+/evQCsS0+n/Zw5lO7U6aR9BQKBQCA405yTYmzBggX4/X5mzZrFqlWreOaZZ3j99dfPytxffPopd9x0E3m5uUgQEWIAfp+PiU89RXZWFk+/8AIA8z//nJG33RYzjgocPnQoIoYAli9ezO+cED9//Pwz17VrR81atVj/229gaAsnxJNZdGkW1xK1VYgVXcZ7ZpGm3wsATkN7xe+PEmL6c2qEhKCqKOQePXpivLD1zXvsGN898wzerCwa9+/P+717E8jNBcCXmcmyF14g9/Bher/2GlZoqsqHHTpwbNMm1EAAgF3ff8+sFi24YcsWXGlplv0AvAcP8nXz5mgGi5j/8GEWdOlCn40bSatePW5fgUAgEAjOBudkzNiKFSto164dAI0aNWLt2rVnbe5xDz0UEWJWBINBpr7+OtnZ2QA8OnToScdUDd8rpns+r5e1K1YAsT8MK+uX1RgQEkRanPmN163EmhbnnrlvvDeLcQwNa1EYyM3lp0mT+OGxxwgYLIj6vVXTppF37Jjl+Du//56sHTsiQgxCAi2Qm8uGd9+Ns6oQ6559NkqIRVBVVo0enbCvQCAQCARng3PSMpadnU1KSkrktTEOy4jX62X9+vUFOvf2rVsj3yeKZFr6449UrFyZvbt3x21jZcEyC6ZgIICNaItYfsjP2EaM7sZ49+PNk58xrNZj1WbX779HLGZR2GysWrSIojVrxtz6e9EiFIMQ0wnm5rL5xx9xJnA37ly0KO69/b/+WuDvn/OVM/G79G9B7I01Yl/iI/bGGrEv8TknxVhKSgo5OTmR13qQuhm3202dOnUKdO4atWuzeuVKIL7AkCSJdh064PF4qFC5Mls2brQcy7Kv6bXD6YRgEFTVonV8rMZOZObUrVenKqZkU5u4e5KP8WRZplLLlmyYNy/K/QuAotC4UyfcFi7HtC5d2PLii6g+X9R1e3IyNTt3Tvge8HbrxrqwC9hMmTZtCvz9c76yfv16sRdxEHtjjdiX+Ii9seZC35cVYS+YFeekm7JJkyYsXrwYgFWrVlHTwlpypnj86adJSkqKa2Wy2+3cPWIEHo8HgCcnTTrpmMZNNkpKSZJwJyXRrG1b4ET8lY6CtbXrVK1oZkFlxBgvlsiyBifcrVZjmOPIzDg8HjqMHEnHRx/F7nbH3Gt+112WQgygbLt2FKtVC9nlOjGnzYYrLY3aAwcmXHPd++5DCp/yjFqzzUajp55K2FcgEAgEgrPBOSnGunbtitPpZMCAATz99NOMPouxPV26d+fdDz+kTr162Gw27A5H5F5qaipPPPccY554InKtXZcuTJ49m7SiRaPGsQHlK1XCFbboybJM1969uf7ee0krWhSny0Wbbt2YtXw5k7/5hituuSWUCoLo+CtdkJljwqyEk2rRThdbmum+brnShZ2VwHIY7mmAMzmZkrVqRQkvmRMC0+5yUaRsWZAkVEKCR7bZSCtblsueeYauY8dSumFDbli4kPItWiA7HKSUKkWnxx6j63PPWTxReC2SRL/vvqPuDTfgSE3FlpREtb59GfDrrziSk+P2A3AVL06v1atJNQTqe8qXp/uyZaScxRO6AoFAIBDEQ9I0qwCec58VK1bg8XguaJNnPC50U3AixN5YI/YlPmJvrBH7Eh+xN9Zc6PuyYsUKmjZtannvnLSMCQQCgUAgEFwoCDEmEAgEAoFAUIgIMSYQCAQCgUBQiAgxJhAIBAKBQFCICDEmEAgEAoFAUIgIMSYQCAQCgUBQiAgxJhAIBAKBQFCICDEmEAgEAoFAUIgIMSYQCAQCgUBQiAgxJhAIBAKBQFCInNflkAQCgUAgEAjOF+KVQzpvxZhAIBAIBALBvwHhphQIBAKBQCAoRIQYEwgEAoFAIChE7IW9gNNBVVXGjRvHxo0bcTqdjB8/nkqVKhX2sgqcP/74gwkTJjBjxgx27NjBgw8+iCRJ1KhRg0cffRRZlpk9ezYzZ87EbrczZMgQOnXqhNfrZeTIkRw+fJjk5GSeffZZihcvzqpVq3jyySex2Wy0bduWu+++G4BJkybxww8/YLfbeeihh2jYsGEhP7k1gUCAhx56iN27d+P3+xkyZAjVq1e/4PcFQFEUHnnkEbZt24bNZuPpp59G0zSxN2EOHz5Mv379eOutt7Db7WJfwvTt25fU1FQAypcvz+DBg8XeAG+88QbfffcdgUCAa6+9lubNm4t9AebOncvHH38MgM/nY/369bz//vs89dRTF/ze/GO085BvvvlGGzVqlKZpmrZy5Upt8ODBhbyigmfKlClar169tKuvvlrTNE274447tJ9//lnTNE0bM2aM9u2332oHDhzQevXqpfl8Pi0zMzPy/VtvvaW9/PLLmqZp2ueff6498cQTmqZpWp8+fbQdO3Zoqqpqt956q7Z27Vpt7dq12qBBgzRVVbXdu3dr/fr1K5wHzgcffvihNn78eE3TNO3IkSNahw4dxL6EmT9/vvbggw9qmqZpP//8szZ48GCxN2H8fr925513at26ddM2b94s9iWM1+vVLr/88qhrYm9Cvz933HGHpiiKlp2drb388stiXywYN26cNnPmTLE3BcR56aZcsWIF7dq1A6BRo0asXbu2kFdU8FSsWJFXXnkl8nrdunU0b94cgPbt2/PTTz+xevVqGjdujNPpJDU1lYoVK7Jhw4ao/Wnfvj3Lli0jOzsbv99PxYoVkSSJtm3bsmzZMlasWEHbtm2RJImyZcuiKApHjhwplGc+GT169GDo0KGR1zabTexLmC5duvDEE08AsGfPHkqUKCH2Jsyzzz7LgAEDKFmyJCB+l3Q2bNhAXl4eN998M9dffz2rVq0SewMsWbKEmjVrctdddzF48GA6duwo9sXEmjVr2Lx5M9dcc43YmwLivBRj2dnZpKSkRF7bbDaCwWAhrqjg6d69O3b7CS+ypmlIkgRAcnIyWVlZZGdnR1wM+vXs7Oyo68a2xj072fVzkeTkZFJSUsjOzubee+9l2LBhYl8M2O12Ro0axRNPPEH37t3F3hByqxQvXjzyAQDid0nH7XZzyy238Oabb/LYY49x//33i70Bjh49ytq1a/nvf/8r9iUOb7zxBnfddRcgfp8KivMyZiwlJYWcnJzIa1VVo4TLvxFZPqGbc3JySEtLi9mHnJwcUlNTo64napuWlobD4bAc41xl79693HXXXQwcOJDevXvz/PPPR+5dyPui8+yzz3L//ffTv39/fD5f5PqFujcfffQRkiSxbNky1q9fz6hRo6L+ur5Q9wWgSpUqVKpUCUmSqFKlCkWLFmXdunWR+xfq3hQtWpSqVavidDqpWrUqLpeLffv2Re5fqPuik5mZydatW2nZsiUgPpsKivPSMtakSRMWL14MwKpVq6hZs2Yhr+jMU7duXZYvXw7A4sWLadasGQ0bNmTFihX4fD6ysrLYsmULNWvWpEmTJixatCjStmnTpqSkpOBwOPj777/RNI0lS5bQrFkzmjRpwpIlS1BVlT179qCqKsWLFy/MR43LoUOHuPnmmxk5ciRXXXUVIPZFZ968ebzxxhsAJCUlIUkS9evXv+D35r333uPdd99lxowZ1KlTh2effZb27dtf8PsC8OGHH/LMM88AsH//frKzs2nTps0FvzdNmzblxx9/RNM09u/fT15eHq1atbrg90Xn119/pXXr1pHX4v/gguG8TPqqn6bctGkTmqbx1FNPUa1atcJeVoGza9cuRowYwezZs9m2bRtjxowhEAhQtWpVxo8fj81mY/bs2cyaNQtN07jjjjvo3r07eXl5jBo1ioMHD+JwOJg4cSIZGRmsWrWKp556CkVRaNu2LcOHDwfglVdeYfHixaiqyujRo2nWrFkhP7k148eP56uvvqJq1aqRaw8//DDjx4+/oPcFIDc3l9GjR3Po0CGCwSC33XYb1apVu+DfM0YGDRrEuHHjkGVZ7Avg9/sZPXo0e/bsQZIk7r//fooVKyb2BnjuuedYvnw5mqYxfPhwypcvL/YlzNSpU7Hb7dx4440A4rOpgDgvxZhAIBAIBALBv4Xz0k0pEAgEAoFA8G9BiDGBQCAQCASCQkSIMYFAIBAIBIJCRIgxgUAgEAgEgkJEiDGBQCAQCASCQkSIMYFAUCgsX76cVq1aMWjQIAYNGkT//v2ZMWPGPxpz+PDh+P3+U+7Xpk2bfLWbO3cuEyZMOOXxBQKBIBH/7rT1AoHgnKZly5a8+OKLQCjvVY8ePbj88stJS0s7rfH0sQQCgeB8QogxgUBwTpCdnY0sy9hsNgYNGkSxYsXIzMxkypQpjBs3jh07dqCqKsOGDaNFixZ8//33TJo0CQhlAX/sscfo0qULX331FQcPHuThhx8mGAwiSRKPPPIItWvXjsylKApjxoxh8+bNVKhQIWJN27t3L2PGjMHn8+FyuXjiiScoU6aM5XonTpzI2rVrycnJoVq1ajz99NNR9//44w+efPJJNE2jVKlSTJgwgdWrV0fW7PV6efbZZylbtixDhw4lOzsbr9fLyJEjadGiBe+++y7ffvstwWCQ1NRUXnnlFZxO55nYeoFAUMgIMSYQCAqNn3/+mUGDBiFJEg6HgzFjxpCcnAxA79696dq1K++//z7FihXjqaee4ujRo/znP//hk08+4YknnmDOnDmkp6czadKkqPqBzz33HIMGDaJLly6sX7+ehx56iLlz50buL168GJ/Px+zZs9mzZw/ffPMNEKrtOWjQIDp06MCyZcuYMGECEydOjFl3dnY2aWlpTJs2DVVV6dmzJ/v376dUqVKRNmPGjOHFF1+kWrVqvPfee2zZsoW//vqL559/nlKlSjF58mS+/vprunTpwqFDh3j77bc5fPgw27dvR1VVjh07xttvv40sy9xyyy2sWbOGpk2bnqkfhUAgKESEGBMIBIWG0U1ppkqVKgBs2rSJFStWsHr1agCCwSCHDx8mLS2N9PR0AO6+++6ovlu2bOHiiy8GoE6dOlFCDeCvv/6iYcOGAJQtWzZi/dq0aRNvvPEGU6dORdM0HA6H5dpcLhdHjhxhxIgReDwecnNzCQQCUW0OHz4cKdN23XXXASHL25NPPonH42H//v00adKEGjVqcN111zFixAiCwSCDBg1ClmUcDkdk/H379hEMBvOxowKB4HxEiDGBQHBOIkkSAFWrVqV06dIMHjwYr9fL66+/TkZGBpmZmRw7doyiRYsyfvx4+vTpE+lbrVo1fvvtNy655BLWr19PiRIlosauWrUqX3zxBTfccAP79+9n//79kes333wzTZo0YcuWLfz666+Wa1u8eDF79+7lpZde4siRI8yfPx9zZbmSJUuyfft2KleuzJQpU6hSpQpjxoxhwYIFpKSkMGrUKDRNY+PGjeTk5DBlyhQOHDjAgAEDKFOmDAsWLGDOnDnk5eXRr1+/mPEFAsG/ByHGBALBOc2AAQN45JFH+M9//kN2djYDBw5ElmUeffRR7rjjDmRZpm7dujRo0CDS54EHHmDMmDG89dZbBINBnnzyyagxu3TpwooVK7j66qspW7YsxYoVA2DUqFGMGzcOn8+H1+vl4YcftlxTw4YNee211+jfvz9Op5MKFSpw4MABKlSoEGnz2GOP8dBDDyHLMhkZGdx4441cfvnl9O/fn7S0NEqUKMGBAweoXLkyr776KvPmzcPhcHDvvfdSqVIlkpKS6NevH06nk4yMDA4cOHAGdlcgEJwLiELhAoFAIBAIBIWIyDMmEAgEAoFAUIgIMSYQCAQCgUBQiAgxJhAIBAKBQFCICDEmEAgEAoFAUIgIMSYQCAQCgUBQiAgxJhAIBAKBQFCICDEmEAgEAoFAUIgIMSYQCAQCgUBQiPwf1iZsmFHGKIAAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAlgAAAGCCAYAAAA8K70IAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACn7ElEQVR4nOzdd3xT1fvA8c+92UkHq+yyKTJkKi4EQRDhq6IoMgQXbhC34kJxTxy4UURBGf4ERRQUBERRQYpMkb1noS0d2cn9/ZGmTdKbtmDLfN6vV19Nzj33nOeepMnTc89NFE3TNIQQQgghRLlRj3cAQgghhBCnGkmwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcSYIlRAyv18tHH33EFVdcQdu2bWnfvj19+/blo48+wuPxHFWbQ4YMoVu3buUcaelGjhxJs2bNjnm/e/bsYfjw4XTs2JGuXbvyzjvvEAwGy7Tv9OnTadasWYk/Z5111hHH5PV62b9//xHvV1qcS5YsKbc28/LyeO655+jcuTOtWrWiW7duvPHGG3i93nLroyLiLi9LliyhWbNmTJ8+/XiHIsR/ZjzeAQhxIvH7/QwdOpQVK1Zw5ZVX0r9/fwKBAMuWLWPMmDHMnz+fzz//HLPZfLxDLZP+/ftz3nnnHdM+PR4PQ4cOxeVyMWLECP755x/Gjh2L3W7n5ptvLnM7/fv3p0OHDrrbTCbTEcW0e/dubr75Zm6//Xb69u17RPvGc/bZZ/PKK6/QuHHjcmlP0zSGDx/O0qVLufbaa2nWrBkrVqzgww8/ZNOmTbz77rvl0o8Q4tiQBEuICLNnz2bp0qWMHTuWSy65pLD8+uuv5+OPP+bVV1/l//7v/xg0aNBxjLLs2rVrR7t27Y5pn8uWLWPLli28+eab9OrVC4C///6b77///ogSrLZt29KnT59yiWnXrl1s27atXNoKS01NJTU1tdza+/nnn/njjz8YNWoU1113HQADBw6kZs2afPDBB6Snp8dNOIUQJx45RShEhL///huACy64oNi26667DpPJxIoVK45xVCcXl8sFhE4TQmhmxuv1HvGs0+lm6dKlAFx55ZVR5ZFJqhDi5CEJlhARHA4HAFOnTi22zWazsXz5cl555ZWo8jlz5jB48GA6dOhQuG7mlVdeKXXdzKZNmxg2bBhnnXUWbdq0YcCAAfz6669RdYYMGcKNN97I/Pnz6d27N61bt+bKK6/kxx9/LFZv6NChvPHGG7Rr147zzjuP9evX667B2r9/P4899hidOnWiXbt2XH311cybNy+qzr59+3j44Yc599xzOfPMM7nyyiuZOXNmyYNX4Nxzz6Vy5cq89957/Pvvvzz99NPs2rWLgQMHlmn/I3HgwAE6duxIt27dChM7gO+++45mzZrx+uuvM336dK6//noAHn300ajxOHz4MM8++ywXXnghrVq1olevXnz22WdEfoPY2LFjOfPMM5k7dy4XXHAB7dq146uvvtJdy+RyuXj99dfp1q1b4XPhtddei4otvN+PP/5It27daNOmDWPHjuWuu+7im2++KXwOhmVlZQFgNBqj9v/333954IEHOPvss2nXrh3Dhg1j165dUfseOnSIRx99lHPPPZcOHTowatSo/7SeS9M0Pv/8cy677DJat26te3yBQICPP/6Ynj170qpVKzp16sRTTz1FZmZmVFtOp5Pnn3+eTp060bZtW0aMGEFubm6xPoPBIOPHj+fSSy+lVatWXHjhhTz33HPk5eUd9XEIcSzIKUIhIlxxxRV8+umnvPzyy0yfPp3u3btz3nnn0a5dO8xmc7G1V1999RVPPPEE3bp148EHH8Tn8zF37lw++eQT7HY7w4cP1+1n/fr1DBo0iGrVqnH77bdjMpmYNWsWt912G6+//jq9e/curLt582ZGjBjB1VdfzYABA/jmm28YMWIEr732GpdffnlhveXLl7N9+3Yeeughdu3aRZMmTYr1m52dzbXXXkt2djbXXXcdqampzJo1i+HDh/POO+/QvXt39u/fT79+/dA0jSFDhpCcnMzPP//MQw89xIEDB7jllltKHMOEhARGjx7NiBEjuOqqq1BVlQcffPCIT/c5nc5ib8phDocDi8VC9erVGTlyJI8++ijvvfceDzzwAAcPHuS5556jWbNm3H333ezfv5877riDDz74IGpdl9PpZPDgwezdu5dBgwZRs2ZN/vzzT1544QW2bdvGU089Vdif3+/niSeeYOjQoXi9Xjp06FBsJtPr9XLTTTexYsUK+vbtS6tWrVi1ahXjxo0jPT2dzz//PGoW79FHH2XIkCEkJibStm1bKlWqRKVKlYod6+TJkwGKneq98847ady4Mffddx87d+7ks88+Y//+/fzf//0fEFoLN3jwYHbt2sX1119PSkoKM2bM4IcffjiixyHS6NGjmTx5Ml27dmXgwIFs3bqV8ePHs23bNt555x0A7rvvPn788UcuueQSrr/+erZu3crkyZP5888/+eqrr0hKSkLTNO644w7++usvrr32Wpo2bcqcOXMYOXJksT4ff/xxvvnmG6666ipuvPFGNm/ezOTJk1m+fDmTJ0/GYrEc9fEIUaE0IUSUBQsWaOedd56WlpZW+NO2bVvt/vvv17Zs2RJV99JLL9X69++vBYPBwjKfz6d17txZu+yyywrLBg8erHXt2jXqfvfu3bX8/Pyo/QYNGqSdf/75msfjKayXlpamffrpp4X1XC6X1qNHD61Tp05aIBCIqvfnn39GxffII49oaWlphfdfeeUVLS0tTVu2bFlhmdvt1rp3765dffXVhft07NhR279/f1Rb999/v9aqVSvt4MGDJY5fdna29thjj2nNmjXT0tLStGHDhpVYP9bXX38dNfZ6P5HjoWmadsstt2gtW7bUNm3apA0bNkxr2bKltm7dusLtf/75p5aWlqZ9/fXXhWVvv/221rJlS+3ff/+Nauv111/X0tLSCvd/++23tbS0NO3tt9/WjTM85l9++aVubOPGjdPS0tK0L774Imq/Rx55pNSxmDFjhpaWlqYNGTKkWL/Dhw+Pqjtq1CgtLS1N27p1q6ZpmjZx4kQtLS1Nmzt3bmGd/Px8rXfv3rrPldJs3LhRa9asmfbEE09ElY8ZM0ZLS0vTNm7cqP3yyy9aWlqa9txzz0XV+eGHH7S0tDTtlVde0TRN0+bPn19srHw+n3bDDTdEPU7hx23y5MlR7f36669aWlqaNmHChCM6BiGOJTlFKESMiy66iAULFvDGG2/Qp08fUlJScDqdzJo1iz59+hSulQGYOXMmH330EYqiFJYdOnSIpKQknE6nbvtZWVksXbqULl264Ha7yczMJDMzk5ycHHr06MHBgwdZvXp1Yf3ExMSoRfVWq5WBAwdy4MAB1qxZE1V+9tlnl3hsCxcupGXLllGLpS0WCx999BFvv/02wWCQefPmcdZZZ2E0Ggtjy8zM5JJLLsHr9bJ48eK47WdmZnLdddfx7bff8tBDD9GqVSvmzp3Lt99+C8APP/zAokWLSowxbOjQoXz66ae6Pz179oyq+8wzz2CxWLj99tuZO3cuI0aM4Iwzziix/Z9++om0tDRSUlKijrN79+4ALFiwIKp+p06dSmxv/vz5JCQkFC5QD7v++utJSEjg559/PqL2fv75Z5544glSUlJ46aWXim0Pr80Ka968OQAHDx4EYNGiRVSrVq3weADsdjv9+vUrsd94Fi5cWDirGWno0KHMnDmTevXqMX/+fABuv/32YrE2bNiw8FT0okWLUFU1Khaj0Vhs7H766ScURaFLly5Rj1GLFi1ISUlh4cKFR3UsQhwLcopQCB0Wi4XevXsXnqpbu3Yt48ePZ9asWTz11FPMnj0bCH1cwF9//cWsWbPYsmULO3bs4NChQwDUqVNHt+2dO3cCMHHiRCZOnKhbZ+/evYW369WrV+zUZP369YHQxw+0bt0agEqVKqGqJf/PtHv3bt3P42rYsCEQSg5zc3OZN29esXVZerHFGjNmDBs3biw8fXnJJZfQt29fnn76aVq0aMHzzz9PSkoKnTt3LjFOgCZNmnD++eeXWg+gVq1a3HvvvTz33HM0bdq01NOYADt27MDtdsf9GIvY46xatWqJ7e3atYvU1NRii/nNZjOpqans3r27zO3NmjWLkSNH4nA4GDduHLVr1y5Wp3LlysX6gdAaKAg91npXOYYf6yMVjr9BgwZR5UlJSSQlJQGhMUhKSqJatWrF9m/cuHFhcr17926qVq1abL1Zo0aNou7v2LEDTdO46KKLdGOK3V+IE4kkWEIUcDqdfPjhh7Rs2TLqIxoAWrZsyeuvv05OTg6LFi0iKyuLypUr8/rrr/PRRx/RokWLwo8VaNeuHc8++2zcRCT8BnjddddFzS5Eilw/pXf1XfhDOw0GQ2FZ5O14AoFA1GxbvNh69uzJgAEDdOuU9NEEP//8Mw0aNChcG5aamsqLL77IsGHDGDx4MNnZ2QwePLjUOI/GsmXLANi2bRsbNmwodQYrEAjQoUOHuOvkqlevHnW/tORVi1gYHysYDBZ7HOO1N2XKFEaPHk1ycjITJkyIexylxaMoiu4H45YUZ0nCz42SlHUMFEXRXWwf+2G0wWAQh8NRuL4rlqy/EicySbCEKGCxWPjkk09o165dsQQrrEmTJvz6669YrVZ2797NRx99RJ8+fYpdWRg+TaMnPLNlMBiKzdBs2rSJXbt2YbPZCst27dqFpmlRiVH4M53CM1llVbt2bXbs2FGsfMaMGaSnpzNq1ChsNht+v79YbHv27OGff/6Jii2WpmnFEr3u3btz8803M378eEwmU4V8htjcuXOZM2cOt912G9OnT+exxx5j2rRphVfe6alTpw75+fnFjvPw4cP88ccfRzy2derUYcWKFfh8vqhkyuv1smvXrjJ9+vw333zDU089RfXq1ZkwYcJ/+hDTunXrsmzZMvx+f9Q4hGdQj1R4Fm3nzp1Rce3fv58XX3yRwYMHU6dOHX777TcOHjxYbBZr69at1KpVCwgl3gsXLiQzM5MqVarEjS3cXqtWrQpnycJ+/PFH3YsChDhRyBosIQoYDAZ69+7N0qVLC9cMRcrOzubHH3/k/PPPx2azcfjwYYBiV+v98ssvbNu2Db/fr9tP9erVadWqFTNmzIj66hafz8djjz3GiBEjovY9ePBg4SlJCH0UwOTJk2nQoMERfw1O586dWb16ddTaLZ/PxyeffMKaNWswm8107tyZX375hX///Tdq35deeolhw4YVfmyAnnPOOYfNmzdHrVPz+/0cOHCgsC+9j8D4Lw4fPszo0aNJS0tjxIgRPPzww6xdu5aPP/64sE446YucIenWrRv//vtvsXU877//Pvfccw8bN248oji6detGXl4eX3zxRVT5l19+SX5+ftzTXGGbN2/mySefpEqVKkycOPE/f0L8JZdcQm5uLl999VVhmc/nY9q0aUfVXpcuXYCiqxrDpk+fzuzZs0lISCg8/fzhhx9G1Zk3bx5bt24tHIMePXoAMH78+MI6mqbx5ZdfRu0Xbu/999+PKp8/fz4jRozgu+++O6pjEeJYkBksISKMHDmSVatW8fDDDzNz5kwuvPBCEhIS2LFjB9OnT8fn8zFq1CgglFjVrl2bDz74AI/HQ82aNVm1ahUzZszAYrGQn58ft58nnniCG264gauvvpqBAwdSqVIlvv/+e1auXMkDDzwQtb7GZDLx6KOPsnbtWqpXr87XX3/N/v37+eCDD474+G6//XbmzJnDDTfcwODBg6levTrff/89mzdv5pNPPgHgwQcfZMmSJVx33XVcd9111K5dm4ULF7JgwQL69+9P06ZN47b/4IMP8vvvv3PXXXdx4403kpyczIwZM1i7di133HEHCxcuZMyYMRiNxlI/1X3FihUlnva84IILqFatGi+88AIHDx7krbfewmQy0adPH77++mveffddunfvTpMmTQrHc+bMmWiaxlVXXcXtt9/OTz/9xPDhwxkwYABNmzYlPT2db7/9ls6dO5dpnVikfv36MWPGDF566SU2bNhAq1atWLNmDdOnT6dNmzalLi4fO3YsXq+XCy+8kJUrV7Jy5cqo7c2aNSv1tGekPn36MG3aNJ599lk2b95MgwYNmDlzJhkZGUd0XGHNmzenX79+TJw4kQMHDnDeeeexadMmpkyZwpVXXskZZ5xBs2bNuPjii/n888/Zv38/55xzDtu2bWPy5MmkpqYWLn4/55xz6NWrF+PGjSMjI4PWrVszf/581q5dG9Vnly5duPjiixk/fjy7du3i/PPPZ/fu3XzxxRfUrl2boUOHHtWxCHEsSIIlRIQqVaowffp0JkyYwM8//8y7776Ly+WievXqXHLJJdxxxx2Fa3PMZjMfffQRL730Ep9//jmaplGvXj0ee+wx/H4/zz//PGvWrKFVq1bF+mnXrh2TJ09m7NixfPrpp/j9fho2bMhLL73EVVddFVW3evXqPPbYY7z88stkZGTQsmVLPv3001KvGNRTrVo1pk2bxuuvv86UKVPwer2cccYZjB8/vnCxd7169Zg2bRpvv/0206ZNw+l0kpqaWvi5TSVJTU1lypQpvPbaa3z66acEAgFatmzJhx9+yEUXXcSQIUO46667qFu3bqmxTp06tcTZrs8//5x//vmHb775hn79+kVdGfnUU0/Rp08fHnvsMSZPnkzjxo0ZMmQI06dPZ/Xq1ZxzzjnUq1ePqVOn8vbbbzNnzhymTp1K7dq1ueuuu7jttttKXeMUy2w2M2HCBN59911mz57NzJkzqVmzJrfffjt33nlnqZ9k/9dffwHw7bff6s6gDh8+/IgSLIPBwMcff8wbb7zB7NmzcTqddO7cmRtvvJH77rvviI4t7JlnnqFBgwZ89dVXzJ8/n9q1azNs2LDCiwoUReGtt95i3LhxfPPNN8yfP5+qVavSv39/7r777qjTfK+++ioNGzZkxowZzJ49m7POOosxY8Zw0003FdYJt/fxxx/zzTffsGDBAqpUqcIll1zCPffco7uYXogThaId7YpHIUSFGzJkCLt37y68/P1UELueTAghTkWyBksIcUxJciWEOB3IKUIhhDhNZWdn4/P5Sq1nMpnkij0hjpAkWEIIcZq6++67o674jKdjx45xPxRXCKFP1mAJIcRpas2aNeTk5JRaLykpSfdiDSFEfJJgCSGEEEKUsxPqFGF6evrxDkEIIYQQoswiPyIm0gmVYEHo297D3woviqxbt07GJQ4ZG30yLvHJ2OiTcdEn4xLf6T42JU0Mycc0CCGEEEKUM0mwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcSYIlhBBCCFHOJMESQgghhChnkmAJIYQQQpSzE+6T3E80LqeTWV99xaZ//qF5mzb0uvpqLBZLmfcPBAIsnj2blYsXUyM1lUsHDiSpcuXC7c68POZPncquTZto1r49nfr0wWQ2o2kaf8+fz+/ffMOB7duxJCfzv6FDWbtwIek//ojZaiW1WTNqNWlCl0GDqFyzJumzZjHvo4/wut206NyZ7cuXk3PgAGddcQW9H3wQo9HI1mXL+HnsWNb8+CNelwt7YiK1zjiDs/r1w2gy8ev775O1dSuOlBS6338/5958M6rBQDAQYP2PP7L1119JrlOHJt26sXHOHJyHDtGkRw8adunC4Z07WTVpEnuWLcPscNCwa1daXHst+/76i60//UTOjh3sT08n4HSSVL8+tc4+m1rnnUfQ7SZzzRqqtGhB0379MNntaJrGgaVL2f7dd5gSEmgycCCJ9esf8eOnaRqZixdzYPZsjMnJ1B00CFvdukfcTqT89HSyvv0W1WqlyoABWBs1+k/tnVI0DZbMhyU/Q5Xq0GsgVKtRsX1uXQFLvgGDCS64Fmo3rdj+xNHTguCeC65fwFgTHIPAUO14RyVEhTihvuw5PT39hPqqnN07dnDFOeeQn5uLMz8fR0IClapWZeaSJaTUKP1Nw+V0cnvXrmz95x+ceXlYbTYMJhMf/PwzLc46i50bN3Ln+efjcblw5+djS0igaq1avPfbb7x6ww2sXLgQr9td2J5Zpw+DwYDJbKZ2/frs+/dfABTAEFFHAeyVK3PB1VezeMIEgn4/UDR9qUTUNUbcV4Eq9evzcHo6Ey6/nL2rV+PNy8NgNhPwerGYzQS9XswOBynNmpH5zz/4I+JVDQYsBgMGgwG/y1VUXtCHAiiKgqIoGIJBzA4HpsRE+v/5J8tHj2bz1Kn4XS5UkwnFYKDLxx/TdNCgYmMQ76satGCQ9MGD2TdzJgGnE9VsBlWlwxdfUPuqq3Qfs5JomsaOESM4OH48QbcbDAYUo5H6Y8eSMnToEbdX0Y75V1j4/TD8clj+G7jywGwFgwpvz4RzL66YPj97CGa/Cz4PqGooybrhNeh1V4m7ne5f7xFPhY6L5oF9PcGbDloeKDbAADVmg7VTxfRZTuT5Et/pPjbp6elxv4tQThGW4NE77iAzIwNnfj4A+Xl57N+9m2fuu69M+3/55ptsWr0aZ14eAG6Xi/ycHB4dMABN03jxppvIOXQId0H7rrw89m3fzjP9+7Nq0aKo5MoA6GXCgUAAt8vF7n//LdxuICKBKShzZmWxcPz4EpMrgEDE7SCQtX07EwcMYM+KFXgLjiPg9QLg8XrRAG9+PgeWL49KrgqCI+j1RiVX4Xa18I+moQWDBAFffj6ujAx+uOYaNk+bht/pBE0j6PUScLn45ZZb8Bw+rDvWevZ9910oucrPD7Xj8RB0uVg+ZAj+gjE/Enm//87BTz8l6HRCMAg+H5rLxfbhw/FlZBxxe6ec7ybC8l9DyRWA1w0uJzzYP5R8lbdNy2DOe+B1hWZGAv7Q7QkPQOae8u9P/Dc5H4H3r1ByBaC5Qrczrg09fkKcYiTBiiMYDPLrTz8RCASiyv1+Pz9+802Z2vj+88/xxCQXABl79rB57Vr+WbKE2AlEv9fL2t9+w+N0RpWHZ33iKW07gD8Y/SKmVz82idOAzQsW4NM5jsh29JK/cKJXFuHItECA/enp+HQSINVkYvfcuWVsEXZNmhRKrmIoBgMHFy4sczthmVOmhJKr2PaMRg7Pnn3E7Z1yZn4GLp3E1e+DNX+Vf39//F8oiYulqrBsVvn3J/6b/M9AK/73QzAXfGuOfTxCVDBJsEqgKPrpgaqWbdgMBoP+Bk3DZDKV1HGZ2j9W4o3DMadpKPHGVE8JdY+onTCjMe5jc1TtnWpKeL6X9FgcNdUQ5/FQQtvECSbekl+N6EUNQpwaJMGKQ1VVul9xBUZj9IuCyWzm8v79y9RGn6FDsdpsUWWKolCnUSPqN2tG2y5diiVhJouFdhdfjNXhiCoPn1aLp7TtAKaYvvTqx75dKUCzSy/FZLfHbVfT2Q9CpxvLusAv/ERUjUZqd+qk258WDFL3kkvK2CLUv+kmDDHjGFata9cyt1O4z3XXoVqtxTcEAiT/739H3N4pp+8tYNMZb7sDWp5V/v11GgBGnZWJwQCcfUX59yf+m4ShoOi8jqgpYGpx7OMRooJJglWC5997j9r16+NITMRkMuFISKBBkyY8/tprZdq///DhtL3wQmwOB0azGXtCAklVqvDyV18B8Oinn1K1dm3siYkYTSZsCQk0bNmSJ6dO5fw+fTBFXK0YQD+JMVss2B0O0s49t3CmKZzYRCY3levU4fKHH0YtSLIKT8nF1ItMwVSg9plnMnjyZBp16YLZ4cBgNmMqSBptNhtGsxmT3U6D7t0x2mwoEbN7itGI0eHAaLVGzTTELnJXVRWj0YgpMZHE+vXp/dVXtLjrLgw2GwaLBaPDgcFmo/vUqZjiJEx6Ui65hHo33ohqs6FaLBgcDgx2O2d//TWGI7gSNMxx1lnUeOghFKsVxWpFtdtRbDYaTpyIsVKlI27vlHNpf+jaB6x2MJnBngCOJHhzRui0XXmrfyZcOwpM1tCP2Q5mGwz7GJJTyr8/8d8k3gTWHqA4ADMoCaBWgurTT7hZeyHKg1xFWAq/38+C2bPZsn49zVq1ovMll5T5FCGEFnGv+uMPVv3xB9Xr1KFLnz5Rs1p+n4/fZ81iz5YtNGnblvZduxa2v+nvv1nyww/s37oVY2Iil918MxuXLOHPb7/F6nBQv2VLqtWty3l9++JITmbDkiXM/fBDvC4XbS+9lM2LF5O9dy/n9OvHhddfD8D+jRv57fPPSf/qKzxOJ4lVqlCnRQvOHjgQo9HIb++/z961a6lUqxY9n3iC5j17oihK6Aq6JUvYtngxSbVq0eTii9kwezauzEwad+9OrdatcWZm8s///R97ly/HkpRE/QsuoOn//kfG2rVs//ln8g8cYO/vv+PNyaFq8+bUaNuWWueei9/pJHPtWio3a0aDXr1QC2YNs9evZ8fs2ZgcDhr27Yu1alXdMS7tKpactWvJ+OknjElJ1OrbF3PEx2QcDffmzWTPmoVqtVK5b19MKSfmm/lxu7pn3d+wdAFUrgYXXwWOxIrtb/9WWPZd6ArCc66CyjVLD/E0v/IpnmMyLp6/wL0IDDXBfiWoZf+n6XiR50t8p/vYlHQVoSRYJ4nT/UlcEhkbfTIu8cnY6JNx0SfjEt/pPjbyMQ1CCCGEEMeQJFhCCCGEEOVMEiwhhBBCiHImCZYQQgghRDmTBEsIIYQQopxJgiWEEEIIUc4kwRJCCCGEKGeSYAkhhBBClDNJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIcmasqIZXrlzJa6+9xsSJEwvLvvvuOyZNmsTUqVMrqtu4flu0iLdee41dO3dy0cUXc++DD1KjZvwvhT144AAfvv46C3/8EaPRiBYMogAp1avz78qV5B4+TLWUFBIcDjIzMjAajbQ/7zzueOIJ9m7bxuR33mH/zp0YVBWX00l+djYBn4+q1avjzs0lPzsbAIVQlms0GAgGAgAYVRWL1Yrm9aIqCprfDwVfGanE/BgoypLDbRki7isRt40x+6oxdQw6+4TbUgGbwwHBIJrfj+bzRbURrqNG3I4sNwIGoxFblSp4s7IIFhxTuJ6qKKgGAwaDAcXvD33hdSAAwWBhG82HD6fT2LHRj9PSpWx54gk2bNhAwOVC9flQTSbMyckoikJS8+akPfQQtjp12PTyyxycNw/N6cTgcJCQlkYgOxvN5aJ6377Uu/tujElJxZ4LmqaR8fHH7HrmGXx79kDBc8HWsiVNZs3C1qBBdP1gkJwvviD7ww8J5ORgsNvRnE4srVtTZeRILK1a4Vu/npyXX8aXno6pdWuSRo5ECQRwvvQS/n/+wXjWWThGjsTQpEmxeIKLFuF/7TW0nTtRL7wQ1eGAn36C5GTUu++GK69EWbuW2o89Cjt3QPsO8MhISEsr1haZh+CDN+Gn7yGlOtx5H3TrCfv3wgevwS8/QcAHBKFuAxh6L3TrXbydsMOZMPEN+OV7qFIdrr8PLuip0+9++PI1WDYPUurCoAehXZf47Qp9Gb/DulcgbxvUuAiaPwz22sc7KiEEFfRlz+PGjWPmzJnYbDamTZsGhL4Q8qWXXsLlchWWxaqoL3v+4rPPuO+uu3A6nQCYzWaSkpL4Y+VKatUu/mKUsX8/Pdq04XBWFl6vt7A8nLyEE4vIJCLMZDBgMZnwu91RyUqYmehpw3jtAFgi+gvXJaaugeJZcmRZZF0FMFE8kSJOWWy5MSIGvWQttr/I4zLH3I9XLzweJp1YAOr37s2l338PwK5vv2XxoEEEnM7C+PSO2WC1hhJRr7cwYYusYyyoY61Xj3OXL8fgcET1uen66zk0aVJhkhtJVRTa7NiBuW7dwrI9Q4aQO2MGWn5+sbqqzUaNt97i8L33orndoSRSVcFsxqxpqD5fKEaDAcVmo9LixRhbty5sw//ZZ/jvugsKnsvFjtnhgKuuxPDNDDS3G6WgLWw2WPALtG9fFFBWJnRuA4cywOMJldntMOwBmPQ+5B6GoC+6A5sD7n4Mhj9WbCw4nAXXtIHMA+AtaM9mh7uegRsfKKp3cC/c0AbyD4Ov4O/Laof73oHLbirebgU4Jb6gdttkWHILBFyABqoZjAnQ629w1DuqJk+JcakAMi7xne5jc8y/7LlevXqMjZhpyMrK4rXXXuOxx3RelCuY1+vloXvuKUyuwmWHDx/mtRdf1N3n/VdfJTsmuQIIRtyOlxT5AgGcbjfobNfbJ147sdv0EhOAABD7tq/FqasV/MQmUopOWWT7SsTtcFyR+8XOhIVFjleA+P1E1osXe9iOH34gEAigBYMsvfNOAgWPqyHOfhoQdLvxud2FM096Yxh0u3Hv2sWezz6L2uZav57MKVN0kyuF0OzWlhtvLCxzr15N7tdfF0uuQsFoaE4nWffcE9peMGNJMAhuNz6PpzABJBBAy8sj7777inb3evHfc09hcqWX1JKfj/rll+B0hpKrgrbIy4P77o2OZ9w7cOhgUXIFobbHvgC52QUzVzEduPLhrWchO6v48U1+BzIzipIrAJcT3n0S8nOLyia+BHnZRckVgNsJb98bXSbiC/ph2XAIOCn8qwl6wZcDq585rqEJIUIqJMHq2bMnRmPof+tAIMDjjz/OY489hiNmZuBY2LRxY+Gpt0g+n495c+bo7rNg9mx8Xv0X+nCCcjRik6nS2omMOl4CFI4ptp949KYrS2o7cp/I5OdIxyBYepVCpT0ps9aswbV3L76C06ylxVTaYxY+rqDTSUbB7FhY7q+/ouk8fyLbzfvjj8Iy16+/6iZjEDEGEcl+bHuxe/oi2tY2bixKyijpmONMSi9dEn1/7vfgcetH6vfH78BshlXLipf/+gN4ddozmuGf5UX3l8wBv08nbA22/6sfu4iWvw0CnuLlmh/2zT3m4QghiquwNVhha9euZfv27Tz99NN4PB42bdrE888/z+OPP65b3+12s27dunLr/9ChQ8VmosISk5N1+3LorMMJO9rkCqJnkMriaOsdzTnfI00c/0ui+V/tcrkw7t2rmzjHU6YxUVXcCQlRzwmfxxM6hRfUTxE1ALu9aB+vN3R6T6fu0YxXIDGxsG3DoUPU9XoLE9AjfT75ExLYGHFsdRyJJOrsr2mgKMSdTgz6fGzLycMT87dTx6rfXtDrYevhPLwF9evZktD7Vyvo87A5Iwu/r/z+/uMp79eZY83gz6ZJ0Kf7z4iLJLYd5bGd7ONSUWRc4pOxia9C1mAB7Nq1i/vvvz9qvZVeWaSKWoPV59JL+XXBgqhEy+5w8OmXX/K/K64oVn/BnDncevXVuGJmGsJrmEB/vU/4vjHOdoXQWqTY9T967QDYiJ5E0DudGG5Tr0yvTRP665uMOmWR+4T7D8cbuR4r3inCyLVZJuIfa+waLIXQ+jM9RpOJoQWP4+JBg9g5fTpBjydqfVwsg8GAommYdNZfQdGFAqrdTsc//iAxYs1T0Otlec2aBLKKnxILt9Nw/HhSbgqtHQq63WyqW5fgoUPF6quAarNhb9eO4IoVaJHPL6MRg6Zhikwa7XYco0djf/DBwiLPpZeiLVgQSuTQedxUFSUpEcXnRXG5otriscfh0YjT9L8vgmt7hU7jRcRB/fqQuTdUHvukMxigSXP4aVVBFhZh+W9we8/Q6b7C+kZIaw3T0ovKFs+CUf2j6xlN0LYLvHVsZl9OiXUjv/SBvT9CMGImy+CA8z6Fev2OqslTYlwqgIxLfKf72BzzNVgnmgmTJ3PuBRdgtdlISkrCZrPx2FNP6SZXAF0vvZRHnn8em92OIyEBRVFQVRW7zVZYx6+zn9FopMull9LkjDMw22yhK+FixK6ZCrejd5ovdpveKSRjTJlCKGEIRtTXIupGxhC5LYB++4aIMjXidpCiU16RfUWKXDemRtQvqZ7eMYWpikK/TZsK758zbhw1u3dHMZkIKkphHIXtGo0YLBaqdetG4+HDUSwWFIOhcBuKgsFoxJiYiCEpiZbjx0clVwCq2UyL337DWL26TkRQpX//wuQKQLVaqTd/PsYGDVAcDjCF0lODw4FqsZBw9dXUnDcP++DBYLWiJCeDxYK9f3/sV19dVGa1Yr3pJmz33x/Vn3nyZJQLLggtWk9KImAyoVmtkJQUSqKaN0f5cwlK36sJms2QFGqLIUPg4Ueigz+/Mzz/BjgSIDEJrDZo0wG++w3ueSJ032wN1TUYQvebt4GJc4onVwDtO8Ejb4I9ARxJYLFB8/bwXvRpVy64DIY+E9ruSAr1ceb58Oyxv7r4pHbe51C9CxisYEoCgw1ajDzq5EoIUb4qbAbraFTUDFbYju3b2b9vH81btiQhIaHU+s78fP5ds4aUGjXwejzk5eTQ7MwzWbt8OTu2bKHD+efj9/nYt3MnZquVeo0bU71WLQC2/vsv+bm5OBITyTt8GJ/Xy/b16zn3kktw5+Ux76uv+HfZMgJeLxdeeSVntG/Pnz/8gMliIaVWLVqefz5rf/uNOmlp7Fi7lmXz55NSowZBvx+DqlKldm0UTSP9xx/J2bePHkOHUqtpUzb/9RfOzEx2rlmDNSEBe0IClWrUoGZaGrtWrmTPunUc2rKFao0aUa9NG7K3b0cBsnfvJqlGDcxWK1sXL0bz+6nVsiUtLr2Ug+vXU61xY7o88AAbZs/G7HCAqrJu5kx2/PorSXXq0OKqq8jevJkDq1ZhttvRAgGMdjs1W7fGZLPhycgg9aKLqJqWxsHVq8nesgWj1Ro69aZpmOx2TA4H9urVce3bhzkhAWNiItu+/ZbstWs549ZbaTpggO7jtHLBAmpbragGA/6cHAxWK5aaNfEdOoS1Vi3s9UJXVHmzssjfsAGl4JSfo3lzvHv34s/JIbFNG1Rz7FxgEU3TcK5YQd7ff+PZsgWD3U71YcMwJSfHre9ZswZ8Pox16uDbuhVTw4YYa9QorBM4eBD/pk0YGzXCUJDABfftI7BtG4amTVGrVo0fz/btaPv2obRsGVoTtXIlJCWhNGtWWGfDr7+SZjJBkyZQrVrctnC54J/VUKUqNGxcVJ6XCxv+gUqVIScbKlWBBsU/NqIYtws2roZKVSG1cfx6zjzYuhaq1IBaDUpvtxydUv915+8A115IbgGmxP/U1Ck1LuVIxiW+031sSprBOq0SrJPZ6f4kLomMjT4Zl/hkbPTJuOiTcYnvdB+b0/4UoRBCCCHEsSQJlhBCCCFEOZMESwghhBCinEmCJYQQQghRziTBEkIIIYQoZ5JgCSGEEEKUM0mwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcGY93AMeSpmmM//BDnnrkEXJycgCoVacOb37wAb0uuyyq3oevv857r7xC5sGDNG3RgtFvvknn7t1L7WPDqlW8MHw4KxYvxupwcPWtt3LxlVfy4p13smXtWlRAifhp1r49j3zwAS3OPpsDO3fy3IABrP3998L2FEBVFBSgUatWZO7eTV5mZtE2wBDRv0LoQY3MnFXAFHM/XDdyn8g2DBFtR9aL/IndHm5bjWhPjdk/3G6kcBux25WI7bHHE445XCc9Ylu4PPxjiokxclu4rhqxv0J030pMHdAf59gxiWwn8thUoo8xsl7s9nAfsfEbI27HxgmgqtDMbIZOnWBVOuQcju4wzKhTpgL16sKBXUR55i2wmWHME5B1qKg8tnOjCh06gRKAlb+DpoW2VaoC7jzQgtCxOzRtBd+NA+fh0HZ7Elz3CAx8CKa+BP83BpzZ0YMYO+CJlSDggoAnVGa2Q49bYPBL8PXTMOuVovomM9w1CX56jTO2Li2I1QpXjII6aTDjYTi4BRQF0CC1LVzzNjS5MFR32+8w/S7YuzLiSWGADjdAn3fAZCvqK2MtfDsYDqwoePCtcPa94NkP/06BgA8a9ICL34VKDYkrGIC/n4VVL0PQHWoroSF0Gge1L46/n6bBlrdh44vgOQAJZ0CrMVDj0jj9+GDrKNL2vQN7nZB0NqS9A0lnxe/jWPD/Bs57ILgClEpgvhesj4FiKGVHPRrwHvAmcBBIA14Euv2HAP8A3gZ2ApWAG4BriP6DEqer0+rLnt97802efPhhfD5fVLnZbGbarFl069EDgFeefJKPxozB5XQW1rHa7UyZO5ezzz8/bvt7d+ygb6tW5OfmFrVtsRDw+VCDwWLJVWHbDgcf/vorI3v0IOfQIWKF31eMFP+zjU2eIDrBUQAz0e9RsW/WsUlSuNwWcTtS5Eubiej3PK2gP73kizjHEC4PJ0LxtsfmALGJE4AlJuZwfJH1NKITr3CcsfXC7UQmUrFjZ9aJNV5s4T4jj0fveMOPn5GisQ7X0SL2CT/GsclWYTtKQa4A0Q9UbMXYYFVCA6n3wNvN4PNGl+kdRPhJEKuwvgKqVrxvsxXqp8GBTeBzRscb78lhIDoLN1mgdkPY/69OZZ3YVMBqhKC/eF2LHe7/DYxGeOscCLqiYwo/IGk9YOhPobLcPfB+GvjziyezqgG0QEEbKlirwC2bwJKsH+viYbD+I9D80W0ZrNBrPlQ/T3+/9c+FkqtA0WsYqg3Omw3VuhSvv3YIZHxddHwAqgM6/g32pvp9VLTASsg9H4g4Buxgvgns7xxFgy8RSoYi27MBXwPxX9ch3hcapwMPAZ6IMitwPaFE6/QgX/YsX/ZMMBjkxdGjiyVXAF6vl2ceewwAl8tVLLkCcDudvDZqVIl9fPH223g9nqgyr8dDIBgsvK/3HuFxuXhjxAjysrLitq2XrAAECb3GxyuLTL70+o7Xbrw3bXT6ixVA/4kV7/2xLNuDMfc1QOftsPD9LtxevKQpXDdefhCvvdhtemMR748qsn5kohQrGLMtNqmLbCdezqTbebyKgZj78ea1jUQnV+H29NrUe3DCcWgFN/QmIbxu2LgK3DrJVTwa0cfg88RPrkD/ePWSKwglebOfhZ+fh4C7eCzh21sWQsb60O1l74Zm1dCpp0V0rgVD7a/9XL9vTxas/6R4cgWhWJY/pb9f0AubXolOriCUPK17QqefvZDxf9HJFUDQA9tfKV7/WHE/C8TEhBO8n0Aw+wgb8wBjiU6uKGj/+aOLj3FEJ1cAbmAS8f8AxOnktEmwcnNzyc/Pj7t908aNAGTs24ei6L+ab/jnnxL7WJeejs/r1d1W4pt4MMiO9esJBmPTiOj9j0ZpSU08eolJmBbndri/eMlDae+RJYndHq++3ntfWdosS/JXlrig7GNXmnhtlHVcj3pquqxPmqN5QI9k0I+kvyOh96Qtqe6eVaGfEkdUgYyCpG7f8lDyVJZ4/U448Lf+ttxtoMbOT0fIjvN65DkYP2HM00k8nRtBsRQvxw95K+L3X9ECq9EfczNo24+wsQyK/5sWtuEI2wqLF0MAOHyUbYpTyWmTYCUmJuJwOOJub5KWBkBKzZrEO2ua1qJFiX0079ABk1nvpFH82Q4ARVWp16wZqiH+uoKjfbMsqd+S6M2MhZWUxISTK71+S3l7KtHRJBWlHXfsacOS6pdlLMLKOnalKUuOUlK9o85HyvqkOZoH9EgG/Uj6OxJ6T9qS6tZuHfopLRNLOSN0s2b70Om/ssRrtEP1dvrbEhuE1kbFUynO65GlGqhxpiETziheZm8KWuxMDIAREtrG77+iGc5Ef8y9oNQ/wsZSiP92l3aEbYXFi8EAxDnlK04rp02Cpaoqjz71FCZT8f8IzWYzo54PTRPbbDZuu/9+bHZ7VB2r3c6DzzxTYh/XjRiB2RL9n6DZYsGgFg2z3nuKxWbjvrffJqFSpbhtB3T2A/3Zksiy8Muzhn7f8doN//+rt620N24D+v8rliWJibc99okauQYptjzyNJxeshN5tix8/CUlKZHtxW6Ll2DFayvyjFdJpxhjTydGxh7ZTlCnTtzO41WMzevjnd3wE1ooHineQcQ7zVi48EwpfqoOQmuwmrYGqz063tKSoKiFgRaooZNIhOkdb7yExGSHXk/CxY+H1j3FxhK+3egiSGkWun3WMDBELHiPrBe5OFtRQ+23vF6/b0tlaDYUFGPx4zdYof1o/f1UMzR5GAz2mHIbNH9Op59akHJNaHtUfQvUf1i/j2PB+iRFK0HD7GAeCmqlI2zMAtwd2j+KDXj86OLjVopWfYZZgcGcZtePiThOmwQL4M577uGVt98mKbnov4tadeowafr0wgXuAA898wwPjh5N1ZQUFFWlWatWfPrttyUucAeoVa8en/32Gx06d0ZVVeyJifQfNoxPFi6kUcuWhW/2ke9JZ3TowHsLFtCsXTs+/PtvWsb0oVBwFaGi0KB1axKrVInapui0GbvoPDLJClL8zTv2fS78fuXXaTsy4Qj3E1lHpehNPxCnv1jhtxy/Tv3w9tg12PGSPF/M/rHHEJmghI873GdkvJF9hcct8ljDcemNvYHixxCZA+iNW2R/4e1+ohPA2DHRO8bCdlTQLGbo1g1SkqMfuEjx3gdq1i1e9tRbMOptqFytqEwvQzWq0K4ztO1E4Sp7BahSFczm0ILxc3vCkIfAnly0rz0JbngSPlwGA0aCrVLxBy+SAiRVAqulaNDMdrjkdnj5b7js4egniskM934FjTsWNWW0wpUvwNApUK1xQbtqaL967WDYHEhtB7XOhDvmQc02MU8CA5x9M1w/s6ifxNpw05LQzFRhPSucNRJa3gBGWyhpanApXLc0/gJ3gPPehjZPhhK2cFuJjaDHrPgL3AHSHofmL4ClRmigElrAOTP0F7gDNB8PqfcSUBIAFZLOgfYLj98CdwBDG0j4EdT2oZiUKmAZCba3jrLBR4AnCM1mKcAZwBeUtsA9vg6E1m/VL2ivCnAHoUXuQnB6XUV4Mjvdr9QoiYyNPhmX+GRs9Mm46JNxie90Hxu5ilAIIYQQ4hiSBEsIIYQQopxJgiWEEEIIUc4kwRJCCCGEKGeSYAkhhBBClDNJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIciYJlhBCCCFEOZMESwghhBCinEmCJYQQQghRzuQrv49AIBBg3cqVGE0mmrVqhVLwRbaBQIB/C8rTIspLkpudzdZ//mHvtm14nE6sdjtms5mzevQgoeDLqD0uF1tXryapatUyx7ht1So2LV1Ky65dURWF3IwMUs88E4s99lvko+UdPMiBTZuo1rAhAa+Xw3v2UKN5c3L27sWdk0OdNm0wms3R4+H3s2/lSgwWC9VbtGDrggXk7tpF0969caSkFNbTNI1D69bhczqp3qYNBpOpTMfizckha9067LVqkVivXrHtvrw8Dq9diyc3F8rpu7ACLhf5q1ZhqlYNW+PGHF60CPfGjVS64goC+/ejeTzY27RBMR79n46mafj/+QfN7cb0H9s6bWka7FoHHic0aAPGsj2nhBDiWKmwV/aVK1fy2muvMXHiRNatW8ezzz6LwWDAbDbz8ssvU61atYrqukL8Pn8+dw8YgMftRgsGqZKSwofffEN2RgYPDByI1+MhGAxStXp13v32W5qdeaZuO5qm8d6jjzLljTfweb2F5Wr4R1G45p57aNy8OR888ACqqhLw+ajRuDGv/PQTVWvV0m3XmZPD/a1acWjnTgAMBW3ZEhMJBgIMfOUVLrnrrmL7BQMBJg8fzu8TJmA0m/Hk5aECNrsdf34+qtGIyWZDAQaMG0e7a68FYONPPzF10CACXi9Brxc8nqh2m/fty7VffUX25s18dfnl5O7ciWIwoBiNXD5hAk2vuKLE8U5/7jn+fuEFVLOZoMdDrc6d6fHVV5iTkgBY+8orrHr6aVSTCb/HQ8b559P566+xVK5cYrsl2fPhh2x+4AEUg4GgxwM+H4ZgkHC6rKgqRocD1Wym8RdfUKlnzyPuw/fPP2T06UNw715QVRSTiSpffIHt0kuPOu7Tzu4N8PzlcGgXqAZQjXDPZ9Dx8uMdmRBCFFI0TdPKu9Fx48Yxc+ZMbDYb06ZNY/DgwTz++OM0b96cKVOmsHXrVh599NFi+6Wnp2O320+4b+Y+sHcvFzVtiis/P6o8qVIlFK8Xt9MZVV6palUW7d6N2WIp1tbMTz7h9REj8MTsA6GkSCGUGFlNJrTIBMxgoHGbNryXnq4b4wOtW7Nj9eqodiLn0cx2Ow999x0tu3WL2m/2iy/yw3PP4Y2JRwVMMW2Y7Hbu//NP7JUq8cYZZ+Ar2McYUy/soqefZu24ceTu2ROacShgtNu5+e+/qZqWpnssm7/6ioU33YQ/YrxVi4XUnj259Ntv2TlzJr8NHEggImbVbKbGRRdx8Y8/6rZZmuxffmF1794EY8ZBIfq/ELWgTLXbab1uHRadmbV4NJ+PPXXrEszIiBoPxW6n5j//YKxf/6hij+eU/Jb7gB9urQ9Ze6PGELMd3loJtZqUqZlTcmzKgYyLPhmX+E73sUlPT6dDhw662ypkDVa9evUYO3Zs4f0xY8YUPgCBQACLTuJxIpv++ecE/f5i5W6nE09EEhTm83pZ+P33um1NevVV3eQKIPx2oWkarph2g4EAO/79l+3r1un2F06uoHhyBeB1OvlhzJhi+/781lvFkiuAoE58AY+HX997j/RPPyUYCBT2Fc/iV1/Fk5MT/UYIBL1eVnz0Udz9Vr7ySlRyBRD0eNj544+4MzP559VXo5KrcJv7f/kF1759JUQU36433iiWXEHoMYmMPjwumt9PxvjxR9SHe84cNLe72Hhofj/5R9jWaWvVfHDlFhtDAj74Kf5zSgghjrUKOUXYs2dPdu3aVXi/evXqACxfvpxJkybxxRdfxN3X7XazTieJOJ7+XbsWT8wpMAB/IIAaCGCIKff5fKxduZJUnaw+c//+EvvSiJ+0KKrKyr/+IjYNyM/MLKpTQtt7t2wpNrbOrKwS44kUDATYtW4dzsxMAgXjUVJ/fpeLoM1WvB2/n93//BP3cc7ZvVu/QVXln6VLySk4DVqMwcC6pUuxNW1a0mHoOrx5c9xteo+J5vVyYO1aco/guWpcuRKLz1d8zLxeDq5dy55yft6fiH9L/1XSur+pqfM3R8DH4a3/lHkMT8WxKQ8yLvpkXOKTsYnvmK2u/eGHH3j//ff56KOPqFKlStx6Vqv1hJtuvKxfP+bOmIEzLy+q3GAwYDOb8bhcUeWqonB5//400TmOsy++mIXTpxPvzGz4zdegKMVnOgIBLr7yShwF65CiYjGZCPh8xDvfa7RYOKdv32Jj2+jcc9m4aJFuHLGJgMlu55z+/alUowbbf/gBb14eQeJPg6a0aEH+pk3Fyk0OB23794/7OO/v1YsNn32GVjBLFtl/2+7d8V9+ORs//BDN54vabjCZaHPppRhiFuOXxba+fdmxcSOaTiKtl0SqCQnUv/Zaqh7Bc9XXvz/7XnihePsJCdS69lrs5fy8PyWn7qtYYcbTxcutDpK79Ce5jMd7So5NOZBx0SfjEt/pPjbpcZbtwDH6mIZvv/2WSZMmMXHiRFJTU49Fl+Wqa+/etGjbFmvElXg2h4NLr76a5jrlPa+5hiYtWui2deeLL2LXSZDCa3sATBYL1WvWxBRxKtVss3HDs8/qJlcAg158sfB2kOjTWkaLhcSqVel1773F9rv2zTexJCSgGqLnBGIzb5PVSuXUVDrecAPNr7iCGi1bYiqYndJL6hSDgau/+IK2t92GyeEoatdmo1LjxrQYMED3OAA6PPUU5uRk1HCipCgY7XY6vfMOqtFIq8cew1ypUtF2wGC30+HNN48quQKoc889mFJSUGJOX0c+LuH7qs2GrXlzKl955RH1YWraFMd116FEjAc2G8YzzsB21VVHFfdpp0ZD6HELWCLG0GyDmk2g07XHLy4hhIhR4TNYgUCA559/nlq1anH33XcDcPbZZzNixIiK7rrcGAwGJs2bx5Rx45j++eeYzWYG3n47V153HT6vl6kffcR3kyZhtljof/vtXDZoUNy26jVtyqSVK5n48sss/PprcrKyIBBAVRTMFgtn9+jBvWPHYnM4mP7mm/w5axaVq1fn7Kuvpu+tt8Zt94oHHqBaaioTH3qIwwcOkFytGlVr1ybg9dK2d2963XcfSTpXbtZr147Hly9nzksvsSM9naQaNVD8fvIPHqRKvXq4srLwuVy0ueYaOg8fjrkgmbxl4UKWfvghKyZNwmCxkFyzJjt++QVvfj612rfninHjqN68OTXefJPUTp1Y/t57eHNzad6/P+3vugtjCevwEuvVo9/q1ax89VX2LFhAQoMGtH34YWqefz4A9lq1uGzVKv55/XX2zZtHsFIlOo4eTY3Oncv6kBZjqlKFs1asYNcbb3Dohx8w16iBtW5dsr/5hkBeHpa6dTEmJ6MqClWvu44at9+OWsaPm4hU+aOPsHTrRt7776O5XNivu46E229HOYq2Tlu3vg0tLoQ574fWY3UaAL3vAtPJtbZTCHFqq5CrCI/WiXoV4YngdJ+GLYmMjT4Zl/hkbPTJuOiTcYnvdB+bY34VoRBCCCHE6UwSLCGEEEKIciYJlhBCCCFEOZMESwghhBCinEmCJYQQQghRziTBEkIIIYQoZ5JgCSGEEEKUM0mwhBBCCCHKmSRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5q/AvexalO3zoEL9Mn44rL4+kKlU4nJFBrYYNOf/yyzGZzcc7vAoR8HrZMmsWh7dsoXq7dqR27YqiHlm+79q3j50zZnBg505Sb72VhIYN/3NcucuXk71wIaZq1Ujp2xdDQsJ/blMIIcTpRxKs4+z3779nVL9+oCh4XS40TUNVFBwJCdgTE3nn99+pWb/+8Q6zXOXs2MHUCy7Ac/gwAbcbg8VClTPO4JoFCzCXMaHZMmkSS267DYBgMMieN96g9dNP0/KRR44qJi0YZN2gQRz67js0vx/VbGbTiBG0/uknkjp2PKo2hRBCnL7kFOFx5MzL46n+/fG4XHicTjRNAyCoaeTn5pK5fz8v3nDDcY6y/P14443k792LLzeXoM+HLy+Pg6tX88fTT5dpf/eBAyy59VYCLhcBlwvN4yHgdrNq9Giy16w5qpgOfPklh2bNIuh0onm9BPLyCBw+zNorr0QLBo+qTSGEEKcvSbCOo79++gnVYNDdFgSCgQBrf/8dZ27usQ2sAvny89nz229ogUBUecDj4d+JE8vUxs6ZM0Fn3IJeL9umTDmquPZ+/DHB/Pxi5YHcXPL+/vuo2hRCCHH6kgTrOAoGAlAwa1VivVNoBkUr4XjLepxanHHTNK1Y4lbmuPx+/Q2KctRtCiGEOH1JgnUcnX3JJQTivLGrgKIoNG3fnoTk5GMbWAUyJyRQ46yzQFGiylWzmWb9+5epjbqXXw46yZjBaqXeNdccVVw1brgB1W4vVq5aLCR26HBUbQohhDh9SYJ1HCUkJ/PIxx9jttkwmkxR26x2O4lVqvDoZ58dp+gqTs8JE7BWrYrJ4QDAlJBAcsOGnP/ss2Xa3167Nu1few2DzYZiMoGqYrDZaDZsGFWPMhmqeeONJHfqhFqwyF6xWlEdDppPm4YS5zSuEEIIEY9cRXic9Rg0iDMvuIB5kyeTn5ODIzGR/MOHqdOkCd0GDMB+Cn5MQOW0NIZu3cqGqVPJ3rSJ6h060LhPHwwxSWZJmg0bRu2ePdk2dSoH9uyh/W23UblNm6OOSTWZOHPOHLJ//pms+fMx16hB9YEDMVevftRtCiGEOH1JgnUCqFm/PoNHjjzeYRxT5oQEWg0d+p/aSGzShDMff5x169ZRuXnz/xyToihU7t6dyt27/+e2hBBCnN7kFKEQQgghRDmTBEsIIYQQopxJgiWEEEIIUc4kwRJCCCGEKGeSYAkhhBBClDNJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIciYJlhBCCCFEOZMESwghhBCinEmCJYQQQghRzirsuwhXrlzJa6+9xsSJE9m+fTsjR45EURSaNm3KU089haqe+rld1sGDTH33XZYtXIjNbseZlcWODRtwu1xYLBZSatemXefO9L/nHuo3a1Zsf6/bzY8TJrB4+nQ0o5HrRo6kdefOLPnuOz4bOZIDW7ZgNBio3qABFpuNnAMHyDlwADQNo8FAwO0GTaNSjRpYrFaydu1C8/sBUAp+wk+A8H014nf4NoDJbqfHo4+y4LnnCHg8EFHHoCgoigKahslkQgWCXm9hncj2AEwOByqg+XwogQBaIFBYN6luXYJ5eQScztB2TSuKTVVDz5tgEIJBFFWlTq9e1Hr+ef59/XXWjxmD//BhTImJmGw2/IcPo1osJDZpgmfLFnyZmaGxcThIbtMGX0YG7u3bUU0mjFWqoGVlEcjOxmC3k3r//TgaNmTn008TOHAAQ0IC9hYtsDVtinv9evwZGRjMZhLOPZdqd96J688/yfm//8NQuTKV77gDxekk++OPCbpcWOrXJ7B1K4akJBJvvx17jx66z5fApk0433gD3/z5BN1ujJUrYzCbUapXx3zzzZj69AmNc2ny8+HVV2k87iPQgtC9B7z4EtSpU/J+vy2ACR9ATjZc0Q/6DQGLpfT+hBBCFKNomqaVd6Pjxo1j5syZ2Gw2pk2bxh133MFNN93EOeecw6hRo7jwwgvpofMmk56ejt1up3k5fHHv8bZ/1y4GtG9Pfm4uAbc7KlmJpCgKNpuN12fNokPXroXlXrebe84/n13r1+N2OkFRsNhsND/rLNb/+itKwcMWTloi245MaoxEJ0/huhpFCZYhNibAFLFfbHkkU0S7kX1pBe3qHbca0U5s++E+1Ii49I4tch9VUbBEPI2NOvsZiD5OvTqRCWe4LwvFxyEyVgUwqyqq2Yzmdhc0bkRVFAw+X9SYACgOB8n33EOV55+Pas/3++9k9+gBTmdUeXh/HA5M116LY/x4SpSXB23OhG3bosutVli2HOL9bb3xPLz5ArgK+rc74IxWMHMRmM0l93kSWrdu3SnxOlPeZFz0ybjEd7qPTXp6Oh06dNDdViHTSPXq1WPs2LGF99euXUvHjh0B6Ny5M7///ntFdHtCeffJJ8nJzMRbQnIFoGkaLqeTF265hchc9+cvvmDXhg2h5CpUEY/TyYpFi6BgVkcvuQIIEkpwwklU1Bt8zG9/nLj0kgqtoO1IgYLf4WNUIu7HO25DCe2HYyrp2GLj1DStcN94+wUi2o8dg8j+tZj7enHG9k8wWJRcAfj9BH2+wu2R+2v5+RweMwb/rl1R7eTedlux5CocNwD5+fimTiWwalUJ0QAffQjbtxcvd7thxN36+2QcgDHPFSVXAM58+HcNzPyq5P6EEELoqpAEq2fPnhiNRXMBmqYVntpwOBzk5uZWRLcnlN9mzyYQCJR5gA/s3k1WRkbR/tOn487P160bO+sST2TfJSUKsVOYJcUcWzec8OjNdsUTmyTp9XEk8Ua2WVIySxnqRLYdO7OnVy+cLMaju81oxLVgQVFbeXkE1q8vNR78fnw//VRCb8D0ryHepPSvi/TL/1wEpti5SUJJ1vfTS+5PCCGErgpbgxUpcr1Vfn4+SUlJceu63W7WrVt3LMKqUGarFdBPBvRowSA7du5k/6FDofsmE4qi8F/O4Jb7uV8dUbMzlJ7cxO5zPETO7h2t8L6ltaW3Lahp7MnLIxh+nnu9VFWUUuMJGgzsc7txlfD3UddsITHOtoDFwgadfe2Hc6gbDBZLKIOqSrbBxP5T4O8x1qnyOlPeZFz0ybjEJ2MT3zFJsFq0aMGSJUs455xzWLRoEeeee27cular9ZQ4n3vTQw/xxsMPF53iK4HJZKLT5ZfTNuI87pBHH2XV3Ll4IvYPzwLGJl26a7uInimKPT0WpjebEyD+EyN2dit8PxizLfZ+bGwlJSVqCfHGlsXOdgXQn1WKrFNS4hm5nx8obfVRuD898foxWK00GjoUJWJtU86AAXimToWCiwPCIsdQVVXqDR+OWqlS/IAeexx++xUCgehyRcEw/G79v62mTeHFx0IzVpH9WaxUuWckVU6Bv8dYp/u6kXhkXPTJuMR3uo9Nenp63G3H5FK+Rx55hLFjx9K/f398Ph89e/Y8Ft0eV/3uvJP/DR6M2WrF5HDErWexWml5zjk8/sknUeXNzzmH2159FYvNhj0pCYvdTkpqKqO++gpLQkLhzEnsuiEoelANFK09Csapr6K/fzBO3WILzCPqBYjuI0DxtpWYerHbwgvN9fqPPLbIfZLOPbdwljT2WMMik6B4YxebKJmMxui2CvpQDYbQOCgKqtWKsXFjFJsNNSkJNTERQ0oK5kqVMCQmErRaQ/vabCiJiRhq1qTW3LlRyRVAwrvvYurUKWpBeWFS6HCgVK6MY9askpMrgO7d4amnQVGKjk1RoOeloXI9RiP83zyoVQcSEiExCWx2eOFtOLNtyf0JIYTQVSFXER6tU+kqwrADe/awfsUKqtepgzMnh61r15KxZw/V69YlpU4d6jRsSMMWLeLun5+Twz9//EFGVhaXXnstqqoSCARYMXcuK+fNIzklhZadO5OflQWKwobFi/F7PNRr3Zo1c+fic7vpceed+Fwu1s2fz76NG9mzZg1Bv58G7dujaBqHtm0jd98+ElNSaHDWWbhzcqjRpAlbfv2VncuWYU1OZvjPP1OndWsWjhnD35MmYU1KCl3pZzCQevbZuLKy8Dud1GjVCs3v5+D69WRt3kzA6SS5Th0MJhP+3FySUlOp37UreXv24M3LA7+frPXrObRmDfW6d6fV0KHsnj8fgkFyNmzAnZGBNysLR2oq9ho1UIJBzFWqkPH779hr1aLjW2+xZe9emjVtypZPPsG9bx9JZ5yB0WbDtXMnKAq1+vTh4OzZOHftwmCxoBoM1B40iPy1azm8bBmmKlWw1a9P0OPh0MyZOFq2pO7dd6OYTBycPBn3hg3YmjbFXKsW9rZtcaanE3S5UAwGLI0aYWvRgkBuLs7ff0dNSsJ+zjkQDOL6/Xc0rxdL27Z4ly9HdTiwnHsuiiH+6i7/+vUE1q5FczpR69ZF8fvBaMR4wQUoeuuk4snKYs9771I7IQGu6AMNG5a+TzAIy/6EvFzoeAEkJJS9v5PM6f5fdzwyLvpkXOI73cempKsIJcE6SZzuT+KSyNjok3GJT8ZGn4yLPhmX+E73sTnmH9MghBBCCHE6kwRLCCGEEKKcSYIlhBBCCFHOJMESQgghhChnkmAJIYQQQpQzSbCEEEIIIcqZJFhCCCGEEOXsiL4q548//mDnzp20bt2ahg0bYrFYKiouIYQQQoiTVpkTrDFjxrBv3z42b96MyWTio48+YsyYMRUZmxBCCCHESanMpwjT09N55ZVXsNvtXHXVVezatasi4xJCCCGEOGmVOcEKBAJ4PB4URSEQCBR+ua4QQgghhIhW5izphhtuoG/fvmzcuJF+/foxaNCgioxLCHEszZoB57eCeonQvSMsmn+8IxJCiJNamddg9erVi/PPP5/t27dTt25dqlSpUpFxCSGOlakT4YE7wOUM3f/7Lxh0GXzxHXS5+PjGJoQQJ6lSE6xHH3007rYXX3yxXIMRQhxjmgajHylKrsJcLnj6YViQfnziEkKIk1yppwh79+5N7969OXz4MI0aNeKaa66hWbNmeL3eYxGfEKIiuVxw8ID+to3/HttYhBDiFFJqgnXhhRdy4YUX4na7ufXWW+nQoQM33ngjmZmZxyI+IURFslohIVF/W+26xzYWIYQ4hZR5kbvT6eSPP/4gLy+PX3/9FZ/PV5FxCSGOBVWFe0aC3R5dbrPDyNHHJyYhhDgFlDnBev7555k8eTL9+/dn2rRpvPHGGxUZlxDiWBnxMDzwJCQlg9EE1VLgxbeg74DjHZkQQpy0ynwVYePGjRk+fDibNm2iYcOGpKSkVGRcQohjRVHg3pGhRCsvDxITQ2VCCCGOWpkTrM8//5zvv/+e1q1bM378eHr16sXQoUMrMjYhxLGkqpCUdLyjEEKIU0KZE6zvv/+eL774AqPRiM/nY8CAAZJgCSGEEELoKPMaLE3TMBpD+ZjJZMJkMlVYUEIIIYQQJ7Myz2B16NCBESNG0KFDB9LT02nXrl1FxiWEEEIIcdIqc4L1yCOPsHDhQjZv3szVV19Nly5dKjIuIYQQQoiTVplPEc6fP5+VK1cydOhQPv/8c3777beKjEsIIYQQ4qRV5gRr7NixDB48GIA333yTd955p8KCEkIIIYQ4mZU5wTIajVStWhWAxMREVLXMuwohhBBCnFbKvAardevWPPDAA7Rt25bVq1fTokWLioxLCCGEEOKkVeYE64knnuDnn39my5Yt9OzZk4svvhiA3bt3U6dOnQoLUAghhBDiZFPmBEtRFLp3716s/NFHH+Xzzz8v16CEEEIIIU5mZU6w4tE0rTziOOl4vV52b9tGlZQUkipVYueWLfy7ahW16tblzLPPLlY/9/Bhpr37Ll6nk2vvvhtHYiL7d+7E7/ORtX8/HrebvEOHsCclUe+MM6jbtCmqqnJgxw4OHzzIhlWrOLx5M7kZGdQ/80yW//AD6/74g9yMDGo0bEhax46gaaiKgsXhwOfx8PukSVSqVYvazZqRtWMHaBqpbdqQVLUq25cvJ6lmTVRNI+D1sv3vvzEajdRu3hzP4cMc3ruX82++mew9e1g7cyYms5mkGjUwJyTgyc7GaDLRoHNnMlatwuRwYDSZqH3WWfgOH8aRkkLegQN4s7JIOfNMcnfuxJubS+1zzuHQ2rVkb99OUt26ZP3zD9bkZOr36EHA58N96BBGmw17tWrYa9XCl5tLUqNGeLOz8WRm4khNJW/bNlz796OaTCQ1a0b2ypW48vKgeXMg9HzM37oVg9WKrXZt3ccu6PPh3LoV/H5UqxXV4cC5di22Jk2w1atXWC/gcuHevh0CAYxJSVhSUwu3aZqGd+tWFKsVc+3aaMEg3q1bURMSMFaujHfbNowpKRgqV9aNIbB3L5rLhVqvHsGtW1EqVUKtXJnA1q2olSuDphHMzkYxGFBMJtSIvv+zvXvA7YYGDYu+czAQgO1bweWEhESo1yD6+whzcyBjH9SuB1Yr+P2wcytUqgKVq5bcX/YhOHwI6jQCYxleclx5kLEbqqeC1X50x6hpsH8LWOxQudbRtSGEEP/Bf06wlDJ+KazP52PkyJHs3r0bVVV59tlnady48X/t/riYMm4cLz30EIFAAJ/Hg0FRCHi9hdvNFgvvfvstF/bsidfj4cZzz2X9ihWF2z9+/nkMRF9hYAbCI6kAZquVxMRE8g8eRNO0wm1qwfbIB25Lejp//N//FbZnLKgT3ufv778vvP/X118X7hsuMxT8VoGNP/5YeHvDnDmF9SLbDZctnzChsM9wO2rEcYXLDDH7RW4D+P2JJ4rtB6AajZgVBUXTUAwGgh5PsXjDdTdWqsTZY8bw7+jReDIy0AIBklu35txp03A0aFA4Vrs+/5x/7r4bf14eBIOF7YT7tjZoQPuffuLQtGnsfO458HigoH/bGWfQbNo0gocOsW3wYHwHD0IggKVBA8jKIpiXh+b1omgaqsWCEgiQ2LcvtT/5BNVmA8C/YweH+vXDu3Jl6Lj8fjCbIRAIPa5GI4rbXTjeaBqK2YyaloZj2jQMBYnkUdmxHQZfC2tWgmqAatXgk0lwOBNG3AyHsyEYBIMKderCR1Og7Vkw6m74v89CyZGmQbfe8Mdc8PtCiVaXS+HVzyEx5nsM83PhySHw+xwwmkL7P/Q2/G+IfnyBAHzwAHz3IRiMoVj63Q83PXNkXz69diG8MwTyMkELQIN2cO80qFaOSaoQQpRC0f7jFNT1119fplOE8+bN47vvvuOtt95i8eLFTJkyhbFjx0bVSU9Px2630/y/vIlUsF/mzGHY1VfjcjoLyyITjzBFUVianc0Lt9/OT1OmFGsnnByoFCVXsW3EK7eE+4jtsyAWVWdbuM9wu+E6BqJjiU1cALSYtiPFHrs5ok54W2x7kUmS3v0wU5xjMcapD6GxKSxXVWx169J7yxYUg4FDCxey7H//IxDx2IX7j0xYjQ4H5mAQXK7C7YXbKlXC7PMRzM+PiifeeKtWK4lXXUXdL79ECwTY27gxgV27ChMqvcfQFBFP4XZFQalShaSdO1EKkrXSrFu3ruhvKRCAlo1h985Q4hJmtYFFA4+7eANJCXDtQJjxBbijxwyVogzZbIHzusH4H6Lr3N0b/poPPk9Ef3YYOxvady7e36dPwbTXwOOMrn/Li9B3RJmOmYzt8EBL8BQ9PqgGSKkPb24MfaE1MWMjCsm46JNxie90H5v09HQ6dOigu+0/f9ZCWfOzhg0bEggECAaD5OXlFX6v4cnm/RdeiEqu4g2gpmm8/eSTzJ06VXd7xFtc3DfaeOXolEMoEYqXXIW3A/gLfkfOGIV/9I6npLmDQJw+YmfcIsX2ES9ZincswRJiioonGMSXlcX+efMA2PzSS8WSq3DMkc/iYH4+mk5yBUB+PkFPUcJQ2h+Q5naTO306gexsPPPnE8zMLEyudOsT5zHWNDSPB9+MGaX0GMeCnyE7Mzq5AvB6IF8nuQpv+2pC8eQKop/AXg/8uQD27S4qO7Abli2ITq4g1NanLxVvT9Pg6zejk6tw/SmvxDkoHfM+CM2sRcUagMMHYN2isrcjhBD/0X/Ocs4999wy1bPb7ezevZtevXqRlZXFBx98oFvP7Xazbt26/xpWhdmxdWuxsnhvlv/8/XepCWi8fY+0/Gjptfdf+ohNsI6k37JuL2lEY7cFfD62/PUXWfXqcXjjxlJ6Lb19fNFv3npJcLH2VJX1f/6J6e+/sUQkVyXtp5tAu1zsW76c/DJ+D2jk31Ly8mXU8PsLJ50KxSZckbw+NKNapudDwGBkx9LfcTdtBYB161rqGYzF+wPc2zewNfZvPODjDGeufkKdfYD1ZXxNqL1xJckBb7HyQDDIvjVLyVFrhGI4wV9njhcZF30yLvHJ2MRXaoI1ZMiQuOusPv/8c4YNG1amjiZMmECnTp144IEH2Lt3LzfccAPfffcdFoslqp7Vaj2hpxsvuPhivpk0iWAgNFcSnv3QG6Erhgxh89Kl+Dwena0h8d7ejrT8SIRjjZy5if1d1sQr3uxUkBJm94geM73xKynJUeLsE9l/4X1FoeVVV5HcvDmBnj3ZMW5caN3QUbaP2YyiqmgF66RKevwLYzCbaXbxxfjr12f/s89GjXu8mUi9NhWrldp9+mAs499H9NS9Bq88V7ySyQSGIMXnIgGbHSXJAoezim+LCc6gBWnYvTfYHaGCBvXgeZ1nq9GE9YJe+n/jdZrA7uJJsNqkXdlfE86/EjYtij5FWBBfnc5XUadWU0BOa8Qj46JPxiW+031s0tPT424r9RTh6NGjefrpp0lJSWHAgAG8+uqrDBkyhLp16x5REElJSSQmJgKQnJyM3+8nENB5UT/B3T1qFI6EBFRD6H/z2MQkrHK1alx7yy08OW6cbjuRp+cCOvtTQnkwTnlkW7HbI08DhrPq8NtfIOK+3vGUlOxEPoHC7Ue2EW4z6hRcTLvxYvbH6TsyMYuKxWTCaDYX3jfY7dS67DKSW7YEoPGjj2JMTCy2YDp8KjLcXuI55xQuSo/sQzGbsZ1zDub69VEK/jEIQqg9nX9CFECx26nxyisoJhOm5s2x9umDYi+6Mq7YMUSUR22z2TB07IihU6di/ZRJ8xbQ+3KI6BuLBVLrQ0q14vEb1dBVhi98ALaIfZSCCE0Rj7zNDiOeKkquAGwOuO2p6KsADQawJ8KNj+jHOGIsWCLWlylK6CrAu94o+3FeOBgq1QRjxD9uFjuc2w8KkishhDgWSp3BatSoEQAHDx6kd+/eAPTo0YOJEyceUUc33ngjjz32GIMGDcLn83Hfffdhtx/lJdjHUb1Gjfg2PZ2xo0ezdNEiUmrVonqNGiz+8Ue8bjeqwUDnXr0YM2UKiqLwvyFDMFmtPDloEP6CmRMVaNCsGYf27MHjdBbOhoXXIhnNZi686ipqpqYy77PPyMvMRCuoo1KUoOglN+FtBopmQSLXV4VP2YS3BQrKAjrtxd4O1w2XxZ7+CccWWT+cKMS2Hdlf5H0FUAwGTAkJWBMTqdq8OZ6MDNwZGRhtNty7dqF5PGiAwWwOzUaZTDQaPJh2L7zApjffZOfUqRisVhrdeSeN77ijsF9baiqdli9n4zPPcODbbwm4XBiMRtRgkKDHgykhgXr33kvDxx7DtW4d2554gpxFi8Dnw1StGrWGDaPWPfegud3se/llsqZNQ7XZqDJ4MMH9+8n55htUiwVDcjKBvXsx1atHtUcfJbHg7wag6qRJ5H3wAXkffEAwNxdj1apoBw+iJCVhql6d4ObNKAYDBAJo2dmhxy0lBfNtt2EZMaLMV+3q+vRL+OQDGPdBaAF/337wwEhwu+C1Z2HGlNDHNCQlwfW3wt2PhD6yIaUGvPUsbNsErc+C626D2dNg8TyoVhNufxh69i3e3w0PQ2oT+OwVOLQPOl4Mt46CGnH+OTu7J7w6DyY+A9vXQZO2cP1TkNa+7MdoscMLf8G3L8Gf/wcWB/S8Cy6+7aiGTAghjlaZryK84YYbuOyyy2jdujV///03CxYs4MMPPyzXYE6GqwiPl9N9GrYkMjb6ZFzik7HRJ+OiT8YlvtN9bMrlKsLXXnuNLVu28Nprr7Ft2zbeeOMIpu2FEEIIIU4jZb6KMCUlhVtuuQVPwYLt7Ozsk/IUnxBCCCFERStzgvX000+zaNEiqlevHvpkcUVhis4HaAohhBBCnO7KnGCtWrWKefPmoar/+bNJhRBCCCFOaWXOlurXr194elAIIYQQQsRX5hmsvXv30rVrV+rXrw8gpwiFEEIIIeIoc4L1+uuvV2QcQgghhBCnjFJPEWZmZvLSSy8xbdo07HY7derUoU6dOsw42i+dFUIIIYQ4xZWaYD388MM0bNiQ6tWrM3jwYHbv3g3A0qVLKzw4IYQQQoiTUamnCL1eL/379wegefPm3HXXXUycOJEyfgC8EEIIIcRpp9QZrEAgwPr16wFo3749t99+O3feeSd5eXkVHpwQQgghxMmo1BmsJ554gueee4433niDatWq0bt3b3w+Hy+88MKxiO+Ut3PjRlb99huVa9SgY48eGE2mcu9D0zT+XbSIA5s3U69NG+q1acPauXM5vG8fTc47D4vDwfr587EmJdGqVy9MVmu5xxCP69Ahts+Zg2Iw0KBXLyzJySXWz9u+nX0LFmCuVIk6vXphsFiOUaT/jeb345o7l8C+fVjOPx9zs2bHO6TiXC6Y9wPk50GX7lCrTtn3zcyA334Eowk694KEpIqLUwhxmtOAYMGPWvCjHNeI9JSaYDVv3pyJEyfyySefMHToUAD69OnD5ZdfXuHBnco0TeOlW27hpy+/xGAwoKgqVoeDdxYupH45vvnmZGTwQteuHNq+HU3TCAYCGIJBTBYLWjBI0ONBCQYx2+0oioKiqoyYM4dG555bbjHEs3bCBBbceSeq0QiKghYI0HPSJJpcdVWxupqmkf7II/w7dixKwXgpRiOXzJ0LJ/hXNvk2bmRPly4E8/IgGIRgEMe115IyfjzKifLBvUsWw6DeoGkQ1CDgh/seh/ufKH3faePg+RFgCD2OBALwxlToelnFxy2EOM1ogItQchWmAjZOtCSrzK/uv/zyC4FAoGjHE+WN4ST105dfMm/qVLxuN678fJy5uWTt38/IPn3KdX3bJ7feyr4NG3Dn5eHJz0dzuwl4vbhzc/Hm56P5/WjBIJ68PNy5ubgOH+adyy4j4POVWwx6Dm/dyoK77iLgduPLy8OXm4vf6eTH667DmZFRrP6en35i/XvvEXC78efn48vNxZuVxbz//Q8t4nl5Itp31VUE9u1Dy81Fy89Hc7nI/7//I2/ixOMdWojHA4Mvg9wcyMsFZx543PDWi7D095L33boBnr8nVN+ZB/m54HbCff3hcNaxiV8IcRrxEp1cUXDffRxiKVmZs6SsrCwuvPBCrr32Wvr378+AAQMqMq5T3vT33sOdnx9VpmkaB3buZMeGDeXSh8/jYeUPP8RNluI9+AGfjw2LFpVLDPFsmDIFze8vvkFR2KzzESAbPvwQf8x4AQScTvJWrKiACMuHb9Mm/Fu3hmaGImj5+eS8//5xiirGb/NDM2ux3C6Y9HHJ+876EgI6zy9VhXnflEt4QghRJN4//wFCs1snjjJ/0OgHH3xQkXGcdjwul265ajDE3XakgoFAqbNh8SZUfeUUQzw+p5OgzsyTFgzi1+nb73TqN6QoBE/gr3DSXK5QsqEjGO+YjjW3W/91SdPAWTypjd7XFTolGCsYAE/FPoeEEOJEVuYZLIPBwMsvv8xtt93GCy+8IB/T8B/1GDgQi81WrNxksdD4zDPLpQ+L3U6Ddu3ibg+i/74a8PlI69KlXGKIp3GfPhjjLKZv+L//FS8bOBCjw1GsXAsESCjhGI83U4sWqHprxGw2EgYOPPYB6enUFfw6/xXaHXBl/5L3vbgPWHWOT9Ogc+/yiU8IIQoZ4pSfeAvdy5xgPfHEE/Tp04fJkydz1VVX8fjjj1dkXKe8q4cNo16zZtgSEgAwmc1Y7XaemjQJgyHeE+jI3TJ+PLbkZMwFyZxqtYKiYDCb0QDFYAgtTAZUoxGTzcZ177+PNTGx3GLQU+Oss2h+ww2hpKlgcb3RbqfDgw9SqUmTYvUbDRpE1Y4dMRaMl2IyYbDZOO/jjzHoJKonCsVgIOWLL1DsdjCbQ2UOB+amTUkeMeI4R1cguRI8/xZYbRB+7jkS4IKLoFefkvdtdx78byDYQo8jqhpKuO54HOo2qODAhRCnHwv6idSxu/q9rMp8itDj8XDxxRcD0L17dz799NMKC+p0YLXbGbdkCQu//pqlc+dSvW5dLrv5Zmo1aFCu/aS2asXrmzbxy/jx7Fm3jsYdO9K8a1eWTpnCoe3bOaNrV2wJCaz54QfslStzwc03U6t583KNIZ6u775LswEDWD9lCqrBwBmDB1PznHN066omE5fMncuu775j53ffYU1JocnNN5Oclsa6deuOSbxHy969O6nr1pHzySf4d+7E3r07jmuuQSlIuE4IQ26Fs8+HyZ9CzmHofSVc3Cvu6c1CigLPfgSXDYLZU8Fkhj5D4Myzj0nYQojTjQrYCa3FCn9Mg4kTbfYKjiDBCn/gaLNmzVi/fj2KcuIdzMnGZDbTY+BAelTwqaLEatW47OGHo8qufPrpqPvt+/at0Bj0KIpCnc6dqdO5c5nqqwYD9a68knpXXlmxgVUAY716VBk9+niHUbIzWsLo1458P0WBc7uGfoQQosIpwAn0D2ocZU6wnnjiCR577DEOHDhAjRo1ePbZZysyLiGEEEKIk1aZE6wWLVrw9ddfV2QsQgghhBCnhFITrBEjRvD222/TqVOnYtt+++23CglKCCGEEOJkVmqC9fbbbwPw6quvct5551V4QEIIIYQQJ7syf0zDO++8U5FxCCGEEEKcMsq8BktRFIYNG0bDhg0Lv4fw/vvvr7DAhBBCCCFOVmVOsK6++uqKjEMIIYQQ4pRR5lOEl19+OX6/n507d1K7dm26VPBXqQghhBBCnKzKnGA99dRT7Nmzh8WLF5Ofn88jjzxSkXEJIYQQQpy0ypxg7dixg3vuuQez2Uy3bt3Izc2tyLiEEEIIIU5aZU6wAoEAmZmZKIpCXl5e4UJ3IYQQQggRrcyL3O+77z4GDhxIRkYG/fv35/HHHz/izj788EPmz5+Pz+dj4MCB9OvX74jbONltXrOGbz76iI0rVxIMBDCoKnnZ2QR8Ppq1a4dRUVj87bd43W4sVitWqxWf04mmaVRPTeWsXr1Yu2AB+7ZswaCq+JxOgoEACgXfzmSxYLFa8eTkgKZhMBhQNA2CwcKvwlQLfsL76N2OLFMi9lEj2lBUFaPBAIEAWkH74RhURSHg9UIwiCGiPWLaNRT8hJkTEjAEgwSczqh6lipVSKpbF8+BA/jz8gh6PKBpGC0WTNWq4bzySryHDpG5eDGBvDwcDRuS2r8/+7//HteWLSS1aUOLF17A0agReyZPZu/kyXj37oVgEHPlylTr1Yuk1q059N13aD4f1QcMoPIll6AoCp5du9j5+ONkf/MNAZcLU+3a1H/jDapedRW+ffs4+MEH5M2dS9Dtxt6hA9Xuugtb27YABP1+sp56ipzPP0fLzkYxm7G0aUOlp5/Gv2QJ3mXLUBITCS5fjnbgAGpKCorZjOL3Y2rXDttdd2Fs357gwYN4x40j8MMPkJ+PoXVrTHfdhaFjR/0n2rJl1Hj9NTCZ4Jp+cNllpX9xcySXE6Z/Ab/9DKkNYMgdod8AHjfMmgqLZkPNVBh4OzRoUva2hTitaMAqYCGhLyfuBrTmRPxyYlG+FE3TtLJUXL16NWeeeSaZmZlUrlyZv/76i47xXtx1LFmyhE8//ZT33nsPl8vF+PHjufvuu6PqpKenY7fbad68+ZEdxUni+88+45U778TjchXbFv7qSkPEfa3gt5Hif4omohOeyPrh7xYnZr/IJEclOrEJt0dEf+E2w1+pGdlWbOIVuV2J6D/cXuxx6ZVHtm2iKPuPHYvY+uH49Y45nNyF7hiw16xJ8MABNJ8vOm5FAU0r/E521eEgpV8/6tx+O+u6dEHzeolVpW9fXHPnEszPh2CwqE+rldpvvEHlW25hR926BPfvL7YvgMFkwhgbR8RtFVCsVuwPPkjg3Xfh8OGofhSrFfOoUZgffTS64TfGwKgn0dxulGAQEhKgy0XwzbdlS7IOZ0Pvs+HAXnDmg8kMRiNM+A7adYRrzoOdW8GVD0ZT6OedadD1f6W3fYJYt27dKfs681/IuOj7b+PyIfAj4Cm4byWUZA0rj9COu9P9OZOenk6HDh10t5U6g7Vs2TI2bdrEhAkTuOmmmwAIBoN88cUXzJo1q8xB/Pbbb6SlpTFs2DDy8vJ4+OGHy7zvqcCZl8crd92lm1xBdCIQmagYdGvHT2wg9D+SRvHzv8GY9jSiE67YmSuIn9BoMfVjt0W2baB48hCOT+9/uMjY9cZCb59424IRbREI4Ny9G4tO+xT8n+EnlKgF8/PJ+OornHPn6iZXALnTp+ueYw+43ey97z60LVviJlcAAZ+vMKGLFU5CNbcb3/PPh/qJ+V9Ic7vxPfMMxuuvR61TJ1S4fz88/hh4PEXt5uXBwgXw/fdw+eVx4yn03suwZyd4C94QfN7Qz4ghMPQu2L4pNIsF4PeFfh68HpbsDyViQogC24A5QORriBv4GbgUaHwcYhLHSqn/ziYlJXHw4EG8Xi8ZGRlkZGSQmZnJQw89dEQdZWVlsWbNGt566y1Gjx7Ngw8+SBknz04Jq3//HWMJbz7hJCT2zVavTI3ZrideeXjEgxFlejNTkX0daR+R7cd7gukdVyS9fkvaJ9622GdYaWMXTg4hlGT59u6NG2NJ8StmM4cnTiyhhn58um1pWrHkqpDBQGDu3KL7P/8cOi0YKz8fZkwvQ2/A9/9XlFxFysmGbyYVJVeRfD5Yv7ps7Qtx2vgLCOiU+wq2iVNZqf9upqWlkZaWxtVXX02tWrUKy9euXXtEHVWqVIlGjRphNptp1KgRFouFzMxMqlatGlXP7Xazbt26I2r7ZLDvwAECAb0/tCN3LNPSyJmoo93/WKiQ1QxGIxzlYxYMBPAbDLqndyP917iDwO6sLFwFfzMJmYeorWnFZj41VSXL52N/Gf62GioGrHp9BQJ4DEZsetv8Prbu3YdXPTn+dk/V15n/SsZF39GOS+XK2VSvrqKq0a8jwaDKgQOHyco6+cf6RHrONGnSBJPOP5iaprF+/fpjPqlT5jVYl112GSNHjqRTp06MHz+emTNn8s0335S5owULFvD5558zfvx4Dhw4wODBg5kzZw4GQ9Fbwam8BisQCHBFaiqH4syIGChaBxU7g6Q3m2MherF4pPB6rpJOpcW2a4kojzylF3s/kor++jAKjiWybb3TiGbiz3BZdPqNNxbx6kP0uq3IunrrnsJ9hOurNhuV27Uj//ffdWM0AgajEfz+Yn2aqlal7ltvcXDwYN19w8LJSkmPlclsDt3WOVWpJiRg37cPxeEIFbhcULsm5OREV7TbYdFv0K5difEAMOkjePq+0EL3wmAMcGYHuP1eeOzW0PqrwiBUaNwc5qwpve0TxOm+biQeGRd9Rz8uWcDNRJ8ihNCr38dA1WJ7nGxO9+dMSWuwynxZ0YQJExg/fjxXXnkle/bsYdq0aUcURNeuXWnevDnXXHMNd955J6NGjYpKrk51BoOBN2fPplJKCmZr8fkBjaK1U5E/wYjtYQqhSefYulrEdo2ynx5TCK09oqC/yDgCMfdj9w/obIt9VP1x4ow93sg49Y4tcixij62ktsL7GJOSqNuvH5jNRWucwsdjNKKoKubERAyJiag2G2kffUSzGTMw16+PntTx47GdeSaK2VxYphgMGCtVosHs2SRddx32a67R3RdVxWi1EtB5LkDB+BoMqMnJ2GfPRu3YESL6wWBASUzEOmtWUXIFYLPBrB8gOZlAQgIkJoLVCi+9XLbkCmDQLXD5tWCxgiMx9FO3Pnz0f3D5ALj6hoJtCaFtNerAh9+WrW0hTiuVgYcJ/VtnK/ixAA9wKiRXomRlnsFavHgxL730Eu3bt2fTpk28+OKL1KtXr1yDOZVnsML8Ph9L581j/44daAUfo+DMzSXn4EFad+pE1dq1mfTMM+zfto16zZtTpUYN9m7aRF5ODmdfcgkd//c/1v7yC8tnz6ZG48bsWLmSjB07Qh/PYLNRvV49qjdsyIbFi8nZv586Z5xBwOVi/6ZNeJ1OFE0j6PdjNBgwqCrBYBCDpmEym7ElJ6P5fPjy8zEYDGh+P363G8VgwGKxFH50gjUpCXvlyiRWr44tMRHFYGD7okVoXi9VGjemZsuWaH4/+fv349y3D29ODqqiEPT50LxeFEUh6PGgqiop7dvjz8ggd+dOzImJtBk+nMz0dPJ37SJv61a0QABH7drU692bSmecQfbq1fjz8sjfsgXVaMRWowa+ypXpcPfd5G/eTOaff+Leu5dKrVtT7/rr2Tt9OjmrVlG1c2dqXXklqtGIc+tWDi1ciGf37lBSVbkySWefjeOMM8ieOxfN76dyjx4YK1UCQtPLOfPnc2D8eDxbt5LUtSu1H38co92Opmk4lyzBuXw5Wl4e1pYtSejRAzUiGfKuX0/Ou+/i37sXNTER6/nnkzh0KL4VK/CtXYuhcWMCv/+Of9MmTK1bo2gaWm4uxpYtMfXogWIJzS8G0tMJLF0Khw+jtmiBoUcPFJveCTvA7Wbnp+NJrVwFuneHatWO/Mm6dRP8vQRq1oFzO0dfgbhrG6Qvhmo14dyLQjNcJ5HT/b/ueGRc9P33cXECfxP6l649YC+XuE4Ep/tzpqQZrDInWAMGDGDMmDHUrl2bFStW8PDDD/PTTz+Ve6CneoJ1tE73J3FJZGz0ybjEJ2OjT8ZFn4xLfKf72PynU4T33nsvAJMmTWLOnDkAtG3bFkfkaQkhhBBCCFGo1ATr0KFDABiNRhYuXFhYnpiYWGFBCSGEEEKczI7oCwVPp8+tEkIIIYQ4WqUmWIqi6N4WQgghhBD6Sv2g0U2bNvHAAw+gaVrU7c2bNx+L+IQQQgghTjqlJlhvvvlm4e0BAwbo3hZCCCGEEEVKTbA6dux4LOIQQgghhDhlHNEidyGEEEIIUTpJsIQQQgghypkkWEIIIYQQ5UwSLCGEEEKIclbqIndxdP5auJCnbrqJfTt2YDSZaNK8OXs2b8adl4eiKGjBIAAKYDIYMBmNBDweAOxJSVxw2WWsX7KEgM9H1wEDaH/NNSX2t+6333jnhhvI2LYNo8lE3WbNcGVlYbRY6HbbbfQcMYLfP/uMn958k+y9e1FUFaPRSPX69XEePEjA56Nd3778b9QoEqrG/5b3f3/4gXnPPEP2jh2kduzIJc8+izUxkQWjRrHl55+xp6TQ6aGHOHPQoFI/N237jz/y5+jR5GzZgikhAX9uLkGPBzQNR40atLrrLs68+27UMnyRsGvvXtY8/TR7v/8eU3IyTe+5h4Y33sjWd99l00sv4c3MxGCxUPuaa2j+0ktYa9ZE0zT2TJjA9jFj8GdmktiiBYGDB/Ht30/iuefS8NlncW/YwK7nn8e7dy+2Zs1QnE58O3Zgbd6cOs88Q+IFF+A/cIDdd91F7qxZaH4/xnr1SDz/fJyzZxPMyUFRFAwmE6ZatUgeNgxrmzbkPPMMvg0bMDZsiGIyEdiwAUNyMmp2NlpGBgSDKGYzprZtsT//PMZu3fC98w6+0aMhOxvsdox33IH5mWdg1SqCTz4Jq1dD06aoo0ejXHQRtpUr4L67IX0Z+H3gsMNlV8DF3WHcu7Dh39C/WIoCLVtD6zYwfzbk50GvPvDgU1AtJf6g//UrvD0K/vkbAgGwWqHrZXD3aKj9H78I3u2EKS/BvImh+HpcD/0fgZXzYMqzcHAXNDsX+o2EP7+G36aAwQTdh8Ll98PvX8APb0B+JrS+FK4ZDVXrhtre/Cep0x6A7K1QMw2uehbSLizqW9Pg76kw72XIPQBNu0LvZ6Bao7LFfmgDLHwSdv4GCTXhgseg+dXF6wX9sOJtWP0B+N3Q9Bro+CRYK/+3sTvVBPeC52nwfw9KMpjuAfMtoMj8gDixlfnLno+FU+XLntMXLeKWiy4q/OR7AwXvYwU/RPyGUJZriCmjYB8DYLJYqFq3Lp+uW4fRZCrW36Zly3i0Y8fQGwNFWXO4PbPNRuXq1cnPyMDrdEbta6JoGtNgNlOpdm2eWrMGi853Tf716ad8O3w4voI2FEXBaLNhNRjwO51ogUCoTYeD8++/n27PPBN3jP6dNImfb78df0w84XEKx93g8su5ZOrUuO0ArP7jD7ZcdRWeQ4fQ/P7QsdjtJNWqhXv79sKyMFv16lz0779se/55dn7wAcH8/MKxLnwMFAXFZMKoquB2R+1vLKin2mw0mjyZvbfeSiAjI6qOQvH/XlTAZDZjDARCCUnsNoo/BxRAsdmwdOqEMm9e4WNcuF+rVpg2b0ZxuYoK7XbUxx9Fe+l51JjYMSigaKHgIgc7PABhJhNUqwG/rYXEJIr5ZTbcfTW4XdHlBhWSK8N3ayClZvH9yiIYhBHnwtbV4C2I32yFlFqQtx88Bc+ZcAJvMULAV1DPBlVSwHUIPPkFx2YERyV4ZS3s/Qfe/B+a11k01mYb3PU1tO4Vuv/jczDvJfAW7K+oYE2Ch1dClVISx8xN8HEH8OWBFvonCpMdujwL594fXfe7q2DHT+AvOB7VDImpMHg1GG1HOGjl44T74l4tE/JagHYICP8d28F0PdjeP2ZhnHDjcgI53cfmP33Zszhyo2+9tTC5UohOriKTrDC95Aqg4OUZn8dD1t69LP7mG93+Prz11sI3Xr0EzutykbV9e7HkKrIPgIDXS25GBksmTSpeLxDgh4ceKkyuIPTVST6nE2deXmFyBeDLz2fxq6/iPnxYN14tGGTRAw8US65i4/G7XGz77juy1q/XbSfs0JQpeA8fjkqkgk4nzs2biyVXAJ7MTLa+8QY7332XYH7oTbTYY6BpaF4v/tgEBQgfadDlYtcddxAo+L7OqN0LfmKpXm+x5CpcX+85oAG4XPjmztX9qqrg2rVorpgkx+mE558tnlwBBLSiziI7jH0l8PkgOxMmT9CJCnj+3uLJFUAgCPm58Nkb+vuVxbIfYce6ouQKQrcPbS1KriD0nNc08Pgi6rkga0dRcgWhmSJXLsx5G6bcD5HJVXifyfeGbnvyYO4LRckVhBIlT34o6SrNr8+AL78ouQLwOeGXp0KzVGEHV8OOH4uSK4CgF5z7YP2U0vs5XXjeB+0wRckVgBN8n0Jw9/GKSogykQSrAuzesqXwdmlfLlTaAxB+S/U4naxdvFi3zp6IBEQvgSsphmDMfW9+PusjvtQ7LHffvqjkKlJA543fYLGQsW6dbn3XwYN44yRfkTRANRjI+OuvEuvl//UXwZhkosRj9vvJ+OEHVIulTDGUVBbYty8041KGfeMlUfH6iRQ52RS9o1bsMQTA643fWGwg8YJyOWHxguLlwSBs2xC/fZ8Xlv4Sf3tp1i8FV150mUL8QYosj/cH5ffAuoWwa7X+9v0bIBiA/f+GTjXGCvpg86ISwwZg52LQiifQKApkFb0usP8v/WB9+bC7DP2cLgILAZ1/FLBCYMWxjUWIIyQJVgVISCo6pVLaG2dZz8+arFZqNmyou81ROXrNxpGc8419bzWazdRo2rRYPXuVKnHb1Xt/Dng8JNWpo1vfnJyMUoZ1VQqAopCQmlpiPXO9esXaK2kMFEXB0awZwZKSkNLiCt+2HZtTOfFmxCBOflTS+reyfqWoyQSNij8XUAtOA8ajqpDauIyd6EipB9aYU9QlZadKGeopKtRoDEnV9dtwVAbVAMl1wB/neVFV/+8vSqX6+uUBHzhqFN1PSNVfQ2SwQvJ/GLtTjdqE6HPXYT5QS35dEOJ4kwSrAtw2alThbS3it96bZLxyiJ6NMhiNdB88WLe/Ac89V3hbbzZDMRhQzWYMOuu3Yl+6DGYzF952W7F6JpuNs268EVNMQmG0WrGYzdFtWCw0uOgikuMkRkaLhVa33orRbi8ea+RtVcVeqxa1OnfWbSes2pAhxWejjMa4M1RGi4Wmo0aR1LEjSkHsQXQeA4NBd81b+I9GtdupOmJEYRslHUv4fgDQdJKfkiZosNlQatTQzy8cDtTYJM9uR+vRk6DVGj+oyAOO17HJDDfeqb9t6ENgK/74AaH1Ujc/EKfRMujSD0yW6CRRUUC1hNZLxYp8FVPU0FomY8xjYrJC7/uh90gwx8RttkPPB0O3k2vBGZeAMea5Y7JD95Glx37B42CMad9ohWZ9wB5x8UhqN7BVAyXmL1A1QquhpfdzujDfA8T+HZtAbQGG1scjIiHKTBKsCjBoxAgGDB9eeBWdDwqvhNNLqPw6ZYmVKmE1mzFZrdRr3py7J0wgKc7Vfd1uuonLH3ywsL8AoaTKaLFgtFhofM45PLV0KS0uvhij2Yyihh52k8mE0WxGNRoxWa1Ua9SIEXPmULluXd1+Ln/zTdpffz1GqxWT3Y41OZn/vf461375JY7q1THZ7RgsFppdfjnXTptW4hh1evVVWtx4IwabDYPViqKqqKpacFGbgtFkolanTvRZsKDUqxGtjRrRacYMbHXrYrDZUC0WanTvTpdly6hy/vlFb9SKgjUlhbNnziShWTPafvMNVXv2RLFY0KxWFJsNxWRCtdsxVKpE4zFjqD5wIIrVimq3o1qtGEwmjA4Hqt1OjQceoM6LL1J/9mzUSpWKAlIUzJUqRcWtAgaTCXOnTiTccUeoL4cDLBYUqxXFaiWoqsVyHcVsxnrHHSSuWoVywQVRSYfSpAnW5ctRn3gCEhLA4QCbDYYNQ5k5i0M33Ax2O4Rn90xGqFUTLr8CLFYwFiSPJnMogUhtAGYzWG1Qtz58MQvqx5m1ue0RuP6eUN1w+0YjpNSAMZOhZfsSH7MS2RLgjV+hwZmhRMtkgUZtYMxS6DIolCxZ7KGF69c+DqnNQ2VGMzQ+C55bCq17hpIksw0q1YJ7pkH9NnDxcOj9CEGTDSyOUHLV/Z5Q4hV2/RdwZp/Q/iY7OFJg0HhodEHpsTe8GHq/D7YqoX0NFjijH1z+aXQ91QDXLIJa54XqGKyQ3ASumguOWkc/dqcawxlgnwFKXcAGWMBwMdhnH+/IhCiVXEVYgTxuN/+uWEFKrVrUrl+fQ/v3s2/7dqqnpnJo714y9uyhVr162BISSK5alV2bNnE4I4M2nTtjtdvJOnCAgN9Ptdq1y3Slht/vZ9OSJVRNTaVaaipZe/ZgNJtJSim61D4/Kwt3bi7WxETcublUrlsXZ2YmPrebSnXqlJrMAHjy8sg/eJDkOnUKZ8WCgQA5u3ZhrVQJa3JymcfIl5+P6+BBHLVq4Tp4EMVgQPP5QlcnlvBxEZHCY6NpGq5duzAmJGCOOG3qPXQI1549mJKTsaWmFjtGX3Y2/pwcrHXrEnQ68R06hLl2bdSCYwvk5uLLzMRSpw6a349v3z5MNWuiRswQaZqGd/Nmgnl5WJo1Q7XZ8O/bR+DQIdSCU8aqzYahWrXQeLlcBPfvx1CrFqgqgT17UKtWRTEY8K9fDyYTit2OoUYNlIiZPi0ri+CmTSipqag1i67S0zwe2LsXatQoPG25bt06mjdsCPv2gcUSWrhet27oFJ7TCQczoFLl0GL26jVDH7OQeSi09qp23ZJPM4a5XXBwfyhh83mhZkH75SVzX+h3lYgrEl15kHsIqtQuShIz94RmfypFnALMzwZXDlQpHtO/q1dwRq1KkFRDf1YMwJ0DziyoVDeUEB2JoB9ydocSLUtiyXVdByHgAUftso15BTphrwjTNNB2gZIAyrH/GIsTdlxOAKf72JR0FaEkWCeJ0/1JXBIZG30yLvHJ2OiTcdEn4xLf6T428jENQgghhBDHkCRYQgghhBDlTBIsIYQQQohyJgmWEEIIIUQ5kwRLCCGEEKKcSYIlhBBCCFHOJMESQgghhChnkmAJIYQQQpQzSbCEEEIIIcqZJFhCCCGEEOVMEqyTjKZpHD54EJ/Hc7xDEUIIIUQcxzzBOnToEF26dGHz5s3HuuuT3u8zZnB93brcULcu11aqxNjbb5dESwghhDgBGY9lZz6fj1GjRmG1Wo9lt6eEbX//zbhbb8XjdBaWzZ84EXd+Pg9NmnQcIxNCCCFErGM6g/Xyyy8zYMAAqlevfiy7PSXM+/DDqOTq/9u797io6vyP468zV2AQxUsqebdMLV1D0zQvXTBtTdtcNdOo1mq1bLWbeUnMVrRM3dzMSnPNX6ZrVnavTW0r1FUzVlNbvOalvKCIhgMMMDPn9wdIIINaHQHj/Xw8fOR8z+X7OR9mmrfnnGEAcrOzWfP222QcO1ZOVYmIiEgoZXYGa9myZVSvXp0uXbowd+7cUtfz+XykpKSUVVkXjKN794Yct9ntbFi1ipjLLivbgioQPWdCU19Kp96Epr6Epr6UTr0pXZkFrLfffhvDMFi7di0pKSmMHj2al156iVq1ahVbLywsjBYtWpRVWReMRm3acPzAAYKBQPEFpsk13bsT5vGUT2EVQEpKip4zIagvpVNvQlNfQlNfSlfZe5OcnFzqsjILWIsWLSr8e3x8PBMnTiwRrqR0ccOG8b/PP8fn9WKaJgDuiAj6Pf54pQ5XIiIiFZF+TcMFolajRsxYu5Z2v/89kdHRXHzZZdz/wgvcPmFCeZcmIiIipynTTxGesnDhwvKY9oLX8PLLmfjhh+VdhoiIiJyFzmCJiIiIWEwBS0RERMRiClgiIiIiFlPAEhEREbGYApaIiIiIxRSwRERERCymgCUiIiJiMQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWK5fvIqwITp48yZqkJNxuN527dcPpdJZ3SQQCAbasXk1WRgbN27dnz+bN+PPyaN2t2xm3y8nK4tsvv8Sw2bi8WzfsDgfbVq3Cl5lJiy5dcIWHsy0pCX9ODs27dSMsMrLEPoLBIHvWrsWblobD6WTfhg3UaNSINv364fZ4Qq6/b80avIcPYwYCuKtU4cS+fXgPHuTy/v2p3bo1BzdswHvoEDFXXUWVmJhS6z/27bec2LmT6pdfTvSll5Lx3Xcc27yZqCZNqNG69c9vZBnI2buXkytXEjh5ksjOnXE3bUrWmjXYqlTB06ULht1+TvsJer3kJiWB04m7WzcMlwuAwO7dBLZswda0KY5Wrc7fgXy/Hzb/F+o1gNZXgmHkj2dlwdovwW6Hjt3A7T5/NZyLzAzYugpcYdCqKzjK//Va6MR+OPhfqFofYmJ/6qGIVGqVMmAtWbiQkcOG4XA4wDRxOJ28+dFHtL/66nKr6bstWxjVowfZXi/BQABfVhZhbjdut5uA38+gxERatGhRYrsNH3zAc4MGYdjyT0aagQBhDgdmMAiGgd/nw+VwYHfk/6gDfj/3vPIKnQYNKtzHkV27eD4ujsy0NHKzsjBMk1NvEYvvvZe7Fi8mtn//wvWPbt/O/O7dyUxLI5idDfx0KtQAkiZPxhEWhtNux26348/NJfbPf+bGmTMxirz55Hq9vN+7N6lffYXN4SCQm0tkjRrkHjuG3eUi6PdTo00ben38Me6qVa1r9q9gBgLsHTKE44sWQSBQOO4A7JGRYBjYIiJotHw54WcJh1lLlnDinnug4GeDzUb1d94hd/Zs8j78EFwu8PtxxMZS5aOPsEVFWXcgwSCMuBfe+mf+PIEAXNIMli2Hr1bDg/FgK3KC+x9vQ9c46+b/OVb8H7xwP9gLQpXdCZM+guYdyqeeU4JBeG8ofPM62F0QDECNS+FPy8FTq3xrE5FyZ5imaZZ3EackJycTERERMkhYZef27XS+8kqyC4LBKVFVq7Lz0CHCw8PP29ylCQQC9K9Xj/TDh0sss5MfXpxhYcxPSaFOo0aFy9IPHeKBpk3JLXIsTqDov58dpz0GcIWHM2XzZmpfcgmmafJU8+Yc3bkT0zSxhVjf7nQyYedOqjdsiGmaTG/ShON792IUrFv0T1EGPyV4p8fD7+fModXgwYXLVwwZwvbFiwnk5EDBcdpP24/N5aLxH/7AjW+8UaI3p6SkpJzX50xRqTNncnD0aMzc3GLjRY8VwH7RRbQ4cADDEfrfMP7du0lt1QpOex46XC4cdnvxcZcLV//+VHn99Z9V6xn78spsmPh4/pmqU5xO6HANbFkPvuJ1ER4BG3+AatE/q4ZfbX8KPNgWck+rx1MN/nko/4zWL2DJc2b9S/CvxyCvSA9tDmh8XX7IugCV5WvpQqK+lK6y9yY5OZm2bduGXFbp7sF6/dVXycvLKzFuBoMs//jjcqgINhdczgsleOq/gQCfnfYGu2bJEorm41ABJ5SA38+q//s/AA5s3syJAwcwi5y1KrF+Xh4bCuY+8PXXZKallZgn1LZFk3teZiZf/f3vPy0LBouFKygZrgCCubnseffdYuuVp6OzZpUIV5B/rEWP18zOJjMpqdT9ZL32Gvj9JcbteXklQhe5ueS++SZmiOftLzZ3VvFwBZCXB1+tyj8zczrDgI+XWTf/uVo+HwIhjjsYgA2flH09Ra2bVTxcAQT9sDcJstLLpyYRqTAqXcA6fvw4/hBvbMFgkIwffyyHiiArI+Os920E8vI4efx48e1+/BF/keBxrnd+BPLyyCzYly8jA9s53C+UdeJE4fqGzXbOcxWVU6S/wUCA4LkGhmCwwgSsoNd7bisaBoEzPJ+CJ07kB5rTlXZCORAIvf4vdTIj9LgB5JUMkPjzIKMcXh8nj0Og5OsV04SsUo6hrOScDD1u2CD3HJ8nIvKbVekC1u/79MET4iZvfyDAtXHlc49Jq86d8Yc4KwI//YBc4eF06NWr2LI2PXrgKnJJ8/TzDqVd+3V7PFzZuzcADdq1I1hwL1Fp69scDi7//e8BqN+hA0G/v9R1S2N3ubjs1lt/eux0Uis2ttg6wVJqqHrZZbisvP/oV6jaq9c53cRs5ubi6dq11OVhvXphhPrwgM1W/N6nAvYrrsCIiPh5xZ5Jz94/3ftVVLWa+ZcDT2ezw7U9rJv/XF3dB8JKvl4J+KHNDWVfT1HNe4MtxM32npr5N7yLSKVW6QLWjTfdRMfOnfEUeXOLiIhgxKOPUr9Bg3KpKap6df78zDO4IyKK3QR+6tJbmMdD82uuoc111xXbrtnVV9P+D38o9qlAw+nE5nAUhgDD4Si8AR7yw1WLa6/liu7dgfzgNnD2bJzh4Rg2W+GlrsKgYxi0uPFGLr322vztIyPpNXMmjoJgZ/JTMDo9HDkKanBERBAZE0Onxx8vtvyGuXNxRkZiL/jkHG43hmFgD8u/r8bmcuGIjOTaefPOrZFloG5iIo6aNUuErMLLm4aBERFB7cmTcdSoUep+3HFxuK+/vljIMjweXEOGYERHQ0EPcLkgMpLIV16x9kDGPgU1asKpgO50QkQEzFkEN/aGiCLhL8IDt90FzS+3toZz0b4XtOwEYQX1GAa4PdB/FNSqV/b1FHX9k/k3szsKemhzgDMCbp2vTxKKSOW7yR3ybyp/9623eOuf/yTC4+Gue++l62nhpTx8u3YtH8yZw4/HjtGweXOO7ttHwO/nhsGDqd68OZdfXvINLhgM8vUHH/DlwoUYdjvX3XUXEVWq8O9XXiHrxx/pOGAAUTVrsvq118jNzqbj7bdzVd++JS4Lfr9xI0kvvkjqzp34jh/He+QIkTVrEjdqFO3uuAPbaWdVfvj6a9a9+CKpmzcDYLPZyDp8mEBODo2uvZb2DzxAytKl/Lh3L0169OB3f/oT7ipVStR/8vvv+Wb2bNI2b6ZO+/ZcOmAAe995h8P/+Q/RLVtyxfDhRBW5sT+Usr7J0p+ezpFZszi+ZAmmz4enUyc8rVuTtWYN9uhoqg8diqdTp7PuxwwE8L3zDlmLF2O43UTccw9hcXEEjx7F9/LL+NeuxX7FFYQNH469YcOfXedZ+3LiOLw2D1Z/AU0uhfuGQ9NL8+/B+vR9eGsh2B1w291wfc/yCw0BP6x6C75ckn82q+e98Ltrf9UuLXvOZJ+Ar+fBns+hxiXQYTjUbPbr91tOKvsNy6VRX0pX2XtzppvcK2XAuhBV9ifxmag3oakvpVNvQlNfQlNfSlfZe6NPEYqIiIiUIQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgiYiIiFjMUVYT5eXlMW7cOA4cOEBubi73338/N9xwQ1lNb5lvN27kw6VLMQyDmwcMoGWbNue8bZbXy/IlS9i9ZQuXtG7NjQMHEu7xnL9iLZDn87Fu3jy+mj+f4/v3ExYZSetbb6VHYiKpmzfz7bJlOMLD+d3tt3NRJf4+KhERkaLKLGC9//77VKtWjWnTpnH8+HFuvfXWCy5gzUhIYN7f/kauzwfAqzNnMnT0aB568smzbnt4/37ubt+ebK+X7MxMwj0eXh4/ngVffUXt+vXPd+m/iDctjemtW5Nx6FDhWNaxY3w5cyZrn38el9tNns+HzW5n1fTp3DRtGh2HDy/HikVERCqGMrtE2LNnT0aOHFn42G63l9XUltiVksK8GTPwZWURDAYJBoP4srOZM3Uqu7dvP+v2Ux94gBNpaWRnZgKQnZnJ8aNHmT5ixPku/Rf7aOzYYuHqFBMgGCQvOxtMk6Dfjz87m08ee4yThw+XeZ0iIiIVTZkFLI/HQ2RkJF6vlxEjRvDQQw+V1dSWWPHee/jz8kqMB/x+Vr7//hm3NU2TdZ9+SjAQKDYeDARY8/HHltZppW+WLi11mRlizLDb2V6Bj0dERKSslNklQoBDhw4xfPhwBg0aRO/evUOu4/P5SElJKcuyzkl6ejoYRskFhkF6evoZazZNE8MWOsvabLZzOt7y6IsZ6njPtL5pknr0aJnXWVGfM+VNfSmdehOa+hKa+lI69aZ0ZRaw0tLSGDJkCBMmTKBjx46lrhcWFkaLCniz9F3Dh7Nw1qwSZ7Fsdjt3Dx9O3Xr1zrh9XP/+rFy6tNj2TpeLGwcOPKfjTUlJKfO+XH3vvXz5t7+BWfJ8VajoZZgm1w8dSni1aue9tqLKozcXAvWldOpNaOpLaOpL6Sp7b5KTk0tdVmaXCF9++WUyMjJ48cUXiY+PJz4+Hl/BzeIXgnoNGzJx1izcYWGER0QQHhGBOyyMSbNnnzVcATz6/PM0aNaMiMhIXG43EZGRNLjsMh7629/KoPpfpudTTxHTunWJcQOwezw4wsJwhofj9HhwhoczYPHiMg9XIiIiFVGZncEaP34848ePL6vpzouB997LDTffzMoPPsAwDG7o3ZtatWuf07ZVq1dn8ebNbPjsM/Zu20bjFi1od/312Eq5dFgRuD0eHt24kZ2ffcaG117j0JYtRNaoQbv4eNrddRcn9u9n+8cf43C7aXHLLURUr17eJYuIiFQIZXoP1m9BrTp1uP2++37RtjabjQ7du9Ohe3eLqzp/DMOgWVwczeLiSiyr1qABHYYNK4eqREREKraKe/pERERE5AKlgCUiIiJiMQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgVWCmaZK0dCmPXHMNU/v04bUJE/CeOHHe5kvft48lw4aR2KIFL950E7uSkiyfI5CXx8bZs3ktNpbXrryS/86aRSA31/J5REREypO+7LkCe2XUKD5++WV8mZkAvDltGp8vXsyLmzYRHhlp6Vxp333Hs23bkuP1EvT7Sd22jd1JSQycO5erBg+2ZA7TNFl2880cWL0af1YWAEljxrDrvffov2IFhmFYMo+IiEh50xmsCurYoUN88MILheEKIM/nI/3gQZYvWGD5fB9NmIAvI4Og3184lpuVxdsjRxIoMvZr/LBqFQfXrCkMVwD+rCwOrVvH9198YckcIiIiFYECVgW146uvcLrdJcZzsrP5+pNPLJ9v1xdfYAaDJcbzsrM5/v33lsxxYPVq/D5fyTmysjiwerUlc4iIiFQEClgVVLXatQmGCDw2u52LGjSwfL4qtWuHHA8GAniqV7dkDk+dOjjCwkqMO8LD8dSpY8kcIiIiFYECVgXVvEMHasTEYLPbi407XS56Dx9u+Xzdx4zBFRFRbMzhdtOqTx/Cq1a1ZI5m/fphOEre9mdzOLhswABL5hAREakIFLAqKMMweOazz2japg2u8HDcHg+R0dE8vmgRja64wvL5ruzfn54JCbgiIgiLisIRFkaLHj0Y/Oqrls3hjopiwGefEdWwIU6PB6fHQ5UGDei/ciVui0KciIhIRaBPEVZgterVY9bXX3N4zx62btrEdb17Yw9xBsgq3ceMoetf/sKRHTuoWrcuUefhsl2dtm25b88e0rdtwzRNarRooU8PiojIb44C1gWgTuPGHPf5zmu4OsXt8VD/yivP6xyGYVCjRYvzOoeIiEh50iVCEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgiYiIiFis0gWsQCDwq7cLBoMEg8FfvJ+fU0MgEMifr8g2gUAAv98PgGmahfs0TTPkPkLVW3QsGAgQLNiHPzf3nGsLnuU4TNM86zoVgWmamBdAnSIicuEos4AVDAaZMGECt912G/Hx8ezbt6+spgbgg3ff5YomTajqcFC/Rg1mTptWaiApatGcOcTWqUNjh4O2dety05VX0szlopnbzX233ELqwYNn3Ydpmrzx/PNcW6UKHR0OOjocXB8dzfuvvlrqNinr1zO0TRt6Ohz0sNt5uFUrhjRrxoBq1ejjcHCL08mtYWH0dTjo53DQ3+HgjqpVeXvKlMLgdOLwYWb27cuf3G7+5HIxvVcvdq1bx99uuon7XC7uczr5s8vFUIeDBxwOHnQ4+IvbzYjwcNbMm1dqbV8vWMDkiy9mrMNBYkwMX/3jH8WWB/1+vkhIYFq1akxxOHi5ZUv2fPbZWftU1oI5OWwbOZJ/R0ay0ulkXdu2/PjVV+VdloiI/AaU2Zc9r1y5ktzcXN544w02bdrEM888w0svvVQmc/97xQqGDB5MdlYWAMfT05kycSK+7GzGTJhQ6naL5szhr488Urjd0cOHOXr4MAb5yfTzjz/mj5068e8dO3C5XKXu55/PPcfssWPJK3J2yHviBFOHDcNut9PrzjuLrf/Djh08fsMN+DIzi40f3rkTo8jj3JwcbICz4HH2yZO8mZiILyuLgRMn8tdOnTj2/fcEC852bf70Uzb/6184AbMghPmDQZyAUfAHwO/zsei++4iuX5+WPXoUqyF54ULeHT6cvIKenDx0iPdHjMAwDK4aMgSAT0eO5JsFC/AXrJOWksIbffpw55dfEtOuXal9KmtbBg0i7ZNPCGZnA3Dyv/8l+frruXrTJiIuuaScqxMRkQtZmZ3BSk5OpkuXLgC0adOGrVu3ltXUPDV+fGFIOiUrK4uZ06eTl5dX6nYznnyyxHYAp857Bfx+TqSns/L990vdRzAY5B+JicXC1Sl5ubnMCRHw3pwxg1yfr9iYHYqFq8L9F6kHIDc7mw9nzmTDsmWcTEsrDFcAZiCAGQwSOO1yoa2Ufb85cmSJseXjxxeGq8LjyMpiecFx+H78kU3z5xeGq1P82dmsmjQpxCzlI3v/ftI+/rgwXJ0SyMlh7/Tp5VSViIj8VpTZGSyv10tkZGThY7vdjt/vx+EoXoLP5yMlJcXSuXdu3x5yPDc3l/Xr1lGjZs0SywJ+P2mpqWfdd5bXy/pVq2h8+eUhl2dnZpJ18mSp26d+/32J4/123boS9y6FCkClCQYCJK9YQU6IcAj5oexUsj5Twj62f3+J2n784YeQ62YcOMD//vc/MnbtwrDbS65gmhzcuNHyny38sueMb906TEeIp7/fz9F1685LnWXtfLyWfivUm9DUl9DUl9KpN6Urs4AVGRlJZpFLXsFgsES4AggLC6NFixaWzt3yiitYt2ZNyLmu7tgxZB0AdS6+mMMHDpxx3xGRkVxz3XWl1myaJlWqVeNEWlrI5Rc3blxi29916cIP//sfgaJnnzj3kGV3OunQqxeb3ngDX4hwVzRUnelW/VpNmpSoLbpxY9J37y6xbrWGDWnZsiU59evzRYgbxg2bjfrt21v+swVISUn52fv1Va3KGr+f0+/CM5xOanfpQvPzUGdZ+yV9qSzUm9DUl9DUl9JV9t4kJyeXuqzMLhHGxsaSlJQEwKZNm2jWrFlZTc3EKVMIj4goNhYREcGYhIRSwxXA6BDbwU9NczqdXFSnDtfffHOp+zAMg6GTJuEMcY+W0+XigaefLjHe79FHcYWHFxsLQIkwcKqWosHLFR5O3zFjiO3dm+iLL8budBYuszsc2Ox27KedYTp936f+PvDFF0vMd9Mzz+A8rTZnRAQ3PfMMAO4qVWj34IM4T+ubIyyMLme4362shcXEcFG/fthOOxZbWBgNH320nKoSEZHfijILWN27d8flcjFw4ECefvppxo4dW1ZT07lrV5a+9x6tfvc7nE4n9erXZ+rMmfzlkUfOuN0f77yTZ+fNo2HTpjicThpecgkdu3UjIiKCcI+HmwcO5K3//OeMIQ3gj8OGMW7uXKJr1SocqxkTQ+I//0lc//4l1q/buDEzV6+mVdeu2Gw2DMPAZrPRNDaW6Lp1C9cLj4wkLCws/4FhULV2be6eMYM/jh2LzW5nwpo1dBo8GLfHgys8nPYDBpC4cSNX9euHKzwch9uNqyAImUX+hFetyj1vvMGlXbuWqK11v34MfP11ajZrhs3ppMYllzBgwQLaDBxYuM4NU6fS9a9/xVOnDjank5gOHRj82WfUbt36jH0qa5fPn0/DUaNw1qiB4XIRfd11XLV6NeGNGpV3aSIicoEzzHP5XQVlJDk5mYiIiEp9urE0lf007JmoN6GpL6VTb0JTX0JTX0pX2XuTnJxM27ZtQy6rdL9oVEREROR8U8ASERERsZgCloiIiIjFFLBERERELKaAJSIiImIxBSwRERERiylgiYiIiFhMAUtERETEYgpYIiIiIhZTwBIRERGxWIX7qhwRERGRC0VpX5VToQKWiIiIyG+BLhGKiIiIWEwBS0RERMRijvIuACAYDDJx4kS2b9+Oy+UiMTGRhg0blndZlvvmm2+YPn06CxcuZN++fYwZMwbDMLj00kt58sknsdlsLF26lCVLluBwOLj//vu57rrr8Pl8jBo1imPHjuHxeJg6dSrVq1dn06ZNTJ48GbvdTufOnXnwwQcBeOGFF/jiiy9wOByMGzeO1q1bl/ORly4vL49x48Zx4MABcnNzuf/++7nkkkvUGyAQCDB+/Hj27NmD3W7n6aefxjRN9abAsWPH6Nu3L/Pnz8fhcKgvBf7whz9QpUoVAOrVq8ewYcPUG2DOnDn8+9//Ji8vj9tvv5327dtX+r4sW7aMd955B4CcnBxSUlJYvHgxU6ZMqdR9sYxZAXz66afm6NGjTdM0zY0bN5rDhg0r54qsN3fuXPPmm282+/fvb5qmaQ4dOtRct26daZqmmZCQYC5fvtw8cuSIefPNN5s5OTlmRkZG4d/nz59vPv/886ZpmuaHH35oTpo0yTRN0+zTp4+5b98+MxgMmvfee6+5detWc+vWrWZ8fLwZDAbNAwcOmH379i2fAz5Hb731lpmYmGiapmmmp6eb3bp1U28KrFixwhwzZoxpmqa5bt06c9iwYepNgdzcXPOBBx4wb7zxRnPXrl3qSwGfz2fecsstxcbUm/zXz9ChQ81AIGB6vV7z+eefV19OM3HiRHPJkiXqi4UqxCXC5ORkunTpAkCbNm3YunVrOVdkvQYNGjBr1qzCx99++y3t27cHoGvXrvznP/9h8+bNXHnllbhcLqpUqUKDBg3Ytm1bsf507dqVtWvX4vV6yc3NpUGDBhiGQefOnVm7di3Jycl07twZwzCIiYkhEAiQnp5eLsd8Lnr27MnIkSMLH9vtdvWmQFxcHJMmTQLg4MGD1KxZU70pMHXqVAYOHMhFF10E6PV0yrZt28jOzmbIkCHceeedbNq0Sb0BVq9eTbNmzRg+fDjDhg3j2muvVV+K2LJlC7t27eK2225TXyxUIQKW1+slMjKy8LHdbsfv95djRdbr0aMHDsdPV2RN08QwDAA8Hg8nT57E6/UWnto/Ne71eouNF123aM/ONl5ReTweIiMj8Xq9jBgxgoceeki9KcLhcDB69GgmTZpEjx491BvyL2tUr1698H/soNfTKWFhYdxzzz384x//4KmnnuKxxx5Tb4Djx4+zdetW/v73v6svIcyZM4fhw4cDei1ZqULcgxUZGUlmZmbh42AwWCyM/BbZbD9l28zMTKKiokr0ITMzkypVqhQbP9O6UVFROJ3OkPuoyA4dOsTw4cMZNGgQvXv3Ztq0aYXLKntvIP9szWOPPcaAAQPIyckpHK+svXn77bcxDIO1a9eSkpLC6NGji/1LuLL2BaBx48Y0bNgQwzBo3Lgx1apV49tvvy1cXll7U61aNZo0aYLL5aJJkya43W4OHz5cuLyy9gUgIyOD7777jquvvhrQe5OVKsQZrNjYWJKSkgDYtGkTzZo1K+eKzr+WLVuyfv16AJKSkmjXrh2tW7cmOTmZnJwcTp48ye7du2nWrBmxsbF8+eWXheu2bduWyMhInE4n+/fvxzRNVq9eTbt27YiNjWX16tUEg0EOHjxIMBikevXq5XmoZ5SWlsaQIUMYNWoU/fr1A9SbU959913mzJkDQHh4OIZhcMUVV1T63ixatIjXX3+dhQsX0qJFC6ZOnUrXrl0rfV8A3nrrLZ555hkAUlNT8Xq9XHPNNZW+N23btmXVqlWYpklqairZ2dl07Nix0vcFYMOGDXTq1Knwsf7/a50K8YtGT32KcMeOHZimyZQpU2jatGl5l2W5H374gUceeYSlS5eyZ88eEhISyMvLo0mTJiQmJmK321m6dClvvPEGpmkydOhQevToQXZ2NqNHj+bo0aM4nU5mzJhBrVq12LRpE1OmTCEQCNC5c2cefvhhAGbNmkVSUhLBYJCxY8fSrl27cj7y0iUmJvLJJ5/QpEmTwrEnnniCxMTESt+brKwsxo4dS1paGn6/n/vuu4+mTZvqeVNEfHw8EydOxGazqS9Abm4uY8eO5eDBgxiGwWOPPUZ0dLR6Azz77LOsX78e0zR5+OGHqVevnvoCzJs3D4fDwd133w2g9yYLVYiAJSIiIvJbUiEuEYqIiIj8lihgiYiIiFhMAUtERETEYgpYIiIiIhZTwBIRERGxmAKWiFhi/fr1dOzYkfj4eOLj4xkwYAALFy78Vft8+OGHyc3N/dnbXXPNNee03rJly5g+ffrP3r+IyNn8tn9duoiUqauvvprnnnsOyP+dTD179uSWW24hKirqF+3v1L5ERC40Clgicl54vV5sNht2u534+Hiio6PJyMhg7ty5TJw4kX379hEMBnnooYfo0KEDn3/+OS+88AKQ/9ukn3rqKeLi4vjkk084evQoTzzxBH6/H8MwGD9+PM2bNy+cKxAIkJCQwK5du6hfv37hWa9Dhw6RkJBATk4ObrebSZMmUbdu3ZD1zpgxg61bt5KZmUnTpk15+umniy3/5ptvmDx5MqZpUrt2baZPn87mzZsLa/b5fEydOpWYmBhGjhyJ1+vF5/MxatQoOnTowOuvv87y5cvx+/1UqVKFWbNm4XK5zkfrRaQCUMASEcusW7eO+Ph4DMPA6XSSkJCAx+MBoHfv3nTv3p3FixcTHR3NlClTOH78OHfccQfvvfcekyZN4s0336RGjRq88MILxb4r7tlnnyU+Pp64uDhSUlIYN24cy5YtK1yelJRETk4OS5cu5eDBg3z66adA/vc4xsfH061bN9auXcv06dOZMWNGibq9Xi9RUVG8+uqrBINBevXqRWpqKrVr1y5cJyEhgeeee46mTZuyaNEidu/ezc6dO5k2bRq1a9fm5Zdf5l//+hdxcXGkpaWxYMECjh07xt69ewkGg5w4cYIFCxZgs9m455572LJlC23btj1fPwoRKWcKWCJimaKXCE/XuHFjAHbs2EFycjKbN28GwO/3c+zYMaKioqhRowYADz74YLFtd+/ezVVXXQVAixYtioUvgJ07d9K6dWsAYmJiCs9S7dixgzlz5jBv3jxM08TpdIasze12k56eziOPPEJERARZWVnk5eUVW+fYsWOFX+E1ePBgIP8M2eTJk4mIiCA1NZXY2FguvfRSBg8ezCOPPILf7yc+Ph6bzYbT6Szc/+HDh/H7/efQURG5UClgiUiZMAwDgCZNmlCnTh2GDRuGz+fjpZdeolatWmRkZHDixAmqVatGYmIiffr0Kdy2adOmfP3119xwww2kpKRQs2bNYvtu0qQJH330EXfddRepqamkpqYWjg8ZMoTY2Fh2797Nhg0bQtaWlJTEoUOHmDlzJunp6axYsYLTv0XsoosuYu/evTRq1Ii5c+fSuHFjEhISWLlyJZGRkYwePRrTNNm+fTuZmZnMnTuXI0eOMHDgQOrWrcvKlSt58803yc7Opm/fviX2LyK/LQpYIlKmBg4cyPjx47njjjvwer0MGjQIm83Gk08+ydChQ7HZbLRs2ZJWrVoVbvP444+TkJDA/Pnz8fv9TJ48udg+4+LiSE5Opn///sTExBAdHQ3A6NGjmThxIjk5Ofh8Pp544omQNbVu3ZoXX3yRAQMG4HK5qF+/PkeOHKF+/fqF6zz11FOMGzcOm81GrVq1uPvuu7nlllsYMGAAUVFR1KxZkyNHjtCoUSNmz57Nu+++i9PpZMSIETRs2JDw8HD69u2Ly+WiVq1aHDly5Dx0V0QqCn3Zs4iIiIjF9HuwRERERCymgCUiIiJiMQUsEREREYspYImIiIhYTAFLRERExGIKWCIiIiIWU8ASERERsZgCloiIiIjF/h/stbrMwEAPygAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAGCCAYAAAA43m01AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABknElEQVR4nO3dd5gT5d7G8W/q9qUXKUuTpYMUUUREEEGRpkgTsOERFV4Uj4hiw4M0xY4KWFA5RwURFUQQEAUbKKugIB0F6XWB7Snz/hESkmyyLrhDvT/XxcVm5plnfvMkm7kzM5m1GIZhICIiIiJFznq6CxARERE5VyloiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtESOycvLY8qUKXTp0oWLLrqIJk2acMMNNzBlyhRyc3NPqs/+/fvTtm3bIq707z300EPUqlXrlK93586dDB48mObNm9OmTRsmTpyI1+st1LKzZs2iVq1a1KpViwULFkRt99RTT1GrVi1TxvXjjz+mVq1avPHGGwW2GzJkCPXr1+fQoUP/aH3Lly8PbPPf/Tvf+V8fy5cvP92liJwQ++kuQORM4Ha7GTBgACtXrqRbt2706tULj8fDihUreO6551i8eDHvvvsuTqfzdJdaKL169aJFixandJ25ubkMGDCA7OxshgwZwu+//87LL79MfHw8t99++wn19eWXX9K+ffuI8xYvXlwU5UZ09dVXM3LkSObPn88dd9wRsU1mZiZLliyhVatWlChR4h+tr0aNGjz99NMh0x588EGqV6/OXXfd9Y/6FpEzg4KWCDBv3jx+/PFHXn755ZAd/M0338wbb7zBM888w8yZM7nppptOY5WF17hxYxo3bnxK17lixQq2bNnCCy+8wLXXXgvAL7/8wty5c08oaFWqVImvv/4aj8eDzWYLmbdmzRp27NhByZIli7R2v8TERNq2bcvnn3/Ojh07qFixYr42X375JTk5OXTp0uUfr6906dJ07do1ZNqDDz4YcbqInJ106lAEXyAAaNmyZb55ffv2xeFwsHLlylNc1dklOzsb8J0+BDAMg7y8PBwOxwn1c9VVV5Genk5aWlq+eQsXLiQlJYULL7zwnxcchT9AffHFFxHnf/7554FAJiLydxS0RICEhAQApk+fnm9eXFwcP//8c75TPPPnz6dfv340bdqU+vXr07ZtW55++mny8vIKXNemTZsYNGgQzZo1o1GjRvTu3ZtvvvkmpE3//v259dZbWbx4MR07dqRhw4Z069Yt386/f//+DBgwgOeff57GjRvTokUL1q9fH/EarT179jBixAguv/xyGjduTPfu3Vm0aFFIm927d/Pggw9y6aWX0qBBA7p168bs2bMLHrxjLr30UkqUKMGrr77KunXrGDlyJNu3b6dPnz6FWt6vZcuWxMXFRTxFuGjRIq6++uqIy/3www/ccccdXHLJJdSrV49WrVrx+OOPc+TIkUAbwzCYOHEiHTp0oEGDBlx22WUMGzaMXbt2BdpcfvnllChRImLQOnLkCN9++y0dOnQgJiYGgJdffpkGDRrw559/MnDgQBo3bszFF1/M8OHDQ67h8rdbuHAhLVu2pHHjxnz44YeFGpMtW7ZQq1atfK9BgGeeeYb69etz+PBhXn75ZerWrcuWLVvo378/jRo1om3btrz66qt4PJ6Q5Q4fPsyoUaNo1aoV9evX59prr+Wdd97hZP8qW15eXuCIcMOGDenQoQNTpkwJWW92djbPPvssbdu2DfzOTJgwIRDS/Q4cOMDDDz/MpZdeStOmTXn88ccj/l7l5uby/PPPB/q76qqrePHFF//2d1DkVFLQEsF3FMPhcDB+/Hg6derECy+8wPLlywNv2OHXZn344Yfce++9JCUl8cADD/Dggw9SsWJF3nzzTaZMmRJ1PevXr6dXr15s2rSJgQMHMnToUNxuN3feeSeff/55SNvNmzczZMgQLr74Yh544AGsVitDhgxhzpw5Ie1+/vln5s6dy7Bhw7j++usjHu1JT0+nZ8+ezJ07ly5duvDggw8SGxvL4MGDA2Frz5499OjRg++//57+/fszfPhwSpQowbBhw/724nDwnXZ78sknycjI4Prrr2fmzJk88MADJ3wKLDY2lpYtW/Lll1+GTP/zzz/ZuHFjxKD17bffcvvttweuD3vkkUdo2LAh06dPZ+zYsYF2kyZN4pVXXgmEsB49erBo0SJuv/32QCBwOBxce+21rFq1KiSAASxYsACXy5XvtKHX6+Xmm28mISGB4cOH0759ez755BNGjhwZ0s7tdvPoo49yyy23MGDAAJo2bVqoMalevTr16tVj/vz5+ebNmzePVq1aUaxYMcAXJm+77TZiYmIYNmwY9erV48UXX+TJJ58MLJOVlUW/fv349NNPuf766xkxYgQ1a9ZkzJgx/Oc//ylUTeEGDRrExIkTadiwIQ8//DBNmjTh2WefDYTDvLw8brvtNl5//XUuvfRSRowYQfPmzXn99de5/fbbcblcgC889evXj88++4zu3bvzf//3f6xatYoJEyaErM/j8TBw4ECmTp1K27ZteeSRR7j00kuZNGkSQ4YMOenAKFLkDBExDMMwvvrqK6NFixZGampq4N9FF11k3H///caWLVtC2l5zzTVGr169DK/XG5jmcrmMK664wujUqVNgWr9+/Yw2bdqEPG7Xrp2RmZkZstxNN91kXHbZZUZubm6gXWpqqjF16tRAu+zsbOPqq682Lr/8csPj8YS0W7ZsWUh9w4cPN1JTUwOPn376aSM1NdVYsWJFYFpOTo7Rrl07o3v37oFlmjdvbuzZsyekr/vvv9+oX7++sX///gLHLz093RgxYoRRq1YtIzU11Rg0aFCB7cN99NFHgW2ZNWuWkZqaamzYsCEwf8qUKUbLli0Nr9ebb1wHDBhgtGnTJjB+fj179jQaN24ceHzttdcad955Z0ib999/3+jSpYuxdevWwLS0tLR8428YhnH77bcbV1xxRWD8DcMwXnrpJSM1NdUYO3ZsSNsBAwYYdevWNbKyskLavfTSSwWOQ2pqqtGvX79809966y0jNTXVWLVqVWDazz//bKSmphpz584NWcc999wT8tr897//bdSqVcvYtGlToF29evWMdevWhazj2WefNVJTU421a9cWWGO4r7/+2khNTTVee+21kOn//ve/jXr16hnp6enGe++9F3FMX3/9dSM1NdX43//+ZxiGYUybNs1ITU01Fi5cGGiTmZlpdOzYMeS17n+9LF26NKS/Dz74IN/yIqeTjmiJHHPllVfy1Vdf8fzzz9O1a1fKlClDVlYWn332GV27duXHH38MtJ09ezZTpkzBYrEEph04cIDk5GSysrIi9n/o0CF+/PFHWrduTU5ODgcPHuTgwYMcOXKEq6++mv379/Pbb78F2iclJYVcfB8bG0ufPn3Yu3cvq1evDpl+8cUXF7htX3/9NfXq1Qs5ghITE8OUKVN46aWX8Hq9LFq0iGbNmmG32wO1HTx4kPbt25OXl8d3330Xtf+DBw/St29fPv30U4YNG0b9+vVZuHAhn376KeC7rmnp0qUF1hjsyiuvxGazhRzVWrRoEe3atQsZc7/Jkyfz0UcfhRx5PHToEImJiSHPR/ny5Vm+fDnvvPMO+/fvB6B37958+umnpKSkBNo1adKEypUrh5w+PHjwIMuWLaNTp05YrfnfOv1fAPCrU6cObreb9PT0kOmXX355IUchVMeOHbFarcybNy8wbe7cucTHx9OmTZuQtnfeeWfION12220YhsFXX30F+I7MpaamUqZMmZDnul27dgCBdoX19ddfY7Va6devX8j04cOH8+mnn5KYmMjixYtJTEykb9++IW1uvvlmEhMTA8/10qVLKV26dKAWgPj4eHr06BGy3IIFCyhZsiT16tUL2YbWrVtjs9n4+uuvT2gbRMyibx2KBImJiaFjx4507NgR8H3L7a233uKzzz7jiSeeCOzkHA4HP/30E5999hlbtmxh27ZtHDhwACDiN9UA/vrrLwCmTZvGtGnTIrYJPlWVkpKS75RllSpVANixYwcNGzYEoHjx4hF3/MF27NgR8eLtatWqAb6QePToURYtWpTvuq1ItYV77rnn2LhxIxMmTKBz5860b9+eG264gZEjR1K3bl1Gjx5NmTJluOKKKwqs069EiRI0bdqUxYsXc9ddd7F3715WrVrFvffeG7G9zWbjr7/+4sUXX2TTpk1s27aNPXv25Gv34IMPcvfddzNmzBjGjh1LvXr1aNu2LT179qRMmTIhbTt16sSkSZPYs2cP5cqVY/78+bjd7qjfNgz/JqT/uQu/NqpUqVKFGoNw5cqV4+KLL+aLL75g+PDheL1e5s+fz1VXXUVcXFxI2xo1aoQ8Dn7dAGzbto2cnJyotwAp6LmOZMeOHZQqVYrExMSQ6WXKlAmM6/bt26lcuXK+L0c4nU4qV64cqG3Hjh1Urlw53zr8r1W/bdu2cfDgwSLbBhGzKGjJeS8rK4vJkydTr169fPduqlevHs8++yxHjhxh6dKlHDp0iBIlSvDss88yZcoU6taty0UXXUTXrl1p3Lgxo0aNivoG79/h9u3bN+TTerDg66sifVvPf/PP4NsehN8CIdq6Ix0JCq+tQ4cO9O7dO2KbSDs/vy+//JKqVavSuXPnQNuxY8cyaNAg+vXrR3p6er6jHX/nqquuYty4cezdu5dFixaRnJxM8+bNI7b94IMPeOKJJ6hWrRrNmjWjffv2NGrUiGnTpoVc01a7dm2++OILvvnmG7766iu++eYbXnrpJd5++20++OCDkIDSuXNnXnvtNRYsWED//v2ZN29egTcPLWh8g/1dKC5I586defTRR1m1ahU5OTns27ePTp065WsX/toJf914PB6aNm3K4MGDI66nbNmyJ1TX372+gAKvmfJ6vYGaLRZLxBsEhy/v8XioWrUqTzzxRMQ+k5OT/65skVNCQUvOezExMbz55ps0btw46k0yL7zwQr755htiY2PZsWMHU6ZMoWvXrvm+BeY/HRWJ/0iXzWbjsssuC5m3adMmtm/fHnJkYvv27RiGEbID+/PPP4HjRygKq0KFCmzbti3f9I8//pi0tDQef/xx4uLicLvd+WrbuXMnv//+e76jJsEMw8gX+Nq1a8ftt9/OW2+9hcPhOOF7kLVr146xY8fy9ddf8+WXX9KmTRvs9vxvWbm5uYwbN45LLrmEt956K6TNiy++GPjZ4/Gwbt06EhMTueqqq7jqqqsA32nNoUOH8uGHH/LQQw8F2teoUYN69eqxYMECOnbsyIoVK/j3v/99QttQ1Dp06MB//vMfFi9eTHZ2NsWLF494S5K//vorJLSHv24qVqxIZmZmvuf68OHD/PDDDyf1+vr+++/JzMwMfIMXjh8Rvvvuu6lYsSIrV67E5XKFBMG8vDy2b99Os2bNAN991FasWIHb7Q55Lv1HhP0qVarE6tWrufTSS0PCq8vlYuHChZQvX/6EtkHELLpGS857NpuNjh078uOPPwauKQqWnp7OF198wWWXXUZcXByHDx8GyPftviVLlvDnn3/idrsjrqds2bLUr1+fjz/+OOS0lsvlYsSIEQwZMiRk2f3794dcj5Odnc37779P1apVT/hPslxxxRX89ttvIdd2uVwu3nzzTVavXo3T6eSKK65gyZIlrFu3LmTZcePGMWjQoAL/3Mwll1zC5s2bQ65jc7vd7N27N7CuSLfOKEilSpWoXbs2n332GcuXL496W4ecnByys7OpWrVqyI557dq1gXrcbjcej4ebb76ZMWPGhCzfqFEjIPKRpi5duvDzzz8Hjor5j9idLsnJybRu3ZolS5awZMkSOnToEPHIZ/ip6alTp2K32wOnj9u2bcu6devyXcf02muvce+997Jx48YTqqt169Z4vd58t6t4//33mTdvHqVLl6Zt27ZkZGTwv//9L6TNe++9R2ZmJldeeSUA7du35+jRoyF9uVwuZsyYEbJc27ZtSU9P5/333w+Z/sEHHzB06FB++OGHE9oGEbPoiJYIvr8N+Ouvv/Lggw8ye/ZsWrVqRWJiItu2bWPWrFm4XC4ef/xxwBewKlSowKRJk8jNzaV8+fL8+uuvfPzxx8TExJCZmRl1Pf6v9nfv3p0+ffpQvHhx5s6dy6pVq/j3v/8d8iddHA4HDz/8MGvWrKFs2bJ89NFH7Nmzh0mTJp3w9g0cOJD58+dzyy230K9fP8qWLcvcuXPZvHkzb775JgAPPPAAy5cvp2/fvvTt25cKFSrw9ddf89VXX9GrVy9q1qwZtf8HHniA77//nnvuuYdbb72VYsWK8fHHH7NmzRruuusuvv76a5577jnsdvsJ3SW+Xbt2TJw4kfj4+KgXkRcrVoxGjRoxa9YsEhMTqVatGhs3buTDDz8MhKfMzEyKFStG//79ee211xg0aBCtWrUiJyeH6dOnExcXR/fu3fP1fd111/H000/zyiuv0Lx5c8qVK1fo2s3SqVOnwLVqTz31VMQ2H3/8MRkZGTRp0iRwmnTQoEGBo6oDBw5kwYIFDB48mN69e1OzZk3S0tL49NNPueKKKwp9LZ1f27ZtadmyJePGjWPjxo00aNCAX375hU8++YRBgwZRvHhxevTowccff8y4cePYsGED9evXZ/Xq1cyaNYtGjRoFLnbv2rUrM2bMYNSoUWzevJmqVasye/Zs9u3bF7JOf3+jRo1izZo1NGzYkA0bNjB9+nTq1avHDTfccKJDK2IKBS0RfBcyz5o1i7fffpsvv/ySV155hezsbMqWLUv79u256667AtetOJ1OpkyZwrhx43j33XcxDIOUlBRGjBiB2+1m9OjRrF69mvr16+dbT+PGjXn//fd5+eWXmTp1Km63m2rVqjFu3Diuv/76kLZly5ZlxIgRjB8/nn379lGvXj2mTp36t98wjKR06dLMmDGDZ599lg8++IC8vDxq167NW2+9FbiYOCUlhRkzZvDSSy8xY8YMsrKyqFy5Mg8//DD9+/cvsP/KlSvzwQcfMGHCBKZOnYrH46FevXpMnjyZK6+8kv79+3PPPfdQqVKlE6rbH7RatWpFbGxs1HYvvvgiY8eO5aOPPiIvL4+KFSty5513UqNGDf7v//6PZcuW0aFDB4YMGULx4sX56KOPGD9+PDabjSZNmvDMM8/ku4AcfBdzX3rppXz33XdF8id3ikKbNm1ITEwkMTExcLot3MSJE3nllVdYsGABlStXZtSoUfTs2TMwv3jx4kyfPp2XXnqJ+fPnM336dCpUqMA999zDnXfeecLXkVmtVl599VVeffVV5syZw+zZs0lJSeHxxx8P3LDW6XTy9ttv88orrzBv3jxmz55N+fLlGThwIHfffXfgyJzNZuONN97g+eefZ968eWRlZXHFFVdw6623MnTo0MA6g/v74osvmD17NmXLlqVPnz4MGjSowFPdIqeSxSjoCkUROS369+/Pjh07TP0Dyqda+PVmcnLy8vK47LLL6NWrF8OGDQuZ9/LLLzNx4kS+/PLLEw61ImIOXaMlIqeEQlbRmDt3LkePHtWpMZGzhE4dioicBd566y1+/vlnli5dSps2bSKe6ixKBw8ezHcPsEhiY2NJSkoytRaRs5mClojIWcDj8fDtt9/SqFGjqBfBF6Ubb7wxcBPRglx//fWMGzfO9HpEzla6RktERPJJS0uLeOPQcGXLlo34h8xFxEdBS0RERMQkZ+ypw7S0tNNdgoiIiEihNW3aNN+0MzZoQeSCxXfH6zp16pzuMs44GpfoNDaRaVyi09hEpnGJ7nwfm2gHiHR7BxERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZOc0XeGl38u4+BBvn3vPQ7t2EHtVq1odM01WK1WPG43v86dy5IpU9i8fDnO+HjaDhrEdcOHs/m775g/Zgw5R47QuHt3kkqV4s/ly9n5669k7N5NbHIyjXv14pIBA3DGxfHNhAmsfO89DI+HShdfTExCAhm7dlGyRg0ubN+eHT/8wOb588k5dIjYpCQqXnIJxVJS2Pzpp2Tu3UtscjLlGjcmJimJ2GLFqNqxI7ElS7L07rs5sHIljuRk6t99N86EBLJ27iSxcmU2TZvG0fXriSlRgpoDBuCIi2PdO+/w66ZNWOx2SjVpQt7+/bgOHMDucBBXvjzlOnQga/NmDi5dSkyZMqQ+8QTuAwc4uHgxrgMH8GZk4MnMhNxccLlwHzgAViuJNWsSU748WatX4yhZkvJ33QXZ2Rz88EOssbE4q1Yl44svMPLyiK1cGc++fVgcDkr2709i27bse+QRcn7+GWtCAgktW+IoUwb3li241q/HYrOR2KsXxYYPxxofH3jePLt2kTV+PK4VK7BVr47F5cL7449YXC6sDgcWqxVL+fJYKlbEVro0Frsdi90OHg+WPXuwHDqExTCwXHUVluuuo+S0dyEvD7ZshBXLwe2GcuUgLhZiY6FxE6hRA/bshL17YN9u2LENKlaGe/4NP34Dy5ZApaow7EmoeuyPCGdnwecfwm8r4Ogh8HrAaoVixcECHD4AySXgohZQqxEsnQ1eL7S9Hmo2LNyL2OuFnxfBrOdg+wYoXw26DYHvPoSdm6H+FdBvJOzaCMs/BosVWvaEirV8y2/7DZa8DT/PgezDUKEW3DEZKvzDO1gbBmxcCMteg9wjUKcTXPwviEks3LI7f4Atn0NMMtTqDVk74I+54EyC1D6QnPLP6guWtQ22vweeDCjXCUpcAhZL9PYZayh9dBL8UQbK3ggJdYuulpNlZELue+D5DDDA0QkcfcGScJIdbgM+ArKADkCzf1hgBrAQ2A3UB1qgXayASX9U2uPx8Oijj/LHH39gs9kYO3YsKSnH3zQWL17MK6+8gt1up3v37vTs2TNfH2lpafoTPFEU9s8cbFy+nDFXX43H7SYvO5vYxEQqN2jAsNmzea59e7atXOl7ww8SGxcH2dmBx3Z8+8tIYuLicBoG3pwcONbOgu8wafAyFsAWNM0a9jh4WQvgcDjA5QqsO3x5P9uxvoygOsP7dAb97Bdcn+3Ystagx9Hah2+fNWhbCOojeFknkQ8bO8L6tMTFUeH333FUrUru3Lkc6dbNF4aC+gyuM9K6rEQeB6sFDIcdq78/S1ABwZ34B4OweeGDaLHA+MlwZXvofikcSYfcnNBCwp+4GBtYPGCz+Z4whxP6/xvuHhVhdIK4XfDwNfDrV/gWDFtH4LEN4u3gdfvqszngptGQmw6zx4EnL3/f/V9gbdX2J/cnQzxumHqdL2gF1xVfDAavgFIXRl/WMODzm2HTx+DKApsdLF6w2311Wh1gsUH7tyE1/3vjCdv+PvwyAPCA1wW2eKjQExq/GTls/TEato7G8OZhweKrp+pjUPXhf17LyfL8ARnNgQOAcey5twClIHE5WKufYIczgCGAB3ADccCNwItEf8fzifz+uxEYfKyvnGP9VQJeBeI5X+hP8ETOLaacOvzqq68A+OCDDxgyZAhjx44NzHO5XIwdO5a33nqLadOmMX36dPbt22dGGec1wzB4sVcvso8eJe9YcMrJyGDrypW80qcPO1avzheyAHKys/Ee+9mWb26ovOxscnNygncz+fZ/4NsNBbfxkp8R9L/H5QpZd6SQFbyMf354G8ex/8One8N+9tccKWRFqtcbYd2Rgk9B/BEqsN3Z2ezr3RsjN5cjPXuGhCx/O4PQ7YxWZ77pBsdDlr9B8D8/T9BK/CINomHAw3fDQ3fAgX2hISu4kJCfPcf+8/iOeuVmw7TnYONvFGj+W7D6GwI71+DBDlmnBzJyff973JCXDf97CD57OnLIAvjvUKw5RwtefzSr3ofNiwl9ZQNZh+HDWwtedsvcYyEr07e81wV4wJN77HEeeLJh4W2Qd5L1+bmOwMoB4M329YsBnkzYOQP2LczfPmsDbB0N3mws/hDizYY/R0HWpn9Wyz+RNQDYz/GQhe9n9kP2gBPsLB1fyMoBXMf6yQJmAktPssAn8R3R8v8uZANbgf+eZH9yLjElaLVr145Ro3yfVHfu3Enp0qUD8zZv3kxKSgrFihXD6XTStGlTVqxYYUYZ57VdGzZwdP/+fNPzsrP5fckSPC5X1GWP7RIjhpdgBqEhp6C2kcJKQW3/rr/gPiKFOwrZR3jU/LvtPdFlo/UXHD79/+f9+CN5S5ZAlOcmOEgVNtAF1vd3aTi4sGDRVubxwLLFvmATdaVB64vElQuLP4q+PMCCt8ETYTwKMwAWD7hyos83DBL++L4QHUWw4m3f0bNIti2DvKzoy67937GQdUy058Nqh7++PLn6/PYtBEuE01eeTNj+vwjtPwYjwnYZHt+808HIA8+xABTxtfgNGAU8z/l8ReRTelnAhydcHuwDdkSYngcsOIn+5Fxj2glku93O8OHDWbhwIS+99FJgekZGBklJSYHHCQkJZGRkROxj7dq1ZpV3VsvJyfnbsTm4dSteT+SdYJGfK5YiYQDbduygGCcepE5qZf9gJf7X0D+p07DAvgMHOVDAa7lKbt5Jn3jxGmDBgiXKK94A8tyek3qfqZydS7QrsQxg/fr1GPbYiPMvOJoZ+hwHH64M4vF42Ll9Jxl5J/8+mJixkwoeb76j0wYWDh/OYFfYtpfM2E8ZI3829hqwb+9+DmadjvdkF7XLR7+kzDBg/br1GIFz3AVLStrFBRd4sYUNimFYSE8/yu7dBW9j+PuvzXaYCy/0Yo3wgSIvz83mzefPfqww+6bzkalX6o0fP54HHniAnj17MnfuXOLj40lMTCQz8/inuczMzJDgFex8PtdbkMKcBzdq1+bDypXZvXFjyHRnfDwN27Zl/YIFePIin1Lxv//83c7UwvFTb38X3sLfgwo6lBrcn3/dkXKBv4/g03/Bok0PFuk0Z/i0aKfqwmuLtKyXyKdgI50CjL3iCsr368eB++7DiHBUy7+9JxNyQnZS0YqK1GmUQbTY7XDlNbB0fr7TnPn68nD8FGRIH07K3jSIslVrRS/8xnvhuTuOnV4LUoigaMUGDkfUo1oWq5W8Wlee3PtM3hD4YHnEo1qWGm2o3aBx9GXjh8Ani48f1Yryy2OzWqh82a3g+AfX+LhTYM/Dxw9T+2u0xVO8wRCKlw7b9ux7YPkr+cbbarVSrv49lIurcvK1/BMZHcDzeYTn3YLFfjW16zQ6gc4qA0/lm2qxxFGixF2UKFHw6yHy+291fNdpBT+ZMTid159X+zFdo5UWcboppw4/+eQTJk+eDEBcXBwWiwXbsY8PNWrUYOvWraSnp5OXl8eKFSto3LiANyU5KRaLhfs/+ojEkiWJTUzE5nQSk5BA3datGfT++1zYokXEj4hJJUoEXhSe451FXEdccjLxxYqFTAu+fimwOPkv2s5X77H/bTYbdocj5NRiYFdmsWAJ+hjqDzf+S4vC1+vfVYTPs4b97K/ZE9Q+Um2WoGX82+SvzV9v+LqiZYHwTzjW4sUp8/77WBwOkufMAWfop3P/+owI/8K3K990C3jD+ovYQfDV9v7prrDH4Hs9vDYdxr4BFVIgLiwIhA+wBbAcu/o+Jtb3zxkLg0ZDQSELoG1faNHVt05/vZHOOztiIMHp69cZB45YGDgZeo8FW5QjHXe/i+E8yRDT4EZo0CP/70ZSWbhxasHLplwFDe4AexzYYsAeD9jB6jz2OME3reOH/yxkga+vi2eALQ5sCWCNAWscVL0bSrfO3z6uGlz4LFhj8XKsrTUWLnwBTlfIAoh/HSwpgDXodWsFSyWIe+MEO0sE3sJ3wXo8EAPEAv/C903Bk/EkUPxYf/ZjfdcB+pxkf3IuMeVbh1lZWTz88MPs378ft9vNv/71L7Kzs8nKyqJXr16Bbx0ahkH37t3p27dvvj70rcPoTuRTQ152Nj9+/DHpu3ZRq2VLLrzkEiwWC4ZhsPHbb/nhf/9jzcKFxMTH0/nxx2neowd7N25k/pgxZB8+zMV9+xITG8v2lSvZ+euvHP7rL+JKlKBJr1406tEDu9NJ2jvv8PPUqRheL9WuuAJHbCyHt22j1IUXcmGHDuxcvpyNn31GzsGDxCQnk3L55RSvUoUNM2eSsXMnsSVLckHz5jjj4nDEx1P1mmuILVWK7++/n51LlxJbujQXDRuG1TDI2rWLYrVrs/GNNzj488/EX3ABdf7v/7BYrfz+zjvkrlqF1W7ngmuvJffPP8nevRuHw0FchQpc0LUrWZs3s3fuXOIqVqT22LHkbtvGoW+/DdzewX3kCOTlYbjduLZvx2Kzkdy4MTEVKnB02TJiypXjgnvvxXvkCAfffx9rfDzxDRuS/v77ePPyiKtbF9cff2B1Oil5++0kXnkl+x59lOxvvsFavDiJV1+No3hxXFu34vrtN6wWCwm33krSbbf5jhId4z18mJzXXsO1bBm2unXBMPAuXOi7ZYPTCV4v1mrVsF1wAZbSpX23e3A4jt/e4cgRyM3F0q4dlg4d2Pn2VCpYrbDjL1i8AFxuqFIFYmN8t3ho0gwurAnbt/lu73D4IGxaB1WqwpCHYNlS+Gah77YOgx+GUseuu3S7Yck8WPerbxmrxResipXwzT+0F4qXgnpNfbd3WDLbd11X6y5wwQnsuDekwWevweZfoHJtuHEYfDUNdmyAi66CLkNg/1/w02zfNxAvuR5KXuBbdv82WDYdfpwFmQehSiO4eSIUL/vPP4Fv/xl+nAI56VCvK9S/0feNx8I4sBb+mO+7vUPNGyBrD2ydD45EuPAGiC158nWFyzsAO2f5rs0qey0k/U3AzdnO7tWTKV++PJTpBjEVi66Wk2W4wPUZuOcBBtg7+m7xYCnkeOdzEJgDZALtgQK+KRok+msmD/gG2IsvZDXiFFwEcEbREa3IucWUoFUUFLSiO99fzNFoXKLT2ESmcYlOYxOZxiW6831sTuntHUREREREQUtERETENApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZMoaImIiIiYREFLRERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZMoaImIiIiYxF7UHbpcLkaMGMGOHTvIy8vj7rvv5qqrrgrMnzp1KjNnzqRkyZIAPPnkk1SvXr2oyxARERE57Yo8aM2ePZvixYvzzDPPcOjQIa6//vqQoLVmzRrGjx9P/fr1i3rVIiIiImeUIg9a11xzDR06dAg8ttlsIfPXrFnDlClT2LdvH1deeSUDBw4s6hJEREREzggWwzAMMzrOyMjg7rvvpmfPnnTu3DkwfeLEidx0000kJiYyePBg+vTpQ5s2bfItn5aWRnx8vBmlnfVycnKIjY093WWccTQu0WlsItO4RKexiUzjEt35PjZZWVk0bdo03/QiP6IFsGvXLgYNGsRNN90UErIMw+CWW24hKSkJgNatW/P7779HDFoAderUMaO8s97atWs1NhFoXKLT2ESmcYlOYxOZxiW6831s0tLSIk4v8m8d7t+/n9tvv51hw4Zx4403hszLyMigU6dOZGZmYhgGy5cv17VaIiIics4q8iNakyZN4siRI7z66qu8+uqrAPTo0YPs7Gx69erF0KFDufnmm3E6nbRo0YLWrVsXdQkiIiIiZ4QiD1qPPvoojz76aNT53bp1o1u3bkW9WhEREZEzjm5YKiIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZMoaImIiIiYREFLRERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEntRd+hyuRgxYgQ7duwgLy+Pu+++m6uuuiowf/HixbzyyivY7Xa6d+9Oz549i7qEAhmGweuvvsoLzzzDoYMHiXE6yc7OBsOgwUUXMWHiRC5q0iRkmQ/ffZcX/vMf9uzahcflAo+H2Lg43C4X7rw8AOLj4khKSuJoenpgWolSpUhJSWHHn3/iys3FnZuL1+PBdqxfy7F/1qDHVsAWNM//D8AR9DPH2hE0zRZhmj2o3/BlLWHtg9tZguYHL2shf33+6XZCawmvzRphWyNtP0HjELxuK/lr8bf315QW9Nge1M6/vD1s+cD04sWxHD0KHk/U7fQ/tgJGeJ0WCzid2BMTMQ4cCBmbQD9WKzbDwGoYvnkWCxbDCBlzAEtiIjGlSsG2bWAY4HBgsVqxJiTguPJK4oYPx1i1Ctczz2Ds2YMlJgZrrVo4broJVqyAzz8Hmw369sX6yCNYkpOJXbManh4LO3dCx+ug383w2Sfw0QxIToZrroNvFsH3S33LVqsOXg8kJUN8LKz4Htx5UO4CSE6ChhfD7ff6ip76IqxbBQ2aQdUa8PVnYLFAm86wbQOsTYPaF0Hfe6FCFfLZvhleGgqrf4CEJOh1P3S7C+wR3p6OHoQ5r8KqxRATC14XWG3Qug806wiLp8LKBVAmBa67F6o1yt9HUTjwB3zzIuz6FVKaw+VDIO8o/PAi7F8HVVrBpYMhoUzRrdMwYNscWP+mb7tr9odqPX3bbxiw6wvYNAU82VD1JqjSB6xF/hYvcobxAC7Ai+8dPnxPefpZDMMw/r5Z4X300UesW7eORx55hEOHDnH99dfz9ddfA74Q1rFjR2bOnElcXBx9+vRh0qRJlCmT/80oLS2Npk2bFmVpAPTo0oV5c+YAoTtcI+jx/z7+mM7dugFw32238eHbb4f04Qhbzr/zDn9qY4LawfGdsl/wjpygto6g6f66nGFtg8OJ/3F4sODYNBv5awsPIkZYff72wdtgIfI6gusOD0LB84NrhMi/Dv524dvrnxdpt+EPmP4AZCP0OfKLNhbBIbGg7QzevvCgFRxsw5fz1xa+rvDg6Rdp2/3863eSf2ycEfqiXDmsTz6BMex+rHl54PVCbCzYDF+gys4KLdRfnP+F5x80CH1x2B3gsPvme9zgcoHV6uvf34cDsFjB8Prax8TC20t9octvzXK4pxW4XaEb2qAlvLrU16ffgV0wuDFkHgZ3TuiLLSYevG5wWMGV41vOHgv3vgstukcYSZ+1a9dSp06dqPMj2vYTTGoLnlzwuMDmBJsDHB5fADI8YIuBmCS4Jw2Kp5xY/9F8exds+i+4M32P7QlQ4Sq4+hP4ZRhsnASeY/NsCVCmBVw53xfETsJJjc15QOMS3akfGxeQGzbNAsRzOsJWtNxS5KcOr7nmGu69997AY5vt+C/55s2bSUlJoVixYjidTpo2bcqKFSuKuoSo1q1dGxKywo/I+N196614vV52/PUXM995J6SP8CASfjQimBE2PXiww9cfvExw//59nudv1hkt7Hmj1BbePvwIjr8NYY8L2laDv98u/3ZEe+H5A1+0PiJ9KgieFh5Ug0Ubi/AxD3+O/dyEjpflWJ9+0ZbzBP0cfEQt2nZ6IkyLVG+waOtmzx74931Yc3J8IQggNwfyckNDVnih4UWGr8DtgrxsyMn2hSw43r/nWHsDX8jyt888CqMHha5z9K35QxbAmmWw/IvQae/9B44cgLywkAWQmwWuPN+2+WvJy4JJA31BsCh9dBfkZfhCFoAnD/IyITvHF7LAF8KyD8GiR4tmnYfWwMZ3j4cs8P2880vY8gFseOV4yALfz/uXwa55RbN+kTOOQf6Q5Z+ed4prKViRB62EhAQSExPJyMhgyJAh3HfffYF5GRkZJCUlhbTNyMgo6hKi+mTmzEK1yzh6lD//+IOlCxYQfsAv0lGWaDtFb1i78H6i8YY9Dt+hn4hIyxU250c6+lOQwhwaDT4SFK3vgsY02jr823miAeVE1h9t+eCgVti6T+T5jyTSEcqo63aFBZmCfusjvfiirbSgjY02GKuW+U5zAeRmw7b1UerwwPdzQ6ct/8wXmk5k8Fy5sCPKOk6GOw92rizcug0PbCiioLNj0fHQGlJPJmx6x3fkMN+8DNgxp2jWL3LGKeidsog/XP1DppzA37VrF4MGDeKmm26ic+fOgemJiYlkZh7/1JWZmRkSvMKtXbu2SOvyeDx/3+iY3bt3k5GV9fcNyX/kyu/UH7jM70QCQ6R2Rb0Nhekv+OjYifZbpOfBT3DdJ6KgOk+2v6jLha/sZAa4iHidMaxft873wOOmttWGJcIRJwPY7/KyP+g9oJo9jtgTXZ/bxead+3BnRn4vycnJObH3GcNLLasDqyfSJ+n88qxxbC6C97FiB7Iph43wk4Bei5MjuQ6SDEv+edg5eBT2neT6T3hszhMal+hO5dg4HDaqVy+P1Zr/Q0ZmZjbbtm07JXUURpFfo7V//3769+/P448/TosWLULmuVwurrvuOmbMmEF8fDy9e/fmtddeo1y5cvn6MeMarczMTCoUK4bH44l4ytCv2SWXsHjZMnJzc6mdnExe3vHDkOHX5EDo6aBgTkIPHkQ7Ffd3yxn4Tof5l490XU+002X+653ChV9PBflPHQZfsuN/XNCRKCfRT2H5TxcGX68Ubftt+K4NK+iUZzArodd7RbvGyU70TxbB1zxF287wsQy+jMm/fZGW87cJ7zva9W4OyLfT9Lfz/wu/Riv8uTo+w4a1WmWMv7Zh9QZ9AnSENzwmfOD9L5RI5zkdNt90b9gHGCuRX2AxcdD9Dnj4pePTRt0M86flr8Nmh/fXQ8Xqx6fNfxMm3Qs5mdFfPCHnZu2QegmM+TbKxp7kNSUf3glp03zXiflZbGA3wBY8xvHQfhy0+L8T6z+SvCPwXkXfUapgtjjo/ht80Qxc6fnndfwVki48qVXqWqTINC7RnfqxySLyka1YTDqOVKBTdo3WpEmTOHLkCK+++ir9+/enf//+zJ49m+nTp+NwOHjooYcYMGAAvXv3pnv37hFDllkSEhL4cM4cbHZ74EO+EfQPoHKVKnz42WcAxMTEMGPxYhzO47tX77F/wct5iHxqKPyaouBrfAhaLridNWzZ4AMPweuD0L5dEaYF1xHO/9IM347gPjxh2+oOax/crzVomUh1BO9z/fMi/Xr4+wlel1+k02PBF5T72+eFPfbzRpjGsT6Dn8Pw7fa3sZJ/24O3Kfi1EV5jcN/+9u6gn4OXiTS+gXVZLFgqVMj3jTyPxYLXZgtdxmKBoUPhyyW4qlSBhARILua7KP26bhAX7/vGYWIiOB0Qawn7BGHzBZ7wouwOiI2DS9rAZW19ASqpGDiOXSCfnARxSccuEHdC4rF1XtIW7n86dKMeeA3qNA+dZrPB4/8NDVkAHW6H9reBIwYcice20epbV0w8XNIJnLEQXwxiEqByPRhWuMsFTkjXF6BGa3DEQWwx30X39bpA1Ut84Srm2LRGfeGSQX/bXaE4k+GaeRBTEhzJx/4lQdvpkFwD2i6AmLJgT/LNsyfApW+fdMgSOTvEUviPqqdPkR/RKipmfesQwO128/60aezasYNadeqwds0aXC4XHa67juaXXpqvvcfjYc6MGfy5aRNew2D7H3/QrEULsjMzWTR7NvEJCbTt1ImkpCS2b9nCr8uXY7Fa6dy3L7UaNuTLWbNILFaMvzZu5NC+fWz59Ve2rV+P1zBwOhwYHg8elwuH3U58UhIelwuvy4XVYiE2NpZylSqx76+/cOXkgNu3e46Jj8fIy/PdSuLYLQIg/zfcwo+yBLcL/j98evitFyId7QqfH/jZZsM4dhuLkDYOB1abDYvL5evLYgG3O+SWDoE6LRZikpMxjh717Xj9ywDO5GTsx75kYbFYsNlseLKyMDIziSlZkoqdO3P411/xHDgALhe2uDjscXEYbjee7GzIzPSNbeXKOJxO7MWKceFjj5GxciXbXngBT04OseXKYbNasTmdOEqXxrV3L64dOyA7G2tsLJ59+7B4PDjr1iWpVi0sVitxDRsSX68eR+fPJ2PBAqxOJ3H16mG/4AJc69cT06ABFocD94oV2C64AIvXi61cOVyrV8P+/VjLlcPmcBDTrh2x119P5n33gcuFvV07LDt3Yq1aFUfz5tgaN4bcXDxz5uDZtAlr2bJYq1TBevnlGHv3wuzZ4HRiueEGLKVLA7D299+pk5MNe/fCxc2hVCnIyIBl3/uCVvNLYf1aWLEMnE5o0Bj27vIFqho1Yf6nvovNGzaGI4ehWk3fP4A/NsKfG6FmXShbAX7+1vdMNWkJe3fAlrVQrRZUrpHvdyvgj9/hu8+gTEW48gZfeIvm4G7Y/AuUqgDZR30X5ddpCbHxkL4XtqRBiQugaiNf2CzAP/oEvm8j7N8I5epBySq+aXt/h/StUL4hJFc8uX4L4nXBnu9937As19IX6ALzPLD/e/DkQJnLwV7AGBaCjtxEpnGJ7vSMjf9jrv8756fvop1oueW8DFpnO/2iR6ZxiU5jE5nGJTqNTWQal+jO97E5ZacORURERMRHQUtERETEJApaIiIiIiZR0BIRERExSaGD1p9//smSJUvYvXt3vruli4iIiEh+hbqj13//+18WLlzI4cOH6datG9u2bePxxx83uzYRERGRs1qhjmjNnTuXt99+m6SkJG699VZWrVpldl0iIiIiZ71CBS3/qULLsZv/OZ2R/qiLiIiIiAQr1KnDTp060bdvX3bu3Mm//vUv2rVrZ3ZdIiIiIme9QgWtfv360aJFCzZs2EC1atWoXbu22XWJiIiInPUKDFoTJ07MN23z5s0sWrSIwYMHm1aUiIiIyLmgwGu0SpcuTenSpVm5ciX79+8nJSWFw4cPs27dulNVn4iIiMhZq8AjWr179wZg4cKFjBw5EoAuXbpw2223mV6YiIiIyNmuUN86PHToENu2bQNgy5YtZGRkmFqUiIiIyLmgUBfDjxgxgvvvv5+9e/dSunRpnnnmGbPrEhERETnrFSpoNWvWjNdff52//vqLSpUqUbJkSbPrEhERETnrFerU4eeff07v3r2ZPHkyvXr14tNPPzW7LhEREZGzXqGOaL3zzjvMmjWLhIQEMjIyuOWWW+jatavZtYmIiIic1Qp1RMtisZCQkABAYmIiMTExphYlIiIici4o1BGtlJQUxo0bR7NmzVixYgUpKSlm1yUiIiJy1ivUEa0xY8ZQuXJlvv/+eypXrsyoUaPMrktERETkrFeooLVmzRo8Hg+PP/44P//8Mxs3bjS7LhEREZGzXqGC1qhRo7jssssAuO+++xg9erSpRYmIiIicCwoVtOx2OxdeeCEAlStXxmot1GIiIiIi57VCXQxfoUIFnnvuOS666CJ+/fVXypYta3ZdIiIiIme9Qh2aGjt2LCVLlmTJkiWULFmSsWPHApCXl2dqcSIiIiJns0Id0YqJieHWW2/NN/2OO+7g3XffLeqaRERERM4J/+hiK8MwiqoOERERkXPOPwpaFoulqOoQEREROefo64MiIiIiJtGpQxERERGT/KOg5b+3loiIiIjkV6hvHW7YsIGRI0dy9OhROnfuTM2aNWnTpg1PPPGE2fWJiIiInLUKdURr9OjRjB07luLFi3PjjTfy8ssvm12XiIiIyFmv0KcOq1SpgsVioWTJkiQkJJhZk4iIiMg5oVBBq1ixYnzwwQdkZ2czd+5ckpOTza5LRERE5KxXqKA1ZswYtm/fTokSJVi9ejWjR482uy4RERGRs16hLoZPTEykUaNGJCcnU7NmTYoXL25yWSIiIiJnv0Id0XrkkUf4/PPPiYmJ4ZNPPmHMmDFm1yUiIiJy1iv07R0+/PBDAG655RZ69uxpalEiIiIi54JCHdFKSUnhr7/+AuDAgQNccMEFphYlIiIici4o1BGtlStXcu2111KhQgX27NmD0+nk8ssvB+Dbb7+NuMyqVauYMGEC06ZNC5k+depUZs6cScmSJQF48sknqV69+j/ZBhEREZEzUqGC1gcffECZMmUK3enrr7/O7NmziYuLyzdvzZo1jB8/nvr16xe+ShEREZGzUKFOHQ4ZMoRBgwbx1Vdf4fV6/7Z9SkpK1LvHr1mzhilTptCnTx8mT558YtWKiIiInEUshmEYhWm4efNmZs6cSVpaGi1atODGG2+kcuXKUdtv376d+++/nxkzZoRMnzhxIjfddBOJiYkMHjyYPn360KZNm3zLp6WlER8ff4Kbc37IyckhNjb2dJdxxtG4RKexiUzjEp3GJjKNS3Tn+9hkZWXRtGnTfNMLdeoQoGzZslSuXJk1a9awYcMGRo8eTZ06dbj33nsLXYRhGNxyyy0kJSUB0Lp1a37//feIQQugTp06he77fLJ27VqNTQQal+g0NpFpXKLT2ESmcYnufB+btLS0iNMLderw3nvvpVevXhw5coRnnnmG1157jUmTJrFkyZITKiIjI4NOnTqRmZmJYRgsX75c12qJiIjIOavAI1qTJ09m4MCB9OzZk5YtW+ab//777xdqJXPmzCErK4tevXoxdOhQbr75ZpxOJy1atKB169YnV7mIiIjIGa7AoPXdd98xcODAiCELICYmJuqylSpVClyf1blz58D0bt260a1bt5MoVUREROTsUmDQSk9Pj3qfLP99tEREREQksgKD1sGDB5k7d27EeQpaIiIiIgUrMGhVq1aNsWPHnqpaRERERM4pBX7r0Gaznao6RERERM45BQatt99+G0BHtUREREROQqHuo7V582aOHDlidi0iIiIi55RC3Rl+8+bNXHLJJZQsWRKLxQIQ9duIIiIiIuJTqKD11VdfmV2HiIiIyDmnUEFr7dq1TJ8+ndzc3MA0XbclIiIiUrBCBa2HHnqIfv36Ub58ebPrERERETlnFCpolS5dmh49ephdi4iIiMg5pVBBq2LFikyZMoU6deoELobXneFFREREClaooOVyufjjjz/4448/AtMUtEREREQKVmDQevHFF+nRo4cufBcRERE5CQXesLRYsWLcc889/Otf/2LRokV4vd5TVZeIiIjIWa/AoHXrrbfyySefMGTIEL777js6d+7MCy+8wM6dO09VfSIiIiJnrUJdo9WgQQMaNGhAXl4er7zyCtdccw2//vqr2bWJiIiInNUKFbR27drF7NmzmTdvHjVq1GDy5Mlm1yUiIiJy1iswaM2aNYuPP/6Y9PR0unfvztSpUylRosSpqk1ERETkrFZg0Fq+fDn33XcfTZs2PVX1iIiIiJwzCgxa48ePB2Dv3r0cOXIEm83G66+/Tv/+/alTp84pKVBERETkbFXgtw79hg8fzv79+3n++edp2bIlY8aMMbsuERERkbNeoYKW2+3m4osv5siRI1x33XW6n5aIiIhIIRQqaLlcLsaOHUuzZs1YtmwZHo/H7LpEREREznqFClrjxo2jWrVq3HnnnRw8eJBnnnnG7LpEREREznqFClqVKlWibt26rFq1itKlS7Nq1Sqz6xIRERE56xXqhqWDBw/G5XKxd+9ePB4PZcuWpVOnTmbXJiIiInJWK9QRrYyMDN58800aNmzIrFmzyM3NNbsuERERkbNeoYKWzWYDIDs7m9jYWPLy8kwtSkRERORcUKig1b59e1555RVq165Nr169SEpKMrsuERERkbNegddoPfzww4GfvV4vVquVsmXLYrcX6tIuERERkfNagYlp9erV5OTk0KVLFxo3boxhGKeqLhEREZGzXoGnDufMmcMrr7xCbm4uU6ZMYeXKlaSkpNCqVatTVZ+IiIjIWetvzwGmpqbywAMPAPDTTz/x7LPPsnv3bmbMmGF6cSIiIiJns0JdbJWRkcHChQv57LPPyM7OpkuXLmbXJSIiInLWKzBozZs3j7lz57Jz507at2/Pk08+SaVKlU5VbSIiIiJntQKD1tChQ6levTq1a9dmw4YNPP/884F5zz77rOnFiYiIiJzNCgxa77777qmqQ0REROScU2DQat68+amqQ0REROScU6g7w4uIiIjIiVPQEhERETGJaX9LZ9WqVUyYMIFp06aFTF+8eDGvvPIKdrud7t2707NnT7NKOGMsnDmTt8aOZf/u3dRt2hSHw8EvS5aQdeQIhtuNxWLBYrGAx4MFsAEOhwObzYYnLw+LYVApNZUYh4O/1q4Fi4WLrrqK+NhY0ubNw+NyYbVYwOsNrNMGOOx2PG43NsBybLoBODiesP3T/S8E67F/lqDHlgjTLWF92I/9Hzzf3294H8HLBS9ji9CHLcJje5TlLUBa0DRr0M+2Y/+Ct8EIqyl4myNtd3Ddwe3922mzHJtiGPm212KxgGEEagjuxwpgsWAxjJBPPuFj6giaF1xPyLhdeCH2tWt9fyZr/Xq4YwB8/x21/QvWqQtzP4cqVSA9He6/Bz6eAR5P6Meu4EGsVhV2bQX/X4aIjYHiJaBGTdi+BfbvBq/H195hB+ux12LJMvDgBKjbCF4eAT99BW4XJCZChapwYBckJEGPwXDj3fDL1zB1JOzYDBdeBHWbwTcfwb7tvmcrIRHKpsChHeCIgfa3g80CnzwN2UchJh5KlIX9fwFeKHchdL0fVs6FDd+D1QCLF0pWhuuGQbUmVH+jIxz607ddCaVg4P8g7wjMHwP7N4Ph9W2P3QaxyXBxf7j6YYhJpFC2LIIvh8H+NYAbLDYo3wQ6vAoXNC1cH8G8bljzEqyfBJ4cqHojXPQYxJQ48b5Ot5ylcOhxcG8AR30oMQpiLjndVZlsL/BfYCWQBNwAtCX03UTONRbDhL+r8/rrrzN79mzi4uJCbmzqcrno2LEjM2fOJC4ujj59+jBp0iTKlCmTr4+0tDSaNj2JN6IzzDsTJvDaE0+Qk5UFHN9Bh4cKP2chp4cHgEi/plYg5tjP4eEieKcdHLJsYe0Jax88PTx8RGrjD0bBISdSIIs0Hpag5YJrcQbND9/u8HVYj63fX0PwOv1jERzmgvvxj134cuEhNXg7I9USPK7gGycLoYEx2vb4g2p4W//PzgjTiY8nduVKuKgR5GSTj8MBGzdDh8th+7b8T4oR9LM9qOCQPsj/wov4JFogwe4LWMGCX7hx8VCvKWxKg1zf70m+QfMLGVQrOLwRBoDjT5K/n/AXpyMOvDkYViN0URsQFwvunND+/KnXHgNla8MDK8D2N59T186ET/qBJzfCWDmh7xKoeGnBfYRbdD3sWAAe/zg5IaEyXP8b2ONOrK+/sXbtWurUqVOkfQZkzYV9PcHIOj7NEg/l5kHsFeass4ic/LgcBO4BMgH/h+IYoDNwWxFVd3qZ+po5C0TLLaacOkxJSeHll1/ON33z5s2kpKRQrFgxnE4nTZs2ZcWKFWaUcEbIyc5m0siRgZAVvkONFI6MQk4PP7oUiRFhOQu+X3F/ug7eH0UKEBA5fAX3H9xPeBsP+bebsLbRxiPSJwDvsX/Rxs//9mUEPfaHlfD6Cgqp/jEKH+PgIBfME6GP4BqCt8UboZ5o2+MheiiP9PwCkJWF5+67IocsAJcLBtwKO7dHXrklqOBIIQvyD1zUJ9GA3LCQFVw8QE4WrP7meMjy9x9J8EBaooSs4HaRBhvAlQ0eA0v4i8xO/pAFx59gdy4c2Ay/z41SoH/9Biy4L3LIAvDkweJhBfcR7uBvoSELwJsH2bthywcn1tfpdvDe0JAFvscH7z899ZwSHwPZHH+XAsgFZgNHT0tFcmqYErQ6dOjgO3URJiMjg6SkpMDjhIQEMjIyzCjhjPDXpk1YrceH2EL0/ZFftMOLIfuXKD+fjPCjS4XZp0byd21Odl5RHm6NtJ6/q+tExje81oKey8L2HS14+0Wb5/3h+4I7XrEi5FRzoTuGyO8aJ/sk+ucV9kUdHKBO5AkqzC9cYbchNwP+XF7w+vKOQubegtvs+aXg+eH2/+Q7QhjOnQm7l55YX6eT4Qb3lsjz8n47tbWcUr8B7gjT7cDWU1yLnEqmXaMVSWJiIpmZmYHHmZmZIcEr3Nq1a09FWaY5cvQoebm5gcfB79V/twMtKn+3jqhHRcLa/NN+CrOvNduJjrmZdRVm3AvbT6QjXe5SpXDs2BF1mbySJXDuPXJy6480MAUNViGSomEEZYjCDHyk05wFidbOEtbm79YHeOxx7M1zkl7Q+5PhoZbFjpUIR/OOyXOUZPMJvMclpBtUNPKfUfVanOzPSeZAEb9f5uTkmPQebJAam4jNkv8ojstbgk1n+Pv+yY5LhQoJJCdbsIQdRvV6XWzZko7LdWZvd2GY95o5MVarlZo1a4Yc6PDLyspi69ZTG2xPadCqUaMGW7duJT09nfj4eFasWMGAAQOitj8XzvVe2bUrS+fMITcnJ/Be7z+bEem9P/xl4W9jDZsW/n9hj9aEH00JrsX/c/i+x0P0gwfh/YSLtj3h06LNC18+2qVE4e2Dp/uP24TvoPzbFukaLf96jAj/h/fvX29BtYRcnkPk8Yq0PfYCaoxUh39a7JtToVNHcOf/BG0BYt6YCj06Qm5O9I0iysqDT/uFhyOD/E+Q3eq7qDxa8TY7lsRi4M4+fvow2os6eFDdRL6OK3wdkQKUzQFeV/51ePFd0O8NG7egJ8vmiOGCjkO5IK5YwevefS8sf853es9fS6A/O842/zmx9zhvKvw1GjK3gXH8ZLXV5qTs5Q9RNv6CwvdVCKZeb5P+IBwem+8aLUfpx6mTfGa/75/8uNwGPIjvdKGfA6u1DhdeeHnRFHeanQ3XaMXHx5tWY1paWsTpp+T2DnPmzGH69Ok4HA4eeughBgwYQO/evenevTvlypU7FSWcNv95+23a3nADzpgYYuPjiUtKIrFYMTh2ajV8n+WJMM0KGFYrVtvxvYotPp64RN83n8KvAQpeLrg/fxtbWHt/G//1T8HtLVGm+9cR/nO0dXnDagmv2b9bi3QmJ7y/4G2OtN3B/1uP9e0PVeH1ha/Tv2zw2HmC2kUaB/96wmu3RJjnrz+8nkgn8fzhLdJ4+efn2yarFfs338DVV8OU130Xvgcva7XC1HfgyjYwf6nv24PhT1zwk+omygA5wBkDlqC3kPCNsFig9XXwwHO+bxf621ot4LRDTAw4ndC4FbyzCrrcCTFxEJsAzkSoXAfszuOHuux2X3unExxOqNEYUhrkX2fg/LwN6rWCuGJgcfq2w2r3XdDepCv0eQYjPGk16wdNevguVg/Ue6xmmxPK14P/W+Lr8+9c+RQ0vQcs9tCxtTrgilHQ4Ja/7yOY1QbXLYWyLcAaA7ZYSLoQrlkIRRyyTFdsBCQNBks8WBLAkgjFHoKku093ZSa6EF/QKoHvIngH0BR49HQWJaeAKd86LArnyrcO/TKOHOHIoUOUq1QJi8XCnu3biYmNZdeff5JUogQOp5Pc7GwO7dlDyXLlcDgcxCcnk5GeTkZ6OqnHxmLTzz+zc/duruzUCYAdGzeScfAgNS++mF8WLCB9zx7KV6tG8XLlsDudOGNiWDptGod37aJa8+bEJSSQm5XFrrVradK1K67MTPZs3kx2ejoWr5fYYsX47bPPiImNJTYpiSO7dmFzOCherRo7li3DnZ1NtRYtyNi3j+wDB6jcrBllatbkwObNHNm6FWdCAul//onN4cDhdNJs8GC8mZlsmjuX2FKlyD10CHdWFjHx8bjdbvIOHCD34EG8ubmUatiQwxs34j58mDq3305y5crs+vprXIcP4z5yhGo9enDwl1/IO3AAq9NJQuXKxJYtS96+fcSVL8+uv/4itVUrsnbs4PDPP5Ncty7FUlPJS0/HkZyM1zDY8d//krtnDxV79SKxWjUMr5d9Cxbg3r8fa2IisSVKYI2JIaZiRXK3bMGdnY0jNpbEhg2x2mx4s7KIrVmT3J078R44gKN8eWzJyeByEVOlCu5Dh/Dk5pLz008ktmqFNSYG17ZtOKpWxcjOxnPoELmrV2MvVozYRo2gdGlcy5fjqFsXW6lS5H37LXnr1mGvUgUjOxvjjz+wt26NvUIF2LULi9OJpXp1PN98A/HxWGvXxihWDMusWVC3LvbLwz4Zu92weRPbFi4i5eKL4eKLfWHLzzBg21bYuN53dGvdaqjfCDIzfUdNGjWDC1Nhzy5Y8gXUaQiVqkB2FlxQCQ4fgkMHIPMoZGdC9drgyoN9O6FaLUhM9q3H5YK9O3xHtmLioHR52LMdYuOheKnj9eRkQfo+KHWBL0xlpEPmEV/gMrxQugIc2On7xl/xsr5ljhyAXZuhfHVILAF7toAr1/c4Jt73jceDO3zzstIhvjjE+4LS2jW/USc2C7KPQGorcMb6+sw+AlmHjq3X8IUcwwvFTiLQuLLg6A7fBfg2B5So4Qtt/0TOft+F9vEVIl+3VQROydEJbzZ49oD9ArDE/H37M8A/HxcvsB+IBwp5m5CzxNlwRMtM0XKLgtZZ6Hx/MUejcYlOYxOZxiU6jU1kGpfozvexOaW3dxARERERBS0RERER0yhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZMoaImIiIiYREFLRERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiErsZnXq9XkaOHMn69etxOp089dRTVKlSJTB/6tSpzJw5k5IlSwLw5JNPUr16dTNKERERETltTAlaixYtIi8vj+nTp7Ny5UrGjRvHa6+9Fpi/Zs0axo8fT/369c1YvYiIiMgZwZSglZaWRqtWrQC46KKLWL16dcj8NWvWMGXKFPbt28eVV17JwIEDzShDRERE5LQyJWhlZGSQmJgYeGyz2XC73djtvtVdd9113HTTTSQmJjJ48GC++uor2rRpk6+ftWvXmlHeWS8nJ0djE4HGJTqNTWQal+g0NpFpXKLT2ERmStBKTEwkMzMz8Njr9QZClmEY3HLLLSQlJQHQunVrfv/994hBq06dOmaUd9Zbu3atxiYCjUt0GpvINC7RaWwi07hEd76PTVpaWsTppnzrsEmTJixduhSAlStXkpqaGpiXkZFBp06dyMzMxDAMli9frmu1RERE5JxkyhGtq6++mu+++47evXtjGAZjxoxhzpw5ZGVl0atXL4YOHcrNN9+M0+mkRYsWtG7d2owyRERERE4rU4KW1WrlP//5T8i0GjVqBH7u1q0b3bp1M2PVIiIiImcM3bBURERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZMoaImIiIiYREFLRERExCQKWiIiIiImUdASERERMYmCloiIiIhJFLRERERETKKgJSIiImISBS0RERERkyhoiYiIiJhEQUtERETEJApaIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERB6wzk8XgiTvd6vRiGEXU5t9sdcVmv14vX680/3ePBMAy8Udbnb1NY/v6Cl/P3787Li1jDifi7Ws9Vxnm4zSIi5wpTgpbX6+Xxxx+nV69e9O/fn61bt4bMX7x4Md27d6dXr17MmDHDjBLOSnOnTqVbhQpcabfTrUIFPnvzTQB2/fEHD7Vvz7VOJ9fGxDB16FAO798fWO63r7+mX6lS3Ohw0N1uZ0BKCjs2bGDf1q2MvfZa+jmd9I+J4bkbb+Tw3r2smDWLf1etyu12OwNsNu6w23k4NZXf5s8HfIFm0TPPMLxUKe612xlZvTqrPvkkat0bFy7kudq1edRu54n4eJ6Mj2ek3c6Y4sV5yuFgtN3OuJgYxthsvNOqFe7c3BMaF6/HQ9oTT/Bu8eK8ZbfzYZ067Fi06MQH+CyT++mnHKpRg4N2OwdLlSLr6acLDNoiInLmsRgmvHMvWLCAxYsXM27cOFauXMnkyZN57bXXAHC5XHTs2JGZM2cSFxdHnz59mDRpEmXKlAnpIy0tjaZNmxZ1aWes+e++y7N3301OVlZgWkx8PIMmTOC9kSM5sn9/4IiQzW6nYs2avL56NYd27eKOypXz7YDtTiclixcn48CBwFEgm91OctmyuA8dwp2dDYAlaBlnfDz3f/EFmxcvZtH48eQF1eKIj+fOTz6h9tVXh6xn27JlvHnVVbiC2vr7tR/7ZyFUmQYNGPjrr4Uem+//7/9Y/9ZbeILWYY+Pp+NXX1G2efPAtLVr11KnTp1C93smy1u0iKNdusCx5wmA+HjiHnyQ+CeeOOH+zqWxKUoal+g0NpFpXKI738cmWm4x5YhWWloarVq1AuCiiy5i9erVgXmbN28mJSWFYsWK4XQ6adq0KStWrDCjjLPK6489FhKyAHKzsnh9xAhyMjNDTrt53G72bd/OL19+ydvDhkU8yuHOy+NoenrIqTaP20367t3kRAhZAHlZWXzy+ON8OWFCSMgCcGVl8dljj+Vbz+Inn8wXsgAMor+49v32G0e2b48yN6ymI0dY/8YbISELwJ2dzS+jRhWqj7NR9mOPhYYsgKwssidMwMjLOz1FiYjICbOb0WlGRgaJiYmBxzabDbfbjd1uJyMjg6SkpMC8hIQEMjIyIvazdu1aM8o7I+2LEjyOpqcTQ/5Q5MrLY8WSJWwoIKS68vLyPcGG10tBhzD/+u03bFF25LvXrcv3nOwo4MiUJULdfj99+ikV2rYtoBKfrE2bMGy2/DMMg70rV4bUk5OTc868ZkqvWxcxqBouFxuWLcMbdgT475xLY1OUNC7RaWwi07hEp7GJzJSglZiYSGZmZuCx1+vFbrdHnJeZmRkSvIKdT4cgL6halZ1btuSbXqxUKSw5OeQEjRmAw+HgkquuImf7dvZs3BixT6fTiTcsNFmtViwFXJRerWlTdv3wA54I11FVrF8/33OS0qwZa+fMgQhH1Yxj/yKFrUu6dyexfPmodfi5Klfm10j1WiyUv/jikHrOpcPWhxs0wP3NN/mmW2NiSG3RAovDcUL9nUtjU5Q0LtFpbCLTuER3vo9NWlpaxOmmnDps0qQJS5cuBWDlypWkpqYG5tWoUYOtW7eSnp5OXl4eK1asoHHjxmaUcVa5a9w4YuLjQ6bFxMcz6NlnSShWDGvQUR2bw0HFmjVpdOWV3PL001is+Z9GZ2wsxcqUwWo/nqXtTielq1QhNjY2EIJClomPp9t//sM1jz+OM6wWR3w8nceMybeetk88gSMuLt90KxAtzl3QvHmhQhaAIzGRev/3f9jD6rHHxdHk8ccL1cfZKH70aAgf1/h44h599IRDloiInD6mBK2rr74ap9NJ7969GTt2LA8//DBz5sxh+vTpOBwOHnroIQYMGEDv3r3p3r075cqVM6OMs0qbHj14bNo0KtWsid3hoOKFF/LI229z7S23MPGnn2h5/fU44+KIS0zkkm7dmPDVV1gsFoqXLcszy5dTqmLFQF8Va9fm1Q0bGLtiBZd0744zLo7YxERa9evH2J9/5t5PP6Vi/fpYrFYsNhtWm40qTZsydN48qjdvTtv77+eGF16gROXKvlDXqBF3fvopF15xRb66KzZpwu0LFlDx4ouxORzEFitGfPHi2O12EsuXxxocFiwWanbpwm3ff39CY3Px2LE0HTWKuPLlsToclL74Yq5duJBSF110ssN9xnO0akXynDnYLroIHA6slSsT/9xzxD7wwOkuTUREToAp3zosCufbtw5PxPl+eDYajUt0GpvINC7RaWwi07hEd76PzSn91qGIiIiIKGiJiIiImEZBS0RERMQkCloiIiIiJlHQEhERETGJgpaIiIiISRS0REREREyioCUiIiJiEgUtEREREZMoaImIiIiY5Iz+EzwiIiIiZ4tIf4LnjA1aIiIiImc7nToUERERMYmCloiIiIhJ7Ke7gHBer5eRI0eyfv16nE4nTz31FFWqVDndZRW5VatWMWHCBKZNm8bWrVt56KGHsFgs1KxZkyeeeAKr1cqMGTP44IMPsNvt3H333bRp04acnByGDRvGgQMHSEhIYPz48ZQsWZKVK1cyevRobDYbl19+OYMHDwZg4sSJfP3119jtdkaMGEHDhg1P85ZH53K5GDFiBDt27CAvL4+7776bCy+88LwfG4/Hw6OPPsoff/yBzWZj7NixGIZx3o9LsAMHDnDDDTfw1ltvYbfbNTZAt27dSEpKAqBSpUrcddddGpdjJk+ezOLFi3G5XPTp04fmzZuf92Mza9YsPv74YwByc3NZu3Yt7733HmPGjDmvx6VIGGeYL774whg+fLhhGIbxyy+/GHfddddprqjoTZkyxejUqZPRo0cPwzAMY+DAgcayZcsMwzCMxx57zFiwYIGxd+9eo1OnTkZubq5x5MiRwM9vvfWW8dJLLxmGYRifffaZMWrUKMMwDKNLly7G1q1bDa/Xa9xxxx3G6tWrjdWrVxv9+/c3vF6vsWPHDuOGG244PRtcSDNnzjSeeuopwzAM4+DBg0br1q01NoZhLFy40HjooYcMwzCMZcuWGXfddZfGJUheXp5xzz33GO3btzc2bdqksTEMIycnx+jatWvINI2Lz7Jly4yBAwcaHo/HyMjIMF566SWNTZiRI0caH3zwgcaliJxxpw7T0tJo1aoVABdddBGrV68+zRUVvZSUFF5++eXA4zVr1tC8eXMArrjiCr7//nt+/fVXGjdujNPpJCkpiZSUFNatWxcyPldccQU//PADGRkZ5OXlkZKSgsVi4fLLL+eHH34gLS2Nyy+/HIvFQoUKFfB4PBw8ePC0bHNhXHPNNdx7772BxzabTWMDtGvXjlGjRgGwc+dOSpcurXEJMn78eHr37k3ZsmUB/T4BrFu3juzsbG6//XZuvvlmVq5cqXE55ttvvyU1NZVBgwZx1113ceWVV2psgvz2229s2rSJXr16aVyKyBkXtDIyMkhMTAw8ttlsuN3u01hR0evQoQN2+/GztoZhYLFYAEhISODo0aNkZGQEDvv7p2dkZIRMD24bPGZ/N/1MlZCQQGJiIhkZGQwZMoT77rtPY3OM3W5n+PDhjBo1ig4dOmhcjpk1axYlS5YMvMGDfp8AYmNjGTBgAG+++SZPPvkkDzzwgMblmEOHDrF69WpefPFFjU0EkydPZtCgQYB+l4rKGXeNVmJiIpmZmYHHXq83JJSci6zW43k3MzOT5OTkfOOQmZlJUlJSyPSC2iYnJ+NwOCL2cSbbtWsXgwYN4qabbqJz584888wzgXnn+9iMHz+eBx54gJ49e5KbmxuYfj6Py0cffYTFYuGHH35g7dq1DB8+POST8fk6NtWqVaNKlSpYLBaqVatG8eLFWbNmTWD++TouAMWLF6d69eo4nU6qV69OTEwMu3fvDsw/n8fmyJEjbNmyhUsvvRTQvqmonHFHtJo0acLSpUsBWLlyJampqae5IvPVrVuX5cuXA7B06VKaNWtGw4YNSUtLIzc3l6NHj7J582ZSU1Np0qQJS5YsCbRt2rQpiYmJOBwOtm3bhmEYfPvttzRr1owmTZrw7bff4vV62blzJ16vl5IlS57OTS3Q/v37uf322xk2bBg33ngjoLEB+OSTT5g8eTIAcXFxWCwW6tevf96PC8D//vc//vvf/zJt2jTq1KnD+PHjueKKK877sZk5cybjxo0DYM+ePWRkZNCyZcvzflzAd0PJb775BsMw2LNnD9nZ2bRo0UJjA/z0009cdtllgcd6/y0aZ9wNS/3fOtywYQOGYTBmzBhq1Khxussqctu3b+f+++9nxowZ/PHHHzz22GO4XC6qV6/OU089hc1mY8aMGUyfPh3DMBg4cCAdOnQgOzub4cOHs2/fPhwOB88++yxlypRh5cqVjBkzBo/Hw+WXX87QoUMBePnll1m6dCler5eHH36YZs2aneYtj+6pp55i3rx5VK9ePTDtkUce4amnnjqvxyYrK4uHH36Y/fv343a7+de//kWNGjX0mgnTv39/Ro4cidVqPe/HJi8vj4cffpidO3disVh44IEHKFGixHk/Ln5PP/00y5cvxzAMhg4dSqVKlTQ2wBtvvIHdbufWW28F0L6piJxxQUtERETkXHHGnToUEREROVcoaImIiIiYREFLRERExCQKWiIiIiImUdASERERMYmClogUueXLl9OiRQv69+9P//796dmzJ9OmTftHfQ4dOpS8vLwTXq5ly5aFajdr1iwmTJhwwv2LiBTk3L7luoicNpdeeinPP/884Luv0zXXXEPXrl1JTk4+qf78fYmInE0UtETEdBkZGVitVmw2G/3796dEiRIcOXKEKVOmMHLkSLZu3YrX6+W+++7jkksu4auvvmLixImA7+7UTz75JO3atWPevHns27ePRx55BLfbjcVi4dFHH6V27dqBdXk8Hh577DE2bdpE5cqVA0fBdu3axWOPPUZubi4xMTGMGjWKCy64IGK9zz77LKtXryYzM5MaNWowduzYkPmrVq1i9OjRGIZBuXLlmDBhAr/++mug5pycHMaPH0+FChW49957ycjIICcnh2HDhnHJJZfw3//+lwULFuB2u0lKSuLll1/G6XSaMfQicpopaImIKZYtW0b//v2xWCw4HA4ee+wxEhISAOjcuTNXX3017733HiVKlGDMmDEcOnSIfv368emnnzJq1Cg+/PBDSpUqxcSJE0P+Ft3TTz9N//79adeuHWvXrmXEiBHMmjUrMH/p0qXk5uYyY8YMdu7cyRdffAH4/lZk//79ad26NT/88AMTJkzg2WefzVd3RkYGycnJTJ06Fa/Xy3XXXceePXsoV65coM1jjz3G888/T40aNfjf//7H5s2b2bhxI8888wzlypVj0qRJzJ8/n3bt2rF//37efvttDhw4wJ9//onX6yU9PZ23334bq9XKgAED+O2332jatKlZT4WInEYKWiJiiuBTh+GqVasGwIYNG0hLS+PXX38FwO12c+DAAZKTkylVqhQAgwcPDll28+bNXHzxxQDUqVMnJIQBbNy4kYYNGwJQoUKFwFGrDRs2MHnyZN544w0Mw8DhcESsLSYmhoMHD3L//fcTHx9PVlYWLpcrpM2BAwcCfxqsb9++gO+I2ejRo4mPj2fPnj00adKEmjVr0rdvX+6//37cbjf9+/fHarXicDgC/e/evRu3212IERWRs5GCloicchaLBYDq1atTvnx57rrrLnJycnjttdcoU6YMR44cIT09neLFi/PUU0/RpUuXwLI1atRgxYoVXHXVVaxdu5bSpUuH9F29enXmzp3LLbfcwp49e9izZ09g+u23306TJk3YvHkzP/30U8Tali5dyq5du3jhhRc4ePAgCxcuJPwvlZUtW5Y///yTqlWrMmXKFKpVq8Zjjz3GokWLSExMZPjw4RiGwfr168nMzGTKlCns3buX3r17c8EFF7Bo0SI+/PBDsrOzueGGG/L1LyLnDgUtETltevfuzaOPPkq/fv3IyMjgpptuwmq18sQTTzBw4ECsVit169alQYMGgWUefPBBHnvsMd566y3cbjejR48O6bNdu3akpaXRo0cPKlSoQIkSJQAYPnw4I0eOJDc3l5ycHB555JGINTVs2JBXX32Vnj174nQ6qVy5Mnv37qVy5cqBNk8++SQjRozAarVSpkwZbr31Vrp27UrPnj1JTk6mdOnS7N27l6pVq/LKK6/wySef4HA4GDJkCFWqVCEuLo4bbrgBp9NJmTJl2Lt3rwmjKyJnAv1RaRERERGT6D5aIiIiIiZR0BIRERExiYKWiIiIiEkUtERERERMoqAlIiIiYhIFLRERERGTKGiJiIiImERBS0RERMQk/w9n08zx4GvOggAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAloAAAGCCAYAAAA43m01AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAB4H0lEQVR4nO3dd3gU5drH8e9sSw+9916lBVEURAQVFQRFASmicBQVD1ZAseERRBQ9vmIDFVTAgogVGwqIHBQlCgIGkN47gfTN7s77x2aX3c1uCMhSf5/r4iL7zDPP3HPvJnPnmRLDNE0TERERETnhLKc6ABEREZGzlQotERERkShRoSUiIiISJSq0RERERKJEhZaIiIhIlKjQEhEREYkS26kOQORkcTqdvP3223z55Zds2bIFi8VCzZo16dKlCwMHDiQmJuaYxxwwYADbt29n3rx5UYg4soceeohPPvmENWvWnNTt7tixg6effppff/2VhIQEevbsyV133YXFcvTf2WbPns3DDz8c1GaxWChVqhQpKSncc8891K1bN1qhh+XxeNixYwdVq1YFYNu2bXTq1Omo63366ac0atQo2uHJMfC9d3fffTf//ve/T3U4In4qtOSc4HK5GDx4MMuWLaNHjx707t0bt9vN0qVLeeGFF5g3bx7vvvsuDofjVIdaLL1796Zt27YndZt5eXkMHjyYnJwchg0bxl9//cXEiROJj49n0KBBxR6nd+/epKSkAN7id8+ePXz00Uf07duXTz/9lMqVK0drF4JkZmZyyy230KFDh0IH5tatW9OrV6+I656sGEXkzKdCS84JX3/9Nb/++isTJ07kiiuu8LfffPPNvPnmmzz33HPMmjWLvn37nsIoi69ly5a0bNnypG5z6dKlbNiwgRdffJGrrroKgD/++IM5c+YcU6HVokULunfvHtR25ZVXcs011zBt2jRGjhx5QuOOJD09nRUrVtChQ4dCy6pVq1YoRhGR46FrtOSc8McffwBw8cUXF1rWr18/7HY7y5YtO8lRnVlycnIA7+lDANM0cTqd2O32fzx23bp1KVu2LOvWrfvHY4mInE5UaMk5ISEhAYAPP/yw0LK4uDh+//13nn322aD2b775hv79+5OSkkLTpk257LLLePbZZ3E6nUVua926dQwdOpTWrVvTvHlz+vTpw08//RTUZ8CAAdxyyy3MmzePq6++mmbNmtGjRw++/fbbQv0GDx7Mf//7X1q2bEnbtm1Zs2YNDz30EA0aNAjqu3v3bkaNGkW7du1o2bIlPXv25Pvvvw/qs2vXLkaMGMGFF17IeeedR48ePfj888+LTl6BCy+8kFKlSvHqq6+yevVqRo8ezbZt27jpppuKtX5RsrKyOHz4MNWqVQtqf//99+nWrRvNmzfnggsuYOjQofz999/+5bNnz6ZBgwasXr2aYcOG0bJlSy688ELGjx+P2+3mk08+4corr6RFixb06dOH1atXA7BkyRL/tVgvv/wyDRo0YNu2bccUs8fjoU+fPjRp0sQ/LsDmzZtp0aIFN910Ex6Pxx/jn3/+yZ133kmLFi1o164d48aNIzc3N2jMnJwcnn/+eS677DL/Z27ChAn+Itfn22+/pWfPnrRs2ZKUlBRuvfVWUlNT/cuXLFlCgwYNmD17dtB6oe2+15988gndunXjvPPO819H5/F4mDJlCl26dKFp06a0b9+eMWPGkJmZeUx5CvTZZ5/Rs2dPWrRowSWXXMLjjz/OgQMHgvp89NFHdO/enfPOO48LL7yQBx54oNB743K5ePnll7nsssto3rw5AwcOZNeuXWG3OXv2bHr06OEf76GHHmLPnj3HvQ8ix0qFlpwTrr32Wux2O+PHj6dr1668+OKLLFmyxF80hV6b9dFHH3HPPfeQlJTEgw8+yIgRI6hSpQpvvfUWkydPjridNWvW0Lt3b9atW8eQIUO47777cLlc3H777Xz11VdBfdevX8+wYcM4//zzefDBB7FYLAwbNowvvvgiqN/vv//OnDlzGD58ONddd13YC8bT09Pp1asXc+bM4dprr2XEiBHExsZy9913+4ut3bt3c+ONN7J48WIGDBjAyJEjKVWqFMOHD+fNN988ag4TExN58sknyczM5LrrrmPWrFk8+OCDx3yKLTs7mwMHDnDgwAH27dvHqlWreOCBB4iJieGWW27x9/v8888ZPXo0jRs35pFHHuHWW2/l999/Z8CAAWRkZASNefvtt2O1WnnooYdo0qQJU6ZM4fbbb+f555/nhhtu4K677mLNmjUMGzYMl8tFnTp1/AXF5ZdfzrPPPkvp0qX94zmdTn+Mof98hYbFYuHpp5/GarUyevRoTNPE4/EwatQoDMNg/PjxQTcJ3HPPPRw4cIAHHniASy65hLfffpuhQ4cGbfPWW2/ljTfe4MILL2TUqFG0adOGN954g0GDBpGfnw/Ar7/+yn333Ue5cuUYOXIkd999N1u2bOHWW29l69atx/Re+PznP/8hJSWF4cOH+wvQRx55hOeee45WrVrx6KOP0qVLFz744ANuvvlm8vLyjnkbb7zxBiNGjCAmJob777+f6667js8//5whQ4bgcrkAGD9+PI8++iilSpVixIgR3HjjjcybN48bb7wxqNh69NFHmThxIi1btmTEiBHExcVxxx13FNrmyy+/zMMPP0z16tV5+OGH6d27N3PnzqVPnz6FCjyRqDFFzhHz588327Zta9avX9//r0WLFub9999vbtiwIahvly5dzN69e5sej8fflp+fb15yySVm165d/W39+/c3O3bsGPS6c+fOZlZWVtB6ffv2NS+66CIzLy/P369+/frm1KlT/f1ycnLMyy+/3GzXrp3pdruD+v3yyy9B8Y0cOdKsX7++//Wzzz5r1q9f31y6dKm/LTc31+zcubPZs2dP/zpt2rQxd+/eHTTW/fffbzZt2tTct29fkflLT083R40aZTZo0MCsX7++OXTo0CL7h/r444+Dch/675133gnq/69//cu85pprgtoWLFhgXn311f799I3573//29/n8OHDZpMmTcyGDRuaa9eu9be/8MILZv369c2NGzeapmmaW7duNevXr2++9NJL/j6+tqL+3XnnnUExTZo0yaxfv7750Ucfme+8845Zv3598/333y+03z179vS//4HxLFy40DRN03zvvfcKfSZM0zTfeOMNs379+uaMGTNM0zTNJ554wmzZsmXQZ3P16tXmFVdcYX799demaZrmL7/8YtavX9/8+OOPg8YKbfe97t+/f9h+gfthmqb5008/mfXr1zfffvtt81ikp6eb5513njl48GDT5XL522fOnGnWr1/fXLBggblu3TqzQYMG5tChQ4P2bdmyZWaDBg3Me+65x7+v9evXN8eMGRO0Dd/3hO/93LJli9mwYUNzwoQJQf3WrFljNmnSxBw7duwx7YPI8dKMlpwzLr30UubPn89///tfunfvTrly5cjOzubLL7+ke/fu/Prrr/6+n3/+OZMnT8YwDH/b/v37SU5OJjs7O+z4Bw8e5Ndff6VDhw7k5ub6Z0AOHz7M5Zdfzr59+1ixYoW/f1JSUtDF97Gxsdx0003s2bOHlStXBrWff/75Re7bggULaNKkif9uPoCYmBgmT57MSy+9hMfj4fvvv6d169bYbLagGZorrrgCp9PJ//73v4jjHzhwgH79+vHZZ58xfPhwmjZtyty5c/nss88A+Oqrr1i4cGGRMfoMHjyYqVOnMnXqVN58803Gjx9Phw4dGDt2LC+//LK/X8WKFdmwYQMvv/yyfzajQ4cOzJkzJ2g/ATp37uz/OikpidKlS1OzZk3q1avnb/c9wmHv3r1HjbFdu3b+GEP/DRs2rND+NG3alOeff57//ve/tG/fnj59+hQac9CgQUEzp7feeiuA/9Eg8+bNIzExkX79+gWtd/PNN5OYmMgPP/zgz0tWVhZjxoxh/fr1ADRo0IBvv/2WLl26HHXfIu1voO+++w7DMOjQoUPQZ6Vx48aUK1eOBQsWHNP4ixcvJi8vj379+mG1Wv3t1157LbNnz6ZNmzbMmzcP0zS5/fbbg77vmjdvzsUXX8yCBQtwuVz+0/ChOb755puDXs+dOxePx8Nll10WtA9ly5alUaNGx7wPIsdLdx3KOSUmJoarr76aq6++GoBVq1YxZcoUvvzyS5544gm+/vprAOx2O7/99htffvklGzZsYMuWLezfvx+AKlWqhB3bd9pm2rRpTJs2LWyfnTt3+r+uXr16oVOWNWrUAGD79u00a9YMgJIlSx71OVXbt2/nsssuK9Req1YtwFskZmRk8P333xe6bitcbKFeeOEF/v77byZMmEC3bt244ooruP766/2n9saOHUu5cuW45JJLiowTvBe+X3TRRUFt3bt3Z8CAAbz22mvccMMNVKxYkaFDh7Js2TImTpzIxIkTqVu3Lpdddhk33ngj1atXD1q/bNmyQa9tNhtlypQJavMd4D0ez1FjLFeuXKEYI7FarYwdO5bu3btjs9kYO3Zs2H516tQJel2yZElKlizJ9u3bAe9zoKpVq1bo5gKHw0G1atX8/fr378+iRYuYPn0606dPp2rVqnTs2JEbbriBhg0bFivmUIGnTQG2bNmCaZpceumlYfv7rnksLl/svs+3T0xMDE2aNAHwF9O+z2ygOnXqsGjRIg4ePOgfK/R6vtq1axfaByhckPmciJs4RIpDhZac9bKzs5k0aRJNmjQJerQDQJMmTXj++ec5fPgwCxcu5ODBg5QqVYrnn3+eyZMn07hxY//jCFq2bMlTTz0VsSBxu92A9y7GwBmWQIHXV4X7Qe8rAgJ/6w/8OhK32x00CxAptiuvvDLigSf0wBXohx9+oGbNmnTr1s3fd9y4cQwdOpT+/fuTnp5O//79jxpnJIZhcMUVV/Dbb7+xYsUKKlasSMWKFfnss89YsmQJP/zwAz/99BOTJ09m6tSpTJkyhTZt2vjXD5ejovJxovkuRHe5XPzwww9hHxMS7v12u93+Ito0zYjjezwe//qJiYlMnz6dZcuW8f3337Nw4UKmTZvGjBkzePbZZ/3vUaRxwgnNn8fjISEhIWiGMdCxPtzXt92ifmE42v6DN4e+9zUvLy/oF5XQffO9fu2114iNjT2meEVOJBVactaLiYnhrbfeomXLloUKLZ+6devy008/ERsby/bt25k8eTLdu3cvdCfivn37Im7HN9NltVoLzYasW7eObdu2ERcX52/btm0bpmkGFQSbNm0CCv/mfzSVK1f2/wYf6JNPPiE1NZXHH3+cuLg4XC5Xodh27NjBX3/9FRRbKNM0Cx2MO3fuzKBBg5gyZQp2u/0fP4PMd2D05cP31Pu2bdv6H86amprKwIEDmTZtWlChdSrt2LGD559/nvbt22OaJs899xwdOnQoNPO5devWoFmXAwcOkJGRQc2aNQHv52fZsmXk5+cHFWVOp5Nt27bRunVrADZu3EhGRgYtWrSgRYsWPPjgg6xbt45+/foxdepUunXr5n+vQu+QLc5pU18sixYtomnTpiQnJwct+/bbbylZsmSxxvGpVKkS4L0j07e/vviGDx9Ot27d/Kd2N2zYQPPmzYPW37hxI/Hx8ZQoUcL/C8GmTZs477zz/H1CbwTw5b9SpUqFnuL/448/kpiYeEz7IHK8dI2WnPWsVitXX301v/76q/+aokDp6el8++23XHTRRcTFxXHo0CGAQnf3/fjjj2zatMl/h1So8uXL07RpUz755BN2797tb8/Pz2fUqFH+O9589u3b5z9VCd5b+99//31q1qxZ6NENR3PJJZewYsWKoGu78vPzeeutt1i5ciUOh4NLLrmEH3/8MehRBADPPPMMQ4cO5eDBgxHHv+CCC1i/fn3QdWwul8t/m3x+fn7YR2cUl8fj4ZtvvsFut9OqVSvAe5feiBEj/LNxAI0bN8ZutxfrT/4czbGcSizKY489htvt5oknnuDxxx/H5XLx+OOPF+o3ffr0oFmbt956C/De9Qhw2WWXkZmZyYwZM4LWe++998jKyvKfxhszZgx33XUXWVlZ/j61a9cmOTnZnxffqdS0tLSgsULvfI3Edxr6tddeC2qfN29e2Dtjj+aiiy7Cbrczc+bMoBx88803fPPNNwB07NgR8N6dGNhn1apVLF68mA4dOmAYBp06dcJqtTJ16tSgbYTmzTfepEmTgsZLS0vjzjvv5J133jmmfRA5XprRknPCQw89xJ9//smIESP4/PPPad++PYmJiWzZsoXZs2eTn5/vPzjWrVuXypUr8/rrr5OXl0fFihX5888/+eSTT4iJiQk6wIV69NFHGThwID179uSmm26iZMmSzJkzh+XLl/PAAw9QqlQpf1+73c7DDz/MqlWrKF++PB9//DG7d+/m9ddfP+b9GzJkCN988w0DBw6kf//+lC9fnjlz5rB+/Xr/Af3BBx9kyZIl9OvXj379+lG5cmUWLFjA/Pnz6d27d9CF46EefPBBFi9ezF133cUtt9xCiRIl+OSTT1i1ahV33HEHCxYs4IUXXsBmsx31KfHLli0Lmh3LzMzk888/Z9myZQwZMsR/vdDgwYN59NFHueWWW+jSpQumafLZZ5+Rl5d3Qp7g77v2bd68eVSuXDlotnPr1q1hi3KfBg0a0LBhQz7++GMWLVrE/fff759pGTJkCBMnTuSjjz7ixhtv9K+zZMkSbrvtNjp27Mjy5cv57LPP6NGjh//C/htvvJFPPvmEZ555hrVr19K0aVNWrlzJ7Nmzad68uX+sW2+9ldtuu41+/frRo0cPYmJi+P7779myZQvjx48HoGbNmjRp0oSZM2cSHx9PzZo1mTt3brEf/9ChQwc6derElClT2LZtGxdddBHbt29nxowZVK5cmcGDBx9TrsuUKcPQoUN58cUXGTRoEJ07d2bXrl1Mnz6dCy64gI4dO2K1WhkwYADTpk3j1ltvpXPnzuzdu5dp06aRnJzMAw88AHivbbz11lt58803yc7Opn379qSmprJ48eKgbdavX98/Xnp6Op07dyY9PZ3p06eTkJDAPffcc0z7IHLcTs3NjiInX1ZWlvnKK6+Y119/vdm6dWuzSZMmZseOHc0nn3yy0CMP1q5daw4aNMhs3bq1mZKSYl533XXmjBkz/Lfvr1ixwjTNwo93ME3TXLlypTlkyBAzJSXFbN68udmjRw9z9uzZQX18682dO9fs3Lmz2bx5c7Nv377mr7/+GrZfqNDHO5imae7YscN84IEHzDZt2pgtWrQw+/TpYy5evDioz6ZNm8z777/fvOCCC8zzzjvPvPrqq82pU6cG3XIfybp168w77rjDbNWqlT/e+fPnm6Zpmnv37jVvvPFG89tvv424frjHOzRo0MBs2bKl2bt3b/ODDz4Iuq3fNE3zk08+Ma+77jqzVatWZosWLcz+/fubixYtKjRm6OMvOnbsWOiRBeH6Tpo0yWzTpo3ZrFkz85dffinW4x18jxDYvXu32bp1a/Pqq682nU6nf8y8vDzziiuuMFNSUsxdu3b5t/vFF1+YgwYNMs877zzzsssuMydNmuR/jIdPRkaG+cwzz5gdOnQwmzRpYnbq1Ml84YUXzJycnKB+8+fPN/v06WOef/75ZrNmzcyePXuaX375ZVCfrVu3mkOHDjVbtGhhtm7d2hwxYoS5fv36sI93CH0MhGmaptPpNF999VXziiuuMJs0aWK2b9/eHDFihLl9+/aI7/HRfPTRR2a3bt3Mpk2bmh07djSffvppMyMjw7/c4/GY06dPN7t27Wo2adLEvOiii8wRI0aY27ZtKzTW22+/bV5++eVm06ZNzV69epnLly8v9LgOj8djzpgxw7/Ntm3bmkOHDg167IdItBmmWcQViCISFQMGDGD79u3+W/vPBmbI9WbiNXv2bB5++GHeffddLrjgglMdjoicZLpGS0ROCBVZIiKF6RotERE5ZhkZGYX+VmM4Vqu10HO6RM4lKrREROSYjR07lk8++eSo/apUqXJWnSIXOVa6RktERI7ZunXr/I/3KEpMTEyhP5kkci5RoSUiIiISJaftqUPfn7QQEREROROEm709bQstCB+weJ9sHPonJUR5KYpyE57yEplyE57yEtm5nptIE0R6vIOIiIhIlKjQEhEREYkSFVoiIiIiUaJCS0RERCRKVGiJiIiIRIkKLREREZEoUaElIiIiEiUqtERERESiRIWWiIiISJSc1k+Gj5Z1f//N7Jkz2b9vH6bHw64dO4iJiaHNRRdxY9++lCxZMqj/2r/+4rnHH2fb5s2ULVuW+k2aUKJkSb6aOZPtmzcTn5BA4+bNsVmtbFq9mr07d2KxWGjVrh29b7uN5YsXs/LXX9m9eTPOvDwO792Lx+PBAhgF2zAC/lnxVsBWiwWLYWABPG43BkcqY0vIOgSsF9hmC9Pf1zfceKHjWkKWEdIWOl7oP2vI+OH6+cYN3H5x4gn3z/dcXkuYfFisVgy3+8h+xMRguN0YLpd3XKsVCvIcGHukffGPm5SENS8Pw2bDWro07NzpHccwMBITsebkYHg8YBgYFgtWXwwFf2bUYhje2EqUwGKzYeTnY6tSBXvNmnjWrfOOB1hr1cLesycsXYpn3jzIz8dITMRwOjGcTiyVKmF74QUsmzdj7tiBpV078Lgx5s6lyto10KQplC0NC37wbrvL1bD8d/hjKSQng2HCnp2QlwsuJ3jcUKky3Hk/vP8GbN0IFavC6+9D4xawazt88R7s2AoeFySXBIsFlv4IMXEw6EFI3wurl4ErD3IyIX0f1GkCV90E9ZoRJDsT5s+ELWuhQStociEsnAWH9kHrK6B5BzAMThiPmxLLZsK0DyA/D1r3hOvHgt1xfOPlHoYVH8CBDVD1fGh4Lbjz4K+ZcGAtVGwFDXqA9TjH/yeyt8C298CdCRW6QqkLis5l5irKZrwOG8tB+RsgofHJi1XkLBO1Pyq9f/9+rr/+eqZMmUKdOnX87fPmzeOVV17BZrPRs2dPevXqFXb91NTUqPwJnjdee42HH3gAl9OJx+3G5EixYLFaSUhI4KsFC2jesiUAk154gf888EDQGDaOHGRNjhzQCRiLgDY7RwqE0GIllLWgf+A4RsE2LSH9Ardn4UhRFbiuLaSvb38Di5DAvqFtRkA8vq8DxyJkWeiP7sCCyVf8hBZMof3tYZaFWyewcAtc3wI4Al5D+P0MXCcwd744Q9fz5SzSmL73ybfMDNPm49tHa0BbaNFNwX4EvvZtK1x8/hxZrd5izmYB08QwzaDPeaE31cdC+A+fI+Brnxv6wfefeAsylyt4jMAq1GYFq7vwGx0bAwOHw51PeV9vWwd3XgR52ZCTBTGx4MnzFj35eRCbAC06wlOfgtXKP5aXDY81xdy3MTg0eyxM2AZJZY5tvD1p8EY7b0GZnwWOREiqBO4D4M490pZQEW79BeKPcfx/Ytv78MdgwA2efLDGQ+Ve0PKt8MXWxrGweSymx4mBARY71HwMaj588mI+jZ3rf2amKOd6biLVLVE5dZifn8/jjz9ObGxsofZx48YxZcoUpk2bxocffsjevXujEUJYu3bu5OH77yc3Jwe32w0E//z3uN1kHD7MoL59ATh44ABPPfhg0BihMznhZnd8fIWI7zAUekwLNyPjCViPgPUC+4c7yIY7mFMwXmC77383hYUrfMyCvuEKhtA8hBO4P2ZAPOG25esfLi+B+xIYWyiTI8VJuIIo3DiB24xUSAX2C7fMTeH3JdJ7Bd7PROjsXjjuIpaFe69MvJ9j78oejILfo4zQjp7QRoKrPp/AyjrQFzMgNzu4yAor3CcNyM2DaS/A3yu8r8cNgkP7vUUWeIsTTG+RBZCbBcvmw/wPjrK9YvpmAoQWWQD5ufD6Tcc+3qwBkHPQW1ABODNh/zrI2B/cdmgLzB/1TyI/NvmHYdlg8OSAxwmY4M6CHTNh79zC/bPXwuax4MnBwA24vOtuegqy1528uEXOIlEptMaPH0+fPn0oX758UPv69eupXr06JUqUwOFwkJKSwtKlS6MRQlhff/klFsvRd3nr5s1s3bKFH+bMIXTCL9xMy9H4ZhOOVpT4hBYC4YqScNstqnCJFFdR64bGU1RBEKlwCh3Dw9H3P2j2JcyycONGWh4pJ0WNG2k/Q9/HcOuHe5+K+16Fi6W4BXE4RZ5lK+7A4XagqDfQl1zfThQVrDMX5n0MeTmw6mcwPUe2GU5uFnz7ThEbPwYLJ0detmb+sY2VfQB2r6Dwp88snGePE9I+Orbx/4m9c8EIc4WIOwu2zQjT/xMwwxTPptu7TESO2Qm/Rmv27NmULl2a9u3bM3ly8A+zzMxMkpKS/K8TEhLIzMyMOFZaWtoJjW3P7t14inGm1ON2s2HDBnbt3n1Ct/9PFFV8HK8TPV5xReVctZxUJ+LzaBqwd/8BDqxZQwPTLNZ4mTk5bD0BPxfquDxEulLKA6w5hm1YnIepZ5rF/q3V5TH5+wT/bIskMXMHld2eQpOVJgaHDmWyMySO0pn7KGcWrqU9Juzds48D2Scn7tNZbm7uCT82nS2Um/BOeKH18ccfYxgGP//8M2lpaYwcOZLXXnuNcuXKkZiYSFZWlr9vVlZWUOEV6kSf6y07ZAjPjR171H71GzWiw6WX0qpVK8aPHInHc2QOJPA0k+/10X7A+vr6Dk5HW6fQDzkKn9UJd6AL12aN0B6qqOLHEtIn3Fi+U1xFzXj5/i9OoRUp5qNNrviujQr8ujgTMoF9ipqdKmqZb92g09FEPiUbSWDfcGfzQj+DkZhmEbNa4Qb2nf882g54ith26HnXIj4Yhj2G8n2HUr5mA0i5DFLneS/Aj5Sc2AQSb7znxPxc6HIffDQi7CJLs2uOfRtL2sDWgFk5AMMClpD5U2sMtuYDT951LK7qsPvhQjNrhjWekucNo2TZkDhy7oIlr3iv5QpgsVio0PQuKsTViHLAp79z/TqkopzruUlNTQ3bfsJPHc6YMYPp06czbdo0GjVqxPjx4ylXrhwAderUYfPmzaSnp+N0Olm6dCktCy46PxnKlSvHq2+9RWxsLI6YmELLbXY7ZcqW5Z0PPwQgKTmZCW++iRFwtPJdcxT4L7AtkG8te0C/osYxiXxQDuzvDmj3cQa0hTslaIYsswa0+/pFuj7MV6zlB6wTOl6kY2Po/vg+cO4I6wTGFSnmwNhCGQFxBp7FCtzP0GLPCOjjibAeIeuFW+YOWRb4nofuq40jOQj32fHFZS1iebj3ygCsdjvY7WC1YFoshdf3XYgW5kxXIfkRlg16AOITvBetBwYQymILX+3FOGDoWKjZwPv6oSlQrgrEJ4HNDrY4b6ESm+C9ID4mHi7p6f13Ilx+D1RtXniX40rAkDCn1I7mhmmQWAEcSWC1ey98r9QCSlfxtlkK2so2hkufOgE7UEy2BDh/JljjwJoAlhiwxEHNO6Fsh8L942pB3efBEouHgr6WWKj7IqjIEjkuUbvrEGDAgAGMHj2av/76i+zsbHr37u2/69A0TXr27Em/fv3Crhutuw4Bdu/ezReffMKh9HQMw2Dntm3ExMbSsnVrrunevdBF/Ht27eLFp55i66ZNlK9YkXoNG1KuQgU+f+891qxcSVJyMhdccgmmx8O6lSvZtn49hsVCh6uvps8dd7B0wQL++u03tq5bh+nxsPXvv3FmZxe6EDrwone7YRATG4vVagXTJD8nBzyeoHVCJw8C7370/W8Lee0/GIcZI+hRCAHrh7s4PfBRB4R5HdhuhLwO90gJApaH+z/c4x4CC6/QsQLvEDQALBbs8fGYWVlYCj7yMeXLYzqdmFlZWC0WDKsVsrODYgnd50Lvl9WKo3p1jP37MeLisFarhvnXX5CbCzYb1sqVsezfDy4XhsWCxWrF4nZjuN3eOwItFm+cNhuWKlWw2myQnY29Xj3s9erh/usvzPXrwTCwNW2K7brrYOVK3LNmYeTlYSlbFrKzMbKzsdSsiXXyZCwrV8KuXRjt2nm3++MCDq5YQamWLaFqVfjqM2/hdN0NkPorLF4IZct6k7VlI+Rke6+byndC3frwyDh49RlYvQLq1IfXZkKFinA4Hb6dDXt3eWeiEhIhMQkWfgWx8XDbQ7B7K6xb6V2ekwn7d0GdxtCpJ1QKOXC78mHxHNixHuo2hwat4X+fQsYBaNUJ6jTnhDJNtnw1merLp4EzG9oPgsuGHuXitiK4nLD6c0jfDJVToFYH72Mv1s2Bg+uhfHOodZm3gDzZnPthx2zvtVnlr4KkBkX3z93GrpWTqFixIpTrATFVTkqYZ4JzfdamKOd6biLVLVEttP6JaBZaZ7pz/cMcifISmXITnvISmXITnvIS2bmem5P6eAcRERERUaElIiIiEjUqtERERESiRIWWiIiISJSo0BIRERGJEhVaIiIiIlGiQktEREQkSlRoiYiIiESJCi0RERGRKFGhJSIiIhIlKrREREREokSFloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKJEhZaIiIhIlKjQEhEREYkSFVoiIiIiUaJCS0RERCRKVGiJiIiIRIkKLREREZEoUaElIiIiEiUqtERERESiRIWWiIiISJSo0BIRERGJEls0BnW73Tz66KNs3LgRq9XKuHHjqF69un/51KlTmTVrFqVLlwbgySefpHbt2tEIRUREROSUiUqhNX/+fAA++OADlixZwrhx43jttdf8y1etWsX48eNp2rRpNDYvIiIiclqISqHVuXNnLr30UgB27NhB2bJlg5avWrWKyZMns3fvXi699FKGDBkSjTBERERETinDNE0zWoOPHDmSuXPn8tJLL9GuXTt/+8svv0zfvn1JTEzk7rvv5qabbqJjx45B66amphIfHx+t0M5oubm5xMbGnuowTjvKS2TKTXjKS2TKTXjKS2Tnem6ys7NJSUkp1B7VQgtg79699OrVizlz5hAfH49pmmRmZpKUlATAjBkzSE9PZ+jQoUHrpaamhg1YIC0tjUaNGp3qME47yktkyk14yktkyk14yktk53puItUtUbnr8NNPP2XSpEkAxMXFYRgGVqsVgMzMTLp27UpWVhamabJkyRJdqyUiIiJnpahco3XFFVfw8MMP069fP1wuF6NGjeK7774jOzub3r17c99993HzzTfjcDho27YtHTp0iEYYIiIiIqdUVAqt+Ph4/u///i/i8h49etCjR49obFpERETktKEHloqIiIhEiQotERERkShRoSUiIiISJSq0RERERKJEhZaIiIhIlKjQEhEREYkSFVoiIiIiUaJCS0RERCRKVGiJiIiIRIkKLREREZEoUaElIiIiEiUqtERERESiRIWWiIiISJSo0BIRERGJEhVaIiIiIlGiQktEREQkSlRoiYiIiESJCi0RERGRKFGhJSIiIhIlKrREREREokSFloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKLEdqoDONWys7P57quvyDh8mEs7d6Za9eoR++bm5rLg669JP3CACy+9lJp16hQ5tmmarPj1V9b++Sc16tWjdYcOGIZBbk4O82bN4rsPPiAvJ4fE5GTKVa5Mldq1ycnIYOuaNVitVg7s2IFpmnS55RZW//wzG//8k5Lly+NITKTZRReRcsUV/DRzJj9//DH5eXkklS5NuSpVaHDhhcQnJ2O63ZStWZNlc+awMTWVBm3b0m3kSGITE/nz66/J3L+fhh06UKFuXQCcOTms/Oorcg4domGnTmCarJ03D3tcHDkHD7ItNZXKzZtzwS23EJucfMy5Nk2T7b/8wr6VKyndoAHV2rfHMIxjGsN5+DDb5szBnZdHlS5diC1blh3ffkvOzp3kVKgAjRodc1wiIiLREpVCy+128+ijj7Jx40asVivjxo2jekABM2/ePF555RVsNhs9e/akV69e0QjjqH753//oefXVmKaJ6fHgcrsZ9uCDPPbUU4X6rvzjD27q1Am3y4Xb7cbj8dD39tsZ/eKLYYuFnOxs7rjySlb/8QemaWKxWKhUowYjXniBkdddR252dlB/S8A/I6R9+Y8/YgCOgPZF770HBX19b6INWAss/vBD7zLDwDBNjIJx1ixaxJfPPUdSYiKGYWB6PHjcbtrfeisXDxjAxKuu8rZ5PJi5uVgBq91Ofm6uf1sG8OkDD3Db55/T+Kqrip1rZ2Ym719+OXtXrADTBIuFkrVr02/BAuJKlSrWGNu+/pr5N94IFguYJp78fOwOBxbALHhPsnr04OLp07FYrcWOTUREJFqicupw/vz5AHzwwQcMGzaMcePG+Zfl5+czbtw4pkyZwrRp0/jwww/Zu3dvNMIoktPppFe3bmQcPkxmRgZZWVnk5ebyygsvsOjHH4P6ejwebu3alUMHD5KZkUFOdjZ5ubl8+NZbzP3ii7Djv/zoo6xaupScrCxys7PJzsxk89q1DOvWrVCR5RNaZAF4ALPgHxwpdnzMgj7WgOX+ZabpX89T8L8dyM3MJDcjg7ysLPJzc/nfu+/y3yuuIOfQIXIzMsjPygK3G4/b7S+yfNsyAY/LxVvXXUfu4cNh9yOc+SNHsvuPP8jPyiI/O5v8zEz2r17Nd0OHFmt95+HDzL/hBlxZWbgyMnBlZuLJyyMvI4P8jAzc2dmYubls++IL1r/1VrHjEhERiaaoFFqdO3fmqYJZoR07dlC2bFn/svXr11O9enVKlCiBw+EgJSWFpUuXRiOMIv20YAFut7tQe05ODu+GHKiX//YbmWGKiuysLGZMmhR2/M/eeQdnQJEC4MrPJ8/p9Bc/gY52Aq2o5R4KF2A+gdsyQv73ycvKIicnx/+6OB8Kj8vFyghFZjgrp0/HnZcXPIbTyeqPP8b0eCKsdcTWL7/0zmSFEfguurOyWPv668WOS0REJJqido2WzWZj5MiRzJ07l5deesnfnpmZSVJSkv91QkICmZmZYcdIS0uLVnis+/tvPGEO8KZpsnvXrqBtr12zJmxxBLB/376wcYYWWUcTqVACb7F0bFcyHTvTDN7Do23PNE22bNxIQjHfI1dIkeXjcblI++svjKOc6tuzYQOeMIVxODmHDkX1s3Mmys3NVU7CUF4iU27CU14iU27Ci+rF8OPHj+fBBx+kV69ezJkzh/j4eBITE8nKyvL3ycrKCiq8AjWK4oXNVapU4fHhwwu1JyQkcOvttwdtu3bt2jx5992F+sYlJNA/pK9Px+7d+W7mzKBZM8MwsBgGRpgCz0P4U4cUtBU151PcaclIxaIjPh4jPx8K4vKdIiyq2DKsVjoNGkSJypWLte20a65h7WefYQYWS4ZB9Q4daNy06VHXrzFoEJvHjg27LHD/LbGx1L/llqh+ds5EaWlpykkYyktkyk14yktk53puUlNTw7ZH5dThp59+yqSCU2pxcXEYhoG1YMaiTp06bN68mfT0dJxOJ0uXLqVly5bRCKNIycnJvPDaa8TFxWGzeevNhMRE2l16Kd2uuy6ob0xMDC+88w6x8fHY7XYA4hMTaZaSwvUDBoQd/4EJEyhdvjxxCQneMeLiSCpZkvvHj8dqK1zfmgRfi+UT7pqs0NOBBt7TZ+HWt4T8nw9YbDasDu+l9TGJiVRv0YKbJ03CHheH1W73noq0WsPOMhmAYbFwzZgxxS6yADq/+CLxZctij48HwBYfT2ypUlwV4dRrqPjKlWk1dizWuDhvXIaBNTYWa8C+WOLjSa5Xj0b33VfsuERERKLJMEPPGZ0A2dnZPPzww+zbtw+Xy8Vtt91GTk4O2dnZ9O7d23/XoWma9OzZk379+hUaIzU1lZSUlBMdWiF/r1nDjLffJv3gQa7u3p3OV16JJcK1QJs3bGDmlCns37uXjlddRedu3fwFZDjZmZl8OX06q5YupW6TJlw7cCAlSpdmy99/8+Z//sOvc+fizM3F4XBQsmxZylWuTO7hwxzYvRuPy4UzMxOr3U7dZs3Yv20b6bt2ERMbS3zJktRt1owWnTrx44wZbPj9dzxuN3a7neTSpanasCEly5fHZrORUKoUf/3wAwe2baN8rVr0f/55yteowU9Tp3Jo927Ou/JKWl57LVabjd1r17J46lSyDh6kWdeuGKbJqjlzMIGM7dvZv2ED5erXp8vjj1P1OIrjvIwMVk2fzs7UVMo3a8Z5N99MbMmSxzTGgeXLWffuu7hzc6l5ww0k16vHhqlTydqyBXeDBlw4bJi/8JIjzvXfNCNRXiJTbsJTXiI713MTqW6JSqF1IpysQutMdK5/mCNRXiJTbsJTXiJTbsJTXiI713MTqW7Rk+FFREREokSFloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKJEhZaIiIhIlKjQEhEREYkSFVoiIiIiUaJCS0RERCRKVGiJiIiIRIkKLREREZEoUaElIiIiEiUqtERERESiRIWWiIiISJSo0BIRERGJEhVaIiIiIlGiQktEREQkSlRoiYiIiESJCi0RERGRKFGhJSIiIhIlKrREREREoqTYhdamTZv48ccf2bVrF6ZpRjMmERERkbOCrTidpk+fzty5czl06BA9evRgy5YtPP7449GOTUREROSMVqwZrTlz5vD222+TlJTELbfcwvLly6Mdl4iIiMgZr1iFlu9UoWEYADgcjuhFJCIiInKWKNapw65du9KvXz927NjBbbfdRufOnSP2zc/PZ9SoUWzfvh2n08mdd95Jp06d/MunTp3KrFmzKF26NABPPvkktWvX/oe7ISIiInL6KVah1b9/f9q2bcvatWupVasWDRs2jNj3888/p2TJkjz33HMcPHiQ6667LqjQWrVqFePHj6dp06b/PHoRERGR01iRhdbLL79cqG39+vV8//333H333WHX6dKlC1deeaX/tdVqDVq+atUqJk+ezN69e7n00ksZMmTI8cQtIiIictorstAqW7YsAN9//z1Vq1alVatWrFixgp07d0ZcJyEhAYDMzEyGDRvGvffeG7T8mmuuoW/fviQmJnL33Xczf/58OnbsGHastLS0Y9mXc0Zubq5yE4byEplyE57yEplyE57yEplyE16RhVafPn0AmDt3LqNHjwbg2muv5dZbby1y0J07dzJ06FD69u1Lt27d/O2maTJw4ECSkpIA6NChA3/99VfEQqtRo0bF3pFzSVpamnIThvISmXITnvISmXITnvIS2bmem9TU1LDtxbrr8ODBg2zZsgWADRs2kJmZGbHvvn37GDRoEMOHD+eGG24IWpaZmUnXrl3JysrCNE2WLFmia7VERETkrFWsi+FHjRrF/fffz549eyhbtizPPfdcxL6vv/46hw8f5tVXX+XVV18F4MYbbyQnJ4fevXtz3333cfPNN+NwOGjbti0dOnQ4MXsiIiIicpopVqHVunVr3njjDbZu3UrVqlX9j2YI59FHH+XRRx+NuLxHjx706NHjmAMVEREROdMU69ThV199RZ8+fZg0aRK9e/fms88+i3ZcIiIiIme8Ys1ovfPOO8yePZuEhAQyMzMZOHAg3bt3j3ZsIiIiIme0Ys1oGYbhf2xDYmIiMTExUQ1KRERE5GxQrBmt6tWr88wzz9C6dWuWLl1K9erVox2XiIiIyBmvWDNaTz/9NNWqVWPx4sVUq1aNp556KtpxiYiIiJzxilVorVq1CrfbzeOPP87vv//O33//He24RERERM54xSq0nnrqKS666CIA7r33XsaOHRvVoERERETOBsUqtGw2G3Xr1gWgWrVqWCzFWk1ERETknFasi+ErV67MCy+8QIsWLfjzzz8pX758tOMSEREROeMVa2pq3LhxlC5dmh9//JHSpUszbtw4AJxOZ1SDExERETmTFWtGKyYmhltuuaVQ+7/+9S/efffdEx2TiIiIyFnhH11sZZrmiYpDRERE5KzzjwotwzBOVBwiIiIiZx3dPigiIiISJTp1KCIiIhIl/6jQ8j1bS0REREQKK9Zdh2vXrmX06NFkZGTQrVs36tWrR8eOHXniiSeiHZ+IiIjIGatYM1pjx45l3LhxlCxZkhtuuIGJEydGOy4RERGRM16xTx3WqFEDwzAoXbo0CQkJ0YxJRERE5KxQrEKrRIkSfPDBB+Tk5DBnzhySk5OjHZeIiIjIGa9YhdbTTz/Ntm3bKFWqFCtXrmTs2LHRjktERETkjFesi+GfeOIJnn/++WjHIiIiInJWKdaMltPpZPXq1eTl5eF0OvXHpEVERESKoVgzWhs3buSuu+7yvzYMgx9++CFqQYmIiIicDYpVaH355ZfRjkNERETkrFOsQmvAgAGF/oD0u+++G5WARERERM4WxSq0nnzyScD7tw1XrVrF6tWroxqUiIiIyNmgWIVW7dq1/V/XqVOHjz/+OGoBiYiIiJwtilVoffjhh/6v9+zZQ1ZWVtQCOtttXb+e9StXku90UqN+feo1a4bH4yHt119x5efT5MIL2bdjBwtnz8ZiseDKyyM3O5tLevakYs2afDd1Kvv27SOnfXtys7KITUggqUwZDu3ZQ/bhw5SvVo16bdpwYPt2dqxdi9vpZPtff2FYLNRu3ZrMvXvZ+uefVKhbl4oNGrBu0SJyDx0iuUIFSlerRua+fbjz8qjYqBHLZs8mJz2dBpddxo4//iChTBkSy5TBkZhIk65dcWZm8seMGexctYr09evxOJ1UbtmSis2asX3xYmKSkzmvXz+c6elgmpSuV49yTZqwZ/lycg8cwJGcTNaOHXhcLkrWqUPZ885j3/Ll5B08SIXzz8eZkcGqV18lLz2dkg0b4s7MJL5SJWp07UpsmTJkbd/OobQ0kurUweN0kr5wIau/+478jAwMwJ2RgaNUKfB4cO7ZQ4lWrfAcPkz2pk3EVqiA6XLhzssjc9kySqak4ChbFlwuKvbti71UKfZ/+SU5f/9NmW7diK9fHwDXoUPsmzED5+bNGImJlLzySmJr1SJn+XIc1aoR26AB+bt2kbtsGfnbtuHJyMCSkICZkUFc+/bEnX9+0Gl4T3Y2zl9/xUhIwNG6Nbjd5C9ZAqaJpWpVPOvWYa1TB6NUKfK/+AJyc7F37YqlUiX/GObhw3iWLsUoXRqjefNCp/mPyumEpUvAaoWUNmCzQXo6zHwHEhKh90BvW1Fyc2D5ErA5wOPyjtXsgqOv57N9A+zYADUbQbkqhZdnpsOqxXBwJ9RsCvXPB0vBTdN5ObB2CcTEQ93WR9qjbf9G2L8eKjSCEmFiPtlMD+z/Fdx5UPYCsMae6ohEBDBM0zSP1unll1/2fx0TE8NVV11F1apVw/bNz89n1KhRbN++HafTyZ133kmnTp38y+fNm8crr7yCzWajZ8+e9OrVK+w4qamppKSkHOv+nLayMzMZccMN/PrDD7hdLgCsNhsVqlbFlZmJKy8PE8jPzsbjdvvXMwBrwD8joD30cGIAVquVGIvFu8zlgoC31wDsAWNYAtoDx7QGLLOEbMfX1xEyjhHwmpAxKNiuxWbDYrVit1jwOJ2YBftpAQyrFbvVitVmw2KzkZ+VheF2B/0mELiNco0akbVhA9aYGPIzMzFME6tp+pfbQ+IF728Vga8NKDS+b//tVisEvA+JF1xAuQ4d2Pnss4QyAHtyMuTnY01Oxti/H0vBexyYWwOwVq1KzZ9/xl61KlnTp3Pwjju8RYnHgyU+HqvTCW43Zm4u5OdjSUjAmpOD1eMJ2KCBvXdv4qdPxz1xIq5Ro8BuB7cbo3p1HN98g1G9elCMaWlpNGrUqFDszJsLA3uBx+P9rMTEQOfL4bP3j/SxWOC19+C63oXXB5jzATxym/dAn5cNhgGx8RATCy99DG06hF8PIDcbHr0RUueBPQbyc6FTH3jozSNF2ofPwtuPgOkq2H8LlCwPY7+Fbavg1du9baYHEkvBY19BjaaRt1mcvBQlPwfe7QV/fw+2GHDlQbMboPdUsBazsDzRDvwOP3aD/Ay8nzQTLnwbql9/3EMeV27OAcpLZOd6biLVLcUqtAAyMjIwDIPvv/+ejh07UqJEibD9Pv74Y1avXs0jjzzCwYMHue6661iwYAHgLcKuvvpqZs2aRVxcHDfddBOvv/465cqVK3bAZ6rHBw7k2/ffx5WfX2iZwZHCJdzv4gYQR+GDdrh5C19hFBvQ18fKkWIj0voOChdZof0C4400VmgR4ytgfMvsIX3DFUYUjBFa6Pny5IiwzUhjhRZ/oXH5XofLXeA+hxO4vzER+vlitzdsSLWPPmJPmzaYOTn+5aGFoE/Y8QwDx223YZk+HbKzA3bAgtGwIY6VK4NmtsL+ANyzG5rVDl4/0kYNA/5Oh9A/v7UuDa5P8c5ohfsgxCfC/C1QolSYPQPG3w7fTANnbsC242HgIzBwFPz2LTx5nbe4CR07qRQYueDMCW4vUR7e2gY2O0dzXAeGj++E394GV0DM9jjo+BBc8fixjXUiuHPhk8rgPBjcbo2Da1ZCYu3w6x3FuX7QjER5iexcz02kuqVYc+wjRoxg3rx5TJgwgd9//51Ro0ZF7NulSxfuuece/2ur9chhbP369VSvXp0SJUrgcDhISUlh6dKlx7IfZ6R8p5O5H34YtsgCMAv+RXozfMt9IhVJgf0J0yfSgTxQ4PJwRVbg+EXFEhqzp4hl4bbt4w7T5hsvdIzQuMKtc7Q2I+R/n6PNU/j2yXqUfgD569ZxaPx4zIAH/x7jyT4wTZzvvFO4SPJ4MDdtwly58uhjfPS+dyYrnNDEmyZMfCbMGG9ChM+1dz0PfPNR+GUuV+EiC7yzYh8XzKLPfrFwIeWTnwH5YR6e7MyBP6P0nD+PB357J7jIAm8huPiV6GzzaHZ87T1dG8rjgvVvn/RwRCRYsea5t2/fTvfu3Zk1axbTpk1j4MCBEfsmJCQAkJmZybBhw7j33nv9yzIzM0lKSgrqm5mZGXGstLS04oR32svOzMTtjlQyFM+xHIiP+aD9D9c7HuZJ3t6JcKLiNYFDf/9NTMgp4mMWocBxWyxs/uMPcgOuj8rNzS30/VR27WrK5uYWa9smkL52NbtCxqi0YS0l3WEO8r718vLY+/dq9of5XjacuTTId4YvijPSWZOWRs3dW4iDsAkyPR4MS+FC0e32sGvNCg7H1Sh6pwiflyK5nTR05YWPOecQa07Bz6wS+1dR0Z1f+Bc1M5+Du1azy3F8MR1zbs4Ryktkyk14xSq08vPz+eqrr6hbty4HDhwgPT29yP47d+5k6NCh9O3bl27duvnbExMTgy6kz8rKCiq8Qp1NU5BVa9dm89q1EZcXXFUR8aB3LIVJpHPBHiLPUoVbL9LM2LH2Cbc88HVR565PZDEW6XReoOPNnW+sCPNDwf2sVircfjuHVq7ELPh+KNb5+xDWBg1g40bIDZ5dsXo81Lz+eozERH9b2Cn9G/rAzOkQ7uaWkKO2AZQaci+lQsfo3g9+mw/Z4W+QMWJiKX9tH8pH+l6u1Rg2hMy+GQaWlI7eeC/rAzOeAk9+oeQbWL3XgeUFz+pZTTdVLr+JKmXDX0ca6LhOdVQ+D3YsD2k0sNS55NT8zMq4CbaPLTwLaUukVJN+lKp6fDGd66eBIlFeIjvXc5Oamhq2vVinDv/1r3/x3XffMWTIEKZNmxY0SxVq3759DBo0iOHDh3PDDTcELatTpw6bN28mPT0dp9PJ0qVLadmyZfH34gz26BtvEBMXV6jdarUS53D4C61wfNWwb7nvtFlo/8ALwc0wfXzzDmbI/4T08bW7Q/qFK8QiLQv9YFlDvg69/incqcDQ9Xx9oeDiers9bF83ReenqDgtEWJxGwbWCNcl+rdtsYTNe/AGLFT4v/8jsX9/7I0bY8THg28dq9V7UXuIsOPFxRE3YwZGtWrg+1wZBsTHY3vuuaAiK6J2HeCSyyA+4UhbfALE2AonpmlLuOiSwmNc2RPqnwexcUeC9ceYAJd2hWZtIscwYhLEJhy5iNzmgPgk+HfBH7Hv8W8oU8W7b4Fj2xzQ9W6ocZ73mi6fmATodi8Uo8g6bj1fB0cCWApitjogJgmufTF62yxKUh2ocztYA95HazyUToHKXU9NTCLiV+yL4deuXcv69eupWbNmkRXrmDFj+Prrr4OevXXjjTeSk5ND7969/XcdmqZJz5496devX9hxzraL4QE2rl7N2+PH8/uCBbhcLhq0bMnA4cM5vG8fX7z5Js7cXNpefTW/f/89fy5ahMvpBI8Hm8VCzSZNqFS9OisWLsSVl0diiRLY7XbsMTHEJyeTuX8/7vx8KtWqRfs+fdi5ejV/LVhAxt695Bw6BEBy6dK4cnLIz8rCHhNDQokSZO3bh8flwma344iLw8zPxzAMrIZBXkYGpseD3WrFME0wDGw2G3FJSTTq0oWMHTvY9NNPePLzgy7k9190bhjElihBbEICVpuNyq1bU+eKK9jy/fekr1+P6fGQd+AAAOVbtKDW5Zez/ccfyd6zh+qXX86uBQvYtXAhHrcbi9WKxTBwJCZSp08fGg8Zwvp33mHfkiXEVa4Mbjd7Fi/Gc/gwptOJ4fF4r0kzDO9soMeDzW73XiBecEegxTAw3G4M08QwDGwxMdhiYynTtSul2rRh+wsv4DpwgMRWraj32mvEVq3K5vvvZ/8HH+DJygKbjdh69Ug+/3yc69YRU6cOpfv3J3PuXDJmz8aze7c/n4bFQkyjRpR/7jkSLr0UADM3l8y33ybnww8xSpQg4fbbMTIzyXnrLcycHCzJyZgHD2Jr0ACLaeL65hsMlwtbly7EPfMMlipVMDMycE2ejOezzzAqVsQ2bBiWdu0KffYi/qbpdnuv1XrvHe/djzcPhk5XwiPD4JvPwO6AgUNg+OjIj01w5sHst+HL9yErAzChdDnoOQi63Hj0xy1sWQsfvOCd2WraFnrdA+UDCqWsQ/DZK/DdVMg5BFXqQ++Hoc3V4HLCvLfhpw8gLhm63AEpVxW9veLk5Wj2rYMfX4Cdf0L1NnDJfVCy2rGPc6KYJmz/AtZNBnc21Ozv/WcNvWWk+M712YlIlJfIzvXc/KO7Dt99913mzJlDs2bN+OOPP7jqqqsYPHhwVAL1ORsLrRPlXP8wR6K8RKbchKe8RKbchKe8RHau5yZS3VKsa7TmzJnDjBkzsNls5Ofn06dPn6gXWiIiIiJnumJdo2WaJraCO5jsdjv2MNeRiIiIiEiwYs1opaSkMGzYMFJSUkhNTT1nLmAXERER+SeKVWiNHDmSBQsWsGHDBnr27EmHDkX8SQ0RERERAYpZaO3fv59FixaxceNG9u7dS4sWLSL+CR4RERER8SrWNVr33nsvderUYfjw4VStWpURI0ZEOy4RERGRM16x/9T8TTfdBEDDhg355ptvohaQiIiIyNmiWDNatWvX5vPPP2f37t3MmzePkiVLsnHjRjZu3Bjt+ERERETOWMWa0dqwYQMbNmzgo48+8rc9/vjjGIbBu+++G7XgRERERM5kxSq0JkyYQIUKFfyvV61aRZMmTaIWlIiIiMjZoFinDgcPHsyiRYsAmDJlCo888khUgxIRERE5GxSr0Hr77beZMmUKPXr0YMeOHcycOTPacYmIiIic8YpVaK1Zs4a9e/fSvHlz0tLS2LVrV7TjEhERETnjFesarYkTJzJp0iQqV67MsmXLGDp0KF988UW0YxMRERE5oxWr0JoxYwZWqxWAFi1a8P7770c1KBEREZGzQZGnDu+9914ArFYrU6ZM8bffddddUQ1KRERE5GxQZKG1f/9+/9cLFizwf22aZtQCEhERETlbFOtieAgurgzDiEowIiIiImeTIgutwIJKxZWIiIjIsSnyYvh169bxwAMPYJpm0Nfr168/WfGJiIiInLGKLLRefPFF/9d9+vQJ+7WIiIiIhFfkqcM2bdrQpk0bvvnmG//Xbdq0YdasWScrPhEREZEzVpEzWjNmzOC1114jPT2d7777DvBeFF+3bt2TEpyIiIjImazIQqtfv37069eP119/nTvuuONkxSQiIiJyVijWk+GvueYa3n33XfLy8vxtt912W9SCEhERETkbFOs5WnfddReHDh3C4XD4/4mIiIhI0Yo1o1WpUiX+/e9/RzsWERERkbNKsQqtjh07MmHChKCL4Hv06BGtmERERETOCsUqtL766itq167tf1CpnhIvIiIicnTFKrQcDgdPPvnkMQ28fPlyJkyYwLRp04Lap06dyqxZsyhdujQATz75JLVr1z6msUVERETOBMUqtCpXrsykSZNo3LixfzarXbt2Efu/8cYbfP7558TFxRVatmrVKsaPH0/Tpk2PM2QRERGRM0OxCi2Xy8WmTZvYtGmTv62oQqt69epMnDiRESNGFFq2atUqJk+ezN69e7n00ksZMmTIsUctIiIicgYwTNM0i9PR7XZjmibLli2jWbNmR33Ew7Zt27j//vuZOXNmUPvLL79M3759SUxM5O677+amm26iY8eOhdZPTU0lPj7+GHbl3JGbm0tsbOypDuO0o7xEptyEp7xEptyEp7xEdq7nJjs7m5SUlELtxZrReu6556hWrRo7duxg1apVlCtXjmeeeeaYgzBNk4EDB5KUlARAhw4d+Ouvv8IWWgCNGjU65m2cC9LS0pSbMJSXyJSb8JSXyJSb8JSXyM713KSmpoZtL9YDS1NTU+nTpw9//PEHb731Fjt37jyuIDIzM+natStZWVmYpsmSJUt0rZaIiIictYo1o+XxePjzzz+pWrUqTqeTAwcOHNNGvvjiC7Kzs+nduzf33XcfN998Mw6Hg7Zt29KhQ4fjClxERETkdFesQqtHjx489dRTPP3004wdO5aBAwcedZ2qVav6r8/q1q1b0Fh62KmIiIicC4ostDZu3Mj48eOpWrUqw4cPp3///gC0bNnypAQnIiIiciYr8hqtUaNGMWDAAFq1asWQIUP48MMPmTt3Lu+9997Jik9ERETkjFXkjJbNZuPiiy8G4N1336VmzZoAeuyCiIiISDEUOaMV+DcNA5+b5fF4oheRiIiIyFmiyBmtdevW8cADD2CaZtDXvj8uLSIiIiKRFVlovfjii/6v+/TpE/ZrEREREQmvyEKrTZs2JysOERERkbNOsZ4MLyIiIiLHToWWiIiISJSo0BIRERGJEhVaIiIiIlGiQktEREQkSlRoiYiIiESJCi0RERGRKFGhJSIiIhIlKrREREREokSFloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKJEhZaIiIhIlKjQEhEREYkSFVoiIiIiUaJCS0RERCRKbKc6gDNddlYWe3bupFLVqsTExp6QMZ15eezZupXSFSsSn5h41P6H9u0j5/BhDKsVu91O6cqVvePk5nJg2zZKVqpEbEKCv//hvXvJzcwkLjmZjb/9hiMujpqtW3N4505iS5TgwObNuJ1OEsuWZd/69ezfuJF6HTuSl5FB3uHDJFWoQG56Oglly5K5dy8VGjcmsWxZAFwuF1sWLcIeF0di+fKUqFEDPB7SN2/GlZdH+t9/43G7MZ1OKrVtS2LFimyZNw9bbCzlW7Rg248/krF1K9UuvZSkmjXZ99tv5B0+jCcvj1KNG5OzezfxFSpgcTgwACwW4itXxnS7yVm3jv05OeSnpxNboQKGxUL+wYNY4+JIrFMHW1ISmRs2cHDhQuwlSxJToQIxFSsSX6sWALlbt5K/dy+OihWJqViR3M2bsZUogb1MGVzp6aQvWICjQgWSLryQvE2bwGbDuWkT1vh4rCVK4KheHYvDUej9MT0e8jdvxpKYiCUujtwlS3A0aICtalV/H8/Bg3gOHMBasyaG1YqZnU3O++/j2bEDS6tWxDRrhpmRgZmVBdnZWJKSsLRsiWEYR7Zjmpjr1mHu2IGRmIhhtWLUrAkOBwnzfoC9e+C8ZnDwAFSrDnZ7wQfOCVu3QOkysHM75OVCufLgckH1muDxwLbN3teYYLVChcoQX/CZys6CPTshNtY7VsWqsGsrlCwDjhjYsx3KVYa4eNi7A9xuqFit8Ad5305w5UOFahCwX95lO8Dl9K6bcQA8+ZBQErasgmqNoUZj7zpuF+xYC/m5UKk+xBV8/+zfBhYLlKp81O+nsA7tAI8bSoXE7fHAwU0QWwISykRe35UH+1d7vy7TAGxhflaYJmRsBls8xJePPFbWDsjeCbFlILFG4VydSTxZ4N4J1ipgiTt6fzMTPLvAUhWME/Hzdg+QA1QHTkQes4CDQAXAHqGPu2C7iUDSCdimnO6iVmgtX76cCRMmMG3atKD2efPm8corr2Cz2ejZsye9evWKVghR5Xa7efr++3n/jTewWq2YpskdDz3E0EceCTr4HQvTNHnvued456mnvNtwubj61lu55//+D5u98Dft4f37mdC3Lyvmz8ftcmGaJna7nWqNGtGiQwcWTJmCYRi43W46DxnCtSNG8PqAAaz56SfIz8cwTf9YBmAxDH+bATgClxE8/elr8+1ptfPPp94ll/C/55/39zOAmORkDLcbT1ZWoXV8fXz/rAHLfK+tBa9Dl/naMAwshoHF48ECpIWMbwvYN7vViuFyBY1hAPZSpbDb7bj27vUe7AwDLBZsDge43TgSEvAcPOjvbwMMq9V70A+MPyGBas8+S7m77vJvP/Pbb9k5aBCe9HSMnByspunftq1OHSovWMDBf/+b3K+/xrDZMGJjcdStC0uWECi7YLtB70FMDLHvvYf9+uvx/PYb7i5dMA4cAMAM2EeLAdUCkxLngMR4ePpZyMuGMY+BM89byASyWyEhEUwXuLK9oxoFA9rt0P9OsBrw3uvewsd0g8UKpgccDvC4wDAhPs77dYlkyM7wjlGxBoz7ABq0gB0b4bFesH6FtxgqWxmemAFNLoDt62BML9i00luEwZEPY+A+xcZDj3tgzn+9RRaAYYELe8CuVbBvs7etUn3494dQpSHFsnsNvN0b9qzxvi5dEwa+D1VbwF+fw8e3QV6mtwir0xFumgHxpY+sb5qweBwsHA344rfDxY/DxY8cKZK2zofvbobc/d78VWgDV38ICZWOjHXob/i+BxxKO/IOx1WCyz6CChcVb39OF6YHDo6AjFfxfid7IPlBKDk6fOFouiHnPnC+WdDfhNiHIOaR8P2PajswCPijYLwywCTg4uPbH/KAZ4F5BeNZgDuA60P6/Q94uaC/B2gBPIi36JKzlWGaAUfbE+SNN97g888/Jy4ujpkzZ/rb8/Pzufrqq5k1axZxcXHcdNNNvP7665QrV67QGKmpqaSkpJzo0E6Y5x95hKkvvkhOdra/LS4+nkdeeIGbhgw5rjG/efddnr/rLnKzsvxtMfHxdB8yhH+/8IK/LS0tjUaNGvHAhRey/vffcefnB43joPDvUo74eOITE8k9eBBPfr6/gAn9EeU7fsUELA8tggJZA762hKwXyB4QU7hx7AHbCmyDI8VSpFh9fcOdB7cUrG8rYh98Y9vCLPeNG7idIseIi6PWe+9RskcP8tLS2NS6NWZ2dsTxLfHxWN1uyMvztxWVw8B8m4BhsRC/eDGeDh0w8vIi/k5uDU2OFUhwgM3wbju0cPEHGBBUaAJttoL1XOEDDqyi48IsTywBn66DW1vA/p3e2SGfuER47y+4+3xI3+s9MAfGZKUw328HgduJCXltGJBYBiZuAUec/3sprPxcGF0dsvZ5Cyaf2BJw++cw9SrIP/L9j8UO1drAXYuOtC1/G766zVusBsZhsUGX16H5YDi0AaafV1DM+uK0Qcm6MOCvgpm6PHivGjj3HtlXH1sC3LAW4o9zti6CInPzTx18Eg4/C2bgPsdDqWcg+d+F++eMgrz/w/srh088xP0XYm4/xo17gBRgC97ZpYDxWAKEmW0NED4vY4Ef8BZQPrHAaKB9weu/gZEhfWxAI+CZY9mB01ZUPzNngEh1S1Su0apevToTJ04s1L5+/XqqV69OiRIlcDgcpKSksHTp0miEEFUej4e3X3opqMgCyMnO5rVx44573HfHjg0qsgDysrP5bNIkXCHF1OZVq9i8YkWhIgvCH4Oc2dmk79mDKz+/0MxQIA9HpjkDZ44iHcDNMF+H6+uOsCxwnaDjUEh7pFhDxw/XJ1INUdR4gfEFzaAdhTsnh11jxwJwcOJEzIICKlIOPdnZ/j4QvN+Fxg55beA9LZk7dCiG01nkPhb6dcqDdwYrL6/o5PjWC7cDLhc4XcFJCreuSfAHxb9+Pkx6HLIOBxdZ4D0F+MYj3hk3M2RZpJ9aJsFvYrg3zDS9BdTSTyMMEmDFZ96+ocnz5MNXw8GVW7h9x++wd82Rtp/GFi6ywDvDt/hp79d/vuZdNyhOF2Rug50/e19v+QLcmd6vQ8dy58Hat46+P6cL04TDLwQXWeB9fWh8mP4eyJtIcJGF93Xu8fy8/R+wl8LfUS7g7eMYLwv4nuACCiAXeCfg9cdAyKwxLmANsPM4titniqicOrzyyivZtm1bofbMzEySko6ck05ISCAzMzPiOGlpadEI7x/Ly80lNzv0m95r7+7dxx33vh07wra78vNZlppKQokSAOTm5rJm6VIMS/gjzj+90uB41y/O8fpEbetYFFWsBQoXY2hbceLN3rzZ+xlYvhwj4PRicRxPDvM3bSLmWCemA7sXJzn/VLjwcrPJXPsn8fnOwrWTM5esDSuJc+Yd22+Dxdgv05nDnrRUDpRqQW5ubsTv19JrUymXnxMmtmzy92/GHloAAm6sbPvzf2RX9i6rn7EjYoHuydjJmrQ0qmxbTnJooQW4PSY71/xCxqFSlNqRSnl3mDwBmC7St/7OzpgT+/OyqNz8My4axmaEPePnce1hTcg2DXJpUDEnfH/3rkL9jyY5eSkVK7qxFnpjnBw6tJwdO4oeLzQvdvs+atf2nvUOlZ+/g3XrvH1r1txEXFzhbwS328LWrank5NQ5pv04HUXvM3NsHA4HNWvWxFr4TcbpdLJ+/fqTGs9JvRg+MTGRrIAZm6ysrKDCK9TpOgVpmiaVq1dn26ZNhZad16rVccfd+IILSP3hh0LtpcqVI+WCC/zXfqWlpdHh2mt5d9iwsON4iHxm5WgHcoMjs0CB7b71ixJuRsinqEmIoiZDTgTf/kTalk+kU4+BMR1tDICSl1xC7UaN2N+9O/v++AMzJ6fYM2tuIn9TRsphTKdO8PHHmG538eulwI7FeYOL2vHibDRcn/hEEjvfAG/+UXhZXCIJ7bvDx2sLXztWlMAkeQgbt2GPo8JF3ajQqFHRpzoc3SD1Ve+sXaCYROx1OkDaZ97ZpABW00WNC6+FBO/NIfzWBrYtCB9q5dbebeddCwf+F3zqELDipmqrHlCiNpTuBlv+Dzw5YQaKpWTD7pSsd2J/Xkb1NNC2uuD6u1CzJaY5jWqFbNM04XA1MDcV7m9POY4YbUCYmTPiKVGiKyVKFD1e4by48J6zDv2cGtjtgceDC/DOXAV/nqxWDzVrduBsuDD+TDh16HA4ohZjampq2PaT+niHOnXqsHnzZtLT03E6nSxdupSWLVuezBBOCMMweGLiRGLj44PaYuPjeWjChOMe985nnyU2Pj7oYvqY+HiGvfhioQvsS1WowFV33EFMQAx+Dod3titgHUd8PC2vuoqY+Hh/wRB62s/A+4FwB7QR5rVPuNN9kc4SWYvYJhw5JgYuMyMsC9xe6PhH2264PkWdSg2N42hjWBMSqFRwM0PJ22/HWqoU2O0Rc+ho0QJLwB2hWCxHzWFgbEZiIjGvvoqnZs0iYys0G+AwICbBeyegb2FRO+Z7EwL7OBwQFxP5TfetG+6njCMWqteH3v+G1p0gJuBzbI/x3nnY9yFocjE4Qu5Gi3SeOPT0pi9ma8AVi444qJ0CDS+JMEiA2u2gRhuwB2zfFgvl6kP3/4PYZO+1Vv64E+Difx8psgA6PweGo3B+rDFwWcHPisYDIa4cWALuWLXFQ/3e3iILoHxbqHCx9wL/oLEMSKwGtfocfX9OJ6Vf8l6T5Wd4X5f+b+G+hgFx/4f3GqqA/sRD3PH8vK0HXIP3wkEfB1AeOJ6bs2zAXXivyfKxFIx/W0BbD7z7EPhrcAxwHWdDkSWRnZRC64svvuDDDz/Ebrfz0EMPMXjwYPr06UPPnj2pUKHCyQjhhLusa1emfv01bS+7jIpVqtDxmmuYuWgRrdq2Pe4xG7RqxWs//0y77t0pV7UqLTp0YPwXX9DxxhvD9v/XCy9w56uvUqNpU+KTk4lPTqZSrVr0+c9/+M///kera66hdJUqNOnUiYe/+Ybhc+bQ/6WXqHLeecSXKYM1puCya8MgLjGRpNKliU1IwGKxhPzO5f0dLPRYYTEMDIuFhLJluf6VV/j30qWUadgQ0zDAMLAnJtJswADOu+EGbImJQQWeCVisVuzx8f5ZtNC5d0vBnZYevMdW/4yZYWC12bA6HNgTEijVpAmJ9eph2O1HigbDwGqxeGO0WomtV4/Sl19eqJCxxsdT9V//otawYdhKlsSw27GVLk1S69bEVa1KQsuWVBo6FGtyMuC9b8xWsSK28uUxCh7lYOC9qL1Mz540WrqUuILflqwlS1Lz998pOWQIturVoWZNjFKlwGrFSEqi1JNPUvWPPyg9ZQr2lBSsVasSP3AgCR99hBGmgDat1iP5s1qxXXEF8evXYylTBvsff8Btt2HGxnqXGwbYbFiqVMFSIunIexcfB1UrQq+b4Jc/4MffoFtPKFcBSnqLQqxWiI2BChWg981w/Y2QVAJsDrA7ID4RLugA7/0AM36Atp0guRQkJEGpslCzHlSoBPUaQ9OWULkKtO4MPe+EavWgSm0YOALeXOjd1tMfw+1joHpDqFQL+twHk3/xPhriqS9g4JNQqTbEJYHNfqSi939QLHDxdfDi75ByDdhjvf2qN4URX8F1j0L5OlCxHlz3ODz0bfHuVDMMuONruPIJKFcPytSGziNh2EJIrgj3LoPzB0OJalCpBVz/GlwVMlNSuTUM+g2qXOwtpCwOqHIRDPwFKrfx9nEkwU2p0HwoJNWA0k2g/fNw+ZTgWK6cA63GQEw5MOxgLwFN7oFuv4Z/XMTpLL4LVPgOYjt7H+0QdxVU/BFi24Xv77gWEr8GW0cwqoDtGkhcBLYLjzOAycB/gAZ4L34fAiwguJg7Ft2BMUBTvAXbpcCbQI2APqWAiUBnoCxQGxgGDDjObcqZIip3HZ4Ip/tdh6fSmTA9eyooL5EpN+EpL5EpN+EpL5Gd67k5qXcdioiIiIgKLREREZGoUaElIiIiEiUqtERERESiRIWWiIiISJSo0BIRERGJEhVaIiIiIlGiQktEREQkSlRoiYiIiESJCi0RERGRKFGhJSIiIhIlKrREREREokSFloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKJEhZaIiIhIlKjQEhEREYkSFVoiIiIiUaJCS0RERCRKVGiJiIiIRIkKLREREZEoUaElIiIiEiUqtERERESiRIWWiIiISJTYojGox+Nh9OjRrFmzBofDwZgxY6hRo4Z/+dSpU5k1axalS5cG4Mknn6R27drRCEVERETklIlKofX999/jdDr58MMPWbZsGc888wyvvfaaf/mqVasYP348TZs2jcbmRURERE4LUSm0UlNTad++PQAtWrRg5cqVQctXrVrF5MmT2bt3L5deeilDhgyJRhgiIiIip1RUCq3MzEwSExP9r61WKy6XC5vNu7lrrrmGvn37kpiYyN133838+fPp2LFjoXHS0tKiEd4ZLzc3V7kJQ3mJTLkJT3mJTLkJT3mJTLkJLyqFVmJiIllZWf7XHo/HX2SZpsnAgQNJSkoCoEOHDvz1119hC61GjRpFI7wzXlpamnIThvISmXITnvISmXITnvIS2bmem9TU1LDtUbnrsFWrVixcuBCAZcuWUb9+ff+yzMxMunbtSlZWFqZpsmTJEl2rJSIiImelqMxoXX755fzvf/+jT58+mKbJ008/zRdffEF2dja9e/fmvvvu4+abb8bhcNC2bVs6dOgQjTBERERETqmoFFoWi4X//Oc/QW116tTxf92jRw969OgRjU2LiIiInDb0wFIRERGRKFGhJSIiIhIlKrREREREokSFloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKJEhZaIiIhIlKjQEhEREYkSFVoiIiIiUaJCS0RERCRKVGiJiIiIRIkKLREREZEoUaElIiIiEiUqtERERESiRIWWiIiISJSo0BIRERGJEhVaIiIiIlGiQktEREQkSlRoiYiIiESJCi0RERGRKFGhJSIiIhIlKrREREREokSFloiIiEiU2E51AKeKaZp4PB6sVusxr+vxeDAMA8Mwjmk9t9uNxWLBMAzcbjemaWKz2XC5XJimCYDNZsMwjGOKz+12+9cJ7O8bw7fMKIgdwwCPB4vNhtvlIi8nB4vVimEYeFwuLFYrVrvdG5NpYo+Jwe1ykZOZiSMmBqxW3E4nVpvN/8/jcmFYvHW71WbD7XbjdjqxORyYpokzJwd7TIw3Lm8SoWB7bpcLi8MBHg8GYHo8OOLjMSwW3Pn53v1wubDY7VCQJ4/Hgys3l9ikJO86hoE7Lw/T4/HH4Xa5sBgGRkFO3Dk55Ltc2Gw2rLGx3rz44nA6ATAsFjwejz8fhtWKp+D98Y1rGAaGxYLpdh/JdUFOfTk0TROr3e7ftul2Y1itmB4Pnvx8KPgc+N+bgu25MjMhNharxYLb5QKXC1t8PKZpYubnY9jt/nVMl8sbj83mzWfBmBGZpref1Qput/dz4HKB3e792u0GpxMcDrBYvG2BnE5vX9/7F/jZ9K0X/MEMP05xlxdX4H55PN5xbbbgcT1uwABnNjjivds92pimBwyL9+uj9fe4wXLsP0vwuL3b+Kc5ONeYbjCOI99yljIL/j89v4+iUmh5PB5Gjx7NmjVrcDgcjBkzhho1aviXz5s3j1deeQWbzUbPnj3p1atXNMKIGNtzY8fy0gsvcCg9nTr16jHhpZe4vEuXo667af16Rg0ZwuIFC7BYLFx1/fWMeeUVSpUpU+R6i7/7jvHDhrF5zRriExKIi4kh48AB/3KDIx8PK1C3aVP2bNpEblYWNZs04Z6XX6ZFhw6Fxt28ahUv33Yba3/+2b9+zWbN+NdLL/HzBx8w/+23yc/NxQL+f75+RkibJaDdFvC1jy1k3cAPTuhYtpB1rWG2G/jaHhJDYE5sBI8fGlfofv0OxJUpg8XpxJWRAYA9Ph6yswv1tScm4snKAtMMm5vA2IyQ5VitWNxuf9/QffTnKTYWe1wcnoMHsRasEylvgW2h+TUKtgFgq1EDtmzBKCg6/fHFxWG77TZszz6LUVDUAuB0Uv75Z+HjjyA7G2JiID83IKEGxMVCfk7AB9ECg++C0c/CE/fA+295ixjfMsOE5udDmTLw07feosRigV7/gluHwZND4I+fvYXZNX3h4f+DhCTv+utXwbgh8OfPYLNDl77wQMDy4srNgjfvg3nTwJUHsfHgyvIus9jgqruh2aXw7n2wd2PwByypDExYXXhMtwu+fAIWvAR5mQVjWaBhJ+gzCcrWCu6/4iP4ejikb4b4stDxUbho2NELp70rYe4dsONnsNqhcX/o+CI4Eo8tB+ca5weQNxLMLWCUA8dj4Lhbheo5ywScQH7BawsQw5GflqcHw/RNpZxA3333HfPmzeOZZ55h2bJlTJo0iddeew2A/Px8rr76ambNmkVcXBw33XQTr7/+OuXKlQsaIzU1lZSUlBMdGo+OGMHkV14hOzvb3xYXH89n337LRe3aRVwv4/Bh2tepQ/qBA95ZIcBut1Orfn2++/NPLBF+4/3zl1+4vVMncgu2VzAfUKju9q1tI/igDRATH88rixdTt3lzANLS0qhYqhR3NGhAzuHDQUUAgMVqxVEw6+Q7kPs+dqHbtQUsCy0YfIyA9nCFlBnQbg+zPmHWCSxkIhVRvtcxBBcjoQJjC4zXFrA8cD9D+4Yb2/ftCoVzZwZ8bSd8YRo4joOicxtaVDkijGUNGCNSPqxxcViuvhrHrFlHGgf2xzP7Yyx5uUfawgXte0P8g1mgRjXYtTn8jvkCChVjByP/yGtHDDQ9H6b9BPt2wY0NIfPQkeX2GGh8Prz5U5jBivBIJ0j7H+TnBX9IA3fIZgGLO/xFEjFxpA1fSqPGjY+0vXcHLJkG+dnBfS0GJJaD0esgtqAgXP0lvN87uK89ATqNhksejBx35k6Y0hCch4+0WWOg0gXQ58fi7PlJkZaWRqNGjU51GEfkfwY5fYHA9yYeYsZAzH0nLYzTLi+nkZOfm1zAFaY9jlNRbEWqW6JyjVZqairt27cHoEWLFqxcudK/bP369VSvXp0SJUrgcDhISUlh6dKl0QijkOzsbCa9/HJQkQWQk53N06NHF7nu7GnTyMnO9hdZ4C0at2/ezM8LFkRc7/XRo/1FVqRiB45MfIY7GDtzc5nx9NNBbd9MnowzL69QkQXgcbvJKzgVFjpbEmm7RR28AyvxSMUCgIfI3CGvfcVKceILt4+R4vONE9hmI3whV9Q+ewguqELX84lUIAaO4+sXaf9CY42k4ORXkd+0Zk4OnjlzMLdu9Tbs2gWzZwUXWZGCNgl+E90e2BmmyKKgX6RA8vKDXzvzIO0PSFsGs18HZ27w8vw8WPMHrFkWYcAwNq+CNb941yVSLCa4IhRZAHk5xG/435HX2Qfhl7cLF1kAHhOcWbD0/SNt3z1SuG9+FiwYe2T2L5xlr4E7L7jNnQe7lsLePyOvd67Le4TgIgvv67ynvDOqco4xCV9kgXeW6/QRlVOHmZmZJCYemQK3Wq24Cq6NyczMJCnpyCmChIQEMjMzw46TlpZ2QuPa5jv4hLFqxYoit/fzwoXkZBf+Aexyufjfjz9SulKlsOut+TP4B2dRBUOkZabHQ1pqqj++3Nxclv/0E668vIjHkMCD99Em1YsqdIobY3HX9wksYorT91jGizR24H4Wd19P1AmJ4o5zLLFF4rbb2fTDD+RecAFxy/6gmt2ONS/gwF7URszCL09EDtzAzv/NI/n3RSQ788IvXzyPDE9MoWXhJK34gUpYjvzOehxvlgnYNy8lLc07kx2zdzU1DBtWCscHgDOLA6sWsruM95fI+vvWhf2d2XRmsnbFUjyO8KdCq25YRFJooQW4TYOdK34go5I9zFonX25u7gn/GfxPNKi0IeylcqZ5mDVrfsc0E05KHKdbXk4nJzM3sbF2qlcvj9Va+EORl5fLhg2bTkocxRGVQisxMZGsrCz/a4/Hg81mC7ssKysrqPAKdKKnIGvVquW/oDlU85Yti9zeJZ06sWDOHLIDYgfvhd8dOneOuG6T1q356csvvRcvU/SBK1JBYbFaaXrhhf5tpKWlkXLZZaxdtAh3bm7YdcKd2ou0Td/y4lxO6JvIONrM19GEzjodre+J6HMs++nrf6IKjeJu00Pxaoai4rLm51PziiswKleGsmUhP+S3vqJ2zCjy5XGzmiZVL70SrLmw4n+FZrWsmFS95EqoU8zv+SQLfPjQkdfHcS2sAeTXbnvke7dmZfg4dO41QEwipZt1orSvf4XGsL3wbLwRW4IG57WOfAF9+mWw/2dwh+TAMKna7Eooe3qcljrtTpFlNgDPskLNhqU0DRuknLTrtE67vJxGTm5uTCAr7JKYmNhT8h6lpqaGbY/KqcNWrVqxcOFCAJYtW0b9+vX9y+rUqcPmzZtJT0/H6XSydOlSWrZsGY0wComNjeWeBx8kPj4+qD0uPp5H//OfItft3rcvicnJQXf1OWJiqNuwIW2KuLbrztGjiYmLA46clQlXYPh+RLjDLHfExtJ/1Kigtituu42Ygv0I7W+12YgtuBjaE7A83HYtAcsiTb4H/vgK18c3blEfptDf/H0Fz9Hi8/UrqiiLdG2Uj4vwuQ/dfuj6gUVZ6Ho+vvUjFskB/cIJLaqKOMxj5ejvkxEXh+XGG71FFkC5ctD/ZjyxscFBEybo0POSNivUbBB+Y5Yw6/skxAYXGTGx0OpiqNsErrvde9G6EbDcEQvNL4Y6TSIMGEbVBtD8MnB4v7fCJ87w3n0YKWHxSWTXvODI67gS0P5O712JoawWiE2GlN5H2q54Guxxwf3s8dD5P0Xfpdh8CNjiCHrnrbFQtT2UbRxxtXNe7Di8194EigfHU7oY/pwUelFpoOLNjJ8sUSm0Lr/8chwOB3369GHcuHE8/PDDfPHFF3z44YfY7XYeeughBg8eTJ8+fejZsycVKlSIRhhhjXriCZ4cN45KlStjt9tpmZLCJ19/Tes2bYpcLyExkS9+/ZUrevQgJjaWhKQket16Kx/Mm1fkLfWNWrXitW+/pXHr1tjsdhLLlaN81ar+HwyGYRS6kL1pu3aULFcOm91Ok4su4sX586nZOPgHcImyZXl+yRJaXnWV9xECBY8caHzJJYz/5Re63ncf8SVLYhpGUEERWBSEFgEevEVJaOEQ+rWvcAmcGPGNFe6Mua/ICtxuaGEZeOwPnJywFiyLVND4xgo8LZhUvTrxATdX2MqUwROwLd/27GXLYthshYot3/7kA1gshXJnGAZGbCyWgnHcFM6tLzZbiRJYK1fGY7PhcTjCvgdmwXZ8XGHGMywWb+FntWI0bYppsx1ZXvDeG6VLYx0xAvuUKcFJevlV9g2+HcqW8xYeyclHdhS8baVKBs9vx8bCvQ/BjyvgrpFgL3h0g8UCMQ7vnYvtusC1/cBasKLdAXeNgi9WQPurvBfBJ5WE3nfCxM+8fUqWhbeXwEVXeS+CTywJN9wJEz7jmD00C64ZCgklweaA+NJHdsoRB31Gw6PfQI0WhYutstVg4vbCY14/Aa5+ApLKe4tBw+KNs/n1MPy34CKs3uXQbzaUb+K9c7BkDej2Mlx4V9Fxx5eD/r9Crau8F8HHlIQWd0GPT489B+cSWxeImwWWxoAdjJoQ+yrEDDnVkckp4yD49iEL3mL89HpEaFTuOjwRonXX4dlAU9fhKS+RKTfhKS+RKTfhKS+Rneu5Oal3HYqIiIiICi0RERGRqFGhJSIiIhIlKrREREREokSFloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkSg5rf8Ej4iIiMiZItyf4DltCy0RERGRM51OHYqIiIhEiQotERERkSixneoAQnk8HkaPHs2aNWtwOByMGTOGGjVqnOqwTrjly5czYcIEpk2bxubNm3nooYcwDIN69erxxBNPYLFYmDlzJh988AE2m40777yTjh07kpuby/Dhw9m/fz8JCQmMHz+e0qVLs2zZMsaOHYvVaqVdu3bcfffdALz88sssWLAAm83GqFGjaNas2Sne88jy8/MZNWoU27dvx+l0cuedd1K3bt1zPjdut5tHH32UjRs3YrVaGTduHKZpnvN5CbR//36uv/56pkyZgs1mU26AHj16kJSUBEDVqlW54447lJcCkyZNYt68eeTn53PTTTfRpk2bcz43s2fP5pNPPgEgLy+PtLQ03nvvPZ5++ulzOi8nhHma+fbbb82RI0eapmmaf/zxh3nHHXec4ohOvMmTJ5tdu3Y1b7zxRtM0TXPIkCHmL7/8YpqmaT722GPmd999Z+7Zs8fs2rWrmZeXZx4+fNj/9ZQpU8yXXnrJNE3T/PLLL82nnnrKNE3TvPbaa83NmzebHo/H/Ne//mWuXLnSXLlypTlgwADT4/GY27dvN6+//vpTs8PFNGvWLHPMmDGmaZrmgQMHzA4dOig3pmnOnTvXfOihh0zTNM1ffvnFvOOOO5SXAE6n07zrrrvMK664wly3bp1yY5pmbm6u2b1796A25cXrl19+MYcMGWK63W4zMzPTfOmll5SbEKNHjzY/+OAD5eUEOe1OHaamptK+fXsAWrRowcqVK09xRCde9erVmThxov/1qlWraNOmDQCXXHIJixcv5s8//6Rly5Y4HA6SkpKoXr06q1evDsrPJZdcws8//0xmZiZOp5Pq1atjGAbt2rXj559/JjU1lXbt2mEYBpUrV8btdnPgwIFTss/F0aVLF+655x7/a6vVqtwAnTt35qmnngJgx44dlC1bVnkJMH78ePr06UP58uUBfT8BrF69mpycHAYNGsTNN9/MsmXLlJcCixYton79+gwdOpQ77riDSy+9VLkJsGLFCtatW0fv3r2VlxPktCu0MjMzSUxM9L+2Wq24XK5TGNGJd+WVV2KzHTlra5omhmEAkJCQQEZGBpmZmf5pf197ZmZmUHtg38CcHa39dJWQkEBiYiKZmZkMGzaMe++9V7kpYLPZGDlyJE899RRXXnml8lJg9uzZlC5d2v8DHvT9BBAbG8vgwYN56623ePLJJ3nwwQeVlwIHDx5k5cqV/N///Z9yE8akSZMYOnQooO+lE+W0u0YrMTGRrKws/2uPxxNUlJyNLJYj9W5WVhbJycmF8pCVlUVSUlJQe1F9k5OTsdvtYcc4ne3cuZOhQ4fSt29funXrxnPPPedfdq7nZvz48Tz44IP06tWLvLw8f/u5nJePP/4YwzD4+eefSUtLY+TIkUG/GZ+rualVqxY1atTAMAxq1apFyZIlWbVqlX/5uZoXgJIlS1K7dm0cDge1a9cmJiaGXbt2+Zefy7k5fPgwGzZs4MILLwR0bDpRTrsZrVatWrFw4UIAli1bRv369U9xRNHXuHFjlixZAsDChQtp3bo1zZo1IzU1lby8PDIyMli/fj3169enVatW/Pjjj/6+KSkpJCYmYrfb2bJlC6ZpsmjRIlq3bk2rVq1YtGgRHo+HHTt24PF4KF269Knc1SLt27ePQYMGMXz4cG644QZAuQH49NNPmTRpEgBxcXEYhkHTpk3P+bwAzJgxg+nTpzNt2jQaNWrE+PHjueSSS8753MyaNYtnnnkGgN27d5OZmcnFF198zucFvA+U/OmnnzBNk927d5OTk0Pbtm2VG+C3337joosu8r/Wz98T47R7YKnvrsO1a9dimiZPP/00derUOdVhnXDbtm3j/vvvZ+bMmWzcuJHHHnuM/Px8ateuzZgxY7BarcycOZMPP/wQ0zQZMmQIV155JTk5OYwcOZK9e/dit9t5/vnnKVeuHMuWLePpp5/G7XbTrl077rvvPgAmTpzIwoUL8Xg8PPzww7Ru3foU73lkY8aM4euvv6Z27dr+tkceeYQxY8ac07nJzs7m4YcfZt++fbhcLm677Tbq1Kmjz0yIAQMGMHr0aCwWyzmfG6fTycMPP8yOHTswDIMHH3yQUqVKnfN58Xn22WdZsmQJpmly3333UbVqVeUGePPNN7HZbNxyyy0AOjadIKddoSUiIiJytjjtTh2KiIiInC1UaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKJEhZaInHBLliyhbdu2DBgwgAEDBtCrVy+mTZv2j8a87777cDqdx7zexRdfXKx+s2fPZsKECcc8vohIUc7uR66LyClz4YUX8t///hfwPtepS5cudO/eneTk5OMazzeWiMiZRIWWiERdZmYmFosFq9XKgAEDKFWqFIcPH2by5MmMHj2azZs34/F4uPfee7nggguYP38+L7/8MuB9OvWTTz5J586d+frrr9m7dy+PPPIILpcLwzB49NFHadiwoX9bbrebxx57jHXr1lGtWjX/LNjOnTt57LHHyMvLIyYmhqeeeopKlSqFjff5559n5cqVZGVlUadOHcaNGxe0fPny5YwdOxbTNKlQoQITJkzgzz//9Mecm5vL+PHjqVy5Mvfccw+ZmZnk5uYyfPhwLrjgAqZPn853332Hy+UiKSmJiRMn4nA4opF6ETnFVGiJSFT88ssvDBgwAMMwsNvtPPbYYyQkJADQrVs3Lr/8ct577z1KlSrF008/zcGDB+nfvz+fffYZTz31FB999BFlypTh5ZdfDvpbdM8++ywDBgygc+fOpKWlMWrUKGbPnu1fvnDhQvLy8pg5cyY7duzg22+/Bbx/K3LAgAF06NCBn3/+mQkTJvD8888XijszM5Pk5GSmTp2Kx+PhmmuuYffu3VSoUMHf57HHHuO///0vderUYcaMGaxfv56///6b5557jgoVKvD666/zzTff0LlzZ/bt28fbb7/N/v372bRpEx6Ph/T0dN5++20sFguDBw9mxYoVpKSkROutEJFTSIWWiERF4KnDULVq1QJg7dq1pKam8ueffwLgcrnYv38/ycnJlClTBoC77747aN3169dz/vnnA9CoUaOgIgzg77//plmzZgBUrlzZP2u1du1aJk2axJtvvolpmtjt9rCxxcTEcODAAe6//37i4+PJzs4mPz8/qM/+/fv9fxqsX79+gHfGbOzYscTHx7N7925atWpFvXr16NevH/fffz8ul4sBAwZgsViw2+3+8Xft2oXL5SpGRkXkTKRCS0ROOsMwAKhduzYVK1bkjjvuIDc3l9dee41y5cpx+PBh0tPTKVmyJGPGjOHaa6/1r1unTh2WLl1Kp06dSEtLo2zZskFj165dmzlz5jBw4EB2797N7t27/e2DBg2iVatWrF+/nt9++y1sbAsXLmTnzp28+OKLHDhwgLlz5xL6l8rKly/Ppk2bqFmzJpMnT6ZWrVo89thjfP/99yQmJjJy5EhM02TNmjVkZWUxefJk9uzZQ58+fahUqRLff/89H330ETk5OVx//fWFxheRs4cKLRE5Zfr06cOjjz5K//79yczMpG/fvlgsFp544gmGDBmCxWKhcePGnHfeef51RowYwWOPPcaUKVNwuVyMHTs2aMzOnTuTmprKjTfeSOXKlSlVqhQAI0eOZPTo0eTl5ZGbm8sjjzwSNqZmzZrx6quv0qtXLxwOB9WqVWPPnj1Uq1bN3+fJJ59k1KhRWCwWypUrxy233EL37t3p1asXycnJlC1blj179lCzZk1eeeUVPv30U+x2O8OGDaNGjRrExcVx/fXX43A4KFeuHHv27IlCdkXkdKA/Ki0iIiISJXqOloiIiEiUqNASERERiRIVWiIiIiJRokJLREREJEpUaImIiIhEiQotERERkShRoSUiIiISJSq0RERERKLk/wGV+Ys9ewHbLgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for variable in variables:\n", + " grafica_dispersion (variable)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "#Del gráfico de dispersión, podemos observar que las variables que se observa mayor relación con el Precio de venta de las casas son: \n", + "#'OverallQual', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', 'GrLivArea', 'FullBath', 'TotRmsAbvGrd', 'GarageCars'. 'GarageArea'" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los datos en cuanto al precio y la zona de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['MSZoning'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de las casas por el tipo de zona')\n", + "ax.set(xlabel = 'Tipo de zona', ylabel = \"Precio en USD\")\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que los precios de las casas se comportan de manera algo similar según la zona. \n", + "#Aunque hay ligeras diferencias, como:\n", + "#Para las casas en la zona FV: Floating Village Residential, los precios tienden a ser los más altos.\n", + "#Para las casas en la zona C: Commercial, los precios tienden a ser los más bajos." + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo a la calidad general de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['OverallQual'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo a la calidad de la casa')\n", + "ax.set(xlabel='Calidad de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos una tendencia a que los precios sean mayores entre mejor calidad tenga la casa" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al número de cuartos en niveles superiores de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['BedroomAbvGr'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo al número de cuartos de la casa')\n", + "ax.set(xlabel='Cuartos de la casa', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 143, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que no hay una relación clara entre los precios de la casa y el número de cuartos." + ] + }, + { + "cell_type": "code", + "execution_count": 145, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAABMMAAAJtCAYAAAA7L7efAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAACbmUlEQVR4nOzdeVxU9f7H8ffMIC5AbCKlprmkaRqiqCEEqZVLoqm3xdyX1K5ZuUbltexaImqWWrmlLZqVpaZpuVTiBc0bamWlpeGuWYKgiKkzc35/+GOuI4ug4ADzej4ePh6cM58z85nDzAhvvt/vMRmGYQgAAAAAAABwA2ZXNwAAAAAAAABcL4RhAAAAAAAAcBuEYQAAAAAAAHAbhGEAAAAAAABwG4RhAAAAAAAAcBuEYQAAAAAAAHAbhGEAUIbExsaqfv36Tv8aNWqk6OhojRkzRnv27MlxTO/evdWmTZtCP9b58+d1/PjxK9YtW7ZM9evX19atW3Pdvh62bt2q+vXra9myZbnenpCQoPr162vEiBEu76Woj3OVw4cPq379+po5c2apfozSyBXnpTgf8+uvv1b9+vUVGxtb5PddkpS293hxc4fveV7atGmj3r17u7oNACjTPFzdAACg6D377LPy9/eXJJ09e1YHDhzQsmXLtHbtWs2bN08tW7Z01A4dOlRnz54t1P0fOXJEAwYM0JAhQ9StW7d8a5s3b674+HjVqVOn8E+kiNSpU0fx8fFq2rRprrcvWbJEQUFBeuGFF65zZ2VXQECA4uPjVb9+fVe3glJuyZIluvHGG/Xcc8+5uhVcR/Hx8apRo4ar2wAAlFGEYQBQBt1zzz2qXr26074+ffqoe/fuevrpp7VhwwZ5eXlJkiIiIgp9/4cPH9b+/fsLVHvzzTfr5ptvLvRjFKXKlSurS5cuud528uRJHTp0SBMnTpSfn9/1bawMq1SpUp7nHCiotLQ0HT16VBMnTtQNN9zg6nZwHfH5AQAoTkyTBAA3cdNNN+mZZ55RWlqaPv30U1e3U2L4+/tr9erVuvvuu13dCoDLBAQEaPXq1brrrrtc3QoAAChDCMMAwI20b99enp6e+s9//uPYd/maYefPn9fLL7+stm3bOtYbmzBhgjIyMiRdXPOrT58+ki5Ox8yeBjdz5kw1btxY69evV0REhEJDQ7V06dI81wj7888/NWzYMIWEhKhVq1b697//rczMTMfteR2X2/7z589r5syZuu+++3THHXeoXbt2mjt3rmw2m6Tc1+Kx2WyaP3++2rVrp0aNGikyMlIvvPCC0tLSHDXZxyUlJWnChAkKDw9XSEiI+vbtq927d1/xfGdlZenll19WZGSkmjRpoieffFKnT5/OUWe327VgwQK1b99ejRo10l133aWJEyc6nY+CyO43ISFBsbGxatq0qe688049++yzuT6v5cuXKyYmRo0bN9azzz5bqF4Mw9B7772nTp066Y477lCbNm00depUx5TbvNaQWrp0qbp06aLGjRvrzjvv1KhRo3T48OErPjer1apZs2apTZs2ju/BH3/8kWvtsmXL9MADDzgeIzY2Vn/++ecVHyMzM1PTpk1T+/bt1bhxY4WGhuqhhx7SV199laP2s88+U/fu3dWkSRNFRUVp/PjxjnOc13PPa/+V+s0+7p133lGPHj3UqFEj9evXr9Dn5WrPfWHOS36yn8eKFSs0ffp0RUVFqXHjxnrwwQf17bffXvE8Xb4/e3vlypWaPHmyWrVqpdDQUP3zn/9UWlqafvzxRz3yyCMKCQlRu3bttGbNGqf7K8hrPb/3SkE+Q/JyPT4bCnrsf//7X/Xs2VNhYWEKDQ3VI488oq+//jrHef/0008VFxenli1bqnnz5nryySd16NAhp/sqqveQlPuaYRs2bNAjjzyiO+64Q2FhYRo6dGiOz+KjR49q+PDhioyMVOPGjdWxY0fNmzdPdrv9iudsx44d6t+/v0JDQxUaGqoBAwboxx9/dKpp06aNxo8fr88++0z333+/GjdurPvuu0+LFy++4v0X9DEKKiEhQQ8++KCaNGmitm3batGiRXr++edzrAP65ZdfqlevXmrWrJkaNWqkNm3aKD4+XufPn3fU9O7dWwMHDtT06dMVGhqq8PBw/frrrwU+XpJ++OEH9enTR6Ghobrrrrs0c+ZMzZo1K8d0+T/++ENjx47VnXfeqcaNG+uBBx7QypUrr+ocAMDVYpokALiR8uXLq0aNGvkGOS+99JI+//xz9enTRzfffLP27NmjxYsX68CBA1qwYIGaN2+uoUOHavbs2Xr44YfVrFkzx7FWq1Xjxo3TwIEDdf78eTVr1kzff/99ro8zfvx4NWjQQKNHj9Zvv/2mxYsX67ffftN7770nk8lUqOc1bNgwbdq0STExMerfv79+/PFHTZs2TampqY5fXC83YsQIrV27Vvfdd5/69Omjffv2acmSJfr222+1dOlSpylZ48aNU5UqVfTPf/5TGRkZmj9/vh577DF988038vDI/b9SwzA0dOhQfffdd3rooYd066236ssvv8x1Qejnn39eK1asUNeuXdWvXz/9/vvvWrJkibZv364lS5aofPnyhTofL774oipVqqQnn3xSx44d06JFi/TTTz/p008/laenp6PupZdeUpcuXfTggw+qatWqheplwoQJWrJkiVq3bq0ePXpo3759WrBggfbv369Zs2bl2tfkyZO1YMEChYeHa+zYsfrzzz+1aNEibd68WUuXLs0xtfdS48aN0/Lly9WpUyc1bdpU//nPfzR06NAcdbNmzdLMmTPVrl07PfTQQzp+/LgWLVqk//73v/rkk08UEBCQ6/0bhqEhQ4bol19+Ua9evVSjRg398ccf+vDDDzV8+HCtXbvWMd133rx5mjp1qpo1a6aRI0cqNTVV7777rnbt2qUlS5YU7Jt0Ff2+/vrrio6OVkxMjOP7UNDzcrXnvjDnpaBef/11VaxYUQMGDNCFCxe0YMECDRkyRBs3bnSsdVgYU6dOVVBQkJ544gnt3btXixcv1smTJ5WSkqJu3bopJiZG7733nsaOHavbb79dNWvWlFS4911u75XCfIZcfk6vx2dDQY5NSUnRkCFD1KBBA8cFRD7++GP985//1KJFixQWFua4v1mzZslut2vgwIE6e/as3nnnHe3YsUMrV66Uv79/kb6HcvtcXbx4sV566SU1atRII0eOVGZmpj744AP16NFD7777ru644w5duHBBgwYN0t9//61+/frphhtuUEJCgqZOnSqbzZbreyNbUlKShgwZottuu01PPfWUzp8/r2XLlqlnz55auHCh07n4z3/+4wiIKleurI8++kgvvfSSqlevrujo6CJ5jCv55ptvNGzYMNWrV08jRozQ8ePHNXnyZFWqVMmxDIJ0MQQfN26c2rRpo9GjR+vChQtav3693n77bVWqVElPPPGEo3b79u06cOCAxowZo8OHD6tu3boFPv6nn35Snz59VLlyZQ0bNkxnz57Ve++9J7PZeezF8ePH9eCDD8owDPXu3Vu+vr766quvNGbMGP35558aNGhQgc8BAFwTAwBQZjzzzDNGvXr1jEOHDuVZ88gjjxiNGjVybPfq1cto3bq1Y/uOO+4wJkyY4HTM9OnTjW7duhmZmZmGYRjGt99+a9SrV8/49NNPHTUzZsww6tWrZ8yYMcPp2E8//dSoV6+e8e233zptP/zww8aFCxccdTNnzjTq1atnfPXVV7kel9f9bdy40ahXr57x1ltvOdWNGjXKuP3224309PQc/SYkJBj16tUzJk6c6HTMmjVrjHr16hnx8fFOz7N79+6G1Wp11M2ZM8eoV6+ekZiYmPtJNgzj66+/NurVq2csXLjQse/ChQtG3759nXrJfowlS5Y4Hf+f//zHqFevnvHOO+/kec4vl10THR1tnD592rH/448/dnqM7LpevXrlevyVetmzZ49Rv359Y9y4cU51r776qlGvXj1jz549xqFDh5xeD3v37jXq169vDBs2zLDb7Y5jvv/+e6N+/frGU089lefz2r17d67fr+zXe/ZjHDx40LjtttuMqVOnOtX9+uuvxu233268/PLLeT7G999/n+tz37Rpk1GvXj1jwYIFhmEYRnp6utG4cWNj4MCBTq+J7HO8cePGHM892+X7C9pv9nH33nuvcf78+UKfl2s59wU9L3k959yef3R0tHHmzBnH/tWrVxv16tUzPvroo3zv6/L92dtRUVHG2bNnHXXdu3c36tWrZ3zwwQeOfUlJSU6PUdj33eXvlYJ+huSmqD8bclPQY+fOnWvUq1fPSE1NddSkpaUZ9913n/Hee+8ZhvG/89ykSRPj2LFjjrrsc5r9+i3K95BhGEa9evWMZ555xtFTSEiI8Y9//MM4d+6c45hDhw459huGYfzwww9GvXr1jC+++MJRY7fbjQEDBhhjx47N83zZbDajbdu2xiOPPOLU05kzZ4x7773X6NKli2Nf69atjfr16xu7du1y7Pvzzz+N+vXrGyNHjiyyx7j8NXe5e+65x7jvvvucXvvr16836tWr5/R/evv27Y2HH37Y6b1/4cIFIyoqyujUqZNjX69evXL9P7egx/fp08cICwtzei39/PPPxm233WbUq1fPse+ZZ54xWrRoYRw/ftzpcUaOHGk0atTIOHHiRL7PGwCKCtMkAcDNWK3WfEde3XjjjVqzZo2WLVumU6dOSZKefvppffrpp05/bc5LZGRkgfro16+f01//sy8jv3HjxgIdn23jxo0ym83q1auX0/5nnnlGn332mby9vXMckz0FaMiQIU77O3TooFq1amnDhg1O+++77z5ZLBbHdoMGDSRJf/31V559bdq0SWazWQ8++KBjn4eHh3r27OlUt27dOplMJkVHRystLc3xr2HDhgoKCir0+ZCkRx991Ol5d+3aVb6+vk5Tn6Sc36uC9rJx40bHX/UvNXDgQK1cuTLXK8B9/fXXMgxDgwcPdnr9hYSEKCIiQhs3bpTVas31+WRP633kkUec9mdP1822fv162e12tWnTxqn/ypUrq0GDBvmey5CQEH333XdOV0e12WyOqVVnzpyRJG3evFnnzp1Tz549nV4TnTt31rJly9SiRYs8H+Nyhe33zjvvVLly5Qp9Xq7l3Bf0vBRGdHS0KlWq5Ni+7bbbJOX/fsrPXXfdpQoVKji2b7nlFknSvffe69iXPfIte/ppYd93l79XCvsZcqnr8dlQ0GNvvPFGSdK///1v/fTTT5IurqO4du3aHO/vzp07O+olqVWrVqpXr57jXBTne2jLli06e/as+vfv7zS6tXr16urcubN+/PFH/fnnn6pSpYpMJpPmzJmj//znPzp//rxMJpPefvttTZ48Oc/z9csvv+jQoUO65557lJGR4Thff//9t1q3bq1du3Y5TT+uVauW43UrSUFBQapcubJOnDhRZI+Rn927d+vgwYN65JFHnF7799xzT44rN69cuVJz5851eu+npqbqhhtuUFZWllNthQoV1Lx580Ifn5GRof/+97/q0qWL02jWhg0bOl2kx263a8OGDQoLC5OHh4fTa/O+++7T+fPnlZSUVKBzAADXimmSAOBm0tPT85wqJl2cYvf000/r2Wef1b/+9S81adJE9957r7p37y4fH58r3n9gYGCB+qhdu7bTtq+vr3x9fXXkyJECHZ/tyJEjCgwMzBF6BQUFKSgoKNdjDh8+rBtuuEGVK1fOcVudOnW0adMmp32Xn6/sX8byW4Mmu6/LA8TLn/fBgwdlGEaeC/gXJIC8XN26dZ22PTw8VL169Rzn9vLnVdBesu8nO3TIdsMNN+Q5NSx7bapatWrluK1OnTpKTEzUyZMnc/2eZT/e5dPxcjuXUs5wKNulQVJuPDw89OGHH+q///2vDhw4oIMHD+rvv/+WdHFq26W9ZE+1y1a+fHndfvvt+d7/5Qrb7+Xfr4Kel2s591LBzkthXM37KT+Xf+Zkh+yX7s+eqpXdb2Hfd5f3XNjPkEtdj8+Ggh7bvn17rV+/XmvWrNGaNWsUFBSk6Ohode3aNceUvcs/V6SLnwGXrkFZXO+h7Nfw5edIkiP8OXr0qJo0aaIxY8bo1Vdf1aBBg1SpUiWFh4erY8eO6tChg1P4dqns92J8fLzi4+NzrTl27JgjDMzt/1BPT898X8OFfYz8HDhwQFLOcyhdfJ/v2rXLsV2uXDl99913+vzzz5WSkqKDBw8qNTVVklStWjWnY/38/HJMayzI8YcOHZLdbs+1n9q1azteIydPntTp06e1YcOGPAPjY8eOXfH5A0BRIAwDADeSmZmpQ4cO5XvlxPDwcH3zzTeOf0lJSZo0aZLeeecdLVu2LN8gTVKOH6TzktvoNLvdnucvK9myF8W/dLuwa4zl9wu83W7PEUIU9DldymQy5VhcOPv+L9/28vLKc52twq4XJuUe+thsthzP4/JzXdBeLv8eFMSVzrmUd1iV/f09d+6c06iQ3M6lJL311ltOoyUK4tSpU3rkkUd06NAhRUREqE2bNrrttttUrVo1pxE82Y9xNa+Ja+338u9XQc/LtZz7gp6Xwriac3dpr5fLa92+/D4XCvu+u/zcF/Yz5PK+ivuzoaDHlitXTjNmzNCvv/6q9evXa9OmTVq2bJk++eQTjRo1SoMHD3Ycc6XPlevxHspN9vciu7+BAweqU6dOWr9+vRISEpSUlKSvvvpKK1as0Pz583O9j+yennrqKTVp0iTXmkuDuGt5/xf0MfKTPZLz0vd9tstfF9OmTdPcuXPVsGFDNWnSRF26dFFoaKj+/e9/5wiecvv/tyDHF7Sf7P872rVrl+cfAQq7BiEAXC3CMABwI19++aUMw1Dbtm1zvf38+fPatWuXbrzxRt1///26//77ZbfbtXDhQsXHx2v16tU5ps5crSNHjujWW291bKelpen06dOOKXbZv2xc/kvj5dNQqlatqs2bN+vMmTNOIyV+/vlnLViwQI8//niOx65WrZoSExN14sSJHCM79u3bp5tuuunanpwu/kC/ceNGpaWlOQWIl199LbuXRo0a5RhVtXbtWvn5+RX6sbNHIGS7cOGCjhw5ovDw8HyPK2gv2QuIHzp0yGlKzvHjxzVp0iT16tUrx+iG7GlqKSkpCgkJcbpt3759qlSpknx9fXPtK/uXo/3796tx48aO/bmdS0m66aabHFNZsyUkJOQ6ZTbbe++9p99//13vvPOO03navn27U132a+PAgQNOI+POnz+vMWPGKCYmxjG65fLX7uXTAK+lX6ng5+Vazn1Bz0tRyv6F/Ern71pc6/vuWj5DrsdnQ0GPPXr0qI4ePaqwsDDVr19fTzzxhP744w/17dtXb7/9tlMYdvnniuT8PijK99A999yT4/lIF1/Dl05PzN4nXZzymZ6ert27d6tp06bq1auXevXqpaysLMXGxmrt2rX69ddfc1zZ8NL7r1Spklq1auV0248//qiMjIxCB+zF+RiXvvcvn8K7f/9+x9dHjhzR3Llz1aVLlxyj0fKb0lnY4y/t53LZo9ikiyPqKlasKKvVmuMcHD16VL/88osqVqx4xb4AoCiwZhgAuIk///xTM2bMUHBwsGJiYnKtSU9P18MPP6w5c+Y49pnNZscv2tkBVfYvq1c7rUm6eIWrS7399tuS5AjqsqdsXTrdw2q1at26dU7HRUdHy26357i/JUuW6Isvvsh1GlP2ZecvfZ6StGHDBu3bty/fkXMFlb1e0YIFCxz7DMPQBx98kGsvb731ltP+r7/+Wk8++aRWrVpV6Mf+6KOPdOHCBcf20qVLdfr0ad133335HlfQXrKvlnb5lROXLVumL774ItcQp3Xr1pIuXkXu0lE1P//8szZv3qzo6Og8R/K0bdtWFotFCxcudNq/ePHiXB9jzpw5To+xa9cuPf7443r33XfzeOYXX/uS81QwwzC0aNEiSf8b+dCqVSuVK1dOH3/8sdNjfPnll/ryyy8lXZxq5OHh4fTalaQvvviiyPqVCn9erubcF/S8FKWCnr9rca3vu2v5DLkenw0FPXb27Nnq16+fjh8/7qi58cYbFRwcnGP002effabMzEzHdkJCgvbu3ev4XCnK99DlWrVqpfLly2vhwoVOIekff/yhVatW6Y477lBgYKCSkpLUt29fp/URK1WqpHr16knKfeSTJDVq1EhBQUF6//33ndbBy8zMdCwbcKVRy1dSlI/RqFEj3XTTTfrkk0+czsf333+vX375xbGdkZEhKecU14SEBO3fv/+K79+CHh8YGKjQ0FB9/vnnjmOkiwHvpVOGPTw8FBUVpYSEhBxXtY6Li9OwYcN08uTJKz5/ACgKjAwDgDJow4YN8vf3l3RxClVKSopWrFihc+fOad68eXn+9blKlSqKiYnRBx98oLNnzyo0NFTp6elatGiRKleurA4dOkiS475XrlwpwzDUtWvXQveYnJysf/7zn4qOjtb27du1YsUKdejQwTGioEWLFgoKCtKbb76pc+fOKTAwUJ999lmOBX/btGmjiIgIxcXFac+ePWrcuLF27NihFStWaNiwYbmOnoiOjlbbtm313nvv6fjx42rZsqX279+vJUuW6Oabb86xKPbVaNmypTp06KB58+bpr7/+0h133KGvv/5aP//8c669LFiwQIcPH1arVq105MgRLV68WFWrVtXAgQML/dj79+9Xr169FBMTo3379mnJkiVq0aKF7r///nyPK2gvDRo00IMPPqj3339ff/75p8LDw7V37159+OGHeuCBB3Tbbbc51vjJduutt6p37956//331b9/f91zzz3666+/9P777+uGG27QqFGj8uyrRo0a6t+/v+bPn6+srCzddddd2rZtmzZv3uxUV69ePcdjpKen65577nG8fr28vPTUU0/l+RhRUVF6//33NWTIEP3jH//QhQsX9MUXX+inn36S2Wx2/PIaGBioYcOG6bXXXtOAAQN0zz336I8//tCiRYvUsmVLtW7dWhaLRW3bttXatWv13HPPKTQ0VN9++6127NjhNNXsWvotzHm5lnNf0PNSlCpWrFig83ctrvV9dy2fIdfjs6Ggx/bs2VOfffaZevbsqYcffli+vr769ttvtXXrVj355JNO93n69Gk99NBDeuihh5SWlqZ3331XderUUd++fSUV7Xvocv7+/ho5cqQmTZqkHj16KCYmRmfOnNGSJUtkt9s1btw4SReD31q1aun555/Xzz//rBo1aiglJUWLFy/WnXfemeu6Z9LFKZb/+te/9PTTT6tbt276xz/+ofLly2vp0qU6evSopk6dmud03IIqyscwm82KjY3V008/rUceeURdunRRWlqa3nvvPaepinXr1lXVqlU1e/ZsnTt3TjfeeKN+/PFHLV++XOXLl7/i+7cwxz/zzDPq3bu3/vGPf+iRRx7R+fPn9f777+eYUjx69Ght3bpVPXv2VM+ePVW1alVt3LhR33zzjR5++GGnEeMAUJwIwwCgDJo0aZLjay8vL910001q06aNHnvssVwX0b7Uv//9b918881avXq1Vq9erYoVKyo8PFwjRoxwTOmpU6eOevfurWXLlmnnzp1q2bJloXucPn263n77bb388svy8/PT448/rmHDhjluL1eunObPn6+4uDjNnz9flSpVUqdOnXTfffc5XTnSbDbrzTff1JtvvqlVq1Y5rmY4fvx49ejRI9fHNplMev311zVv3jytWLFCX3/9tQIDA/Xwww9r+PDheS4CX1hTpkxRrVq1tHz5cn3xxRcKCwvTq6++qv79++foZf78+VqxYoW++eYbBQQE6L777tNTTz2V68i2Kxk9erS+//57TZ06VT4+PurXr5+efPLJK65zU5heXnrpJd1yyy1aunSpvv76a1WtWlXDhg3ToEGD8rz/559/XrVq1dKHH36ouLg4+fr66t5779WTTz6ZYyHny40ZM0ZVqlTR4sWLlZSUpIYNG2ru3Lk51q16/vnnVbt2bX344YeaPHmyfHx8FBYWpqeeeirHVdYuFRUVpYkTJ2rBggWO3m6//XZ99NFH+te//qWtW7c6ah9//HEFBQXpvffeU1xcnIKCgvTQQw9p+PDhjpEdEyZMUKVKlbRhwwZ98cUXCg8P1/vvv69OnToVSb9Xc16u5twX5rwUpYKev6t1re+7a/0MKe7PhoIeW79+fS1cuFBvvPGGFixYoMzMTN1yyy3617/+lePqlv3791dmZqZmzpwpT09Pde7cWSNHjnRMayvq99Dl+vXrpypVqmjBggV69dVXVbFiRbVo0UJPPPGEY+pjpUqVtGDBAs2YMUOrVq3SiRMnFBQUpEcffVRPPPFEvt+Tdu3aacGCBXrrrbf05ptvymw269Zbb9Vbb72Va0B3NYryMdq3b6/p06frrbfe0pQpUxQcHKxnn31WK1asUFpamqSLa3jNnTtXcXFxeu+992QYhmrUqKHnnntOVqtVL7/8sn766Sc1atQo18cozPGhoaGaP3++pk+frtdee01+fn7q3bu3fv/9d61du9ZxnzVq1NDHH3+sGTNm6OOPP1ZWVpZuvvlmPfvss0W2DAMAFITJuJrLAAEAgBJn69at6tOnjyZNmqRu3bq5uh0AZcDhw4fVtm1bPfHEExo+fLir24EuLkSfkZGR6wVtYmJidMMNN+SYLl3c/vrrr1yvSDt06FDt3r1bGzduvK79AMCVsGYYAAAAAJQSNptNUVFRGj9+vNP+3377TXv27NEdd9xx3Xt66KGHckzdPXHihLZu3eqSfgDgSpgmCQAAAAClhKenp9q3b69PPvlEJpNJjRo10p9//qklS5bI39/fabrt9dK5c2fNnj1bo0aNUsuWLXXq1Cl9/PHHstvtTksgAEBJQRgGAAAAAKXIxIkTVatWLa1cuVLLly+Xj4+PwsPD9fTTT6tKlSrXvZ/steg+/vhjffXVVypfvryaNm2qGTNmONZ0A4CShDXDAAAAAAAA4DZYMwwAAAAAAABug2mSLmYYhhibBwAAAAAAUDRMJslkMuV5O2GYixmGlJqa6eo2AAAAAAAAyoTAQG/lk4UxTRIAAAAAAADugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAAAABugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAAAABugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAAAABugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAAAABugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAAAABugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAASrD09JOKi3tJGRnprm4FAMoEwjAAAAAAKMFWrVquPXt+1cqVy1zdCgCUCYRhAAAAAFBCpaefVGJiggzDUGLiJkaHAUARIAwDAAAAgBJq1arlstsNSZLdbmd0GAAUAcIwAAAAACihtmxJks1mlSTZbFZt2ZLk4o4AoPQjDAMAAACAEio8PEIWi4ckyWLxUHh4hIs7AoDSjzAMAAAAAEqomJiuMptNkiSz2azOnbu5uCMAKP0IwwAAAACghPLz81fz5ndKkpo3bylfXz/XNgQAZQBhGAAAAACUAiaTydUtAECZQBgGAAAAACVUevpJfffdt5Kk//73W2VkpLu2IQAoAwjDAAAAAKCEWrVquex2Q5Jkt9u1cuUyF3cEAKUfYRgAAAAAlFBbtiTJZrNKkmw2q7ZsSXJxRwBQ+hGGAQAAAEAJFR4eIYvFQ5JksXgoPDzCxR0BQOlHGAYAAAAAJVRMTFeZzRcXzjebzercuZuLOwKA0o8wDAAAAABKKD8/f0VGRstkMikyMkq+vn6ubgkASj0PVzcAAAAAAMhbTExXHTlymFFhAFBETIZhGK5uwp3Z7YZSUzNd3QYAAAAAAECZEBjo7ZhinhumSQIAAAAAAMBtEIYBAAAAAADAbRCGAQAAAAAAwG0QhgEAAAAAAMBtEIYBAAAAAADAbRCGAQAAAAAAwG0QhgEAAAAAAMBtEIYBAAAAAADAbRCGAQAAAAAAwG0QhgEAAAAAAMBtEIYBAAAAAADAbRCGAQAAAAAAwG0QhgEAAAAAAMBtEIYBAAAAAADAbRCGAQAAAAAAwG0QhgEAAAAAAMBtEIYBAAAAAADAbRCGAQAAAAAAwG0QhgEAAAAAAMBtEIYBAAAAAADAbbgsDNu6davq16+f57/ly5dLkhITE9W9e3eFhISoTZs2WrBgQY772rlzp3r37q3Q0FBFRkbq1Vdf1YULF5xq9u/fr6FDhyosLEwtW7bUCy+8oMzMTKeaEydOaNSoUWrZsqWaNWumkSNH6q+//nKqOXPmjCZMmKCIiAiFhobqscce0/79+4v25AAAAAAAAKBYmAzDMFzxwJmZmdq7d6/TPsMw9PzzzysrK0vLli3T/v371adPH3Xo0EExMTHatm2b5syZozFjxmjgwIGSpAMHDqhbt24KDQ1V79699fvvv2v69Ol68MEHNX78eElSRkaGOnfurKCgID3++ONKTU3VlClT1LRpU82ZM0eSZLVa1b17d2VlZWnkyJGyWq2aNm2afH199emnn8rDw0OSNHjwYO3cuVNjx46Vl5eXZs2apfT0dK1evVo+Pj6FPg92u6HU1MwrFwIAAAAAAOCKAgO9ZTab8rzd4zr24sTb21tNmjRx2vfuu+9q3759+vDDDxUQEKCRI0eqYcOGmjJliiQpKipKVqtVs2fPVu/eveXp6am5c+fKx8dHb775pjw9PRUdHa0KFSpo4sSJGjJkiIKDg7V48WKdOnVKK1askL+/vyQpODhYgwcP1g8//KCQkBCtXr1au3fv1po1a1SnTh1JUoMGDdSpUyetW7dOHTt2VHJyshISEjRv3jxFRUVJksLCwtS2bVstWbJEgwcPvn4nEAAAAAAAAIVWYtYMO3HihF5//XX16NFDISEhOnfunJKTk3Xfffc51bVr106nTp3S9u3bJUlJSUlq3bq1PD09HTXt27eXzWZTYmKio6Z58+aOIEySIiMj5eXlpYSEBEdN3bp1HUGYJMf2pTVeXl6KiIhw1AQEBKh58+batGlTEZ8RAAAAAAAAFDWXjQy73IwZM2Q2m/X0009Lkg4dOqQLFy6oVq1aTnU1a9aUJO3bt08hISE6duxYjpqAgAB5e3tr3759kqSUlBR17tzZqcZisah69epONZffjyTVqFHDqaZmzZqyWCw5ar744ouret4mk+TrW/GqjgUAAAAAAIAzU94zJCWVkJFhaWlpWrFihXr16qUbbrhBknT69GlJF6dTXsrLy0vSxTXH8qrJrsteIP/06dNFUpOZmXnFGgAAAAAAAJRcJWJk2Mcffyy73a4+ffo49mWv62/KI84zm8351hiGIbP5f1lfUdTkd62BS++nMAxDysg4e1XHAgAAAAAAwFlgoHe+o8NKxMiwtWvX6q677lJAQIBjX/aVGS8fcZW97ePj4xillduorKysLMd9eHt751pz5swZx30UtObMmTP51gAAAAAAAKDkcnkYdvz4cf3yyy/q0KGD0/4aNWrIYrHo4MGDTvuzt2vVqiUvLy8FBwfrwIEDTjWpqanKzMx0rAFWq1atHDU2m02HDx/Otyb78S6tOXToUI4RYgcOHMh1vTEAAAAAAACULC4Pw3744QdJUrNmzZz2ly9fXmFhYVq3bp1T+LR27Vr5+PioUaNGkqSIiAh98803On/+vFONxWJRixYtHDVbt25Venq6oyYxMVFZWVlq1aqVpItXl9yzZ49SUlIcNXv37lVKSopTzalTp7R582ZHTVpampKTkx01AAAAAAAAKLlMRn4LYV0Hs2bN0vz58/X999/nuG3Lli3q37+/2rdvr65du2rHjh2aPXu2Ro0apccee0yS9Pvvv6tr165q2rSp+vbtq/379+vVV19V9+7d9eKLL0q6GFh17NhRN954o4YNG6b09HRNmTJFISEhmjdvniTp/Pnz6ty5s86fP69Ro0bJMAxNmzZN3t7eWr58uTw8Li6v1rt3b/32228aPXq0/Pz8NHPmTKWnp2vVqlXy9fUt9PO32w2lprL4PgAAAAAAQFEIDPSW2Zz3omEuD8NefPFFff3119q0aVOut69fv14zZszQvn37FBwcrJ49e2rAgAFONcnJyYqPj9euXbvk7++vBx54QMOHD1e5cuUcNb/99pteeeUV7dixQ15eXrrnnns0duxYp7W+jh07ppdffllJSUny9PRURESEYmNjVaVKFUdNRkaG4uLitGHDBtntdjVr1kyxsbGqXbv2VT1/wjAAAAAAAICiU+LDMHdHGAYAAAAAAFB0rhSGuXzNMAAAAAAAAOB6IQwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAAAAAIDbIAwDAAAAAACA2yAMAwAAAAAAgNsgDAMAAACAEiw9/aTi4l5SRka6q1sBgDKBMAwAAAAASrBVq5Zrz55ftXLlMle3AgBlAmEYAAAAAJRQ6eknlZiYIMMwlJi4idFhAFAECMMAAAAAoIRatWq57HZDkmS32xkdBgBFgDAMAAAAAEqoLVuSZLNZJUk2m1VbtiS5uCMAKP0IwwAAAACghAoPj5DF4iFJslg8FB4e4eKOAKD0IwwDAAAAgBIqJqarzGaTJMlsNqtz524u7ggASj/CMAAAAAAoofz8/BUZGS2TyaTIyCj5+vq5uiUAKPU8XN0AAAAAACBvMTFddeTIYUaFAUARMRmGYbi6CXdmtxtKTc10dRsAAAAAAABlQmCgt2OKeW6YJgkAAAAAJVh6+knFxb2kjIx0V7cCAGUCYRgAAAAAlGCrVi3Xnj2/auXKZa5uBQDKBMIwAAAAACih0tNPKjExQYZhKDFxE6PDAKAIEIYBAAAAQAm1atVy2e0Xl3m22+2MDgOAIkAYBgAAAAAl1JYtSbLZrJIkm82qLVuSXNwRAJR+hGEAAAAAUEKFh0fIYvGQJFksHgoPj3BxRwBQ+rk8DPvuu+/Uo0cPhYSEKDIyUv/+97915swZx+2JiYnq3r27QkJC1KZNGy1YsCDHfezcuVO9e/dWaGioIiMj9eqrr+rChQtONfv379fQoUMVFhamli1b6oUXXlBmZqZTzYkTJzRq1Ci1bNlSzZo108iRI/XXX3851Zw5c0YTJkxQRESEQkND9dhjj2n//v1Fd0IAAAAA4P/FxHSV2WySJJnNZnXu3M3FHQFA6efSMOz7779X//79FRQUpLfeekvDhg3TypUrNW7cOEnS9u3bNXToUNWuXVszZ85UTEyM4uPj9fbbbzvu48CBA+rXr5/Kly+v1157TQMGDNDChQs1adIkR01GRob69u2rEydOaPLkyRo1apTWrFmjUaNGOWqsVqsGDhyoH3/8US+++KJefPFFbd++XYMGDZLVanXUjRgxQl9++aVGjx6tyZMn6/jx4+rTp49Onz59Hc4YAAAAAHfi5+evyMhomUwmRUZGydfXz9UtAUCp5+HKB586daqaNGmi119/XSaTSa1atZLdbtfChQt19uxZzZgxQw0bNtSUKVMkSVFRUbJarZo9e7Z69+4tT09PzZ07Vz4+PnrzzTfl6emp6OhoVahQQRMnTtSQIUMUHBysxYsX69SpU1qxYoX8/f0lScHBwRo8eLB++OEHhYSEaPXq1dq9e7fWrFmjOnXqSJIaNGigTp06ad26derYsaOSk5OVkJCgefPmKSoqSpIUFhamtm3basmSJRo8eLBrTiQAAACAMismpquOHDnMqDAAKCIuGxmWlpam5ORk9ejRQyaTybG/Z8+e2rBhg8xms5KTk3Xfffc5HdeuXTudOnVK27dvlyQlJSWpdevW8vT0dNS0b99eNptNiYmJjprmzZs7gjBJioyMlJeXlxISEhw1devWdQRhkhzbl9Z4eXkpIuJ/8/QDAgLUvHlzbdq0qahODQAAAAA4+Pn5KzZ2PKPCAKCIuCwM++2332QYhnx9ffX000+rSZMmatasmV544QX9/fffOnTokC5cuKBatWo5HVezZk1J0r59+3T27FkdO3YsR01AQIC8vb21b98+SVJKSkqOGovFourVq+dbI0k1atRwqqlZs6YsFkueNQAAAAAAACi5XDZNMi0tTZIUGxure++9V2+99ZZ+/fVXvfbaazp37pwefvhhSZK3t7fTcV5eXpKkzMxMxzpdl9dk12UvkH/69OkC1dStWzfXmgMHDjge80r3U1gmk+TrW/GqjgUAAAAAAICzSyYg5splYVj21R6bNm2qF154QZIUHh4uwzA0efJkPfTQQ5LkNIXyUmazWYZh5FljGIbM5v8NfCuKmuzHy6sfAAAAAAAAlGwuC8OyR3hlL0SfLTIyUnFxcdq5c6ck5Rhxlb3t4+PjGKWV26isrKws+fj4SLo4ciy3mjNnzqhatWpXrMl+HG9vbx0+fDjfmsIyDCkj4+xVHQsAAAAAAABngYHe+Y4Oc9lwpltuuUWSdP78eaf92SPGqlevLovFooMHDzrdnr1dq1YteXl5KTg42DGNMVtqaqoyMzMda4DVqlUrR43NZtPhw4fzrcl+vEtrDh06lGOE2IEDB3JdbwwAAAAAAAAli8vCsDp16qhatWpas2aN0/5vvvlGHh4eCg0NVVhYmNatW+cUPq1du1Y+Pj5q1KiRJCkiIkLffPONU6i2du1aWSwWtWjRwlGzdetWpaenO2oSExOVlZWlVq1aSbo4Im3Pnj1KSUlx1Ozdu1cpKSlONadOndLmzZsdNdlXxcyuAQAAAAAAQMllMvJbCKuYrVmzRiNHjlSnTp3UrVs3/fTTT5oxY4Z69eql2NhYbdmyRf3791f79u3VtWtX7dixQ7Nnz9aoUaP02GOPSZJ+//13de3aVU2bNlXfvn21f/9+vfrqq+revbtefPFFSRcDq44dO+rGG2/UsGHDlJ6erilTpigkJETz5s2TdHGEWufOnXX+/HmNGjVKhmFo2rRp8vb21vLly+XhcXFGae/evfXbb79p9OjR8vPz08yZM5Wenq5Vq1bJ19e30OfAbjeUmnp1i+8DAAAAAADAWWCgt8zmvOdJujQMk6QNGzbojTfe0N69exUYGKiHH35YQ4YMcSxIv379es2YMUP79u1TcHCwevbsqQEDBjjdR3JysuLj47Vr1y75+/vrgQce0PDhw1WuXDlHzW+//aZXXnlFO3bskJeXl+655x6NHTvWaa2vY8eO6eWXX1ZSUpI8PT0VERGh2NhYValSxVGTkZGhuLg4bdiwQXa7Xc2aNVNsbKxq1659Vc+fMAwAAAAAAKDolPgwzN0RhgEAAAAAABSdK4VhLlszDAAAAABwZenpJxUX95IyMtJd3QoAlAmEYQAAAABQgq1atVx79vyqlSuXuboVACgTCMMAAAAAoIRKTz+pxMQEGYahxMRNjA4DgCJAGAYAAAAAJdSqVctlt19c5tlutzM6DACKAGEYAAAAAJRQW7YkyWazSpJsNqu2bElycUcAUPoRhgEAAABACRUeHiGLxUOSZLF4KDw8wsUdAUDpRxgGAAAAACVUTExXmc0mSZLZbFbnzt1c3BEAlH6EYQAAAABQQvn5+SsyMlomk0mRkVHy9fVzdUsAUOp5uLoBAAAAAEDeYmK66siRw4wKA4AiYjIMw3B1E+7MbjeUmprp6jYAAAAAAADKhMBAb8cU89wwTRIAAAAAAABugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAAAABugzAMAAAAAAAAboMwDAAAAAAAAG6DMAwAAAAAAABugzAMAAAAAAAAboMwDAAAAABKsPT0k4qLe0kZGemubgUAygTCMAAAAAAowVatWq49e37VypXLXN0KAJQJhGEAAAAAUEKlp5/Uf/6TIMMwlJiYwOgwACgChGEAAAAAUEKtWrVcNptVkmS1WhkdBgBFgDAMAAAAAEqozZsTZRiGJMkwDG3enOjijgCg9CMMAwAAAIASKjAwMN9tAEDhEYYBAAAAQAmVmpqa7zYAoPAIwwAAAACghGrVKlKS6f+3TP+/DQC4FoRhAAAAAFBCxcR0lYeHRZLk4eGhzp27ubgjACj9CMMAAAAAoITy8/PXXXfdLZPJpLvuipavr5+rWwKAUs/D1Q0AAAAAAPIWE9NVR44cZlQYABQRk5F9nV64hN1uKDU109VtAAAAAAAAlAmBgd4ym0153s40SQAAAAAAALgNwjAAAAAAAAC4DcIwAAAAAAAAuA0W0AcAAADgNqxWq9LTT7q6jUKxWq2SJA+P0vPrm5+ff6nqF4B74dMJAAAAgFuwWq0aN26M/vzzuKtbKfOqVAnWxIlTCMQAlEhMkwQAAAAAAIDbMBmGYbi6CXdmtxtKTc10dRsAAACAWyht0yTT0lIVF/eSJCk2drwCAgJd3FHBME0SgCsFBnrLbDbleTufTgAAAADchoeHhypXDnJ1G1clICCw1PYOACUJ0yQBAAAAAADgNgjDAAAAAAAA4DYIwwAAAAAAAOA2CMMAAAAAAADgNgjDAAAAAAAA4DYIwwAAAAAAAOA2CMMAAAAAAADgNgjDAAAAAAAA4DYIwwAAAAAAAOA2CMMAAAAAAADgNgjDAAAAAAAA4DYIwwAAAAAAAOA2CMMAAAAAAADgNgjDAAAAAAAA4DYIwwAAAAAAAOA2CMMAAAAAAADgNgjDAAAAAAAA4DYIwwAAAAAAAOA2XBqGWa1W3XHHHapfv77Tv9DQUEdNYmKiunfvrpCQELVp00YLFizIcT87d+5U7969FRoaqsjISL366qu6cOGCU83+/fs1dOhQhYWFqWXLlnrhhReUmZnpVHPixAmNGjVKLVu2VLNmzTRy5Ej99ddfTjVnzpzRhAkTFBERodDQUD322GPav39/0Z0UAAAAAAAAFBsPVz74vn37dO7cOU2ePFm33HKLY7/ZfDGj2759u4YOHaoOHTroqaee0rZt2xQfHy/DMDRw4EBJ0oEDB9SvXz+Fhobqtdde0++//67p06crMzNT48ePlyRlZGSob9++CgoK0uTJk5WamqopU6bojz/+0Jw5cyRdDOYGDhyorKwsvfjii7JarZo2bZoGDRqkTz/9VB4eF0/ViBEjtHPnTo0dO1ZeXl6aNWuW+vTpo9WrV8vHx+c6nj0AAAAAAAAUlkvDsN27d8tsNqtdu3aqWLFijttnzJihhg0basqUKZKkqKgoWa1WzZ49W71795anp6fmzp0rHx8fvfnmm/L09FR0dLQqVKigiRMnasiQIQoODtbixYt16tQprVixQv7+/pKk4OBgDR48WD/88INCQkK0evVq7d69W2vWrFGdOnUkSQ0aNFCnTp20bt06dezYUcnJyUpISNC8efMUFRUlSQoLC1Pbtm21ZMkSDR48+DqdOQAAAAAAAFwNl06T3LVrl2rUqJFrEHbu3DklJyfrvvvuc9rfrl07nTp1Stu3b5ckJSUlqXXr1vL09HTUtG/fXjabTYmJiY6a5s2bO4IwSYqMjJSXl5cSEhIcNXXr1nUEYZIc25fWeHl5KSIiwlETEBCg5s2ba9OmTdd6OgAAAAAAAFDMXDoy7Ndff5Wnp6cGDhyo7du3y8PDQx06dNDYsWP1xx9/6MKFC6pVq5bTMTVr1pR0cYplSEiIjh07lqMmICBA3t7e2rdvnyQpJSVFnTt3dqqxWCyqXr26U83l9yNJNWrUcKqpWbOmLBZLjpovvvjiqs6ByST5+uYMAwEAAADg3LkKjq99fCrwuwMAFIDJlP/tLh0Ztnv3bh08eFDR0dGaO3eu/vnPf+rzzz/X448/rtOnT0uSvL29nY7x8vKSJGVmZuZZk12XvUD+6dOni6QmMzPzijUAAAAAAAAouVw6Mmz69Ony9fVV/fr1JUnNmzdXYGCgxowZo6SkJEmSKY84z2w2yzCMPGsMw3AsxF9UNdmPl1c/V8MwpIyMs1d1LAAAAICy7fTpv52+Ll+e3x0A4EoCA73zHR3m0jCsRYsWOfbdfffdTtuXj7jK3vbx8XGM0sptVFZWVpbj6o7e3t651pw5c0bVqlW7Yk3243h7e+vw4cP51gAAAAAAAKDkctk0ydTUVC1dulSHDh1y2v/33xf/8hEYGCiLxaKDBw863Z69XatWLXl5eSk4OFgHDhzIcd+ZmZmONcBq1aqVo8Zms+nw4cP51mQ/3qU1hw4dyjFC7MCBA7muNwYAAAAAAICSxWVhmMlk0vjx47Vo0SKn/WvWrJHFYlGrVq0UFhamdevWOYVPa9eulY+Pjxo1aiRJioiI0DfffKPz58871VgsFsfIs4iICG3dulXp6emOmsTERGVlZalVq1aSLl5dcs+ePUpJSXHU7N27VykpKU41p06d0ubNmx01aWlpSk5OdtQAAAAAAACg5HLZNMmAgAD17NlT77//vry9vRUWFqZt27Zp9uzZ6tmzp2rWrKnHH39c/fv314gRI9S1a1ft2LFDb7/9tkaNGqWKFS9eRWXQoEFavXq1Bg8erL59+2r//v169dVX9dBDD6lq1aqSpEcffVSLFi1Sv379NGzYMKWnp2vKlCmKiopS06ZNJUkdO3bU7NmzNWjQII0aNUqGYWjatGm69dZb1aFDB0kX1zRr0aKFRo4cqdGjR8vPz08zZ86Uj4+PevTo4ZoTCQAAAAAAgAIzGfmtCl/MLly4oHfeeUeffvqpjhw5ouDgYD300EMaNGiQY0H69evXa8aMGdq3b5+Cg4PVs2dPDRgwwOl+kpOTFR8fr127dsnf318PPPCAhg8frnLlyjlqfvvtN73yyivasWOHvLy8dM8992js2LFOa30dO3ZML7/8spKSkuTp6amIiAjFxsaqSpUqjpqMjAzFxcVpw4YNstvtatasmWJjY1W7du2rOgd2u6HUVK5ECQAAACCnEyf+0tixT0mS4uNfV+XKQS7uCABKvsBAb5nNea+g79IwDIRhAAAAAPJGGAYAhXelMMxla4YBAAAAAAAA1xthGAAAAAAAANwGYRgAAAAAAADcBmEYAAAAAAAA3AZhGAAAAAAAANwGYRgAAAAAAADcBmEYAAAAAAAA3IZHQQsNw9ChQ4eUnp4uSQoICFD16tWLqy8AAAAAAACgyF0xDPvxxx81f/58JSUlKSsry+k2b29vtWnTRv3799dtt91WbE0CAAAAAAAARSHfMGzevHmaPn26zGazQkNDdeutt+qGG26Q1WpVenq6fvnlF61cuVKff/65nnnmGfXp0+d69Q0AAAAAAAAUWp5hWEJCgqZNm6aWLVtq0qRJqlq1aq51Bw8e1IQJEzRp0iTdeuutCg8PL7ZmAQAAAAAAgGuR5wL67733nurWrat58+blGYRJUo0aNTRnzhzVqVNHixYtKpYmAQAAAAAAgKKQZxj2yy+/6P7775enp+cV78TDw0MdOnTQ3r17i7Q5AAAAAAAAoCjlGYadPn1aVapUKfAd3XTTTfrjjz+KpCkAAAAAAACgOOQZhlmt1gKNCsvm4eGh8+fPF0lTAAAAAAAAQHHIMwwDAAAAAAAAypo8ryYpScnJybLZbAW6o+3btxdJQwAAAAAAAEBxyTcM+/jjj/Xxxx8X6I4Mw5DJZCqSpgAAAAAAAIDikGcYNmnSpOvZBwAAAAAAAFDs8gzDunbtej37AAAAAAAAAIrdVS+gf/78ef3yyy9KSUkpyn4AAAAAAACAYpNvGJaRkaFp06apd+/eTvtXr16tqKgode/eXffff786duyo77//vjj7BAAAAAAAAK5ZntMkMzMz9fDDD2v//v268cYbZbVa5eHhoZ07d2rMmDGy2+165JFHdOutt2rFihXq37+/VqxYoZo1a17P/gEAAAAAAIACy3Nk2Lx583T48GG99tpr2rhxozw8LuZmb775pgzDUO/evfXiiy+qZ8+eWrRokapUqaI5c+Zct8YBAAAAAACAwsozDPvqq6/UpUsXtW/f3rHv7NmzSkxMlCT17NnTsb98+fLq3LmzNm/eXIytAgAAAAAAANcmzzDsyJEjatSokdO+5ORkXbhwQdWrV9ctt9zidNtNN92k1NTUYmkSAAAAAAAAKAp5hmFms1l2u91pX/bIr1atWuWoT0tLk7e3dxG3BwAAAAAAABSdPMOwunXraseOHY5twzC0bt06mUwmtWnTJkf9V199pTp16hRPlwAAAAAAAEARyDMMe+CBB/Tll1/q3Xff1d69ezVp0iQdOXJEN998s+666y6n2tmzZ+v7779Xhw4dir1hAAAAAAAA4Gp55HXDI488om3btmnSpEkymUwyDEO+vr6aOnWqzOaLGdonn3yiuXPn6tChQ2rWrJl69Ohx3RoHAAAAAAAACivPMMxkMmnq1Knq2bOnduzYIS8vL917770KCAhw1Pzxxx8yDEOPP/64hgwZ4gjJAAAAAAAAgJLIZBiG4eom3Jndbig1NdPVbQAAAAAogU6c+Etjxz4lSYqPf12VKwe5uCMAKPkCA71lNpvyvJ2hXAAAAAAAAHAbeU6TfPbZZ/M8yGQyqXz58rrhhht06623KiIiQv7+/sXSIAAAAAAAAFBU8gzDli9fXuA78fLy0rhx49S1a9ciaQoAAAAAAAAoDnmGYV999VW+B9psNmVkZOjXX3/VkiVLNG7cON18880KCwsr8iYBAAAAAACAopBnGFatWrUC3UHjxo3VuXNnde/eXW+//TZhGAAAQBmUnn5Ss2fP1OOPPylfXz9XtwMAAHDVimQBfU9PT8XExOjnn38uirsDAABACbNq1XLt2fOrVq5c5upWAAAArkmRXU2ycuXKSk9PL6q7AwAAQAmRnn5SiYkJMgxDiYmblJGR7uqWAAAArlqRhWFHjx5VQEBAUd0dAAAASohVq5bLbjckSXa7ndFhAACgVCuSMCw9PV2ffvqpmjZtWhR3BwAAgBJky5Yk2WxWSZLNZtWWLUku7ggAAODq5bmA/nfffZfvgVarVWfOnNHevXv18ccf68SJE+rXr19R9wcAAAAXCw+P0KZNG2WzWWWxeCg8PMLVLQEAAFy1PMOw3r17y2QyXfEODMNQ5cqVNX36dN1xxx1F2hwAAABcLyamqxITE2SzSWazWZ07d3N1SwAAAFctzzBs2LBh+YZhnp6e8vX1VZ06dRQSEqJy5coVS4MAAABwLT8/f0VGRmvjxq8UGRklX18/V7cEAABw1fIMw4YPH349+wAAAEAJFhPTVUeOHGZUGAAAKPXyDMMAAACAbH5+/oqNHe/qNgAAAK5ZkVxNEgAAAAAAACgNCMMAAAAAAADgNgjDAAAAAAAA4DYIwwAAAAAAAOA2CMMAAAAAAADgNgp1NcklS5Zo1apVOnHihGw2W47bTSaTNmzYUGTNAQAAAAAAAEWpwGHYrFmzNGvWLPn6+qpWrVoqV65ccfYFAAAAAAAAFLkCh2GffvqpWrRoofnz58vT07M4ewIAAAAAAACKRYHXDEtNTVVMTAxBGAAAAAAAAEqtAodht956q/bt21ecvQAAAAAAAADFqsBh2NNPP62PP/5YCQkJxdLIE088oXvvvddpX2Jiorp3766QkBC1adNGCxYsyHHczp071bt3b4WGhioyMlKvvvqqLly44FSzf/9+DR06VGFhYWrZsqVeeOEFZWZmOtWcOHFCo0aNUsuWLdWsWTONHDlSf/31l1PNmTNnNGHCBEVERCg0NFSPPfaY9u/fXzQnAAAAAAAAAMWuwGuGvfvuu6pUqZKGDh2qChUqyN/fXyaTyanmaq8m+dlnn2n9+vWqUaOGY9/27ds1dOhQdejQQU899ZS2bdum+Ph4GYahgQMHSpIOHDigfv36KTQ0VK+99pp+//13TZ8+XZmZmRo/frwkKSMjQ3379lVQUJAmT56s1NRUTZkyRX/88YfmzJkjSbJarRo4cKCysrL04osvymq1atq0aRo0aJA+/fRTeXhcPE0jRozQzp07NXbsWHl5eWnWrFnq06ePVq9eLR8fn0I/bwAAAAAAAFxfBQ7Dzp07p5o1a6pmzZpF2sDx48f18ssv68Ybb3TaP2PGDDVs2FBTpkyRJEVFRclqtWr27Nnq3bu3PD09NXfuXPn4+OjNN9+Up6enoqOjVaFCBU2cOFFDhgxRcHCwFi9erFOnTmnFihXy9/eXJAUHB2vw4MH64YcfFBISotWrV2v37t1as2aN6tSpI0lq0KCBOnXqpHXr1qljx45KTk5WQkKC5s2bp6ioKElSWFiY2rZtqyVLlmjw4MFFel4AAAAAAABQ9Aochr3//vvF0sC4ceMUERGh8uXLa9u2bZIuBm/Jycl6+umnnWrbtWun+fPna/v27brzzjuVlJSk1q1bOy3q3759e02YMMExxTIpKUnNmzd3BGGSFBkZKS8vLyUkJCgkJERJSUmqW7euIwiT5NhOSEhQx44dlZSUJC8vL0VERDhqAgIC1Lx5c23atIkwDAAAAAAAoBQocBiWzWq1aufOnTp27JhatGihChUqyGazydfXt9APvnTpUv3888/6/PPPFR8f79h/6NAhXbhwQbVq1XKqzx6Vtm/fPoWEhOjYsWM5agICAuTt7e1Y7D8lJUWdO3d2qrFYLKpevbpTzeX3I0k1atRwqqlZs6YsFkuOmi+++KLQzz2byST5+la86uMBAAAAlF3nzlVwfO3jU4HfHQCgAC5b1SuHAi+gL0lffPGF7r77bj366KMaNWqU9uzZo23btik6Olrz588vVGNHjhzRpEmT9MILLyggIMDpttOnT0uSvL29nfZ7eXlJkjIzM/Osya7LXiD/9OnTRVKTmZl5xRoAAAAAAACUbAUeGZaYmKhRo0apadOmGjRokOLi4iRJ1atXV7169TRt2jQFBQWpS5cuV7wvwzD03HPPKTo6Wu3atcv1dkk5FujPZjab860xDENm8/9yvqKoyX68vPq5WoYhZWScverjAQAAroeDB/dr8uR/KzZ2vG6+uWjXkAWQt9On/3b6unx5fncAgCsJDPTOd3RYgVOcN954Q40aNdJ7773nFHjVqVNHH3zwgUJDQ/Xuu+8W6L4WL16sX3/9Vc8995ysVqusVqsjbLJarY4rM14+4ip728fHxzFKK7dRWVlZWY778Pb2zrXmzJkzjvsoaM2ZM2fyrQEAACir5s59Q2fPntWcObNc3QoAAMA1KXAYtmvXLt1///25joLy8PBQp06dHOtrXcnatWt18uRJRUZG6vbbb9ftt9+uFStW6ODBg7r99tuVnJwsi8WigwcPOh2XvV2rVi15eXkpODhYBw4ccKpJTU1VZmamYw2wWrVq5aix2Ww6fPhwvjXZj3dpzaFDh3KMEDtw4ECu640BAACUFQcP7tfRo0ckSUePHtGhQzl/bgIAACgtChyGlStXTlarNc/b09PTVa5cuQLd14QJE/TJJ584/WvdurVuvPFGffLJJ2rfvr3CwsK0bt06p/Bp7dq18vHxUaNGjSRJERER+uabb3T+/HmnGovFohYtWjhqtm7dqvT0dEdNYmKisrKy1KpVK0kXry65Z88epaSkOGr27t2rlJQUp5pTp05p8+bNjpq0tDQlJyc7agAAAMqiuXPfcNpmdBgAACjNChyGtWjRQp988onOnTuX47Y///xTH3zwgZo1a1ag+6pdu7YaN27s9M/Pz0+enp5q3Lix/P399fjjj2v79u0aMWKEEhIS9Nprr+ntt9/WkCFDVLHixSuoDBo0SH/99ZcGDx6sb775RgsXLtSkSZP00EMPqWrVqpKkRx99VJ6enurXr5/Wr1+vpUuXasyYMYqKilLTpk0lSR07dlTNmjU1aNAgrV69Wp9//rkee+wx3XrrrerQoYMkqXnz5mrRooVGjhyppUuXav369erXr598fHzUo0ePgp5GAACAUid7VFhe2wAAAKWJychvZfhL/P7773r44YcVGBioqKgoLVq0SD179pTFYtHy5ct1/vx5LVmyRA0aNLiqRmJjY7Vt2zatX7/esW/9+vWaMWOG9u3bp+DgYPXs2VMDBgxwOi45OVnx8fHatWuX/P399cADD2j48OFOo9R+++03vfLKK9qxY4e8vLx0zz33aOzYsU5rfR07dkwvv/yykpKS5OnpqYiICMXGxqpKlSqOmoyMDMXFxWnDhg2y2+1q1qyZYmNjVbt27at6zpJktxtKTeVqlAAAoOQaN26MUwBWtWo1TZw4xYUdAe7jxIm/NHbsU5Kk+PjXVblykIs7AoCSLzDQW2Zz3ivoFzgMk6Rff/1VEydO1Hfffee0v1GjRho3bpyaNGly1Y26K8IwAABQ0h08uF8vvvicY3vChElcURK4TgjDAKDwrhSGeRTmzurXr6/3339f6enpOnjwoOx2u6pVq6agID6QAQAAyqoaNW5R1arVdPToEVWtWo0gDAAAlGoFXjPsUn5+frrjjjvUpEkTgjAAAAA3MHjwMFWsWFFDhjzh6lYAAACuSaFGhgEAAMA91ahxi954421XtwEAAHDNrmpkGAAAAAAAAFAaEYYBAAAAAADAbRCGAQAA4IrS008qLu4lZWSku7oVAACAa1LoNcPS09O1efNmHTlyROXKldNNN92kiIgIeXt7F0d/AAAAKAFWrVquPXt+1cqVy9S79wBXtwMAAHDVChWGffDBB5oyZYr+/vtvGYbh2F++fHmNHTtWPXv2LPIGAQAA4Frp6SeVmJggwzCUmLhJnTt3k6+vn6vbAgAAuCoFDsM2bNigl156SQ0bNtSgQYNUu3ZtGYahlJQULVy4UBMnTlTVqlXVunXr4uwXAAAA19mqVctlt1/8Q6jdbmd0GAAAKNUKvGbYvHnz1LBhQ3344Yfq2LGjbrvtNjVo0ED333+/lixZogYNGmj+/PnF2SsAAABcYMuWJNlsVkmSzWbVli1JLu4IAADg6hU4DNu9e7e6dOkiT0/PHLeVK1dOXbp00a5du4q0OQAAALheeHiELJaLEwosFg+Fh0e4uCMAAICrV+AwzNPTU2fPns3z9jNnzshisRRJUwAAACg5YmK6ymw2SZLMZrM6d+7m4o4AAACuXoHXDGvevLkWL16sbt26qUqVKk63HT9+XB988IGaNWtW5A0CAADAtfz8/BUZGa2NG79SZGQUi+dDkmSz2XTyZJqr2yjz0tJSc/0axcPfP4BBHoAbMBmXXhYyH7/99psefvhhmc1mPfDAA7rlllskSSkpKVq5cqVsNptj7TAUnN1uKDU109VtAAAA5Cs9/aRmz56pxx9/kjAMkqQTJ/7S2LFPuboNoEjFx7+uypWDXN0GgGsUGOjtGNWemwKPDKtXr57effddTZw4UYsXL3a6rVGjRho3bhxBGAAAQBnl5+ev2Njxrm4DAADgmhU4DJOkO+64Qx9//LFSU1N15MgRGYahatWqqXLlysXVHwAAAIAS7gEfX3mZCrwcMQrJ/v+TecymvEc54OqdMexacTrD1W0AuI4KFYZlCwwMVGBgYFH3AgAAgBKKaZLIj5fJrBtYZwmllc3VDQC43vIMw9q2bavnnntObdu2dWxficlk0oYNG4quOwAAAJQIq1Yt1549v2rlymXq3XuAq9sBAAC4anmGYVWrVlWlSpWctgEAAOB+0tNPKjExQYZhKDFxkzp37sboMAAAUGrlGYa9//77+W4DAADAPaxatVx2+8U1i+x2O6PDAABAqVaoVS6PHj2qqVOnKiPjf4sLzps3T5MnT1ZaWlqRNwcAAADX27IlSTabVZJks1m1ZUuSizsCAAC4egUOw3777Td17dpVCxcu1LFjxxz7MzIytHjxYnXp0kWHDh0qliYBAADgOuHhEbJYLk4osFg8FB4e4eKOAAAArl6Bw7Bp06bJy8tLq1ev1m233ebYP3r0aK1evVrlypXT1KlTi6VJAAAAuE5MTFeZzSZJktlsVufO3VzcEQAAwNUrcBj2/fffq2/fvrrlllty3HbzzTerV69e+u6774qyNwAAAJQAfn7+ioyMlslkUmRkFIvnAwCAUi3PBfQvZxiGzp07l+/tf//9d5E0BQAAgJIlJqarjhw5zKgwAABQ6hV4ZFhISIg++ugjnTp1KsdtZ86c0dKlSxUSElKkzQEAAKBk8PPzV2zseEaFAQCAUq/AI8OeeOIJ9erVS506dVJMTIxq1qwpk8mkgwcPavXq1frrr780adKk4uwVAAAALpKeflKzZ8/U448/SSAGAABKtQKHYSEhIVq4cKEmT56sBQsWyDAMx2233XabJk2apNDQ0GJpEgAAAK61atVy7dnzq1auXKbevQe4uh0AAICrVuAwTJLCwsK0dOlSpaWl6ciRI7Lb7brppptUpUqV4uoPAAAALpaeflKJiQkyDEOJiZvUuXM3RocBAIBSq8Brhl3qwoULstvtql27tvz8/GS324u6LwAAAJQQq1Ytd/y8Z7fbtHLlMhd3BAAAcPUKFYZt27ZN3bp10913361HHnlEP/30k/773//q7rvv1po1a4qrRwAAALjQli1JstlskiSbzaYtW5Jc3BEAAMDVK3AY9uOPP6p///46c+aM+vbt61gzzNfXVx4eHho9erQSEhKKrVEAAAC4RtOmYU7bzZo1d1EnAAAA167AYdjrr7+u6tWr67PPPtPgwYMd+xs3bqyVK1eqTp06mjNnTrE0CQAAgJLj0gspAQAAlDYFDsN27Nihbt26qUKFCjKZTE63eXt766GHHtKePXuKvEEAAAC41vbtyfluAwAAlCaFWjPM09Mzz9vOnTvHQvoAAABlUHh4RL7bAAAApUmBw7CQkBB9/vnnud6WlZWlpUuXqnHjxkXWGAAAAEqGnGuGtXBRJwAAANeuwGHYk08+qV9++UW9evXSihUrZDKZ9OOPP+q9995Tly5ddPjwYQ0dOrQ4ewUAAIALLFnyvtP2Bx+866JOAAAArp1HQQtDQ0M1Z84cvfDCC5o8ebIkafr06ZKkoKAgTZ8+XXfeeWfxdAkAAACXOXr0SL7bAAAApUmBw7CTJ08qIiJC69ev1y+//KKDBw/KbrerWrVqatSokTw8CnxXAAAAKEWqVq3mFIBVrVrNhd0AAABcmwJPk+zataveeOMNmUwm3X777erQoYPuv/9+NWnShCAMAACgDIuJ6eq03aVLdxd1AgAAcO0KHIalpaUpKCioOHsBAABACbRq1XKn7c8++9RFnQAAAFy7AodhMTEx+uijj3T48OHi7AcAAAAlDGuGAQCAsqTA8xvNZrNSUlLUrl071ahRQ4GBgTKbnbM0k8mkd9/l6kIAAAAAAAAomQochiUlJcnf31+SdO7cOR09erTYmgIAAAAAAACKQ4HDsK+//ro4+wAAAAAAAACK3RXXDLtw4YJ27dqlnTt36uzZs9ejJwAAAJQgdevWd9quV69+HpUAAAAlX74jw9555x298cYbyszMlCR5enrq0Ucf1ahRo+ThUeBBZQAAACjF0tPTnLbT0tLyqAQAACj58ky0VqxYobi4OFWrVk1dunSR2WzW1q1b9c4778hms+m55567nn0CAADARU6c+CvfbQAAgNIkzzDsgw8+UJMmTfTuu++qfPnykiTDMDRixAh99NFHGj16tDw9Pa9bowAAAAAAAMC1ynPNsN9//10xMTGOIEySTCaT+vXrp/PnzyslJeW6NAgAAADXMplM+W4DAACUJnmGYWfPnpWPj0+O/dWrV5dhGDp16lSxNgYAAICSwWQy57sNAABQmuT5k4zdbs/1r34Wi0WSZLPZiq8rAAAAlBhNm4bluw0AAFCa8Gc9AAAA5OvydWIvXUYDAACgtMlzAX1JSk9P19GjR532ZWRkSLp4Se3Lb5OkqlWrFmF7AAAAcLXt25Odtrdt+04DBw51UTcAAADXJt8w7JVXXtErr7yS622jR4/Osc9kMumXX34pms4AAADKMKvVqvT0k65uo0CaNGmq7777VjabTRaLRaGhTXXixF+ubqtA/Pz85eGR74+8AADAzeT5k0HXrl2L/cENw9C7776rJUuW6NixY7rlllv02GOPKSYmxlGTmJio6dOna+/evQoMDFSvXr00YMAAp/vZuXOn4uPj9dNPP8nLy0vdunXT8OHDVa5cOUfN/v37FRcXp+TkZFksFrVv315jxoyRt7e3o+bEiROaNGmSEhMTZbVaFR0drWeffVZBQUGOmjNnzmjq1Klat26dsrKyFBYWpueff1633HJL8Z0oAABQplitVo0bN0Z//nnc1a0Ums1m05YtSdqyJcnVrRRIlSrBmjhxCoEYAABwyPOngkmTJhX7g8+ZM0czZszQ8OHD1aRJE23atEmjR4+WxWJRx44dtX37dg0dOlQdOnTQU089pW3btik+Pl6GYWjgwIGSpAMHDqhfv34KDQ3Va6+9pt9//13Tp09XZmamxo8fL+ni1M6+ffsqKChIkydPVmpqqqZMmaI//vhDc+bMkXTxh9KBAwcqKytLL774oqxWq6ZNm6ZBgwbp008/dfwANWLECO3cuVNjx46Vl5eXZs2apT59+mj16tW5Xn0TAAAAAAAAJYfL/kR24cIFLViwQD169NDjjz8uSQoPD9dPP/2kRYsWqWPHjpoxY4YaNmyoKVOmSJKioqJktVo1e/Zs9e7dW56enpo7d658fHz05ptvytPTU9HR0apQoYImTpyoIUOGKDg4WIsXL9apU6e0YsUK+fv7S5KCg4M1ePBg/fDDDwoJCdHq1au1e/durVmzRnXq1JEkNWjQQJ06ddK6devUsWNHJScnKyEhQfPmzVNUVJQkKSwsTG3bttWSJUs0ePBgF5xJAABQ2nh4eGjixCmlZppkWlqq4uJekiQ98cRI1ahR08UdFRzTJAEAwOVc9pOBxWLR+++/Lz8/P6f95cqVU1ZWls6dO6fk5GQ9/fTTTre3a9dO8+fP1/bt23XnnXcqKSlJrVu3drrKUfv27TVhwgQlJiaqe/fuSkpKUvPmzR1BmCRFRkbKy8tLCQkJCgkJUVJSkurWresIwiQ5thMSEtSxY0clJSXJy8tLERERjpqAgAA1b95cmzZtIgwDAAAF5uHhocqVg65cWMLUqFGzVPYNAACQzeyyBzabVb9+fQUHB8swDJ04cUJz587V5s2b9fDDD+vQoUO6cOGCatWq5XRczZoX/xK5b98+nT17VseOHctRExAQIG9vb+3bt0+SlJKSkqPGYrGoevXq+dZIUo0aNZxqatasKYvFkmcNAAAAAAAASq4SMWZ83bp1evLJJyVJd999tzp37qxdu3ZJktMC95Lk5eUlScrMzNTp06dzrcmuy8zMlCSdPn26QDV169bNtebAgQOOx7zS/RSWyST5+la8qmMBAACuh3PnKji+9vGpwM8ukOT8ugDKCj7jgLLBZMr/dpeNDLtUw4YNtWjRIv3rX//S9u3bNXjwYBmGIUky5fEMzGZzvjWGYchs/t/TK4qa7MfLqx8AAAAAAACUbCViZNjNN9+sm2++Wc2bN5e3t7eeeeYZR/B0+Yir7G0fHx/HKK3cRmVlZWU5ru7o7e2da82ZM2dUrVq1K9ZkP463t7cOHz6cb01hGYaUkXH2qo4FAAC4Hk6f/tvp6/Ll+dkFzq+LTLvNhZ0A1+bS1y+fcUDZEBjone/oMJeFYenp6dq4caPCw8MVHBzs2N+wYUNJ0uHDh2WxWHTw4EGn47K3a9WqJS8vLwUHBzumMWZLTU1VZmamYw2wWrVq5aix2Ww6fPiw2rVr56j57bffcvR58OBBhYSEOGq2bNkiwzCcRpEdOHAg1/XGAAAAgLLKZvtfgPBZ5ikXdgIUnUtf1wDKLpfN7bPb7YqNjdVHH33ktD8pKUmS1LhxY4WFhWndunVO0xPXrl0rHx8fNWrUSJIUERGhb775RufPn3eqsVgsatGihaNm69atSk9Pd9QkJiYqKytLrVq1knTx6pJ79uxRSkqKo2bv3r1KSUlxqjl16pQ2b97sqElLS1NycrKjBgAAAAAAACWXy0aGBQQE6NFHH9XcuXNVoUIFNW7cWNu2bdOcOXP04IMPqnbt2nr88cfVv39/jRgxQl27dtWOHTv09ttva9SoUapY8eKihoMGDdLq1as1ePBg9e3bV/v379err76qhx56SFWrVpUkPfroo1q0aJH69eunYcOGKT09XVOmTFFUVJSaNm0qSerYsaNmz56tQYMGadSoUTIMQ9OmTdOtt96qDh06SJKaN2+uFi1aaOTIkRo9erT8/Pw0c+ZM+fj4qEePHq45kQAAAIALXHqF9S7eN8jbbMmnGii5Mu02x+jGS1/XAMouk5HfqvDF7MKFC3rnnXf0ySef6OjRo7rxxhv14IMPatCgQY4F6devX68ZM2Zo3759Cg4OVs+ePTVgwACn+0lOTlZ8fLx27dolf39/PfDAAxo+fLjKlSvnqPntt9/0yiuvaMeOHfLy8tI999yjsWPHOq31dezYMb388stKSkqSp6enIiIiFBsbqypVqjhqMjIyFBcXpw0bNshut6tZs2aKjY1V7dq1r+oc2O2GUlOv7kqUAAAA18OJE39p7NinJEnx8a+rcuUgF3eEkuDS10XPG/x1AyECSqlTNpsWnzopic84oKwIDPSW2Zz3omEuDcNAGAYAAEo+wjDkhjAMZQVhGFD2XCkMc9maYQAAAAAAAMD1RhgGAAAAAAAAt0EYBgAAAAAAALdBGAYAAAAAAAC3QRgGAAAAAAAAt0EYBgAAAAAAALdBGAYAAAAAAAC3QRgGAAAAAAAAt0EYBgAAAAAAALdBGAYAAAAAAAC3QRgGAAAAAAAAt0EYBgAAAAAAALdBGAYAKFXS008qLu4lZWSku7oVAAAAlGH83Fl2EYYBAEqVVauWa8+eX7Vy5TJXtwIAAIAyjJ87yy7CMABAqZGeflKJiQkyDEOJiZv4Kx0AAACKBT93lm2EYQCAUmPVquWy2w1Jkt1u5690AAAAKBb83Fm2EYYBAEqNLVuSZLNZJUk2m1VbtiS5uCMAAACURfzcWbYRhgEASo3w8AiZTCZJkslkUnh4hIs7AgAAQFkUHh4hi8VDkmSxePBzZxlDGAYAKDWio9vIMC4OVzcMQ3ff3dbFHQEAAKAsionpKrP54h9hzWazOnfu5uKOUJQIwwAApUZCwteSTP+/ZdLGjV+5sh0AAACUUX5+/oqMjJbJZFJkZJR8ff1c3RKKEGEYAKDUuLhWg/H/WwZrNwAAAKDYxMR01a231mdUWBlEGAYAKDVYuwEAAADXi5+fv2JjxzMqrAwiDAMAlBqs3QAAAADgWhGGAQBKDT8/fzVvfqckqXnzlvyVDgAAAEChEYYBAEolk8l05SIAAAAAuAxhGACg1EhPP6nvvvtWkvTf/36rjIx01zYEAAAAoNQhDAMAlBqrVi2X3X7xapJ2u10rVy5zcUcAAAAAShsPVzcAAEBBbdmSJJvNKkmy2azasiVJvXsPcHFXAIAzhl2yubqLsstuXPxDkJklAorFGcPu6hYAXGeEYQCAUiM8PELffPOVJEOSSeHhEa5uCQAgacXpDFe3AABAgTFNEgBQakRHt9HFIEySDN19d1tXtgMAAACgFGJkGACg1EhI+Fomk0mGYchkMmnjxq+YJgkALuLvH6D4+Ndd3UaZl5aWqri4lyRJsbHjFRAQ6OKOyjZ//wBXtwDgOiAMAwCUGlu2JMn4/3VTDMNgzTAAcCGLxaLKlYNc3YZbCQgI5JwDQBFgmiQAoNQID4+QxXLx7zgWiwdrhgEAAAAoNMIwAECpERPTVWbzxStpmc1mde7czcUdAQAAAChtCMMAAKWGn5+/mje/U5LUosWd8vX1c21DAAAAAEodwjAAQKmUvXYYAAAAABQGYRgAoNRITz+p7777VpL03XdblZGR7tqGAAAAAJQ6hGEAgFJj1arlstsvjgiz2+1auXKZizsCAAAAUNoQhgEASo0tW5Jks1klSTabVVu2JLm4IwAAAAClDWEYAKDUCA+PkMXiIUmyWDwUHh7h4o4AAAAAlDaEYQCAUiMmpqtMpotfm0wmde7czbUNAQAAACh1CMMAAKWGn5+/qlQJliRVqVJFvr5+rm0IAAAAQKlDGAYAKDXS00/qzz//lCT99defXE0SAAAAQKERhgEASo1Vq5bLMLKvJmlwNUkAAAAAhUYYBgAoNbiaJAAAAIBrRRgGACg1Ll498v9X0JeJq0kCAAAAKDTCMABAqREd3UaS8f9bhu6+u60r2wEAAABQChGGAQBKjYSEr2UyXRwZZjKZtHHjVy7uCAAAAEBpQxgGACg1tmxJciygbxgGa4YBAAAAKDTCMABAqREeHiGLxUOSZLF4sGYYAAAAgELzcHUDAAAUVExMVyUmJshmk8xmszp37ubqllAC2Gw2nTyZ5uo2yrS0tNRcv0bx8fcPkMVicXUbAACUSYRhAIBSw8/PX5GR0dq48StFRkbJ19fP1S2hBDh5Mk1jxz7l6jbcRlzcS65uwS3Ex7+uypWDXN0GAABlEtMkAQClSnR0G1WoUIErSQIAAAC4KowMAwCUKgkJX+vvv//Wxo1fqXfvAa5uByXMDVFVZa7I1LLiYNgvXrzCZDa5uJOyy37WplObjrq6DQAAyjzCMABAqZGeflKJiQkyDEOJiZvUuXM3pkrCibmiRRavcq5uAwAAACUYYRgAoNRYtWq57P8/OsVut2vlymWMDgMAAG6nNF48xmazKSMj3dVtlHm+vn6l8gIs1/vCMS4Nw+x2uz766CN98MEHOnz4sAIDA9W2bVsNHz5c3t7ekqTExERNnz5de/fuVWBgoHr16qUBA5x/8dm5c6fi4+P1008/ycvLS926ddPw4cNVrtz//jK8f/9+xcXFKTk5WRaLRe3bt9eYMWMcjyNJJ06c0KRJk5SYmCir1aro6Gg9++yzCgr63+KlZ86c0dSpU7Vu3TplZWUpLCxMzz//vG655ZbiPVkAAG3ZkiSbzSpJstms2rIliTAMAAC4HS4eg7Lmel84xqUL6M+fP1///ve/dffdd+uNN95Q//79tWLFCj311MU39fbt2zV06FDVrl1bM2fOVExMjOLj4/X222877uPAgQPq16+fypcvr9dee00DBgzQwoULNWnSJEdNRkaG+vbtqxMnTmjy5MkaNWqU1qxZo1GjRjlqrFarBg4cqB9//FEvvviiXnzxRW3fvl2DBg2S1Wp11I0YMUJffvmlRo8ercmTJ+v48ePq06ePTp8+fR3OGEqSgwf3a9iwgTp06ICrWwHcRnh4hMzmi38xMpstCg+PcHFHAAAAAEobl40MMwxD8+fP18MPP+wIpVq1aiV/f3+NGDFCu3bt0owZM9SwYUNNmTJFkhQVFSWr1arZs2erd+/e8vT01Ny5c+Xj46M333xTnp6eio6OVoUKFTRx4kQNGTJEwcHBWrx4sU6dOqUVK1bI399fkhQcHKzBgwfrhx9+UEhIiFavXq3du3drzZo1qlOnjiSpQYMG6tSpk9atW6eOHTsqOTlZCQkJmjdvnqKioiRJYWFhatu2rZYsWaLBgwe74EzCVebOfUNnz57VnDmzNHHiFFe3A7iFmJiu2rjxK0kX/x/p3LmbizsCAABwrdvrtJdnOS9Xt3FFhmHX+QtnXd1GmedZrqJMJpeOeyqw8xfO6Offv3TJY7ssDDtz5ow6d+6sDh06OO2vXbu2JGnPnj1KTk7W008/7XR7u3btNH/+fG3fvl133nmnkpKS1Lp1a3l6ejpq2rdvrwkTJigxMVHdu3dXUlKSmjdv7gjCJCkyMlJeXl5KSEhQSEiIkpKSVLduXUcQJsmxnZCQoI4dOyopKUleXl6KiPjfSISAgAA1b95cmzZtIgxzIwcP7tfRo0ckSUePHtGhQwd08801XdwV4B5MJpMMw5CJC9oBAADIMFzdQcGYTGaV9yz5oR2uH1e+dl0Whnl7e2vcuHE59m/YsEGS1LBhQ124cEG1atVyur1mzYuBw759+xQSEqJjx47lqAkICJC3t7f27dsnSUpJSVHnzp2daiwWi6pXr+5Uc/n9SFKNGjWcamrWrJljUbcaNWroiy++KPBzv5TJJPn6VryqY+E6b7/9ltP2/Plv6rXXZrioG8B9fPTRezL9fwpmMpn05ZcrNXjwEBd3BVc7d66Cq1sAipyPTwV+RoQk5884XhfIlpX1v/Wxf0lxzcgaoChVqlSuSD/frvSH8xI1du6HH37Q3Llzdc899zjW4Lp0gXtJ8vK6mCRnZmbmWZNdl5mZKUk6ffp0kdRkZmZesQbu4dChQ/luAygemzYlyGazSbp4RaJNmxJc3BEAAACA0salV5O81LZt2zR06FBVr15dEydOdIzGMuUR55nNZhn/P6YutxrDMGQ2/y/rK4oaI58xfJfeT2EYhpSRwbzp0qZq1WqOaZLZ23wfgeJ3550R2rTpG9lsNlksFt15ZwTvPej06b9d3QJQ5E6f/lvly/P5BufPOF4XyJaVdcHxdcPa7Zl+iFLp3PkzjpGNWVkXivTn+sBA73xHh5WIMGzNmjWKjY3VLbfcovnz58vf318nTpyQpBwjrrK3fXx8HKO0chuVlZWVJR8fH0kXR47lVnPmzBlVq1btijXZj+Pt7a3Dhw/nWwP3MHjwML344nOO7SFDnnBhN4D7iInpqoSEryWxgD4AAIAklff0UgVPfh8FCsPl0yQXLlyokSNHqkmTJlq8eLGqVKki6eI6XBaLRQcPHnSqz96uVauWvLy8FBwcrAMHDjjVpKamKjMz07EGWK1atXLU2Gw2HT58ON+a7Me7tObQoUM5RogdOHAg1/XGUHbVqHGLqla9GKRWrVqNxfOB6yj7M7i0LBYLAAAAoGRxaRi2dOlSxcXFqUOHDpo/f75jJJcklS9fXmFhYVq3bp1T+LR27Vr5+PioUaNGkqSIiAh98803On/+vFONxWJRixYtHDVbt25Venq6oyYxMVFZWVlq1aqVpItXl9yzZ49SUlIcNXv37lVKSopTzalTp7R582ZHTVpampKTkx01cB+DBw9TxYoVGRUGXEerVi13XCraZDJp5cplLu4IAAAAQGnjsmmSqampevnll1WtWjX17NlTv/zyi9PtNWrU0OOPP67+/ftrxIgR6tq1q3bs2KG3335bo0aNUsWKF68yMGjQIK1evVqDBw9W3759tX//fr366qt66KGHVLVqVUnSo48+qkWLFqlfv34aNmyY0tPTNWXKFEVFRalp06aSpI4dO2r27NkaNGiQRo0aJcMwNG3aNN16663q0KGDJKl58+Zq0aKFRo4cqdGjR8vPz08zZ86Uj4+PevTocR3PHkqCGjVu0RtvvO3qNoBrZrValZ5+0tVtFMjmzYmy2y8uoG+327R5c6I6dIhxcVcF4+fnLw+PErE6AQAAAODWXPZT+X/+8x+dPXtWR44cUc+ePXPcHh8fry5dumjmzJmaMWOGhg0bpuDgYI0dO1YDBgxw1NWpU0cLFixQfHy8nnzySfn7+6t///4aPny4oyYgIEDvvfeeXnnlFY0ePVpeXl5q3769xo4d66jx9PTUwoUL9fLLL2vcuHHy9PRURESEYmNjnX55mTVrluLi4hQfHy+73a5mzZrptddek6+vbzGdKQAoPlarVePGjdGffx53dStX5dy5vzV27FOubqNAqlQJ1sSJUwjEAAAAABdz2U/kDzzwgB544IEr1t1777269957860JCwvTxx9/nG9NvXr19M477+Rbc9NNN2nWrFn51vj6+mrSpEmaNGlSvnUAAAAAAAAoefjzNAC4MQ8PD02cOKXUTJNMS0tVXNxLkqTQ0DD16NHbxR0VHNMkAQAAgJKBn8oBwM15eHiocuUgV7dRaJ06dSmVfQMAAABwLZdeTRIAgKvl43ODq1sAAAAAUAoRhgEAAAAAAMBtEIYBAAAAAADAbbBmGEoEq9Vaahbwzma1WiWp1C2IzSLeAMoy21mrq1sArhqvXwAArg9+I4bLWa1WjRs3Rn/+edzVrbiFKlWCNXHiFAIxAGWGzWZzfH160zEXdgIUnUtf1wAAoGgxTRIAAAAAAABug6EhcDkPDw9NnDilVE2TTEtLVVzcS5Kk2NjxCggIdHFHBcc0SQBljcVicXztE3WTLBX5jEPpZDtrdYxuvPR1DQAAihY/LaJE8PDwUOXKQa5u46oEBASW2t4BoKyxVPSQxaucq9sAAABACcY0SQAAAAAAALgNwjAAAAAAAAC4DaZJAgAAAABQSp2/cMbVLZRZhmGXJJlMjCMqDq587RKGAQAAAABQSv38+5eubgEodYg3AQAAAAAA4DYYGQYAAAAAQCni7x+g+PjXXd1GmZaWlqq4uJckSbGx4xUQEOjijso2f/+A6/p4hGEAAAAAAJQiFotFlSsHuboNtxEQEMj5LmOYJgkAAAAAAAC3QRgGAAAAAAAAt0EYBgAAAAAAALdBGAYAAAAAAAC3QRgGAAAAAAAAt0EYBgAAAAAAALdBGAYAAAAAAAC3QRgGAAAAAAAAt0EYBgAAAAAAALfh4eoGAAAAior9rM3VLZRZht2QJJnMJhd3Unbx+gUA4PogDAMAAGXGqU1HXd0CAAAASjimSQIAAAAAAMBtMDIMAACUav7+AYqPf93VbZRpaWmpiot7SZIUGzteAQGBLu6o7PP3D3B1CwAAlFmEYQBQRGw2m06eTHN1G2VaWlpqrl+j+Pj7B8hisbi6jXxZLBZVrhzk6jbcRkBAIOcbAACUaoRhAFBETp5M09ixT7m6DbeRPUoFxSs+/nWCDwAAAJQprBkGAAAAAAAAt8HIMAAoBv3v8NcN5Uv21LLSymY3JEkWs8nFnZRdp87ZtPDHk65uAwAAACgWhGEAUAxuKG+RfwXCMAAAAAAoaZgmCQAAAAAAALdBGAYAAAAAAAC3QRgGAAAAAAAAt0EYBgAAAAAAALdBGAYAAAAAAAC3wdUkAaAYnDpnc3ULwFXj9QsAAICyjDAMAIqIzfa/AGHhjydd2AlQdC59XQMAAABlAWFYGWSz2XTyZJqr2yjT0tJSc/0axcPfP0AWi8XVbQAAAAAAygDCsDLo5Mk0jR37lKvbcBtxcS+5uoUyLz7+dVWuHOTqNq7o0sCu/x3+uqE8AR5Kp1PnbI7RjQTRAACgKFitVqWnl57ZE6V1AISfn788PIh6roQzBADF4IbyFvlXIEQAAAAArFarxo0boz//PO7qVq5KaRoAUaVKsCZOnEIgdgWcnTKuYs22MntUdHUbZZJh2CVJJhMXZS0OdutZnT3wlavbAAAAAACUMYRhZZzZo6LMnt6ubgMAAAAA4KY8PDw0ceKUUjVNUro4ok1SqRplxTTJguEMAQAAAACAYuXh4VEq1gGGe2B+FwAAAAAAANwGYRgAAAAAAADcBmEYAAAAAAAA3AZhGAAAAAAAANwGC+gDQDE4dc7m6hbKLJvdkCRZzCYXd1J28foFAABAWUYYBgDFYOGPpeuy0QAAAADgLpgmCQAAAAAAALdRYkaG7dq1S//4xz/01Vdf6cYbb3TsT0xM1PTp07V3714FBgaqV69eGjBggNOxO3fuVHx8vH766Sd5eXmpW7duGj58uMqVK+eo2b9/v+Li4pScnCyLxaL27dtrzJgx8vb2dtScOHFCkyZNUmJioqxWq6Kjo/Xss88qKCjIUXPmzBlNnTpV69atU1ZWlsLCwvT888/rlltuKb6TA6BU8PcPUHz8665uo0xLS0tVXNxLkqTY2PEKCAh0cUdln79/gKtbAAAAAIpUiQjDUlJSNGTIEFmtVqf927dv19ChQ9WhQwc99dRT2rZtm+Lj42UYhgYOHChJOnDggPr166fQ0FC99tpr+v333zV9+nRlZmZq/PjxkqSMjAz17dtXQUFBmjx5slJTUzVlyhT98ccfmjNnjiTJarVq4MCBysrK0osvviir1app06Zp0KBB+vTTT+XhcfFUjRgxQjt37tTYsWPl5eWlWbNmqU+fPlq9erV8fHyu41kDUNJYLBZVrhx05UIUiYCAQM43AAAAgEJzaRhmtVr10Ucfadq0aU6juLLNmDFDDRs21JQpUyRJUVFRslqtmj17tnr37i1PT0/NnTtXPj4+evPNN+Xp6ano6GhVqFBBEydO1JAhQxQcHKzFixfr1KlTWrFihfz9/SVJwcHBGjx4sH744QeFhIRo9erV2r17t9asWaM6depIkho0aKBOnTpp3bp16tixo5KTk5WQkKB58+YpKipKkhQWFqa2bdtqyZIlGjx48HU6cwAAAAAAALgaLl0zbNu2bZo6daoGDBig0aNHO9127tw5JScn67777nPa365dO506dUrbt2+XJCUlJal169by9PR01LRv3142m02JiYmOmubNmzuCMEmKjIyUl5eXEhISHDV169Z1BGGSHNuX1nh5eSkiIsJRExAQoObNm2vTpk1FcUoAAAAAAABQjFw6MqxOnTrasGGDAgMDtWzZMqfbDh06pAsXLqhWrVpO+2vWrClJ2rdvn0JCQnTs2LEcNQEBAfL29ta+ffskXZyG2blzZ6cai8Wi6tWrO9Vcfj+SVKNGDaeamjVrymKx5Kj54osvCvv0rwv7hSxXtwBcFV67AAAAAIDi4NIwrHLlynnedvr0aUlyWuBekry8vCRJmZmZedZk12VmZjruqyA1devWzbXmwIEDjse80v0Ulskk+fpWvKpj85KV9b8pp2cPfl2k9w24QqVK5Yr8fYLS6dy5Co6vfXwq8LoArhPee4Dr8P4DgMIzmfK/3aXTJPNjGIYkyZTHMzCbzfnWGIYhs/l/T68oarIfL69+AAAAAAAAULKViKtJ5ib7yoyXj7jK3vbx8XGM0sptVFZWVpbjPry9vXOtOXPmjKpVq3bFmuzH8fb21uHDh/OtKSzDkDIyzl7VsXnJyrrg+LpijTYyl6tUpPcPXA/2C1mOkY1ZWReK/H2C0un06b+dvi5fntcFcD3w3gNch/cfABReYKB3vqPDSmwYVqNGDVksFh08eNBpf/Z2rVq15OXlpeDgYMc0xmypqanKzMx0rAFWq1atHDU2m03/196dh1Vd5v8ffx1ATEVRVCQTkUpwFEEUDdQWMTXcUnOD3LcczHFJXCbGUXEGyYpyqdQRzCUbHc0FKxXXQc1rnK7RadFpBhfclcUEFwQ+vz/6cn4eAQPTDofzfFyX18W5P/f9Oa/zgYPw5r7vz9mzZ9WlSxdzn//85z9Fcpw5c0YBAQHmPocOHZJhGBazyE6fPl3sfmPlgUOlqnJwfrBCHQAAAAAAQEVTbtf2Va5cWUFBQdqxY4fF8sTt27erevXq8vPzkyS1a9dOe/bsUW5urkUfR0dHtWnTxtzn8OHDysrKMvdJSUnRjRs31LZtW0k/3V3yhx9+UGpqqrnPf//7X6Wmplr0+fHHH3Xw4EFzn4yMDB05csTcBwAAAAAAAOVXuS2GSdJvf/tbff3115o0aZL27dun9957T8uXL9drr72mKlV+2jhy1KhRunLlisaMGaM9e/YoMTFRsbGx6t+/v+rXry9JioiIkLOzs4YNG6adO3dq/fr1ioqK0nPPPaeWLVtKkrp27SovLy+NGjVK27ZtU1JSkkaPHq3GjRsrLCxMktS6dWu1adNGkydP1vr167Vz504NGzZM1atXV3h4uHUuEgAAAAAAAEqtXBfDQkJCtHDhQv3vf//TuHHjtHXrVk2dOlWjR48293nqqaeUkJCgGzdu6He/+50SExM1fPhwvfnmm+Y+bm5uWrlypWrWrKkpU6YoPj5eL730kuLj4819nJ2dlZiYqKZNmyo6OloxMTEKDAzU8uXL5eT0/1eTLlq0SKGhoXrrrbc0ffp0eXh4aMWKFXJ1df11LgoAAAAAAAAeWLnZM6xPnz7q06dPkfZOnTqpU6dO9x0bFBSkdevW3bePj4+PVqxYcd8+jz/+uBYtWnTfPq6uroqNjVVsbOx9+wEAAAAAAKD8KdczwwAAAAAAAICHiWIYAAAAAAAA7AbFMAAAAAAAANiNcrNnGB6Ngryb1o5QYRlGgSTJZKKm/CjwtQsAAAAAeBQohlVwN0/vsnYEAAAAoNzIy8tTVlamtWOUWkZGerEfl3c1a9aSkxO/bgIon/juBAAAAMAu5OXlKTo6SpcvX7J2lAcyb94ca0coNXf3epo7dz4FMQDlEt+ZKqBatdz01lvvWztGhZaRkW7+YWT69Jlyc6tt5UQVW61abtaOAAAAAACoICiGVUCOjo6qU6eutWPYDTe32lxvAAAAG+Dk5KS5c+fb1DJJ6acZbZJsapYVyyQBlGd8dwIAAABgN5ycnPhDJgDYOW6DBwAAAAAAALtBMQwAAAAAAAB2g2IYAAAAAAAA7AbFMAAAAAAAANgNimEAAAAAAACwGxTDAAAAAAAAYDcohgEAAAAAAMBuUAwDANikCxfOWTsCAAAAABvkZO0AAADrysvLU1ZWprVjlEpGRrr54xUrlmvGjJlWTFM2NWvWkpMT/+0CAAAA1sZP5QBgx/Ly8hQdHaXLly9ZO0qZZWama+rUCdaOUWru7vU0d+58CmIAAACAlbFMEgAAAAAAAHaDP08DgB1zcnLS3LnzbWaZZHEzwd56630rJCk7lkkCAAAA5QM/lQOAnXNyclKdOnWtHaNUTCaTDMOweGwr2YF72ep+fXd/bAsoRAMAgHvxkwEAwGa0atVGR44cNj8OCmpjxTTAg7Pl/frmzZtj7Qhlwn59AADgXuwZBgCwGRERQ+55PNRKSQAAAADYKv5EBgCwGTVr1lJQ0DM6cuSwWrd+Rq6uNa0dCXggtrZfn/TTbDZJNjfDimWSAADgXvxkAACwKRERQ/Tjj9eYFQabZ0v79QEAAFQkFMMAADalZs1amj59prVjAAAAALBR7BkGAAAAAAAAu0ExDAAAAAAAAHaDYhgAAAAAAADsBsUwAIBNycrK1Lx5c3TtWpa1owAAAACwQRTDAAA2ZevWz/TDDye0ZctGa0cBAAAAYIMohgEAbEZWVqZSUvbJMAylpOxndhgAAACAMqMYBgCwGVu3fqb8/AJJUn5+PrPDAAAAAJQZxTAAgM04dOiACgryJUkFBfk6dOiAlRMBAAAAsDVO1g4ASFJeXp6ysjKtHaPUMjLSi/3YFtSsWUtOTrz1YZtatgzSwYN/t3gMAAAAAGXBb8Swury8PEVHR+ny5UvWjvJA5s2bY+0IZeLuXk9z586nIIYKwWQyWTsCAAAAABvDMkkAgM34+usjFo//+c9/WCkJAAAAAFvF1BBYnZOTk+bOnW9TyySln2a0SbK5GVYsk4QtCwlpp/379yg/P1+Ojo4KCWln7UgAAAAAbAy/EaNccHJyUp06da0dA0A516NHb6Wk7FN+fr4cHBzVs2cfa0cCAAAAYGNYJgkAsBk1a9ZS+/bPy2QyqX375+TqWtPakQAAAADYGGaGAQBsSo8evXXu3FlmhQEAAAB4ICbDMAxrh7BnBQWG0tOzrR0DAAAAAACgQqhd20UODiXfeZ5lkgAAAAAAALAbFMMAAAAAAABgNyiGAQAAAAAAwG5QDAMAAAAAAIDdoBgGAAAAAAAAu0ExDAAAAAAAAHaDYhgAAAAAAADsBsUwAAAAAAAA2A2KYQAAAAAAALAbFMMAAAAAAABgNyiGAQAAAAAAwG5QDAMAAAAAAIDdoBgGAAAAAAAAu0Ex7AEkJSWpW7du8vf3V1hYmDZt2mTtSAAAAAAAACgFimFl9MUXX2jKlClq166dFi9erDZt2mjatGn68ssvrR0NAAAAAAAAP8NkGIZh7RC2pFOnTvLz81N8fLy5beLEiTpx4oS++OKLMp+voMBQenr2w4wIAAAAAABgt2rXdpGDg6nE48wMK4O0tDSdOXNGnTt3tmjv0qWLUlNTlZaWZqVkAAAAAAAAKA0nawewJampqZIkb29vi3YvLy9J0smTJ+Xp6Vmmc5pMkqtrlYcTEAAAAAAAwM6ZSp4UJoliWJlcv35dkuTi4mLRXq1aNUlSdvaDLXesVMnxlwUDAAAAAABAqVAMK4PC7dVM95QYC9sdHMq+6vTecwEAAAAAAODRYc+wMqhevbqkojPAcnJyLI4DAAAAAACgfKIYVgaFe4WdOXPGov306dMWxwEAAAAAAFA+UQwrAy8vLzVo0EBffvmlRfuOHTvUqFEj1a9f30rJAAAAAAAAUBrsGVZG48aN04wZM+Tq6qoXXnhBu3fv1hdffKH4+HhrRwMAAAAAAMDPMBmFu7+j1D799FMlJCTowoUL8vT01JgxY9SrVy9rxwIAAAAAAMDPoBgGAAAAAAAAu8GeYQAAAAAAALAbFMMAAAAAAABgNyiGAQAAAAAAwG5QDAMAAAAAAIDdoBgGAAAAAAAAu0ExDAAAAAAAAHaDYhgAAAAAAADshpO1AwC24ty5czp58qSys7Pl4OCg6tWry9vbWx4eHtaOBgDAQ3X8+HGlpaXp6aeflre3d5HjmZmZSklJUY8ePayQDrA/R48e1aVLl+Tj46NGjRpZOw5gVzZt2qQOHTrI1dXV2lHwEJkMwzCsHQIoz3bs2KH3339fqampuvftYjKZ5OXlpYkTJ+qll16yUkIAAB6OnJwcTZw4USkpKTIMQyaTSZ06dVJMTIzFLwFHjx7VwIED9f3331sxLVDxfPnll1q9erVu376tAQMGqGfPnhozZowOHz5sfk/269dPc+bMsXZUwC7k5+fLz89PGzZsUNOmTa0dBw8RM8OA+9i0aZOmT5+usLAwjR8/Xl5eXqpWrZoMw1BOTo5Onz6t7du3a9KkSbpz5w5/IQcA2LSFCxfq2LFjeuedd/Tkk08qOTlZy5Yt06BBg5SYmKg6depYOyJQYSUlJWnKlClq3bq1atSooZkzZyo5OVnfffedYmNj1axZM6WkpCg+Pl5eXl4aOXKktSMDFUKXLl3ue9wwDI0bN07Ozs6SpO3bt/8asfCIUQwD7mPp0qUKDw/XH//4x2KPN23aVGFhYZo1a5aWLFlCMQx4yC5dulSm/vXq1XtESQD7sGvXLk2cOFFdu3aVJDVp0kTPPvusRo8erdGjR2vVqlVycXGxckqgYlq2bJlGjBihqVOnSvrp59D4+HhFR0erV69ekqTGjRsrJydH69atoxgGPCSNGzdWcnKyHn/8cQUHB1scMwxDp0+flq+vr2rVqmWlhHgUKIYB93Hu3Dm9+OKLP9uvY8eO+uyzz36FRIB96dixo/Lz80vdnyVbwC9z9erVIvsRBQQE6MMPP9SIESM0fvx4LVu2zDrhgAru1KlTmjFjhvnxK6+8onfffVe+vr4W/Vq1asX7EHiIFi1apM2bN+vPf/6zcnNz9Yc//EE1a9aUJOXl5WnTpk0aP368mjVrZt2geKgohgH34enpqZSUFLVr1+6+/fbu3ctG+sAjsH79er322mvKzc3VG2+8IScn/tsCHiVPT0999dVXCgkJsWhv1aqVYmNj9cYbb2jatGmKiIiwUkKg4vLw8NCxY8fMM1Nq166tBQsW6PHHH7fo980336h+/frWiAhUWC+//LJCQkIUHR2t7t27a9asWXrxxRdlMpmsHQ2PCL9VAPcxduxYRUVF6fLly+rcubO8vb3l4uIik8mk7Oxs855hSUlJmj17trXjAhXOb37zG61YsUL9+vXTlStXFBkZae1IQIUWHh6uuXPnKicnR926dVNgYKD5WNeuXXXp0iXFxcXpX//6l/VCAhVUeHi45s+frytXrmjMmDGqW7euOnfubD5+5coV/fWvf9XSpUs1YcIEKyYFKiZ3d3ctXbpU69ev17Rp0/TCCy/o97//vbVj4RGhGAbcR/fu3eXo6Kj4+Hht27atyF8GDMNQgwYN9Oc//1m9e/e2UkqgYnvyySc1efJkvfPOOxo4cKDc3NysHQmosAYOHKjr169r+fLlMplMFsUwSRo+fLhcXFz0pz/9yUoJgYpr2LBhunXrlhITE9W/f3/VrVvX4vjBgwe1ePFiRUREaNiwYdYJCdiBfv36qW3btnrzzTfVo0cPZodVUCbDMAxrhwBsQVpamlJTU5WdnS3DMFS9enV5e3urYcOG1o4GVHj5+fn65z//qaeffppiGPAryc7OLnGz/IyMDO3fv9+8qTeAhycvL0+Ojo5FfgG/du2aCgoK2MQb+BWtXr1a27dvV0xMTJE9NWHbKIYBAAAAAADAbjhYOwAAAAAAAADwa6EYBgAAAAAAALtBMQwAABQxffp0+fr6as2aNcUeP3v2rHx9fbVw4cJij2dkZKh58+Z66aWXdPv27UcZ1ep8fX01ffp0a8coFwYPHqzQ0FBrx7CKwvcMAAAo/7ibJAAAKFF8fLy6dOmiOnXqlGnchg0blJ+fr7i4OFWuXPkRpUN5M3bsWN28edPaMQAAAO6LmWEAAKBE169fV2xsbJnH/eMf/9C4ceMUEBDwCFKhvGrXrp1efPFFa8cAAAC4L2aGAQCAEoWGhiopKUl9+/ZVSEhIqcctXbr0EaYCAAAAHhwzwwAAQImio6NVpUoVzZo1S7m5ufftGxoaqsGDB/9se2hoqObMmaP169erS5cu8vf31yuvvKJjx47pypUrmjBhggIDA/Xss88qPj5eBQUFFufbs2ePBg4cqICAALVu3Vrjx4/XyZMnLfr4+vrqvffe09ixY+Xn56euXbsqLy9PkpScnKyBAwfK399fQUFBGjt2rI4fP16q67FmzRpz5r59++rEiRPF9itNxpKUZuz58+c1fvx4tW/fXs2bN1fXrl21bNkyi2sVGhqqN998U+vXr1fHjh3VokULDRw4UF999ZXFuQzD0Nq1a9W3b18FBgaa93pbunSpDMOw6Hv06FGNHj1arVu31jPPPKMxY8ZYXIPi9gw7ceKEIiMjFRQUJH9/f/Xv31/JyckWfXJzc/WnP/1JHTt2lJ+fn55//nnNnj1b165d+9nrdfHiRU2dOlXBwcFq3ry5evXqpS1btlj0mT59ul566SUdO3ZMgwYNUkBAgNq2bau5c+fq1q1bD+U5Sis1NVW//e1vFRQUpGeeeUZz587VunXr5Ovrq7Nnz5r7ffvttxo/frzatm2rZs2aKSQkRG+88YYuXrxo7rNw4UI1b95cO3fuVLt27RQYGKj169eXerwkXbp0SVFRUQoODlarVq0UFRWl5ORk+fr66vDhw+Z+t2/fVnx8vEJDQ+Xn56eOHTvq/fff/9nvCwAAlEfMDAMAACV64oknFBkZqXfeeUdLly7V66+//lDOu2vXLu3YsUNDhw6VYRj68MMPNX78eFWvXl2NGzfW9OnTtWPHDn300Udq1KiRevfuLUnauHGjfv/73yskJERRUVG6du2a1q5dq/79+2vdunXy9vY2P8fHH3+sgIAARUdH69atW3JyctKaNWs0Z84c+fn5afLkycrOztYnn3yi8PBwffzxx/L39y8x88KFC7Vo0SI9++yzGjJkiI4dO6ZXX321SL+yZHyQsXfu3NGoUaN069YtDRs2TDVq1NC+ffv09ttvKz8/X2PHjjWf7+DBg9qyZYsGDx6sunXrau3atRo1apQSEhLUpk0bSdJ7772njz76SL1791b//v2Vk5OjTZs26Z133lHdunXN1/7IkSMaNmyY3N3dNXLkSD322GNauXKlhgwZog0bNqhBgwZFXs+xY8c0ZMgQubi4aPjw4apWrZo2b96scePGaebMmebrN2fOHCUlJWnIkCHy9PTUDz/8oDVr1uj06dNKSEgo8XpdunRJ/fr1k2EYGjx4sFxdXbVr1y5FRUXp8uXLGjVqlLlvRkaGRo4cqbCwMPXs2VP79+/XqlWr5OzsrKlTpz6U5/g558+fV0REhCRpxIgR5q/JrVu3WvQ7ceKEIiIi5OXlpTFjxqhKlSr6+uuvtXnzZl2+fFmrVq0y983Ly1N0dLRGjhyp3NxctWrVqtTjs7OzNWjQIF25ckVDhw5VrVq1tH79eu3fv98iT35+vl577TV9/fXX6t+/v5566il98803+uijj/T999/rww8/lMlkKvV1AADA6gwAAIB7TJs2zfDx8TEMwzByc3ONbt26Gc2bNzdOnTplGIZhpKWlGT4+PsaCBQvMYzp06GAMGjSoyLnube/QoYPh6+trHD9+3NwWFxdn+Pj4GBMnTjS35eTkGM2aNTMmT55sGIZhXL9+3WjZsqUxadIki/NfvnzZaN26tREZGWlu8/HxMVq1amVcu3bN3JaRkWEEBAQYffv2NW7fvm1uT0tLM7eXJD093fDz8zMiIyONgoICc/uCBQsMHx8fY9q0aWXOeK/Sjj169Kjh4+NjfPHFF+Y+BQUFxogRI4ypU6ea2zp06GD4+PgYO3futHgdQUFBRv/+/Q3D+OlzW9xzXr9+3fDz8zNee+01c1vfvn2Ndu3aGRkZGea21NRUo0mTJkZcXJxhGIYxaNAgo0OHDubj/fr1M1q0aGFcuHDB3Hbr1i2jd+/ehr+/v5Genm4YhmH4+/sbs2fPtsgQHx9v9OnTx8jOzi7xmk2bNs1o06aNcenSJYv2yZMnG35+fsbVq1fN/Xx8fIyVK1da9AsLCzPat29f4vkf5DnuZ8aMGUbTpk2N//73v+a2ixcvGi1atDB8fHyMtLQ0wzAMY+bMmUZAQICRmZlpMX7SpEmGj4+Pub3w6+/u92FZxi9atMjw8fExDhw4YO5z/fp144UXXjB8fHyMr776yjAMw9iwYYPh4+Nj7N+/3+J8n376aZGvMQAAbAHLJAEAwH1VqlTJvExyzpw5D+WcDRs2lK+vr/lx4WypTp06mduqVq2q2rVr68qVK5KkAwcOKDs7Wy+++KIyMjLM/xwdHRUcHKyUlBTzUkhJCggIUI0aNcyPDx06pJs3b2r48OFydnY2tzdo0EA9e/bUsWPHdPny5WLzHj58WLm5uerfv7/FDJh7l4WWNeODjHV3d5fJZNKSJUv097//Xbm5uTKZTFq+fLni4uIszvnkk09abGjv5uaml19+WUePHlV6eroqVaqkgwcPFvm8ZmZmysXFRTdu3JAkpaen69///rd69OihWrVqmft5e3trw4YNGj16dJHXc/XqVR09elQvv/yyPDw8zO2VK1fWyJEjdevWLR08eFCS5OHhoc8//1wbN27Ujz/+KEmaOHGiNmzYoGrVqhV7vQoKCpScnKygoCA5OTlZXLPOnTsrNzdXBw4csBgTFhZm8bhJkyZKT08v9vwP+hwlMQxDu3bt0rPPPqunnnrK3F6vXj317NnTou+sWbO0e/du1axZ09yWnZ1tvjNr4eelUPv27R9ofHJysnx8fNS2bVtzPxcXF4WHh1ucb8eOHXJzc1OzZs0srsHzzz8vR0dH7d27t1TXAACA8oJlkgAA4GcFBQWpd+/e2rhxo7Zt2/aL7xJZu3Zti8eOjo6SfirW3Ntu/N++VWfOnJEkTZo0qcTzZmRkyN3dvdhzFe7H9OSTTxYZV1icOH/+vHn83c6dOyfppyLe3WrWrGnxWsqa8W6lHevh4aGoqCi9++67GjVqlKpWraqQkBB17dpVYWFh5mspSU8//XSRc3h5eckwDJ07d061a9dWpUqVtHfvXu3atUsnT57U6dOnzXt1FV77c+fOyTAMeXl5FTlf06ZNi81aeM2KWxZ69/WWfireTJw4UTNmzNAf/vAHtWjRQp06ddIrr7yi6tWrF3v+zMxMXb9+XcnJyUX2ICt04cIFi8f3fk04OzsrPz+/2LEP+hwlycrKUlZWlho1alTk2L1fkyaTSZmZmVqyZIlOnDihM2fO6Pz58+bPx7376N37firt+FOnThUppBWX58yZM8rIyCjxJhqlvQYAAJQXFMMAAECpREVFaffu3YqNjdVf/vKXUo8rrtjg5FT8jyD323eo8Bf4mJiYYvenkiRXV1fzx3cXhX5OYZGgUqVK9811+/btEnM9SMbizlOasSNHjlT37t21c+dO7du3TwcOHNCuXbu0adMmi89Nca+n8PNRWGiMiopSUlKSWrVqpcDAQA0YMECtW7fW0KFDi2RzcCj9ogLjns33i3uthflCQkK0Z88e878DBw4oNjZWK1as0MaNG4sUse5+HV26dNHAgQOLfR5PT0+Lx2XJ/6DPUZLCGYF3z0osVDhjq9DevXsVGRkpd3d3BQcH67nnnpOfn59SUlK0ZMmSIuPvfV2lHZ+Xl1eqPPn5+WrUqJH++Mc/Fvva7p6BCQCALaAYBgAASsXNzU1TpkxRdHS03nvvvSLHHRwcitxZLi8vT5mZmUVmVD2IJ554wpzj7mVd0k/LGAsKCor9xf7e8ampqWrSpInFsdTUVEmyWM53t8KCx6lTpyzGZmdnKzMz86FkLO3YrKwsHT9+XC1bttSgQYM0aNAg3bhxQ9OnT9f27dt14sQJ8xLUwtlmdzt9+rQcHR3VoEEDHTlyRElJSYqMjNSECRPMffLy8pSVlWV+3Y8//rh57L3mz58vV1dXjRkzptjXU3ht71Z4d0wPDw/l5ubq+++/l4eHh7p166Zu3bqpoKBAiYmJeuutt7Rt27Zi71Lq5uamKlWqKC8vr8j1On/+vL777jtVqVKlyLiyeJjPUbt2bVWtWlWnTp0qcuze6xoTEyMvLy9t2LBBVatWNbffu9F+SUo73tPTs9i7nN6bp0GDBvrmm28UHBxsUXi7c+eOdu7cWeL7BgCA8oo9wwAAQKn17dtXLVu21J49e4ocq1Onjk6ePKlbt26Z23bv3l3sbKoH0bZtW1WuXFl/+ctfdOfOHXP7pUuXFBkZqbfffvu+M8sKxycmJloU7S5evKitW7fK39+/yHKzu8dWrVpVH3/8scWeX2vWrHloGUs79sCBAxo6dKh2795t7lO1alX5+PhIspwR9+9//1v/+te/zI+vXr2qLVu2KDg4WK6ursrKypJUdDnlunXrdPPmTfNrrVevnpo0aaJt27YpOzvb3C8tLU0rV67U1atXi7yeunXrys/PT1u2bNHFixfN7bm5uUpMTJSzs7PatWunrKwsDRgwwGLGkoODg5o3b27+uDhOTk567rnntG/fPh0/ftzi2Lx58zRu3DiLQuWDeJjP4eDgoNDQUO3fv19paWnm9mvXrikpKcmib1ZWlurXr29RyLpw4YJ27NghqfjZlg8yvlOnTvruu+8svkZyc3P1t7/9zeJ8oaGhysrK0tq1ay3aP/30U02aNEmHDh36uZcPAEC5wswwAABQaiaTSbNmzVKfPn2KbATfvXt3xcTEaNSoUerZs6dOnz6tdevWmWcI/VJubm6aPHmyYmNjNWDAAPXs2VN5eXn65JNPdPv2bU2bNu2+42vVqmUeHx4erh49eignJ0dr165VQUGBoqOjSxzr4uKiqKgozZ49W0OHDlVYWJh++OEHbdmyxWJm0C/JWNqxHTp0kLe3t9588019++23atiwoVJTU7VmzRoFBwdbFLacnZ01evRoDR06VI899pg++eQTFRQUaOrUqZKkwMBAubi4KDY2VufPn1eNGjV0+PBhff7556pcubJycnLM55oxY4ZGjRqlV155Rf369ZODg4NWr16tGjVqFLuBviRFR0dr6NCh6tu3r8LDw1WtWjVt2bJF3377raKjo1WjRg3VqFFDPXr00CeffKKbN28qMDBQWVlZWr16terUqVNk0/u7TZkyRYcPH9arr76qV199VfXr19fevXu1Z88eDRgwQI0bNy5xbGk9zOeYMGGC9u3bpwEDBmjw4MFydnbWp59+ar5pQGGh9LnnntPnn3+umTNnqnnz5jp79qy5QCnJ4vNSnNKOHzFihDZv3qzhw4dryJAhcnNz0+bNm82zxQrz9OvXT5999pliYmL07bffyt/fX//5z3/017/+Vc2aNVOfPn3KcEUBALA+imEAAKBMfH19NWTIECUkJFi0R0REKCsrS3/7298UExOjJk2aaNGiRUpISChy97sHNWzYMNWrV0+JiYmKj4/XY489pmbNmmn+/Plq1apVqca7u7srISFB7777rqpUqaI2bdro9ddft7i7ZXEiIiJUvXp1LV26VHFxcWrUqJE++OCDIgWuX5KxNGOrVq2qhIQELViwQFu3btXVq1dVt25dRURE6PXXX7c4X4sWLdStWzd98MEHun79uoKCgvTGG2+Yl3rWqVNHS5cu1dtvv60PPvhAzs7O8vb21rvvvqtjx46ZZ33VqVNHwcHB+vjjj7VgwQItXrxYlStXVuvWrRUVFaW6desW+3oCAwO1du1aLViwQAkJCSooKFCTJk20ePFii7tcxsTEyNPTU9u2bdO2bdtUpUoVhYSEaNKkScXuF1aoYcOGWrdunRYsWKB169bpxo0b8vT01IwZM4pdWvkgHuZzNGzYUKtXr1ZcXJyWLFmiypUrq1evXnJ0dNTy5cvNS2hnzZqlqlWravfu3dq8ebM8PDzUq1cvderUSeHh4frqq69KvHFBWca7urpq9erVmjdvnlatWiWTyaTOnTure/fuiouLM+dxdnbWihUrtHjxYm3fvl1btmyRu7u7wsPDNW7cuF+8HBUAgF+bybjf7qYAAACwSaGhoXriiSe0atUqa0fB/0lPT5ebm1uRpbIxMTFau3atjh49WuJNHB6FjIwMubq6FrnZREJCguLi4pScnFzqGwQAAGBL2DMMAAAA+BVMmDDBfIOAQjdv3tSePXvUpEmTX7UQJklxcXEKCQmx2OcvPz9fX375pdzc3B7aEmcAAMoblkkCAAAAv4KXX35Z0dHRGjNmjDp27Kjbt2+bbzAwe/bsXz1Pz549tXnzZg0ZMkQ9e/aUyWTS9u3bdfToUc2dO7fEmxcAAGDrWCYJAABQAbFMsnzasmWLVq5cqdTUVDk4OMjPz0+RkZFq06aNVfLs379fy5Yt04kTJ3Tnzh35+vpqxIgR6ty5s1XyAADwa6AYBgAAAAAAALvB3GcAAAAAAADYDYphAAAAAAAAsBsUwwAAAAAAAGA3KIYBAAAAAADAblAMAwAAAAAAgN2gGAYAAAAAAAC78f8AFwdkvg5oKDQAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al número de carros del garage\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['GarageCars'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de acuerdo al número de espacios en el garage')\n", + "ax.set(xlabel='Número de espacios en el garage', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 146, + "metadata": {}, + "outputs": [], + "source": [ + "#Observamos que no hay una relación clara entre los precios de la casa y el número de carros que caben en el garage.\n", + "#Siendo las cocheras de 3 carros las que tienen los precios mas elevados" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Hacemos una gráfica de caja para ver como se distribuyen los precios de las casas de acuerdo al tamaño de la alberca de la casa\n", + "\n", + "sns.set(context = 'talk', style ='darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.boxplot(x = data['PoolArea'], y = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución del precio de la casa de acuerdo al área de la alberca')\n", + "ax.set(xlabel='Área de la alberca', ylabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "#Obervamos que practicamente ninguna casa tiene alberca, por lo que no es un factor que influya tanto en nuestro análisis." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + ":9: UserWarning: FixedFormatter should only be used together with FixedLocator\n", + " ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);\n" + ] + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Podemos hacer un histograma para revisar la distribución de la información\n", + "sns.set(context = 'talk', style = 'darkgrid', rc = {'figure.figsize': (20,10)})\n", + "\n", + "ax = sns.histplot(x = data['SalePrice'])\n", + "\n", + "ax.set_title('Distribución de las casas de acuerdo al precio')\n", + "ax.set(xlabel = 'Precio en USD')\n", + "\n", + "ax.set_xticklabels(ax.get_xticklabels(), rotation = 90);" + ] + }, + { + "cell_type": "code", + "execution_count": 138, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 180921.195890\n", + "std 79442.502883\n", + "min 34900.000000\n", + "25% 129975.000000\n", + "50% 163000.000000\n", + "75% 214000.000000\n", + "max 755000.000000\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 138, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['SalePrice'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [], + "source": [ + "# Observamos que el número de casas se distribuye aparentemente con normalidad" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Análisis estadístico" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# PRUEBAS DE HIPÓTESIS" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [], + "source": [ + "#Después de realizar el análisis visual, obtuvimos ciertas variables que muestran injerencia en el precio de las casas\n", + "\n", + "#Vamos a revisar si al interior de esas variables, las distintas características de cada una, muestran comportamientos\n", + "#distintos o similares en cuanto al precio de las casas.\n", + "\n", + "#'OverallQual', 'YearBuilt', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', \n", + "#'GrLivArea', 'FullBath', 'TotRmsAbvGrd', 'GarageCars'. 'GarageArea'" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo de la Calidad General de la casa 'OverallQual'?" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 7, 6, 8, 5, 9, 4, 10, 3, 1, 2])" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['OverallQual'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "overall_qual_top Mean: 213182.53253796094\n", + "overall_qual_low Mean: 125633.18029739778\n", + "overall_qual_top Standard deviation: 81301.33014486372\n", + "overall_qual_low Standard deviation: 30999.379268775185\n", + "Statistic = 29.25590960271384\n", + "P-value = 5.975010463829108e-145\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas de calidad del 1-5 que las casas de calidad del 6-10?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de menor y mayor calidad.\n", + "\n", + "overall_qual_top = data[data['OverallQual'] >= 6]\n", + "overall_qual_low = data[data['OverallQual'] <= 5]\n", + "\n", + "print('overall_qual_top Mean:', overall_qual_top.SalePrice.mean())\n", + "print('overall_qual_low Mean:', overall_qual_low.SalePrice.mean())\n", + "\n", + "print('overall_qual_top Standard deviation:', overall_qual_top.SalePrice.std())\n", + "print('overall_qual_low Standard deviation:', overall_qual_low.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(overall_qual_top.SalePrice, overall_qual_low.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las \n", + "# casas entre las de menor y mayor calidad.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de menor y mayor calidad." + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "overall_qual_7_8 Mean: 230835.9527720739\n", + "overall_qual_9_10 Mean: 388486.08196721313\n", + "overall_qual_7_8 Standard deviation: 60941.046873084444\n", + "overall_qual_9_10 Standard deviation: 113694.80502530962\n", + "Statistic = -10.639998872337674\n", + "P-value = 8.025238918709692e-16\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas de calidad del 7-8 que las casas de calidad del 9-10?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de menor y mayor calidad.\n", + "\n", + "overall_qual_7_8 = data[(data['OverallQual'] == 7) | (data['OverallQual'] == 8)]\n", + "overall_qual_9_10 = data[(data['OverallQual'] == 9) | (data['OverallQual'] == 10)]\n", + "\n", + "print('overall_qual_7_8 Mean:', overall_qual_7_8.SalePrice.mean())\n", + "print('overall_qual_9_10 Mean:', overall_qual_9_10.SalePrice.mean())\n", + "\n", + "print('overall_qual_7_8 Standard deviation:', overall_qual_7_8.SalePrice.std())\n", + "print('overall_qual_9_10 Standard deviation:', overall_qual_9_10.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(overall_qual_7_8.SalePrice, overall_qual_9_10.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las \n", + "# casas entre las de calidad 7-8 y las de calidad 9-10\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de calidad 7-8 y 9-10." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "overall_qual_9 Mean: 367513.0232558139\n", + "overall_qual_10 Mean: 438588.3888888889\n", + "overall_qual_9 Standard deviation: 81278.17484929628\n", + "overall_qual_10 Standard deviation: 159785.49105786977\n", + "Statistic = -1.7926147376846067\n", + "P-value = 0.08760384326170945\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas de calidad del 9 que las casas de calidad del 10?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de menor y mayor calidad.\n", + "\n", + "overall_qual_9 = data[(data['OverallQual'] == 9)]\n", + "overall_qual_10 = data[(data['OverallQual'] == 10)]\n", + "\n", + "print('overall_qual_9 Mean:', overall_qual_9.SalePrice.mean())\n", + "print('overall_qual_10 Mean:', overall_qual_10.SalePrice.mean())\n", + "\n", + "print('overall_qual_9 Standard deviation:', overall_qual_9.SalePrice.std())\n", + "print('overall_qual_10 Standard deviation:', overall_qual_10.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(overall_qual_9.SalePrice, overall_qual_10.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es mayor a 0.01, de 0.0876, por lo que se acepta la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no hay diferencia en el precio de las casas \n", + "# entre las de calidad 9 y las de calidad 10.\n", + "\n", + "#Si el nivel de confianza lo bajaramos a 90%, rechazaríamos la hipótesis nula." + ] + }, + { + "cell_type": "code", + "execution_count": 147, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo de la calidad general de la misma.\n", + "\n", + "# Entre las calidades top ( 9 y 10) no hay variación en el precio de las casas, por lo que se sugiere escoger una \n", + "# casa con calidad general 10, en lugar de 9." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo del número de Cuartos que tiene en los niveles superiores, sin incluir baños 'TotRmsAbvGrd'?" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 8, 6, 7, 9, 5, 11, 4, 10, 12, 3, 2, 14])" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['TotRmsAbvGrd'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_8_14 Mean: 241372.46017699115\n", + "cuartos_superiores_0_7 Mean: 162640.21587867974\n", + "cuartos_superiores_8_14 Standard deviation: 104698.16782743022\n", + "cuartos_superiores_0_7 Standard deviation: 58929.409894106735\n", + "Statistic = 13.22656627938876\n", + "P-value = 1.91974935142139e-33\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 0-7 cuartos en niveles superiores que las que tienen de 8 a 14?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-7 y las de 8-14 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_8_14 = data[data['TotRmsAbvGrd'] >= 8]\n", + "cuartos_superiores_0_7 = data[data['TotRmsAbvGrd'] <= 7]\n", + "\n", + "print('cuartos_superiores_8_14 Mean:', cuartos_superiores_8_14.SalePrice.mean())\n", + "print('cuartos_superiores_0_7 Mean:', cuartos_superiores_0_7.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_8_14 Standard deviation:', cuartos_superiores_8_14.SalePrice.std())\n", + "print('cuartos_superiores_0_7 Standard deviation:', cuartos_superiores_0_7.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_8_14.SalePrice, cuartos_superiores_0_7.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 0-7 cuartos y las de 8-14 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 0-7 cuartos y las de 8-14 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_3_4 Mean: 121110.78070175438\n", + "cuartos_superiores_5_6 Mean: 153279.73559822747\n", + "cuartos_superiores_3_4 Standard deviation: 40584.40206865277\n", + "cuartos_superiores_5_6 Standard deviation: 50010.034828106145\n", + "Statistic = -7.552472725988992\n", + "P-value = 2.2193151059549155e-12\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 3-4 cuartos en niveles superiores que las que tienen de 5 a 6?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 3-4 y las de 5-6 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_3_4 = data[(data['TotRmsAbvGrd'] == 3) | (data['TotRmsAbvGrd'] == 4)]\n", + "cuartos_superiores_5_6 = data[(data['TotRmsAbvGrd'] == 5) | (data['TotRmsAbvGrd'] == 6)]\n", + "\n", + "print('cuartos_superiores_3_4 Mean:', cuartos_superiores_3_4.SalePrice.mean())\n", + "print('cuartos_superiores_5_6 Mean:', cuartos_superiores_5_6.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_3_4 Standard deviation:', cuartos_superiores_3_4.SalePrice.std())\n", + "print('cuartos_superiores_5_6 Standard deviation:', cuartos_superiores_5_6.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_3_4.SalePrice, cuartos_superiores_5_6.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 3-4 cuartos y las de 5-6 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 3-4 cuartos y las de 5-6 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_5 Mean: 141550.74909090908\n", + "cuartos_superiores_6 Mean: 161303.2960199005\n", + "cuartos_superiores_5 Standard deviation: 49656.905699641524\n", + "cuartos_superiores_6 Standard deviation: 48707.372941243106\n", + "Statistic = -5.122660025762534\n", + "P-value = 4.104433008574288e-07\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 5 cuartos en niveles superiores que las que tienen de 6?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 5 y las de 6 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_5 = data[data['TotRmsAbvGrd'] == 5]\n", + "cuartos_superiores_6 = data[data['TotRmsAbvGrd'] == 6]\n", + "\n", + "print('cuartos_superiores_5 Mean:', cuartos_superiores_5.SalePrice.mean())\n", + "print('cuartos_superiores_6 Mean:', cuartos_superiores_6.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_5 Standard deviation:', cuartos_superiores_5.SalePrice.std())\n", + "print('cuartos_superiores_6 Standard deviation:', cuartos_superiores_6.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_5.SalePrice, cuartos_superiores_6.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 5 cuartos y las de 6 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 5 cuartos y las de 6 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "cuartos_superiores_5 Mean: 141550.74909090908\n", + "cuartos_superiores_4 Mean: 122844.62886597938\n", + "cuartos_superiores_5 Standard deviation: 49656.905699641524\n", + "cuartos_superiores_4 Standard deviation: 41661.805370326816\n", + "Statistic = 3.60933391041434\n", + "P-value = 0.00038849023116544856\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen de 4 cuartos en niveles superiores que las que tienen de 5?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 5 y las de 6 cuartos en el nivel superior\n", + "\n", + "cuartos_superiores_5 = data[data['TotRmsAbvGrd'] == 5]\n", + "cuartos_superiores_4 = data[data['TotRmsAbvGrd'] == 4]\n", + "\n", + "print('cuartos_superiores_5 Mean:', cuartos_superiores_5.SalePrice.mean())\n", + "print('cuartos_superiores_4 Mean:', cuartos_superiores_4.SalePrice.mean())\n", + "\n", + "print('cuartos_superiores_5 Standard deviation:', cuartos_superiores_5.SalePrice.std())\n", + "print('cuartos_superiores_4 Standard deviation:', cuartos_superiores_4.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(cuartos_superiores_5.SalePrice, cuartos_superiores_4.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 4 cuartos y las de 5 cuartos en el nivel superior de la casa.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 4 cuartos y las de 5 \n", + "# cuartos en el nivel superior de la casa." + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo de los cuartos que se quieran en el nivel superior\n", + "# Hay que elegir una casa con los cuartos que se necesiten, sin dejar cuartos adicionales, porque será más cara." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo del número de carros que caben en el Garage 'GarageCars'?" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 3, 1, 0, 4])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['GarageCars'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "garage_lugares_3_4 Mean: 306491.48924731184\n", + "garage_lugares_0_2 Mean: 162588.3273155416\n", + "garage_lugares_3_4 Standard deviation: 107352.62031476379\n", + "garage_lugares_0_2 Standard deviation: 54020.232114505336\n", + "Statistic = 17.952766824981104\n", + "P-value = 1.7731433520622204e-43\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen 0 - 2 espacios para carros en el Garage que las que tienen 3 - 4?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el Garage\n", + "\n", + "garage_lugares_3_4 = data[data['GarageCars'] >= 3]\n", + "garage_lugares_0_2 = data[data['GarageCars'] <= 2]\n", + "\n", + "print('garage_lugares_3_4 Mean:', garage_lugares_3_4.SalePrice.mean())\n", + "print('garage_lugares_0_2 Mean:', garage_lugares_0_2.SalePrice.mean())\n", + "\n", + "print('garage_lugares_3_4 Standard deviation:', garage_lugares_3_4.SalePrice.std())\n", + "print('garage_lugares_0_2 Standard deviation:', garage_lugares_0_2.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(garage_lugares_3_4.SalePrice, garage_lugares_0_2.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 0-2 y las de 3-4 espacios para carros en el garage.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el garage.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "garage_lugares_4 Mean: 192655.8\n", + "garage_lugares_3 Mean: 309636.1215469613\n", + "garage_lugares_4 Standard deviation: 52621.839745489706\n", + "garage_lugares_3 Standard deviation: 106832.92593867525\n", + "Statistic = -4.70995286447646\n", + "P-value = 0.005396016550103566\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen 3 espacios para carros en el Garage que las que tienen 4?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el Garage\n", + "\n", + "garage_lugares_4 = data[data['GarageCars'] == 4]\n", + "garage_lugares_3 = data[data['GarageCars'] == 3]\n", + "\n", + "print('garage_lugares_4 Mean:', garage_lugares_4.SalePrice.mean())\n", + "print('garage_lugares_3 Mean:', garage_lugares_3.SalePrice.mean())\n", + "\n", + "print('garage_lugares_4 Standard deviation:', garage_lugares_4.SalePrice.std())\n", + "print('garage_lugares_3 Standard deviation:', garage_lugares_3.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(garage_lugares_4.SalePrice, garage_lugares_3.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 3 y las de 4 espacios para carros en el garage.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 3 y las de 4 espacios para carros en el garage.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "garage_lugares_3 Mean: 309636.1215469613\n", + "garage_lugares_2 Mean: 183851.66383495147\n", + "garage_lugares_3 Standard deviation: 106832.92593867525\n", + "garage_lugares_2 Standard deviation: 51617.14425804544\n", + "Statistic = 15.449072358248962\n", + "P-value = 6.806363909323916e-36\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas que tienen 2 espacios para carros en el Garage que las que tienen 3?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas entre las de 0-2 y las de 3-4 espacios para carros en el Garage\n", + "\n", + "garage_lugares_3 = data[data['GarageCars'] == 3]\n", + "garage_lugares_2 = data[data['GarageCars'] == 2]\n", + "\n", + "print('garage_lugares_3 Mean:', garage_lugares_3.SalePrice.mean())\n", + "print('garage_lugares_2 Mean:', garage_lugares_2.SalePrice.mean())\n", + "\n", + "print('garage_lugares_3 Standard deviation:', garage_lugares_3.SalePrice.std())\n", + "print('garage_lugares_2 Standard deviation:', garage_lugares_2.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(garage_lugares_3.SalePrice, garage_lugares_2.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de 2 y las de 3 espacios para carros en el garage.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de 2 y las de 3 espacios para carros en el garage.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo del número de espacios para carros en el garage\n", + "\n", + "# Hay que elegir una casa con los espacios de carros en el garage que se necesiten, \n", + "# sin tener espacios adicionales, porque será más cara." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ¿El precio de las casas será el mismo dependiendo de la zona donde se elija la casa 'MSZoning'?" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['RL', 'RM', 'C', 'FV', 'RH'], dtype=object)" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los posibles valores que puede tener la variable\n", + "data['MSZoning'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "RL 1151\n", + "RM 218\n", + "FV 65\n", + "RH 16\n", + "C 10\n", + "Name: MSZoning, dtype: int64" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data['MSZoning'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [], + "source": [ + "#Las posibles zonas son: \n", + "# A: Agriculture\n", + "# C: Commercial\n", + "# FV: Floating Village Residential\n", + "# I: Industrial\n", + "# RH: Residential High Density\n", + "# RL: Residential Low Density\n", + "# RP: Residential Low Density Park \n", + "# RM: Residential Medium Density" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_comercial Mean: 74528.0\n", + "zona_residencial Mean: 181654.94206896552\n", + "zona_comercial Standard deviation: 33791.092031283435\n", + "zona_residencial Standard deviation: 79176.48524130823\n", + "Statistic = -9.84070869012896\n", + "P-value = 2.337770495320041e-06\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_comercial = data[data['MSZoning'] == 'C']\n", + "zona_residencial = data[data['MSZoning'] != 'C']\n", + "\n", + "print('zona_comercial Mean:', zona_comercial.SalePrice.mean())\n", + "print('zona_residencial Mean:', zona_residencial.SalePrice.mean())\n", + "\n", + "print('zona_comercial Standard deviation:', zona_comercial.SalePrice.std())\n", + "print('zona_residencial Standard deviation:', zona_residencial.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_comercial.SalePrice, zona_residencial.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de las zonas Residenciales que las de la zona Comercial.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de las zonas Residenciales que las de la zona Comercial.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_residencial_HD Mean: 131558.375\n", + "zona_residencial_LD Mean: 191004.99478714162\n", + "zona_residencial_HD Standard deviation: 35714.11843491777\n", + "zona_residencial_LD Standard deviation: 80766.34131930246\n", + "Statistic = -6.433298047913898\n", + "P-value = 5.832821444845453e-06\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales de alta densidad que las de baja densidad?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_residencial_HD = data[data['MSZoning'] == 'RH']\n", + "zona_residencial_LD = data[data['MSZoning'] == 'RL']\n", + "\n", + "print('zona_residencial_HD Mean:', zona_residencial_HD.SalePrice.mean())\n", + "print('zona_residencial_LD Mean:', zona_residencial_LD.SalePrice.mean())\n", + "\n", + "print('zona_residencial_HD Standard deviation:', zona_residencial_HD.SalePrice.std())\n", + "print('zona_residencial_LD Standard deviation:', zona_residencial_LD.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_residencial_HD.SalePrice, zona_residencial_LD.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de las zonas Residenciales de alta y baja densidad.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de las zonas Residenciales alta y baja densidad.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_residencial_MD Mean: 126316.83027522935\n", + "zona_residencial_LD Mean: 191004.99478714162\n", + "zona_residencial_MD Standard deviation: 48521.689832548946\n", + "zona_residencial_LD Standard deviation: 80766.34131930246\n", + "Statistic = -15.940971661465037\n", + "P-value = 3.2468313909702967e-46\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales de media densidad que las de baja densidad?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_residencial_MD = data[data['MSZoning'] == 'RM']\n", + "zona_residencial_LD = data[data['MSZoning'] == 'RL']\n", + "\n", + "print('zona_residencial_MD Mean:', zona_residencial_MD.SalePrice.mean())\n", + "print('zona_residencial_LD Mean:', zona_residencial_LD.SalePrice.mean())\n", + "\n", + "print('zona_residencial_MD Standard deviation:', zona_residencial_MD.SalePrice.std())\n", + "print('zona_residencial_LD Standard deviation:', zona_residencial_LD.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_residencial_MD.SalePrice, zona_residencial_LD.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es menor a 0.01, muy cercano a 0, por lo que se rechaza la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no es correcto que no haya diferencia en el precio de las casas \n", + "# entre las de las zonas Residenciales de media y baja densidad.\n", + "\n", + "# Lo que sugiere que si existe diferencia en el precio de las casas entre las de las zonas Residenciales media y baja densidad.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "zona_residencial_HD Mean: 131558.375\n", + "zona_residencial_MD Mean: 126316.83027522935\n", + "zona_residencial_HD Standard deviation: 35714.11843491777\n", + "zona_residencial_MD Standard deviation: 48521.689832548946\n", + "Statistic = 0.5509228498585078\n", + "P-value = 0.5880031243746888\n" + ] + } + ], + "source": [ + "# ¿Será igual el precio de las casas en las zonas Residenciales de alta densidad que las de media densidad?\n", + "\n", + "#Hipótesis nula: No hay diferencia en el precio de las casas en las zonas Residenciales que en la zona Comercial?\n", + "\n", + "zona_residencial_HD = data[data['MSZoning'] == 'RH']\n", + "zona_residencial_MD = data[data['MSZoning'] == 'RM']\n", + "\n", + "print('zona_residencial_HD Mean:', zona_residencial_HD.SalePrice.mean())\n", + "print('zona_residencial_MD Mean:', zona_residencial_MD.SalePrice.mean())\n", + "\n", + "print('zona_residencial_HD Standard deviation:', zona_residencial_HD.SalePrice.std())\n", + "print('zona_residencial_MD Standard deviation:', zona_residencial_MD.SalePrice.std())\n", + "\n", + "statistic, pvalue = ttest_ind(zona_residencial_HD.SalePrice, zona_residencial_MD.SalePrice, equal_var = False)\n", + "print('Statistic = ', statistic)\n", + "print('P-value = ', pvalue)" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "metadata": {}, + "outputs": [], + "source": [ + "# El p-value es mayor a 0.01, de 0.588, por lo que se acepta la hipótesis nula.\n", + "\n", + "# Con el 99% de certeza, podemos afirmar que no hay diferencia en el precio de las casas \n", + "# en las zonas Residenciales que en la zona Comercial\n" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [], + "source": [ + "# CONCLUSIÓN GENERAL: El precio de las casas si varía dependiendo de la zona donde se encuentre.\n", + "\n", + "# Si se planea elegir una casa en la zona residencial, es preferible elegir una casa en la zona residencial \n", + "# con media densidad, ya que el precio entre la zona residencial si es diferente según la densidad.\n", + "# Solamente al comparar las casas con media y alta densidad encontramos que el precio no presenta variación, por lo\n", + "# que se podría elegir una casa de acuerdo a la conveniencia de la persona, alta o media densidad." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# MODELO DE REGRESIÓN LINEAL" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
IdMSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorch
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", " \n", @@ -12311,7 +14066,7 @@ "max 2.000000 8.000000 5.000000 " ] }, - "execution_count": 50, + "execution_count": 92, "metadata": {}, "output_type": "execute_result" } @@ -12323,7 +14078,7 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 93, "metadata": {}, "outputs": [ { @@ -12350,7 +14105,7 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 94, "metadata": {}, "outputs": [ { @@ -12756,7 +14511,7 @@ "SalePrice 1.000000" ] }, - "execution_count": 52, + "execution_count": 94, "metadata": {}, "output_type": "execute_result" } @@ -12769,7 +14524,7 @@ }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 95, "metadata": {}, "outputs": [], "source": [ @@ -12781,7 +14536,7 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 96, "metadata": {}, "outputs": [ { @@ -12799,10 +14554,10 @@ " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", " \n", @@ -13064,8 +14819,8 @@ "Dep. Variable: SalePrice R-squared: 0.847\n", "Model: OLS Adj. R-squared: 0.840\n", "Method: Least Squares F-statistic: 110.2\n", - "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", - "Time: 17:00:49 Log-Likelihood: -17172.\n", + "Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 10:02:00 Log-Likelihood: -17172.\n", "No. Observations: 1460 AIC: 3.449e+04\n", "Df Residuals: 1389 BIC: 3.486e+04\n", "Df Model: 70 \n", @@ -13160,7 +14915,7 @@ "\"\"\"" ] }, - "execution_count": 55, + "execution_count": 96, "metadata": {}, "output_type": "execute_result" } @@ -13198,7 +14953,7 @@ }, { "cell_type": "code", - "execution_count": 58, + "execution_count": 97, "metadata": {}, "outputs": [], "source": [ @@ -13210,7 +14965,7 @@ }, { "cell_type": "code", - "execution_count": 59, + "execution_count": 98, "metadata": {}, "outputs": [], "source": [ @@ -13241,7 +14996,7 @@ }, { "cell_type": "code", - "execution_count": 60, + "execution_count": 99, "metadata": {}, "outputs": [ { @@ -13833,7 +15588,7 @@ "4 0.208502 " ] }, - "execution_count": 60, + "execution_count": 99, "metadata": {}, "output_type": "execute_result" } @@ -13847,7 +15602,7 @@ }, { "cell_type": "code", - "execution_count": 61, + "execution_count": 100, "metadata": {}, "outputs": [ { @@ -13856,7 +15611,7 @@ "PCA()" ] }, - "execution_count": 61, + "execution_count": 100, "metadata": {}, "output_type": "execute_result" } @@ -13870,7 +15625,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 101, "metadata": {}, "outputs": [ { @@ -13896,7 +15651,7 @@ " 1.38357091e-03, 1.19237063e-03, 2.70874915e-32, 2.06813535e-33])" ] }, - "execution_count": 62, + "execution_count": 101, "metadata": {}, "output_type": "execute_result" } @@ -13908,7 +15663,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -13917,7 +15672,7 @@ "1.0000000000000002" ] }, - "execution_count": 63, + "execution_count": 102, "metadata": {}, "output_type": "execute_result" } @@ -13929,7 +15684,7 @@ }, { "cell_type": "code", - "execution_count": 64, + "execution_count": 103, "metadata": {}, "outputs": [ { @@ -13938,7 +15693,7 @@ "Text(0, 0.5, 'Varianza acumulada explicada')" ] }, - "execution_count": 64, + "execution_count": 103, "metadata": {}, "output_type": "execute_result" }, @@ -13964,7 +15719,7 @@ }, { "cell_type": "code", - "execution_count": 65, + "execution_count": 104, "metadata": {}, "outputs": [ { @@ -13973,7 +15728,7 @@ "0.8078295237818027" ] }, - "execution_count": 65, + "execution_count": 104, "metadata": {}, "output_type": "execute_result" } @@ -13988,7 +15743,7 @@ }, { "cell_type": "code", - "execution_count": 66, + "execution_count": 105, "metadata": {}, "outputs": [ { @@ -13997,7 +15752,7 @@ "PCA(n_components=35)" ] }, - "execution_count": 66, + "execution_count": 105, "metadata": {}, "output_type": "execute_result" } @@ -14010,7 +15765,7 @@ }, { "cell_type": "code", - "execution_count": 67, + "execution_count": 106, "metadata": {}, "outputs": [], "source": [ @@ -14020,7 +15775,327 @@ }, { "cell_type": "code", - "execution_count": 68, + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "
IdMSSubClassLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorchThirdSsnPorchScreenPorchPoolAreaMethod: Least Squares F-statistic: 110.2
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00
Time: 17:00:49 Log-Likelihood: -17172.Time: 10:02:00 Log-Likelihood: -17172.
No. Observations: 1460 AIC: 3.449e+04
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17Componente 18Componente 19Componente 20Componente 21Componente 22Componente 23Componente 24Componente 25Componente 26Componente 27Componente 28Componente 29Componente 30Componente 31Componente 32Componente 33Componente 34Componente 35
02.0860230.487324-1.6359951.655355-0.2937441.253647-0.443093-0.324321-1.8816120.7767020.353458-0.2545650.2026881.1228790.2680870.875532-0.413492-0.090661-0.1796960.035508-0.1154901.126366-0.163383-0.6032970.1108930.489733-0.0916951.1819050.3509930.7857220.183379-0.172946-0.1428540.7232360.620163
10.276982-2.1275000.9986920.234877-0.9560210.097624-1.105786-0.1884620.577631-0.564822-0.2608740.4048480.149190-2.5412820.156889-0.034437-0.374846-1.117830-0.326145-0.4589662.8681181.256783-0.5841241.2637461.175811-1.3774040.973764-0.9733810.541704-0.217138-0.539493-1.1318300.656744-0.628199-0.897108
22.5700600.193630-1.2864631.320509-0.4675761.5435450.0262710.527291-1.1254310.3128900.750192-0.4460790.3990620.180076-0.192079-0.334561-0.0154020.143828-0.2198950.794548-0.085666-0.1195410.067821-0.474699-0.8118440.157713-0.1354980.2242320.5654500.272834-0.0525750.860311-0.360313-0.5818880.628282
3-1.5423751.1381831.6164230.330737-0.6659671.3515770.084570-0.633294-1.8305861.1423901.4230422.098586-0.727578-1.812771-0.6332951.0175663.177274-0.9444930.0167960.565805-2.450457-0.9207870.5554020.644270-0.150056-0.2455600.8006911.370929-0.1287401.5389710.195077-1.378033-0.494944-0.8701671.417648
44.8573781.1479040.4244871.609120-0.4347401.1123980.0660280.390682-1.4368560.6169150.659543-0.1452340.260110-0.8253680.196113-1.1559240.427135-0.5474740.3989050.2987550.398225-0.9595190.428596-0.330125-0.3753110.351942-0.100684-0.2767321.029216-0.3642580.1423481.530584-0.329750-0.587920-0.028851
\n", + "
" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 2.086023 0.487324 -1.635995 1.655355 -0.293744 \n", + "1 0.276982 -2.127500 0.998692 0.234877 -0.956021 \n", + "2 2.570060 0.193630 -1.286463 1.320509 -0.467576 \n", + "3 -1.542375 1.138183 1.616423 0.330737 -0.665967 \n", + "4 4.857378 1.147904 0.424487 1.609120 -0.434740 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 1.253647 -0.443093 -0.324321 -1.881612 0.776702 \n", + "1 0.097624 -1.105786 -0.188462 0.577631 -0.564822 \n", + "2 1.543545 0.026271 0.527291 -1.125431 0.312890 \n", + "3 1.351577 0.084570 -0.633294 -1.830586 1.142390 \n", + "4 1.112398 0.066028 0.390682 -1.436856 0.616915 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 0.353458 -0.254565 0.202688 1.122879 0.268087 \n", + "1 -0.260874 0.404848 0.149190 -2.541282 0.156889 \n", + "2 0.750192 -0.446079 0.399062 0.180076 -0.192079 \n", + "3 1.423042 2.098586 -0.727578 -1.812771 -0.633295 \n", + "4 0.659543 -0.145234 0.260110 -0.825368 0.196113 \n", + "\n", + " Componente 16 Componente 17 Componente 18 Componente 19 Componente 20 \\\n", + "0 0.875532 -0.413492 -0.090661 -0.179696 0.035508 \n", + "1 -0.034437 -0.374846 -1.117830 -0.326145 -0.458966 \n", + "2 -0.334561 -0.015402 0.143828 -0.219895 0.794548 \n", + "3 1.017566 3.177274 -0.944493 0.016796 0.565805 \n", + "4 -1.155924 0.427135 -0.547474 0.398905 0.298755 \n", + "\n", + " Componente 21 Componente 22 Componente 23 Componente 24 Componente 25 \\\n", + "0 -0.115490 1.126366 -0.163383 -0.603297 0.110893 \n", + "1 2.868118 1.256783 -0.584124 1.263746 1.175811 \n", + "2 -0.085666 -0.119541 0.067821 -0.474699 -0.811844 \n", + "3 -2.450457 -0.920787 0.555402 0.644270 -0.150056 \n", + "4 0.398225 -0.959519 0.428596 -0.330125 -0.375311 \n", + "\n", + " Componente 26 Componente 27 Componente 28 Componente 29 Componente 30 \\\n", + "0 0.489733 -0.091695 1.181905 0.350993 0.785722 \n", + "1 -1.377404 0.973764 -0.973381 0.541704 -0.217138 \n", + "2 0.157713 -0.135498 0.224232 0.565450 0.272834 \n", + "3 -0.245560 0.800691 1.370929 -0.128740 1.538971 \n", + "4 0.351942 -0.100684 -0.276732 1.029216 -0.364258 \n", + "\n", + " Componente 31 Componente 32 Componente 33 Componente 34 Componente 35 \n", + "0 0.183379 -0.172946 -0.142854 0.723236 0.620163 \n", + "1 -0.539493 -1.131830 0.656744 -0.628199 -0.897108 \n", + "2 -0.052575 0.860311 -0.360313 -0.581888 0.628282 \n", + "3 0.195077 -1.378033 -0.494944 -0.870167 1.417648 \n", + "4 0.142348 1.530584 -0.329750 -0.587920 -0.028851 " + ] + }, + "execution_count": 107, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos un dataframe para ver nuevamente la información con los 35 componentes\n", + "data_pca = pd.DataFrame(data_transform, index = data_norm.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, "metadata": {}, "outputs": [ { @@ -14044,303 +16119,3446 @@ " \n", " \n", " \n", + " MSSubClass\n", + " LotArea\n", + " OverallQual\n", + " OverallCond\n", + " YearBuilt\n", + " YearRemodAdd\n", + " MasVnrArea\n", + " BsmtFinSF1\n", + " BsmtFinSF2\n", + " BsmtUnfSF\n", + " TotalBsmtSF\n", + " FirstFlrSF\n", + " SecondFlrSF\n", + " LowQualFinSF\n", + " GrLivArea\n", + " BsmtFullBath\n", + " BsmtHalfBath\n", + " FullBath\n", + " HalfBath\n", + " BedroomAbvGr\n", + " KitchenAbvGr\n", + " TotRmsAbvGrd\n", + " Fireplaces\n", + " GarageCars\n", + " GarageArea\n", + " WoodDeckSF\n", + " OpenPorchSF\n", + " EnclosedPorch\n", + " ThirdSsnPorch\n", + " ScreenPorch\n", + " PoolArea\n", + " MiscVal\n", + " MoSold\n", + " YrSold\n", + " MSZoning_code\n", + " Street_code\n", + " LotShape_code\n", + " LandContour_code\n", + " Utilities_code\n", + " LotConfig_code\n", + " LandSlope_code\n", + " Neighborhood_code\n", + " Condition1_code\n", + " Condition2_code\n", + " BldgType_code\n", + " HouseStyle_code\n", + " RoofStyle_code\n", + " RoofMatl_code\n", + " Exterior1st_code\n", + " Exterior2nd_code\n", + " MasVnrType_code\n", + " ExterQual_code\n", + " ExterCond_code\n", + " Foundation_code\n", + " BsmtQual_code\n", + " BsmtCond_code\n", + " BsmtExposure_code\n", + " BsmtFinType1_code\n", + " BsmtFinType2_code\n", + " Heating_code\n", + " HeatingQC_code\n", + " CentralAir_code\n", + " Electrical_code\n", + " KitchenQual_code\n", + " Functional_code\n", + " GarageType_code\n", + " GarageFinish_code\n", + " GarageQual_code\n", + " GarageCond_code\n", + " PavedDrive_code\n", + " SaleType_code\n", + " SaleCondition_code\n", + " \n", + " \n", + " \n", + " \n", " Componente 1\n", + " -0.007579\n", + " 0.070135\n", + " 0.264122\n", + " -0.070903\n", + " 0.240467\n", + " 0.203251\n", + " 0.157178\n", + " 0.123759\n", + " -0.014267\n", + " 0.083910\n", + " 0.207934\n", + " 0.196217\n", + " 0.086759\n", + " -0.026199\n", + " 0.214002\n", + " 0.073985\n", + " -0.009359\n", + " 0.208692\n", + " 0.102336\n", + " 0.048705\n", + " -0.043719\n", + " 0.159842\n", + " 0.143633\n", + " 0.241124\n", + " 0.231971\n", + " 0.113700\n", + " 0.117246\n", + " -0.078336\n", + " 0.015097\n", + " 0.019632\n", + " 0.028508\n", + " -0.008966\n", + " 0.015270\n", + " -0.006516\n", + " -0.082842\n", + " 0.005753\n", + " -0.094278\n", + " 0.018781\n", + " -0.002435\n", + " -0.018499\n", + " 0.000500\n", + " 0.067340\n", + " 0.048534\n", + " 0.009282\n", + " 0.008167\n", + " 0.087218\n", + " 0.062116\n", + " 0.022264\n", + " 0.053980\n", + " 0.047415\n", + " -0.013661\n", + " -0.217384\n", + " 0.062693\n", + " 0.175938\n", + " -0.219886\n", + " 0.043285\n", + " -0.102925\n", + " -0.035281\n", + " 0.033274\n", + " -0.052077\n", + " -0.154072\n", + " 0.113528\n", + " 0.111692\n", + " -0.185163\n", + " 0.036087\n", + " -0.186128\n", + " -0.162484\n", + " 0.114872\n", + " 0.121560\n", + " 0.112179\n", + " -0.019955\n", + " 0.077092\n", + " \n", + " \n", " Componente 2\n", + " 0.103556\n", + " -0.030523\n", + " 0.060625\n", + " -0.007314\n", + " -0.124464\n", + " -0.001323\n", + " 0.017178\n", + " -0.260295\n", + " -0.120004\n", + " 0.209206\n", + " -0.104028\n", + " -0.064819\n", + " 0.349385\n", + " 0.102529\n", + " 0.252043\n", + " -0.259643\n", + " -0.038474\n", + " 0.185477\n", + " 0.159383\n", + " 0.278883\n", + " 0.146744\n", + " 0.302529\n", + " 0.007739\n", + " -0.004527\n", + " -0.031273\n", + " -0.051639\n", + " 0.080049\n", + " 0.093234\n", + " -0.022229\n", + " -0.010036\n", + " 0.011170\n", + " 0.002142\n", + " 0.028797\n", + " -0.037353\n", + " 0.009864\n", + " 0.036744\n", + " 0.035018\n", + " -0.042806\n", + " -0.006563\n", + " -0.012899\n", + " -0.063344\n", + " 0.005352\n", + " -0.021590\n", + " 0.000481\n", + " -0.061323\n", + " 0.107185\n", + " -0.031191\n", + " -0.010897\n", + " 0.078378\n", + " 0.082303\n", + " 0.015586\n", + " -0.041004\n", + " -0.035498\n", + " -0.011758\n", + " -0.007589\n", + " -0.088098\n", + " 0.139768\n", + " 0.291164\n", + " 0.104090\n", + " 0.079395\n", + " -0.043087\n", + " -0.145212\n", + " -0.078653\n", + " -0.048903\n", + " -0.021246\n", + " 0.147928\n", + " -0.006227\n", + " -0.146539\n", + " -0.126003\n", + " -0.167759\n", + " 0.001785\n", + " -0.002408\n", + " \n", + " \n", " Componente 3\n", + " -0.165448\n", + " 0.278575\n", + " -0.026592\n", + " 0.093002\n", + " -0.224060\n", + " -0.182413\n", + " 0.067685\n", + " 0.191344\n", + " 0.171895\n", + " -0.081380\n", + " 0.180172\n", + " 0.256707\n", + " 0.035048\n", + " 0.085697\n", + " 0.225900\n", + " 0.128650\n", + " 0.068275\n", + " -0.016778\n", + " -0.026263\n", + " 0.197799\n", + " 0.055479\n", + " 0.206846\n", + " 0.206994\n", + " -0.001184\n", + " 0.047605\n", + " 0.087069\n", + " 0.029603\n", + " 0.112237\n", + " 0.001626\n", + " 0.117720\n", + " 0.115171\n", + " 0.037501\n", + " 0.011662\n", + " -0.007355\n", + " 0.083361\n", + " -0.054925\n", + " -0.080510\n", + " -0.130516\n", + " 0.032021\n", + " -0.093503\n", + " 0.183501\n", + " 0.043495\n", + " -0.036483\n", + " 0.023147\n", + " -0.232833\n", + " -0.080397\n", + " 0.127964\n", + " 0.131068\n", + " -0.116081\n", + " -0.100840\n", + " -0.037526\n", + " 0.070838\n", + " -0.087646\n", + " -0.200169\n", + " 0.139508\n", + " -0.030213\n", + " -0.023105\n", + " -0.110938\n", + " -0.142831\n", + " 0.032723\n", + " 0.162355\n", + " -0.042438\n", + " -0.053472\n", + " 0.033568\n", + " -0.099574\n", + " -0.000609\n", + " 0.067151\n", + " -0.040981\n", + " -0.030577\n", + " -0.046283\n", + " -0.003059\n", + " -0.077753\n", + " \n", + " \n", " Componente 4\n", + " 0.315788\n", + " -0.036351\n", + " -0.038554\n", + " 0.044530\n", + " 0.053115\n", + " -0.034443\n", + " 0.054819\n", + " 0.067178\n", + " 0.068185\n", + " -0.308513\n", + " -0.215822\n", + " -0.211765\n", + " 0.284642\n", + " -0.037269\n", + " 0.077218\n", + " 0.069556\n", + " 0.069686\n", + " 0.029118\n", + " 0.296698\n", + " 0.129387\n", + " 0.050511\n", + " 0.074554\n", + " 0.038660\n", + " -0.003013\n", + " -0.027113\n", + " 0.045133\n", + " -0.004943\n", + " -0.056838\n", + " -0.021132\n", + " 0.034466\n", + " 0.034504\n", + " 0.010451\n", + " -0.006971\n", + " 0.010491\n", + " -0.023182\n", + " 0.012084\n", + " -0.016170\n", + " 0.063034\n", + " 0.019731\n", + " -0.005565\n", + " 0.002537\n", + " 0.011168\n", + " 0.026983\n", + " -0.020980\n", + " 0.167163\n", + " 0.363471\n", + " -0.078293\n", + " 0.008398\n", + " -0.216541\n", + " -0.232121\n", + " -0.162561\n", + " 0.128814\n", + " 0.014735\n", + " 0.012764\n", + " 0.065930\n", + " 0.048355\n", + " 0.009834\n", + " -0.184576\n", + " -0.088419\n", + " -0.039825\n", + " 0.125492\n", + " 0.093000\n", + " 0.119754\n", + " 0.136103\n", + " 0.020930\n", + " -0.040483\n", + " 0.014558\n", + " 0.113044\n", + " 0.096248\n", + " 0.124419\n", + " 0.061401\n", + " -0.046141\n", + " \n", + " \n", " Componente 5\n", + " 0.317541\n", + " 0.018000\n", + " 0.010666\n", + " -0.164626\n", + " -0.006152\n", + " 0.006615\n", + " 0.018088\n", + " 0.191150\n", + " -0.016334\n", + " -0.153011\n", + " 0.038608\n", + " 0.062956\n", + " -0.032983\n", + " 0.046177\n", + " 0.023189\n", + " 0.221673\n", + " -0.068461\n", + " 0.041616\n", + " -0.076829\n", + " -0.160711\n", + " 0.208690\n", + " -0.022456\n", + " -0.032366\n", + " -0.069401\n", + " -0.068379\n", + " 0.030760\n", + " 0.031547\n", + " 0.023381\n", + " -0.031703\n", + " -0.053870\n", + " 0.048824\n", + " -0.005542\n", + " -0.023203\n", + " 0.018792\n", + " -0.003781\n", + " -0.073035\n", + " 0.059300\n", + " -0.100588\n", + " -0.027499\n", + " 0.050941\n", + " 0.103570\n", + " 0.048927\n", + " -0.033704\n", + " -0.002825\n", + " 0.305557\n", + " 0.040422\n", + " 0.036909\n", + " 0.030685\n", + " -0.099042\n", + " -0.103150\n", + " 0.131792\n", + " -0.163487\n", + " -0.022361\n", + " 0.067766\n", + " -0.171648\n", + " -0.120263\n", + " -0.183174\n", + " -0.094077\n", + " -0.010099\n", + " 0.187901\n", + " -0.026570\n", + " -0.277657\n", + " -0.096670\n", + " -0.172934\n", + " -0.046523\n", + " 0.147578\n", + " -0.147152\n", + " -0.227745\n", + " -0.265537\n", + " -0.197681\n", + " -0.006639\n", + " -0.027924\n", + " \n", + " \n", " Componente 6\n", + " -0.052117\n", + " 0.114109\n", + " 0.012998\n", + " 0.219203\n", + " -0.043970\n", + " 0.174030\n", + " -0.137146\n", + " 0.049858\n", + " 0.059889\n", + " -0.226832\n", + " -0.154610\n", + " -0.187897\n", + " 0.149987\n", + " 0.059482\n", + " -0.008131\n", + " 0.132179\n", + " 0.041361\n", + " -0.066255\n", + " 0.107288\n", + " -0.049968\n", + " -0.230368\n", + " -0.043028\n", + " 0.047916\n", + " -0.083699\n", + " -0.091490\n", + " 0.123168\n", + " 0.056861\n", + " 0.003338\n", + " -0.017914\n", + " -0.015756\n", + " 0.040644\n", + " 0.006531\n", + " -0.026813\n", + " -0.009060\n", + " 0.060131\n", + " -0.041287\n", + " -0.126798\n", + " -0.132060\n", + " -0.059990\n", + " -0.040418\n", + " 0.198721\n", + " -0.145827\n", + " 0.043650\n", + " -0.033554\n", + " -0.181127\n", + " 0.110658\n", + " -0.152675\n", + " 0.085303\n", + " 0.349329\n", + " 0.349184\n", + " 0.111494\n", + " -0.013963\n", + " -0.110924\n", + " 0.002976\n", + " -0.052343\n", + " -0.035491\n", + " -0.135022\n", + " -0.071330\n", + " -0.063090\n", + " -0.067337\n", + " -0.166694\n", + " 0.053785\n", + " 0.070018\n", + " -0.079510\n", + " 0.006863\n", + " 0.069032\n", + " -0.091373\n", + " -0.103363\n", + " -0.099781\n", + " -0.087022\n", + " 0.186898\n", + " 0.063973\n", + " \n", + " \n", " Componente 7\n", + " 0.040950\n", + " 0.174601\n", + " -0.086634\n", + " -0.273895\n", + " 0.093478\n", + " -0.069736\n", + " -0.131938\n", + " -0.239595\n", + " 0.336088\n", + " 0.033743\n", + " -0.091523\n", + " -0.009411\n", + " -0.023321\n", + " -0.005488\n", + " -0.026804\n", + " -0.104973\n", + " 0.022847\n", + " 0.091984\n", + " -0.053155\n", + " 0.017736\n", + " 0.104357\n", + " -0.002679\n", + " -0.052152\n", + " 0.116006\n", + " 0.085961\n", + " 0.027882\n", + " -0.057652\n", + " -0.053815\n", + " -0.038983\n", + " -0.034958\n", + " -0.061064\n", + " -0.056164\n", + " 0.019229\n", + " -0.037630\n", + " -0.142322\n", + " -0.204545\n", + " -0.064396\n", + " -0.139509\n", + " 0.028865\n", + " 0.005073\n", + " 0.250329\n", + " -0.038582\n", + " 0.093949\n", + " -0.037002\n", + " 0.061260\n", + " 0.008497\n", + " -0.168543\n", + " 0.063325\n", + " 0.097472\n", + " 0.117302\n", + " 0.050925\n", + " 0.042328\n", + " 0.138517\n", + " 0.151824\n", + " -0.033534\n", + " -0.130745\n", + " -0.102260\n", + " 0.144170\n", + " -0.361265\n", + " 0.114724\n", + " 0.061575\n", + " -0.102862\n", + " -0.096478\n", + " 0.096370\n", + " -0.168177\n", + " -0.066395\n", + " 0.059792\n", + " 0.198235\n", + " 0.135859\n", + " 0.052599\n", + " -0.072049\n", + " -0.043784\n", + " \n", + " \n", " Componente 8\n", + " -0.007873\n", + " 0.246659\n", + " -0.032866\n", + " -0.114282\n", + " 0.030560\n", + " -0.113689\n", + " 0.048037\n", + " 0.033541\n", + " -0.417078\n", + " 0.087252\n", + " -0.030616\n", + " -0.062543\n", + " 0.011311\n", + " -0.081789\n", + " -0.044184\n", + " -0.081490\n", + " -0.017822\n", + " -0.067470\n", + " 0.089025\n", + " -0.047658\n", + " -0.072025\n", + " -0.077023\n", + " 0.070966\n", + " 0.011108\n", + " -0.010291\n", + " 0.002685\n", + " -0.055045\n", + " -0.093723\n", + " 0.057565\n", + " 0.011226\n", + " -0.066662\n", + " -0.051812\n", + " 0.067029\n", + " -0.088884\n", + " -0.070137\n", + " -0.204469\n", + " -0.127622\n", + " -0.302544\n", + " -0.021015\n", + " -0.049332\n", + " 0.373599\n", + " -0.121556\n", + " 0.012961\n", + " -0.062530\n", + " -0.036638\n", + " 0.034486\n", + " -0.039447\n", + " 0.103656\n", + " -0.114270\n", + " -0.120120\n", + " -0.060685\n", + " 0.049791\n", + " 0.143903\n", + " 0.007168\n", + " -0.017161\n", + " 0.132945\n", + " -0.082845\n", + " 0.088879\n", + " 0.441697\n", + " -0.017294\n", + " 0.074661\n", + " -0.020454\n", + " -0.057100\n", + " 0.059201\n", + " 0.102921\n", + " -0.026470\n", + " -0.019914\n", + " 0.013543\n", + " 0.018069\n", + " -0.001335\n", + " 0.036545\n", + " -0.009520\n", + " \n", + " \n", " Componente 9\n", + " -0.039398\n", + " 0.025986\n", + " 0.077090\n", + " 0.192895\n", + " 0.018566\n", + " 0.119493\n", + " -0.117769\n", + " -0.225134\n", + " 0.191368\n", + " 0.150183\n", + " -0.012425\n", + " -0.034172\n", + " -0.027952\n", + " 0.068845\n", + " -0.041990\n", + " -0.207392\n", + " 0.099547\n", + " -0.029841\n", + " 0.039421\n", + " -0.116587\n", + " -0.225491\n", + " -0.095953\n", + " 0.027506\n", + " -0.105057\n", + " -0.102102\n", + " 0.013080\n", + " 0.114448\n", + " -0.030338\n", + " 0.063127\n", + " 0.114805\n", + " -0.003491\n", + " 0.020925\n", + " 0.051830\n", + " 0.045879\n", + " -0.122029\n", + " -0.045165\n", + " -0.153370\n", + " -0.025997\n", + " 0.113722\n", + " -0.093390\n", + " 0.093803\n", + " 0.130437\n", + " 0.078768\n", + " 0.001590\n", + " 0.005387\n", + " 0.023384\n", + " -0.037810\n", + " 0.141008\n", + " -0.373880\n", + " -0.380228\n", + " 0.157674\n", + " -0.140889\n", + " -0.103052\n", + " -0.024087\n", + " -0.051746\n", + " -0.022220\n", + " 0.013550\n", + " 0.130132\n", + " -0.147280\n", + " -0.106204\n", + " -0.074087\n", + " 0.095632\n", + " 0.090066\n", + " -0.161880\n", + " 0.013541\n", + " 0.014571\n", + " -0.128499\n", + " -0.136512\n", + " -0.135747\n", + " 0.012293\n", + " -0.077786\n", + " -0.022095\n", + " \n", + " \n", " Componente 10\n", + " -0.287259\n", + " -0.009057\n", + " -0.052190\n", + " -0.154685\n", + " 0.035804\n", + " -0.060720\n", + " -0.084435\n", + " 0.119166\n", + " -0.055203\n", + " -0.197771\n", + " -0.095605\n", + " -0.119914\n", + " 0.077784\n", + " -0.063757\n", + " -0.029501\n", + " 0.130682\n", + " -0.174046\n", + " -0.038794\n", + " 0.130969\n", + " 0.041899\n", + " -0.080747\n", + " -0.001228\n", + " -0.098716\n", + " 0.033316\n", + " 0.071804\n", + " -0.131909\n", + " 0.158253\n", + " 0.067884\n", + " 0.014003\n", + " -0.069306\n", + " -0.023039\n", + " -0.029453\n", + " -0.029564\n", + " 0.115142\n", + " -0.371756\n", + " -0.054126\n", + " -0.077796\n", + " 0.080798\n", + " 0.066197\n", + " -0.145381\n", + " -0.110311\n", + " 0.283523\n", + " 0.107353\n", + " -0.052927\n", + " -0.350212\n", + " 0.051921\n", + " -0.025251\n", + " -0.142547\n", + " -0.075169\n", + " -0.049103\n", + " 0.174430\n", + " -0.025777\n", + " 0.056650\n", + " 0.091404\n", + " -0.013548\n", + " -0.053687\n", + " 0.132696\n", + " -0.107653\n", + " 0.029247\n", + " 0.180229\n", + " -0.019253\n", + " -0.190312\n", + " -0.147841\n", + " -0.029052\n", + " 0.110276\n", + " 0.004884\n", + " -0.015180\n", + " 0.029139\n", + " -0.027532\n", + " -0.025418\n", + " -0.074429\n", + " -0.040751\n", + " \n", + " \n", " Componente 11\n", + " -0.046294\n", + " -0.076221\n", + " 0.016490\n", + " -0.174755\n", + " 0.053018\n", + " -0.102338\n", + " 0.236479\n", + " -0.002343\n", + " 0.050250\n", + " -0.003513\n", + " 0.012503\n", + " -0.001409\n", + " -0.028201\n", + " -0.016520\n", + " -0.025992\n", + " -0.051828\n", + " 0.214556\n", + " -0.071031\n", + " 0.050475\n", + " -0.062590\n", + " -0.140060\n", + " -0.070965\n", + " 0.033065\n", + " -0.064923\n", + " -0.083911\n", + " -0.017724\n", + " 0.072104\n", + " -0.046766\n", + " -0.008593\n", + " 0.140251\n", + " 0.112918\n", + " -0.138621\n", + " 0.036818\n", + " -0.207721\n", + " -0.009860\n", + " 0.069759\n", + " -0.082122\n", + " 0.185452\n", + " 0.299591\n", + " -0.120903\n", + " -0.109650\n", + " -0.138581\n", + " 0.005668\n", + " -0.123498\n", + " -0.028361\n", + " 0.116470\n", + " 0.006508\n", + " 0.174584\n", + " 0.151988\n", + " 0.135729\n", + " -0.338051\n", + " 0.001563\n", + " 0.028077\n", + " -0.014321\n", + " -0.042344\n", + " -0.089886\n", + " -0.078819\n", + " -0.008366\n", + " -0.013337\n", + " 0.040595\n", + " 0.033895\n", + " -0.067026\n", + " -0.160638\n", + " -0.009222\n", + " 0.093854\n", + " -0.047947\n", + " -0.139375\n", + " -0.130379\n", + " -0.168532\n", + " 0.019852\n", + " -0.250579\n", + " -0.314855\n", + " \n", + " \n", " Componente 12\n", + " 0.176704\n", + " -0.030713\n", + " 0.098456\n", + " 0.163451\n", + " -0.130784\n", + " -0.006095\n", + " 0.033107\n", + " 0.035681\n", + " -0.035685\n", + " -0.060792\n", + " -0.037256\n", + " -0.060126\n", + " 0.048644\n", + " 0.133254\n", + " 0.008506\n", + " 0.008447\n", + " 0.108528\n", + " -0.108042\n", + " 0.026424\n", + " -0.160344\n", + " -0.056809\n", + " -0.076458\n", + " 0.030330\n", + " 0.150043\n", + " 0.193612\n", + " -0.155369\n", + " 0.113091\n", + " 0.146388\n", + " -0.106709\n", + " 0.196117\n", + " 0.012331\n", + " -0.019186\n", + " 0.046292\n", + " 0.009429\n", + " -0.145463\n", + " -0.136051\n", + " 0.162015\n", + " -0.170267\n", + " 0.202050\n", + " 0.067394\n", + " 0.076731\n", + " 0.242591\n", + " -0.221800\n", + " 0.048212\n", + " 0.158185\n", + " -0.020794\n", + " -0.022117\n", + " 0.022633\n", + " 0.146249\n", + " 0.121860\n", + " 0.102730\n", + " -0.097220\n", + " -0.134694\n", + " -0.113984\n", + " 0.027298\n", + " 0.015544\n", + " 0.042659\n", + " 0.029700\n", + " 0.078431\n", + " -0.065373\n", + " 0.012978\n", + " 0.033120\n", + " -0.050938\n", + " -0.118412\n", + " 0.099542\n", + " 0.099833\n", + " 0.234488\n", + " 0.159892\n", + " 0.240047\n", + " -0.022517\n", + " -0.253693\n", + " -0.159951\n", + " \n", + " \n", " Componente 13\n", + " -0.051835\n", + " 0.019303\n", + " 0.024491\n", + " 0.115577\n", + " -0.045395\n", + " -0.011895\n", + " 0.231596\n", + " -0.063317\n", + " 0.009259\n", + " -0.065360\n", + " -0.128253\n", + " -0.076432\n", + " 0.033404\n", + " -0.244257\n", + " -0.051082\n", + " -0.124482\n", + " 0.140734\n", + " -0.074365\n", + " 0.055339\n", + " -0.141498\n", + " -0.095077\n", + " -0.067449\n", + " 0.064686\n", + " 0.107668\n", + " 0.088884\n", + " 0.005296\n", + " -0.056548\n", + " 0.002266\n", + " 0.047593\n", + " 0.072155\n", + " -0.200515\n", + " 0.178806\n", + " 0.000508\n", + " 0.013470\n", + " 0.146506\n", + " -0.053903\n", + " -0.015119\n", + " 0.037703\n", + " 0.038491\n", + " 0.016422\n", + " 0.013084\n", + " -0.092578\n", + " 0.001298\n", + " 0.216128\n", + " -0.058799\n", + " 0.023944\n", + " 0.238678\n", + " -0.038001\n", + " -0.062460\n", + " -0.059025\n", + " -0.203465\n", + " -0.121198\n", + " -0.186383\n", + " 0.023676\n", + " -0.027522\n", + " -0.223845\n", + " -0.017389\n", + " 0.023236\n", + " -0.063558\n", + " 0.324506\n", + " -0.051908\n", + " -0.229742\n", + " -0.147171\n", + " -0.107943\n", + " 0.012302\n", + " -0.022653\n", + " 0.009364\n", + " 0.140878\n", + " 0.118163\n", + " -0.095165\n", + " 0.145223\n", + " 0.299787\n", + " \n", + " \n", " Componente 14\n", + " -0.012902\n", + " -0.002253\n", + " 0.042553\n", + " -0.127379\n", + " -0.005567\n", + " -0.085172\n", + " 0.145757\n", + " -0.048070\n", + " 0.199681\n", + " 0.033392\n", + " 0.057084\n", + " -0.045550\n", + " 0.060968\n", + " 0.004144\n", + " 0.017520\n", + " 0.051587\n", + " -0.264739\n", + " -0.121830\n", + " 0.231382\n", + " -0.075315\n", + " -0.175245\n", + " -0.015117\n", + " 0.129903\n", + " -0.076745\n", + " -0.080637\n", + " -0.076283\n", + " 0.013847\n", + " -0.017805\n", + " -0.090647\n", + " 0.231747\n", + " -0.052357\n", + " -0.075065\n", + " -0.221743\n", + " 0.201442\n", + " 0.032606\n", + " -0.172639\n", + " 0.179354\n", + " -0.059465\n", + " 0.036128\n", + " 0.270293\n", + " 0.045950\n", + " -0.013213\n", + " 0.080839\n", + " 0.026427\n", + " 0.023867\n", + " -0.030807\n", + " 0.157299\n", + " -0.100601\n", + " 0.042583\n", + " 0.056849\n", + " -0.105322\n", + " -0.067133\n", + " 0.298392\n", + " -0.110668\n", + " 0.010047\n", + " 0.337381\n", + " 0.161578\n", + " 0.076523\n", + " -0.123282\n", + " -0.030946\n", + " -0.012633\n", + " 0.020219\n", + " -0.070250\n", + " -0.048956\n", + " -0.080403\n", + " 0.030258\n", + " -0.108404\n", + " -0.121243\n", + " -0.054118\n", + " -0.008112\n", + " 0.074007\n", + " 0.078678\n", + " \n", + " \n", " Componente 15\n", + " -0.006484\n", + " 0.127119\n", + " -0.067651\n", + " 0.059404\n", + " 0.059027\n", + " 0.070334\n", + " 0.160066\n", + " -0.043478\n", + " 0.051425\n", + " 0.028307\n", + " 0.002219\n", + " -0.020944\n", + " -0.043752\n", + " -0.090559\n", + " -0.060133\n", + " -0.009068\n", + " 0.037727\n", + " 0.033098\n", + " -0.031392\n", + " 0.093233\n", + " 0.200357\n", + " 0.028705\n", + " -0.196602\n", + " -0.063319\n", + " -0.044257\n", + " 0.069315\n", + " -0.081845\n", + " -0.052473\n", + " 0.029582\n", + " -0.192288\n", + " -0.088570\n", + " 0.320799\n", + " -0.155444\n", + " 0.201682\n", + " -0.172196\n", + " -0.266789\n", + " -0.093716\n", + " -0.069579\n", + " 0.110359\n", + " -0.112272\n", + " 0.041834\n", + " 0.136515\n", + " -0.099421\n", + " 0.228925\n", + " -0.001250\n", + " 0.034235\n", + " 0.199157\n", + " -0.142678\n", + " 0.118020\n", + " 0.085682\n", + " -0.222793\n", + " -0.012195\n", + " -0.081031\n", + " 0.062169\n", + " 0.048041\n", + " 0.082218\n", + " -0.037488\n", + " 0.023915\n", + " -0.047717\n", + " -0.243232\n", + " 0.008892\n", + " 0.050800\n", + " 0.160638\n", + " 0.083141\n", + " 0.194528\n", + " 0.035740\n", + " -0.085809\n", + " -0.079189\n", + " -0.128098\n", + " -0.132943\n", + " -0.115805\n", + " -0.154472\n", + " \n", + " \n", " Componente 16\n", + " 0.024481\n", + " -0.010234\n", + " -0.023490\n", + " 0.019152\n", + " -0.025403\n", + " 0.051962\n", + " 0.019347\n", + " 0.018907\n", + " -0.129211\n", + " -0.024301\n", + " -0.052333\n", + " 0.029172\n", + " 0.018722\n", + " 0.108635\n", + " 0.047066\n", + " -0.025311\n", + " 0.058590\n", + " 0.043910\n", + " -0.053917\n", + " 0.003018\n", + " -0.017961\n", + " 0.045098\n", + " 0.034861\n", + " -0.025887\n", + " -0.053345\n", + " 0.020416\n", + " -0.222012\n", + " 0.033932\n", + " 0.151275\n", + " -0.021286\n", + " -0.073282\n", + " -0.099283\n", + " -0.460319\n", + " 0.461303\n", + " 0.105106\n", + " 0.099014\n", + " -0.047770\n", + " -0.062853\n", + " 0.247239\n", + " -0.129831\n", + " 0.066253\n", + " -0.151459\n", + " 0.068920\n", + " -0.276034\n", + " 0.028370\n", + " -0.053633\n", + " -0.029111\n", + " -0.055285\n", + " -0.025552\n", + " -0.012808\n", + " 0.026257\n", + " -0.051790\n", + " -0.150004\n", + " 0.069683\n", + " -0.019331\n", + " -0.072521\n", + " 0.109173\n", + " -0.038620\n", + " 0.091183\n", + " 0.061258\n", + " -0.085051\n", + " 0.010708\n", + " -0.032756\n", + " -0.039237\n", + " -0.246454\n", + " -0.033189\n", + " -0.070329\n", + " 0.137243\n", + " 0.105710\n", + " 0.040476\n", + " -0.137173\n", + " -0.134691\n", + " \n", + " \n", " Componente 17\n", + " 0.067588\n", + " 0.022290\n", + " 0.059491\n", + " -0.015318\n", + " -0.028653\n", + " -0.055584\n", + " -0.032494\n", + " -0.084183\n", + " 0.061503\n", + " 0.090218\n", + " 0.025963\n", + " -0.029780\n", + " 0.031001\n", + " -0.179378\n", + " -0.012754\n", + " 0.022963\n", + " -0.191531\n", + " -0.077576\n", + " 0.035819\n", + " -0.145717\n", + " 0.002360\n", + " -0.073115\n", + " 0.050018\n", + " 0.124424\n", + " 0.116543\n", + " 0.059138\n", + " -0.087310\n", + " 0.377109\n", + " -0.152986\n", + " -0.101074\n", + " 0.176420\n", + " 0.044888\n", + " -0.214995\n", + " 0.041233\n", + " 0.257545\n", + " 0.106947\n", + " -0.215351\n", + " 0.062440\n", + " 0.054779\n", + " -0.426612\n", + " -0.066792\n", + " -0.009938\n", + " -0.135490\n", + " 0.205907\n", + " 0.039302\n", + " 0.101002\n", + " -0.147998\n", + " 0.041804\n", + " -0.030554\n", + " -0.009556\n", + " 0.106013\n", + " 0.045967\n", + " 0.167285\n", + " -0.047562\n", + " -0.058732\n", + " 0.209210\n", + " -0.123406\n", + " 0.112643\n", + " -0.017719\n", + " 0.070935\n", + " 0.023685\n", + " -0.025162\n", + " -0.033905\n", + " -0.005814\n", + " 0.113577\n", + " -0.004224\n", + " 0.057082\n", + " -0.045517\n", + " 0.033035\n", + " 0.022924\n", + " 0.010152\n", + " -0.021120\n", + " \n", + " \n", " Componente 18\n", + " 0.044261\n", + " 0.021548\n", + " -0.056213\n", + " -0.056927\n", + " 0.044880\n", + " -0.006240\n", + " -0.183489\n", + " 0.032918\n", + " -0.057849\n", + " 0.007729\n", + " 0.020735\n", + " 0.027893\n", + " -0.022136\n", + " 0.007495\n", + " 0.002825\n", + " 0.017392\n", + " -0.089174\n", + " 0.056159\n", + " 0.022202\n", + " 0.002835\n", + " 0.147797\n", + " 0.018682\n", + " 0.063814\n", + " -0.070583\n", + " -0.083584\n", + " -0.164911\n", + " 0.193385\n", + " -0.292827\n", + " -0.017672\n", + " 0.464370\n", + " 0.081549\n", + " 0.451518\n", + " -0.031758\n", + " 0.042976\n", + " 0.029846\n", + " -0.006455\n", + " -0.183573\n", + " 0.103615\n", + " 0.158092\n", + " -0.082528\n", + " -0.050872\n", + " -0.110099\n", + " 0.117291\n", + " 0.240730\n", + " 0.101876\n", + " -0.100126\n", + " -0.104670\n", + " 0.091138\n", + " 0.068475\n", + " 0.097706\n", + " 0.153904\n", + " 0.059845\n", + " -0.075966\n", + " 0.034385\n", + " 0.021073\n", + " 0.048635\n", + " 0.082852\n", + " -0.053072\n", + " 0.124970\n", + " 0.103182\n", + " 0.020761\n", + " -0.045250\n", + " -0.004695\n", + " 0.079162\n", + " -0.068204\n", + " -0.033967\n", + " -0.054954\n", + " -0.007363\n", + " 0.083920\n", + " 0.064880\n", + " 0.001327\n", + " 0.005061\n", + " \n", + " \n", " Componente 19\n", + " 0.108048\n", + " 0.073720\n", + " 0.024898\n", + " 0.246910\n", + " -0.082136\n", + " 0.067700\n", + " 0.025727\n", + " -0.036460\n", + " 0.021726\n", + " 0.080536\n", + " 0.051200\n", + " 0.036578\n", + " -0.048128\n", + " -0.167268\n", + " -0.028549\n", + " 0.046880\n", + " -0.061778\n", + " 0.046024\n", + " -0.126702\n", + " 0.025713\n", + " 0.149417\n", + " 0.006191\n", + " -0.069939\n", + " 0.121185\n", + " 0.119457\n", + " -0.100374\n", + " 0.165344\n", + " -0.057765\n", + " 0.235113\n", + " 0.120713\n", + " -0.020701\n", + " -0.220611\n", + " 0.009452\n", + " 0.119339\n", + " 0.126784\n", + " -0.306424\n", + " 0.069249\n", + " 0.115857\n", + " 0.045373\n", + " -0.124931\n", + " -0.072291\n", + " -0.006724\n", + " 0.410175\n", + " -0.295983\n", + " 0.044729\n", + " 0.065348\n", + " -0.091453\n", + " 0.004123\n", + " 0.034359\n", + " 0.049680\n", + " -0.043380\n", + " 0.042747\n", + " -0.028207\n", + " -0.133487\n", + " 0.030884\n", + " 0.091001\n", + " -0.091987\n", + " -0.004962\n", + " -0.037831\n", + " 0.078576\n", + " 0.025279\n", + " -0.100481\n", + " 0.083931\n", + " 0.055950\n", + " 0.282774\n", + " 0.037277\n", + " 0.127790\n", + " -0.078628\n", + " -0.047518\n", + " -0.007537\n", + " 0.026731\n", + " 0.100712\n", + " \n", + " \n", " Componente 20\n", + " 0.007228\n", + " -0.068067\n", + " 0.032973\n", + " 0.060600\n", + " -0.010244\n", + " 0.030697\n", + " -0.069997\n", + " 0.064368\n", + " 0.082613\n", + " -0.071777\n", + " 0.025003\n", + " 0.003391\n", + " 0.049283\n", + " -0.131986\n", + " 0.031222\n", + " 0.025130\n", + " 0.079841\n", + " 0.022163\n", + " -0.002948\n", + " 0.033934\n", + " 0.040936\n", + " 0.066292\n", + " 0.013052\n", + " -0.034931\n", + " -0.055213\n", + " -0.196131\n", + " -0.052916\n", + " 0.149020\n", + " 0.434680\n", + " -0.096832\n", + " -0.043449\n", + " 0.054499\n", + " 0.232949\n", + " -0.157331\n", + " 0.151505\n", + " 0.124431\n", + " -0.130323\n", + " -0.243004\n", + " 0.205123\n", + " 0.156381\n", + " 0.024686\n", + " -0.181852\n", + " 0.160507\n", + " 0.181780\n", + " -0.008355\n", + " 0.010374\n", + " -0.038588\n", + " -0.355105\n", + " -0.034588\n", + " -0.011607\n", + " 0.090716\n", + " -0.013254\n", + " 0.191159\n", + " -0.001072\n", + " -0.001696\n", + " 0.153968\n", + " -0.010723\n", + " -0.071215\n", + " -0.064108\n", + " -0.043116\n", + " -0.119216\n", + " 0.018721\n", + " -0.129709\n", + " -0.084742\n", + " 0.023246\n", + " 0.023509\n", + " -0.024511\n", + " 0.008877\n", + " 0.046795\n", + " -0.036486\n", + " -0.210573\n", + " -0.107636\n", + " \n", + " \n", " Componente 21\n", + " -0.054736\n", + " 0.059297\n", + " -0.017745\n", + " 0.079797\n", + " 0.016357\n", + " 0.035656\n", + " -0.005324\n", + " 0.010916\n", + " 0.022667\n", + " -0.011888\n", + " 0.007710\n", + " 0.020384\n", + " -0.025196\n", + " -0.155162\n", + " -0.020292\n", + " -0.045244\n", + " 0.309276\n", + " 0.069037\n", + " -0.035610\n", + " 0.082683\n", + " 0.197709\n", + " 0.043733\n", + " 0.012064\n", + " -0.006059\n", + " -0.030493\n", + " 0.039602\n", + " 0.006424\n", + " -0.187332\n", + " -0.075279\n", + " 0.083820\n", + " -0.296731\n", + " -0.219704\n", + " 0.015930\n", + " 0.180736\n", + " -0.020424\n", + " 0.237521\n", + " 0.018637\n", + " 0.042749\n", + " 0.310193\n", + " 0.077626\n", + " 0.079604\n", + " 0.178861\n", + " -0.348807\n", + " 0.039549\n", + " -0.047440\n", + " -0.009485\n", + " -0.176577\n", + " 0.071219\n", + " 0.006374\n", + " 0.033018\n", + " 0.114778\n", + " 0.086276\n", + " 0.220494\n", + " 0.037971\n", + " -0.000121\n", + " 0.178168\n", + " -0.055619\n", + " -0.076849\n", + " -0.011104\n", + " 0.117613\n", + " -0.049601\n", + " 0.021110\n", + " -0.085959\n", + " -0.009801\n", + " 0.104685\n", + " -0.011075\n", + " 0.029797\n", + " -0.151819\n", + " -0.066989\n", + " -0.019865\n", + " 0.174627\n", + " 0.137305\n", + " \n", + " \n", " Componente 22\n", + " -0.029697\n", + " 0.094451\n", + " -0.009724\n", + " 0.001131\n", + " 0.038266\n", + " -0.009692\n", + " -0.024883\n", + " 0.006200\n", + " 0.007804\n", + " 0.044588\n", + " 0.054224\n", + " -0.001808\n", + " 0.002323\n", + " 0.173003\n", + " 0.016608\n", + " -0.105591\n", + " 0.217982\n", + " 0.067334\n", + " -0.040644\n", + " 0.037328\n", + " -0.066567\n", + " -0.036425\n", + " -0.073883\n", + " -0.055654\n", + " -0.015657\n", + " -0.073809\n", + " 0.089319\n", + " 0.032601\n", + " 0.232636\n", + " -0.100980\n", + " 0.501180\n", + " 0.022595\n", + " -0.304065\n", + " -0.017765\n", + " -0.144014\n", + " -0.060804\n", + " 0.202352\n", + " 0.020591\n", + " -0.064914\n", + " 0.162791\n", + " 0.030635\n", + " -0.110672\n", + " -0.119868\n", + " 0.138552\n", + " -0.010544\n", + " -0.068412\n", + " -0.186501\n", + " 0.005656\n", + " -0.049225\n", + " -0.062979\n", + " -0.113590\n", + " -0.012360\n", + " -0.034642\n", + " 0.111725\n", + " 0.067996\n", + " 0.163706\n", + " -0.005889\n", + " -0.037700\n", + " -0.048722\n", + " 0.227884\n", + " -0.108513\n", + " -0.074647\n", + " -0.052808\n", + " -0.046589\n", + " 0.260717\n", + " -0.048387\n", + " 0.008723\n", + " 0.037584\n", + " 0.075483\n", + " 0.030138\n", + " 0.210092\n", + " -0.023724\n", + " \n", + " \n", " Componente 23\n", + " 0.057330\n", + " -0.021207\n", + " 0.008590\n", + " -0.054672\n", + " -0.016603\n", + " -0.018234\n", + " 0.131823\n", + " -0.009463\n", + " 0.048027\n", + " -0.028102\n", + " -0.020482\n", + " -0.007376\n", + " -0.003616\n", + " 0.303411\n", + " 0.019645\n", + " 0.015401\n", + " -0.041778\n", + " -0.028205\n", + " 0.089117\n", + " -0.133522\n", + " 0.031082\n", + " -0.073367\n", + " -0.030682\n", + " 0.035002\n", + " 0.023705\n", + " -0.065774\n", + " 0.036030\n", + " -0.023659\n", + " 0.526122\n", + " -0.034259\n", + " -0.193525\n", + " -0.036234\n", + " 0.075260\n", + " 0.001737\n", + " -0.036665\n", + " 0.129760\n", + " -0.158792\n", + " -0.037707\n", + " -0.203911\n", + " -0.301112\n", + " 0.024971\n", + " 0.226542\n", + " -0.067682\n", + " 0.079883\n", + " 0.130753\n", + " -0.105896\n", + " 0.034436\n", + " 0.229845\n", + " 0.087274\n", + " 0.104455\n", + " -0.168863\n", + " -0.019558\n", + " 0.103447\n", + " -0.003818\n", + " 0.002285\n", + " 0.062844\n", + " 0.232866\n", + " -0.043735\n", + " -0.045199\n", + " 0.060876\n", + " -0.029595\n", + " -0.007407\n", + " 0.016653\n", + " 0.025711\n", + " -0.097604\n", + " 0.076189\n", + " 0.083058\n", + " -0.066529\n", + " -0.007395\n", + " 0.089985\n", + " 0.172802\n", + " -0.007685\n", + " \n", + " \n", " Componente 24\n", + " 0.045488\n", + " -0.081036\n", + " 0.006451\n", + " -0.004214\n", + " 0.002180\n", + " -0.009568\n", + " 0.004195\n", + " 0.016794\n", + " -0.036620\n", + " -0.025738\n", + " -0.021929\n", + " -0.019342\n", + " -0.057061\n", + " 0.202788\n", + " -0.042867\n", + " -0.100548\n", + " 0.198171\n", + " -0.052180\n", + " -0.084558\n", + " 0.037830\n", + " 0.048216\n", + " 0.000290\n", + " 0.023867\n", + " 0.037982\n", + " 0.013553\n", + " -0.134811\n", + " -0.164715\n", + " 0.054970\n", + " -0.050956\n", + " 0.178660\n", + " 0.201540\n", + " 0.148996\n", + " -0.125107\n", + " -0.213369\n", + " -0.039362\n", + " -0.024093\n", + " -0.157182\n", + " -0.136445\n", + " 0.181990\n", + " -0.144765\n", + " -0.075984\n", + " 0.182606\n", + " 0.061509\n", + " -0.317971\n", + " 0.035648\n", + " 0.049245\n", + " 0.278262\n", + " -0.238009\n", + " 0.026579\n", + " 0.023301\n", + " 0.084413\n", + " 0.002418\n", + " 0.236111\n", + " 0.064211\n", + " -0.043452\n", + " -0.087552\n", + " -0.072240\n", + " 0.013304\n", + " -0.047897\n", + " -0.136727\n", + " 0.040971\n", + " 0.055353\n", + " -0.081107\n", + " 0.019484\n", + " 0.028051\n", + " 0.010210\n", + " 0.012050\n", + " 0.026671\n", + " -0.050930\n", + " -0.025535\n", + " 0.361367\n", + " 0.192372\n", + " \n", + " \n", " Componente 25\n", + " -0.039269\n", + " -0.015175\n", + " -0.048916\n", + " 0.000708\n", + " -0.011501\n", + " 0.036275\n", + " 0.013419\n", + " 0.035606\n", + " -0.115029\n", + " -0.016022\n", + " -0.021419\n", + " 0.002245\n", + " -0.002761\n", + " -0.030146\n", + " -0.003431\n", + " -0.079697\n", + " 0.236775\n", + " -0.038704\n", + " 0.007594\n", + " -0.050744\n", + " -0.049810\n", + " 0.000035\n", + " -0.210719\n", + " 0.118677\n", + " 0.159814\n", + " 0.188260\n", + " 0.016120\n", + " -0.014362\n", + " 0.052905\n", + " -0.175363\n", + " 0.119631\n", + " 0.088487\n", + " -0.134816\n", + " -0.065330\n", + " 0.020183\n", + " -0.018706\n", + " 0.121361\n", + " 0.098811\n", + " 0.197171\n", + " 0.159350\n", + " -0.001129\n", + " 0.143092\n", + " 0.352336\n", + " 0.222088\n", + " -0.065894\n", + " 0.152956\n", + " 0.085236\n", + " 0.246109\n", + " 0.042979\n", + " 0.004749\n", + " 0.117621\n", + " 0.012130\n", + " 0.156165\n", + " -0.109718\n", + " -0.067285\n", + " 0.114209\n", + " -0.008043\n", + " -0.018874\n", + " 0.111379\n", + " -0.035329\n", + " 0.056857\n", + " -0.064509\n", + " 0.064921\n", + " 0.019964\n", + " -0.413374\n", + " 0.138233\n", + " 0.160575\n", + " -0.092766\n", + " -0.075897\n", + " 0.068419\n", + " -0.024309\n", + " 0.024307\n", + " \n", + " \n", " Componente 26\n", + " -0.065467\n", + " -0.188864\n", + " -0.008537\n", + " 0.057215\n", + " 0.031255\n", + " -0.027330\n", + " 0.108490\n", + " -0.009432\n", + " 0.022236\n", + " 0.015139\n", + " 0.013618\n", + " -0.005015\n", + " -0.046551\n", + " 0.332114\n", + " -0.011630\n", + " 0.074747\n", + " -0.249944\n", + " -0.042576\n", + " -0.019146\n", + " 0.077454\n", + " 0.032759\n", + " 0.051926\n", + " -0.248670\n", + " 0.054279\n", + " 0.076009\n", + " 0.058516\n", + " 0.018554\n", + " -0.227847\n", + " -0.164922\n", + " -0.000572\n", + " -0.071021\n", + " -0.254921\n", + " -0.157235\n", + " -0.067642\n", + " 0.114739\n", + " 0.121724\n", + " -0.212652\n", + " -0.293349\n", + " 0.178803\n", + " 0.104750\n", + " -0.055333\n", + " -0.054513\n", + " 0.176251\n", + " 0.285423\n", + " -0.056313\n", + " -0.004621\n", + " -0.085412\n", + " 0.059134\n", + " -0.074498\n", + " -0.063154\n", + " -0.088025\n", + " -0.016687\n", + " -0.096270\n", + " 0.033566\n", + " 0.012884\n", + " -0.092062\n", + " -0.092305\n", + " -0.007284\n", + " -0.019400\n", + " -0.075192\n", + " 0.090300\n", + " -0.047695\n", + " -0.075443\n", + " -0.069637\n", + " 0.228950\n", + " 0.127024\n", + " 0.046842\n", + " 0.078179\n", + " 0.037865\n", + " 0.036418\n", + " 0.100784\n", + " 0.010172\n", + " \n", + " \n", " Componente 27\n", + " 0.081920\n", + " 0.139603\n", + " -0.041022\n", + " -0.046854\n", + " -0.007546\n", + " 0.028574\n", + " 0.043849\n", + " 0.049744\n", + " -0.021114\n", + " 0.037579\n", + " 0.081803\n", + " 0.025012\n", + " -0.033711\n", + " 0.090720\n", + " -0.001209\n", + " -0.012485\n", + " 0.120988\n", + " 0.084280\n", + " -0.054401\n", + " 0.002157\n", + " -0.106204\n", + " -0.043166\n", + " 0.100673\n", + " -0.076709\n", + " -0.076187\n", + " -0.007992\n", + " 0.287459\n", + " 0.085196\n", + " -0.233764\n", + " -0.181459\n", + " -0.185667\n", + " -0.161409\n", + " -0.111078\n", + " -0.281733\n", + " 0.011218\n", + " -0.173590\n", + " -0.137618\n", + " 0.053048\n", + " 0.133024\n", + " -0.127129\n", + " 0.002223\n", + " 0.103586\n", + " 0.069142\n", + " 0.106126\n", + " 0.125462\n", + " -0.097971\n", + " -0.219534\n", + " -0.402648\n", + " 0.003273\n", + " -0.017562\n", + " -0.155039\n", + " 0.033981\n", + " -0.124381\n", + " -0.130765\n", + " 0.038709\n", + " 0.043842\n", + " 0.156620\n", + " -0.068881\n", + " 0.058524\n", + " 0.097049\n", + " -0.126017\n", + " -0.013539\n", + " 0.108246\n", + " 0.073491\n", + " -0.225992\n", + " 0.014610\n", + " -0.051981\n", + " -0.028879\n", + " 0.030694\n", + " 0.043313\n", + " 0.071693\n", + " 0.092883\n", + " \n", + " \n", " Componente 28\n", + " -0.068205\n", + " 0.027039\n", + " -0.063268\n", + " -0.119599\n", + " 0.042137\n", + " 0.012213\n", + " 0.026663\n", + " 0.001589\n", + " -0.002674\n", + " -0.003243\n", + " -0.002598\n", + " 0.016136\n", + " 0.006720\n", + " -0.182158\n", + " 0.000599\n", + " 0.074908\n", + " -0.101369\n", + " -0.017606\n", + " 0.038403\n", + " 0.003671\n", + " 0.003147\n", + " -0.003649\n", + " -0.034834\n", + " 0.130616\n", + " 0.171485\n", + " -0.396637\n", + " 0.083784\n", + " -0.039889\n", + " 0.215599\n", + " 0.164412\n", + " -0.010276\n", + " -0.136760\n", + " -0.280000\n", + " -0.146107\n", + " 0.006512\n", + " 0.016301\n", + " 0.165065\n", + " 0.024174\n", + " 0.019614\n", + " -0.052032\n", + " 0.113122\n", + " -0.120208\n", + " -0.251196\n", + " 0.125710\n", + " -0.090200\n", + " 0.112190\n", + " -0.080410\n", + " -0.097156\n", + " -0.074429\n", + " -0.038139\n", + " 0.004344\n", + " 0.012570\n", + " -0.125804\n", + " 0.059513\n", + " -0.059116\n", + " -0.265765\n", + " -0.114111\n", + " 0.048398\n", + " -0.023962\n", + " -0.254716\n", + " 0.010872\n", + " 0.136276\n", + " 0.134360\n", + " 0.049726\n", + " -0.199851\n", + " 0.039297\n", + " 0.130360\n", + " -0.154674\n", + " -0.181546\n", + " 0.011305\n", + " 0.033052\n", + " 0.074034\n", + " \n", + " \n", " Componente 29\n", + " -0.046830\n", + " 0.022188\n", + " -0.002982\n", + " -0.030653\n", + " 0.018353\n", + " -0.016957\n", + " 0.002302\n", + " 0.001320\n", + " -0.031668\n", + " -0.031417\n", + " -0.041916\n", + " -0.083682\n", + " 0.030551\n", + " 0.459198\n", + " 0.006306\n", + " 0.027642\n", + " 0.049812\n", + " -0.021603\n", + " -0.036810\n", + " 0.094597\n", + " -0.080655\n", + " 0.083199\n", + " -0.127996\n", + " 0.095450\n", + " 0.117154\n", + " -0.082868\n", + " -0.247622\n", + " -0.041778\n", + " -0.044404\n", + " 0.057229\n", + " -0.199999\n", + " 0.118457\n", + " 0.144891\n", + " -0.007021\n", + " 0.112893\n", + " -0.279865\n", + " 0.111527\n", + " 0.214171\n", + " -0.000390\n", + " -0.125629\n", + " -0.044138\n", + " -0.210444\n", + " -0.172360\n", + " 0.012276\n", + " -0.123778\n", + " 0.022000\n", + " -0.013813\n", + " -0.094169\n", + " -0.063597\n", + " -0.062685\n", + " 0.072492\n", + " -0.071889\n", + " 0.103214\n", + " -0.041751\n", + " 0.018814\n", + " 0.144712\n", + " -0.240938\n", + " -0.057470\n", + " -0.013722\n", + " 0.187191\n", + " -0.104525\n", + " 0.000089\n", + " 0.109675\n", + " -0.050753\n", + " -0.007602\n", + " 0.119814\n", + " -0.036028\n", + " -0.091740\n", + " -0.063685\n", + " 0.237140\n", + " -0.169649\n", + " 0.052153\n", + " \n", + " \n", " Componente 30\n", - " Componente 31\n", - " Componente 32\n", - " Componente 33\n", - " Componente 34\n", - " Componente 35\n", + " -0.011599\n", + " 0.014528\n", + " 0.043466\n", + " 0.056565\n", + " -0.014455\n", + " 0.060184\n", + " 0.061788\n", + " -0.003767\n", + " 0.032546\n", + " 0.013781\n", + " 0.021931\n", + " 0.029649\n", + " -0.038510\n", + " 0.022139\n", + " -0.008130\n", + " 0.007945\n", + " 0.005011\n", + " 0.085975\n", + " -0.106705\n", + " 0.024112\n", + " 0.009202\n", + " 0.015369\n", + " -0.086498\n", + " -0.013676\n", + " -0.031820\n", + " -0.388095\n", + " 0.001960\n", + " 0.333225\n", + " -0.201928\n", + " 0.068418\n", + " -0.314099\n", + " 0.226766\n", + " -0.186771\n", + " -0.129636\n", + " -0.127952\n", + " 0.291332\n", + " 0.023372\n", + " -0.044584\n", + " -0.122916\n", + " 0.126741\n", + " 0.143186\n", + " 0.022423\n", + " 0.213461\n", + " -0.116739\n", + " -0.056303\n", + " 0.059563\n", + " -0.031557\n", + " 0.253399\n", + " -0.018509\n", + " -0.029116\n", + " -0.147489\n", + " 0.052021\n", + " 0.047561\n", + " 0.019364\n", + " 0.003181\n", + " 0.120524\n", + " -0.138087\n", + " -0.067394\n", + " 0.005168\n", + " 0.107572\n", + " -0.124679\n", + " -0.053091\n", + " 0.193040\n", + " 0.037725\n", + " 0.049188\n", + " 0.009742\n", + " -0.046930\n", + " 0.063150\n", + " 0.002848\n", + " -0.061598\n", + " 0.003375\n", + " -0.101208\n", " \n", - " \n", - " \n", " \n", - " 0\n", - " 2.086023\n", - " 0.487331\n", - " -1.636096\n", - " 1.655411\n", - " -0.293721\n", - " 1.253845\n", - " -0.443370\n", - " -0.325633\n", - " -1.881395\n", - " 0.777237\n", - " 0.352204\n", - " -0.255492\n", - " 0.201481\n", - " 1.117356\n", - " 0.249987\n", - " 0.880656\n", - " -0.397259\n", - " -0.078552\n", - " -0.176288\n", - " 0.051198\n", - " -0.086396\n", - " 1.123069\n", - " -0.105803\n", - " 0.584087\n", - " 0.015183\n", - " -0.544823\n", - " -0.138332\n", - " 1.220088\n", - " 0.103487\n", - " 0.790376\n", - " 0.069902\n", - " -0.215102\n", - " 0.162701\n", - " -0.678229\n", - " -0.715790\n", + " Componente 31\n", + " 0.027948\n", + " 0.173852\n", + " 0.023732\n", + " 0.015118\n", + " -0.023145\n", + " -0.013157\n", + " -0.040340\n", + " -0.061909\n", + " -0.008493\n", + " 0.027825\n", + " -0.039460\n", + " -0.021514\n", + " 0.014964\n", + " 0.145892\n", + " 0.010102\n", + " 0.130156\n", + " -0.360083\n", + " -0.006465\n", + " 0.007709\n", + " -0.078165\n", + " -0.027256\n", + " -0.000283\n", + " 0.094268\n", + " 0.072046\n", + " 0.062521\n", + " 0.204583\n", + " 0.014595\n", + " 0.009970\n", + " 0.172137\n", + " -0.192515\n", + " -0.128368\n", + " 0.322536\n", + " -0.054385\n", + " -0.220784\n", + " 0.072055\n", + " 0.031250\n", + " 0.148968\n", + " 0.164810\n", + " 0.403781\n", + " 0.201907\n", + " 0.038751\n", + " 0.095946\n", + " -0.060764\n", + " -0.205144\n", + " 0.012389\n", + " -0.031192\n", + " -0.098957\n", + " 0.080313\n", + " -0.054251\n", + " -0.035238\n", + " -0.049630\n", + " 0.104832\n", + " -0.026682\n", + " -0.002406\n", + " -0.000555\n", + " -0.121563\n", + " 0.028758\n", + " 0.043338\n", + " -0.004581\n", + " 0.006425\n", + " -0.123033\n", + " 0.155655\n", + " -0.163362\n", + " 0.089457\n", + " 0.124138\n", + " -0.123276\n", + " 0.033411\n", + " -0.049857\n", + " -0.026897\n", + " -0.061795\n", + " 0.049100\n", + " 0.025437\n", " \n", " \n", - " 1\n", - " 0.276983\n", - " -2.127506\n", - " 0.998719\n", - " 0.234631\n", - " -0.956191\n", - " 0.098591\n", - " -1.108876\n", - " -0.188177\n", - " 0.578906\n", - " -0.565677\n", - " -0.252934\n", - " 0.418394\n", - " 0.151380\n", - " -2.541263\n", - " 0.174325\n", - " -0.005346\n", - " -0.389744\n", - " -1.240376\n", - " -0.199871\n", - " -0.721116\n", - " 2.784452\n", - " 1.203013\n", - " -0.421253\n", - " -1.219584\n", - " 1.302100\n", - " 1.244421\n", - " 1.191890\n", - " -0.732918\n", - " 0.656391\n", - " -0.371636\n", - " -0.383827\n", - " -0.786843\n", - " -1.659307\n", - " 0.455604\n", - " 0.222919\n", + " Componente 32\n", + " -0.050776\n", + " -0.102335\n", + " -0.034294\n", + " -0.020722\n", + " 0.002257\n", + " 0.076173\n", + " 0.100365\n", + " -0.072942\n", + " -0.018068\n", + " 0.024780\n", + " -0.057520\n", + " 0.000342\n", + " -0.037291\n", + " -0.026511\n", + " -0.033180\n", + " 0.054124\n", + " -0.249252\n", + " 0.057932\n", + " -0.190808\n", + " 0.016091\n", + " -0.026560\n", + " -0.052410\n", + " -0.105839\n", + " -0.005811\n", + " 0.007521\n", + " 0.028531\n", + " 0.055847\n", + " 0.013730\n", + " -0.011675\n", + " 0.114127\n", + " 0.219163\n", + " 0.012248\n", + " 0.369697\n", + " 0.131303\n", + " -0.025691\n", + " 0.050037\n", + " -0.007126\n", + " -0.051460\n", + " 0.203936\n", + " -0.030496\n", + " 0.070749\n", + " 0.051215\n", + " -0.110762\n", + " -0.103504\n", + " -0.102489\n", + " 0.140708\n", + " -0.026447\n", + " -0.101156\n", + " -0.036091\n", + " -0.042254\n", + " -0.245346\n", + " -0.028484\n", + " -0.164029\n", + " 0.124972\n", + " 0.032383\n", + " 0.286916\n", + " -0.147854\n", + " 0.055376\n", + " 0.005418\n", + " 0.089349\n", + " -0.116450\n", + " -0.040893\n", + " 0.091809\n", + " -0.043938\n", + " -0.354592\n", + " 0.037439\n", + " 0.122969\n", + " 0.043698\n", + " 0.051780\n", + " -0.120804\n", + " 0.256018\n", + " -0.147517\n", " \n", " \n", - " 2\n", - " 2.570060\n", - " 0.193649\n", - " -1.286517\n", - " 1.320644\n", - " -0.467277\n", - " 1.543007\n", - " 0.027282\n", - " 0.526996\n", - " -1.124103\n", - " 0.317796\n", - " 0.753949\n", - " -0.447388\n", - " 0.405326\n", - " 0.184773\n", - " -0.195937\n", - " -0.343427\n", - " -0.044659\n", - " 0.129234\n", - " -0.175897\n", - " 0.765905\n", - " -0.013481\n", - " -0.099593\n", - " 0.044392\n", - " 0.445865\n", - " -0.840266\n", - " -0.100247\n", - " -0.114570\n", - " 0.260099\n", - " 0.505312\n", - " 0.365653\n", - " 0.027949\n", - " 0.643140\n", - " 1.014907\n", - " 0.618500\n", - " -0.333814\n", + " Componente 33\n", + " -0.037038\n", + " 0.117384\n", + " 0.007069\n", + " 0.125458\n", + " 0.012261\n", + " 0.076417\n", + " 0.085047\n", + " 0.004698\n", + " 0.002325\n", + " -0.084330\n", + " -0.079198\n", + " -0.042135\n", + " 0.021361\n", + " -0.118311\n", + " -0.024201\n", + " -0.062085\n", + " -0.131273\n", + " 0.082631\n", + " -0.017597\n", + " -0.041904\n", + " -0.011380\n", + " -0.038233\n", + " 0.010452\n", + " 0.095592\n", + " 0.062061\n", + " 0.097121\n", + " -0.349677\n", + " -0.243519\n", + " -0.043198\n", + " 0.169235\n", + " 0.219438\n", + " -0.027889\n", + " -0.079505\n", + " -0.201926\n", + " 0.020093\n", + " 0.174772\n", + " -0.044088\n", + " -0.147665\n", + " -0.084467\n", + " 0.065207\n", + " 0.080713\n", + " 0.230606\n", + " 0.015906\n", + " -0.037974\n", + " -0.007588\n", + " -0.104292\n", + " -0.027015\n", + " -0.183503\n", + " 0.004979\n", + " 0.029303\n", + " -0.043545\n", + " 0.069813\n", + " 0.022269\n", + " -0.060919\n", + " -0.062087\n", + " -0.046223\n", + " 0.173126\n", + " 0.045841\n", + " -0.031919\n", + " 0.351454\n", + " -0.088741\n", + " 0.007779\n", + " 0.296230\n", + " 0.029102\n", + " 0.050703\n", + " 0.045390\n", + " 0.050625\n", + " -0.173762\n", + " -0.093748\n", + " 0.094510\n", + " -0.239763\n", + " -0.083647\n", " \n", " \n", - " 3\n", - " -1.542374\n", - " 1.138250\n", - " 1.616474\n", - " 0.331522\n", - " -0.664389\n", - " 1.350558\n", - " 0.089716\n", - " -0.634392\n", - " -1.829860\n", - " 1.143344\n", - " 1.452110\n", - " 2.108435\n", - " -0.711996\n", - " -1.841847\n", - " -0.690388\n", - " 0.939147\n", - " 3.153941\n", - " -0.869455\n", - " -0.055536\n", - " 0.751966\n", - " -2.316076\n", - " -0.875450\n", - " 0.437981\n", - " -0.429280\n", - " 0.008788\n", - " 0.177831\n", - " 0.819198\n", - " 1.245509\n", - " -0.646606\n", - " 1.275321\n", - " -0.706839\n", - " -1.336931\n", - " -0.385661\n", - " 1.124427\n", - " -1.597467\n", + " Componente 34\n", + " -0.015075\n", + " 0.096642\n", + " -0.015624\n", + " 0.139155\n", + " 0.022755\n", + " 0.096512\n", + " 0.005090\n", + " 0.019438\n", + " 0.086545\n", + " -0.011744\n", + " 0.040204\n", + " 0.006597\n", + " 0.035823\n", + " -0.077989\n", + " 0.027396\n", + " 0.027019\n", + " -0.019596\n", + " -0.109809\n", + " 0.109590\n", + " -0.009874\n", + " 0.061445\n", + " 0.024611\n", + " -0.235148\n", + " -0.026720\n", + " -0.018743\n", + " -0.074670\n", + " 0.283661\n", + " -0.265785\n", + " -0.191125\n", + " -0.212248\n", + " 0.042520\n", + " 0.057060\n", + " 0.008055\n", + " -0.133770\n", + " 0.082279\n", + " 0.172618\n", + " 0.303073\n", + " -0.088445\n", + " 0.059744\n", + " -0.366771\n", + " 0.182488\n", + " -0.226398\n", + " -0.018297\n", + " -0.149399\n", + " 0.044719\n", + " -0.081467\n", + " 0.283887\n", + " -0.003590\n", + " -0.041118\n", + " -0.032769\n", + " 0.056538\n", + " -0.033243\n", + " 0.119596\n", + " 0.088533\n", + " 0.025725\n", + " 0.064576\n", + " 0.167454\n", + " 0.025914\n", + " -0.048147\n", + " 0.070569\n", + " -0.095063\n", + " 0.042789\n", + " -0.072049\n", + " -0.051964\n", + " 0.004935\n", + " 0.120792\n", + " 0.050657\n", + " 0.084531\n", + " 0.048994\n", + " 0.070997\n", + " -0.027819\n", + " -0.061194\n", " \n", " \n", - " 4\n", - " 4.857378\n", - " 1.147920\n", - " 0.424444\n", - " 1.608957\n", - " -0.434772\n", - " 1.111311\n", - " 0.066181\n", - " 0.392422\n", - " -1.433670\n", - " 0.622448\n", - " 0.660114\n", - " -0.149549\n", - " 0.264721\n", - " -0.815892\n", - " 0.208525\n", - " -1.140809\n", - " 0.411941\n", - " -0.574973\n", - " 0.424221\n", - " 0.235374\n", - " 0.338634\n", - " -0.949593\n", - " 0.367813\n", - " 0.304455\n", - " -0.383572\n", - " -0.265199\n", - " -0.129605\n", - " -0.197048\n", - " 1.125231\n", - " -0.098627\n", - " 0.591579\n", - " 0.861409\n", - " 0.925523\n", - " 0.628886\n", - " 0.128260\n", + " Componente 35\n", + " -0.033484\n", + " 0.094381\n", + " 0.006751\n", + " 0.010579\n", + " 0.037713\n", + " 0.078002\n", + " 0.070517\n", + " 0.056433\n", + " -0.046045\n", + " -0.064993\n", + " -0.023723\n", + " 0.013654\n", + " 0.034644\n", + " -0.116876\n", + " 0.028010\n", + " 0.066009\n", + " -0.030282\n", + " 0.093520\n", + " -0.072366\n", + " 0.030869\n", + " 0.106883\n", + " 0.000175\n", + " -0.041913\n", + " -0.025008\n", + " -0.032273\n", + " -0.173080\n", + " -0.322100\n", + " 0.223027\n", + " -0.184304\n", + " 0.017950\n", + " 0.107303\n", + " -0.096938\n", + " 0.211597\n", + " 0.047216\n", + " -0.013124\n", + " -0.204259\n", + " 0.016781\n", + " 0.122981\n", + " 0.140601\n", + " -0.017380\n", + " 0.090059\n", + " -0.056174\n", + " 0.147625\n", + " 0.157665\n", + " 0.062042\n", + " -0.118058\n", + " -0.079812\n", + " 0.207819\n", + " -0.022855\n", + " -0.011285\n", + " -0.064578\n", + " -0.050747\n", + " 0.026542\n", + " 0.106308\n", + " 0.017056\n", + " -0.180981\n", + " 0.363595\n", + " -0.047363\n", + " -0.001307\n", + " -0.103357\n", + " -0.212935\n", + " 0.179504\n", + " -0.140044\n", + " -0.109844\n", + " 0.057800\n", + " 0.107537\n", + " 0.040922\n", + " -0.025558\n", + " -0.102104\n", + " 0.225686\n", + " 0.202459\n", + " -0.040905\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", - "0 2.086023 0.487331 -1.636096 1.655411 -0.293721 \n", - "1 0.276983 -2.127506 0.998719 0.234631 -0.956191 \n", - "2 2.570060 0.193649 -1.286517 1.320644 -0.467277 \n", - "3 -1.542374 1.138250 1.616474 0.331522 -0.664389 \n", - "4 4.857378 1.147920 0.424444 1.608957 -0.434772 \n", + " MSSubClass LotArea OverallQual OverallCond YearBuilt \\\n", + "Componente 1 -0.007579 0.070135 0.264122 -0.070903 0.240467 \n", + "Componente 2 0.103556 -0.030523 0.060625 -0.007314 -0.124464 \n", + "Componente 3 -0.165448 0.278575 -0.026592 0.093002 -0.224060 \n", + "Componente 4 0.315788 -0.036351 -0.038554 0.044530 0.053115 \n", + "Componente 5 0.317541 0.018000 0.010666 -0.164626 -0.006152 \n", + "Componente 6 -0.052117 0.114109 0.012998 0.219203 -0.043970 \n", + "Componente 7 0.040950 0.174601 -0.086634 -0.273895 0.093478 \n", + "Componente 8 -0.007873 0.246659 -0.032866 -0.114282 0.030560 \n", + "Componente 9 -0.039398 0.025986 0.077090 0.192895 0.018566 \n", + "Componente 10 -0.287259 -0.009057 -0.052190 -0.154685 0.035804 \n", + "Componente 11 -0.046294 -0.076221 0.016490 -0.174755 0.053018 \n", + "Componente 12 0.176704 -0.030713 0.098456 0.163451 -0.130784 \n", + "Componente 13 -0.051835 0.019303 0.024491 0.115577 -0.045395 \n", + "Componente 14 -0.012902 -0.002253 0.042553 -0.127379 -0.005567 \n", + "Componente 15 -0.006484 0.127119 -0.067651 0.059404 0.059027 \n", + "Componente 16 0.024481 -0.010234 -0.023490 0.019152 -0.025403 \n", + "Componente 17 0.067588 0.022290 0.059491 -0.015318 -0.028653 \n", + "Componente 18 0.044261 0.021548 -0.056213 -0.056927 0.044880 \n", + "Componente 19 0.108048 0.073720 0.024898 0.246910 -0.082136 \n", + "Componente 20 0.007228 -0.068067 0.032973 0.060600 -0.010244 \n", + "Componente 21 -0.054736 0.059297 -0.017745 0.079797 0.016357 \n", + "Componente 22 -0.029697 0.094451 -0.009724 0.001131 0.038266 \n", + "Componente 23 0.057330 -0.021207 0.008590 -0.054672 -0.016603 \n", + "Componente 24 0.045488 -0.081036 0.006451 -0.004214 0.002180 \n", + "Componente 25 -0.039269 -0.015175 -0.048916 0.000708 -0.011501 \n", + "Componente 26 -0.065467 -0.188864 -0.008537 0.057215 0.031255 \n", + "Componente 27 0.081920 0.139603 -0.041022 -0.046854 -0.007546 \n", + "Componente 28 -0.068205 0.027039 -0.063268 -0.119599 0.042137 \n", + "Componente 29 -0.046830 0.022188 -0.002982 -0.030653 0.018353 \n", + "Componente 30 -0.011599 0.014528 0.043466 0.056565 -0.014455 \n", + "Componente 31 0.027948 0.173852 0.023732 0.015118 -0.023145 \n", + "Componente 32 -0.050776 -0.102335 -0.034294 -0.020722 0.002257 \n", + "Componente 33 -0.037038 0.117384 0.007069 0.125458 0.012261 \n", + "Componente 34 -0.015075 0.096642 -0.015624 0.139155 0.022755 \n", + "Componente 35 -0.033484 0.094381 0.006751 0.010579 0.037713 \n", "\n", - " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", - "0 1.253845 -0.443370 -0.325633 -1.881395 0.777237 \n", - "1 0.098591 -1.108876 -0.188177 0.578906 -0.565677 \n", - "2 1.543007 0.027282 0.526996 -1.124103 0.317796 \n", - "3 1.350558 0.089716 -0.634392 -1.829860 1.143344 \n", - "4 1.111311 0.066181 0.392422 -1.433670 0.622448 \n", + " YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF \\\n", + "Componente 1 0.203251 0.157178 0.123759 -0.014267 0.083910 \n", + "Componente 2 -0.001323 0.017178 -0.260295 -0.120004 0.209206 \n", + "Componente 3 -0.182413 0.067685 0.191344 0.171895 -0.081380 \n", + "Componente 4 -0.034443 0.054819 0.067178 0.068185 -0.308513 \n", + "Componente 5 0.006615 0.018088 0.191150 -0.016334 -0.153011 \n", + "Componente 6 0.174030 -0.137146 0.049858 0.059889 -0.226832 \n", + "Componente 7 -0.069736 -0.131938 -0.239595 0.336088 0.033743 \n", + "Componente 8 -0.113689 0.048037 0.033541 -0.417078 0.087252 \n", + "Componente 9 0.119493 -0.117769 -0.225134 0.191368 0.150183 \n", + "Componente 10 -0.060720 -0.084435 0.119166 -0.055203 -0.197771 \n", + "Componente 11 -0.102338 0.236479 -0.002343 0.050250 -0.003513 \n", + "Componente 12 -0.006095 0.033107 0.035681 -0.035685 -0.060792 \n", + "Componente 13 -0.011895 0.231596 -0.063317 0.009259 -0.065360 \n", + "Componente 14 -0.085172 0.145757 -0.048070 0.199681 0.033392 \n", + "Componente 15 0.070334 0.160066 -0.043478 0.051425 0.028307 \n", + "Componente 16 0.051962 0.019347 0.018907 -0.129211 -0.024301 \n", + "Componente 17 -0.055584 -0.032494 -0.084183 0.061503 0.090218 \n", + "Componente 18 -0.006240 -0.183489 0.032918 -0.057849 0.007729 \n", + "Componente 19 0.067700 0.025727 -0.036460 0.021726 0.080536 \n", + "Componente 20 0.030697 -0.069997 0.064368 0.082613 -0.071777 \n", + "Componente 21 0.035656 -0.005324 0.010916 0.022667 -0.011888 \n", + "Componente 22 -0.009692 -0.024883 0.006200 0.007804 0.044588 \n", + "Componente 23 -0.018234 0.131823 -0.009463 0.048027 -0.028102 \n", + "Componente 24 -0.009568 0.004195 0.016794 -0.036620 -0.025738 \n", + "Componente 25 0.036275 0.013419 0.035606 -0.115029 -0.016022 \n", + "Componente 26 -0.027330 0.108490 -0.009432 0.022236 0.015139 \n", + "Componente 27 0.028574 0.043849 0.049744 -0.021114 0.037579 \n", + "Componente 28 0.012213 0.026663 0.001589 -0.002674 -0.003243 \n", + "Componente 29 -0.016957 0.002302 0.001320 -0.031668 -0.031417 \n", + "Componente 30 0.060184 0.061788 -0.003767 0.032546 0.013781 \n", + "Componente 31 -0.013157 -0.040340 -0.061909 -0.008493 0.027825 \n", + "Componente 32 0.076173 0.100365 -0.072942 -0.018068 0.024780 \n", + "Componente 33 0.076417 0.085047 0.004698 0.002325 -0.084330 \n", + "Componente 34 0.096512 0.005090 0.019438 0.086545 -0.011744 \n", + "Componente 35 0.078002 0.070517 0.056433 -0.046045 -0.064993 \n", "\n", - " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", - "0 0.352204 -0.255492 0.201481 1.117356 0.249987 \n", - "1 -0.252934 0.418394 0.151380 -2.541263 0.174325 \n", - "2 0.753949 -0.447388 0.405326 0.184773 -0.195937 \n", - "3 1.452110 2.108435 -0.711996 -1.841847 -0.690388 \n", - "4 0.660114 -0.149549 0.264721 -0.815892 0.208525 \n", + " TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", + "Componente 1 0.207934 0.196217 0.086759 -0.026199 0.214002 \n", + "Componente 2 -0.104028 -0.064819 0.349385 0.102529 0.252043 \n", + "Componente 3 0.180172 0.256707 0.035048 0.085697 0.225900 \n", + "Componente 4 -0.215822 -0.211765 0.284642 -0.037269 0.077218 \n", + "Componente 5 0.038608 0.062956 -0.032983 0.046177 0.023189 \n", + "Componente 6 -0.154610 -0.187897 0.149987 0.059482 -0.008131 \n", + "Componente 7 -0.091523 -0.009411 -0.023321 -0.005488 -0.026804 \n", + "Componente 8 -0.030616 -0.062543 0.011311 -0.081789 -0.044184 \n", + "Componente 9 -0.012425 -0.034172 -0.027952 0.068845 -0.041990 \n", + "Componente 10 -0.095605 -0.119914 0.077784 -0.063757 -0.029501 \n", + "Componente 11 0.012503 -0.001409 -0.028201 -0.016520 -0.025992 \n", + "Componente 12 -0.037256 -0.060126 0.048644 0.133254 0.008506 \n", + "Componente 13 -0.128253 -0.076432 0.033404 -0.244257 -0.051082 \n", + "Componente 14 0.057084 -0.045550 0.060968 0.004144 0.017520 \n", + "Componente 15 0.002219 -0.020944 -0.043752 -0.090559 -0.060133 \n", + "Componente 16 -0.052333 0.029172 0.018722 0.108635 0.047066 \n", + "Componente 17 0.025963 -0.029780 0.031001 -0.179378 -0.012754 \n", + "Componente 18 0.020735 0.027893 -0.022136 0.007495 0.002825 \n", + "Componente 19 0.051200 0.036578 -0.048128 -0.167268 -0.028549 \n", + "Componente 20 0.025003 0.003391 0.049283 -0.131986 0.031222 \n", + "Componente 21 0.007710 0.020384 -0.025196 -0.155162 -0.020292 \n", + "Componente 22 0.054224 -0.001808 0.002323 0.173003 0.016608 \n", + "Componente 23 -0.020482 -0.007376 -0.003616 0.303411 0.019645 \n", + "Componente 24 -0.021929 -0.019342 -0.057061 0.202788 -0.042867 \n", + "Componente 25 -0.021419 0.002245 -0.002761 -0.030146 -0.003431 \n", + "Componente 26 0.013618 -0.005015 -0.046551 0.332114 -0.011630 \n", + "Componente 27 0.081803 0.025012 -0.033711 0.090720 -0.001209 \n", + "Componente 28 -0.002598 0.016136 0.006720 -0.182158 0.000599 \n", + "Componente 29 -0.041916 -0.083682 0.030551 0.459198 0.006306 \n", + "Componente 30 0.021931 0.029649 -0.038510 0.022139 -0.008130 \n", + "Componente 31 -0.039460 -0.021514 0.014964 0.145892 0.010102 \n", + "Componente 32 -0.057520 0.000342 -0.037291 -0.026511 -0.033180 \n", + "Componente 33 -0.079198 -0.042135 0.021361 -0.118311 -0.024201 \n", + "Componente 34 0.040204 0.006597 0.035823 -0.077989 0.027396 \n", + "Componente 35 -0.023723 0.013654 0.034644 -0.116876 0.028010 \n", "\n", - " Componente 16 Componente 17 Componente 18 Componente 19 Componente 20 \\\n", - "0 0.880656 -0.397259 -0.078552 -0.176288 0.051198 \n", - "1 -0.005346 -0.389744 -1.240376 -0.199871 -0.721116 \n", - "2 -0.343427 -0.044659 0.129234 -0.175897 0.765905 \n", - "3 0.939147 3.153941 -0.869455 -0.055536 0.751966 \n", - "4 -1.140809 0.411941 -0.574973 0.424221 0.235374 \n", + " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", + "Componente 1 0.073985 -0.009359 0.208692 0.102336 0.048705 \n", + "Componente 2 -0.259643 -0.038474 0.185477 0.159383 0.278883 \n", + "Componente 3 0.128650 0.068275 -0.016778 -0.026263 0.197799 \n", + "Componente 4 0.069556 0.069686 0.029118 0.296698 0.129387 \n", + "Componente 5 0.221673 -0.068461 0.041616 -0.076829 -0.160711 \n", + "Componente 6 0.132179 0.041361 -0.066255 0.107288 -0.049968 \n", + "Componente 7 -0.104973 0.022847 0.091984 -0.053155 0.017736 \n", + "Componente 8 -0.081490 -0.017822 -0.067470 0.089025 -0.047658 \n", + "Componente 9 -0.207392 0.099547 -0.029841 0.039421 -0.116587 \n", + "Componente 10 0.130682 -0.174046 -0.038794 0.130969 0.041899 \n", + "Componente 11 -0.051828 0.214556 -0.071031 0.050475 -0.062590 \n", + "Componente 12 0.008447 0.108528 -0.108042 0.026424 -0.160344 \n", + "Componente 13 -0.124482 0.140734 -0.074365 0.055339 -0.141498 \n", + "Componente 14 0.051587 -0.264739 -0.121830 0.231382 -0.075315 \n", + "Componente 15 -0.009068 0.037727 0.033098 -0.031392 0.093233 \n", + "Componente 16 -0.025311 0.058590 0.043910 -0.053917 0.003018 \n", + "Componente 17 0.022963 -0.191531 -0.077576 0.035819 -0.145717 \n", + "Componente 18 0.017392 -0.089174 0.056159 0.022202 0.002835 \n", + "Componente 19 0.046880 -0.061778 0.046024 -0.126702 0.025713 \n", + "Componente 20 0.025130 0.079841 0.022163 -0.002948 0.033934 \n", + "Componente 21 -0.045244 0.309276 0.069037 -0.035610 0.082683 \n", + "Componente 22 -0.105591 0.217982 0.067334 -0.040644 0.037328 \n", + "Componente 23 0.015401 -0.041778 -0.028205 0.089117 -0.133522 \n", + "Componente 24 -0.100548 0.198171 -0.052180 -0.084558 0.037830 \n", + "Componente 25 -0.079697 0.236775 -0.038704 0.007594 -0.050744 \n", + "Componente 26 0.074747 -0.249944 -0.042576 -0.019146 0.077454 \n", + "Componente 27 -0.012485 0.120988 0.084280 -0.054401 0.002157 \n", + "Componente 28 0.074908 -0.101369 -0.017606 0.038403 0.003671 \n", + "Componente 29 0.027642 0.049812 -0.021603 -0.036810 0.094597 \n", + "Componente 30 0.007945 0.005011 0.085975 -0.106705 0.024112 \n", + "Componente 31 0.130156 -0.360083 -0.006465 0.007709 -0.078165 \n", + "Componente 32 0.054124 -0.249252 0.057932 -0.190808 0.016091 \n", + "Componente 33 -0.062085 -0.131273 0.082631 -0.017597 -0.041904 \n", + "Componente 34 0.027019 -0.019596 -0.109809 0.109590 -0.009874 \n", + "Componente 35 0.066009 -0.030282 0.093520 -0.072366 0.030869 \n", "\n", - " Componente 21 Componente 22 Componente 23 Componente 24 Componente 25 \\\n", - "0 -0.086396 1.123069 -0.105803 0.584087 0.015183 \n", - "1 2.784452 1.203013 -0.421253 -1.219584 1.302100 \n", - "2 -0.013481 -0.099593 0.044392 0.445865 -0.840266 \n", - "3 -2.316076 -0.875450 0.437981 -0.429280 0.008788 \n", - "4 0.338634 -0.949593 0.367813 0.304455 -0.383572 \n", + " KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars GarageArea \\\n", + "Componente 1 -0.043719 0.159842 0.143633 0.241124 0.231971 \n", + "Componente 2 0.146744 0.302529 0.007739 -0.004527 -0.031273 \n", + "Componente 3 0.055479 0.206846 0.206994 -0.001184 0.047605 \n", + "Componente 4 0.050511 0.074554 0.038660 -0.003013 -0.027113 \n", + "Componente 5 0.208690 -0.022456 -0.032366 -0.069401 -0.068379 \n", + "Componente 6 -0.230368 -0.043028 0.047916 -0.083699 -0.091490 \n", + "Componente 7 0.104357 -0.002679 -0.052152 0.116006 0.085961 \n", + "Componente 8 -0.072025 -0.077023 0.070966 0.011108 -0.010291 \n", + "Componente 9 -0.225491 -0.095953 0.027506 -0.105057 -0.102102 \n", + "Componente 10 -0.080747 -0.001228 -0.098716 0.033316 0.071804 \n", + "Componente 11 -0.140060 -0.070965 0.033065 -0.064923 -0.083911 \n", + "Componente 12 -0.056809 -0.076458 0.030330 0.150043 0.193612 \n", + "Componente 13 -0.095077 -0.067449 0.064686 0.107668 0.088884 \n", + "Componente 14 -0.175245 -0.015117 0.129903 -0.076745 -0.080637 \n", + "Componente 15 0.200357 0.028705 -0.196602 -0.063319 -0.044257 \n", + "Componente 16 -0.017961 0.045098 0.034861 -0.025887 -0.053345 \n", + "Componente 17 0.002360 -0.073115 0.050018 0.124424 0.116543 \n", + "Componente 18 0.147797 0.018682 0.063814 -0.070583 -0.083584 \n", + "Componente 19 0.149417 0.006191 -0.069939 0.121185 0.119457 \n", + "Componente 20 0.040936 0.066292 0.013052 -0.034931 -0.055213 \n", + "Componente 21 0.197709 0.043733 0.012064 -0.006059 -0.030493 \n", + "Componente 22 -0.066567 -0.036425 -0.073883 -0.055654 -0.015657 \n", + "Componente 23 0.031082 -0.073367 -0.030682 0.035002 0.023705 \n", + "Componente 24 0.048216 0.000290 0.023867 0.037982 0.013553 \n", + "Componente 25 -0.049810 0.000035 -0.210719 0.118677 0.159814 \n", + "Componente 26 0.032759 0.051926 -0.248670 0.054279 0.076009 \n", + "Componente 27 -0.106204 -0.043166 0.100673 -0.076709 -0.076187 \n", + "Componente 28 0.003147 -0.003649 -0.034834 0.130616 0.171485 \n", + "Componente 29 -0.080655 0.083199 -0.127996 0.095450 0.117154 \n", + "Componente 30 0.009202 0.015369 -0.086498 -0.013676 -0.031820 \n", + "Componente 31 -0.027256 -0.000283 0.094268 0.072046 0.062521 \n", + "Componente 32 -0.026560 -0.052410 -0.105839 -0.005811 0.007521 \n", + "Componente 33 -0.011380 -0.038233 0.010452 0.095592 0.062061 \n", + "Componente 34 0.061445 0.024611 -0.235148 -0.026720 -0.018743 \n", + "Componente 35 0.106883 0.000175 -0.041913 -0.025008 -0.032273 \n", "\n", - " Componente 26 Componente 27 Componente 28 Componente 29 Componente 30 \\\n", - "0 -0.544823 -0.138332 1.220088 0.103487 0.790376 \n", - "1 1.244421 1.191890 -0.732918 0.656391 -0.371636 \n", - "2 -0.100247 -0.114570 0.260099 0.505312 0.365653 \n", - "3 0.177831 0.819198 1.245509 -0.646606 1.275321 \n", - "4 -0.265199 -0.129605 -0.197048 1.125231 -0.098627 \n", + " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", + "Componente 1 0.113700 0.117246 -0.078336 0.015097 \n", + "Componente 2 -0.051639 0.080049 0.093234 -0.022229 \n", + "Componente 3 0.087069 0.029603 0.112237 0.001626 \n", + "Componente 4 0.045133 -0.004943 -0.056838 -0.021132 \n", + "Componente 5 0.030760 0.031547 0.023381 -0.031703 \n", + "Componente 6 0.123168 0.056861 0.003338 -0.017914 \n", + "Componente 7 0.027882 -0.057652 -0.053815 -0.038983 \n", + "Componente 8 0.002685 -0.055045 -0.093723 0.057565 \n", + "Componente 9 0.013080 0.114448 -0.030338 0.063127 \n", + "Componente 10 -0.131909 0.158253 0.067884 0.014003 \n", + "Componente 11 -0.017724 0.072104 -0.046766 -0.008593 \n", + "Componente 12 -0.155369 0.113091 0.146388 -0.106709 \n", + "Componente 13 0.005296 -0.056548 0.002266 0.047593 \n", + "Componente 14 -0.076283 0.013847 -0.017805 -0.090647 \n", + "Componente 15 0.069315 -0.081845 -0.052473 0.029582 \n", + "Componente 16 0.020416 -0.222012 0.033932 0.151275 \n", + "Componente 17 0.059138 -0.087310 0.377109 -0.152986 \n", + "Componente 18 -0.164911 0.193385 -0.292827 -0.017672 \n", + "Componente 19 -0.100374 0.165344 -0.057765 0.235113 \n", + "Componente 20 -0.196131 -0.052916 0.149020 0.434680 \n", + "Componente 21 0.039602 0.006424 -0.187332 -0.075279 \n", + "Componente 22 -0.073809 0.089319 0.032601 0.232636 \n", + "Componente 23 -0.065774 0.036030 -0.023659 0.526122 \n", + "Componente 24 -0.134811 -0.164715 0.054970 -0.050956 \n", + "Componente 25 0.188260 0.016120 -0.014362 0.052905 \n", + "Componente 26 0.058516 0.018554 -0.227847 -0.164922 \n", + "Componente 27 -0.007992 0.287459 0.085196 -0.233764 \n", + "Componente 28 -0.396637 0.083784 -0.039889 0.215599 \n", + "Componente 29 -0.082868 -0.247622 -0.041778 -0.044404 \n", + "Componente 30 -0.388095 0.001960 0.333225 -0.201928 \n", + "Componente 31 0.204583 0.014595 0.009970 0.172137 \n", + "Componente 32 0.028531 0.055847 0.013730 -0.011675 \n", + "Componente 33 0.097121 -0.349677 -0.243519 -0.043198 \n", + "Componente 34 -0.074670 0.283661 -0.265785 -0.191125 \n", + "Componente 35 -0.173080 -0.322100 0.223027 -0.184304 \n", "\n", - " Componente 31 Componente 32 Componente 33 Componente 34 Componente 35 \n", - "0 0.069902 -0.215102 0.162701 -0.678229 -0.715790 \n", - "1 -0.383827 -0.786843 -1.659307 0.455604 0.222919 \n", - "2 0.027949 0.643140 1.014907 0.618500 -0.333814 \n", - "3 -0.706839 -1.336931 -0.385661 1.124427 -1.597467 \n", - "4 0.591579 0.861409 0.925523 0.628886 0.128260 " + " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", + "Componente 1 0.019632 0.028508 -0.008966 0.015270 -0.006516 \n", + "Componente 2 -0.010036 0.011170 0.002142 0.028797 -0.037353 \n", + "Componente 3 0.117720 0.115171 0.037501 0.011662 -0.007355 \n", + "Componente 4 0.034466 0.034504 0.010451 -0.006971 0.010491 \n", + "Componente 5 -0.053870 0.048824 -0.005542 -0.023203 0.018792 \n", + "Componente 6 -0.015756 0.040644 0.006531 -0.026813 -0.009060 \n", + "Componente 7 -0.034958 -0.061064 -0.056164 0.019229 -0.037630 \n", + "Componente 8 0.011226 -0.066662 -0.051812 0.067029 -0.088884 \n", + "Componente 9 0.114805 -0.003491 0.020925 0.051830 0.045879 \n", + "Componente 10 -0.069306 -0.023039 -0.029453 -0.029564 0.115142 \n", + "Componente 11 0.140251 0.112918 -0.138621 0.036818 -0.207721 \n", + "Componente 12 0.196117 0.012331 -0.019186 0.046292 0.009429 \n", + "Componente 13 0.072155 -0.200515 0.178806 0.000508 0.013470 \n", + "Componente 14 0.231747 -0.052357 -0.075065 -0.221743 0.201442 \n", + "Componente 15 -0.192288 -0.088570 0.320799 -0.155444 0.201682 \n", + "Componente 16 -0.021286 -0.073282 -0.099283 -0.460319 0.461303 \n", + "Componente 17 -0.101074 0.176420 0.044888 -0.214995 0.041233 \n", + "Componente 18 0.464370 0.081549 0.451518 -0.031758 0.042976 \n", + "Componente 19 0.120713 -0.020701 -0.220611 0.009452 0.119339 \n", + "Componente 20 -0.096832 -0.043449 0.054499 0.232949 -0.157331 \n", + "Componente 21 0.083820 -0.296731 -0.219704 0.015930 0.180736 \n", + "Componente 22 -0.100980 0.501180 0.022595 -0.304065 -0.017765 \n", + "Componente 23 -0.034259 -0.193525 -0.036234 0.075260 0.001737 \n", + "Componente 24 0.178660 0.201540 0.148996 -0.125107 -0.213369 \n", + "Componente 25 -0.175363 0.119631 0.088487 -0.134816 -0.065330 \n", + "Componente 26 -0.000572 -0.071021 -0.254921 -0.157235 -0.067642 \n", + "Componente 27 -0.181459 -0.185667 -0.161409 -0.111078 -0.281733 \n", + "Componente 28 0.164412 -0.010276 -0.136760 -0.280000 -0.146107 \n", + "Componente 29 0.057229 -0.199999 0.118457 0.144891 -0.007021 \n", + "Componente 30 0.068418 -0.314099 0.226766 -0.186771 -0.129636 \n", + "Componente 31 -0.192515 -0.128368 0.322536 -0.054385 -0.220784 \n", + "Componente 32 0.114127 0.219163 0.012248 0.369697 0.131303 \n", + "Componente 33 0.169235 0.219438 -0.027889 -0.079505 -0.201926 \n", + "Componente 34 -0.212248 0.042520 0.057060 0.008055 -0.133770 \n", + "Componente 35 0.017950 0.107303 -0.096938 0.211597 0.047216 \n", + "\n", + " MSZoning_code Street_code LotShape_code LandContour_code \\\n", + "Componente 1 -0.082842 0.005753 -0.094278 0.018781 \n", + "Componente 2 0.009864 0.036744 0.035018 -0.042806 \n", + "Componente 3 0.083361 -0.054925 -0.080510 -0.130516 \n", + "Componente 4 -0.023182 0.012084 -0.016170 0.063034 \n", + "Componente 5 -0.003781 -0.073035 0.059300 -0.100588 \n", + "Componente 6 0.060131 -0.041287 -0.126798 -0.132060 \n", + "Componente 7 -0.142322 -0.204545 -0.064396 -0.139509 \n", + "Componente 8 -0.070137 -0.204469 -0.127622 -0.302544 \n", + "Componente 9 -0.122029 -0.045165 -0.153370 -0.025997 \n", + "Componente 10 -0.371756 -0.054126 -0.077796 0.080798 \n", + "Componente 11 -0.009860 0.069759 -0.082122 0.185452 \n", + "Componente 12 -0.145463 -0.136051 0.162015 -0.170267 \n", + "Componente 13 0.146506 -0.053903 -0.015119 0.037703 \n", + "Componente 14 0.032606 -0.172639 0.179354 -0.059465 \n", + "Componente 15 -0.172196 -0.266789 -0.093716 -0.069579 \n", + "Componente 16 0.105106 0.099014 -0.047770 -0.062853 \n", + "Componente 17 0.257545 0.106947 -0.215351 0.062440 \n", + "Componente 18 0.029846 -0.006455 -0.183573 0.103615 \n", + "Componente 19 0.126784 -0.306424 0.069249 0.115857 \n", + "Componente 20 0.151505 0.124431 -0.130323 -0.243004 \n", + "Componente 21 -0.020424 0.237521 0.018637 0.042749 \n", + "Componente 22 -0.144014 -0.060804 0.202352 0.020591 \n", + "Componente 23 -0.036665 0.129760 -0.158792 -0.037707 \n", + "Componente 24 -0.039362 -0.024093 -0.157182 -0.136445 \n", + "Componente 25 0.020183 -0.018706 0.121361 0.098811 \n", + "Componente 26 0.114739 0.121724 -0.212652 -0.293349 \n", + "Componente 27 0.011218 -0.173590 -0.137618 0.053048 \n", + "Componente 28 0.006512 0.016301 0.165065 0.024174 \n", + "Componente 29 0.112893 -0.279865 0.111527 0.214171 \n", + "Componente 30 -0.127952 0.291332 0.023372 -0.044584 \n", + "Componente 31 0.072055 0.031250 0.148968 0.164810 \n", + "Componente 32 -0.025691 0.050037 -0.007126 -0.051460 \n", + "Componente 33 0.020093 0.174772 -0.044088 -0.147665 \n", + "Componente 34 0.082279 0.172618 0.303073 -0.088445 \n", + "Componente 35 -0.013124 -0.204259 0.016781 0.122981 \n", + "\n", + " Utilities_code LotConfig_code LandSlope_code \\\n", + "Componente 1 -0.002435 -0.018499 0.000500 \n", + "Componente 2 -0.006563 -0.012899 -0.063344 \n", + "Componente 3 0.032021 -0.093503 0.183501 \n", + "Componente 4 0.019731 -0.005565 0.002537 \n", + "Componente 5 -0.027499 0.050941 0.103570 \n", + "Componente 6 -0.059990 -0.040418 0.198721 \n", + "Componente 7 0.028865 0.005073 0.250329 \n", + "Componente 8 -0.021015 -0.049332 0.373599 \n", + "Componente 9 0.113722 -0.093390 0.093803 \n", + "Componente 10 0.066197 -0.145381 -0.110311 \n", + "Componente 11 0.299591 -0.120903 -0.109650 \n", + "Componente 12 0.202050 0.067394 0.076731 \n", + "Componente 13 0.038491 0.016422 0.013084 \n", + "Componente 14 0.036128 0.270293 0.045950 \n", + "Componente 15 0.110359 -0.112272 0.041834 \n", + "Componente 16 0.247239 -0.129831 0.066253 \n", + "Componente 17 0.054779 -0.426612 -0.066792 \n", + "Componente 18 0.158092 -0.082528 -0.050872 \n", + "Componente 19 0.045373 -0.124931 -0.072291 \n", + "Componente 20 0.205123 0.156381 0.024686 \n", + "Componente 21 0.310193 0.077626 0.079604 \n", + "Componente 22 -0.064914 0.162791 0.030635 \n", + "Componente 23 -0.203911 -0.301112 0.024971 \n", + "Componente 24 0.181990 -0.144765 -0.075984 \n", + "Componente 25 0.197171 0.159350 -0.001129 \n", + "Componente 26 0.178803 0.104750 -0.055333 \n", + "Componente 27 0.133024 -0.127129 0.002223 \n", + "Componente 28 0.019614 -0.052032 0.113122 \n", + "Componente 29 -0.000390 -0.125629 -0.044138 \n", + "Componente 30 -0.122916 0.126741 0.143186 \n", + "Componente 31 0.403781 0.201907 0.038751 \n", + "Componente 32 0.203936 -0.030496 0.070749 \n", + "Componente 33 -0.084467 0.065207 0.080713 \n", + "Componente 34 0.059744 -0.366771 0.182488 \n", + "Componente 35 0.140601 -0.017380 0.090059 \n", + "\n", + " Neighborhood_code Condition1_code Condition2_code \\\n", + "Componente 1 0.067340 0.048534 0.009282 \n", + "Componente 2 0.005352 -0.021590 0.000481 \n", + "Componente 3 0.043495 -0.036483 0.023147 \n", + "Componente 4 0.011168 0.026983 -0.020980 \n", + "Componente 5 0.048927 -0.033704 -0.002825 \n", + "Componente 6 -0.145827 0.043650 -0.033554 \n", + "Componente 7 -0.038582 0.093949 -0.037002 \n", + "Componente 8 -0.121556 0.012961 -0.062530 \n", + "Componente 9 0.130437 0.078768 0.001590 \n", + "Componente 10 0.283523 0.107353 -0.052927 \n", + "Componente 11 -0.138581 0.005668 -0.123498 \n", + "Componente 12 0.242591 -0.221800 0.048212 \n", + "Componente 13 -0.092578 0.001298 0.216128 \n", + "Componente 14 -0.013213 0.080839 0.026427 \n", + "Componente 15 0.136515 -0.099421 0.228925 \n", + "Componente 16 -0.151459 0.068920 -0.276034 \n", + "Componente 17 -0.009938 -0.135490 0.205907 \n", + "Componente 18 -0.110099 0.117291 0.240730 \n", + "Componente 19 -0.006724 0.410175 -0.295983 \n", + "Componente 20 -0.181852 0.160507 0.181780 \n", + "Componente 21 0.178861 -0.348807 0.039549 \n", + "Componente 22 -0.110672 -0.119868 0.138552 \n", + "Componente 23 0.226542 -0.067682 0.079883 \n", + "Componente 24 0.182606 0.061509 -0.317971 \n", + "Componente 25 0.143092 0.352336 0.222088 \n", + "Componente 26 -0.054513 0.176251 0.285423 \n", + "Componente 27 0.103586 0.069142 0.106126 \n", + "Componente 28 -0.120208 -0.251196 0.125710 \n", + "Componente 29 -0.210444 -0.172360 0.012276 \n", + "Componente 30 0.022423 0.213461 -0.116739 \n", + "Componente 31 0.095946 -0.060764 -0.205144 \n", + "Componente 32 0.051215 -0.110762 -0.103504 \n", + "Componente 33 0.230606 0.015906 -0.037974 \n", + "Componente 34 -0.226398 -0.018297 -0.149399 \n", + "Componente 35 -0.056174 0.147625 0.157665 \n", + "\n", + " BldgType_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "Componente 1 0.008167 0.087218 0.062116 0.022264 \n", + "Componente 2 -0.061323 0.107185 -0.031191 -0.010897 \n", + "Componente 3 -0.232833 -0.080397 0.127964 0.131068 \n", + "Componente 4 0.167163 0.363471 -0.078293 0.008398 \n", + "Componente 5 0.305557 0.040422 0.036909 0.030685 \n", + "Componente 6 -0.181127 0.110658 -0.152675 0.085303 \n", + "Componente 7 0.061260 0.008497 -0.168543 0.063325 \n", + "Componente 8 -0.036638 0.034486 -0.039447 0.103656 \n", + "Componente 9 0.005387 0.023384 -0.037810 0.141008 \n", + "Componente 10 -0.350212 0.051921 -0.025251 -0.142547 \n", + "Componente 11 -0.028361 0.116470 0.006508 0.174584 \n", + "Componente 12 0.158185 -0.020794 -0.022117 0.022633 \n", + "Componente 13 -0.058799 0.023944 0.238678 -0.038001 \n", + "Componente 14 0.023867 -0.030807 0.157299 -0.100601 \n", + "Componente 15 -0.001250 0.034235 0.199157 -0.142678 \n", + "Componente 16 0.028370 -0.053633 -0.029111 -0.055285 \n", + "Componente 17 0.039302 0.101002 -0.147998 0.041804 \n", + "Componente 18 0.101876 -0.100126 -0.104670 0.091138 \n", + "Componente 19 0.044729 0.065348 -0.091453 0.004123 \n", + "Componente 20 -0.008355 0.010374 -0.038588 -0.355105 \n", + "Componente 21 -0.047440 -0.009485 -0.176577 0.071219 \n", + "Componente 22 -0.010544 -0.068412 -0.186501 0.005656 \n", + "Componente 23 0.130753 -0.105896 0.034436 0.229845 \n", + "Componente 24 0.035648 0.049245 0.278262 -0.238009 \n", + "Componente 25 -0.065894 0.152956 0.085236 0.246109 \n", + "Componente 26 -0.056313 -0.004621 -0.085412 0.059134 \n", + "Componente 27 0.125462 -0.097971 -0.219534 -0.402648 \n", + "Componente 28 -0.090200 0.112190 -0.080410 -0.097156 \n", + "Componente 29 -0.123778 0.022000 -0.013813 -0.094169 \n", + "Componente 30 -0.056303 0.059563 -0.031557 0.253399 \n", + "Componente 31 0.012389 -0.031192 -0.098957 0.080313 \n", + "Componente 32 -0.102489 0.140708 -0.026447 -0.101156 \n", + "Componente 33 -0.007588 -0.104292 -0.027015 -0.183503 \n", + "Componente 34 0.044719 -0.081467 0.283887 -0.003590 \n", + "Componente 35 0.062042 -0.118058 -0.079812 0.207819 \n", + "\n", + " Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", + "Componente 1 0.053980 0.047415 -0.013661 \n", + "Componente 2 0.078378 0.082303 0.015586 \n", + "Componente 3 -0.116081 -0.100840 -0.037526 \n", + "Componente 4 -0.216541 -0.232121 -0.162561 \n", + "Componente 5 -0.099042 -0.103150 0.131792 \n", + "Componente 6 0.349329 0.349184 0.111494 \n", + "Componente 7 0.097472 0.117302 0.050925 \n", + "Componente 8 -0.114270 -0.120120 -0.060685 \n", + "Componente 9 -0.373880 -0.380228 0.157674 \n", + "Componente 10 -0.075169 -0.049103 0.174430 \n", + "Componente 11 0.151988 0.135729 -0.338051 \n", + "Componente 12 0.146249 0.121860 0.102730 \n", + "Componente 13 -0.062460 -0.059025 -0.203465 \n", + "Componente 14 0.042583 0.056849 -0.105322 \n", + "Componente 15 0.118020 0.085682 -0.222793 \n", + "Componente 16 -0.025552 -0.012808 0.026257 \n", + "Componente 17 -0.030554 -0.009556 0.106013 \n", + "Componente 18 0.068475 0.097706 0.153904 \n", + "Componente 19 0.034359 0.049680 -0.043380 \n", + "Componente 20 -0.034588 -0.011607 0.090716 \n", + "Componente 21 0.006374 0.033018 0.114778 \n", + "Componente 22 -0.049225 -0.062979 -0.113590 \n", + "Componente 23 0.087274 0.104455 -0.168863 \n", + "Componente 24 0.026579 0.023301 0.084413 \n", + "Componente 25 0.042979 0.004749 0.117621 \n", + "Componente 26 -0.074498 -0.063154 -0.088025 \n", + "Componente 27 0.003273 -0.017562 -0.155039 \n", + "Componente 28 -0.074429 -0.038139 0.004344 \n", + "Componente 29 -0.063597 -0.062685 0.072492 \n", + "Componente 30 -0.018509 -0.029116 -0.147489 \n", + "Componente 31 -0.054251 -0.035238 -0.049630 \n", + "Componente 32 -0.036091 -0.042254 -0.245346 \n", + "Componente 33 0.004979 0.029303 -0.043545 \n", + "Componente 34 -0.041118 -0.032769 0.056538 \n", + "Componente 35 -0.022855 -0.011285 -0.064578 \n", + "\n", + " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", + "Componente 1 -0.217384 0.062693 0.175938 -0.219886 \n", + "Componente 2 -0.041004 -0.035498 -0.011758 -0.007589 \n", + "Componente 3 0.070838 -0.087646 -0.200169 0.139508 \n", + "Componente 4 0.128814 0.014735 0.012764 0.065930 \n", + "Componente 5 -0.163487 -0.022361 0.067766 -0.171648 \n", + "Componente 6 -0.013963 -0.110924 0.002976 -0.052343 \n", + "Componente 7 0.042328 0.138517 0.151824 -0.033534 \n", + "Componente 8 0.049791 0.143903 0.007168 -0.017161 \n", + "Componente 9 -0.140889 -0.103052 -0.024087 -0.051746 \n", + "Componente 10 -0.025777 0.056650 0.091404 -0.013548 \n", + "Componente 11 0.001563 0.028077 -0.014321 -0.042344 \n", + "Componente 12 -0.097220 -0.134694 -0.113984 0.027298 \n", + "Componente 13 -0.121198 -0.186383 0.023676 -0.027522 \n", + "Componente 14 -0.067133 0.298392 -0.110668 0.010047 \n", + "Componente 15 -0.012195 -0.081031 0.062169 0.048041 \n", + "Componente 16 -0.051790 -0.150004 0.069683 -0.019331 \n", + "Componente 17 0.045967 0.167285 -0.047562 -0.058732 \n", + "Componente 18 0.059845 -0.075966 0.034385 0.021073 \n", + "Componente 19 0.042747 -0.028207 -0.133487 0.030884 \n", + "Componente 20 -0.013254 0.191159 -0.001072 -0.001696 \n", + "Componente 21 0.086276 0.220494 0.037971 -0.000121 \n", + "Componente 22 -0.012360 -0.034642 0.111725 0.067996 \n", + "Componente 23 -0.019558 0.103447 -0.003818 0.002285 \n", + "Componente 24 0.002418 0.236111 0.064211 -0.043452 \n", + "Componente 25 0.012130 0.156165 -0.109718 -0.067285 \n", + "Componente 26 -0.016687 -0.096270 0.033566 0.012884 \n", + "Componente 27 0.033981 -0.124381 -0.130765 0.038709 \n", + "Componente 28 0.012570 -0.125804 0.059513 -0.059116 \n", + "Componente 29 -0.071889 0.103214 -0.041751 0.018814 \n", + "Componente 30 0.052021 0.047561 0.019364 0.003181 \n", + "Componente 31 0.104832 -0.026682 -0.002406 -0.000555 \n", + "Componente 32 -0.028484 -0.164029 0.124972 0.032383 \n", + "Componente 33 0.069813 0.022269 -0.060919 -0.062087 \n", + "Componente 34 -0.033243 0.119596 0.088533 0.025725 \n", + "Componente 35 -0.050747 0.026542 0.106308 0.017056 \n", + "\n", + " BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", + "Componente 1 0.043285 -0.102925 -0.035281 \n", + "Componente 2 -0.088098 0.139768 0.291164 \n", + "Componente 3 -0.030213 -0.023105 -0.110938 \n", + "Componente 4 0.048355 0.009834 -0.184576 \n", + "Componente 5 -0.120263 -0.183174 -0.094077 \n", + "Componente 6 -0.035491 -0.135022 -0.071330 \n", + "Componente 7 -0.130745 -0.102260 0.144170 \n", + "Componente 8 0.132945 -0.082845 0.088879 \n", + "Componente 9 -0.022220 0.013550 0.130132 \n", + "Componente 10 -0.053687 0.132696 -0.107653 \n", + "Componente 11 -0.089886 -0.078819 -0.008366 \n", + "Componente 12 0.015544 0.042659 0.029700 \n", + "Componente 13 -0.223845 -0.017389 0.023236 \n", + "Componente 14 0.337381 0.161578 0.076523 \n", + "Componente 15 0.082218 -0.037488 0.023915 \n", + "Componente 16 -0.072521 0.109173 -0.038620 \n", + "Componente 17 0.209210 -0.123406 0.112643 \n", + "Componente 18 0.048635 0.082852 -0.053072 \n", + "Componente 19 0.091001 -0.091987 -0.004962 \n", + "Componente 20 0.153968 -0.010723 -0.071215 \n", + "Componente 21 0.178168 -0.055619 -0.076849 \n", + "Componente 22 0.163706 -0.005889 -0.037700 \n", + "Componente 23 0.062844 0.232866 -0.043735 \n", + "Componente 24 -0.087552 -0.072240 0.013304 \n", + "Componente 25 0.114209 -0.008043 -0.018874 \n", + "Componente 26 -0.092062 -0.092305 -0.007284 \n", + "Componente 27 0.043842 0.156620 -0.068881 \n", + "Componente 28 -0.265765 -0.114111 0.048398 \n", + "Componente 29 0.144712 -0.240938 -0.057470 \n", + "Componente 30 0.120524 -0.138087 -0.067394 \n", + "Componente 31 -0.121563 0.028758 0.043338 \n", + "Componente 32 0.286916 -0.147854 0.055376 \n", + "Componente 33 -0.046223 0.173126 0.045841 \n", + "Componente 34 0.064576 0.167454 0.025914 \n", + "Componente 35 -0.180981 0.363595 -0.047363 \n", + "\n", + " BsmtFinType2_code Heating_code HeatingQC_code \\\n", + "Componente 1 0.033274 -0.052077 -0.154072 \n", + "Componente 2 0.104090 0.079395 -0.043087 \n", + "Componente 3 -0.142831 0.032723 0.162355 \n", + "Componente 4 -0.088419 -0.039825 0.125492 \n", + "Componente 5 -0.010099 0.187901 -0.026570 \n", + "Componente 6 -0.063090 -0.067337 -0.166694 \n", + "Componente 7 -0.361265 0.114724 0.061575 \n", + "Componente 8 0.441697 -0.017294 0.074661 \n", + "Componente 9 -0.147280 -0.106204 -0.074087 \n", + "Componente 10 0.029247 0.180229 -0.019253 \n", + "Componente 11 -0.013337 0.040595 0.033895 \n", + "Componente 12 0.078431 -0.065373 0.012978 \n", + "Componente 13 -0.063558 0.324506 -0.051908 \n", + "Componente 14 -0.123282 -0.030946 -0.012633 \n", + "Componente 15 -0.047717 -0.243232 0.008892 \n", + "Componente 16 0.091183 0.061258 -0.085051 \n", + "Componente 17 -0.017719 0.070935 0.023685 \n", + "Componente 18 0.124970 0.103182 0.020761 \n", + "Componente 19 -0.037831 0.078576 0.025279 \n", + "Componente 20 -0.064108 -0.043116 -0.119216 \n", + "Componente 21 -0.011104 0.117613 -0.049601 \n", + "Componente 22 -0.048722 0.227884 -0.108513 \n", + "Componente 23 -0.045199 0.060876 -0.029595 \n", + "Componente 24 -0.047897 -0.136727 0.040971 \n", + "Componente 25 0.111379 -0.035329 0.056857 \n", + "Componente 26 -0.019400 -0.075192 0.090300 \n", + "Componente 27 0.058524 0.097049 -0.126017 \n", + "Componente 28 -0.023962 -0.254716 0.010872 \n", + "Componente 29 -0.013722 0.187191 -0.104525 \n", + "Componente 30 0.005168 0.107572 -0.124679 \n", + "Componente 31 -0.004581 0.006425 -0.123033 \n", + "Componente 32 0.005418 0.089349 -0.116450 \n", + "Componente 33 -0.031919 0.351454 -0.088741 \n", + "Componente 34 -0.048147 0.070569 -0.095063 \n", + "Componente 35 -0.001307 -0.103357 -0.212935 \n", + "\n", + " CentralAir_code Electrical_code KitchenQual_code \\\n", + "Componente 1 0.113528 0.111692 -0.185163 \n", + "Componente 2 -0.145212 -0.078653 -0.048903 \n", + "Componente 3 -0.042438 -0.053472 0.033568 \n", + "Componente 4 0.093000 0.119754 0.136103 \n", + "Componente 5 -0.277657 -0.096670 -0.172934 \n", + "Componente 6 0.053785 0.070018 -0.079510 \n", + "Componente 7 -0.102862 -0.096478 0.096370 \n", + "Componente 8 -0.020454 -0.057100 0.059201 \n", + "Componente 9 0.095632 0.090066 -0.161880 \n", + "Componente 10 -0.190312 -0.147841 -0.029052 \n", + "Componente 11 -0.067026 -0.160638 -0.009222 \n", + "Componente 12 0.033120 -0.050938 -0.118412 \n", + "Componente 13 -0.229742 -0.147171 -0.107943 \n", + "Componente 14 0.020219 -0.070250 -0.048956 \n", + "Componente 15 0.050800 0.160638 0.083141 \n", + "Componente 16 0.010708 -0.032756 -0.039237 \n", + "Componente 17 -0.025162 -0.033905 -0.005814 \n", + "Componente 18 -0.045250 -0.004695 0.079162 \n", + "Componente 19 -0.100481 0.083931 0.055950 \n", + "Componente 20 0.018721 -0.129709 -0.084742 \n", + "Componente 21 0.021110 -0.085959 -0.009801 \n", + "Componente 22 -0.074647 -0.052808 -0.046589 \n", + "Componente 23 -0.007407 0.016653 0.025711 \n", + "Componente 24 0.055353 -0.081107 0.019484 \n", + "Componente 25 -0.064509 0.064921 0.019964 \n", + "Componente 26 -0.047695 -0.075443 -0.069637 \n", + "Componente 27 -0.013539 0.108246 0.073491 \n", + "Componente 28 0.136276 0.134360 0.049726 \n", + "Componente 29 0.000089 0.109675 -0.050753 \n", + "Componente 30 -0.053091 0.193040 0.037725 \n", + "Componente 31 0.155655 -0.163362 0.089457 \n", + "Componente 32 -0.040893 0.091809 -0.043938 \n", + "Componente 33 0.007779 0.296230 0.029102 \n", + "Componente 34 0.042789 -0.072049 -0.051964 \n", + "Componente 35 0.179504 -0.140044 -0.109844 \n", + "\n", + " Functional_code GarageType_code GarageFinish_code \\\n", + "Componente 1 0.036087 -0.186128 -0.162484 \n", + "Componente 2 -0.021246 0.147928 -0.006227 \n", + "Componente 3 -0.099574 -0.000609 0.067151 \n", + "Componente 4 0.020930 -0.040483 0.014558 \n", + "Componente 5 -0.046523 0.147578 -0.147152 \n", + "Componente 6 0.006863 0.069032 -0.091373 \n", + "Componente 7 -0.168177 -0.066395 0.059792 \n", + "Componente 8 0.102921 -0.026470 -0.019914 \n", + "Componente 9 0.013541 0.014571 -0.128499 \n", + "Componente 10 0.110276 0.004884 -0.015180 \n", + "Componente 11 0.093854 -0.047947 -0.139375 \n", + "Componente 12 0.099542 0.099833 0.234488 \n", + "Componente 13 0.012302 -0.022653 0.009364 \n", + "Componente 14 -0.080403 0.030258 -0.108404 \n", + "Componente 15 0.194528 0.035740 -0.085809 \n", + "Componente 16 -0.246454 -0.033189 -0.070329 \n", + "Componente 17 0.113577 -0.004224 0.057082 \n", + "Componente 18 -0.068204 -0.033967 -0.054954 \n", + "Componente 19 0.282774 0.037277 0.127790 \n", + "Componente 20 0.023246 0.023509 -0.024511 \n", + "Componente 21 0.104685 -0.011075 0.029797 \n", + "Componente 22 0.260717 -0.048387 0.008723 \n", + "Componente 23 -0.097604 0.076189 0.083058 \n", + "Componente 24 0.028051 0.010210 0.012050 \n", + "Componente 25 -0.413374 0.138233 0.160575 \n", + "Componente 26 0.228950 0.127024 0.046842 \n", + "Componente 27 -0.225992 0.014610 -0.051981 \n", + "Componente 28 -0.199851 0.039297 0.130360 \n", + "Componente 29 -0.007602 0.119814 -0.036028 \n", + "Componente 30 0.049188 0.009742 -0.046930 \n", + "Componente 31 0.124138 -0.123276 0.033411 \n", + "Componente 32 -0.354592 0.037439 0.122969 \n", + "Componente 33 0.050703 0.045390 0.050625 \n", + "Componente 34 0.004935 0.120792 0.050657 \n", + "Componente 35 0.057800 0.107537 0.040922 \n", + "\n", + " GarageQual_code GarageCond_code PavedDrive_code \\\n", + "Componente 1 0.114872 0.121560 0.112179 \n", + "Componente 2 -0.146539 -0.126003 -0.167759 \n", + "Componente 3 -0.040981 -0.030577 -0.046283 \n", + "Componente 4 0.113044 0.096248 0.124419 \n", + "Componente 5 -0.227745 -0.265537 -0.197681 \n", + "Componente 6 -0.103363 -0.099781 -0.087022 \n", + "Componente 7 0.198235 0.135859 0.052599 \n", + "Componente 8 0.013543 0.018069 -0.001335 \n", + "Componente 9 -0.136512 -0.135747 0.012293 \n", + "Componente 10 0.029139 -0.027532 -0.025418 \n", + "Componente 11 -0.130379 -0.168532 0.019852 \n", + "Componente 12 0.159892 0.240047 -0.022517 \n", + "Componente 13 0.140878 0.118163 -0.095165 \n", + "Componente 14 -0.121243 -0.054118 -0.008112 \n", + "Componente 15 -0.079189 -0.128098 -0.132943 \n", + "Componente 16 0.137243 0.105710 0.040476 \n", + "Componente 17 -0.045517 0.033035 0.022924 \n", + "Componente 18 -0.007363 0.083920 0.064880 \n", + "Componente 19 -0.078628 -0.047518 -0.007537 \n", + "Componente 20 0.008877 0.046795 -0.036486 \n", + "Componente 21 -0.151819 -0.066989 -0.019865 \n", + "Componente 22 0.037584 0.075483 0.030138 \n", + "Componente 23 -0.066529 -0.007395 0.089985 \n", + "Componente 24 0.026671 -0.050930 -0.025535 \n", + "Componente 25 -0.092766 -0.075897 0.068419 \n", + "Componente 26 0.078179 0.037865 0.036418 \n", + "Componente 27 -0.028879 0.030694 0.043313 \n", + "Componente 28 -0.154674 -0.181546 0.011305 \n", + "Componente 29 -0.091740 -0.063685 0.237140 \n", + "Componente 30 0.063150 0.002848 -0.061598 \n", + "Componente 31 -0.049857 -0.026897 -0.061795 \n", + "Componente 32 0.043698 0.051780 -0.120804 \n", + "Componente 33 -0.173762 -0.093748 0.094510 \n", + "Componente 34 0.084531 0.048994 0.070997 \n", + "Componente 35 -0.025558 -0.102104 0.225686 \n", + "\n", + " SaleType_code SaleCondition_code \n", + "Componente 1 -0.019955 0.077092 \n", + "Componente 2 0.001785 -0.002408 \n", + "Componente 3 -0.003059 -0.077753 \n", + "Componente 4 0.061401 -0.046141 \n", + "Componente 5 -0.006639 -0.027924 \n", + "Componente 6 0.186898 0.063973 \n", + "Componente 7 -0.072049 -0.043784 \n", + "Componente 8 0.036545 -0.009520 \n", + "Componente 9 -0.077786 -0.022095 \n", + "Componente 10 -0.074429 -0.040751 \n", + "Componente 11 -0.250579 -0.314855 \n", + "Componente 12 -0.253693 -0.159951 \n", + "Componente 13 0.145223 0.299787 \n", + "Componente 14 0.074007 0.078678 \n", + "Componente 15 -0.115805 -0.154472 \n", + "Componente 16 -0.137173 -0.134691 \n", + "Componente 17 0.010152 -0.021120 \n", + "Componente 18 0.001327 0.005061 \n", + "Componente 19 0.026731 0.100712 \n", + "Componente 20 -0.210573 -0.107636 \n", + "Componente 21 0.174627 0.137305 \n", + "Componente 22 0.210092 -0.023724 \n", + "Componente 23 0.172802 -0.007685 \n", + "Componente 24 0.361367 0.192372 \n", + "Componente 25 -0.024309 0.024307 \n", + "Componente 26 0.100784 0.010172 \n", + "Componente 27 0.071693 0.092883 \n", + "Componente 28 0.033052 0.074034 \n", + "Componente 29 -0.169649 0.052153 \n", + "Componente 30 0.003375 -0.101208 \n", + "Componente 31 0.049100 0.025437 \n", + "Componente 32 0.256018 -0.147517 \n", + "Componente 33 -0.239763 -0.083647 \n", + "Componente 34 -0.027819 -0.061194 \n", + "Componente 35 0.202459 -0.040905 " ] }, - "execution_count": 68, + "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Creamos un dataframe para ver nuevamente la información con los 35 componentes\n", - "data_pca = pd.DataFrame(data_transform, index = data_norm.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", - "data_pca.head()" + "#Para revisar que atributos te explica cada uno de los componentes\n", + "\n", + "data_pca_comp= pd.DataFrame (data = pca.components_, columns = data_norm.columns.values, index = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", + "data_pca_comp" ] }, { "cell_type": "code", - "execution_count": 69, + "execution_count": 109, + "metadata": {}, + "outputs": [], + "source": [ + "#Para realizar un modelo más práctico, realizaremos un ANOVA, para revisar que variables son significativas en nuestro modelo\n", + "\n", + "#Con el ols calculamos la suma de cuadrados. Ordinal Least Squares\n", + "#Como queremos sacar la relación de height (variable dependiente) y sun (variable independiente), las ponemos en ols\n", + "model_simp = ols('SalePrice ~ MSSubClass + LotArea + OverallQual + OverallCond + YearBuilt + YearRemodAdd + MasVnrArea + BsmtFinSF1 + BsmtFinSF2 + BsmtUnfSF + TotalBsmtSF + FirstFlrSF + SecondFlrSF + LowQualFinSF + GrLivArea + BsmtFullBath + BsmtHalfBath + FullBath + HalfBath + BedroomAbvGr + KitchenAbvGr + TotRmsAbvGrd + Fireplaces + GarageCars + GarageArea + WoodDeckSF + OpenPorchSF + EnclosedPorch + ThirdSsnPorch + ScreenPorch + PoolArea + MiscVal + MoSold + YrSold + MSZoning_code + Street_code + LotShape_code + LandContour_code + Utilities_code + LotConfig_code + LandSlope_code + Neighborhood_code + Condition1_code + Condition2_code + BldgType_code + HouseStyle_code + RoofStyle_code + RoofMatl_code + Exterior1st_code + Exterior2nd_code + MasVnrType_code + ExterQual_code + ExterCond_code + Foundation_code + BsmtQual_code + BsmtCond_code + BsmtExposure_code + BsmtFinType1_code + BsmtFinType2_code + Heating_code + HeatingQC_code + CentralAir_code + Electrical_code + KitchenQual_code + Functional_code + GarageType_code + GarageFinish_code + GarageQual_code + GarageCond_code + PavedDrive_code + SaleType_code + SaleCondition_code', data = data).fit()\n", + "#Se está \"entrenando\" el modelo, para decirle que datos va a usar cuando lo metamos en la ANOVA\n", + "\n", + "#Con el .fit le estamos pidiendo al modelo que ajuste la línea que relaciona los datos que le ponemos al \"ols\" en mejor medida." + ] + }, + { + "cell_type": "code", + "execution_count": 110, "metadata": {}, "outputs": [ { @@ -14364,3446 +19582,1068 @@ " \n", " \n", " \n", + " df\n", + " sum_sq\n", + " mean_sq\n", + " F\n", + " PR(>F)\n", + " \n", + " \n", + " \n", + " \n", " MSSubClass\n", + " 1.0\n", + " 6.541130e+10\n", + " 6.541130e+10\n", + " 64.660153\n", + " 1.888831e-15\n", + " \n", + " \n", " LotArea\n", + " 1.0\n", + " 5.966856e+11\n", + " 5.966856e+11\n", + " 589.833550\n", + " 6.967768e-109\n", + " \n", + " \n", " OverallQual\n", + " 1.0\n", + " 5.467491e+12\n", + " 5.467491e+12\n", + " 5404.704903\n", + " 0.000000e+00\n", + " \n", + " \n", " OverallCond\n", + " 1.0\n", + " 1.060528e+09\n", + " 1.060528e+09\n", + " 1.048350\n", + " 3.060657e-01\n", + " \n", + " \n", " YearBuilt\n", + " 1.0\n", + " 9.261872e+10\n", + " 9.261872e+10\n", + " 91.555138\n", + " 4.754472e-21\n", + " \n", + " \n", " YearRemodAdd\n", + " 1.0\n", + " 2.957231e+10\n", + " 2.957231e+10\n", + " 29.232721\n", + " 7.547049e-08\n", + " \n", + " \n", " MasVnrArea\n", + " 1.0\n", + " 2.175227e+11\n", + " 2.175227e+11\n", + " 215.024790\n", + " 2.251622e-45\n", + " \n", + " \n", " BsmtFinSF1\n", + " 1.0\n", + " 1.669333e+11\n", + " 1.669333e+11\n", + " 165.016330\n", + " 9.030175e-36\n", + " \n", + " \n", " BsmtFinSF2\n", + " 1.0\n", + " 8.697119e+09\n", + " 8.697119e+09\n", + " 8.597246\n", + " 3.421856e-03\n", + " \n", + " \n", " BsmtUnfSF\n", + " 1.0\n", + " 6.149832e+10\n", + " 6.149832e+10\n", + " 60.792103\n", + " 1.236682e-14\n", + " \n", + " \n", " TotalBsmtSF\n", + " 1.0\n", + " 8.253153e+09\n", + " 8.253153e+09\n", + " 8.158378\n", + " 4.350068e-03\n", + " \n", + " \n", " FirstFlrSF\n", + " 1.0\n", + " 1.143795e+11\n", + " 1.143795e+11\n", + " 113.066021\n", + " 1.925834e-25\n", + " \n", + " \n", " SecondFlrSF\n", + " 1.0\n", + " 4.821203e+11\n", + " 4.821203e+11\n", + " 476.583913\n", + " 4.485208e-91\n", + " \n", + " \n", " LowQualFinSF\n", + " 1.0\n", + " 2.941817e+09\n", + " 2.941817e+09\n", + " 2.908035\n", + " 8.836281e-02\n", + " \n", + " \n", " GrLivArea\n", + " 1.0\n", + " 2.199778e+09\n", + " 2.199778e+09\n", + " 2.174517\n", + " 1.405402e-01\n", + " \n", + " \n", " BsmtFullBath\n", + " 1.0\n", + " 1.938811e+10\n", + " 1.938811e+10\n", + " 19.165468\n", + " 1.288409e-05\n", + " \n", + " \n", " BsmtHalfBath\n", + " 1.0\n", + " 8.808509e+07\n", + " 8.808509e+07\n", + " 0.087074\n", + " 7.679751e-01\n", + " \n", + " \n", " FullBath\n", + " 1.0\n", + " 6.637691e+08\n", + " 6.637691e+08\n", + " 0.656147\n", + " 4.180624e-01\n", + " \n", + " \n", " HalfBath\n", + " 1.0\n", + " 2.156144e+07\n", + " 2.156144e+07\n", + " 0.021314\n", + " 8.839484e-01\n", + " \n", + " \n", " BedroomAbvGr\n", + " 1.0\n", + " 4.333918e+10\n", + " 4.333918e+10\n", + " 42.841493\n", + " 8.329240e-11\n", + " \n", + " \n", " KitchenAbvGr\n", + " 1.0\n", + " 3.146973e+09\n", + " 3.146973e+09\n", + " 3.110835\n", + " 7.799290e-02\n", + " \n", + " \n", " TotRmsAbvGrd\n", + " 1.0\n", + " 2.792980e+10\n", + " 2.792980e+10\n", + " 27.609066\n", + " 1.716684e-07\n", + " \n", + " \n", " Fireplaces\n", + " 1.0\n", + " 7.733281e+09\n", + " 7.733281e+09\n", + " 7.644476\n", + " 5.769971e-03\n", + " \n", + " \n", " GarageCars\n", + " 1.0\n", + " 4.930751e+10\n", + " 4.930751e+10\n", + " 48.741289\n", + " 4.511825e-12\n", + " \n", + " \n", " GarageArea\n", + " 1.0\n", + " 7.778404e+07\n", + " 7.778404e+07\n", + " 0.076891\n", + " 7.815972e-01\n", + " \n", + " \n", " WoodDeckSF\n", + " 1.0\n", + " 9.632329e+09\n", + " 9.632329e+09\n", + " 9.521716\n", + " 2.070666e-03\n", + " \n", + " \n", " OpenPorchSF\n", + " 1.0\n", + " 1.370906e+06\n", + " 1.370906e+06\n", + " 0.001355\n", + " 9.706398e-01\n", + " \n", + " \n", " EnclosedPorch\n", + " 1.0\n", + " 8.669783e+07\n", + " 8.669783e+07\n", + " 0.085702\n", + " 7.697574e-01\n", + " \n", + " \n", " ThirdSsnPorch\n", + " 1.0\n", + " 5.460266e+08\n", + " 5.460266e+08\n", + " 0.539756\n", + " 4.626578e-01\n", + " \n", + " \n", " ScreenPorch\n", + " 1.0\n", + " 1.279020e+10\n", + " 1.279020e+10\n", + " 12.643319\n", + " 3.895637e-04\n", + " \n", + " \n", " PoolArea\n", + " 1.0\n", + " 2.116882e+09\n", + " 2.116882e+09\n", + " 2.092573\n", + " 1.482423e-01\n", + " \n", + " \n", " MiscVal\n", + " 1.0\n", + " 1.651572e+08\n", + " 1.651572e+08\n", + " 0.163261\n", + " 6.862343e-01\n", + " \n", + " \n", " MoSold\n", + " 1.0\n", + " 1.178538e+06\n", + " 1.178538e+06\n", + " 0.001165\n", + " 9.727767e-01\n", + " \n", + " \n", " YrSold\n", + " 1.0\n", + " 1.451158e+09\n", + " 1.451158e+09\n", + " 1.434494\n", + " 2.312368e-01\n", + " \n", + " \n", " MSZoning_code\n", - " Street_code\n", - " LotShape_code\n", - " LandContour_code\n", - " Utilities_code\n", - " LotConfig_code\n", - " LandSlope_code\n", - " Neighborhood_code\n", - " Condition1_code\n", - " Condition2_code\n", - " BldgType_code\n", - " HouseStyle_code\n", - " RoofStyle_code\n", - " RoofMatl_code\n", - " Exterior1st_code\n", - " Exterior2nd_code\n", - " MasVnrType_code\n", - " ExterQual_code\n", - " ExterCond_code\n", - " Foundation_code\n", - " BsmtQual_code\n", - " BsmtCond_code\n", - " BsmtExposure_code\n", - " BsmtFinType1_code\n", - " BsmtFinType2_code\n", - " Heating_code\n", - " HeatingQC_code\n", - " CentralAir_code\n", - " Electrical_code\n", - " KitchenQual_code\n", - " Functional_code\n", - " GarageType_code\n", - " GarageFinish_code\n", - " GarageQual_code\n", - " GarageCond_code\n", - " PavedDrive_code\n", - " SaleType_code\n", - " SaleCondition_code\n", + " 1.0\n", + " 3.477323e+09\n", + " 3.477323e+09\n", + " 3.437391\n", + " 6.394813e-02\n", " \n", - " \n", - " \n", " \n", - " Componente 1\n", - " -0.007579\n", - " 0.070135\n", - " 0.264122\n", - " -0.070903\n", - " 0.240467\n", - " 0.203251\n", - " 0.157178\n", - " 0.123759\n", - " -0.014267\n", - " 0.083910\n", - " 0.207934\n", - " 0.196217\n", - " 0.086759\n", - " -0.026199\n", - " 0.214002\n", - " 0.073984\n", - " -0.009359\n", - " 0.208692\n", - " 0.102336\n", - " 0.048705\n", - " -0.043719\n", - " 0.159842\n", - " 0.143633\n", - " 0.241125\n", - " 0.231971\n", - " 0.113700\n", - " 0.117246\n", - " -0.078336\n", - " 0.015097\n", - " 0.019632\n", - " 0.028508\n", - " -0.008966\n", - " 0.015270\n", - " -0.006516\n", - " -0.082842\n", - " 0.005753\n", - " -0.094278\n", - " 0.018781\n", - " -0.002435\n", - " -0.018499\n", - " 0.000500\n", - " 0.067340\n", - " 0.048534\n", - " 0.009282\n", - " 0.008167\n", - " 0.087218\n", - " 0.062115\n", - " 0.022264\n", - " 0.053980\n", - " 0.047415\n", - " -0.013661\n", - " -0.217384\n", - " 0.062694\n", - " 0.175938\n", - " -0.219886\n", - " 0.043285\n", - " -0.102925\n", - " -0.035281\n", - " 0.033274\n", - " -0.052077\n", - " -0.154072\n", - " 0.113528\n", - " 0.111692\n", - " -0.185163\n", - " 0.036087\n", - " -0.186128\n", - " -0.162484\n", - " 0.114872\n", - " 0.121560\n", - " 0.112179\n", - " -0.019955\n", - " 0.077092\n", + " Street_code\n", + " 1.0\n", + " 1.880317e+09\n", + " 1.880317e+09\n", + " 1.858724\n", + " 1.729930e-01\n", " \n", " \n", - " Componente 2\n", - " 0.103556\n", - " -0.030524\n", - " 0.060626\n", - " -0.007332\n", - " -0.124460\n", - " -0.001317\n", - " 0.017170\n", - " -0.260295\n", - " -0.119996\n", - " 0.209218\n", - " -0.104014\n", - " -0.064817\n", - " 0.349383\n", - " 0.102529\n", - " 0.252043\n", - " -0.259632\n", - " -0.038460\n", - " 0.185465\n", - " 0.159404\n", - " 0.278887\n", - " 0.146739\n", - " 0.302528\n", - " 0.007736\n", - " -0.004522\n", - " -0.031271\n", - " -0.051643\n", - " 0.080036\n", - " 0.093231\n", - " -0.022228\n", - " -0.010042\n", - " 0.011172\n", - " 0.002145\n", - " 0.028801\n", - " -0.037346\n", - " 0.009870\n", - " 0.036743\n", - " 0.035020\n", - " -0.042803\n", - " -0.006560\n", - " -0.012897\n", - " -0.063340\n", - " 0.005355\n", - " -0.021587\n", - " 0.000479\n", - " -0.061321\n", - " 0.107189\n", - " -0.031194\n", - " -0.010898\n", - " 0.078379\n", - " 0.082301\n", - " 0.015587\n", - " -0.040997\n", - " -0.035504\n", - " -0.011773\n", - " -0.007588\n", - " -0.088109\n", - " 0.139773\n", - " 0.291165\n", - " 0.104096\n", - " 0.079403\n", - " -0.043096\n", - " -0.145214\n", - " -0.078642\n", - " -0.048904\n", - " -0.021238\n", - " 0.147931\n", - " -0.006222\n", - " -0.146535\n", - " -0.126003\n", - " -0.167768\n", - " 0.001792\n", - " -0.002413\n", + " LotShape_code\n", + " 1.0\n", + " 2.452206e+09\n", + " 2.452206e+09\n", + " 2.424046\n", + " 1.197138e-01\n", " \n", " \n", - " Componente 3\n", - " -0.165448\n", - " 0.278565\n", - " -0.026594\n", - " 0.093032\n", - " -0.224069\n", - " -0.182424\n", - " 0.067706\n", - " 0.191347\n", - " 0.171887\n", - " -0.081393\n", - " 0.180160\n", - " 0.256712\n", - " 0.035048\n", - " 0.085683\n", - " 0.225902\n", - " 0.128629\n", - " 0.068261\n", - " -0.016761\n", - " -0.026304\n", - " 0.197786\n", - " 0.055484\n", - " 0.206844\n", - " 0.207031\n", - " -0.001180\n", - " 0.047616\n", - " 0.087075\n", - " 0.029622\n", - " 0.112227\n", - " 0.001625\n", - " 0.117718\n", - " 0.115155\n", - " 0.037508\n", - " 0.011662\n", - " -0.007353\n", - " 0.083336\n", - " -0.054921\n", - " -0.080509\n", - " -0.130534\n", - " 0.032015\n", - " -0.093500\n", - " 0.183480\n", - " 0.043479\n", - " -0.036499\n", - " 0.023148\n", - " -0.232839\n", - " -0.080386\n", - " 0.127948\n", - " 0.131067\n", - " -0.116082\n", - " -0.100833\n", - " -0.037514\n", - " 0.070844\n", - " -0.087642\n", - " -0.200154\n", - " 0.139522\n", - " -0.030196\n", - " -0.023110\n", - " -0.110932\n", - " -0.142843\n", - " 0.032718\n", - " 0.162379\n", - " -0.042450\n", - " -0.053489\n", - " 0.033559\n", - " -0.099581\n", - " -0.000581\n", - " 0.067113\n", - " -0.040974\n", - " -0.030583\n", - " -0.046243\n", - " -0.003043\n", - " -0.077775\n", + " LandContour_code\n", + " 1.0\n", + " 6.265075e+08\n", + " 6.265075e+08\n", + " 0.619313\n", + " 4.314370e-01\n", " \n", " \n", - " Componente 4\n", - " 0.315788\n", - " -0.036284\n", - " -0.038551\n", - " 0.044512\n", - " 0.053110\n", - " -0.034435\n", - " 0.054747\n", - " 0.067173\n", - " 0.068201\n", - " -0.308484\n", - " -0.215793\n", - " -0.211768\n", - " 0.284644\n", - " -0.037268\n", - " 0.077217\n", - " 0.069583\n", - " 0.069700\n", - " 0.029096\n", - " 0.296757\n", - " 0.129333\n", - " 0.050540\n", - " 0.074542\n", - " 0.038678\n", - " -0.002966\n", - " -0.027069\n", - " 0.045104\n", - " -0.004943\n", - " -0.056840\n", - " -0.021112\n", - " 0.034392\n", - " 0.034517\n", - " 0.010501\n", - " -0.006966\n", - " 0.010527\n", - " -0.023196\n", - " 0.012110\n", - " -0.016181\n", - " 0.063024\n", - " 0.019805\n", - " -0.005508\n", - " 0.002521\n", - " 0.011109\n", - " 0.026929\n", - " -0.021024\n", - " 0.167164\n", - " 0.363476\n", - " -0.078276\n", - " 0.008365\n", - " -0.216539\n", - " -0.232120\n", - " -0.162574\n", - " 0.128827\n", - " 0.014775\n", - " 0.012640\n", - " 0.065916\n", - " 0.048243\n", - " 0.009890\n", - " -0.184551\n", - " -0.088411\n", - " -0.039845\n", - " 0.125508\n", - " 0.092925\n", - " 0.119823\n", - " 0.136090\n", - " 0.020980\n", - " -0.040444\n", - " 0.014490\n", - " 0.113029\n", - " 0.096246\n", - " 0.124552\n", - " 0.061460\n", - " -0.046162\n", + " Utilities_code\n", + " 1.0\n", + " 3.079315e+09\n", + " 3.079315e+09\n", + " 3.043954\n", + " 8.125948e-02\n", " \n", " \n", - " Componente 5\n", - " 0.317516\n", - " 0.017916\n", - " 0.010717\n", - " -0.164735\n", - " -0.006139\n", - " 0.006555\n", - " 0.018018\n", - " 0.191148\n", - " -0.016313\n", - " -0.152938\n", - " 0.038687\n", - " 0.062985\n", - " -0.032984\n", - " 0.046102\n", - " 0.023202\n", - " 0.221643\n", - " -0.068386\n", - " 0.041606\n", - " -0.076734\n", - " -0.160742\n", - " 0.208621\n", - " -0.022485\n", - " -0.032244\n", - " -0.069352\n", - " -0.068343\n", - " 0.030729\n", - " 0.031659\n", - " 0.023330\n", - " -0.031671\n", - " -0.054040\n", - " 0.048815\n", - " -0.005431\n", - " -0.023170\n", - " 0.018948\n", - " -0.003772\n", - " -0.073040\n", - " 0.059286\n", - " -0.100713\n", - " -0.027324\n", - " 0.051015\n", - " 0.103547\n", - " 0.048788\n", - " -0.033834\n", - " -0.002886\n", - " 0.305592\n", - " 0.040395\n", - " 0.036864\n", - " 0.030623\n", - " -0.099040\n", - " -0.103137\n", - " 0.131821\n", - " -0.163504\n", - " -0.022249\n", - " 0.067634\n", - " -0.171626\n", - " -0.120523\n", - " -0.183095\n", - " -0.094142\n", - " -0.010095\n", - " 0.188035\n", - " -0.026488\n", - " -0.277713\n", - " -0.096410\n", - " -0.172957\n", - " -0.046426\n", - " 0.147610\n", - " -0.147078\n", - " -0.227845\n", - " -0.265547\n", - " -0.197534\n", - " -0.006466\n", - " -0.028036\n", + " LotConfig_code\n", + " 1.0\n", + " 1.190115e+08\n", + " 1.190115e+08\n", + " 0.117645\n", + " 7.316549e-01\n", " \n", " \n", - " Componente 6\n", - " -0.052110\n", - " 0.114236\n", - " 0.013007\n", - " 0.219410\n", - " -0.044006\n", - " 0.174075\n", - " -0.137287\n", - " 0.049813\n", - " 0.059828\n", - " -0.227001\n", - " -0.154850\n", - " -0.187913\n", - " 0.149976\n", - " 0.059643\n", - " -0.008138\n", - " 0.132186\n", - " 0.041057\n", - " -0.066068\n", - " 0.106918\n", - " -0.049958\n", - " -0.230348\n", - " -0.042974\n", - " 0.048439\n", - " -0.083793\n", - " -0.091622\n", - " 0.123028\n", - " 0.056607\n", - " 0.003220\n", - " -0.017819\n", - " -0.015863\n", - " 0.040668\n", - " 0.006630\n", - " -0.026951\n", - " -0.009396\n", - " 0.060232\n", - " -0.041407\n", - " -0.126386\n", - " -0.132146\n", - " -0.059809\n", - " -0.040766\n", - " 0.198563\n", - " -0.145700\n", - " 0.043598\n", - " -0.033371\n", - " -0.181182\n", - " 0.110687\n", - " -0.152856\n", - " 0.085456\n", - " 0.349298\n", - " 0.349175\n", - " 0.111380\n", - " -0.013907\n", - " -0.110566\n", - " 0.003178\n", - " -0.052416\n", - " -0.035491\n", - " -0.134852\n", - " -0.071497\n", - " -0.063140\n", - " -0.067786\n", - " -0.166578\n", - " 0.053531\n", - " 0.069908\n", - " -0.079682\n", - " 0.006927\n", - " 0.068950\n", - " -0.091616\n", - " -0.103319\n", - " -0.099715\n", - " -0.087070\n", - " 0.186579\n", - " 0.064401\n", + " LandSlope_code\n", + " 1.0\n", + " 5.942741e+09\n", + " 5.942741e+09\n", + " 5.874497\n", + " 1.548879e-02\n", " \n", " \n", - " Componente 7\n", - " 0.041175\n", - " 0.175091\n", - " -0.086790\n", - " -0.273970\n", - " 0.093445\n", - " -0.069624\n", - " -0.132166\n", - " -0.239647\n", - " 0.336283\n", - " 0.034119\n", - " -0.091127\n", - " -0.009491\n", - " -0.023182\n", - " -0.005573\n", - " -0.026756\n", - " -0.104688\n", - " 0.022976\n", - " 0.091825\n", - " -0.052805\n", - " 0.017468\n", - " 0.104374\n", - " -0.002812\n", - " -0.052961\n", - " 0.116336\n", - " 0.086365\n", - " 0.028341\n", - " -0.057444\n", - " -0.053434\n", - " -0.039004\n", - " -0.034713\n", - " -0.060999\n", - " -0.056380\n", - " 0.019312\n", - " -0.037338\n", - " -0.142946\n", - " -0.204185\n", - " -0.065200\n", - " -0.139109\n", - " 0.028802\n", - " 0.005913\n", - " 0.250610\n", - " -0.039191\n", - " 0.093748\n", - " -0.037356\n", - " 0.061372\n", - " 0.008694\n", - " -0.167345\n", - " 0.062905\n", - " 0.097541\n", - " 0.117310\n", - " 0.051018\n", - " 0.042530\n", - " 0.137960\n", - " 0.151201\n", - " -0.033742\n", - " -0.130895\n", - " -0.102179\n", - " 0.144526\n", - " -0.361020\n", - " 0.114630\n", - " 0.060995\n", - " -0.103408\n", - " -0.096635\n", - " 0.096983\n", - " -0.168005\n", - " -0.065686\n", - " 0.059916\n", - " 0.198370\n", - " 0.135576\n", - " 0.053859\n", - " -0.071512\n", - " -0.044396\n", + " Neighborhood_code\n", + " 1.0\n", + " 1.001276e+10\n", + " 1.001276e+10\n", + " 9.897776\n", + " 1.689909e-03\n", " \n", " \n", - " Componente 8\n", - " -0.007791\n", - " 0.246268\n", - " -0.032873\n", - " -0.114138\n", - " 0.030499\n", - " -0.113909\n", - " 0.048471\n", - " 0.033573\n", - " -0.417130\n", - " 0.087236\n", - " -0.030617\n", - " -0.062591\n", - " 0.011410\n", - " -0.082100\n", - " -0.044165\n", - " -0.081705\n", - " -0.017875\n", - " -0.067031\n", - " 0.088671\n", - " -0.047712\n", - " -0.071860\n", - " -0.077071\n", - " 0.070002\n", - " 0.011044\n", - " -0.010260\n", - " 0.003282\n", - " -0.054664\n", - " -0.093509\n", - " 0.057246\n", - " 0.011986\n", - " -0.066836\n", - " -0.052356\n", - " 0.067255\n", - " -0.088698\n", - " -0.070866\n", - " -0.204245\n", - " -0.128161\n", - " -0.302553\n", - " -0.021697\n", - " -0.049047\n", - " 0.373614\n", - " -0.121693\n", - " 0.013139\n", - " -0.062548\n", - " -0.036694\n", - " 0.034677\n", - " -0.038714\n", - " 0.103654\n", - " -0.114210\n", - " -0.119998\n", - " -0.060612\n", - " 0.049768\n", - " 0.142973\n", - " 0.006814\n", - " -0.017285\n", - " 0.133728\n", - " -0.083646\n", - " 0.088953\n", - " 0.441774\n", - " -0.016896\n", - " 0.074298\n", - " -0.019913\n", - " -0.057963\n", - " 0.059676\n", - " 0.102571\n", - " -0.026214\n", - " -0.019769\n", - " 0.013392\n", - " 0.018392\n", - " -0.001045\n", - " 0.036918\n", - " -0.010151\n", + " Condition1_code\n", + " 1.0\n", + " 5.970311e+08\n", + " 5.970311e+08\n", + " 0.590175\n", + " 4.424820e-01\n", " \n", " \n", - " Componente 9\n", - " -0.039409\n", - " 0.024933\n", - " 0.077255\n", - " 0.192108\n", - " 0.018887\n", - " 0.119326\n", - " -0.118014\n", - " -0.225321\n", - " 0.191371\n", - " 0.150597\n", - " -0.012202\n", - " -0.033864\n", - " -0.028077\n", - " 0.068515\n", - " -0.041898\n", - " -0.207953\n", - " 0.100092\n", - " -0.029871\n", - " 0.039799\n", - " -0.115892\n", - " -0.226699\n", - " -0.096032\n", - " 0.027613\n", - " -0.105259\n", - " -0.102436\n", - " 0.013752\n", - " 0.114977\n", - " -0.029934\n", - " 0.063027\n", - " 0.115361\n", - " -0.003731\n", - " 0.020625\n", - " 0.051928\n", - " 0.046285\n", - " -0.122066\n", - " -0.045425\n", - " -0.153500\n", - " -0.026502\n", - " 0.113791\n", - " -0.093750\n", - " 0.094042\n", - " 0.130220\n", - " 0.079065\n", - " 0.001822\n", - " 0.005852\n", - " 0.023174\n", - " -0.037617\n", - " 0.141080\n", - " -0.373752\n", - " -0.380090\n", - " 0.157378\n", - " -0.140881\n", - " -0.103308\n", - " -0.022562\n", - " -0.051513\n", - " -0.022192\n", - " 0.013257\n", - " 0.128694\n", - " -0.146953\n", - " -0.104601\n", - " -0.073952\n", - " 0.096466\n", - " 0.090709\n", - " -0.161946\n", - " 0.013543\n", - " 0.014208\n", - " -0.125984\n", - " -0.137261\n", - " -0.136185\n", - " 0.011151\n", - " -0.077828\n", - " -0.022287\n", + " Condition2_code\n", + " 1.0\n", + " 4.657970e+09\n", + " 4.657970e+09\n", + " 4.604480\n", + " 3.206139e-02\n", " \n", " \n", - " Componente 10\n", - " -0.287009\n", - " -0.009109\n", - " -0.052176\n", - " -0.154803\n", - " 0.035838\n", - " -0.061094\n", - " -0.084250\n", - " 0.119250\n", - " -0.055038\n", - " -0.197619\n", - " -0.095304\n", - " -0.119694\n", - " 0.077887\n", - " -0.064162\n", - " -0.029292\n", - " 0.130319\n", - " -0.172886\n", - " -0.039173\n", - " 0.131330\n", - " 0.041771\n", - " -0.081650\n", - " -0.001418\n", - " -0.099288\n", - " 0.033648\n", - " 0.072218\n", - " -0.131218\n", - " 0.159054\n", - " 0.067823\n", - " 0.013211\n", - " -0.068330\n", - " -0.023525\n", - " -0.030351\n", - " -0.029363\n", - " 0.115780\n", - " -0.372809\n", - " -0.053881\n", - " -0.079573\n", - " 0.080905\n", - " 0.065448\n", - " -0.144606\n", - " -0.111239\n", - " 0.282294\n", - " 0.107403\n", - " -0.053344\n", - " -0.349868\n", - " 0.051855\n", - " -0.024060\n", - " -0.142419\n", - " -0.075002\n", - " -0.049049\n", - " 0.173847\n", - " -0.025743\n", - " 0.055432\n", - " 0.092733\n", - " -0.013641\n", - " -0.052648\n", - " 0.132152\n", - " -0.107752\n", - " 0.029488\n", - " 0.181366\n", - " -0.020097\n", - " -0.190378\n", - " -0.148099\n", - " -0.028453\n", - " 0.109841\n", - " 0.005115\n", - " -0.012697\n", - " 0.028665\n", - " -0.028630\n", - " -0.025650\n", - " -0.074261\n", - " -0.042497\n", + " BldgType_code\n", + " 1.0\n", + " 1.551954e+09\n", + " 1.551954e+09\n", + " 1.534132\n", + " 2.157027e-01\n", " \n", " \n", - " Componente 11\n", - " -0.045598\n", - " -0.077261\n", - " 0.017602\n", - " -0.176332\n", - " 0.053013\n", - " -0.102126\n", - " 0.235007\n", - " -0.002578\n", - " 0.051573\n", - " -0.000982\n", - " 0.015295\n", - " -0.000840\n", - " -0.028411\n", - " -0.017788\n", - " -0.025866\n", - " -0.051329\n", - " 0.218783\n", - " -0.072649\n", - " 0.053883\n", - " -0.063608\n", - " -0.141137\n", - " -0.071600\n", - " 0.033734\n", - " -0.062409\n", - " -0.081864\n", - " -0.017849\n", - " 0.070128\n", - " -0.047274\n", - " -0.008431\n", - " 0.137878\n", - " 0.112145\n", - " -0.137263\n", - " 0.037770\n", - " -0.204759\n", - " -0.010359\n", - " 0.070168\n", - " -0.081386\n", - " 0.183751\n", - " 0.301105\n", - " -0.119132\n", - " -0.109802\n", - " -0.140750\n", - " 0.004411\n", - " -0.124268\n", - " -0.027391\n", - " 0.117427\n", - " 0.006748\n", - " 0.174013\n", - " 0.152431\n", - " 0.135924\n", - " -0.337481\n", - " 0.002365\n", - " 0.025913\n", - " -0.019388\n", - " -0.042328\n", - " -0.093570\n", - " -0.077975\n", - " -0.008630\n", - " -0.012227\n", - " 0.044217\n", - " 0.032766\n", - " -0.067962\n", - " -0.158636\n", - " -0.008803\n", - " 0.095559\n", - " -0.046961\n", - " -0.138860\n", - " -0.130380\n", - " -0.168211\n", - " 0.021227\n", - " -0.246609\n", - " -0.317026\n", + " HouseStyle_code\n", + " 1.0\n", + " 5.700016e+09\n", + " 5.700016e+09\n", + " 5.634560\n", + " 1.774511e-02\n", " \n", " \n", - " Componente 12\n", - " 0.176067\n", - " -0.031500\n", - " 0.098982\n", - " 0.163287\n", - " -0.131236\n", - " -0.006278\n", - " 0.031193\n", - " 0.035576\n", - " -0.035600\n", - " -0.060653\n", - " -0.037194\n", - " -0.060123\n", - " 0.048859\n", - " 0.131682\n", - " 0.008542\n", - " 0.008005\n", - " 0.110162\n", - " -0.107743\n", - " 0.028042\n", - " -0.161591\n", - " -0.056200\n", - " -0.076780\n", - " 0.032294\n", - " 0.151527\n", - " 0.194615\n", - " -0.155675\n", - " 0.112329\n", - " 0.146228\n", - " -0.105336\n", - " 0.193573\n", - " 0.012003\n", - " -0.017075\n", - " 0.047049\n", - " 0.010826\n", - " -0.144751\n", - " -0.135617\n", - " 0.164645\n", - " -0.172044\n", - " 0.204605\n", - " 0.067110\n", - " 0.076877\n", - " 0.241710\n", - " -0.223362\n", - " 0.048584\n", - " 0.158128\n", - " -0.022092\n", - " -0.023870\n", - " 0.021779\n", - " 0.145648\n", - " 0.121592\n", - " 0.102400\n", - " -0.096837\n", - " -0.134378\n", - " -0.117794\n", - " 0.026641\n", - " 0.011229\n", - " 0.043465\n", - " 0.029280\n", - " 0.078494\n", - " -0.063674\n", - " 0.013505\n", - " 0.031439\n", - " -0.049186\n", - " -0.119614\n", - " 0.100984\n", - " 0.099126\n", - " 0.232044\n", - " 0.159712\n", - " 0.241504\n", - " -0.020600\n", - " -0.251024\n", - " -0.157890\n", + " RoofStyle_code\n", + " 1.0\n", + " 5.247588e+09\n", + " 5.247588e+09\n", + " 5.187328\n", + " 2.290359e-02\n", " \n", " \n", - " Componente 13\n", - " -0.052149\n", - " 0.020796\n", - " 0.025009\n", - " 0.113228\n", - " -0.044558\n", - " -0.010482\n", - " 0.229206\n", - " -0.063164\n", - " 0.009858\n", - " -0.061709\n", - " -0.124197\n", - " -0.075248\n", - " 0.032713\n", - " -0.245460\n", - " -0.050896\n", - " -0.122489\n", - " 0.144741\n", - " -0.076508\n", - " 0.059110\n", - " -0.140250\n", - " -0.094996\n", - " -0.067018\n", - " 0.061745\n", - " 0.107790\n", - " 0.088667\n", - " 0.004709\n", - " -0.059247\n", - " 0.000631\n", - " 0.047177\n", - " 0.067583\n", - " -0.201253\n", - " 0.179565\n", - " 0.001372\n", - " 0.018762\n", - " 0.147287\n", - " -0.051443\n", - " -0.016983\n", - " 0.038409\n", - " 0.036115\n", - " 0.020302\n", - " 0.013133\n", - " -0.092945\n", - " 0.002218\n", - " 0.212890\n", - " -0.059606\n", - " 0.025751\n", - " 0.238263\n", - " -0.038888\n", - " -0.062961\n", - " -0.060175\n", - " -0.201728\n", - " -0.120333\n", - " -0.188329\n", - " 0.019034\n", - " -0.027776\n", - " -0.227591\n", - " -0.018823\n", - " 0.024905\n", - " -0.061996\n", - " 0.328586\n", - " -0.052045\n", - " -0.230149\n", - " -0.143746\n", - " -0.108299\n", - " 0.012580\n", - " -0.020599\n", - " 0.010114\n", - " 0.141578\n", - " 0.119295\n", - " -0.092914\n", - " 0.151547\n", - " 0.296043\n", + " RoofMatl_code\n", + " 1.0\n", + " 8.086365e+09\n", + " 8.086365e+09\n", + " 7.993505\n", + " 4.761875e-03\n", " \n", " \n", - " Componente 14\n", - " -0.013946\n", - " -0.004534\n", - " 0.041182\n", - " -0.126095\n", - " -0.006101\n", - " -0.085937\n", - " 0.149698\n", - " -0.048371\n", - " 0.198035\n", - " 0.031213\n", - " 0.053970\n", - " -0.046093\n", - " 0.061078\n", - " 0.004403\n", - " 0.017236\n", - " 0.049164\n", - " -0.265695\n", - " -0.121731\n", - " 0.230143\n", - " -0.076258\n", - " -0.173896\n", - " -0.015259\n", - " 0.131993\n", - " -0.077729\n", - " -0.081401\n", - " -0.076127\n", - " 0.017215\n", - " -0.018282\n", - " -0.092674\n", - " 0.235440\n", - " -0.051764\n", - " -0.077406\n", - " -0.220561\n", - " 0.198892\n", - " 0.034370\n", - " -0.173052\n", - " 0.176622\n", - " -0.055196\n", - " 0.032920\n", - " 0.270237\n", - " 0.048419\n", - " -0.011838\n", - " 0.081570\n", - " 0.028335\n", - " 0.023135\n", - " -0.032470\n", - " 0.157053\n", - " -0.099237\n", - " 0.042150\n", - " 0.056594\n", - " -0.105687\n", - " -0.068838\n", - " 0.298127\n", - " -0.105439\n", - " 0.010588\n", - " 0.340935\n", - " 0.159814\n", - " 0.075239\n", - " -0.124251\n", - " -0.030104\n", - " -0.013468\n", - " 0.021510\n", - " -0.072010\n", - " -0.049993\n", - " -0.082521\n", - " 0.030778\n", - " -0.105458\n", - " -0.120101\n", - " -0.052397\n", - " -0.013311\n", - " 0.070059\n", - " 0.080485\n", + " Exterior1st_code\n", + " 1.0\n", + " 4.200389e+09\n", + " 4.200389e+09\n", + " 4.152154\n", + " 4.177078e-02\n", " \n", " \n", - " Componente 15\n", - " -0.009274\n", - " 0.119855\n", - " -0.070748\n", - " 0.060200\n", - " 0.058520\n", - " 0.066540\n", - " 0.162250\n", - " -0.045176\n", - " 0.049225\n", - " 0.024927\n", - " -0.003759\n", - " -0.021355\n", - " -0.044122\n", - " -0.093588\n", - " -0.061024\n", - " -0.015836\n", - " 0.033634\n", - " 0.036464\n", - " -0.034091\n", - " 0.092554\n", - " 0.204622\n", - " 0.028575\n", - " -0.189476\n", - " -0.064376\n", - " -0.045345\n", - " 0.072730\n", - " -0.071000\n", - " -0.052061\n", - " 0.027863\n", - " -0.185736\n", - " -0.087554\n", - " 0.321125\n", - " -0.151416\n", - " 0.197926\n", - " -0.172263\n", - " -0.267950\n", - " -0.092734\n", - " -0.069419\n", - " 0.109737\n", - " -0.115066\n", - " 0.045640\n", - " 0.138994\n", - " -0.102188\n", - " 0.236106\n", - " -0.001151\n", - " 0.028092\n", - " 0.194638\n", - " -0.142097\n", - " 0.117970\n", - " 0.087366\n", - " -0.226404\n", - " -0.013276\n", - " -0.077441\n", - " 0.069091\n", - " 0.048593\n", - " 0.088745\n", - " -0.039655\n", - " 0.016073\n", - " -0.050915\n", - " -0.241721\n", - " 0.009852\n", - " 0.056078\n", - " 0.160002\n", - " 0.081947\n", - " 0.194294\n", - " 0.036451\n", - " -0.086469\n", - " -0.082594\n", - " -0.127674\n", - " -0.138316\n", - " -0.120696\n", - " -0.148043\n", + " Exterior2nd_code\n", + " 1.0\n", + " 9.387931e+08\n", + " 9.387931e+08\n", + " 0.928012\n", + " 3.355476e-01\n", " \n", " \n", - " Componente 16\n", - " 0.023062\n", - " -0.015003\n", - " -0.025424\n", - " 0.015596\n", - " -0.024150\n", - " 0.051334\n", - " 0.025334\n", - " 0.020518\n", - " -0.128831\n", - " -0.022203\n", - " -0.048404\n", - " 0.030277\n", - " 0.017446\n", - " 0.106815\n", - " 0.046651\n", - " -0.024112\n", - " 0.067689\n", - " 0.042091\n", - " -0.051400\n", - " 0.009230\n", - " -0.018795\n", - " 0.046286\n", - " 0.026954\n", - " -0.027393\n", - " -0.053998\n", - " 0.024522\n", - " -0.220309\n", - " 0.026680\n", - " 0.149268\n", - " -0.023433\n", - " -0.076772\n", - " -0.103745\n", - " -0.458578\n", - " 0.469795\n", - " 0.099279\n", - " 0.093869\n", - " -0.045585\n", - " -0.062742\n", - " 0.239841\n", - " -0.121837\n", - " 0.071292\n", - " -0.145729\n", - " 0.071342\n", - " -0.278656\n", - " 0.027535\n", - " -0.053954\n", - " -0.027439\n", - " -0.055364\n", - " -0.023877\n", - " -0.013040\n", - " 0.023814\n", - " -0.051367\n", - " -0.158085\n", - " 0.067654\n", - " -0.017112\n", - " -0.069177\n", - " 0.107730\n", - " -0.035760\n", - " 0.090696\n", - " 0.063622\n", - " -0.090535\n", - " 0.015252\n", - " -0.027352\n", - " -0.035940\n", - " -0.247292\n", - " -0.031268\n", - " -0.068212\n", - " 0.137727\n", - " 0.102222\n", - " 0.033524\n", - " -0.134612\n", - " -0.140296\n", + " MasVnrType_code\n", + " 1.0\n", + " 3.216254e+10\n", + " 3.216254e+10\n", + " 31.793201\n", + " 2.074541e-08\n", " \n", " \n", - " Componente 17\n", - " 0.067939\n", - " 0.019776\n", - " 0.057071\n", - " -0.014514\n", - " -0.029384\n", - " -0.053565\n", - " -0.026351\n", - " -0.084186\n", - " 0.058486\n", - " 0.087480\n", - " 0.022093\n", - " -0.030224\n", - " 0.033044\n", - " -0.178733\n", - " -0.011323\n", - " 0.019184\n", - " -0.197519\n", - " -0.072385\n", - " 0.031720\n", - " -0.145919\n", - " -0.000204\n", - " -0.074470\n", - " 0.039982\n", - " 0.122087\n", - " 0.114907\n", - " 0.070370\n", - " -0.082138\n", - " 0.386772\n", - " -0.147276\n", - " -0.088337\n", - " 0.177578\n", - " 0.034935\n", - " -0.222323\n", - " 0.042893\n", - " 0.257777\n", - " 0.105438\n", - " -0.212816\n", - " 0.060946\n", - " 0.054559\n", - " -0.436654\n", - " -0.063874\n", - " -0.012914\n", - " -0.129458\n", - " 0.202918\n", - " 0.041158\n", - " 0.095215\n", - " -0.144219\n", - " 0.041047\n", - " -0.032121\n", - " -0.010139\n", - " 0.102505\n", - " 0.044092\n", - " 0.157374\n", - " -0.037031\n", - " -0.061359\n", - " 0.213433\n", - " -0.122451\n", - " 0.108764\n", - " -0.015760\n", - " 0.069561\n", - " 0.020803\n", - " -0.025241\n", - " -0.036317\n", - " 0.000923\n", - " 0.103018\n", - " -0.006401\n", - " 0.061754\n", - " -0.043830\n", - " 0.035220\n", - " 0.020470\n", - " 0.005439\n", - " -0.018174\n", + " ExterQual_code\n", + " 1.0\n", + " 8.370845e+10\n", + " 8.370845e+10\n", + " 82.747182\n", + " 3.140526e-19\n", " \n", " \n", - " Componente 18\n", - " 0.048556\n", - " 0.027780\n", - " -0.058400\n", - " -0.057722\n", - " 0.043611\n", - " 0.000512\n", - " -0.182674\n", - " 0.031865\n", - " -0.059750\n", - " 0.008730\n", - " 0.019951\n", - " 0.025970\n", - " -0.020960\n", - " 0.020284\n", - " 0.003570\n", - " 0.023632\n", - " -0.103056\n", - " 0.050063\n", - " 0.026559\n", - " -0.002758\n", - " 0.142974\n", - " 0.017124\n", - " 0.053773\n", - " -0.067371\n", - " -0.079871\n", - " -0.165777\n", - " 0.183652\n", - " -0.282360\n", - " -0.012348\n", - " 0.470286\n", - " 0.094924\n", - " 0.450328\n", - " -0.036307\n", - " 0.028654\n", - " 0.036020\n", - " -0.015112\n", - " -0.182695\n", - " 0.116348\n", - " 0.146096\n", - " -0.091166\n", - " -0.049367\n", - " -0.112465\n", - " 0.141192\n", - " 0.232470\n", - " 0.103208\n", - " -0.098199\n", - " -0.091225\n", - " 0.093539\n", - " 0.067593\n", - " 0.094413\n", - " 0.149693\n", - " 0.057842\n", - " -0.091827\n", - " 0.033599\n", - " 0.017496\n", - " 0.043789\n", - " 0.087110\n", - " -0.047900\n", - " 0.129401\n", - " 0.093180\n", - " 0.016540\n", - " -0.050153\n", - " -0.009531\n", - " 0.086029\n", - " -0.078368\n", - " -0.030648\n", - " -0.057344\n", - " 0.006603\n", - " 0.087382\n", - " 0.060995\n", - " -0.011646\n", - " 0.008467\n", + " ExterCond_code\n", + " 1.0\n", + " 4.779358e+08\n", + " 4.779358e+08\n", + " 0.472447\n", + " 4.919781e-01\n", " \n", " \n", - " Componente 19\n", - " 0.104706\n", - " 0.070180\n", - " 0.028338\n", - " 0.255308\n", - " -0.081336\n", - " 0.071434\n", - " 0.018157\n", - " -0.032236\n", - " 0.028725\n", - " 0.076474\n", - " 0.054074\n", - " 0.039759\n", - " -0.047066\n", - " -0.179625\n", - " -0.026469\n", - " 0.044028\n", - " -0.040994\n", - " 0.050756\n", - " -0.127527\n", - " 0.032876\n", - " 0.155989\n", - " 0.011480\n", - " -0.060239\n", - " 0.116164\n", - " 0.111909\n", - " -0.110105\n", - " 0.162210\n", - " -0.053187\n", - " 0.264516\n", - " 0.112359\n", - " -0.036610\n", - " -0.223517\n", - " 0.025397\n", - " 0.116726\n", - " 0.131206\n", - " -0.289911\n", - " 0.071532\n", - " 0.095553\n", - " 0.074470\n", - " -0.110262\n", - " -0.067186\n", - " -0.009607\n", - " 0.398809\n", - " -0.283601\n", - " 0.043004\n", - " 0.062933\n", - " -0.106089\n", - " -0.019061\n", - " 0.032756\n", - " 0.051520\n", - " -0.039136\n", - " 0.045826\n", - " -0.001658\n", - " -0.124370\n", - " 0.031278\n", - " 0.102962\n", - " -0.091993\n", - " -0.017364\n", - " -0.044188\n", - " 0.083306\n", - " 0.022150\n", - " -0.100918\n", - " 0.076629\n", - " 0.047460\n", - " 0.294788\n", - " 0.036662\n", - " 0.128714\n", - " -0.087834\n", - " -0.050880\n", - " -0.005587\n", - " 0.025220\n", - " 0.101141\n", + " Foundation_code\n", + " 1.0\n", + " 2.388951e+09\n", + " 2.388951e+09\n", + " 2.361518\n", + " 1.245889e-01\n", " \n", " \n", - " Componente 20\n", - " 0.008160\n", - " -0.083518\n", - " 0.029419\n", - " 0.034783\n", - " -0.007129\n", - " 0.023151\n", - " -0.059930\n", - " 0.064095\n", - " 0.076256\n", - " -0.079209\n", - " 0.014897\n", - " -0.003191\n", - " 0.055998\n", - " -0.106780\n", - " 0.034291\n", - " 0.027375\n", - " 0.041730\n", - " 0.017771\n", - " -0.003463\n", - " 0.029755\n", - " 0.007268\n", - " 0.061546\n", - " 0.005794\n", - " -0.045954\n", - " -0.063755\n", - " -0.180821\n", - " -0.066050\n", - " 0.177601\n", - " 0.426909\n", - " -0.092409\n", - " -0.016365\n", - " 0.076283\n", - " 0.226128\n", - " -0.189837\n", - " 0.148711\n", - " 0.116276\n", - " -0.131762\n", - " -0.255290\n", - " 0.168178\n", - " 0.136743\n", - " 0.021309\n", - " -0.190767\n", - " 0.179755\n", - " 0.201348\n", - " -0.005870\n", - " 0.007674\n", - " -0.010551\n", - " -0.354146\n", - " -0.038539\n", - " -0.019491\n", - " 0.081890\n", - " -0.023562\n", - " 0.157765\n", - " 0.012145\n", - " -0.005665\n", - " 0.140159\n", - " -0.000516\n", - " -0.066299\n", - " -0.058124\n", - " -0.068982\n", - " -0.127653\n", - " 0.023990\n", - " -0.137544\n", - " -0.079040\n", - " -0.018790\n", - " 0.019732\n", - " -0.036328\n", - " 0.035577\n", - " 0.060773\n", - " -0.044976\n", - " -0.237032\n", - " -0.118504\n", + " BsmtQual_code\n", + " 1.0\n", + " 2.602048e+10\n", + " 2.602048e+10\n", + " 25.721673\n", + " 4.476289e-07\n", " \n", " \n", - " Componente 21\n", - " -0.051724\n", - " 0.063121\n", - " -0.016289\n", - " 0.057475\n", - " 0.025662\n", - " 0.044874\n", - " -0.044503\n", - " 0.019813\n", - " 0.035857\n", - " -0.005505\n", - " 0.028238\n", - " 0.019416\n", - " -0.018003\n", - " -0.160640\n", - " -0.015536\n", - " -0.030833\n", - " 0.332220\n", - " 0.060499\n", - " -0.007845\n", - " 0.087281\n", - " 0.194729\n", - " 0.048298\n", - " -0.009819\n", - " -0.013242\n", - " -0.040572\n", - " 0.026170\n", - " -0.019572\n", - " -0.160503\n", - " -0.038181\n", - " 0.093289\n", - " -0.275539\n", - " -0.172543\n", - " 0.035739\n", - " 0.157798\n", - " -0.015076\n", - " 0.274685\n", - " 0.004772\n", - " 0.022863\n", - " 0.343422\n", - " 0.107224\n", - " 0.090323\n", - " 0.154024\n", - " -0.333058\n", - " 0.088356\n", - " -0.043472\n", - " -0.003585\n", - " -0.167477\n", - " 0.036529\n", - " 0.006277\n", - " 0.032205\n", - " 0.141046\n", - " 0.094165\n", - " 0.229506\n", - " 0.023952\n", - " -0.004161\n", - " 0.187092\n", - " -0.044875\n", - " -0.079307\n", - " 0.003280\n", - " 0.120157\n", - " -0.071209\n", - " 0.015727\n", - " -0.109014\n", - " -0.010907\n", - " 0.096334\n", - " -0.013389\n", - " 0.015435\n", - " -0.145874\n", - " -0.058312\n", - " 0.000395\n", - " 0.167585\n", - " 0.118208\n", + " BsmtCond_code\n", + " 1.0\n", + " 2.276139e+09\n", + " 2.276139e+09\n", + " 2.250001\n", + " 1.338416e-01\n", + " \n", + " \n", + " BsmtExposure_code\n", + " 1.0\n", + " 2.524413e+10\n", + " 2.524413e+10\n", + " 24.954236\n", + " 6.616080e-07\n", + " \n", + " \n", + " BsmtFinType1_code\n", + " 1.0\n", + " 2.676871e+09\n", + " 2.676871e+09\n", + " 2.646132\n", + " 1.040290e-01\n", + " \n", + " \n", + " BsmtFinType2_code\n", + " 1.0\n", + " 5.101098e+08\n", + " 5.101098e+08\n", + " 0.504252\n", + " 4.777570e-01\n", " \n", " \n", - " Componente 22\n", - " -0.030214\n", - " 0.082933\n", - " -0.001133\n", - " -0.002335\n", - " 0.041091\n", - " -0.010572\n", - " -0.035892\n", - " 0.007856\n", - " 0.012055\n", - " 0.052769\n", - " 0.065749\n", - " 0.001743\n", - " 0.002577\n", - " 0.156894\n", - " 0.017940\n", - " -0.099022\n", - " 0.218891\n", - " 0.061058\n", - " -0.034762\n", - " 0.047973\n", - " -0.081190\n", - " -0.031749\n", - " -0.082607\n", - " -0.060076\n", - " -0.020553\n", - " -0.076069\n", - " 0.074419\n", - " 0.035136\n", - " 0.209079\n", - " -0.103911\n", - " 0.506264\n", - " 0.043060\n", - " -0.298770\n", - " -0.010652\n", - " -0.145150\n", - " -0.064978\n", - " 0.205472\n", - " 0.001188\n", - " -0.073037\n", - " 0.182204\n", - " 0.014563\n", - " -0.121853\n", - " -0.098260\n", - " 0.144012\n", - " -0.016153\n", - " -0.056325\n", - " -0.188499\n", - " 0.003087\n", - " -0.051107\n", - " -0.066954\n", - " -0.104927\n", - " -0.010310\n", - " -0.050188\n", - " 0.100065\n", - " 0.066928\n", - " 0.165513\n", - " -0.027001\n", - " -0.030287\n", - " -0.041145\n", - " 0.235350\n", - " -0.103763\n", - " -0.076237\n", - " -0.056479\n", - " -0.049723\n", - " 0.259265\n", - " -0.052964\n", - " 0.002441\n", - " 0.045631\n", - " 0.081341\n", - " 0.030162\n", - " 0.206679\n", - " -0.049214\n", + " Heating_code\n", + " 1.0\n", + " 2.311556e+07\n", + " 2.311556e+07\n", + " 0.022850\n", + " 8.798695e-01\n", " \n", " \n", - " Componente 23\n", - " 0.056594\n", - " -0.018422\n", - " 0.009372\n", - " -0.051006\n", - " -0.013574\n", - " -0.016028\n", - " 0.128761\n", - " -0.007459\n", - " 0.047228\n", - " -0.032387\n", - " -0.023009\n", - " -0.006824\n", - " -0.006540\n", - " 0.323507\n", - " 0.019481\n", - " 0.006436\n", - " -0.024244\n", - " -0.022918\n", - " 0.079771\n", - " -0.127630\n", - " 0.028088\n", - " -0.072944\n", - " -0.029922\n", - " 0.032229\n", - " 0.021241\n", - " -0.071537\n", - " 0.026397\n", - " -0.020102\n", - " 0.529196\n", - " -0.025445\n", - " -0.176013\n", - " -0.035250\n", - " 0.052369\n", - " -0.013194\n", - " -0.049163\n", - " 0.124661\n", - " -0.147234\n", - " -0.048139\n", - " -0.200656\n", - " -0.300543\n", - " 0.015302\n", - " 0.228387\n", - " -0.075415\n", - " 0.076209\n", - " 0.129754\n", - " -0.107448\n", - " 0.032611\n", - " 0.229707\n", - " 0.083386\n", - " 0.100774\n", - " -0.175015\n", - " -0.015832\n", - " 0.106940\n", - " 0.017219\n", - " 0.004569\n", - " 0.073800\n", - " 0.230347\n", - " -0.048390\n", - " -0.048574\n", - " 0.068581\n", - " -0.036647\n", - " -0.005518\n", - " 0.003610\n", - " 0.025289\n", - " -0.085091\n", - " 0.061718\n", - " 0.088505\n", - " -0.068147\n", - " -0.010238\n", - " 0.081110\n", - " 0.186566\n", - " 0.007845\n", + " HeatingQC_code\n", + " 1.0\n", + " 2.502130e+09\n", + " 2.502130e+09\n", + " 2.473397\n", + " 1.160152e-01\n", " \n", " \n", - " Componente 24\n", - " -0.041084\n", - " 0.086907\n", - " -0.001940\n", - " -0.002965\n", - " -0.004029\n", - " 0.007401\n", - " -0.021443\n", - " -0.011757\n", - " 0.032188\n", - " 0.031306\n", - " 0.031145\n", - " 0.018717\n", - " 0.056392\n", - " -0.194514\n", - " 0.042617\n", - " 0.105667\n", - " -0.157262\n", - " 0.034479\n", - " 0.102279\n", - " -0.053284\n", - " -0.054133\n", - " -0.001109\n", - " -0.041654\n", - " -0.005710\n", - " 0.020769\n", - " 0.132780\n", - " 0.147808\n", - " -0.076921\n", - " 0.078113\n", - " -0.220796\n", - " -0.199382\n", - " -0.111316\n", - " 0.121967\n", - " 0.225382\n", - " 0.036570\n", - " 0.036936\n", - " 0.148054\n", - " 0.153327\n", - " -0.166995\n", - " 0.172748\n", - " 0.070203\n", - " -0.171724\n", - " -0.025327\n", - " 0.329139\n", - " -0.035998\n", - " -0.017051\n", - " -0.241141\n", - " 0.284593\n", - " -0.012188\n", - " -0.015232\n", - " -0.055645\n", - " 0.004176\n", - " -0.193613\n", - " -0.113157\n", - " 0.033438\n", - " 0.079328\n", - " 0.084997\n", - " -0.001779\n", - " 0.059815\n", - " 0.143090\n", - " -0.030938\n", - " -0.062875\n", - " 0.097607\n", - " -0.018909\n", - " -0.055078\n", - " 0.019719\n", - " 0.014290\n", - " -0.048469\n", - " 0.033436\n", - " 0.056822\n", - " -0.348450\n", - " -0.203312\n", + " CentralAir_code\n", + " 1.0\n", + " 4.767572e+08\n", + " 4.767572e+08\n", + " 0.471282\n", + " 4.925124e-01\n", " \n", " \n", - " Componente 25\n", - " -0.035532\n", - " -0.035357\n", - " -0.045755\n", - " -0.001789\n", - " -0.014024\n", - " 0.027589\n", - " 0.031543\n", - " 0.041064\n", - " -0.124401\n", - " -0.024386\n", - " -0.027615\n", - " 0.002921\n", - " -0.012438\n", - " -0.005466\n", - " -0.008689\n", - " -0.102576\n", - " 0.263592\n", - " -0.047529\n", - " -0.007740\n", - " -0.049713\n", - " -0.053114\n", - " -0.001887\n", - " -0.181233\n", - " 0.120986\n", - " 0.159974\n", - " 0.153564\n", - " 0.014822\n", - " -0.015396\n", - " 0.037393\n", - " -0.175236\n", - " 0.143033\n", - " 0.114241\n", - " -0.150603\n", - " -0.088939\n", - " 0.024630\n", - " -0.042592\n", - " 0.091554\n", - " 0.074416\n", - " 0.197656\n", - " 0.134181\n", - " -0.024297\n", - " 0.166717\n", - " 0.364815\n", - " 0.170529\n", - " -0.060450\n", - " 0.153600\n", - " 0.103797\n", - " 0.206551\n", - " 0.046866\n", - " 0.007067\n", - " 0.121236\n", - " 0.004614\n", - " 0.193416\n", - " -0.096819\n", - " -0.068309\n", - " 0.098331\n", - " -0.019387\n", - " -0.015982\n", - " 0.096564\n", - " -0.049642\n", - " 0.075749\n", - " -0.053734\n", - " 0.083014\n", - " 0.012775\n", - " -0.418275\n", - " 0.144502\n", - " 0.170707\n", - " -0.088550\n", - " -0.079346\n", - " 0.046340\n", - " 0.016534\n", - " 0.036629\n", + " Electrical_code\n", + " 1.0\n", + " 1.255005e+09\n", + " 1.255005e+09\n", + " 1.240594\n", + " 2.655494e-01\n", " \n", " \n", - " Componente 26\n", - " 0.056249\n", - " 0.137382\n", - " 0.026528\n", - " -0.044330\n", - " -0.029862\n", - " 0.019529\n", - " -0.112873\n", - " 0.001848\n", - " -0.013456\n", - " -0.012877\n", - " -0.015997\n", - " 0.005155\n", - " 0.049409\n", - " -0.346252\n", - " 0.012799\n", - " -0.079789\n", - " 0.242272\n", - " 0.035820\n", - " 0.017466\n", - " -0.070125\n", - " -0.029099\n", - " -0.045530\n", - " 0.220290\n", - " -0.052326\n", - " -0.076393\n", - " -0.062603\n", - " -0.055858\n", - " 0.221551\n", - " 0.179190\n", - " 0.034232\n", - " 0.094969\n", - " 0.290998\n", - " 0.180885\n", - " 0.124314\n", - " -0.131340\n", - " -0.085068\n", - " 0.196410\n", - " 0.250934\n", - " -0.226805\n", - " -0.081939\n", - " 0.042841\n", - " 0.042265\n", - " -0.169348\n", - " -0.314097\n", - " 0.039150\n", - " 0.024764\n", - " 0.132015\n", - " -0.009541\n", - " 0.076032\n", - " 0.067845\n", - " 0.101128\n", - " 0.007537\n", - " 0.109516\n", - " -0.021004\n", - " -0.025857\n", - " 0.112964\n", - " 0.040327\n", - " 0.015482\n", - " 0.010066\n", - " 0.088928\n", - " -0.067087\n", - " 0.047737\n", - " 0.051526\n", - " 0.062157\n", - " -0.198920\n", - " -0.113710\n", - " -0.031175\n", - " -0.066529\n", - " -0.027301\n", - " -0.036986\n", - " -0.085972\n", - " -0.058061\n", + " KitchenQual_code\n", + " 1.0\n", + " 4.216622e+10\n", + " 4.216622e+10\n", + " 41.682004\n", + " 1.480742e-10\n", " \n", " \n", - " Componente 27\n", - " 0.098248\n", - " 0.171147\n", - " -0.028143\n", - " -0.049166\n", - " -0.009549\n", - " 0.031430\n", - " 0.025373\n", - " 0.049402\n", - " -0.014071\n", - " 0.043678\n", - " 0.090179\n", - " 0.029110\n", - " -0.027075\n", - " 0.047530\n", - " 0.003322\n", - " -0.012943\n", - " 0.157774\n", - " 0.094459\n", - " -0.057912\n", - " 0.005264\n", - " -0.132003\n", - " -0.043842\n", - " 0.137232\n", - " -0.088483\n", - " -0.093196\n", - " -0.042469\n", - " 0.263108\n", - " 0.105274\n", - " -0.214292\n", - " -0.194824\n", - " -0.205351\n", - " -0.115355\n", - " -0.087133\n", - " -0.264493\n", - " -0.016594\n", - " -0.193014\n", - " -0.102056\n", - " 0.100275\n", - " 0.081865\n", - " -0.133476\n", - " -0.002941\n", - " 0.103515\n", - " 0.035384\n", - " 0.069451\n", - " 0.132550\n", - " -0.082837\n", - " -0.213488\n", - " -0.380669\n", - " 0.014120\n", - " -0.010424\n", - " -0.132563\n", - " 0.045986\n", - " -0.124987\n", - " -0.149395\n", - " 0.042709\n", - " 0.080932\n", - " 0.154770\n", - " -0.070157\n", - " 0.062997\n", - " 0.139634\n", - " -0.150372\n", - " -0.003874\n", - " 0.100794\n", - " 0.084398\n", - " -0.244593\n", - " -0.005096\n", - " -0.072536\n", - " -0.029246\n", - " 0.029577\n", - " 0.033785\n", - " 0.052360\n", - " 0.070700\n", + " Functional_code\n", + " 1.0\n", + " 1.560354e+10\n", + " 1.560354e+10\n", + " 15.424355\n", + " 9.008885e-05\n", " \n", " \n", - " Componente 28\n", - " -0.064921\n", - " 0.028349\n", - " -0.060320\n", - " -0.117709\n", - " 0.042565\n", - " 0.009889\n", - " 0.035362\n", - " -0.003978\n", - " -0.005896\n", - " -0.005448\n", - " -0.011792\n", - " 0.015897\n", - " 0.005322\n", - " -0.161741\n", - " 0.001151\n", - " 0.069357\n", - " -0.087644\n", - " -0.000303\n", - " -0.002169\n", - " 0.032153\n", - " -0.025010\n", - " 0.009776\n", - " -0.030637\n", - " 0.120017\n", - " 0.158663\n", - " -0.446025\n", - " 0.051577\n", - " -0.024256\n", - " 0.202961\n", - " 0.173052\n", - " -0.049790\n", - " -0.117674\n", - " -0.282985\n", - " -0.162236\n", - " -0.002643\n", - " -0.009276\n", - " 0.192205\n", - " 0.053382\n", - " -0.013231\n", - " -0.066807\n", - " 0.104033\n", - " -0.108244\n", - " -0.254185\n", - " 0.120109\n", - " -0.106068\n", - " 0.133320\n", - " -0.087319\n", - " -0.057787\n", - " -0.078401\n", - " -0.047302\n", - " 0.000541\n", - " 0.017138\n", - " -0.131436\n", - " 0.072486\n", - " -0.049441\n", - " -0.192874\n", - " -0.168058\n", - " 0.021828\n", - " -0.023666\n", - " -0.218097\n", - " -0.036033\n", - " 0.150567\n", - " 0.124384\n", - " 0.050401\n", - " -0.224838\n", - " 0.050863\n", - " 0.114163\n", - " -0.136027\n", - " -0.174116\n", - " -0.021882\n", - " 0.007485\n", - " 0.074488\n", + " GarageType_code\n", + " 1.0\n", + " 4.278031e+09\n", + " 4.278031e+09\n", + " 4.228904\n", + " 3.992756e-02\n", " \n", " \n", - " Componente 29\n", - " -0.048164\n", - " -0.014522\n", - " -0.018982\n", - " -0.025035\n", - " 0.014651\n", - " -0.030637\n", - " 0.012315\n", - " 0.008569\n", - " -0.037087\n", - " -0.047051\n", - " -0.052118\n", - " -0.090134\n", - " 0.037424\n", - " 0.439701\n", - " 0.005464\n", - " 0.001710\n", - " 0.084864\n", - " -0.031609\n", - " -0.036876\n", - " 0.089379\n", - " -0.066520\n", - " 0.076746\n", - " -0.137059\n", - " 0.088909\n", - " 0.115343\n", - " 0.006004\n", - " -0.228859\n", - " -0.089631\n", - " -0.044653\n", - " 0.077435\n", - " -0.110473\n", - " 0.055899\n", - " 0.206250\n", - " 0.049317\n", - " 0.120717\n", - " -0.307862\n", - " 0.065197\n", - " 0.196526\n", - " -0.025769\n", - " -0.157201\n", - " -0.065000\n", - " -0.223849\n", - " -0.189379\n", - " 0.020463\n", - " -0.115124\n", - " 0.002575\n", - " 0.026604\n", - " -0.140203\n", - " -0.056111\n", - " -0.057060\n", - " 0.098007\n", - " -0.089288\n", - " 0.105613\n", - " -0.020091\n", - " 0.020896\n", - " 0.184439\n", - " -0.216731\n", - " -0.038568\n", - " -0.021571\n", - " 0.182222\n", - " -0.093496\n", - " -0.017590\n", - " 0.091599\n", - " -0.056231\n", - " -0.024087\n", - " 0.137334\n", - " -0.030584\n", - " -0.076304\n", - " -0.050259\n", - " 0.228024\n", - " -0.176141\n", - " 0.054720\n", + " GarageFinish_code\n", + " 1.0\n", + " 2.738186e+09\n", + " 2.738186e+09\n", + " 2.706742\n", + " 1.001511e-01\n", " \n", " \n", - " Componente 30\n", - " -0.032925\n", - " 0.028615\n", - " 0.039511\n", - " 0.071257\n", - " -0.014408\n", - " 0.064818\n", - " 0.063610\n", - " -0.014554\n", - " 0.015046\n", - " -0.000650\n", - " -0.010254\n", - " 0.001714\n", - " -0.032142\n", - " 0.145416\n", - " -0.011985\n", - " 0.012272\n", - " -0.050999\n", - " 0.072577\n", - " -0.085948\n", - " 0.018842\n", - " 0.013831\n", - " 0.020149\n", - " -0.119394\n", - " 0.011484\n", - " -0.005595\n", - " -0.287259\n", - " -0.011020\n", - " 0.333264\n", - " -0.212160\n", - " 0.061934\n", - " -0.311394\n", - " 0.294884\n", - " -0.125054\n", - " -0.126950\n", - " -0.066704\n", - " 0.285413\n", - " 0.031342\n", - " -0.008500\n", - " -0.045628\n", - " 0.149420\n", - " 0.180232\n", - " -0.003728\n", - " 0.196294\n", - " -0.165772\n", - " -0.065366\n", - " 0.007410\n", - " -0.029792\n", - " 0.208633\n", - " -0.031146\n", - " -0.035648\n", - " -0.162790\n", - " 0.033961\n", - " 0.109926\n", - " 0.052307\n", - " 0.010104\n", - " 0.107173\n", - " -0.139285\n", - " -0.071613\n", - " -0.003340\n", - " 0.187829\n", - " -0.099557\n", - " -0.035654\n", - " 0.251520\n", - " 0.014475\n", - " 0.104363\n", - " -0.002441\n", - " -0.008716\n", - " 0.021189\n", - " -0.015072\n", - " -0.024022\n", - " -0.061608\n", - " -0.075527\n", + " GarageQual_code\n", + " 1.0\n", + " 2.281536e+08\n", + " 2.281536e+08\n", + " 0.225534\n", + " 6.349302e-01\n", " \n", " \n", - " Componente 31\n", - " 0.014408\n", - " 0.117920\n", - " 0.014475\n", - " 0.024164\n", - " -0.025174\n", - " -0.011778\n", - " -0.012602\n", - " -0.069388\n", - " -0.036649\n", - " 0.003449\n", - " -0.082142\n", - " -0.026307\n", - " 0.020550\n", - " 0.133941\n", - " 0.010111\n", - " 0.118064\n", - " -0.400793\n", - " 0.036085\n", - " -0.090427\n", - " -0.040726\n", - " -0.060848\n", - " -0.000700\n", - " 0.052252\n", - " 0.024793\n", - " 0.027485\n", - " 0.269259\n", - " 0.002090\n", - " 0.013805\n", - " 0.203004\n", - " -0.118199\n", - " -0.062445\n", - " 0.266132\n", - " 0.065796\n", - " -0.181340\n", - " 0.062657\n", - " -0.071290\n", - " 0.200167\n", - " 0.177224\n", - " 0.427589\n", - " 0.120872\n", - " 0.001585\n", - " 0.108055\n", - " -0.122311\n", - " -0.173064\n", - " -0.026716\n", - " 0.009041\n", - " -0.106125\n", - " 0.054654\n", - " -0.063532\n", - " -0.044417\n", - " -0.084317\n", - " 0.066233\n", - " -0.084041\n", - " 0.071242\n", - " -0.007361\n", - " 0.021613\n", - " -0.051551\n", - " 0.052854\n", - " 0.000123\n", - " -0.004734\n", - " -0.132305\n", - " 0.139947\n", - " -0.220365\n", - " 0.056884\n", - " -0.040274\n", - " -0.148866\n", - " 0.056558\n", - " -0.034504\n", - " 0.005857\n", - " -0.078003\n", - " 0.101585\n", - " 0.007869\n", + " GarageCond_code\n", + " 1.0\n", + " 1.298929e+08\n", + " 1.298929e+08\n", + " 0.128401\n", + " 7.201499e-01\n", " \n", " \n", - " Componente 32\n", - " -0.057258\n", - " 0.033911\n", - " -0.024961\n", - " 0.065881\n", - " 0.017692\n", - " 0.127303\n", - " 0.104219\n", - " -0.041579\n", - " -0.003378\n", - " -0.027161\n", - " -0.071827\n", - " -0.010340\n", - " -0.034695\n", - " -0.108767\n", - " -0.046493\n", - " 0.008461\n", - " -0.216512\n", - " 0.066183\n", - " -0.105201\n", - " -0.037135\n", - " 0.004419\n", - " -0.076443\n", - " -0.037348\n", - " 0.063282\n", - " 0.051952\n", - " -0.020398\n", - " -0.187911\n", - " -0.187836\n", - " -0.080037\n", - " 0.126295\n", - " 0.379451\n", - " -0.077643\n", - " 0.261893\n", - " 0.048118\n", - " -0.020458\n", - " 0.178786\n", - " -0.094763\n", - " -0.163243\n", - " 0.086611\n", - " 0.023885\n", - " 0.098334\n", - " 0.162996\n", - " -0.058876\n", - " -0.055725\n", - " -0.061659\n", - " 0.056140\n", - " -0.035849\n", - " -0.208674\n", - " 0.001582\n", - " 0.004649\n", - " -0.235628\n", - " 0.021030\n", - " -0.098984\n", - " 0.014101\n", - " 0.007095\n", - " 0.124530\n", - " 0.071932\n", - " 0.091665\n", - " -0.007339\n", - " 0.281282\n", - " -0.077198\n", - " -0.061709\n", - " 0.312922\n", - " -0.059384\n", - " -0.230945\n", - " 0.063253\n", - " 0.111761\n", - " -0.081535\n", - " -0.044945\n", - " 0.009037\n", - " 0.026770\n", - " -0.113119\n", + " PavedDrive_code\n", + " 1.0\n", + " 1.139098e+09\n", + " 1.139098e+09\n", + " 1.126018\n", + " 2.888109e-01\n", " \n", " \n", - " Componente 33\n", - " -0.011653\n", - " -0.108915\n", - " -0.025168\n", - " -0.117921\n", - " 0.009814\n", - " 0.025315\n", - " 0.000544\n", - " -0.027126\n", - " 0.000470\n", - " 0.067542\n", - " 0.039999\n", - " 0.040693\n", - " -0.059914\n", - " 0.076648\n", - " -0.012742\n", - " 0.097365\n", - " 0.010345\n", - " -0.017930\n", - " -0.102729\n", - " 0.033153\n", - " 0.038865\n", - " -0.016289\n", - " -0.065884\n", - " -0.103923\n", - " -0.075644\n", - " -0.228612\n", - " 0.254350\n", - " 0.218843\n", - " -0.081697\n", - " -0.115003\n", - " 0.049803\n", - " -0.049264\n", - " 0.367568\n", - " 0.328520\n", - " -0.042900\n", - " -0.046971\n", - " 0.033868\n", - " 0.021805\n", - " 0.203454\n", - " -0.113341\n", - " 0.021890\n", - " -0.185350\n", - " -0.015892\n", - " 0.041687\n", - " -0.047833\n", - " 0.193708\n", - " 0.041801\n", - " 0.146238\n", - " 0.005901\n", - " -0.033879\n", - " -0.141087\n", - " -0.079072\n", - " -0.060981\n", - " 0.081582\n", - " 0.091673\n", - " 0.136094\n", - " -0.090633\n", - " 0.010932\n", - " 0.036944\n", - " -0.200117\n", - " 0.014774\n", - " -0.081004\n", - " -0.029769\n", - " -0.080972\n", - " -0.205772\n", - " 0.013051\n", - " -0.018624\n", - " 0.185946\n", - " 0.091978\n", - " -0.073608\n", - " 0.306023\n", - " 0.066397\n", + " SaleType_code\n", + " 1.0\n", + " 2.008634e+08\n", + " 2.008634e+08\n", + " 0.198557\n", + " 6.559577e-01\n", " \n", " \n", - " Componente 34\n", - " 0.000014\n", - " -0.125873\n", - " 0.030052\n", - " -0.162636\n", - " -0.012818\n", - " -0.079663\n", - " -0.008109\n", - " -0.009186\n", - " -0.078818\n", - " 0.019963\n", - " -0.018426\n", - " -0.004311\n", - " -0.035799\n", - " 0.088791\n", - " -0.024694\n", - " -0.019938\n", - " 0.035332\n", - " 0.121150\n", - " -0.097392\n", - " 0.012928\n", - " -0.073620\n", - " -0.035614\n", - " 0.198324\n", - " 0.028655\n", - " 0.020141\n", - " 0.070820\n", - " -0.265638\n", - " 0.329571\n", - " 0.162839\n", - " 0.225273\n", - " -0.052898\n", - " -0.033708\n", - " 0.052845\n", - " 0.192857\n", - " -0.077716\n", - " -0.166215\n", - " -0.263511\n", - " 0.045860\n", - " -0.024935\n", - " 0.344161\n", - " -0.159027\n", - " 0.183428\n", - " 0.030005\n", - " 0.161974\n", - " -0.041880\n", - " 0.071932\n", - " -0.291370\n", - " -0.007441\n", - " 0.041331\n", - " 0.035469\n", - " -0.067779\n", - " 0.033621\n", - " -0.101144\n", - " -0.098318\n", - " -0.040134\n", - " -0.109989\n", - " -0.144982\n", - " -0.027510\n", - " 0.058123\n", - " -0.062724\n", - " 0.132311\n", - " -0.066221\n", - " 0.127891\n", - " 0.067954\n", - " 0.012185\n", - " -0.115507\n", - " -0.063660\n", - " -0.089794\n", - " -0.068547\n", - " -0.009505\n", - " 0.073557\n", - " 0.050094\n", + " SaleCondition_code\n", + " 1.0\n", + " 8.802207e+09\n", + " 8.802207e+09\n", + " 8.701127\n", + " 3.233374e-03\n", " \n", " \n", - " Componente 35\n", - " 0.054060\n", - " -0.012922\n", - " -0.021449\n", - " -0.070195\n", - " -0.024055\n", - " -0.050462\n", - " -0.113321\n", - " -0.068070\n", - " 0.056834\n", - " 0.073142\n", - " 0.023799\n", - " -0.007053\n", - " -0.064862\n", - " 0.188805\n", - " -0.041600\n", - " -0.015193\n", - " 0.012699\n", - " -0.114926\n", - " 0.071973\n", - " -0.032886\n", - " -0.104995\n", - " -0.014012\n", - " 0.068257\n", - " 0.017514\n", - " 0.019759\n", - " 0.120288\n", - " 0.316890\n", - " -0.151723\n", - " 0.192556\n", - " -0.029418\n", - " -0.046031\n", - " -0.009723\n", - " -0.105190\n", - " 0.026772\n", - " 0.017725\n", - " 0.229191\n", - " -0.048915\n", - " -0.078852\n", - " -0.022464\n", - " 0.047146\n", - " -0.092454\n", - " 0.034243\n", - " -0.139836\n", - " -0.091259\n", - " -0.047791\n", - " 0.175407\n", - " 0.170415\n", - " -0.166096\n", - " 0.045382\n", - " 0.005153\n", - " 0.059499\n", - " 0.087144\n", - " -0.046595\n", - " -0.048517\n", - " 0.048462\n", - " 0.162775\n", - " -0.326247\n", - " 0.087643\n", - " 0.039228\n", - " 0.106511\n", - " 0.192604\n", - " -0.178301\n", - " 0.230283\n", - " 0.146393\n", - " -0.037917\n", - " -0.121634\n", - " -0.060993\n", - " 0.086830\n", - " 0.088165\n", - " -0.314778\n", - " -0.188623\n", - " 0.124595\n", + " Residual\n", + " 1389.0\n", + " 1.405136e+12\n", + " 1.011617e+09\n", + " NaN\n", + " NaN\n", " \n", " \n", "\n", - "" + "" + ], + "text/plain": [ + " df sum_sq mean_sq F \\\n", + "MSSubClass 1.0 6.541130e+10 6.541130e+10 64.660153 \n", + "LotArea 1.0 5.966856e+11 5.966856e+11 589.833550 \n", + "OverallQual 1.0 5.467491e+12 5.467491e+12 5404.704903 \n", + "OverallCond 1.0 1.060528e+09 1.060528e+09 1.048350 \n", + "YearBuilt 1.0 9.261872e+10 9.261872e+10 91.555138 \n", + "YearRemodAdd 1.0 2.957231e+10 2.957231e+10 29.232721 \n", + "MasVnrArea 1.0 2.175227e+11 2.175227e+11 215.024790 \n", + "BsmtFinSF1 1.0 1.669333e+11 1.669333e+11 165.016330 \n", + "BsmtFinSF2 1.0 8.697119e+09 8.697119e+09 8.597246 \n", + "BsmtUnfSF 1.0 6.149832e+10 6.149832e+10 60.792103 \n", + "TotalBsmtSF 1.0 8.253153e+09 8.253153e+09 8.158378 \n", + "FirstFlrSF 1.0 1.143795e+11 1.143795e+11 113.066021 \n", + "SecondFlrSF 1.0 4.821203e+11 4.821203e+11 476.583913 \n", + "LowQualFinSF 1.0 2.941817e+09 2.941817e+09 2.908035 \n", + "GrLivArea 1.0 2.199778e+09 2.199778e+09 2.174517 \n", + "BsmtFullBath 1.0 1.938811e+10 1.938811e+10 19.165468 \n", + "BsmtHalfBath 1.0 8.808509e+07 8.808509e+07 0.087074 \n", + "FullBath 1.0 6.637691e+08 6.637691e+08 0.656147 \n", + "HalfBath 1.0 2.156144e+07 2.156144e+07 0.021314 \n", + "BedroomAbvGr 1.0 4.333918e+10 4.333918e+10 42.841493 \n", + "KitchenAbvGr 1.0 3.146973e+09 3.146973e+09 3.110835 \n", + "TotRmsAbvGrd 1.0 2.792980e+10 2.792980e+10 27.609066 \n", + "Fireplaces 1.0 7.733281e+09 7.733281e+09 7.644476 \n", + "GarageCars 1.0 4.930751e+10 4.930751e+10 48.741289 \n", + "GarageArea 1.0 7.778404e+07 7.778404e+07 0.076891 \n", + "WoodDeckSF 1.0 9.632329e+09 9.632329e+09 9.521716 \n", + "OpenPorchSF 1.0 1.370906e+06 1.370906e+06 0.001355 \n", + "EnclosedPorch 1.0 8.669783e+07 8.669783e+07 0.085702 \n", + "ThirdSsnPorch 1.0 5.460266e+08 5.460266e+08 0.539756 \n", + "ScreenPorch 1.0 1.279020e+10 1.279020e+10 12.643319 \n", + "PoolArea 1.0 2.116882e+09 2.116882e+09 2.092573 \n", + "MiscVal 1.0 1.651572e+08 1.651572e+08 0.163261 \n", + "MoSold 1.0 1.178538e+06 1.178538e+06 0.001165 \n", + "YrSold 1.0 1.451158e+09 1.451158e+09 1.434494 \n", + "MSZoning_code 1.0 3.477323e+09 3.477323e+09 3.437391 \n", + "Street_code 1.0 1.880317e+09 1.880317e+09 1.858724 \n", + "LotShape_code 1.0 2.452206e+09 2.452206e+09 2.424046 \n", + "LandContour_code 1.0 6.265075e+08 6.265075e+08 0.619313 \n", + "Utilities_code 1.0 3.079315e+09 3.079315e+09 3.043954 \n", + "LotConfig_code 1.0 1.190115e+08 1.190115e+08 0.117645 \n", + "LandSlope_code 1.0 5.942741e+09 5.942741e+09 5.874497 \n", + "Neighborhood_code 1.0 1.001276e+10 1.001276e+10 9.897776 \n", + "Condition1_code 1.0 5.970311e+08 5.970311e+08 0.590175 \n", + "Condition2_code 1.0 4.657970e+09 4.657970e+09 4.604480 \n", + "BldgType_code 1.0 1.551954e+09 1.551954e+09 1.534132 \n", + "HouseStyle_code 1.0 5.700016e+09 5.700016e+09 5.634560 \n", + "RoofStyle_code 1.0 5.247588e+09 5.247588e+09 5.187328 \n", + "RoofMatl_code 1.0 8.086365e+09 8.086365e+09 7.993505 \n", + "Exterior1st_code 1.0 4.200389e+09 4.200389e+09 4.152154 \n", + "Exterior2nd_code 1.0 9.387931e+08 9.387931e+08 0.928012 \n", + "MasVnrType_code 1.0 3.216254e+10 3.216254e+10 31.793201 \n", + "ExterQual_code 1.0 8.370845e+10 8.370845e+10 82.747182 \n", + "ExterCond_code 1.0 4.779358e+08 4.779358e+08 0.472447 \n", + "Foundation_code 1.0 2.388951e+09 2.388951e+09 2.361518 \n", + "BsmtQual_code 1.0 2.602048e+10 2.602048e+10 25.721673 \n", + "BsmtCond_code 1.0 2.276139e+09 2.276139e+09 2.250001 \n", + "BsmtExposure_code 1.0 2.524413e+10 2.524413e+10 24.954236 \n", + "BsmtFinType1_code 1.0 2.676871e+09 2.676871e+09 2.646132 \n", + "BsmtFinType2_code 1.0 5.101098e+08 5.101098e+08 0.504252 \n", + "Heating_code 1.0 2.311556e+07 2.311556e+07 0.022850 \n", + "HeatingQC_code 1.0 2.502130e+09 2.502130e+09 2.473397 \n", + "CentralAir_code 1.0 4.767572e+08 4.767572e+08 0.471282 \n", + "Electrical_code 1.0 1.255005e+09 1.255005e+09 1.240594 \n", + "KitchenQual_code 1.0 4.216622e+10 4.216622e+10 41.682004 \n", + "Functional_code 1.0 1.560354e+10 1.560354e+10 15.424355 \n", + "GarageType_code 1.0 4.278031e+09 4.278031e+09 4.228904 \n", + "GarageFinish_code 1.0 2.738186e+09 2.738186e+09 2.706742 \n", + "GarageQual_code 1.0 2.281536e+08 2.281536e+08 0.225534 \n", + "GarageCond_code 1.0 1.298929e+08 1.298929e+08 0.128401 \n", + "PavedDrive_code 1.0 1.139098e+09 1.139098e+09 1.126018 \n", + "SaleType_code 1.0 2.008634e+08 2.008634e+08 0.198557 \n", + "SaleCondition_code 1.0 8.802207e+09 8.802207e+09 8.701127 \n", + "Residual 1389.0 1.405136e+12 1.011617e+09 NaN \n", + "\n", + " PR(>F) \n", + "MSSubClass 1.888831e-15 \n", + "LotArea 6.967768e-109 \n", + "OverallQual 0.000000e+00 \n", + "OverallCond 3.060657e-01 \n", + "YearBuilt 4.754472e-21 \n", + "YearRemodAdd 7.547049e-08 \n", + "MasVnrArea 2.251622e-45 \n", + "BsmtFinSF1 9.030175e-36 \n", + "BsmtFinSF2 3.421856e-03 \n", + "BsmtUnfSF 1.236682e-14 \n", + "TotalBsmtSF 4.350068e-03 \n", + "FirstFlrSF 1.925834e-25 \n", + "SecondFlrSF 4.485208e-91 \n", + "LowQualFinSF 8.836281e-02 \n", + "GrLivArea 1.405402e-01 \n", + "BsmtFullBath 1.288409e-05 \n", + "BsmtHalfBath 7.679751e-01 \n", + "FullBath 4.180624e-01 \n", + "HalfBath 8.839484e-01 \n", + "BedroomAbvGr 8.329240e-11 \n", + "KitchenAbvGr 7.799290e-02 \n", + "TotRmsAbvGrd 1.716684e-07 \n", + "Fireplaces 5.769971e-03 \n", + "GarageCars 4.511825e-12 \n", + "GarageArea 7.815972e-01 \n", + "WoodDeckSF 2.070666e-03 \n", + "OpenPorchSF 9.706398e-01 \n", + "EnclosedPorch 7.697574e-01 \n", + "ThirdSsnPorch 4.626578e-01 \n", + "ScreenPorch 3.895637e-04 \n", + "PoolArea 1.482423e-01 \n", + "MiscVal 6.862343e-01 \n", + "MoSold 9.727767e-01 \n", + "YrSold 2.312368e-01 \n", + "MSZoning_code 6.394813e-02 \n", + "Street_code 1.729930e-01 \n", + "LotShape_code 1.197138e-01 \n", + "LandContour_code 4.314370e-01 \n", + "Utilities_code 8.125948e-02 \n", + "LotConfig_code 7.316549e-01 \n", + "LandSlope_code 1.548879e-02 \n", + "Neighborhood_code 1.689909e-03 \n", + "Condition1_code 4.424820e-01 \n", + "Condition2_code 3.206139e-02 \n", + "BldgType_code 2.157027e-01 \n", + "HouseStyle_code 1.774511e-02 \n", + "RoofStyle_code 2.290359e-02 \n", + "RoofMatl_code 4.761875e-03 \n", + "Exterior1st_code 4.177078e-02 \n", + "Exterior2nd_code 3.355476e-01 \n", + "MasVnrType_code 2.074541e-08 \n", + "ExterQual_code 3.140526e-19 \n", + "ExterCond_code 4.919781e-01 \n", + "Foundation_code 1.245889e-01 \n", + "BsmtQual_code 4.476289e-07 \n", + "BsmtCond_code 1.338416e-01 \n", + "BsmtExposure_code 6.616080e-07 \n", + "BsmtFinType1_code 1.040290e-01 \n", + "BsmtFinType2_code 4.777570e-01 \n", + "Heating_code 8.798695e-01 \n", + "HeatingQC_code 1.160152e-01 \n", + "CentralAir_code 4.925124e-01 \n", + "Electrical_code 2.655494e-01 \n", + "KitchenQual_code 1.480742e-10 \n", + "Functional_code 9.008885e-05 \n", + "GarageType_code 3.992756e-02 \n", + "GarageFinish_code 1.001511e-01 \n", + "GarageQual_code 6.349302e-01 \n", + "GarageCond_code 7.201499e-01 \n", + "PavedDrive_code 2.888109e-01 \n", + "SaleType_code 6.559577e-01 \n", + "SaleCondition_code 3.233374e-03 \n", + "Residual NaN " + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sm.stats.anova_lm(model_simp)" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [], + "source": [ + "#Con este modelo vemos que variables son significativas en el precio de las casas\n", + "#Las variables que tengan un P-value menor a 0.05 afectan de manera significativa el precio de las casas" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.839
Model: OLS Adj. R-squared: 0.835
Method: Least Squares F-statistic: 224.4
Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00
Time: 10:02:01 Log-Likelihood: -17213.
No. Observations: 1460 AIC: 3.449e+04
Df Residuals: 1426 BIC: 3.467e+04
Df Model: 33
Covariance Type: nonrobust
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
coef std err t P>|t| [0.025 0.975]
const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05
MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118
LotArea 0.3247 0.103 3.152 0.002 0.123 0.527
OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04
YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137
YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554
MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450
BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039
BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264
BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226
TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430
FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989
SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285
BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04
BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254
TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995
Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784
GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04
WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444
ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487
LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026
Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848
Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590
HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034
RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219
RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190
Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500
MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861
ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611
BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526
BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422
KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211
Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062
GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807
SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704
\n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "\n", + " \n", + "\n", + "
Omnibus: 866.633 Durbin-Watson: 1.951
Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511
Skew: -1.679 Prob(JB): 0.00
Kurtosis: 54.318 Cond. No. 1.34e+16


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." ], "text/plain": [ - " MSSubClass LotArea OverallQual OverallCond YearBuilt \\\n", - "Componente 1 -0.007579 0.070135 0.264122 -0.070903 0.240467 \n", - "Componente 2 0.103556 -0.030524 0.060626 -0.007332 -0.124460 \n", - "Componente 3 -0.165448 0.278565 -0.026594 0.093032 -0.224069 \n", - "Componente 4 0.315788 -0.036284 -0.038551 0.044512 0.053110 \n", - "Componente 5 0.317516 0.017916 0.010717 -0.164735 -0.006139 \n", - "Componente 6 -0.052110 0.114236 0.013007 0.219410 -0.044006 \n", - "Componente 7 0.041175 0.175091 -0.086790 -0.273970 0.093445 \n", - "Componente 8 -0.007791 0.246268 -0.032873 -0.114138 0.030499 \n", - "Componente 9 -0.039409 0.024933 0.077255 0.192108 0.018887 \n", - "Componente 10 -0.287009 -0.009109 -0.052176 -0.154803 0.035838 \n", - "Componente 11 -0.045598 -0.077261 0.017602 -0.176332 0.053013 \n", - "Componente 12 0.176067 -0.031500 0.098982 0.163287 -0.131236 \n", - "Componente 13 -0.052149 0.020796 0.025009 0.113228 -0.044558 \n", - "Componente 14 -0.013946 -0.004534 0.041182 -0.126095 -0.006101 \n", - "Componente 15 -0.009274 0.119855 -0.070748 0.060200 0.058520 \n", - "Componente 16 0.023062 -0.015003 -0.025424 0.015596 -0.024150 \n", - "Componente 17 0.067939 0.019776 0.057071 -0.014514 -0.029384 \n", - "Componente 18 0.048556 0.027780 -0.058400 -0.057722 0.043611 \n", - "Componente 19 0.104706 0.070180 0.028338 0.255308 -0.081336 \n", - "Componente 20 0.008160 -0.083518 0.029419 0.034783 -0.007129 \n", - "Componente 21 -0.051724 0.063121 -0.016289 0.057475 0.025662 \n", - "Componente 22 -0.030214 0.082933 -0.001133 -0.002335 0.041091 \n", - "Componente 23 0.056594 -0.018422 0.009372 -0.051006 -0.013574 \n", - "Componente 24 -0.041084 0.086907 -0.001940 -0.002965 -0.004029 \n", - "Componente 25 -0.035532 -0.035357 -0.045755 -0.001789 -0.014024 \n", - "Componente 26 0.056249 0.137382 0.026528 -0.044330 -0.029862 \n", - "Componente 27 0.098248 0.171147 -0.028143 -0.049166 -0.009549 \n", - "Componente 28 -0.064921 0.028349 -0.060320 -0.117709 0.042565 \n", - "Componente 29 -0.048164 -0.014522 -0.018982 -0.025035 0.014651 \n", - "Componente 30 -0.032925 0.028615 0.039511 0.071257 -0.014408 \n", - "Componente 31 0.014408 0.117920 0.014475 0.024164 -0.025174 \n", - "Componente 32 -0.057258 0.033911 -0.024961 0.065881 0.017692 \n", - "Componente 33 -0.011653 -0.108915 -0.025168 -0.117921 0.009814 \n", - "Componente 34 0.000014 -0.125873 0.030052 -0.162636 -0.012818 \n", - "Componente 35 0.054060 -0.012922 -0.021449 -0.070195 -0.024055 \n", - "\n", - " YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF \\\n", - "Componente 1 0.203251 0.157178 0.123759 -0.014267 0.083910 \n", - "Componente 2 -0.001317 0.017170 -0.260295 -0.119996 0.209218 \n", - "Componente 3 -0.182424 0.067706 0.191347 0.171887 -0.081393 \n", - "Componente 4 -0.034435 0.054747 0.067173 0.068201 -0.308484 \n", - "Componente 5 0.006555 0.018018 0.191148 -0.016313 -0.152938 \n", - "Componente 6 0.174075 -0.137287 0.049813 0.059828 -0.227001 \n", - "Componente 7 -0.069624 -0.132166 -0.239647 0.336283 0.034119 \n", - "Componente 8 -0.113909 0.048471 0.033573 -0.417130 0.087236 \n", - "Componente 9 0.119326 -0.118014 -0.225321 0.191371 0.150597 \n", - "Componente 10 -0.061094 -0.084250 0.119250 -0.055038 -0.197619 \n", - "Componente 11 -0.102126 0.235007 -0.002578 0.051573 -0.000982 \n", - "Componente 12 -0.006278 0.031193 0.035576 -0.035600 -0.060653 \n", - "Componente 13 -0.010482 0.229206 -0.063164 0.009858 -0.061709 \n", - "Componente 14 -0.085937 0.149698 -0.048371 0.198035 0.031213 \n", - "Componente 15 0.066540 0.162250 -0.045176 0.049225 0.024927 \n", - "Componente 16 0.051334 0.025334 0.020518 -0.128831 -0.022203 \n", - "Componente 17 -0.053565 -0.026351 -0.084186 0.058486 0.087480 \n", - "Componente 18 0.000512 -0.182674 0.031865 -0.059750 0.008730 \n", - "Componente 19 0.071434 0.018157 -0.032236 0.028725 0.076474 \n", - "Componente 20 0.023151 -0.059930 0.064095 0.076256 -0.079209 \n", - "Componente 21 0.044874 -0.044503 0.019813 0.035857 -0.005505 \n", - "Componente 22 -0.010572 -0.035892 0.007856 0.012055 0.052769 \n", - "Componente 23 -0.016028 0.128761 -0.007459 0.047228 -0.032387 \n", - "Componente 24 0.007401 -0.021443 -0.011757 0.032188 0.031306 \n", - "Componente 25 0.027589 0.031543 0.041064 -0.124401 -0.024386 \n", - "Componente 26 0.019529 -0.112873 0.001848 -0.013456 -0.012877 \n", - "Componente 27 0.031430 0.025373 0.049402 -0.014071 0.043678 \n", - "Componente 28 0.009889 0.035362 -0.003978 -0.005896 -0.005448 \n", - "Componente 29 -0.030637 0.012315 0.008569 -0.037087 -0.047051 \n", - "Componente 30 0.064818 0.063610 -0.014554 0.015046 -0.000650 \n", - "Componente 31 -0.011778 -0.012602 -0.069388 -0.036649 0.003449 \n", - "Componente 32 0.127303 0.104219 -0.041579 -0.003378 -0.027161 \n", - "Componente 33 0.025315 0.000544 -0.027126 0.000470 0.067542 \n", - "Componente 34 -0.079663 -0.008109 -0.009186 -0.078818 0.019963 \n", - "Componente 35 -0.050462 -0.113321 -0.068070 0.056834 0.073142 \n", - "\n", - " TotalBsmtSF FirstFlrSF SecondFlrSF LowQualFinSF GrLivArea \\\n", - "Componente 1 0.207934 0.196217 0.086759 -0.026199 0.214002 \n", - "Componente 2 -0.104014 -0.064817 0.349383 0.102529 0.252043 \n", - "Componente 3 0.180160 0.256712 0.035048 0.085683 0.225902 \n", - "Componente 4 -0.215793 -0.211768 0.284644 -0.037268 0.077217 \n", - "Componente 5 0.038687 0.062985 -0.032984 0.046102 0.023202 \n", - "Componente 6 -0.154850 -0.187913 0.149976 0.059643 -0.008138 \n", - "Componente 7 -0.091127 -0.009491 -0.023182 -0.005573 -0.026756 \n", - "Componente 8 -0.030617 -0.062591 0.011410 -0.082100 -0.044165 \n", - "Componente 9 -0.012202 -0.033864 -0.028077 0.068515 -0.041898 \n", - "Componente 10 -0.095304 -0.119694 0.077887 -0.064162 -0.029292 \n", - "Componente 11 0.015295 -0.000840 -0.028411 -0.017788 -0.025866 \n", - "Componente 12 -0.037194 -0.060123 0.048859 0.131682 0.008542 \n", - "Componente 13 -0.124197 -0.075248 0.032713 -0.245460 -0.050896 \n", - "Componente 14 0.053970 -0.046093 0.061078 0.004403 0.017236 \n", - "Componente 15 -0.003759 -0.021355 -0.044122 -0.093588 -0.061024 \n", - "Componente 16 -0.048404 0.030277 0.017446 0.106815 0.046651 \n", - "Componente 17 0.022093 -0.030224 0.033044 -0.178733 -0.011323 \n", - "Componente 18 0.019951 0.025970 -0.020960 0.020284 0.003570 \n", - "Componente 19 0.054074 0.039759 -0.047066 -0.179625 -0.026469 \n", - "Componente 20 0.014897 -0.003191 0.055998 -0.106780 0.034291 \n", - "Componente 21 0.028238 0.019416 -0.018003 -0.160640 -0.015536 \n", - "Componente 22 0.065749 0.001743 0.002577 0.156894 0.017940 \n", - "Componente 23 -0.023009 -0.006824 -0.006540 0.323507 0.019481 \n", - "Componente 24 0.031145 0.018717 0.056392 -0.194514 0.042617 \n", - "Componente 25 -0.027615 0.002921 -0.012438 -0.005466 -0.008689 \n", - "Componente 26 -0.015997 0.005155 0.049409 -0.346252 0.012799 \n", - "Componente 27 0.090179 0.029110 -0.027075 0.047530 0.003322 \n", - "Componente 28 -0.011792 0.015897 0.005322 -0.161741 0.001151 \n", - "Componente 29 -0.052118 -0.090134 0.037424 0.439701 0.005464 \n", - "Componente 30 -0.010254 0.001714 -0.032142 0.145416 -0.011985 \n", - "Componente 31 -0.082142 -0.026307 0.020550 0.133941 0.010111 \n", - "Componente 32 -0.071827 -0.010340 -0.034695 -0.108767 -0.046493 \n", - "Componente 33 0.039999 0.040693 -0.059914 0.076648 -0.012742 \n", - "Componente 34 -0.018426 -0.004311 -0.035799 0.088791 -0.024694 \n", - "Componente 35 0.023799 -0.007053 -0.064862 0.188805 -0.041600 \n", - "\n", - " BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr \\\n", - "Componente 1 0.073984 -0.009359 0.208692 0.102336 0.048705 \n", - "Componente 2 -0.259632 -0.038460 0.185465 0.159404 0.278887 \n", - "Componente 3 0.128629 0.068261 -0.016761 -0.026304 0.197786 \n", - "Componente 4 0.069583 0.069700 0.029096 0.296757 0.129333 \n", - "Componente 5 0.221643 -0.068386 0.041606 -0.076734 -0.160742 \n", - "Componente 6 0.132186 0.041057 -0.066068 0.106918 -0.049958 \n", - "Componente 7 -0.104688 0.022976 0.091825 -0.052805 0.017468 \n", - "Componente 8 -0.081705 -0.017875 -0.067031 0.088671 -0.047712 \n", - "Componente 9 -0.207953 0.100092 -0.029871 0.039799 -0.115892 \n", - "Componente 10 0.130319 -0.172886 -0.039173 0.131330 0.041771 \n", - "Componente 11 -0.051329 0.218783 -0.072649 0.053883 -0.063608 \n", - "Componente 12 0.008005 0.110162 -0.107743 0.028042 -0.161591 \n", - "Componente 13 -0.122489 0.144741 -0.076508 0.059110 -0.140250 \n", - "Componente 14 0.049164 -0.265695 -0.121731 0.230143 -0.076258 \n", - "Componente 15 -0.015836 0.033634 0.036464 -0.034091 0.092554 \n", - "Componente 16 -0.024112 0.067689 0.042091 -0.051400 0.009230 \n", - "Componente 17 0.019184 -0.197519 -0.072385 0.031720 -0.145919 \n", - "Componente 18 0.023632 -0.103056 0.050063 0.026559 -0.002758 \n", - "Componente 19 0.044028 -0.040994 0.050756 -0.127527 0.032876 \n", - "Componente 20 0.027375 0.041730 0.017771 -0.003463 0.029755 \n", - "Componente 21 -0.030833 0.332220 0.060499 -0.007845 0.087281 \n", - "Componente 22 -0.099022 0.218891 0.061058 -0.034762 0.047973 \n", - "Componente 23 0.006436 -0.024244 -0.022918 0.079771 -0.127630 \n", - "Componente 24 0.105667 -0.157262 0.034479 0.102279 -0.053284 \n", - "Componente 25 -0.102576 0.263592 -0.047529 -0.007740 -0.049713 \n", - "Componente 26 -0.079789 0.242272 0.035820 0.017466 -0.070125 \n", - "Componente 27 -0.012943 0.157774 0.094459 -0.057912 0.005264 \n", - "Componente 28 0.069357 -0.087644 -0.000303 -0.002169 0.032153 \n", - "Componente 29 0.001710 0.084864 -0.031609 -0.036876 0.089379 \n", - "Componente 30 0.012272 -0.050999 0.072577 -0.085948 0.018842 \n", - "Componente 31 0.118064 -0.400793 0.036085 -0.090427 -0.040726 \n", - "Componente 32 0.008461 -0.216512 0.066183 -0.105201 -0.037135 \n", - "Componente 33 0.097365 0.010345 -0.017930 -0.102729 0.033153 \n", - "Componente 34 -0.019938 0.035332 0.121150 -0.097392 0.012928 \n", - "Componente 35 -0.015193 0.012699 -0.114926 0.071973 -0.032886 \n", - "\n", - " KitchenAbvGr TotRmsAbvGrd Fireplaces GarageCars GarageArea \\\n", - "Componente 1 -0.043719 0.159842 0.143633 0.241125 0.231971 \n", - "Componente 2 0.146739 0.302528 0.007736 -0.004522 -0.031271 \n", - "Componente 3 0.055484 0.206844 0.207031 -0.001180 0.047616 \n", - "Componente 4 0.050540 0.074542 0.038678 -0.002966 -0.027069 \n", - "Componente 5 0.208621 -0.022485 -0.032244 -0.069352 -0.068343 \n", - "Componente 6 -0.230348 -0.042974 0.048439 -0.083793 -0.091622 \n", - "Componente 7 0.104374 -0.002812 -0.052961 0.116336 0.086365 \n", - "Componente 8 -0.071860 -0.077071 0.070002 0.011044 -0.010260 \n", - "Componente 9 -0.226699 -0.096032 0.027613 -0.105259 -0.102436 \n", - "Componente 10 -0.081650 -0.001418 -0.099288 0.033648 0.072218 \n", - "Componente 11 -0.141137 -0.071600 0.033734 -0.062409 -0.081864 \n", - "Componente 12 -0.056200 -0.076780 0.032294 0.151527 0.194615 \n", - "Componente 13 -0.094996 -0.067018 0.061745 0.107790 0.088667 \n", - "Componente 14 -0.173896 -0.015259 0.131993 -0.077729 -0.081401 \n", - "Componente 15 0.204622 0.028575 -0.189476 -0.064376 -0.045345 \n", - "Componente 16 -0.018795 0.046286 0.026954 -0.027393 -0.053998 \n", - "Componente 17 -0.000204 -0.074470 0.039982 0.122087 0.114907 \n", - "Componente 18 0.142974 0.017124 0.053773 -0.067371 -0.079871 \n", - "Componente 19 0.155989 0.011480 -0.060239 0.116164 0.111909 \n", - "Componente 20 0.007268 0.061546 0.005794 -0.045954 -0.063755 \n", - "Componente 21 0.194729 0.048298 -0.009819 -0.013242 -0.040572 \n", - "Componente 22 -0.081190 -0.031749 -0.082607 -0.060076 -0.020553 \n", - "Componente 23 0.028088 -0.072944 -0.029922 0.032229 0.021241 \n", - "Componente 24 -0.054133 -0.001109 -0.041654 -0.005710 0.020769 \n", - "Componente 25 -0.053114 -0.001887 -0.181233 0.120986 0.159974 \n", - "Componente 26 -0.029099 -0.045530 0.220290 -0.052326 -0.076393 \n", - "Componente 27 -0.132003 -0.043842 0.137232 -0.088483 -0.093196 \n", - "Componente 28 -0.025010 0.009776 -0.030637 0.120017 0.158663 \n", - "Componente 29 -0.066520 0.076746 -0.137059 0.088909 0.115343 \n", - "Componente 30 0.013831 0.020149 -0.119394 0.011484 -0.005595 \n", - "Componente 31 -0.060848 -0.000700 0.052252 0.024793 0.027485 \n", - "Componente 32 0.004419 -0.076443 -0.037348 0.063282 0.051952 \n", - "Componente 33 0.038865 -0.016289 -0.065884 -0.103923 -0.075644 \n", - "Componente 34 -0.073620 -0.035614 0.198324 0.028655 0.020141 \n", - "Componente 35 -0.104995 -0.014012 0.068257 0.017514 0.019759 \n", - "\n", - " WoodDeckSF OpenPorchSF EnclosedPorch ThirdSsnPorch \\\n", - "Componente 1 0.113700 0.117246 -0.078336 0.015097 \n", - "Componente 2 -0.051643 0.080036 0.093231 -0.022228 \n", - "Componente 3 0.087075 0.029622 0.112227 0.001625 \n", - "Componente 4 0.045104 -0.004943 -0.056840 -0.021112 \n", - "Componente 5 0.030729 0.031659 0.023330 -0.031671 \n", - "Componente 6 0.123028 0.056607 0.003220 -0.017819 \n", - "Componente 7 0.028341 -0.057444 -0.053434 -0.039004 \n", - "Componente 8 0.003282 -0.054664 -0.093509 0.057246 \n", - "Componente 9 0.013752 0.114977 -0.029934 0.063027 \n", - "Componente 10 -0.131218 0.159054 0.067823 0.013211 \n", - "Componente 11 -0.017849 0.070128 -0.047274 -0.008431 \n", - "Componente 12 -0.155675 0.112329 0.146228 -0.105336 \n", - "Componente 13 0.004709 -0.059247 0.000631 0.047177 \n", - "Componente 14 -0.076127 0.017215 -0.018282 -0.092674 \n", - "Componente 15 0.072730 -0.071000 -0.052061 0.027863 \n", - "Componente 16 0.024522 -0.220309 0.026680 0.149268 \n", - "Componente 17 0.070370 -0.082138 0.386772 -0.147276 \n", - "Componente 18 -0.165777 0.183652 -0.282360 -0.012348 \n", - "Componente 19 -0.110105 0.162210 -0.053187 0.264516 \n", - "Componente 20 -0.180821 -0.066050 0.177601 0.426909 \n", - "Componente 21 0.026170 -0.019572 -0.160503 -0.038181 \n", - "Componente 22 -0.076069 0.074419 0.035136 0.209079 \n", - "Componente 23 -0.071537 0.026397 -0.020102 0.529196 \n", - "Componente 24 0.132780 0.147808 -0.076921 0.078113 \n", - "Componente 25 0.153564 0.014822 -0.015396 0.037393 \n", - "Componente 26 -0.062603 -0.055858 0.221551 0.179190 \n", - "Componente 27 -0.042469 0.263108 0.105274 -0.214292 \n", - "Componente 28 -0.446025 0.051577 -0.024256 0.202961 \n", - "Componente 29 0.006004 -0.228859 -0.089631 -0.044653 \n", - "Componente 30 -0.287259 -0.011020 0.333264 -0.212160 \n", - "Componente 31 0.269259 0.002090 0.013805 0.203004 \n", - "Componente 32 -0.020398 -0.187911 -0.187836 -0.080037 \n", - "Componente 33 -0.228612 0.254350 0.218843 -0.081697 \n", - "Componente 34 0.070820 -0.265638 0.329571 0.162839 \n", - "Componente 35 0.120288 0.316890 -0.151723 0.192556 \n", - "\n", - " ScreenPorch PoolArea MiscVal MoSold YrSold \\\n", - "Componente 1 0.019632 0.028508 -0.008966 0.015270 -0.006516 \n", - "Componente 2 -0.010042 0.011172 0.002145 0.028801 -0.037346 \n", - "Componente 3 0.117718 0.115155 0.037508 0.011662 -0.007353 \n", - "Componente 4 0.034392 0.034517 0.010501 -0.006966 0.010527 \n", - "Componente 5 -0.054040 0.048815 -0.005431 -0.023170 0.018948 \n", - "Componente 6 -0.015863 0.040668 0.006630 -0.026951 -0.009396 \n", - "Componente 7 -0.034713 -0.060999 -0.056380 0.019312 -0.037338 \n", - "Componente 8 0.011986 -0.066836 -0.052356 0.067255 -0.088698 \n", - "Componente 9 0.115361 -0.003731 0.020625 0.051928 0.046285 \n", - "Componente 10 -0.068330 -0.023525 -0.030351 -0.029363 0.115780 \n", - "Componente 11 0.137878 0.112145 -0.137263 0.037770 -0.204759 \n", - "Componente 12 0.193573 0.012003 -0.017075 0.047049 0.010826 \n", - "Componente 13 0.067583 -0.201253 0.179565 0.001372 0.018762 \n", - "Componente 14 0.235440 -0.051764 -0.077406 -0.220561 0.198892 \n", - "Componente 15 -0.185736 -0.087554 0.321125 -0.151416 0.197926 \n", - "Componente 16 -0.023433 -0.076772 -0.103745 -0.458578 0.469795 \n", - "Componente 17 -0.088337 0.177578 0.034935 -0.222323 0.042893 \n", - "Componente 18 0.470286 0.094924 0.450328 -0.036307 0.028654 \n", - "Componente 19 0.112359 -0.036610 -0.223517 0.025397 0.116726 \n", - "Componente 20 -0.092409 -0.016365 0.076283 0.226128 -0.189837 \n", - "Componente 21 0.093289 -0.275539 -0.172543 0.035739 0.157798 \n", - "Componente 22 -0.103911 0.506264 0.043060 -0.298770 -0.010652 \n", - "Componente 23 -0.025445 -0.176013 -0.035250 0.052369 -0.013194 \n", - "Componente 24 -0.220796 -0.199382 -0.111316 0.121967 0.225382 \n", - "Componente 25 -0.175236 0.143033 0.114241 -0.150603 -0.088939 \n", - "Componente 26 0.034232 0.094969 0.290998 0.180885 0.124314 \n", - "Componente 27 -0.194824 -0.205351 -0.115355 -0.087133 -0.264493 \n", - "Componente 28 0.173052 -0.049790 -0.117674 -0.282985 -0.162236 \n", - "Componente 29 0.077435 -0.110473 0.055899 0.206250 0.049317 \n", - "Componente 30 0.061934 -0.311394 0.294884 -0.125054 -0.126950 \n", - "Componente 31 -0.118199 -0.062445 0.266132 0.065796 -0.181340 \n", - "Componente 32 0.126295 0.379451 -0.077643 0.261893 0.048118 \n", - "Componente 33 -0.115003 0.049803 -0.049264 0.367568 0.328520 \n", - "Componente 34 0.225273 -0.052898 -0.033708 0.052845 0.192857 \n", - "Componente 35 -0.029418 -0.046031 -0.009723 -0.105190 0.026772 \n", - "\n", - " MSZoning_code Street_code LotShape_code LandContour_code \\\n", - "Componente 1 -0.082842 0.005753 -0.094278 0.018781 \n", - "Componente 2 0.009870 0.036743 0.035020 -0.042803 \n", - "Componente 3 0.083336 -0.054921 -0.080509 -0.130534 \n", - "Componente 4 -0.023196 0.012110 -0.016181 0.063024 \n", - "Componente 5 -0.003772 -0.073040 0.059286 -0.100713 \n", - "Componente 6 0.060232 -0.041407 -0.126386 -0.132146 \n", - "Componente 7 -0.142946 -0.204185 -0.065200 -0.139109 \n", - "Componente 8 -0.070866 -0.204245 -0.128161 -0.302553 \n", - "Componente 9 -0.122066 -0.045425 -0.153500 -0.026502 \n", - "Componente 10 -0.372809 -0.053881 -0.079573 0.080905 \n", - "Componente 11 -0.010359 0.070168 -0.081386 0.183751 \n", - "Componente 12 -0.144751 -0.135617 0.164645 -0.172044 \n", - "Componente 13 0.147287 -0.051443 -0.016983 0.038409 \n", - "Componente 14 0.034370 -0.173052 0.176622 -0.055196 \n", - "Componente 15 -0.172263 -0.267950 -0.092734 -0.069419 \n", - "Componente 16 0.099279 0.093869 -0.045585 -0.062742 \n", - "Componente 17 0.257777 0.105438 -0.212816 0.060946 \n", - "Componente 18 0.036020 -0.015112 -0.182695 0.116348 \n", - "Componente 19 0.131206 -0.289911 0.071532 0.095553 \n", - "Componente 20 0.148711 0.116276 -0.131762 -0.255290 \n", - "Componente 21 -0.015076 0.274685 0.004772 0.022863 \n", - "Componente 22 -0.145150 -0.064978 0.205472 0.001188 \n", - "Componente 23 -0.049163 0.124661 -0.147234 -0.048139 \n", - "Componente 24 0.036570 0.036936 0.148054 0.153327 \n", - "Componente 25 0.024630 -0.042592 0.091554 0.074416 \n", - "Componente 26 -0.131340 -0.085068 0.196410 0.250934 \n", - "Componente 27 -0.016594 -0.193014 -0.102056 0.100275 \n", - "Componente 28 -0.002643 -0.009276 0.192205 0.053382 \n", - "Componente 29 0.120717 -0.307862 0.065197 0.196526 \n", - "Componente 30 -0.066704 0.285413 0.031342 -0.008500 \n", - "Componente 31 0.062657 -0.071290 0.200167 0.177224 \n", - "Componente 32 -0.020458 0.178786 -0.094763 -0.163243 \n", - "Componente 33 -0.042900 -0.046971 0.033868 0.021805 \n", - "Componente 34 -0.077716 -0.166215 -0.263511 0.045860 \n", - "Componente 35 0.017725 0.229191 -0.048915 -0.078852 \n", - "\n", - " Utilities_code LotConfig_code LandSlope_code \\\n", - "Componente 1 -0.002435 -0.018499 0.000500 \n", - "Componente 2 -0.006560 -0.012897 -0.063340 \n", - "Componente 3 0.032015 -0.093500 0.183480 \n", - "Componente 4 0.019805 -0.005508 0.002521 \n", - "Componente 5 -0.027324 0.051015 0.103547 \n", - "Componente 6 -0.059809 -0.040766 0.198563 \n", - "Componente 7 0.028802 0.005913 0.250610 \n", - "Componente 8 -0.021697 -0.049047 0.373614 \n", - "Componente 9 0.113791 -0.093750 0.094042 \n", - "Componente 10 0.065448 -0.144606 -0.111239 \n", - "Componente 11 0.301105 -0.119132 -0.109802 \n", - "Componente 12 0.204605 0.067110 0.076877 \n", - "Componente 13 0.036115 0.020302 0.013133 \n", - "Componente 14 0.032920 0.270237 0.048419 \n", - "Componente 15 0.109737 -0.115066 0.045640 \n", - "Componente 16 0.239841 -0.121837 0.071292 \n", - "Componente 17 0.054559 -0.436654 -0.063874 \n", - "Componente 18 0.146096 -0.091166 -0.049367 \n", - "Componente 19 0.074470 -0.110262 -0.067186 \n", - "Componente 20 0.168178 0.136743 0.021309 \n", - "Componente 21 0.343422 0.107224 0.090323 \n", - "Componente 22 -0.073037 0.182204 0.014563 \n", - "Componente 23 -0.200656 -0.300543 0.015302 \n", - "Componente 24 -0.166995 0.172748 0.070203 \n", - "Componente 25 0.197656 0.134181 -0.024297 \n", - "Componente 26 -0.226805 -0.081939 0.042841 \n", - "Componente 27 0.081865 -0.133476 -0.002941 \n", - "Componente 28 -0.013231 -0.066807 0.104033 \n", - "Componente 29 -0.025769 -0.157201 -0.065000 \n", - "Componente 30 -0.045628 0.149420 0.180232 \n", - "Componente 31 0.427589 0.120872 0.001585 \n", - "Componente 32 0.086611 0.023885 0.098334 \n", - "Componente 33 0.203454 -0.113341 0.021890 \n", - "Componente 34 -0.024935 0.344161 -0.159027 \n", - "Componente 35 -0.022464 0.047146 -0.092454 \n", - "\n", - " Neighborhood_code Condition1_code Condition2_code \\\n", - "Componente 1 0.067340 0.048534 0.009282 \n", - "Componente 2 0.005355 -0.021587 0.000479 \n", - "Componente 3 0.043479 -0.036499 0.023148 \n", - "Componente 4 0.011109 0.026929 -0.021024 \n", - "Componente 5 0.048788 -0.033834 -0.002886 \n", - "Componente 6 -0.145700 0.043598 -0.033371 \n", - "Componente 7 -0.039191 0.093748 -0.037356 \n", - "Componente 8 -0.121693 0.013139 -0.062548 \n", - "Componente 9 0.130220 0.079065 0.001822 \n", - "Componente 10 0.282294 0.107403 -0.053344 \n", - "Componente 11 -0.140750 0.004411 -0.124268 \n", - "Componente 12 0.241710 -0.223362 0.048584 \n", - "Componente 13 -0.092945 0.002218 0.212890 \n", - "Componente 14 -0.011838 0.081570 0.028335 \n", - "Componente 15 0.138994 -0.102188 0.236106 \n", - "Componente 16 -0.145729 0.071342 -0.278656 \n", - "Componente 17 -0.012914 -0.129458 0.202918 \n", - "Componente 18 -0.112465 0.141192 0.232470 \n", - "Componente 19 -0.009607 0.398809 -0.283601 \n", - "Componente 20 -0.190767 0.179755 0.201348 \n", - "Componente 21 0.154024 -0.333058 0.088356 \n", - "Componente 22 -0.121853 -0.098260 0.144012 \n", - "Componente 23 0.228387 -0.075415 0.076209 \n", - "Componente 24 -0.171724 -0.025327 0.329139 \n", - "Componente 25 0.166717 0.364815 0.170529 \n", - "Componente 26 0.042265 -0.169348 -0.314097 \n", - "Componente 27 0.103515 0.035384 0.069451 \n", - "Componente 28 -0.108244 -0.254185 0.120109 \n", - "Componente 29 -0.223849 -0.189379 0.020463 \n", - "Componente 30 -0.003728 0.196294 -0.165772 \n", - "Componente 31 0.108055 -0.122311 -0.173064 \n", - "Componente 32 0.162996 -0.058876 -0.055725 \n", - "Componente 33 -0.185350 -0.015892 0.041687 \n", - "Componente 34 0.183428 0.030005 0.161974 \n", - "Componente 35 0.034243 -0.139836 -0.091259 \n", - "\n", - " BldgType_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", - "Componente 1 0.008167 0.087218 0.062115 0.022264 \n", - "Componente 2 -0.061321 0.107189 -0.031194 -0.010898 \n", - "Componente 3 -0.232839 -0.080386 0.127948 0.131067 \n", - "Componente 4 0.167164 0.363476 -0.078276 0.008365 \n", - "Componente 5 0.305592 0.040395 0.036864 0.030623 \n", - "Componente 6 -0.181182 0.110687 -0.152856 0.085456 \n", - "Componente 7 0.061372 0.008694 -0.167345 0.062905 \n", - "Componente 8 -0.036694 0.034677 -0.038714 0.103654 \n", - "Componente 9 0.005852 0.023174 -0.037617 0.141080 \n", - "Componente 10 -0.349868 0.051855 -0.024060 -0.142419 \n", - "Componente 11 -0.027391 0.117427 0.006748 0.174013 \n", - "Componente 12 0.158128 -0.022092 -0.023870 0.021779 \n", - "Componente 13 -0.059606 0.025751 0.238263 -0.038888 \n", - "Componente 14 0.023135 -0.032470 0.157053 -0.099237 \n", - "Componente 15 -0.001151 0.028092 0.194638 -0.142097 \n", - "Componente 16 0.027535 -0.053954 -0.027439 -0.055364 \n", - "Componente 17 0.041158 0.095215 -0.144219 0.041047 \n", - "Componente 18 0.103208 -0.098199 -0.091225 0.093539 \n", - "Componente 19 0.043004 0.062933 -0.106089 -0.019061 \n", - "Componente 20 -0.005870 0.007674 -0.010551 -0.354146 \n", - "Componente 21 -0.043472 -0.003585 -0.167477 0.036529 \n", - "Componente 22 -0.016153 -0.056325 -0.188499 0.003087 \n", - "Componente 23 0.129754 -0.107448 0.032611 0.229707 \n", - "Componente 24 -0.035998 -0.017051 -0.241141 0.284593 \n", - "Componente 25 -0.060450 0.153600 0.103797 0.206551 \n", - "Componente 26 0.039150 0.024764 0.132015 -0.009541 \n", - "Componente 27 0.132550 -0.082837 -0.213488 -0.380669 \n", - "Componente 28 -0.106068 0.133320 -0.087319 -0.057787 \n", - "Componente 29 -0.115124 0.002575 0.026604 -0.140203 \n", - "Componente 30 -0.065366 0.007410 -0.029792 0.208633 \n", - "Componente 31 -0.026716 0.009041 -0.106125 0.054654 \n", - "Componente 32 -0.061659 0.056140 -0.035849 -0.208674 \n", - "Componente 33 -0.047833 0.193708 0.041801 0.146238 \n", - "Componente 34 -0.041880 0.071932 -0.291370 -0.007441 \n", - "Componente 35 -0.047791 0.175407 0.170415 -0.166096 \n", - "\n", - " Exterior1st_code Exterior2nd_code MasVnrType_code \\\n", - "Componente 1 0.053980 0.047415 -0.013661 \n", - "Componente 2 0.078379 0.082301 0.015587 \n", - "Componente 3 -0.116082 -0.100833 -0.037514 \n", - "Componente 4 -0.216539 -0.232120 -0.162574 \n", - "Componente 5 -0.099040 -0.103137 0.131821 \n", - "Componente 6 0.349298 0.349175 0.111380 \n", - "Componente 7 0.097541 0.117310 0.051018 \n", - "Componente 8 -0.114210 -0.119998 -0.060612 \n", - "Componente 9 -0.373752 -0.380090 0.157378 \n", - "Componente 10 -0.075002 -0.049049 0.173847 \n", - "Componente 11 0.152431 0.135924 -0.337481 \n", - "Componente 12 0.145648 0.121592 0.102400 \n", - "Componente 13 -0.062961 -0.060175 -0.201728 \n", - "Componente 14 0.042150 0.056594 -0.105687 \n", - "Componente 15 0.117970 0.087366 -0.226404 \n", - "Componente 16 -0.023877 -0.013040 0.023814 \n", - "Componente 17 -0.032121 -0.010139 0.102505 \n", - "Componente 18 0.067593 0.094413 0.149693 \n", - "Componente 19 0.032756 0.051520 -0.039136 \n", - "Componente 20 -0.038539 -0.019491 0.081890 \n", - "Componente 21 0.006277 0.032205 0.141046 \n", - "Componente 22 -0.051107 -0.066954 -0.104927 \n", - "Componente 23 0.083386 0.100774 -0.175015 \n", - "Componente 24 -0.012188 -0.015232 -0.055645 \n", - "Componente 25 0.046866 0.007067 0.121236 \n", - "Componente 26 0.076032 0.067845 0.101128 \n", - "Componente 27 0.014120 -0.010424 -0.132563 \n", - "Componente 28 -0.078401 -0.047302 0.000541 \n", - "Componente 29 -0.056111 -0.057060 0.098007 \n", - "Componente 30 -0.031146 -0.035648 -0.162790 \n", - "Componente 31 -0.063532 -0.044417 -0.084317 \n", - "Componente 32 0.001582 0.004649 -0.235628 \n", - "Componente 33 0.005901 -0.033879 -0.141087 \n", - "Componente 34 0.041331 0.035469 -0.067779 \n", - "Componente 35 0.045382 0.005153 0.059499 \n", - "\n", - " ExterQual_code ExterCond_code Foundation_code BsmtQual_code \\\n", - "Componente 1 -0.217384 0.062694 0.175938 -0.219886 \n", - "Componente 2 -0.040997 -0.035504 -0.011773 -0.007588 \n", - "Componente 3 0.070844 -0.087642 -0.200154 0.139522 \n", - "Componente 4 0.128827 0.014775 0.012640 0.065916 \n", - "Componente 5 -0.163504 -0.022249 0.067634 -0.171626 \n", - "Componente 6 -0.013907 -0.110566 0.003178 -0.052416 \n", - "Componente 7 0.042530 0.137960 0.151201 -0.033742 \n", - "Componente 8 0.049768 0.142973 0.006814 -0.017285 \n", - "Componente 9 -0.140881 -0.103308 -0.022562 -0.051513 \n", - "Componente 10 -0.025743 0.055432 0.092733 -0.013641 \n", - "Componente 11 0.002365 0.025913 -0.019388 -0.042328 \n", - "Componente 12 -0.096837 -0.134378 -0.117794 0.026641 \n", - "Componente 13 -0.120333 -0.188329 0.019034 -0.027776 \n", - "Componente 14 -0.068838 0.298127 -0.105439 0.010588 \n", - "Componente 15 -0.013276 -0.077441 0.069091 0.048593 \n", - "Componente 16 -0.051367 -0.158085 0.067654 -0.017112 \n", - "Componente 17 0.044092 0.157374 -0.037031 -0.061359 \n", - "Componente 18 0.057842 -0.091827 0.033599 0.017496 \n", - "Componente 19 0.045826 -0.001658 -0.124370 0.031278 \n", - "Componente 20 -0.023562 0.157765 0.012145 -0.005665 \n", - "Componente 21 0.094165 0.229506 0.023952 -0.004161 \n", - "Componente 22 -0.010310 -0.050188 0.100065 0.066928 \n", - "Componente 23 -0.015832 0.106940 0.017219 0.004569 \n", - "Componente 24 0.004176 -0.193613 -0.113157 0.033438 \n", - "Componente 25 0.004614 0.193416 -0.096819 -0.068309 \n", - "Componente 26 0.007537 0.109516 -0.021004 -0.025857 \n", - "Componente 27 0.045986 -0.124987 -0.149395 0.042709 \n", - "Componente 28 0.017138 -0.131436 0.072486 -0.049441 \n", - "Componente 29 -0.089288 0.105613 -0.020091 0.020896 \n", - "Componente 30 0.033961 0.109926 0.052307 0.010104 \n", - "Componente 31 0.066233 -0.084041 0.071242 -0.007361 \n", - "Componente 32 0.021030 -0.098984 0.014101 0.007095 \n", - "Componente 33 -0.079072 -0.060981 0.081582 0.091673 \n", - "Componente 34 0.033621 -0.101144 -0.098318 -0.040134 \n", - "Componente 35 0.087144 -0.046595 -0.048517 0.048462 \n", - "\n", - " BsmtCond_code BsmtExposure_code BsmtFinType1_code \\\n", - "Componente 1 0.043285 -0.102925 -0.035281 \n", - "Componente 2 -0.088109 0.139773 0.291165 \n", - "Componente 3 -0.030196 -0.023110 -0.110932 \n", - "Componente 4 0.048243 0.009890 -0.184551 \n", - "Componente 5 -0.120523 -0.183095 -0.094142 \n", - "Componente 6 -0.035491 -0.134852 -0.071497 \n", - "Componente 7 -0.130895 -0.102179 0.144526 \n", - "Componente 8 0.133728 -0.083646 0.088953 \n", - "Componente 9 -0.022192 0.013257 0.128694 \n", - "Componente 10 -0.052648 0.132152 -0.107752 \n", - "Componente 11 -0.093570 -0.077975 -0.008630 \n", - "Componente 12 0.011229 0.043465 0.029280 \n", - "Componente 13 -0.227591 -0.018823 0.024905 \n", - "Componente 14 0.340935 0.159814 0.075239 \n", - "Componente 15 0.088745 -0.039655 0.016073 \n", - "Componente 16 -0.069177 0.107730 -0.035760 \n", - "Componente 17 0.213433 -0.122451 0.108764 \n", - "Componente 18 0.043789 0.087110 -0.047900 \n", - "Componente 19 0.102962 -0.091993 -0.017364 \n", - "Componente 20 0.140159 -0.000516 -0.066299 \n", - "Componente 21 0.187092 -0.044875 -0.079307 \n", - "Componente 22 0.165513 -0.027001 -0.030287 \n", - "Componente 23 0.073800 0.230347 -0.048390 \n", - "Componente 24 0.079328 0.084997 -0.001779 \n", - "Componente 25 0.098331 -0.019387 -0.015982 \n", - "Componente 26 0.112964 0.040327 0.015482 \n", - "Componente 27 0.080932 0.154770 -0.070157 \n", - "Componente 28 -0.192874 -0.168058 0.021828 \n", - "Componente 29 0.184439 -0.216731 -0.038568 \n", - "Componente 30 0.107173 -0.139285 -0.071613 \n", - "Componente 31 0.021613 -0.051551 0.052854 \n", - "Componente 32 0.124530 0.071932 0.091665 \n", - "Componente 33 0.136094 -0.090633 0.010932 \n", - "Componente 34 -0.109989 -0.144982 -0.027510 \n", - "Componente 35 0.162775 -0.326247 0.087643 \n", - "\n", - " BsmtFinType2_code Heating_code HeatingQC_code \\\n", - "Componente 1 0.033274 -0.052077 -0.154072 \n", - "Componente 2 0.104096 0.079403 -0.043096 \n", - "Componente 3 -0.142843 0.032718 0.162379 \n", - "Componente 4 -0.088411 -0.039845 0.125508 \n", - "Componente 5 -0.010095 0.188035 -0.026488 \n", - "Componente 6 -0.063140 -0.067786 -0.166578 \n", - "Componente 7 -0.361020 0.114630 0.060995 \n", - "Componente 8 0.441774 -0.016896 0.074298 \n", - "Componente 9 -0.146953 -0.104601 -0.073952 \n", - "Componente 10 0.029488 0.181366 -0.020097 \n", - "Componente 11 -0.012227 0.044217 0.032766 \n", - "Componente 12 0.078494 -0.063674 0.013505 \n", - "Componente 13 -0.061996 0.328586 -0.052045 \n", - "Componente 14 -0.124251 -0.030104 -0.013468 \n", - "Componente 15 -0.050915 -0.241721 0.009852 \n", - "Componente 16 0.090696 0.063622 -0.090535 \n", - "Componente 17 -0.015760 0.069561 0.020803 \n", - "Componente 18 0.129401 0.093180 0.016540 \n", - "Componente 19 -0.044188 0.083306 0.022150 \n", - "Componente 20 -0.058124 -0.068982 -0.127653 \n", - "Componente 21 0.003280 0.120157 -0.071209 \n", - "Componente 22 -0.041145 0.235350 -0.103763 \n", - "Componente 23 -0.048574 0.068581 -0.036647 \n", - "Componente 24 0.059815 0.143090 -0.030938 \n", - "Componente 25 0.096564 -0.049642 0.075749 \n", - "Componente 26 0.010066 0.088928 -0.067087 \n", - "Componente 27 0.062997 0.139634 -0.150372 \n", - "Componente 28 -0.023666 -0.218097 -0.036033 \n", - "Componente 29 -0.021571 0.182222 -0.093496 \n", - "Componente 30 -0.003340 0.187829 -0.099557 \n", - "Componente 31 0.000123 -0.004734 -0.132305 \n", - "Componente 32 -0.007339 0.281282 -0.077198 \n", - "Componente 33 0.036944 -0.200117 0.014774 \n", - "Componente 34 0.058123 -0.062724 0.132311 \n", - "Componente 35 0.039228 0.106511 0.192604 \n", - "\n", - " CentralAir_code Electrical_code KitchenQual_code \\\n", - "Componente 1 0.113528 0.111692 -0.185163 \n", - "Componente 2 -0.145214 -0.078642 -0.048904 \n", - "Componente 3 -0.042450 -0.053489 0.033559 \n", - "Componente 4 0.092925 0.119823 0.136090 \n", - "Componente 5 -0.277713 -0.096410 -0.172957 \n", - "Componente 6 0.053531 0.069908 -0.079682 \n", - "Componente 7 -0.103408 -0.096635 0.096983 \n", - "Componente 8 -0.019913 -0.057963 0.059676 \n", - "Componente 9 0.096466 0.090709 -0.161946 \n", - "Componente 10 -0.190378 -0.148099 -0.028453 \n", - "Componente 11 -0.067962 -0.158636 -0.008803 \n", - "Componente 12 0.031439 -0.049186 -0.119614 \n", - "Componente 13 -0.230149 -0.143746 -0.108299 \n", - "Componente 14 0.021510 -0.072010 -0.049993 \n", - "Componente 15 0.056078 0.160002 0.081947 \n", - "Componente 16 0.015252 -0.027352 -0.035940 \n", - "Componente 17 -0.025241 -0.036317 0.000923 \n", - "Componente 18 -0.050153 -0.009531 0.086029 \n", - "Componente 19 -0.100918 0.076629 0.047460 \n", - "Componente 20 0.023990 -0.137544 -0.079040 \n", - "Componente 21 0.015727 -0.109014 -0.010907 \n", - "Componente 22 -0.076237 -0.056479 -0.049723 \n", - "Componente 23 -0.005518 0.003610 0.025289 \n", - "Componente 24 -0.062875 0.097607 -0.018909 \n", - "Componente 25 -0.053734 0.083014 0.012775 \n", - "Componente 26 0.047737 0.051526 0.062157 \n", - "Componente 27 -0.003874 0.100794 0.084398 \n", - "Componente 28 0.150567 0.124384 0.050401 \n", - "Componente 29 -0.017590 0.091599 -0.056231 \n", - "Componente 30 -0.035654 0.251520 0.014475 \n", - "Componente 31 0.139947 -0.220365 0.056884 \n", - "Componente 32 -0.061709 0.312922 -0.059384 \n", - "Componente 33 -0.081004 -0.029769 -0.080972 \n", - "Componente 34 -0.066221 0.127891 0.067954 \n", - "Componente 35 -0.178301 0.230283 0.146393 \n", - "\n", - " Functional_code GarageType_code GarageFinish_code \\\n", - "Componente 1 0.036087 -0.186128 -0.162484 \n", - "Componente 2 -0.021238 0.147931 -0.006222 \n", - "Componente 3 -0.099581 -0.000581 0.067113 \n", - "Componente 4 0.020980 -0.040444 0.014490 \n", - "Componente 5 -0.046426 0.147610 -0.147078 \n", - "Componente 6 0.006927 0.068950 -0.091616 \n", - "Componente 7 -0.168005 -0.065686 0.059916 \n", - "Componente 8 0.102571 -0.026214 -0.019769 \n", - "Componente 9 0.013543 0.014208 -0.125984 \n", - "Componente 10 0.109841 0.005115 -0.012697 \n", - "Componente 11 0.095559 -0.046961 -0.138860 \n", - "Componente 12 0.100984 0.099126 0.232044 \n", - "Componente 13 0.012580 -0.020599 0.010114 \n", - "Componente 14 -0.082521 0.030778 -0.105458 \n", - "Componente 15 0.194294 0.036451 -0.086469 \n", - "Componente 16 -0.247292 -0.031268 -0.068212 \n", - "Componente 17 0.103018 -0.006401 0.061754 \n", - "Componente 18 -0.078368 -0.030648 -0.057344 \n", - "Componente 19 0.294788 0.036662 0.128714 \n", - "Componente 20 -0.018790 0.019732 -0.036328 \n", - "Componente 21 0.096334 -0.013389 0.015435 \n", - "Componente 22 0.259265 -0.052964 0.002441 \n", - "Componente 23 -0.085091 0.061718 0.088505 \n", - "Componente 24 -0.055078 0.019719 0.014290 \n", - "Componente 25 -0.418275 0.144502 0.170707 \n", - "Componente 26 -0.198920 -0.113710 -0.031175 \n", - "Componente 27 -0.244593 -0.005096 -0.072536 \n", - "Componente 28 -0.224838 0.050863 0.114163 \n", - "Componente 29 -0.024087 0.137334 -0.030584 \n", - "Componente 30 0.104363 -0.002441 -0.008716 \n", - "Componente 31 -0.040274 -0.148866 0.056558 \n", - "Componente 32 -0.230945 0.063253 0.111761 \n", - "Componente 33 -0.205772 0.013051 -0.018624 \n", - "Componente 34 0.012185 -0.115507 -0.063660 \n", - "Componente 35 -0.037917 -0.121634 -0.060993 \n", - "\n", - " GarageQual_code GarageCond_code PavedDrive_code \\\n", - "Componente 1 0.114872 0.121560 0.112179 \n", - "Componente 2 -0.146535 -0.126003 -0.167768 \n", - "Componente 3 -0.040974 -0.030583 -0.046243 \n", - "Componente 4 0.113029 0.096246 0.124552 \n", - "Componente 5 -0.227845 -0.265547 -0.197534 \n", - "Componente 6 -0.103319 -0.099715 -0.087070 \n", - "Componente 7 0.198370 0.135576 0.053859 \n", - "Componente 8 0.013392 0.018392 -0.001045 \n", - "Componente 9 -0.137261 -0.136185 0.011151 \n", - "Componente 10 0.028665 -0.028630 -0.025650 \n", - "Componente 11 -0.130380 -0.168211 0.021227 \n", - "Componente 12 0.159712 0.241504 -0.020600 \n", - "Componente 13 0.141578 0.119295 -0.092914 \n", - "Componente 14 -0.120101 -0.052397 -0.013311 \n", - "Componente 15 -0.082594 -0.127674 -0.138316 \n", - "Componente 16 0.137727 0.102222 0.033524 \n", - "Componente 17 -0.043830 0.035220 0.020470 \n", - "Componente 18 0.006603 0.087382 0.060995 \n", - "Componente 19 -0.087834 -0.050880 -0.005587 \n", - "Componente 20 0.035577 0.060773 -0.044976 \n", - "Componente 21 -0.145874 -0.058312 0.000395 \n", - "Componente 22 0.045631 0.081341 0.030162 \n", - "Componente 23 -0.068147 -0.010238 0.081110 \n", - "Componente 24 -0.048469 0.033436 0.056822 \n", - "Componente 25 -0.088550 -0.079346 0.046340 \n", - "Componente 26 -0.066529 -0.027301 -0.036986 \n", - "Componente 27 -0.029246 0.029577 0.033785 \n", - "Componente 28 -0.136027 -0.174116 -0.021882 \n", - "Componente 29 -0.076304 -0.050259 0.228024 \n", - "Componente 30 0.021189 -0.015072 -0.024022 \n", - "Componente 31 -0.034504 0.005857 -0.078003 \n", - "Componente 32 -0.081535 -0.044945 0.009037 \n", - "Componente 33 0.185946 0.091978 -0.073608 \n", - "Componente 34 -0.089794 -0.068547 -0.009505 \n", - "Componente 35 0.086830 0.088165 -0.314778 \n", + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.839\n", + "Model: OLS Adj. R-squared: 0.835\n", + "Method: Least Squares F-statistic: 224.4\n", + "Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 10:02:01 Log-Likelihood: -17213.\n", + "No. Observations: 1460 AIC: 3.449e+04\n", + "Df Residuals: 1426 BIC: 3.467e+04\n", + "Df Model: 33 \n", + "Covariance Type: nonrobust \n", + "======================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------------\n", + "const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05\n", + "MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118\n", + "LotArea 0.3247 0.103 3.152 0.002 0.123 0.527\n", + "OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04\n", + "YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137\n", + "YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554\n", + "MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450\n", + "BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039\n", + "BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264\n", + "BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226\n", + "TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430\n", + "FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989\n", + "SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285\n", + "BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04\n", + "BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254\n", + "TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995\n", + "Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784\n", + "GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04\n", + "WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444\n", + "ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487\n", + "LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026\n", + "Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848\n", + "Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590\n", + "HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034\n", + "RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219\n", + "RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190\n", + "Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500\n", + "MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861\n", + "ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611\n", + "BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526\n", + "BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422\n", + "KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211\n", + "Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062\n", + "GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807\n", + "SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704\n", + "==============================================================================\n", + "Omnibus: 866.633 Durbin-Watson: 1.951\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511\n", + "Skew: -1.679 Prob(JB): 0.00\n", + "Kurtosis: 54.318 Cond. No. 1.34e+16\n", + "==============================================================================\n", "\n", - " SaleType_code SaleCondition_code \n", - "Componente 1 -0.019955 0.077092 \n", - "Componente 2 0.001792 -0.002413 \n", - "Componente 3 -0.003043 -0.077775 \n", - "Componente 4 0.061460 -0.046162 \n", - "Componente 5 -0.006466 -0.028036 \n", - "Componente 6 0.186579 0.064401 \n", - "Componente 7 -0.071512 -0.044396 \n", - "Componente 8 0.036918 -0.010151 \n", - "Componente 9 -0.077828 -0.022287 \n", - "Componente 10 -0.074261 -0.042497 \n", - "Componente 11 -0.246609 -0.317026 \n", - "Componente 12 -0.251024 -0.157890 \n", - "Componente 13 0.151547 0.296043 \n", - "Componente 14 0.070059 0.080485 \n", - "Componente 15 -0.120696 -0.148043 \n", - "Componente 16 -0.134612 -0.140296 \n", - "Componente 17 0.005439 -0.018174 \n", - "Componente 18 -0.011646 0.008467 \n", - "Componente 19 0.025220 0.101141 \n", - "Componente 20 -0.237032 -0.118504 \n", - "Componente 21 0.167585 0.118208 \n", - "Componente 22 0.206679 -0.049214 \n", - "Componente 23 0.186566 0.007845 \n", - "Componente 24 -0.348450 -0.203312 \n", - "Componente 25 0.016534 0.036629 \n", - "Componente 26 -0.085972 -0.058061 \n", - "Componente 27 0.052360 0.070700 \n", - "Componente 28 0.007485 0.074488 \n", - "Componente 29 -0.176141 0.054720 \n", - "Componente 30 -0.061608 -0.075527 \n", - "Componente 31 0.101585 0.007869 \n", - "Componente 32 0.026770 -0.113119 \n", - "Componente 33 0.306023 0.066397 \n", - "Componente 34 0.073557 0.050094 \n", - "Componente 35 -0.188623 0.124595 " + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n", + "\"\"\"" ] }, - "execution_count": 69, + "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Para revisar que atributos te explica cada uno de los componentes\n", + "#Modelo de regresión 2: \n", "\n", - "data_pca_comp= pd.DataFrame (data = pca.components_, columns = data_norm.columns.values, index = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17', 'Componente 18', 'Componente 19', 'Componente 20', 'Componente 21', 'Componente 22', 'Componente 23', 'Componente 24', 'Componente 25', 'Componente 26', 'Componente 27', 'Componente 28', 'Componente 29', 'Componente 30', 'Componente 31', 'Componente 32', 'Componente 33', 'Componente 34', 'Componente 35'])\n", - "data_pca_comp" + "#Definimos nuestras variables independientes\n", + "x2 = data[['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']]\n", + "\n", + "#Definimos nuestra variable dependiente\n", + "y2 = data['SalePrice']\n", + "\n", + "#Agregamos el intercepto para el modelo y lo corremos\n", + "X2 = sm.add_constant(x2) \n", + "Y2 = y2\n", + "\n", + "model2 = sm.OLS(Y2, X2).fit()\n", + "\n", + "model2.summary()" ] }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 113, "metadata": {}, "outputs": [], "source": [ - "#Para realizar un modelo más práctico, realizaremos un ANOVA, para revisar que variables son significativas en nuestro modelo\n", + "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", + "#Vemos que el modelo tiene una R2 de 0.839, por lo que es un buen modelo prediciendo el precio de las casas." + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "metadata": {}, + "outputs": [], + "source": [ + "#Estandarizamos los datos: media 0 y varianza 1\n", "\n", - "#Con el ols calculamos la suma de cuadrados. Ordinal Least Squares\n", - "#Como queremos sacar la relación de height (variable dependiente) y sun (variable independiente), las ponemos en ols\n", - "model_simp = ols('SalePrice ~ MSSubClass + LotArea + OverallQual + OverallCond + YearBuilt + YearRemodAdd + MasVnrArea + BsmtFinSF1 + BsmtFinSF2 + BsmtUnfSF + TotalBsmtSF + FirstFlrSF + SecondFlrSF + LowQualFinSF + GrLivArea + BsmtFullBath + BsmtHalfBath + FullBath + HalfBath + BedroomAbvGr + KitchenAbvGr + TotRmsAbvGrd + Fireplaces + GarageCars + GarageArea + WoodDeckSF + OpenPorchSF + EnclosedPorch + ThirdSsnPorch + ScreenPorch + PoolArea + MiscVal + MoSold + YrSold + MSZoning_code + Street_code + LotShape_code + LandContour_code + Utilities_code + LotConfig_code + LandSlope_code + Neighborhood_code + Condition1_code + Condition2_code + BldgType_code + HouseStyle_code + RoofStyle_code + RoofMatl_code + Exterior1st_code + Exterior2nd_code + MasVnrType_code + ExterQual_code + ExterCond_code + Foundation_code + BsmtQual_code + BsmtCond_code + BsmtExposure_code + BsmtFinType1_code + BsmtFinType2_code + Heating_code + HeatingQC_code + CentralAir_code + Electrical_code + KitchenQual_code + Functional_code + GarageType_code + GarageFinish_code + GarageQual_code + GarageCond_code + PavedDrive_code + SaleType_code + SaleCondition_code', data = data).fit()\n", - "#Se está \"entrenando\" el modelo, para decirle que datos va a usar cuando lo metamos en la ANOVA\n", + "features2 = ['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", + " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", + " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", + " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", + " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", + " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", + " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']\n", "\n", - "#Con el .fit le estamos pidiendo al modelo que ajuste la línea que relaciona los datos que le ponemos al \"ols\" en mejor medida." + "x2 = data.loc[:,features2].values\n", + "types = data ['SalePrice']\n", + "\n", + "#Aplicamos la estandarización de los datos\n", + "\n", + "x2 = StandardScaler().fit_transform(x2)" ] }, { "cell_type": "code", - "execution_count": 73, + "execution_count": 115, "metadata": {}, "outputs": [ { @@ -17820,783 +20660,694 @@ " }\n", "\n", " .dataframe thead th {\n", - " text-align: right;\n", - " }\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " text-align: right;\n", + " }\n", + "\n", + "
dfsum_sqmean_sqFPR(>F)
MSSubClass1.06.541130e+106.541130e+1064.6601531.888831e-15
LotArea1.05.966856e+115.966856e+11589.8335506.967768e-109
OverallQual1.05.467491e+125.467491e+125404.7049030.000000e+00
OverallCond1.01.060528e+091.060528e+091.0483503.060657e-01
YearBuilt1.09.261872e+109.261872e+1091.5551384.754472e-21
YearRemodAdd1.02.957231e+102.957231e+1029.2327217.547049e-08
MasVnrArea1.02.175227e+112.175227e+11215.0247902.251622e-45
BsmtFinSF11.01.669333e+111.669333e+11165.0163309.030175e-36
BsmtFinSF21.08.697119e+098.697119e+098.5972463.421856e-03
BsmtUnfSF1.06.149832e+106.149832e+1060.7921031.236682e-14
TotalBsmtSF1.08.253153e+098.253153e+098.1583784.350068e-03
FirstFlrSF1.01.143795e+111.143795e+11113.0660211.925834e-25
SecondFlrSF1.04.821203e+114.821203e+11476.5839134.485208e-91
LowQualFinSF1.02.941817e+092.941817e+092.9080358.836281e-02
GrLivArea1.02.199778e+092.199778e+092.1745171.405402e-01
BsmtFullBath1.01.938811e+101.938811e+1019.1654681.288409e-05
BsmtHalfBath1.08.808509e+078.808509e+070.0870747.679751e-01
FullBath1.06.637691e+086.637691e+080.6561474.180624e-01
HalfBath1.02.156144e+072.156144e+070.0213148.839484e-01
\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + "
MSSubClassLotAreaOverallQualYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSFFirstFlrSFSecondFlrSFBsmtFullBathBedroomAbvGr1.04.333918e+104.333918e+1042.8414938.329240e-11
KitchenAbvGr1.03.146973e+093.146973e+093.1108357.799290e-02
TotRmsAbvGrd1.02.792980e+102.792980e+1027.6090661.716684e-07
Fireplaces1.07.733281e+097.733281e+097.6444765.769971e-03
GarageCars1.04.930751e+104.930751e+1048.7412894.511825e-12
GarageArea1.07.778404e+077.778404e+070.0768917.815972e-01
WoodDeckSF1.09.632329e+099.632329e+099.5217162.070666e-03
OpenPorchSF1.01.370906e+061.370906e+060.0013559.706398e-01
EnclosedPorch1.08.669783e+078.669783e+070.0857027.697574e-01
ThirdSsnPorch1.05.460266e+085.460266e+080.5397564.626578e-01
ScreenPorch1.01.279020e+101.279020e+1012.6433193.895637e-04
PoolArea1.02.116882e+092.116882e+092.0925731.482423e-01
MiscVal1.01.651572e+081.651572e+080.1632616.862343e-01
MoSold1.01.178538e+061.178538e+060.0011659.727767e-01
YrSold1.01.451158e+091.451158e+091.4344942.312368e-01
MSZoning_code1.03.477323e+093.477323e+093.4373916.394813e-02
Street_code1.01.880317e+091.880317e+091.8587241.729930e-01
LotShape_code1.02.452206e+092.452206e+092.4240461.197138e-01
LandContour_code1.06.265075e+086.265075e+080.6193134.314370e-01
Utilities_code1.03.079315e+093.079315e+093.0439548.125948e-02
LotConfig_code1.01.190115e+081.190115e+080.1176457.316549e-01
LandSlope_code1.05.942741e+095.942741e+095.8744971.548879e-02
Neighborhood_code1.01.001276e+101.001276e+109.8977761.689909e-03
Condition1_code1.05.970311e+085.970311e+080.5901754.424820e-01
Condition2_code1.04.657970e+094.657970e+094.6044803.206139e-02
BldgType_code1.01.551954e+091.551954e+091.5341322.157027e-01
HouseStyle_code1.05.700016e+095.700016e+095.6345601.774511e-02
RoofStyle_code1.05.247588e+095.247588e+095.1873282.290359e-02
RoofMatl_code1.08.086365e+098.086365e+097.9935054.761875e-03
Exterior1st_code1.04.200389e+094.200389e+094.1521544.177078e-02
Exterior2nd_code1.09.387931e+089.387931e+080.9280123.355476e-01
Exterior1st_codeMasVnrType_code1.03.216254e+103.216254e+1031.7932012.074541e-08
ExterQual_code1.08.370845e+108.370845e+1082.7471823.140526e-19
ExterCond_code1.04.779358e+084.779358e+080.4724474.919781e-01
Foundation_code1.02.388951e+092.388951e+092.3615181.245889e-01
BsmtQual_code1.02.602048e+102.602048e+1025.7216734.476289e-07
BsmtCond_code1.02.276139e+092.276139e+092.2500011.338416e-01
BsmtExposure_code1.02.524413e+102.524413e+1024.9542366.616080e-07
BsmtFinType1_code1.02.676871e+092.676871e+092.6461321.040290e-01
BsmtFinType2_code1.05.101098e+085.101098e+080.5042524.777570e-01
Heating_code1.02.311556e+072.311556e+070.0228508.798695e-01
HeatingQC_code1.02.502130e+092.502130e+092.4733971.160152e-01
CentralAir_code1.04.767572e+084.767572e+080.4712824.925124e-01
Electrical_code1.01.255005e+091.255005e+091.2405942.655494e-01
KitchenQual_code1.04.216622e+104.216622e+1041.6820041.480742e-10Functional_codeGarageType_codeSaleCondition_code
Functional_code1.01.560354e+101.560354e+1015.4243559.008885e-0500.073375-0.2071420.6514791.0509940.8786680.5141040.575425-0.288653-0.944591-0.459303-0.7934341.1618521.1078100.1637790.912210-0.9512260.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.5669390.678263-0.4093690.255978-0.7687360.208502
GarageType_code1.04.278031e+094.278031e+094.2289043.992756e-021-0.872563-0.091886-0.0718360.156734-0.429577-0.5707501.171992-0.288653-0.6412280.4664650.257140-0.795163-0.8199640.163779-0.3186830.6004950.3117251.626195-0.270208-0.2257161.954302-0.03174-0.543457-0.491516-0.125797-0.5082510.3870470.663451-0.566939-1.2359060.7956290.255978-0.7687360.208502
GarageFinish_code1.02.738186e+092.738186e+092.7067421.001511e-0120.0733750.0734800.6514790.9847520.8302150.3259150.092907-0.288653-0.301643-0.313369-0.6278261.1893511.1078100.163779-0.3186830.6004950.311725-0.752176-0.270208-0.225716-1.206215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-0.597850-0.4093690.255978-0.7687360.208502
GarageQual_code1.02.281536e+082.281536e+080.2255346.349302e-0130.309859-0.0968970.651479-1.863632-0.720298-0.570750-0.499274-0.288653-0.061670-0.687324-0.5217340.9372761.1078100.1637790.2967630.6004951.650307-0.752176-0.270208-0.225716-1.039872-0.031741.026689-0.491516-0.1257971.0559280.3870470.6634510.9977700.678263-0.4093690.2559781.301075-3.426284
GarageCond_code1.01.298929e+081.298929e+080.1284017.201499e-0140.0733750.3751481.3747950.9516320.7333081.3664890.463568-0.288653-0.1748650.199680-0.0456111.6178771.1078101.3900231.5276560.6004951.6503070.780197-0.270208-0.2257160.457215-0.031741.026689-0.491516-0.1257970.743092-1.241449-0.777976-0.566939-1.873963-0.4093690.255978-0.7687360.208502
PavedDrive_code1.01.139098e+091.139098e+091.1260182.888109e-01
\n", + "" + ], + "text/plain": [ + " MSSubClass LotArea OverallQual YearBuilt YearRemodAdd MasVnrArea \\\n", + "0 0.073375 -0.207142 0.651479 1.050994 0.878668 0.514104 \n", + "1 -0.872563 -0.091886 -0.071836 0.156734 -0.429577 -0.570750 \n", + "2 0.073375 0.073480 0.651479 0.984752 0.830215 0.325915 \n", + "3 0.309859 -0.096897 0.651479 -1.863632 -0.720298 -0.570750 \n", + "4 0.073375 0.375148 1.374795 0.951632 0.733308 1.366489 \n", + "\n", + " BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF \\\n", + "0 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 1.161852 \n", + "1 1.171992 -0.288653 -0.641228 0.466465 0.257140 -0.795163 \n", + "2 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 1.189351 \n", + "3 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 0.937276 \n", + "4 0.463568 -0.288653 -0.174865 0.199680 -0.045611 1.617877 \n", + "\n", + " BsmtFullBath BedroomAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", + "0 1.107810 0.163779 0.912210 -0.951226 0.311725 \n", + "1 -0.819964 0.163779 -0.318683 0.600495 0.311725 \n", + "2 1.107810 0.163779 -0.318683 0.600495 0.311725 \n", + "3 1.107810 0.163779 0.296763 0.600495 1.650307 \n", + "4 1.107810 1.390023 1.527656 0.600495 1.650307 \n", + "\n", + " WoodDeckSF ScreenPorch LandSlope_code Neighborhood_code \\\n", + "0 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "1 1.626195 -0.270208 -0.225716 1.954302 \n", + "2 -0.752176 -0.270208 -0.225716 -1.206215 \n", + "3 -0.752176 -0.270208 -0.225716 -1.039872 \n", + "4 0.780197 -0.270208 -0.225716 0.457215 \n", + "\n", + " Condition2_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", + "0 -0.03174 1.026689 -0.491516 -0.125797 \n", + "1 -0.03174 -0.543457 -0.491516 -0.125797 \n", + "2 -0.03174 1.026689 -0.491516 -0.125797 \n", + "3 -0.03174 1.026689 -0.491516 -0.125797 \n", + "4 -0.03174 1.026689 -0.491516 -0.125797 \n", + "\n", + " Exterior1st_code MasVnrType_code ExterQual_code BsmtQual_code \\\n", + "0 0.743092 -1.241449 -0.777976 -0.566939 \n", + "1 -0.508251 0.387047 0.663451 -0.566939 \n", + "2 0.743092 -1.241449 -0.777976 -0.566939 \n", + "3 1.055928 0.387047 0.663451 0.997770 \n", + "4 0.743092 -1.241449 -0.777976 -0.566939 \n", + "\n", + " BsmtExposure_code KitchenQual_code Functional_code GarageType_code \\\n", + "0 0.678263 -0.409369 0.255978 -0.768736 \n", + "1 -1.235906 0.795629 0.255978 -0.768736 \n", + "2 -0.597850 -0.409369 0.255978 -0.768736 \n", + "3 0.678263 -0.409369 0.255978 1.301075 \n", + "4 -1.873963 -0.409369 0.255978 -0.768736 \n", + "\n", + " SaleCondition_code \n", + "0 0.208502 \n", + "1 0.208502 \n", + "2 0.208502 \n", + "3 -3.426284 \n", + "4 0.208502 " + ] + }, + "execution_count": 115, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Creamos el dataframe de los datos normalizados\n", + "data_norm2 = pd.DataFrame (x2, columns = features2)\n", + "\n", + "data_norm2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA()" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Hacemos el PCA\n", + "\n", + "pca2 = PCA()\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1.94594173e-01, 8.53051922e-02, 6.81385298e-02, 6.44334370e-02,\n", + " 4.51461882e-02, 3.90310100e-02, 3.38947526e-02, 3.27948802e-02,\n", + " 3.14522117e-02, 3.03352274e-02, 2.98786035e-02, 2.94249513e-02,\n", + " 2.71413919e-02, 2.58225815e-02, 2.47945412e-02, 2.30198280e-02,\n", + " 2.18911708e-02, 2.14245544e-02, 2.01354720e-02, 1.82731585e-02,\n", + " 1.60932381e-02, 1.41140130e-02, 1.36833938e-02, 1.30974984e-02,\n", + " 1.24144736e-02, 1.20767934e-02, 1.03943756e-02, 9.70195586e-03,\n", + " 9.09055321e-03, 7.85835787e-03, 6.14296973e-03, 5.63779726e-03,\n", + " 2.76272541e-03, 3.83769338e-32])" + ] + }, + "execution_count": 117, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", + "pca2.explained_variance_ratio_" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 118, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#La suma de los componentes debe ser 1\n", + "sum(pca2.explained_variance_ratio_)" + ] + }, + { + "cell_type": "code", + "execution_count": 119, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Varianza acumulada explicada')" + ] + }, + "execution_count": 119, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Graficamos los componentes para ver cuando sumen el 80%\n", + "plt.figure (figsize = (12,9))\n", + "plt.plot(range(1,35), pca2.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.title (\"Varianza explciada por los componentes\")\n", + "plt.xlabel ('Número de componentes')\n", + "plt.ylabel ('Varianza acumulada explicada')" + ] + }, + { + "cell_type": "code", + "execution_count": 120, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8070986698440021" + ] + }, + "execution_count": 120, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", + "#Parece que con 17 componentes se alcanza\n", + "\n", + "#Revisamos para comprobar\n", + "sum(pca2.explained_variance_ratio_[:17])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 121, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PCA(n_components=17)" + ] + }, + "execution_count": 121, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#Entrenamos el modelo con los 17 componentes que nos indicó previamente\n", + "pca2 = PCA(n_components = 17)\n", + "pca2.fit(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [], + "source": [ + "#Transformamos el dataframe\n", + "data_transform2 = pca2.transform(data_norm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", + " \n", + " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", " \n", " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
Componente 1Componente 2Componente 3Componente 4Componente 5Componente 6Componente 7Componente 8Componente 9Componente 10Componente 11Componente 12Componente 13Componente 14Componente 15Componente 16Componente 17
SaleType_code1.02.008634e+082.008634e+080.1985576.559577e-0101.171643-1.333886-0.848685-1.840570-0.7156030.496675-0.729027-0.822432-0.2616771.195196-0.6116080.417826-0.1988290.3022900.711115-0.6912831.121111
SaleCondition_code1.08.802207e+098.802207e+098.7011273.233374e-0310.5722431.4681530.011652-0.024499-0.242771-0.127276-1.2673450.889612-0.461010-1.3364240.983771-0.167158-0.403541-0.9164130.0850140.356348-1.312284
Residual1389.01.405136e+121.011617e+09NaNNaN
\n", - "
" - ], - "text/plain": [ - " df sum_sq mean_sq F \\\n", - "MSSubClass 1.0 6.541130e+10 6.541130e+10 64.660153 \n", - "LotArea 1.0 5.966856e+11 5.966856e+11 589.833550 \n", - "OverallQual 1.0 5.467491e+12 5.467491e+12 5404.704903 \n", - "OverallCond 1.0 1.060528e+09 1.060528e+09 1.048350 \n", - "YearBuilt 1.0 9.261872e+10 9.261872e+10 91.555138 \n", - "YearRemodAdd 1.0 2.957231e+10 2.957231e+10 29.232721 \n", - "MasVnrArea 1.0 2.175227e+11 2.175227e+11 215.024790 \n", - "BsmtFinSF1 1.0 1.669333e+11 1.669333e+11 165.016330 \n", - "BsmtFinSF2 1.0 8.697119e+09 8.697119e+09 8.597246 \n", - "BsmtUnfSF 1.0 6.149832e+10 6.149832e+10 60.792103 \n", - "TotalBsmtSF 1.0 8.253153e+09 8.253153e+09 8.158378 \n", - "FirstFlrSF 1.0 1.143795e+11 1.143795e+11 113.066021 \n", - "SecondFlrSF 1.0 4.821203e+11 4.821203e+11 476.583913 \n", - "LowQualFinSF 1.0 2.941817e+09 2.941817e+09 2.908035 \n", - "GrLivArea 1.0 2.199778e+09 2.199778e+09 2.174517 \n", - "BsmtFullBath 1.0 1.938811e+10 1.938811e+10 19.165468 \n", - "BsmtHalfBath 1.0 8.808509e+07 8.808509e+07 0.087074 \n", - "FullBath 1.0 6.637691e+08 6.637691e+08 0.656147 \n", - "HalfBath 1.0 2.156144e+07 2.156144e+07 0.021314 \n", - "BedroomAbvGr 1.0 4.333918e+10 4.333918e+10 42.841493 \n", - "KitchenAbvGr 1.0 3.146973e+09 3.146973e+09 3.110835 \n", - "TotRmsAbvGrd 1.0 2.792980e+10 2.792980e+10 27.609066 \n", - "Fireplaces 1.0 7.733281e+09 7.733281e+09 7.644476 \n", - "GarageCars 1.0 4.930751e+10 4.930751e+10 48.741289 \n", - "GarageArea 1.0 7.778404e+07 7.778404e+07 0.076891 \n", - "WoodDeckSF 1.0 9.632329e+09 9.632329e+09 9.521716 \n", - "OpenPorchSF 1.0 1.370906e+06 1.370906e+06 0.001355 \n", - "EnclosedPorch 1.0 8.669783e+07 8.669783e+07 0.085702 \n", - "ThirdSsnPorch 1.0 5.460266e+08 5.460266e+08 0.539756 \n", - "ScreenPorch 1.0 1.279020e+10 1.279020e+10 12.643319 \n", - "PoolArea 1.0 2.116882e+09 2.116882e+09 2.092573 \n", - "MiscVal 1.0 1.651572e+08 1.651572e+08 0.163261 \n", - "MoSold 1.0 1.178538e+06 1.178538e+06 0.001165 \n", - "YrSold 1.0 1.451158e+09 1.451158e+09 1.434494 \n", - "MSZoning_code 1.0 3.477323e+09 3.477323e+09 3.437391 \n", - "Street_code 1.0 1.880317e+09 1.880317e+09 1.858724 \n", - "LotShape_code 1.0 2.452206e+09 2.452206e+09 2.424046 \n", - "LandContour_code 1.0 6.265075e+08 6.265075e+08 0.619313 \n", - "Utilities_code 1.0 3.079315e+09 3.079315e+09 3.043954 \n", - "LotConfig_code 1.0 1.190115e+08 1.190115e+08 0.117645 \n", - "LandSlope_code 1.0 5.942741e+09 5.942741e+09 5.874497 \n", - "Neighborhood_code 1.0 1.001276e+10 1.001276e+10 9.897776 \n", - "Condition1_code 1.0 5.970311e+08 5.970311e+08 0.590175 \n", - "Condition2_code 1.0 4.657970e+09 4.657970e+09 4.604480 \n", - "BldgType_code 1.0 1.551954e+09 1.551954e+09 1.534132 \n", - "HouseStyle_code 1.0 5.700016e+09 5.700016e+09 5.634560 \n", - "RoofStyle_code 1.0 5.247588e+09 5.247588e+09 5.187328 \n", - "RoofMatl_code 1.0 8.086365e+09 8.086365e+09 7.993505 \n", - "Exterior1st_code 1.0 4.200389e+09 4.200389e+09 4.152154 \n", - "Exterior2nd_code 1.0 9.387931e+08 9.387931e+08 0.928012 \n", - "MasVnrType_code 1.0 3.216254e+10 3.216254e+10 31.793201 \n", - "ExterQual_code 1.0 8.370845e+10 8.370845e+10 82.747182 \n", - "ExterCond_code 1.0 4.779358e+08 4.779358e+08 0.472447 \n", - "Foundation_code 1.0 2.388951e+09 2.388951e+09 2.361518 \n", - "BsmtQual_code 1.0 2.602048e+10 2.602048e+10 25.721673 \n", - "BsmtCond_code 1.0 2.276139e+09 2.276139e+09 2.250001 \n", - "BsmtExposure_code 1.0 2.524413e+10 2.524413e+10 24.954236 \n", - "BsmtFinType1_code 1.0 2.676871e+09 2.676871e+09 2.646132 \n", - "BsmtFinType2_code 1.0 5.101098e+08 5.101098e+08 0.504252 \n", - "Heating_code 1.0 2.311556e+07 2.311556e+07 0.022850 \n", - "HeatingQC_code 1.0 2.502130e+09 2.502130e+09 2.473397 \n", - "CentralAir_code 1.0 4.767572e+08 4.767572e+08 0.471282 \n", - "Electrical_code 1.0 1.255005e+09 1.255005e+09 1.240594 \n", - "KitchenQual_code 1.0 4.216622e+10 4.216622e+10 41.682004 \n", - "Functional_code 1.0 1.560354e+10 1.560354e+10 15.424355 \n", - "GarageType_code 1.0 4.278031e+09 4.278031e+09 4.228904 \n", - "GarageFinish_code 1.0 2.738186e+09 2.738186e+09 2.706742 \n", - "GarageQual_code 1.0 2.281536e+08 2.281536e+08 0.225534 \n", - "GarageCond_code 1.0 1.298929e+08 1.298929e+08 0.128401 \n", - "PavedDrive_code 1.0 1.139098e+09 1.139098e+09 1.126018 \n", - "SaleType_code 1.0 2.008634e+08 2.008634e+08 0.198557 \n", - "SaleCondition_code 1.0 8.802207e+09 8.802207e+09 8.701127 \n", - "Residual 1389.0 1.405136e+12 1.011617e+09 NaN \n", - "\n", - " PR(>F) \n", - "MSSubClass 1.888831e-15 \n", - "LotArea 6.967768e-109 \n", - "OverallQual 0.000000e+00 \n", - "OverallCond 3.060657e-01 \n", - "YearBuilt 4.754472e-21 \n", - "YearRemodAdd 7.547049e-08 \n", - "MasVnrArea 2.251622e-45 \n", - "BsmtFinSF1 9.030175e-36 \n", - "BsmtFinSF2 3.421856e-03 \n", - "BsmtUnfSF 1.236682e-14 \n", - "TotalBsmtSF 4.350068e-03 \n", - "FirstFlrSF 1.925834e-25 \n", - "SecondFlrSF 4.485208e-91 \n", - "LowQualFinSF 8.836281e-02 \n", - "GrLivArea 1.405402e-01 \n", - "BsmtFullBath 1.288409e-05 \n", - "BsmtHalfBath 7.679751e-01 \n", - "FullBath 4.180624e-01 \n", - "HalfBath 8.839484e-01 \n", - "BedroomAbvGr 8.329240e-11 \n", - "KitchenAbvGr 7.799290e-02 \n", - "TotRmsAbvGrd 1.716684e-07 \n", - "Fireplaces 5.769971e-03 \n", - "GarageCars 4.511825e-12 \n", - "GarageArea 7.815972e-01 \n", - "WoodDeckSF 2.070666e-03 \n", - "OpenPorchSF 9.706398e-01 \n", - "EnclosedPorch 7.697574e-01 \n", - "ThirdSsnPorch 4.626578e-01 \n", - "ScreenPorch 3.895637e-04 \n", - "PoolArea 1.482423e-01 \n", - "MiscVal 6.862343e-01 \n", - "MoSold 9.727767e-01 \n", - "YrSold 2.312368e-01 \n", - "MSZoning_code 6.394813e-02 \n", - "Street_code 1.729930e-01 \n", - "LotShape_code 1.197138e-01 \n", - "LandContour_code 4.314370e-01 \n", - "Utilities_code 8.125948e-02 \n", - "LotConfig_code 7.316549e-01 \n", - "LandSlope_code 1.548879e-02 \n", - "Neighborhood_code 1.689909e-03 \n", - "Condition1_code 4.424820e-01 \n", - "Condition2_code 3.206139e-02 \n", - "BldgType_code 2.157027e-01 \n", - "HouseStyle_code 1.774511e-02 \n", - "RoofStyle_code 2.290359e-02 \n", - "RoofMatl_code 4.761875e-03 \n", - "Exterior1st_code 4.177078e-02 \n", - "Exterior2nd_code 3.355476e-01 \n", - "MasVnrType_code 2.074541e-08 \n", - "ExterQual_code 3.140526e-19 \n", - "ExterCond_code 4.919781e-01 \n", - "Foundation_code 1.245889e-01 \n", - "BsmtQual_code 4.476289e-07 \n", - "BsmtCond_code 1.338416e-01 \n", - "BsmtExposure_code 6.616080e-07 \n", - "BsmtFinType1_code 1.040290e-01 \n", - "BsmtFinType2_code 4.777570e-01 \n", - "Heating_code 8.798695e-01 \n", - "HeatingQC_code 1.160152e-01 \n", - "CentralAir_code 4.925124e-01 \n", - "Electrical_code 2.655494e-01 \n", - "KitchenQual_code 1.480742e-10 \n", - "Functional_code 9.008885e-05 \n", - "GarageType_code 3.992756e-02 \n", - "GarageFinish_code 1.001511e-01 \n", - "GarageQual_code 6.349302e-01 \n", - "GarageCond_code 7.201499e-01 \n", - "PavedDrive_code 2.888109e-01 \n", - "SaleType_code 6.559577e-01 \n", - "SaleCondition_code 3.233374e-03 \n", - "Residual NaN " + " 2\n", + " 1.447591\n", + " -0.925578\n", + " -0.908667\n", + " -1.668781\n", + " -0.180820\n", + " 1.170669\n", + " -0.311830\n", + " -0.629739\n", + " -0.434141\n", + " 1.228364\n", + " -0.435488\n", + " 0.111258\n", + " 0.268607\n", + " 0.410254\n", + " 0.453994\n", + " -0.229606\n", + " 0.737572\n", + " \n", + " \n", + " 3\n", + " -1.380782\n", + " -1.202584\n", + " 1.065220\n", + " -0.855767\n", + " 0.449825\n", + " -0.588221\n", + " 0.322903\n", + " -0.930629\n", + " -0.777025\n", + " -0.214465\n", + " -1.448338\n", + " 2.450741\n", + " 0.308685\n", + " 0.965236\n", + " 1.171423\n", + " 0.439125\n", + " -0.521474\n", + " \n", + " \n", + " 4\n", + " 3.645644\n", + " -1.554852\n", + " 0.725961\n", + " -1.947212\n", + " -0.392436\n", + " 0.752623\n", + " -1.104254\n", + " -0.471467\n", + " -0.043250\n", + " 0.146332\n", + " -0.222258\n", + " 0.569352\n", + " 0.070607\n", + " 0.224820\n", + " -0.113098\n", + " -0.575170\n", + " -0.022752\n", + " \n", + " \n", + "\n", + "" + ], + "text/plain": [ + " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", + "0 1.171643 -1.333886 -0.848685 -1.840570 -0.715603 \n", + "1 0.572243 1.468153 0.011652 -0.024499 -0.242771 \n", + "2 1.447591 -0.925578 -0.908667 -1.668781 -0.180820 \n", + "3 -1.380782 -1.202584 1.065220 -0.855767 0.449825 \n", + "4 3.645644 -1.554852 0.725961 -1.947212 -0.392436 \n", + "\n", + " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", + "0 0.496675 -0.729027 -0.822432 -0.261677 1.195196 \n", + "1 -0.127276 -1.267345 0.889612 -0.461010 -1.336424 \n", + "2 1.170669 -0.311830 -0.629739 -0.434141 1.228364 \n", + "3 -0.588221 0.322903 -0.930629 -0.777025 -0.214465 \n", + "4 0.752623 -1.104254 -0.471467 -0.043250 0.146332 \n", + "\n", + " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", + "0 -0.611608 0.417826 -0.198829 0.302290 0.711115 \n", + "1 0.983771 -0.167158 -0.403541 -0.916413 0.085014 \n", + "2 -0.435488 0.111258 0.268607 0.410254 0.453994 \n", + "3 -1.448338 2.450741 0.308685 0.965236 1.171423 \n", + "4 -0.222258 0.569352 0.070607 0.224820 -0.113098 \n", + "\n", + " Componente 16 Componente 17 \n", + "0 -0.691283 1.121111 \n", + "1 0.356348 -1.312284 \n", + "2 -0.229606 0.737572 \n", + "3 0.439125 -0.521474 \n", + "4 -0.575170 -0.022752 " ] }, - "execution_count": 73, + "execution_count": 123, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "sm.stats.anova_lm(model_simp)" + "#Creamos un dataframe para ver nuevamente la información con los 17 componentes\n", + "data_pca2 = pd.DataFrame(data_transform2, index = data_norm2.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17'])\n", + "data_pca2.head()" ] }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 124, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/plain": [ + "array([0.19459417, 0.08530519, 0.06813853, 0.06443344, 0.04514618,\n", + " 0.03903098, 0.0338947 , 0.03279455, 0.03145206, 0.03033442,\n", + " 0.02987833, 0.02942464, 0.02714052, 0.02582144, 0.0247747 ,\n", + " 0.02301311, 0.02189005])" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ - "#Con este modelo vemos que variables son significativas en el precio de las casas\n", - "#Las variables que tengan un P-value menor a 0.05 afectan de manera significativa el precio de las casas" + "#Nos quedamos con nuestro modelo final de 17 componentes, con sus respectivos coeficientes\n", + "pca2.explained_variance_ratio_[:17]\n", + "\n", + "#Cada uno de los valores de las casas, va a estar dado por multiplicar el coeficiente de cada componente\n", + "#por el valor que tiene cada casa en ese componente" ] }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 125, "metadata": {}, "outputs": [ { @@ -18605,28 +21356,28 @@ "\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", " \n", @@ -18634,261 +21385,147 @@ "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.839Dep. Variable: SalePrice R-squared: 0.756
Model: OLS Adj. R-squared: 0.835Model: OLS Adj. R-squared: 0.755
Method: Least Squares F-statistic: 224.4Method: Least Squares F-statistic: 643.7
Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00
Time: 17:15:14 Log-Likelihood: -17213.Time: 10:02:01 Log-Likelihood: -17513.
No. Observations: 1460 AIC: 3.449e+04No. Observations: 1460 AIC: 3.504e+04
Df Residuals: 1426 BIC: 3.467e+04Df Residuals: 1452 BIC: 3.509e+04
Df Model: 33 Df Model: 7
Covariance Type: nonrobust
\n", "\n", "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", - "\n", - "\n", - " \n", + " \n", "\n", "\n", - " \n", - "\n", - "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
coef std err t P>|t| [0.025 0.975]
const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05
MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118
LotArea 0.3247 0.103 3.152 0.002 0.123 0.527
OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04
YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137
YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554
MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450
BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039
BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264
BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226
TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430
FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989
SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285
BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04
BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254
TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995
Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784
GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04
WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444
ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487
LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026
Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848
Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590
HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034
RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219
RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190 coef std err t P>|t| [0.025 0.975]
Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500
MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861const -9.136e+05 1.18e+05 -7.761 0.000 -1.14e+06 -6.83e+05
ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611OverallQual 2.352e+04 1152.898 20.399 0.000 2.13e+04 2.58e+04
BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526YearRemodAdd 409.4142 60.691 6.746 0.000 290.363 528.466
BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422MasVnrArea 45.5075 6.452 7.053 0.000 32.851 58.164
KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211TotalBsmtSF 19.8295 4.386 4.521 0.000 11.226 28.433
Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062FirstFlrSF 25.6129 4.939 5.186 0.000 15.924 35.302
GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807TotRmsAbvGrd 8495.8985 747.414 11.367 0.000 7029.773 9962.024
SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704GarageCars 1.562e+04 1808.550 8.637 0.000 1.21e+04 1.92e+04
\n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", - "
Omnibus: 866.633 Durbin-Watson: 1.951Omnibus: 468.876 Durbin-Watson: 1.952
Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511Prob(Omnibus): 0.000 Jarque-Bera (JB): 21949.148
Skew: -1.679 Prob(JB): 0.00Skew: 0.724 Prob(JB): 0.00
Kurtosis: 54.318 Cond. No. 1.34e+16Kurtosis: 21.940 Cond. No. 2.93e+05


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are
strong multicollinearity problems or that the design matrix is singular." + "

Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 2.93e+05. This might indicate that there are
strong multicollinearity or other numerical problems." ], "text/plain": [ "\n", "\"\"\"\n", " OLS Regression Results \n", "==============================================================================\n", - "Dep. Variable: SalePrice R-squared: 0.839\n", - "Model: OLS Adj. R-squared: 0.835\n", - "Method: Least Squares F-statistic: 224.4\n", - "Date: Mon, 05 Jul 2021 Prob (F-statistic): 0.00\n", - "Time: 17:15:14 Log-Likelihood: -17213.\n", - "No. Observations: 1460 AIC: 3.449e+04\n", - "Df Residuals: 1426 BIC: 3.467e+04\n", - "Df Model: 33 \n", + "Dep. Variable: SalePrice R-squared: 0.756\n", + "Model: OLS Adj. R-squared: 0.755\n", + "Method: Least Squares F-statistic: 643.7\n", + "Date: Tue, 13 Jul 2021 Prob (F-statistic): 0.00\n", + "Time: 10:02:01 Log-Likelihood: -17513.\n", + "No. Observations: 1460 AIC: 3.504e+04\n", + "Df Residuals: 1452 BIC: 3.509e+04\n", + "Df Model: 7 \n", "Covariance Type: nonrobust \n", - "======================================================================================\n", - " coef std err t P>|t| [0.025 0.975]\n", - "--------------------------------------------------------------------------------------\n", - "const -6.692e+05 1.26e+05 -5.307 0.000 -9.17e+05 -4.22e+05\n", - "MSSubClass -200.4218 23.605 -8.491 0.000 -246.726 -154.118\n", - "LotArea 0.3247 0.103 3.152 0.002 0.123 0.527\n", - "OverallQual 1.335e+04 1140.985 11.702 0.000 1.11e+04 1.56e+04\n", - "YearBuilt 153.6821 48.661 3.158 0.002 58.227 249.137\n", - "YearRemodAdd 199.8090 57.985 3.446 0.001 86.064 313.554\n", - "MasVnrArea 31.5724 6.055 5.214 0.000 19.695 43.450\n", - "BsmtFinSF1 7.4314 2.349 3.164 0.002 2.824 12.039\n", - "BsmtFinSF2 5.0446 4.190 1.204 0.229 -3.174 13.264\n", - "BsmtUnfSF -4.1753 2.244 -1.861 0.063 -8.577 0.226\n", - "TotalBsmtSF 8.3007 3.124 2.657 0.008 2.172 14.430\n", - "FirstFlrSF 40.4266 5.385 7.508 0.000 29.864 50.989\n", - "SecondFlrSF 47.5280 3.954 12.020 0.000 39.771 55.285\n", - "BsmtFullBath 5789.7825 2293.327 2.525 0.012 1291.125 1.03e+04\n", - "BedroomAbvGr -3564.0725 1617.951 -2.203 0.028 -6737.891 -390.254\n", - "TotRmsAbvGrd 2878.1694 1103.586 2.608 0.009 713.344 5042.995\n", - "Fireplaces 6052.5029 1637.558 3.696 0.000 2840.222 9264.784\n", - "GarageCars 9507.9023 1605.273 5.923 0.000 6358.953 1.27e+04\n", - "WoodDeckSF 22.8806 7.424 3.082 0.002 8.317 37.444\n", - "ScreenPorch 48.3900 15.853 3.052 0.002 17.293 79.487\n", - "LandSlope_code 2606.0805 3592.905 0.725 0.468 -4441.865 9654.026\n", - "Neighborhood_code 353.5545 149.515 2.365 0.018 60.261 646.848\n", - "Condition2_code -8999.7832 3307.044 -2.721 0.007 -1.55e+04 -2512.590\n", - "HouseStyle_code -1061.5047 600.796 -1.767 0.077 -2240.043 117.034\n", - "RoofStyle_code 2088.5741 1110.121 1.881 0.060 -89.071 4266.219\n", - "RoofMatl_code 5099.7023 1498.493 3.403 0.001 2160.215 8039.190\n", - "Exterior1st_code -774.5762 283.477 -2.732 0.006 -1330.653 -218.500\n", - "MasVnrType_code 4129.3932 1585.146 2.605 0.009 1019.926 7238.861\n", - "ExterQual_code -8595.3153 1909.486 -4.501 0.000 -1.23e+04 -4849.611\n", - "BsmtQual_code -3681.2401 997.494 -3.690 0.000 -5637.954 -1724.526\n", - "BsmtExposure_code -3022.6227 638.857 -4.731 0.000 -4275.824 -1769.422\n", - "KitchenQual_code -9139.3220 1424.383 -6.416 0.000 -1.19e+04 -6345.211\n", - "Functional_code 4270.9531 926.836 4.608 0.000 2452.844 6089.062\n", - "GarageType_code 714.4263 584.912 1.221 0.222 -432.954 1861.807\n", - "SaleCondition_code 2744.3369 807.169 3.400 0.001 1160.970 4327.704\n", + "================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "--------------------------------------------------------------------------------\n", + "const -9.136e+05 1.18e+05 -7.761 0.000 -1.14e+06 -6.83e+05\n", + "OverallQual 2.352e+04 1152.898 20.399 0.000 2.13e+04 2.58e+04\n", + "YearRemodAdd 409.4142 60.691 6.746 0.000 290.363 528.466\n", + "MasVnrArea 45.5075 6.452 7.053 0.000 32.851 58.164\n", + "TotalBsmtSF 19.8295 4.386 4.521 0.000 11.226 28.433\n", + "FirstFlrSF 25.6129 4.939 5.186 0.000 15.924 35.302\n", + "TotRmsAbvGrd 8495.8985 747.414 11.367 0.000 7029.773 9962.024\n", + "GarageCars 1.562e+04 1808.550 8.637 0.000 1.21e+04 1.92e+04\n", "==============================================================================\n", - "Omnibus: 866.633 Durbin-Watson: 1.951\n", - "Prob(Omnibus): 0.000 Jarque-Bera (JB): 160889.511\n", - "Skew: -1.679 Prob(JB): 0.00\n", - "Kurtosis: 54.318 Cond. No. 1.34e+16\n", + "Omnibus: 468.876 Durbin-Watson: 1.952\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 21949.148\n", + "Skew: 0.724 Prob(JB): 0.00\n", + "Kurtosis: 21.940 Cond. No. 2.93e+05\n", "==============================================================================\n", "\n", "Notes:\n", "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", - "[2] The smallest eigenvalue is 1.77e-21. This might indicate that there are\n", - "strong multicollinearity problems or that the design matrix is singular.\n", + "[2] The condition number is large, 2.93e+05. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n", "\"\"\"" ] }, - "execution_count": 76, + "execution_count": 125, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Modelo de regresión: \n", + "## Elegiremos ahora las variables que observamos que tienen mayor relación en el análisis gráfico con el Precio de las casas\n", + "#Y que según el ANOVA realizado sean significativas.\n", + "\n", + "#Para las variables de 'YearBuilt' y 'YearRemodAdd' - solamente tomaremos la de 'YearRemodAdd'\n", + "#Para las variables de 'OverallQual', 'ExterQual_code', 'BsmtQual_code', y 'KitchenQual_code' - solamente tomaremos la de 'OverallQual'\n", + "\n", + "#Modelo de regresión 3: \n", "\n", "#Definimos nuestras variables independientes\n", - "x2 = data[['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", - " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", - " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", - " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", - " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", - " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", - " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']]\n", + "x3 = data[['OverallQual', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', 'TotRmsAbvGrd', 'GarageCars']]\n", "\n", "#Definimos nuestra variable dependiente\n", - "y2 = data['SalePrice']\n", + "y3 = data['SalePrice']\n", "\n", "#Agregamos el intercepto para el modelo y lo corremos\n", - "X2 = sm.add_constant(x2) \n", - "Y2 = y2\n", + "X3 = sm.add_constant(x3) \n", + "Y3 = y3\n", "\n", - "model2 = sm.OLS(Y2, X2).fit()\n", + "model3 = sm.OLS(Y3, X3).fit()\n", "\n", - "model2.summary()" + "model3.summary()" ] }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 126, "metadata": {}, "outputs": [], "source": [ "#Podemos sacar la ecuación de nuestro modelo, con el intercepto y los coeficientes de cada variable\n", - "#Vemos que el modelo tiene una R2 de 0.839, por lo que es un buen modelo prediciendo el precio de las casas." + "#Vemos que el modelo tiene una R2 de 0.756, por lo que es un buen modelo prediciendo el precio de las casas." ] }, { "cell_type": "code", - "execution_count": 78, + "execution_count": 127, "metadata": {}, "outputs": [], "source": [ "#Estandarizamos los datos: media 0 y varianza 1\n", "\n", - "features2 = ['MSSubClass', 'LotArea', 'OverallQual', 'YearBuilt', \n", - " 'YearRemodAdd', 'MasVnrArea', 'BsmtFinSF1', 'BsmtFinSF2', 'BsmtUnfSF',\n", - " 'TotalBsmtSF', 'FirstFlrSF', 'SecondFlrSF', 'BsmtFullBath', 'BedroomAbvGr', 'TotRmsAbvGrd',\n", - " 'Fireplaces', 'GarageCars','WoodDeckSF', 'ScreenPorch', 'LandSlope_code', 'Neighborhood_code',\n", - " 'Condition2_code', 'HouseStyle_code', 'RoofStyle_code', 'RoofMatl_code', \n", - " 'Exterior1st_code', 'MasVnrType_code', 'ExterQual_code', 'BsmtQual_code', 'BsmtExposure_code',\n", - " 'KitchenQual_code', 'Functional_code', 'GarageType_code', 'SaleCondition_code']\n", + "features3 = ['OverallQual', 'YearRemodAdd', 'MasVnrArea', 'TotalBsmtSF', 'FirstFlrSF', 'TotRmsAbvGrd', 'GarageCars']\n", "\n", - "x2 = data.loc[:,features2].values\n", + "x3 = data.loc[:,features3].values\n", "types = data ['SalePrice']\n", "\n", "#Aplicamos la estandarización de los datos\n", "\n", - "x2 = StandardScaler().fit_transform(x2)" + "x3 = StandardScaler().fit_transform(x3)" ] }, { "cell_type": "code", - "execution_count": 80, + "execution_count": 128, "metadata": {}, "outputs": [ { @@ -18912,305 +21549,101 @@ " \n", " \n", " \n", - " MSSubClass\n", - " LotArea\n", " OverallQual\n", - " YearBuilt\n", " YearRemodAdd\n", " MasVnrArea\n", - " BsmtFinSF1\n", - " BsmtFinSF2\n", - " BsmtUnfSF\n", " TotalBsmtSF\n", " FirstFlrSF\n", - " SecondFlrSF\n", - " BsmtFullBath\n", - " BedroomAbvGr\n", " TotRmsAbvGrd\n", - " Fireplaces\n", " GarageCars\n", - " WoodDeckSF\n", - " ScreenPorch\n", - " LandSlope_code\n", - " Neighborhood_code\n", - " Condition2_code\n", - " HouseStyle_code\n", - " RoofStyle_code\n", - " RoofMatl_code\n", - " Exterior1st_code\n", - " MasVnrType_code\n", - " ExterQual_code\n", - " BsmtQual_code\n", - " BsmtExposure_code\n", - " KitchenQual_code\n", - " Functional_code\n", - " GarageType_code\n", - " SaleCondition_code\n", " \n", " \n", " \n", " \n", " 0\n", - " 0.073375\n", - " -0.207142\n", " 0.651479\n", - " 1.050994\n", " 0.878668\n", " 0.514104\n", - " 0.575425\n", - " -0.288653\n", - " -0.944591\n", " -0.459303\n", " -0.793434\n", - " 1.161852\n", - " 1.107810\n", - " 0.163779\n", " 0.912210\n", - " -0.951226\n", " 0.311725\n", - " -0.752176\n", - " -0.270208\n", - " -0.225716\n", - " -1.206215\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 0.743092\n", - " -1.241449\n", - " -0.777976\n", - " -0.566939\n", - " 0.678263\n", - " -0.409369\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", " 1\n", - " -0.872563\n", - " -0.091886\n", " -0.071836\n", - " 0.156734\n", " -0.429577\n", " -0.570750\n", - " 1.171992\n", - " -0.288653\n", - " -0.641228\n", " 0.466465\n", " 0.257140\n", - " -0.795163\n", - " -0.819964\n", - " 0.163779\n", " -0.318683\n", - " 0.600495\n", " 0.311725\n", - " 1.626195\n", - " -0.270208\n", - " -0.225716\n", - " 1.954302\n", - " -0.03174\n", - " -0.543457\n", - " -0.491516\n", - " -0.125797\n", - " -0.508251\n", - " 0.387047\n", - " 0.663451\n", - " -0.566939\n", - " -1.235906\n", - " 0.795629\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", " 2\n", - " 0.073375\n", - " 0.073480\n", " 0.651479\n", - " 0.984752\n", " 0.830215\n", " 0.325915\n", - " 0.092907\n", - " -0.288653\n", - " -0.301643\n", " -0.313369\n", " -0.627826\n", - " 1.189351\n", - " 1.107810\n", - " 0.163779\n", " -0.318683\n", - " 0.600495\n", " 0.311725\n", - " -0.752176\n", - " -0.270208\n", - " -0.225716\n", - " -1.206215\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 0.743092\n", - " -1.241449\n", - " -0.777976\n", - " -0.566939\n", - " -0.597850\n", - " -0.409369\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", " 3\n", - " 0.309859\n", - " -0.096897\n", " 0.651479\n", - " -1.863632\n", " -0.720298\n", " -0.570750\n", - " -0.499274\n", - " -0.288653\n", - " -0.061670\n", " -0.687324\n", " -0.521734\n", - " 0.937276\n", - " 1.107810\n", - " 0.163779\n", " 0.296763\n", - " 0.600495\n", " 1.650307\n", - " -0.752176\n", - " -0.270208\n", - " -0.225716\n", - " -1.039872\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 1.055928\n", - " 0.387047\n", - " 0.663451\n", - " 0.997770\n", - " 0.678263\n", - " -0.409369\n", - " 0.255978\n", - " 1.301075\n", - " -3.426284\n", " \n", " \n", " 4\n", - " 0.073375\n", - " 0.375148\n", " 1.374795\n", - " 0.951632\n", " 0.733308\n", " 1.366489\n", - " 0.463568\n", - " -0.288653\n", - " -0.174865\n", " 0.199680\n", " -0.045611\n", - " 1.617877\n", - " 1.107810\n", - " 1.390023\n", " 1.527656\n", - " 0.600495\n", " 1.650307\n", - " 0.780197\n", - " -0.270208\n", - " -0.225716\n", - " 0.457215\n", - " -0.03174\n", - " 1.026689\n", - " -0.491516\n", - " -0.125797\n", - " 0.743092\n", - " -1.241449\n", - " -0.777976\n", - " -0.566939\n", - " -1.873963\n", - " -0.409369\n", - " 0.255978\n", - " -0.768736\n", - " 0.208502\n", " \n", " \n", "\n", "" ], "text/plain": [ - " MSSubClass LotArea OverallQual YearBuilt YearRemodAdd MasVnrArea \\\n", - "0 0.073375 -0.207142 0.651479 1.050994 0.878668 0.514104 \n", - "1 -0.872563 -0.091886 -0.071836 0.156734 -0.429577 -0.570750 \n", - "2 0.073375 0.073480 0.651479 0.984752 0.830215 0.325915 \n", - "3 0.309859 -0.096897 0.651479 -1.863632 -0.720298 -0.570750 \n", - "4 0.073375 0.375148 1.374795 0.951632 0.733308 1.366489 \n", - "\n", - " BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF FirstFlrSF SecondFlrSF \\\n", - "0 0.575425 -0.288653 -0.944591 -0.459303 -0.793434 1.161852 \n", - "1 1.171992 -0.288653 -0.641228 0.466465 0.257140 -0.795163 \n", - "2 0.092907 -0.288653 -0.301643 -0.313369 -0.627826 1.189351 \n", - "3 -0.499274 -0.288653 -0.061670 -0.687324 -0.521734 0.937276 \n", - "4 0.463568 -0.288653 -0.174865 0.199680 -0.045611 1.617877 \n", - "\n", - " BsmtFullBath BedroomAbvGr TotRmsAbvGrd Fireplaces GarageCars \\\n", - "0 1.107810 0.163779 0.912210 -0.951226 0.311725 \n", - "1 -0.819964 0.163779 -0.318683 0.600495 0.311725 \n", - "2 1.107810 0.163779 -0.318683 0.600495 0.311725 \n", - "3 1.107810 0.163779 0.296763 0.600495 1.650307 \n", - "4 1.107810 1.390023 1.527656 0.600495 1.650307 \n", - "\n", - " WoodDeckSF ScreenPorch LandSlope_code Neighborhood_code \\\n", - "0 -0.752176 -0.270208 -0.225716 -1.206215 \n", - "1 1.626195 -0.270208 -0.225716 1.954302 \n", - "2 -0.752176 -0.270208 -0.225716 -1.206215 \n", - "3 -0.752176 -0.270208 -0.225716 -1.039872 \n", - "4 0.780197 -0.270208 -0.225716 0.457215 \n", - "\n", - " Condition2_code HouseStyle_code RoofStyle_code RoofMatl_code \\\n", - "0 -0.03174 1.026689 -0.491516 -0.125797 \n", - "1 -0.03174 -0.543457 -0.491516 -0.125797 \n", - "2 -0.03174 1.026689 -0.491516 -0.125797 \n", - "3 -0.03174 1.026689 -0.491516 -0.125797 \n", - "4 -0.03174 1.026689 -0.491516 -0.125797 \n", - "\n", - " Exterior1st_code MasVnrType_code ExterQual_code BsmtQual_code \\\n", - "0 0.743092 -1.241449 -0.777976 -0.566939 \n", - "1 -0.508251 0.387047 0.663451 -0.566939 \n", - "2 0.743092 -1.241449 -0.777976 -0.566939 \n", - "3 1.055928 0.387047 0.663451 0.997770 \n", - "4 0.743092 -1.241449 -0.777976 -0.566939 \n", - "\n", - " BsmtExposure_code KitchenQual_code Functional_code GarageType_code \\\n", - "0 0.678263 -0.409369 0.255978 -0.768736 \n", - "1 -1.235906 0.795629 0.255978 -0.768736 \n", - "2 -0.597850 -0.409369 0.255978 -0.768736 \n", - "3 0.678263 -0.409369 0.255978 1.301075 \n", - "4 -1.873963 -0.409369 0.255978 -0.768736 \n", + " OverallQual YearRemodAdd MasVnrArea TotalBsmtSF FirstFlrSF \\\n", + "0 0.651479 0.878668 0.514104 -0.459303 -0.793434 \n", + "1 -0.071836 -0.429577 -0.570750 0.466465 0.257140 \n", + "2 0.651479 0.830215 0.325915 -0.313369 -0.627826 \n", + "3 0.651479 -0.720298 -0.570750 -0.687324 -0.521734 \n", + "4 1.374795 0.733308 1.366489 0.199680 -0.045611 \n", "\n", - " SaleCondition_code \n", - "0 0.208502 \n", - "1 0.208502 \n", - "2 0.208502 \n", - "3 -3.426284 \n", - "4 0.208502 " + " TotRmsAbvGrd GarageCars \n", + "0 0.912210 0.311725 \n", + "1 -0.318683 0.311725 \n", + "2 -0.318683 0.311725 \n", + "3 0.296763 1.650307 \n", + "4 1.527656 1.650307 " ] }, - "execution_count": 80, + "execution_count": 128, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Creamos el dataframe de los datos normalizados\n", - "data_norm2 = pd.DataFrame (x2, columns = features2)\n", + "data_norm3 = pd.DataFrame (x3, columns = features3)\n", "\n", - "data_norm2.head()" + "data_norm3.head()" ] }, { "cell_type": "code", - "execution_count": 81, + "execution_count": 129, "metadata": {}, "outputs": [ { @@ -19219,7 +21652,7 @@ "PCA()" ] }, - "execution_count": 81, + "execution_count": 129, "metadata": {}, "output_type": "execute_result" } @@ -19227,63 +21660,56 @@ "source": [ "#Hacemos el PCA\n", "\n", - "pca2 = PCA()\n", - "pca2.fit(data_norm2)" + "pca3 = PCA()\n", + "pca3.fit(data_norm3)" ] }, { "cell_type": "code", - "execution_count": 86, + "execution_count": 130, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([1.94594173e-01, 8.53051922e-02, 6.81385298e-02, 6.44334370e-02,\n", - " 4.51461882e-02, 3.90310100e-02, 3.38947526e-02, 3.27948802e-02,\n", - " 3.14522117e-02, 3.03352274e-02, 2.98786035e-02, 2.94249513e-02,\n", - " 2.71413919e-02, 2.58225815e-02, 2.47945412e-02, 2.30198280e-02,\n", - " 2.18911708e-02, 2.14245544e-02, 2.01354720e-02, 1.82731585e-02,\n", - " 1.60932381e-02, 1.41140130e-02, 1.36833938e-02, 1.30974984e-02,\n", - " 1.24144736e-02, 1.20767934e-02, 1.03943756e-02, 9.70195586e-03,\n", - " 9.09055321e-03, 7.85835787e-03, 6.14296973e-03, 5.63779726e-03,\n", - " 2.76272541e-03, 3.83769338e-32])" + "array([0.49575422, 0.14172299, 0.11591219, 0.10421158, 0.07190209,\n", + " 0.04803847, 0.02245846])" ] }, - "execution_count": 86, + "execution_count": 130, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Revisamos los componentes que nos arroja el PCA, para ver cuantos componentes necesitamos para explicar el 80% de la varianza\n", - "pca2.explained_variance_ratio_" + "pca3.explained_variance_ratio_" ] }, { "cell_type": "code", - "execution_count": 84, + "execution_count": 131, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "1.0" + "0.9999999999999998" ] }, - "execution_count": 84, + "execution_count": 131, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#La suma de los componentes debe ser 1\n", - "sum(pca2.explained_variance_ratio_)" + "sum(pca3.explained_variance_ratio_)" ] }, { "cell_type": "code", - "execution_count": 89, + "execution_count": 132, "metadata": {}, "outputs": [ { @@ -19292,13 +21718,13 @@ "Text(0, 0.5, 'Varianza acumulada explicada')" ] }, - "execution_count": 89, + "execution_count": 132, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -19310,7 +21736,7 @@ "source": [ "#Graficamos los componentes para ver cuando sumen el 80%\n", "plt.figure (figsize = (12,9))\n", - "plt.plot(range(1,35), pca2.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", + "plt.plot(range(1,8), pca3.explained_variance_ratio_.cumsum(), marker = 'o', linestyle = '--')\n", "plt.title (\"Varianza explciada por los componentes\")\n", "plt.xlabel ('Número de componentes')\n", "plt.ylabel ('Varianza acumulada explicada')" @@ -19318,63 +21744,63 @@ }, { "cell_type": "code", - "execution_count": 93, + "execution_count": 133, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "0.8070986698440021" + "0.8576009813317303" ] }, - "execution_count": 93, + "execution_count": 133, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#Vemos con cuantos componentes alcanzamos el 80% de la explicación de la varianza.\n", - "#Parece que con 17componentes se alcanza\n", + "#Parece que con 4 componentes se alcanza\n", "\n", "#Revisamos para comprobar\n", - "sum(pca2.explained_variance_ratio_[:17])\n" + "sum(pca3.explained_variance_ratio_[:4])\n" ] }, { "cell_type": "code", - "execution_count": 94, + "execution_count": 134, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "PCA(n_components=17)" + "PCA(n_components=4)" ] }, - "execution_count": 94, + "execution_count": 134, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Entrenamos el modelo con los 17 componentes que nos indicó previamente\n", - "pca2 = PCA(n_components = 17)\n", - "pca2.fit(data_norm2)" + "#Entrenamos el modelo con los 4 componentes que nos indicó previamente\n", + "pca3 = PCA(n_components = 4)\n", + "pca3.fit(data_norm3)" ] }, { "cell_type": "code", - "execution_count": 96, + "execution_count": 135, "metadata": {}, "outputs": [], "source": [ "#Transformamos el dataframe\n", - "data_transform2 = pca2.transform(data_norm2)" + "data_transform3 = pca3.transform(data_norm3)" ] }, { "cell_type": "code", - "execution_count": 97, + "execution_count": 136, "metadata": {}, "outputs": [ { @@ -19402,189 +21828,87 @@ " Componente 2\n", " Componente 3\n", " Componente 4\n", - " Componente 5\n", - " Componente 6\n", - " Componente 7\n", - " Componente 8\n", - " Componente 9\n", - " Componente 10\n", - " Componente 11\n", - " Componente 12\n", - " Componente 13\n", - " Componente 14\n", - " Componente 15\n", - " Componente 16\n", - " Componente 17\n", " \n", " \n", " \n", " \n", " 0\n", - " 1.171643\n", - " -1.333884\n", - " -0.848689\n", - " -1.840590\n", - " -0.715390\n", - " 0.496972\n", - " -0.729979\n", - " -0.822150\n", - " -0.262544\n", - " 1.195869\n", - " -0.611555\n", - " 0.417403\n", - " -0.200410\n", - " 0.299100\n", - " 0.707563\n", - " -0.677749\n", - " 1.143404\n", + " 0.596455\n", + " -1.260715\n", + " 1.021084\n", + " -0.157912\n", " \n", " \n", " 1\n", - " 0.572243\n", - " 1.468151\n", - " 0.011671\n", - " -0.024449\n", - " -0.243066\n", - " -0.128098\n", - " -1.265666\n", - " 0.889194\n", - " -0.460775\n", - " -1.341411\n", - " 0.985781\n", - " -0.167691\n", - " -0.402696\n", - " -0.923447\n", - " 0.113575\n", - " 0.332899\n", - " -1.328647\n", + " -0.007702\n", + " 0.432026\n", + " -0.618673\n", + " -0.197367\n", " \n", " \n", " 2\n", - " 1.447591\n", - " -0.925577\n", - " -0.908678\n", - " -1.668815\n", - " -0.180636\n", - " 1.171136\n", - " -0.312810\n", - " -0.629636\n", - " -0.434392\n", - " 1.230190\n", - " -0.435505\n", - " 0.111870\n", - " 0.267952\n", - " 0.411036\n", - " 0.441642\n", - " -0.215773\n", - " 0.745609\n", + " 0.270116\n", + " -1.224877\n", + " 0.080781\n", + " 0.517131\n", " \n", " \n", " 3\n", - " -1.380782\n", - " -1.202583\n", - " 1.065179\n", - " -0.855784\n", - " 0.449665\n", - " -0.587573\n", - " 0.323510\n", - " -0.928640\n", - " -0.776121\n", - " -0.205269\n", - " -1.456597\n", - " 2.447453\n", - " 0.307076\n", - " 0.971039\n", - " 1.126359\n", - " 0.479545\n", - " -0.529214\n", + " 0.136041\n", + " -0.679199\n", + " 0.651204\n", + " -0.537150\n", " \n", " \n", " 4\n", - " 3.645644\n", - " -1.554852\n", - " 0.725958\n", - " -1.947222\n", - " -0.392496\n", - " 0.752779\n", - " -1.104244\n", - " -0.471902\n", - " -0.042648\n", - " 0.147643\n", - " -0.223259\n", - " 0.569247\n", - " 0.071334\n", - " 0.225642\n", - " -0.108709\n", - " -0.579970\n", - " -0.031627\n", + " 2.458987\n", + " -0.928025\n", + " 1.505276\n", + " 0.040319\n", " \n", " \n", "\n", "" ], "text/plain": [ - " Componente 1 Componente 2 Componente 3 Componente 4 Componente 5 \\\n", - "0 1.171643 -1.333884 -0.848689 -1.840590 -0.715390 \n", - "1 0.572243 1.468151 0.011671 -0.024449 -0.243066 \n", - "2 1.447591 -0.925577 -0.908678 -1.668815 -0.180636 \n", - "3 -1.380782 -1.202583 1.065179 -0.855784 0.449665 \n", - "4 3.645644 -1.554852 0.725958 -1.947222 -0.392496 \n", - "\n", - " Componente 6 Componente 7 Componente 8 Componente 9 Componente 10 \\\n", - "0 0.496972 -0.729979 -0.822150 -0.262544 1.195869 \n", - "1 -0.128098 -1.265666 0.889194 -0.460775 -1.341411 \n", - "2 1.171136 -0.312810 -0.629636 -0.434392 1.230190 \n", - "3 -0.587573 0.323510 -0.928640 -0.776121 -0.205269 \n", - "4 0.752779 -1.104244 -0.471902 -0.042648 0.147643 \n", - "\n", - " Componente 11 Componente 12 Componente 13 Componente 14 Componente 15 \\\n", - "0 -0.611555 0.417403 -0.200410 0.299100 0.707563 \n", - "1 0.985781 -0.167691 -0.402696 -0.923447 0.113575 \n", - "2 -0.435505 0.111870 0.267952 0.411036 0.441642 \n", - "3 -1.456597 2.447453 0.307076 0.971039 1.126359 \n", - "4 -0.223259 0.569247 0.071334 0.225642 -0.108709 \n", - "\n", - " Componente 16 Componente 17 \n", - "0 -0.677749 1.143404 \n", - "1 0.332899 -1.328647 \n", - "2 -0.215773 0.745609 \n", - "3 0.479545 -0.529214 \n", - "4 -0.579970 -0.031627 " + " Componente 1 Componente 2 Componente 3 Componente 4\n", + "0 0.596455 -1.260715 1.021084 -0.157912\n", + "1 -0.007702 0.432026 -0.618673 -0.197367\n", + "2 0.270116 -1.224877 0.080781 0.517131\n", + "3 0.136041 -0.679199 0.651204 -0.537150\n", + "4 2.458987 -0.928025 1.505276 0.040319" ] }, - "execution_count": 97, + "execution_count": 136, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Creamos un dataframe para ver nuevamente la información con los 17 componentes\n", - "data_pca2 = pd.DataFrame(data_transform2, index = data_norm2.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4', 'Componente 5', 'Componente 6', 'Componente 7', 'Componente 8', 'Componente 9', 'Componente 10', 'Componente 11', 'Componente 12', 'Componente 13', 'Componente 14', 'Componente 15', 'Componente 16', 'Componente 17'])\n", - "data_pca2.head()" + "#Creamos un dataframe para ver nuevamente la información con los 5 componentes\n", + "data_pca3 = pd.DataFrame(data_transform3, index = data_norm3.index, columns = ['Componente 1', 'Componente 2', 'Componente 3', 'Componente 4'])\n", + "data_pca3.head()" ] }, { "cell_type": "code", - "execution_count": 99, + "execution_count": 137, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0.19459417, 0.08530519, 0.06813853, 0.06443344, 0.04514615,\n", - " 0.03903097, 0.0338945 , 0.03279478, 0.03145214, 0.03033506,\n", - " 0.02987839, 0.02942302, 0.02714128, 0.02582222, 0.02479368,\n", - " 0.02301801, 0.02188826])" + "array([0.49575422, 0.14172299, 0.11591219, 0.10421158])" ] }, - "execution_count": 99, + "execution_count": 137, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "#Nos quedamos con nuestro modelo final de 17 componentes, con sus respectivos coeficientes\n", - "pca2.explained_variance_ratio_[:17]\n", + "#Nos quedamos con nuestro modelo final de 4 componentes, con sus respectivos coeficientes\n", + "pca3.explained_variance_ratio_[:4]\n", "\n", "#Cada uno de los valores de las casas, va a estar dado por multiplicar el coeficiente de cada componente\n", "#por el valor que tiene cada casa en ese componente" diff --git a/statistical-analysis-project.pptx b/statistical-analysis-project.pptx new file mode 100644 index 0000000000000000000000000000000000000000..b599f32a1d17d643d506e7585c2e8ca4de0a19f0 GIT binary patch literal 34899005 zcmeFY<8von`|h0yC$>GYZBK05wr$(CZQHh;Z!)npv6G$qx}T?Z?fPB+!QTC%ySi(= zS*xm#^*N67Tyl~ipeR7#KtF+ifCzyGsZ;D(fq{VT(Sd-FfqnvO3fkH@8QVDND!JPk zJ8ILqSz8elfC7`}0euhpf7k!bD=?HcZUdl42)PD(g#)e)7GAVoEUL>EOjS$;636$8 z7h%;5Cl=d?-tIv$F0~+_qmZ5&Mo4{mfi?PITDX7BFK=YQpi0U@Oo^ zcRdfI^ONo0fYBs55p0b$V;S*&{6y7VrhU8LDdkGY#X=)~o3pl>%|M)Q0@nA38!_X+ zS(t$r#VET>M5uA5fx3F<)SkQ*r!BO`YmbHTyihQEo3LGT3_w<9`H6}aVyMylAqQye zdCN2rf?S7XyTZ18r>$r%-0*v_*SGaiGbi9tRxa>UK&>1JJ@BqC`7}*q(;Cy>d(*SJ zBo?TH_shvDi$BS!3lum?6-6ZU^@Y|ork2IgZz_^tW|)lm5*G~u1=aHd=^>&2ZT9Nrh z;2EP|qwks+G<~k-Is9JQ!acOTlsQ%ydx;R8R=ixA%%94N zn(%3rZka`Guv0;PUQTBGCOPn&*t$3VO_A6pbm0A=-GooKg4CE9%#G_Y zk|Yq*#lO=&pAbMmUtb_Va{q_im_0k?gZuyj+WS@$=x@2vbuhMaq@(@M{r}0#|IOm^ zzvo_+0FVG-_>atN6Ha-v0VsbhSlJ4lWRJZ988UWaZ{diQEcA5e@968(1awbL@!@Y1 ztJ^->pj;<4!0PljR0zba_N#4Ex!K^OwGuEEvay59Lct~JFKX#j<(di63cA-ZME<@} z@9)F8E}HTn2yKUo_d0bVW(Vgt|M!&ILA)+Va!XXA6_9B({uzY;1PPo*W@%{ z9wT=aYYHouB5N^5pEo!QM@`Gam*l`lRwfM0Lf6Pv4GYcoyfGWaOs>^=z$*WeHhXc+ zpL14O^q%7q%{lHW3AZi9P#+O$M~OXEWOMSCA>3ec7d*Nz)Q`#)akyp5g#TWJ|M|~s zv*C&fLjnQOivj_mevh!TbE0#!GB+}I{O^O|Kb!Q0*0~LU9qqHXuLoqe7dl!vq5~`u ztpkozjBA}eaO*{U(y6MP+MI$zniE5BTR&INcP7?5qGz0U98V$1*4`%DDv@Fdh*cUd zAvAQmeXMkJyQfD3?Ia{0yughnlRVvVb`WP)9;UsH!jMj_N z#-B=f(X%F1++VWG$R5h&2Cr#l!6r-zY7r^dk%kzt&VNXk@TR0zF#O5%nP*#{U)G{N zS4mvbwRZcgvBf7s8st@ymU zy4O=u8pSfRkx2vYnvq^^PEwgk^0SMU#PW^hn2JQwTh!Tx>QM8E1u-mF^xht2EA_ukArpgUUss4<680`vt6qhs5?V9`DPopUs7$hw2kC z-g=^?zf@_!ciMebOEJzB&-d}W>Z9AP+Nc15jT={2(fR@2KuJANRvIXZmdC%>|C~2J z0Eez#rOe+;q}_3h8S$)l`QCbjY_wCdC8oNohYLcZWM*@{%J66FofSS(R++3i{6YC6 zATFdSq?}Kio4j5CJeb^E(D_kdPUcYXDp!e~)*lh+5E+)*s7Sho8HFO1q4o#E_N&Id zZ29V=LF>I?VCdSk=Qw9 zV&f(OC2s}e>r5G2mSLjgbv7F8eVIb<0G_>T3+7^47Mkk0oE;Wvmek2ME|@L3v~OCMyfX1_uLR??`#>n%ELp-pg#IbIm)qt~9sWD5}Faj~dLflglH@ zMwq5Vs<=O8A|awLHghXHT$d#RNw*>6v%4q@brjJ7HGP5K#oSBcOOU z15|Z+qG1FGaoXabxz*6YK~jEe?b4P)t2*lb5g#aqb90z92sxCQ4&_UXz=)~w%kPJf z^iEHozemjV>AcEcR!t|(hx2XYW@|;jg`j-evEHOh4mG$Y;Nk{Lxs}VLH+02_#k$${ z>UU)-MD5UEd1PW=oi!i5S7t|u>2S)f;jEN6(lB0q?joD#TKJeXz0sl~1RV99}kD8!;NRKxb|CL+~s`Iu;#iShCnP*7UA`C#RH zqCG*^fEip1rSW7J(3<*OJWZNe8&a#zv)q)R%@8+crT=-s+T$e*L zfmipCtS1R9VK})xkYd<5ixvvM_9{_F^23>(!G$2%N0d_{+`NMRAxONOKS`OPQm(%? z^93;Hc#96KP>Xk%O<8A3G9f$IsH|meW!cYJaw9tDFaTSC8&*Yhkz(eTV zLYMmdvItq|yAGk)G^@@G|fUK_wPv|()oo|m;o8`$LIBua<(E>V+v_4 z-!`;He-RWrURs*S>3vPi%c`VB*ow|;!XQOD6=69P%(U@{$wCV*rD;x+M5?Qg*&Au# zX6h&L1*yo6;;P;BP%-I)T~MLSz`fbB-A*>DeRi#|6h4iCVx(K?>s82ehoIH+u9fPR z)r7NhuaFm?T^<&MG@suxP*#I7K;V+F_@Xm-UQ?MXR~MtZ#+KI$wda&fXHPy5iOjz; z%#bKfcuyumo2zAyJR!JrOPTr>lbu|7@xIe`&k=SK4!f12-v@Vrht*j7cm;sc(L&*? z?fnXS1AYSxX)fK?Kw3NRPI8xp`Z^j>$a+i?H)b+eqD25QtgL=49XwFb;g;_bqLH88 zp|8izE(Noeg^`~-l9v!;jywx*Z}iDSoQv{XLv#ht5mj$l&9 zoNI2bB>ELe&Xa6mjv17H9XAFYjj*_sSAQJl`%*05HKQ90B5oC5j;E(oye=< zwUbwEe??5w7Smw8VR%NZtprl)dbqY+Ug5h+K;5IM^lekBfX!^y5~`?70lpGrBfh<$ zzxMrC?n0*EgRK2dN!Dooox2$S;jWB-xXbU0uI`%P`8uFkC?3U_8S{iwG4B*q8ocvO zF~wZ7+9vOS`Bcx(J=8nKJHk8BJAsFo1YnmLD$<^EpaX~ zR%3S77=Aa9qgF7JDJ)+*L&~RJ8YWv+GkYei!rIK9xfyPAyY-U$b>EQfd^ixW;>A^vrMehA#mir-%rV?DU81bAl$hV`CGlp`PVIom z_ELi6Y|9y6Fy#@~rHO9M_PD}Z+^P}**D+sx9qt6jG+8?l+%cni^rVo}J7uD+h!)vI zF6mv^fhJE;oms`5Ii)&d$e6iBYg}BD$9eu}1>DlD*sDmhVQqUz z%CvoWbdDdpG`%_=zp-fVclsyKLPex4bn#}>p4V1@O1+yh_;7ce0M^Vr$&x6taeUT1 zLNKEUv^ehf5F8{F@?IfICwIRNmVW9-fd-dVie$d@i$y0f?xP;2k}z#%jrt?qZ3))O zVjHzS7`u^LlEg|bNX~Qob^4xMIfx1P(w`+I&H8*MnXQC!2Jx%A`||1i^a$Ul9QT< zC+pm==+${}5u5C_ml^p{XWUo|U!$RxcJG~jI2ZQgG^|zPrNNSs6~0Dws?JZ(d8HJI zENS93xlU~traE)gL&DPoi=IOqle2AxrR3(>PKC4#+hL?E7$LS9 z-@XOvS^udR3XMRfG%E`Lz};FC21FpV;t^@&&m)hMU6<|Rw4AT#nYH2DVstCb{g`yO zr536)QLMAvl?dxYbU>6rQw8r2ISOW*p;E1*t&v)sk84VcT;uy~_$g&BMU)xRA}e=cr&pHGikr7oQP(%d+CO98SbrGz!`U za-XY1+-0a$w)(lr;*TV~Vt-qwm5TZ!g^%efD5ZHG#XoO85{6tq(^&5WVn-cF=4zm#=%R)=Xw53vjn&ifK5Im$mx14=RWE zA>Ps;S}ykygqLFY2l1xn$?$G3hKN{qWe$Wy28~)yLC12E?KQ2GrFb=mA9FimV+O8Q)^Jy_dtHrIC*xnz&KbQNRuxo)NAwwjB_;o~a zM7@CU;l?VwLBF&Y@7N1Ix8(i}8bpR{1cgByB^TTMF|2^W?XpiEkv)%aZcvZVe0DW? z`4=$9+f6rONUKNBw{^RZj8PBI5YURD&TM@u!Ga2{jt+%oCmqR2HOXbUZgm!HOixr* z&{Dw_h$Tts>rvt+z8S<}b3m{ysc^s;fEWt`vA$*+j=qQiG1Kag{uGo7(nZe?Rrp!x zMwoLfuw*wdsX7Raxqe$Qp;FL-r`y;|hiZU>oXHep2h7JzAmlC;r9f9S6>Wvb`Rpqe zJnQ5u$@-xi=~G=;Z_oAN2jM|MrFcA%O-;{SdbWwmK9kPZHn5{RxQYP*=W-u@>1gYA zcg9}B1=H}9k$FLCZs{eV9V;pp`Yh2jYK_Q5air|B0(R}AF69mH zAyhkklH2MWO4sTzR6j+aq6!%3y#YhxDq@6RveZ_>6x}4*VzQxY=13KPmb3>%648YP zq4CsD+Nkziu4gsY@S$0WXY+Ubtt9>WVF_!DdB9#JD_g}hU4J|?(?@rlYwvHffSHd9 zz?hpR=XRI51u|Yh5+&#buZ8aq$Uo5Kyj+T8ooG$$nFP&*nWov~&=2kF2%n#+bhWPl zfh%dSSkc7eas=-%8Mfrtg7L0E>_&Xht0#Dbq=c%^8q`T@2+U7~Zb4%{>WGUxexpG$ zg)ISrKd?mU9N5d4mFf36EDt680JSUN132w>>jGutrABh2T3v(BmC?*IE#>Rk!IIOv zDhpE;94!cyzoc#-Pv@%h$rVO8b7RlzqLprM!K;p?3F!8E@UDoDffyW+RzZSSa%)Vl zyhP=q;n-g}N)A>R{iHKpZ*y9=aJoL5`w8a=AT`LTGFq=H?M@V#t`>J9)xKY^@aGcV z*?mGpV?$C~Ft& z{Q6hIxd7mkr-K0jnIr!@;V}I}IBHuq09KS9{5n?xr_KsA3W~&xd@j_&*n~T&Gb7U4c8s2KMzwyZ66 z#hW1ZS84?ue{@{D+BaVjRyqef)kWoaPZkq}RjDaSK3sG%^|xEF089%sol1Yh_paqY zDbW(@qFLNxEf`3L`1ecovTAOn;YjsjWWL;6kXSqft<5b@1sv#BUWcFUt0JM6G_F0N zou@vnp`E|*tR&h8jz>!?D~+^w?#3}>HS+nSW>yHVVR3Vu9-b_UBr%NxNw)|XCtOgi^q`+J@A#SujQfzoO9z}KL>npVJsUHZuDr6j|ywT>&0gMaHGe? zD17&t-K4(L^W;jK4ZlRdS|c1Ok4BF2j&-{m8^jMm@tfUO6lK8th4&jj|D-dq#SKtc z0#=670N$P*?61hv$&#>&Yb2i1uosw(xfJc4a}9>crO%({56^}7F!+~sXU(2lB>TsB zA7RZt?tuBqRmm--P3o$}BM0}i59}QG#+Zw;1d}D7(t`tGEmh6a`8_&+t}43SBQ!-6 z{)Pg-Z!#6)PWQ*VDKw2F;Zsnes5$Lj&LqWa{nou7A}6Y!TI>Y4Fv~T5{{ADQZ;%e% zufqU;eq*s~u656vz0OmTF)4TN8A4$DE@JRq9h6!guvsCJY)sZcV`G?cTcbTF5p>>@|HEkZKk zb7y((F3)Y1Tts&Z?Cj7)#p}q7+M4LLN4;}#1j#1$R<5}P_Il3uF;sOR5cZ+(yUR~F zg$IxDSsNd+QZSWcy2Lg+!@m4Hmn@zrGIfpLnhtAY-##Q-%w?G9PVX3ji9L|tY-t!f zw~1Idq5eG|d2*22xNmgRhkd1IAGn}tmC?_);8gI|3 zWJt4Dhl7p}cbpBiX+EWGams*M6{>C{oPwFDS%`zwsU_;`rIqLcqHUyXX!x)*ja=IIqCEm^PHy{v|JE*jD|%rnQgTV-=0nPP z?RC0l&7G%-><9>{XDDTLl%4DHjfk^Mt#6$7bett@0uCg{#M0ea-)jkZmwO!g8f~7j zp=r#edrYaz?u-4Eu<+T-ZmUHz_KbuK%S@=Iul*nwt3^cuQ@_fs`*=qGTH&mpyB4=w zRKi{68eIfXOlu+clhx>8Jdg9%l#AjjEC}6LV&8|0ACM7Vu14f|-c8=C8Pq&({cSWq z4TvJeB-W(0DTZT(X{*R>1xS(+i6!S0Q(#B^;EN7X=M3|$fg$fIq#b+qALh1mc7dqu z{)G7b7a2Q1mdUjZDc!M^d$9`Lj`@sb|8$~GgEGl<#g-h+L3me1IdAP^Z{K|pZ(ygc zgw4Sm6UY6kP&^Ro<7BUojgN1LntOrpoV_*E;ba#vwL;6;p9Pdy_QI|#$Or2pz0w<+1+^*fC9@~Dv@@-L{ zsWm@bGs0q0ZbOJ{2mxd%*2e`k9R(GZL+S6DB&%eW-|@SaK1BUyS_(~<7Ny|>5e#=W&SRixLUEiP!_izqw zsf-Q!3-g!(`dhf>JGhD988GFfnKML8XX?6$?Rv$0hp>8>ji+03k_3D1{#I@?lMH zZTWa8)8cBl}{E6ATDXpkK^&IcTU@DbTbZSB_DTAEUB@y#!?~#_n z&A7)SC2_^-{XVBoK}9bVJk=Ok_4krFB+!rz_F@PgNw1hfX5b*!h-CGq0Hf1wRC2zW z`jwRKg_d>bVMtQ8>%RVWfx+~c(iM7+ZuUgmsp7YY8N$faGp@SpRYk1Uq zzL%w4MWG(yO8)a|`U}6Nx{KXDtDLQM5eQ{iCaLm_w1J2$wl2{BX={lf%CtL=fUCT* zX5)91FVoNr&<*TSJ4mj)L9N+3oxGAGSO?t4*+LY^QxdJ2{SRsoJZZl|76f?Hb_6wG zpj{P`z|x2iDdrn5_)bj;k5apWUm-|#+y^o8B{R&icNl;*Xh(X9ly&iV11{=K^09Yn zX(m_Zi4F}~^GeD7r>seJ$M3MR)Zkee4 zHOWD~Ca*h#)##~Fvf1uZkyu~^1@G(y;f`9ykf+-VUGbzPQ&Y8GlXsc}=Fn=420Uo- zj{uM|JVKBSeDzI?c;^Wz51|dDM}O|$k`1XogxM!uC6hf$DJ#0GEm%Cp#<}7uB~$AN zKFn=!eR9qGGI|)E7xXK<*TMGr!n$=TSJ|0mTEo9_&C}&}+-Ei+abad}@DIeb!3awU zq?IcvK{zK^b^|6ZT^EJne`KFuft;sae=?mgXsv`MiqiGObHi=x5q?yp1APgt2^_qN zChJ>QzzR1BLqbsHim&hrmfj<|UE~=3T@)z=`cnO}e}DeC$EfD*6PBeC z=g~SQcz%`@j(MgTuyOV(8Xb9FNOdxgE9DBB3nkN}jfX6Q!ov$(KHHBBeiS!B*o0k& z3Tk)>k&p<+VH(C?s8pO~kSORPkn_Hycr=!g=lh7_6vSq1@1{$^K#5_A8KsOO@l~Qr zX`hsPQg#dD998K&A>e1EKY*%nbB@23*yS7C@}7=>z^}PN62f zh?sOHp`p|Zk{fteHIGT|{!`B3DKg0?%GaGiMYMxu$?fii`F_F8W>#BkjXhID4mQ+Z z82P@CT$Md zP`4n)_z;?>%Ov5?jH5i|6q3QgFYpR4^%6)V4cZSqKNc+Pf*rWW*mTvgP}ML5Ve9N8UkH;RU_a!^ei?b+S0 z-c3b_h>0zr6dAzs;8d4mct5@WryYR@LD^r=i3o0N*Nnp0lO8Y9OWg8TPJIgNT#H^8 zDU#01aNEuS%an$y;c82uz4V01QtUB2<}6wyW2s__D~okedeCBoSezF1qzX)9GkkjW zp;8~S$9<02tU%*?73Gp*({Yx9vW3d_-D4HcVaLnxSyEvGkY}`3gmaK-&W>gM+yiZ;ub9kY>PNd(pE<+3=r;wzgLuL#Jb0(LZI}u@thQryqyY@) zqjJqGIVg-mdadS4dmX3#0VTNmyQC528SS|YK`!Jub*l=@0+XjOhIPQo1Cw>OP8+Y) zsz;(e5%KsTRY+@f=|wgcgBxmNwBu-n4`JU0-)0E#3A)4^pL5{>^g@=Vck;xkLQ<_* z+~ee!bc1htEr_>}7h^VCR|IhbC>B82EoT&F%D)O z_Y~Z*yOeFf1@&t(yFZq%e=TFk&B9oJ4?@R6G<=_T4%U+j!8o-aaghXwpRAy`ee-TC zdfWxmM3JL*f|aTg%AVAh`ta6DJgGH9O(i-Ef6hZj0K`YB4P37OF0~G(0!}m@KZFQ0 z3kS@8sZ~P8xQAI1_UL*kKZJv=?)|X)kn5`6z8FiOcllX#-y@jc^JkAnu4KcopZ9!bFmEzRY{7kbm}S}Gps#RqNT&s5!`mBfXoy7}V4B>XNLETpvG{SfMz z*o#M{2%=QLi$kpM4;t4lVkdhhtNDNy=Re&*4$G`y6uJRRd(m*{aXYAol$wspm?Aha z)c6vPzs!^?sHa)U8!M=#iUuMberKp`R*}_uw0FJ+p_b6zd)hlUPcS((b16~Xgs4ve zu7EehJWRFXaEzWMz0H*yT%jBa{S$cY5!tXD=4*|dSWB47(r@81JU}`?cTl52Pe{L1rh_e42lg##qwB@*+ zhNt$Z=x`ohC>+}GdVD?Ro=D+Z1XDXI_CfWY8}TcVN?vvHE!{8JSr7k;UDqg3zT2;())}*WA7vsiriZ< z{Z{DJ!*5{K%h^hK(TS{5Ffj{f=9mJxsU%s?=V{W5<_0kZJq}kM8&HUF&{-&$M19l? z!^O>gzWEBmN6li{9knA49E@TVTt{h&pCI)P7IBq0mPk%HWYRPhds) zC@d@^L5N8r3ITm*#np~Cb*;NL#P(+$rf8zP_VUB*fl22>X-ibdGj<;bwE#krmjJeb zW48xFIK8Rs|N+{ zP|#9{z-YZLHZYIH0@GGolyw>v@C$M>QE~xAYTj5ljsW!q9MS$mCecXX_^9%x+U}r= z1~Y&=mQW1uw!z(CRuuRX!!2H51&FY0X90j&4yXVn_(2m)Gen_CKl9@tYbrkwLKbfP zmCa0=d7)_m1%|Q~^CJ7V&KG#z9hRRmQyARQUI2w|nYbWbF8g!*j?B-zC4QHx#LR?a z?ZO)GyM|d$Gg!Gwy(?ORLBz5OkH7kk-Fohjhb-(c7j>XwKeYW~mWJx}VbTs>aWP5d zC7r-1mYx&OeRY#L0x!5rEzr@zw7x>aO;4D#h+kql+ZTgO*6ky-oIMaYvXo=O`STqX zCCQgodm%~eTHEK4IMWra`3fPUNaC0S$M_2I=Oq<@q_gEnp3yxJW)h5$hU^e#7`Yqm zfiPHe#GFm*(EsSZIRXe0hkA6Y}m&oXucYyxD$jni&Ai91IQK`$=0ok*~8qY|>}R>m93GJi|*Opy!%vRY&Xd zcVi}5n0;Z7xlzv$o;MJD?UvEDp3`>r)*`j7dPvyi5!QA7QfwnF_3J>gQ9D4#t;Lwm zQxBlIfY@<*LVczbuR$@A-S@vOIGw@xQBMM=$>}QjFyi6A!CK2kz5Ukza*$Vr`9fp7 zUnu?qE{+6YgGHjUw=*@c$PS7P+LQc(H)4(?tzcVXH8-%=I?&@?2CMOyahsC-%BTOh zrI3I1g0WBd9wnn`t}OKUwVR;&9@NBF<>WSKP{&r%=j$qk3- ze@;Fq6aG8Cu>Kcc)?+r?P`%;fdWxIxDR@dCVle}(rFrxqzm(uo7`^fsAlL{iCXQjh<5x{0r->guwvbmVC% zRb@+Ofp`X(Y1TDZ%$g=%&p1$J5DsFeW1l`f#s_2prmv^W|5=wCH2BGBx{^tygsf_il^2j@%nBv`z;bjlcR{* zYPOz5cV}%vn@*!mKc_?IZ=uB{Xed}I)^TBUH+w%WE{k%1x*nCgT%C#BqZ!k;s=%Xt z^9%3o?Pln1wOzg4fB8kmgrj^PwC9`-Y5T?gpQOYCZBc(@a7k1->?#e_7SsZ>Ou~G{ z%tmpr?Ej0u^N6X`7xQx{mcnUfo+#Jr_vfOcUU2}U0yx)HoAuUw1CM$C1(<4?MORny z+M}v2mFm>L%=^uHN8)tr6$vHFEoEr8N;<1bv8$(aay;Me;0by>8mEIa^gV+dDR02z zrWBHrinbM;ESFA5Ky!d9M2yf=q0%2_4hmxH&50@(O+8Q*6(mL39`OFx%tsWKqm<^B zSMhvu69yoUpne71^A2iA6>e{GxVs78wG?v{^CotVEk^*AI{&%AvLk~$KmYp*a}T^h z+hE;@_Pk=UvO^?moKMBUyMuH>EE>A<_Yk~!V-fu~x^#%d2B6pKVJOX#exnOAsM0sO zFeiPZOFgS#^v4(7;^RK~QV6cz=nZ$5?V1h(XpZd^mLVX#2?4ti9N`;Xlh|BEi| zKo?TW^%F7ZQfw*@^o=jFA?x3LySIyd8qc&X-v(YKX#<){cgP2gV@)#a9V88w0zxTc zei4`bO2-8I^7N|?{c#IHRAjUV7OPuYM;_<3&rD-n2ce^-=I^+~r&-0~Y2?N_k~XZ7 zh^ncP`>P9UIBr#W%A^KeP7+S5;qPIMmG*(u5QPa)q!<*nub=%=$gYHT3)B@np?k0s~*DkWU%c7F^jtoX!`{= z_V?|mS$VRbe5@K+BE(I2lahRhJ|Vr)f5vRO$hE0_wfYU60xa3zv{7qII4GBn&F$co zX~scQn#OP>=HQOQuz^6@HLT%)T3~$g;Ca?m^z@WSwJTJ7d_5>Omy61nBSe|dv6_35 zhbmfcXH49i>gF9(jbcPR?mesOV9f?YAHvq1q6<~{`Yz#EPf$zO?G&1hM_Gq+_o6vs z%j^DgOLx9}V-iXowMax<^2|~`T-K!Qr2HFQNMi6y(v#g;hYs;vs)&CQQ8l6G zEbf@XW^Rtz|86{W%=R?cpMxM=u91Tn&ADCr;CYu7l{;&L*r>(yh1POditx846+1(} z5L^PEYSe7lr1}m4U})l7{CxU+n~8PJu2&^IC9+|6M+2jQV3ai%&`=DcF+~8ip88hC z>&I2eT>GS5zx1I0@%-(Nn{Za&o*zEtsV3mVOeUj3Ws=f9!qrk6WkD{rDlhiyv=J!xP zPt@C_2)Qv06?p-R1v#Bqxj%cOd?0N^&ruE6UPQSTiq=_3MdxuN3){@eMVWiS^J zPjD#=Sdt=CEuM*W)2K_wpTu(-UU%j|jl<1d>q&cpqqyh+PC6GaBAwrVk1NdGiqya6_Zac5?a;6?L$#k>=#;R0!35!%^x~u#_fAb(eYwh4V71NR=mgN8(5!@oL?<< z5BynPu=_o$8*(4}_de(XGjzQRx0)}ZA6Mqkb3ag^=mY6dagm=AE+KMz05_zYp$6-Y z5n8C3;lM$&6~ve?eYBgo>jIk!3O~Yd3`qFR80q6O7=))bsFnp^I<(&q^5_U+F)U2#~1K zuM+BlwHo&GupyYaL&`IyQTg+Pg757PTA+Kb#oFRRwa3>MST~+x>GJ9?7Q66E^x4O8 zNrYdzA=3P^(q~iiQ)rlyxJA(vxC-()GB(fPC{$QchRiCqb>dYg!}naPBO4LCs`G^| zWE!!&t51=E#h5y_-zk~j%-~{gwL=T_69Aey_QWW?BNy)u9>@#qzi#t+QiI`i5qBS@ z{E+nbUJP>Og8~7tkojq}+_c-@?4kn+PwU2A0iZAU=+lb0m({a@*OazY+oGn-8*&1f7HhZmUweb6{z|DFdPS)PuwJ(9kZA*J)=! zp5%nvmMiq2j{#sUCHmc&V9!Q zdX?WWck5B9R2xX2MfheA){{BSLVZ-7Y06Pr{bklnj?|O6%|%yH^?aUUUq0)KXUGrdH$L=?GhHkMmb=JJn-6`VpdggTT{Lq3}O~4rF2XlTe0KHq*?g5 zyAQ}||Ih(H6N9e9Xsp*~R;=ABrkt{I?oEp@^656J_8Qojdl&%v%XaHadVbQ(UtB}& z+I)Bh@U)s#_KAJ4%Ft_JJEg}zbGWaewWa$h3(aXU4t5!58C8Sh$iUHT@-X10iXyXj z2*wIcp1vkgmwv#`2t5kxNJg$O`mjCur-hFWQ<)#%8q)C1HDGClRxbhe0MgIfp!0>P>>GWn*5qSp9u((Af|bZ?%X&`jc>jq{2eaWz>Hu-4*@-bHQ0RoV8cp1r6ekzW#*ovqi&RjZgLnD7B4G6O(gvI z!E4X8M+Omwrb}7Y8WI@4o)&khccjseP0-n-rvs$A#gfEu2k}k@KtlvPR(7Z7aAuja z%Uz}#8_zfqLBCgT(C&Qi$p;*#V~qD|7$p$Jjsxb3lXvqA@>iK13tXr=#E|A2^gOw3cpo~g zbgvStV1G_(DpH_oE3(TqI@qEMwjasl2ng#jPZE-L230RD8xe^p#;U<3Mu-BpEy!Qk z6LlIxWJIM?p9(m}_)rbOPnd;t(8$?z-}T7Ln7NgwgE%9uehtvhw7Q|3u~j>mvML5j zI^Iy9dderbq!m*0M#{f4@_yc2e77Hqcz{^oLkO>ayQFqsI*G?e(62S+@1jN)RJtLW z`fi5#PvlUSv-JA&;XDb%n2+Z#B@%!`00O|RRIgMFj~d3R3gVvOyQ*a-*T z=AisZ7R5p~bw>p5WwBq_OE+Ihp;4jf2i9sqeqpwaSDJ^gKk``?lqRj%GR8@f%VYp zraIs!zA1iJ<){Z$DhbL@I;2I=gvGj$3AoCC&5xT(Gg5G(yQ-?efP zjM>$!fa{|15D#dE&rt+Tq9F*f9o*;pUyljLA4=+IsdX#$IuTDxcCt{>GqpQSAR|a? zSx{k`6FURKBQaXVFnI`YMT(&dJNk5gtzElT_+@B}_Yj}3%25{v%@erf!>h>Q?+`NA zZXClTQqt|?4HoGx`X)EO3oM=y6BRX-8|Ai0v2YW;Jhbqe&vQQP?=g9lCAPMS$&}F; z#Nr2B=4pM9fzZgN@<15RIqGh--(Gg4JW~<|Jnenv4?bQ*|D3Ko>wWX^$O#2y7BR2p(-|RJ+}DqP-Iq$xi5|7Ttt<%H zzwb-z|FyDPHs4mZhi=Z50KDBYiI7C10Q?;E6&8kFo$ayUl0~2L4x(OoQ;AHlQzT?|RpD=EY6yEYlQSIeaGgBBF#hEso4B zKq#9nvVfN>&C4}I-70`{_#BKbQv*keR+!EG@&2jzt>n8$9a!MJBl9M3T%z2CHQVJy zLaEDhp{XFG!I+4uW=ARpomw5Z23zjPoqpK-+(96%9Y zs|W+4yPI84tCI@?ZKTe5;&TS3ZWA5ybG1DwgXhX$-`lNZHw?`qbaU_}m8gMgAuHU$ z>ZD2p`{ky)R*p#-x)y)H_coR3208CaYx(tZWM_3KCLK#3{)aAZknP#zi$i)Al7m#OM8A_N zbl;pjVZ!B=ou$Q~$`V1-05raVOcz8Lq7v=N9!UtRxoLAu) zRSU21Y`H0JlXZ&sHo{^RjJctS_pyg8jK;7vSLU7{U^Vub({wsNE`D8T#8>igZSuEF zQe{rLt2e33r--qh$p&j=SGBdw{|R&^Okk3q2Akr?qrK3H&Ysfkr!V79qhEa@`fh8D|;X#)Ub^;y( z9gn(y$EiE7j8S&U((9vkjpMV>%knN@!vd-B-zy6q3J&f&ny6pl% zPmum#H|`j>3%_hxsT3&xmkKNZepkY^nBY1j{*~it?m^>xk!yo_a%I{wDWoFQv{6G_ zR48Yf&CTe@HtVn@LubT;OF_1&AwRq#+!y*F{Bw z5vuaHfu?!_hsu)~&lYbH$gSH1Uy`uz3_f%&rwz~T)Iar# ziVk=3s5xd!>;5j*SCGtu3Q+#*m;}mFN5^GY+wc~E8L@>PFd#0b#V1oW)Q^zLm86z` z%rrS#9*b!_71K>8E|(*V+q-=$ASBea1H~f`2>$E2cEb_nzM=NX_g)0=nfFlPbQglZ}V!hBMTs&pVo!t12`_x>}|Wt=|RsvYtN4Bumwx zex~_sn%0$R6vE>@dah8#bog*yPYOs-o=ylhqJAVw2T;4JZL4(W3|`X2WJ3-O*D`n8 zamwt*8dDca!9D8x6J!JUu^O{BLg5YB=zxlrE1&fk{f@<|v3Q&}?fre9FT@?@k0)0o zz$$h)v@uSKUsNxL#BJ!UHx-SE;h!q4Ia6i7i~p}ps#l1dLYUB88sn|J`I}td|zSt5HJ$(`zNCQ zv%Ov-88QEMHZlDFBJ7=_BW=62?T$LOZFX#{W2<7@>DcPnb~?6g+v(UgJ2t-R^{n-e zh4&r*#yv)D)K+cGI_`O$$9aW+E>M3!d9^KhK}J-0eWF(TLve5a6i4uevmZc>Y&<1? zI7SnX@mlhZ42~pR=g_AV`6|7J893z&ojTHM*zn`S6yZSA- z%|G`H^%pipPrpV%&MYbVb2WBT;>J9OuoFxK_95cNghUOSX*+%#ZTV_Orj9nGRRtCLr{m@7%)#UC#<-Vd18Lws@)6^V+DasBW$l+c}8;7ilE-D6b+wB z*iuEPp%}}pY7RF1l^{PEmutRujy2Ny5wpW~!&GvmLkGI+n12W3VMuyujiJE?!w_#d z4!xc8Yv8+z9`)610k@VbsPU1>ECz1qiTL+O$k0dg101h+G8fx$*FQnd z4$zMHH;u(H5FG26`OjK8NHt~%GB$oKE@BvNXziwz4%#6#g9KRx#W0|twl*+AgQH$=SwaMbCSqv`)G@jQ;@f0Gs&V+nJrBKv_vW_m{-}AiSm57 zo2Yy2zRTUL9N2r}az=CsIEYqE+;8<@tqdIv4Tt<`yiw}fzGw!1Hel56SvGFO+3q@R z3eVzccxCvPtMy?GF~m?HsTls7Fge#h@5%pPm>kK8rv!sqNkHtEaC{~4-!OTwO-kf{ zgvsOW6aIIYe0Z?V`EQtkG+{(lT)q*@Fs)nsw|9(Q%5#2;3&kQ3( z%&uh}$~oQn>OAWC>rR0I;0)nx&}h;1%o%XwuBOY;0dPU>wJPdyXf5^Nx?B`6ZPxt( zy_UN0D8mghJ!aB5TY1g^e$=*P>x=eYCxB`CGWej)xd5|!z)fdGM0;tRiZw7{)Xw&6 zwD+dGcD#tgYUUWj%hA@99{f}FQ~nOCTT#vea{S%A)!kjBX`MD&LS76afk&!QZLuZf za(m`iguti5lJgOfYt6n)*-Vj@;^g|Hs6R^^Rj8WaG^vkRhqVw&b&pU-k7C>&(OZsM z{trzU+g-1=epnd7{gP6tnNi!ytVA6aGS30H0?0TJrq!uOdj&MKdCwU`e?G#55ox4! zPbzV$f>e5?aDF)AFB!v&ZcNy`1lokk#IN;LUZlU80#r^WRwpjVtht@n?C_k|z9*^_ zT2|5hY(dS8C5!wa91^6u>h$0*knSv!z{#EL9;kTy%Gp32_4XyC*Fg6o>s@8Tc;i&H zx+`$;)B@zsN#p5aQeF9ja-)j0vzB9iHHWVsh^ih4bfT0xPh^4Lb-D%n_N?be#90MR z?n6^qLgvCkcxC3dO^04fvq7Ov>NI1`!l=&Zz!{bmEz3xb>xwbr4uE^81T)D^gF#LY zbeDqQ)OF^QJ(i~%h%YPofHW%eV>ng5LF}u2@D(Wtmx%vKOJwW>M=VIzSXRm@0lO=4 z`#4*B?|9p3L|GO7OlkJFMh)B4p-R35k6C2pO>KuO!OW_f$r7}KZwh)%#!Rm^OT{+?mdIfPo6VL8@3!(D@X_@+ zE7hOy0<6`Yn(#ULkf@pPP=r=>nv<*_Lh?VVdA z#0`A%Q#_fxqcreJ6DrPBM$>&xC*~sNCG`r-x^*)T$Hh0@2r0=M%Bi}YRMRoRZG*TT z!rhVG+~LBF5|tU?&0#7MV_9VcD8CUCiZclr1OIUh+?``mKt*Wnz4r?3I_?^8W?PSS z&sL+jecvD2>*uSRl>p=_2NvU}S{kFDxfF;9mJV-0%qp6JslxB@q(=fyM&+OKU28uxM48QrHUg)qQP)b9P z<#WuKdW@Mvi_KrD$M4j`baTwjD1`hjbI*>yzGVDzBJU(4_Z-^Gu~jC5M)FNXbC=Z3 z@^o`6ES|PK8(U`HOtE2MxkeplRab5puWL<96VNdm;fT`RpJc9H4W69fSiWF2 z;J7F+1j*0vNuQo*MA~p-K8au}zx|M0tNr?-N>}X&67yzSxBrZr3N(S5Oj;AT8E_r3 zrsc8!!vu;4nm`rE9w<{~+J66-Kuwp4E8J5asbWz++q2l`6{%{{8V?(6W-^QE7cm_f zu4>xOdbZUqiu521bLKZV`b?DHhxLmHGAhet5Q4WN7rZ>$cN=L9?1nBTz_0%7e~L8K zY8jxl)h;(u;7crep5wl;sh3RgnOnQ(cVf2dn_S$}k3bt#50gE_jz*Q&Jr#=CAv0V$a;tZ z!uDzWC)Yu9M;!yK!o+?=gqiueW6Dn5h*OUW8I^}P`OnLU+)hkzU=AY@^jJq|o1FDC za+5sSuAeZyJ$5NpHHbUL1OB%GFu6;j_G+f~AyI&fh6doP-QaYg`t(xkemVbS-Q2da zDg)NJUp9jc{%95^g8_DadK&+|Uu@1;7w*&d>TMY`tIm1OPssuo=%MKE1WIf6I!n3f z%Yo|4YI5hH@I+U-ZzHR#vFJZgd6hShw0h(+qA4DydjD!a5qR&GBJ|;`ka&{8UttdfEe)Yk?O&~fN&Ts2mxLw2^6Jm=SYRzdL>Jqapf%DHC2`G zH#sCKo%WW~Nd~=lWt-FBni{if{*YexyY0k*l?}rfNp)n+XnA|rn}CDEBN1gWQ2Wuq zkcIY73|qGU*%A0eRbv>bok>Q}ViII=_3UtyPu=2CxkkQH*9NMb7L8~?$Rj7+wG%{E z1%w6@`3uit5-N!<@;E3?O*Q) zPDSO-eY10!ro@1$*R3L*TT;NLjU&!8#NPK`266}9Is_Aev)k(5&F+8d!PNif>_)q1 z-i0Pxq4}Ch7O*V3Ca+mEEOiGe%EJN;>V&8xt~T@EM)zDEG?KRjn)~Q0H*d%6oLMu# z;-cj^yeMn=Da=T#V=4onxFvH=h=C1bQ=U+vTU%H9JkYiG>-~Ip%`U5HuS#2kvHfz$ z+R(1RdN^M(#m;T8jZ${p3QLP4&k(3^PMVW1YpFNVhyxW)#li5^%cBU#Lyj}&xLb<^ zyKlPE^`YD33Ht8M)T_4Ym3(H6s#gffGxdb2P9Rwaw+@9_I_*fA<*J>px(&Avn#Vhs z?N$cp-$GMt7Ak($Ea&^=V9r(F%W;T_&)Ef2;BHlk7G`Z{IP=sJKe?XrD|x@EYPOzC zAa*_<9zd^nvG5S{;h;rcQUi3c_Xyg*e|5#^{-kI&F*0ax-Y-iCkkwL@Ie*j;L$OO% zOca7uq|BvCn}ISJfHxx>QQCbWoVPxYaqM-@WO#Jz{m91yh|;H5X^d04E8mY2FoK=* zHi$>o-FhFJra_)6GG-v}BjMyg?NRqp4|R!mXq@jLdPDUb?v!?7-4i@kA(kGmmQ(o7 zX*h$GDy6Zdtx2akm6^5I?(4uR#s|^1)O*hD>wkSikN;7_w>Pl@s%siS^{mdsPRmUSDRtM=lelx*RnyY*Z5q$#I^Ih&gWImA|mB zX~An6PLz{FA`Tpcr_Q^O_(E7#I2eZLeu08WM|h_?7cbmq-ogU(znJB&7h|>4dxttN zJ$f&(NEFZa=CT{cI6?h9-hb>UrCs>K(#veawJ z#+VZ1Qbke;8Jtciut#)QgqGs&o!ix96|(1yMY=Q}bthDCY@aZMMtYFtPRY z0Bk5eRx=hf0r}fQE5o}~t?J0eRyaeipMRA}ox)-Jw6lvL_UgX&n8*c7$5u}exyT4c zwF|Vo-PNPr55lfR0Rm6aCY7l+4ziN`%uS=DZ<0v^xC1nC0ZKneHw|cF*&P=bo2t_p zNhh!!n?UJD3UNa=*w$pTCfvQfS`bo_Fxe_O0DcQltw`;uP?HZb^`cqCgEP{un{d4n zIAuK9@W(`%(4=^p4xI)y>mB-mlVsPlHAcLsx_3Mvm3s&-dS7&wmDvoy(^Pa#(zJ_t zy)Ydy?&NbA_Gquv_d0vyXjTYRH&s$m5@lI13yG-^>`!x-?+x_}Lx+6ceCtqLB#@M3 z5IfNDmNXFEMhEASmeh1##-#OV7<3{I8_PC$&tmj^8V^r-niCY_QdG6;Z>qkv`Q}o% z##lPsq%ot(nF*nw5-#y@J3l(hw}t^}1Zz^;Jm7rtQ6V-Rv4son#9w zbLfzNW&ELgjc>5sBf&!Cm3P@ZmGuQsD;8#j^*cWtmf%AOh~QeTa01G~%crU_v1DOh z@xjnijFU*e#6ZGXw!WtwDWy{wWVW#c#bV42L-|kLBF(bfwVG!Le+u-;A)<7aYYW`? zzku0Eb@?3D?24-}oIxo{(-hxvJ?g>`DxG>_l@k6D)&i>_j zH}(0#LkGia5o3wXE>TD1DxCUC+jdM2q1<`6ViB6&0Gs7COPUf%qqao#g}Pn3x7C(y z?T={lF?}F5|CTP4N)?eFf~7jVg}vCjpq;61Mx{k0LXjT4EPIzmgr)#7yAz8&(R1^Q zXTj@JlyJ}m?L+6_;UH<#py@~Gz4@}flbJGplJlhj=O)tBLCDs;^8(54T~?+f+mjRB zSlBK7bSG`<5!%u3zWGV2sYBM@)}vuZhOy!-!mg!yNltoj4tM^I>!3hHpiUv&P^VK) zDXR6Tj|g<}p)RoV-@Pzj-3fXgIMb*3&OKQBpov*ziUI@uF(>ByI{qks;YXB59W04y zLG<<$b}_TL*31LC_^fppKo>tqS)d(WsTt_vCzb84l8*4)qofDMrGUSSSlQsb4hV#E zL&tM^z`5_n{dVsBEsWFJh4~WFvdY$8+cvtoP?^;kSiDgT(p9`vrjs%@wTcK(qMNrF zob>ti42n>53L}!E(D!0M3vs6=Qx1~y^em5{nIwGS4WK+C^r>z&p9v?W=TS|p6v0P@ zLznrIM?@K_b`0ZD)#B2Zm+NTcLU7^Dv6BjyBAR_w$GK01&*`Dr{}cX3KskJ>1KW9z zacC2->t~`;CWTY*EfuV=@97Zsb##GwHbl`abF5Pvh>RNzk8X*l^+w@&)yp||3Si~H z1VB7fMkw8=VV!DP$9Lp`6vkAYf=7Z>{B7EhR`eRBNoZjpEC8wm#sfb@ay^Eo7f@TP z1%E~;`WTC{`+CQJ^3DkN-lLSIlrk_BhJQc|EnN1;U5j+%3r8=@9^abqWyOiU!%<+Q zOT|me8-!lun~4Si!bzLaJq;7wC z-&}LnD-s;7NH9z!S%g43xjZ6C+7bSeA}ct4?0sL_fTGUI5nb?aNZegr#^Zx)VF^h3 zB(1H^^0|`QDzw_O;+N0Tub=tPRqNWzVzv~p4-M-?OmntFP zI;ALJ#mC9r8(|@Jl-lhXr6bvH(jEj+*D?1SmwdCq&_FLpL$b_G**totl_F5ZH<1S( z>7d+Lke~aU7CpYU`D|8M>!ICUrrYWSq}tjYFJ8izFE_X2rjn&;IZnb{?X6Rkz&%Qo2-h+K?{3>9j)}1LwIY?0bM( zS)D$*6t3#Vn9>IduEpkAK1sE##1Z@!9a`ClXE(PVNUnCpU*JLcHXH6y&ziN zh)e&t4X{%)K0Cybapv0W=ZC{n^BS&_-w`iR6@02}B-(P_p>*)tB7M z^4*3z*cTAIo~}Cmcc)^9W5!9!I_#7z!a3Rh<;Y+Dgf(KWRA3421j>5^>6kZ~Sm!l3 zqKa;kP;%fx(ohcFnfP)!X1xaTH?zT?%AtnO0HBfYxY)UzuF`KB9#ML7%KBabH1dam zMn3qz3XTQZs0Y9UTd;F+{>@h9pL!Jy9bniT*#|L}2g(C}e-V*dG0Fz_MF&pb6Osp& z%-vY}+@f+JUa)SBWmAX9bp+bM&wC66bbw=2Qi-haBO}dtk-dg}*C+OAx~w{!Pvct*koZ($wJdy3Hxn23oQ`y~%qR_|lB}5OLJ~xxvw|-Ovb8 z&%;y<>q&ROm^~@dXo^ddbq{uyW4CY%pQLcWQJ+57Tyt9V>$wVdioN0F+@9Ze?9Hdq zk|z0a!KI(u0%ND5@Nd%G6lu<~Us)BG6ZLP$3dyYF?}|1{t9y)o;ASPMZKK(%1&6-% z(x`!4SN*Nuv`Ao%UA(j%G1T42(@ zsFu4y_3RG;mR4m1q}X&3ys3D`UnBo<;hNI9YU`7v*~ZTOfofEmm@=)YLt|MWxiEV- zPecxy9I}<#VHR{y?gX;nDxdi_;L40`4fY7#4Cg4Kv)gTl57#C={4q~&)C|y#9mV$y zmpc4Cf0&BPmrO{*aCtKRy>-td3)7Gg6Z*l2fcQ&Var2@fyCrWKf0{5H z!|Q2OO&ftsA*~f{Goism>1O|Gyen7^8SYA*edfu05ZDwV&WhvS2<4DhR)iwfaPiki zZA{et=;TOkfgjhcT$8K)+M7k*-o>U2J2nqzJ(CHQ=W0=`^$0qZv1&I}CLY~F0zG#P zo&NQDl0YG!l&hgxCGHFARJp*K>c$WEA3#yAxDIm>{tT;_4t25n^MxbA<XQlSBOhHv_<_jITV^WxvAyeWjst(DS)i ztg3oZrL~%Cy=-pRu}OpZx1Zj8S8dJq!edR;0=@Om{E;TV0!gfdS~UlXa$wPl=4Uq- zU$kU_4!=kiCiwCEK>#Bhm^B^&@e-+KXlFkdl=g_7Mt7|W2=K_h;m!$iIW2cCHvg7s z&2wQdGo%}9N_sASo7M^DoHS%$#8u)DLr!CWlac@irTPs$)2tM%gf@Qxf8~$RRL0wh z?-fp;Phe;*lS^;jQG?hn6xfmlDWt)EyGM^W?sI^oLW*mpYfcY_d30sf$<66TUo>BV zWa_x8UU_8KxzdN2-V4p?@eqwusSz|q`?|}a_Gwakc`oyB)s!F6E@;VNI!{rWgoqL= zr(Vab=fB(6yMmEqfQr5kqEdwGON$@49hTZoM)eq@kpT~ulr)X{T1m|$o9g9S5j!P1 z%^0-CqCyLAWYWKOwsSXC>aR zpIOd~++xhT75ON8a{nm$)Px$!Tjq#*dN4F#(;p=5F;Lwam)BJHcC$B(GCKcZ%>jX4 zl%s!rEa7ZGN|%!1)4@AVhwpmGGc&QnTmQMWUP+gv1>Iqb`j+_zGbk=9L%$r#HZXZE zCYkz{T(RHkBN7{e(1G@AaH+Th&28kr;rh)7Bzn66ev)2kwKjU#+@cis>ZXw2#|)fk z7urvU+kt+?WFGfzVQm7UY017&&NwX*dZEB4jVCP>6|7t$X1xIavtU~Dej-P>0o?9|$G;d8ni-%gOWTfyCxuyIhwVS$8AsXYk) zTQFbi=GY0-`38>FzMn@UWyenQJw>93ucYs-N77UYF4gK>_s(AnP7P^xLF9oD775Pb zgw}h)gwU^luk9*P5krCV_E6mEK?KE%vS$s?N1`FLS1i@~F3D-*Filg7i&;Q4BIKj) z2e?_69E0OBI1%MUyrCWM9Hlucs?sP<&?mG>M2wo28*n@4&7`Pu>c1l#V3kS{gPUbV zc#kZQJI$RHa>oPtO6($qN0eAdHu_W8fU)QBaq8nr1upo5Ztwfnakq|~cR~);-8vC7 zG!NbC-6rAn^;TlpLG|&~h8&^&vNUtnNs-WwRWLy?)q=t1zb;_4-eOSFhWYY^9(Zc; zFOMbu>9o;W14i7i|3=)94x4hs3nb#07d4Js7-Nm2IQeueS@B}naU_#iqdOyj7ngYd z;5JKnBCnKQpHRD$(bx=)6tOGx7DM=%z3+8@KbcokWiodNaA)tMd>Dy0QI);D zIkmnUZiYr7Ex(v`NXGzBPm49z;d{UD0t0Sk{5BD#5c%T|tbDkW?N$8vF>BWJm=>N& z3w41_8Vj_u2)Y^N*A0?e{c4zlsmo0~x&`iBr^6h>k=3U4ya|d)beMJL6XG};1^5b^ zQ@3sSU8;n)jcsvsUSctuBqtC*l65eY@2$_8qY}$hbbaUMQ|?9cGxYTISXKEU+@mU( zb^O%D_PTQa6zPpy>0teV>&6K`Ihm}`D51PE-N=j*d}==ZqrNbjF*PP*(o{8hxJ7WB zF}Vi@G|s{Iq9oDPf?K>@MtY{!5Cxpa^XjfjiuX;{;92Q1-mLGw$H)2&LW@EtA~k}A z|4j9uB90D)mKWY_5h$Bk=9|PRJ@D$P!#uw{F^@BoT~MvRBrC`0tb@z|xz}ISip;x( z+#!PwI6;mv`e`l9b;B5qguvv2ZBRRX71Igj2i$eFVm;zLRv?y{pQQjEsv5^&R0>(G zSes7`=1a5g*H3M&VwF-{gU(;m#B|ihpL61CFYHMoUw~(@XYOk-!%dUmjh?a&8Jz5E zfZ}Ht@6`?Pg*(-#te&|EwV!FP<5lSgzpxu^X;v@m+UW|isuz6)?=9>hy0V?4a=$-X z=X6P+Lycf`zKoBgAIdhfw_J**Vm!0{(p0NUl+{#MhJLT4wNYj(L~e}_%`)pKQbDaA zOf~CNxwT$GI?)e3ia?{N$)vOlK@KaS)ApBu^G%hfzTv~k4TPL<7S;k!#j^Mu;8Y%}&{LprnokuE zm^aweaWF;!GNZuvyo^DpV3$z6t(HdUGcrnp|M*Ufq*1o8+ou?wb2_aJ;4eAjo5E!( z;lj!ejP(dX$*y^mmIoEW2vR5%mC9EOxfGrKHt8oE`c~eCySH55+d?D(4y%L4A{=)` zB}CF-lsG^T0bUdxli;bJS%{}#Ay&VZzabQfdwzn-DTckHf`!k5%i0EO)VBv$Bl~T| zo~zb51ekV%49KF_!*qjphv-Sq?3ATU*~*UMm0>$(*U3#$OzWZzIQ*r%4@gvesQz8B zj-ujHOB5fe*^HcERnW)hw4>O}szL3_-K?W#Qs+ zRR`E$U#GZ(qiBL<&n^rnmC%qRTGhw8X5I=K$({wnFa~9!&T86qSyb%V>IRUN#W&+? zZPSFnX-kJ&2=CbWc4*@WN=MeoIyDPt{?xzAqvF)5Sil3%d_kJxQcP_1ng%y5<|JlS z)R8OO`4eBaDzPNeO%-;jOC-H~REi+%gX2f*Wl=Jdk@!YLPFWkR&U~@ze)m1yXXEEh zwcT|8IMCc`7lN(^9W9QQQWQ1-ghEN>4G87>g+U---{2pD(YVjMzU!eT)yTHwq*ej9 zu>*5!E&KYGerK@s-o1rK;nJA0_rJn7Qt!9AKl|HMG;G!mutg4h(lDBBHVMKM)MPcM zZ)q*QLeNSQPQf(HLJxeLhY4fc=l4K=kKE;~Gmt|sNFWnSbO%B9m!J}0k6ld? zYa_31M;YZ?Q&9YaR1pX;@@Ok5`o`7! zYVS~1{#aL9u5Fj6-;SAdO(jR&#O0is4r-W~Z3@U<%WH|ygB$lwT*#=<_-LlAM%r4!_5^Jp3 z0HAKke8`N5%gVX`U6%}Wt(G)Z{Rv8yGumr{%i%3_Sx(S?w>}9GFqq#GQwu$2Gi)GJ z{3Ar$cyI_o9APN%ws<7&dk`s=p2@H2Y;wpOn?r?DoaJX(^U?fml*D_#EBoX~U|sJ5 z+aewb%5F&%q)wcM?EOcboOI)8sg;W%8>;rXP0Xl+M;v=8jKk$R{8`G}q@7C|v^t

;oxH(YNhMHNje_w$DLCjUEA4`papcl_jn<=OELnLrj+HkN1z z?@)9Ne7V0=m70sNhx#4gR@(GMvn?O-3E$&4AJGS~scc6R;69ajH5+ICMBUW%E^ zBBQg7O~&qzG%cnsd5=d9?~f~tU8ZMp0kyNt8ETVK7uhRq7pPi491TkpSC7g-C9o8yARYmT;%NxI!&`SPCFc;Nc+jeX@Y3;nfh zi?=%+^GfgaX>;-A^ov3M8pUCE6#*5OowDUOt2%if9{nIb2@Y(*Mao^~dXBk2OBL)t zIJRDKE!WHtU9*#KjvUl+hL~c!LrDA9!9l8&_lLV8ybgc&ID*C~UY8RjSJ|FW>0D+f zqD<)E@|e12ArB2A1@b;9mbU$b+3P*-Ce#>oUwJsnA}ya|NVIpB`fc4L)1=u(QZWH? zvdtSD9|fi^P3YVeH)m3GS7EnW`Sv;9dj2`udfvH+YQ`h=CuQ#Qji+mLP41Eww(eLh zs8cle&r+q@&yUr8VCU~?s2jb$`5sogyz4lVGX-HP;U09;b^WAu5l99Cv9z21JtJPwGT67&sEvd)A@ytU73 zCLcOHnX>X~;|t)SZ+)I0GU^L}t89R%EF>Kxe$rN>)$lL8(%B*@P)36VwqB5gQh(p4 zOwAA6T}G|KH)805ths!5IyfeZZ;c-B_*K5SRzs~l@yzfw;}3BVCvKy!R#8;z{>&oG zdA#^LabO)YSW3GoVY3eR`&B}hN1;zXS)~JmCvPm8M@an1aQ^9{Wg&U>Ej`4uYJxC! zDn-7IW?f}DJ74DHAFfCrIDt@ZCr4^1-jqNRL69P7<2(Y$?@riK^OJ#$NIu5{{gZ`! z9Bz?k(wVTmfgvH^L?CS$-~}$m!VdwOzMhqZ(2mY^(9VEL?FlCxSH+6{mQUanW&hU% zB;<~-ng;Ty>%ZgCf69-v#vOpl#YQpBr{C$IHFF{q==OJP_i*`?@;3#^bg4R#`WegU z6|xYK@%Z8*n$K7rms^nfFyDO~fC$*D47=(> z@-{RZwfTi>D8gk@va*gWw1vUz<`gE5PHxKwEKElmLK~qlV@1w9!1CO+h@ksanCu+BIgJzS~Xmcd}I;=iqL^%4RZcna_dX`S=cUt6 zg@dqfVGapt)eg5S5%|ux8g2OxJB&R$tH7fF;FgOM&VHvUJD<3SIx)9-<(q~CFxiME zPJ;JT6S;xe{}3-M#plD7aMaVjzs+CQEfZhLm$A9T+^CxK3uv6ex-=WJGTby>o|f{C zoVhcc3z-S>ras{0AHU5|Y7FVSjY}&J*WsUPfDDBN8Aa+G*035s6=y*R0y~iEInT}3 z<-L(amv}30Q}D|yk&@yo;@0bek&8XpS;(q^Z7#IN)Gr=I3Y4l|o7BeEkXd`U*9IAi z98k8fcx&vpr5n<-_4tPMvi9j+8Kmy$3kg;W9&qw3x)7EG^u~O21s07oG(7GU)zZ1c zR(FJXGC(mdbKoMX*3)X zZ==f<;g`^r?-WA58M3{nCx~vcG>vdL$04*m8BZ~Y1dV_J1_vZdF50^e3a*BQr79V7 z!jjyP9VM+_kzF2C2D4zbuT2z&+`bAU87zfrZ_bX9k1r~krg70nP<$IhX>5FxCN?u; zsbXDRuBQ>Xh)a!un8@*FwvSY3XBP-EP;lqHNjr){+OGTa)klv;i}*GT+w%BR)?*5E zYfkf0DH1xjxiPb)N;-AMUdra&iX@pELB^ctS$*EI0OdcZ^eCl=N7=cg&J-m?y0Q)T zaM=vZQ8DqE)}=C$YyJl8RNcqAST*@8?KKlQ@zf=VqXc$Nd}Nj_q8pEa?eF4dL2Q#~ zac@#1(*O~UxCunwuUADuGTPI%&OwhDH#~b;a(c;bK_28p8L3&f*DGgxihiX-8>-13 zC^QXBt&+^1hrK>2= zUeBY#HL8(zA2JrRer{5>1l@!p-2s9Ei-*}@{2Ik^F8w-+xdkgZF4iw3MWn0YC!pn>4fGAV1vsUaAJM0dbC! z;CGI<#F9Xp;alpWZ`wEP+NWzRB8+T3_Yf&v+p|C{rL=kPyxG8d`Lp%uKQ%wplps1K zji%bsaT#taAJ}H@&hqW10)iIDrK>zscAiA~_pZ^^`wCbPEe-{8n2~j%g<*f{n51jn zd>(Bmp1=*u>BX6ZjYGiJ?y`>Ohz$Wk`=|lduhX<71xlw5vbwxL{RlB1>*wt=jkJuS z+Po}Ib*A#(J9Az6WUrr(?@#md)go*2LDBj8?Pf`;?7LqHhWy3h$SmuEk9uMnCodlc z*ncnI@`j{uRP}oe8(kjSa@3UW-L>ls_Yyozy0|U?rgs{R`^Y&a+FZ9Ke-^=17CThf zz!T(5&VgRNHTVJW-qd-pxUg;Q^fd8sAKIc!_#s=AkV-ha$iZB8VE??;T2%p zXJ$7vR&vZ?TNe0?4BIdyWTvIcoU9wlwz0F4Pe`hC6 zZ2Ri+!BBvvzz99&A?S9S80igfO0LBU7BfIhbCtv5Fuzzmg`-=_Sv<9JwGio8i%yKX zupij0&Bf*Vb>QW|sZ%};Hv~}la*bXZ`~`JlHNo!@YUce`!{Y^%oI1Q4R(@LVe7&$E z=y-)?Mwj-x_#e5O5TiY?eDjpSW#}dYHU->#)>?BEuA0R99+(X*zu{ZdEojIHkjl4M zB0*j9RE|%_gIT}lv6}h{x z6dn;i-^!Ifu<=O|bzF|iVShb5)(&kUM?lpf0p1K^e{?e*VK~AW@iQwEpfzy8t%F$e zJaqj&?7y7)@qr)YSv~kL07`?od;B4NKKujXO2{v+2Fe|4{{$(tTA0WPzmewd(_`P< zZal4H-GD0xZLV}ANf%40c~@XT=Q{he>Pfya{FAnFmg@(aR&70^7IO8C#s+=bZ5*J7 zzsAOs;dx8)xW5lf2D(3Tm&1Bz@%qaenZD1}%opOS@(yjM!O8BjPQe}0@(^|*m+^Uz zzG)cNy`@+_^vaT(pQMVpb(acr;T>30&ph70w{i(FKu3jD6o$XErANS6!f}A!w8hh@ zC@thBRnx4$b0XzSY!Dj5X2SShO9U8vH^CZ z4za(55|^@}gX}I5q->M!I)5fT3@bQw`)xAydiVUEIjxs9nPL36Ykv>qyX^0F*F*R( zKCF`@Ih=R&m4*t(J|symDn$nWM#0>Cb-_nAMGs3rZ!gLDnHWXyc+f zLiMEnnb|rOQPpt?ddRt}1}V>0(TTYvCA)_;$>NSQUy>ebmNLd(GR4M<99FnF$b5YC znDVSn@>}2By8G7a`|(Q`{TCXpl|R*M;r4^n@34prJ!gwXXZYK-$F6V`FZz-r6FH3F zXfyJzHgs`wb5UYwy0s#gOw%f9>i2>Yai(06egb&)p3p~%W#uKZ6#KPll!pceujE^$ z65N6@!?@r~WhRY%sk_dUwdreEexKf98?S;(dN1uQ+586DuA}xD#ISE!<;4!k-{K;w zV!cwnd3`$OZfw8HxxSx+7%X_7Wn`Db2GvopUL$#rD+s07w2~R9iu5$Y8Ll<2gLm8n ziliNF9T`Pb${Rhn;HODzV_2_~c1PuQMezOM=>M%&W6w$8EZ|p`hD)ZCAItEXL#Ro` zrhM3817<<_ynl%4T`lbmMy}9o_1Us!_JqU67O7&@@8<%Dk^(_H=U>^F zyy>75ByY)s1F1O@g^*vUtz}-YS5|SDx%tRPoMCfro||f-`z{cSSni_Z8=lwWY$#Ai zBEzz5_B9LLl)j$Xxsy2hjgjKy$Ge5}hQI(mRb=gVgM~A@kn;{OHZRiTlna*4j+Xhp zz}^CLqhAYDTFd}7!2Ejd#=pKX;)?N5XdQ^a2;Bc>CHqf-mezmk|CHTF5miDoS_k8U zgum;r!6(zGBTJUvpplGIv2BM0mW{xj7lDO#~w_r(; zPsMHH#R0jk-v3lT3>!x%~XVE;QA)JK6#=J#NR64Qw-6d zzZ+S=-;HegoB5r0ygEn(swG)0a|yNrX=te#8HT;lxTJ8zvcSmVGQSLN?$et?DZ_FX zalU&NJ3vdeJ)j}|v5&y%>p*}-HBh~sqQ&SPGm$|f zU2LW=q}#=uPGk_-?mnr1nPr_(MKx0o1^$+eqHMB3ExP}ugxVe+TG$1Kn%?v(r{YM4 z`j>-Cjxc+8bpCQM!Cs;227>!}xqkXNY%^r{uUL-bIs6*2v;zgT@zgY;856IR9KPS0bG}^xRF+vR#EQrP#SlBZD9S zU+2g15X;Wev`42fQPCP8#Ik&LbQj)DKfGA*09s+gN97O{tphXaZj&}G7(<*iK*+LB zOL2eJils5JoMgJ8urESI7#Smqpt}A1M0Y|@Ep5tCUA}58*(YSIDcD+a^LK=g7NH=M zWM!gq7AU-LYBx)Gl^RSJfXMC7NP`xH#ac|kQH4fvVbPq`tP1Sv<$`pbRJ~bi^v1q~ zBfrKCsbaT5a=E1g_MFFjCsbLP^m7NlNSyB>>1WjEX|)+c{~VBm*My)M-pBrHJ4;I% zhGG~<4|l#Bi_LGqpA#?cz4pnb2%V9FJic#@$(a<<5jI z-0z?7uL8eI*Y}%rvTi`1$r-9vJ2p^rr*L(rZ&?3sXLYV<%y1h=P#T`Vy?h@;h$CJU z1^bY2?eWqWi=1XF$=IoGLC4|O1G!(hmDbj`aq-%11l$us`lopa?5lZV~cz-JHyo9P;(SR`4& zV!jlzuPy;2eY%-Q<1a$kYaT2~#NwwRZ&jl#e7U@^<)EXzsgt}Fz4|H8?s2%O1Cjdr zOC0+Cj&OuL(L!${%#we1w1v=sLCjhL__}!}Xakw@0R&he23r9!c-%eRefQ_JJ)Gu#|(%Nrn-3gg`?oDto`va9GHDqr##Y_So}0@e;uaSFs?rVl~IE=Vxx$M%?d-SK9XkkQ*Ai#- z9MJ2h%Zs>DCENYbhwsy1Qey@nPJ% zV+)@zOmmy2DV2Wli+LKH3tdm&`XsVks#P+nOjwrE##Q+fRP)c zuJmdugUX)t?$udLWvGog5!>gX31%8rp72E^|+jJNIT?1 z$>0m~D$Z)atS@+nhei`$Uz9?zE|udxx_Z4X^9t2Tc+IQ=Css_+K3B_jGmiET2JsYY z+wqr!9f8kihTA4oEm&~D4qZa_ln~WSz0V4%@e9svI{}`z(N|5uX~~L#N4nuqZR{|~ z5<77IYxubWQ!L6RS?YIyP>i8)m@wZdQw;KvatY;k$CPFWJ@Qj(*DKb8pjgH6S^YTS zOw>3!CF+;WnX{uOxR~iHH&lYsPFR8^L`DVe{Xb6_PjueK_M>xEvsFK+m1Yj{w+>*o zKDiw@+ytn4=JAMBzdq}Is%J^3-e*zcO(WG`7X1Hq+GFbmCG2*T&4@mX_L3;m!8{poEEu|HyaxFlfd2v$+bF2>;W$>W;G0Vl>6jQHUa zvo1P5 znCUpYUxOt##Dc}bDXY-bOs#4wBPm9>_y8vP{_je-`OQG&D=hG;wtvUN|FpvaBMN)$ zI9+=BTmDxUs8ZM7jSPs-HVM)+8TG@ zO|kEiQcZiDEOMsll1->Y7=wG$pI6tPlBZ{O^hXeFNU|Af2fa{#(n!h18pdvJ-t_O@ z|2q)t{{>a+KMfY{rI5eUSc0{;MUyW0N(Vy*uL#M1vBhztJ{h_{GNASP(} z=$N0a&+5gX(r6gEY)8Ci;duct+F4D zT4?Bf`C0M#O}OTotk1p2!(_Ff7?kr8L?#L>Ibul4(-O41L&*t&7`49fm9?GO?84X2 zKmGzS`F{a%=l=v^!ha9Mr~ey>OQg0MN-6|Zl$lgag1qomvVRpKYr9)YHKVb3#V`eOxdEs|W=9v{S;oN?AqWTLtM z+86czf9$<=P~B^mHVPpS+%34fLvVMu;O_43?(XjH8r*_gaEIV-!9BpYlRn+&%sH9q zzBBh$-J1TWqNvSp??3ia@4MEs>{)4LPZDcm(#9G`6^$mUA!(lU+2ARB04-s)3d{IT zKV4Z{I=j^E2zb1Db9XCk$jj5|R2)D?*fVXMb3x9{>LVZ{%yN^l*eI1UZznEwLP3zE z2FM66e^ZwmiR)Eo6I7$D0}{$%*@&>(%a|UIlz>K$)2u<$DQq8jD$Ba+UB>7k@011pLx) z-mFup8;#7dLOnAVFh}dgWTbJ=&y29|Zy90I@Z=3=azIA7+UMvtlL0MfBhsW`!f2T3 z6D#_AXnCZyFoNXHw9-Ni6xSkZ6s-cpuo{zVmsLZVJ3TKAL-q+>t`-V)H%y8Zj5=ah z0oq4PPoRFH25xCrNT%2nc<>TOKQ_Ly{ecOy&av2r>XiBZqfvoW>PGF+ z3i|mDmnZ+@`{h3}VT3<0;YH`f`cO3k2sMv4ojmS&F+$H|c)B5xtWlEaAK4F;5HS;6 zeRsjE_%k)JOQo#N0ZbS$2Rhb^pM@19SDK}Y(BLr|`i3wBoY`a}Cr9C)*>(CrIrA|gukjlIa$k?gM?!b z)|Ny$QSYh2*0bbmP81}~iL{|QK@gXXxBwEu>kS5d99620XOYFQ*9v6Rrz9iO8^Eoc zW58qDiqKqc38e3^(m%K?4i#ehIQVNqLyNwOLpDdVio6?~nTZQ-h2xB(EzNAe3FojsSR zXPnt@*JcG4fs0wE*GaK?;lVbygp2pNAwI>WWE^#Kpz}Xd!yl^PxD5}Dut+Q6(>2{sZ`~)aF^uNn13>c z%JC*MMOuhrjz8YbJh-I&w_lA@cxuap6IJA9ac4csEkpM5G-7)kRgf=Sd#!sg{AXHo z*)2XwGp$`rS*Uxu;^;=mU8G5xgPdWz-6#3FS}KXAwI)}`-boyrYlP`O(|S$<>h3)< z_DtK#fGlyOntm*qoLobRm0(&gV|){~n&YbO!(|o4W|L~==o<=!LW+-y3NS-QnVlVj zhQk>wA|sOc7vjWWP@Z`)$-Fkjag?2>E^p{7N5+*S@AJxWya;@EL;K!E5w+e{5kiPQ zd^Ak>ksBt3`kYxW(VsHBb-l`v`uRt0csnvm2JG#0+lwcB{>5`W#hix0B=8O&@WlL$ zMUVCsZP^Wn9JQ)-QuYMo{eqxX7B;nUr;_EWh^s1Bn9^n5lW3)fJQVE@-kh`!_ZHL5 zxNf~t14kRco0XZYv)WcYKYn(lK?Ch!b<)db4eCGX1Hui&@H$xungEC4M0AO0&A!R| zd>NFMuzRZh2Gz*|3CWYWKjnCG{V2_+-5=(Z?{FP>2s_CVE}U?-6m0~{Rd~K4S<))O zK}f~)J643q$IIQz?z5ZA?hX$fJ4U_Z)x;m25MNfLEvR7f4wQq^p#&($t6zzyv?^iN zJ+33k&RRAy;#ES=)T0nuF6~HiI}z^tSR~`qbTby23$N?9u=)cKK^UKwRTTA_v9cU5OinD};4AgFmr(@%7P$xL_ibcEBJkG%*5*b2Xb< zf~Nwlr*4Sj>~NHWdvw0#+PCLu{HE`-n;%q{rNkh~<*KBnXUe z-h9hPORLfq*>Djd62-dX&VKm%NM>$)7PHi6v^H=D#lkm3kG(L5mh1&G=>b*S-Cgpm z+l}ezTv|yyOPqa;gj;Hq#I&w1j{B20E8aouE;zqwSh=NdYy;KCw@nReEtiEE=|E+# z^6RHW!JyF}s0JwXTB1Da;>)V$!b0b_ynsT(EPt9rn6N`HOfYIpSrDQj^)mzB5o=4x zZ-OFPZZ&HfOmDIP5a;OUM$I9pHxrHgEOc)qk-!;#BhKx1NMKdCaW2g<&ZF?${gs@- zz`*e1M^bB*3ztC?s55zNdpFK#;v;lQq-nB-bJIf(bBZWzjwW|JztkMLyHH4x2goWr z0W_6=+1&d#{Yn*0faVCi7wsfqI>z#SIC3d2p>*!Lj_;UJ?Ha*pKGlplaUGHDwGj)S z?^^Eu!N=&B^lKvQxVVm6t7S{I9CCOb6=b%ZFCL6nv9mL0R?H2KV?x>uV_ybjuvWID zmT1cN%#6IfQ}aJJx~Vda=2-#O4_muhd*7WLS7$lRbZV*5wH+4sf6a0(Zz1sQ z=#%5z&9>R9zS8mAGu`)GPoE2nH&ofGlaH31ll|=H%&M}(t=2N3xICOZX)4ShT$YqR zS^%NCGeAS@JvOw=M-ES2m)ELFS}W=0|CnB9tOx$Ce#0Z@`CVA8@Q~`RWA||vq;8kp zo!5<^`=t zb$d#)R+rv4dwS zR;6~OzS3CFoq%#ic7jcFE{`}Viv8F>d}l{vZC-Wb_z1_ZJ*zDHRERtPOHH2BMS~1+ zj?;19-I$aZ^Ar$2q17%~Ka;GKri!+76>i~mxtYv(e7!>zE}bat-{L1onRX&IH*bzr zZs*fL5zQDImFiMQUge_Sl5I**L{uof0UBa(K1d)ghdhnE>-B|`#nul!UW5c7K9Xzm z9#CKs0RORgIN=>zi~kAD;0ZgLt{qb!w6aAfP@@8 zTZRNuTzj>6*Y9J}Ve5_` z`ljBzvJPc`aclL|+~(S!`)uyvs7keWX5D`g8H{QV5^9+;w}^EZZ2poYk?JDFup_0$}klDqwj1{RvJKQ3-6t*a~wF*5U2NDL?pB!dpQh3btGr0I^(D>0>R@I7$9!-T}kl<#9qvW6s# zt>PZ2>0hRj#!sJexJI8%ry*aL7OpICNOCujwe6saocfd}aQzoD#VFtN#S6?LNQV-D7SV<+F- z^{?_A6;D1(A3l=HkZmy^bn+-my)=t)%ywEzpm%2kRr3n!C5BVmP za7K3q_e(ESFj9G&1rSkw4-irQr5E~}Y9U~4^2*T95fk(Sif|ZeJJ_9w+Ht>k^mH-) z2yG_rY(>JTNMS^xBenG^I#1A^Q5`DRRmo%N*J6(o(B#8m7NoFsl%krlh%tUy&AFi^!O5j%X z!g8FKa7OZ{+K-QVFPg{p%D>vq}p_lAsiwltl9(mwfk5IjdLr)Sl_5kAxfW2Ch4Er;%!?IH-#rn<^(T3LVPY zJ(g#SZ^ZP=v^BDr$g=&qgi8{jYyc|_m9NJn8{3&eFO=@W@yX$;jmG$2{VWfTOx})n z&9Ccg7FDq)EcIAurj2QTGf5vK?>`YUFdEJ8;3LRR|p_QQlQu zfe{Ccn3!CDOxp^Pl0Pblu`9up18|4Uf|PRz*lBd6SL4-{E4X^$_aeB}K-&+vZ%u!j zF~KWG_5Ad1lGlTCSwOh_;iDhYkzF>2%NuQ~f>{VqsSKu&6dAo_5uBHnJKzJ(?--N= z9o_!B^HB0nyQ+yDrgEzN_NrPXHI<6UbyiC}78hjVY~h~9J#>!EIg6XM9JbS;IuLhc5FOWqwS^r% zt>q=tvGjY54c&{7vi{l37fcDOhzZ%6`Q7%o6g(!jE@cOGTc z89JDCg0#yuAPO*O+RT#fxE2(JRx+Iy0vQfRduGOC`avrg`@yB=P9(FkJ2@~Q;9|hr z=NtkzX^FEF<*o*5%8TymCioMxlHlv&4Ndn8V>PnoQyndx-dr8X`=M|46gRom^A#Aa zNCg`mFJJ9KsT@bh@Qo_xI6jR_qD^i@nq9MpI%2qCMPh-K+Aoz6EF9;X=WC!m%#JGz znZTDdo1D0;DpudwU9_hy*ZJHWrRj~G7oo%Tt99^&jakC#WCXMxtBo0ev3qp6oFZ$& zLAEI78gv_xdt)MG%p?5yNWlrNpLr6!4f z?=+RK!rzdQ2c=jB7UEQ$cLB;`)Y^rfrb(C=6tgOZS@0<5j(|(rh*_ zt&HF3;mJGE-8}sm%*rF%^2DbFSRi`s6$BOA5;Mnxrq~X8wmhxf>~^F*{Ti=cGI13f z*%l4W!mS(W9acCDEi&1gwCUv3gDKO;Rh%asG@-{f@;Hw&bvll7E-L0#yXhUMxg2(D z%Hz~`nDcFWqZdhdcNeJMlAs(LegZq%-}l!so|ojAHRlKv^BB4m0?p*wD#iqT3T8cw zE^Ags5)bjh`MJ<>@0Q@#M?0R5ynSyvx2#sVZWkAhh0omQ=0BHgd{<*e95%##$GZxO ztYP8$a0}DcBGYwj=mWiSTRc`5B*n2dquF-$;Kfg8YeS|XBFN+vpcCr*?m@?*_K;85yF?vSlnJ)ZF^xXB+{ICrjTh?Jcy?e zSx^u;Dzci}md?`aVcFNv`#ieZ=9=hwCZLGbP&)p%51I&jE$Z+{?vS-UE`0EZ#+t$c zq`C=gx{_R^;wDG-dkRyA~*EanC;h3#bM9arG-Bw^E4-Z4uQluvf`=qHDf|MTlo|6dEFr&%=W$mR)GZs+;t={ddyJAXYh z(wxa|dP?VsUuu0+{~*76{Z^XkvC-iwX0BInA=hZ}`4+TSI~!~^U4h3rU-X`J55a=c z^l0)eiFC^27qR!bOi?cA@u6954I(@lZL;^a_Dxl5WkpqXSJt!>r^VGBM(4Velr9?> zu-KTZLF;o^r?35qC}Z}jUF}R)@L>p1YI$ng8CuxW+FO_!7&81+^rZRmkBXQ!GZ1=sp(oxKK1p2D1tC4Z1}ner7z$Qg zI?;U1*g23$i#l)IKqf7l*q+_?ajq{`uh>Smxjo!MFdZknvP{E|tY-I|*jbHu&3d0$ zi$yU|^%mix;o9KRY8wf&JdCEuVn0YW>?s#6N+QP?jv%k}6(ZI&)sIXC_sGaKZk|>C*AuAOM9%8 z1OS$xGrw2-FRKPkeyFC6Xb6y51us7MsV878xCZjJuN?@qnq*sioZ|~u+;nZvA}ReG zD7WNh2Zrzb^2Fu`<$8}V4vnDvD22oA!wPiqgPv_X8{Bi>n{#Xp8>2=ds`e_Fd&!24 z2?DDYN!ChfPym}#j+QW_v0#Z=wtkaNvZVfa16 z$MRRW>|fGgDMq;1O~4b8{~Dd2DVg8U85IYiM-IBSC`h#uBx{a)1Pb0E zLSk=;DcEZ7Kw!Zx0Zjg9t=xIrI6cAf)H{##_v7X6W79!Wn4wh!0J3Jcz$&HaOyl%1 z0fCSwgJWag5{)WOOC)Jf=E-tJQ_Q5I`H?@w4)*BhO_GopMK>fag#{c1B=t=?IumF! z=xER{@ktE5^MpESCVGV7z}QCS5^}snK1u}N^Z=ZiFG*!@#{)@E&)e45uaK!ij&XWl zUC)mq9)|N@C88NPq-dM_>@}A(u9YP~tP!-0^ln}*0P@cFMV75&d* z?{Ali%eiU2vWU6MSw0mUI4Ye77t%Se9Ssc_DBx1rOine^k>7K6@O1c)CHmzOgDKV6`99y@*F0?mnsHFnO9(NElR@sO z%~0x1F}hPQkic5%>E9}-r;IYTiXWBmr*+k;4k}ai;+HnM!>}bNV!I>J|RD z#Wu@`v1vT@zUcQ>YusMH zl%D(-QTf>t`hQU|w5R=p0jB>sEB1d;`4cKX6&?P4Q2BZ`9J}?;z0yyisGq2`$Npw_ z{m$UW*9?pT2&N@j2#{NUv%8rZqSJq}yNzuCyUVz{r57`K1&a=f(g3B@bA0je?T>bM zU?u$&YD{HCE>(k~LXJO{ZY~Wckj#uAI&e@hS4#2=jyYvL3d9_T8lu30rC_JQ=VraS zj-;5oN1R1lv1?2xrU7!du%jLFSxSVShon`X6l%Z@M<|))P3Nxl^Cm&mKF8S2S3wuY zf$uw0uZ1G1nMEKp7YfSEXwP%gpVj-4Q&pb5zyDH0>$Ih1>R)i%KeZA60nl3jo4NCQ zg*UUF=Gp>Dy|xfUw;|qshb&gevFI8z67qZ}{8h3SkEYMCW1LHNW%UOQhqFF$nK=B3^fKjXYpU;G3W260_b>HPN`WWY|&I>}VM^k#)O^GZo_hD_G1amx;? zl@!I$=t`2cO&B9`JRZN)jHDak(ES(C`KbW>OLW4* zB;A+^pqt|^K*9>9u}?Tf4f|f)39X8B;nBA0wDxgIPQMX;*~)}`LjG`F2f{Z+bi7@% zd2{aI2=_aw0ccRwdj6}VMk(>*4^p$J4r6Ft&4-or4^k85tH*`(7gEDg=eEzAiMI4T zdng*`S=;UWgqmwRF3Qo+ep;J)br|)+ut@0@mm9!!|LU}JGnM-O1$2IA!hfcGpeX-M z%D4B2v-7n1Xmae@gib{!7Z|@om=O@95wGOwb=R|Nr2o{>X<% z%>ax>=q~WPe~Ks3N?>Ec&{6jg=P*N@ZMR5tD=Y{qqmUC!s;=+&{&JG z^Gn~>>ocJI_}8N&)m*^zcf0(bgYyeI{F_;Ri(p!WNsg=`=IJ9~7bo@$v&;+-+xfFu zUeR^F1Fukk#@I&}?coP)+&&%K`x70O`2`)urVhOw*LQ* z&;9=hA6u?s&L8;vh^PMZ^Yc3~{tG^GrbX%U{|Ki5=SSXlZ7n1nR>20JX5#dThc*2) zID3iXKf3i%TW@=~Kc1hPxxLhX9!|mhI6vP6xs89gb^oLoxJT4~xbs$KNj0`gt1QL=;ka*82rXl++v`2VukKfcG;zc~$LDv7{1<%4 z|C_YO3gmZuoB;RhHt?V0^Q-&yPiT*K?>eF?{K8-G`7`b5_)lmLVghvKKgZ{Hviui( zQ2v|e=L+a|d>Xg^KRZ9(6aTaGle0+C^}~7n*Z1o`(B|Kq*9*XT5w8Twitkv6<4-Dz zaqGkgH-_Bs%JY8*gySSZ@U7sgen(>`=k@=HSP{@_NLaZP0kKuNy`tR_HC%30LEFbbo;~Bf+W@2`YQl}zdA4P zb{B&az>|sp()j#=GRKYm$mIy%0i4%2Kul5bBc>4gX?&80rAVAE1>(Z4ZiT-(L6uLJ5Bxrp3{VYPam5;-`W>+)%edl zc-PNGAP4hYa4*ov;1^N#$^ian8_k9HY5KDDa=A$t~SsY1_u;xMETQ z6!jcX*(A|*=d`q_vTcybdBXf}V-3P0v4Rr5gXqh_ng|w*=Z~>uLJ1dmKyzL3cZTAq zepGCt`tp7fRkBVIt4E32=Y%BsRky8b25~|98_cppj-P3K8>4Ih4$?dERKCJ~XRVon zHrPeo=)DA-dE$tPe5JxK)||MdrhB+EWiq8GT}L?mJGZ6hX}kTCtJ+2^#_C`FI^9m9 zT{W`D@*ggA`p-;we#x#&YGESc08jK_fq-yY z$OA9$EihRQ5a0v<-aqZh697vDJ#gmVA#m>Lc=Dpkk#@@f#sxhv&*hU`VydF|ZsmBs zDce*;R2+c=9lLVzGWsl@xK87h$g~psJQ9hwqJ@h+4WX4bY#EOBC z$o}HczGe8ua=7BGE4{4L6MPC#3?i}ud5zE!dSPa<^14*AAM!qOQto$a)nxelW0#02 z;N+r0lvzCDTSTcv$5vvd#lN112x^`~k<{Cw!_!+K#NC&)3k#K$D9obOK5=hWJ0#Ct zI_=m!T9hexp79~4MZ>V+#JGIjxKYgpV&-7Voq`K=bXt{L*;+LlVqCHGs|W3oswaiR z-PKqr?-JHIgX}P*Pd~a7c4kUd5~e1)7G~#3xP?P4e4v}Z<$<0B(0%d|n}X%{JU-Kv z6f5s0Do-GH1dE8O+_?`Ed13&vmU2S^KJ)2Ch+pbKhe=lrM$NX+$c|luHu{ zx3li+__Ahg&pXQ(0JexFM8jmeW%=r`+*@rpcSLSTwVEX#?OW?#&BNE3Zn(2EY3Qv) z3EcV*|5ztx83C`i)Ty*ZAq(^tKmE*A5l<2510Q20*9wqRr3r1GqS+j}mQZ4ax`Wj> zl;z<0rIqz`N3C4cq~369o-oAhfhxAbloT)Cn!~~QS;->c%zI{Aeh$}(MR~HEJ%X|X z<4-Mh^Yl(AvRu+_7qd+rz5M}t(f5_nrJy)4x1JVHz9RlPj&<8^i_>p#Pj}o3s8Y3$ zbb_3Jwu4lqo5ea3Hfgq47>yZ@JG#cNKtdAEBrXGW3lnh z;~8t5J(Aqy0r69k^|cc)jFx@wxLCyqot{MsviQE_CFjTe{5iLlk$Ts*kGXk%F@r58 z3+6QJ9Si;SW^0YEpFS$HPzEiGHCrnk-PC_-SOsMgEorHE@GH#eW$CA6v~JDOSzu>9 zj)HcrBurctuN->&9ul(qfC3Qt zyiv014|203UgL}`D-%I2hrnve=|=76c39`*S~8u>tW)PnL{D-7fK&8bSSpM3j`;mfKFDh}NTq z>!E@|wZb>ysV?s)j``&eF3aSJMg0s zHgvV6jH$~}ujKDXE^5PT_elBiW;&&1mV4XVN5s*1<2VInlw*%9#(HIUg zgPA#i&i016I=PSExutPdsj2B1LSB7-nM>oG254oUTCP5rQMc``Nd=B`qX1(4`sA7W zd(bq=DY1|(8`L~{200xLkt)Mn>q(sS=g`A5{pHMamv=LI`yqNzT%qqB>e1yq5t}@#m+wiFM-Vd1+S}g-a{m3Gd9)4PBK0 zjUW!Z)X{mQ)~{g3QFSnR9{qb3;IpGbN}>J?*4a2JX_s{^{siB){4|kIbT+ni-UVU_ z@qRq&lDsxZ^6>nO{#7{k+bQzlcU2WS>}F^Oo)Ox#s zTNuYmJ$N@hc)a z(t*>$-|xo72J=L4Zop|Q9Pfh3AT_X_V&5+j(GL@yf1$H2 zO_dFfVZH2KOf7p7u#8W?duQU&^(3JA{6$F9@G+lq<){i?(+{QD<`RDNlsne+3_{&f z@p9c$GI4L~eYv&;Q(uiruTVw0nIoI2P!qw36Z#$QFJ0za4&yo`0E7MpsJtTs-tmJ8 z{+R=wB(GX6(;*L@k)C1`tV=VouJiFKF4Iey5i78pHd*P3E09K62;|PJc@C2JbkEJc z+kjkowU3JSW*xjecl*d_EfrYd!pMJL7R|Yg++LBEjPQ8FbZR&hAI3zi+n!7KsSr^! zy36Z*qrZ}@7^V<%vm1O-EC>U?MB%dU*{GhFIYG6H1m+~F#;hQpa{GNDo;7@@k=NuI zsh3n4nB&V9;Pi}a%K4szU=zC*>QnhdsPhPvNnb_%SAa|s7iiAAC^bS0uR*=l$C67?md zHJ8RY?RPjo?R>p~wRrSYZc+{!Tertp)537--X*=zv~x8$#?9fF(sXKpdDnJsmrm_; zxXa9SvNbC0R6I)C#3H5JxrcFeu2x(ZaX_ zH9#>a=TJj&=vR^AmWTO4SzUNgAaBr!ajF5wxJO@5nUTUBu1ku!5kj5utDlrqU&l)v zSC3W>BEydF7?NvN*O_sEBDs+yS&KEv)||pyP3N>KsAT$rt#&3u@ za$}77@uOLBKES?y&KE$!ni8}vL+U)Imu2VPjGe&g35*V!z6g!-uu0k4d1E3|2!gEc z!@%lB<8!OP&O3}C3$y@c52*oUN`aj-`zAqnvrrhf#KEVI5Kn4fz5ovJo)%ED&>4wX zZdrO3<-4#Y*qqf>!`$6U!4Lf2oif%%@p#bg&qNuwc{+%946N5~535WW11@&{Pb}Uy z5(tBjVBhr>6OsK+aLZYpvdSG5!D$}&HBs8Xt#x>fu9uj&8fJB}E^;Y3J6jAHzM9uv z$>1Jtd;jthK?#xEN&$H16`%_l|F=u@vr|V>*VWq5;kUM(zrFaGcWzfXw#r~de(9R- z1li)jrrAUNPzq*Lq9i_363-0;9Ip$N@*zvCPO-3a{&t^RJli0emQIpEN^IJKAhH|F zo11%me|z+pg~hSZlKxbD8tZtT^5cR{d~CZ#Rn$#1S}4MS+Tb*a4CVBO{xhocV|x6$ zxBDuNqoP;ZS{%#_Q2t@mw7%z0Q{TW?yU2T*r}(M6EHqG%XM(%`uCa zYa>TB=2kPA;!mVPaz-wEbyAU-Bz$C5@?bB{$91P}pPV4oBy8W&<=u2jtfpynNpJ)m zLdM`xoHPb*#*gyQS~*C4%2zL`xkdsPYAmy>6f-Xg5$gq#Z=+dK3!h06fJ(3G$U(m< zHhM~GEWgbND>7cOFH2+#mWO|o^prK)YFG*jUdr54e%5z$_&AxC3{P+>eD5*pZQKsK zPDdS|xKzcg-o>MnUYY!^!r1d&y(?6E4C!d^J$z-3nFi~YKR9n=sFg$k#i*lA-uYAl!Rkw(8`AozBEu)-);?Sf2tZ9S zO77*_YBC4lyeVf`+fhwGXYUGLR2K$S z-m=|dfkKWRw(w+UkX-ya#-FoPnCCp>^HOrbwp!=$gM3`$d-mM3wK13unnfwWOZBx! zL~(S}Wdrj!Y%lTw@cgP1ED^|sh-IG;`HvRO;O83a63P|p%^2TDo^a|jTyKhU`SV4E z!%gbmvACRc8=uzf366Q*S!9Az8{-T{feL^f6y%cuoa5Ay)8Zvo!O_D z>N$-*WuwI)MMIUgA&SJl>BCSBj{J3JpIqvJY(Pg%OP*PLs4~O__Ygwd-mUPaeAYG5 z$VI9Q>uYUxF~EiV;Rv^@Bs;L@r0v52lNbo- ziZG%eNbypI`}@$6dNUEJNpGk;5dck$wP-lBigFx(qPSn8Ph) z9PNoZ#9zqB3M}VIgPkr4gx?WjcXRcSpFc{-3X{@X+KG{TByw+I^UwFQaZL!NUhMk5 zj75cWnn^fxW0`eI>e@>^SBKAsoK@e81ehyiQ41mp=@H=I9KE2f#gYPs9(2JH+-xCi z2Wl*q>Dk7EoLJdha@x4i<;02hC*$-Ec&ENU9B{H}3m=Gfa?ZMFz<+zr8qxzL;*xdD z6A1@v=K^=$BQd%?ow-unCNy%c)rz$A&~iv)d>5BV?0CuGlF&ossM-Dcx*KE3>+$$T2L&4Flu|y)#vC6 z8w5hu@>@Q?$@;p1%SAh72sP#U<{nc<@Sx0lM%Ikw`6$nWdtx-9YGpBgaODjZQi9ou zIkD~%cWZ8D@dJtJ1#j-X745>#4!rc863Ecv>o8VVQj)s7e-ny70kP z2lx}A!Kv#Pcr5TCrbybb*%J?E+OKR+cPn?*>t3di@Iu}oOWInYq>i9yLb=9+dWyr5tyNVoZ!4}U14ChuRZG%QnR<%{1b<4%UF7x9+Jn@T@P^WLGS5DIts0y|eQSJ;I=CU$n~r{aYB!}} z(x(ySViPMQ$7zmk7sXMy2+f2)3O}4IhBh70l2EFQFox|ee_Xa)a&5`W!Pq}+CQ7RA z-`q*~tRGxu9|YUYNpkrh60kL;%1&r39@szoaUO5i*}G9;6cM=0a`t5P_Ltpl|IbnQ zy`J~)jKc3#yMJdCey`2_JEQP>1@7M&h2KkU|IR4sZmVEOMND&&b~)Qh&}75oInfPgm4-M3cB&$^Ishw`%x_`pB## zpQWhEP*J{E=mX|a*IJ)&jyZL&Vwjkwp};e~`Azot>q}G9n5x9|U9;i)IbM;utj%0* z;|exR=w*Yf#AeTrEUKV)muX2U-NczN@?ku_-{PRDX0E}AX(%*riU+T&ui8cH!r4_5 zRQn4M(-6Msyqvb1EK94~M>GZ*QI{ZeEEGAwP9$r@C*T${K0MHmHV|~Yqf8}v1K~l! zWQ>rzj7=io$u97?@%@w+qMUK9#nQ?o>7xGVoAI&+i?Tw*`R2DUKWW)ga}=8HP7UAY z+`c|TM^b4p%vIx6a_+VX)8S|x92g^TEsu?CkhP>$M(Wte;j#~@uXO^_2dRKvjEH79b?H+^4M$s5sZHo-y~Fj*Po(t*LpHzIe5uusAeA=h zOTw0<;)$YKdFpW|Jfq4@wV7}G@gntQ56{{_ z`ef+*OQTTcmbDr~UMtMJsI9M(`0gZa4B&|3<3{mnorJ)p5y4qdIPEix>Xtr??b=hj zm-q_eZPsHAXn}6vugXWpp$&YoryHrOe>fc<#nIboRdb{XFDq(8j+q;h*TN9R5KcL= z=~L0{`-%*mw;Q%Wl)gX|IHyRa^@e1?ispEyajpzQ3B(E(Vnv=GaVUCBLmv*N#89I$ zE}kVi7b!K@8q_YZ=FJ4-DGayN3=ELQFsYr!jPr9b(6WEnYV`57uY~j_xRIYG!+3m5q<2npNpGu?SZm`H~kI(x*zTJus;Wq*ry}&Q9SZDOFfvQyI zHDi%}l5=C?fw{ZQJfOtDoj__z_*|;FEf!bD7FPEySFWnQph`Z{!1+BJf4fhTfVQ}nz$0leCo0uWwxlPcn zNbYGqLRd#Qt=qmGP$-Ha$xN=)Bw#xe!mv$)hS_2ZkI&8mKjoJFOW2j&mp1GxTg|J6 za+wbB>0NzA#UG0cY>dW@7^Hu`hDMylW~fzCPwGMhqumV%@Z1T84ehpGR%rWfI z@nH!ku-iaS8=cR=7n-zAU*E%*fDqE3%t2t{;>4tdq$#5u(!={C?)%N%tJnSUM0MBe z!X)$krE1Ev{TGg+Lecc8GaYPY%;2 zQx>YWY@l$;wn}mkQ4c9vv9-4(g@#?Q+?0?bBI)h)dRqXY8?t*9LR;gu;IUxUcg<5pj6|a< z7%ISVqw1{b<5X)#7tG;J-Kh+hBgvB2b-9MZ(Cg103)i{@43RVj#EyQed_@06S1GeI{2X;y*YFbuXEXFGa z#(UP`udlGH-mo_*quv-OBDO2f9}Sm%F{rk9T@u8;^Ql;kM*(dEsgssbGQfFfu$ooD zd*)NIeix_`0SoT#xk&@M;`E(!!QdOQU4*N6Kf)SfAHAU&*WOd%;;FjrIHiNTJsb>T z5GH5GONBf}>HxUs`_77iYb6iQ-Y&ngSz=raCyT}IDpbXu)(>%?w_=AP7+SO!jqJ<>m@8!8uAb-h>Em zX?_y9zVoqafLk@gZJpC~=r3*PnSsTcfpGI65VdhV{m$|B+J*ap$@$XN{*`(FM`&t+ z=cRru_D!jxYWmwtZ#FRB2+ z8&-HvZJk%X$z%Qo(a_enj*w!FVW87YB`a_-#B8YInn`(?2H|g>D^It*#JdcF(UzpQ zn8z&<-qw(r?b)!}vogwSb+uHK*3zf~1lJY?t1V{8(%Y%a_B<@S9#hnOO|Lo4!y+1` z*qEzF);#RLKUr6|cx8u%Xh4@1QIdZ zX(iufLAz$iMY{wY^O^E{ng8ik*vvFj0gig_TZZUvl!pjZ;rKba3pr7AMm3Z|k6CA2 zRn;)LdM`lq;5<+;aQGPUUJ)PuQxV%V+^3Xw%XvGx)?6=c==%Io(DHs1PJIpWkJWu= zqF)k|zYfhAbY_kvpWO}ZjUM70PSt!iF_x>PH2j)%y4dT*oxldakJXNlwww~51!q*L z@`1UlfIMoL$*~eyILUml3PomhQoI&PvNoG!@uCybatC|2BEk2u9vwWmU7fG0Jfp$0 zZKL|Kao*y+=(`J{s;FwZn{XuQ%t^wJl;Ro&E!_M{tbC0h`ia8ycQ(X;$|-4m#(EXM z=@qb4I(MH<05N@ zG+#S3f*~ay;1Lu(p{k@RC5&J?am$b~&cDY_Uqtf8cuqsN?6aN;bH7pf5)s7Jov1w} zFXlytwxLXiEkS7@Ix>c#n$;_Zv=53yU7x2g)7QxIv}|$^2qY^?t8)s|2(}nqsq?Ab zVNVZOdWmesnbMkRXT-8zv8uet@CoR^$&k1js{o5o^X8b)KNuT=BJ1K zH4`;a;2zL09ZZORcH7e=cDdaQF(&G=EL?tZgJ5o01*3B@ctj8Xq(-SX8|8V00-SKJ zO$`0KuwL(*`V(cddr=zGKRnb03i2d-z4e}-3Tp}%uU8ZkW4`fd)SXYulO~(7FOgFy zn>L!?9btJ;9aqHb!KSf%8)kO_obc2&XoQD@nM2P^{U+aaKKT=(p%l{gGH?ryfmdmY zi1JNaqpZCzUbP*ZWOxBZ@f4kB_%sJp1lVXogITy)d;N{{chO+FMUXK;MH};5N$KvAE-7h{?v|2nB$e(i2}w!m{mw>FzvrCi zI`6-~=aK7L%Q1#*W!dl&ZtCPJx!?Z%_2>pt!+Iv@t z{cyGY><*423D;9cPkFx7LA5wo5Vq`c>rs}UC`&`1i6J}U@M|Xv!cv4Tq_Zhky;>X$ zQINKfr{0y`b?+hCG$#`(>$ZV9&$OWH{qTkFq?crVS45?FM#KBaZX)N1S=kA9dP-1| zpZ}ryqOp-9LMT3w&Gg+;$MWzyqm%luJS|>S$KmY{J#lAdboKC^SlW5vHK0t)Uc=5f zCd2w2;8sD6PPRVOfa0f$ohXG#>qK@e4Iw%ZF6!c;CtDSC#HMSa>OT%_X>h*_%3_wYKuvA7BRfPH*w5u4hzd%E5*s+tq9V6ok1~`xV(~n zz*kDmmDb3g2D7kGPc-NOUTD0iI@sBp<9M~X-Wbk zc}+?~XEN49?}skcR92L4Ej5DnS~NWFkWsZ_(27%(SVrXsB!AiZ=9TM-eNe!F)n!TH zkon$O@Ke#0+vBCKYq+F0L+nxQZ39y#QC=3tGr`{FlAPcD(2>=@b)#eq+EC=DC9G)3 z!#PBVM`T%uDRdpCrdlE7okm)}E@ru3f+yzKW!m8`_WgyxclK-zH&r$nmE%j1jUEIf zUhz!h5O;lnPOld$QG>x4mL@R!(VX%jWvP<`MCU0F7b_Zv;uw8plWdZx5OWk?>B96p z%fhGpu>3%x2!t3J;hVCxla-|9TM4~|+{ek^bY*+K_nl~=iQl;YZQPQ^F)B3I@DuN* zPwnEU8q79JsIr2bAM-_vqB%?6eH4i1RBX*euB~>y7ZtFdXUZrs{vqbFCfrP#e5}p) zdrX$8uh3@=9xSP*?dbK7EEMc#=IMpO2&iFNe z3@w_Pd*zLA8?(&CP3OyNYhN{C~mK8~6W+NfKP%1aPU#bUci1Exq zI^UIG%5m8_c{D^{FPXlsX~yU$9|Qj?$x?kKU`VRDN@K2!P^vkh&aO%$NaVv)|FU=Q zA}ShP)J;Nmvg8qcI;<;In_b(gRA0%eYK+_&PZm~s?qeI?-m1uXm!O}dpl6}UwfzlB zI;xJb`(DCxh zg7fL6BZRWMY8bD<{TV!EoDw}XMaHe;4GgUWm+nc*tGh-Ah;|M%r{?ac!{A(%p63-a z3z?3@yGu0FhnDZl^t*B_FQvASMA?|xT++OSURto+UJ30jU1j7g19CvFM;^%oZqlHP!jd=(s8kPxh& znwT7>sD&A$)uQvzju`CelMmd%I{XBjr(rhA5}YDnUooRbg|Pe`PSBFt$qKv-2zYso zl@h7+P1~$3ntXV7nE97yBw96ZQKTJsk}b%;$SET!c1`Pr;<%GVB@UgGep+>Y30*tM z6^!)IL%h~6YSyM-X{v^{W)T)EX=g=WM-Ntq5vmnNJVY=A12fk+1s1!W8ChG)ikA9* z$5mPSoxFF?zJ~;~NRsm=Mm7}{M&dkrw{|YD*-pfE{6LLPcR(D?I?yMONEfr#D_~eS z#l;yvJ72HaZF5NrIf*yH-F=(aw#WLBe7u20a2v=k4TA$VpXY%@22)T&H)Yd1dxyniJQ^9qo7oR2uv{OE;Z5Y;N$>Iz)%8Od#x3VMaVe)`PL7{glyWLR)1js=_ z?ZV535~9gMgj;a;Wk=+@_*sVbCBWUBCsf(=N{=v!0#bb3(L<^6j%<#UgI?yxdsaQP zH2!W;2s5&QpqvrFO+MUuWR#(sdOh3!pT7(($XuH702T`BKK_5_%FQ#e&uUv?Ggau< zuRWW5(wbp|g*Qd$m+9%$HmM`B-f+4@l{|azrx2&`;#IYt9(7=P~=r+PHRH5q%=z> zA+X@Hoyb_a<^Lv8Ih42Pk?nZ(jJZ;&y~gZ#(OZ$gmq`*W3ws46MA`PXS@zz?#3JuK z;PMwf>}ii^v6MlJzr=E0@H*$Ey>2%$)^N$56na$7*oxiZAEzv2x-nTQ*i$k3jN)kH zIP|OmJ&y6K@WMgCXWIVbH-cRX3`M-Fk{9Rqr`~*udlRK*Ru7Z^-X*_NM7%Ej-uF44 z)_9Z07evphzm8J9bg5`YS5~44xyw$jfr2=4WLhy1+R=0Hu1uV9w<<$fwzSDUx6k@L z-y_`V-%dEa=B==xDaXe6USoIFz8aJLXzJ6(Lp5HnA z@THZxaUId5Q~W{v%<`IxE<5rVn9Jr+#GSp^g`>UT74zmjS?7U-gtJ)l))FWJQ%uU- zfQK;nuk1;6j9|M4>|jfHzCJF-X20WQa`NybMIYr(|0i}`|FeJ!E_w(4W+(M@M~ipu z%XKE|SS*AO76X#|-1La`u+0l(iEy5z#5>0Lj%4^rXANK2zn@-?n>SI1gYLcO|8fMe zo%?v(L5L|@Vw7nBv0n#dvjT^K@i4>lBQ)Pq*4F)d-6ou0VRQo9M0Ira{Tn2w547l; z{V6vj-sw)XN!ysC^gRzAqI@~+Voy6`{up(lXz1hSsv+rAN+vY7CA+3hk>U%i;Tlpt z-4V8Q{h8`gcks+Gg~?=HO8mDVBgQ?%u~YM_I(lg$d9%k9UKUuw_8hqNMAoN9J{@o$ zJ@K&QcgSFPj?<4Zpb`}A$0|C{ob?=H;;7#TYtv1s7Zqh0ln6+=&J2eDU#Q9&R!~*c zk{5`%?rJM4M?awIbey)$>@u_(f5%x^W8Gog>OddBGd3K3rhZPdS4dopayd~ti6S)c zT~=u8E-u*@S6HxnO6O%)4r~qy`8awPBU$UJ3dU?fzEig4asf37cc?;%<-*f~+!!w1 z$Lw`-Obn~|=vgJ6GJST_tXlbBtO%C|=Af*;vQN`%SRD*sJI-;wKxQ3aR_E9k2wK`q z%zmISu{ay`pvGU1=t>(_P6vO{1-527&UVRP7ET5Dbq-t8{e~^r*(t_Q)=$L?|J!|0 zrw0_hJp(B3?{F<5p*S%EtK+k!5NN^JwBQjeg}PZ@Tf0g$z<=?K!~aH8dN?qnxU57B z+pv$Om4}|P?yN{Wu#N%GD-|!%$T+|_+Lu4_=32mGfB$oOjnDR{7d!bTDQhVE@%(04 zX=8md>c%r{5zf_Zz;^&&9QimUFJW?d;O5P#q}-*p*Z9JV{bxKxTJ-&P+J9 zsn>(#kjX?$QM)hh*${=#OCgWCSn>EWGgvvtA=GD_Q&L%8Hva=|Q_2&cK)N zAquu4Tux14N%HV~_5{viE&UU3M-tAR)CohoOr*(OBVq#vj(Osh!dS(0lju4=?u*ML zVRw8KsC{#n(ZM?DGw*Y4dCTaC@rXThA$Ff;l;<$IeBY!{FQEpxhm3r{SR>hP(h5NBsF=0RRDzTHhMRdh zgJD7Ir!)J$`nl&2NYm48@x`j)5x_R`YtgyXUMb&dd z#Je!%uv%u4N#aB~_;`5d`1?-s!XbKy!#Mby1svcLRvj!J>ueg3Wg64qR2x+!znR4> zPV)M})u3c<+6ZkbyQhW4=d+7&{)Nl$z(bbPEuv8FbLMLs7MG{h_X)|x@t31PGTxW? zPjE#0X;AJ`qC8oU#VD6(l-kb|y4E8USbsujzvD_#S2fK4io`K3vZ&DRGx$qq`^g6wAGh{l;;bMy@v{ETv=#N!x^rR&JXheet+ zn6xlRh|b2c7Qd)ZmlQrIr*l+@DrXKjyo@+BE2FYaEOk>F5jhg!EDns=cl=boBVxKk zGOjMeV=R*DfgL$n$)aK1*UtcELuw3vzY5P5Zm@aQKojCWYO}PQh{J5^%a*BazXOx| zyf5+CvLU&8{Y5ILW~yx_U9{g)78i~d;>?j=#duUt|9+vhL=FdnR-wFdTTMa&dTHo+ zQr=@1vXBPt&wI*;t5YeBXDo9St}NW~v$h50n?9~dVf;C^^1;El^X!Gp^Ci4GX94|2 z@t;Mr7jmoThSrNZ9k^mO6L3$C8IQj(#5cxxDld{W51^fum`B{#8Vgcov(bG?E)%Kl%FT~2%xDUT)Q{6w7RxcQetq>On_VtfZe8wqBetv12H$4a zCd+z}9)fjrg^SU4=e1mwE-FfKJp5_Y${AIw)*VvXAn33%m<&z_0Zifa&@bOzj4rB$ zxb#1-=BnPMJ~ z{jUNm^paT=c8>Bt%b2L$k4omRh3=~}X3v>rP19f+<5Q)&D7|mrU~q}RbL@U}8hhz1 z5(!I*D9ij3rj8{|b?}_$%($}dPV18sBk+h%Bry>_Labk(W)t@LW7ap-j{jLQco#0m zZ7@(!ul|2@k8Y-qZmZ4MyyL`fT1aq*^>;NvMTeD54uh^3Nnq>_`d*bc_Yz zWQXlaCNMcea4%Nl%Y#Ec^9;vZ_IrSL?0Ln)SZ_bQ3ylGyQJJO_JM`}TQlumP?Mvv#j>*ORD|SBi;vSPZMrKKJ4t zX6VFt43DZLp*}8%ef`ZvUE8K{N!Ph2lvD+3PQ-SQcO&-ej7dJMPx21Y1qtDNzf*q6 zFka_QceFsgV)Na{q85H{KSWKru)k|ws9=95ds0Mrbmu;vV2o0+jqB$!SJx7FfgrS! z&zo2lo3^p;CLzJ%KG9dj?uA&zL!0UYt_!qz7Md4wDC5)H_I`Q+d~oVy0*lU7^*dNy zRq{|f{V!liXGE_{hUgu5F{{x&?Twz8I*$po3QY&**JM6h7~K@zYRzV(QdSb8*=nzh zq3PFE*H1-kMT~sZ<`jS@P?IhlWk4<;{USZv6jNa}E`EjIu_dHoQJ3t=2jvPCSyMMo z!CjiCy=ZZmuk`zk80?{C(P&o*72y?-JzjL1eJR{9>p*m|*r?aSW8s4GQa+Cl#5pn_ z3;8_gB?rIwj-#e`P0B`wq9&jHIWX-Bq1DjOs8z$aFJfyyl3O8OUe}}KQ%;_ZIEhJK z2Ll60*5ufhMbX;qTHY`}q~78aqGYbF#44`^96e@Xl`Edeno$m+<}&iF)?5=XFF*V-0eFko`p7bf{xo@iK=j_&f(n3>& z%s%UR90AUYpe}M~kbjk^7K2**^0>)`bA$$Y=-G@J^A0sWyeo338hKW_23vtPYwk#% zO&|V)OV)#Ly;TEDJeKp^Z-@dAcaE2?vo# zL*k=Lr)YYq2D!PQG(vj#n z7NLzC+>)f}{;+yOL<@Mu7))m>>kOEX?iwc zqtkUOljqrTB-^fsZd6#dzIl7bB`x4fL0zf9Rh~v5K%3YyDB*=C<(b;qa=bfc(S>K2 zv~jn&+WEEBSEmJnhq1z)YVC&0N}avCqhnLK$wyZ@C$EQJ3 z3Ox3@2qX*Di=1IaR0p0hSpu7#Oul9OwR^I1wm3ra(OF1y7GXHj)VdN@9|~-&*HE%- zy((nbsZY5^`qT(Ib3&-+Cwps7{0_IWU+9uWWKdPLz0}oU+BY*za%#dN-MFwoJrlo^ z%D-w@-a2>aZS7$LcN$UYT2=bq$dKlpmhKC>-mSSsaDf}E!(HE}q(0#-AHDna=@MQg zsWV&MA%f$IN>|Xc;ua*^L)E_5*gLCD&J=T_g*cXKc34WPU3tZbv={m=&JPUeumQ4`$D?} z8qsdr)jg{#kNm^zQC{VuT$7m0o#A720~fH@x9!*ev1#N{_Q`Jo-m*{!K9&35#@%n; zqWG-*#{*~{GWiS(k)5_WtFotw_w3K1i=K4}+G_+m>^y`%*O=+LiuMo>h}M4diDMRg^P#9WIlv&m7l%cAj3FN#wAxB6aEjeO$2YElF*#XWSouFzvudNm&hNT59KLu6Xf9U*a55hK4T$?$#=<;%Va7a&?H9!1-3yq-1&*4?>bN*ozcR`Yj=;7grNmH#yC;Ni_ z05I$hGwvg)q%345J7S$5zN?z`|hb3>LYN6Ka;N0)1% zQVF`uX-#a~fRQq|IwR?wHnqJjW9B{icoN;NdmT7IsP?l=ws#UaOJ2X1(R&?>P-1ZX ziaCb%BsE%0b1h?M=0ijGj7!mneEoE8CY(Ycn9IjjWL?NFf=eGMJnJ47*74QETzV;P z?7i}_Y)_Pvc+GfJ4e^MG`IJb48pM{z81bNRoQ6q`l~BwHYqco7*S?Aqu3<71PJ#@V zL~!R`$E4(2OV?;8aeM=`#?*5WX#C#twF0FlSSdpjEcu+KVKG#XykHi&PeJT8r%5&l z6tzQDO5U%jIKhvwUc_d5-HjAN7LN_&wDydZUnB|e$7vOB2r;wqXf4jh#{51J`@quz zea`L#>zO0NaC^{^lG4N3n(1*OB6*_AjL}^7Dj_@uhbM@mT{?jo*?Yv>ipxGUa7c59 ziYSbPE!%1*$*h(5jyQg5YdKU>3L#>5irHnXy(6ilNEr`;_9(hyM`$JR0(Y|s*1M{k z-(R0yugrW`+2L}DpXbN8>%zWC6-Kro-iBRA>Ge94&6_l*DIjkhJ@Vrci#2O@CUR6R zw|7U}*E~~x+o2EH9;CXi(ZgX%Ph-|awKmQyI2G78RxyjwTO~-K^~mSTc3pB|6t{8( zGU9Fq$MrL8Qs+OuN&Sz;Z=9h`f(7`*UBCeOKVB!hoh1Lq>tugSmA_dw>f@L+WZ^cL zMfY?^riyTKo}ehmvZI1&g^`3$Rab~iBt;Y?+%JM-1rc?ONYX-EB9GTr%q#ibklhcw z#_dHAx)qQgZ1(2KaNL>iA9zC#>X$6mw`7BlA8bu`bDM0|WpuCkGHqceE;c0dbnEK$ zV|<}HewJikAa~MeC-QKB>`bY=@?N<>tgRN4YcljI9V-_#^hs9Rq@BDgQ`=GhSo9*$$jd z*Y#I@R9%`lU~?);ykKfF9$MXA`0|RH?6<|mdc))TrcX>vlgf*Ahn1tv9w}B`#FR}P zYIp!b{P!`F;H9nrdtl5&7U{pU_2xaj&nlXb$vqz0FZYNylHWeN!n23p3h20FjQep1 z8apW1Pa-2$H>pP0Q_J+CM)a$=gP6EO6n4E@8uXpJIc$kI{hz=0$+;Y!l$eLmV+i%t zXMata%xSIjjuk> z89y0rT<*a>%DXxuL(41MhGTD}MG*~tMB~YCGvDnZq>5TGo(u1~h=B{z=U$BrI_M(Y z>3ZU)fVq{!#y#y#JcKL3c|-)Gw^=aLgmG2ZjH>?K&6Omi?s-*IsIfE(#bfsw^JBl` z?n{@ZtT*)%l_q|P*pA%Y$>-J4A#>uH*nS-X>SlcSL-g!tXy&H#E$7CHF=N=XZ|%0Z zQYDq43`+0}KdxbZo+4f^wRqOZ){O3r!B0s@YUTHYXJ0PTm6>!h)CNBiv%a;l+`(Iz zB;J1`+$JXxR!@|7HHNHV9dvmZ2T7seRbB7_XK3<0zcU)46rz`v65IF& zpdgbc)wK5x~_kfRfl3kz~B0FSIwOzycuLn4d zPLc^eYQ+A+)2Sh(Nhb{rGZB-c0cZU@St;6SQCc&y&iE*_rbz-%$IQ5b%{t8^>N~87 zbnZ1z$!=Gdgl->KD~%%(-eX2J7<<3LvM@oRwiDOE3{MKhH#g__9UhM}P;cJdu zhdfG!&0JvuGoQcJDwuz}aCPcxBL$s4CIOj?2^lnE@OiGaC@GLa^#rMN0xjX*A=eOXJ zp#qnvJQbtuH%4%m%?+lRrgyqZo*>avF*rOA?UZQk#N94wNb}a>bC4ewyk<*rOX_b(pzuhYn$@eK22XqCl*&`%GY~D97ynGm6KR!O;k-vE5#}XlWgU> zA^na7N0dd?6-<^Z^55;ylfv?2$;xqpAISQ{8bwmBIH+l^&?#?Wdd&RV6YN zU*8w|kf#D7P(q=h`FtNdbMc}iDcQX(YAzYdlB%OFXSQjf(96Kdn5 z4Sv)H+DJ1l`H)Gk3DT$RAnHL{N%>egYie;Ghu}-q_g7`e)IBm7xjiJ0tT~f*8c9Sc zb4|6t#gac!4zE~svZdWtYY zdH02C;kk~HQ7b1itO7IitJ={d)yYlacw-wBYiBHnj18tQS(r8Z6MOq{&cF%*F?Kx( zrS_ISPeRC`?#U9t5hABVph$|2c_ywnZ6hq#AUvzfy!m37=>CHT zs-`AiLMubrr~_3?-^z!$DD{0BZ>0ECT=3K(Gwr^j!7H~R?D1T!$yTGOV(3QX!g`d4 zv)a0H>*m;&D(9Mpc!&w(JckooO78W9K0cpT@f#zLX!R_2a&$d1-N3>Q(rmTRs94r} zZxa@m@%$N#F0$HtbB*BN%xV+Sfe9IChT9O7Q;fwp;?;(rW@yn}aatH?^sa7h_gwN46*%$&%*Hajd)=0g!>^*5k{O1-`zKt)Ee9AXmfk5oYu|eB0e3=G(YU;EbV&O zvA@^MyBFr7+(eN>z*^Y|P0iN7 z5i@G&?nptU)aY=bU{|>Nd}E4oMp0)pMi5V4%G8ZH@oSeuAoET3w2bN~SbYfva9*@ddF5gUsk%!Y%GS^m>DG}4b0e=#sUg7?pEIA zcXgNz>!xQ#U;6UW!~)K}Y3%TudZ?4;$D_9pWI>ps>_U>>sCdz~E|*L#!U zye%Oo+zDHcK?W&iV5fs8LhnD%yz7ykvnfOIoGW@ViShs!JyY@cieN>C$1pd@Bma@er*zD`7l;z?=&e9jY$T{EvKOnG=wSY*_*l=R9@atb<7&!#!R zsVcu?$@8?!6Q&u{#+C_~n5^44k8o;tL6dYc7AfZPiU+27qnMPMN$Y-oC_GQ)+x1t3 zvowN_xU83SIQpzZ=0s;{uJw}hUd|l976ADc=fX2be0v!*IA-if$zMt|VfB4%=)MOg zLlhhtKOECRIj4|u5(qBRg3>7gQ}~NpO35ge71fqMa=>XxXGqgqoXo6b$J!^z^kOAj zvw^@QHi=r{s9AW(BsTh*Z$K{{KY%Z6h64Peo}d^i7Jgw<&U{gCCm*a_SJ6FUp{B8g`Ff?C~vVSv`-Dm`Uqk z3PACR_b{(^(Vd_2cr4SSU%ecP3yoFz4mYBq(IwFYDe0+jv+9fY54Si_x*u+BLmS(& zy_{z%$kHC@1<6 zU-oFW^)|BDJjm1nMX7iD%}zXTw%bgfTU@l1#%wo!vq0~H_{CUVrNb43lVLzUWJ(HJ z6`KhlgHp#NR%p-oFj&<WlP|~W` z8D1Yt=Du!&H^!ji9MnbqRv-V}>H?B9KlIf~uT7QWc-#~s?x$4w+ArHIOSF&+!$Ad# zr50O09|tI9ymAgHEXYe_do*de*N8OK2EALE-+zrA7d0B?Ixp*7ty}J*wF7JF^s~Px z2_N4eNH0_8&HHw?K@@hBiXm=U#>eDe=RomAb&0(p5jXWX8#7cTl6-fzW>Yu}U!eE3^#ZmcS^;@ph z?uBxM!DLkulxywQic@S3XM%=Dq?&UQ)fO-Q;vwfI)j6w6%i?SNb@Z_0Q@FPgE{_Sn z@I8=K;8Yphx2qI?$-_z+QifH_a6;-DmN|-IMd*7ro0u)Isgc@sUtJK{U`%d|ea{v# zNF?Vm`OZ@Gr;)*XRsKn=Lv0pi;M2klimY1Sqy%w<#k!!7gx{~uodrT<}u>%9RcjD6$r9cm&Mg_ zjVkkW7~^M`5y5IL<^)8NJ(tkkRA5(YTM!t(XIPaF<|602TweNgLa_cg$wC%-hOGjSuC^!ubPo7yje0*03KK#uw-w zl3@S$VXd1tI2#~SfquTT_N|^q-VsI`UL)+y9dlf^udvV;5WYB|b zSqG9?soSOSB$sa&vRV6#6U?YRr<7gRQAsc6&Mm;W9ptqY@@<~BX>iTnNQq|%B{G+il^gX~uP?~p!xXNH@r5^AjlUzUU}1DC zS!0<^;`|*4CG{}CWsG@v{OmaQ;)t?P>Fp9%4?9*#!oBnwDV)#EnvbLlhZ5Zfaf3BH z(HgrHO(wpaXil?8y@z_x(6)=G>Y=DV;fNu0l&N9#G>X+q*g5KBEg`}BT9SB?}6B&IuUF6EU!bSX~ zV5(R8B%S`iks6VSUBo&In}_(=vrG>@Y_6u^E%36@7*FJxxMAyuNpoa4l&Xu!_<=3C0_oc0_-7(47 zh*=qfWikW%bJ{$Q0hKp<+qh8ip71%zuziHA@3*tB`^DLH#rhL6WP!i;T|yRt-i^=~ zi&U5}8z@j@l*?P3P!X9_EorcJNmPr5uuwLbFxbdYLbA_xp`M0iKxGm}WbP0}qY;bB zd+tLqeQUq#(mp>?L1aBN zRCO!d%~Hm_0fZUY&H_^}F9rkg$7*W>NV(O~-Xq+vhfSB`A8%QQ3AfHmjpOD)PCx18 zCg?1~gA*XkO9_p@bCNjrln?;X`Pb)Aj)`xg-E+vdtfZh9_BCahV=AY4&K%d6GFT9x z3xccIHkpt5@S5bBaKb~fJrrh#i3a+Ol@^nbMG+Djg3$ABaFD!K7ZqWRj+cG700Ut{ z(66T1?`uZiP;1(ZE4bmnh8(SJCM^0ps`T-PoPI_2 zYoq z+h8RxM-ulCn}5++21=-n6(TJS9lsf2XO9tWY&2(ay;XU|pkT^s8Xr5;x4oh_USUh# zsQuwOm{)qwtUK}$SAfM6+u*n(VcqPJgY_1j1-^)^EMq?-Rx9Pl_<&Z9!lesyG1`eH z`cWv(!r1vPG|iY?Gc{s5ay!;@anSQdaU?Xg4`{-Mh<`7PZD(X)Zoqi+|Ko7%xk=8MO zg_cP*gKlo}Ra6~Q6~Bcdf5G)~zp<<9(dOodkw8zqkDNKyT?JbCs!$z-$JY3EMXs4T z`3BGoFSmsR^+wCq0yQS8_`%yWv*;wjs1XOu3*H2@n7VaJ47Re!LLPoH@^q=8)Nj%v zG#^I0-urc9Aw1yI z$KGBhj`rg4V_vnXQ7A;DwLeR~oGQqE0$+{#Sv*&WZ~FwYWX=#B zQoW}r&+^hO2S~i`zd-rw&@iB1#{~U;AdIaImgL<7GpKoZGNc+&YTzS(FGh;>OB%2Y ztzV`j^&QmIqY}PbbC_s&5-)8qs~07~@eH@mom3O~E+!dt?CMF{>#&%sy)tFCzXqX-2|6chUoF z9Gv#RFK_GRd?_MfZP$$NuM4_xKlSzY3g_hLnbolk-K9@3{A{s6b|@yw;zddEg&~VA ze0wAaug%EhOUMdScw;Li%QKS6+%_@qO&-u!N&c3a!MX3u!?W(!^G%c^5nN9rDOnAt z(E~RxtYtb;6QUi}va%-`+B-Kk`tHzII--$&yLS%f<;o%D#64z~^0o=5x2W7ls;c(E zv8wbr^D$?zpV(rHMqn8?@eT=LW{xR6g|!U={XvaS-5;+zt8fG|q$6NH!}Zd%M_XhE zu3bxkreq|{45RV3-m%*XITvpPS-DxjR4QL^66Kzpy;K_LnBWnnHfZdnZY!Q(XE5Nq zK9YRLm(+0~mO>F1(`R6C_`1j}_~g)l*H&%d#W*WbaY~N_wmn*9!>+t~Mq7O|F?P<#9_G*^jXy8Q3x>`y*gKH*d*1z4PW9v9BVRv{E1HH@{6!AL`X| zH-&bQxq{0?Vb@Vv(ZaFSog7S0QoOj;37Z!WO-TvN*(yvMVqC@$M(wvEpORj%gKVO{ zf;R7?_pL5+fkt~7e1&IPGGg)=_0v5bYP}7>@a!3@(aR0dujz?6!Qjt6klfR%$$b-& z&scA$s>QS9!kjWL_N7gl@-0HU93kOW`=jkGhc$&zE!|*g+`jREZ}yST#%=Bf9TRfC zbuHNydrX+*P*ir=CC;9iKiU-~1tX5?NGD5&c*T%l&|9-1M3}>LOr`nS7e?1}QLNKt z9tqT6qh#8rADT*4>##afk#yd}gA>}-jR8ZZrotx~gPqz$$@z6K0pyN)PPrKIc~X-K zX_c)o2-^K~M{gpZVeMjnQB7>gLk)S?tw?iuu^f^YNmOV0DQ!xw!j#p>9d_BrXuB6&%PabZ$FP+*gfdb zPkb=C!BU?D&!ktQ$6LgyIaADKkw0v6pS<2eMS?z8gVCNKSBrpiOrlxE6%K8QLR+Y7SMF`ho$m(Ra-k+ znWH6+0p#@yrZLkNnJSwcvxcuH9g~$^PrL7Q!J9d5mCRvRN`w|{#cqp`r!SbqB{~$3 ze|R@H-m=T5KB->fc2>{!e)+={;~x+C;DLR}9|@Gv>lzIi85k%?0KT$%^N`QnK;Kx0 z(b!z)l>sw@ow1>zv@|eR8iv=1oQeiaPDTAIPyqWBz%kGt#~|k^D5=39Y9KE4kGLSp z-{~N6DX6J_PWPi6z z0s;KE-M?WEc@?}y*=gCjp!@yk~NWCHp_KR`cyt6N{^PcGf~Ot(G|M3w-1 zexJYfzy7d2Anr{$KNC2$KIz8ej|Yy>9Xb^0{pj{+18O<*)qz>fc}c`^|?R+_>qhL3r_}FLJ|@AHEKR zEk9TUaOH+ikmEo4X+IbZN&AC2pxd$Vn|Kfw{Rlt!_LE`1`1H5@AMM;N$A8P~2h0D; z|JG0btA7w%`QL4SzgPl!es<%}{NTfnF>A>F&)+{e1$icLs~% zk7r4@9D>*z5dVgCe~zX6E&s3l0o}N5%Wm}Uum1htw!feKGk`I_ne&rB0EZy#g0xY; z$FXnQ@*jNp#i2iate?ISB)?zmgX9B=^T!;6Te;uF`CI;9`Tx`#h(GY7ZTqW#|2OUL zCyQ>G0&M@m5s04Ljt%|e+)w}J4?VhR?}6Wtai?GVH|-t}7s%t!GQ9EYf8L8f<@{qD_^firc_V?S)0hZkMyMD3gCl7$%zx}8m`~OJy z(;j|}NkJF~1d3mN(Leisw?5L1uH2@DZ2y*j!}A+i-?Rn4+}T#9@Q-j?9||B3AW%^JD1!nx{@YIm>H^6Z$Op0o0r`^O z23p858ZhKqDS=-}_)KaK=d2Z~!Z0P-gzrv#G%frJd$f&fO518D&UQBcwY_Dc_@qM`$sKo16y156>K1(T6M z(g6J-2&*7A4zP-fiV{psNe1e>zbo4iMfv^fhMGGbc>T?r-d`SV8+@z%h0cC-JI+1~?C`f_2fPgZ9YXIs* z0o0Fznh{J+&jw!_{2xGeq<}9%0wM>K0Bj-y0rvx74unZmR19Ehz~-r_7y%!H z0Zc&-*f}Y{4}eP`3V=}%UIBJZ3HU@*loS9n0A7Gd!BphLU`jG#fEy4#kpVsv1(*zo zM@B;rCZ=TqlK}xl3*-g(P9WeI>CZqy!vH1$$|9y_022eeAqMg%0ooiA2%iA%kyDWa z^#aPc;S%8gkOO`f5Qh@tgV8~l#{ec{U<8u^Od?|d_yh!U+8b|o z;y2yu&utqC(XYSy_fvoVu)+T=_V=3~ko$bg5XknA{ad~G$*pfNwz!u!4q`5ljmN z$d(#l6eWa3AV^;h;1Mn0_s}r|Tmg6m@l^q)QIP*&1~tGB8lVqH1Ng3x04a+EU>^Y) z1sI2z0*nm=Tv8e^KEOGAaz-#d6%&|%iW!VY%?c)k zRyQ^TVP84$vlH*?IoO6&ROO|BIIZLvA@9w9necl4lr)MO4P0A9N z)ck>8_vuChr_sQRw+dB-!rECI+t{%3=B8D*cC%F3+_B2Wx|P=Lwc_d>aIMWY3|@`G z-NeBv$cUA4$x|5|EKf+!MVdfvq>l)13mixJ&qckT^kWrqM9GW;z7+bP`sQ-~3vH3w z;l>(&i@v$~viE`XuIV@ZBFAgg9w8t7J6@Merv9b=KEN;X#knr%2*SPaY&c)8Ki6Jw z(f-1ns^lAVJC*Sui{;y2dSmIOB_CDM9ZNq`g@06?`!Mcl|KcRr;4&FJhVv5qszg~O zxR&I*65OUFy$@WcJh2`bZi5xTmBPdpE3MvZ6Wb5is@mPQuK9p%>ON*$4;-=Gx1O{; zcbv7|A2?&XIN!Q(#MZYTwCO!}T6xQYjjV0h&69g5ASS0oYNPO@0=#Jy&Qu&jFJ2t8a$(G>V`Uo$d&YSuVUswN zc+(JhS5%7N+8CUR_s}~p_rLeh_zT!D&~51ZFS!$gOMa_@CspZ&B$El-!K0x2X3UmKtfLjd7}mkY(KSyZGl5CfX>>U= zjP)t$vC)&0q>uLXGs+u9Upvij`faz&*o45(Dt8x*5*$?XA5VZxBjUgbNz?bI{F=}KmIk__t58U*FB%G z?RR{{w%+$U*q960-;9lZE6J8+;aW@to@6$yW`L(G7xKIqi~A?+(NiifGdeFjk2~j zD$GHjTm+ZKz@^d@Z475BPs5+arOUw%0PK<+J<2-QD017_+I`^B0h^wCz&6aEvK@DP z)aD-i5_s}G>z;VQ=Fhxh^XGqM^A~>U$KHisgF(Ns?z!Js`|PhszqaNX(&=AW>&!2$ zedZU|J@Yf`o&A~3lNQdsWStY=x4n;k+_v6z27Eeft6TS56@684b;E|sTW#g=YFlx0 z*@kZhTZe|NG&+RtX&8PuY!fpaXNu^&z^&!}_Z}L5IoW~!n&gK?_KupvV;aoi15O?8 z3BQytVvYJxe8%N7?^EE9>%b$=^}n3ewGhJ+fVL z-ICU^;7`aoBVdwjhenZuM)Z4J39f`}SLJ+sQtR{R&ZpO-L)vEJn;SN>`&M+-kJ+|c zFWR2_K7}0i9XQVm;0iqG!tbqr=}*?b_$TX}{~Z|g8*82Yt*7SM-&y1A@3YiA_d9En zzkUAq);<4Q>z(^GSoSM8)vw@FKehVt@7UhMU$Pw!eA2eu@r+M?shyVl-(Xzj+d_Tkh8lknJA6!J=lcG_ zi+~?ty)EL6V@YV6Ob&}!6!>L&c5(Z;tpMdG9a7+6gFMUi=kYnUVQ7EZ^c2Uy7w||v z9TnPpTzl0qZL{IA85@ERj$rROhHP4$z#e@H`7Yt~a{n95 z_u1SZ#^#MQ{(KJd_X}%o`t7nA{XfaE!r=j)fFtlecZTU)kv_d(m#yw7$XJZiIdKV!{DK5Lz)zGMB#B=Ez;6O|{NJ73ZmN-5%3z%h-j zR9?g_<>OlFV~enAx&Am0sLd9)zvhVvWUxtm$ENWin+B7nW>#ZExyHu9rt%cNB5n(b zPe^%{tt_*~Rz;^=-GFVtCbvJD+I5GmYd>aN=1wf+VtHFVk=D?i2VAS5@q?5l4=ltGx;#XEX`3rC>=$Sfa ze}O!QzUlNY;7xEXQs?xqsqdHQ&C#8od%^lAz6U;i$@bp&5!-g~gspAdZ<9L?T6uk) z^}*ffz_#!X*n=*ztz7PZKE`~`r@v@iDcwlpFO$Le*1TJWDLN;)emn6Y|E>2AIOBZE zu_tgVJ*$-PCgG3rrR(YFV~_HZK1z9)>woL^mtXzl6n?BT_=-(W*%WCKxojMcRKk{8 zJZTg>8U~L>s@OzMZn5&}T{gLX)}}W#ZS9^rY~#Wi+kWTAZP$IDv$;pVZp|Y<0xw>) zKDg0Gm#x%>E49E3>8@MwnkM?|_UWI8boQ6l0<)SNYv9r>c(m`tFKo}TS8dPnpWD9U zuiD-duX6oWYk)%?%AE&$7B2o096~>S0zLWh-&*(7Z*3kq@4!XUp zD{sn^a41`&i&*1j1-=!^(s|@f=}4aC`V(gV!6g)xeY5 zDRCg_jkK-?Cc$yKto!$*XF3g^k$i{Vx_ch(bCI<;u&IsysYPnSs~YIS8?4FIUGEfd zs||K_r8mchU|#kF;zuWcXA38O2R}k5PMzXVTDR+iOWpG?kRQ1Y-FWTEFWK(wvQPD&S49 z6;R$h-YhQ1`;wl|^{J$v8{m}s+v4YLtorqC_=6BXq$Im#bVZ7L6jJC%YRj_hx@FHz z@;wY`Guc7Pk8EPH0#9O1Z9K#f87^Q4J%V0)q=F6!U$)9dDadt zpWdb4fFsxlT=*S&aV6=Yeg{UO=T>43t_^N=;76YS9N0vf2bUJmN$o$$`rb*Nr@l74 zs&yJZb`E{hg`a^cXZkk!rtzM> zJJ%APcv<-}^n6N`p*;x_t}V`cxA-tB z$aG3wFsB1YYRhiP({IDkuZ41jd7%uIqcTW3Qf?PM)kPoPq0aWH$gALJZUZIR@qFNF ztuwENHN4|5+T4+!*zA)(wmtWM)pj2^Z`;s~uSZWdwWWjI_)cupXY6L$=Vs!xtiY~d z1pBNJ+A72(p#3W7-Nx3kj=7rlm(6^@B*!IiUOt5K+Y#=UNMqPi6v4FucAY9`gl{&C zy_f95gjGI9mivDg_wV%hk8?zrUm~xG_@VhF>3=dziCE(}<=;qnlkiAb6Y)z&?ho<_ z!-Brj*Ymh9eNvjEZs_{OlN5UmTfs5>RZG}vm*mH)_F=rp7k7MOHHo-MjI}DU0m_Qu zsQH?4Qp6^*I!VIrxmX?bv9eP30OQ0IS-acHI}X@P>tWk`=$!3-;8Qk-KD&A1Iq>Bb zu!QmMI3j(v@Bmx_AB0bm!yKoCMZy%9#d6ocjbN`dxF(&ro^e|y@`vZ)U@AA_TFRsH z2KnAb{m7lo2fku+w|~TT>_6>mcT+p}qkGzIL#v3l0=C?QefY`>m<^W5=eNMRr0}R* zTt_0Vo#PVRQ+$b37FUXxBwSM574awMM&Og?1KH0HgGnPK*^1@o&q2RdA71YNfsg!q z$N%DWf3@>sd`kN*IgVsl6!K+w#WVh`ghyGD%o~1(W8_#VZz_vEGvI4CUj4F*EZ|=u zo5(S2i-f`B`2H(ql9I=l6h@P84BKr___mgj`6`T&0(19@(Sp4XezbxZZ(5%!t=nx= zJLYXYYyMit+I!DOt@+rOtbO$R$ZRjdaafag{6Nma{xNWwfJbk_72#A4qjW#uOu(Hc zc;?rXCt=Z&{8^cfPXoMiT=M^+Ygbo)>(tMzbNENrL|JB!P!j+UaeAD2Q z63>-C{_nIFm&(r{{XFunbp1xIUw$N`W8jHm+A@!q@Bt~qiNuQ(lSI1z3VpxCyj;Tn zR-8&P+oX@G2-Ao`d(+6Yy|1{zhNpH~bz{fY?7P#p&Oc@Q7^Cfn<=g))n};LKGlu8E zfj+j6owL{=o&5_K^Jk9OLgp|d&y{q2F@6MjPFRyt+wmyiO3Lf^z%==yqz=QPM0Be?9mwqwc5AvJxz8C5j7GZ-k z&KiDYEiwjc`^aHM@gum9eCNlB0WglvW1JX{i%E#N1+|KyA4mRa-1F1v>vWE(u{p8Xp-p1&i<{gvN;a5*l+ zj|_9P4mZFhx7CjK0^gF17WmX6T#0$Yy#WtOi;$VHCG3&65G%DPCOTm1 zh(S_aJ!jK9?zgq=Gq&~M)3)!fPg?uYui5;OAJ_r#=pgG_^Q>|8PJu71d9_Z$lTPCs z0w#4Y{2%LH{4dVMoq~Mke1|da*nuuQ@Slhu&Wqx?WHn(4#{pl8y78PG7oJbpl#Y5f z@-07x>jAI0eg*XlD{J6t9h>sbBxUqHf|{9GW6lJALQ6@18X zCs!VM0~YDpjbFdyfeLsuUfsmJyus(_3D<4Q4xofybrih_YfAWp4Z))nqpiFOzmW|s zTfgm~ZK*$MyKnoL%|47h!8hSYgleizzWuV-bW0j_cI<=fLq0N`)qpK zEw;J-i0xiDWwks16JHJR=%nI~yo{Y9cGSck*^ezzUpRt4ZT%RwNJsDwc?vu1BiJOJ z_!Bk&f5A2g&UEpw;L;xg=W)D9STvBanv3Ku@tKHS%D)7o0`KB};zMt`uV?k#pnS)> z46jm|gZuxie&94l`@_*UEOW@Om*TE+2qmE+(MLX3W__Xc5 z1Nj3=p?Z@k>Lv1K*@h6#1sy;W8=(|6ZC7vr<)>8 z(uXI|edqP1>buMRAAER6$A7?xAPeg}$8V@N#J1Or_5uW1Q0jj+F2x<2T@r{N$Wl={%N^xKTcPjEXI13+~rAgIs#%FSN-U*rmUL4d`EppDDXd*6z@^HHe!z`|zi1=e-}Y&9@$B z?d~?4+F8eTd@uVZY_p-M4cI=xq0o&Fq1Tp=u=ePiV1E|*{7j?gn?~O^iQU1ZVvu7) zu-yNHY?EZ2cXIrvIsz{W{3VYOjw6mggL~OC8Se@B66C*-FUW43lgIzRml5m+e4mtv zX<1oI>InE1%3Av0vS+T7`m4yaQ|Oqc(VT#Ewz^wsUZ( zIecj6PW;mSXoWA5yBt$=9=T4y9LBu=4*Vr>9brf0GfVCzTncj90BZ&uDd7;$Cw%fU zuCD$z7~H+|D^hq@m08EHrFI;AI)S`;@(ui2{t9;lqu_;I+MtQ8ME&^pk!y*m^5`dR z#|MtFc86>SK8^3{T5;1pY@fE;3b@k>@M&1K<9w$w`!)n@0+S|7aN99tZ^h3HaeURs zuebhpU5-ESAmc3)LjHNYCjn}{j0=g9M0o%=V7_rv!CV}&2^gM@L5uD=KB zm+j;@sR||)h(9tc9c*D0^YkWcZ)!HR`*viGqr^e_sI{N`8u7B9WsJRoeKav3@e`># zzPy6Z$V>Re;@5VX*dcJI2J)QjCOhIymwxAdB3=33GLGxuR}Jp4_t?ued+ZgDJK}r@ zdt7O3@GrKc$sr&Ua~oC z-s_KjlDNQ^Z8tG9w;p^F-|m-(ir|e72@el3YVtD zmx3Iz-2a2@R0=)Pc8dFj#RO)nINY2sy$ZSykKi;#P>gV-Wrd5&f{nwy7&vb z_37W^YyW5KF}@V*Xjbt5ab3rg_}i~9&ZB&u$8n4Eh*5** z$RDxxy-HFe=i9mb+$J>izHtVYa8#U4qx zlCAwCr#b&|?1?y(UsrQEF7hE^75Sut&dSkmJ)7jcm?z^(5s$)JUgT0<7iBtc`WNem zH#Sco#}Z#oc-xVGG0%6=HFdylCB?C8O7DamR|Au3VC5|BF-yL>`}_UeW0fz+uHeM8 z);aPmk3qHl_RF@u^CaBq4jWz9u$9Dnx|ubKm2jsK=2zK$m$3y;bM$ime>ca!_zO4# zehjc9)(;Npp37(vXVN!v%u3i3pC8-{xTW$k>`^(wG4Uzo_Y^SgMy|hzk3?bP9xLx+ zKeqba#6miXJn>;T(wD7&*f0f*cUfU*aA?0`|u ze-icxZ*sVlxRJ`suuo+u&z08CGfiSXDJed$`vmJfFW?7E9H%zCNO252-U@A0^F+)9 z{(A##ub(F-FdV9ft?2?b@C#>tk6k?c3ww+D!(YL#2KES0Lzy9&{TWw9}4%>X^G240HMceoAC#-=lMdyh2U1J_6E>Z6| zvHefrFLGQu6S#|Pk|eVrgS62#IW8f)v`L+K)Vcp=oOh6Ex*qeNBRrzZJ^&q(VhFT# z6z7T9r>HIjq z+VMZY8QOXg_6v(59%-(~zDGD;^jx}^!#3w$882GQ{jzd}Rq0tB->LfHe6pjKkG|G| zL%eb3Kx}!7q%r&q+z(1|dUywqqkzw>{6or~%J?J5H-vJy?>2V&@A6xhUngmV>!Unh zz(#KjJDJLA;dN; z1aio6{MgWSH;Mh&Vyv~#q8m9!d?Lnm=L}fGT;Ju`_H+Fvxi6fK!XuK7q#k2gSS9Y& zL9P*gIL;(lO*|xFijEOa23VAI+VQ!VSN8|_lyHfouuXY%B()PSTB@76!us2KKR9HY zIO4JqXo0ihMh$fPb=D|_N3~NgfjiQpA@8}*vgBH=1<(fIQtQlrbN~M!|Nb{?cyG|Y z=%o}tlXjkG{}t)@L5v5RaGpRL6@nb!L|$YdSxCh#8o{#pBO5@%NNky^w>Qv4&|lTAm- zaE?uI0F8OZe|Ge7&-Hke?j@|*i$@8MbWfNOu*u~pIEQ0M!ib0`1H9oG=OlVA;Sm2p zW#sY4%ME$FJbowJZ+!5`5lM%qn*5duv>a3$*P{?D zroYfvN{UZFJcvp5Tc2XDmZ_-%=Og&CjDS!06S0n0WR4n@zfpz#&(T-OcUv**gf)&y z#2!_AtpdJBim9SFPeWta{S!-SnEgi!_$QU7C~KOvK=w-xdf)4F{3Q&@WU7B*{Ad0o z!Wi+D9M%L(S&DTDtAzW)oro_veDeRHvXuOK4*Qn;emCkbEB@CsaV%D8?=-N97;I(5 z3c)v|P{O{N__KuqIw1B4D&q6+u}D}euCm{2g}oIg*(+$8c9~|roRFV7_D2QqXoxkN zn>l|!^Wsf#q@fLat+ex?O*J2}O}Abk9xVH@J@yS^k35S_HgU3rCyI+EEYi8gmt?VY zUE|pAhhs;yMC$ zCEfMndwTZ&xB6X{MQ_(;&#AVK;8a`sJK?o-bF2@v;aY9t2DcTr>co$Tr}qQ)Y++A? z(&xo%v0^MOa><3l9ouyJBRIQD4YtX1&owH|xD zp#A>9o-r^;@#lm|j!TS@0{m%&c~G(FhS{5Hq*8EPDo+wqf*7S$_9#try~b1G2-nN_ z%lJ`-5d%EAHtdRjE=eUgjW&220TdINBEP=o7JCiX>fE7rTkuAd?v%Mcc^}q z4>rkWu7n&{k#8D(MyW(h!!gZk_-hvNpBj@7KX%w<<}1Zv8)wd%WX_r)CeIXeWSJO~ zqr~`GF$za25|50zaCr50tH6;~)$g%Q2hbs*)1G_iOT^>&E^#@Yqkp3#LSN)^4dY(= z=|%XY-(1%<=TAC!>`M3*j*b_Sjli1$4++1M{(5kHGhT=&`gKd{!5U$y!@AG1BT zoU+ZVqt5I;WMzDXhM3z{V2`%4NSw?u?Zr6?F3AqF3P!=v;Y?$0vqqmG?(t}m{e+p% zf}BR5q+ga5?}_$6pQ){^jw{dj>2{auw~6ai9Sg z3K*?>De2x)EDGGpWl7rH?YhY?tQ+XUc#b+l?38f+&espt=-axS&i_HK5B3+5+4P_J ze;mgozeW9k>k631D)8(oe7y?asu0_@NbGH`&kV6nGd#^c+HMzl$ToJLu$}m1)gNU4 zqbI+G9{V}cOV&ew(Zeosz>%1vC8s$D3g^;k3$q-X9HZiSx|T43dx^^gnJkAJy5~CX zfLX$>VB;Oe-azLKu25d!G~qnRT@l9|qvCmvCk^Dg^dFSxda0lHjru9aCy)6e&J@-I zJjSs0wmStj!J9hl!`V53TzBGmaOpW>KmEvh$G&ZyC%$NV@BOfCIdH;eX79B!K0_lj zJ8dQLRECi6N08+;r&UN*WVQ;i{i^y+EUhB`k40hwYTons$;5Ti-pBG6o|s-mTI*?i zM!v+vlE8PbJkGp{-CNkBYA_bV7`&dw-_?!(MVKR;a_mW%lYWCoIbNf-3Hcb$@wzyf z^zUJx%7kCSfzYOIBM@;dJR9=7)AhT)n*UhUyGftz@z>bTmH2Dg(^WB$GW=nFQru^c zsS19L!oNq+B@KaT!(h`W{bp?4Hmh!J5S#5b+YBDXvAi7yj#{NuI*{rEa$_VMip=oh=O$6Rag zA1>KVD~RViGJ?F%9_HwqW|-e57#HKzKB)tRQ~8SEk8_?`Dxc zqqv7d+PfAT;G2kLIJ}m9I5zLGY5dbS_8zj`x1R-%K52bovmIc5J%ld%7S_KG5+`T@ znW0bWqF?POP8;iHjz7+o7}Jag$EKuDay$S>baYG-XCes${3v-t=fVr}!D|-T6Y2LN zybz9%GEO6or03(2^OQefm9M{h8Pwqz6zXwq|xnq;sHPi3K zd4N3;I_!@~2PYGA9;JP%fB-xlo;bNa{DKKu>h7yqYi?w_=&U3U>L6T8gv zCR>SJ!7wrCq)!@07a%{o3Ff+SxVC(@CF4ziOOwJTQWgDVMX~45CrGDWDzUFS@qfqA zv5&DQV6iM+L)7zLhvP5FSXVy&12!dG@p2f$0b?RY#ovkB_*z|d4gAu19;Xu4xJ($! zaO_gK0q>UPf2Zn~+*V<(sv@UVz@;*=YD<-2{>MuGGih=dnZ5ufu{H}X712M9GGEDd zW#t$;1md|3t=nUz-94Lb-ep^EIcl~0KW5!0zizj%*T}8d^xcM>aOmP+Y(M^4{d2FO zLy~`lVzDVnUI-Wyuqd1h7c!pYI5pr%LH{(+H@OZRtVrC(*UEUtd6IBS=Z-_+T81?) zi$(5}VOPMLrTGWCCE-sfCtY){bv@TFoMkVmpu?99l(324`YsWlWEa-K@27K$#M-D* zSGHu#9W`vFYWN5>qyO*%KE!?Orn>A8T6^%zw(FJ;+Q!ylo7r)jRoB>6_y9yquTi;hvvItV$TE|D^mOUpPEmghX$CGuqEMH%YWzNcpbs`oS6SNF1;Y28qXdB1TFZdAo(&Eq>cM1;;%F*Cn-)$LsQizKl(R{14qn z`gb-D&h_C^{iE1_V4Jz`?oZkF{b$*)sHt6_`AySFWd>Z5imKg`w^~$ zxHF9H#EG0!DlcQ*+bTR4uqa#)Shw`LxKesX94g&^XX|(SHDah1SwqtvNs3uf!B4yl zzb>->(J1S&D<(=L;*LyVGq8H6l{dC+a@(!8de6P+w2#~Fdp~A1^a^$CTbfV(5M8Kj zUWkK4AMT$azQ)vNse>85oS2|()glG#}J)Ij7j_`e?5PmJtJI8&n4UnzZc7Q*a@XFRmXK&zc4n$ zo>QB}_r^w5a-HnRg-7kvvT6DgF;j@wtC)J8;JuQ?;YV%Z5}c_ayD4nXnv(a3C(|XC zOrMwyJ$#Cq#5dO7G+S;tZmU}NTV?lxjVh+f^mF zX3x5D`sFyfsBy-KZ0LkhBVg6AcoaBxy^g;DE?mj@7d|L|c*fsd=Xra_?0(`sA%Dh| z;;< zozq%0{u1)ny6`H#Sudm4c$vO0zb?ju>oWrWB%BJzz>P9}M}}kZdc>W?VT42Zb753i zb4z0`;S|qv&*d`4V?O?E;6H(PB`ze)3-}kW$9fa)g+jFW1Y1I9yMjJkKEU%yguK!N4)hW zTzb!gpSG=cK5gp`9!K`S$4Xn8?De;uezwt8jITy#S;6)V8#rtX3g|n_$a>@G$S1Jx z*51k$=E*VHG_j61Oun>#U4G2v&jWwZxQugsPHwr@jwm(`{lv3EKjup^wtH!hW`K;syG~57}Q7 z+3tz2*$#A(n+`l_)Ac)Sd}q%J>-VybvVpkClkDLRS1&|t!e(w9+wO^Ja0xD7!e(<6 zeS_jb`99pq(@qeC$xlwTO;HcpN)!YopT57ejeAWT|< zQ;s#d7UhWZ^v#hPHTNCOW%c94sBxg$+xjB z96RxSe6`U%ec*zvpFeC>W-s-tggil5^hwS*>0n&_gQg$*Q(p^u+{Y^&<9+`X6`fCXnzZt?RjjD zSPPc#6l?z)_YL%-H8_3)j^CuuD%OwpWq6dw*+4JaQrshCy(WFKMQRdTv59Yci?tk$ z3&$bHn>;s)*EMb;PKEU$U1vN9R~#dx=LtCB943|*#(~B{xF`Hb{Ahqv!mWs9v8;qi z*^%cH4h0!U!!Q0R&U=M(9d<=U6_fdf>jbYPUM4pom-57d@Fb)|*N%pu-#-H;O zjq@uR|4|-wJmI;(jY1ic--4g+09O)+53GbUhs%`}9BGjr!qB zrPb`kwr;DH@bRy*_u)=en5%LSCbY1u{z%D%#c$D9ZxHY&RaVlbuH4NE#dY#?-k-U~1lhLx4~8pLtS`yAdt6967+_0NIx`}ldd^8ys1@ug#Bw&Z*VXvDit+DuNIVxfl8(8Q zws11nOwR5ruyA?1bf;7-+f|B z-PXPo*eUgJ0FMOgw6Ei);F5l~h>b7qp*}C2X-Bw3oJ3#qiMTV6*MvLtZDCQwpn*+OxbD~?To4{4j+Aj6 zVNDJ*#E+a8@hsOf>`K@ZF=cR%{0Yk<1`Y1z%GUGOas6%=AS`lhQj99$llT+uo{qGg z@TcvVBwSKr?LxQ&Z|b2BpJ%?>&$`F_C2aXGfiG~Q4!G15E@_>Pz5NsqN->MYf4lU7 zdHPR}zEo%bIGcygzGMfEe%HDWeaiOHC%3f3oeo%aV~sf!UBmPy z?CIF^ju^}#z8CVG#)ZZqJWBpjiUFng1@h-qY@RV}q2%Y8d_c<@D=FrfV?)BPV4D+s zIkZlm#%4H5&+hg$&JDu(zhnGoJkRko;iPc$EpS75c-O#{821r_!f!njWj5u}J;$Di zziOk1*}|!WX9jF_8)o`c`IrZJ+U@(HK>cf=R{7S3=j z!y3nvfJ1sl*LBQz&71P)o~1mG=NO;!GPANHZ}Q)v+=PwSbN!+H)t+i!-YeJsi{9Vg zTkWdvtTxl!fu2a*D#h3nuIU_kFYJ${xq&``Y$w|$9sN1v-j0&bQ9Q%k)^)iK?sfT( z#Bmp&V*hqxjyI2d&-Oj^dE0i!huEv@m`%wqcq@K)>s#0sY$xV8dkhl)WEeZABK^L~ zUI-J!K$%oxtW>yH#uloG-9b??3$Q~FCRMeUu>64W4=%G8Rf(iHb*{@|Olgg}z*=yTvEN_Mv6rf@Cn>!9byz*8V18w z(3UH}q!E0u75iQGXA^v*Db`RY@xvX*R!x3J)rn2Siri-vY_zM}?`BW7M{V80GpyJC z(EFN?TgMrV&B0jpv90myeKB13HTwM6&5d=(3G#=&oA5w*#I;l|_XqhxUtg}D_IZ!B zzxq*EwoUMI;Z&EkzaFw+_wrw?rzCwjT&;V478bkpuG{V}%2;~g(9`f%mV7p%+mQ6u+AEP?rgM@EwX>zkw+0$ZX=N;_-eAu=f zV!yC^K4Ei@elx7^<}hY}7jc{2)d_Lh-x)zR+f26#r zET6v<#)ac@{e$+n-rHYteGd*5Vj+uviMPqFKyfscq=T1E65YV@A6w%voc`g@*}nUT z`Gjre7HpqZ&9ayIHheUR6<=TtX9OS45yo>tvKvY9d?%6XCXpj1*}p}5sg}SX?N>O$ zzEh*vNsSg6H(-r;Q1FG3{3ebdz9g;`Fv)QVTobRT`1lPn(bbNB;X%NLC}XAH2}^`i ziOX;=;fF9RVM;hg-jmA{Y$#Q3${Xatpzn_7${*{>+X9F`PU7D&K}^SSbUup5<~EMP zB`~_^F_5%BJn|VbT9tMk2cr~|+yAd~K4C5Gi~Z{eShQkzgoI7nsNx|Jdvf(2n`AGG zwY3NNj%VD@yDq)rQDS?YA`T(z{fozXuHPq|$c~Zs3Zm>dZ&JjUi^Fb-F?IQPkq^%4}Hvb-g20|z3#FZVp)uDty^Kub{j@_I!p`# z>0TA1sUrOb^29iprI-a8i=*;m0h2}w*gxlY0C<}`eR^HLB5Fv#qtBs6rUFCR;(jd%pCOr|G24C7q_KUB;oknTj zn}+|>k zEMQB}cYPCmN!WzFc#SkiOn2{3(s|+UGJpPOtP5*D!ROJ93#0JKeDveC`_2ot?ch=H z=|T1&JVd{5vM1qAVuNiY_65Gd#HK4CduX1Qo}{c81oEr%g#9?Oo??y_rH2~BSDo_` zKJ1D~HbHF63H-6fXBc~m56pR0G7NYS)|v)m{z}Jx!lK2#Z3!>l8h^B|l{k_=@3DR3!0m+JH9{W)FBVN}dhC06J(KKe7OHt_CiJq}h$Z3xFKy6-gdEJx|Y z%d~6N<-UMT6U5_InxuUcLrLvDQl9Z|F|t~|Y=@A;pRgTwe#mN%eFgud=deHGyAqFL zUcTSLBH5V4agcEnu*lEpCyAqY9-o)v_>rvU&*$gsz-8PfI+hupPuP@>dNz(dKZfhe z^~X8jJ=FfPuUx<$VZU&R^B(;{xKwlA1Yg4bMEpr}qA;unHZ9;Uupd9BgBM@2{b#YO z!zQ!!_*ZO>SQfiK@QiKQf816h8;ox|$bNTq_Hf>2E7{{<-c^ zPsCNhKC`SCh{QrH5wlKl$g0(XO`s>4#8-3*-PIJhG_?v`^7yP^lG{�lr=q#xYQ{)GH_jCs?#n*N8%5toWs6Z~%jHihyN{;4fU${Xtt z=1#zYro?~5g}|u^WH!Z-R2*CB)?D{5xtDWavjcyE%>}wA>Fgx)Ap=&hjh)=wvQ>NU zv`ziPwu5i9_n|LX;|Q^|Prb;x2{w*kNmq7{a22hUY2S>cye09YY@IxZF>hMe;-2IP z=TZ@C(i)wxOq?n00g_>xcvr+Yp9^F8exLuhTz}$AIUH9zdrIpFDbMxY{*vS7(H|-G z(QkK2vTsr!sw;+y+n~r^H?I96>ou@(l22ZXy;?da6_5F+$N(>ROy4$fn&%$;0{rR2 zwt4XyFmEx)3=k+_*N?5jdtU*gpl8DrAhPNFNHLRT*QnLt-Qfv#Noa>pco zPoYEC{plIX3APG~12}{=29MiZS zkIJ9N%yc~*^{na(SS4MP;vJ7WUyS-Wc;W=>3xO-5Z{yx5Yih&j<%Z*N6l@yR8Xjv3 zW7Atb-qtGk>!$W2#L~WCwMRZ{E$~SCqYilF*ua<%YqoG6bV|M-62}ljTO3Ask;cM6 zu1LON0XN7eJ%F%8`E^{9lt0gz7T?#idTvm@k2m4ea{ceQ_LptAe42Wv*)NcJvJ-99 zG$%IEe>c#7*GV-cx7|gy^LPc?$DMsUNwRP2(I@9w*PCa*JjJ(YKlx4eYWWoLd@r)j z^SDjn*HYThByQLa)~z?Oj=dV)tL(?ojS!oD5)L#8=1el~rqGK_;UlbAnv>Ytj87<@ z0Wn+QP8IABd|y0pNqZoav=4gZBWavp$@teZ&as@Y2wM`447kjj@h9X7IHGg-O2Q!i zi}d!+vvlrQlXw@$+<$e>lzUEfr~8VjRkG<-w9RVT3eKoKlw^B9 zL_WoSct6;5GrVa9JZT8q*V5V@Hq9Os>yg*C-EtN`w*O^KVny~&;Zuv9t+x}u|6 zIos4_KhAx(VJFk{IASZtHxM^tH5i56lGc*Y)lRUF;?ydVu+bab4F7_}6Cf@}vKImRS@leksHvnBVkXENO5 zdEpSam2fX$8_z2bc1EMcn|SZ{BM+`b-X$LUYV40z^WNan7`QYHHm~5n-XuFEVvh{3 z+Gxdf+pMx>FR_pg+17)nY|p))v>I_onun3u#A!A6;Dgl07No(qReVU{QjPsb8rV#B zh!@`{9?rb$zws;Jdpf3oHA(lAaUz$`0>2qxROCBL?j>9ba@qjv1{^8j5YH!k@-mj| ze=oMbVh_}gu_y3R_5&6^;s2|+a_W!ri)mjV)-wK19^(}3X`KEe`f&WjiB;k8DmYgh zou=Z|;nU={=h$cNM^|+KKk)-+Ua$rBx$ClD%f5R*h;ID2t!dn6<2x3Jse(=bMQkrIOgH@}YLshlc9eO5V((v$2HZ*iI>)q0cgG=bW$5*XkoU#vs*2Wp1 z8sk?w{+*vVhJIAE>dn^c-itnec735L;TG?|~(AQPnmh~oVPj5nhv|`m}D{S6t6MN@vZR<|kw*Mj4 z{Lguecgfc+u%@X!pNTawD-0q|ynICDGosi>9e7h0IljkUg?;R3`|JnS!(L5$UHE(q zJ_KBe{Dj{bCvwgt%u*8GfFmw@37-Pi_+0Myc+Shxy_i?BUE)g_uc986AuNpdmg^7g zmD=NmZ+~K1Hjcl7JoXB_2fuE7G1ad$kI8O4#aC$&SEUIbY9h}y)t~WSQjEHm;-7*? z4aKt{zK-(AFQH2;iv@gS_De_3UI+`Peqi0F;7$*J!ghY(qHW%P#MZPQCWg;#Hb&fn z(KWk?qoLRZ8xuOtn@mxhpSv`3KiH0&dVy}0jDjXp(V|7ym6 z;3fe>gbfK7{5rqi5`QF{EyAAoTh|lx{@c|NnplwV0{ zh_nKJ$h%{gs#sUU;HF};-Bev`H_vP)wm-2)w$IyC?QY^|9mXc|0_&q6BSz_0Y4=xH zXT?`U{*{bx*?!Eio*~X#BL<0dhuZI=!~Guj`;zDJKkB0k?-2t>dZvIMlE*^I@FBw< zT~9a?aVx`;$aVOgJ(sX6k6Fqu{S{?qHcAo4mg^TDy$9PLAC)HlPA$!i#3GR1Q8IoH zf0nNLto&5G-%0O{TnAs0uXhJO;ja8OThXtKV;x<=0{u570coMK8a+rUBKaPLG60M*4G2$9{8T8ii zcf={_h$;eN&JS4$zl34Ju7o}M9kFY0Ka}S@O?K_1 zG3+Ntu>l(euM4Yo`uf4d&f9Et>v7wB@B;Du(IGwl4PtO%PXsf^4r#T^ZhG0 z2bX&8r;V>R`lT-4Mr#}`;=niI$c{~{fe0Jqk1N?O#hQ1yEUm{mZUo$Md~$A`Fe%~> zIOKK!!kQ(#$FVD6kMJg9SHQGTj{ZZ2eJVqFmg^6=|DI}paU|B%cxUy=J~EiFsmC?h zfVYtKS|{kU%&jeS-rAd`2Q~?p6px@UIRKeWwosA@(w{ zo!AC#Y%_Zoe`W`seid6zV$wbN758h|f$i~z_Tx6a>o(#RG|@F}V|=dzci=?qyD}~x zQ*ONwb}{fwd2Ah<_Y9Ak2#A@N#C!{cj%B5r%T_~;{$5`0juP9Bt2q{R42)% zJCmz~A-Uw-MtJcSxD)OL>~h&GdyfBXHO z>8CYhxu$qO{JkrDQi6}mcTRh0w%Es@b&SONTbtO-zMp}x3H<4w!|xYcm=1BFI@mvH zFT4h+jx1Lr&B3GQ==XDAUJX9xG3_o=4*R(Dh*#KWui)-6=KIG!ON^fn*`7nkZCmR; zTfd`cGi!Ijjn*+n@xd6z|6-K!j*M4f-``2%kWWnFJBGcX>t-@M8I1RUF@xVr$G>9( z7?Qs}z@>yS0WVS=c???2eS}33k2qHRT)Zn>D+-6uh57!(E+fLHuy|IZh!f8_hvwZ3cz;I<3MXWFN>0T%5e zuK&Jc@Eze2yw&#$;Ttxv?`X-c1O0agj@08@_n14JKk<#)#PMnp|ER`ytw|n_9L2{# zlGTJ&jx7;mBAyJeDB=-${94Sb^E?Mi<16D!!Z?!0)5txed~c_IJ?pwsFEf-CuElfJ zsXSgc{hD|7`oPR^4EJ4*R2k&ElJ^gF1-T==OSqP+_Z_T1v~zfuYtjB!TfcBgad&It z^3pGXO|qx!a$QHsd2RF$O2VeL@JZYWxvtAxEP0?W-#OXDxIBoyf<7#rLIX@ve6Tw4 z=R8)}1>&o6O_K11@#p zIbmNf_>b>95yu*Qsl_^L8}8fIQS%MoR&u&x8fh+4d}iP8nX%bOa+5fXk4KJtQ$J4_ zwP>7bUZ?+4PU`>RC>;^c(Vs#&@u+8WDcOGO8I9XihI1*?$`5w|MIHpVQDO@5+w*J z)t}W@0`{waBNuSZ^ZPx0SAElvf<08|xBA}t&nlxqs)2uX`g$85mo9Q%7u&x!`?b^` z#cuqrkJ-lg)5IHpz=qazSRdcU9(Txa=v^kU@tKzI3O@6~6RmOOWvhf$`C~b^e!m#Q zBBv5wp&#;R{sI1E{v^UU;Z?#s$0OmA{E6X9@~r`vM$uu9P;No-AjR+CdKF~S3VQsB z5;5AyH?5de*d`UgrvG3c$^Sq;EpBMp>V5axw)qn_ch5)IL;Gts@4mIP5$)a7TB_@= zrNc&t1V8Gd>+8dN=8?%fhMK--9B1jlvf5T6{}Y9Iu&12 z@obCWQURS<3Efy3TS)D%Jq|8SVaq;+56<`uF{iKs-3_u2%TROJF*V^s7G50lltiRoF@pEghRA*;sGI+jqpcv zPX4$AuN)tO4U+4x9e*NTWcVSRNf@GI?mXd@a}DK7JSbvNK5wim;oIPNb@l5%4LH)f z|Nhsye*X^Fu>G%f{cpGZ#iQmJM>X^#P2yzsE;F9wM~eMSmwkWQ__WME_D$P<=O@^w z<(N(E`hZn8;1iFJz2eN3i$mC6MqG;gWx#{PeS|j&d(tss(Bh-ZU&`Vu;8B4%N@J`gDxN|$%5ma-6Uc8BY~9CJt+Ua!n{9l1 z%Qh_>wtaUYyAkiIi(gNlwaj_;R?|L6ZRG9R$zS6OgpDLIA7pc{n4>-T(md;-()(%7 zTFi^|`^{J+yz=-;_fO_{c51|4s~8h{a&8_=c4rPz5lhYUu}3T+y7eE|90D7&)3+GrG62c zC-Eh8xQg}EAr77VwEAaWv^H_2=N|n!*z{4`&^v0Y_Z+f`^?Q8Hsz7X^B0ge?FNLEp zB4JQE20fCmm4Oq|`6#dSKm(mO&w)81c1k$^NB9$XS;RHr)DrIHc2u%g*S;~xh4KSb zoNcWij*+zPCtMO|Dl4W7|ED~So#^^)U{c-Ivk&sVdp=}6{CMV%!IO|}rQ`0S$CGZT z4t@xeW`#?vLp0$;;zvF3XdbR4e;~K0LB-!KKKtJP&yT zRtzv^QJ>e?_dE%6(r@x7ozS8(;6RaYNhVWS(sQbgq)$rv@2jof-`)RLcpsJH@8!pL z{{63Y{o#9DyY|1<^}pTrcU>!()FNq*yRLNM_(ODrNwV)_jnDVEKmCF=*o$K?dX_Eo zkK3x9^XwP3fw*$Sww9ewj@Jad2^=P2j%2d1{vNT!aRfY(K1ulG94Xuj7!%Il8h>(S zL|df+4pN?Qk21$xjuY+$o%g6?lkBaq1C>1%csdT}8zY{i?=e8UrSUDZ?9p}${?5m& z{lu4$+n&dl2YY#JE9TL^c}!z4L~&^3r>OW?bF4wgMpF83#d_~E=G{IC?%_D(97uRi z+mg~4_1}xeYrvC?QwcAG734`cl=U}VR|0p!Jut~Jh%qnT6S+tt=DeA9betM|Xw^vk3Px1Ege!HpRN7uH+Art zKiEOp3bJO`KKvEid-r8qkB?me-<6w7Att6{N#sDng|z1G{7Jtff66e&aV&AEfFpq` zB_5T-9%0y<@F(0)<$664+rl-6$|W9(<5nLLAMRVUQ(E(_Ux^suGMUaDhr)fw5Mhn$f+99KcExMTyCnZ2{BfL$Wl^?ss+fNf zzY-P_BT9QDmBf|cW~07$0(gZCS4FQ>Lhn5?O2T$@44j=I-omasPQjJ1PeO(jF1wE# zwyyHAmA|550C-$1#l~_!x3s=5Y>*v*;?-y^HH^nJCKC@5HaU+F1}IO&s>S(*4Z;lc zO@0iVNqPJ_-_4Kwc1{z2XS^!MoxG36vUILIUM9~ZKICP^dP4p*p02Kb?V;iN{n!Tn zzVIji|L?;4U+emVt$v(KQhP_Ne>d9yTG#)!+h6`G@T3mwaPooaV58YMrTxsc=7im) z_KSMvb+G9TJM@viz?;yCAN?jVU@u#B_Xlif)m~ztvBni~A+P7jFoJu29k>XK!5?8-C_l=9j&l*Kq_g6Frkf((q;%Z{{Q9&viDE02g-dXyvT%vL z7e?^IE#besrty%?-uGebOuqx?`8n7e^w;udlTDFg%_t_8VgWQ{2Pq$F^xV>MyS)dP zq*yf#*_#QQ5+{oKCzoy1Pn};S+#2ws{8%2W^)j9vcf^enUM1WJzY}%^d_iX&-N9a^}p@*r@#50=jgjT$ZZ{T zN=>h&xk{%=iUl`BFAzp;ymG9-rh;rhU}+!oMWu}7qLlqzJx8e_V*MX zRnT|qT(LVxwO`Wa1@!tyu-p1PHl{zu29lUa=!_Io#*^eWWH#}o7MP?MG;QoF+TfJF zgYRn#9?4EtDXpy~ImWp{ER?|-f9Pwlw0&EKu|zt;7? z?e<~^lrhz}M1J7gEKfs@i8|CkdcjQz9X~8S$D(#XBPjTS=QYYt3;C#_iQ@{yLUCAh>f8-uwqx^&O%Am1z=yIR-Nv(k|}=NH~Ee}p-3fE}3* z$gxEKOSmMAS%Nptb;5IwjWNIaZsJ+_@#5Ss-n-iR^?x(&r?Mh0y<6{pt?OTe_t&8P zuXX)zyZy8NC)r;d2|QBF759q?I^9`pbLQ~bYQYbrgPK3jp7!i3wE5NxHo5OktE}1P zxRhi$;Zi1tMcy-z(UxLKz$Ta799M)di7O4{vcR{}Z}K=t3Tu2`pE#J-`W>^V1Fob! zP0EwVZ*V2aa0SXQ5|g`39Hlbx?tFg*Y`$gJR9;&n#^eLG{q_%A`^b-2Qv+Y{_nAFP zT+pMx#NQ2jCD~AF{a$igj9DVC8MqQQ^KSpmbKpV)du9Gm;7H1^ z@vD2nis2ci^#9OujgZaVVF2iz?kqK)K|ju;wi$g@JzTSJkx#MWBD)d^7~)w`mc5SU+en+9qq3^=dq;0q!wIBaT0?M zmpH&5ZQsd1+TN3juZSH1`?f5c$F`6?ShnB!L0eTP_T^gkLjw<-6N&RAose^(h(k%% zihRc9xyX~2Vov_|TjEdROVpF_&Uuor2S!W-mn!I$O5jovuB83Dl}g}J1^ey_d%cvf zS9kt2u?|1DHhWwhwq1993jgRAutQ?(VFyqINn4YQJE=;lcaOy z6`ttGwZMO*XG;0Qx$5&Wg;5cwgkR2!l-JA9Gpg_E>-Rn-?9+eu6waM5QIBJ^j@)}E z-v3(Hf34g9TG#*YXn*xT?F-~OrIU(%FS|-?aNq=OVvEl@HnH}EUZq1UmHomcYz=qe z$GW!pfQ_$HJe0&`g3RW8N%)i!_a(ChUL5R}P zHN}zOP0i#h%~61KRk7Wq*)*LV!J zJ&ps}*bQSejMV{d46r5QM8qD)6Y9$_h5w@e<9J4y>Ko!c0lUBjzsEJdC)^A8H7H-t z3XgOQW$Aoy|6i{^U{Uxl*W&%Jb^RH>U!(TF*7d*b_E*1Sd})1K@u!<4`MfJ$=KQ7C zk=tH}1N_OcNw}naq_lTk_r!N>&pjW*F8TqRShqcg9f2P?k8$h?vX!u7fL#OpQNDCN z9i97tFG=_9c$UMT6f+=jq=awr=$wi2(RWvgRbH7|;O)9gp3>+9cz-4<^iGGoaYGuKz*Lt$k@` zwMUKgal)miwN5~sWAMwrPvSs1{0Y~ES>T3Wm#o7$&VGmUfetC)h5DOhrhpaT1iu}B z_>O)|@>w2FmgdRw3bQD~f2Xq2Z}kbC$9mK8U##D;Pr|ZaBo-e0Ea(#D{_aytpvi>Rlc%B>vF2Oh9Qh9>CTBe90;Bp+g zD6p-9ADnQhEL_sQ!t$Y+-el9;57^fIXIW?bD!7F07J6-$*JQ)Z`0Ob$hGom$M@|!0 z>WE`X*M0m|-)E@?C(_viOZiFY*IL9(kRM<; z@~+$uDcF(9_eQZ?6zf_3<00|?XcNWjalM+_K<}Wu!g$(YkT_>U z>$_-O#J>-DG|voTh{SW1Tt@;>@1ZKB|}BiWe!{ zM8(DReN*|i`hRY3M;>87=tpW_uInAV{@BLe_jI1xpYwm(|G2ODD8BO*_kaGgw?AV_ zxFox!Hf^tQxBnT|-@v9evBaCi?e$o&cR5`56eyjd)y{I?>{1^G6lw1!^ z{n9T<_bt0haB^gPomGf2wUHQ0dmsEfaTJLAukYyJE3~cm1-_~Km*_jw-tIfAu_`=* zWBPa0I21N%%+uGs&nd4beSi9eKd*C@qyC@ntITljV}tA2QT^HbRLCF3PP!k*D9>h? zrG76vD(MV47bdld#nol~uy+|gcj-0GiN(x1>-^KN!Ht=BH1^Ohc3A&VobfI(fjjsq zw^*Cho*0T<*nm6Mh~-=-W~%n)X|mTv2OF*)bCzO1_k?A{Y;G~X$@WX@l})#cr+@LR z`f?AxIS&>Je|j3D+6U;U;#aWe0#d5Zu5qSzrwuix`EL!%RT6fq zJ?rF~JN62^m@;^`Hto@++}d`@fGjzD<}<)Q6Gf&hg(h4=6@8{k4gnNqZW2TyZdPf%`r7rrY<> zXVJ+#g%9s;ANxi3@jzbEKH11k32)p-SD2N@C-yr^I2CX!VG#MiszotUGQ3G#E8tp+ z_cW0Ikl!4`sGnnj|DaUVK2l&(h5b9VPjHF7PP9Lqj(S%6zmzuA!Pvv-mp)^i6VKD1 z!<;LdAm<;<^Xk8vhZ0sKJ5F(zlY~Ee+}|DkIM2fX0Eb+ z&GB{mos#R7G?&u%I(*9>_8$GquUiL9>RtRZ^Uv!x|8&45@n!8xuK1_Db1(4>W0Ae= z)Q7d+ScCTnlj^7b3?{usLS7XvXFJ=mCOe1iv!U)l3(e;SXSsPg%(`VlIFA?K4BflCF;}v$1hX7%h$^J58{>bbJE(3;zz2T#d+t!r9RI}$62E-8rb-> z(35s4t4D0w`OExYbTB^G;QuPTZ4wis%lGRrN2whZGq0hi!Q!Y6o?_8u;=m!9L&{SlWGFWuX7fH8}3ML3niD90>~o0!CH z{F?G;KG*dn`E||9%snT(O4q{i>gsPWpSnJt{@d}jL-2uqCp%H~!7i92TZazvY7ZTK zmps8FgU^OQKIH69(47~4(pJIYj?SK0Nqh@U_I!N1yp z5C0cF4}YaD-kovZ5PzfWHh%40{3n%K7m)MdQ4Mfwj(xA^v@axjM~^Y#|6O}eP?x_y z@;}^1oM}#LCi;)+2a>7D+XlxZODXm6g>oM;;g@1+(>5NjmbP^MPWuX5J7BB6gLtj> zN^P9fxaI$1=cD#hT(!F?IZkmc$aTUC<&jPtoN+l!N3JiyAIGhfFFOYPdXoKAr?9ag zj0Ahi!X@@CcU*ECrh?;=^^CG!KF5QsS7SiF3)qJJXg~7#rP3;ijv zVtd;phF1gs?fgf+_Rx)O06@TH*`KH@yQuVfq9bJXDoZj&!8H$2GYO7Tv$ z2dOLFr@p1i1J@)YiqpxDtO0(tkMW(3A=e${-H!8{`K3*LE!sb5n$AL4A36~^0377aSJQ79(Yzmm9wfclnV~$na7Z$}7xYB?FC7n|^1`Z{=rgYtP zNAX!*lYA#^EKu*L{!7#?l_bZ(m&T$TC%)vk6#3G6PNj(!wy>8*V`=ojh> z5reb_=lH^JU6XtlI0Ee#^Ej@g{E0v0?xp)K8){xm_ag7ge*5+Rcl{0i-yGjndv(pT zHn@PCCYi1#9m^>=I^(Bt65K#v;(kZE$NU|5faHQdB7fi)$(rnb=F@rfi(S5d`y}HL zn~6I8yvaPTF;JJB$G*;ubI&ohp9PoLr|`m$z#@*Pe@y@SG4(u$Ed`0V==+X6Z+njZ z#C9Ei&UQTcylsEt1>1S}CEJaSnD+Z@iO*gBE4q@ua+GdU`mBICk_BByM>~X==!|3D zRd}R4!m*y#k>NP~kN(X%AASS9&z~Ke_JYZKz{1@}Ub4NUS#(-zk0x>2)gDcFj%2hJ zaklEGUiLhD(JKWTfA)d^lV{o6dLMG^EOKm{{Tn;%NhF^nkEu-F4&@ziy^_9>_A%8y zv~X20* z(s;6om;5~FoH%wEu1c zTl^kB7(5!h9j%6Op?i|X0{7v3@T-7pzcaeHzW?-yWvqX(J@dgLd*;K1_U!oi_Wbw- z_UCa6?a#dT;+XmN!srF|{OCpY?5HL7%&2Ad)Ch7X@T)BPHFxN}*q-RM(4OoKRxoCz zXXk=P`S6syk?<47i{?&$ve!zMVQfiT;rJ-GB(1(fuND5jmQfs*hhCOXoq0ZbOYSJf z+Hj63da1PBEcRQvbtmwrD_X@f=+@7VUdukNu@}d#wim~(vKPj#WFMI;S-nY#$8w~( zvR@r~ud>JS{dd4)oX-5#+3<{99-3=b<2;Lf%VXZ`r-(JAkL3?RgCh>~{u6N54&Y!K zzqNpvT;kds_>#{( zt~ie4p}dH2DWCrP9jR~qf4ipgC2&akQc4`Bc+53$xJ!uBA}oq^CVzf_8|gdZJ%1H{ z6!V4e=sD&{_i-+^r#S8p+LuW8eiZ+AtS>!6K2E;x1Yi2!=u7!MUH2AWisQH#M}##2 zON1LKI1*u2;7AdsIHw7?lB}g=OFQI2-}2%5yqwREdTshZeKpnCwnX= zMp$Cq7y~bVxY6F2u*u&0Y@_v>xWRgTxzT!mx!!twQE2aezR6x02M*KMr9;mJ;2Br} zrgiLvH>)Sys26;mdu=}V`Yznxp8>;O9<|cm`e=>y_utc4 zbvAg~IvY1@gMBz>lZ~BOXrreW+Q{jfZPd&n8$Elc4V$@}Ww+bA6E`~^bRNWEa?Dv)-%00~ zckBb!^_c@U&trMU>xh;7&h_^8XPd3}*V}CHq#ZVV>TVl3ZMTh@wv+waZX>1^@!n<| zIBBEx{c63v^YLnXX|(3zA~vPpy^c*s<|I-amkCB>=>a}yzFBEM!t8EfKsU7JE+gSn zJfs^*YkIQ#JaQ`Y?UfJKTFg`c2+tfB8hcPSI|A&IE@! z7sR=WXY+=WYlFY$aIZ*5H%jZrxFi?qbAhQ2fpe1u2kk-+!`H{_9PhM&6ZhHsUmvjk zU+uDfU+uJh-|n^^Uv9IP#;)i0Fpi0DJHdrJ58q>*hV4NkWBtUaiYGIqc}KYPFxQ{H zqxTW2iQ`hxmvjvBiThLar8tiJ2lZ9cTu9)Ob0@`d;!WU! zVm6QC#FwI8ZT?I=7sqi4obg;-j5)uIKk>35zZWelo&**-kK(nqm&nH@;yC7JV!o49 z-8+Fx@TGsv1D9U=%=IOoCzNa3IgjH-j71Sga%@SycAmqrbnMddeE#4=K7v%vbpPl2 zuD+LCr`Gkb+t>X)4Gxk!V4-79-*0!=hw~2Ew<}NBl-0*=>Y8IbAGPmS9vR$Wb>F)EkXy*l+z4e@Z zzvh&EH2;7Np1jrG{RI3RwaA_({wsK&n27ldXY>UC)bvE>e?e@unL;U7bHnZ@Y&D(sz7Hz#? zi;K?L;;m;lA^7nUyqow12 z&^<>Qw8na8^r6mZ(4C2&^U>tx)yQP-)0}>D?B&r*Z0O|e_T|#!HgnSjo4@^v%_%Ce z85=nktIya6Kkl}-C%|I|{m8jk0Kbw(r)xts;@}2xS6ctA;1b6KT=F@=giFMJdA;GK z%vam*+g&z(?s1#E{ESUsQ_Q(OZIjoYw(r-UwvU${wVq#ZD?dshMyLPwCu9uea zTy9tHR$9s3D!Xu-<@x+4mOF8+&h}lXwvESb+x*SN_T7?wHg;;Eb^n-a3=Q4$LXm$b z1HD$cZH@m<+%G#TX5$_p-(9-q3zZ&1&M6Jutn2Wl@WEB~;mpnU-SYi5AI#Zw#@6bxTMa`+-PQh8hL%scAP4=W#IMa^R`=`&sSNuA&a>uFeeeQp>(xeV!~{2Dcx}? z%C))Xr}0bN*?*zEK5mVDF#D*@-Fnrwow{R(N-FH&<#Nt(h3&jtX-kh>wGa3WZ^3h) z#@|rDeJ~HsmqWZR--kSD>YJh7^~w<>uRUFdfBW_Ko3DS4p)@<6J2TR~vxwys$K^0K z6Fz|`AE&y@IF9S^moM$#68ciA?j86_j7#zfB=T{J+vE|5<2Y$ZjyoyXLu}?T*NH}*%jEc_X1E0mX6k}R^zLOj&#v#5RZYiem{AH)8)v&YRGrJ9BsyIxjmC$HSFooBDv z(tQ`~Yj|dVj@2_`@Is+yq@(FbBknYseFB#he~L?GD@TVWB0t=7Ll;`ViEHh<#RqKr z@mqH3PLq|@wp%TSr<&hiT5EQ>tl5rUDzh~^&)C-sciGz?uVt*EZ^_RIHpw56L);~8 zt7Ct*Gmw}SJzZnBfc!(ZfeY=ukJs7PE6!Ts@iIGqx7tb@>+Nn+lig@;wvwh+u&K-@ zuHI+ezglC@a1Y8;eonbX`~;aiGSKxqGKYOS985gzcf0--H#jbVxxyumV^)-p%au=n z-rvC|KnxwlagIxHQuzd=Fa1yEMhUq%da!vu4vv!WFM$zYgX>ID9xlXg=u9y_x#q1} zm4IilFW|4@PsE85p9`C`4#z3h1DGUkL6dTwfOw+hDP z&f;<#{LMP+)_*2^7{9ywMBpE2;@R|0e(8fHHhR_$TfE~OT&KZm_)aT>yA6D4sjuhJ zVC`Ux4|qNMpl3Vn%{*HCxwW;4vEOKojSbeoSZQo&v*uPkz)IFrd9T54!Kuz)zG+(z zoV70)!`;8ygocc7gX>LRaCs9uaZMKBz3NPUsuR6;I&=RlkT<>m9D9oK-{Z?oHgWku z+kWhlUA%F}Zj@G8MGe25@eeFU`{oBCylw@c+5sqml%6>*#(rCSHGfuGLraxagHN|> z;hAu~t;M%&+NPgu;N;C{oF^na}h4&9k(>2$v%N5;0uRmB1u)CB;yhlUEwJ$8f?R=}Qq$3f?8*RirtA zNy3$YHQ-$Oc)d`AMvZ0FZq734@v(Ly0_~~>cJHJ-uldO>3?V1pNQk0 zcs1;zBV`O5lp)lip9kENw&IWt|C+k}vo0 z+gA=LAFb%cA@l70iK}h)nnQLTT+&bw6R`Gru%f}5;V{+U$gb0+Hjua{zwb0O#Kmw$ z?ok{AFG1X{o4Rx%J^)ar5O)ZSMCOzO#O-*gq z$bGu8sRdl%0WoRdxd|{5CbfVAFcikWaIO{HYO=bzdv@t&sjWSD#Xehn$le;i6uo^m z++hh^iF^`RR6tBq0B0&7mXpuC3o&cg0keHseMjFdxm96x^>u8!(OMyM8vp!g?Y2Jz zK@LM~yImNoePC}|ScbjhLr7tJB_C8U9$zqUKKr%8zFvILwjRA|xA?xc+t$n)n>cPQFjtXHw$I_R z%DQGd2EUtz9`ydC?e-%1%RJ^&RWDh2j8v;C&Xj>qTRAD!xD~(^pB}W(`jFF@x#hC$ zFR8JLdsY0JN`8s(sR3*9D->lkU?|r%mo%lyI$a%zx~s8N4`qez5k_y^QFL)ALlI*4v8y8_!V^P=xH%ih0?mh)wz>p>btsE3QNDdJ=D?))v=7xyi|8}|yiq#={G*u0IW?Bbn( zORa6-NNXjJ8s{&SaGzbpcWv;u)G7>|10NwK87|K;IVLztTJPER+=#h0Zg!Ea*?ZQm zl*5k%OCm?@fKMCas#W8d_z-L=t7x#BrHyv0vfXZ1x7*EXvpYQBy$3fVj;dkN2F4&y zj&GtcfxYSfo1qX5R$W_f#b{7#4_vV^KWwtsM$NabjJte%MY;GC^W39M?p&`KlU>0D zEi>kajke~%Wh=f_XJs{Y@UnV%SrfR#dKvp|U|}ox)W$=6ubCgx$a6i9Iv&-+1>U>I zF==e61vjd}*eYt%&O+IlF}yho7?uo+7s6I8}jhO@o$l9dy@R8a)DXH@uiPo zyihNfM?C%3gjF_q)lu7h>XzN9Vt?3hb8V%yRNu9>x^gi6o`8zq&vx05D`kzuVz=$9 z(xxKVLES2%n;J z=kGgSh4m${N9)iszjFJkc^9{T<%2ag{D&RrzGv+sSRpKEZ5J+a_iU?S3^Z6dShBsi z)ZYJ|8m_?$!6f{8)X=F;MZV|^a`!JV?k3FHY3mPMw5yc?mtZ?!k@O?RJpa?!zFARc z2hUu!Er%{y(b3yhbi4wNP-;cT?%0kKcWmF8yKsRDH02t*R#tDN_nN=}_!I;J)Zl+& zEO4qev@rJTI9lzDRR`gGYtU$zCya5gdHR%>k_MauhtK6befIvB#H*_h+VLw@XjWhi zIMmEoZ*Juo5R$ef&Q?{|Xm|My*U`5xT(7dzS1MfFI(DVfj$W&_W5ij-cWS{kV!yh2 zYq(cy4Lr9Hcu7BNg-=z3ujg(x*oFhw>|=6hZ+<8pX`biy~9`5f7z--Qyt7hUVp#&`j>_g>E5~WRz~%4 zSzaHa@Chh>a=*97aKeuJaVZs_QhfrRlT+PE zj7QFWehGgfEQ;ecZ71=a@Yy4g=KT-iObJ{{`j>*fginFb#Frk4>vpL_$>zT2bHj+6 z{1UF{T=5989M5{4@(7J1noeKyte*HI@eoX0 zc+fTzV*Ej1LZ11@%Hf8xn8#QUEjhM9AhJCl)hJLq|=S?;O zpVJ3;oW7X7#b&JBYioC(u|wx?*flVshVd>PUVGL6LN%~HajL83b+!>K{9^tddu-XA}rQ7VA#YOh@(w+A0s(m)O@QAJ0f62~)QI)lAR$JF*^?+_YD`>0(PgrpyxKUOG z{~(t*3$MeVZ#LUg@S?Py%wq zbI=HHZPq;k;hS^ee2IOn0`jlcx7n7nH8ytk4tr(nBJ%qDc48UTsbmtrW-8_aON3Q< z`0YCln1RP&sZ9d^cAdOyRosW#!Ou4KSKLtA;;9=A_T5r+yHD_r4wE;W7!fX{+TL8^ z_MD;0c`aoBsiP(?`rWR7-HXweobts|E!S5HskT_Q3cqMSd-w&9S#G(j~`0PO*mBgnM9MkdF zdi2aA)T-&dWbEhb`IXyOUnte-KT9rn$PasL{x-&0S&QS6_)WMgsWer}0V)B2B z?WLhp?0MpfXBew`JO>YZ7Om^W;b_34=Uea3mfQH*TWv00p#zu7$?vs#{KRkvml*$y z(N?gjtfs*Zox5u@3QrJw=r`e0B96(D&ze|Hwe$u37g-OyMRV34w`1pTqn|S#**}eO zhPUGqtGBBJX-6(q;;TAqlb7wYk7jJP!C$Yko)Z?^JNVS!!8g?7^R?FJyUq5|f&;c{ zSBV`xS7lf3G_xOVR$bj}_3*nE0xgBD%0rfr16ap$AJ5)vFXMX`|42u#Nhh|*05{S& zxAJbkNM7{Y)hBH?_R?HW8E zAus85H{|xShT*Fu?#k0V&}eUYeP`I4;}_d^tB;`<-nE)?@Q)KE&5wiOxPSUa6Tck~ z)2Hk4f1}69`%T^;4=pT*x?_14Gl-Wn@Mng)-RL_0mDgWl-00eluH|2K{c9}1mxN26 zkCV3K54aq0T#j&gFb_DBeDCVnDF2fBoODF@mQUcH)la~&Nc~L|&w&dMU{Z`rNv;Hb zxV98xwj>?}Tyc(-!h!C?pGfca@7%|gh~uP{N4TWgIC%x+6VTk2@-N-z6G*9#d+bl4 z4&@1amCEZTpQYYo*p!_%Z|ixxP}=PLAr+UJh;!}&2HVha2Yyffeb557 zPb~z$SAM~C>Q2+~d%rk*1NzcFTe+v0e0HfdqnU>rak%L35#wB{xMyn)owvSU;!)^7 zo1PQ+Bgyx4#v?9{-I+QF&8410e3{Sv_<8i=fz!6xg1uMmFdm|7wXIf#?$gL%()wG7 zF)QxXV{{UPl}U zE@i-(GPqA^%oK1fNMGvk=9l*Go#YdE((&lg$Cwj|yqx!j1E0JXKq4*^4$-srpX6PN zUPsSCtB&F~Ew8vsnDkfhC(P%h_)yD4&k=@+Uj=R5mDpyI zcZFq>fB#L}2bZ#_!*~vV;m|4Dz@?M}MmHs|AyfXkEP zNz~rMnO0POL+px%TpeHTKmyJdeedc9C%;-MLBe4CAz|rOs;5b{ zmVjMveU2{(FJro5B)Ec(X(zPcmq#olKHO+Kj$Cn^XqIs7Btfxiy)o+TJpQQF$I5Kn z;*;dZSJ?k~`$y)Jz^_QGpgAQnsC&z#7FoUAGgSwO-r5bU>igwpn_F}Re_|aNK|Zk= z4kBC1@iR<$8 zJ|54%;H#Xn;gs#a2rk`&)G1y>^KRzBmhf>_+vG*Ztj9;hox0EBSI@z_p3ObOJt5?~ z^ji6W@lHxe+16)ac;U4w=ORCWmF2(h6!B-jU-s*Fb=qCWaIEN8lIQ~TVkiZY| zo9I1%PI(>Um2<6B9whD~yh>Tt@#}sp3wZR9+vhq}y_Dn96#zh7U62+dO(h z-xt0qe|8dY`P>~PHfTCEs?-ZV(L?!h^eXZ`>hYu=?pgSpHP1vAJrk7Q>4K+G^@QKA zIb++2bFY=7$K$zb6USk_+D0w=cM*+z<=!jS_iON2{XNzHfcQdlFM3Zie7bMKb*7>( z?JBOY+k|fVh3)XAcGlI}T#J5HV`Y_SPu2L1fK{C*WP0+6XyA2C=y132njV5P;n%{y zl+lkEj#x%sgmgTYst3*?hJ0)MTANaM-1c6$W#xFG9GBQe3;QdqJAJ*{CM^>r2_ybRJjEgZ(--%yG&x#vE92fMZkdKq@tz}bu0>pUgSNT}Pm!5bv_?HTX>i#b5 z&?B6qz-hwk5O+m5;usUX*0TPcm?OpOh}QEU7IDu~>=!g7zT@0EU|mvk4BPxw+ZPv4 z@TH#45BG zbo6znteCnQdAV7IMm4{b92&f?oY?E&r3&<&<6s;8n$Y$;g4wG1RsY$}+8rZ*^#CMy>Hx8auL_Qzi7`1WA zWo9df&%WwDCvEJ9^~JXDTqU?ftft=yH)<7TG}l>GRfS!+a@o#az77td`SUr{3|mtx z{)HAeW2G%ZBOE#Husuf%>-_{+eU@b9ZWy>MTq2HBuPnzZ;dFEz|6bR>Uw<6GTpsfJhyKoRC$6j9 zVd^UiK7&h{90zGE;!An(rGQJl$;U;wB+le~NjxbPEA*P4|6r0H;!5rp@V}-1#2g7; z<9ZR#!n6Mbf9})1wVZD+UJu&?mpq2!S-N-Z6Zm7qmmYDx^r+8CpgNRCq4DFK|;9J^_KzM(I#^ngLSk5StoA0S@hOnHu&$D-T#{nlk1 zwO;R|i4R|F!>1K7=Fo=7A1Q`uk*M4ZCqWBtW8B|G1m1e8%mz(i9t`@b$VZ(MmQl{UY%t`WfGMSn^*A?lSIgql0h%>86dHwas3kb|fDUW(M_SI=1;-+g*ll z1)J#k#QwVP0AEZ#d?%l=@Y3it)D&;CA2*(HUjQjG_D}JvG$Amh4Na`6-S(ZYve7ek zkpEO&FTK2pGjq|s{hmYJ+FvHDwdsXt?cn)p*O#R4H-m3Yjqn)q_&0Cgwmk=r+Rj6# zI1c0|IRq{8S_-$o*W0!Cz?ur1yylX<{^3q=DdcL?;S!JcqE`WR%Q=0}?ox zPr&(-aLM(hWM4SHXK;Svdq*lZIo^Of;WN&yV-UE)F>-DLH}d6U{gC%{{1P~&zoYXP zKi?nUMcaLt?Yq82&m-welf{?LalemoiHqJNCi%UCz7*oPSYIL+EqzHn3FvRq@!b`~ zgBxwaeBshnyINDr_{W>g4IS9v-j5#Cjst!(;oWDcVC3g1E2 zF!~~n-epgZ-)m2OfVb!U1@^*-`8Mi@Ew*%9vE!0(MLfbi&>E9q-yKA!&E&lYPu)SE zI($O-{nFXDj=koCOUrHCoc*?DKl@b?G-KhCYG3plo0{wGMkQW@BbV_3twrOW!*;1> z1GhCtNN2F4+X#3Lj{^L|>VcleJvdLV>EHPjwSwJ0-C*A?KVm1TaSpho_$c6#a(-f- zN3YZp=kB3*!D@SI6nICRkvB{|Dmll*aew(}Eje2Y%IvzAs#AZo-caHeJ4U z!`5uxY0Eb5rXKpP-Kb`nMrwQ7?-7bsTU9f4(bUha+Fyole*k{Rbw&?g&2jKVfAzcs zXW>one6+!)6@p9WgiD~j^d&H~1+OY-3a1nYhqz-a%7(%<)K= z6mUXbO5u_7rHC_0TMF@5?#UEil6OhZ+Lx#= z+@n$5?jzKpsBZTWdNaj-?<8NsS4bIwp)T1Q`k^Y#Wgp^ooKzX7x1 zNSP5fY3}9>^eW+jdb4Hrn1NsOM;k{^rZx0Fxfr z&R7JO{5~vRLtoC}%)P*)fa~1x2)^XKc)6c+!TYWn{ZHo}up^hLG*cX>JeqWG)-UcU zj(75Uy-i$n0AKfNdd+cfC%)2LU-B`iU&)*JDramsV+Sr&!vDZ@j#)GMToW-|Lt`T~ zfj4aa$}Ki^!A4uV_mZ8!Pg(;E1zK5?|sW%{$h;ANKmw zIPmK`zHk5f>)-VyxN)BA-tZ)8-*`w}Uy|<4@zosQdg%9S&Wpg8CZaE)drMyekNz== z4<yskZsl!oT?;eJ{JKz5!1r+(WgcncRQV`ig(i zmzH=V4{vm*{`detTx{Rt^V@#>26Zd0EcsZHNYqXqz8=l@!i`$$@-7n}Zn3WP+sr4I zufCHVx>FxR9QfIyL$>9_Z8%17j4HNjmv@?6S3P{`3f{~$doNgzPst53@1gpR_}p@6 z=ecMT;zx;OE5hK@6_o%E&LguWE~OTs0^agTZ&CyWp#CHYdQdHXpwi9f}CPGXKE zY)Qm*5#9vdDTzN}{b4%+w*oE&>_Ss=Tnafk?^pRx{}1`NpnH4#Ccc#LFGYQHOVz!@{XXR5jC|bf;1j^V=OYM2?$rI3*)}w1* z#Zx3)0*cUVdGK6?XQ=pg89m>A!ZWFQ06bvoSxde>lXax`qK7QKFw=Yf$hAWrj-G9Q z8MDa7P2Xy(_guEq_-e}W7?JJ@xWtq0^;P7$k6oy+Ih)Q>C#HTTs;kEXAzbP)%U(b? z|8nUO+kWy6`g7n*t?;Z?X+Xp-b;LrKsdrh8uHKuTM!9`v!UgCXBA!6rOm$&C|03Kd zA8g9!9<2E~RZlN$>csW_0=T3;cze%QStUQb1z$wqoH`0&o9FN{{IK@8_WtmPOw6!ORuc$+*WB>T3`YR}wQ?Hmam+#n&W!r4*cdKmN4_j^4x)byj zD5K8;T3*|2cwo85&Z;#mI$2}itiE7xO2en7H-D748RrV!`%QWQPoq!NLG-1{IF2J1 zCoh;7q;&7e@-K-m>H79Kj{EKKsCNX%Hkpr$uhHM<`VaSbU5EI#l#df15>9bWl#9&Z zT&Z?hd@1NlNxq~w?w{#%@`!SAj!k$Mg-ya1kLAMakdF)eD0l?)I^a~22kCF&i()xp zTELyafx_QE)3>#(_?VVueet@Kk8{2xZ)Ft6$yXVC0--)mK7r6rK)4k7y{SV{{zUmW z%}FNBDENg^@gfCpv<&xE$0Oyh9J7Qq$w$ng^j_*~VNuY(qwkCNM&I*TFy_I&{&*W& z=5N@3tb3y`4N35&*e9T9M|=r{C+PV>+=4GEix^J5$kTew zvX{p!v2Rx#x1IQ#Z`aC~sJMmS2PUcBtdhmUgM5^)^+dG>a_&D?kb zj|Bay!1j*Rqh!DleI8J1V_(BV`oo%Ir3M630&g$N?Y5q!zz!2r% z;@B^a>jFMSn3IY>j#qj=i9^Dpz`KNB@+=9LLM#{e_x663iN0`wFKN48ANMcOyaV7; z?DtkaQaIwC0Dm1}LjrSBaY+10e`}cs@W#1Mz??)J=*zM0XkDpz6~}P;?4h^sxJ3Pj zbni%Ca^0ITq+lec8ZAsBNe9|ZEqq#?I%&Y@E_Tv@bZ=cSmFYVG}Hht|WTfFT8 zeIRex@k`ajU+u0>)iCDj8o@bfI6mU(l~#@)a?e$AY5Rze(3Id@Y4|kL$)~0F{?T3= zx5B2tL-wA-uSorxzNZ+=tL@Of@8M&(M4nH&_<(Pi+kW6e_<-hgltu+E^Y3q{M=mwcM~S%cYkEHnqb?6lmPH=m%@5YuekHRAG(tQH=>E4_x zbb_ES(No6rap>M}OhosVud+iT7w5V+xFio#;5-p`0w-MKjyO_`ORhWdna6HC2YiXS zQVJ#|uqeDI{V2q8;XA?iB+LtV755W}{oaof$0g^rr1#Qe5B52s|C0Lz@GqfL<`0W} z0tpNX$2I0NF^39RB<$jI&SMg1IIrMSz!=VtI8Oqfz^}-s6l>+l_)wp*E^%zO9j`Cm zZv6aTZl5?VoB9XkgdXdovzc*`-&~yb=g+!xkgUx zhR0h6&XwD#%Qf`WZ6Y^CKQzXr^5*v-9<`0?%f#Od{W37%NJ)cDTUU&>M81scPClKE z?33oI&FC}FUZbzk59?2%+mz9pK<+F7uW(6R2F$?FbpB2w{-bM-8C~hICR|btn|P7D zRX%Tw_!5|;dFV8UjOMcwU+RJe^&&aB(RdMdpQ&_QQXHp#ciK)18kTx8{X~C+S)0@^ z3Ev~0`Nx@KKrxv*mlw+o(D8J|43eZT(05-t+7&=8u>R zzU@AJ1HL5A$bWE0#c?_+(w8PJK4Lw_NB$*nIq2T}UiS&$U*bLWuuQ$4B7U`O*UFzheJVG4*lWpA&p3se6|J0;)q9B3z<}nftwo-!xBc zI&%&@@%9RP7O&v=`Nzq}U9-#8!6(ozpHY+gRN^sgBX`83t~vBwDk*KV68aaEz;`b5 zd=;h=JffgYmK&I&vhF+V;?c0#tQqQ zd0NnhG^cC^eeYf$AL+^G%dCu=+JH+TMpcYe!wS#R4{!PI68B?wp&y9mGf-dsbk-wm z3NanEd%`8f2i!9WQ^Z;X#ZJAgbdz8%gf<6okm z3h|=*mlAOtc|W%3e97zMf=@tNQZAZ>_)?B=iS4?+1kX#{OZ|TP_rLyq>`3S2{+O>^ zoZ`4tz7)rC(!Ck0As;8c6mUuUQotl>Od%d~zQmY!e`KT?dCUf1a<4$dpAvm5wG0?` zU*7+(;ZKA;?g!v|fot)7z2@QhKrkuJ$GL|}z2W3vlCLuA3#a}|(wF{+`shY+T!&~r zlmg{Wxh920No7W*oPxxQ4K^e_3nKJcYR@^Qf@5OnXZ#2~JFD<8-8kWT%`6Ys8MUXhJ9 zZZ7ki9KOo^`yL~T!O_AUxP>v+j2PQm!8on(dIuzM;xVuW3}mSglYu?7%7q`G8~Ht) z+*uRa3XdkrRtMm#wir!u5^WJ4rW7iShDXmlUHf6$>UImw? ztUYcAh>yyMk3vrM8$2rR5_o)W9 z0A8r`;kr25Q)iCDb9l_ha18esSE2Pt7h-4ON%AnYaQrCiqkjmvwB?NTXF1J{mqyMp zo!Z?D9+||Rf5AI3cWW_o3{+Z$_>v>Ba0zXW<8kt8gH56bT(3{SCGIH&aJCo5@3E0{ zeDNSluA!RE!hNdoJl(B?zn0iY^+BP}OXvPR_@27R`iWjE%1bn`2-pe75OL|(ub(pwM{++J>*zc`66t6$Q=Nj}S z#uWDt)orIo{w3GF@#p9Eonz_L$NhT&btux8q;Oq#&y`y{_`=Fk!^0##CfhULf=7Tv$Y$f_}NhRH) z`EENgV0#ny@1_bKcesz=^8SbotgjJVav6qRB?Nr@hc;46-^V)c`RF8iG~BDUIvx%9 z3LDk84IRCzzM1~FrPSb_qeuTf>&yH~-QWTlXu6r4k1Wk`#yq@P;7A7f_dlcCe82LL z?Kw^T2EHnv=b%+MNz6m6R83C))Mfk&ThCed&&XTRqfLED0PsIxa1=x2Z!}xb3|CL>yICTgP!H9^?MN(Q!}I@hgq=fI4CCP1r)6KRC(v zG;h*7%>Oof%V|4tzQh_UOM%-8YpX1?CTbLw13h}JlKugwtk>80L+Q2q7kr&_saH95 zlb)aGP_8c#W5@bZh~pw(rSg&R#Y7zEx_3%G4qQ&;Sfcx-$98|G>p$S4Je9(wh%ez2 zP+ykd_tyO>)|Y}$AP>#)XLTr1PR{!XIHw61rN4zui8#)=Qv5eK;@A@KB%x)CJN;+) zBOHn_C}>JCR)uG2;D3mGmCl!ZPD}A6>0QKcaUWf_@qb10p?Dk@<>NHpZmb#U8V#IB zxFVd0up`2tG%pJMg z>(A1upMPb{GW%}D0o(c0Rq9R9U|?vi^fQvjxeffNu5YCuWxyrX_vX=iMf0Akhl}DY z^~dha{Jh3_xQCZU{ri>glfU)t3G1kxzCgTIgAT^=5T+9gDxMR3oVbFHz2q1* z$ncn9(ssg}zR!QK!^YANbM3B^b_cv}tFN_IYUx^P=Hu2wTA-Vy3mHq%#u-_LzV^RcOydoH-7p1hui!>jKa z(!*YV{|(o_`i!3~q;h0zvoA@;FYo1a_e>byVGMXX@i3UuED+=u3`6 z8vn}6iTCIsew5@$vFHCSl!6wz8$RhxDc|QT? zOHth}x{}WW4nBo>niR)H^>K+lC-N@|FQNzMC-mEnFiGzxKIgp%gOZpP;Zb54tw-Mt zI27ZPo|71ry3T0354(Nzk!(DX&oRgB&?%eg3wOdUmMi|!waSBQR1f9)?~=3He&z~w zV5{&g;x8h8a~^@_o5%0U>_Ja5`0_{0OSXRB4dy$7@4yk-;Y4i^h_-v+RDC5Vch9O2 zWlN|_J%{)DGUM+CT5V|y_io~ydQ6z|6?wl{_>(oz@B_W183RmAZQBL+;(P3f>bxnN@Vo2GO(l+0kGrb2nv0 zv9RLlP=|7k`r%6QahwG|{_s}#B)0|6$9=z?{Mr{Atm_EH&}csJnJ&ZEQ`@qFW50tM z7Chi=tC3hz8kZERYR=ucTUEAv+cE1seww{AX1Yy9U)R2tqT{ivY=bY!lOP?eq}(Ph zK4fov%&{GgcU1l@u2J<3ckPB}dAf4cJ0!mU>KgnVuK$oziga()?Sl3B;!d2W`+NfA z_XIIg~Um>E7WH`vlbIB-s}(%!i`ys-M84aUWfDZ}|j#o+i8#s=Eoi zCE!t9ZyPvNz@t=L(R_yYozE2fa?T_Ca;%B*DCkTHjN|j&txV}rN_1IQiVuPowpnhyNSj3okUo{zEGx~5wcgCi0Y35OC zB(5>W7c0kpJH6W2oj>-xGHui?5>Rc%Gom##c|!`7ZSPk-KXw*T@qJ6lS=8&82W zCcugBM{|KRqsGEF&fX}uNh^0+_b-^Qd(2#pJDzZ^x7@*7sr!{4#2km0VdvB%Z%Dz~!-?p5&L|-{#LUv4k&t~>dainnR0&@_o*m>T1e}caST*^ZGNu%G& z6ZBWpd`AWFuTIR@tvQO-KfD`xzi#xmS8lo!xww}Mr?gZj8>>x=PKG9Q3+AO3kx54_fX z7T>_{2)@4eIa=CCG=1e$H3q5qDxi+A4|7kgK6KkIR>1-JZ94oql#MMd|gMZ>;x%=Z^gDg7jIc zDURd4h%dR`4L@?O1h&NbxA(9Fi+s6AlahY@pW%JS1G>q^ZGc)CA2{Kmr^k%i5I$mfJy#&j5D$36#f>s68<=j#aQ&f@&VhD-;ePs zj@iO4F89#FvCi+s{O}G$i0smgaF4 zZ(^>Dj21Na0%1mMZ86; zcAc}n^zQB4Zx(qQYFyz0X=ped`){%i{WsEwWv$OM-k}Hj8vHDuW%8&&={gdB=tt}9 z(}joZ81v$)K2E;MHtzbO;z4;l(nK$@5^87vUV0Rh5jCF&f9KQ_4Qx<*=;nEL< z;F9JkiEzmiYsACyxEJHYo+4a=FLef&(xng5hb4#Su0xhsPu`!t?kC%$zH;zUaW-Wi z8#$QD=M`VQZPS+)+UK)Y+Pp3JOvwY>p~-{e65GH43ts}4=vl0~o!5vL3&17yE|Ojm zdWmT4>$;bJntK9#?f1O?gJ#0LQTR+8=lukPPvT4R3EY>D6W2}hrGM)jbZ_;8i#^{- zpFpH9ff?=zNaaglisO=VBk>l2jDgw2amrQE+e|u4KYD`nTtR*92E2{?ZN;t&%oVG7ix~8TWRibHg6`GT(r4tB zt=f0Q`hBs`y7l|cp6>Upy)(R#Q8;NK)0E*3CAO0g_AYsO^k8=)|_g)f4Xav zR-d3BEqN8@&F%zODj2pCEgHY$2=3{l(YuCoe|*2lI`pFN+S#aB=6Xh z9=O!YWYV)Pi(Gv+eweQGM}PaXLi>98QM7GhA$DE;m)e_&LD8_<8T0Z*9z|RKV(~%Z zBVxZ{(y!>rK+aEI3$NQ1E{QJ*mn4+yBq%Q`T;lu6lTE=7`5yiy;ZjHD!Ie)di)Zz8 zdYgH4$Kmf@vh9prxKrnzrzXy!<|P$(x=~(bn|2?uMH|qf_7>Am1^;G@OWKZbNqkAT z1jfGhG5JSuDFa+mjHWqU)z?K_Sv?i9!6nt{JoNRa@$nn4f5maJzgM`VJaOz3@OhfR zrqCBo`->Ksf=l8{|I7Qr(L?uv`Z&dNNvsfV1g;e4;>4Rm?MTFxB3ubvDanE2b;S51 z{F1LJen0M|B0SQ2itoHW4s1&LmsEoi_)@6bO|6d$`jX}W@9d$NE-8+? z5b-6!l4FzZxhZ^U5OG|$NMBM7MMrvRcO(W;zu6Z@!I$RHi+`{B95Dy2aEZ%Zm%Oy5 zIyl$miVEg#J7s-7qX&Mksl@uztrPs@xxqg&U&sb(=dR+5ChoxQ=ldXRlxcufsbB0R zyn^fY-(gv_U;60hAe-;53p-|4;-zO>xN&e>+m_MWt} zckkFe>FmUEC|~}lYih9@Y;eorOE&CVYGL?&s;lif5-;~i<}Dz<*OB=&I`mhMN$D!| z!2}C3`YppF!5k#?W9UO4${Ez$o~PD?Fb=tf8h^BY#Ao(DaHvCloM^7#ew==+!k z@5tc%D;^Uri7!o!aH&+r06zy2F7c=Ml6>0ToiEYDg?;GISM@f+r8Q_w%#ZLf+;jeR z?}JjVoG0HCCb1TB4UKmC(ses<@}eCe2XN{NeRT0|acILy0+$*iT>6y$psz-J$#IG6 z(tC-(Me^Bi&Ce&kq+^koZzH;P!?pVNx&B>WVlMTVFD3m;j1N2lSrIO&PEKPj?xQQ8 zfcw4wq@kk_JaD+EEGbuRe6vdc#W! z`psr;3eC~MJV5lsd6U|2dZ1^Gy=VAm~z6*9fc;8M(@iE@bWoo?uJd>NWSq9b994Ckhsu!M1ZOJd(qG6 z3%B*CFJ?A?1ngfO{vSG}P zu$cL~uiT|ioj|x5A3`H@zEQW<-b@d2^rgLLOPQx{D}7j)O9>pwz-ypBJ9%_cA8P+w? zKM!Bol{@skym1%5Qx!Ff(#Ca+VR_P*ILP8lpDs9PuQBgH!3goC5UUB7^1x8lMCPJ- zD^Bv7X0F$Vy8iwfu77P;eN(-UE__Kn8oY*=JYp{XCH1Kc^>KkOdA~~hOKES?=Y)J* zk}rWr&XEExC4EfdKEkCW7A16V^rje(q%S!KinQ#%jz3y|;8Up_Dd%fn=J$;J-t$xDL(#DbSQGQ37%yU;ljKOzvN84u$AoQ; zF}#*0l)xIWEtLxi+q7(iap9b#tdC`X)%K$}PV;@ly7z^$su0KNQWY)$2noJ)8eE#X z(sgfLqv_+2r1ZOY$pfKcA-_xbHXgs9n3ye!5j|xC8i&+B=al+@Ji=YJ~9P zm+so+rMs;^J(yk@wFp1N5^`;!UvRp59&m07MpNrD0zL*uc><4ihweYv3(SB1*}{F) zBVVyQm0G9j0jnA6;8H`W`>`}PXAyl?27Jd@SDg!a{>)+gZuplprdao$y6$X3UlJrs zAxhxVHTcr1pnG>_o|X=1OC6X4A)Pus)rEB$w9vZtpH57?&}OcqE*C%d9mFn$(bD0? zg~Sat7fcm>XsT=J{mEhFKmKuy!KDTc@NwbN!UOi_3DTFu5rs?KgTdlF$0p%`c#?8l zI_A+e_-n5}zNh>0Z@K>O%g3SrC;L@0b{vGrRqy@9QTiZB#x8Dq=(|U$iF1c zsKislk+9Tap}~dfJ>3zTk{S`_jb`J-btXUmPq&|%kDD6Darj>RI_3X_OAL+#E|Jd~G6h^3GK+DbJT+sB z9{L%~mzaUp^5WP+`*7iYTXpyXbtuf!%L-b!(Q~=;jMEz(r}#GcYIK~w^7x?{ccW)+ z0X-_yng1jkE%^n!Mq_^5VH>HFzswv3wJmZWOQd4FBQhzhD<{S|NsfEr#`DC3Mb?!Z zS-x^p)cj{qx0OzOnT{qe-;p%HXThbnnD_1TMcb&?C}mDrtx!Ht3#;C-^l6~_5E_kBk`feiRk zI{4{zyS%4-hS$fv`9MA{5yy!aB{@^TkvNX~BRnOAH-SrzQHsSJTVhN~V%5*_CoGfn z5~S!;5he+vD&9}cw#tkF}=qk@C_cvSk=DeD7G73NZf>1VAKK|@xw;jdh!PI#8G(w%_k1%KsG3G2d84vt;d3X^zQFEd>wVx)|d*_oC z_Q~9B^uoOATC-wR&+WHT3y7awwaS&u!Eof<4WD=O?N4-X0n>eMh z?yY{6F)jt4KorNxC$QoWJ%~dbmqr|(#_v@A!RK;gUb_4N^Qgm~N3Vfp_ANb8pP5rUvd5YH(dXrFI?nbQXJ>5s8rKsdtRaV{>&g~We;8GmBEJLKsCex+iR)}eK(ZdYCb&1)I*ajE_# z>ULEp$7h;%K)y=p-p-fMDGS{HDolv9B1KDD&> z(Y|{xLXTN#qkg3S^!{QisTM9pD`L#ce< zkNW>;uh5_JCQb{j3;5lw7vE$IMMN) zAJLP@aY=L1cp+BG8?nwhlaK2*c!BkuxZW1+xBxcNZx(FRjM~zfTF_RMQ!j_lou#Q- z5%JjcRR?V>nw0!ZZ;W1KFB7Z1IFe`h+-uaay-DtC!1r71i-mh^*^XlGX?q)=mTF}@ zCKA76-6Ea0@V;+k?yAq{@8!Fivy*)sLM+IfCDLxhm$K;@C4I^BaVh>K#hD6%RWs;y zYwi<(FX5TWAU7^eI?N}_I7C}1U>=vJhAd#dygAHOT8P$ng&v`yAB19H-5=x)^CqHb zYw}&{Ex&o-XB93Tr|-fi^T8$hfGf`#_!6-j_?ZJP<+8u3SI+UAoH+VJUVr}$*MIQZ zz(M5`P|a>sx2yT`a-=m54c?{D7cQO;C8|R~U-G_iirv&pfH=-``;qqT@f`RP;;Z2I z_E;_ICm?(Zv79`ZA^wVe0e=;LB2JX}T)3uqP<%^qBiqv){{?|6Nj_>$-2Lujsi3BTJF%dN^~k$i z&A>Q|-*O3c`|okhtEa2x8p$8A-E;f7%(syPzC1H#vGt#{#-?sKV8_sBD_iL04_9iW z?zgcSAA@)k;cZ1OLJ6ql)7e>~~zs z6E696#QFe}>L;N3IQVkN$EjZ> z`^$I@esB6-y{VR3j%J4Hwl*%zrmFvo)o-GdLKMt4oc@qU_|0O zQCugT=x6vN?aDvryUvZGzx5t}hxgFEiQ$AzN&k|1Flm3}UkZNj(63Uucc|Na;`K0p zT*$}iT!e?PB^h^deiGOd#cF>B}C+br~A;r3|i3_t2>S8u{wy$;XYGzn^^Dd9)$; z68CzqU)9h8o7B_o0{z#P@4I3>KEX@em-=?@XR3$IA5Jb!*Ao7dPQ#Wk$MzC>#cg3u zxDv3khTgQb;1Z6=7IgV`^+2mdH>smOnE3(@F^|bt>+C6Fn1TVzxSy-$7Oy8>mCT{c zxdNxl!7KFA$aOY+(r)HcI%~(TGe;zYQrM(Sxp1kTzXb=S_&_h+uCo&t%5B$)8@B1- zWm`|5|J6G$;u*bQtM`@IMzC!^y?ZZ%vz6%i{0Bb_V_Y1hfpt}rgS*YT_MC-(%-c=u zDxIIP&HYKay)@PAqSHtlO8S@3y*-Z8O+k3hF^uzZ^lMWb_ihx&r3-t75Ae;rVLFCe zc*euUe4!b=W>VWbhkV9no3r(-ow&&yfE@oCIBO%|aJy}!5jIbr;uEoBnR zDIceY#z}$rRHDDP>QFj_UIOAw;z{C69>>YQgbwc55yf$iQQ%1&$B8d_92etBh{5j1 zr~C0Ik$3ZL@IBYg_5FBV@)y99+*ir7dYpKDT;yMh`kZ)wZ!j*N4@GsmPel4s0r>0v z*o7H-M1075n+@GE=7O)_wQdu%lR@fZ*q)^xRjRvwcD4z z*u^d7+xA*zY|AzSJesm$C+skLP*~*KDEv`9tQlr02*w@^K~j z4b)FSec{^SNo|Z%&2xMHF7+Pjqx~7RSIlMGncq?%e>T^*G?H|@(Vr_0e*h zy7~zH%Wm4O8ugx5PFsB(sY~V2NZ-0L^qV6kcWlzKgLt(Iy`Qb-+0I1w%7iCnz?U+) zPNj{i56inBZM9G49JE68ptE;ts9Ot}IjUy7W|g7qyhpVu6>z7!^f0=`+(*~xmvW*7g(+3|E9sz4$T)WQ$dWnSM{*r2&M~{F3->s((aWObd{hi|y zF)-MqdB7FNWx~G`aU8zNQulkaGp_q2eFDMn9rPvT2$d7f9wa>42JaMaf8c>QOhcPIM7k&jbP0r95XNcYYh3MZAm1b0%r z;rf!#x0^B_iue*axkMbtcn?0NfH$5i6JO$SA8!In9`TqiT29#FyeU=77RPxIe}rGW z2S-ZssfeS2S8=~ee-?fva7pV4btvk;q*r(6*9Ui{!_-`%qYqu{Q20i9^)uAYkbA9Q4 z-J7A7l8=l0OHmz4=0IuI;`7u`_1nZe;5%)?!eh1;@66>&^dNAlg>l<1!IfbkpTGrh zX%)EC_lqKW0WrTL_xyZ#c!ulV-2a)kNw3p;GEd9UrRdMw=(&5Ad9;~Ni7~I3OFB3e z_NX^_no*xFSKwnlc-_8Sc#iJ$8w#nZA5--Bq zV`$))nXjBaDy$LL5$g-sq#Tvl3h?4y32{A_Wb`w59gk%#=SFn=loeMTK# zn;p7RV+(d(VD7p-%ri+YPkq_c>y_(6_3b_nxNFKuUuE!nSCAu6EXY6Cmm*w}Pr&u1 zP#@Qkcq*M(I+Nd(JGh8@WD#)-e-qPWzQ2?)x(IE40iKLP=Sf@O2=qgy@jy?u)yDomlf%?^6ETs;O zIA{R4)D_QCL4RT_JOUkik@xNmP7mD4c-jHZZLp`<#yj+){)&3oqZjEz01(unb!o<3 zDq_I^^;e{yHZ^D$@nNnxSY>^`+64y#1DInse>C^?;b0y2&h)?_uQ+z_aqP>|#AdYyNIGrci>DS691_~c9I zORO9M>lN&AUWBb2QjZsDj1}TI_|hlDSYb&5XCjPAUB-3l=zOrOW0$@Yai`?@NjaCS&(F7>dBpR7 z$KTO9bge5s&}+YU={bduC6;k5Jc|9KU!w6mLv2-m{C?9552L%3Q}d6Pl54kxhv>e% z%GYV0vHAFA8#0;sWrxgVjH&)XH5ufJc}}CBz|(kzMo!;Lj_kahyIW09Zgdt5eT^i$ z)B~=J7~=Hxd-U_Zgm)4D67gCAwRKs{7njx(UeiavlX<`g?_iE;_zgbh=jjhH?AszM zJaC5|+-=PL(ds=1su@Go?e+9bp+^e&?Hla#&WkP7n;ava++a_SV_bqiS?IuNaM!ec zaJ#;EIQwq2XNkYxpk`y#4;!f^J7W9L^H1L>qmS=BYV+s^fbXyYAdud#ewmH*v~8@T z{+358dC7JTPCL4BGq3AvtMDk&Uy?aVZqYmVB7E>LeaSbRDz(XlXY5_(ed;u579OZM zcqf^s1>ci;0H~i{4q9yRdo$kgNWJ|@p-nA3XM4_7;aPyg=^TKQ>gS*ym`8~Tzg~vV zo%sgT!$AHe_0vozrY1UCcc^gZEH=vOJs11BT@ zQnJqpK7kZpuST!3j7%G5&;S;e^h;J`d;B zpY=NB5qrP&9bE_h9O0C%j~uQ|$0EIEEc$!?epqMt8-Kpm>E8pF(22Va!-w-Jb0Tq% z)Lh!G*j>Fp=;QPQ zx^mHZI|Tk*p{D&Rb5&nu99%(qk30%s4pEFtkd!IO!bz}^oPLcC1ULzev@r&wh z3(&xG@pW|~7x}`d<;)MYmHAQ5+S=n)c7$_$h2K^NCY8a5FXIP0NFHwG!Ath_sw38C zQjxttAMj4_t{m1cue56x;87-XC1lcDA-ym7M9;W5mJ9te{=V0Lh~tzOmrp=7GI2hR z>tB2+isO=fPT2-+CHN6Ofq+fCz7Ly(Apw{E_)kf%!2NNY_?7UB=b!1> zdOsPfC3GwCDCb*Re|UHdCoBY)#FhNP`W|t83H{rB0`$*~d;+oGTk{V5N%LAJe3i;i zrea5u2Zef)F#bIb0|#P^378TvBz{lNF-B>5$0^}Q%ELW5+FrEH2eC(eonkD?7Dh#w zr0wN!FOC1s)xK~I=W#9PQ)kf?9p=TcE3MymMP4_$=HM;cdgKmsvfZ-n$8OrD!#C*d zf6cyK^^^7dlK6^xuv~hKsGie6LO0e8!d^zD`f53foDY?Ou9d?`6F1 zp(n_m;@k8_x0UQ z;!-PQJJYvcvG-a33)BS`5T9m(Wtn&@GVsx*3!ivMUsC*%|Nj&Bp5Jm+S+?hYQm?WT zGOMfVed?+=y5AW6Dy4gGcyq5Lkg%D8B$G@)4mpswAUp_x5JC=li@f(9c_HtGEJ8vC zZ&&~3+Gj_^RZ`gxWfuByMz|B_M4Yqt+{?^07xCVb@Prs%zAN?3*lPFEd$Y@%8|;Pm z4%_5yH*Dqc?`+%I&(Xg6#Fp$i3zzkvJu_`Hn6#2y9GFVKl@iC7?NJck;S)*ML}MvS z3^2?3Ar0l~7_C14ImW+ir5Ildeq5Emq`FndrRc{g7RJ0$+*|Rbdg^xnC%EML-if^= zy_1l`S6nIjbHa?ok5i0Exwx2*Bjz1_uYfI8Tj;OhPxRmPovOX1?}qQ+fo~Y|ajsVh ze@VJB>18GR@E%gXYu~=81afZ z67VSEQ+VBMU&p9qJ@R8FSflT99QWlMe-eDsKD@7SB)(C=EIo$jMf{njzDpQ?)Ta_B zzHh*LXp1ego^LF-r(OdKUY%n-UY=#$Uzuy&hc9;R>$`i;a7+>>$Tg4PA1Su+8#t0_ zG=%QzJ)3ySeCy6J`i$l{Z!EBxqfEPQH$w$y^J}x!v6Hq za_aPm3sV;>4YvkjR}G!CuFG#y-ii%wLSB9pT!J!vb=y!^c2A#~)_(9D&auF{jNrG9 zUWqpC8tRbOQj@X4USWH6+D3bA>PCA7PWvmwjfTNx>htz$@O-6nu>Uwr{lMV@^qOf+ za7~NCZEz?@FFVziX?-Yw6$N-kh2G@giNWWeM!yceKnlJ_iTwUU^yt=a=x}+g z_u=%=8o9`NkL5h*f>g$c(L9P$iia4imNpU6B2Nu94^|_OlY>sP?gupLdJBJe6(o1{TcOUILq>Ar)|`){ld~bDzTSZv=96x_1lg8P~4W~o&=jF;6(7d5*$hJE37Tad))6} zBWXOvO`p}^mfjck^L>qLU0cmx?H@Uv0dLrc`7ArgeK}zf$5AZGKWG2S^W;5^+s6Lz zhx*I6qo%(HwH4H)x9dH{T6IN#q|-<%cN}R=UEYBUGa1hGbTlBR;2ROYMW;jk?$eCZ zdggq~F8E8-mE_0+wL+t;9b@~xzEiAiPc%b%jJLMLq}tJ&s2#^|0|pkcgYx(^(z}!v zfbu)ye&@;Yxeg+8HA{?I^EHFkZ<$!sUHEkO5RqVbss+Ul6&JZIOec;QsP}J4y|6~1>!sIn`6T@cAv;`spsf76|9-p&RzentRHoYZh@PDQ`zq&Qp*2uh9jhZy$^2E%F{DuOyP?7ky z?3Z#cI7ax7rQT=~@VdzBJlav&p3;iq`ho3=GnL@H=R1zFe1{SE93!cd9!Ec7c&h{9 zbHiQFGylrmx5feZrmQPj;(A$OkYWg2OW8KEYjkZD6UxEI$fA9aN0X(5|J~|o?nA#> zp|3IjcK1Zz$UlN$R3UEMOrE#o&yyRs5fP2vzg z=lIuJAN!#M%{uXyz$WsMiu(%t#j6iI0ohBD?;ZNbDZUi^xDa3Rz9_Pp97`fr1ZyiXIn$~)X%qE8bz zsydWA6!-Qzl%x;1>|5c5uMq)P96N*`Y|Su-eZprEbK+}ZO%-qsxDJCQ0`kWPfO^^m&s@4x=zDh znS>2A(Q`$4)tVABOyhH@mR^2{bhPU@P91YE#kkbmP>xb~-IyGwjNU*Ao5bfTb1oz8 zSghfH<42OqFS4mFQ2M{wr>I3iKfJEt9~fxFV)uVs;{N?6@SU?CE=3Cm&6kYew^bE*FEA;EjIZ*Vg85Dz$C{Yt!>(0 zc*J$p{c{^Ayzl;Cyr=9Jj~5^H-S|Bp6T0VaEAhy4$DbOkiZS)zzsY`*O{HV-2)1g= za9@4xAy%s17a4Jiyp{uhh|jW&$DCpqtdVKPrS?y;PYZHFEqKhxC+Uj~z3$W$IMSwGq z?!-AeQey%(<*6krQh#4!zDmnhxxp-P^9Fba4fM23NmoF%yVxnJ;Zq;EI&22%B{g8{ zrLYXuZaubN16!JSv}+-9z2zGfIhOKJiucxaAnx3WIv4)G z=Yqh#ykaeUp656@_*^+*EV`KmVp-aXU{DdiOi!z1cz*%^DOMc{kiDK2G* zDb?2PYVNBJ#c>EMa$NHGQW66vCgj)xmPGA6j(`43UZvN^VHbFOse&B=R|0Nm-iNIkTjDk2O7F+_99Js1#rqs9 z+C`3A+MoC0v8s>4mc;hqcma#_o{r7N_u^KKE%9E0S9;I6PvXvSPXi`lJ21BMXfzfF zf(wH-T4~@$9^n)9XN>Zh`lg9vtND_`|EVXA*nm%$@5^`lfhpip4%=Dltn8gquXW5B z#x~fKBes*#oMUbj)yHJW8hRhCCBDV688;bm1ew!m@JaJHFTMctS~}us<$%Bpar#Qw z>8**Y+|_T1-GwjHs=s2qd{>wOHYjJVx-)TCR2QW=UXLA9&pb>?uY}l78DFx59VGuT zjZSWw-<$2pZ|=o>lug6$Ezs|&#AC6a>;=tHVnNtAX|OWIyj8tyxetBiIDeDlG2iEZ zWX0*?KPc9oQ67-zIpHnmDQM$+CHBixLz2QyYM|$e`Zb9cS?afrjoAFa&0PDZlidSuz*7@8$u@0t`xHA) zJ|5Sq1plcB?ib)?6yax<95aPQ>#0Fu^GB`)ey6Zmu|U-a%U;T1Bg$UV_>AkEkJX#T zYaHu7cK?p!Uu(0+y%~?bHVBXK&qH5Jep6yEiMv$cFM+ASUaH}HgGZ6SBwHzR1r%=z zaqt9>A};x(;zUW@+p$Yn6YQN3GpgcJGyIYL!~SkxIhIvlNBc_lndjmXKQ7dv5c`5x z8FX|*A8@aaOZ2^~e%uu9KmXnDL1ObTPPBG7*6>)t6YhntDari`wv)aqdnv&(eNW%v zTI>G#agt;B{>lBU;u2V-?>hcqd-x;Y=dsqWb8L#Xl+K~!B>U#23E(~t>z~#^*4`}Z zZBG5y25h$S;PqZHBw`Sa_+-*R z(e+pVwk#MSOvw{3lh0BBk5o@wqz8)ryJHgZpbXfN2Afhng%kWg`BTct^Qbts_bHR@ zm)JqFg)-Pq8RmV?`97N4iv3_m>bDXh!rT^U*d}I?g=eZt!ZDgkjmspcRY)(DF6|1{F<6nM2&^eJ07yLM{kK^~b zy~O=!#uH$SDIZtBKMs8@J6HPcM*dQ;TQvV=n*^MZ9VBe2_2HuZ6m?FbjU;Sw?)P88 zA00Pfkj@d~OA*KL-5i%fPR{iz|M|a@j|*{c_uphMRrpJZj;?qD4<)=x>6|#W1U!it z72`j83>c*GA8|+fhW(=-=dXoX?q6wN?z3Z9_+HpQydSVGIUf5|W7+%`#~r?_<2d%P zU-GEe5xc@?tTl}5tZZ>&42q@dys8~noo0qPl7Z(Vji5C1F@^mhe@J~-3&bh%#8mQV zYLxmClR~F9Pkn5bd!7R48sN6nqtoBe89eBsIm#SnUgb3(s83g{HbebthFo`n8W_dU zbHqI|^6&7AvaG?1`zUW#5>DW=$c9Ywd5X1KHMx0yL!l3Igx{0nx%xDvc)x+XS4!B3 zZRU6)Ou^Ps&3&kUXD%|g8=0fZEfwX{s81t4K!)5?n&0ny1?MbsJ-`n6O>TGbm}V1C zs2*EGbs!C#GsU^3T_8JB{;zZ`#fKKwX$!UYiuLH;C>{gvkMHFar$e_Yr#KbgE%Td7 z*hP7+cd;*AhTfYvpR~nSSPSAkbzqF{neeE@wJ5@;$PyFF5<62ZPZR5kHrY$M#~HX$ z4fJSNzp0dXQu1xVM%iW!#J|LyQk*YOU2_53Q5t%xJ1JuOsy~x3H_zOb&!`@zo-<%g zkdL6AO$DBZweU6J2i4@-eiVOVEJ--T^TdCv*6%8w)ttW+ z&%I6IC)Kmo z${$ZFm%$pEV!o($GtE2{PsD4y6zfHkq^U1`jmVAXdcuRmu9p^nTCo{oFlqdg2E|Y5 z!6t6F=Ze6joH#ecUK@zLrr9$7$oI(!W{7)anCE%rR1`y3JeRqm`e@bPs)tC5v6mH& z3d?vd-2ib68-z{#zKryA(WNfne--g<3iy!)VmtCH^Vnep;#Z1AH!@yjHhPo@?P8M}D8UlG<16igOX<`!GJj zeE^emorMMb&%FE~;@bt{Wvbh1;(Nm5JlDNITqlPQET6HC*ni88V136BQx_(c`M)K& z@@e8j&PN4%gnK2K_@#_i~Q?C=ukUx`j)L&IvK3h)cgt;!AfX_L9!4xc43C=te&-^1YRh6s9;Qz@I1h;Wm*lq!x!{ zKk2phxe0IhZp0gn;i`?qv6ExfVwYnP@5=^q-z~u*x49w~`C|AUdCX64%%#=c634^C6gXCH7Ij*&=hXK(4Jd_EIC*RD?s2Bkv|oP)YGc z*4Pk##ePsOsN&eZ_V#-gm+cK{>yWI@eq|0(|?h!kJcY)=azf}FWt5fE^=Npz@;Ue7q+?m zr`iqd4eS>Amd;7!-n#$8wNo0!Ge;Lx#=6cf>_+g+JGX%~S%P z3jEFtaUj(*7g#sS;8G*?EP1T~0s=c~W3`bsIknbz9HqsGzg z8vkKF==@+3V?{kiohKlCa(hXB9P6vc83Rv191@Rv|NfQG4+Wi*n2W3A<0=>v?4^iB zvT357q(^@ZhPdy>qcA97TEwH9@hQCT`8~I#!gm7iNthS*k9q=;?|mnJobqv@ZWryP zUnTq{juG?(&|h+%z>DOB)DML@=3_46Nb|?Ih6F4Ub_EQn;tcZ#d=kcl7&o|4!6)Vy z_uTR6CY*At6XqoAaC85R_Y+(SobQN5{8sQLa4f?<@(FV2x@q${$aq$-QsrEf?=LY& zO2m_-=dYMf>;qk3Zsn8{=N>nq-J~rKMkx-e{#_-{|I5|~v)wn6EdrL2V^VGA2?ghv^8es+mcZSTY&^cBIFjF6u4_)bO8mDRnBsXOjxRmk zJpaGIR>aX(raGB>N`T)Cc4qg@cpZZVo znT1Ol$IiLnH#F#cjGwCZVe_%Car<9A{@qUV`6IuD>yqT-+-`FFmbfIgXDW$%Yi%tv zc3n?^y4|QJAY5{LNt%^zBZat6#mB-X3V4+Ga@a|ZRrDZmU#!ONsrq&D$Mm`EuNwS` z`^qnj&vj1OU4Cxy1Y|G$x~6{|_$bb|>?QF7#9!i3JcfT1e+fTM`b#b810ML^To16p zu|!zFHHtP*<*^xV2_tm>c+`DkbGykOtIyqD5+yq6!krX$M;-WG*NHw(_(xfM4{_dt4ukjy_btXeTLWCcW^KI7G4w zICcU5O)={XF%`vu3d~=v3&K9>yXKfH;x_BQqVP9>*6e=6yIS}U72|8%2x!eXFqT_L;X$;To+DhewDc|`d>xvx34+QJ&@h0?}uY6 z{x5yGBJn8Y@TE_nF`~ZWX|8jMdywWHWH_dCNcqjq3E|v|VXJ3=*228*Gq$q0X*v8- zsiHA-IgNW114zgRXkceB<0Lp z`-1Q0h(Bpgh*u*$SjB%Dm=hj%ft%TYk5aE1U->NZVSJ1;pEM`<4T=S2#qIPsE6;Tf zxJD`JcGK!h00zoN$calNZlvP8*aV8hDCezy)J5g*uqU$2d)W@M82PM?pMD=R)$jsQe(`DRJ$b>x{3Ud7wCv z?8l0|$#qozJuANp4nT_9yt+>Cr-%=wcuebe65}Zn?-2h{eyMVr9#;b!<-5ABKlj3G z_jOMc2Z9SPZa~N#at!X7@@hrm`en8P_LXWy#L>xMKcGw?d)56U-8u_;z4dsp|w^R?Js9%JJkN?W|bc}vD~x^_6vk`^L3$j1d0ld4dVyo&`*(_-D2ElX=~2AOEh7C7j`2 zH#=5%t^48{0<5pWcS{~+J8A!jQ*I-%ufNuJ!hXsXr{UzJi8nOBxsi5aUU@L=UHR$K zo>kqabmp}-D~_x9cRl+yFjv#e+e}aDD2OR%d99q4v|SsRUk${vQ;OH1p`x5yQLz`| z6w=GdXbvdvkNu*UdRB9ae6-?OIgTMtV2*u?JhlQ4S~IT7{I&wI+e|0cZRWgm!JCM^ zH1;5`j!#zXil3%jyf}@rFSNGH_h1ewj-HYo2F|AN4b#$A;lGJ{BmE=!csYDJaS1bB z*RZVx`_^-u4IC5xR(Ci=-HD%z_kg{XXFlg0H^3#;zG2g;-(!jYR^oS-*r!MiErZ@u zsuNlZPr%oFVu`h6t5*+Tw5n3*t%%Q%!cR;S<7xos#8=h4_iN3u#N$vMi{qi&MR2*q z7l5CjJZYAEX^wj!zL$v5Tq<~T=|-<(z4$;V|f?&CbrIQtpKzs?=F zevB>0C2S?xORS-?$phaTOcKvTHllDzanw#p-vQ#@l{%CpC)Zp{034A0Bz$pP3OEyT zbHQc`zFxGGl1JH2i7oV__#+%jFev(R5!du6towyD;n>IRCGowzc31H(@hW3|ocP|M zZrA;|Bp>IoSpKW#zphcRdGuWODZ!E?MpXSQyziK$d#CU67(S19Q?pOJ?>dic41XQY zr|&uTB)C(JGYNOtSK}kWpem;+yzjr6dzE5bro>TBk;m70@FolPW!x_lMuO#Cz&3jR7O>Sy*fxz^^H%(pR^V0P5%DV@kvw*geG`h2@_27SqKi@=Nu>^L@_tG^k zi%&WP?iL)bvbeCq4CUcG&(C!dXOvt(-s4}yREX^buC~U8a0dHAzA5WUV^4UTj_u$n z*k9&9lioGN)UEz@Czv4o&f3%6)eG}(fI0f(9?WM%-i5Sx?=5!PO zRQx<}D?AtW@x1aHTvGjsbWZqg)m{qxCB>J#54h|m?4{txCG~L?ofEBX2}TGnxIem2 zRr`kbDxZTjx_|yU;ErB9&Q$i%vGf_Z#(VKNdaU*1s>js+;TSqjh)eOC68!S_{5auQ zj#J5T^_kl%)S{)BKPB=)51`xKmA+$LU!;D&uj*H+_u!rvnNO;kyHGE`6=F!V#SK1DK}XLL&c?*{it4a!eZBj z6qg%}Okqc)gh$=Bfm7SChp>wt!v>?)r49bm{lwAR6FYtgp4Ow({&#t9gY|lCs|^~x z-3Ftb*LTzk>+w3;1@!jq$o1~@!b~*JXIKZW|L=!P1&7CREc(@fA5GYiO#|UMf@Src zC-Wc1+k?-}v`1fCXpas@KjArW9Dh*S=;DW!oOdr=VqL&q)iDb4bvwgt$G4QdTEc#n zZk({c0EeRp{useUaFKeGVMfhF{mLL-ZHq=bK$!hTA15JoY+xW1~@E3kPUn)~B+ z(`^|4A*U2@DfEs5gJnDM8=J?MwB|7`v{pu5WjWD>1D9M+K)zeTUs7x-_H}c-sqy2g zIw!J^qOAnBfG?`!jo)+Jso+h5KfZsmkM^%%A2ya_m||RtdxtId0hi86RTnPwL(zAo zCva!f(IxIJo`Cmh0*8Fv)xA;7hR0ZM8!#i_Q7x``j^6Pnxu5!Of=!N7nwNU7f=9x- z>OK`b^Zjo9{Ln2W%7f&Jd%QH$-kh?+UZ1prc`_UA4>(F%cd#XjaDEE#Ub4(b zarxxW%O?|$Qk!Dp(!Ee@Sb0L#kg2{xwPzli1+Uuno#*xVy@$`Y7soEKm&UJPey+1W zKaWo)zpvv|k7>u+f9LXn7mi8F^|?O zEVQTS8}in)753K5rD(3qu|GUN+w)zj|0;;fgw5ssSQ*1<<@CsjmC#>lBsbXPc`9rK zd==FJsy4X}ThaSS;>W2!a0B&Z>CPL8XKx}lBmHo6PN?~R{3UcW9bM)9);@VeC7U?>_l9^(W*8Q}8pzfy_HDX-yz!DBTC{OF@2a z7yLhbHDOB;y!3n`wqq->x;@%3okpy-fs?n`GxTyFG-<1KAGsdQ0l1o~L+*e-OpL66 z|6OFSi!4cH`U_PFFB@g=@+&3 zQiUfFd6lx4B2S>IC*Zh*4WPV9#b*OMn&FCYD#4q8GhmkEO~4(ufqCsX7P082{R6gz z{o^re{W(8h4aWVX^NYvZYrVA{y3u;Pxt<+f# zUsth<#NBHYCz#FSI2!lhvoNelyaM7-${nSsMOEyhMC_x9JazkLS6Clxh0zQ5*>bek z7H&OFpR!$O&Ek`gmr9YhOA}|!2#>+GU^8JKDb^)UIyR6v1HvWEKi6?Z6I?N;I&74d zaH#6wLESxQq4giT%_c25W*hgNwT=5v+oUynnR6TMfoF*i@q5JwY5;2*h%eQHOBv5g z5hp^UrA$BFM$Kt*zq1`@zVpY` z$G)&h8_!wq@msC^bNI1dqr-pYnkXjTght8ZXyT4Vt9Zfwk8CD=D_@$k+kT5Ku(;#8 z|FRPb&Wi+_z$N93J&ym>ChiTfGS(sIWORGi3XhLLuVtn^H+d(TdlzjLzjwv)uWaJR z^WffoH15{ZmjXYOwW&-Fv&{Weyk2oS`NYb}-p=tKVkYttLfqT+1cXnrmlRi!J&bJ} z<4YyQmlAvF|87e9$5rg5;J0iXPH;gR=gf-@kyE$UTzK2H7PVtff)O6ueONAYpu-hn3|-oE^}=2%n3 z5WOF8BR(c}5AR2eao;P!mAJ2e=J9UDsgiviw`99i-;3vskJ`7^R{Q@wKQU(U4Ig-J zs|}sJ+vd=3^1%5oZRe>^?ag@~SjX4k_Ytpn(AKB1JJ8b5LGq&&iceefHS2kkKLF@}O1&EPn(5Dn{ zL32>HoMNYnuXqezy_>)#<>Uz@wKOwate=MY9{d zSbBhLI)2&4t~q3#My`QJskjij0qCbRc&rQ@m9K-%Bpy+jIB^-jNHG~*PxYIv$Jed* zx;HRPaeHjWG#Zq-$H&=yXfX93x86oCKVa|eI%VsQU$WgFeQt;7g>Z!J(BRn!1J>yMnseUb`CS8qwe!AV^pKsthyIXf=_~S`?Yr=Wjat0V zI-&>N$hcNrmg-9K%n#Kbm9be=)0W4_P<}?6#;Q0ut?)U-`ze4$ieGsQi+S9DW@0<) z9QvUHJ7e7`JN(fP^f>sz-kg8Lb*)juvN!)UMP8g)mynO$bImhxY!G6=}LmNSz>B={GZm?cn{GZeBe9FINy2O`!P6# z4)+oIfq!u6Q`>Ulimjk8=A2C@Y~sp8_V$9E_Ug>__R{o~^y^(=FV0$P&rRE5&rjcP z!{;8hHy0kY5sQ!7Gc)$upXeo}xOf&$MoTnaT1poQKdm+W%%2`bABO#xZ6BDs!)wc(y*;er;}q&?G!MnS7Sn>>dpt;sa{clY+6VlU%MFIv5yo^jXg z;Kgrk+lOD+Tx{8)=vY1~eR5({(%Z~)ouq@Hd}+wFg_@!0$K5gFR7kN_gMKj@hZg=5U=uI{=H=le@VWaY#+tE^(gx(@yBEvC0O)p ze6Sb?_s{iy4Tgp1KaM}1%kzDc?>G)7&*j^3EXC5R_7dm9UXsp9?9=3NZ|R)4AD7ha zR`i#|_m;gBu%lv|fJOeC_X8#+_~Gk9@|^4ASjJ;@y$H6H?s>e&;rkJr;-kKs?BkEO zet!K<)o$K9WEJycyDiy%8vXfi?ErnNM=#lHorjB0h+TotB2J+4)?qDDE{m8F*yMF% z{EkoyKx~_}Rl0`q-ITxc7%{d<-Q!cxRGVSF-(G7|*B+-IxbW|Ldu!ei>+s52*RYhP zqK|WIp`g3SyyDoxCFi8We-t;Rpg9L#2)jZ)jrCA-kKEQh#AW(UT#kM8v0eK72l`Te zZ{q!g#S2}#$7Af^5{-(6y+M_$(Z{%{Dgx~f7w##|?zZ|Du!;W(|Z28{PHg)v}_Qss8HtbzuMx$0) zH{#Tf4V!6ycxJNwao9w3FsIqWgVDbnx(tot<<@2RD(n8%I(uR`n*Re?+xf2<)z=cI zODW%nz0?*zuJ`Cww&K7QJ9w4exF24z+3P>BCto6N4PPv$yoA;R*{t%j$%9JwuSDLl z%>8Hr^V^U|yJygB>-qLFTeS9|?LTtK4xYYh+m3t;h90&TXKb`TJrC|aH5t2*946YE zs`(AI$jV`I--#cq1}NI^w`=_CywWsKe98NO>)wf5#v18;n!qOaa%Gdou@Xw zq`0?m=@%R;#=Tt|PJW#81bzv>GwOS*4><9qQip`^P3=Imml7LC|2x`8wLZ6SrfMTq zamU{mjtScmtcl!xeHLO036|*`!Zz)jU|hH-HOKpj=U48lftcpqgO}2KaU)vyhwTXd z$3EuO=*7FO^N5vpH+52~xe|UVe(E(LV3NjU2A+1%Vp9A&)IXH4TguD{>18+%8QzV4 zZ;IX~ZHY_wB1Su9^%2(QZ-}{k6L9IZb>IYi8+QK7&4%v^h9&^-D=EhZMf7(HUend#9$?TPfZoA6Cr zaXs(CUX;f0ef{U5nM)jrIv2$*%W%6I(THh{=15z7|vYFgQa$HJ$IciUWPZ#3d!JbNR zMmALibAB9uA|^#XroWb*1Qz*sdEP7^hfO42<(>cfFU|ETg-?~ZcZxa`a4F$?EBEbn z5EZs`{jrfX9+@|}#9orU9>#0%eH8zZMu}_u zgByxH<-nZ#;1TsFHZo)FQT#Z3owHxts0Bx?KX%38t2b=j ziIX;F*)iTn_gm;u7XX$mn*c&i=-uEP6=l)6#%% zCXTgw_~r0nr7KW^o6$(DO&oHMSNEZ(RKLx37y5AbfHS|Ner>?pD{RfakL=*3FKz4b zbKv|QdlK9BF3zFed)cQqVn4#W!cNLjSDlwGJ2|K(de}WoZ;1h;H`?U&r)|xV>$dOA z7q<2A$2NJ{9^PMS_xBr5-t8^>kH_Az|J8wBF5;eYeSKrik=9HGyR|^wwK!IaH@nU6 z>t!6%)$#dXJ^nQpTt}BN;eDE%=OO-*;tSYHtZ^yX?Zhi&+pB+E?6+I1Cs3{31$Tr6 z?#D%Jk-ent*VrlgJh7V`hj?GUm}5({gKF)l>hs!t+!jmhsfw+XV3IH@#Fvt|chWzu zR!7%)-w~I@6M*ksSK%-5--R_bxFS2r?HFMN??(=jo>%M}zEi1p)N{w0U{m>bYL2Pz zRBSN4&vC2gOwM(S=U0rh9_`t-^y3-&?pj;8>7bpu@|hj`_*42u@3W^yud#N6I45gl zsEJcvjJP2-e1SZ(>SpuIl|1HQmP-~I;WId zz!uHJQOFWERPPnl(=k@})5?qpgF1FLJT}M~%$!8Pp)L;)-<2d7Squ`?j8!5!c zEB2IdEcsq7MrmIiQ+2!I3aGDT$j8<4m#EuSot*P31K<1KYV-ukiZ6k|!Xn2GY>McQ zRcs<*Nn+nrF)CS4Zu+c(KMAJA`(3q>A`bEWh);fuTRXpUDbm?*2iJJmyX$PpmP2;t zDm}F?eP)w{OK-zX?ysCWYddSYbd}WSEyp^UQyo7#7zO%r6!4*xmvan(4EwF<20ma*ep9jARF1RQ=I=a7tmm5TI&;P5Z#Zau;Vkxfe!9)U*V*;q1v_&6 z8g{}NY=aH-R>3x6UP)(HIYiawx)0Y`xP&bR&nexNIoX~1GxAZ=qE)|=`}@zPKNB{` z8qP)T>fogx>^*XsL&mO!kBUA(2YMo~pZmOA4`~m34I=#1%+ufzdT;qY+rW0TDA9eB zPH+~xEk|vP>?F-EuSH>v&r<&)&bc(h%fz4Cbe%wtss*-o?*)2|lfyfI!zO|A9fxlq z*Mx1_YdhB*Tq2&7;+m(sjwVj@mi>9yRC|VAPg7SOwRQVGp--uDlsD{kFsaL1tL(Q! zgl z8-AB?Nw$*POT?FCFTv>zJOTVUuBH4q$EDbBm-v$F!pV1&mH@t-=k}A>x7$qMOYpCP zjpW)UvX{UP;Zw-TDHav{ugKf}Pw^+Qi7KB9o3OjW_c#vcyCd?K#H|!Yic`sUr}wpl zQ58=8p4wKgvo5<}UVV1T8$Amq4&1bTS+?Mjs zc<#pv_bc4<==UoKYG~k;^r!mW%Q@??NVykeS8l^8S`-$JyfZgGBzT#bWnQRXX znrTD8zxOsCx04?e@44`my}j_5+e>$2FS+)S{=4)zi1#SJEgw)Z1GlBHB|=Rm^M+W5 z^y^yiyVS$B&C?U%XfB2`bOAf!OIv^Vl8u?a+n%6jkb~bk&j=0wW%ZF1fiu4Dtca-B%pQGOooog>n-(_>Rp0%B4 zZ`g*T7wFHu);hjG&!(Q^@W;lJm&D&ApC*0b2KWZQVGjR>8of0CE8h=oVSKYf-;Mac z^g=;5PrVM*YbLKeH+jxRu4P#o<4>bMjJ;GMw$%hC-_v8V4R~vrZ8>_?P7~MP_7Qg4 zmecm=E9?i3=DNMl@83wSf;Fe(c=l71aS7xlU`R|`1?xwij_ujK~9KKuUw^myl zV(-$DN`cYxc~ba}Ir4YuzU!?evA33tlX~znOKz@_d_imQye#fLF#y+cxW)1J_Za`; z_A2h}d0N?W*m<6tAvdDgw+Xlr{5bU; zsO41#?vn5dJfR0=j1g77llXOt6a5AL$UpSY`L5eW$!opG>u4|iGU~$Vw>W=E8cg~< z;x7fhx9fY0@BM$Fzl0yx;^7y`6UTg9zzShQ#Fq*_Rj?=V)f`6>+^XEm>N-*RUc|0i z%+mg{KR8B(Ba+~lW{l8OCHCG3b_HQv6ekizQ5lL8$4EV ztiyJKnC-#y!lk2bFS#G5^_MkG`mF`UrQBv>Zp%iJEhW2%by2(o`MxQxMLl+gG?N|~ zI?Z01y3)3tyhIP}ujuK0-ku%*zCA!6xCeTU$5vQET>k?*a^*`qeED0OwGNwU><+tk zAio{lQ_t)sjvHg%(nC?t1J(Xzz$Iyel)$gXZjBYP7u3mpib>SsOxVDufTKnT%)|~5$f_3yHZb-6c{eu2K|-- zIHq1F>O+zNlQOCqmLJEpZwD^*8@0@~9s`%)KfHhGa~r?;By}Ski~M4`6Y-_ae6JI= zG~Fh^KObd%N6)rdTaMU{(_etuKfv|;(#9>?X}v}*qSrTT1~K=RtT!#mxz_hUHyL{_ z+jk4U6_+ZWP zsX6{sV@bjoa7eb2e?J~e`~vJG=T-73jT6VEz!SJ5(K&H_Z!j+C2?YJ67D;@m4E}mO zm@q?IVh_2tN#(t0KSldT`|5e}T3E%t%E?viSiSb|H{VD5`929ADc%_B@ow$>iZ4me z;(qiApP#tFmXVJ;4e#dQnNMugylvL;W${<=X~>PMCu1w>Mw^%~itp581N{cP`VV}I zmf)M>qtat*9Dt@7^G-1$VUyd3=mF*F^Y&YMGY*}w+U9ONWT(KtLl?dbac}Z*cVk~v z{5b4y+2HC+tN5kjnclCAT#~p`(l`^xNj-F>`*HuECB)Mglb6~;F7XrF1ut~uT;f)6 zm0Q6BZ{2-@J^AW%8@*s7dG#C4(b{nEGh$mOsLg|8fL~fBcP_oi0vrJE|0Z0*FUpdO z%c}m4YppnMs~!`;(Rnr#EZBMW3)_GBb6d6Vv<(`w$Q~N-uH6H7x(&XLdMT8-7J2X~ zOFeD|-!G59+{kY&5tmDG-5SXK7tzWs6Vq1gUcKSc;BVkkOREJ;pr);^Be^jAO6hsK zANR&WTX*0iJB}Z>>HHNNyZ)g4@j1pByz}f6*sbi}8vEuE>JR&lnP+2{ZL*Ev^#_-} zvn{8-v8nLKy1qhR;HSnCkAfRX4x^6yS4T{(j(A#%*jI-5x%AkjDW@Dq5u3WqCVNT! zHVWh_^W+7*F4D*9?HT{d2TKdo<4fe@T+>hZBtH&J%J3hYC!p9M^QP*@)$~J=y+lr~ z;>R)H1CJ@OVPyAs+&ig1NpR`cVA37#(?wecY{9n@cKvny5q|L-k8{2Ip#;fu#9b$|3;z!b+9KC5C*f~|~Yho2+P+;0ahvKQaoU`sb1wo?~x*rC%`?Cp8mt1EN9Ez_{NcG( z_V)Zuwr1~Pe9#-jps!(EB6XxCu?mMrm5=8eyyEyAdmMAD6X(k39Op0bC&8lV zxA9oPF!mQtRdnHGGgWX&dII`Qu|AHzyL={Gx+B)@5?{)pcNTOP#qIb@-0*uP3=v-Z z$mfnzF*d|LRg9_e^YnejK;`>2#|iuM8OONg^DFlRp0pph1YFwaxODpBXLjgAcml*` zo}>=tZsnR8uj-kkxu*Ik)iJ0xL;NA-Y*NH##J5%+R{eVwXVPzWttBukP5dWKZ`}L( zOm=SctTi9l3Gna0nH$(khpgi(@Rt&vfamk%zX_Whmza;@^9q-g<5k@*=gTT~0N*>$ z8vg`5gLzvIz&*G~&B+(Gde0|l2<$?apYe#Fm#4RGo1UYr`)f08!KTx8fcVOBYD1Rn zzG{!bVa$n7#N2FT4l3W6hl^Fh?k`CP8!nLdHNhV(qLb35=R5d6#GQ|QY$xE5?>zar zOpH6NHed@HEO~qY(#&l*jfEph^b?X z>K;mGvH@LBZPM8DYb;GDY_^i@Rn~~RpPB^6Xpybnf8LH={~E67MVr25uXTHQp|yi+ z(B|=Z)RwHYL2qxPHuxxYFIV89hgknOIHld-!rwoDm?C@wX$R-vX{xVHSvtY;ozZ&9 z(c4mece5Rd-HW%-3;l6=!T=pH+Q7Kh94)zt*?{zCwF?xxMu6 zW?R1DsGYv}xgEjR8MgpV%xlsKQofvXVl#M8YsR6pF%(mbn(pFDiwm4nj2b*qUskPS zswq*=@CNFr>d8^H?fovb@=M?^?S&`xDLJ9fZSRkK|5lxecxVf8_2Pp`s_38pwDdjnltwBkPTMIL_`D6&)JY?&kr-?% ze8WaI@ds2d;eB-dT2a3Y20N#k9H;cDb8yYeXu!4My0+~(-TJ(-%+?$rA9wv5>VL1` zQ|`B?UIvePOtHtQi5oP0vrS%l9AEFU?Ir%S1zTyt+5^^yeB52VsEwu$qf9)$2_IAX z)9#(W(2@$shdAN&&4Auu-N$0>d!`x;!5etGD(8*oW$p7=|}n2)0l!m#Q(Mu>XIGKb3fr_N%p(u+6|XeNVWg z+Bk6q#1ptP;V)HnPT&dD@G5`x??Fem1-#1G4<-0<2~G$v@Le1;;yp^PXZ3n>{bft| zy@-$4oU)6!<`w)&J`ea4-d7%8ul3#L7sIp`eckp_oi>>28q)Mq3M zuiP~!wMM%p8@5GPj?X@K!yoT7Y=VtM$7CmQrNh_F7VN!j&rI9vIP<^$G>x@AsZZ$o zuC?z!nfUig{K!Law7#|j#J5H-;(xxj1bidz+;Kj+v8BX-`9IiYDSXQ;zKb;Z+YtY{ zm%b_Y6G!j=_Hx^D@|qp{3@+uNYc>j8YCnYEOsrYF@B(pT#jK?tCC%S79E*BPi^JF^EP_LA-Dir;Lj2}f|FHGT}w{f zSJoWqR;fRixbEUX1Rsriz#5=>8`lR`yhabWiu`F!4)$t$v zIOW9?KaSrS@^QhBYu49NxJ16QL>-Fj!huUcuM+zRodP{5C>9Te(GxbGT^+9zU81ygiyll#eg5pNv-+5hIx!sqO-V^z*s zJ>RXI-{%6ciwDphdmdeoCF_pc8EWH>k^6p^T8i$kFNI^w`a?dZ%o@~)Kh>HTXlr~f z>3}H4sCukCeJso5a@v5K_nF_#Se(X!y5`m{(dKgIXctmo?Arao%vZfM(LgXEtiCPaPxgZ+tD zjhbS!RqQP54mn+5h|JY0PzeK=G&Oy>c&g|BCm%GjA(gbNHiI zzO{whPT2EPHhYbT^it}(tRM%q((1saI`pS9eX$ezPN(lUns)FhAH=5_GD*-< zmzd*Vz0XtOl4FzNkl0Lcn2P-GyZK+e-&|$u;6og}@r`Xg_civ?X&ds^LVI?^Y+JZu zx9vG}&W^%`*mmM$8?$_$^&HFf9fV#oK4E-g0i%K{$V+W9ls z91Z9>wcOGZ(`eNZ8y3I0HQdendrpKiy_~vxe8JCu zu(kL~Z_M3i4`45OA53hU95o=)1y-Gs@`zdd(+qLhv|?h!-tuT8m567R)gOwOxZ@Hw zS_bZ7Q2oxon&11_!k;3J!{e22{=#=YafS=)oo z%Bo#w$iwZk?xWV&17K!ra)XM)tH-%?XEM}9X1IpZEATON8^)i{gTHb7M|;WZcCqKY zhm~w5`El5$)%v)YkE`|Lh%b5FE`FT!y}=^s!d0{c-1Z50(X94F_>^oBi{yWWcvHZ! zU^4|fs2ToXC+WK(ekBalK8cN$JXZaqf zKjr+wr8;b#w!}OK5~F#Kxai6Am*Fs7ww2Usj9a$dUYfN7&5ND({InhR;*_oS+@v-3 z%=l&0hAp+B6PMZZGgsTo=ykj_Vz$o}ElCX#4^jFmaI$p0?VanYqS>&0K+| z3EZWP@7w!_4%xZO)QX(?(B57Q-*^Q1IP8)8x6c%N zdgOAOyZwUgzWAMefG@dt_j%r%Cr3ZUYM2B*z z?V$eS^k?5tKYP($pR>mv7>s>|4oL$TqS`do2YNqdY^W^1RrL~z$EnUNFAZ)uO=Y$c z{Df#PsUA-`2Kh>=*H;gdEdG^ir(-Xbg-h5=y+*8bd+E$)-{OycM;+j&w&UQ3w)4SJORbTBHtT50mZ$smnwY+6k~FGNp?~#Rs?L3 z-xj%*LGN3y75@>&B>Q{32#gV){T2La7JJfu{{46yjurhl9;5zJ=sO_%A`j>G5`CJ$ z(SK0?IK{oa4khTqDYqhf$#bO1eRb?eo;SPZ!YO}0-t+i6;7-ITJ%;@>9>e{TPpD&w zLtVu#oi||Kt)5@GJoSQZH)yF18oSEouG5^Uhik#d>SBUL?Y^xD2T6O#z>ae7# z_zgDBXSVyyb=Uoo&G7!2OK2`$B=2+9ww^j?+fHBL`A4?lUlDix3jWM> zYRRtH5peI~C!g3?UtF_OXD`?oaH-SlXbnlzqXY97oXiocE-+tn_>dWJK|O&2E}?A( z&#(<~jkefRz3^vN?Ky2n;au%H`?>owU8qHA)l+d=#X_(L;ZdiEH z*)!xZ+7D44Rr*n2Q-7XILjj%O4EeqyesJ0I8MklzRpyG;@np{Y)bTHS$?J9%U*aBB z^#u4|^5YWyr3`+Y$GwRUL|$dZkGqK{5bD*yDYuv8lYtdrQ1s`bt)%$3zo*ardBm9T z`p5C7y07pn>=Q9bn5Mp#|0i+pUwiL?U+TE(hob&*&i77u0^%{TuXqA(FIDuHl#dI3 zoa2w%N&z=2*E?Qou6w{JjW^u`HZaF+8(mlJ=QdDy-~GYLcOyK(|%A3*>HD|CXa$uJFpEQw|Y9trbmbv-}e$xw6-nSjZpHE!< z*47`m1m|F<{b2~X?at$=lVJS8w^O~bdU>c1ODpk|o*aj+|4e&z&Q4o`|8pFh;{!NP zBj;|zmxD)&RzlYGhBRNv<4f}&pR5(JqWg#k{Ruzy73{*Dr%&7Qt5?Cr57Bztf#3Qb zvHhuDOPoY7zL}cZy3HVoJ4jyPEr|LlG8*`jaHaBtE6vN(qM&EQ#7B!T$Mc_!B;> z#+G=UV4L2n@V#X>2^)!fOBe1=_1je*jye?8?cVXvf61%NKS_O@_`$Mi*a8*>TnV@l zFe>1G6+>eDJI0&b)~VnY#}Qs7c9G+jp6eVDrz(#cugP(5@%&!%!M%F`Ug98l*mKtH zu#+F1w{zFfcs+c?=Dfe(Caybd_% zXRSNP#&@WFn+->3#`-h7f6-=dy=HT^psBd_g3Vix*7gqaNJp>OjgN`1pZJ7&mk+R) zR>S#0m-Y!T2wt=JLel%s;LBym$4O76#JX1&R{`zJd+|$pzOl~6FF)-1v`47{p1bKJ z{w2Cf1JH-x+;<2DQp zs)q)UgQAvM@%J?OznuCq5X&xe-S5Sodi>cLHhlUrG`mmRiBB$rOQ-C$S=+&YIo6WA zx_T3&!6j)AlsLa|Nj8)2rPglMw|gx!+;R0$kgq2Ws(6#Kmpr~CzALztAzq?70N1_) zmqL6=_L6YvqMiHnYdZ%I;OzOU#04+di3^wP#I?_C1De6F&e>~^z07qLrxVUm86B<0 zfjSp_2JDJFdC#2A2X9+zWmq?V-tp&i!^iinpWow4(l~K@iTtMO3!PV4#U*iQIP%!K(~9x}gua*T*IL-c>&io*8`nVA~{^&)C)dt@u?DPq_Ae z-;>wXF(7P7uuR`$i&*2w(QCfr`zKgci%+sE!m)1c{HoV4z|nbd*ecgwn!S1_e%3iV zcJZ9e+q{E3(^?xmWu5gNw+bDSo*=7UY+0JLXZSaHx9D6^nci795z_G=LY%|pd7jiXZjPq66s9Q9CMLfN+WV zDLch;aA1JD45{Ud5C(8fOf4ZLwQ8(&?FEj1Os!9-%Z z#F`b;WlXBJEkn%4dz90cys6hr`{Tr$zBZ`QOq|_k0|-i(*Sb6BImC+?yVG&2j0xeR%yV zIIvf2*MU>Ee%n6Vum^s?g->lKno2XboVDj>?6yZ=qSq4qhF18*P5toQypI*f0i60m0 zP=pyV_8oA>>*JD~Tosps{S<5@a4YfSge}hf{ww$sjvvk=e2U)ybG^!c z{_o`DLfrdTUWZbv@15xAiYE~Dy`^*F*EZlu#HbKE)O!&(bp0dl=>4#N^yB=s#s)En zkUIrue5{1;h5hwh>u5M`4C67P5$X=Pe)s|q}oVoN382B|gqXYINxOA7|DfB24-&p#)DdN=X zjhW?`-qVA*T0qwz|JVe36#d7EE00lE@r7+ZjjgofD!923-a7p&yHD|cPc1vlv=-P_ zEzzN^!$1kC!uQKR zNgc_P8{qt`K@SF-jhfwu2939uCNH$Tr%&0L>(^~P{Z`(1Z>K#tXb#84k0V|u-Cd0f z_1~4PB%QgOY(R2#s?~LkZ0tE z$Cu!Hqe-*<_(fZ=5xw5YOKmjT;p+~3jBky0I(WT|nwuA9ZnP&}p36O&0sl#LJYXU= zn>0EV3yZe7kE@@3{3T;LS$}V3{D*Z}+*|IC@^P|UprCVq7W2o`f|uxi-hQoAD>cl9GKB|E-qq zzp*JL%G9a;{WZRgi8tE+jUNet;&z{Ys%R17<7UWjvZAW%W=a$2UGBI z1C9t^s$00e;dSkEVNr;GC&#X_o7@+ScJQs7pYM9z>)@4e0yf%vaDorP4c<+D>+JiUBXaQVC!I64B-8_7vqm0Gs6`f8KcX@JYz^0Ap#_t*@2AF2=B9Qr)Mr^NoL zhih0*JwwCe@4`oziVd~WX2EMbapfyJLT%Z&6$h;=^Q?_<3I0-n7;lc6mpWoHb;_{| zm*9eHZWr;dnx2?o-CkN`OLtwMHVyqDblK)?{TN)`gmyMP8R=JaKRUGSz{|VnCwcck zbR5~*(7UBIedSvBqxO{=jJD`Db|1BZ`j!2}y)F_f`qb7RJYz%OSxi4lw8*IgDZm%X zblU_ca-D1c=cw^}pwBz@+`IE^@2RtP@y6%2`QSw~5%$8R07t27YrqH7+U$LDwQf__ zB6}%E4pILrCw*JlaOC?7j!W27#FwHUm#gpul#f%~Te0ehOT@i7p8PoJxf~O$=zHt>gGmJYI`B#R20Ia33}43cN%;IJ_||O)OrkH^ zBKY2W?C`a#w*Sg?8@qD9b$xR+J`!^f`=&@eTAr;X@oMS4Wy#eS+0=iekv!6aPfY_m zR-+$#)y{p1&Odg+CVGQRUAo)en7Ywkg(LYgHrb0)x1&L~!v?>*mF<0dcFGPLhVM6Y z(q{M#n{3F0b@m3D2`hG;KsWe`o&WM%v<5EOaAMkz51L|aS$7NACpl_LGSs`NhBkw} zbWfkr_RP3>*p!#-qtAY@oyX|^v}8ZE!^D)~5;U+rDEFiFssy$b;VwBY!PQnhNwydN zPyB7iC3#NvH?#Ic;;~IM0JJ?Gx?p<{LQj9ObtNipE+jik|n?PLe(ZN%!UDq+z zgZ{hkEZzt2licTZwAwFSv6UZuXm8A>-tlE>ugL{S!?&I_rrvpB$vC|oKo15`RIOO>~x23{&0`Ezf7i_4gC*UzA*=_i7%EyJe zU9^{emGGB1M$i*Le@Xc`>3b8W(3o3Z{Ro7VH0R`tfh|2dv{4E1O3%3zFoS< zM0%B=0Xt!#P1~}=4&9*75PX5LE156g-(AGEbMUPT=r>Bkv5HIL?t)9w`z1Ee>G{Pr zYR(SZf9_L5=HD)o>pOb-2J!S$wiG*TDVnlNHXpa8^m|;m`IOD3|Km(z_Y3Huxn$cJ zTL|{f-*nX8TYtzF5$oQ1_#!-m&+X%HjmPWgTyL~q!|8`jEGbXDf2PMK{_keEmbynX z;Cj7-R>6F@i&yPq>f`nhBbx;0;7>0p_XR&3dqi`fz`av%?IK#ed1`jm8#HKy!}%00 z!Qs>#60cJAgx+roKTi2LzwgQm@_*frBVHxGcS(G2{KDREz+a*c<=E%M)-HW(6E>cP z%ZkSE<8Rshy(imKBbVC5HG6FRv9t8BBWFr2_R<}f?9Ew+uqi{1A&VAN3cpS|xVLNk zY0Uqv<6m>DqH`iXWy1FsF6GEGh`*HLez+f}_!8@l>j}VLih2Uh^%j3gnw5@6vRlB2 z=wo3M1-~uv<&=w)-9!(9AH$uB4dmaK{Z)fMiG39Ed=bAmpX@F_w|D}fHm=$~4tx~n zTlSLTOX4r_C?3N;2+mY-L)fFw1HJ@%S$WR* zo$x&5=y*>UmEe@_pW8*+*N>s^=zO<+{uFWH7WhtWsEc?8?Tdw5(2@M)Ydb{k?&xKE zts~>V39a0EVl-LiMi#s%P-CBE-EYvwJ z_Yd*@{twZTg@+|=x|8UYkkYd=pMGYmb|13Wr>!L~r@oc+$|SbbvOD#+#CdY?v)lF^ zhbF=j+jZwgT6#Y;>QJPyBuy!|mlR(Te~Ig-_)=c{CG4fP!le;O9m=Ql>VVeQNw52YjZc)D)D)zS1G^IJvM&&wXEhL!#}i-UH5|k~W<9ONuWgx^U88QafR#fk8f)fe$IG)I-XCKEWa7H$T$G0QC@Oi*4aK=B2*rT-| z9J_jaeK+8rf0p1@_4EJz^QXyg{YJQiPT9~2o6rC`YA5M!bP&DDQHyq1hv8^)P{$=Z zNPXZ6;E?w@Nq8Yy9`o?^)N?w6PcL0wt@ZNxQ^cAZ*s|DU8SLzAx9P;qXWNiTt8MoC z2gql`b3%uE^pc&9OZUNE~VrzGTziLHV-Zp(8v4}eZu_0BW4cK11A(dTXRp^t4Nv7gnuPkAnX-GTFb?<3oM0;rHr2Y%c4)tlBuq~UwR^>OncNF)ws9pl}^UQ%uis{G}EcB)iH@;jM`>Tx2 zB%Mt01eAx&z)e?tDQG|{zN9)}T|d@@8lFHO)(ej>eM%h-J$m1zXLpAY=sG<$4*PeE zYkD_6J>DLFb)Jo0`hl%EOl{HiAM6->vZXsevJta)Vt10OKv%Pj&!hQzJH}sSef=BG zANk&@Ly3I{LVSt;#P}4KHO079%uoJ`baV^U?W(V3Mdw8RTY^i%4d+#Qyh!+w@RDl$ zx7c%6e5Pm%#T>um4*2q);ZM{I@XwQ4g%hSFyvkowCx_NR z#gCKDiRa_+$kLkFbxI{fa zcFV|xJ6PM7dQPt>y9}+dG}t8jJ4^mt8kj}=xDuLdozZDpwC%e0>ODpdZR7qU^o`s_ zFOQAZgF2G#_=8W4T5Y{XuR*_LjrD@p&~wys>ppUc^%%8;{w~X`H@x=V^mfzpr$;Wf zz9Saen^RWXnw{u3UA$l)-uTqH)V<$E1CKQ)MbDDDr#D!d8jd`@-O4@3!bg}#PVpl< z{2{o6UiN(a!>*jaHF@|Veyj3bCGNla%;o9XmIM1;mshydYXko$!6jm~mG~0Aa^!ml zKTfy=o)M#yHeINX!;ka0ci?*;y)OO9?`^`G)ApyA#n&2%eKnprh<-IW#n$ixIuBoE zZ_VFJtshYf|_GiLt zjrlw1<*~&121UiY&{a!=O&R6X;U?z6q%xWU_n@0~5S{>V4v$G^9oC(hWkHE8|5 zzS4E@rC-nlH(Yi9ZTih77l$@UKl*0(o`&{{I7^fLv30+hd`4cc4;pH`cTczR))kGA zNsBjQH=VX~pMMJn=t~1$-xJUF*cBLKipN7u@Obu00NSV)_bt4jla!4XLlG z`#5j?iK9O_1f2zJCh6hk@n^;J&XSMJ&;vl2qk0mzmEbTnaz7ino<(WWQkSB*l449* zYH);08GP6@HmLeKC{B{ck1lh4+MyHP=gnpKWM}E4`3*HR#FtimXn%eQ&Oy(&nTyy0 z|uNVr1;?9po{mpErL@zoIJo|FR9-+wj1kBPJA!v<0=-W zI6Z5O*C((Zxt^}{5oG)N_!i%Q->Y$ci{npY`fnZo>SdFop3->&mG~0)gq`Vr9CniO zaTUEv##1rsoHW7rR^4v2m!i#-#J@v)T9|^rrkGOnL(;7`TJ zbDK)XPH?O88eEbdoOlA@Qq^7x{3XSgybrkN<5V9fKQ5_{tLU7Fza+d!HttW*+Yb2R z?^ixg?w`L-K4*W&lFB|hjy?-G6!A%qRg7YvX8Ygz`Ll2U)A$be4P0fE`dim;-(pF7}d&a{+0Pnt;or??!N}RVI%X8 zej4~cEwP!+MME`AHIiLI2-t$m1oAkR(2Ui7|p|t6}55~Y~+IV=nkW^+j|^1G=XbF3><7qfisHFwdl+m zfS)RzgC^>v+jw7*5MNTgT;A~qT*ih~kIF~7RZFEvC&OEqhi?JnF+naNDp(jVr?+ahsF|c?2 z2N&(t*v8yGp~Fb>q1rEJK+g{O`2Y{*r5-`&q#Ssazr-f`C3Pt3LGsIA zDZV4TkzW;jDq)FwCwYyWxB=)e#d^8s7{q?UtR#ly7*xTVXgA5WO7_w5b)IDVmHTmu zaVhQ{w%7+;Iww_KxX=$p-~C77Qq<8U?k%2x_h}Lzi7nVI0dGS7Kj4L9i|{I97mp!+ zkYH1MKfxNusbu{TMuqQ%I8z0WBA)qvw|;)bep2Y5-H$HZ3*)!gGICiLE)ySyV<^4s z$6sMiQ@0>rPxTXdX?tsZXRLefNqVo;s)}2!IByf{daHhG|3CKL{7;)T}(3{Ev&N3-_sK{)T=i_?&<8zuk?G{WZRs$N5a-iZKtb7^A*yi5R_dK`J}% zq0Z9%6g>zq-GtzTJ26bA9T$ zzjhzE9qki6w5xk=Bj4=-c%N|TOZce1M2`k)H=s4pb8G_JbQ8Mk338L=pEUiq>Ysr9 zs^edP!;XT@zNWtD|N0y3;a`z!^nLfC`@iN+|Ij07 zw%}ZR&+1P6h}f^H@hiTjcxn|Ms@}b2#W3U#GQ9)1B|CGf_dkw(t*0{nxmUvevV3HQ zOFVyg)+o;=;*#~X40>jzNEB+R- zh;@9=+Hj30`?z>cpos*Ag!Ebn>M{ClLHg#+RZ_pj}VEaLIfh z!k;$AOu`lUe!~5Z&y-Gl@;&*)u{cM>qC@uAadytm|B&m&ZGJtq>x%;yi2)sR$rJ91 z+rR1_qkqzm$-DhKYGvH|=!^J$@OvNh&wTyAHS7=T=LR=X&C-hW*u=q0Xe(7Gyw3M( zf=vy^Y>gg2<$cc*w^M&begkpuEg$?V_x`({BA4yk?uS29Zt&0D9bZOQdGpi6xzJTA zUlu$n?Zx-aTrQ)BDsQJxEV;5bJoZg$8~i`+bu>fIQ`g|i2cCDQeu)0s@Qx|pe>h1A z-}5*zztb*z#9e*gOYY_G|H^9YzW8_lhdKN@J(=KL)RC1xt;F~r-ATO@=IMDizT`gn ze~GWy2{_W+a7W`xayp&2Lr&LjK?MAfXIgO zxFl=>U$h99l0|&SzxOdX;gR<7e)7bhB;WZV_+z*g_e<6~Uz<1Sn!-kDD;0C=%#X|B z@6ILuC2%R^$1SOE!|&~N0(JSl!I8;WBb@S!wok^7z<|INSm z_!nbw_J4L#1FfPpSzPsTb|~v+o8o zA8@B!PEGWOUUe^{7x)qU>eV-X z9NE#zyQ`|M3wqSLUd#87Z9TeOaRXu5bId)}>BL?|zq)zv{pbXqcF(=`|Iw$3T6jPF zEj2%XCEg2< zgb^N_A`Youq4U>CL7T5r0!h9Fn8R&$vSUQ0RU52K_|-j$S3VKK2c_^W%!MF&D`z86%HXHNMOA1ULOM z&s5{id|%~)i7VB?QmdOGZ6KOwX~b3Eslb>n({tnm=8o#AeEOMhxgY#9{ZRf1JpwxI zZTLo7X#9%Q*B;;hk~{q1D_|2j{A@e?f}7oWH$Chg`_7Nt-~9YH?km)Cy62f6)7zHb zQTTSPNB9(fzk2qT;1va)ujL)LyVI$;c^7)p7ryha)S3D<{VM+#I`QY-)+;^-K64N7 z|F1gp4!2?3-Pi*U(_7>j_ZhJ3RqC>-_tUG`fRDW>{USNU)J!>wT)q0XJKgB%9CPN~ zi4s!SK|EwoJM>#z;d|Xv>>nh~^mUmExWc$PHOAgNt#tB@hx&JHN7wS&I zVU9q%d4PK8&%OQ|_XFZTatB z>#mPslkt36M_;nh?eGP1SF7|rtKtV&O?uydS$=0}b5z#@T(Wo)^8#Fw7H14DrMQsv zUR%@${EjExr=LT=MBS!u|K#WHhDW}E&W1Q1@!Kl>fi_+Eb;G45JWKt_PrLFycjaF` z?w%(`_$~4-9-(H^)y(^o(4p6;BUi;|qkA!x-!BbhmHq(IXpfzJn>&tvEg!w_S+L~? z?pxG~dhs8Ag}(H4^61EuAy06O@w{&P-QdZ+*k}05Klq5d_WrM;lm8w$cE3Sm@gMG+ z)X)3kD?fEN{^i%*#h>`1+y0@4(P-Z9j-%J`(Zm6dyyP?F>k+pjW;j92@K|z%RX>@?d`YpY9$s z3tKdBi^+2vcELj?a^2MfgImoxbOb@ zw_p=?^|LR#3vT-~&#D{o?OpHvsBq*a+Wsbf?m9N8?)NBm>L~ZXaA~Ud|DBG1p3Ty_ z$nULZq%@VvlQtYBzF>Wt7@Iyn&hsVtmm1_b7Eb-BTQT0rm%t(Umpbe?^LxvtgS&X_ z2v{WFw{XhV9*+`k#PRkTjA?Tu_DS%^`=BC@X&F7iO-80srN^n@74sHR3ov$GquLtP))WnW2HrW`;^N*OKt71 zkQ4Gf^a%fsu9AKvM2rNyK&x&oa3u-h|g0q`w@5P15ddJzww&;)-QkM z{+fDnw?Fl|JD<9{M=F+h2IG-D8oT$p2XFKDtJnDWUwq9q{^A)h^nPr)yWIsJd&J%K zg>SmQ`6uG(Kl@MjxxfA?HGp4n$52bW2riZJlSv04n{E?+;GI`LEjg6Q6(CUH#dY+y|*Ycge#qxC`$6ihCb*#t(k- z33u^5Pr47>{}gpeo_ANFdAyW*#b;mpCF=EIw^0vDx{NY4e9P3kYwWqnopbG@?#ti# zH~06y;yT18?|boQ=mdC1?xlY&_qob<8w0OZ54e6Im~_ck-Qkyh70xH^2D}Pf-AIkR zGcNxeeU_i1NBHaRZ{ecf`^|s4ucE2F_r=%UzS}>;zs80Ry|wcQ{+dU>qPr3>M9S#pZGrNG3~v05?Ex%@>#b0y}+*?%YO;a(bcY5#~P z9c#_2e21aJMMM*LA~#enz||Yg3qHa{yAt2sOeE9mUI%mt*^nJ{QTd& z;lBBAzjDt~E9t6-U&Kd^Kc40fjUQ51_~-8R z|NZ~c^Aera&wp(-JYRg{r|#+R{iFK=w&-WS{f2v(SlV5${J`Cgj`gk=UN;|Y8x1adq)~o&sT*A&f{~qF|w-Niik=nO6P=DdG?n~bxo=L6B=l|)q z?#}0a>dyQK^`6L$uHhG|;14R`iz=c)s)0+bi@#>r)If_hiVtrLTe3=>l_SUjJoS?M z>0R}>`#c(~Z^HM!^^5;-&(JI8Cj3tq-1@vb`Ld^|^?>~bCY5*LS0a8}=KrkGtEPs2 zqXvhY>ivK7_!jSFjQ@AXKXXZbZyRI8O3mMGcAUN+^Ai735x!J_H^%(97TDF4-}}@< z;&F)`=lM~m-#fu2YHLrn;X0zfW6BAiFIb7cfZ}CGApA^n3R! zXIC{V#kG7q&ejo^q!U2zJreCW?D#j|!w}myyN%BcM}$=!{z2}$ay2|YX}iZ0d#`6m z$N!SpC&Dgm=e+ID!?ikaEzuVIH?Ch1U)udJHp*w+LF&HU`S`cpmtXrAdR+gDyYf@t zc4vH)-Xq}57+k4_f2qk>Z-Eyr)3GUzM4XASU%)4>xRUyh35$eF6W~${e@KJxq4Cnd ze|juhfPFVT?QVf1J^R|f!Y6*_E`R77^x}Ssx+KyK@=V6ht6Z=u_TR~uf5Cl}T5W&z z>W|!$|L{}y&^Nw^mitL;A~Z^93Ci2)B}Y7c^7#Jm-+$FXDp7Z2jB#7QE@{v&{I~;m z(LbAc`ptiFFX6j+;_v_6-TLGY-Dy{;&YSx3g30KQq@7rYMq+g5&8~I+&0y|*?tM2s zN>1AI)ER$`IN49#>p%N9YR>)Ieg7A~rnlX%+_%B0Z<9OnH*l(#sQvpAIPePfNWKog zdI`a$E}e8a{U)ioQa$IB*o}8E|8B>}L?7^5o^X%7_HXWG>MVWs zwSRZleE$1rKzT-RIG_~Ca*i}nDuBW}Zv zyVHE)Q@#K1c>FWA?D-J+lI%Dz(|X=9S9~4{-#Ort=1;War1xH#_?J5U-kz^ST#`;8 ziO0!qgDd$um7Xhk+-c*GaLI7SxR$rkB331~o^VJw7VxVRqx|vWOI|CWzLq{7*QsA3 zZ&!J8e5Sqw(pAdu9qS1+eknh6&%%?Q{SGyRzxPw( z@;|2+!!O*kKl%l{1P=I5zj06h_&4qeY9>AUDmtjI|KINV&%aKMg~!ov@ZZ2m>gPYq z{l&-6(z@VYbdZm^8^8Di_rOa(bJsudhC6WgH{A)?e0B6oRXCh{z%9673oTjWAhA5+ zq9erk*6$$i2wS|!cW=U-?p^TNUSbRsi0zH+ybW9N4*Wa#wWfIg51kutd;H74B;LwWQ#{Tz0^aZK z>s3abfUhSYJI-(^>MHRs^)Ff%VsX?Hz>YI*WujjKW3cJW&jeR8o6c-EUPpW~pSRCd zFfj@y0we3C5uXEUOoCiFUeQ5e6u5ESUq^V@dT3<^vm7%YtjpsO4) zodET{(HX1$mpw0-fBwD(TZ;DyC*prI+e^Nph$G@N<~#COW4rx4D(B zm0U;X5Ecr*>==)c@%?{wec{q5Ii*EnLYs-XpMLqn?tM2r;m!jqwvwN)`4a3Z^fpzV zv#s6OZ|qy$L9U#1M&OX@>#H`S>H(@RxcQa%K9-NlSgFIS8rXXke3M1AmlfhpoAy0O zO^(mtBO-5&82lFc2eippzH`dxk1T}JND`>7Fi(OoaQeYfCmy76gu{`JqgZ6AJuep2$u zDNmT1c4+9OS5=*+0`a;Aalw<`|9R?Aei^O&v+h*Zn=is|LcFc2xry!FQcrKi&h#Hi z+ln2&j$EKItLLrWcKEU7U&9Aw&l~(sN1}z;_K|1Z-Wy&*Bl3bf?Q-??!(UGBUW*)> z7XP!bOm!h^*nl-^eyab~RPX;g9{H{Zkj-m)>JU&5BrnDp^D)vJ_lRbx&5 zrF&daeJ!JY2^-G)l{_xVhRVvvB#bb=G+9^awM)V)&!3DBfe{{Sq%ZJzq+{QNKS|yR z#~Zf_`|Frs&sjVU8&25N)-S0Blk7O@m%QHF>U&G?y^#7#*m3Jm_Vom;Mn%99{Wrpv zw%x^iOt44W!+XtB&6_ZH#D(H>BAHiqPHpeNEbXsjIcK6L@3{6{#!z)0TNf(NfCc+%oZ0~6ipAlZD8jK6UoY{@Eoj^`UX_oaT4>@%O=_Ms zR9_NJlWaS2DQTG154(&F&^qsacMS2VW2wWtiMgQX+z4?&X%_05EBKnmslB@iz2jzj z$Q^OvgUp!+SU&BJr0&WDdBRq+oAc^f9q;Gcz5mizH!bc>Z*0{Lpl`s~&im1J!aL9* zj+1Y{`2czzmL^=OO8iNAH;O~H&<2fP@&fqu4fxa7`F&4wylh_LLD+W_;L|4JKI1!Y zqQ>SY+{BI>v6pUlTQ7Rpolb4bt;FQi9}$Bk)BZjh=e5<~=zis;@A< z|5C1bx}z>M6i{lde!)sm`;ZfnTLgJVLRF0SKA8OpU z4zN&%!rKdeJip!h@1LdbVEiY1$?KQo?-wrDqu-l*P?C=cPOL@qtA*xnlHYsLhM*CU zeo5LT>4(51*3xC`wb^pwNdcoWlj3n6Up&T$>qIPy_%s=R+P)-VjPNTSueD!#K# zc5%N<+b`@1i~i%pza93`XLhZCM?RJ@_3M|3mnjdez_WgA7q#}mrU`r~8_9#J^SrI1 znW>RW-ykPp6JvZ6W40;Y!!xOJ03Rq^V~m_Q)g)0qf^yW<@3cX#hH~la;GX7vQ+*!6 zuqv?;pUXr(Fn-esVm;zT;vb{zKgyg}y_70B7d4g!buOhnZjvi9!8|z}9NCN?s&x_L zjOXJh_*ax~A>OyZM`Nujf8T%i{a63YB3kuP^1{|i3&FaI{n-E$rE{(`*EgbfKb$-j zX}lZwOv_-haJ&f47O3O4ZpRaD{dRh5?^a9?`xAcI;=Zc3w`x@u(K?Ntew!n|BLvTU*Nl`76I76 zeK;K5_2Jwj>F$jma39p~+}{5ouQVbuiuV_aHqFj;*uo3ayC_mBHE)%$P%&pR3ad|!RyvVqa7!n!fWA!ExeCf%FcY09DGR_ zHJKBMH+A~5-wJ<(Utkg(seP=s1y%FOuu%Qugoz;@Cp#`TC>-;CZ`EJw#HH8|CDzf6 zdAk;qh+N2U!{d(O3->eRfga=t2aLVA}5&-@1Ya+aIIbIW2VrWXf$?77V|jj>fgvr|B?Si(L~Eji`n*T~nZ zkxSa72S5vdc$4#0!Lc#;#Rz^E<%Squ>mI$$`>%c}Wi;8UNxos5@P_Xr`|J{YGU$EO zPpJt;wV01hp3~xvRqmHK;uz;2 zIhz{0XelfBoa@Sy+r#%|se%Dz;t2)#N*T`B6jm|cRP&{Z{Uwf6q0evuzgv<2$@nCE zaWfoi9ITX%tRP+kPWoB^UPC7RxbDCDeV19x_lF&*x-_b-qI|#g=+-w7V;rOYKpAdY zRUIh)OZ6i!!mrBk<0ktlhSfr=(7@hS-hLH+Rg)dfA}&1D`~Qx|KUnMiONRYAdY~xpB-mon zr~PL930M^EHr5G;;#lESQWs8~DZwSx6VUl%ejGXlJ`-Qc#JpYnOBJ}jYP{(Al-N~_ z#fTgBU+KN(OW-$e{;bWJ+8EQeOZ@)4kH^P#f=PVFe>2tVE5={E;92JOGlr3-31%KP z;7UbuHb=zNVESKen0SAR+`n}3)9o-FAQ=LY|Hpy8p?MEvGmnvh+*!bVWT;KIP`J`XN zul20ku>DbT^T8zYMvB;YWw^&we}4^L(URRsY^@AdloeM$@Vu*C^fhc$zN>O+7|-%y zjNw-sL+e!sH=5k@s?B@W(!UF@`ESG}ig3jO*d@NzJV;#fFR)3e*B~q{@O#JLE(NZo zz9)(uNRL+HoXWc^Vw=^uxAshj`}i8w;66CF4m?}Sxl5{RhL5g-&0R%LF0DsV|06h7 z64nu)taI)b-+P?rgluW`Y_J7PQCwg3Ked#pPf$E~k1Jh7zAycPt7uhA_S{ge9{9z7 zR3|5{MlGi@F~KsLPW2S8!P(R!W^6Zky82ClKk|G@dT-Se@cD7djq{ps`Iq1;;82XmB|awXxWs_PD)zJvLfCE&z62CPci#@yjcI!2-eOT-n%D!fw**?rgj*IwnCX|C&1}z z@~>b&6*SMlqq4X>i*RZDfaZgq^=QMzDey}a@k@!1mAOXw0x*u(svW2t5Y+$~fe(%1 z|EN*}u8!|WxFo(LywSX^qh+e^1}k=h6+51G>(0V|i@h~Qy}B~FzE$Rl?#)zwzy7lc zzVA3|X|FWjD(HPGs)Yc@6D}3GN6O1r-={J1LmFV&INVVBhdRqRbA22x)#7{9!3@>V z8zV-idLRvIHf_2LuK7V~hQKdntB=8r#>CS&Zxy_e9VE`DF^j<1Kr+~Yp0R=YTpaH+|;TPzKZRgKxmCsa4LihW#H zePa3j}JDFF?)zHH8*!NJ^{K0kuCzQ+YHT1gw!Yy&1@L$BW z{a;}lucP)`|DDD``#%i$BfNSme-`KK+*jB4?=>gH!^O+BFb?G};Q!RTQSXxy@h;Uv z@z|^9l6)2TFZ3IX9iQx9nQ|R@wYz%|HDXcz>CFv|pL$u*OS?Yw0tKW67_< z_x3$ybbeut@LShq?$YB(i(+r)*WvkJflri$NruH!`~A9ydRFM!qTeolCV#r}H>49a z+}8Kx`zbfM!gE;9mw23>_vX*h@q7>6BYpQ097f+ywU#WOpBxg|gqnvX`)}oc)bHio z+%Ngjr420eyHpRh#{IMN>0Ywvzbc9s;LlYqSXnkOz7%QB{e9y8>OWSjP3L9N|6sp~ zW365|=k)&z-xF-neXE+i&biQC)WAT`%Q=VLhwxwWeWZsf2R!p*klzCK72!(WcAnb( z*ZuJ0Q1?{VeS70y-&ZyD^h~Q54)H$_tF_;P?@jk>6d&4{H17D&)C*;tXU7D*ue9wJ zxB7^EZeZ!C;edSH2_At}hFZ+YzV=K}YHjbN7Iay_yYg@eMRfj$;#1=5CHDf(LG z$&Z^qcB)%_)cc98e3JMo++EL1^8+gPhUX*mU$sC~k4Sh_l1)QhG+VRHG&Sre+t+fw z^_&p47}trI!Fz2No+Q{4F(~Xm36FU03U3np3H#ddI)~01kJq~6b;PTg>)ZYIm_2j< zr^EQuc(*!*;E-x)s-Bs8@D$lT#<(71ZjNcr!8Iq)>2IPx>PG23w!@W4Q^=t32xcMepfvGM*OAd*x=x*IaFm{TWkfJ zM;IgStk3jXc0dtMrJ5hc<7M{{U$28riQSdpjBuv|H?$ob(|@2jBdij(MXYK29Ccms zV%F@h*Pe6heEv8aYj&Nmjn|$d@wsi+TA$5a-`|gLA7<|VyK?+VKPp>Pxx>n<)7(<8 zxB|Y?QS5*96gCYDHuOefn47?+aWwJrEiKu2zzwe7;&Ss=9)dH%hC{K)$MDUM4UWkF zBWyBTF2Np-11GGnrEIz1gFl{^1#HuPoU47!KKw^;B78~0rXFyqE0c5G=mx}@dIzxO z23b=dE}iLhb20<2yMLAITd~fAg zURC7Ym4sFJSgZ!A@IW|{;6lJ3@F8N3&)XLsMf~vl>$*D5Gy>sx!>;gp66Oe}YC_q zL1mZC<=pVH4!g`_g~ti}O#ySf?-@G^4C&-bzArDh(y`qi>-T$W{OLFc_~rMBI0&BU znrzQwv#AeMN|=;^Ghxf6_{?xgww&@}GFjJ^QjPB=F1NVu<`qtLtB$+~z1)r967dS~ zSXvlyM$d`BCGjEZN;Ii`)4Z5?7rH{-pV&vc2u2hQSG>>3$4nU?;zcY8PDP%?{t4#T z=WTp3`~i0&4kh~qeA2x0pK**~pudiBE1om9zj3gc>(AW(=`;R(&l$xFi7|pv$~h^c z1umgS8AXFSN)J)>UscRlweni$(AVe8>)l%B?%dI>_|9O@H>G`;xnE{bzqOU(3|kbe;&_k*9q9BZMwcNN%me3JgFPbq*_cp_{{TY z1{9aeW$9~~$+)f__*8Cz%gi5h18a|VOPYJ!x)ZMitEsU{d|Wn@_|h1*Y=JqhJPp<9 z7cR9feg?fBd5^*->DIs_^}5ymrprxm!;gu`iwrl!kvefIVoj&Lm0*|0l|%P$`<6IY z;9PN=ajlu_w=tc2IdlL0bMf6i{)9`GUqIYVd3#kfx8?n4QP9ebqLUXk6{MZRwrdc_ ztnZ}X0CRTb_+B@>`Y3F;QQ}++3`-)n5hg@lWHy=b!f@yitdajIViTW7j^+8zD{^UEbkH@8;`4%Q|y%hBWq-Bzwr+8c{op#;bS#WFErH9wJ-sLSfw{VhM zb<{<~+sJ_;PoY6vQZZb`0HhZbA5w0Pcv78wjhZdwV!)%UekH~S zJP{TJJV|(zect9lkt5l0ao>n%yti|N_x4)HcW@`O2X&p`Te9=${mk`e?!U%C98)$% zG)^==|7XXa^c@W_NjYzdIjOFEiJF=vH1cD@B>G;I)gM6`82V;as589&=!@Kv(rK=L zNdxWADlmt<*MK`7TRi897@^PXweU%JkSx*)gwMor!glSO*mV)l4#6M!y#4uwZ4uMr zxxN0ta&vR4{ibUS5{nyVAs0m&OPw#1cIi~grBYe12_0I7zOvx@R!_La<2%S}ypen| z^1bL?-=JPd1&u_Jdo_mNX%t`gDF3IldFn?jOp?FbVsX;5$j20Lz&H*(%ExE1tqeop zKgl@IYuRBM6JdMjYd-VG$i9om#c|``N9^+Fg!kHh!5-APX0AVT|HGJ=4&$$mjWUk! zdjdU{^n=R(E8*`h;8!YwPZi~Nl24?5g6d^iI_1M|)%b2Vf9;VjH@ps?%_8Q!pXY{6 z*h#(?lDDOjn3-Wt;75iv9#1?*#nXXrOOF<9sLBO>JFr z&?{&pis&WA@W+h`pJcPCcZ6^VO?90-ZuRIf4P(Ha$YF#Tov(#O-v1r2rsKI~n5Or# z!^~IJiB}zXqifjb+Ba-Z@Q!VVTyy67{+=ZG-HHD*_us~g?#=)7_*0Fp2J@?_8VdNA zqzzVlNq$`Q0#;p^rgZb@l}e|5%&j|Wzgt|~f|jxZS6T+ofP(~`W5SQXpw8FAj!tfq z;E3^@fGhGJ*?Bs#>v!OfVO+qZslDO;&FOK9wF`Y=IU-8kCHar#2H&c}wKUSH|- zYuuV6_qj!-Q(XV@n#;{yV}7L!+#@T#Bz%ZAm+&TXn8175Hd-gvc>I#@NVpY!NamC3 zz?;Me)v?X{uf(PN`OMFb-#yxq88iUdY&ZCmf(P;4#FK^>k|Vc>?>&$2hmQ$=crTdL z3w}w6&`x&0K%x{!hp8CtTWaHnlTZs?4VrI;M@}{cYSwU(R!xf9NMmr+(P2IqH13 zuym3eSV{bCcqMavfy)ofWf{W1EbbCGk~mL-Phduj(M`fBVTnEymPLEbpTpaA?bmOK zKM|j}PQ*LoNp>xNKEtIPxJ3U-^%Yky6vYkm;8K2QAzFcXuAgi7gGU4GlV{2G;s?k6 z>tg$y{<&_>@N$=4GKNO$aJRH|s#|};epfo{Dr#BWYS`4ImRS>>X^q@YXzFkolc-Zu22T zd(ofQA2W0PnfpI|#$S;ful3ug)dDWnsI@Rb9hQyndx#o_cev`A*SgUym$=oNcDhA{ z<6Pg;l1mLOC#F6`ynWF14Gp{g;bDupx9zsTeGGGiJ7ED!+PsKu2~G*4!ai(^oM{q1 z9g05*2jg0N=DC(Xhu)ii3%pTJ-E1!lxRmb0?~M(Y8(i#qSq26dxFN7=5dC*Q`6zv0 zSe7N7@1g&0*3ALq-V4Ug27gnF*1Cap<8D#oG&JrPpl!OE8bkq`sGY3*@P=U%xJ0dM z)fX#~yCaRf{6ii)z?Fz2h96#Aq`9Ic;*Ht$yf+&z;8y$d$hjg12W#Yi3j6E)@>iLE z-LAoTXRbeU|80Ctukok3GeVtFJ>TotB;(ZkZ0x39`57N^>yF;p47<2x31^klJjve-TSImFTwYQ$dwxamwIzO=q$VWUEN@B z8m&`?b=GoN=7=}-&39dMSGx@LPzFa&aEr!wxz)#B;zsE0Sw8y~`pMo+jam9MQ~RrF znhVvmpe_ToMbr~gc`24_r5q3y<>!spCC<5HcNrE!;BU;Bk6Vqd_tw!NtD73OZh!1iZ; zyWydZ*ReC#=blf)`_FeSY0ObGutL09`Rk??;=fnSUhy&cBy7<*v)7DM!!nI`ZNtB+ zT6I=WCGMj!infNBe?^PVV{?Of!noJIsz42(k2kSzQuIrE-?hh{h$GQ{GaLz+ z*8VKwRGR~}KNG&O7^mvMy5zk-Cf4hZ*LLJY!25 z%hXCQQ!iDEdUsXHbE`8p8hV}+>uynpzH;_;_>XqEC52<%qLCxrJZzP|rDN#0*SH?) zrFBzdHpLuHGoLfeWBG5=)KyDSSIrhUg<*~`!LUVmB5Y#KwumLdsmNz0V~TL4W8oa~ zQ%78zyl=GIbd9i&_U|}eb(f<3mz+1?m3^0hf7-_%7h-r}ALD7p#r$^?u3GI)@_RFB z<@vItRo7`4?zO`8&J#Wz=@ysJ6l}f-E&NAZ^{m^eE%$)+796MMr~0nxzN?>h`CR3y zP=nBVAc09%t4z9#z?ZD&h3fjN&I-7Mj;zd>C{d@rK+lU&FsWeum#`D%zY;F#nWLI) z^xLTzCZUT3mkh5uu)%Ob_+dB|=Y#iiCHSG|o<6tzgkj!a9yL-i-&p4`Y+=8|Ueq?@ zP@Xp(I@j9g^%&)ko4NiZ{C>CGfAuGz4ziwycvuLEY}Q=$jd^* zS0<<3coo=F3pi7!CX)K&)zH)^uf(36=a5fAuZxO$X|k@-AHL4DYN{OYpmm3U?uju^&(1#j^zwmD%q)yAv1&9B=SWAEd+ z#MciwUnf3^TM3tDt{*Xedfk8VAge#jbF>E5$XB4c=jx-N`kqBiCR!uY`?9UV_^iRV>gcuAW1~)9qpH1Zk!5n-t%+0iTk{0UFX7CfIz@=25$E0p-IpLDw z$du-PN{O)A>BEM659m!8p&l5e{f zJX&7g<`#@>G5<&(KBWHnt6VQS=REqJEHNw1HN~&eieV97&yrJ?MQ^D3*wRjCg-htE z%`YrFPB|a&48sD$h5!Eij~pki4RbnhNZTW)X=4jG2$sa{>S3x`|76&nIrTXsJsr z#Xr8L>W0fFk!QEZtv>pI8$B7#__j|_=aX8P^n4!Q$N!=phtfUqpNk92&!~F*HMI71 z>Ni-vop=zMd(}Fw!Hwz{k}pJWkp?{v$JO(Yr2#fIz^N+dtKgfGuCu^1%<9&3%!fF} zO=riL)7a}=Jl1Ht=Q{RT;60uD>2vwCBQ8m+5I@&8?=xZ>d@5d3pU2lT*Vnyi-?Mn{ z-d*=!&zU%;G?u7?gx^%X!HZ~N#?TZgAFH7LIpjSk_n}D7C({|@Cn_**3dGY2`^l|6 z@DzO-@Jn4x{|b%O_dQ6DF8c1BdX-yy%!S1K&vNrO9ODL-HC#V+0P+JXiFskW5u?fz zGtZ%e&MHSEV3P9Q^g54!DF-fP2ernQ12-)8PEKrhPQGH*TWi}$@wH$7{`nvAB#G(S zc_LoCHU210*TyLEA6+{fBTU04G~bqO_t)3{rU?(<(~h^#b!^9X44A0jp331{%gu*3 z;qy0KQXPU`^q5)KM+`5UNAJ|zgFhV2Q-2CQLDtP0>UFc`qRU(ehgwo}eQS2*tlE)UopOj|FvSeht!IN^}kuWI_Cgs5- zts^d_z@i@Fa^g%`@;Tz%e!KJE+i1cC&toE92-AKy{`mbPrr9;YmWYSRc5uhIRK%L# zyGpJl{0cZ_*e2c;Fiv)yY&dbI4EHAoKKF5rK91?P1#Idgf2B`)3G(pzGt|5Ur-@H? zp*`pt!apay7d=07%Zk)>nsD=rC%WYuce?e*T|~XlkAhFP;2T$u1A5M4i?@V7*xa)1 z%|B!|x$JVrEuU9y!G_0X_qLp0`@Ubw(F@NrFsYzEjnWk8xg4-2=B{||0=9H=Az_R5 z4Hy%-O?;LMYdn^8&L_S0yy;DGHEriyGuNN4_n)z2`BlOpc$54G>f6R*eRx^>=MVVB zXZpO1zPQ3OvTBQPO+5nm{a{#`x^0D>x3~>wT#owA{)w0h4-d0iVF8H1k~f8a;5O6iZgU;xwnH zF#iw55^){FCc}%j#-E5KiN9U@>e~2!?AY)<;(l?h{X02R-0s&pR@d`br5wF997#SV zVRlyebdzu?4=xFtvgi%yVL*)1`c83e#RpQ@zCCCwy3v()BYL(UU$zkAoYq?WpraJhjDhs3Gob+9dH0;e>qGELzKcvfN<(=fWJ;h8N-|Eb571 zpZnL7>@l;Wz?Ohf3El+$qJ1sC)?vd5hm7+WUTJ&@hxENX9>v@|d$052hcN8Y{>gd$ zzIw0yXRhDAACvFVyYK#6&qVQF{0QdbRBXm-Wr)+q*Z3Hy7b*WjU3m{+lKc$nvtGg8 zEA7136}H{#HlXucNe=vy&D-5@_)Y-ID3k@Q+9P zPrj)JcA&WCt)X>B-THkEKI z@+Mu!ddxM)z9@u-CbMM6mG>1i6 z$m}4`d7j~YL(C&;dGz)&hfEVdY>hhC8S2WW@fT@MD(6jD)QjELI|z4To93C#))?M|bINDm zsRz(&yH5DrU(eK2$Qi=+wHHPi4)^~#jCGKU?U&B#YbeoL0zyA1Kn6m?X( zso{k0u1CENh}|h>m*E^4?qzC-=K%MJWoZgQHvA;^r=%E%=_cQnP@% zpyR|*C-6P0X5U8eWgOpA3q46g&nt9pH8g4!^xc(nHExJ|?4z$Xb=jLNjSG2?&OkiI zxJs*9$Kyqth;;uPp6W|8{!Aqxn5z-;?f0;{QkDTiSH)16F%vZ0j{{?XmB7%Qo(H ziwkIwR<~UL(t^t^ScP9>ftw8`b%8V8U{XeTY(ssne=Zzp{(NcxkRxVwh?amu^O!%X zBTMZ@v`9JP|2g#$5jJT~GGFuZ9cg~U8GP)GIVK-6&;N)?Q=R|DUzqQa<3wDr?OgjU z@kjh=6841m+GaTAu}&BkvCU%<`x*XdyZ4iOj>P`@JscnPn8M~>a9oRgN6JqTpG--& zl);CTW?ynsvcwHC8T6GYmLB4FJ#$@87k;H4{7cx&J?IIfLDfCYf$ur&;WU1`9-arY zxc9UA7n66lhGz+Rce3rOr??dxceo8FTd@LD`6-c!3@@4EZXe@Wa$d7MRhkQesQzYYC&bq^X|IMW2YeKXI? z&FBU;?z+b{PQM<0^a1+Zo=2agGi)sPEh6SWL|hs?%1C>JeW5sh2H#Jf=e#hck2%q= zx+FvJq(SA?6aPjZpj=k@uG6ZYCJe)mn$Bs&QWrOqW^lK4UfzTkD)vT^(z zpX&VgIMK!vk8gp){0{s{uq5DReDr0#3;%AHSc+S6y%NKH6^k1m2{+1i1m~ z#(^hUY_Sa3l2-nl`TF5Y!ZGY&#p$$UvFFm@RgZeBbPb)z-B`OoX<&ssb0aTB}okE2a$ zq1|ubTdKjIydGQ{Zx;04G4IZ>2F#J)JmQn)fbpm3zwWRrY@dKjK9&}^lyEEXp;#-* zV^6>#<3=9;yk9)rcP?uUPIFdZjVqx`n-;L3e_F2~BsMvDY9svqk-p7C!C9 z88^AoiI=%XYtzY z?dH1&)5RaN!fk%DVLiv&_f=c~?$c+BVgx!?Sd=EV(Cy}=dkmA*=OD#*5vHf8!;ogt zJvk6#0*^B`y(r^u7a^;^)FAk6r#4v&-~6 z*Zy{_#~s^;v!CD-M{1>hWqv|z5gZRE(Oy~J_H_7HyV6W{%swN zcWnn6q|FADZS`KboT< zV${PdLtxJ!@$O!<0acnym*sxOt1yz6YsIU zA>dLPUkSNld9bKgIs)mNgd#p6wz54ArN z$7$~uHR{@C{3U#5esG=B@=erZ&gY#7mlQY14}tab!2J2#=Y=c_z?b=Ot6|j=p96lq z2R+6tatwQURuGR-QosyRp=cxdg9ge@4Lk{^sK_RYoINtOIM;;F8;^Lg~V^^i!3ds>7E$(ZH(!# zvuuutt52RQnm2xbKEuD1*mZGEg|%Uk=2Ses<8%L6n={Q^KVs8#y8qIlP}^|-L-;J! z4+x+3`43ud?dYjDFcv?Ay>^c4UvrX6FKXh8SWoSdB`!rRq};GH*x-v|ZNeAL8J^=l z)`l;MSla-3?|o@-DaD+WZK0k-DR2fH>&j4X$m}<2HKJF}qYV^KinyfuMXKE|OzQ6G zq0buYl(wlZh-!oo8wVF<%b9N`ne%UB{+q29?3(2GHg-(nGy#9wIKzGc58GH2@Q8ES zws20po^)Ki7Uwjq(wZf5KfTW4OS1X_sv%&pO3sZxO;2bL30 z9dRjqPkn1QqZ>cfEuYxy)*g2$8vbisg&N0oda^gj+iudIy-to?4NR(Cght>1xh%pf zX@{{lh4|vFD)A{=HKl#2o z_@Bjl$&EA{8T+b4-jc7wr5tV+-urxg>HDQ&^Z$+XM^QVgdr@N1y^H^k>U70gT~?z6 zUs40!t@V@yqs-`z{@2HU)O|@azYdQeaJw z;S%-G;7U1Zm%${zz?ZOJGP2>|U_I*n2#$4gTv~hyn^D|Gn50E|!^lJ4_WbAAPW)*5 zeZZ=S9a?wd5A!x&?@&Cn*nBw7A1_~($IS$PI?o$kt1quU*D?M#@ZRE%p64j`Xx~BH zkl0$DdmR_u|GZ*$@@;buGvb-xObT2Q&X^WLILCXh{nU4ojo7j9f9i8_Sgm`&vabAm zH>YvB8>n&H>Gz|4qg-g zr0O}}jv#{L#Fbj9~$%bS`0^j*S?l z*9lJPTzp@CL&QJ7<~JMehHJ&|amaUgw_RV_vnKf)Ei^<{D?-@Be^Vy^z6eh)P^;PM z$g7q-xwFcNR6Tj+v{l%zM%=z;c>!z#)1+w?E{*a3kMaMH;g>APA4y!Ta{iNGAo=~| zjEwL5vO64Iz($UlI2TOXdA+Niag`fmtgSv`ms?yVuXbI_<(KfhgwuBszfs-9F6K&) z=8y8!@NFo*ld(FsjCJ$xXr8mMZ?b4k*`j&jeb{N~w1Xek{7B4&oUl&w65eHVi1!wQ zlfN5|WEx6d8?P{&@Yi~0^IzA}60l8nocNcv{SN$zeW8rg=zG|l_vi7LqVMJ3`*TOG z#P1ib#A|izW4}S?vfrg+g%6$QXutncTwnUu6wj4zbO>EMTe{G{cK0oC>AB1Cj~Cor z>J}`mZ*{AWInQ!}OXxDI)G9DNCK}5II=B`&b-unYV^la}&spXtb-v1IpcMP9FgC4r z6VFJW2M+!y|CihW&1dV|rTP|Vsg$#+{JS!FQC0dr zSwt^c)PKbPULc-ZWKm793XAHFOb~U17^b_&3jSD;lR#1MzTtNMkNL ze}&m=dhVup2CGhFTCp+B9kfMhG~792I>|g{9z~3pF7t1y^S_NB!kLH}T6esTc%`-B zQM^CGzE13k$8_RQ`?YZ>?QiD```Yn-pFhg=!RHJ)LK(0rr8PN=DX=MpeV113b>SM9 zUtXafg0ux^xMgtbbtm#%JM(6G-Q7n%@L#$K?7E4I)c?;vYfIG58Kvgs*se#ZPeDCG zY79y@ZurCV*zWI_oFU6;`tyvtLy&|j`2U*v*1F`0spGPzpDGumJk;y zQV(Zr5A{o^?_b(UFYO)V`R}~n;wq)nK0z+$`EFj}WH+c>e|k{o>GzslKrbY8Mrm}A zR$GLab)H2wgV}BPNHgfLRTrtvHJB&N7ta|qXQsjY>)<5+?fDNrc)Kg|s_H+MUwD4-+I)xH@4E6u_M^2W@2H`^*axU5!lF7ys?Ddq zh81BNI3--FgIl&J2OQ0AMfD1I-iZe%!yXT{fBg(Y{Yz`yNLBx5WtU-0@hy&ma5x7CY@mt1$PWfQQPCO{W_7O#XK|MQf3Y@ zyKZ`7flEXDj$xJoe1pBjBhqNfdW28#s2=*YWah4Py^EQc*Mk#?ys;wixL<9cQq~2-cedI?;N3Po8@<$1q z_R8Oc4;H(^`&0E?hD(6~!lfcOA#6%=Rg42M&)_v?j~V_5Gurs!am89|>^<??|s%#ETl(Z}Nc~x1~Ok>TNg9dw~3K>VNGeo_jVvq*LBcy~uN{&PCtaO|E+( zF}D8I?!DQ??mcO85>n(Q$j3>3gXQ)sUL)PLY&ftfs~jtQ(LIdK*=UJpp+%ZSo>mXf zPn$2(aQ;Q#vhk0%HUEW0ZCtVQaQvig;eF&b7OP9PdE4wzJon#+&mztlcImtx?+)ER z;@Thl`aE~CDV{?t{p7q1FeZli4s(fd%;h@`^K2Sq8DKnEzhl)tpk{%3yzZ!Q7;q!Pzzg4+{o&E$*&CuDlwPK_%l>@yz#zg zh~<%Mr~2@g>mna1_L}h~{HT#TnSIB5p6gnQ7R&a}d0|C@Dd14#MTQ&3r@)PfG09pS zi{te^!7h(Cdf&N!+qWeA@t?(Q#`@+da?moG0EV&#O2tV3nQEc#z`w@qYT(@!W}B7tZVbPMqTp zeEmE+fjl*Q`&kC4OV>}HOFx>iA#xIj_-@0*Oo!plL*Uc^>ps()dmcT9@iDuX97(h# zJHj8<(Vqms)(IXAU3ByQdM$+8|V3@ zM$H1%FsSZT9M5Bud{ZU3QxSYBF^}Ybk}p-bq&`1}69Gp$?JVJxz2`H-tbiwz@h0L~ z;5-~-$HjdkKJnhp5#HNtoxg)S>AchJ`m))CtI~GVLM}zB001L z@TdqD75QJ3%ckc>#q2-qcKC7Qd~!y_k*MKZ-Eo5(-FgK%P8V4J=>GMasS5@k&0Rsg z)%n!o89Z|ITs8eHn(S=!C`>|v}b zMq_d7FfXRt{G00h7w&j`5x3Dj^SI=(MYtX~k1$8~M!Jcx&D(PRIKO|`*Y4q=+jU-P zDEvCXyFc>v^JwV@(F6=(oAr}p-G`l)%c4WW|DDHn@8wz4&vzOmE<1?NQA;lvr5qX6 z5S@d6yjy>yUZtc<3eA;>?WAsLF=U%h~_><^eP(zDZqIT1m z;>e8u%DL3@Wl;{E&k-gzq`E4mF(BWC@$VP;s_;3*1s_&Xc8KCfV1jWRvqP9KvaJk5 z^xE^A#2?q#Ojak$T<@^86Dg??(raw|q5fv*xHDouz&>OA1U0Iq4;YV!id@a1`#J1!-hI5?D?kRI! znyQF%2|mU1hy8TDKj8Iy(SHoiTY;8*En{Rk=f*ZeFVKTcm%s9>+#!;Gaq?|nEaA(Y}BZe}}ITq44d1aH>?+MhQ*yYy2;|uias?uXwy}nGh2hSMe z*=+GN;&t+ERLCK>x=)rTjDAu!g_g*hs8c7KPC8`YKf(K+Vx5%8VT2K#uZ2A+Y`KF+acGSF4tE)t`4@>^?P+6_>Hp76z?={ z#QiU_SbRY-RqlPAI?7Fage~&eT6^!O?g;kU86S5e)E!)N?8R=`#2z=7oXg(Tn~1ZG zxmnZ!dk^~S_u{)eEJOYWIHP*?xq&p}i3N-r0FU~>onACb`Fsy^f_-vbj79oV8#akE zd0bMhvOJj7M@@jf0qP*4l=fy7TLhIj+cE39X zCqlcg+74OuwG$VVegRBMde(qZeT);~mcFNY0d`>%b~6^!)Su{Ev&qe`lGk#?``p@- zu5=@3-QN&iqW;~M$g21#qm_9&iaZmKfD%PcAe)3repNp^Q1|5XISQsn=aQE zX4i>#N=sQIMq$6->}%QBs;eb`lgIBGTBe3!(t~KUA8;Gh(_-h%u6Q#2kFedBwsyI> zW2dw<%)8E4W$DxWP!-wfrWrF)g1HV1Crg-)dle%=LF?|~<& z<_Mp&q^K*_!+W#gRR0Gbw_@6Po`rpICOuapE=3=Q=InHtf5OkVJO2%Xg=J<-d2BK} z3oaS$*m&Lquf=&1d=keAm}ckk=khqC&v+j-=K*s(4r)KYcwK>y`Dxo9`ue5=;hEEe z&EG?9-X38JHhT}X=z7pJ_23Urvrb{tna+vtV700uK7mn#JnQ=9r^E-4N>d+@_}wi0 zk+V2o7xjFz%WKqrKh77 z;~Q@kIh4mD_6xis+H=A%ajxlled)8R~ssqPILonj&%9O4YY3S$@3@IAG@tfb$PJ$ zl~3EJd{36%LB4u7}rY3uvicFVVVLmQwaPn<3zt%%|u9la5vG zgS>HX>OwGflz-h#jg>C;nZ@s!#dB>oy78U`8>sozbVDQPp74#Y*|g7%9($=9qu1d2 z(?0IjQ#W&L`|W59?gp3W9n7=4#r$ZYpK0QYYEsKk{phRsI!r?#eSpQ|#FwNah*%<@ z5BOo2Bisp#wt*j!AGL8RaGwNk0*)o;^T$UVGM=P!2YmC__2>0iHqEXN=d4J#f!|v3 z(i-_B)HlQCtdpo>} zJb!v>!@c{47O;lb;6Lic_n;agJ{Jvq(b!S`IAbPFy`FTMJoF5<9ULjge##Ba5MxR6 z-0Lx4CiRsVqpHoSz5!XrVV)(&xXj7t6z6K3WA@B{_s_q?7J57LKe561-5lq+k^ilF z@AGuqxDq*(@tOpCJh#%Z?R(e89~~37$Fnne87UN=8stcW(_b&=}r3vUG zR;PMe{XCoWe3Aw;i@!-dfO}K}0X$Q_wQATY2QtT6HUCu4SG;=;_%s{tt^DuV#DaU! z@#Ytfy16SS+!AsQR+hH9wG+GDsx9bR$P3;;{I0m`4shu~u;??yo5`P|e(Hq!8%RR~ zcdB96c^?SafW2q^>cxrRJsvysI`ALE4{;f9r?s)mW0Y{jJ`*N|eLS{A&Lvwd;FPaI_KEu^F}i>?b}rAi?40KB4)_M%`)y#?pWyncvo0>(ouy_9 zwtg00W1jILALIbfvwp@xKmUCnT9G`@svJBh%aXxX%g7H27HPcnfIZ?`;!x_5Y}f=B zSMNXX6Ob*cS~b*Grmo81@LD%KZ-bk^X0uz0?`idESHPJ*#`q_%1#NJXXY>TIy9sg{ zCeRkE_PqLH)Krr|aUp4%v|z_Ytx|#!;D^VTu*SAC46*GIOFZV-ezN^!*V*S`4c^FR z^H>&-={Rq+4>=~myNFTK>H5N@bA(F|VZULkU5F3qAR7FGsu>}hjvQ)iw~;eG;Z~h+ znOi(@uA5sp#r5Gs$}B3A>rZXwetKx5L+X>x1iNYgtQlk+41z@ijH7<)iuEy8a`p@Z zTX@E$Oan(fXvItzH>!1H8cNm7psrG$I)*vwai_qh6nStx!Y}5H`IhvoWErBy$e`*) zhUfQmoPSfE|H77lK^~7IR)w{&BXCClxyPG$uiAcY;f=?fcpm#s5qkpewLc5^^hdsa z2F{#PKVL8@lNToScwAzf^f9jbvFH2YMtwY|dRcNTsu!i&n&L@%_H~0>aokwVOz_Ot zcmlUf7l)q{{L?Y&)s;twkS9+#kAJ;y-dZ;}cAQ&4+-}*?``o&dK7cOsTI=6D4sY6s zE_@^SFpmDRsUA_vQz3S3_36=tmn>EUUYMUmHXXRaT=Ti7~O{7E^+nKuXPjnG&a)5e1cd|6C19E&Z&$Bvv|%k)H!*Un$S=2 zKIF8MmseID0-pbsa~=Y}?JLlK{}Zex_kBhS^O6_wt>?{9f&`{62lN7WEf z-4Vsfs{H;cTA`|P50zU;{LFlC;MX|czZG!14yUY=16@I{T7qL1d0pUjk!1`Yb^%N- zf@LMuO0xJH=ckrHgQdx~CbevT94u!Rn1}d1Wg#=FfG- zEgx_-^+OBlaL&WbWokxKx1fga zM0pZ5)!M|LTO~KXO1^1D^*zKn#2th~_|t_!!i==rlb1HqK~h^`IKK+R?l^oDt>B<*TZ#M zeBR>wH^HU`*d$!4fkkCY40%5FOI3 zZe+`q^l7GtcHt!RX=moHb+hpuy%$~EVc1|@sxLyn$lfJO!6kYa!f9*{gy-kX_-F3^ zk>|hRM7ZA(e>(9=+(z3CN0RT-#;%g%%*QEbd+~Uvt`uY#kA)z%ENu^qxRpLP z9TVH4ZRTyI@LtCYgC;HhyoP`Fd9cO64dpV|`8}#rr5c_kbQ4ADM5-1;Nei4w{Hf0O zxA>WUD=~iAo5D8LJW{WkB1=J*SaQ3_vn3Qp6F-PKL)RO2!lqch{*<8udp ziSs?q_4xjs%zvFj_dK4{uLJMtxVG1D30LC29;rXh~Dra2b#&=#v56(NO z6^*Z!S{qI5vby|5)Gn)_Es#&8h+QMDPyi!*o-ckTvxEMU`S}nFHlBRr!Ug8+WZ6#l8#Y6ql23 zR5~qb+{eONwG`~TNS6)fmf<`_FeWYqd`~4XOB~Ybw1IP0=ZftO^+BReR_*M&gUxoe zTRBdyf8lsHv}zMNjv{)YW%NEmcZPjEXEyPBdV%EV2d3T?eJqOCX7OkDq0f*dA+w7`F)=r_GnzoF`(Dx8EW* z#WmM5-0^m2agSs~sUm*^xKzNJq+dY9nocexY|*{}W8$+VUPD;tu_$7#)_$@7Jn^G6Rs_PQ4u>$ zHHcN~QT>wY_|L@sw5Voe>;Yr_7T|x%c^*T@HL4t2?A0Rsm+_a2AE{@Ide)3zD9!w* z-S~OrOYgkZl}@|Htw&?O3=Pt};+d|0?FrayFo|VwF1nW?^inLn;F9{Ht6yOk*wm#s z5ZKgB9$$tWhdjM9`WB(hTvc~VE2p_NhvOS(&J|9%#+B$5Tq71|{v>!)1+BPvlhy11 zn+o(oD8ZX5_-d-)f%sBQTnJ7Q<8cWu5`Ms65*(5ZhHWJ*vi)r>jA<|CD++w5bGv^n zP9@w5SY_u17vV|r7g@~_{N4?4rU53YmUd0pB-@la=p}sG1+b_fOhUUg#-hF>Wok=S z!7p(|VbTPCxAF5Iat&&aRH)51a^eTvD&m`qs;AOJ;wbQ_ivMmDtY3~U7GJjdqG3M^ zbNbMY^kc8}OJ7UAT8scv+&)HOvzJD^^+a~GnIMdOWjsdJ3ajQ>CO{P!5) zaYU~}EMNQuOtSpd_}Z|>V~qZzPFymZO#6j>#g*Ehw{--Q|6BGqPNj23-uCBrecgvX zYNht8&*}fq-g`hrv8-#uJq#JiQF0t|4gxBYb52SSCFh)th=_uU3W_Kw5+o`HL=>~4 z2x0=ojEI7O2?J)G@2&0`!2R9(uWzmY?7Qwc8}@Fyy1Ke+y1MG=H@~>u6!K>QyG&$* z2{I-M*tjTx92~{9K$`;K5{kJa2R3=qAd{6>F#vqB27L0S>RAN={ggyC^#}S1YzrI` zQ7%r9sesM6%c}E0dqA9Cgi&CRX#@5KRzN#hLtX?FJ7p4g5Y8Za2kmjbjgTYJ&riz7 z5f0Ju370P+tU*{s;1llOODhxdBpPlZyh8V;;TDmP1nI|!4drk{*n(pGqZ}plSpSG- zvd8so5OW04N5IEfq4)~Ot`yJB2C=qL&Mcr4-Qbzsz<0zkwv1{8zHG>EL?6c^PtYTv z*lcsb4oR0P4mOPvFuqbS)^fm;5jmP6CKAx>O7KlUzSsz(lyUnb!Ul!6 zj(p%ie+sd0=yphST7PPOPm@o~%zqkP^Z#%C)5n(<52KS@m6Ha##*W$KkG&*eZUik5UX8*_!55*`{g0Vn(4p2T*fJrJ4=ZOOL1ae?AE)BVzQ9Kq|@XbtsRa<1nq;R9xgx(Ri2L&0EBVdyg$j_WXe&(DAc9F4_KsW9HyU4XvL)QeVriDN7 zzK%rfTEKKszy~p)g(M(;h&055M7i1IL3WMeL?XXhlsi=k*Ot_6EL4*BK{}1RN$>vbpIph~ifjyp|1$^=3Aoi0y#LSe37%NH; zcSQ-}uP6Z?A=*g^Y-v#JU*yXo5BMYtu~?*`oiqjftpJ}WfKMpqhQ56yb>6~Nkb|R$ z>J$&TfNB#3CB4G)WU7d_vd+{1<^!fEzgPhmHxX z!S!%7ItbY_p|%9?hOmvejxK|u%fr#NPKa*`~qhu}Ko^M`WqAvrjbhojtW=z3&h z=>m44uE_2Pu*?H=kSKSb8?<*$09(>1@EZv#hG))&c*ZGIb+bS!#n27nj+lcjq(0b2 zs!_!OeIE>E8(gi=Z8jPY6E=K8>J} z;2LBn3HPMiV-oGA?nmGo;$KkRKcIhjPUMfG2yuE)JQW4N85HLU&tnHMpyYujk_Vj} zj#2W^1~x^&DP{0qQ2|~K<%dUDCJlM#C1qgE0Y*tE=z#srJjfU92!1U~sK%fNHxI~# zT;@9gpQ=GG1vy^9AIu)~^SB+*H2D!u=Kvk^2RqiL9h+R%7JBAy&z7mW@=v=G8IWXoWM^6$}Xm597nNHz~TMBvX{Ar6Tf=-80_ z$OB^hyJt30-QbxV!b(8CmQOWyT}IWkjD%dI3xQv=1wL&q*lBA)oJbXjV}oM$qrA01 zBdJIO4~#YxpABeK_%@<%DYBcC2l|KtGHnImn^7!MIglU8g3q-yd>3Ru#wP>%Q5jT* zcYyqEk-rSMkP(9uT z$1Sub35=S$4%)*x^nU*l{UaI)-lG!Y*I=$I1J0-bzn}thT>)q)6!Qti%#?;)QqnS@ zyN1}lD0Ze2e8<%wmWC?C)Ic%H<&c~Ne1Z`+i9uWB*CGY{9Yu3KRUK@f^sNJ_^E^_h z=16xJwjFXJlv5obZl)vTxkh%01P%dC;4~4!C7^W>Uxzlp7Gh7}6M;vlJavrdBBYZe zaEXv5;q()oWmLpp3} zVDp|*3pSDasrC@J${J#iEbvOB8aPB!H5d3mj%0hVOPvR~kHB|CMujSY;*J7ejMM%| zb_DV~h*N@Wyk%jmQJjA%kTan%mIi(sp+AI4F!oc}LBk)wA#@Js(P%h>ejl+B_%ew@w0Adkp19v6_MrQq zHn>mgw0l7Pe|rDO-xI|iRDo|X!X_2KCS{OWApcJke?SIgP6Q?aE+M@UU>Wk+L@~#3 zpHX$-C18^QY(hDFBxS%3Sz4MZB?~bTQH&nY->E^|C+!6gQ^h`lIv?ro0yaQ={35DN z%s$Y|LCkT$1)MMYgBGIGNq|kjvrS_N_j=X}9!m>@nI*kd_Ejw=`N?Q;P?KNl2BJE0nK9HX4IB~-JJ?bNxx+0;1> zAyjR1ckpGi1-r-vz{`RyD&!%R1Uge%7RC$448^8F`hTR;SHkHVpmC7jG{Sz+FW{Jk z&ppJq5gWoNggYpwtt^Z=iXDOSBq2LWJU#@-#u5LA#{!s{|Fm^KZSB&=1jmhk>H4Q( z5&fR9{{u%52GM0hf1IPySCbeubxio<62G00gTpx*4Lu#R=;c42>5o3>zio;hoBC~2 z{So(>I{x3*KjL$duQ_^7Jaz#ZPxu}yz#72)(1C75c#ZTss14$Oi5My%8%MFDpuIH2 zpO*&RkPPUoV(0*Ccrn$$F&2EmAg&7dgxSQ^ z6S_3O2!a+Oa0tgLR7aCFP3~#!aGV0!4jp$0`UufQgl>+GKlm{nx9EFBU*Q|bxIpi3 z1G+X8PaDst2eKyDRc%xch|T5&v5-8$F47Hb(;X8a-Y~=;o*%H8s_(Uys^z?#s$>=n z_V6ZDaiD3WkX{U8geXDmB2^8D0Rk~=)xft$6)+snpN!)A0Y9f82egnJ$cyAbhE37I zX;mcGM!xyz`-^xwL_gtqY|(px>rtLtTn-L0ab;Y03NcI|J`M$Pmf$fc|CpOo^X-58 z{3B!~1P@DJbJO?#8`s~|ItLv21N#sb(C`4gH`wUUg0G!v$Mkw!PKD~>{o%CNBwh3; z?>Bj0m>d6u{t+%IA?!ip30Q=%2H6nHLyRYRgiU}$ipVbu<*28v4V?b~-a`gr`bfdI zTN>mb(kP$3hAzbI0htrTI8*^XMH%!>O7gIF!0tvKctAOjVJSd91Z9XFq%qfns*UnV zxg=5-EZGck&-OyjmMW@U0_3Ys27618@i+ngID-wN6X1p;_?RL40fbe^KLpuRJAe!w z_sNH2JT4N>*U@5@pmy{P(NOqx1bv0dxL%KjODO-5HHr}odO~N=$+@pS1$cCl>Ya6* z>b>$1#P|oh$au)19Sk|N7iB?y$V94&MJQE%UI0~6$DS$zGC5(ef0O`QYPJ*;KQf_??4su1|XXbWn~y!gi8>wi_qf{YhY&n|4F<2E$g4AYs2sTm+t}k ze$#P-*rT;Yd~fLOCx6p4oI>ji)uU_ve227e48kk;KH=B?L;9b>br>65-h{9l%D^X} zbwQ_;)fRF=5 z1#B}_z@A3~V*2Vi#e&`8GOA_3MygZvUaAMg{O|%>Y)`ORbjyHT*Ld6~WIF^lnSe(Q zSzrgb7HqTE0KWw}g&o1K#R=p>$W9aak`S>pp)Ft;+KAX}NZ&@t!jW7Y#TP-oZsuUG zV4etV0H0idZt?_7TDa;cb>WIysz-7u)gdCEYT=tnHFS;uT5l2jW=ARo;-yQY__fM< zR7n^!6qg^32ae@PzYk-8^8Dc&J|6V%Az%~mZgNP+05Uy!;N{S~ML9+A_duKHh_AzS zbkoKkA6IlQd?Vyj=o>-M{WJ6be`@_t`ja3U2j0ab%`=H9f2DQkScTRU!W|mEOv5D{ z!_d9ZhSw7~HHBeQ$20xYvHEWue~|4e=+39A%tg98f9hP9SgMs@4%IPaC)G6uViqKU z&I@dVT!EHxLNR$$YZFb{u3r4l6-t2EJ!Dpr=PMC0zioP)s*R@E@^9_Sk?y zh&Qu>J?_Vb{6&BtM7G-YU^|6uB9Yys3)p*l0Pp4rwo9%^@0JX4N5I$5bm<1FkykpN zdrxHn#L|Ww+Om*CTUtez(ANXKgYwqkm^3s0{#ok}-Z#N_(fKNbA9NaszNgbj1hx=Z zgUMpqRagCj(n@6rT?H zs3Bi9TNE1-ctC3ulMOZ$qsH$oh2h|`PW zv?0C?#T)_IxGl0H2me}oz$QE7i?`w|#1MyV`B^-6uOqVUhWNNHAfv+LkEDTbZ5-r) z2`vC$f5@TjmO|CA3Z^Q|^#qx=HC0p%>>@#iBnI~F62P}f!+b&ZLnu#{4EWIEd9pyR zG&BFE%@cU1#2P~ORYd)N*7}?FtU$j^^6of(z&8oeJwQJpyurtTMgyUGoFBv6!9CD1 zw3)&yqHYS)Y50TFN`GlLd5@X?|BmrT?@mq`?4y*xUkqZM&6by?3Pa9d5wLp_1z!s( z9aAc0o*PxeCYWjfcH<^sFJu`6F$*I0KrEvws(pL|#B)MeVD255jYv2U_ZcY&6 z*BSQCpkH%=nBvYrYdL3toh0OWaY(HNT&tqmLY_!7ztv!;9S5=5f~hJH3rS8N>>?rm zk*JaZ;G`DdCB%3EdA$ti%us#@Irz=e5SvO0>>#A%P~KXIfrRGC%>2XG*gs?a5!gh> z6@)E>{AUVl=*M*024NDNF2Z>-z#BAH__cJL!S~bXZ5+E$8v^hC+J2^gI$!*+9)F}) z0zDRB6Y>*7dM)J7Dhitjic1GJh++`mS{mWgT)-#GAc!}cLS3+EE!bIaq1s14%yDE} z0C^!DA=jD<_=b37LEbyazvh{JlIpPr$&Zll$U(3@sDYfdd#P5DkY6~Y0PGX;sfM2E zR87czq%_B#Di1jqq}1nA#UUS?82ETdptvqzmxS9SfzDr93+zon|4#uwHk7AU8sfA` zfei%8Gm7Tc%={zP*nj-`L)byb6P%WrI;PKoNqG~k9YH@5YiP0!oWsiqpZ>rlg3cn^ z(P%E({F>zJX8I?_>~9=@JPte18hAcwu%D6!Op=0JpJED<)Y*{dQv`gbN zm}3k15PYb5HW0JGC539{yOwH+?8f6t!S)Ga7bI7JZFV)tuxlaS2yE&5!A`rJY9CiZ zwGP_?vHjOk=Pp_fv{w>U$1w(cYZv2qBn>{WlHhkN4*q|l;4>ltHrjan5wOEj(tvnJ zfJds@#HI{3L@2M8EYNl`KrhK7JENKThtHFL%KAgNL*NFYZRmU}9beG=pwT>Znh4p* z(CP?Yj<}A%BU)R04*j(r-4oUZeh%Rp{rpV-f9Lq)@tuHILh%X|LAHeFB18US5dT9) zNfPo;Lw26&7=tNst8#C;L^fEkkDdoKyH9Vw8FgN-@lNsxs+j&jI`2y#49bS$XKAb(Ob z_ob>^E{6EDOQ|~c!Bkzx5URdoDEPaCQ1$GVQnju8Aoi~(_^>&E51R$#Uz-Q_oCEj= zz96Viq<;nd8j+V6@Ca4TgTYr<7GaVn$`$xwFeh~70VqVZ`X`HU2V;GI@A?Qo`wRC!mm`k{=03D<7 z`9-_mO#k?LBWQx@WA?8be`NElOwofFPhkHIxf_*0uA>Mt9YxU3DFU5BQ2~rlmIQe- z#NbEqij?I5pTI{0`LiNFdx(=J1v-35H6yAN#DSF7G@;6ZEJ_~ivE}tFs0w-z&tK0R zun6Q++ViOL8isgGHF=be4dmG6dE?kDoB9;G4v1g zlLGK>C~li7V57R0HdPfiMP%oW<_ewXM{{Xr{?X2!rw3Ar3h@o`79)h zz%hfsVY*Bj|3)F2XL5ePHFO=xAM*s=3!OuA>8}_xwf<)M2i*Rf$DabR3ltS0CM?iP zN@%Y{#B?HjEs&2M$Zt@*B1MD?K*IoEg~yx)nhL!`S$N;lz<)`A@4gu5@WdfjojA}x z5=gHPHrZ$|g<}2!-l3R9D2@?f3kkRfav^1)y;Z?qL=A9B4gAm4AU_PkCgdBd2z|*z zpR(ZhCM^&28t4mA&UQo}sY3h&buB%RI{~JGo(`WYXim<|zyJL8hhq=%9irncPAB15 zL*NNPFVpEngef$v!ZC-qmX1?XbP<|As4dYR-yIe5>MX}UCzKmqdxb6$^1jT<+0Us6>h+m)#^bYd3rvSbn z`dJ2OWE`(xFGbss-4Tjegf{e!5wEBWbeA&FKge$xk0%UmRX}c}jC}S1n-qa=qJW-I z9>uu@TL2Va1jRf;F}9UdbwJ*P;%kGiGT_n_-!?P<&{*K~B3e`Q4b{=tCR%s@&g&26 z0Ky0SdEoi*=S9zi%CHfBdITMX>gY5SaSi?13EB!>J2iKRd(zv{>*;$O``~_b+4oHU zu-4F+1>BMY|9a5hDFe@?1oj0KobN-v{U|mR z!X&^ac$au=HF(F!E)unpAGkSqs=Fr*MoC(JVJ5VWMCf204~Z> zAbu^_6vzSJDGzdU6knT|N9f-F#Wpkl2pR$(8~R-OH(!6~S!ftU=cVX$4ZcU;afC;( zC(aYkOOGW$mrD`2Ltqa5KKL9$*W-N<^J(fF9j9jc|2xND9_ST0kTJ_a{Cyd~7Foa; zSv+0{`j$Yh1Mrho1-e8{&5)|DhOkK=um|E60WQfvj9OWU@v9&&2Q(DQ_Xs+Duy>S) zd!YOx=sqYnr!2f*S-==Mgh6PYz@CWlPvDar;0B__5buYVVLl<7Zu*AeAR$@_os$I` zP6lF8B5aaD*aR{wgl9AJ@1L{&Ccix}mxwYAYbTEpX3)k1)ggSs=^lhlF!#_L#4#G} z>2^r8driLwtqtA>+yljAq~jVLyJq@F+es! zD={ag&kuUOB^*a4v506liC1*2g8ft-;uC0d4Bw+MMmRVfui!kwDLR(X+RyYqHI6gm zPt2K_`G?lZ)V!ElXG9%+txeVc`>sFq3&CnfZs-<3DHp;j#fbzlAVrnhhkH8-&b= zplANT6&h|4b!fb%VH3I!?b<);X|e`luF>0rY+pZGKr{_5yM#7)J%K;?e3?e?;Me2l>6kw4dW2tiTVlRV(nio8FVFNpGyZ6f z(7$Ul^KWV_{?Y4i>ihKPHww*_sSV*0{w=5B5#fJJoG0*wPX9n1np=qOqRlaMe)_!- z))82U>Sy|&J~lY!!aERWHzDMnGKf1qS z4(;1V=%A;t3SVzHUZHy zhujT#yJ?t((@b=XLiK<>Q|Ia5|7mLv+T#7tFlwfMI^Bruf{1s5kNLFk!_4>-V??L5 zr{)(im+18buFuTBsqy*uTYrDNOB($$9V2kM2FD))Q_#7|YbNO)8V=$72homLTTrIs z6MhfkT0Bn*4bvv?^_M>Wpr`(FZt|L${-^k3G|n^Q512kP|Ipg`cVB-P4++D_7>1EZ z6!Z_REDvP{yv&F(nP`y6L_G$LNzAk|1C-gP)$?MEa33j+g@h&t!;|?#>!6V2;8-Z1$1ujS;Dn?U3}Z(1a_K1vsGJ35 zfh72WP~MKp;Y7I(m4k@#X}pc6y9Knl1p_fFFfb_`!?+$py>wb|INXQpCzQ3~LL%c} z%+#Q45*!g20%i2u)na4gQMm-lO3*$5%IBeM7&Psk;nT{2fkBh^4-5>SEECTKSHh35 zj7(053CzR~{+0j4#-zg7;eRk&u~`vGw(hVOfHAxu9q)k3v!MJsF38yh%6w4%8VOHF zlo{9~Qf_TrnXiYlQ?_IzU+*%GPl)&W^PDps+}5J1E0!VaSL~vGato z2$VO3CR=&X+U!e;cc=Bma6Bx@!i-jbH82TEL|^@>(O#$?-Ty;Gs2%P8WUgfqo(rL# z9hQxJTBNr#l)0d+ksR%Teh>UM^1Njc7N{O?la%U?e!o1_yNAZvm_r$!g`5_aWR0F3 zwa<@Dh7$hlHYR@#xben0A=`Pa%(}N|E*-3vH zBPVPCo`@L3P#E87W5Gy)d+IZqGtP&*!<`w07)3F4Mm^}qjBx?_U8~XF2 zH;(#5^CMZSQEOD|CvlgQ(2NwA&zMDgLS|BActnb{8GIc=rS0N^HPobav~;vF41H@* z8w~sChJQmyLfun!YoB7+{Bu+)_0&|I{W%OfG6$Cb$*DReLk#2Pz_6<)gHw~zi2E_3 z9TT7gH>|YTm?S2LDZ%sTU@gS26Z63WV7^AcJWs;Xu@%@FEEn5|ZN+wA zyRmYt3ai5oVn?x7>@;=(yMkTAZee$^M=*PauvgeP_8I#@B9T}~oFsnIY?2g7fuu^( zAsLcPNLD0Ak~_(Vw3HN1iX)|xR*=?`Hj)ZSyGa$KdeRZnNzw&UC+Rln0qGfOl=Ol0 zoq^0Si$Q=vf`P)I$zaG}#^Au<$*`CqoFS268AA?30YeExCBp%R;|v!Vt})zY7+`qC zFabme2U&1wOCU=M zOD@YUmIEy3SbA87SiZ7yuu8G&uv)YFvc|Dyvlg>9u%2b@VSUN^gN=txfz6oBg)M|F zlWhxIHCr3oO|~JnAMCvBitO{*J=vq!*RYqcH?d!4f6V@ogM&ks!-&I;Ba$PFqlDuy z$5oDJ9N%W~%~F|VG0T5e>a2oUwX@F8dNAuFCnqO`)0ESfGljE&v!3%3XFumxE`BZz zE<3IeuGL(nT*tY3xZZNJaVv0}aR+cO<1XfI=Dx}Onum>t!ehY`$g_&4l;RRir z);*#7UQbmoRBx}|eSLm?C;j#M7xjM`%rQtZXfha`BR^;9oU%Fh3fXiWb0tN&Gw$1gk7**z1_I|9Q&2_?GCdXJREjA3_7YfCONh_ zF*w;f6*)b2R&b7UZgs(2>|Bamp13NyCc2(-V|H_OD|H)o*LGjw-r>RTvBaanZMDC7!A7vX=9`z;KCAv168nZCw zP%LZg(%6%6d~wln?eUWF8S%FhR1@EcO;G{IV9C2lad!FpGXk^qP{y-DRo`y zvow>m(zLJX-s#O5ycuyB-I*$xd6_SlSufkaoN;;Z@{22ER;*d^Y^B-CidCdlL8~sV zmRp^(dML{#t8NYZn&>sxv$e7dvp=m}xV9}vA}1^7`8u0*jk#R8NxApd&s|@>fpJ6R zh8uahdAss{=ZEBXZPeOWyz%Fz;7whdwKtb+rWS-1+}L8UW$#wzt#MoXwk_CJSIAqq ztnhh}Q_=D5(%bX5f7-ERM`y8KarsX6ovAwqN*qg0?2_NLb=S|`5xeh}nwK6b6EDjv z`?4owPtRV{y-np3CcqOH>xQe+dt!lX1ySih);r{v>(VC4lziQ)Z z2kPAG+Uw`k*EfhaY-wa@Ol=%J;D6xOLCb?Dn$(*r4hbFFco;jJdU))}(j$FG9gbdX zHf(M>rf{sRg}){LIO%xi@$uG()`1f~CvKm#KY6ijZd=PKjZ?L!Wloo#5j?ZyEc@A< zv($6T&P|+8IRE-W_=V>emt1^wY0;%S?QZQiE<0Sldd2$6r4F->b64kIJ>6;Cd9ur} ztM!_}wd39T-7VMkueaPVxN-dEoSP?Z8Qp5TJ@59}o&`M@dM$ge+_AfJ?XL6P+kIYr z_wV`N8@L~Gf8;^TgZB^99{zZg^_b~#{u7=j#r@*_l~0wQ9vUzhIP=W%S@)pF;G^fk z&tJVre(`fCXP9%i_@&g#`VpOx)1%g-x5oU&hF&GS`tdsV4ey(>w@Po1y)%8+J-%ps z=zY?A>W57qXMe2yr1$CKgzH5A=h)9bzT|(M{k86!;kSvurLh!P>W%lJ{ZP-3+M+wf)~VFAYPdGL;L@xOz?|%GXo53 z0{Y$UHBdMAFzj$OhEd@D-2NEm%86l~Mi_&x?&Lhl{Lqj41H6vpK!$Wm6q7p*GsrRV^7>~WR zoi&n*z#zdt)JIqj#>ULT%f~Cg%gZMqC?F&xD1iS72?z=a2@44c!I7{8MN(K)PE<%h zN>d61vubK;!V&=ODtZ)EHDwYzJ3Hqr&e`1DvsL9Jq*d`hWmQ%9AN|pG#KHe{h^ndQ zFa9! z{r$BEI3>r6>KV`2ou4IMGCmJLqtiR@tIf9it}=nl+;84Z#u1 z?{;mnz132me`kbLnOy(C+1$pUi)(dGV837fwX2IgFXix$=rI&AJ?JyoY@Dj_w(Mr| zrk%zi<;(64ylF9`VhQCLQ72s^@1~WNTozAdHu~iI&hC)D=mI$hyAQKFPAi@{{j91& z@dcl#ZvOQz5kpe_<1SRJ#PxYYarg>5qsYUliogBmck)%K#o8D1DT_&6v0i&sD!=tf z6-(~h`(pKXI~q4XUiqQAA?etueG17#X{{6)y*@>$j!=n5PB&^RcjhOiYwyZoh`D|4 za^|biyG>sl`qSriypve-!8L7V>9fO}HXM8A6_3}{)>>kiz3*;Sp&FqlK3!W|Si*8- z64P1DdH%cqZG3B7U95Jv^2?7o-F+PVBKL>ONW+O0eO2Pw=KR^_f|hYnVP3jLg0p1g z))n;_$|@&Z_~mka0e0ZDzsd=zv3aTFiG`0f+H|g83QE447`=G5Z_l7kmal)%7v0?{ zTO{~QikEFxw4U{}{}ne3;zEatru1QxQK`x}i5xwryzCXv9Fjz2Eb>1|d~@maUAOJZ z*l={c!Oz+`r>t_zxP{x#HXq#1(NgK~=1$ALHB_vy_0nO9M;dmD0gL$KPuqDc9e4j+ zD8HQb^bhO&iDe1;uWAcN#b1TzCg!I~M%;X)=TOSEfk)TT>VcgC$h=dGvtr)H zY)7(G_}KA_XM`R6-l>Ex$!&f8$oOKB@Zw|l13q#x*x%GFuD!@5lYf=$mww_BOLsZ8 zFN|ANob$1n#(euN*}cgx1wAdwN9MfsxX;aBzp&8|dp_VP-eR5gxtok7>#eQ&6&N4> zwxY5A#2k~uEyvbOq=vNYd7jMQvilkDb)h*67V|IOQ1iG$^`^nl+Q8n4wnuxCeiaQ0 zj6B~sb|)gTVyE8Kq9?rj#*H=YFAe&*ReX9Z-m5jdij&jN}d*?|s6a zb%_m{tJB!7uQX%mr(BKts>~jqnXb1sJ7c}m*$9S*iX+Opvxs&zW&{%BEwZyK|W360ik%wQ1er5g?(0sp*acO2Q6k zZ^2wm%|XF^{g1OQe>WIEBX^{vd_3moUE|evlDwa<+J{B0+$yMJ_Nd=OTV&66iLX8j z_Z9B;FL_B3Zi@BYspHs1cGJ4Mkl#C5UeoK;o!o|?G~ahT0rjGtb3a`=`Z*=Lvg+x+ zg^qJI+3O$ltzNe0DMh0ANdVt!t>(siCq6jp7YR2z-m{H<=o~tYo|D(yHwd85D-UE%qje2~kJq&j)dj2r0?pM58`#vV4 zMt&s7_ThWgEicR69%iUd9N2qV=b&+HY?zQxf&XoVYQA|b2C9vruHN3W&u?AL`pa{B z^f6<7uCt%NugmzBHe{5Mw9LPK7bADmIi_pxjkUy+*miMs$+OL2v=c7aST7i3`dDhN znzNEg_ivBi!%gppUu%u1L1vf8dbjEc;3%D2(c;)heP(CJ^bVD*{%V9yY@RqWutkmr7cfiw6Wh!v$!hC zTihqctH151M&&_+?1lOpc^I5+WA3P~=Nio+m}8VF|MsX> zk)*O{9*#|7>9Gti-?qjFy<4ulL8{ZEYhb1Bxu@xFbDN|jBDH^e##mhnP5G(2$>*3q zS6r}s08{t2TSAxn{NlYElQkHgtX`C}xm)wVrv+_YmxII@%r>VPyyA^?*}wRZ&P(4p z>bsvE7k|{1adpjM@GfbQYxr8Tdws)(g8h~+3-X)m zFYT9Joqu2~TOh1un|}0J`{?CD%NwfnUgtFq9$2*f_xG+M|5f?qynDkNYuE2Qr?#f4 zO<5&0k5TGv1bdChuS17N7wqrx%v>A&bP4O&KyJ+qy+qQ(H6@Y5r5oyWN)nErUwdx- z?lAestK23U>itVrof{i7zG~UC$*TJ2X?DW^t-H&2_ZZo733Fk?J?V#^grB=@ViS}$ zU*9W3Fvx%K@n&q-UQ_4rZWd$bv8(q)U#s-gh>|;tj>tcD%wY1GShwk$67$}wT2oo> z3l=$bJ&T>ITQ1$+BOBtsJas%ka>XIlH=j-+_1n+m1HHE)xs5u;bSNwvolOi22@AFN+O9B9U#9PpuyPro3ez zI5mI$r8C_L(q5zoIalT6+Sl`?cgbCj4sIB#8F(=7P?mhr=S@PGrsc;az1M%wk@(^_ zZ;p1&<1M26b?-lV*AE7WJS!6>W6XuC65Hq*%g3z=@>`bOO0&ykmO10g z)N=A^bu`EAD~}9L`+vPL@4(Jrqx)ZiSofX(V)Bu%@9Np0H>|tF9Hp2JUNT&rc7EW> zvGd)7W;aGo4*y!FoXfU-^tjrfqJDMp)dlLUIb$dC4|a7em53XZ^SIZ)!Q4Qy_``tw z^1D%G_9cBGta3_o9*2#TZ@BEKzFxa((P>V#m`6`9dsgHbh3%{HwK!Jzxty0WUn;+n z`?u3kGv@fEj?1emAG8~$>uq|-c8-eqEMm#iZW@Yyo7B$CZM5qv)2*NldXeP}sVqO6 zPux`&Z&|ptZ!DG)8yqa|4^1-4h$uURtz#59j{i_dU0) zi!oOIvE%Y1EQNI!I}VqWe~%TFI2vEs`}!B}&r1|c;?0Lb(lzIHz9a8N@)FK{3qJJh z(S+|~dHo4d*6ydrhPZYa`7SN>y<)!Em`gD$aJ|vnz=zkbHD!f8x*iyG#E8qXl)IdtRTX#=c`t0=;&N!yDD_ut!!5ws47*)_Ppx zO@6Ihe|Kxb5X1J=@}Rzz8nJ4{2epMh`{<2zu3vd4bgtfy;+@F@TW?c5oDaO7Ytr*u zXMGP(%$(8h`bz{z>JkjW<5#|r0&&aHSn+hgfN zQ}z9q8rsbyo_|R$c(Fr2;NmTlwGF){TpFUh6=z=w=RJGxKmXRlo6Dov#NXA93?CVm z9uw$yvXhV$>BFel+6=ODlHIRkPjoppW;XeGu=o|9A08?+@#e@DUoE7<>vmV+gDu&Xfo-0M_Ygb%1IC(qazRA6yO?rJ9rTT9ZyO!y{_^w#>EBBsI^n3B-tJi%7vc+EM z55DZ-XYO5TCn~7+T=U}1YpYZppB+B=aT7%+W+XDpZocT#!aMO1qgq0`oURy0a>(gL z+q9#zPCCzi*soxgTb|)hZpPlV#aNCpfB)TC=Focg@gw(O6>guL3+E0x-hY%)E?A%Z zY_CW8lhhN=z2su8uj?_^7m>#@a&5e#`7b|oPVUD{n>SK4rIR|_2BOo}3-4&**t7M) z(bvrki;Imc9b=pFzDo8Dl6I#u4o3i3GcP6avvWt;n)%Vqvu9gXZfeB_}(Qs3WFu)Jssg&-!K=e3kenR@wctgf2**r zQia*=U|D)>UPQ$0qh>|M@sjNCxKn-QJ!7BTFe>3JyTz^asdyEck-YJ8XU(G%j+mI% ziuSMS{!G65Dh5SkLV7zt9;q?wlC`L|S#mp0=jIz0k(I8Zq85+3?>SrWQ2cg(k3Skc z`s|7M&WwS3m*kmsV$R>c2U3@|hwXiuO#8QAHYYFYJI;8`H^48Ei?jcs^;qL6gO{`8 z#D`8W?D5t2*L)SS;q$1NY{xB)pzyQ<=C=M%v{}-&-MPD|t}8G9OqZLbs*$@;P03ot z{NVaVAGaN|JOz641AVV<+7Q&5I#4jWsH;dtq@l}9;-=ZXS5~nH%z`K?CdK)37E2Bl z-cqyM#&w|Y*=fN5?FVBSy8~O83%DZrrMJi>9uYg(o%e>VcHzx)?R!bSYwt@roz$!K z%E=9Q%XQPpPCLlC*nf}8iPP&2GBh$>v*p?%J?lnm?7h3GO8Vzp&hx~W@v*+=xc;?# zyrQ!H(Aq;!+Cq;tu+{V$>vw01@ky_3XiLp-vcL0bxz0HYqugxiEtUJ0FY;Te7+rWK zu62Bgz|XfUmoau;ecF59~?g=V-?T*G&@+QA?Bi&&6QJp<(kp=ly|H8 z7p%Lo>^L*FQ-A-VpZdCvlIy#c9dw){v^;ak*n=9bsHJ{#9S5#OHwN$HeMH50so1)d z@ncaz;|243nZtWBHIgmYsHGp!tT>l*L6=YPOTpO*})!?cHrOW!&8(62exO4Hb+Ff9gI=f7{745YPNkDm|dcU?||)l^;Kh zo60g@m1~If)js%gV$%*~F$S4|`=3-DnC^F5G_Q90&dQxy6Cb!z@4bJqm;S6&Yt!fr zWQT2sHu&D}@O@L4CR?{bpi^7N-|Bnr)5Hk74X^hq9K6v#;{5H3ZG=XbXh_j>+1S@F zwN@nUJD2InThT4C{XT0w(?EwF8|*Wtu7bG8}@hWU64L`-p_&*8))bh@OD>&?Df0^{w|G>PTsd3pUoTR z9=5X1UvtCAEF#&GZ76l~n%>}nnm3Xrb(Q}2vLi3VupVytEQ|4;-jVm>chaJJno{E@ z(quQEPp*tS#@9O(f6&{7|Ji_~eZi5f$>gTPme%Eh$+I`qi7OoGlIC+N_`oP3kXm;~ z{wg1%MXu=_?YW2253SFRRyZcB^bM3mdqsJNwj5Mom5-eQAy?4{MGLi8V*T zbc3aW>DCRFGFVQXX^wo(3u#+(PifN~Y_77NGA!Fx|KjM7a^bXLy~J>;?ECsg<hm0ncS+6Wu?ee^--i-es8p6wrFDQvs6irn`f15CB5|{SW>a?f ze>+;FD0idc6vz3wse1x5?+=f;HeF11w5wUn)Wjv)+wf$sY|!Tu-5Px7xZjbkm&~(l zd&?YiL9VxytuUQWc;P~Z&!XF}F{ib(Z`#*#r(>R1Ou_rJhZAJZ?+RqTTq3R@duf#Q zR91p!jmom#kvlbZTH~0pq5duJc#cnxKm6`b_GA6LZC6{inK1J#5#vP<1=LeN2W-hZ zf0{KiHto#geGW@=H-;wWo?zZ=XK>F(BYtCA*#4)^rEB>2mW3HRN5#dfKHv+<_~h~Q zk)KIpsjh+dY_EN6MNP5TcvpIB*5`&_og-eaS=jX{{fu32;VbV`O!cC8`bvA&JUQ;D$0MD$wnA)4XjvD-)_Jd2Q8Cls`DYx%zJJml zFjhJ^FJ7=|@Fk!8Deqp%%_oDa`@g(*_qsT!tx;>gC#)~k!Dw^J{C#{c=g1ATVRus2 z6=v*`6}`td=uo{@_b_j4-?VS57;}fJGzc#;hIgx!`_i`Uw{r28^w}V`(4N2>bunk%A zsqY;;SYH-|zf&y!Ft1bfHZbqur3Jy7v)$W;PZWLK(z#%*JD0p6gXyi3(F~7M>*5uk z{ZQACxM-TFa6@N~i9@NMlywEG{}Xeb9ESh)|GM{OHtFjdJ>K?aeibqM=n}o^k=Ta1 z*F9q`+*P;RNp<&`qSqv-#8rQ}Q{jC?EkEJIEtRlr2fu1oS-aA&is?S_vrkhLABG9O z)|}mRCAYV-Z}acF=L=;u?%%h%=XbfIS^df0l{!(Pp$FnCyLN~<-Av(EXY3?r%okd` zYzLcGch%d@we!PVE~kpzkjroK>vyl(Q4=?|?sl(sqO=Gf^Wlc)hqDbzibR+5b1Je8 zsx{gM9y!Fv=-Lo+vi$Ry@9RC9GK-qJw#)2)z^UWkb6?Zwe7t=2y<-~`sx5K~8uuhf zzk2)X&AOgD9r=~H!o1g>x@%OpE8Kaq<+j2?^EXe7 zkgxA(RVeCrr}R9kS&(PkXmP0^EITZ-dMN8>Q-pNKgr;r+m)G8&F+t8bo$3jDqgw`8 zSUfULE#~F=ESUOf?#p96Mv0o-%Q;M=6J@e?=d|A5zX)?!SMp=4nO0C^&}HNO7wc*| ziVM=#Uq~N}vEVvtCTGXubu&>nZ@*p?^RZ05VP4Yp)ElMij`>G5Z@W^ud5+NoyY=qE znK2`Cx-2&g-O?A_tP+N| z@@|)W+g#{%K#(Po{AHC2%V6h&XrHbJ&q``{Ub5rdy7)PB%HlB5!~W;k!+ZnV{eL$M z&5LBKF}Cq6&pl0Y8LkC`GqRwf0u2=zdZ%l!NDRC(+GIX6SvOFB zG5)Ecdc4$h4Hi=Vko@BH>VWuXi>`)>%LV+tC8Zer{o`u(D^}`3I+1yqTEp(o*=!wU zEo>I;jg%33e~CT+`T4!Ps*GCS%?kE#L`aP|j=8UN-M3A9#b}(d=axlzhlkd=T67v& zMmewRNz6HT;Nb!b=hV{-1+%)uUYFVU^A72V>g<@ip(5`Mr?qgwYN6<#6xn0fND+w> zs~O5yIGzf~SeBv>3`y6yu*Jr$Sby=z0 zyh3}=p$#mTJHzJQUpLz`vn9Wg0=)OI-16m|+FAHWaK5SLcU#&3f8cB$sUwUkup?j<8 z;e~sc&XL3ec(0we@Uv?2Z(FjoZ;fpv9nF4t`=_>d^EZI0300F!w~ z$J7*FG4b*%I$bkKtu!^+)Uqog{-leiVodMPJz_<>JN*}3Emb0&J-{t8fB5)A)`w6 zu(WBut?3#Dtn=sDpL>d4UH_>%n-p<>-q{tzfynm_8y`6?Gi*LBtZz)Fp6fT=gtrdj=M^=M?(^^#vM zrjaK^-7>zkGwpg3dM&(-qwY`{2k)9k_OW_m&OC!&HJ@XyH_zjogCM5Y|4#WnNK+>MYe_tU(srFoNN2O_0xo@usTPr zg8DN(|BsO=d`v3J=25x_tfNf|i+%bR8s5SlKeOJ?qE#SqJ3!Y)@|~d8jl0o`rH6wb zM?QI#H?i^LBfZg9CzF(W^HXNO^<|BC8P6S59wIKaq$QAYHRD^23H5N|L9?rbS-`6`Ao6fXDerk9WwE8&#^XY`p$YS zX-rEo@PPfXhx!&S>TNfgt;hv2mp_HgqGCD2h7tqq$3{N>u86i+6id49SW|g@@qX2p zq*2NWE9?887_Qs6c3s$!rD9emouAD$QYxr%d8>@6Wzu5lby?afN&{9NJ`>wJ6Ue*b%$a{H?U330-t~oX_ zb`OqO_K|W*Hy%02X}@`Ji5~BrV6`L9cLo?mjkiU(C|$g9x~x9x{oOM6;j@?p5bxMh5Jib*WM~N`w$;n#_NJ=sMY_UAeAZQPrLj1DC%}P^zRfk1tFa3h&T9prD?xR_*HTyrrtFM=#vol(aO9 zkK1<9JcG={2i9aG?Q5U1*D{4&!CrLM7%d~044!9URx4hjy{h4Rj#tewU$rHaa<7%< zssbSajI6v7tUS`Dvu$>sD>}L|^W3^%SugFTZz~oEhv1lM-CU{jre;2G>-Flk_=#CA zM`b=O-g;wi;gy(+l98D$mlA%hydC_(smjQ~ZnrgCF^kC|5i?`e>q{nz%vNXlW%U=T zt{dA?J1^8}$C$Qx@#~ek{`1CFFNr?e6wB3eK0n`mon75;%5#z5<+rIA^D)O_)BRB` z?T@3Lh8$^pig~I=@A74T!}wZ+_j{T-_6)2PTwY=7OQhOmbXM*?F4_N8 z`{se)G933~Vzsld-CHp+-&(HCFPDzhv5%+=^bWIgUO7e?X%CQ2%`(`FUD+0PMC}-R zc79dhZq?I!^*fsQZi^b)I#lMAEqapZu6$yE*))bhqC2)lB<8@44ZD*_yE=^DB(`oC zd9xvQK~-@~v)?J3z0RwBg5375C!c%ic*vW_or>A6Z2f#F|9p&?)5zy-T5k_T1lUhh zfzUwzu)dC+QEX(uaf#rBbuE|7^YU%?FN=l?Hl1MJp|eB9jA>CAt3IQ|z=a1XpB`68 zgydhTjuvU@te1AOXKO6hyKw%K@A?D0N7X1XR*}qRn--?tG`qj4c8~T+AvwMUcTDmY zx6G}-qPV|1zvkS?Xs?%#Ei2PKMZOcI`xmO&?N4*H?B7vvygK4@vqR9(rhQDNrn7ET z+G6jUt`@FTmgy_@6Tg>~*-I&%806MhT|B62exvS6Uy>R!5@WPH6(I>yjj?~zbL_wJVR>Vrij$taypmp0AxD+yul zL0X+zO^=UgABfuA@N@r_W0yKa4sn+DEEw5&FUtA&*p5OorclQ@>m25d7CcgYsr__t zTj;F{roFB%deYr@-gnd-{uuB&{e^eQ+GZ_f9^;CLGx8PJT@pL)EowSlyz0TzYnL=f zmkw!VZD#OgrMOja2P}o?L6ru8aHuvm>fXNEL@mbJF}rOb0(PQ?~lu z3fqMVov>=S{2_8;;T_qUcR9YVi4~;DIGo79$a*{w{vj)V_`XV`b7J_n;HJ!3@UnnP zIZ%$Mlqgfz++FsGHTU=zJVP?dUq{0UhQ3d;*eY7faC6gC^w|Vno&Zi5v zzyA8Q_4tmX`g>D4xtv}kojCgOcw^>C!HQS8x)j&&{#wb3!EJUa^L@{1oq5A}p>e(U zZ+4kB0|~#5s_&O}*)DqGZ>N~{{+vv1xLP!(8CJZw&TweUjr+_YFPQK5r7rPkuMZqn zr)YJ(7Z!M)j78mT-}4j8HF2I;swA|lWYZAYETeqF_F&{@0f`-REhFSVrBN|Gl|-%- z!+x9h<=1$NABE&4OS_hSQ`)_kg z)feSC`&{pfy2T~Zepjf)@4$!Gz3S>Jv3yDPZ4~w*?V){9ucbt|J!Ptn9o!vTv$)K@ z?4V9))1qK49?osqCuK|RF7o&E8IN2ujXdhPLdBstvc9uH?HlF5#6Ecq@&;b9hE9cJ zn{szXAMIA1Yu9~BBk9zRV<$3G-1d?sZgobK@8j8&_c@B8yn1QI0lCae-kf-(|I25+0s!K1_WK34~>g`O4} zP)ffit0VowY}5Jx{mg1dwW+Y{# zQWic@5D|*0;EXk@O0DnIrdC#k=dcxJtZmgeCc@oEZNCRMfTjP4>HjLMQLGnNct(}O zD<*AWY3oe_#b$)za2vLcYs#UEv)@uPaVt&C9-PykBT(xg7S-1uT>1|-4!^nI$WznCWef6%Pmi2QHo8H@WrUlI? z)xyjuk^@OZ6ppdN)OtR-ZI>$jUA`ud+9uEPV)5w<8P;$igO`Lg>(7*cIB8YbifC&s z^^T#|cQwsbWP%oB$I&4L*+TdY*6c_P~1bT;+LdEa|!-T z`AiwmaSH)X3#(KJn{TyIC)cEf^<|YZ##HqOu;BJfHqgkbv5#&9Guyu-sFCOAqV!mu zbD08J$&>L^4;+dUNfh+8)TE1GY^y~|->`WKgj(Gc9fYU|g1)TB1lCa8b5Y(xzZsTk zni=4h=vpas7w?`%ZPZ85TJ)8q@&S$qf!1;YQHOhmAQqo28Q8XarAud4=R>HY$Z5*t zo1Ajj7clb`PmkKv0Ctm(mo=Jkff@1InS~rxC6v5|`2;mxtJsM9%S;C%OYsH1vG~Hc zTJuB$ZX&}6W^g;&!k)0ugUZ!8zLA0W9+g@ym2<9uPDY?bUad@a1j3-Q7UI=D0}1-D z1%Cc5i1ni`UTlqBLY2e@<;WGSrb-J7oow8Wcom&G(v;BKN@*B~kP%^W43^lDp&*&l^+Sgcn9tQottM(wL_nELz(39}WHnC|Gl(3?b7o>lKNRARLx* z5>mxyuf7(nn#u7;-mr#%SpXHWj0BV{9#UO1EvGp9DCCjOQcc&5nb$o%8CJ5I#hpha zs#f-oaX(XOnvV*50dKOg$83R+G<>@3f%>;>Fydfaw2)l#CQT^_w$9-?tp{0Ftwc43 ziB@LA_LdL5icw;wYW5$o=8E1G>=&T4V?KVm2#+LA{y-Jvnq%asrWt&xE7&5T|IcESmwuJ8;nglbe%e;YSnZpBFuGgez|V#_;H$;v>R3*AV@EF@rus)zK^ za3XRxWnN5}8_?2DJ4!h+02T;lDUDnVhtg}EyJ_Ck^xds;jT0jIn$(YVx-efnKSoco+`$1|l zO))qC%5ofzHE)=A$d{#rl%(vl7T$KM0!y3rxh$==oO8e>AEXJM%mS5yxy@37mv21Q z$aQnxO&l5AX_Az;GI$9NogOk%$;oj~T09p)VXu zHERIYiECMnif=&{60GcpuOi&}Ck@r-iM1!wC@P`o(gB~{^btRanP{O$NF*n%@88;M#?CISgK@YQgCOH2Z02urgD*VRfQ zvY<;we@?NFoMWFknp*rds(QU-8?_jrBh-Q9Q#9^ZP_Kdz`y%|B{C7r+!9;loB3t8i z^DTY@uG4(ui#@ICoWf1FW`*De$(7Hr8E){Mg?yTcmZGW|D7LGdMDk`=ksv(YNWp#l zYVNfvWEdFL8ircVPriyJznY#z4AoiLRH$}M+F6T^T0$$gj%=vyWeH_#MeHXjre3Ey z3_%DI2?6o(FmurrPF~33fp~bYL#7mZ96eKuex8GEHj^;-A@yjjPv?aS<1)ku9d#Si z{9nGQP|3kLf%G0D)ygc?Qq~IU+dspPjpxc6q->SWWY?jaWcmIIlJIZ0z8CMkb*Mf5?Qa-%-h8s%DD*@bX5^I8SO{$ zV-C*N@a)vMj+ieITal)ykfUY=Qq5(b6((4A`*7r%rRBIZ>%8upZn2?Cle2^m%q7ZP za&S!A;HkV!wxLbr89$4*V)0ZS$fW%SsN#0Rh7dUKM!6CXgCTXd*yh%xao4R8R!hNu zr#{~sq^5H-79cGj}yiupx9(Fu-%TZSgBri#`D?00EC7}mH`DXmI)qbH?I zX6I?BMNKc?=qZqG%^sAtj?yCit0 z5LZ>8*F5y6*NaHzE7@4LH1Hk4GI#yS zxQ0e5I+SeO-`?+c$a6Qc3=5B$!9v@Gekb}{8nZ*ABfLU^;E+~7Kw~<<>|K*uSC(rb{X`@0 zq$!RVF^(p4)@;h?aDUpGaTG+vV?=GLT3@XSU8-B&OL)31;`iH0=Lks|7P`ESsI3yl z(Iz$gY?zO>FH2-tQwna_PFaHIjoY$Bmr<6db1SE9ghVUh=t)y4PGaNt%QU#9|t|0q^Q2%P)^(u&8@IA`BIjruv$u{(>$S(B0P_n^K*#2O)AJU(HU zh`ddDw_ayb%eb3d4sNNaOC~CA>G}F?o1>g4{j3^R&oxDRz564_w6KchG7MUPc0@!) zHiin_Hp6puv27xrP2t`s89B72VHPw!b6&~#*dlk#LNtrL$j{l0{0q!Bp1xKFGVhUw z%r=Rs659;vvrJ}hL!pl;sH1XLHpwU8SRu<}qdE^0h8HkRacXARxCeOph7Ak7nw=@)+lYc@iyN$>(P?cz%5q2*SwL>ODBYRdd8?3! zs%XqL&6Lx)Fimgb9c0#qOdZqL$S%&Y41n)gKnE9pjThX6J-v0^vNXC z!iGt89tJ|%EVjwjS5&WA_g;j!!SfqZm=R;d+O7cy!s=W&~=%qv7cWPT14G9L*w0X2Z$OR5vaSz&gX&F*mf-7U$T@J#Q-m5jf|r zQ8m=BNX0$0@FV3ajUA&e&d4OxYTId4tYAs*a0;QB4<@dFJcV~$m{O{ML1)A7@NZlgK`%A2IQ^Bjd-B8GtKZ8 z5N78V;t6DBe!9c2<6MV$SChOj^@EBcEP}{wUdL~$j=f6pU;FtAkG*TW-$?=D$K%!h zC65(Ti@|jh@`!xa2K}stBn=zCW-<(dsf(%})D$3O8t&pvrp^N^sMrt3H;<~0hP3o& zE(DJvR}SSX&nJq+A%dj7PePgX#DslWNon8^4KXS})%gtony&EaRH8+oyV(vQFfn|< zAgNGN3i^Oqg4TsT{U}=&zA9qlIQ$JV~=R z_JM_BLcENYNno|(e$Yb6hUE)r7z*we9Dl1VI2o9+nHe?mT)JaHk>aef#Ckf;)opX; zs|}&w;P>A4rQzZ647x{r=-E#vq9tuFo9r;+lRQQ%bj$q3@wV4JK-O&)FJW~?MeQ;= zqwCI^(}x^ogfAz6+olNY|G+?4(b3W9`5B!s))UbkT5~n~lxg6YEy_&vye~l+Pq8l8SYA&2+j z8I(MF2{bsp8_&>_R>H^S9R~xp30%wcTgcJ!ePQvR$z^O{hbrypbp%Jg<|(>hmOg5t zv!2+J)+$6)z;R+4&M&nM*d0sI)ENP1k}p*Bi5M-`1C7FCiD|yS0Xm`~HT4kU?1#H? zhww^c+ga1AfE6L#byJJ^A`OatT%|c|7>J?TbS?JLn*2OMs?PpRyy8x2_32wEVS*YC zNYu#e0y~!M z$mMuN7WE4I8WD!$W|;ja!RUBeeU;4V59xaXQb|#28d?G3V1Phn72$~zSTH`Z`6L>S zeVHLsrnU;alp?g|XzMn*=l5eiQ7y=nF0o}r8CLwd3w`S|tM&Y+eSllvBfv01eakR_?>on` zsfDT@enjtpd}Pu#G7ht#5Rfc~vv=G`3tQ_>B!aX&5xTQ`^Mgu%t#C7rBdx(Q>gnPp zoUHLKw;E_jE|u{~dlBp)siv?=5*#3j4mcpL6PPmEyb3>7j&=E*q*Bh@`bf$XC^`0$ zPXO^7WPuld@%6xO3v>uU#53}OID3!FWc3p0!_4547BcZVhQ->*-dGVOv*++deGv1~ zSB-tbXL{|(eOTaM2U+OIxd!p=&S=%X%Zz^$BvZieVlcWk&rktzcy0P1VNsx^-}0!w zC7V<&W6H<@UD`N;8=5RUuPaf=__3HY#!i94G7Pb(*FqIjH^Dl#-+`VeQDyaE zubggb{K1&GUW;m!BV{5qz)&wd40LWT_fDMqWrT<+a+gNTm}kTT<%* z$HAhupT&+M`SJ{+Vg!AfR#UhF+QXGUEiEEM$;!wYDakYfS0cV<@eI>fJBJ-IO{|bM zm1)`B?iDR}JR@1MQ^P3{rlHZ&dJa*QXy8D6lbpuMx-N1aEK_lG@Uvm1EMU)?P&?26 zlwg-3u`nZz$^;aWl&`j(!%9DzlBkHp6gizjBB!g!-I}4tdwL>dD@fE(Y8w&mhq-xXqceeqS+i%6b3-Fst^@cP9G}mFDEJf zNQ(heM-YtBozAxQ%c+yKWQE+i>r|ob&w^#=-fmHc&7F_tqyMO&?8%G>i%A;(WBrGb zbNF)+@Z%DnVR2jyMQ@n)ma{bG_W@HK32MYfavRb@_PcOB@8=}9MljHHCE+HL#;R_i zBrm5<3gZNtsF#qu@|ksPEHo*T^)n`2EJxg)6m|>%F3t*?qpVU=lfUT043*~I5457T zuT2ymR*?*&JAS%SZvy#7}3P6Yiv zOtgeps2;odEqzc>$*mbE^Hs}yw)EJ31d%_HSIY6_{Rl=ndi?P%5|T+jhfn)P#56>w z#QXDAZ~n4zq2$cVZ$Jtx!)>F>nYwhv*m)`(# z)8By9`1h6J^nvLY;SKML;bK?q*XUIHCr_bspxVcAIuKvG5Y%^&AY_i7#xstHD)?;n z)yCpp9uttqk=a{k!`do1ba>0*w0lWF!pcB*9uxfr_>h@5-L4pX3JBT9_l!YvPeUOA zMm{M3j$|m=nd7}ttJ7SF+MVxV4#+GmEQ$TuG<1g99pKYa>_Fmkd zze!QogcTe!m^4lDzlb75ES{rjcR|7;ksfG7;-yktl9e>1`RBKqlu4g4W|b*#IGn_M z3d*or9F-#(%Nc0e!fuGt2KFjM06f>{He(z}#MBb7=8ahaA@F+?0 z3DH~&=4{cf_u^}Y`LtpkNDwa1l}@kHpf|Yy+fb6x83d}Iw&FBh{W|hQZ3pE!l1~Ac z2|cg#XQ;>H>c0V$rf&nF;eiL7h-S192#Z1%_rGel9JEu^uHXUyfA;^4b_>t{t9A=A zA~G@(5;7(-G71U`Hs}C4MM1{G{9|~HgNcbl_>lw$j}jjnlaz&&l7^0vkrA7ijhl_0 z>mws0-5;xKBt#^96cl_WDiTU2ItI}82bdTbKoQW!_|N&@D}Ph|T>LlCG5n+5vJKdV z07Lz6t809aSvW|cpv#hVtz1K$nQ_ZEVeUp{s{{U8$PVT=v zkntl5d5H#i*b2g>jA*#*ZnJJSSf8wkmicceuKl z-m4v~I%&{&qGxez9N~=krBHIR@{WlSmY#mPIP&41{=LeOp?2 z6&n+?Q>!$a9VJ}f_%?r37T|qOv5AUpEo9(zex}nr!s*S;Ewg(nVE%U2c20uNB}(p~ zw?w3<3Ziaq^n9-4b>4@rD<5)cegphBsY`IE9B&ugPl+NcY9|(s(y|u6q_Q{gnxi^e zN8J)gSWj*_t~8I1t_vs0j*MwN4(;kBR8i{|!{>`dUD)b$hr+LanIM%0OH zIim>`+CHJU(US{mWDgbrX9?~yB#+iDB8nH=<{=R7-tRuWWnR{9IqWaBvn*uk<}dRt zj{fwsldH8OqE2k=czurv_lg07VW{$A=H~p~%B@*FYVlIiZtk(wJm~A&6b^XI>ZjbVvSMRZe4exoP`F`V+(XO8O%imIa%_A8EqT~kRYth z)R}~EE1Va|I0QVDRKQ4o5edjbuaOib`^v+r-?S?+x-8oYg5W?-A9N3)qJJng^UbW#=$b(1*0B2Sxj zLqF|cX?@-a6+(Y4bBHY3gB9e-JBO1FOTq5#?Cm$&bPsQ>g~N zP`gw+Z`d8;C$t%{-`H9VG{qu{F!X>8IT;3Zy`v=1dD!4ZMhHvcwSVCxF@|zhf${!wz9CX8U+~r5@|9ap z08=2TjXb(KONM>LE`glXUP>;Ok)**y5n)k~2#H0$xO<+@K5>A?BP{phtZ@N*gRA&< zU_Su*0-*P}r3h77#vws}KLQdOuN3#<7kd7%+fdlzDGggY_THe;vvg3sx6hH3dMhzl zn{I)cMJ=5j9`WpKEz*?<`dgh~*up9jhP2mw#ujsVMSl?e2cSwd4adsmnt)cg81!Ff znmAi8Nh>W{9e)7w&B(au)aorG7I;S!suvzpQ5AaduYY`SZpY*Ftm3=={Koun^(61w zQNK7Nsr0S{cSOp z!+y2>$4(1Dhmf{wtj2GE7ayXchxGx)5^OKU9sr8<7js5Z&@8KRMS~>bo|g|aPl)b3>-8FLCZU0QLR;VhK0}Bx9{3o ztlhZfPO0QO3>*{S4W)8lz)=~IJ2hHcD^%d83X6X)`1*ks*14I@TJn~dayT`7Q>N37 zI3VJFWWkp|6=5=M%Urc9>pe2j+e8u4-YS6*aEjA4))#AImcg<6#~@B(*l zP%gegVr69=@M##Lwt1Vv=zW|E03bcJ{K^u{u$Z$@iN7+)BR)K%=Vej+Vn zq6p(tKv1Kojs2h=t{!hKjS^_k`8(P`Wti>z(KcC29sMkC365IKFj_Xwyl72RB%4u8 z6O;{&tnS3}en(B9N+~J4ymrUK=}Jh5K}AUDoDTA0o*FVDoftSof$7{dJ($!?Z6qXZ ztY+O3fM3QBF}-P=G_Y8WbGU8;TC&btW)rc0qu|yV$svYVWuwQDpt_4OGbbC<)VWXx z-mI24#dw`ix3RH(AocdB^OkWI6ph?I3?1b@aO*5^5ldViE+Zb0Fn^GEpVvvRP{^@% zc%{6#KPT$0_vpuDa}Zf=_l_}n$OaMhy*~ApCl57S#UJMl)g)8#Th@T9tSYIYxT-^(rIeC((#OV&*P4m;uqb>uAP~j?7w$;?4Gc6X^Jl}1 za3;}Oc;)Bd53czFK$-8p@Na)t#hAwp4n$Q(izb4q5Wwryo9=Dvy%Lu=@a0#B!_=F2KIbY~FP zegCrYJf{cQ(8IFNJXe|Au)Iu8$ah;hTzObBoLYA9ol`UEvCCH4#q{*GO3WflRJB== zqaS;O?4h_IvA~jeIBxU{c9Bn3{D@xMuQ6_8h7wNAgY?|l{CT+Umr5~5fy$h3;SL5WSWoxs zY4H;=QJ9Rf5$R%JRVhQE(Ki^7LH-3|EjHLRUCn0DOv>iS#Ciqi(zBiC+rDF(SySe) zr7zbv$9NmZ2y>vH<2#x!hlH)EO|6*yoH5Ab>?SEAfp7X6qt!vi(D#!;#|yLj%>{G) z;L}K&0tC|wuqJBk)`84ao?%vLiUhZWhTf3n>elmvon4Q%tEXq5&nrTg$8bq_!go(? ze6ClUDAcCs-RXKwa*lqNX}tsbNWXm6v7%=fGnjX6KE>IvcE4&m9F$NtJUr=aEE2On z-dZ+H)br+arQ{Okd%OsLYu9tA*;v+y;k*43w#JonK9n>A4NH~Q{=R0G5oymFBPu5l>3VBvFW>uZ%yfpPBBhdMiW$X9y5NXQzvmv~#UqsvA)>WLl zMmJll(wt$Mm1BRU;9z{1kX@D4Xx5~i)T!IlR6fgt5`!tazU>yBn? zpFRl(wN*A;x2bQ!L!TFJ^dPy{MJg1OKb>+mh|yRrGzbFcS!IWw@?2_$`b=DQm@nc} zIZwU6It@0BPE3X{5uI5dJqyAx)UKvHWZEk)j^0}|KFV>+iddQ^aLS4jRDtbRF(yd+ zo>2`1O!1|pxoe4u)$d#{ELU>^?Y&-k*-j1`!Wj@h2b(M{%V#X!xNUi!2?=JH+@vPw zhAeg}_8#G(+?$-+zgKHG`ssTY^i%J=be|8M9;&rtKiLQ(IoxS{uAfP@2KL>#>bH4b z4f$fyt+Orfjeda@4Altk+3bY@T7T>$RKF+`#F@+=>RiZ~uwU-4s~~O_+RuEZ13AvK z{Ql7W^xVQYfxqR^Mf!T#hJh{m^^>rQzsI9b@@_r8`@e}cWZ(*)h>UUD$#_dZK(IP+ zYPT@W-U8{h5PjcOd$?^gw5d*XQd8xLnBW>;ka~xp7m}Mu3=Nq~oo(TpRoPew{l(HY zqCM5F_xa8v{q?}0E8_(3eV3lsuK}4abCXFaLw%1LSqx)woJ;m+@EXxAl@>rdy>DkZ z<&wNr*qwtw6Ag_Wuh4Ta0AXgG#=*w-D!c)?G0&oN%`N~ax&5ySx;{+3j~)J~u{*=FkJhQOlPD-(GB@a?&W6^f#KlSSK&=)9MGyLvOAJJ~ zk<%NVJ0lIV2QP`ov+!njl#P>}yDcQlt{_J2c{}o*lpFWSQ2KwGbKy`Da+d--bN})S z(`up^_n?}SC$#p6imTAGj|B_9t#1zop?aerBG!#EG-P!%?HA8)fQ8G1^L7$IQZm%q zPTG+K`kc?5QAUeTz!UiBDt|h?bk5$lb&ef|@G4WaYceq4>PezaOM*evio>ehptXNj zIod?^rY30Z$%Ab6czl4xd6e01uG_uXYw7nRRK5hqkvYDxWa_yp2hDdmG;v4ya=}mD z=)^N098Q6Y;#P|}=knk46{u3g)ul3lRTVGRj~bvRbC5BDEvm`gq~ON5X2AU`p|u*X zesTMJJO-oAokQ)%9eLWN@ae{6xxTtQ`{k(&CH+Yx0%>i#IexMpnXQde^@oVGTgmb6 zBiU-R1RL=lF2Y@-n|#Vkxdpz;&oe0j@J;}Dg3BFGhEuft&U`P?@rrxS#(JqG1Ew(k zEq7^nyY-FRkh3N`T^0-HV=OC$I6gybZ?n*;q=P^sM3G8HJHhD6mcfUwnfiPHwh>8o zJTGI?8jyQxfcLU?t6A4dG(<&ygiLA>1A9ONbbMfX79V%w8hCnkKK5Nm40;0>78+u2 zjX?WCTAh=^+N%QWxUQRXhDhKQ?=WX}3_h|wczf-BFT_)#i4|#flQis ziBfS@&%dU?!YSDcoIClWGhV=Q4$%MN@C;H+w=_)MHMBf8?7sG-cN$hN=v`e;bLs(R z$DAs;V3H3Xd&zicV}`|iup%?`+c^x{`h*|y8<6AP@DP#&bWbg^@Vv8;bG9ffvGJ(d zhK%QF0dj6r^J$Nmk9vE`%qC*;jfou3eA&IP{Pj%pz;&m7uHoN?!mF3%SL4p|8}PGa z$>dJOV-599Kk5BPHkaac;?m+9##_$OiyN{2PbFS209Kb-}!O_%ySL13mrUvR~0h-RUrssUrZjp zqwo%#Pa{u)9-blqV(BF0p1&?xvF{dI8s{5YuE|c8s#POnW)IYj3~Sx*XAE^c6uEF~ z(CXIEsb(LJ1Zt*%`shLo5WNB56sxLT`ZiD5ps;-}A_htD-maW(>DZvtcV=#I5|X7C z+WMKoj!=j4mwmN*Hg3?NSBBX52qIs#xyaST%XtzP()PE!&F0EItfhAT3$C58U%c}b zVgIV3PgKj_1u(Mg>>3Q&ng>4p85sURFa@i|4J{RRWkW;h+$Uju>CY}#@`zV=@tw`9 zHlHF()7C7#v{R<-CF3pOxMpRZOl!Oue5g^zVBm@Ru-S)76s=Mt7c+1$=xLwtmxvsV}paCHMOf8=NtF+ct}B&V^6(syH&wKw$J2V+7W5o6v{` zk(BQIwtCWkPZa+-LhdFt*9V11S7N1^qc;s~EI=NPs2R&!Tck#|q<;|d+pdb+2>Lfd)A@;LY%ry4w z#?CS4_Q5oMOva+R6W#KdJJf3Pi8@XJ5{*F|5+jd19^vEahlzd^XRs-zeSflo3-v+ zu>96aE^dk;`d1s24Gm3j*PUxh)^S5wYR zAh*JQc5IMf#KhiM$;sZqnaRb%)z-+)(9-6ACk`?I7=WDcZUX|uJuE@~hvnq~w4i%o z0gzyLptTSFh*v;s+koN!S6l+@Kh_cowfwu@(4Rbi)l-npp_Cp@cSIVtz=>EV()ALa#g^_$PC~Xk(P)2lOF_s!^NYd zqW(xj%g({c#m&PjDkd%=DJ3oQ`HQNWI%r7=V-r&|a|=r=XBSsDcMngm;IH38Lc_u% z5)zY=Q&Q8?Gx7@xi;7E1%gXEO8ycIMTUy)t`UeJwhJTFwoSB`QUszmPUfJH+-P=Dn zJUTwPzPY`-e|UWQ^$hxK;(r8J|B2cEf)_}V1_loK$1U+6yuiTS{~(SE2}Q~RjV7!N zW9SGHVFkish=4>`y&uTgRIV_MoTlNhDA>0tum7O-7qkB}#De~RVfJ5${Wo5#0MUOu z9fOvz0Ed8rfB*^Kpg;f(3tBA#8X6YvpWYiJZ~O}ge*x(a{E=Ax10YAzqF|tb2-K)x zKpP7D2l&4<{r{)n_d4jeMERfcyf+Z}6BJtf8?cN&beiQ{;(zRd`Fj6^qzh-Of=H*_ zY0Xy=mZQ<_M(hzCU^vQD$h zIafsl>*>a>qM~t1;B>Pxy>0W&B>74w@|JloGKP=iBGIT^bNpR2f5qk+0-${Os~R`d zX3ZI^_ZMH0>%VNLP9Li}sAD$h3oF`qEOR$s2LxoHg33m%5W=bOmxC$bN zmL3~|DD`78>}j4DDK}X#RhM{$eOJe1(hy-tC)jiSk57}^>fd}+x1F!t4(Qk$yI3t3 znyj{X*F;+Bh$JAsAM%`TbSQ4Y4Ctf1qIS=9n@z@YNgKOwFX8Qq%`qN)z??|S3L688 zTzvJN&TUVAM^#pXTMYkV#kV5&Y`&v^uDXRBlIm3)DKLO`@@ygUaQ;zbVwV&JFfj&0 z4FSJ z$M7_1zC#QfNppVijiJhpycyg*Ek&Qbqdkz?4zmd&FlTFV{Wk#K)`!de3Tt*SB5Gwa zu+gH>J;f6@V@iWMmLp3aOu0ZD~P!_ z8dtg(0Y-t(O0AR2XPl+tFXL2P2Hpu0bmg{!$WL-9Z((mk8Duamn=}-Dd=l0%wls}Q z7~+Nr3wYif=R;ny&NOd7iA|KVeChHz5){-~TvjdNzkB%FRPMDUUB z`3QK7jnkhdui3Ix{{X7P4%m-0{D z*N1ze?r+Lrzh-+XP=b~+Zk2|JZ(*Yk4F7QgO?O}Q(Xcg4N9@Z`{~p~`tg<>?Rfwbe z(r(76!EUE=OTC$D4>fcI9D1@G*Bxa*KbUe+IScM?kk`WyYC!2O*0Ly}{U80not*ni6&e%RiXIFT{e{D6$n z&ly2m%69XkatkJ{bDR^)BoUdLx$eg*?OfFNnQoX@<7@IEHDYu-+q|nn-u(`;3;cNg zMH)v)Z`=!&6>Qiu0EC@z4@Fd#Z_ySq!7ImGY8UL$ie$7M@Gf#8YQpv$AyIF${WoCL zEJSKISu+&JvGEgxtI%-UZc$44=P^yJ4_}Q`SIOGSaLKa>qGBhynHyrko>qtSSev^S z>4%y!qTav6aGzuiW3)Wl%IlX{QD{jrc z6~eZZXUr6F>yrDCp2;M>KXZNkY(g$R0f|@Gc8Pm7SA08Iik=b`=J|QNi*z~?*Yd^b zL&(xJW>k@r=-ru32%-5FrK|lWS7I`+mtQ{=Te{U9Eo2OK)_$~I&+)%|+*LaT9;EcMqw!Uke{jX5mZmbd{NWN%^e|p zK>{E2tL8q<4*RQx8C%+$nG@o>NL5e5GX0*2F9C z^er6`Txuy>Lx@X<3^=UAH3Ys#v4jD|?{jq?tJ@((+sLp_bq9zd54J?Ik##_`AWeLw zc36ciF4o~jMFL|&x_)-#ux8I6Lx2SK8>90GeTl7-+WHh=ukAJ6*U`x&xD~oV5GuAD75} zQ+|}SDKw;Y4ScYtxbL3TmQB|OWsV45-xj{J>st^Re3BMlp8y--CamC=Kl?GbmE^m3 zXTHk$P9H-T&Y)!g_XD=K7w6%zdeK@mQ$w+w>8ARitc&y*g~#(EX(awu@Has3srpz{ zfwbX8jSxY~|9V<)Lf7BxaQt9eHf5|`9K%Gt*kfB97Zb9M-r|xRP|o&C35IP)b3UFP z<#m>D{H)@gqyLuyuVWO`eWi7{Sx5Gz3HOGyzEa*5ZBomNBq3asx(&IBgW6*{t_~BX z?wk!zMGJ?XeVbo$zL|ujaz>;9^+riAe@qgTU|PAHJONCUGn$reY$w7||7-~6iq7C6 ziSvvEf?)FCt0*)Bv~+4B@%S&J_HPG#%q0#6igUKm?ML0N1j*_hjtu#hTDlt*JDi$S zX>pMv=5tV8&YnLgT&Diq<6Y`-x)MEJ*tPf+!Lwh{At{04MMKB;{! z8oRKCE2Crg7jh?V>WaSRQ|s=!PDys$j?8=_kNWu8)rt}oXydcLN(K=XRp5ob(N*#m z>qmaHau{6IP>HNlV{3X(7j8OhYIqo@0hz!&L~ZaB8kQcW$gj$iv-@^X=raCO#2ktk zP5kUWX6}4kk-jL%YD|!?=1MWFy0II_N-YC1OPzu7rA!$&8HZq~j;$l7mkf6obC(GD zDf@-!Cw>3g^kEoXE?S>B5V0A-3a8;2tN)Y4y z_7{5aHe&(a{y;^{Du~$Mv3By+9%v(MaI>`SBvA@>lAS_8xYl2YO||_E;7@%2h2g2T z`L{S!YT#R^KXWA|=N|Zz`mcD+zs+={=xMWoy;q5Rn4IaZ7WlX;TMtv6NcK!@9g`*wBI2}2TGV*5I?R>9Nv;u-IE|LNMfF%KYdoa_LN~pjk)`Zcu|dJ{tA3GH z;dVC>UEMs)_XgUn3ZcB@iQEI~@Yu$OkkQ4s% zA{~3J)(PzlZ*^w!h)`VBl2r_C27b?;s^t(?q2_0MNCL+=CpIOWwqM>i;E#FZ+GS{Y zsK%`ai3Da9;^mf~M;$!9D`g`52p}-k7CZ|Is@5iYXH4BMFqZwx=C=z{y|x@@NC!1C{NyW2M6#pKQ1XhSFzWGZJn$2kujY6&5(?SCjT;tNLM&aUIapbJ zN|rjhe3V?Qbm>NUbv565;~)u4(bf75cvOqaDOwE}KyqkQ?AgH8M>w|kE)~ix*Ux1= zFyk>ApV-W+q8UwJ&nzmTdEXo!E1<1`i@k;z)x_ zhkyZ2Fk)KY=#D3)@_7oQePM}l5s!Twts&ls2 z$9VVGxy!ndH@*d_$}7u zWlJr$Y_~+IU>Dd{H#2%Sf?aN&!?nfU6m>lL&?s9-w|HCZIG;gJ8`QNMA>Iq?b?%y% z`bY3nrMbNp(yH(uhnC#bS3*Bq$3;$b5>SiCV?@E87v>+s7p-vo_Ra#p{In$2#q+Zwk_F@+mi$-aDU&1=FUU99^HjRiR z$cXqOd7Og~uiijxwP&tuw%bP%Ha3&r09cr(c6Au&N>_ogn-oAR#opT}&nsQhG{+ zp}7LnzVcKKKYB1rAzu~PW#GZ*+qT%JPjp`$hBrANfH&NO#nr65tU!@DsuqKF^TUR% z37f#U()%JB2=t?I(7E9IrNlkqFRF7G^G=eB_*5bX@(wOptk*!XBx~78XCVVCYIGe>_m;2Pibz#Y-4<7xt;Xq(i=-B)nN9_`d=8W{Q>6fv2L$%nD%)aH? zUCj4v`B$Hyf{)ieEggBMMzhm*-uQorewDoZ(c>O}x%^tytz4G{#m3F4f2vVR|X}pNX50vnFw= zi(^6KdQTrk960x+VUKMeNB{BEX)F5Uzu%%p z(D&yD9y`{)uCv+mi4|^E9pRcZx3RBpXvLpvjGSA)nDfHu4BuaU`@Ial((U<^_1izV z*8Q`sWzvSL8yn47x#om(d{)LyAKR^AKQ@Ux(RFj|=8k=O+*so5(Qs3AocFSk8BJgB zxznUpNKm=!7k-bt{O)+0dBu~R7EWw6;pMTtIsOBStRB;G%jV6c@_umZP}BBq^xzjq z`hOer$;UUxZAR~MmA6iwP6Ddq>;sk;Npii}VVT**ytYYa z=U$pn&Fj(_|3018O<#Ada(kCuCX=3>$sN(uCFyX911-jt|KU=?)e%33TGlb`oM{<8 z>FKrwXK(4E^N$6G#GQLP&O0l4RrS+(jrImRw*0-3m-nPcW9s}E@LiXzxPjfm4_h2+ z@3Xkc)rgya90{8HW_r87e$MaeYd${qOlGBDs~4(n_RX8y7ERnr_kKOtRX}YjVMeB2= z0!G<{Zt0mjKYMzcZ_gI*di`MNdW&BMmU+Lw=iZ1ykLyP`+nX=Uxji)|a^KxGPfFGq zXLD{!#=+K21|MzgaoKiIhv!~bht=-rG$*&!@*2f!CJcJ?$Gm${J!)^7T+?cW$)J%T zGfmIh=w@KRWkJ7`ZFD!uT5D zy^^h#KP|Z;>*>4U&5l%GIwb|y zOqzI|jg6`4w;S$lNE}tJeYxI6+H5>=e8kNs9&L+NKj@U`6%zUD z1&g4pw##j1l$=o0e_59YCDzp`QFlevk~el$jN1^B)OwPcwZq9nx4f^+|LH?+k>yTJ zhyPJz%FzWK3OQ!ZA^}m^=S`ia&cW zr`zQURlGlDzIrq6e4E~dy0yLjJi6G*Sp%IXv`cT}J;Urk&&6{s8arN``_JBpNiA+B zw!hVH;n1A4#4>B%9BbC8=CVC$V~#YbG-SlN3geTCG&$GNqRarR568-M`6m6;!Bf`v zT#BuIGxz<&LJ#NfKQwOThReyb8%;S`a#5byrO}-&U%1(|TGqNtz4HN;+b_MEb<4r4 ztX)F&^g)65UmxAObnMj3X^)D`UeT-LvNlc*o!cFqa>2`g>-yHk-}pZ%G_%UG?46}9 z^}E&jVk_6iM+(hzT;6tqt$D!M!7=aW{`9hNzl@t(j*S`j@IqRNQyx=#&i-b2pX$3> zI`@1wvFpnT71F~)gXbQ}8IpS`wpx0-IqskO1r~SRT58QEd*>EWXPQ5#*01_Khv6sl z&g`o;tE1QGoDYc(M?1Clxpw&c+^V&&&fB}Z?d4*1-8$SK`t)JN@CoJmy8ExLo7>6! zXp&R&r>i@gr3BwvJF(RL0bT>|A8EaF%!?lV+$N0f&@{W@$C<}X<_()?S^ja3S(1fA zv%k$6E$cXJW${Gkb`Sj@+D3kuw=4A7l{$XM4xIaQ-}tm)L7DC2+ZLPPVS3y9&{9vo z!#QIw75o-_!oE*P!IhxQwvnCs*0{TB(wy%LrQJ`zQa(OsY2Wm%_OI&i80t9Iu0ici zC$3KW?MBh)IwkWiEpPE)Nn+@N6FJGD<%5@p++UFXv+ERpQ`cI5_kB}!UAKrS)t-9> z#Lk>}s^Yn^K{KKQ9=DmfclpW_9~TtfIIrFG`ty$U7+(AF8_U7#mwE>Hq=i=Mur$)l zrfID~mo8jS4SaTUWU(c$mV{enC4^=a-BdTbpwmcfbczpOp_N5hAcg4Yx-*7}%_ z&FuVb0fkECc{Xrs?K(RCVRXvuQ&BE~rGo44U+8%8UdZ6|IwNA-qWYVU^=I|?Q4g3#H~K%I(6N);{7)EG}$zvbJDdj zRd=jS8Im$A@Y^3=SN*fbzS1UXZf3XhemiDUH+_a}T3lrC;aU@0)ylm5$4n3V(^E`-SQb9yaMk$4 z&Et<)242dtd>=P#Te;uM#*dpZxlFL9eaiXd=kO=yLT+3xNW)3-mo96vD6f1PW^S)1<9Z(lj}e%i#&FDF!SeiCl&?6rHA z`=`^Vwv3EietnlqGn3_i26nmNb9dn6sDVCN78l1a9dakHjr*wz*$z==5nFnCCSBXo zwrymsLHjmOeB<0JHQXx9Icw+KQGM6GJ+|od&!-liUT-zUqTY#zwfZ(SxjC@>fqgbT zPNmm(NRDbf=cgMPAyHNT`OxY}-Pm?T<`gRSx2?HDh{eVDW_LsW3at|pKz=D7k&qiP zuiU-lt{bC!WNd7^@8?F<4^;X&dE>kW3;d2$IG~Hk4?Z1OWW>VJ_8$f`3Uqr|^Hjsa zGd;J2b!bDzG$i{(#h5$E>l5NupMTJ@W764? zbIbItxMg93rguW;XC0fCTW<0BgVRowJU#sU)xEJ-Ym}<-OMHb=W|dl;Xg_^=Z1}*g zzyIMg_QI<(^PP50&+YMMV8>o>!1+S6n4L9c#Jmj(}e>hUh}dw-{TD+W$U zY4%fI>pPwL?thfJJ#y8^jeSfOZ=8{p_VMqK9|z~V6jYz}-RphfR(twItX|r2t4Z0L zf1aK^aktw{ziVMmbF=r9D*AX-u_7+keav3}biDs;yRLR+y^_|fDeAqash{;m%fS!M zT>oHlChq9aQemd`TKG??c7I!BM)^Fer`bV%_u`jLf4nVZbLjSXyCz%B?>aSjSIMrz zsN^ZmjXr&w6Q0{8r&&@(hd2J6N7uNXlF(~q_JdcR#a{hUsdURi4Ifn-`84cGnFr+B ztazsZuH$D0hBi)r^s>^+Ps7Z8D<1RkYX9fi`PaP$4~wbt;LaeoE(5w&vu$o^mS6PA zsIb0ETi0&a@5D#*mgKiBA+9mQt2fJDk>h7|w8zw#H@-)w&OVpgDsGEQx=-V7h4Z65 z-XD2e&hp1AvHfDV9CO$e)4EC30j~BDo&8UbbMi6$Y4(tdTfSYk;@k%xvfXm- zre{A->}hY)%Dl1v#kGlU!yQv>ODBEbdqYlk`}Zk9TN0w4AK%@>y54l_5%w8<6YU&d zdB&!Nw{>6Gvi!^u(=Ah+YV@nMuI{lBYx7bcxSm@xFvI2Yts-Xq59ai}9O&nrbzt+z zo2J8@-jsSbb-v5F8S$ZmDvU{SInp=bR{6MV-ezr@9zOGIOtBw(p8K)nuf2cDf7rn# zF)5|S7H>hLz{8vAoAAW7Zpw890RM~p5 z!LgyyAv1D&=h=p|xmRWNGyk@~3@>hT(EaAsD;uMpn-1xCJn7!)&I^;)Y-km{eoD=C zmk-_FSbST#5!2Sx_31JDX@{hCbwYdkPRyuz(WQhD1cszN?)V zRl7WISkc(_xep7sezzoem*v)TTibRh?K7*Et4G-*_%2&|4^r~bM}YsTzG84qqu(m)bg4W)AXA+mit`Rj4O5M=t7TA_iH6} zb&j&!Q(|e8HuqX>>$~RkH{IsX>u|&+Xh#|6?<&=}n{Z~v`bBB=+^a9Vc<+;EmPrfu zQCBA|^ekQGK%e*I*Lit8a%#<3Q15=HZ|m0Uar^d@E=j>YLstZrf027&$E(H#KmOP= zqwTt5$MVv~_egAica{B(9yT4C&vz>PXk<*mw>e>njj~-XTHo8X-t5`9>Aff4xbt{* z(O>>P*!QnW$#04|Id`~czCNRV_M)@)UPa@3nwiX4`26E4XR8ZsQaWX}>}+;3WLc7z zLycM$(rp^2Z%H0`d~`xO#pq!WWyBvufu5?%5fW=Di-ajDe`!#*j^5B4^ zM@?-5Zdq;#8C}ZzY}mS1xp5U6+HBpiB&w?0f=3=p-ygl0P}6>qSCvljHAB~V#Qjz8 z-IPkxF8b7c?sLA=jO|Z7oBT1sy2hD^-EC*qIh9e*dBrl*{o`M3je6X>u1oO&j&00` zUYVWLX-4_f3b$W)7CRMlbXub#F7wYO)f@eAd#C)AVyi!Gf3euBv`w=dv)$pX$}FtY zd%=*WH;%5Xw=Hf)wRycOpT9Mv14ITuv7|Dzx4SW0yqF=wiev9%-ZZ?0!yqV|swftu9iUBPSm#mTK9cy~gyW@&JeM|hB zxYX)t@7fzD-`QM#@|zAdFR$<4abWZu_xl3_oui86`jlJM{ZoUd!(S$Jsh<-XeXeWi zyq-xNqu2T`EwSFS#~)Mw9A?{O#h<6Q_sm?AyDV=;%?dh`Sv4!X+}?TLl6xJhUFo^% z@~%!7u5JId?t%{P%N}HhTUJ~%{bbC&C;jfdxzyLCX~(VOFEn@gZ#D90I$>nffnD~+Y#*_vbxcad$+L^qOaAzKf&b%gn_OtO zruw!w^}vF6pu0x0Q{C4!@T-II(l5 zoEhO2To%_T@**m5ds^9=wv~tF-)uSm(c~3%%D;Y6vQzhjWflAQrT1Jn@zs(>m0HXi ze65z-_2l$!=E>)-c+`J%ZBmE(eG_k$88h?mC*AIM_uJla_4j_q2X?OBw@KvQLnj){ zZqT&q)NNH`ymnf>oOUg(dgRO*Ek~{&Q`57cNqU97d-mM=yGz{PSEKf=Jz%~6x1gAJ zE87>lJ)^MegoX7&{!MIuX>N~_Gfg{5@T;3 zv532NtIqr)3yKf?CufFpXrY?rQtiihq{a@vSgmKLmajL|t^0SQRg=Eidb8WFlZy7f z`t!XBmk&ktdOa$3!M&D#>27cQPdA#q%AtKH@)P~#tFe9BE_oMuaGCSW?5mq<2hZMg zv_+fPkJ7+ta)Lm<%qlsw)d-5JWo=ioY(TIE*oOxS#+{`^|qei*gI zWToZHyIcLX^lv=VkG#tC;d}FwiD7HQ%FXsa+a{uydQDWPjT9fO9Z1ibT z`MV=MBQ}I&jQ3h=(|1pqvO9YYjJ`3i+7Z{5Nhyu|H-@afGGV9LCEK4~R;*bjWMEgv z)=Mi*4c+$5xrF4Rch^t*XLiHhb)3)sHnDsCb#wE2AHFt!PHRWgPaZvbn)O}eZ0CRB zQu}{Ag5H&XckOb|KA%F0ezT=yqd||oe%n6f*@QC-Uo1?|+5f9Y?>%iFMs90o@v%>x z8upXNUvzc|+F5aASd7iIl782I8n9_yZMSw?4`!Pe|8(DHqD_aum}Jw{m)t7*xqY)I zp+_;3@52&YR-Y=dY)+ksrZ4J!9M=4Ns&kCTvw)ieX4cf*%g@^rwxdj8+j}~b!20WF zzi#%%W?8+}oBj4~dlr4fqRX&ygS*@;e#__F(RY`^{13d|Vpc5HrddYAu^0BHIGB~{ zJkB*{Z;5#aUXZEd?u+S1yZBa|@RL`w#QX}c($nVG_b&f0FK}8OJ&w_KdMJZt8-^>yv`V6Vr!`Z?b2s&ZOL|^led5y*|twVL2^q(7n^OqmP_(X}s9ne*5x* zc)Ro=h0Ho?3>KN}J$V(Et71xE%%G zw>V5i|wR`G) z$~|`f?t_*YjbF7IKj40!;Nb1mE6>?;`m9q#39HcFBUW!Rv%21IQYWjqI~NqnA9QEp z^)OPc+2p*N+56urn`V9NQjr}4(>=W_xE_2o=KS7AS4zDjmOV2zqy;bmP-_nFUW7(2P-iPf2H&4*l%pU~-66Z_W> z{@7LKrGsO^sHS#i19N^o>%A?eX{YIF=FPIkx3zn?Xl0k^J?B1DG`m#!!j-D8<_6d5 zIjpYFH`y+^b&qJ5AhDVml5G+1{()MwjM)lqlTh zN!Farv)eWLy=KgY@_A?CY@?r~4~+=&eLXoNxvOc&Y3KOwDlh83eQxu=Y#t=dwC~jS z`Q;kjza6&8>&%0Uw?EpQ?`~)Q_ItCf9g2EqbpFLNZgR^pv8f}QceuLpubIyri}n~X zqR6BV=g$`zR4nU$cRO;IC;gpWoPB}gxUifi(P1B}xa3%cy*{rq>E3i=UWL>rc^iJO z`JlVal-#A3D;BvtJbY=4wfm1|3&uX!f4j8JwZd%{^sG88CCp=>I%{0bOJ(8?XZz%M zdtcm>^Y%*1S?(h;KVGYR;>6nG&3g>o^3A66ooA(9`}LQr2Y0OR_36ii`xobQ&g*IB zV`j1B-jaDmEw-)dbM+^OM@2%aO_~uib;kA&E^E)!zwmmjZ2;%az}IvkMrYkX?8n!|k_*Bqa7?0koH+x!2iGa2ljRrBXwQ_DTID0HRB zQs+|E6E7UA_;AA5F?r21rq{jw_YAX+dn&(aT+{UL;Vz?GM!4+%&8bSxFKJ1E;e8); zKYR1knC8KMuKn4h40&_Gsj%{$ET-8NJuufNF@^liwl>W#o$K(vW1k;vSN*+a-Re^f z+l|he@#4e!)|ESzNUU>U!XMS&cpbV>*?j2Y$beUWIDT}xwDMZ;?RB*#Z*I8Yfaht4 zW#8Nz`?z9cSb9QtH_O87X85^STpw_|%bi(c_c=EI?&5b(?B5NU85Xc1ew|gql)W#b z9;5~?x&PzXvwJE8p1#*9XmX>Vw!2Qhn=+~5_uWc5n>KDWH}+z8*GPBQ!?6+G6NI3apQs-eNJ#Vxx8uDjuLb0_?&3BAVUwz}r$!JY^&EGcjR7^rNhqnE!~qaV1CZ1t2S-t znl8FBF4S|T#qukW58A&R>${{v;Ft-X1GA^ym_K$=@d`1Iy2ee3u-&qLVS04-x{Ml! zM(4F%X0h<#xW04FG_uS);91Z0+3#07oxOVe>Mi@sL+h5`6-Txi>GD&_h`9@= z71`RhY_Fc*-?{i>aN#?{?(gziqciaj2+ZqKbcL<&ocU%`l8=w%#er{Jbsw>aXfqr4DLGp*zNuWJ zcvkNzu2oBW|I~b1yYn9xZk+k)_OgDu`xkPmA2f}fyXMHz*42wPv9diswS3(MZEO=x zE>AcyFmPViGW{~z>`utK-MVV|blRnp&YMl%sh{Sq-TT|v@RGeYUCg}hc+lk0-a^MaI@R>GZniG8gK32}d*UwM_~daT ztZ8CukxAL@&v*U3*uAiYyS<*>{q;!S!)9Yr<3CwVoah#~FeCP1(+)o_D&H|a+j{K8 zj;8NE)|lpF)}_U5JJbAbgVOu&Yikkq;J1C3m;IjFyVT(^&9_gsthegI)or!xoh=WK zeBwXy^4Yc%L!h|OLTS-CWNuiA4X5CDC z2fUl{a@+J8!{)`L_Fd$bS8A+RZ2iP(kvDg=+5L3b*fNXI2+N!?w(OjenO5_! zJ?mYz!aS#q*Qyqs_ROJU+FO?=)!wH?4h^?$n7*n*Q`g-ue~5dzBznNT=qq(ot!?%N zdQP>f*WyX=hJz1cogP%awIgSJ_O<(q<0?i~{oT1yi^)wKE15qJ*xaJcgC@+Kq3n6`nbv#PIxm0cQtXyy9;6aB>-!lBMQV$xQ53+qFWAI{7!az23Mlbi{zn-d(+5gW z*Wt{G3O$BYIeVpdegJvk|4!1$^ewB}md-A=XlP`$7W=&{w+;^fX>^xilWJcsUun|R zcbThATn6R1WCVs=&vnczUTnGV0l$onF9Sbq-841Re`FPp^jR(YnHNl7|0;C&>0d({ zu06Ml)nf6Z-@_2_;?!}SkFdpAxgc-d-boo2T(OFG@(Y#Q1i z=kVd)lM^D#To~HZEFr(nr8BL)_w9MQ_UD*d!NF&oTJ4)YbMlsl72meGd)=?otDLUc zK^evDkA{pqIL30x&9PxWrLFS~aTq=FnrqYD!DWw@?z3jqw?D5e+{U7M@Zwf)N)03Uv8yi?v4>hg6?N*bCLoC;4$HbV=ZM|b|nVeab z7Wo8}*yex9Epg_C4V&Hf-)vC3mseTW8d2fnHk|vR?X+7FWd2}Vdte56w0f)ao7q41 z-#YjQ2Zy$%MJKPT{b;nG`?BC2g+|tWJ*atu!Z#c2aWuhy4b7~!$6CJmp;4=Tm5L6! z-p3>Jz{<{lJdJ5Js94lUuYfDB3mtqk?(xK&UALN~#a){>CN}QJ*84&i2W|ZB+}vL? zo+aDtGHGWrtZml-yDMf7-QVP1D!$O7(kb$~gOdTKNfi!%v%#%WV6%Tt-ClRxZs~EW z9YMElE*ezq?3LWUHltVGX_eMDu8~=-R+(o*#?0B?z2T#EtB&{C)3{Ta>~$wgO#7`) z^`P^WN7Sro`%CJln+FoVJLdZ=ruFzCSH`%Fp6$D@#go({ugzK&+FQG3r#rvbNZ4O+$F9Pn4c2j&MpQY`bKwl139~Y41+LybHZ7-IY~tXmwZ?@EKA3vB zW%J&xALNY8UY)-;t7`6Oo9YKc&N%;*aV;hGL0s{jp2Hn#ws&uQwY*37A7-x}@nF}l zwL>Qy{cxdcxla9`nwieYYct0;e(Vl2_np3b+-zd6Z>noM#b<7VYgK-$|F~X{p5vA; zZRQZ##5TH1^?-Yej+GiWe(d?AkH_X7O>n+hA$QT%HW`n{wJcn@Q{0&@F_+6040ibW zt(VipfF40UX0_%dpA9*Fw^iDPKPvWL5!<9kv9e>f{nTSgkj*cTCV74rX?a6uQYCLr zlgQPtrbopm^@?ed)ucvQ;PHZr^XiQ>so5hk!zKID$x!=I#g~~` z%~*ISqFRQjU!5zpPmZ5u^3(d&u|^AGu+-u8NOo9K!C_Lms7r{1xIHkl5wCX;Ginx9 z8LNv>9fZ_s;}6TBu9)oWBfT6F5M$c-lWWH6B2)(~@j zY5glIs&@41r4V2((Mlw`XoZ^VwWrlzQBk#{S1*MC3yfB)Kdk_k1Fbgx_^8nvPulm7 z*TxXgtCvEA0}QQ1qKj4=f4pjX_0+~6uZH|#{&>~&>Zy%CUK@je zk0F^ALj^+p#JH?xNRLwmR4z@TF$07c()yRHAtQD5e%A7vcqajJmI)yAJT{Go`Ddy!6>pfq!F$Klt-Wzi@u1p z{%HjalmrXTD6%)C(dw@pcHC1JOY}vojX!PtkqQ_X5*TC@*&EVm-#`A1Qv!9dL|?>G zmVpo!oKa+NNTbzXS$6KJizWIZ*6L3yV4x&8;21^rhBVsv<0DQ9)Ws5g5o_ZQDj;6d zuz@Djh(hMWUSK4wACamm8=5HUWD1bhzgQbuEV)3GV!Vpc>QAf0YQqX9V!4F0P)2`N zYU5A){)yv8^(~_m<5i6I{nNgGqylVgXg`0T0%9##Md+S>ag1<~rTE!Q#d0!DW4S6u z`~LCbV!2qI(BqaC&Im_DTK&b^&|>k@u|dXo74zRd{?x}teeqP}voMMj=cI7-Q}k%s z7v0H+!d(4iBN0WL3P(RdkEVUmoz_2;ORqrsHB?6wDGEoeG|)UPJ>6;bhjRT({q!rU zO8J+3J(`xD?zH-A^;ZohL!(VUrWjKS=U=o~Z#MF@@rU(bUq}7o8Hp%Lu5k1d^k~`_ z-D&mL>aTtO^}Znb-ywBGk)m+aN(1GkUp>0}4}brdT5Ma40G52E;R!5kghUmgmCqeW zdR3IkkpmB~=~YoCM-Du|lCLyO%2^{M zstB$1FV%?F1hKLztX#-}2UzlzhDkYVghUmgl|4y%Rg}q*0}rs|D-Dx!)(D9zLTmj? zHKH{^tgH$v7jobMmVBjQQqCG7QAKEFPm*30Wpd=e11$MU!=#)wLZXV$|NHu9=S=s~ z>Er35H4;YpU#%h^9KC=PQpDwEjf7>vzaT|EIC=rCe_9enUF4z~3Cn_iL5h5E^a5J_ zX-O1yk&9|1EDQbxDe}S53uyJHB~jExE~=5REch3s$OlI+pw*w2L{S&Hs7AuF;9rm; z9~`}aR)1O&MP1~g8VSpSe?f|TaP$IN{b@-Qb&-o|BrFU51u62u(FX)5=0UiY&llF=9R^(@zxjTK}J| z-RDTH{@VD13TWRy?dOl7AF`i`$v;-KpTBY~3>55hr1tZd6-@j2qy79b@YVTTNd8*= z@A~;8pO@CXzoY+i1z?rFkP-K$rxR7sKxY532eLTZ;72`N;WnVGt$PoC(KlaqAW z+1UyX9YcA@@xG0UB!U>@5@3w7pJAl5&!$W55@WQ7&(t5z(`X)&ATTPD2x5#&fHBH` zhLO@fn=Z9WjL{yn^VjNcd~|$<(Z(Mwj`scg+z%HrNZ2^he*Umh=45Rh`f1&=0v0-4Ch@ng2mvoNn9Ca2;EObjO$UkDOtgLkI z?(VvmFJHoll{S`j=*?v~^mweTEvdD%vZVc6l4Dr9bg6C~Irc+`59{7#z88*1XheW0P=+KA zgJ@CAEhCUdtD+@WUptXsU`=2OTHY`MMj(wAS>;IytN>A~3`rga(W01J zMj(w=MN6*03J|r*kmO+yEsD8i1kz|#wB!n`08y(9Ngf8#qL^DoAdOZVGu2fxn%^>XjQc2 z3akK8s|-mV2GOFJTSg#_Rz*v$zzPtx%8=w?5G{(iWdzb_RkY*^tN>A~3`rga(W01J zMj(w=MN6*03J|r*kmO+yEsD8i1kz|#wB!n`08y(9Ngf8#qL^DoAdOZVGu2fxn%^>XjQc2 z3akK8s|-mV2GOFJTSg#_Rz*v$zzPtx%8=w?5G{(iWdzb_RkY*^tN>A~3`rg_JdOY@ zCK8+b>632Ho;}ih+Jerly}kG8w(r=kv$3|Jb9k8R+_`gyW?>WF`@Lz-xpQGcYXDIp zqs!r!brxiv4%Y-QkMlj^tJ~z}#^uMumOiQEfuxz;vZ2axpxBM6#);Q?sKXM)5 z;INv`+u?cu+F!QJM)&?bo4fN?5TM0I4Ok{IF4Sk#5!vSm0a^q7Vu(qM3)RfMdv|GF z4wLIBw#f>P5TM1*3|J;HE>trxR-pE9?c}hUeI5?vb6K^@o?QD`QVu?s;E-T>Kp5y3 zLtomzexvdcawLIIA3xFKf#byO@uSByw*SBZ8v3v7U-)WZ_j*?AA4IRrM*lOk!N9&!{7^&k+K&VuvcsB*umMj5;Fw93eof>Qi)?#JEtOQAcE- zBLry04po>*j0^P{bwu_#LV#A)r|2??aiKn=j>tYo2+)chsxXrn7wR+Wi0pHO0IjM| z(KRf=C|HL5{EpN4F3g=D#XaUtP(^-$?(mVrWL~p`&fj0YOy#`yKAg9o<1uWVHO)L& zc?504-0jYt+me>HuKW1$qi&1)X3Fi{xf2hGYIs|c_lC~fm(aF&hZ4xo&(}SC_)urF zY#F_eAK)KA7-b7giZRwdkBMQaO$>1j1u>wRfhM12YT2$$D z@7}%B-Me>>{!WCm6mU-#D>_1+SOKCKL;u#lx3@eFcn$>xx{QnrY5cHjs@&X9Qu81{ zHL(Kx(*98o7Mo#!dtCDA(?>RMC)awYe)Kqwjz2gLxd8>_T6L5+ECJpl1>6&47y~O{ z0iqZ~%tsF`s+5+q6mU-vVGOK*1&Cq{F&{m&s8U+aQoubygfXxJ79ff-#C-J7qDpBw zO9A%;5yrp@Sb!+T5cAPPiz=n%ECt*XL>L1rU;&~SL(E4HEvl53vlMVo5Md0gfCY$R z3^5-)w5U>A&QicVL4+}|0u~^OF~ofI(4tCdIZFZe1QEu-3Rr+B#t`$-LyIb<iQ4=t*cma`OaPY_`YtbhfGVhk}KJ+!D&TFz3yJwb#qumTn!iZR4| z^w6S8X*o*)_XH8fzzSG^D8>-;(L;+WrR6LI+!I6?11n$wq8LNWM-MHkl$Ns;a8D3n z46J|!h++&eA3e0FQd-VZz&$~PF|Yy_Ac`@>eDu(wN@+Pu0rvzE#=r_#fGEZg^U*_# zDy8Kt1>6%v7y~O{0a7vbF({-<5Z0csbt@LSgoFf@0P_lTY>sZJ+v(xKHT(9l`>f~5 z{dQDRk~rKaAT{+l>4U9p;mHDkH8`*?XBnAuD>rO~*|%@gb(Ta2Yja?e|DJ&SOv2Hl z$LRW=ZQFOSrf4e5hkNk%AKcePMaSr}va%R2?Xf3tbIH1i`1mKfTeoiN;2uAm&FfdM z$$J0S1hehc>sJy-*!(=*lLT0=pUgQd*4>DV z)IEOuSeH-Qk~el#A3x^k9zJ-eyM8@FcQ+4bOQW@6zkm5eY6WYw;P(NrL7!KzUZvx2$BrGOja2@- z8mJ;%S3Z3BKzIGxbzMx%U0!?0#q$Rp9x24Z;XVc2qqL!&VFgCfDl@hIu`XKuu@ZEI z5QqB|a8Ega1kbPnqiBT$0=4mnb)nF539R zO3)EP9PU%VJ>>urJi`i%q7@Pd{I4E=ie9^FGR1)w5p+4L%j*f{IY9Y6S$~SM)Y5$g%Y~Icl zC?J8*(6h9!BV^4rZn=4Ry5q;m?-WS?aL*s+{_y*Q?c2B0IXddVo;}O*;W~opEOm#- z?;BRESfR5fYldKhM|$A*2Qc@0`t&JX&kb##BDI7qA|irbTi`iETdP*BqH}*7P%szY zyqWx-f%ij>iOhZB+9feDk+uW7TeoiOEUn4!Du@p256>MOAZt2s+}yi+pYlfz$>$8Y z*REZo#|i!8vB3FXxqO+ha?zIC+3D=azl)bHavh%k;loF`l0M1=nQ|(0L$2xe)4cOx z^6y0{wjpIga=5@Y#a`S|^CJILi}OqE6&^;P@@c zxv96ickj|Uxv#G;rC^;5^apFJU{m)Gb@K7?q1^3Tw+L@duSvxE@82)io(fgm zpt-|=pfn6oiFHTI)hOTrB~Z}Z;Xo-i;Gq)xMa!iq-~lC2(A?obDK_At68lBVr6}M5 zB~Z}Z;Xo-i;Gq)xMa!iq-~lC2(A?obDK_At68lBVr6}M5B~Z}Z;Xo-i;Gq)xMa!iq z-~lC2(A?obDK_At68lBVr6}M5B~Z}Z;Xo-i;Gq)xMa!iq-~lC2(A?obDK_At68lBV zr6}M5B~Z}Z;Xo-i;Gq)xMa!iq-~lC2(A?obDK_At68lBVr6}M5B~Z}Z;Xo-i;Gq)x zMa!iq-~lC2(A?obDK_At68lBVr6}M5B~Z}Z;Xo-i;Gq)xMa!iq-~lC2(A?obDK_At z68lBVr6}M5B~Z}Z;Xo-i;Gq)xMa!iq-~lC2(A?obDK_FUwVdOz(}T=wEOl3|USSz} z2PHSO-f^w0~IZ9TFT&=FZo3a32>mcFULR;25DoM~@z*{X4FA)LkX>>&TmtIuFp1{^1${ zwyf+d);GyL>3>oeMb;R>b%hOS8``@bahdru&NUibwVGhpfq@#6$T&UCaYgctQ$$fdM zBe4}Lp-!wt$boZH_a9Auw*vV%Z~sW{@5A}y{q~?ULAu@K*$%iKT}#G<|H+f&zIqJp zpFWR4a!-=jov1sy(6b?Q4L{WB`gN#1Y^;Bd44gleNjp4$qp{D7e=$eKTK`xJS_!TG z!idDm$W|MFPz(7xBYRRz`~Jy;mdoYbVuS zx^#&i5U!oke=b%3cwr5;yL8_a`h)wvU{|bIt~*TTo3IW7w$JtdHl5AeArJbd|Gf9> z_U_$7-+2S`ESOVm-n>PZC#^SuwJV^9`?#>41UFbe0dsel!+{3YlfYaX=6<+d2upa7 z+<%4Rg*hf}c>j3Ss@3Fo5$t(dSc76q?w4DT-%Gqq6W_n1(;Xu7U`x_hSXdZs!g+%; zJuY~rRNNfbucvWX3-j<{EXC`{HIG;rxF&&fI(Xn9P36y}lHUu!_A%!ZJyxg(tih4D z0v+ZqwO&fsfI!1A=Y{k0^YatC(H%TU&YScTbS7BQzuX=}_+09Gr}eu1WDXDa-{G3h z)60|2kD(3tcV9YJSckOChSZ6~#OEcTHF~{3;^#=6p#ILz&UAi%@9sTCx9c5QonY-0 zKL>KY>J8@L&<~rp7wBMJ4*2qOsRi`91kN9>KXClT#l_O~R&c#ZV-gXisy*uuv(&w- zeL=?|2UIM2IR0o%B-G9Fqt+u-0ih8NIneqi6%ebT)t?O?S`)D_s!^q^njR?xghn{z zfa*j~t3N9pt%+C|p`wC9FRC998sU%wDi=Mi{z7%d!sr$Dv!tLFbR2S^)t^*Atj7QK z@h1!%WnBmX_Z?yFd0d?Oo+_)LSVvE|_e|zD7cN|&O|tu}OLXVSeO9%a`eL$l5HHAj z?$EGM-L`Gpbk@>+W9T2|QXwHB!l9~LBx{l3xm40WXyt!P=v*D|Bg4J;IP&`d>>t;? zz?}3|+ACceS?>dD(_!6DV9;sW4!l3{k@QXxH&<8b807vz3v*yNUfgir9z)jlzy|8X z!~}XQ8#ivG{k$gqK`#7@jU{t%a_lfKhYgMgjv3Z_oIig-UYku>*cH%s+ryd|IM-df zc9FID56GPSBUd1}PwuxvTlhX1Si1wh+++5c+mZY2;KQ>H@>W3K z-3a}|?*=}%!CW2dPw(-Qw!nvVEBHCV@x!$dty5AWjk}OKvHHNX1FTMQq)yNV++T<7 z_;Ej~U1qyXckcXo-OE(v^$;GHEnIt$>muCfr$=_mc{@CJK<4e_vxIR^H6#I^D}dvK z@r)b(t^>{=j{N~y7jVGX&uh3?Iu}_@k?eAz7!olT zaKPBlYq(hJpO!+d7Dckl3nhj`%mo}U_VXGp*6L47AyYwffUi$kn1qc6p)1kchc}1IB({!^K+tX({AtQ6#&( zP+~~LT%ZERG&{(<9$~%0HL?bQZ(Pg)rPkAX!ItznJqUP{d)+Ws;?E;e73QF&LFsd4 zSllO&zwfle1McH5q4U}&Po4-DUCK7tdmv$szl6+-)5!CNWFAiLYp0R-M(@JxHAWZs?{lbLvBTP+Wu(#*6Y!ZL zLBSyhVgkX&;vho~ElX8;EQSo@1O9H6xj1v?bav&xUY%C5k=x9C9Eg z5Ns?CGUU**RHesa$S_V&aL9p}K(Mhm$dE(JQk5QyA;UO9!664?0>Q@OAVUrvQ(wVV#qK~P;khBm_V?x zILMGg%Tkpdiy^}}K|!J5gOIxnz}j7y!@-(i^~R-yNKb#u=brSwEFsx^&4S!-5996P z?>6MN3dsHB^E$UpZsc8sWK9TflmjZ=Oy21Z#}O11#8Z`u0&>3{*2zfkrBRT?k$ijm z)l?Hj)+57q@ZbU3?iTkgx)Ue-bSKEY^%Ez^zmo)mCI2GHJ4)bLQs{r5aL*OHfOm?( zyjF3)oje;0_uSdW`oBrm?8CE@tH?3XzG(Z{4_H54(CIUB4nfbJJ<|n~_1#;^-?oDO z+5FyuyaOf)Pf3@PlS9_K+|nH&=VDLR?}HBJk+Ak2HducG{$a9?9qNB0B9b02ypx|7 zhANp$KR3%IbR9c{={gzGrh1E3tueuRP@Ukw`(&VhxF2rl^M^I*P(N6c1t&#)(m$+S z!p{J$pY)l)I1suZbxJ1d;LnitP+R%=Lmlw%b=ldH`|afU33dPQ-ciu``W~T&&EMa? zhCP=G!N+9%K4`@I?GT6lS?zDrakSEYCDF0p4S9KbfkfJfQaV_5|C|t{42oxmq|z!C zIKP)P3X(XIul292AukMudEGcbM$al0TKyIEP&<;ZjX(7;QWQ!Uj;gpijrdB1HvSa# zP&<;ZjX(83QWQ!URI0c-O&fpz?cYE4ktjbW{3!ryv+-W=^XGV{y8%iHP8~Q>4te5yaNR{>>maaXyLsjFn5CIFZm`mLV~d78#M5DQpF8r zw4Fn2P4+pm_5?QgT>#{qAg>ti3gVm8Fh1J|&x67S zVVJYy{dep?nasgq4f|%Yjvr$*f$ZS@itv7y2V|`aY`4ffJSqy-*vOTD_f&3l-AIoE z-hcCwtoeuMH^ui)VlJE${DXNVJP!-~(&ti1d++&yv~7Z73d$HLlDm&+R7pC z+2M5}jllYRRwrQD_U`>V9jrxy^M^V?U(4;-J^g&?J(t-3nKNgoj?dd+oearaExk_$ z`iJ#GFdrA^?eKoiNb-y^tltqgI3755tUYkp7qjAC%tRH7$)CE6L^Z|A6i%zd=rb$s zc?tojVllZ_8Hs9&l_{K7htX$N-18IyP{m?$uQC$V6f09Wtq!BlthnbX1fYt=R~drdXN6X>}NVX2m^EAplh@Cif~MQBAQjh12RV`pk-ZoxGnh`r!W_K7#pWLMIw|=;O!eWZ-;dwyb+-t zh{1YxxDE*j2%r*}cflIvrAuw-{d$&1n#|AFttZbM!hG@;nTx@E58mSfx#5@KJ&A04 zPv(dYtKl9#X@jg|!Oe)v+&F9|QfvvBP?Ie4h-q4ez~#bAe+HCGW@) zKYw^O0oHfh+1irlbaUykz`Pwkf7s|zutSm7hA$z1+m_v{#{Q`g)kKTeZ^p&}^v~7` zEg|ox&!_+FSFWVz|A4$tpLNIfzGN*uoIm`nFWBI@Wq8L9yyIW&AMVG)`TLRe@365o zTo!aqJ`Io^Tra@$1MvC7S|1qy^tn`6-%dVL++dvyoIk8lqDMh?5jWWHUv};CVjm!g zNj#6#mabcZ+LLPxmVhl8wqpIcf}JjP85H&cM>~)k;OPtyp+c*oC09-t#Cnhg=w9Ho z{z)<90;&oOoGN6%mD2^W9%KQ!7dWl{q!@AmRn-Mf6*Az;>4I1fvH;x+oK}BQ47q@+ z>H?<<8F1xvL97Q^fbIoOt3N4*TtHQIfm4MHxN^E6)`KiS_X4NYpAB6Cz&%VA0GUBes< zo>hf;9q$7>f(FP2>)T;|1$w%1o&z%H4yPLWw^x~py-ScBKiuzyd;TzoW^-}&_jf+g z`D=mhHo2x?$GAl2OwPw+hX;Kx3th`j^4a}$cK-1Et2~dF`;WR4Mf-<#c9M5&!a5{Z z@~kV=5Bi7uxUdC~wcfbq2droj!e7f+x=P@A;@8dAJq_`n@B(XGZ-@C)Pg(?zfZUhWAIx zoBa9XK=79S{uZ6LOa04whTyqUIF=VL*qZbxT5GoE#Dn~u+><9yusRV9T$8}_%g{a? zH?196XAb9gR;m-6KU_z`Go>I52slOCw<7D8VBHS9`w~7cs5$hD?}23RlOdnGFmHcO zjtRyeTyMcU{b5~u26_Gf+Je4m?a4FDa4oo&tn~pMtn0$_7k~ui@u02)_w^)VK&r7A z5)ye>A87s4n()H#s_6kei5Sr8Z@i59-+yiV3uDK4;gmyANMVE+(8izfGHTT_1jmm3zPq_xMRX&xd0= zPVT8&(`Qauy`f%E|661|IBp4KEsGO*{|g*596PJ;5}l`~r|yGvez3kB;xISGncI>_hs#eH?Fa{*LR`(Z7d^nu7cS^1SPDT7U8U;r9u*Z^?CnYflgI zw|rTBSlyk;xV?Y>0X;WA=^WsFGEhr+2PhsZ{O$#=AEAHX;JIDc63O2Wb|TNA!kk{L zzo+L;`mP^5f6(%_z%jTn1?oV;F$b6^1Sn)a>;*>QVH_>CBwNOaJjWcMS_n|ceAo+& z!oxUPY)Q6^5qXX|K(!E{kom9|7=?#%wAhkt86)x>bAW0gKq2#CFE9!Z<7lxZ*)m4t zIpzS>LV!Z%!(Lz%9>&pPOR{B*$aBmAs)YcB%!j?eC_Id##g=5t7?J0g15^tE3Yiak zfl+uEM~f}VmN6pFF$bs?0u(YI_5!2uFpd^mk}YFIo?{MBEd(fJKI{cX;b9ytwj^7| zh&;y}pjrq}$b8rfjKae>T5L(Sj1hT`IY6}#ppf~n7Z`U5)k1(m=EGiK6duOWVoS1RjL37$0jh-nh0KS&z$iS7qs5kF z%NUX8m;+P`0ScK9dx24S7)OgO$(Au9&oKw676KG9ANB&H@Gy=RTaqnfM4n>~P_5Fc zc`|pzjUxi!Z{Ebm$J1vf+5K;#;sPndppQYxDh+J|=Bw~rE8Hi2aQ{BN{|svnFjEG2 zWS{F#(9j036=la5g|;)u+#lBZz_X_O_aCGg(77S=^AmvK^XJ=>Y;Mo9p$3Gsks&%ra zC!enKPa^M-G*~C8|12_gK?Cdlu`S*$2g?4z;}i$-5x{zzXUS0emuzi}B0Yk4(bI;4#@{#v_C;Y^DtSmN+Wcl^-nAC|C8~r_;~Rn6h2yZtg3)oM|})RR%x`) zAIpQK)INW##Akp0Y2%MnKyU2u(lJ1J6iHTT477oIfs#YY4%BgjJ_aSLG(sm*)7tpw zHO9*6ea@)h0<0YpqK_hF;W4V$_J5@Qf=28S+e9mJh-FSj$f2c-9xVj^2lNkrR|)Q` zz9jE4#0}=v+sV5!;ePb#(}5V)v;P~;U+<)(fcz=SNUhb*pHxJzJVM}q!1z~xrs&IO zAtU6_Qbvy!0^0dwsT39~gjPXHj?BqOt)q+{Ed;dst4l_GtPom5BAJtsT1Oc@S_o+M zSC>qyKdAtY5VVGhBy%!S>nNi~3juBXsY^zEtPom5BAJtsT1Oc@S_u3n>d*TUno}G+ z7a&jz<#C1zgO;QTtI+f%>SonG&(J6IBU~&4BKn&CPs86~BI`n6ef6$gyXji^Rjb*1 z7vcHFPvpM!e`Wvj2_Vw%O+SKK!G7iW3oS@czc>AeeijtzYwEAxl74Uc5&bN!f35!7 z`1{N^MNO%F{*}@v^dnp>10vGu|CvguDYeflsZZ!fxL5{6q}Bg3l~Pk`pI1_!(2sDj z42Vdp|7R+trqn*Kq&}e^;bIvO(f^M6OQ%H7M?O7qorn;Xp-?0Sg#f6~r51KlwWK)G zyg?FB#Ee{nh{;JH(n!^1nq4<0y3*AB@YN=Jo<^Z#N0 zc)rwP`}E8pA_PQN>tCwPfBy4_vhqzRH-ka|MCeirJFS0S3ZXnuD!LJp^4wQ=7?rI+ zGbjW=g)X(Q)9TMlA(RJ7MK?lHp8E<9qp}rf2895q(4`i3TK#z`gz`YC=tfA&b6??M zRJH=mpb!8Ry41o>t3NM=P#!21-3Uo}?khZu%2uEm6at_^ms;3q_2;D!$^)gM8zCvr zeT9cn*$Om+LI70gQVYBPz4gbU;3+d-@C1n3ueR70TA?9jNbm$G$iEI^TWEz=lp(5Zgj4w4w|No&W{;*FkIxt_Ee#J121 zttdl+CqO~|br9P^E3~2v37!B2`PV^g3$4(KG9-8c6y#qAu`RShE6R}I2~d!K9mKZK z3auzZf+s*h{&f)BLMybQ3<;h91^L%OYzwW>iZUd40u0R+d?a}q6`V100sHiL2L`H(26o7cmfpUUk9-*v_dP&kl+bWkbfP- zw$KW#C_{oLKtcX>5Zgj4w4w|No&W{81Pzb|LR3uS0?8o<%F7<(JqU*(=klO|kk&t` z0IiEq91c0q>Mso54Fa7?J-yO)O$j^}vAuNqxfx{HE5Hq}q3K64P>tCxsjs z3K6498-LpP!?7TbH8~>3#LfK8u_j04m^gY6qZRc^EGk5d zDsB8};}6GzJl5oh91}+mVzi=OiA9BoQKgN)uNi+>J^ty?(u(z!Fb{Dcr+xwA*#vM* z^CgcOkrCq{6uB?xSd#K=0yw6e zAQZVT=vb2SYyvo@oa9j>GGZKrA}2Na1%_u6z%k92JZeNnjDt|*zMx}C%CiaJm~xUw zjmU^`5Q?1C=oc8CO#sI8LNv>9fZ_s;}6TBu9)oWBfT6F5M$c-lWWH6B2)(~@jY5glIs&@41r4V2((Mlw`XoZ^VwWrlzQBk#{S1*MC3yfB)Kdk_k1Fbgx z_^8nvPulm7*TxXgtCvEA0}QQ1qKj4=f4pjX_0+~6uZH|#{&>~& z>Zy%CUK@jek0F^AL-6-Yagz~7WUI%i0xFj#(wG543~Bw#)sT@~cSL%eDxh+;`jZOK zniwdI7}Ca{Tn!oFsFST8rwXWCZTxBDPy7DCx4^&`Lkwv@f8=V&i2nFc?DRNQK;_b0 z8Z$tMA+7#$HDshHy)=!;nEpH{#?NwDCIB6~v`t^Uek$31niL|??(_|wK8sepkYfk8%*y&;YE{o~&_ zB~TYj^hGRX83T`bWT zu{Qpo0^&6d8)!m}C}ckD1xCX95vi)Op^2hSrT}UEi?yM}k_$vB#;X{u{d3NaP$-OXxbOuY5haF^a`Y3Lv=)vqHxqo1I^RY)16j- zDA&K#Prst7lz++BqiN~sPOHCGf7M_zG}`oIiZP{d{zZ%RW+P7;9a2XWDGEoeG*Djp)uX%r@b{0Y#kR!=V98e+p1{IJ zNK_G8`P_k|S4Ei|Iq(2WzS1x$XN{1kBDB`OR3lmw#LB9$av=vEV98e+CgrRV5>=>tOv+g!B&z-& zd*2zYM{%UB`y1q63wzGOcg_kM$6bTL;J`Xzg98SejBPN%1{+K;!sMKTO%5jK97Hsj zoTJG|Bmp8wh$KKllCc5JS5H+x)zuTObT3Il^WJmcN>6vq)bw=M^z_Ut=1-n~+h_ew zyU*Pv?NHM^TUwNd&`=~*q0iNJs54+TTu~lEL(%)!kQ8yrLG4gyz-+jpJcNd#kH3bb zh)WJ?hdKjh!xiNrG!%XOH6%q`a!@FX92n|Ia ze+@|ymmJg%bq36aE6PJ?DEjzoNQ$`RpmwM;U^ZM)9zsLW$6rHI#3cu{L!AM$;fnGQ z8jAN3|DvwihH(9vUi$j zK{5WjyD>L?VI%}Z@=>|3}bxoF?BSYHamnwsF1Dlq*Cdw<_aO08s}T_`niOmC2Myi7KgE zm2oM6r~?grUQ-f33Lxr010Ps|sWO=o zDN!YLt1>PH5Ott|4=lk{nM{e4sFJ!>8J7ZxI?%uemSCz(rbJ3qN!_Z9O94b3Xy5}& zFjXc~A|-;SD&tZBQ3o3Mz!FTA$&^TmDydtQaVdbP z0}Xs&38u)!75W3ir3h71hu4Pq5MAo+A{$H_Y%su zR8|nAb_BJgp@6Wxf5xScKO>AFMNN5WY!DVG! zDjQIc+7Z-}h62KV(%WCL*Dg3y2BSqHQXgf}c-24z)YKFUvkT4;)=7!%{ac6_2M-tn z6g@@1h}GP3bPB&l;9SLNctspC;_f0nZoRXGbOl1B9eYd9ZG;J zN~SQo;7kc_k%**UQil@YijpbJE;v(yTO=asm(-yIxT0hVvkT6Y;1-EU`XzNJ0j?;S z!t8=GCAdW*l72}YN`Na$rZBtUObKq0h@@XqhZ5k5k}1qCI8%aKBqHgT)S(2pqGSrQ z3(l0_7KupuC3PqPt|*zp?1D2TxJ4q8en}llfGbL-FuUMP32u>yq+e2p65xuGDa;EIwd%q}=nf?Fga>6g@@1h}GP3bPB&l;9SLNctspC;_f0nZoRXGbOl1 zB9eYd9ZG;JN~SQo;7kebkPKaxDRhmE>Zr)oxi018D{CC&jM+*=q3iv7tmcf#u~bgJ zvZh&s*-AvA>*L=H+Mt>oOXcJ%YnlbkRw4>rAOB|12G!(PDkooA(=2GV5>e>-_&0+# zs3yl!Ir++(WoH4zcF=IwGQ~qbnoLNnuDHO8M>C=s$ zK4WGz1AMZVRGA0Up>Ip1!nfs++prKjPKLzi)qbZuRG1-~aUeubm71_|uQS zeg4tRrz{6+&%c@(D>Tjguh5kUS%+e^C<#SP8@~rN24KKB>x|-}G{5@~fs02@c^vzh zk}u9kxi<1=%e^h1pH8`!gXg>*c*!?4m!F=>%9x9CDL0S#yW&z^IY;aL_wkoDAnl@W zfBpH__dm#2`~DYWOh5jl{-7U!!(5?V&oKw-^N(i!rTK46f>RP0RgsT5qVZ-O9Ft4c z(JHqTj;hG#n#h@Ta161$`p9VIvgp95io64yG3($M2dBI`qm|2|1EVVP4yZ9*7>o}( zpAqKFXH1`|xj1Z?_tTtG^K$YsrbK<@y$r@3v-J9 zKgFVNf0m!w`P83(xnJq~AG=51_rLx4(~rM>{=xjK%=VB0mYSReXReku*NeEhtSQ4x zAHTgw?|&Ha=QU7qgi`R44etS{|uu8`3;`%qzghf6f6| zu8wm{>{2dY2lW2?`1kFvKmU+}_We)a|MufgKmIa@=<|=^>2>BrxcOZ53i%AcC~S1sFXij90XDpH0YRbE5L{@w0O%AEVq_+fIJ&xrJfs@3$^=@=rc6e);!#DZQ%HB7`HQzM~*IK zFy83;JLPRWMj6a8_Wt|$_w5hoM1TJE{SW%rzW?pVpML!9^AG6@hM9lmypLRa{-@TM z6xJ1L%VkSwmdKIPYo=z2cITZTIw+Ji8Q;NDNYs=P~Hx-?zX1{OkLlqA%_HUmv6T@uweu`}`yIkJBvyO!=Otea@u(kn2xG zbdxj8A&H$6nS~QANpQkCi4Uf%DjnAKtumE~mLxcthx~_Q6a%99I_AqU9_aix@@g9o zn5TPApXPydoeT5HR8BD|=e9XB)PuY{jV)=7e72dMeo4*V`^R|H$3L_YZErRY*|$H= z%cpB#p1=M1r{h-cWBUH5?|=L8$L7Oqjx3)Wp>JjX(U1Q!=6*8rAItHW$BNXE{}DkN zb3^jkmO0u;)zUBrMem=XDkvjFS{Um>0CA36+pCmL=tpIfoZ)#FGb= z{9(GhSB80~)=4|+MSh_&`&6zI>HYWdXB$A<=-Z!NOIx0f^Qk}o*gn{YB$@q7-~aUe zZ$JL@T*4#8qc7VYapMG(d*1S z7HS@!=I?;9e8JYad%iCAj6;rP&kXS$?OgMYTvT&-^r!R#ozB6h+@1O~{^oiyF8BWX z_@f>4?XS4LexK*xTT`c2Pd+)my7}gttA`(cxSI0X6u%bl&p&Bzeg7xtT;Kop<4-^S z&THc@vb;t**pmN+Y_Q3O3XBbk=s?x@DxW8

=}_UB?`}Z%6B$12WWF`q`B-Qe^6db8ymycqYf_OMo8%-{Vtn9^LCZ4<_e^1tr?`s;6~7F=*a z{U51xr0@%<{FNn_tbV=Tud6f8IHQ{Wmelhh_(y-vZ5rzSFCp8r2nAn{sv-F1`SIY0h?``h1qo3`5OkG@UZ9v(B5r7azL z=%Lku3&?R9xnOndvB&x`{UDD2`-%Vj?0>4{>-$Q3T4hKic{N(nc0sz|Lp17n~p1#_xRR zJJmr49aK$y^G$C*ZT`_7ZoKhEEw}3~yX3rk4*YAot(|{t%cR`b9E;(f|MN@xd*h8a z{QPHs2a5iO$M@Uc{dRT8A%|2`r%lbrtkz%Wn0L279RK224Wa#Mxq1BfKlj}8dj27< z-<5O5uRHtp-{{Y-z3#f|x4->u^^I?QqgvsID^!2_)1RtmCOng4*3te>J@wRTv&}Y3 z|9`0dka(kiQ2i~p+~WNo@{i3n75yJr#^|O}4mfLfdHntRRe!H`*kOlix#gCtR$Ot# zYR^6QtX_HL6~zsu|Is{;NggSaKcS^6NP!LT;jyfXG}Kb6f)v;QA0ErPNJA~9DoBA1 z@Zqtni!{_ys)7{Q08eZ-dOxRqob`LLePHff-vz@QI^m*@V-P9ojC1XfS*Ou7Z^}Ah zABO)cue{Ro4dfj4f94{h|NaktP(A(BQ=#pDF#Z`k?l_5(PZu7Ul{q4s7-+%vo z$v#jG$UfY4*Ijmwzt8yJBzX<|qR!P;Tg~bmLi{hh@Io)Y@x~i#dG0r9-2Z*{*~jt7 z;XlaZ|9;}n_Q*Ph)BaeN`%N16pBVc4xc49L0^V@L4fOb<9pKt+^ytymSC?8^j?;i1 ztFJA)Z1wui;vJ`Amgt?j@I8qWb*jKd(6- z+A6m7CqMZ~8du9ciE#&IpRn~dqrGioKjxPBf859aqxL^#$`n0zJcf13KG6E3)%BS1 zSPixPu^ph?M=}2B_Q99@tItF~F8@!CAFr`SOqck|l70IR$AfJO^zg$E^ZpOlIEWY8 z-+~K{tR8&uLGLT{_}2PA%mot9wp*vCopzeHzvY)-zQD)!f66JR_%XuxbI?J5b}Z&U ztlk0X50{Ys_;th1;rO33yk_=S&)OByRY3K@=&Un-4Ujdh9>Ru1WFsXFIAIkU@Xk8( z3H2}cF7ht=J~BAAX4dAz+5f~oNPh=K-cP4(IGhKNZT)(>R)j3;WK3`Un3a*WGt$<0 z-b@d5LHB4> z`+@!ndHdWFf40-1?!UEZ&iUcI7<~U>|FGKsaN6I!_usF_598J2k3Ci#|0kY&vKlpN zl-iFy?l?PNFozk=*}?XI=UsNvvdG&rZqD}qGm9f{A5q;e+lR93i_rg^bI!SHgB|A$ z>u%fsi4!MQSIPDK*s)_1ZqEGUejI(){m<$Cf7Jb7+x}zQ+1FZ}KHmMGGUYWrcFb3P zw(6?YMjLIU|36!073l+UttkI#o(1=6`uOLzIF#}Csi&Uw^90wubHnkU+xoxpPe1K3 zI{U1%bRJ-en_reP=RF6FJi2jd#WUSDKmA~nxo3st%{@}CEKAU1c zL+^hqvBZ+qt1@SfdGnWFeN`#=X>#9_FmcJ=66VZ2h0C}V|qy1rOS0juB}vQ@BQa^#As1V9VzujlU7Ma=o%Fnv+{hS z%|+|GQ)LW5JF#(qxjU)YcrQt*=`r>xUUGHi<2$KQpI$GfTnFWl>krfal~<+tcIoqR zt<3Wc{+}BERJE$iCl82?V+QV7)%{O;abk7NwbxXqo^opSk9+Q|rcQlRx1aluHNWE| z2N*kcT=nwHFITU=`dW4U_19OpUv|$w?h(A)+a1RKqa4-(=y)aDc;fLV$o3~qq;)Z%~l-FH>zoqKL|;)y3nnRB&IipT$=i^lkN zZM@0Gy8n0IbGO9rwCd`sudZH^ekmURefQnRR&d3){rA3y%d3fFu$-f&~}#v5twD4hSCZ^wNmw4eI%Uv`;g zweABCJV>|c`RAXn#yvXDwo&TA`HA+2F&O9T#1|$u`kzU19$fwRtE=!ZQOm=-4e^(|G)I|WbFeDGf?fe+pew0zsvsAH>v`1!oG-1l zKlmIc{o$EsoGJa_r4`x_`k%4mq%RydwtC_D7xWmv^wMN)KjTDKu1}aL&w@Ou?d;J< zAN6*p=ZLhwC!VnOef$Y0RA-)fW_8=Gw@LkPY5!~er};;}{Pfdy?-zbgJ?#`7M>ziC zI_D0_+fF_86g|gYeI@m$E$wf@vlH~3y5PbKs%M^=P>oOX?TF=)k}H1Lv6oz zOS^PF^nX8Fc@-%?AjkZMqWxcT$tBg|at{(~XSA((J7B*KUb8UHYdz6Vv_w6C(KhrA@Y2FK{|WNXeX_P7<0Sey%&Va-N&B8I_lMY5;+mgx zNs33?12(lm^bf2@sf-17u0U_?iFTY1c8yt<8IJ!e|CZOuVE&Lkkc-0qbQy1#T=FY= zKH+@Cx)Az*L)OafB5Pow$G?sn0|S~%UwiGfzW*0pl-7mF`M2SQ8~S|Y2*IMC>uhx82t9^w09Rj^O^|z5~a~ zI6scHd^gHE8JpuO*U8-Xk9(`nec=l}?-l)jPww?inuKv}hK>{JQ}+KSKmLiV5Bz%G zCfVLmqefM?+o*>&F`d47k|KWJ)KF%fW z@8fR&!|{Li*=OtV|1X)>K_1IC!}ITzS6|WVyPI#mRcv(99VxCX^q zo!I`d7W?mizcO!c-~Q&f|K~axp69sstM~s{%gghBzy0^qIP?6+F>D)u-gxtkYVEbw z_IAbkL6`sj_jIm;$N$9_U#xy0_gi6O`vbqD%!jbt=s#|){qJa5UuC+13hN!Be_}y7 z{!O0zVzp9e--?m;2S1oQ#r~oWYy)i2uejn5tDVExv(rvH>G*qw%>U|Kj$mT@J6P8K z$MJXSn^UVTx7y0Lo!jN(gZRf`Q1N*)rf8i4DSKwJUg`;X%Cj;=5w2E9Bl<{&#xP$e?WPh`_`VyYh09@E@iYl z+9m!ar&gb6|EYYg-|(~Zf8~{b^F9gBrMCIU{U!Em7?0Jr_+R%|ztVGs_h*SAz4p3m zb^l}DOPf*4+ri_SVWQ+GZT`7WZTo+zTuVp)FTebf#^T_E57uo)u8KSub?m?Y{=OgZ zxzbNos=od0Z@CWR!Ambr*7#$trQBA#HeudQpR3Dt42~D($gvMBgE+0V_FC0Q+z*g? z@sBY9+mYju_aAl}4+SgRywHCvRK4^P_GP-{XZv^^hhV;4V*kK{wpIgWxGnSpisx|< zFC72XSGW8O`aI__ceKBcyZsNxKknf&H&|Hi>Fy{w!!_4j<8zC#y(0cNPtgVue_Z$C ze8PPD^2^)&(l37T3vCxTmv`Ao=G*1?Up(ewJ-2c1>VN*{f3z&x)9G@*3vGL$h3$FR z!?Zov`ER*0*2&2Hw$#Prk9v`7uzlh_6ZU)c)z{E^@jNTG?K|>}$YF;ZT3vaSt)0V~ zeZ~jd2n_b)zylAgjywK1x#s+_wpnb;WNEAL^Z4VBD-PH{ZTlzP&+WJ0-gUR$ifb8( z3EJjd(EoA&uua(hq4qy0^I`Y@ZFzg_|FJd;@#a6~73#;|Vve};f4V%cx0jc}aa~95 zA1(IZ(oUuQp)T|rj1R60SU)J+f9!v@-g;}TAC%bBPd`oLO25>D^7#MgM?X?L>RMR( zJzP(IMxWKN?LhlP`H7PzdcE96`bXY=d>E(b2mL?!efQ1Rx!X$H95JH1|3w+B7sdYH zD|1S$0~F^{jQ@vy{29Bp@$aK(e|7(Q{U&j}^Ugc%*oORr^A1NJeRR?Pu#Qag`Hx&2 zamAeYG`XIN`Okp|9-y{*`&&}(rQdji&8q`{r#!ocIyTv46B%DG)aQ5>Sa5-AaalXK z{`%`zPo-z`+Wb>jKmRT7%b9Rj{>S{VP8;|Fz^C&eWl)WW5226xr`H_s%u`qW3EoG1Ch%M#`-zq{rXVK zzaRfsUB&tK0ewFK+i={b>#n^{&k4>kzbW(Vf0z5|+Ly`s`>k(%tC}SD)bZTMkw+b! zur_yx{k!PGyq+8V>@mk2qxV;zd-l2NYhSZ__vl0MOkSIRn-gf?|JP-`zyb>_;MWgl zopp}Z@qgd6aR&W1bJeA!|JQzAw&AkNFVi_kY@hWB)`wpuISaM{eYWnOU_mj49e>>M zy1oYEB5kX!zM97W63Me{EE%Ylm1h#QJxD!QU;TH-epALi=rtZ`Ji+#1F5#`WrdPNp z`1#N0Ia%cEIL`a*ZFxK5uj^z)_bth>7=PSTMsE0stle2^>949D`-!zk*uR*!@5peL*9<|chBAT=r%08(89j%6ngYK zOMlgJ{Izz;i{V(p%{aBta#xur@ zKl9h`$+aNX53>JZ{BbOB%&15Fm;c`Ke*CYJcW}Utc@MS~w6E9XnOMA^gZ`nra_E0vd~uT2%^doL7o=?p4!JRW^8dBhUeo!1%A{M5 z-nu&ZQ*OAP4t|Kpy2X#2eBrrcNKo)6|~G4A+w%XVPxC;HzBay`EE(o4Bd zi~-o@d*wbV{4xHo%KbFxb-yHz?`QnY$LHf2|A*tB_lL1Y9qlOY|Ni?QsImIXpZ`*v z|84D$DVIK(>yOGd$sgdF(H3$fu<7WT(~N0;F_2rErzI?)%)*` zai<0EZ%^ZpT$_VOe(mie<=oab%w}^K={%M7Al`m3ma(j~MIGC;KGZMQ18UDctWJ~b zwmJ2G{bPIYxcv^PSJtdQ^Gr2f z-nISYlTXM#Ow;rDoO90B_vXPr>bUH(%k|hTvBVNyC)VP`_?PQsR@J&+eeG4P7wb1) zlJ)ag*NO3M{a>%|aavm5H-fftVOlqYZ9^Xvk3ZJFGj@DejnB8s_8ofYA$q@+k(#N$s?tH?8nD6iL=QuZ^S`LxPB{;cOZQ=R z*nS81kMj@Dq@tY7x8ofR2dTWvu2^GL_CHu>e4V@x4%>$P!uSaPcwQHC?~gx*ZMJ{B zpAt5#BZ40tCqL%?Z(eABKHrW$DjieAk-So|Ews>o==yPvKj?op+R&a~)#q4+|ILQK zk^4P(m+VY^c8PT$zuA0?&E@{cIriSLF#aG{qK^X(*k8(W9Gf9+B+adh|E;(FquNGq zJzCo^%A9s;&f8HgZa0qqw72B<4`f|Cp54HGtT*J@p@(FB{h$9V?*$3_`?B<>lRU?_ zbIjf)V(k&@^SLkUt-D@z1Nub#%k?PoH`>lT{mg32#rgT7pZ;{EqW``6>T7)4F{g`d zM*QzW|0y}*J@Oy-pXbAH$KQFO{nf``+;hfp#Cv1v`;U9tu;HE@;)MQBDR}v}xknr` zJO6oI^}ql7KhhtVUj3!^x6L-&R6mycF_=$hjNg)H9{#Y|AM}_mzx?;K-ZRcT!;dkJ zKi?hm+N-bWJx&~dy!Wf_f3Wy_%2zNkV}>EhkxzwMR4ijA`EJ96T)c4K0LQ|S@BJeJ z@tVd0onvJ8R&!gl@yOaK-ldh__lSHx&&^vq22OHvv~RRkv~Mkw^hx$>T42$>G2RId zW#5l~8>4LuSWxDz+x(v<&u*gKBcB{KYLxn4QQp^T{c6h5wT}&BN$PWNljnoRggo_+ zTWu*ZuziFtJP*#fmM;I;&%yTpymQaW$9{fAuZvwl$K;qZ&&uj^!z z|1G!JLXRPjKknzT%;!J<1>NrY`(&bjY@^n%_2vCQ9hk?M+uNVEg^#iQe~|v)lzY5? zlbjd#br65#uz1E3$NXt|PHUH4cCG$zxo_Hfm2~`Z>^>uNL_Gd_pIL17KAD--sIYFK zXsal%bqrJ|pD62Iq(4ACX#acewO4i0$tP7<4|Af>GtW3(e;3Nu<>vkebKj`*O62mP z|GDz2D^)*QuFY}Y{C-ng*M9CfxR=%4|2*|ne$Rw$n{A_Qx8@pUwHt^N+c}ywv~teh#w#<@;m?lIMn06p5!mEOo!`$Di}gJKz1=eEW>* zk60(8ZF7V?Gm3RGXxWZD05U)-l`|DO*!P~UUU?b}PPo#Xh6XG!QE&vjuN=lAwk-+x_OD)GPf zK0K3F<{!K7v4^&yLk~MdV>i3;XH$JZC73K8m?v+;;~xepStBACPD6Y!2D_ z)IV&#x%o)@kG_|6clq~zwPXMFo~raCaW2RD>Vaze9kv&L7Job&%5BE)7_GMIYSqp% zhlu$D_T!qjOAPGYQ8wm1CUb^%tStUF+<24M!#VM*uerML|5ces|NZYbm1n1R7A$h> z0nO)dTy1^3#beVyY-aID?Ev%j+{Pv3J!Clkc>a(v!aA8-ZoSPh(C3(!@kgF$?P~6A zf8OqS9<;Q-*&Tmvv%_rv!}0$+Ij%qY;g59woaakC|1j4xQr1@DxZir)t?~|zM@1f~ z#|-P6Fh76h8D~`wKJcKnJAYzWZc7e272S$zTlv+TSLd{7$$1oOA6tG@SpI z=L=283+1uy2kjB(@outRyJ9=#-6o*B$^S08?YmZZ&*a?F|M`B0{jc|bA9wqkGUauR zEBmOsWZhDXKi8|U|HC{3j@!j!F423ac*h6YAJ&QBAI}#v{*&chH25tytSQHFW8XuH zIq|^Jh$#cYJb3U|M4vA>Z{rKgLRCUTR~gLyV1^) zXUhNj*S|_V*8igaXa50;-%H~*vj6?KkN@1}f3?-u&=}zvoOu2t|G+b=h#%$(bi4Ju zY9D{F{%e7e=qE>1Ps;rkuS<@@oa8?`ry*sZdFGi4Z63!T{Uz!_JB|Kh%l`k90L zE2VdqAF9xv|K$X7a1N!t&O&IGYnZj5m3G#|X5kJE;9jHU_c-u=x_wRYTw11pK(LZwPJ$B#C`!T$K<$?5(yK$`lki!o1I3lN_UZ1a$80F_uWv*48o6))abo_DeSMlO|onNdY^-P!e zVlD||qpfep8dTN^iuIPdeNqQ<#>?gRSh3zu^D)_%r(~{I<0;1lYc&)rdhS2ukE{JL zZkW zBhRAZ7~_4!x>gHi)A^4zI=C0cHNkwA59gns$AY*1qufUL*KNq)og9~AGI)fgdussE49;~anDiL*WaSnGJW^izk)@8{tCNQnQN z)83SICD-XYT+sL7ANNW*hl>7Z_uY5*_J?iQa?35eFWOq(Cj;G%(uUdpZXx#*dHnCW z$DWhWeUbe@TRTPG;YC@W6_Pa&r~~U~ux^v}VBO)Q^gbDE7xH_H0ou~^3h(-3J>Oqp zg<}7omb~tYD=yb(lb)7)LiqgxVwcjjnYsTv|NQgKCO)uE2JQb%iPZygPT~ESpl`{0 z$;@|-zseFr(0OV6A5Qz@vyF-(2lzUmO`DoMY-DFeDAo-W2 ze{D~9mieD&qe&gDsKewAW6CiBDm}55Qp;^(F{{0-n3K>Pa7og zNiK;&-P&O!O3bCFgs*80P8%ffNiK=&Rh?`o!4Jk$%t4?X>JUx@gBJE%kxU#_taU9G))c5c5>}!Ma(j2SH8?4E30YL_7{XSk}3u z`4F7b);FXWb?iUhvw?baoqF14%eB^8)3+PXs{+ew8q|xm z%-Dwb56s8a{;(bMn*SpXKU`zHkUXb3R-er(&wspIhQ}6b9QdwMyze5$eJ@$h0^DMf zgE0P>Z^v;OBXgy|;+Z*MaJ=!1AjTcUYr=#HGDeM5?DKMOAN|kbvc4VdAM@?>1FVnD z;KM)L#Uqlp(?9H2>APVEY<;`5zq=$)#5Q2AcHG!;>K`~fD~RX6kk8$a=6E+vYif3r zYZYMVAJ_2MFTAHIZUZsV|3}&X%?tkV+Y)R~pnNYP<`XTxGpk?AJ2Mbp9DiS19OBRY zjIl>Qi26|OZs{Lk!*&1H^gaJJ9}Qo~d82>K-C$lC@6AP79DmqH%ldYVe}|{@13L6) zn2W%*0s6mK5Bwb_*A7~TVAq#@(Cw5qe)Lht6j;o&Ow@HUw!N0O=l#dph=pZ+Kl^{Y za|!PPzE;k~&wt_bS{MA_ekO80K6{Jp`O`MrX#a~b4P%CF&w#y8M)v0)_x_{U7F=&z z9JBvK)(`ES zeisq%n{D%t>wDe<()UVBeeD12{nG=w_MQG$mUW@I|3-SCog)P|U;ri+#y~(7uyvv!u_- zZ6Mr7Mw^pZ!^Hk+`9A=u}zUTA7X2OjQuNkydw_Jm`4Bc zea>|}zw)I%P zF7torXK4Emc@GE2Ez{Yyoi5L}px!uth2P?c@y~g?txV8{XT4ZNYP?9NYLl89d8Rf3#5s#o8Y{dyDeA9zwTmpxR+a&Y9+RX6^Ok zX@A(hdCfoOD*5g@#2W9#vkLEyN4d>q-5Jk+w&(jiZy&t>Vc!0b zNoW^`6@_S(Mo=fEK>&QEu4Lcye z+iLH7is$jXcKi{K_|N#O?nCJRk!Qwp+gg`Mfd8p#S-w zFMUbwmE^TD=)*AgfVyyu4OjNt&~e+aJ_dQ!qw-8L>nzKZ{Xgo(eWZxR^GGqLX8EUO zo@dfTtZz5}|1Hb3eJp+BSm?b%*$2$e;r=q7eTN=vNB7!m@8Wka?z>OsGZ;V8 zLH0jqc!}%C|J2IoNCh((tWl>ZGQON~ZeTO8Ve%hz?frW^JHw^ND!osJ=P%k&ng_A- zA)VK%&wZ`luaQ1(rp&ABdC$2M*28_Y;CcV?a!p`ykog*!gW>hVa^L)B=vS=YqJMjiCGUS6Td*y++`j`_9MO?x>u%JWq( zy?+*>)0U2e{bolI0oUqHuwM0apUAY?JE>MasLAO)+_QH z7vsfFW0-2Oi9_CH+zxG%e}9G3-k9lNz99&?QMXUaS|=)$N1H<+0 z^w0KB9FMG_BIEIj{lTrdY-_mAH>W&1-P z0Q;QyKjh#;ZCy<2|9HGs`Ps^PPY2tGdhq*VcpnG*W%yclnPudiqiGGF$fJ?B3l{r- zvOE*bx=8UGOt|)hjQooGf5;&R>;7^3VMn`)?}5R4zOW7Sk9$=0{vZ2{J|5Svu`bO0 zU@nO3v)KMmJmEyy4$kFR|BE)N+beO_yj}JmzX=%QkL##<{A2t7ppU;D#}8-xA8z}{ zv54axVuoj&kC0qpy2Om_ugu$DNbN(~h+ynDQtQZVTO_a2Csdm(n1nf zv!nc=6?B(FO)T17x%m@&H-wcKwEo>$4nP*|1SNxzZU`)$*3#AjWB+J<7S@r-IVSDW z+lTgLNlyIC)Gkq$ZQRPI^HcIE-2YJ>+c3(qUad#ky5!MwgMX}h!CH+s|3`WL_x`O9it)$%%VYAcPQ33IbCT$bbe(3)_=7obyd&(n=bx8$IU_h~-a zf6e1kyWsKe_kaFr|NZfwzx%&W^6@`i=FoYsQrF4!<6j!zF)sJxKgPRxwf#5pLgsy> z1hi0tbOW1~x+crcks)pIOO-*oflW(YlV#_~kkVNTHApwGX{l?n>>L@=7Qa-rL#PGi z?=HzX%6wYqO5;3w%27Nwx179a&&=y2N7p%E&(Bl-4mn})jJxrmvdcKTylHqh<2fYC73FcDUlLYQnxDOQUFm0 z8u-8xOqI!$NQo+`Ta|GsfT#lvd|(xuac^1Y$%S&w z9dhyfOsbscl7rivtnqeVOL*irn!_iabMc~|Tm9o1$^#EPpgK_ACwGOsqi}xP|9p*w zV>kaD|9=0`C-C~ZKmPss|H_~0b%p+Iejwy7kll3G3cXgy^7^! zvG3wK7UtyBF&B>++w0zQgJ+aPuPVQydC$g^IzdsWoG0VqA?qQ_+6@C2s_Sc_( zegD(exxb8kr}4#{P(S{pvAZ9C(PoNv!)GE2{k%E;#thd}J}6yqCPG_z zBK1*HR6zyNb(#7^3$qK()X+_lNctspBmu4{nZoRXGbOl1B9eYd9ZG;JN~SQo;7keb zkPMy6VE)_IpyQbgX~+7W0qF-tk84Y|ZIz4mEH<_0^I!W%oolb152+mTQtLydjGiOr zr}vL>r;mT%{`&K;?|;yr_Wf@^{`BK-pMMNL|LREpQre#LKj4a-u#uE@)kJ-+OF8+< z8e%dvTZt%iz5g66=R&*^%k}1(Ga;`|xjN1n%sptTyNliC+-=;c zIA@(vT$Gr?t1cQsjm8dY4CsJ!)|t7^f7tLM!q{T;3p2yqH}Yr8y)75V z{J7=R)`x1&?KykOF(h~AJi3*|xhCaOZXWY@#ijf|=V+L3PIFB3m(~{c{`>g%?N83L z)@$be{L}uc?|=IKSI4Au&rCn|WzW3>&-^ZmFVygrbgCxutMa zMZQ_7SqI1DQgyV-Erp{h^0_8*W*rN6~R-}|tHA;H_7Ml=R0FkAIiCOEh{;fuA`CsT%Qq27|-9OKIMg`XNYEm-(%|i z_wn!BAIGIk`|~fyLgyFa_|*45K9{0v4g3Dr)*1HWPrlCS$KP^32)WFBl7HmP*b_ce zx#&!W*0>VE{5pXOqX-?%+JKB1gnCn})-aq5l$Dh}ipndyeyTJ8cfByCT zk6rio{jbEKAAkDsx6ePAMu$weJ^w@gTv|GdxS@`xY&3p*5n+fjUG|!}h*rKV;^w-V zveEeMMT8;BblGd>B3k*fh@0zb%0}b27ZHXi(`B!ji)iq?1}YG#8q0%lUmj}%kpoDM zh-*^M-!Ye-)-cracwO6&=6PaX1wQ_B4&HKg^sQo-a``%-_ut3AZ-4#y*Y`ht|J#p0 z{rKDGAMZE+iaFq5`Jd*83J&>Zkz$IFD~Qz!4_i&uBIe=&++a=tG#xx*N(fiNQvbdDdsdSDV`GMxt@?IIst)<-~ z&rW$b=GCD`e}R9^wKWg7^8+}(8^-NCkC3BF8H_i4f4ljzGMHoR{rB;=Hqo~~jf0*m z{rT7TKhoD~ZqoO^I4}C~ryqYkzv%N1%c+oCwd7wp?<3cq|EV=5g>{A6a@i7^C32+n znyFc$-Fat-4hm&W#&@t367{64DO0mVyYtQv9Tdu%jPGD6BJE#cITZTx`wUW zc>^JCK^;?8MXA06wd<@@Nl9ADWM|GflU*rS*SE@4CR&o-Kf}Y&_Q#)*$me4{Mnu&0 ztumE~mZWcg43Eb&E1YwNphWBXR+-8~OVY=m;bCa|^PiFE&woau-bT9gb)3pnCR&pI z{9|}Lrdi>fGXy1C*SE@4CR&m{{tOR8J1_KqVH>&GpxhPGXd|C(nWK$VEe&%}^!^#D zf-*v+g)s@)mbp4kEe&%}^zpBUOl3xhv<;MPnXBW}(l7@_AOCvD`uIx(*g{C#f|PBU ztK-ztFb757{^}u9nGqsw17%z0>NvGD%t6t|zaFwa{t^MU5Yo0FWn1RzIJGp)LD9Fr zddO5}gh<;!*_OFFPAv^{P`r=$yRT4PvGEQdQwQdDMno%>Vqq0j6H>3XE_;clp{a3j zW(3sxA0$$BQ(g8*HVsXUgEJ$bKK_G5s&1;w9?7Pmsc~>-1k}fWkVw@{b=f1?G&D61 z&WwQi_zx1Px~VREB%6k&#=)5pP#^z6B2_olWshXj(9}3MGXm=4KS-qNrn>BrY#N#x z2WLh=ef$TBRNYjUJ(5jBQ{&*w2Z@Wohwr{zIy*23XKM%m#7%kPIVuDMxvdDU>O?}C_zyvzWVm(p$OqY zsPrR7wYywM)MgsY#s&pY6qVwukH3c^ga@J0j~LbNav@QhX)qfb6hKi_imyKY9*Phi zgi1eRRJ+TCL~W+QY-~^fMNuif`uKY&LU<4={fJTRE*BEDnFh15K>-v+rTFUO@1Y3c zL8$a2MzyysOQ28Fw9a*zT`?64{8A`KOlsvre6z=y}OF49m- zsR~kH1AKTa>mm)cl&T;FHo%9+vM$n4OQ{M{U;})3EbAf-wUnwL1vbEk$FeTcP)n%_ zQeXpocr5E84Yic2AO$wShsUxm(ojpO3Q}MLe0VJDA`P{asvre6z=y}OF49m-sR~kH z1AKTa>mm)cl&T;FHo%9+vM$n4OQ{M{U;})3EbAf-wUnwL1vbEk$FeTcP)n%_QeXpo zcr5E84Yic2AO$wShsUxm(ojpO3Q}MLe0VJDA`P{asvre6z=y}OF49m-sR~kH1AKTa z>mm)cl&T;FHo%9+vM$n4OQ{M{U;})3EbAf-wUnwL1vbEk$FeTcP)n%_QeXpocr5E8 z4Yic2AO$wS6Wd~JQ7KsU!RV|r-#w7&DS!eqAr$&?`k}t)* zeHBbZwiJ$7g$BH{&h+tb31N;-3?}&&Yl}+Jst-nIo$2G>$3HifmRKZJAi3?hvPGpf z)d!=q&h+gs1u;jY?|)+~yp1{2Vr^0N?N1`0aS6e3)|pS}`6u@d@-F&5dJ|%30)>r5 zNTF;0L`39??)~@iXIseaDr>SXwjT1N5nu8V5qYBe_Sd&RwuRi*vL@?d>mg4X@g*M- zkteEee|`I7TgYuKYqBo39`d9SU-A(Vd7}FE*S9~mh1}M%ChKDBAx|3dB_9!yC#r9M z!)bqvo*x|zZH#Z?UFA$JIt0#33*)?&Pm+>oiFyE|Z3vDN)JqHFyxNkaBwC^#z-UXA z4uN=SVVu|UNm3FmQ4e6W4Z(4OdTC*tS6h;lL`&2I7;UN2ArLPujPqJPNlKz6>H&80XcNBqh-j^#Dd&s&oj%OAF(?mQRwB zXo-3NqiqO|6Vyu!8czl@5V;XEm03(v<<;=f_iCToL5_t zltfF^0~l?o(jgEpEsXP8K1oWVCF%i;wjnr9P%kZv^J+_yl4yx~0HZBcIt1dSg>hcX zCrL@PL_L7f)^yykiX!To*9gH%R;gT1HL7oF>W~IP6j9gv&k?h@gy@h}+Q*;as7EZz zO|DT!6j9f=zZ^4*ONb6xrG5KjIO-A0a+7P65k=JX?Jvj7;u4}mR%ze<7>;_xvfShv zWkeBmef!HXv$%xlkX72ZKZc_ou`D;aMj25=-TdDE7_mm{ih&_0&;~x(a)e`~1wfJ1 z6)?HdYU=$L5v>c2cohJ~k~A49l7^T!>g(fQM6@n6;#B|`VA4MR8Ucobv~PdjY8vgS zKmR;7ZA>Fx1&9rdG#M$9_U+H3)`(}{{ya8qOe0MqHEcCSP1HiFYcWJs?>|Q)bM@%wOCq<_z%{XtzeGS|(h``c>f2wA zM&`VgIn%J!6g9DLe|`Jw&p(_6Ehk1)_5DwdM&`8pD83rDnxZCZS=F@|qNcNU~CZnu<4UF;tSCo5m1W#9h#^DnlW+F7P1 zv)3&B`PZL+5&>%)egA_9#8_BF^jlAy4jW1peY1jdVJ&85YnJ}}^WZXE7AHzhHEMH*)HrC)hdOl%hJ&=hqRLbE`_ ztiJTC_m6Nj0@RFQT~ib(ggUaNdJVmP_3=lzW)r_=L~BK6Q@&x=(CgPcAOH8>d#`%( ziSgCAvE!7qK&;ag53ZYq`Vb+3H+F28ug*!BWdyztD7HF8Ypp|yk#Ae|R4d7m+5Sj%V zW-Vx?oi(vpxI+WD7b%2hfreQNT4`rZY!>d&0PaN!p;@3|)`C{rSreOuJ2ZfMkwRz| zXqdI2m3G#|X5pl1nxh7Ml1t+CnYzPBl$gus4idhmH8^dMz$dvR26bzPkti|GkN$7F z{q}0)$dT2^1xHp3j$BarE3drLqsFMt-}1{ZuVvnN<4vj4`j%zBx=g4iuu`^b|KEQ5U$#whUTa^K>asc)tQKB) zp$fi^I`XLMop;`8Y_Dx?+U7)pXJZHP-z*X};FDYucVX%dBT-`R+W%CN$m~xwu$Fb# z@g|p;P?@n}hJPGC#(4Sf^_F!fsX){*ZX}cZQ*``X?EkjgZmoX*``=Z| zE%(jp$3OmYwc`#uR+A@BW;A?PEFL*V=bUp+wdIyu>i-s78QpS=EvqfI+`{$u+;ev- zKdURT=(94?_F&nxUEwC@Uw-~y`|JWWy+KsR^K{zQ;T$}v!*pP zZIHlc|I~o;W7ZNwn^Q5DEiK_|TEo)@34D@EVoN?|C(pm_vwo-D=kAhrsA--p zEy_b^D3Yqs=W09D8892JC=a2b_+2Dln^l6IiR7>VpnC(6-v57-M7MAydHbm|MSm3U)$0zfB6e< z7G=9&^s4INM;_7KbU>~HmRV+*YWwZCuhv^{J=Kj69nP!EFH5<5F6LY#+zrJ?6aQ_t z*~ZU5Z1Xb9BG0ys(eGlreDggllO|2{^KYr8mQuj$ufMK3^c#zfS}Yd|Tv08ApqTm3 znO-NhiT%%r5$XC!u9K)=Yppdyt#i%>cYgeHX|w8g0jwjkJXEfz7D7XjRE0i!=}>3D zY&e#mIB}vMe;z+>jA96^)z_h}p}NJQJcNegquGDm!a4Ad{)Fvsq+Cz3{e4QVbsvBH z@$MZJ%SIb*)X|=;pFsOQ=bZDrjulq;K?i=II{WOieUtzF?|)V3f3PjZf6_hw+;d)M zooR%-p_sekKj`+?jdLJ3cDJFJhxfnOms&8w&EUacwNff(e0jywz-C~>6mLck25T0K zUBvw7A9=f-<2Lp&$Cxo=MiHvrcHOn?3#4yYbImYDen7|nob%3gKRIttn=;seP5uu& zAm;7I6#LL6g_yT5t)_p;eEA-G>>>YqR!1FmRHJOJwtfHqDchBE^%2$TtFNy2KsJ&4 zAgivrYGK1RUvurX4IhIkX6N6_W}vH_`GESr!CVv#%N-}?1M>eu%XOE#8f@b}Ape88 z_$c;&PW(@rILXhE3og7+I?!1a&Yg`n-dOeDOZS;PZZ+n$*IuihditsAsi*9Jywazu zyY9SG?$wQu`$r2`FTeb*JBufSkZuSp zoz_7tso0>!Q@uhuJ$wT8|Ay;sNPSRwZ~x+p$5^XO`;R$F9mmtPJI2v9*I1(w|9}1K zU)948KU`fPbCs80ae4L3GtbnXX|ZY%)LGJxjDPYenb$n8y79&vr9YZhVZNPyG;goP zf1->lSjThGMHf}iPMFZ}f8c?Zw`2Q`I=Y!7B=2@mrS3rvu0d=5y*!vt!14d2??2|x zG3KF76*(i1J*a$;qod6%y6B?S+i$-unpr;I{)=Cxyj_vuD;$4}wJ87CV~;r?Rjo4W z#Wp-U;aRiS{Cgp1QfVQv9yfyt{tJB)I?HKUlu!Q&f9WNc*tsX$$?JD)^Nu_1ln^x{ z{$F}&a&^TOS5%kDy@Z!!jR59rQ3kR2N}6xSF?jmvr}h8&=bpDp=(}?xlR?N#$%%Mf zh3 {r^KpE`A_`-E?-6~L#nY8nBM|L327PWR#T(@v`{kr>!~X(}xwaVS+iGvS%) zf(tIFuDSZ^>Qz}&^6tCu_`Xe%d<-9K&oi>WPsu-WtN3~0`4<#F;h71I_`mS{^ST|U z$#z_D!TA;LalR+leRcn+`^6Vul=8EruBT*f_8jeV=?B+2_uqG4b=KKuRd-4*Sf7JY z94eLnmnOd~J}++^Kg3z*+XWN-(}&fODk+p%=qv{ai*|yNK}a_QmQL#+miOoX_~VY# z_Px=D8y5a&%3K$6Y_!42a(ueCtmz-?yH;Fb1ucu?&i$H{&L`X(Yn<_BAN^x2UwY}Ksu!ehr7B5Ok`nCH3^bG0%t;K^z!F=kl0+pb!A{LUGilA7#9$39 zv85_WiQIPEZQizK&Ya02LJh#O??`@xH8W^a7fbF2^ZAmWp}qa`SNU8h+l5t!I;`x7 z>WCwc$Vza@!GjMzSmFG@nvn>gf6`?1auKV116YI7A#tQ$F&Q(^461AM)499l7F+2$ zeeD0j|GAK^8;|}m&o_Fstf@)Y@jNeg+G$5W|Csl2oeVIz{uwj>)_t3)+ zDi+(o@>oy3$DVt6{CD4dcg379`TnOy+PV#5L5pivLB1=`V~-v^TI-AZztc`T`*tj~ zwB0Wm|J0N27j;dq-HRmV2LeNNurXJV5erFnY3n3Vz3JP z+cd9!;YBvL6|5E3)M5O)@^4pK*=Y32!I**OUDEyRV~kR@>|N zC&yP)WqvDuSjVorSzE;O_S2?LtDYP`zQQ$J`=|8JIviUlf)H3@OI4DnBqi9X8E7W0 znUff-fhD$7C5cK>f}NUyX40BDiNP9JVoOz$s3axWsTpV{t(lV;tbrxAR3%A>>&cL^ zU<)-!H?V1`YqIPd8PXQNR2ifj*tFC&S$2*LDV?=YgLDI%mbxa(&XFN)@k^CKx`DJ@ ze*@Ra*!)WD>p54n&p!Kkzl~>=h>7cDZn&QF_GNC5J_r5Sf|8Tt{vbYh#`SAo|GLfT zrEwq6n6X|`u9KND|3}bxoF?BSYHamnwsF1Dlq*Cd7O)r9%>U;N6dWg${J6S}9Y13_8*|8(V* ztJ6+DU9MHfOD!#6tvwW0wvNlPb7V;CRRq}}-N3qK^5hqN`>_vGr@pBOuKgX{D7MkNY<8``OPf?z*oov#dg2pCZo*wDf<-_4n9)kLr|DPVqACNAR3S z`SYLuOqY5OMeC~7=jCMkxW4_7M{NCt+5|sidbx(uD-Fz?#6Q4=tsko_J4c4Jte}t# z(hY1{>Y6M&ml!2-=~yyVv?gKPhH-r@VL3~}h8 zhlp*U(f)93?!4p9T%m9)OTUA9ek9j)p!zSzYmL>{sGfh}g#sJ>o1w1BvU6leiyBM8 zAl<;GrLM`cb7V+MmxW}IZeY_=*JRl_GNgsaQZPt2uxY7lvg{lg($ZxiwL_={4SZl( z2~{RjA|-;SD&tZBQ3o3Mz!FTA$&^TmDydtQaVdbP z0}Xs&38u#Vbmp6{3sI$xe+NBv*^@|S(QIR5zKeT-alOOcb@Sc0iCnGz{cC3UMZ zE(H*Epn(r8!8`A=iyZfX3in|OECGQs?^$2plO*%)(*DtAkk6H$=*W1imx%MMXm7~r z7LxY;o8SDVy7`uyrHWXttT9SN8Qi4+p$;_gfhCwKlPQrBRaJ)`dZ?dEzgl-)HS8(t z(RqIT@>e+que|cI>tV+lqxar>w|e=dm-U%kEhGDn^-1s)^G(a!oBs2bdE4gO|KJ^4|CDE9 zv4)TSp}YV7`xJZo?RGDRby$B@Nx!wd;&J@Xk#&FhGt2#<3_cng;aLafHn4SAb3q*_ zp3UWbi+GK)-FDmRvx&Dz`@*&XyYNE)Sv?}pNn;%Wu3>ZzANwP7BbcjgKYs7&n(Afb z8Ub}+|Cjm-o-3YJjU7AI_aC+yGp1wH<%2D?SSk&ynuFEk765^P5@l7p)PjJGcAw<_b3gV6pE2V9pIP6c|%A;`1kzS|LY->oc7iPWmJ`&=V*jTSU+6=tK2 zHq`pi{?HHYxZ{r1vZ2jC^boHdX3241Sg|<%oBd(4YV_7ySBvQSJh^Z4{}!#LPv@E~ z_h1`P`*y1`E(H{Ipn(r8!Bm+{iIk|4x>XsM0*E@$zz3FKs!XOtN>oYRs*FnkL>*}0 z14}SfCQ~9Ms-$jJ#-#wF4m9wARj|rbhT=809YHN=St!5Hzcw=^a4(^ZOJxN?YDZ8@ z8VU$Izx%)Ly6f~@$5`-#6<4S(z4TI%CC?UlHMve7FMShu^y4e9yh?TP#TTbOe88Ve z<$M8f$noPR&g0>pFFrf$u)XE}QYZ2S``Gc{Yp=cB|F-gsA3hjA;2+zC>x|p)xV^gV z_B+!0W7}5b131E-x68I1ee^M+nN>ae?6Y!h@Sx7qz5MbksM0_4`|g^ zv2`+%xBGnifIP2bYmHeO-w}%b79Y%cV4Ekt@O<^sD=+CsHe7)a!DVG!Dk}(5JAzu$ zP(au@X@9mMx%_hfx11iE`g>!5IQZa$HP&%lGmp7^+yXp*fMc`7m;bkVPyYNPaFp0V z^7NH{vXaF90XMxj>pgjA(Ok2F zz8&+^?DMf!^Wrg*w~HP&n{Ti5IZ+)4M7PQBHfeZYbkYCkIl;7P)1`m;xz~yH$NEVd zc`oHWD2tj&XnL5iAee-btnO@D4D|Sf-@z!MIw@ZNgYanD@vv?yWmU-4$?^{ zo+#~Sp!$8f*F(Rg4wb6#>;u}-KKs~njeO1v^IU}|7o72G>I|MW+;`u+9^=qM4_8Q= z|9aUd7oJ>jCPG_zBI%bD;Ct@5NA^4A=d%Ae=W&l~AKd2>ng1tBEb+m6(s};vx1ZeS z3ZK^`XCR*IERgSWzIxOs%iE)WEzS)Lb&=Ki_OKnR{(RNyw{j2TH^14)a}sXP7r*pH zeTNUqj*-5~^vHj?9|P6;8>}z+LM8L&_vib2VgIrH%PqHD^$&>)K3KQHeY*K3xo_gz zI!otBVS}Hxbu#Cr`F0lJoCwPBGhxDn3eOW@odoxTb!d{TxRZJT0$foth1msXN^pxr zB>j>)lmJ(hOf-M@JKxpgG7YQDk)Q8Ie=C``@gguE}*NCtq1p$I@0JOiH@m zzX$D>TW`_!gEsgtSzp!uk+}|unXU(uHg@3!7i#?Zj+y#8nIhIw;hlHgS^Z?CpH_z- zVL5rd{lllOL&5x}tnFxi^08D-zOtqZT_Q|Mx*;C_Ew-@SA)aUCd7eVXyd6F#o^(<= zCuLo=JR6A*{o@@gR(7CTN}d_V$Ma3u|4++$y5=YEi*oXnHIk#qTmrWT^UwBNYDVDx z8~Yz@@11wtp)UR=^UC<`D6GBHf8jB&j$DbKsne#)@3WnxxjEP9xi6{f6?q>Yjz4u+ z?_{3sdkp3oG*`y&O>C>xZYS^I)9n%cX{Vn?SJm79dfWRwY$rZ1%bFwnZWQYuCHD7Ug$h7d4)P?Rt_K$G~$IE`7&^Cbn zH%ZT|qVJg92iK!$pQwxXiL@U1vijOp!)3M)^F?~^O`7+{~dPNLF?dFkKSf<8dLB-8LV%w@|sz}-y!#X z{UbYy`@z>;drif8`?yX<*S8A>?@W92vB#>%9(_#4$(Ou%$;7CYmQo5hXPr@Klo$%t zMMGJsNP`*!I^djjruScqk0lXZ?`^Xu}|}T zGF63lBI2BU?6Jp-d;8o|(m3Cae3Q?^*(-*k-isX zmfqXDP5PJrm(~R1*kAFtE98EO&7q?Hebc=d1{&{VVGg|gw$@+mw!1ywjI}j?{NvVy zRu9WM6ZWU53!ih&K1bqeu|Xe;H4yl``_6k7d#M9h=I!*Q&k6W}o>g6S)m45BSCseO z@PqxwZ+KpF?RC|)@|(afPM*|q{D8K~@EgJABVTtRR(QWD{vUtrQTuJOT*S*lg^zC* z_#`Na21UlNL5%?zaLziTxF~%X{&!EucdvBK%00$=jjgX4q4#pIF@yQXJ7;igzxAze z1F72{zg~Iu6);p%e=Pp_Tq^qNA86h_OU8_M^tT_-r*NFWx^{fHP6p!- z`V;IM<|>z6c3B%YM8CB>4}&pz?6|RdzZv!5f7ji1)jIG#2L0vojcpEdulxWDeVMm2PKLt1A+KTXyPLch5WlsQt(CkF{$KX42l2m;FSnSZmGT?*OTg3Vu<&OV7E@81^( z_2*LKdm!nbF)gWC2gl?Rb+pPYg`+C+xh8UE9UMa}BcIXAWzm7R$y^cQjQcY$h2KZg zb4m1w?R)Ry`fHXx?{eXV7wPeTN1k1ep92m!K#vQ4TNxj7l^tUK>r?4j<6CdN)r$gw z`y@D~KaqD4;q$0m|3b!jnSZlsmaZNB!4FnY8}8u@_Nn_);q-KMem?cej78sSgNeoyi-hT$dh3 z+DNTvDVdHIvjv2+&cp)3cj*D6jns;klIdtMTR=GLOe`RLmmVc;bE@%>@zt+#H<#ci(1#+$^WeksHI&UnxAm%qG3u{|7H;1BEZ@h&)QxBgzLl!brH zr9rp$+H0u{EZ+kOefNhpQbU$fEZw(%i%p1-v(ChT3E!m$j5bm$T1uv)#cToLtTFq^ zyB*m+@y?8G<_&qf z>GSU@z{ou{YIBS18wT=xyKSuEv0jJAcU!DiVHKHiv@x@)!wx^p{iFXuAH%gW=zqQ} z&kDY)`4`@?w@Rwtwj=gG<~OgC!E^A~uh{=_KZym!=f3;yw|Y~bh4^6Ij6DZy{TQ&g zE}A0m&|*EG4%a`}S?sR0S1FU~s{6;gJNY^3q!S&d+my=K_F4bS>n_dP{rC>F{EpM` z+aI^5q&#?}W-X;y;-mNf)Aa66v=^*1`}wM?rS>tRI^~p8y#3)lKXxn!s@LS%f&7_O zt@rEo^mr;h8-(MY&ZW8mVgcd1^nlSuYDG)QbhMZ)Ae0RT>Rj7RN1$$ zwYII3p$*U1<2ROQC*5qb&8j!$w?%Ng=pXsf=&eUP7X1+J^BpU{MQ39Z#zDL9jB>b7 zyycc#I39K5_h9gjJ>0+Lhx6^QV=fE+aQ~Uxvd5l#5L#`S>fKFp7}m4=euHUw>WoRh{!>4v6v4-hp)Sn2Q?z$B52yAj7c@IhAt*VvIZxX zIQ_KK{rJ&8-doB3m(LY*9T@Axd_Cimm`)P?wZ%Ud6l4O|+n*Z<_DY?hr9n$X+5YLz z3jKffzB6i*qS&AP4EX7S=Lq*4K`B*FqpPD>Oe zN(Kca#|42+WLS0=Hmii4fBmZZS6w|b&&%#BUKh5XbKa@gRWmg;-8DTu^NMCto*Vzj z>8-cfs)#erDgHlFTqk;`JnvxKCQqJ37wQtQv_g{GTKLgCag3K^x2&;QwL8 zAO0_H{Eh_u;(x8;c@2CN@n{nR{Ci;N%-cCaNe7l1)qfF>Hj(JL$v+EpVW1QH%qaEp zS;$z{O<38)#ceiegK_Ik1fiDkve%47ZNwo)Rg#@mNFeZw{^0XS*L&SySk<`ND%eWr=b6N@PYefZ6E&EB<2{}-i(8K z?V*PrY9>uW4K_!<^N43Ma$hI+a9k&&jb(#8!#W$xSGQvm{X>7o%$c%Q=dtDq(Z##_ z__cM~oP5+7(}uFa|5inQ&yfF{+4qaKCybw<=kFa^CvE(=jjdy=81=4yZ&fxK$fjEK zOrAGtMI?L8Sk_Hg*N6(*Y|;kfHd>^X@!%Ej&pa*feBgg}ck3uFv40&YI)jDe5!IOE5UZzfEb(9B8Ci@=XR`Xi5Y^h_Rg+6R-pW-RL_tZPIC zZ8m9xaT_gC%Xryq#-etwqohz;%10JGw{^1C2gg5ivWQSPu+H%YnI3O8&7l zFXcaUyf`pxi-?q1zy<{v{YWfUN*S)?)RL zxp`3TpvKT`kk$B0FmeD}(S@wV>LGLUpxi-?q1zzqnCr+QBURXu$xc zRWn75kd`tuNt8S82(<%4QKPX9l7b?ikd`tuNt8b`=2?CJ_(b`BI=;7;e?d#p+%`x= zJyXO8vn^sKiE_ssDRq@nnJHjfs%DB9AuVNSk|=lF5o!m9qDEsIBn3r2AuVNSk|=lF z5o!m9qDEsIBn3r2AuVNSk|=lF5o!m9qDEsIBn3r2AuVNSk|=lF5o!m9qDEsIBn3r2 zAuVNSk|=lF5o!m9qDEsIBn3r2AuVNSk|=lF5o!m9qDEsIBn3r2AuVNSk|=lF5o!m9 zqDEsIBn3r2AuVNSk|=lF5o)(|+j36e$31B4l%`0v4!p zWF}aG9vjpTqRguPV+7i9>7~g`ummB<$#Bg-k1!+G$#ZJB0%J!(q^VQ}p4^V@8h;Ps zz!*`(6=J+86sU44C0K%*{|pbqR`ZXM$d_h2M$~BYducKgEJ4jbhR0)?8ICzZr3Bmj zUYg7VOHkv_@G!LX`e!5tU;iOSt}F;cNf>3svn*qj5vrsk4vgxbp(-FFL|6zDk!2Zc z>#3w84vZTAcF2@wgb4eTvMgh5J(YCCfl=e%4q1)AM1UDW*cYTM%UD}aB^_~K)ck9Q zOld}luumz=GS=2pNk<$QHU908)%Z&Um?4CHLCUg>we?ie5eG)izjnx!W`qd)l(H;i zZ9SEA#DVco#NT}dbH&cP0+F_2&NFKCLTMIOfpt~dX4|y4=nA?VSI&qiRsTaosx4~M z9?7nt%W>t5h*FLJ5Rqz&+O$WqE9i1uIU}M}<3B{C+M+h?k?ab(99PbWDAo865vjJQ zO?xD}f-c9EGa^bg{zF8nEo##q$*!QwapjDNQjPx*k!p+Dv`4Zl=yF^+BcfE}KSZS3 zqBiZ3>ax@9)V5R)L0{G&C@vNKzp-X>SvsVz()bf;ZqEBB41x0R# zL2PJXK#Qb8Y-;>H6d^namHtGia;FQ5+zf-*(7=EeNrl+d_RkO5I^Y+9C{wN>-o(8q|k}(iUN`QnCUS(4am%l(qxfCly9p|nL9tdy)k1vID+52Y=_V5MXQDxg7qcqnZV1}h~iPyr3rDO#vph10jC~Xl2DWCbdqL49~AZ4m}5B`Z(?4eG-~X^SveDOrIEXi!gRkFbZO z%E}KyM;$3|dj@+5yOG;EvximvO9V77AvlgYQsbYJC`TmUihF()NYw0U9CcMS=sW62 zjek!Fb97=biT6l*SgNi3AavA`8vh#qoGLxBNUQ*I?l`lDr84CQp`(t}{7XU15vl!e zjD_czBR$d{R?R<&fW{>R$5BTn-GH6|BD(Cr*`#UrVbm}2s1b2$)%>gZ$6Uy{mN}Uhvxhig)GzU<5pinO{HyuLT*$eWIhhx; zhd5!>FY%}macb54tNF)V$hnp|nHRH%IAPQ;@u(4TYSsK3PW~}^es(mpF}?|RmLs|8 zJYe2h5XZHBq7+0)a7KFTxE$;5G9ch#VAWg=K*+YK^)iiiBb?Hkq^Zvn+L~9)msbVxXKcxAW9-1 zicyw~&I9n)f;g`26Qv+ZA|HxTHV=-Is<#%zag`-XL6k&36r(H|od@8p1#w*4CrUw- zL_QRwY#tmZRc|eb<0?y(f+&f6C`MT_IuF2G3*xx8Pn3cviF_zV**rK-s@_@<$5oan z1yK_DP>ix-lE{Z*l+A_K8vuC6N!sD4PezN!42m;<(BZr65WoABs_yjLrk_)`B>$?GvRSN+KVMQPy?b zkqRU7y7ve{N>riTPj$?9Ic=4WhA<+p`p*%wxP<5sRaoQCaI_+tl7;h!IcIS9%%f{41DO$ni=J@RZd-li6?rXXD8dVr8@9g{nz*-$7=r7>#z1d zwf_y{OdWr0?Btlqak-Aawf=ao`U};b)_JkmOC?}r%?b5$Q88v^r^~=zk2=E{>SD@YX9rwmyac>pQz(c7{`5X41H)Ck8usv@z?X`!&ZN! z^3Li*CHm{XTtE(up|#sAh;F-%SQ}bvM~&<@9>9URHz|m2gN|4mT5Cs*>^2_2fx0&- zh;D<9SQ}bvM~&<@PMoeda?->BNpw*f4s4(444J>4{cKuBlT->!s}|r3Uw+*me3&N~I@SDY@2!GFqQs z{o8)&Htupd?pab#;~pI2Kzt9VQyXag#CkhJwDZ~=HsV~m_N$y{mo_5HHCd`ptN$AR znt%2BtNl;yfBF0%jWxx+N#g0;Pr&Q=Q^((0e}sB0)nBQ+6EJlB$Lclf&pTF>l^{Bd z#47mN&j5B-cn_>-52C~P0Q)bFB?m(LMy^fAyt(&@;W?V}gl4}=D16h0uFS0me(Yb( zhvZg|y!yxeOn&B24awg0W-PaS_bc9d{ItUq#vm#_i# zpGx^2spt%)*0Cv!tlu}c9a?0?z)WcMZ-EH$9~dr;Rr;Qc)Zd!hsXhnJ`Z4pvwV?NO zm|N$X4#H%IYhnC8Ak|<}x5J*=)LJ#wtK?PxT7%U1*Ziy3pY=Dj{|WuB_K!l>{@0$} z*6}Be+jab9KcTSJADud|Q!J1(8pul`f4HMTYWHUH}M z=lxF6U*zkg_CI;;VeNn87?S3P>iAQ~-vzw>V0~BAhCTIP$x0NNgxOfaOh7TAs}+nu z1eCfZD^X+;QrV#iC?;%)6B(odrEbYe6q$rnc4z{M30vYs25CU4Te1=*!1+W7Q$y6+ zS}TRx+-hkV8+3j=^@Wh9buRi&I`BmMyRB{`&!ej@_!xtsAI4(4N3Q;B{6mgOuGIXK z>jdv?%k@&^M!MeW^(Xm)SfqH={wMdhoPXgOtJ?pvmapSa9e)>``lC}9vhE|KLJu^R z!HQi;o0DnBh!FPpCCgL>D|RJqPNp3rLP%#l&{PI1b|r02rX3?f*yES1eid>7`G1$B z-)B9oa}{wOJ&lq2?Uz(fNNrWr6JD>|_xkkxR<)PL6CYpEj$;fU^fOOTf)aUv0S_pZ z$ugQ0A+<{AQbn8!O5_0sJfNzqG?}4!LfM~{>s4$F^t#&XYg^l*^W-u%;QuM1y?*b} zYjYV-!)8W(M!_{K9^5ijluyltw*wcoA& z_5P&B-{-}0UdkM5x+kppSFgX?|J44sjz4w$t@Vf1W`pXlSmAof2c{E_MAcrLn*P}r zGN|3A$xpBlJK;!6yGv4YLG_P_SPU46#^x>4chvM+&^aur4=}Hr>Lsfw*;iy(u3t!V z<~rBjt=-LrJ;%1SyQo3TkFCK>|2Lre_qf#fr~5hFM2Nci+`K_~3)hYp=a#_gC6KVYyQ{kzcsGb>reWj+W%;6h51yBkE#Ff zR=>t+*MFUwkj3#J108;@B^8rR=5&-h^=I|Zc%`WI#y>dNrvPiSA`~fby=pxMvFTB`^ z{}WF

pWh-=fWFr;YSFYF^_1^2;wbW1fAcdG^_7n@O)vlJjfl|Db~oQvVAtyht-@ z)TsZn^Z&D-{mhU5nrp89K;_@~@#C9C zyyRHdH~yjjeRj;4=9w{KSNdg+zp%UTB8xVQNW3=t@n+V~Ym7M#ORVelXK|T_{^z*~ z&ov`Qj%+sFbdzS~l~-;y`_cb2x88Q!d)7arF1e&xe);8_%Pzevor@g*apT7|Ki^}I z=IdWuyIFO$RrP$`c;k(J&IX--obR1>*sW_@s6C{>q-A%ZSCGq|92|-n9zTzUZV3o0&;)B_P_uB2Y6jH zBGpExpMJW=HOBv#qmS|0i8a(oC!RR0`0u>SF3Hx2=HiPl*7F2kyYIG}`#AU9^Zw7y z|F+w1tA26(S6q38_IDqY{2McNtnNF;Z5!+5x=FS1{FML5nNNS_)3%T4IvjNUpLNz* zo(JFf<~N$3@408Q-n#2K4|Ug5Pdz31QLq2n|6yEs@BV-ClqufNvHx0Vp%Io->An!x z{};aS`FtI<#t^N0!ApO0lYh@Y|GekzGRrPASNZSPaqxf1s7u@qYAWc!|82M5u6*qK zh8u2Z{q{Uu|CdNT$ot}*)UJ)cv?>0kw?02U;LkZ@=4p5kpKDG zuz8ZDmd1Qg&iRPCig4Ra;x>p2m?C@ob5hNr%>?SHukdfS2l+=|%XKQ63mD5~y*hG1`(Yj1fiq`}Z?#C`7dp~+ zD~-HoJC5r{v$i*z)j#6D|Ni@hYj=cP^COzI*81-hOU7}Q%nkg%LJ!yXiBh-cSkHa@ zcPZ-ji|icBx!dh$yQzQJKL7mlf^Fmg_C?NZJm(R|*geeizwI_sw`<=uqWRsGzf(VE zDz1@$ZsLMrFG@?BwI`GtWFNHV;tS7pUETUH{8t`LK`wUs`cRjrG3! z?kmqWUTP*!d80YugyWUB*y4-z);}|5%xJ#;^{n zY-Y@u-b|i6sX6`hGn9umFTe7N>$m%#Y13ykqenl{;92?;fRB%EMn5rH=*OGww!>W3 zi01HL9B#Qbm*X!hNmiDF>ObgpDpXf?gk};P#D|zNLTge|$&7;P-(nLYq-dZKCnpWz zI9BG8_3Ji=#6Dj7_gJ5CEBJK{@kf7j)6F+E=bn2`^MK3+Oq)K<>`46a%y{&Z zPssD!&DCnX#esm7hQaj=w9AD^w2}S@qaF2Xi`Xu)#1eY` zF@H4Z`hWcK$5j_|>b76y^^b9dw)FXLxc;Y2n=W~9Z-cq3TW+~o^JU7E$?E^rS6)?n zuTPq&^eZx+;o6VaKlTgzI$g%f9Fv*Ni!Z&{{PB-BHmF~&`rTDc-hbQ^Vb z9o(}bPhXL1YwDX*#paWmf6q;LKIGg?eIMl7>#mi3J4^b;3z|FcytA1xb9%Bnt9epv zocya_b?m+*>nG6H!UyU)%oDfc|JuZf%^kPj)|_?bS$liqOKpFK)a1<5*C)QFyk(YM zR`MlWBNG2lfBI7@yIJ}{)t`s@=i2M8)3zIJw2_XZ^V0w1%Ge7&V>#(aR&8OW2J7pj zR0xGgG}pFdQ-z}I1thDsu(IWX=ikE7AB9=7%JJB*Z;YkhH(OuLu{Gv1pV2@DzJBvj z^3~?>S#trV{zG)ougp{$cB_9}kGf7KjAt0zFfaA%U;kR;g=_xTC+9Ik$3E!Gz4!@I zb2I+aq#i!tKv{Dm{H(K(&Yj+Tv-KUfr)RpZljgXgKT76(ShvIf!3Q5KT`a~zj0D)B7Td?d^@h8_sahZF1$d_$)ehZ&ls?7@>yBm%JBfl zkM-q?Ew;Go<=8GH&tlfnx}5PxY~VlZ*!f4T0DBv6{C)E!I?RjZm;ao|`maCSFVfaM z_xwd|w6FggZn&Yj=IU#t2C?-KI4{>Z;E}KG!ge5)?e(m-+sP7+<(B`ci-Lm9nt%hTp!qHCcFKX7kFcuS#xw+x9En zPe2E@kh}NkdmOWR^AEYP)6P3f?c81`V`JvgM;{%IH}Av8m-=|JJJX*r>V5_PyX>@c zV|}$YV31Zu1JZ`{kw%JDKkP$Q9fAg3p$-V7@JpS&p&pvuS(Er-~ zO@IHV`IhRRhaP%Z+w8FY_PU-FvE(`#^uLeE9LJYeU#&Sv#>)2fzv`;1YTHL2eMEDS z`TSn>5AHP=l{GoYzt{2ZnVidc>3_;<4;5g^$yIR1T4i&)iHl21SrJZvVZ@*J zK*bqK!ACxz#=xAJ)d14p;GWR?Pw9tc+|zt()$v-3fv4-^b6#0)=Khy+@RqBn?L{W- zavoOy2XLK?^a-o3vYO9Ft+B>eJpOC0v8MI`=&RRUbB%;^os7jZ&Y`ofHfa6(Ew|j# z+f~>ZNzbWSN`rw&AE*>+R$z9v-duhhmxNvjyvv`&G|Ba{KFq?s=SXcwUo@?$(*!YBY1Agxc>B~Kb3j(3w17#_fh&jvK&9> zWfl{Ar=EJM&KcqvFxx)!%orJOMl}Z?a&N-C z@eapV#vjiP=ySX6wrlXL=J3N0Z~o&y78AbZA8HL;|L4kc7Mydf+gtt5$}7oQFv$@< zFMuxWE+%&H&h+J%U(pJfQ*azyJQ` z2S50s-}{0G|LFg|Dsu|(v98Rsvj6!HxrR2{@cRwcz|+o(E3BY;OMGmJ?memS_LFC& zc`hWcLq}gr8@NZ`MBag1QPybi`0*~xv}x0Hz61CB)Wx;3#FAoH?p1G>xpeY3+<@!b zXEz6=`*fA18n5ybytd1kqb+;1(v{AcyPZ%r9z z&pzvHn{NsA&l_({X_o)&XZ0D)>oSjEefNk|x0n52y#DaaZtuPK*4VGI%BpfMI9EA$ z_0JYtZlP_@m1o?;slSSfIn{c7^&j+NrLB0KmmW!+4B)dYx}a|H(fc8hn=W;` z)Ix~=jk1=7I%}-4M)Q)aD?q<<$|GT*@Q?K4sn;ap?fS?c2-H#@Sg#~*jRKDS2Ah4-^;%vh+|?kC&n`TzOP ze=a;5Lsnn?%d(Fz>DqBt+)#8|MKQ`Df{gqc-#JoPAgERkk++m00%kuvjsl#!fg==l<)Hmh6 z<`DIZYcckJ`|c9jQ(r?XXnfMZt2UBqjJp-mH#&1Zr4Bi0rnAuc&{SHf6(}I z>n*qH`9izZS6|)zA9M6k&d2i#te|*b>egXAcOLC22&6Vn>+@CD#ykO_j zv<@9IUVk`#t=pk1{Ear;Ky?p0>`=Fj=Qteyd~RR*!CP;=Rds!RJM8YbgCGCxcie8* zp4dizir79a>v?!A@OS<7*GaC=YX0;mTMIyL|Kav9U#{QH zP5r;=4_*Jbr-kbZf8uLy`=3^|*CjjkZe*kiKeF6HsQz8*0NxhFcQP4#c_*Y)kGZ#`7%hh2ZVtM|=VTZevveaq1@F5#V0_Rm<~ zj`(BE0CkR&`uWz|Zk2K2w&pe&8&p^9Lyk2ai2u&J!iJ5ZR@>RR+AY-H(*y1~O?3?@Y|6Vx`9OKv5{(AFQdFSkzr=Mw_ z`77Yl&CN1D2ifYYt)}PaC0U=1+IXU@pG5qp$~_X!0iQwaAZt(H>xLVy_w%y9%)?u)!db(W}cnPb@3p9{WqZhtPf}^*^lJCt-cQ^gnnv?+M8>96!!K-it+Ue&Wn&Ao~B__r9lb#rogBN}Lhvr^P1X|K0C=SNHpm^2`X&jhKI^v+hG2 zr{cYk+W+DFAol<4^@s1tXpGSpX@AEWp0us$L+&82@cp~3w))>@>#eqG{x|)BMtyz1 zyhDMU<2l1z#W8Xpc*h-gbn^cNsbS%-o&PiBoxm}2|29Ux>o`Glrph}HSkrKvJddGW zw81VZEx3F=|5h7T8F0if7r%icZ;kcwR~Ji&p+aSv%DXMIAb1* z`F~M*R*Lsh2aP{?Cb<3fJEUhecs9PKjJadvoX%bSv(DOUtKZ9IerCAw&vhTM{`ya) zu_$aaRF>P8s+l52NUs^1B+4CkgxZ0jsL|L4NkNfMNJ|--B+4CkgxZ0jsL|L4NkNfM zNJ|--B+4CkgxW3Lwp^Y+Sd9_-W50)F{hgpZJ3@|oO`>|FMF-E8QXTJ5bhJ;AzDCE< zwr#GziQ_?AN86hH53_$fYvp)w$f1YoyGx`oNAQjHzbXBVjRE*}!7e-RBKk(__hcmg z>#SqfJKF*BnJjg|!#Ww9M?5E_F8U)qw-SG@Z-)$Hgz;xL7~@Re{NkKmCF^R)!+2`> zVfSZB=jWg25@Q4O@XTY6-SHg5;!60PZ-2+;;`ADl>r>7LWcUV}#Wd}w z$h{t$i|Y^j^g~&D!2Q5`#m_!7CfM#C|8IYLrpj%;J=N{9FPv|W{<*&0*2&mf-Yc*8 zUGt+K{z#u!(=VZZXG8KI&na+xm@l{Ev;GHTHFX)AHat_-uUj1VP#aN>XY1EpdwuQy z-iQ9bT;Fcz|MJT(Z!VKRK&-{WT0Q1J);ig_uy1S;$NlV#88e$Lwy^aC?emLy1+1%^ zChx2ww~FsTw(=j}GR1eZ%Wngg*V5|~WqpYpzs-wV|L5P65&O5_c8BN9hH1VX-*^9_ zd>@DV9CHfS_}S^*6C7*2AK>>T!Pj|wy{<>dJpM)+m!JQ9Pq&HtU(5A6{(8SVME}b* zbXaHP>rW)k$PqkG#yL9ew9}eb<(&tdBjg0W%fN5!;JGw%&E88Ly8gjEzdkDzn+MCf zM61D5Jth9y{&611JZt?Z@|W+;^Zd@s_@@R%I#F6XPNQomvBM#zn{!2@qQn5JD%|`o!$qH{r#$|uA(t5*2&1c4&wKX z^}mt&bG+xdqC8jKK%cGR`Raxn7`~CLk$gnvY;j(^PL{cci!RFFZ~s~Po(%32utr(W zO*;P^gD_`-bAR>KSNlBHR{y(|^71*JDeFq}{4Ac)Vof)X2V*$TJK!!l|Bvxf*0*Dw zOv;_;e}2tBe!tzGL!|3M$B#1qFHPT(`>Z^hIPky&qfZVvIsI1{hGabw3dXP$Xxv!&EBG49}Tj6gf9+lRjXPCfP1 zX8rZnm%02Kit``ikN>@d{X6=YqxD$`aMZ~0{PX%hZRAMRJ>ht)lbI#&rJk!a=0{gPZY!#apxc7fA`(@c>gzU-1rp7En9Jvd)V6lNnD5D|NHl3}s( zT0m_h{UH8t8vbt*-X~p@?~O}4zH7m{9d^9FmYnF$w_E<9m9Q13Z2*{^EUA%!lARH1;j8vj54~ z=FrzaV)jAmf3^RZi~3{jui;yc3pJO>`~Ema_B(*5oO+7J6}g1*2jd^|?o;wy4}A!} z4YQc8ff=FW7!4#0f7^xL?`4?R@w%_UB{ z=3V=8o8Lh{f^TLZo?3G!eVuQYc-q==vvJrj4lCmS@FNfFx9zUI_B#1a-V}|$*X`o- zJj~mqb7bq=&F6XY{q}hNz5G5)*lZvUU_VEK*$?BUq4UlYbp=v@DN&+3E|PSp4y zub_L_VTUQr{s(j3W@m(~51QCak@qu@_t3?CN%XJl&V{e@?c$&7WKKU#{$E+>fAB6U z;%LvA%Kiu64vjl7ZSHwTY z2kSO)F4@;%4aac%|2yuyqdDoMlk|_@VZyxn9f`c1Y*PN~ zdM()>)WLX{hTnahF3%Qmk3c)9+i@MldGT$w-Nw$n*e~j9nHxd=jgoi4v48j`*qieH z1oq?c$De4{S$iEne$?PN{!7FEUD{@wtwk5trmUNnoMirEz8(4R{|`-$aVuFn6yu9$ zLyYguH{GnykhK4lwLgG(Mgf03er+o>uRo>52mM2D(Dna8%zw;}AU;^bWXCASnvS3S z$%(S=^o~33l)0}JniapaVuSC!V;<~FD}G7mCD0!CV2~kyM~<{P34HrZV^t0gl_wTn$Uwo*{x1%3@@PP-d4^DLp`ilt@CTQQlnj7QIiKvC-8o%RCTMLP? z3H{2sQXAp_abGC&k?i|FC36HEn|`YAwpvYuZ`We(9Phznoebx5FyD?G;rUm->?8I? z`+qryE3UAj?WgeZKUlG50`m;3$p3nV9{%>-XJ6IFw>!vNQoiYM>#eux_j37tE{^BF zllczV$G2;7JZQ7eK6{tr%Y2l7V`cp!_FdPv>zXn2-8rwB|5&5V`QMvl&NyCw8UwL` z_~ZQJ`xQ8DjP;B^o}J=mT3G!Tup1P#+-ww%K-T)!$escr=&xG~G`0?ZQ`!diw_Z+$B6#pmx+SbXO zeww^9CO+u@0$KkK|M*|8SYJ(l&xs9wixYXT&&ehJ{>?}2*Jd?;{*%2YhW8HWUv11s z`G@2GAoRcb|5D|g@f`CTi##VBTQtro{;~gw@xSQ8i!@JQYl|&5m;X^=YhtdD?+t;6 z>yc|#@Q$_el5aeN`jf1KKk20W-E^$Eq5qMmo*MK=G_St)n&uepq1i{F{>R!Ltl81; zzKB2g*l+_|&$7L&Q>RZ|S0TrP>lokS0w1}1;)y3|KB`^po7lkhiDzwQ7k#?*e;dd% zQyl*o^fk~;HqMkaXwN?TjORb~r@Z-wzn9AE5AWMD)U#JGVXfR-CU_=MX#-@Cq zw56>(RPYAO!TXK`WkUmF0rSt8FamlFOTBGS>I~*es5$&Pm)t7x{Jd229JN8xDe@k9 z+_D$zcmE$u&{;tJ^SxADUKNtIH%dB)a~LAJicqm@d7&0|56`cTK=DtjTe{`MxPn& zME~UDIVFzO>UP`redT*HJbvbz!E~SbZ_GdYe!HCye6#0k^0(H1%b&upHEVs%aQsi} z-~ayie*E~~Ee9TapuC%4b8z?`4Zi<~^RM&75=-R35l0*$^XGdOYjE*B$UlfJ%+FiA zN60v_g}zg_pL_=r-%Uh3k2%`bq9Ar$KeN89alv=yG@b*l|6ly#7rvi(w+i2g$NB+$ z6Owb{I6oL~a31XYEcQLS)#TmK1NJ{a=L0n_Qa*8gJL(|L&#$uDD!OjvyBmB@{c-%n z94GEEskgq|Tf+a&@?Hl0?uX=icYH>0`st?^aQ)U18Jtpw*d;s?l_$CiycI+|7%(wZ+>!G+l*q6>n{cn4HyUw={$UhznA+L4N z!0{~@o*J{3OmcNJm7 zu6N|4eZSpk`|b;nj4lXG2ezsS8bZm zKLG37(>QP#>h=_aBMv{(#~^)2G{s53&ylWwuAM>rQRko@UwF|)v=898gKrz7X18-| z@kbxdx|ns}s8OSu-NXM&#sA)n=bHBP{|lvkgkL-lTtjL*$~jKpJKp%eCd?^7e4lJx z)TwFz0lzBWrr%=^d$$t%f_2=80luZoG1%TELLWB&H^#Y z;#~>a9C_-g!e3ZzqQ+sK^ob=0%{r;MZkF$xvOeQJZ1z7tl69r|nE=*1 z;5vXDb$h%2L9XMTma!y6U9R^X>AFH3vBsHxa7`lD8OPfH{d3pf8}hsZv1RE2ot#H1qCjXec56}ON13Son%#AOZ?$zKQbvtCZm$dz{x)(V9 zzdXKAgYyp>&mwJqX6gSBKu$16@PC(LeT}-E`FEZC&&w5LjfL6I$BnfYXrngM@gH>1 z!FtV7SL=3p-<34%#^cAga+fM{)z)v|c@h2dK7%$8e>|IEe-QnnUj<#r-Xs3d$8{f} z;;p)uHVyuJ{o`F_e8)D%ZgH98IPk!O^f@8-701!8Kkz@Gao*29OWqj@$Bj9LJ@gyL zmVfO3ux<%sBW+H{oVv8f`S7}3>>&TKHWV_9jkMkNAJ0E^`r@A}yl(Z^uG&>&Py^)$ zp`(uYJwWF4dI&obH9I9~&=XWugTAAVd`SJvvx|I)evAwbo}cUgc9iRk=O6h%++_Ja zj=2J;&)!4*uKz1c`F0(fuB@GroMhh4ly4!?26)x~zb^i$`|iE>FY;dc)FIyX& zF~{{m9M|9Y2@_=9(SzyR%XV!cwvS2ujxmVW)6ALEoAKkv>vLZG&-V9<|J+`G*caHv z_w_Kh&vQG}^*=?vcm43g59?ZSoPT^f17p(hvQCQo3;*~=(POd>=*g#^)c?CmSv-Dx zKW+N-=?%UEk1^1W%leMjByaHyL+?$}ye<10vsLEbbh#ISKI%QZzt`9Q;NEv!isRGr zjlgN*oBI{vP{*J3O8>S0``7gU`2NR34?n2)z4*>2&SBsANBmJ^y&~%nrbu7K^N)8+ za36>|7x#GW{LAOlu0PnHB>%?}|0BcmaftkzAo+xM82=)DBku8GukZSUUF;wFMA)61 z@fY93#5bMBjT@uKJyibJ{44Vh|4VJmSXr;~K8-&(f5<=dk@#O7LydoZ=bw4@UioMF zgJa3_r?LKGeTTw#sQM3jEDs3>@v_Z`^|dPH)qjphj25}%5t45(aTR0@U85p7o98?1 zUKro6V-8tAzzT1-JkwkV z=S1|}P)A{nKVnkzZ~nag&XV~l)a~{?nba2`Z|n76`#;Hp+W*)7zm9+J-}sMWJXd+B z028GkN+Lh#S&{^{A>Q%b@5@l{`d_HtVyWXKi~7t zePHeXYX4uyzdHWCU*li9-fPpW|C}$3$m`CL2Psj7GN128h;%uW5Oy?#5qS%`{~V_n z72&49X#MSTx_KPIdpuTSXC7;B%$Ikb5vSVQ>iO0jyU6tWfC4oyac{six2XTC|8SpU z@viZ&`S)SE{{C?FAM{(?SU;|PK)wF$ny>v|?f>ieSI0lpM&a+D9sjNF%Qau8x{if0 zi^Kps`azZ}>}+4fBnd+$-mzEx7ZL3c9>Xk&EPrQBYH3|d7y6L6R>s#KAh)#cmN{}j z&9(0Q5$5W39$x3GSjO>En0xU*lii!{z)!ZXkzJzSaEGXI(iy_4@NZg*j6D zpW6Q-7wY(v?u)E%#Te|@N*#YcwDkw7J+1R%v6o7~$eI)C=g801qG26bi_s#rk@9*3 zkyZWYXk_fYqL1&lr#d{n-+*~^ua8on$9g-@v8Or#Yg0u>>j$mjQ(LLU`MgJM`T84M z*J^f9gN1dj)xY7yg)MXj}c)_}Bc?d9Zr@aSW1v zqxL_w|K;3{^bd9XspGHB16qCJbw;f}I`vnqmxrqV;-oyP!dw{=?{cDT#kFD7D>bVB z7#j^%4v>mW-jbvfkY##uj10AQo@e*#fwgt4sZg8aomH*3?fT)|I_Kq4d*ILQcx?_o z>-<#Ld#zvnTf9QtYW($n2J_6!Db2B(fA#vS{f|G>to?5qhcK3;v8RqdVH~OBZ<-ri zaO#g#-dTO9M1TF43&^1{w04^X(QVfeYeQ@8sFB^q12|CkCI!)L&=G4xYwf6!-Npkr zQ1>PU(QVKXYeQ@8sFB^qiPIHF4%W$}d2(Fa=<{Sv3+qSrfo&b|RY&Ve!KLj?nKSox zX+9nEBj`V&&-Y(#ZawkTclEFFsqwG*SFgX?|J43Bk0ZDqbo?mCh&uk%@we6=sHv=u z>Z`x3{Oi08D(tfUb2_o36gG?=AT%ecRC=P7l56Ue(Ryh+N~yuUD0ZE`lTzu4R!Xil zp^Vn&SO2zOx{bS>jvMu~e&-@E&>fkA5c4C)M~{&hUQ+!@CT$d}sx)c&`QKXv@&*ipg- zvHr+aVZsK~e=6mBq@pvFTF0g^vVPy(c4(0m12du3zXc-1e_*&YR_S{(QfF&!r}`W? z>&MIw*8=E_ALRt(KO)QRl}~E@13T&*$}Ey zul;Wwf9m+Vpwu6ox{!4rAr*R{sSH-^O4^)EJ4S@C$1ho?GFY)IX>&5|7!g7`>w%^+ zSg|WF zL>^$k14?DGj3z}$trEIa5vPI@d4K^AD3!@FniL_mO6XEWoC-?h0R}vvR3^)4QiRkh zp-UBUDkzZ$81R5nnJlA85mKv!E>*;-phO;EzynHUvWzB0NUajOR1v3w5_y0D4=9z% zGMW@2wMytxMVtys{xQkg8HNfA=3gf3OYsh~t2 zV88=PWwMMWMM$j@x>OOTf)aUv0S_pZ$ugQ0A+<{AQbn8!O5_0sJfKu2%V<)B)GDD% z6>%ykkp~#?fKr((qe&4`tAs99#HpY}9$>%&N@cQ)CPhfC61r3or-BlBfB_FEmB})i z6d|=r=u$FL>^$k z14?DGj3z}$trEIa5vPI@d4K^AD3!@FniL_mO6XEWoC-?h0R}vvR3^)4QiRkhp-UBU zDkzZ$81R5nnJlA85mKv!E>*;-phO;EzynHUvWzB0NUajOR1v3w5_y0D52z|DO=f7` zLi;tyB`h1|@9DSRNf32!p@>tZfk5?ZkV_aE2wMF!E;as)gl32kPAlS6nLvT+*C3ZL zG!V4rALCN!q*U&qs7b$su1W=G zlt>|V!jV$BhoUC^61plCoKYf$*a=5U zNFjE@ky5#bq9*+kx+)c%Q6h!d2}erh9*UauOX#Xpa7Kv~VkaCam3t^^(l4Q_Qo$J| zQiz>!q*U&qs7b$su1W=Glt>|V!jV$BhoUC^61plCoKYf$*a=5Uuo6PApG+C)p z@M`?KK^u~jW2u;IGN;?nWTi&ItMTs!ZAeazrDC$loNhytl^O-F#=jf1AvrmgipeH( zx(!WMY81R0|8CHR{v`r28a4iwIvSH0n2=FHqr>eof)Pg@QT0gG_=o7m zz;psTq%dd)Jx3j>@s|k1Xw>|()X|v4z=Vtn8Xazz5sWzMh^j}b#y>Cif^oUZq* ztym^qF|s1=3XYg`XdPFs{xuXiT8d@T0~J{jcLhgGI<$@}*Z6BFaPSmPrp(WJTN+95Lz8I<8#fuc64%QY@1msK|=AD>!1(p>e5g@IXiZDXc$AndXgKOfY#{g`KGY~9w5BCx zJW5O!G#qs#HV}LeA8M2lTGNs;9wjCV8jd;=8wfs#4>igNt!YUaj}nsw4M!b`4Fn&= zhZ<#s*0iLIM~TUThNF(e27(XbLya;*Yg$sqqr_xE!%;_K1HlLJp+*^@H7zOQQDU;7 z;ix0Af#8GqP@{~{nwFIDC^1>kaMY35K=46)s8L2}O-ssnl$b1NIO<4jAow6Y)F>mg zrX^)ON=z0s9Cai%5PT3HYLpRL(~>eCB_<0Rjye(>2tJ4pHOdIBX-OH65|afDM;(a` z1RunQ8fApmw4{tjiOGV7qmIM|f)CPT!L_#i&i zC?m9{C1pHHOcpd8btEM+2$%2NXj>HCn58^|OGD2%wQpTgiWI;pGKts_@{OiTk*1qi`#6{2IJP72tqC6Wv>~F+KQJ= zT-;`pHW;_wL=b8jFMG{c)KlqPF5?6BoDHqz%TcHxYzd z#>-wa7PS>Go4B~mCT%coy@?>yGG6wYv8b(h*~GrDiqmhrOJj74q5%O);v zvq>9_TW=x=wTzd&W-MweUN&)Yn@!qa+6tN*=xq4w&G__)9Qy09(<8ti|dfbMv6wL5-o?Agl40VB`R{q6=Az)kEgyLAiq( zL$^Uz<1fL;0c=GVvKFg{%*}&x2Q`LngRI71f{_E*iY{a=Ru7q*2jvcG4BZAtw!L-p@+N0OO9d%G6WQHhM|U!xI2;^C|D_po%4nty{6$1_L~j~&^OQLn$jVXW7m zXG#~T*Wcj8;e}?80+=tnbJk-^*1``h1|Ki_p%bC>*0 zocKD8C75kc;ImPq_?z;PKjr-&&Q)r|GvkeN|mLnZWjlaew$F2-jric+Tk{OyL${lxv z+JT{{(bxt_L6J{LOBtFZ${lxv+JT{{(bxt_L6J{LOBtFZ${lxv+JT{{(bxt_L6J{L zOBtFZ${lxv+JT{{(bxt_L6J{LOBtFZ${lxv+AZC-oDUG<9<+5zQ>5AlkZ3keumnAA zs2@a`m3;wg^LuGB6D&cG4eAF`W_@V=A9vhw&7zAg+AO-rA_fItME(|EeDUThU;aw7 z%PzY#_uY5jKYjeKzVd4G;!7_!FTD6-^Ugc(gdiu=|K|Lg`sSO(@mowR7K$TA{9EKB z&8x4zmSfV+6Q#*aumtbh@gtUBUGuBW9((+}wLjVaWtUynY_a(k&B`mU)O_pP-)@dN z>Zs<;H{Q(pz~&+Ti!b)k<|B)KqQ|dxcipvl`st^$0xd|>yY9NX*?#-&o7Goey;*;~Z#4VvyN{fs zS4E@rKjn=#nqU0l7tMFS^WA2ZRaR-X+;Yq2=9^_-hB$tWvH0I(k3G`9(s6=$*MpqQ z(m%P}Ew?28|M8E1XpZ6fYv&)X$Mx4=zd8Ky!<$(%XL~b6+-PDeO=f~6@UXZc@xS)k zYrFrKUw*l(LuHyCf5N)>EW@;C?FnaXpY#W#xN$fz+oHUSb%ZuD z!!bva4ndpWOOu&k33`r!`azUg^lY%r@1@C1umr(LGCjokr}H_YbHN1{G(X;K^Je9h zR&F-lc;n{86HjdZ{E9Lfom-a3HIFCmkb#$}A1{*Xh zt+bN%Q&(JZMX(=S(iK@slbK)%hIRZjKUDsyPW3Ng_!q=K*1~RsDNZBEr}bMj7!e%NS*ZD(Q#=BgFrZLk{urRma&8Hr6gAaDG8ZkWC1)Bx6~Yu`D%AB^_~KgyU!1S+iy}UtD2@W`z}3 zXukMGgCCJG6JsE1rWIFMu~|Xnsv~gHr1l&lEu||XxC?ug(2h{~@z_)|$zL@mqu3AG^cC6`>XnLKGSn<%7h!a|q`$Y|q@H~Q!Ew0*~jF_>@HUw?ha zJevSwjAH&_zwKODZvOuFzZVT^H_hp%o#y+5+K~H)nn&w=^)#pX>tFw>=aTY|%6TP@ z`vY1e*PIBXpe2vW!uWP$eC4VD#i4+Rm0aYFu}^Pp#_@{<*J9FTHg0$}3V= z5BLq&KXRM?UwY}KUhDZNGS*haJTGcl?C)~REvMquS6|KdpT}Y6Hyv-P@!ybp!NHc} zSs$#Wk|c(I`g`rQbgw-i{ue$SqCDm)KIb0vgMV)%2sH?!jChu1j50!%bi{%2 z0rmfbAN;`My7=OYC47X84J$OWXXktALC0UVUp$@Pg>+m&dq(IDnNwN%6HEK~$N0nR zf2W;yN@1opqn_a)|E}=?jX(B3A9cq3xDxVVK7K#e_Tjhbfr>GPuGB@uURZ_JD=(PU ze-VyMbOY1nWNpXZBmRdRe29tPh|DRp%v)<>u zHu1gYstY%X=z8mNdfL6m@pld)7{z=Cj{l&84i>{fFmR9FU;m}G?Em41A8sy`d7B^p z=tmyYjW@}4JKO#F&wp0=QlD6=89QdIvd4@W)2#mG)s?@`KKphLE4!hY1hW7!!8n4s z>-YRgvv~b$-7Yn$*X`M?nG$-M%(=4uzTkrMn|I%x)4cum+s$#uAE$nir?cfg3r#UE ztT`$+QR`z)?C&yvwe7asDu1p2Ud#QjyY9Nm+hx~XR0j@kz2#QV^?UEV*W>Z=wQUAF^hZAB>_e@p8Az{lDWi>=hMay%Ptv{AF&cH1^vZMC&LN07Q# zYkAw3t%dh~`^SAL{lD~byKe7#>vHVqPCw&xwF6rxo^YZb|Cd+)vhx=I=;B(dtblvr zbdL<*_?td$dM8B2=z8mNx=ok+jMVKZZeF)XwYHHqExND2KFRi7?0o8zpY+yHMLy&2 zsH2Z^eu0S6Q0Jffhgj+UCI9D3-qZGLuT2z_-5u+4%=68+-0ZPF_LyUb^xrW%$Y@8g zZ;y&2H$vd(q!x_uZ9;zKe4s=$p_dqTfZoj^DsgsWfep|HvxvwvjgN z%3VR1;{EV@CMui zMt$Peu4tW&DI1&W-$S9%VDu6cA>>*|X&ttZ%qMQ*O7Fh&ZiD&|^FeW5Z2b5M>Ab1+ z=B;<$*7cN^U3!^5L%jaF>zm1wCy5=4|I8UPn{ngDHA~6-0s1%m-GATx&A74Sns>uF ze^=_Vr=NbNx%~3Wn;UPuv6(WtHJ5AdbpH$u3~)&*#O9wr|3@Efb^E~w9hB{h<%u%? zHg4Qlul?X2{!ugHxL($pr}RHX<`Hkd{dPUJX;Y_}zBWvo5R1rmT#w7BjW^ju8jB=&8*oob-fpk|CLu>X){d=H6OszCDbGK}?m!p?Pmcd@^1Pj~1&s5oP(Jg_Gew@~-H~s|D_md5 zySLtYt9k1mZ^^o!o0eQa#?4^`#$Wy?RT;FWGdu625ez{9Db{%dqwa@o;p(X3Jc-*sl@2~zt z^OQVCa=G|_`|Y=y#XoBE!C2FV^;f!E?p+XJ6ue=?Kbmu6Y80D!&;P<+n+Q8=Xkb8> zq(W@oU;jVY)aKgHKkxkH${arM(1UvZKDlhVpBvzR(;uex=bvXsCVEhP@Ih<;sb%ds z4%XzMk3vq2l`+PDqKq{;xc+yRwX6AnlZN^w8^rs2{OO?8nYp6F>OTY}otA%X{8Pl^ zDG^pU9|5KAupw;`216w)Pyr3ep@$wS z_*iR$eOp=PVEDs4@gY(df^UCPcgeBgnJMOl@yi}tR4GthY{rit-`x9`zchc5Khy-U z8}GTOxZi&JHDCG4SDKe(U9LM3o1Bls8e05HH-QQ$Z34m{j-Pe=s8OSYH=;S|q?4kW z;#fltUDS#A9dhuYdi*}$F1*ssoaWcR{S4XYi{@Gml zLd^}bCgUp8Mx8+a zI^UlBA99$SC$%HC5^r~z2gJR>P`@|i-i`h-7s=o1tJyOi_&;@I?n5A_f711O#s2QL+iuOAci(M}J@%Kr|F%E*`kVOrM0tkuZiDN?kCC?0v0i-1DBUrA zM#FPL9f6-s>wnlju9La*jyq)C%tzcd{X^%%3og<_LBGhh1r%TC7uS(>GUUhmH{5%n z&!tW3;N67ho_o&2wC%RrdHY9X{slqCv$lBt(O= zN?U}%O34aTK(Ve6vF>|jgY$~GPMaq4F#~=}E|J>5if1R~59|408|^1NKSA+jKPC48 z!9QAHogeh#byZp#f}$fQBl>%TY(>IsS(nVsnk? z4>+IbM$+lna?35Wzd+x#>n=Mh7xSHHgFlQRs1NZD4S9f=Hy=52WV6J7TAxK3`Z-%) zJxThar#fShjY&4I_zig%kH1Ye-qdvuJn+DfSi?X5V1#a*h52^u%RvW;FZ|Ta9Ie}N zESM{?pZRCqj((MUgm)=X_kefadFM6f${*@_wBJP6q*F7Q0_b6>RQW+D=(92wV;_0$ zC?$;MP;=p16R7Rr{}#ND+2<@aR>x_h{5gJ(xpwxFQ5P!@bvv69qHf3W&yYEJ{0`Rn z_OMRITO=O>@T}#r#~zpWUdwl9r%#(9%5@%iUvep8&RBWqu9{Es~Ps2ZSOK;D!7 z=FH#foFnR=7dz{==QQ8@?ss+nFTVI<+X)&mO6r|wRlf1}@jNOB9d*Q|nNze#79+@- z#X1?e)?&Se7S~*Tt>-_^A8Kx_%eU)=b!mopw++`N>u$6`jX-_C!w>(3?@U}LqxGH0 zsf)JYop{3WuI~q%k>(DmSxr~+Tb^0qha<%M!sPEQ`;2#0F^~Pg1NSQqnssC_r|o^C zp|ba9X$y8Y+~9lZ*@_+eX>uQSs`NXowRrsKcb1U)Ytp1i&GE+{@5hE?{I;t%e=o7!b&f0$L;6MKOgt${L>O(`}v6FXa7Y>RfvHWx8*8zcuP( ztyyn&=9JWSzDe;fX;8TVF~U;nEdvrY6T63{66FV>qmKBVWKP_>;MUQo+3)`yd8TZ! z93cupKcQbv?{1*3rj!sC-~XD1;h0rfbNM+gCNLRan} zQ6u71tp4Y>__MY_U$Kd-li^t-#F;zd$RoYqS!=DY>B-z@pM9LSzs^&FJ*PQT=E1d( zl3EQoe?FfsekO+Zui{vF&TM97Kp7PPPMLoN&xX)3e9i1cHj?l$JoE4 zk2yxxxpV&1^8dSXuYn)xcIYDhfXFM%qmR1eVx4~n4}ZA+UU=bo&A;1Z&Q|%7e}EGv zOi){R_nQ7cC-1mmejoGFr-(h;fjqAF(1yO5qrT1dLb`7h@jO9>^KUxlpS;mejP8v; zBMJBqSqG$TlMUATSbInQH^2E!(X>{v-+4{e3bFs?^@lc?U*PY{Us=QNb8frsHf3X7 z9BqH{lb@ohLh|u_CHO?$r93%@xM$*zc?Q`pWv(4R>>>9LF~Qmx+iSZYrENTq#68+) z^c`D^*)MOVK(Ih}*V`T?%7QNe&s zJPgNGH&F_rB=Vc)XnEHR{ts@illjT^y5A4U+Kc$pxi&e*mE;>?`2G5nQ?&h|haB2G zC-cLon_dw3ysU}ExQpXE^w2|siPC@jtOZ3!eJ*&Djh#otk4%vJ?!RB_D9rIQ=D+>T zZ$;I$GVUx#Xi_2Dwdddn{W1 z$BwnSozFC)rJ?X>#&K9#k!4*BUlaX(_&NGLM|>L+{TJ4<;TyHTyXwmH?jK?{LhAWHswsRs ziu)ShONEepyfcX3V~;E5y95{n9xX;NRJj<9}_U^^3S9*Ig&i zw?8g6$BrGVzHmN$Ep@Vn^>Tafv$w99y5WyEC>Lw?u@BJSV)HHZD*yZ6|JFP%_W+o` z$DF@i`e|RZRo<^+Ka-z%1#Vdo$2)$aB;n3-WL{lIFY3Is6#Ya=P2%Ix~E0X@BPhQWFHwdSH9ERhn zoG1lR68TV!vO!)3^S!koj;ng26huknLovz*`xzwh)`B>$%861CC6N!sC>!KuFyC7X z;<&0ON!%|XM&xzx5rUMcLb;#nnD27hDjf}BL|*luBW7_4(IKjE-s69W z)RY`!ye<)2Gz-t$Z@;7KY`?<}!ohv>99>(z_SfYZaGJNH9YU-hr6n6bZ9L~1L5w$? zCt@2w?VDgz`a;m(`Of#S8~U^T3VTOX;k+L|jM9X8Fa~(|eh&N}c;LZN)ahx<96E1Pe( z>mSb!uD<%}^mk432l>_pXs!?5{bypM=lJo=2yV_k`%L$tzMz}-4c}P8a{~UB`z+?7 zZNJ&?K!zG0|HlC5pKS?MUu@oZlg-0VoH)sKmeudc@Ss!OF1omvz_Gp~_Z3@jy|wGd z>mT=rcupAK5m+vMXDdC2#6hmJp49EB|9kY&$D12&xWR3r|M4GpMPbfAtg*7#EYz$K z=KZ~0Kxo2Q!ic=~^mgMKhU`Id57|9Hiu!tvkWB|*!YFGa$X#JoQuR@Kn zBuqk*gdyh9-XSvIi#|j9inJazn#WkWm^|NOt%m2l_#GM6&Y-SXfBp4zJ{PqWY~gRe z{iSYC{(W9a_^+nSZ%1qntLL z3v~83$ZftI-xg2LN|Nl|x8G@gE8icv_@cCCyLJ5hmN4ci`~2gZIG6{*v9|r=81ZN8 zWaj91I6xQk?dgzK_@aHIWX6o?x@WB0uZ!Pr?>YXdQ{S|;*73sx0P=wV!!bIG|oEaYO(f&`;T?d`0hvF@ke9N%KCQXzu(tJp~tm#4oMQa z9`?kUW+@&2-()_N`v&-@Ki#R%1tw3KJaBEwUVH7S#}9qZo2yZAVb8woT;UlHfAEj@ zEYz1A7v7u3Z-o`@T!GJLV&Fr6haK!06J*z3do9@M$73;w{|m+IU*A7XVm=o^`%_Lm zg^dli&OhD{Mva3y32+gCACdWNyAQA?cn1^zGj8p*zwXDc$0PRfjE5oC?<@+>j>*11 zi{tsaJU3K*IsQfDe?H+k6t2s-o`>sa@E$AsKdd2-Kl3SdyX<59-GA?W%>f46X>^dXZieY6>m%8j^^V>~Fnm&AVpJ-us*+kN_rglHXbFoteGYp0f7r z*>fn8zK8lBlDg+TThU++m7mN}lWE7+QnW-(sJb3QRMqmcH!_#~POf8XDO%!C|KmMD z^abeSH`*x2e#is+Rcs`CNW;!?3w;x8pG@yIB3<0~;=~hAviu~C&9~c8+uBSUKXrc- zQBR%vnq!d<-lOB^AOHBL?$3sIC&!N;uj;3#Jgx84W8br4olNV5TcV~_U5_EE+VwBL zmwFHnODUc?V4THzo}783`^zAP#M*p(e)qfI>G}ElnxU{slP1YNZs*w^Zi;?)?eEdF zh6C{{KP(0@53b$BiIc49(;z_XB?DWGpX2#II$@&PvF zFY#e9SbxA{&~-9mK-`WwUe31@tLZ}jv)bxwXgRnKBZu^;QW-o&As!td|3xjF4o21gZ_udg7;Jzi=qB+AotkxKjU`&-6ioa(%_x$c+7?! zq4yQY`xc4U?f6FN@1R15^m~W*fl&YW@qSVAkIzKbDBerGx0yV7k{|ODIEK(xPLe*C z{qy06AEC#GzJ=$AH5WMMx88h9`_G4@|HM0x@5uX-@myk_QO{!~?buq1mZ-^8*JFsP z4|Dln`Ejcf?q$%iaf=!@~VO z;wz0Kq+bHY_Q^AUd}QH|c)CfGCyP?n49h+spO#TVPy zf$LA@Rr3BG^22Y4#LtPczFEr=pA_q4MDEOwvjEB9(o5|(O4eOxU5yzv&v1M6B z@fij5*dyLPe&!+yFaPmw9@{_mVqyD_^VqfzWc!4o9QmRsU6+pIL*2ytn7EGw8qbGR zFUOC548PTd&lkS%g>*b4ntf!?%(3!L?%ns??dSg)dCwI4o8#bdf5$i+d0jrn){5iz zC?N9>dwAb=%Way5I-PHqA}_k=LO=f>%6b{DiMdqXFCf-_zsrtqsV^?&dhF>r_NuYk z{xRRq_J{Qs_&p7-V?sWA?7m0yxV$fed>55#!n|*}uqO!D1_nS=W8+4g1Bmv_RwALVmTVASK8sczwfbuFY^kIgsV%+DY1 zo?Ij`_BD8~Ih{ZEIMDQZ+;-GI-QlNt?KFLIz?y5?oW;Qh9qcYao8vv`si&Tr^nT_d z3vZ&QQD#2zfA6^^rF&sMKL2=6VHY}_tg`Nf!c|$zY7x>=1q$`Rx&l*7r{J7gO=fRd ziYsIZ43`rpP7@BW38a=EeKWH;i5`6V~npM(TTF6DB@7w0!)wC*pe?^(ML|!p6^oVcc$eN{S_%KYsI*zQ!64tbfM6 z5p}k|rRAe}Dr+*ne}Mh+<#-UQ9VGMG(f|9%JTE_(ul$J4?T>7*PdE0~$8UWitOUnoy@_qCIjW$d^<|9@-#1HXZqeLUlu=Ywe?obR$Fb=d|&9+TYX>otz=*Sr{sM? zey|PzdBXoY?YL93{(9?q-Nc$`e9ryjAN6<^l{kKD$q#vKh5WY0pUGqY`Zqz^@x&uj zAIrIHT&zV3$E_u#FHJbWhTMnrfB%>v>tv)H)D6@v>?6XDe3`MlgS;KMvo|M7YGrI#D5d!X;|yy}aL&C~f`EcfU3nb~Z-iLCQV zWwLzSe`0@A=7Dw3@W)jYiQ>W9n$K%jOw`b-m&Bh{g`zBQSK+heSys1dOXUS ztl6Za1j$+|O+(44CLCZxK11ri6_QJexnwO%idO1SfEE%ICHrp6$8SS(4_d5KLI0=k z+^1{$Kzb&O@((}kFuhJ+TCmU}T~6eMJph5l zA7UTuv%)e!pMCCmHBO#1S=Ptf+%U#4%rjwb0rO9<%UT+KHkN%LVME$OBsSC!3m~XP zJ7y@7_ncLxl~6?N`GUUkpfK;j)W1yo!7wIR;*(40KGfJ(0)F8KzX^NtZ%&pzAANTA z6@C-wY0Pz}1HAtF>)kilXJ^(65VEwEIm)@)rsOx@2Hc@{z!-!Vh+F3W%L!H47>U)d*=*GlM;pZ-j9 z-L=;h1>^Y!Ft`S>e57CLYjW*UABDPuy@A^4ks0PS@E*F?TSxTM8xtDXW`j% zd#!z05_6d;@A^Hb>q@a7a9{a1-gtw?zOBPZSeBgfW43P1S@xBW`yY(k#j&y=O^OW5 zyjcX+nA{@!*xi2n9kLb}`?+MO3HFWkorpswPPX4_H!X81kE*mm8eG0%d35D5(gun( z2@lEGh&}!CyxRL$z8;GdSDxvIr~Id+UEy77+mi=J%VQ&-jGKgbF1SL64w0khT#KV9F=MTv#d{;<{$X89 z-117yG4rX!lBD!q|GObFlD5zPZEY@-iBV`-aFPf}))M1JGGd+y?hp& z=xmga`%b*GWp$3}abD%QL3&YsBkX|(9?&^VI`f z;TNpWozg7%na}7v;w)S|)Ldi>p`)n&SC~0lGq;&D^tb`TSLY0MU-GMvfgY~) zzt+FOwPT3o!`uF_hwSmkA1{B$>2rRZM6LgFz4|_LvHfEW&#%<)$EW>slh>>NYyIo1 zd(h3r`qwR@)<5;hduV?}&zamA{amWDzgcd?X5Mg2OX~JQ5rn`JTdI;oB`Lv9%|J70 z%bdhu4J@&xDoIq56719rG?TW>NetG&5?iX0L?tP~PR&3wY0I3%U=1v>r7B5Ok`nCH z3^bFr%t;K^z!F=kl0+pb!A{LUGil45#9$39v85_WRFV?x)C@F}w#-Qk*1!^5s**${ zDZx(7Kr?B}oWx)aEU~33NmP;&?9>c2leWxB4A#IBTdI;oB`Lv9%|J70%bdhu4J@&x zDoIq56719rG?TW>NetG&5?iX0L?tP~PR&3wY0I3%U=1v>r7B5Ok`nCH3^bFr%t;K^ zz!F=kl0+pb!A{LUGil45#9$39v85_WRFV?x)C@F}w#-Qk*1!^5s**${DZx(7Kr?B} zoWx)aEU~33NmP;&?9>c2leWxB4A#IBTdI;oB`Lv9%|J70%bdhu4J@&xDoIq56719r zG?TW>NetG&5?iX0L?tP~PR&3wY0I3%U=1v>r7B5Ok`nCH3^bFr%t;K^z!F=kl0+pb z!A{LUGil45#9$39v85_WRFV?x)C@F}w#-Qk*1!^5s*)tc^<+qyu!kCCFtBTBYqIPd z8Pc9|sWQl5VAs;tWZ5|~q%5q58e}lAYiVn;>>L@=o^q)&$Y5aC($-|zIWnXytcMz8 zFtBTBYqIPd8Pc9|sWQl5VAs;tWZ5|~q%5q58e}lAYiVn;>>L@=o^q)&$Y5aC($-|z zIWnXytcMz8FtBTBYqIPd8Pc9|sWQl5VAs;tWZ5|~q%5q58e}lAYiVn;>>L@=o^q)& z$Y5aC($-|zIWnXytcMz8FtBTBYqIPd8Pc9|sWQl5VAs;tWZ5|~q%5q58e}lAYiVn; z>>L@=o^q)&$Y5aC($-|zIWnXytcMz8FtBTBYqIPd8Pc9|sWQl5VAs;tWZ5|~q%5q5 z8e}lAYiVn;>>L@=o^q)&$Y5aC($-|zIWnXytcMz8FtBTBYqIPd8Pc9|sWQl5VAs;t zWZ5|~q%5q58e}lAYiVn;>>L@=o^q+`hfoU|_`vq3?*R}PC{dQROFanKXcrn-f~hi@ z5-Cw7b*nNi1rT+hfe$RfRGCbPl&F%rRT-B8h&s@~2bN%}Or}IiR7u^cj7tGT9cbVK zOE6U?Qz9j*q;6Hlr2wK1H1L5Xm@1PgkrGu>w<_aO08s}T_`niOmC2Myi7KgEm2oM6 zr~?grUQ-f33Lxr010Ps|sWO=oDN!YL zt1>PH5Ott|4=lk{nM{e4sFJ!>8J7ZxI?%uemSCz(rbJ3qN!_Z9O94b3Xy5}&FjXc~ zA|-;SD&tZBQ3o3Mz!FTA$&^TmDydtQaVdbP0}Xs& z38ux1%t#@KXO^Y!ul@1J2KZ07)kf8d% z)<0b%i8@j1U(rHDa9J6b$_5mqegw6oApyKz{hu6C>t9hrL~vOdm&ythq<#doq#=Q@ zwf@mBwf@l)T0=x|Ss9ng3KXP%1hu3gfw1#?{VUGe1!qcU^hiW_j10j?;S!t8=G zCAdc-lI4;*lmJ(hOksAxnG)P15y^5%9ZG;JN~SQo;7kebk%(luqz)y(6(v)cU2vuZ z_eeytTvCS;;EIwd%q}=nf_o$)SuUwV32;Tp6lNEkDZxDwkt~QDk)Q8I4kf@9B~zGPaHa(JNJO$+Qil@YijpbJE;v(ydn6)R zE~!Haa7D=!W*3|(!95a@ESJ=w1h}GP3bPB&l;9qTNR~_LPy$?0GKJX%XG(C7L?p{4 zbtnO@D4D|Sf-@z!MDm(-yI zxT0hVvkT6Y-~p1M%QS_qb5H{^a&^v2Ir+*O2RUQ55>e=C`R=RPW3n%mldr7l=3urG zQRu4wyG|Rb$-Y!hzOts9&}=25&{h9;oix(}uQ!|^)njGknacnYeEhK@Ui8Us4uoOPy_FCK{AsQ$OAqdtj_ z2{kGpI@+!xWa6wd3Xf9tfADT}OvkZ9jR75S&N@^5FCK{AsP)gPj`}1zCe)~a=xDo& zkcqR-C_GBl|G~S_F&)PaH3oFRIqOXIzjz>eqt-vGI_i_?m{6kvqND99LMF~Sqwpww z(Eg9dUmRC7ba+EXdu?OQY;PH@ zToxS|RgrgqGiDu*ad2wy8LeCv9T-)ScYrfy9gcBuEni)cy`@|h-BD2$c?URS*5Mcj zSO2RkvbU7WqB|<8BJTia%sL$7;Oc*MMfR3*S#(E5RpcGuj9G_c99;dcuE^d}E{pD{ zsEWJ;oH6TgjDxHH)fL%W%4N|V6;+XUfHP(tj&X4Hzq%rOOSvq%qoOME4sgb-!!Zt? z2mZIb2ba%xDgwe;XYv6mH%Jd7ZKRg8luSp9*#g2@XJP{32k8N$jntBslIdtMTR=GL zOiUpBAU$BTky_GHG94{u3kYYOi3x-sqz8;PQcGG&rlZAd0pYAOF@f-d^nlSuYDr7U zbhMZ)Ae?n3CJ=s*9x&QSEomv4jux{8gtN}X1i}x}14bLEB`qb>(PFlMaMqcaK=?s= zz-S}2q@`p!TFe#@&N>ql2tP;<7;U7Mw3JLoi`fFgS!ZGb;Ropfqm9&(mXhgcFr6}_{2)DGw2@lUQZgMaW(x>sorwvAAEXD2Hd0GkN~WX5Yysh{GckeigYiM~m44!dYix0^tYg0i%u7l9rO`Xfazr zIO|MIAp9UbV6>51(o!-VEoKV{XPt=&gdd~_j5bnBT1uv)#cToLtTQoz@PqV#(MD=X zOUZP!m@OcjbtWbdevlq8+DI*FDVdHIvjv2+&cp=557Glh8>uBNCDYMjwt!GJ$N;+N zOw6R|^az+Kvae>Lu7FVXMInz@Kpo*B0cZ8hasGIcp=smY~gE@Kl{ zCUJ9HP1$Jt_9Vg(Wx8By<{}zA?*R%#%EsEk47vW(QXP;!a+>^k{2=l5v=no<;&{Z| z)1jMD_N&&{=DIZv`Dy*Kd}bhTNtgTKT7LC^t$)@B*Y;QYpW6S{@rUDQ9e->5G3W7D zi~)zme;OYuIK-Pph$%wOAZ9B(Y%Nufn3D%^hc$(M2b-0V6onoIiK3(H9>BkL`K|Lw z=bK~fR5x@^T;{-q>UO=FG5<1w$)|41H;(}A_QG{p0ve+qmp zzxuz{ztHy325bAP{ZH+G>-ba0UyCJt9 zpIT#3*jA`5r!ApbB1g(nGc`-JJMRq9L7}Y4_zsprqMnpFWonjacitJIgF;!8@f|FM zL_H~U%G4~;?z}TZx3F!yJV4-lx5wjt4~y|5{K;Au#Mq`2syNE1U*Ii{cZzrn@ww*1 zG%-)&i9tTWUdzwdp!&bozuNw4|5Nm(wg2@os*XQ({H^gv>K~_B0GQ%E5Br=+@gWzG zi0CF~7()^}J2Dd|T9Qx*^CUi)vZ^ewt?!koOtd7Skbj}_!!?Qy(U_XCwNRVyvhjd% zy2tcs9!S@@#F(1tQ_O97ApS;Np2n86Mn2n2U&|Li(SOzdwf-?K6I$C}=p)oGHV<9< zA3m2!a~$kHYX7ToOCDqD_*2K<1vCDz7>{wRNCVK<82!!buCMZBXSJi!ZR(XId3WZGWsEt@^_LrS?Cy|E=Rs9e)?__#>=BZ%2PU z^Uhs}X+ofwAYDyQS^?Gahj^-OYRhexsy~BL?t%P%Tw|p?7HS-c_&UW<7BAR3caQJI zo^gn=?44CxGlSTj=`H5ac%J1T4$(RI6uVQO(&T)R2ji7mzWRlJt^Tj|5A8EVC z|Ec}2j#Ij3rj9>#{9SP44@7yLaIh!-3(;Vg4H+046tMtRlj3cg+bebK14)rC-s?kVo<`HWIrD_QmalPW^i}o0^rf}_)%NG_ zo1s1+-l+Xg?33B=lGgsWjz4w$ML&`M7PR;yM|j=nuN}23Vo(Cr2cxsj_&q?@^p+3~ zBqBQ@X}}4q(13T=nfbJQd3KRc(a(|2u{E~>X6fY zJKKoi<=L%_wbV@uc|ljp#~PsOf6R5%`j^KU`l7Z!v<;h2sQpi_AGQCj<4+xb(J$2a zgZ*NRzZl;k@EsQa0mtx=bdWCR8M(exrM;G){Sm!IEp?>S8%YkYx&jxX&x2*u-?zHZm~Y$ z-bU*qX{~>?{iQgz_CNXz0_~&rzjgen|)QoJ+`YeG}3ggHOn%PAf)7O*J>NBdwtN+lMz zSReWjXCVedj4rx%8r(P3@~i)A{j;`I+h6T}*mu_cw~jw`{LS;~8h6zAV`%)$xxXxyI;- z%Q3Fzwxn~U9?xU_Dbi*8H1fDFz@O|TqZqV5#Pf>JWdUEy@A}2=kE;J`{j2RS_Aj;n zk-nn#ziB?Hjz4w$U9jU1i~DjUJShHSeAuQPd;ws-q{&E;G(_T^{9<5UHJrIaGjrdJlkm=KjRr|8AHdlGXDG(@wLX?GERVMyxpBY$6S%lsq36P;!n#Pc%N&R z^tF86zsy_z@3H$H&B6;WEPo3%3n>+Tk%gOu7FwuT1Ty%A7g5YtmtR4z>tc&7s`BEC zFRs_j@2%?f*SU`Qx&BX`I<;AO<*zrp?6Qm2g}(NG)m3AgAO7%%%?c}gwOM_QHJYFO zY>#Hrq)BC;Fr@vDmGs+gyKVE;6;^20ko0@}Y)?(kdPe_FnKGq0@Sua5b=F?HS#G)I zn(uA-y=L^Kqi4JSdH(t5o5K$~tXX&6b(>|DS-RQcd*5sR_{TqLKQ^fUnVs|J@p)fY z%stHe{_n^mf05esBF)x6_(Ae}t4|){fAr&n&R^$JynnYoo7d&t^#ALuy-qsTg_=`- z`&&EK0p)MD>86TZMEayVZofmZ`|ZEK^;6PUop=6ubFKYtw9!W1|J`}#-C9;(`QKP| zRWE#~*(z`FLSzyQ?hF}?ba+W{fey#$nnRSXa2s~euo{J9q{+l z9h&X8-@f@N`5k_$`s=T|Uh4tc_t|HitvaMpT*B_K{SM6yHyEz3{SPXi@z2?3pDq2+ z7R}O2FWr3mzyG^A^w2|_DN~-Ya#KH&`zDTNDJ}M8Pkp}T zWA9w_|90DN*Nhl3LjOjN80oy~Mw%WxY@hq=XSH4sk9c3l zalQA#b*k52?>*<^`v05X{6_1@1{-W(eMGDM|LWJj_Bw?4YJ}FIks90FbGO7lvuOXn z4(V~v$hx+O+&kWT&plSA)c?Ehy1Q9)(M8pcy7|#XKkC@scH4E9{m;`+Ki&MlC6-9X zH$wAb{oii8pIA9P{m-n<|HE+o_uqd%^NaZ2uG5FN|6Sp$EBJN$)$zYdb*jJrUwyUJ z9DD06w<>nGU3b&I3H9U;fB1vNq;sMDt%kBv|99)Hx9S+zSN@ll`jVIb=%W+nTKRKx z{KavNOnv;9zWgQi+k!a$;yU7*V%%z<|M$QDeZP+Eb9ntBqi;a{((5Aq&#H32MjZPM z%D?~p8NL0_u=0`bkACC-)d&nYnOLw~DdrR0gUkW(yJ%QqjwzjM?7zc}KE=1X7tlKd^zeCf+e>HPW#>7%rt zmp%@*rPAL98(OTk-vRqK2S{vyxd2?Bdj03``hU~SH#eu9etNUXrkmKfBK2a!4c50Y zEL?xgH`*9CLguZ{ZKl0Gt$F#Smzp2QoG-?pRaRcv`h@}Qf5OB^(^xgK`Qtf%lo;rB zN&m9W86)47S3!EK|EsU|O)YDCncsTl<(G6!8*}*>FaO$WuN&I`?7Yj)ip4Qu-X3df zuDkwPum5BJ`Zw=?X7~JydlK=>2i5-_Aal@Y!|>S#>!<7VA?<(hOohjK{I8B1+W((+ z`f1Jna&G8<9-C~>Z!mw!n3Qpq&F{Q7|F8Z{#_c1UTO{7Y_|sQD`bU=k=!8eLe$I{Z z=jQnL=%d!IaGYQI(wFrZQCAm)@%Q0}9@1xMXzzBNMm7sCB=b$J^MCTmCz|`m-6wzd zH}~H^t{HcqP?4{_=2~q>AC)T{m&xud>Ypt&+J}!{yC-K@i+Cg*92$vZ+6T7 z+u#1GecuwFSfaU4%EtA-@BVw`nWf#=?!Lz!scpQs@ju4P!{WaJ|3GR5B9S{kv65T<)^u_=(l<3|HBSFO#3N}`D=Y^ExA_R@*jNY!DigJ@y){z zJ?z*2!3RZm|M+Ht%Iq>%ZZK8)}{4xQ7^ggAF#+ zx)Iy|i6@+-xGlH(zPDfa@r4&&&^a#DsRy)31@LG90YW2U*J^P%- zDQBEuvw=%PX(E+T3*GP0bm<|9x})4L6AVO7q0yPwF)tH-4PT!0B}q z|C*0&tcc~W@YUt*Smk;if86mlh9o@wZ}{oW<8s}{jT_$}|5smqO^3$H)hKj+&qmx_5(9DiT=nA2eS zk3KR%=S45P_`(K0yzTbe2A=;U>HEf9Hb(q+dUM@%*EP>cd$9Yw?)W$D_17hqyuZ2V z!avLUjB}dX@3`I1pXa20PUA1y$3+)i)cjfSlO|1SG;T+IkiVs5ekS_Aum9D&a1B!Z zr~f^jURR6@AO7+GgcDBi>%;4W^`DHZhn@dxQ(tSoxvI?%+<4=S?l+sC7^(B)eg5}) zFMgWc^05{W$A|ff=>H4Ozd-dX%lyLJ@P7*LEIw4hG|m;bSH&w^12`#m= zCUz4K&;ag93Za{zW7dS0+F293i3ex^_aueTP0%rGLQCzeiQU9W(=|uUOsPBRSta^* zX~Wplh3!{mwCffIdc~yv8uyITBrfxGX+9nEv#9S{KhyiCY(J{gd~5mYi}%_8haGmP z_j7BlwU&(~t?SSJ4{PFijMOc&%rZ?}dxO{k{p1~Y+#&1sHrH6f;y)WlPM7h`>VaMF zTW`Ik`Rr#u^b*by&kdrO*WCadZ`PS{O={wA53cwKI9O+e*gJ}FW9w{ zzJck_Jr`qFnfJ!Bwi)&2l1naWZkG9f9K#k{Y;I{&8^JlBfOR%f&fa_P?dOjMg2 zWhaeA9(wQrl|S{VPl=r3q;&sy_uY4?4eQ-mw`ceK)#q{y9Jk~7YhLeD|F=Kmb~)$u z<+;eL`d{29A9KwA=y|hEk#6^s?V4wweYWWT5y$@9zb#(i(eAM(N7IS_(cWk0{8#wu zS3S+~$4lG}{|)H><2sdFbe+t!2J`JaR?N5KTrsbJwFNwuop+M!uGeK+bL(xl%6h-h zzl^l!65rc$i{@qTU#2yyrRO=w1LuqJudjT}xw8C|Pd?epq;3nz7xxJ)|Cwi>k$7)g zPctHwk2;I<$F+#(f8V|LH7l;TqSWd13{;K>dBgu>#$0CkruzSy+{5m&vph$VyjVW? zJ@>Sj5Iok&p#9x@-+k#=?fhSO;d#qzi2uDF3C70nvW?;#KWzQ)#K{wzYoy<@zpK?Z zm@A*1_+y`a_E8@p_Kxw-=+UE-{?~ecifi=TbI+;&+UGyJPk%!3xj48$hs4R)Olv*AWlUeR%-b_i1$t8w1 zr(!NkVlJiD@U%e!pX8Dl)U5-IM2Wd9DdAgMgVP2He3DDzdQ~SIQt*TE408~uhw(j# zPTLf__DL;@blx_Q2l^J>LsF>5_15MUBQ~w?nn$`nsO5hk{y$9K)6=+G#)&m0ZtuJP zIwr^%;OhkCy7@Sf#+4YG!)CIL5pC?_k3FvC+%4;$^BNt)BHhR|4&fa|*1tFhywBeI zbn0NOfAgmO-IvCDu5Zunc6zfK))vV1y5*Kz^m@kjf53j210LCo8Z}DW|G@_zq}b2@ z=YQ(GA@b2VPQf63yZ^!Z2;`0Que|cI#!{F^jOC+ltS#@T0(Yj&1G9Y0RiPg3ywfgP zPp-Q9D#hS^)OP>#lC0|icHu=9>1}_*&Oi2pA7uT5udKasef#kKcYnDy#N!&_KAZ6* z^sC7FB+OUi{4kFl*WTuIAy$+$cS_t&|7)8a(EsBdL0m87V{!Z7{@?0{mBTsk-DBK- z<{z2~6DBlEEU|>2&+fbLZheN7f7f02Xjv$){fF|cf3fmcTYYsuuG=Km$2s(s|K$+3 z$2_B7F1+wU9sgdRI?ZD6P(Jno;Q50deDEPwr)B)Z^A5zA?Ehl^jLrY{*T3qq;rRAU zbG9)*rm^E0scSnh{$kFaHc&j%LLRp65o7fHIsW6F7}Q_R3$)um&;LGoz5%~{`ct2j zdnv4Yfp6^Z=%bI)_#gLE@jBxk4)+JZ4Ql_hTRxs6j=k#Y<`YZ&KfV6AS77m8|;fj*+FbF6p1HolhszWE<IyWn(VWa#s5K z*L^HGSN8Sb^WkNdUdHuTNneKgv7xNfu;Uon?6Yr*+e1C7^$%@o?zcazy@cO4(E0XM zM)Lde=^aBn({KC#sH0@8lXS-%bBtcUNs}fux5+%_J$K8yrc9q=IHYg)KSz4{V>Lbd z5Ix6~{z#0cQU>bQbF$`?=YQ}0_i3Dum=5VKyX-Q>Z7KW56zlr5KeM`wy4lzN3_E|G z2g+!le?H#a*UhW`kM}r;!Lh!5SpSQ;LTg7B%U*fqmFlAhA9$eo)F(gbwzJMYTlI&A zb#z#JJ7vn#&Fj-%Z}ffQ)c%nl;zIg=Sotf+9#t&=IG=A%@knd@;e8$O{$A>CyL)BU6){8SO>i^iW zV;jsre04=UN3gkv9e1|*eyp7#_OtSi|054Sto3iq<@R0%Z4Zd=Q8#|D_12ExSe{oQ zwtnrksk#P?*iU`x)9U}nAAh`V??dA)#j zI-=)ayZu>xW}lLAvHg8m>Oan5Q2WbqGwYa~OBgqJ{@9}me!1X+3-lVr^T#?q`hSy6 zHkJLder9zj)qj0HqrU9+zq3>RZ)IPlcx|wLFqY3_G-~6o^5HxNoqvw-5;q|JQ!C#i z70fVLCr?pid^zLX!De8`q`CiEzWIAz`TsC^*OYw{*2&~@>{`PAv|HS6 z$3q?HQ%_Fu>mTQ%F27=oU2mx)Katp;*vuw;_tD^k9oee{>|I=$LH&uZ)ZON${6h4yYKbu&-#P)=D2@5`sky>I9RrS zdq;7EtUZ=}XSB_yK0$b-$Mru-VsqG-FL>;=u$eqZMjgRBXV+eHU8j7-r~U`)ih zpzpQ*_q_AY^Y{U4nBX5ggQI``8s>W8tIvMsvtI5UDQ?F*vfFI4P5S$RQOOJM8lX?t z_wG`>qx0>d{I>s#SX$aW>~Wn8j|=_ER$FbQ`Rg?m9G(;KJaL?3wST!<`X9B@qa8|v62SI>3@>%``!QI+1!PHzOeOokv@}S%z)$5;VZsulkK|7XF{p@~^-C zx(00#eJsbsQKL@QJbC@!t^YMR9u^0u_^%s8n`U6#2s4cQGkEJer52L7mL2JbW-vG% za$?fKnOk{c9}Hn825o;2Oa~y74g@8GkiigG23kv74~+H0+9cMfOC3kML_H;qZ5C}K zjSEPNdX@7??E~v%9(K4tm(}&{xIQiabG&HB z?R=gaufML%O!H26-6`={y8b`ga}OV9PCxDR<{EjvX!*)mm&S3H1IoR&unwZEFE~E? ztM$*unCO4=&D?8$?R6sbJ?P3SucX%ybFJ<6e~7MUmv;|;^{avH-{wO{Hh11xuCYM< z`}rY1*SvL3HuM+gpMSoN#i%1+`O4C=7sGwpceKmb<4paJ#xYXI5Koyt*P*FXU)TDF z^$Ypja{n{z{68%94||$(ytn(S!Pg%#2;153Wo?nhI;sD~yf1BES>`L+?&5s*#EBDw zkEY9gP}*-ut_9c0SbS;o&U&Ao)^lU84EUG(WuP3JZy((Ma~&42jGJTJ9{Y`t%lh_b zWL>^p!x^c6k>d#K$$4&(t}Xk?WBmDM*mLq0dFKZGZ(sRwefv0n$9cNWH!$CI*Zqzj z$1+QQ#mj&Ak%zMHq&}Z6`!yMUWV6>^d+M<>{o;%NTW9>meF^P<`O9CL)?j7O#JhxQb&e_#DqU4hSS=Yy#Kaqc@_|B3Q!jpy(8N7DWm zU2HL1Co?4e*nWG=DajneFMpY?QEvak&i}<1pZ9BmXT|Tf{22e>oo^fq#y@{1@*ez; z@X|gZ=nHI*Ra6N;94Wz0%|J70%bdhu4J@&xDoIq56719rG?TW>NetG&5?iX0L?tP~ zPR&3wY0I3%U=1v>r7B56Tu+8HCA53h)ZeGL$m*fAcj?zOj!b$!XVQ1_#YUO)HnIJa zS1i(_4kAsci*_%G``cPR{RR4d_#gYp*qA@E`PN$B%416?AM;k|M?7wq>&Gz!dv3?; zAD>OfdDNf%Y%foP`Su&GxBkicD7;U%q0SW|?!e#r>F)q}=MMQ7bp!QBk5B3g_$1f* z7sh6^HHm*&pWbczyYIexb>4Er^;67?e3QR7z`iq5H}LMMm6OZ+!PY;}>y6(P@oR;& zq5bonh5wazPuu+uem@9x<7|2UkMgj`X_Kj{)V0Zho%3E@1(Fuj zD`NdeYX8_DQS(jLUt?Xd!H#tpsBgG$M?YbI3pqb-`~#X+pV1(Vl+X842lf9ROAG$C zTWqhE7`G!2-Sa=?_v0U9?%d8j_AkJ#FZEaZ7Fq9w{cW-C3-SR693a;nar^42AC&hs z(s}lkALI5%(q3AqgV)M?-1HsZqrh=2x7@O>drNY&1!2UA4_rg22 zz{dW6%kORJ_%WA{Y52PW@cjV?@;!ZPfB4-c9t+pWyxaD#eTbZ2(Kgcc{~+o=p81?K z>ZInRlTK<*JZY5iB4a89%_)mz^S*T}xY&W#`C{valX%kio#NrLD=bb7V++%B89wLM>=oCxd%Z#?v}iWqrE! zA1OxiSit%S)-~33qqbiZ?jtQf!*aX_2Jg5V7L<0OwS4o-`{e&}KN(ry-s68810-%o zjGnF)#|4k&<(lGp#<>07du1)N<~PmuI7s6w=9->+?pYsOke9wEmFge%c^G}^WzFcz zMmKled8dwF*bne-Sx1MxH?e?G3r??|sf4mc^YcM4J-(@cu^glZPE;4?1;33(gc}}kX z^Ro6`>#L-<@jdrH=bd-1+Vr_jPyaXU{H-6GxBk!15eE0ad3`(IOC8+*B36Je5F_F@ zZq1K&O;0;L$CBIqWP80Q+9usU;lAgGKO%m5bJI;XnolJk)WON;WxJQT1tBC|AGDbD1(j}Ge+{8(L5{tOPr6j{>6?D zzY%cR=u4Z?qettr9+b~@GRQ;c_ND*rDI?S^(?}r|gIA7zn>CIG`%Uyi&kNf==-rKn1ipw3V_oI^D+Wz$BPk;K8 z+Hn5(ohY0i_MWl+Q~FT(4YO$yI~snl|5^UO^7y~#NAX^2+6PVhFY^=Qk4rAOSbc^2 zP2Jy`dZ?xXa6xYhsRopxR?_?P~V^?y+Lc>fq_$BnyRuaBlp^?y^@OA9va zr8PV4KbOloklUY4*fQ2*L49OGAYj16o*B=!9QtDSp zW$gp{WSu7w%Do5B7Vf8FN&57s=O{@J^WRzCIw=emwjqegl8>S6=g4nHV2ta;?Q-tLd#R~>oo`R&PmukMP(J!U#O){_=VkNlGn$Ka4Z4+& zw(!@#ULoi8xbBf;ezRwotozstM|~stVEzN|yFUEzBMpAfmwMdypgrOD%@)J;O8&?C zr->6DZLYcQnzSdT_32CDcb5cz$L;c7YC31+^}>sIFLnMOe?Ka}+km~I5R3H19~}R< z4^eyk!yE+0J@^d2m85+`>i-UuXEpHunrT0WzW8TQ`D?7XhStq}Wh~3rVY>VVK;HLf z(j?5`&ye36cvAYabLH=kdjEy%IjsM){>x%6kN9R0|1lzTJQYf*B`u8M_dHwgqzc?q zDC1I@L6G_p)RKk-!sg#|nm@}g&e{cIaIJM55{i0Z*Iszn%RQX*QIMx$E?6nkn2h&R zGd`wG>5w=7(2kVnJppCG)bg{R#7E|*dE@^$-~KI$+x7ai{IBDYjDLs;?7GkJam41^ z^YzDgV|cu8c#qd9-&0unKg_qI9~~$Ah;TdtWjc;U7^5(cf%8YKK>gl(qpw3f%)WtK z>)+gOe^}p*>w@21>TCbF*Tc0#J=kHp9W-X)bwo_aKIPzp4_2JM`z6;($5Ekct+i%O zFYy;*9$sgp$92UXkBGlMy4a$!hx-=I=9_=7*0ycXt!N=lRej#P}~wiUwGjK$Hx9=R_D*Q`9an{&bRZO5cyLc`kT=pXKTxclwqu{a$6wsr@R@KClc%v`v(0R7JN8wv z{lj-Bj~XSuGymhA>%$H^Lf+T5eha?Dy*+U3f6TAeb_SJ?=a8&#n9D!>@WY#*$Q}%O zjpRC8Ja2hm?@yNhBz{Y74&tvE;d;mir3=nPXfIEsZ#zQ;(QTRfL<_SE&a}{7k;nzL ze0aosKuUjN&butq3X@4fy9sQ8@Ns{Kw zKb)EB#BWjMr;}XCU-7+cPNk`P^#jt^C^J8si<$6MlVy>{n+o0dPg!E^XfWhG~|5tF4Rc zkNw2)drG)3L*KI7?)kTNaQ!*nkwSOuvB%i)Nm*Y{zq_=P#O<-3;JLH@J`dkjlw(C~ z_P_%V4($JCb^i3p2U-8(`gXRlNa-iOYk;`qV)4ZiOZ>mo<}4;zNS=Efd)%@1yFsn~ zAMf_!{@{CCeoxjc9isQ->#w(-U3c;S{j&F_`eGLCPviFBe{1trKHEQz7jxMfH%s2Q zzPHJ9IOM;_&-U=^Z*%2VNB$svN<8OluD(X=7~ZvAQ}&~cw$Fa85ECke{IyE$xsn0NT4?5Tu)(vLyT|C6$R+F0!{-V9x@1>g0ti9&`hxcLE$euF8;t$02`aDXm1+V`%<+%{A$)NT>to*TK|CaVA z%Ju)F@=Wp9@-F{tui}2v;v&rR^V&TrbMLYLwe!Kb<@>KV{&k~Y)3oEiPE5$)cu)o% zeU2rSldr7lfIIPLEua2MUhDOL@MvPW-b?EQ##QNyv~Liq{#YB%w)TFHKPVf%e&%Ue z>&3BiK>d4Fe)|V8A?_hwly@hA*SK=P_&a|515&5&OzS8sN`2&sq? zrr7*7)RZ@i~#+mm;Q?byT)rhqObD zu@P5Wef0awsE<6_uF8lzn2vG1$!yz}XDz?_AN3;7S=9Ph+h6T}tWA7S{V$%c?y<-2 z#XF4_!^^XMnP*@1o2xdH`8#N}{|{qb9slb1Z}%`CWcFgz8{tm`$RC z^f1##YDr2dWuv5)Z@vj0QZ~r&lZ(dKdbJUvt0de&u41=(>hVxpU)-K{zvY4=TZNQ z^&Qx=WP=UXZ#Lb0GkK5h2;Hadb@|;Y_D$9Q^UnYDvCgl>`=i?aYyI>1sayYYWb6T- zsa$j>Lt9*lV0@iGg;9hgb8Sn`ssK7JFd5q7%9IOU`R0y(FLe3?#@C3)y>GBsiSy(! zp641F*!0;D_9B%$Yz{fb;i6CV4ELc}3(L9tA|9*dyPvB6S$}H%L))qC&+0?%f7mWi zC+t~f?SJd|Q^#Lv4>kVK_^XWe5CN8&90g~t6*jk%xVg+J!%QE)JxMM9UHG5(K*beG z&PP0e7#njYHU>zHggJ4KpK&jjV(wNPuWK99JWq@(a(te~*)#`lu{zq8=p|i_Lu&ce z|F!_CK}%t>aG}e|c|O&3YtALE)|gz{58~_;$0NQ} z8*m=SBW>zyH6D+7rS>Q38K(nlbIFoM%L68+spVJy*ZNo6U+Q;i|5N+lI{xTbS;yZR zf6Pw&)r$7IVkh2>iWK2TmFEzmf44i6;^-iIx)#%cL`5w>d&~S%dZ*DjcEkr7Q_H?G z7F$aUjW`>9rN-u%3$^Evs52UC!=7So;J7!8+Zo3rMwc{-#Xg71+jxvLm}9Kv!w>LD z^?$8@XkWGc)&58Ngxdes@u!Zz+8@^VW6t8Q9QTpykN?yfgTl5#Z8>cT%@R3MmYS(q zqTP9Chz<&6O~!Yy6cY8M%qdf|M7#6O5FHfCnvCyYDJ1GinNy}_iFW6mA-aWa+vWKK z=es@L)_x+z=8VxnWvvThY{Lsx9A&fTIrB7kE*OpJH6Nx4d2{`Z*lYR8FV+8ECs{X@ z*7{f5U+sTt|67bDb^P%@QrDvLnROk1ZOmA3;}4AhQ@rP4pED^wnZkztBlWE*M$b0Wvs_ZM*YeTtRR4!MqV-Mc6XqbLPUU(ea;<;X zerx-ax`B3+`lZ_c)c&`QKiVd^Mmo2R(6_Sx6k5k$8(;p_$6t%_7{`hA7K@GJNoOHckV(=69UBq>1uk?3aFMp#8YikTW-5l{TY;U59IUV zsN11_YaEUETJ;<+ZJoQv_l&m{hZxJ=8Q~u7T=R}RG=|4`%5tF7IrtR2Q=ek@TE4{} z)&Ho2wf9ZE*mm1HYj2N zs>WCOK4}ZB2UO?=%)$GC1hBC|v4E9NpU?vqt4p7UxH-*LInP)+Q5`c2KCf3WTaLkt zxEpKlQao;PXc@ozZ!p#J(|ZHyT2%k1`$oj>>6uKef58{E{jpD~{g2(>vVX1pulPgn zXF%)tQ^#K$L)bpz{Nelz{o8{mn}M%LrFFC)i7wMn1HePc|v@geHi21tR6bM26sr_nTT zm|`%sYaeTIKe1L`EkF9&#-h?E^gC(wf31JD{gvZ1`;^-Mz%RA`Wqr^w2IEs5f23a2 z@mFJ!5SQ3~9BEz?`czNin9OmP^usXz<_NDF{k5ZZMGQ)y`e1a{8NUa}n%)w^fkb2{ zBn>!W6&mo)Iy0Y^FV8OWDf&4^=g>?F8+p=*FZqawJW;j$>VMXST(7bw>tgL8Pa5$h z9}$r!s@A_+|5z7tUCWxRi?xS5X~dU&L`0sbTK{VOV_nE~Eo-ta)*kYt5nu8V5qY9& z{j2qlbs^WatjW4qd&rYUe91>dftde5(px;FYZ@vd?vC!GV%Qw!s~rcaWR zXo-3NqiqffPEb!RjPq(sl9FhNdH|y>WjY7MQw!s~rcaWRXo-3NqiqffPEb!RjPq(s zl9FhNdH|y>WjY7MQw!s~rcaWRXo-3NqiqffPEb!RjPq(sl9FhNdH|y>WjY7MQw!s~ zrcaWRXo-3NqiqffPEb!RjPq(sl9FhNdH|y>WjY7MQw!s~rcaWRXo-3NqiqffPEb!R zjPq(sl9FhNdH|y>WjY7MQw!s~rcaWRXo-3NqiqffPEb!RjPq(sl9FhNdH|y>WjY7M zQw!s~rcaWRXo-3NqiqffPEb!RjPq(sl9FhNdH|y>WjY7MQw!s~rcaWRXo-3Nqiqff zPEb!RjPq(sl9FhNdH|y>WjY7MQw!s~rcaWRXo-3NqiqffPEb!RjPq(sl9FhNdH|y> zWjY7MQw!s~rcaWRXo-3NqiqffPEb!RjPq(sl9FhNdH|y>WjY7MQw!s~rcaWRXo-3N zqiqffPEb!RjPq(sl9FhNdH|y>WjY7MQw!s~rcaWRXo-3Nqpe$T$0~}b>)s;-D_Ny- zKh?>;t7$_z2vI~`EkAqA{1UuFR%!J=-O=_~mb+XhjVPk7*1zmC^Gom!S*5l9(H(7% zWx30B(ugAJYW>STGrt7ykX2giAKlURSeCn7CygkguGYWoGxJOE4q2tO{?Q$6k7c>b zb<&6;>K63+M~`)CS9Aks@iWf9|!8KWqJS-}EwGhq5)QW(NO7eMTGCv9%N}Q4^`I#}HMu z{Opa)wY{HjiQLixx5Vmy@qqfI$1zb=>tFUp=De0U)3LP_EwR?WTK{VMLo4WM7*SRG zpX`myY4=flb!;s~OVqTg>oG)C^?&w8<_gzmUq*Ec+!Aw|9z#@B|7UMxE;<@~+Y;r- zr*u6k=3yrJ?!$z8f$|92;3!AFmaiV@aS0u6Ci(8eRR5RN&ZV}qq8#~J|7!gc5A;+C zD$OL{eVE$*yv3DF+gVYLd`i`$qQlK3-+h?s|I+O)wVf5^$XEZX2YOt>3TGzy?!(mj z=QXZm+Rln{9>)gVbd9mZkb% zy=1;IhebZSP#ra}udMa2w!c_!TCGe?W^Y+)`>X9wJYaRB_CN4I^o4muzqR2Eupw2^ zH!CYul{dUroP(N)fIKB5N3g;zpdug`bU3QbL={AfTnPHA#@XT z%vzRyRsUE2*Y@9OAl)|9))Yw!p^fZuuQomXn(g*y=$LoZfKPHsJb|eP7>N>d`QAao zx3mVQ4HEbym&BlM9bhC%%(eXFBlQXS(ktdJ+8}{Xa!Cy8)&WMM#9Wq?@GY&uX@dkl z$t5wUTL&145_2s-`AB_2zVwQ@i#AB$lUx#mx^;k&C^45MC45V3aM~b&PjX2N>ec~9 zqQqRwPd-wgkT1Pr?xGD6_#~Iapl%&tBudO>NeSQ58k{yr;FDYugSvHqkti|O@{^C$ zC*(`7n7e3$1U|_nF{oPy7>N>dSyIBcv<9aQ68I#S#Gq~+U?fV+wfy8G^$GdXE9NfR zAc0SENet@N0Y;+4T$YsZEv><6g9JXwB{8U52N;PG^ZZx7owI(Y)92}u4p7rPOIoCd z&`~5+q0iY4P-nm_xFS7-j-r;YE-CzyojO3B0khzW^bk6V>VI`f;g{^x0qP8x1y`hp z&{0(Xt4j*MWTy^LXTU7DB0YqTqWWK5Qurl1b$~hpX2BKdA#@bg|LT&$FWIRB)EO`f zu1F7|qp1E@mlS@1jH{RJmErU;R%$uh!XXUop@+y#62=|619anDP~pxGriQ zl#ll>9((Mu=B~T$Y-Y@uF+2{L2j%CJ{9w+%mQN2<|Enk7=k`bMd#kVIzpwpY^*=qZ zV6^|Y-h8_mKYmM_S0(=4*cBKr6F&ws9Y{q@)Vmm4?WbZv(7qlY#(Vxj2Iz*BbyN;M>b#l;uo8f zMxB`7r%nmRjvXt<`H|)$A6cZ?eUCjnSN9b&CJhK<%|J7$!wN+Z0!wVEN)nZ%1UoeY z&7>`J60`N~x881^c=Ad8d-|DY)lTc8i!CNTS-AQ4kN>;7!7s39OvX|%Eh(*Kx?l|~ zv85_WRFV?x)C@F}w#-Qk*1!^5s**${DZx(7Kr?B}oWx)aEU~33NmP;&?9>c2leWxB z4A#IBTdI;oB`Lv9%|J70%bdhu4J@&xDoH}#di(8Wm6ca%_9)tCnTlyaCr+H$EWPwH z&4C9VnCq{?4Ry^m*E9znaA5Pbl~!uL^{sC;NBrW*X4YNInt^80mN|*R8dzdWRg$PACD^GMXeMo$lNhXlCAL&0iAqv}otlAW(v~@i*?P)v zPO4m4?g%n*;OX#JL`T&aSJcJaP#}$|K77DbJ=B=HY={UqKS?F!I-4;?b&GhN7H%A?HRI}dt z>o?0SyKJ-7)>}6hUU*@~@W51)g*X23M)Tj_{&usvv~7N}6`CYbNlLI&Gtf-hGOIYV zd8ax1?6aFKx7lcl`0qKi>FfvU@6FQcj8Nx9@%$!#wfC6A|P%mP_iO zLJ@?(5?iX0L?tP~PR&3wY0I3%U=1v>r7B5Ok`nCH3^bFr%t;K^z!F=kl0+pb!A{LU zGil45#9$39v85_WLR?RVlnHyNK}z5uha8e(V(TOJ-e>QS(y%MZm}qhHh~|bHZcw}D zLWVS?ZnFj%42%}^Yb>*$j?|d`r59haVkGhC(W5mD`n>J7-=ST6@>wjUgmf)!O_rS_ zLt188NCp`U>{{BIEITL6^DjK_zFP9rOBQ9)cewAeG@i1+LFiiAnk+j*HAcKKjOIwp==g5%e;yRo`1_Qg6wkFHY zks(Z~_`4ftL*m+5y!F;7gV|c8g!2ar2zp{ES`7N^WBHjj; zS$b(7KausV5+AS~fG#5U^&>F{ApCjfod<}1+U3Xc+6c#zAx(Mp5rYf{b}em9mYpL* z+E;MW8Duc9YiVn;>>L@=1+e@tF7?Hte(k^Ce!X7!YKqBG|4%;YWXJsTpZ{!j+if?? zLu|0e`bz${zdgm%xVy=aI-<)MWH7L8nLd4*#+NLA5t;uXzxLYeHt)RiPHrOY#Ho11 z(oEx2&JXSHkLRB22l>h?uQW@1;uCi6VqZ+=n~29fwtaFT&Iz;ce)}pGX@-3)ji>BD zyOy>l%bRSnnIGR`AIrzOH2NN_3F!GC_2rk3(R0N4Kl13K1uExGbz75V=g5#UX%98X zU|`qM)@0c^GNe7_Qe}|Az^^o>51|$`@PX}1 zf5;&Rd;McOx%ZxX302CteWbLf8?Hy(&P*eWI?%uemT0O>rbOB_x82$rXC>zR?#3H8 zyX>-av-Fpj&c`dqgZo|P!?+#ivHkYji(2wzwxp&_X+UTo4W_`lRT-Ch5U|lMG_V9y zWilmFqDtykWn5Cw^Upmm{h;;rOD_3o(a}D$Ipp9&8r+*5Df5v0&}uRzQld)gR%KiY zAnHH^A6SB^GMN%7Q6+V&GA;!Wb)bO{EWuQnOo^1JlDbtHmjZ}7(7*?lV5&@}L`qai z-KvaB0Yn{W-~&rARVGs+C90%uRmP(z=qtw z{^A$E@V1V*H~lDlri_1=>-hKakAJ+m^Nu^^+1oqKqcRRIz4Vtgjm>8YSpMVr9Qp*z zNxc2mTg}@NZ=7+4%nL~Wfmq~~S6`K^c^pQ-f3 z3Lxr010Ps|sWO=oDN!YLt1>PH5Ott|4=lk{nM{e4sFJ!>8J7ZxI?%uemSCz(rbJ3q zN!_Z9OIo*4x7h!JUu>~Oo42H%>2VM$bj7c&=(tfQjYqkhSg+?u{|Sj-fBfSg z>oXxd3x`h2kox-foBwY4mWLN~C@>TnSSF#$WJ;t&HO&!69HHfY=R4nNUVZJ=W~Q{8 zTmF8Fwiz7H7>Pmihv`8xkNauFvae5lU7zJoljr$Uu!C2g0mLCqq(#v;F4HYF)hZT%lh55h# z`(G^+@jBKr;q%NhPdCfTGXfmz5l0-J(h8Ufg}(5@3(d#;eq?0x=mf;=0gzJl5uyz4 zQh-ti8u-8xOqI!$NQo+`Ta|GsfT#lvd|(Nt%4ABUM3vO7%D5Cj)PV**umn?OG9^-? zO6pc+TnZrSKm#9G1*=SDNZw-m5!6athxv9{dxCyP`yS~V{_DT~t9kqFx3zpAEpE5@ zsq1f$=XLmK7V@;{ote#q2@{%2M_<}p@TWg(J%01e{0xmHSt5Q@OGp9GX@YiQXF;kQD&E8#oC#_{~diY+p2j=uArd+*gbwd=0CR-VIg ztsu)a`ot4YHkZj<{aJtbL-W7VCLet8LCp`P5vd9hUV8Zz?L*Ex_q=A@xcj6G_$hzz zTyf&WN&0+$>eQ*49?t{MKKm@q*K8ByS^hLhlyiUX*=L(cvL;~Sq=~kMU$dOqyz<&B z&ENj^H%Wg^bFP$m^)=TvGyWm>^O|&K^YqitG`HV=yT%|mZ}j;nW6G2%n!{vyF92%| z9)J9?e2}T!fBy50=DvIHYyKqH4d*|3(j>9SKV72*_{?U;8#6RL@_g;Jsm+^mzIWYy zm-yEYG-Sf{szd8GybDFEJx=MVH^W}%%Vn1pnW0#~s=q zZS%uzHQm-*|3Kj^asBnyZ!nMWcZnn72l4!pOMb@I)reu-`0<(^?ZRRype>hm)>&I^ z7hZT#%%WcZ(EjOfb&v=yE8|k(zbN!0s3nalq>O)|@^{;9cdOTFEMgtM^2#geGCw(6 z17r1n)F{O5Gn;2+U1J=7xBUK=4d&nNGqZW=m6y_er=|PJc9@TnkGihke+IDcegw6o zF-7+Oa?5^2#}$qxC=)4m+uhFj7r$V9TBfIjbnwS^+igcxqAb_w+i${bQ|ilAA>P)KgFD^LX?Z829YM z<0zBOs{U=dna#DIefA%UgtyE50nQiw4?nR4tTn=#-}TpDPjQbv`UqhKomKe?){JBB zMHVjfBd8^HxMlq>)c(pN?@9yCFaZZx=kfU$rMlou_as^xAZ?wD^$FJJ*!X(NDe_D% zW%YGg4@%pOX`KwRdiaq?QcQ1YIOl*lFvM!J`tV5UCQyw*(-@CuNtmna`|ue6j!Wm< zB`so49w*kte=R(hgdSt}tumL-&l_+4v)O#}%_U9u{PBG6<(FO|w0TpoKmYm9?cOFG zAM(U}h(3czCo@{^Uw90M9DJ~@<>7PB_13fY3O^lw_z`rk^iz#IBV5AMJ^l34`V4aa zefL)#{fd0a{TyxDeJsoYp{l|a&haS5gi;O8a&iJ|V%D*;?|NF;N+I;?)@0c)Q zqCuqqJi}nVd+oKCt~=!UfnttB=YZ1rUwiE}K1afIHm|uzbB@ID{A{z0#A74kf@9B~zGPaHa(J zNJO$+Qil@YijpbJE;!@hNs}k*y*2KyasP>Wf%$eKSuQE=ua{hM$>xh+SW50UA6LAs zld&vcmHBbhy-y3qKg`T?H4Ew->KWG4wm-i+?NrTY@4fd`6U%p;=job)Da~eblIvwWc0-9O6>ze;1ayY0UfhCzXHg zHP>iAi@tV+<(F48o-M_Gc>1*VoRsG>km2d^yh)j0_0`sp7;}A!PVue@%0Bh9(_ELE z9dm7(u`=HT+$q2Pt=@~^m@)Um50R56Kd!h>x7K(fPt2jAzrb8}`-5k2$RG1kSRabH zY!6xz_{A4rY`(MJcN9l|A;16mpJV)xdETVA$UA%(FK@c>=5~=PBfddi&&XVxf6~ct zEzxVQz2+t`c>aep7hLcsS?j;E@Ul)u=iB9oQ(96_NC&y1WD2tj&XnLDiAa`9>QDk) zQ8Ilh zI^^evcwF{PiP^MnYn->R%;i3Qkgs@lXUTJSmWlO+uvyHEW3lqtAA0;KdOX{DZK|~?eGV_j2|Hr? zEu^mnW%-yVWcgcfWqkz7%=y{<3g%1ny&*XYTdUJwzV^{l9`eVtLw?4OyI;=*`66z{ z=h$P9@$*BO>#V&_v+^pdI1W0*FSut}>|-Ab*pWI1vFbNhRiE&97m;_N___M(t1>>F zKXIT~|NG*LFDN{&J%TObC@;OtGFsM*8Pmm{{lDJ&8_0Wrs|A0JZ0^19KF!zXV5R(n z@Xlf9ldraN@|86maI%#Mlag*W>tD_}=cSx{WlctrGh2x$bhUhS71ng3{@Z*zy;ss5 zciK_w*}d|t>{%HbQP0r+=-qqoxkq(7?68Bjw{_NCSKs%;8nJD+-L`pZiuGH-A9>V~ zTK`Tu@x-zakubM_V?n#`epp(6|I@}7*E$&sUA_Kom(4={@caLgOD@rRi2fgAX?-#!K1wG!)Wsdw$ z@{a5Y(hp#6A8C0FVjA!_-F%bUuf6tKHEFr>1&VbDyk2TdUv_Ni8cQ8`@Sz9Y{}W|B z0?ONT)6EpUv#j@pjQg0uAIlMT<>V`Cx~a@oA_`sYf4WW^s>!}oPQJ3Ho6u|}qR{pF zKj58pMhl4&vw#lkpBbkjj>Wn<)G72on{RIQY^ATSlN2BZ*W1@UKGeG%x zUiUefe+C}U){i>sXw7o9)z`2*M0fSoSF3KS%m-jz1Lu!>XY?D_U4NaQ|0>^DMb^r^ z)Vv{cEx-HS?<`Nr7xVM@jJ`C#8;kNjw&-Hb(MKQMoGbm^B_4qvzyyk0!!7oLC4vH87J^EmRvAKpvF2kU#6SVHbi zR6nvg@q`m~Zvd=0L@Y)84m4@YojT>qzaaQz_B2As3bXsRf& zeAPumC;y?wfDSlkovG!E2ckFTmjCfg7xf4IANoUluvZav?8~7?`Iv9V_yap)M(CFR zujRczXABCwed1A5XLQ`S9Jix?s&p})*nLI9gOQDZgRMyqJ`Oi0*t<#%s#5gvx!L#G`2WwPuJX)3;bMBa5 z!}(&*YJA>$^DTL=;cHUXVlo%@qUx~b2N-=XH78YD`8CuSpaJKsGm4ASySe_MupTz# z?yNJleDOf(jqJjxk9#og37hU9Q!*OgVZ|}YL^7H@o2`4l+OS?vl8sk(P z1LE0u?|}2iy72hfZMR+h{C@MB->8Z2vmg)7Vcl%yWzBsZ*Wc`8*>*^*sXG@GKCYOVipTl!pJ5>#+|U z^cYil@5vaz-rpIa]g4<2~-A!|$gHRxmKV&A|hmqkw&RgrgqGiDu*ad2{VMk|*^ z2S!!o9pH>vhhrRE%U4%qZz(5Vx^_E_9jJ>h%D9OS=8Cj#if;MkS5O_leBGwlPD<~k z#=U4xKmBw&Xx_PETIJ*GVNnnb==Uvo9HaLRH0I+<_h`O`RE_KLx= zlyQ456X%P3@qP|Ie5Q}Mz&Y5I1J0jm8?{#C1n%X7J z;wiq1$A@Rtv|oAU71`v)I+Jb6&1_CT<8(b1q+eF<&GUz8jN+LWju|+<2NKt}BR)2y zecL-Sc>i{!to{C+W_#CNcZdDsEH8`WM{10UaUCD*3ypF(SHg1J^e)*CI>zm5thtt? z=5ZT)^G!EKxdw{U&s157GOS~)%m#E*d2-Wc&I~LZ@pF0;Th0nszaNxy1$fkfSvZ{bWa0eAc*~ASHAuIyQz9#G>?0Z;~ID&G2^;Gp!UETM- zUy_eRNYd~5zPHw{y0>mGb^G@1_k$Dik39-(EF073;aHD?SPk_FcxM&9@EaufoN&Uo zRTt}N@!|PnzRK3OD_bQiN$%p;LhrF`{0EQzvCkF8>fsQiDV+u)-c==~OSkbf9| z1C=4azK9I=Uk5D^!_JsO}`%10%x_%w~jjWTAydC+R z@P;w)}b7-|9!FoGg9DR{orUdhq{*>oMVeEHrMgqaG^KfLf@hJ zo&0tN%VRB3{lT8McxFZ&^uvaa*_>bs2Ie9d|D~5%rrUh;ExSYH{mnJkT*IFcaLy~OIH&T8y!(5N zu6M#3e%d0$I;eQPYyYKCG?Q|D{awJbb)$|@(u1W&S^wzI3W;V?ZvN{qmQiG!JYcnY zqWL~u%#~pY`x3E^;GJsxzg_OHSH_wyseel?wT$rIuImxFMvm`Zt7$)+SG*l#&!+FC z`Okg#+s}`Ps`}2V)ZJZte`rymkVX^TuD^#bAw{4<+$w%uOz2W$(QJQsmxA@RfNA_8 zPk%2g#enanLdLb#vH!;$ZnHP={E?V=p| zAJACmvWDDqoq5JtdIHGVAurxNO{cxWzb>yb%oB3$0InIsFMF6bAHo>#tH{(QJQ<^7-5K7k%(rD1zt6%nuJw^X*W*Q+}%yb&E1W z?gNQ@9di8R85BQw4u-v%R3`1~k@Sw(op;@-c`e=#|GznZp?U#vSlC0-+MCTw;Mrn) zzXv*4H%Q-r=bwMR+R1a>W7@9&9xD6kKR?~eeCm_i=(>%QPWn!F(n%+Ezm&Bx_`D>~ z=COaFotybTPxgn|PoDSj{Etj)rXp)*AyS_&jDRL zOUZjqb+VtV&4oh7^)@(v&^Siytr@CLnYYV)JJ!QYmU$$^73+(k`{a{PX}`(!Ncujm z2=LDH9d}rrcrvY%iMDa9qz%SzNco|b(Ye-VjG7M1A|u&Ui=N5zLVlFS$zC&-braS% zqJo-D+F<;S7O7>t>@{Oid(cr*C@n3V_#4d*wOPdj!5q z-YY}>TSn&FF#q-ApZwJ44KRNGP4|G#XZWK0Rx0W|@(P^K#TQS}@^~-BKj}pG*u(aW zK0(&L;q#9;|3OE}Z2lLO_+wrIb&~(6hy2I9F#BBedDxqfYXq6Mqy95*$6hGx|6vdN z9_jBHrTREq>N9?ih&tP1KUDd^CdN|yHY;E*!zjMG_RsMj;}6!Ruy)cqa#0-bbI;{H z*Kl0)in%20SC)UL0aE*5{I}SR>3LvJcgE88M>ak9I#+UP$Ue65M#|i7`_FnGVSUAW zlxF$&$ljH@XQUj-$L04Ta4mYji!6q54S(^AGkncCjPu-Voy=HwX?!m=Nuk5*Xz#7E zRHtiPd0yz3PLg%7cwVl@DSa3Fwq;~ZF7z-D0Ukful5t2IjNdE)NG+Bj%_|Xg6Hb*% zRI^DNjNh>!wTzd&W-MweUKVk2%_eOyetQu?sAatDHDgg*@v?}EYc^?v@!N|CLM`KE zuNjNlz?qg78o^BTqf39uYCu8 zw|CcFcJV$2zYoXrVtqzmcIl;;8b6;v@@rs9dQS!S*(irR8hb|^Ec-BG9-7AjxZ#Ey z$)VbbF>hxd_ocn}?jDtQSa8fX$1V26zrFt>@3Oop&zans_Br{#|NDzPC;Kn+A^x#` z5cw#5;#jaRIdW@zr`?Vb_ZsLsfA`zp`uSVlZpWtIhU(fk+9SleIDT&BI&txj{F(dt z-XMEoQXlX%=?J02g#6ukOAC^9X zKA-8i5G9lU%|JK1+_tNR=UWkH{lbuE;mE?#`m#cB@gWH^5@dGd*V{<=4W=&>)wZ-?zCb30#^ zIW^8p(;nXk&F`gJ|J#2rm8W3Grr+T(=XU;om9;n=f3crq{QN}T@y79R-$q=2tsR^ z{9bR|7m;lcDzjuBfHLr{U$H)f{SV$%q<@o}-ldmZ3KP|bwO`nBeBb!SH$Be^!p zXFo>cz8BA<_=)RYqrZsb{S`ioJpNn97q;Ii`%W&Co`Ipvf4uXZ>G!8PxgXiJ=U?s0 zvEjIU&R=s>i$l!Y?HKJGUy|Kd{V(Rn98h?B+ zXKwmA{*Qz9B1R%h8)C}TW#sbV9%1v>yKksMMDxADlYjo?5RXX@)22HzWMjC z^pOP?f9#=vI)?RSVB4^6zJJ=zSzza{7K7OwgW>ac`RIbKqDaqnWVHG}I*jucfAovY z`Ov3vZvejtDcsoioPFLlvW6WWUE?TaQ2$R%>)XMH%};IfN!73Wc(sxG=*cJMy-cU3 zy@OGQQD!J_hwa#AfX~nQpQP(^Y>dMAcZ~erVLUIc(}b6=eeG-7?_ak@DE|41neE^q zU+u`$0)e4uJ>PzKGMn`-zQmq0vk$sT-mB#28QGuq^E-Ub@~_k%p+2tn;q~?XvwR?3 zkq>KoNd939X!b}>C%<2QUH9ME_fTx-f7zd0p1RJ?|LyV&4hN;>g@^kQ>cY#NvPNZ{b=I~%G{hIrHJ%U8KDnO^>|mZLevr4b59Yq? z_`TPSWM4hLe?|W|ms8|D0)DpKLh|->{&98`hjQX)$Qlgo`_Q+F{v658nM0!fP1gNntQ5ZSf7)rM>ho3BPeSbb zrTe(Sc=}A8I?ek}wU7Da^zmbHq$f!SYzp`;RTE#F zdzj?yI9~piipoTE3d+m86VC-U){|%E_uP$~HTg-{`RAXf&(^66xSs6wIAg|)>iEpF zeVYx;$6<`Y$2f-Ieg?k>L7N z`Y@?`iyXt{mtXE>GQv`3#eR2blAPCc6@XjX&lE92TFTHQQSP`S)D8?qjmCG76cqV{ zw3MMqqTF#us2v!J8jbHDDJb#@X(>aKM7iURP&+UbH5%VRQc&a*(o%*diE_ssp?0NP z%U{V1#~h)J1Z(~vO=f~6&^jed4a_NT+LmpB3FX@~i|O7dfJA|C%!!`-$BuzX5T#-3Qfr zN|Tvj34)VkR?Z*435B&c*drTj>bZ}+z8@*!Y}E zE`<1-<-Y%XjLA1Z^Y6jnmGdU#l7zUzcr=w3VEn^1iicEriXz9U)35lhVyBxGlOQmf z{~WABDO92l+s)ge=w5h5H?%Cd~rdMfFO1Ea;i4q1!8M1VDfa41Mwma$q-B|ULq zwE9N3t*I zb6hziqSWF)PNZs4O?xE!fjD~|WG%%n=QX#(5(I!5{ zZcrEnZ^S)F)F*D`iqhGbvhmgYdnhy-j9!8wR5{r#{*1&h48bxqFi?V|LVUIQ=b;GU zL8$a2LX|sRP~>J9#D)e2v`8w%SBt-gB7_H_(vJvL?sP$sn_&B41x0R#L2PJXK#Qb8e6{#{C_;D;D*cF1RkO5F)V+9C{wN>-o(8q_C-(iUN` zQnCUS(4amsl(qxfClx6p|nL9tdy)k1vIEn45cl?V5MXQDxg7qVkm791}h~i zPyr3<6GLf>Fjy&BfeL6)pBPG8guzP53RFOY`ovJ$A`DhaR-ghJ)F+107GbbbvH}&* zpgu8_wg`ijk`<_c2K9-dv_%-Kl&nAnG^kGur7gl>rDO#vph10NC~Xl2DWCbdqL49HgQI1Hy75Dm8 zAW?ImaMV@Rpzo+7E&c-`%+ZO#Bt9S=V5zq9gV0e&TKrr5b5$9LMPdbz>y9%ASSnL~ z5IX8etA8noIU=q9jj`}L=E#6_fYs`sL_p&bg5#(oi)s6lX9xKd{T#gtF*E@}#v+8^ z4S%9W#HrossbyUaURD38Q|AM~#S6tJS|&|5z7tUCW%zi?xS1Vbm}2s1b2$wfZ-a z`p4+`)zQ$#_$J(0j^v{Afq7{`9M|%RQV=DP55*{(564N>OAF$-$`Yj@N+KVMQI?F( z2k_E@IIiUrr65WoABs^nAC8l%mlnivl_g3+ltexhqbwPn58$N*aa_wMNZJv7TxE$;5G9ch#VAWg=L2|YK^)ie ziBb?Hkq^Zvn-9lH)k_QFxXKcxAW9-1icyw~&Ij<)f;g__6Qv+ZA|HxTHXn|Ys+ShT zag`-XL6k&36r(H|oe$up1#w)DG z3*xwzPn3cviF_zVS>JI_DvZeM-y;MmQH63p)idAc)G9pr9rmk=GI3S0eSIO>RH zx{vkB2qW@Z{mU`4xP<5sRoLnu!%;^p(|xR0Mi`N|q}M-2tXI2YV5k&ePd~_Vgkz*d zfh3_bAabTzYW|Ce)|DSBCGk&(a2aG{d`O0l1jNETl^&g8k2#*L{_VR zIT{)BTINVkRxv8F)xTE%TKhvQ7-$%g)%u?tjf`pcQGE4e6{8}xtnvl~k=5d#qmi*9 z^f{K1T`5;&E;AsAtQP+qjf}-W1Ft2Kj(93Jz@iNk$@h>>xECmopjM7_#G8MOz(7bC za1+V*kWPz#S?!#vgB9tBxBA!WpG07wN|0$H`5w|~?ay0WiPXW0bi`As0Tu&pBKaQD zY4I<^?o=JDNJqTIUn4LO5>_}9$@h>>tAAeON~8`}q$A$yA0iO%X{@4!7%6HrzJny; zeNKvM23j!cWf8FEKgLFbl>?+AlUI@!e~psG#sU`c96}A$$iA}Gzt;X@y{TH6icDTf zTKjA5Pa7wL)Bmwx3#F|uEH1gEfB5d8u@vHH@l z<{#ne1*jjxno|@hh+1>NyoO%CTKo~Nxx}v@(W=N?%J;+?di`qgZ}G1x(@<^e^NKoE z5OdLGyshT7`p0-!bL3^2OQU@~CnPYl$r0lFYvvN7XXNzo( z*tYVbCwA2)WNsgLX}kGv@o)97wLkU|t^Yw?DEr9P|F-d`jlak#teM(d^RD5VCEqBwN=PD-UGS}D0!gfd!xz52J~ z((ic4>AaCo&zfzy;+)hDIA#`ogXh{gr{MVExjFKAwm(0M~)Nv)7Jlnc(n1SjlV7bNZB28)0FuRO+SYe%v)%AKFocUAchc=;e8kk$>nhrufzpU>A zFs@2@8E;`P=jut1JUte()%@4jrNy6hRqp}u?55Sf^!%!|KlW1!xfajw16%*o`rkJG zwDEVz$v-p^40&KLSx)(1kDnML^G3)aXxiTkx58phbEwyuo5RSNCQgUl9ea{&L={c3S#|%=87RV zw_IAr2Av;IeIexO`83wUE1qbsVduCSY1Ktp1LgmAzwS;H#i0;Y8`m_KJet#jpZ9zFGu+|wYz zVm$SnAMdzISvvz;;&;A>q@JCT2EU0lXl_#j*Q`o zxBjQ~zis?!<1gn2nP0GfSaR|Yo3LfB$BYn=Jj?$~B6wscb+TMXk&>HK9k^5xr(9k- zqFi7=sZ5s9qzI{1LYFGyR8S%hFyH~DGFe8GBBWLcU8;yvL5V!TfCp5Sl_oP3PbkN} za=i-bImX3Q?+In?3;G0|Cl@#?y-%t8J$h~~awwnJI|5pFJop>8+?XUGe)_=DCw~aq-{B8NiyyRao!}XL8 zOeY+Ps)IN+ecKl@s9n?KCs>G`aHP`ilhj;N{Uah414g2=`}Q=qu6eiK!%6=rxw<}Y zW6lja;e_S-g_NJ`T)T}kuID!FIkwIt>pg<`u{CJvcbl4jd)Cq7-|AnwU)Ef{wZGQ? zwEkD;e|%ig_L1j*bbhFfKR!?9acbkQ%^OP2VRML5XBPAPqo4g6r_TR+IU$qdQ3iVa zoJ%SuUzyWW?&Y7&KjW36HW>d9(S&lnxwdiC>y#@XXUBb=-rpmy2cBecPOw-{BXa92 zEFZ7+=}XHe+vGL>h;NI3tAFX9x3$04|Fr(MjX#oe>%3MQe_Q@BANf~5W6l|}$~+Zx zq+|=l6jC)xHPy{u;|jA{%;>#{BdQmvCEb4rT#TIJ$f4(idr#!gmV4Vg2JTNSr?z~e z%-K_pA$dLTW38;sz3XqMO8J<-t6r*qIY*N`ANK|+?{EGQ*A{=&wO0RH`)mDA*@xDB zFy2va{jc?zZTvwT+W4#EM!N4^67vtue`6AylEBD{c+3$EH|h8~xm2yK^g!Xrig>m} z%%tP%P`8@17PgifC>&W4&z6XpbbKA^E)4%>dz63Vhg_$k;{kGNS+8#URmj>E&9RYJ zTYup5>yaOEv1etFcd{JE6{Fd=n$70F#UJ&;?o+gnZS}9UKkYl%m#`l}AC&4!>~kXC z`k&VSYJF(qPaA*PZ!CHF2Qx`#mZS1N==CyGS9XME5*)>cm@+~uQc}r`g67|16C$K& zpb;l04MFaVJi5%K^F4dc*ZDirsV(qcR?A8ssn7AGeds%?Nyqz7v8TAe^bYH6{-$B` z-{RluUu%C-2XbH2`X9u?=Fl0J*8ke`**5-YJCX7B`RAYSuD{`i?)vMl?Vft_DH&ti z_}lUiw2wI-)*|-rrk;_t<){| zPs?`S{`R+%UcR@%c|QB>v&rt#;%ljHY4r*C2Ic?LvdeYvfB*ZtV~;&n``3ki{>v@9 ztRBY-%m2$< z{4bdH|H2C|bnpM4wYo2S;R}Q9k2ya3pJ`L4cJEqcm2Ut2_wCjHgAO{V+j-}mwB9ZX{a>qp3#R^|e!bfMZ_1P@X^g-a zWa9$IqkmfVpSo36d3U$N4xiK9+vmom@A~LRKdR-He#27T_rCYNUj0A&oU^;tS6{uG zG-;Cjk0~4z{D0P3tD7?AqF(*Cwz6=?-)Ck%-5qh{k=-UA+qhe8wbi;!H`~1X;SYb9 z#=g0a|EHdMnzhYcavR-cC&T~v$195V_r#M=bcY>wShvwe8>z2PZnI5y`p-@q%s;NW z>Z)$1op$QhTyu?X-F4U1wte4y(-&I)QMW(rmHne1{iyr+$G5h)NN#cT(MNYPpP8Ai z>*)MvpD*p*z2hD4=J^0StFMq>m6e;k@$b-yWi0|y6L8y47NYBjlN0d9VN$S9i?a0-s$!KXFvOy>n^pl-S4wqopHt)>dS1WdtA&tyw3W+c<#g} z68}ZD|K~YJ_*$L+`RAXX>J#eQaQ$Qbx>4qfIR38wzBRf@sg53Z+_7H&pMB=pZnxcb zD{N``YWz9jgcFK3u&~ensi&UO{F3K_F^Kp_KJt<7g%@zoz`2^?@&AMCtnFpu_zOFy zoP4sKkF>Q%AAMBje^z$gWo2${Qab;gcHFTzZ_JtTI50;=d}(RhSN!ph3nl-E^$z$J zTWpd1j&-;{t>SjLuv>q?>4_<%dU%&eGul#s#y~XAY<|qFuGUk-)4ds8( zi3nlNL)+q* zEBAnc>wE)pEdGNhW0lIFi!n>fSi4j`;c<_cY|m^kPe&WJxeShfu(M$N&wP5Oj>l}H zm}6f>=HZrKVfnzfJ``>Fkw+f!b2#P4KlZlrmbbpO`_T`6*xh*ZO@rtEOm%R}SdDa==%*Lk~H0uJOO;o_o{rjcIK1 zHO$v@L0*52f%H{)CSkr7-t|YFd@bu=^FQ(UU-hRy>D<&-TWzWJ6M6Nfo5?-zT>76w z4nElGv(&L|KDkYC{cn(b2=#A|J@@FIeDcZk|5W$n6Hf^KRQKYGFKV59?6F7FJ^Lg% zh97n>2>-?BU+4}$@(9hLkjEoGdA;|4t^Q5C{^jv%!Hj=J-Y#`h#|IfBw%ztK-I{Ai zZXR;^J*9rq|LUv1&+GrO#~u=23%>ymDJ{rJAPj0=b7t6c4?ZEqD{1+ zg*E;jeDGKGm_EAUN4v)#d%TtOsDjrIeUYeSEF!?;}R>UazLQdV;* ztiMxS?4~jc+W*s@PfKntb^e-bu66&9%k#B^zWP;f50HO;htGGjU!2w5K5bgJ_da`j zzqrR9dvw#LP1U{w_Z0Q{V_rY@p;upXjkZCa|KpE8k>*V79^tD89Vq8qp8vy-KBE21 zk54&8+coA5hvNVE3}c}F*O>eTKI znLo6?Ajf~kj2Yc8<=N_)XP?#GC;i5~_sD#^oIC#CEzfFk4~0H$s>A^64IY$rH1YaB z^w5LKzfEK_pLxdYr|W;$U3aPN@Bi=z-D#(t)?IPsl_?j>{yEOPL2{pX{hyQmc*@07 zx}V7X66RFSm;Uu>$&K_L4)*1LQLBHv{yHY$`2WH6e^K_o+2)&hn_`{WRG(G#+n?4? zX_u&PXosKv%(glf;+c7@|9JimTR-{nDZTcGK8yX&>8GEr?cw8FZ{4eZ$fMxna+#y^ z_-fhLU;pRF_Zs!T%|F__wfplgzwyV@DlYjWbA67Z~|JC1@^Y-J8 zmAqZ*Ir?zaWBz~q;~$qk`&spce)3_Nf5Msy%0K(r&uJh2kLZ8iBkN+|_uhN&&Fw?# z-)@>?k97yjef49e2v?BMvv@fYJG@>%%0ZR%~s_;-}7Jpq45Srdc!A0qQt z7~l5a|I2EV{&7G4PQ*!Mm;Lc_k(K!m#>R8bK3ng5o|Cn(uV(z&VoS`mk99wi^+NQI z_Hoq}SE~Pid(#_x{&D?3CTorG%wl6%2ZVFF_10VT98lKV*IfFaoc9qM&i_;zlfs&z zvRt-Q%@i?0dd<)zQSP`S)D8?qjmCG76cqV{w3MMqqTF#us2v!J8jbHDDJb#@X(>aK zM7iURP`lEtu6cCKQI34bu!mndrhkAa(u}))~}*H;2-VdzWeTTntZ~a|NQ56PSyEiUY~t3 zbg#Mk+TQuExyG9MObqfPjyS^o}r@ceVn%lhEmy*$rp@4feS-*^@Q8)u($j`KeEIqCBmcYzpFU>{@5)mQ&nWOKU5 z9(_#KVaDeQHvYiJ^0LPM8r;XE>(Ap~O4e)A?u8d#*e&&jH@Ht88+15O#;9w7HVdR)AgufO_d$M@RR|3%sVv}x12OE0-p$4t}#)Cs(6qUTh#Kh&+Ko_bo} zSwX&X=N)&czO9qV@&EFd_g6mV-=2_r>058TwR?v5o}vHw#y7vIdf)pl))R+*PjI{w zgZls5-~6`Kzt;Yw4$NEsbN+efd;gDTyBvR5zjoVoSFLlX=lkuyf2!w_xBJ@lN!@YB zA#ay);K-xB|A#G%KYARjtI|Gx|N9F%%oMN@-uJ4%+hnem{VyP%8PUJ5e-#^^ z52i8Fb%Om-z5G{^zpGF4z14?=cMJKg<7%JmZ)9gXuG7h>h$Y=Y??^ zz8-)4akbC*qyGW_RGFW{yEVWO57-|Se~pvKWBfG(O!=OteU7C3Q1U;19CL&c>dp(z z!U>k3PI`r=eh_6=>9FPx(qtxBg5ZSbMExMjtk;MC5TkfNT3_VejnL+Mtv#@wuuf^c z5M9(k(@WzU%cpjkWoXA{i+x0v8J~U$U#$X@_(_+ zL8C2VE}D91=U6|m+G?u`4>`2mb6`&a98=U|jQ8IAOU|d<&M)^%cs7ahXP+&3d-DI; zl(+Nxe`viAxgF;1|EsyY*;#hEWo13XX5AbA?TxO-{u9@qzHtsXwx^$d+If&|wDCsW z+H0@l{&9ZSUW?}>b5hP^e)ikX-Z^|d*FRi0#^3tUe{B6PVr;yw|1`>6hBM_JE` z`h$COjE%t2wqpFTz83uTK4f*6^&jin?!NnO@An>h=wZFrd`#BQvd=>OL;k>ZsdvgV zEw=ycL;9B2QUABNTz@-{Fh)qbS`@~g82|InKdmXP{sYetaQ>Uint15! zvhyxl{uboz1OAOSeEluQ3rXmR{Er%hF*hWhWf`N4P$fNaU^M>>RRI|x!a`URK}oN@ z)HiLf(*C?IXufUr6zvysK(-;(i~7U?#ojF0SBCAr)Rp#%`mOrbc0n&F|32TYIp~

Gx-q4)Y?mwg2KEyVNw2kzH?pZrr#J5|@O+<*TAeteMWe7orX67%ipd_E`7D=l}i z^Ivbh_0&Gbkw0I3wZ0QT|9}t4Tm|Bb{+j+^%jSgAu?elmCg-L1BgxmAYp$usi|Zfb zfB50@d_v-HYbUH9-+#aTU-$J->zTy!wW|M%i~n11y-n*9*0&G!KUg!1I(F!xhe|z} z-OZSh^Y+;PVEz$x68Dxn?68C6OS^ZN2SeHAmtS7j(~jzYaDU1AhrKJ<{=AR$J|*-o z;I-@D>c5PC7o2}V(H~mhXnh&`TJSK(8pl6d-)?%x$@+HGJItS>|AoH4cRCOC&-3=w z-#+!!(+hR{^*Jf=hvW5mGe6e;`2XooeOmKX#AK^2x9Yz1rM-L&IC!vu_~7{k&flJ? zg*GQL^m`Ux$&;o1oiOnBa!JbD<=L_JyXiRKAN$qe{L%lY&FcI=vVqMf{7K&Ff&L3J|F-%X zt9N+M7VAJN3E{;@X`+Bom+FTVI<)j8@&$=ju!K=$=xjty7Zu}&sm z*V)~A>#gs{e6{55FTD7Ip3~j3KNaRu@NDyDd4KmC-~4)Uym+Sww$0a=tc$Vr?dXT; zAF;yy%P|t~%Pzgl?{Db;jyvv%4fX_=Wq8|uYLW~`&xZw`P$U~#l`<^ z>6w_VlPTNZ{qo)x#>4mi=X-U$Lpzu;W4g9oUEiMKKU4OE-ALXM$68>0hfVYlA3U43 zJP3LJVOmGoC$Vq4LDtpi{kOD{cf8}B-3-hb%6(+3f70)?_GfiwF8$AW7g(Oj{tx$y z|04H_xL=I@AMpM5+s|xDY>{hnT(NaBbGo-f z_JPDXud~hv^|giG{#}mpY7+5ISjjQ^WOg;%j>0s1NmRb2K#6*U}#`O2g=4* z`95i-tp`-_UMZ;NzmC8_c*xQ=B>A>M%LN@z?OSQI^FSM(*UOMDbfsTW8sjMY`eY;a zAO0Im&|#TMA9m)&Kl&;5Z-9EgU-`cW?`4XN|M%Q$`=cIN%(qM49?rM+Z}a-;{y=Qu z9TMylfM;;b326VVZ+V;My0F2yYswTd-zOA%*mo9t-C#bPy6nqAqwhcYU_Igf6d#Ie_h`m^m)wifxI2|@3{STnGe{ddz0+f z16%Y@yP&Zj0Ce>}Mr_-B`)r-}|8#in%l;M+xjn|P=bnFV-1xJ;u}+YNKm04rx>Q|% z$QM@qYyKBZ{IQ1u>XNT-=QR~*W9cN_SDn}Y{u!8WAM?4mxm|yZ!?2Hg+Sva*_v~}} z9v$l>=JpmxBFa zw7*RK?qg5LT4(9AbbWi`aeX`PJ*|(O)ZzUk*0)&y9+h{F4m<2n-P`=s(GP$4e^rLD6!Y^a zYtO&?`OjLi9}eWmPp-J?3dQkmeawG~_3d(;yw*78`us`j^%l8)nB)Fjy&BfeL6)pBPG8guzP53RFOYdP1|1*E#OX80&|<50UbE zsSj4KFkWRI+aMuq#<})f&sg8meIx9p{{`hgu9IQAsQn);`8oSQ=%7!4|D%qwb#{;) zBWv#T*rd;k=gRZP?@XX9|Iz;9`Cpu#p;3-?da$=aT5k&<`uh~JeiymPX0mU_rkieN zxX?Gr@4rC*`R87c_uJ3XIdIO?z$TBM>+k7@x$#M9|7-BSqHAn&zVU#rp|NA@$#~!cs zAHOq19`;n>UNYL(q&oi1Fjs@QX4VC*-$grEaN{q2!|%k&ll2+yQ2)#Gxj!b)_jpb`{}s|R7wp0FMR^7f|I5mH9N2uD{J-_B zZ%O6Hx|LU2QTZCL6sP+9A&c?P8D2m88<>e7WNAq?6s$Swh|lY1&S-OXG*Ppcl9mUo zszKjTM;256^6Vm?qMsv!gXdS+_aF1I@wyW?nYE|b&VcK)uP~c% zthcjdFGSh_Z$bO_yj|J>+7zArkifo`xt${NqD>lugCg_V`HrCIRCNre{u1T zcd<~1Hj#VS*#0mFhv!)syWg|gd-OeR-2dtxc&Yw_{($iW4Gx+(QqHh1~`lGEbx%Gc2Z)g2O-IyV{sEr{u zAAIhwex-Fz=i8+oqAnhb{bZ!ioH})?_rc)rBzuj_lKqQW|IpX2#Cc<_!=F@J&&zYm z8*jX+yIJ0Uyh;9FNbhG_{eAW0FV;umcrd3lYt{?ulWh$?uuc^6$I~;bc>d6P@PP+q z?a&JPI}IFjP!4z=%g1z$I?fTc@Q>e2jr~7zYRswIn$X!gUf|sqtgVUTKm21|CTv`n z_CDBB-bF>(E9DtCeA7SRWiq$)lb`%FtvSzQ4`i22xkT-tF9BV*e_qGm%Q_my1pYCO z!9V(+7hia>JN{eW?pAxxYTBov@4`R&H|G6see2t_pM#J1AJ4z`&-@M<^mzFn^q3wJ zj^bsT5gRI1%A5Zjj~Fd-$s;7+VB#vs8v2Y_a`rsmZTI53cXp~LR_8c&5lS7Ba$1iR z8XxUV^(9wVTFZz5>tu$`U;7j(ueJo*K9K305jQzctOdb7P&gjU@gr7P!%hGAEvTRT z^vB)Z_uSo`ru$6Wd^7I1XUYETd?y~|zx&za1dzq8N6oWI2j_XCJm^lxiGU*GlbwXXk* zi+}E4hi6ek?JxH`)(_2?VPhfIx2wL?C)@|4{VgZ+llR|`z1XZ>J}3KL<6UvI|09o* z_n)QxoPE~WQuoH>z4HH+d`O2&O;AAEOl;HhxvBYTl9rkYr^{Xm9Kn7>!|jfB3nhqHrV{~SH3L! z0_72N5b7d+cZ~iav;Ab!Sd2RUD#zbvWsh?`2WdN)Z;JK*`*QD$^T1k4j`=ss z9L(vb|IB|2Y1Zr)bqx`Y@uG|Ho>|U6xK}dPps;A zc>U?BKPkPO#MplmMEK|Z&gQ3ZpReWR{IO>P{9~O9*4d&w>i>)xGc{126RIh;SPC&qL3KRfL3IX$+mw%%&o_;Z~M-u0pV3~}vJ9aUK7Ur5Gt zmWK>5Q3|3Y@`Iiwjr0BOmIZNKtwcXj68X)49ku!bFmgUN$vCI?!l^Fsw~-;ooD=UQ zS@(1fOv<30p{~-7LTL-u*MOhvIb>)LHpg6+LEg3?{4<}J?*w%IQj6*tq>vzmQa&4afPCM>Yltp^1CbVR34ryaWD7n<#&!zr;!VN@{^zJKJkfd6e=#i!Me>hpU`)) zHNLI>we~j;{g2JJ505|W`v|{#(sz9Pvw2!8cbx1&$oh|GP286}_P?}2cHZn4UUXAn_zark9P8dJ-1lmZUFO#&$GC``Hr=-)AIHCsXVo0L$Y4*)icP&w zl;?Ho6a8N*Pv3wO^_medC<}OnK*rx`5YW zud3?&&p6{3uJaaIug3GoZ=HVoTi@!i<}v5VvX8mE+j{P~w#Jd?fBt#r>2tH_3;1fQ zy+`tT+Y=sktv`}=GI;+v$`M3Z?z$3iRFL%lT(yN8RRJ_5B;mIx-#Dvhzz;% z?z`{qzyF};DbE&h-H-LXZfsr%wm$#49lEvTxdwgx<~P4q+obKD!mj_++ivSN#D113 zPp1z0*zd`nIXr*+%^UN9`yh>>_qWk@hlX97kP$ zyqAhPxUIh1mE(_b9QS*yUkatpZNL5Y@;glO9$@N!;+i(bXnVeHRWS>;`xvvd5%p6Sqe$J^g-=bYLf$`^A#ay}pY z;5xDgBIcScE`%5(@!KjMPtpC*y6bj#OuOCMb2@)KW5fHrQ4jg^S!bUqF)H&9^b`C& z2<@#r(Y=0E@2XqBn+8&&t6Q-3)@EY^a~w2AYAp9fS^iE=Jn znU!)yW|aX!WWCb-kB;$33HEQ7wyycP&4*)rXT7oKFu5F9jE=wZBNKZ~-UQ!di{BOWdOs7tN> zwf5KgpVY7Fd`jzob!lY#UK}ICwa)YG-XAizjyW}Qaalj6xq9k9nP+ld5V<%0-Hzwx z;4{w`2wV6UJ8_=h%QgQJA6yrkU)6gW#H+=>)jw@hx&3%slKRowU+aHb|J%kNA4l8x zo8|_WoctrDca|S2F`WP91af=~rQK#h^vm_cTF^>6YGl9g2oBV}NI~=q^u$`wN;_&~ zzwihS)V)YS^b7RFTF^>6YGl7~;`GIlgLN`#J_l_ZW4^3uvG$&5t*3lL?Kc0KbG7)l`q$cD>wjARo5vBfhc^DS@weq4IyT02 z%X7=WEd3jLyR*#yJR42yD1{B9M+j4n38m5#t(06I6N{Pk(l$#{$LLarGKV5AJ<&?Z zHGRrJ0Z()ZOx2|$gwzso=_%<~TvMkE6!1is!1>BfGL+y4@89b_Q^>_Rf3AIHm76DC zoY!Oi?zuT^ApgXCF!a@)<>jg)GSBUG9vM2#e~Z7}E4KQ_`&olU-`v`t^(j>x5Tn-r z|bC6d5 zVjIGGDQ`ca9a(*8?XUGet^aM~5Bts%w(%EZto(<5lYQ&rnt$XBFJU9{Kb7)5QqdVt zt!GmhS-+fd?&)U5p2&aDwfXmWjtrMxtF)htHF}Kb&HH68I zzGrG}CFd2^ZeUMsYOb2{Rq~pDx&N_Pw)k6pYxOU*J8d7Z)@XE8-JIC{6mxD@$%r5|Min-9ure1xg(gG4z$x(h>1Eb5q z5{r&DZvI3*T7^bTwf-Ji4vH)~QYi@pj8=hUq_mU`s4+jZ`%kPGCLxs_nt)=$N}R|b4JdU>R-yzrp9otk%K@#!lZ0#@gEv^4){cjt8+W5PK5mt=N~; zoJ>1Lgpke#ps9>j>`Q7+rX3?fIN+D8VHI)#`MXOp?z2AYTzQwjZAVtfR)@u!VHXd{cs_-hlk%=MTN0+MI>pGgFd?4(YX>nKuk zld1!kD&myOOGlIo3@DY!GMW@2wMytxMVtys{x zs0#y6Mzj~SuslcA7Y z!a^8+&$D_bRn)zNB2JYC0yV5bE@3DjX#PE?#nXRr)=n5=d3VZ}xhCD`X26#@EX}o% zr(2#qOY(BAanbULZ#=UV@#3Dq%Q7dUE%e1XkI%=|{I~d9ooe;3wLkO=t^Z-4Y4ri` zC+GgM^}ls2+W2F20&&5dnvKnE{MC3!OgvXvjPj3|;d;skrW1}t)j^z^zU>Sd)UIjr z6D-6|I8tf%Nop>s{t*$20VC1byanDxmAOr=zj_ZVH0HHZzOMBfbdk?XAE5Hw{J|h@$)DcyWREvLzZVXH>u;U7YcF=Rw zkrsc6K#WGKe^zxgCNVIfMg@%?x6cSh9Cbw1Bh}&`q8kI#3+%YUpdIuab)>~#A`qj| z>Yr5|jY$kls8K(e@sGz}99I z@pW>kT3hLX!jTp6Y>Ajj$Je1Q+gsLFER(JnSrK;yM@%}tjw|=>W3}8s;mC@3wnWUN zbCgT(NcOKc##$H z97$p(9bbpKE&g@1lpY9PWJNqjl9)-y*P(8Ue;qBQ2Z9$_5zmn%X43I>sN3RSM@#8} z;6+x%b0mqGbbKA^E{yn_?a}_Zrax#n>PS97#YXWVq>RvtmXz@*FPRdg_$WTqC?m9@C1pHHOcpd8btD!Ld=wvQlo49dk}@78CJP#l zIuZ*AK8g=D$_TA!Ng0n4lLZY&9f<`5AH|0nWrS9=q>M+2$%2NXj>H0jkK#j(GD0g_ zQpTgiWI@AGM`8iNNAaOX8KD&|DdSOMvY_FpBe8(sqxevxjL?dfl<_DrSigNt!POZj}nsw4M!b`1q2_(hZ<#sRp-YWc|B86jM50^$t1D6w zs8FdYeqF59zt;YWI??){qQ%riq8DWUW8p6xNu4B}vEnj;ph_jE*`y7|?^uvp#>-wa z7PS>Gi@3OElQtN?y@(*xGG6wYv8b(hS;WOPo3z3B?L`EkmhrOJj74q5%OWnW*`y7| zZ!aPUwTzd&W-MweUKVk2%_eOyetQu?sAatDHDgg*@v?}EYc^?v@!N|CLM`KEuNjNl zikC%PT(e0VjNe{F5Na7Od(BwXR=h0Y;+jp`VEpzXf>6tN*=xq4w&G9_-(ExzY8fwk%~;e{ye#74noZhZ{PrS(P|JAPYsR9s;$;yR z*KE=T!T9Y(1fiDk zve%47ZNL4B zX@l|GiwHt3<7KZIi`t5pMO<97NgIscUPKUT883UySkwm2dw@bCn2DYg4>I+a4OFH@ zvCyr=iOj`=at}3zeg|3eFTuzGtO5*K#Tp=U@u1v8jiKK`*5WV0$N{XP3t7b)Aan7c z+(V6_-$B;mFTuzGtfC89#Tp=U@u1v8jiKK`*5WV0$N{XP3t7b)Aan7c+(V6_-$B;m zFTuzGtfC89#Tp=U@u1v8jiKK`*5WV0$N{XP3t7b)Aan7c+(V6_-$B;mFTuzGtfC89 z#Tp=U@u1v8jiKK`_S(n4I-%m&Ad8HY;YXGi581!V9Z6;a?d2+@rxF>>zeXd5#KYI( z?_ud9t^SR!I9`Jk@z{|a8Lj<|4r6P7UQ_x=Yk#9F4jY<5j~&^O(c0hWFt+yRHKmWV z_BXoXu%Rsy?Jpm!U1Y!1B5>RhY6pg*M&mn33W|I}TFTHQQSP`S)D8?qjmCG76cqV{ zw3MMqqTF#us2v!J8jbHDDJb#@X(>aKM7iURP&+UbH5%VRQc&a*(o%*diE_ssp>|*> zYBausq@c(rq@@f^66KCNLhZm%)M$JMNkNfMNJ|--B+4CkgxZ0jsL}Wil7b?ikd`tu zNt8S82(<%4QKRu4Bn3r2AuVNSk|=lF5o!m9qDJF8ND7L4LR!kuBvJ0TBh(HIMUBRH zkQ5a8gtU~QNuu0wN2nbbiW-gYASo#F327-qlSH}Wj!-)=6g3*(K~hlU6Vg(KCW&&# z9iet$C~7pmgQTFyC#0neO%mmfJ3{TiP}FFA2T4JZPe@A{nk32{cZAx3p{UXL4w8Z* zpOBU^G)a^@?g+I5Ls6sg9V7)sJ|Qh-Xp$&*+!1OAhN4E}J4gzOd_r2v&?HgrxFggK z3`LE`caRhm`GmBTp-H0LaYv{f7>XK=?;t5C@(F1vLz6_g3UoAdZX? zHC!Ran?ivqr&59?X!W1rVc1&zVGC?ix!PaGJ{KSNbOMu@NwCL+r+R_m#x zCk~7j|2kw!GeU$zN?De%T2CcCabUFg*CA{1mk6+i5Dokth`;*^=8A)N1tPU#u4mL3gi}GThJ!RTFrY|MA->YlCO*Y(Qy2wr#63vVCvN46(%G1@ z@zwl$C^Q<3UVJ9#D)e2 zv`8w%*Ww$028E|=bf5xC-3de5A`FH~R-ghJ)F+107GbbbvH}&*pgu8_wg`ijk`<_c z2K9-dv_%-Kl&nAnG^kGur7gl>rDO#vph10NC~Xl2DWCbdqL49HJvk0i!fLzS%C^@P*3Q9aDb)C$`3+E z9Vu^nMtcZ{k;^)BfYtm<1T-!oIF35f;-4x}j!3>0_xe>JQFEYh)K%4>@2Dd!{sSS* z(TTw%J|G=nskZWi&{0QP{9F8URT+pyVg-=vjxz^XDpP(CI_gNPe<_GLBCY?8vG6+P z$bfW!)#{%_K;sgE|A~_)d-)%oe6p6$)_acKewGYr&%6IvnmA$hQDadf z;?!&Y7lr=k+Uu_EcH4dTZuj(0+~604zgu_u>8JCe1{kk-#HrG*|DtgHakb*rBTmSx z*@sah;?!){zg>UUg|d#3%UVMSK5;_o_F>eBI5k`STNLXbub$Tgy|nTACfr$$~nxy|@W0ShE zgp)_O{)gA^9(nX(v!2{udg&#qk8;$*eZbIX$|cE<>W-=YHlO;G+vAzsaQ*dei#E5| zVvA%lX;JxAoc}L=@e4a=Ip2Nu-lwt@{kStZhRi?usAIhRNheJnI_0_Y+_E5!YpLv~ zltexh%TjZ7SSfgEK^#||L@9`p$cJK-RmSIm^wNSjuH_P?AW9-1icvNX4l5NeEr{c) zlPCpI68TV!vdZ{8kX~94$F*Fd6hw*PKmEy1rS4f9LVJzvkL`D-opze*5x8YR9G?gO zS-C7VSBI5?mu~)ZNL&0R0;y&w@LE#w5vV8wJ%1lBEr{c4B2fyWB=VscW%K8|C@p46 zOVLl1M1Emm{+&w+w=9U`YAO1OlE`oV>!{7|MexW9;`m|||MHyV#H#b`-=l;QL>0>Y zTraqNPOZ|@5Ju!J%KoQZa&gGj$GTNlT~+@v53M;t$`6o3ufP8K7MgVaJMOe&%CX0~ zjW^y{=JHh&fd?L#Y}!4FJii(1W|>p{xKXLu%abpZp3C zu+=|?V{~-0gjlbPFd}bBtA9B8cK)m#5{nQFLwk%Au-5)UWKsb8oE%xhdK$urycYi) zF^fxx4pD^*r~c7<&w9KtR0^=CA7uFo^8}KRBw?rtJ$s9>|0x$=;(0Q1b$odKk38~7 zx5buQs9fjqBp*0K*38VAGpD;x@`g3nT+_>*b=H~Pbm9H&Z+}YxCa?fcnR2n~+Wmmc z(Tlxve|c_FG`*EqUfK0DzZab?Hs74a9RBsM|JU7m>n*y5=eNK6Z8u}abm>3+V!EE5 zjj)l^V7 z&J!n}*pp`l?Gh#lNx~(x{^is5KzRN07!F=nm-h9uNHE$ZOhS@`u9xe-n^{EsA9Bbc zS|?9BDc?sfN$2m^t3Y^x2^Zh%U!1lRJa58w{u%*>gK#lu|9;5}geOSYu7A7!5&>2R zLTAkX_!o+L&2zJG6~@oVcjbiiWEG<#wUqJ(1d+8k`kxZk$t*2v+w0HYCFYoeXO6q2 z%zdAA)>)DtE%>#eu;_)ooUs^%S-W7nKry8iJ1)x51DF4I*5@toJn(_t&k;U^z zfyh?_;j1UB7!|1{l{X-WtmZ#QBV!@(3GK-$Mnx`=`2RuL1nM5zQ_p_IsK^E4KSrTv zzhYEm^Dhz5m<$9avReDg(a2b=d4~676{8|s{cH8FwLi3ifrb%T^Va{w61CA^U*iI<;^k=eO|Z13MJuZ_6!nzJJhx2gxzm zG5fb6dTjpn8ejhmPG^JJE2miW-gYAW3+iqtz#VX~C!$ zg<`Yl$5c5hXfZ2WNfufE_Fk&xrpS4R&i~4*u9Tc0<++kmzx3Ca^n5?M;f9{$UVp<4 z5+{p|1uWux|JD3_Xx(*nUJ&;S$lcF8^DHg$AOGY0qRb=u?l4`!mETRz) zG1h`3WD|`4@y8#p_56!_?ol}kB+-T7AExb$;(0}!&XZ!Re<2_x+S*^NH^2j}sL_?A z)jzF9AyzSNv5INnqFxlX{=c=qSU0q?ulmSjp8$I(KeZ=>cw-HQ}Nt=V-Kr*$&Od6!;#nZfv9ckOkS zqlyl4-M_tTYuGoGyxnr;vF?T&k+<8YaG407CztXc`p}2EU;p~oZgbPkHkI|~_Xury z{e~NTv^)3QbDiE|bIaRRN6KTK9XWpdJoflwst?)nGVc$!`|i81+c@r9$3^w-&_gXp zM~=PsK6|Td)m2v$eLF|2AG%WZuDt5XtGYAKIMetdTlwEsR$a`uLl@^iIlY&9|NRei zx5~Z2&9~grJud5o^iu@GSn<0j1|wZPM-_>s#>Wer1<^0p6RR)%S|aNIqJI8!X3x@g zi+1_=<5uU2b1H~-{p$$y!UINYe;Otag(7w2M$<)13!-19Cstqj)%qWVs~4bt3~NqN zq#$a|0rMJq{c7mqPg%SUH9$BsfeA+FMjd!oVUt*qYT4GH`>VO zxNng8cGDg{f6v<`&t3OJ>vn(n%U^uX8#xE&r!{95`OjsKM$OxW4<6UaV0{jCcGzJD z9)=$>@^#8zeBs4zlT9{p`id*BG`$r6U;XM=CKDf6C-b+LUvk|^V|M?5QNz zv&j+ctS}d>C=a5?_{aL6a&g{IW-0moC4BUd!g2Y$y5y-?8^aIy%x7=7;d-(MA?B}b zZrA z>tsZi@1@3L8HLloA54$YkAJjPs7Jv(;zfB7Jx24dAt~aLgFAwq73P8! zdB>485|$NvB3S@zJOSgW^$SM**N^{VKbf=-Bu@3-;UU2Ue4LKlH3?VTPI_D?kDr$0}uGIti0079rn862m8n{?|$=} z-=b{Y7cb43@3-H6JS~yE((Sp|7hT`>f$X~f{LlaNdyD$_qppR)6MT}6w#}kJ5kEb?ZHMEx&|8ZkCp0LH=s+PoPyfC%; z*N;GsS8IPc7X3JlTd@Y(-$+}kJ5oBX8x^AH$l^&LV6+M(Bc*~q*-o%V7usznD zcG{_$PjhX7o-@|TVE=YG&aZ#t8=`OX|Lc5koeq2L%$PBwJ3QRG?7Hi&YCEoP=l<<+ zKbZp$uw&4Rnqr^@dtVUBM?k`ij^A?L<48xBgAEoPZQMMGe6$LUm}>n!vK$mybfi)e z2pFvb$w=uqlEvFU?k&+i-!1#Jj{GomBg2;j0!FJqGEzE@WbuwaV?H`E?fkWJj9YzD z^aPBIW9$D~`x{+5#*wu4_m60QMavy%#3d_HWD>G7b!Y;L2`h0TgEXMjEm?^olaR^| zO+YbWB~E0J29&xbD^X+;QrV#iC?=#>*U8LfJvVaMwb%YY_ptm9Q~tctZM5M=o)=$# z{it;^<`M6|@*V*91^n!}hs=8i|JaKWAN(GZ=GBsyaGeY+;hj(N@eV3+Li}#i?Af!` z2EIQ1>1|wx{!N!GCLxs_nt)=$N}R|b4JdU>R-(uxq_RU3P)t~f6B(odrEbZ3r91gYCu`mQ z%x6AR)gzVwv{Ecf=o$qh5CNrb$x0NNgj9BD0*VPMaUz2>pwul{i6WDb$_`CHF<~W6 zWRM1wx+N=7WD-)@p$RA^ti*{7(tuL8WF?ABLMl5n0mX!sIFUgbQ0kVfM3G5IWrrr9 zn6MHjGDrhT-IA3kG6|{d&;%3{R^mhkX+Wu4vJyomA(b7PfMUW*oX8*zD0NF#qR1qq zvO^P4OjwB%8KeQFZplg%nS@k!Xab4}D{&%&G@#TiS&1T(kjf5CKrvw@PGpb8c^z%tV9WLJ`q9|9Dt@WTCp#w zIhl5h2;qQVvP@;PVqa2oGVK@Z||kdG)s2{y(!Jg*e}iV?jO~KX=}Fr~bxL z&Z}iTjU4YTJMGdv``mL;wR=g9`-@l;BXa6vpLv`UX|9vOv0_ij-FMr)(8s>*pWS|Y zSp##Y+xC4R<@ioIN%D62Y_;W9Zj-;e#Pj!p9uab~hGRqssX72nWwc^nQgbrx7!kq& zzhs%pXvMyy=49G2B7}4{08M4IVqa2oGVK@q{@Wwc^nQgbrx7!gAE)<;Zbv|?XU zb29B15yHM(=a|Z9#lEEGWZE$zgzl}6n969yzNF@4+A$)8eYegrmC=fQNzKW$V?+qu zTOTo%(TaUZ&B?T5Lvo%48W$ijZ0*bg3dv1tszT10GN+lVvn1LTZ)JrHVKel*j`N zctEL4meHgLsZ~OkD&ka7A`dX&0i`loMw23>Rta6Ih*Lp{Jivell*(ioO^T3OC3LAG zP6Z|M00SOSDwAb2DMD(M(4~qv6_m&W40u4POqS842&q*yQ4j@1W*J*RlzE;(!rX)~B_x3mNJ1Er+~lX{+t1$h?AmpPn}7^AH+9## z@1CBjI%l6w<_aO z08s}T_`oVyWhz7Q7Tb@Ymb5IC_hq-9Nf5Y~P{yUQf*|!Hs3i>rgsttro_egw6op@6UxJ^qTbcEOp_89fq_ z`Y4O~s|6yUrKVVzU2ul5K}uw8-&{mLxWnimSCmX)cEOnv+#?amc1aydfGbL-FuUMP z3GR`IWV@seCBPLWQ@m(-yIxT0hVvkT6Y;2w!cwoB?z0$foth1msXN^p-vB-e=C`|hh%W3n%mlaH+F)?l_0QRu4wyG|QZlYOb2d}K|x zpxH`9p{xGyI&Dl%_N8+2ku}|dW-AeeuKK_0v@tc=m&(aU)^rP+twa>M>i@3O#?)kA zDkmRV(=BMW5>e=?|GQ2bQcQvP4=a7@{u*&f@Uibg>GE> zKOC>K&ge--iKn2tXy~|OOk+R?oU_i<_QeCy8`b|7I_i_?m=I9`(b0Alp%Q1EQFxT9 z|ATj*r<(-_bJ=d3f;|Kfq@jT(OzI_i_?m=I9`(b0Alp%Q1EQFxT9|ATj*r< z(-_bJ=d3f;|Kfq@jT(OzI_i_?m=I9`(b0Alp%Q1EQFxTzZU4vPFODl3I=mqxz5@x0 zHd^JL!ci6ZP*q~hIyNSkYNJ)|DI8Ui&oz-V>)04#+21l+xhy&`sv_?IXUsY_#=)t- zXS8xzbYN6P-T}^-b!?1-Yy0Yo>@DT8=#Gl2$UDFpvyP2%aP_~sB6~}@EV`qjD)J6+ z#;jvw99;dcuE^d}E{pD{sEWJ;oH6Uz7zbDXt1Gg%l*^(!Dykyy0B6iPHpao#|LThD zE#K<;N&r}42v(DrL zRBlKQBWW8mVgccY^nlSu zYDG)QbhMZ)Ae?n377%_&4;XEvRW8mVgccY^nlSu zYDG)QbhMZ)Ae?n377%_&4;XEvRW8mVgccY^nlSu zYDG)QbhMZ)Ae?n377%_&4;XEvRRl7cT0%@CnnEQ){Bqk|muDDDP z2x%GGYRX3AXDmpR>2j-?i)iJ`B5rQ0DI1NSUPKt8OqW~DTtq8h7IAZ1P1$Jt^diC# zWxCvI<|118vWT18YRX3Arxy{1DAVOuGZ)dymqpy%R#P?_KfQ=BM42wPnz@KpzAWPA zwwkih_~}K2Ax7C!5#!oLI3{j@bt!6Hwl`o69xvi#bG=6#!VTdwa zZZ&fet$bO;&22Shqw&*=2t$h78;ze{L>Qt>ms`zTL@QqwadTTu z*=YRqBEk@5y4-5!B3k*fh@0DL%0}a-7ZHXi)8$q(7tzX>Mcmw0Q#Kkuy@)VGnJ%}Q zxrkQ2EaK+2nzGUO=|zMg%5=Ha%tf^FWf3>G)s&6KPcI@2QKrkSW-g+YFN?Ujt)^@= zetHpMh%#MnHFFWId|AZJZ8c@1@zaY4LzL-qtC@>v<;x;&ZmTI9jh|jb7@|yX#Dgd!VqP;+-l|`TKTewo7-y2M&qX!5r!z!q)gIB-0IlyTot9Tm0z4ZE@SKaZ3yQ~Td=;IN|^ zb>C4P6}A5jyRr5^kCZM```>Wju%oRO{VyM^U1Y!1VsPFWqJu(NlkpiWg+x6mYs%Ct z(eAu6L6&tNGe>PcBsre=wD=ba%sD3moBpTSZ{)RVHNOwAJQ&O1YNP$+9MK7*x@ zs3&DjnVKcqop*-lpitIidxg!)H`CkFKdJC6ypwqN~U-q9qB9uukHG zDXYo`+xlLa%0x>N8d;6n57#IkMr zY0M4DXItiIBUMYs92B*Ex~ib`5NTm-3jyT!<(L;VCr`P!=G!(;VE#nD4VrWK7M^86 zC4V1XF{*f95279QBEMIeIeofca14$Cw%R`YRQ+G$ulBz>{?zfe&OdejMQ)J(W4=Hh zwB{eOejbv%G4ek(4MMwyuBKhN$O5YEkKw7dsV%o%s{Ra0xd-y~@K#^Yb@8-*4vdW# z$i<~!u#bp6oqv%xXr5B@kC=ZU%j=|rJ^5eA2D@yiz}TRO4X7F)<@3}nbjs&LGXrbz zjtCVP8x(6;`}7Gtp!cqlZyRMF2y-LzY2?`*K7U_hww!|(c{lR-ki(;`a^0Y|U;UqA zj`xbKc!7Uv{E3fJA7p={Pbe35`m*-FI{vi!QyqVEUqZf9$KN{sYL3D&v(;Z#xA{l& zJSKUhO#XzHsvre6z~3Cpx=2GUr7B2)4e&R|vM$n4OQ{M{U<3Tkv8;GPmzTtm)~a4Y;7)SQFIxgf5!$C$Ue)4FNOLDXK`m${?*KgLRp zKlC@;8`u7)u~5gKI{w!AN9Tz+CUD**MPI4&Z@4cLe=w(6Q}U0T;dQgWcGj+lp#rK8 zMrWPzdw{IzZ6O>;M0QfrfD=}s0q?9c6SRH#?joO}pCg@PdnRo?yy*8SryfNvxx(^E zpF5LH_r8RjVntfFU>`BO?46OZmb%eU7j(6K>;bC&$67~?zdYB_7q$P@@u!Zzb^dA3 zy^!nti@3;Z8a4kgUm&l_e`Du=z%e}}9n$4GBiC1|w2zg44zOJ#PJPrUb8UHYYnlTXo>pTe%otp=hJhZ8z9fdT6mfZMzJS0?c2bb zAMa%qkK7yBl!J3^kaZy!x4E`8&!l|R*4Sao|H#{G`_=z7{;W^b{#VDJI{qRCkc-y& zr_R4=tuNh^)cj-Y{HvYswPogit`|krb=Sy)m8{bAEUH%ohJZp@2pxndqHaxZpU&!d zH#vsi!R9SGuM2+wZ^VvZ(L)SHsoD0S~u`0i~bn? zM{E1l|26(P{i60ij1zVIspD^*f9m{O^AF}s?flE~zMKgU<$uf%+q8o(0IZiZ87Y#6 zOuSQHOw5bAP3YhY3>zSwc_ukly=Umbty_?yRvI{)~b>T6$h z{#Bo>q4@`rJ{jy@St+t=;f2#kB?_ly8 zV~szZlWPB~<4+xbZT+auKXv}C`G@6hl7IF8#f%wiC=H70t=&{G)Sg8XtY0t@Cfq zKU(=$%$LW?|Kg%NvcjAhlJ9C_-O6jhh$|7b{pcHYR(6n@%-*u33y^JkaZC)kc3x-q z@j%B1=tEAA+#JuWYQAmx74s~v%Om%Ee%|xVop;{Z%$oIVGrCO1Ud_$ZUJxB;QeN-5 z{#)BVj=|5v?+t4Ex)-JT-(ncCSL09blj8Sm-f#Yi{$KlF9e+HI>iApdzdHZxT=P!N zzbU=5{7{Ad{4XbvV{<6&brwRmT*s^ht+cZyb_)+^0QVw=&@Iq0Ye6gRtcl&i0~)}+ zNFj6!bj(`NN;_*}w{X&Q%~6AWGHE>nW2@vac&Cevw@KFAro;fJ7~c0w*-`12FTVI< zv)5jGHS4|aUz)W>)@nx9TB})0{?}P&o#v-M`&qMK!2%z@EXPN^W!?Ww`+nRQBjnhy zR;BCLnwxR`KegxQHQfH!zV@|d?X}mD<6paZ@WBV|UPa6GpZ{CkzFrSMPPrcG8V&h> zRonmMCqJp@g!8h0IY&Lub(*!`^Pc8Ca=mcP@c+Xf{-|?}{@M2J+9ST;`(gjTUFToh zx4u2z{r}QSFKPeVe*5htPTsose`++W+6k`PcS2 zPQ5$vSN&i8-<~5^rT<&{*Y|X1ng4krrwtPLB$veXs!leP;2+*6qwm?m zT#)i`j_bwTp!p;EQ27rG#+EzoxT9Hbz4cPAKBD>PYtoZ&CX^ zF5UN|@355P)bp`9PscyWdwp)x?_GfzKL0JZ+(Pd^a1QrRo7OpZ_8%Kt%`b0d`)|bm zZ{++p+;Bs=E+clWM(kSQ9&1GIwc_;xzu))w)AP=L>%abQqp zfByUzwEy8g^WBQSEw|iK`^0l|=T4aZU*m7p;;;69@e|kPTJye-_i6rj8EZ>#(fnKe z|K|PA{Em6yQ2qy8PgC0tP+LPxP0w_lt~c7*l~?v28_ zx%bbok41GNGp{F2eRjcuh0UaO*YzA1`QFxBZ{18iU~2Q3&wR$$-J#!Rn{A5u@2zMb zIRNfS+rRDXV+oEQ<4HK~(w5h=;`yI>=9$f*haRf`bLPmr&GMw_{NJwjd5lJf{r^VW z-+ue;n@u*^ME^f3H0J8-PMVZ#A60tH(Z{6g_13i?&ucti|9G70V_tXC)%5zu^BT|o z$2~q`6M6f)<^L_Wu)KZt>^T#r|F16BKOX11b^Y@()bVek%zycsrggl3GXHs_^Y1&+ ze$Ma`H<16SmCun1W-M5zPEllhx#HZxW?;u84`7;3$XKv$!HAz&?GO4veU;uPBl(BU z-^g#%IvDfUtcNZA>piuUk^5@c4?g%{&&{#7;h58Qu$bN>0~H&gV z^3Oi&tY*&KIn7*IV?(`Y`}NmfFV6p^7hh_wx#}9lo_p@O%?;OI-z;9dxM=@b+1o!| z%FdYagqEHA+}!5UOD}ECIs5FiexL3a)TZGY*~ zCC#IcKH6Mx!3BDrFTC)AVsU(LB>ot)I6ghMbp2QL{Jor>pT+d*-u`pXJ*U@b>9S?g zf0j1)+;dNJ{sreZ_uhN2Ja4kB=zlza^uuZLz0xHYU)=otzP~rGzWS>9GhKJ!o|e8l zYvwGC!9@#S*0@LCdVKnHjSu=?`>e#seAzpP>w~^=-SyWsI4;KDf(0)%x7>0|^XEVR zxtadhW6d%gR~UcFyxrQq{IbiX%^R8pFD>x#hhBl$P|GeA;ia+{k zRmPus{%PE**Wdf!>OTIy+wreC?pS$n%K!RuVdw_)Mj8Pa1SNxzVF)aP)-f!p*qFsr zy+Q_C80Y6-9C^=4uzzTrEl-~to+$Gg)+U%M zT5kIJ&wpOl*)&%H?U0-b9mkNlhDci3OUHQy20zXAT!pZ>JW<(3P~nl;Pquq|GU z`PFhe5uXcM``4}W-&mt($b$1u{IBgez@$C@_w`NM{_dmbmTyYIeRvqbzy zA1_>c_JW zn(t`a%bWYA-QRrZLmPQLY-{)3c5hyNj`!{ainiSi|_kbJ%lFJLh}uzPE_~mtTHa%TD>&6hD{4 z4m-TlKH56_th2TK-~RTu-X47cieswrXJb12K3?O$J^!p}{lA`nnSZQl*B|M%{e`42 zusv2$B>-`x1UoeY&7>`J5`#6c#FnZgQAtX$Q!~&^+A=3GSOZIJsY()+qy#%P1I?r@ za}t9!u*8DOzB>xX=wJ@Qi8*aq8&yz|aG zYrXLQZoBX1_XI_m)Yi>6OYSbmpw~)hpZ~d5xK-N2i+YZg^TT|+WXbEzr1wtp^S@8N zyHKBt?b~t>p}v&!LH>5Y0sEK7E%o63!H&!PxB166_v`=2Baf)fa=z~M-%9paX$*8qS_&Fh#@Q-r~@z$1C<^1V?EBnUczujJ2ez)4keIEUfd*CzAII}tC*khXY z{>AQ*k3Q;XTlbb&LaxdfntI@YvMzste1|6YrgD7|f4IhaUgB@$?TQuK9^c-hIq$sl zn*I0xftSBcz9+)t#|9kVfpWaO{ygVao~_c4)OM%mhbfLzWc7`=STd!*iCoT zS)T95%lH@jzw$l#2j{1oTjY3CCd)tun5oNZzjF6Z@u7#ya*xaK1&Z zrfV?3YkjGVk8h~gbjS-QPhQ{4{_4bE>3*0+3l}vz?zE%K*Otd)u15R6{p~4^-D8hE zG}nD)@hh&IBy;f6rOTSXT=5rQN84<(f3tB#%3m-0Sa6)E*Y?Yf%ATCdygY2E1NjX0 zz08!kdkf8Hv3890cF9{M7nm~TV_pX5&hY_t(ht|megK^RCY$`L>7@MTn{VDAmwx1t zhqZlT_uEgN`xO5_{nXQ59_`_t2786>yyMOyKYvd4+T0-D>9aiUXRro{Jq^G6-Kna_ zdgN#R>oam}!~Qp$+4cF`y~qJ+@riCdHVr= zJZnn~+;RKudj9v`dyiq|cyPSeU3Z;c|9B5}q3op@UA|1eTj8Drod2z|E{j;w`?6Ht z@^(9B#vlD})ZSOB&sVP`{^I%TzJ@m$|Kqj&J-=;vJ974=@;wfZ^U_QItk(kHEx`xa zzcOjkx~jt-HT$l}`aix4!}Z7g+sm?V3Uy4LY<-sBeX!mi{J?Ve<4-tV*YO{G!18un z_nmjyS@T_B(T||R+WyR$vgb{7^gr&WVcT}QZS|hw1>N6n@%M{goRH4Ju0QYnfXDtg z)Wf{}UfB~A$DfxMr}cK(^MdgQ`8UcPdgxDz_L;k1bkRlHKH^Wmi<0=8J=@w~pQ`Z} z)^l(T^}qJNRh|DP`uG$3UtV9y^M5^mjAJ&Ias1Oh^ak@U>v!G$XA8E>^_UTYQfK*} zS%i=31gFX|%9Pp!b>dcKTylHa5bZ((OE6U?Qz9j*q;6Hlr2wK1H1L5Xm@1PgkrGu> zw<_aO08s}T_`oVyWhz7Q#PYghydiHC<8q2CQrY{0oJj9eh2r;=F1ze9%dur{L*9$^ zd-PdblQQ1ES5D)+lmq55+0V+gXnYSI+n+sqw%f3W2FEdH&K${KZEY6sDO@6ZqyP4| zzv=voTztPDd|zNrvMCEa?<&CSiX-lBVj=~K{I$YEEj~ZzXI_RM0Mfom*$GFi(AJSvS-ie## zpSd5}+EMBfABH>vTfz@KVIAaHuj82 zf4T623ybT&aM42b|7M$QCjMQa``+R2e^WV*0TzF}AJuhqx&9kS9H76=mVSW#&-1_H zZ-3Qz{Lzo(I}wSw2OfM#+eh8==g-r&fc?cUf1&OFNbU(O#;r~GAN$K0Z@357_sK|k zzx(dHEB->+w~uGiEpH!@weow4@dx|r5OcUML=JK7wb!L~MjG6I;Jc*P z@mz=;L;kn(XWzh>)NVhXe|{!j%B{lqXYHVkeE#IKZS{@6m5u-T9P9bR7ZYv#sn=in zwv1P+GXK6E*WWWfWnAhefJxJjpq8{Oo_|lN^-QS1y@WC@l@$c3A3-f?C?M=aZ@)Ne z7mPv7*!M*;ej?7o+{N#aI46zbUJzppazVwd(B}%dmjmb_Sr{ew2$16=K=o9vVR8m5o{yU zO)-Bh_vJb&o04v%Be{p}({H$6SK zhklG>XIZ@41z6;?%zd%mpM5B6SScr^|F_y|YcG#_+U=WeEzQaFdP)82Ur@hx%n6n^ zzE4JSZ|nmi7RNP3?s0fr_uY5Dz88|me)ZMYDE5H;L-zg1dTu`U<&x*$ zpA4R}j^~ekWQccsZ-jHi_Z^Ut^S0w3e%Wuo@9XtHTb`vx{H;HEeZ8LMGaC=^d^q-= zpdRi)dnoOb!S_tD{eAb@S8?Z_drlE&I2N?O(MI;n1Mb&eOzZ6*|Ag$Z!gWm7nb-e> z6Hd@$Ir503)V^2xjsef$`Zbkui@3iX{a&s=p4~q1K#SQJf7^d?d%3^1nCA80a!VO= zBrcJ+x7+7^2hN{(Jr8L!wja;Gum3rA0>z)76Rw;5(=YY>85?>0bzjx%pX0>)(CRt< z`Zax*;y-4%p7KHIf-@1?%MPd?#*)Wstmzt>%tNBb+Ln*Ekkj}}3Jms5XwD^b zHt1=mp625;ad@6m_g1856;D6?56zWVT_t$SiNCeSx22u3eSA01d=Yy}(bgZsvv62{ zR*bZX{2b4VVt&B8CU`uWpUAUl$nWt!M?Nd5Ig5;umt8LR4w@^DG~fKzH#_H#{q3x4 z+Wphi9^Y$;{r5ZWxPz|QAwMA&`wQT=_>RSyGv&8iq)i;-?YG}%=Pu`uTmk++VCn&y z&!CQT&XJr3{+55#gL8Xb{ET;Jpo{m$DuOneAm0|$!lJWyBMCv)*d7Z=wb&m7P% zJ4)Vu=UsOtS+2dDKlViJu;Wg8%sc7v+p!;Z_+ftjdJgah&O!c3;Uhhlq}TjF@-pTL zj!X8T^Z#e!f4sJjJRH{vYtJ47a?OhzR<85Kmt3sZ;ahurs}ui-Ki(Uk_owsJK6$dO zxAU6t{JCfR;DZiU|6_kU+W*Rzzf!dS-S2%*ufN84inHkd4d4HMJ)W7fX3D#0<|~%# z`>@4SkzY@#+<~kQ4uhd+~<}9ph*?1&*9Qb7OJV5iI z6|z?MZJqCs1LIk*`=>o%*n~gz)U@w9&5Kxje(K4mv<&7-rX%`XB=ZPcXSDl)lTJR#a|XQsj`OnS0a72<+o{`2_7!Me7tTMwPiCaS zJ`L=RVY~P~0Pmu+HMh|Q>*hFr)OY2TSLyk0^3hEkkG!3}zFqczvz{-e--5)uC#lo@ z`*Ixg|90Dd(QHyb@?c$?Prf|rsH5c=(%Oxbc|@M+yZY*Dnyclx+E@5Kyp*@Hef3qk zw$L#*LHl?v6?Wt-Xy4w&ha6jS8fl-$X!{%xA9ByZ=TgPKpX6oC`w=fk9(kmf`Jp`P zxNsr%Y2I=pM?uog-9{1pkf9o3~&1}i>SzkVPi~sR>{p0!bczLcWhyG9hPo(&-=bz)h zUVrq{Jl3oU@$V^L!F2P#c9tCw@wMu0SW)Xri~$>Jch(ujMTsfA>Y^dkXzZBAfDSlk zof&uShXXI}g>b|g&yue&*FxT7xsT<7SVK@5^Pup3|If>Nlkq$v=0@hh|1Ix_I7;@D zVBU`T-j~1f6`lXEZu~L%-Wp{vFXQ`ouaytl3(f@=iCbo5?Zbxx8I>-PQF|HpM=f<+9$+{p};oUh>{NjP>#SV?K-Z_G$8t zdDe~l3B2zb_55A#38=^UUvb41dORQf*Oa$Q{-W#cg2i#(e#h;O*L^bL|C#bmZ2Adx zoO$LMx_ACJr<`I~sRM1`9f>jT$NdA|$ANcXTp;^=>HiPPeuL4a%j|lEYo~rnGIKQD z3jlvg8+?B|a}nUbBG-(^#`Anw-}zzjFf}}viuUpDz_}6=m;L$D;@I(AF6!InbKCg& z!|(UWJ<NkcSbK&aHE$2+uj}pNOWeES`r|$88*cak_3>{``Arf3r=4ccVIWt3?RAUw$?LcC zcJ!GQ%~f)*h3jN_JNCERdb{TBq5a2a%gXO`(_Y-cF$;W zkKgU(esYw-?=v$N=SjYg>wnl`hw3@w-7k=F{c(PLha~P*pxQ#h(3->uZFV`FluHd^JL!ci6ZToXC7j*TJq?Kpp{d#HWP zPyC+R`?&1a#9Ra$)}1t`$9S**X?-*5g~u8%-!sCsa^&MSw;G*1c>|q`nOouAiqWpT z=BIf6bVT1>u~^;(5!*la-1DqV!Xa-RmE$DlmnZ(x*Xq$eo_Sqoo%a;&d_Zz;oD282 z1Gkr~Pqxn=&!yVA*m^tibgxU=pET*clJjhs@(`ZuTFnLW`%&=SCY#uEsi^-M?2}QS zO3o41+qakXcKZM1lTY@#e9wA1Px$5!fA~YHV>IO+sm*`^4#$k=2iP8{j#sID`roeS zsJu64tK^@wzrA(+uejo`ZpXRUKBF8LwofLXf8X{0ob2u4@!&Ul?7CY{hB{rAW8eJa zpO8Jscn8X8^JRH=Ano=(nf~}=-8p7+Oswqu>Hqfi&vl{AvEzTdwQt{njihHB^7Y4_ zGvxF7os*u^sN~$&xc{+l>xiEp(d_W09aLwr^jANB^kG~p%l(pHQvZh@?~lZo@!*3G z=ykL8_S`=Fi2YW)-spFS|MX`XQ_x}W*{qrP{j?SOTq^q?YQ05kGJcu$Cni&7}{MYR9Z%x1c%p{pv4&{Hqbuv^3JHu)c z9n!;08>tm3rBscQ+P?WFcu3hG!%r?6gLyQsF*7$YYPlYDlHbdG?DJFlp4H0B7$NfP zIdde>`tKsQ<@|`}!1S5b^bD82`$*b;^wCEfysM5lQoR51McJ2{^CfG4f&5+!F`(Ep zqTm1Gcx2t~_1BlmZ}r&wq2n4c-Xj;wEnKu9>6;UN@eB7kuRqo-X-5u&c6Hwr>XCnapA3#c+CTEhqa|08XIWLYq#=8||pA7PLX@BRPzh>oI@ps0Vf9&)l{1yVgmqME_Em)v&gncVmOSc%b zdpx`k{?t=X)w*N^;aM1HDCGoGZFh=J%5h5_4?;n5TB&+hxrd|Z%6#+ z%-9n?Q@Q9&hPJp8!TdUb3Zn=~=H8ZERRMHdU^2ADl_l4__RSsrUO-+G^Fhz=5Klfg zSssM=LYy(5vzW8BG}xeDA@3r``uB_{p44}yW3M{$KF^=D4wONEM!nYlVtLOS*54nS z{#e4l`Sx)R&pkg+*BV!~ea{D(U*KE@&L8iL!+R{TXCB|>>v@OsNBg#hYyQ%HtLIC( zd;abA=gpJjzw7P>zZHvp#_ZpH{+}tBY4W@DugM-=`2VeFAMGr8O`e67bG`lcJ2YqF z{lUB!=IQa+F|BC!mwhs{{pmb;7ml3&>^XDwdU7w((Dg??kNropW~KX@Rq+4H;_t0G z|Do$Yk=w_+&anpy?__)@&VSy#=bK05-KN+lgLuNVQ`*!2UX$k^aBPTo$H*Ac?tgd= z9`B)?J9n<*`r;4$YPQ@@-~Ye^&C~LGP&!VH(f+EAe>ML8`SDN3mVxniBKNeea**XT^5@t&wdK5t>rQQ z2PT%O?T-il|6KMR>s}-5>5+fzV|hi^W82sNfc^Kk{9Z8U$@2%gZ=rqvRJ%Vl5&HXoGuk9zFw|&HGQ2k%y zulBz>{uE7G;TnhEktuFI!f zljT#+X?4JcaWu^>DM!yX)7SRJPxN2)e~mxpWkPHJ3uA=(1#7l-{Hfz_oqzH?8s?8W z|LT2x_RX4`e^`#kJXWNE{ErCIm>ZJMw#?B+s+Nv9C~Et3RYB1+Gd|BMNtHU855 zuH~udM~IKw|LXWt$6t;Qt?`2MOPzn}{9E%6Sw9a+-Wd6xng*d=Ls!$TTx0>&_Q&v4 z+tilZE>(X9rQ8Ggdbs9Fc`VdC68Uw?p=`deeeRy$i#_9zW7zYgd`BtwyrT}y;nAPi z4s^N(pK^EV)A*a~#W8TcuI;N|I7e0g*Z4!f(SBO{Umbty_^b0vdPjDhe>i{F`FBmr zKak~h(!rkmFJyyVHdJ72P{amQjgRtq(iS@9^P!o6HF!sa3XBbkHLQL5gdVW9aD1O6 zeLSsIIL}-wOI45p8{lt_WnHA9mQod@zy|o6V_6qzsHIc|DX;7>jDt=OI(SM&H)45cxvZaSS9yxwzI5W8Ugc>*gFcgx2;k9@u?P z^}mgcHU7}w%Dz_npY@YE{?zeT#|O+cX&xc1^G}_B*Yx}&XL#N0ubs6kVyJ-XgV9-M z{2m}{dRqtw5|N#hG~k3)Xuvz`%mi&;zPre$=;ui1*q&Kik0{1H9}8i#e3IiNsebnq z@^}5MPUPUJtl{LlTkhu&{b;BQxY|DU09F5Et*6FczF(m)EH-NYhbMiS0y7)YtagUTa?fdXDQ?$lLW^RL4N!u_rLimHIop+yjSP9yu1) z%~KA}wL#W}T-is5@mJP<>inbQ zg3hsZ{;m1PO7gFEzSowS|G8ciQP*7~4_2~D``#QwfY;t(ItWoj-J0G$9oF$~at!yt z|#TGS_kqn{L8y!v~I*-Dj(aZ z?N|TT_^bV|jz2aY$Fb4Ald9uyoqy{5%YISw4_o_W{$+Vz&V+~ZKjw#R+QAn9)=Qd< z6iGuS-l;Dp=0)8mbnpd+4UkT}_JiyE%;VYqBls`s9o%w>>s#QKs4&&_7^14SpS_Ve z_p&n`TT9UrtN+CV>XRPFL{*Ky?2XKM*g4a&wG=I}#$S!U+W*iCdOAi_)$u2LBXc@@ z6dxU1OVJXwtm=9UQC0n)y^*=X_1TwE-2%77T&BkmRn`C58<~ra2H&=qu-6m=Ftw?N0NZRtmCAMWZnsO!VFrYKSfZDddN>U#aC{)f9(;=is(TSZn< zzGGI`>qqr}^?xgv`l79?D`Kh;R)VF!E%Ivo(I3_wyUrWX6fQ4>Zh?+j+tQEf|LXtR z|2rL|+lShkqDUdMkv;C!uBRWX-2V(6>y8@mNiK;OF!g|uC^47M5hQ#|YjD~iflqQt z4C>YaBT-_m?I$0pPso>EF?Z1h34D@EVoN>d*;2x{v<9aQ68I#S#Gq~+FcKx^ z+J5qp`h}GDkiaLoBnEZsfRQLMmn|iHOKWi2Ac0SENet@N0V7djuI(ousZYq4 zUNLvk1_^wUOJY#B4j73NbJwu9cF_$eRd`oL^+8}{Xa!Cy8)&V0?Vy^8cAE{5smtHY<(FO^8l1pMxw+rrwtPLB$vdXZXGZZCFY6OzMZpvrqk!?k`Ab8UMVfgL+B`ys?g_Z2h2g3blf*A|eDy3q^mv=lJ zYzB5rvH{CghEu+;cd=hXf;*5D#RVsTQ(A9F?LvyQ(O zARWh;VlZxCX5SkGC4-P*2rPrvF)X$HHNpQyZ1jXlsY()+q=?nx&kQt^I;2npA+W@j zsw7cKO0ZKi&`jDgCoxz9OKho15|yL`J2eB%q%Ct2gEg?kmZ~ICNlLI&Gtf-hGAA)u z150eFN)nZ%1UoeY&7>`J5`#6c#FnZgQAtX$Q!~&^+A=3GSOZIJsY()+qy#%P1I?r@ za}t9!u*8`J5`#6c#FnZgQAtX$Q!~&^+A=3GSOZIJsY()+qy#%P1I?r@a}t9!u*8`J z5`#6c#FnZgQAtX$Q!~&^+A=3GSOZIJsY()+qy#%P1I?r@a}t9!u*8#8@26ioN zO_rS_L(0Z_s6mE-T}xY&W#`C{_OwftL56`{OIwp==g5$;__W%eClqjp(r5*%q zvXsM0*E@$zz3FKs!XOtN>oYRs*FnkL>*}014}SfCQ~9Ms-$jJ z#-#wF4m9wAC73FcDUlLYQnxDOQUFm08u-8xOqI!$NQo+`Ta|GsfT#lvd|(Nt%4ABU zM3vO7%D5Cj)PV**umn?OG9^-?O6pc+TnZrSKm#9Gf~hi@5-Cw7b*nNi1rT+hfe$Rf zRGCbPl&F%rRT-B8h&s@~2bN%}Or}IiR7u^cj7tGT9cbVKOE6U?Qz9j*q;6Hlr2wK1 zH1L5Xm@1PgkrGu>w<_aO08s}T_`niOmC2Myi7KgEm2oM6r~?grUQ-f33Lxr010Ps|sWO=oDN!YLt1>PH5Ott|4=lk{nM{e4 zsFJ!>8J7ZxI?%uemSCz(rbJ3qN!_Z9O94b3Xy5}&FjXc~A|-;SD&tZBQ3o3Mz!FTA$&^TmDydtQaVdbP0}Xs&38uBd8?}1%$2b(=XNk^n^x;2ret* zQW-!&>PJvZ8VU$oGA@+?6r_FxwWOhdur>bZml}Wcghq%6E-T|w z89+hmM^H-|3J6={kAA7~M^9*kh~Tm^E|mckq<#doq@jSY6FvTlvv$Fm(iuGxk@_f$ z`l|&Zprxi*m|bv&ut7>>ZQoo(Ke)r_AXk)3VRpfp65JyZ$#zK{N`Na$rZBtUObPCh zh-AB@4kf@9B~zGPaHa(JNJO$-Qil@YijpbJE;v(ydn6*+E~!Haa7D=!W*3|(!95a@ zY?sub1h}GP3bPB&l;9qTNVZGrPy$?0GKJX%XG(C7L?qiKbtnO@D4D|Sf-@z!M@m(-yIxT0hVvkT6Y;2w!cwoB?z z0$foth1msXN^p-vB-DFMj5>e=?|GQ2bQcQvP4=a7@{u*&f@Uibg|7O)>$EX7*_X=6N7i%;nyo|>y6XR~)5g?fUn(ab zS<@|Owh~e3s{gxA8&i{gshoUdO}C)gN<^Wn{_i?%OilKsa`KTi-GXK-5ruAC`ac}6 zv(D&AMv14Ox@hRQV@zW}2b{Cc)b_;#(HqtO7CP#a=$H^u0nyQR6`>Mmol$s{s{ey` zqhmUb9n%=l0q3kU)&Jsw=#3hG7CP#a=$H^u0nyQR6`>Mmol$s{s{ey`qhmUb9n%=l z0q3kU)&Jsw=#3hG7CP#a=$H^u0nyQR6`>Mmol$s{-fjQK<1daY8alioBfbL(iZ)v1 zp2ATT`A}72%{n$FmujO`?kOBqknOQ8MBU!ad7p&x*~f^xh%S)qAKzZaK@}- zV;o%ludc}6QZ9?`sHlp(1DrAI*cb;_|Envqx0K7GJ1VLo?*M1aIyT0^)&J^>>@DT8 z=#Gl2$UDFpvyP2%aP_~sB6~}@EV`qjD)J6+#;jvw9Q-!;-|8N2pU+eTgtN}%15|EE z4W8mVgccY^nlSuYDG)QbhMZ)Ae?n377%_& z4;XEvRW8mVgccY^nlSuYDG)QbhMZ)Ae?n377%_& z4;XEvR5zOxsq%ew*WPZ1hD=L7F z3rvQ#xUytzzwk#}NOJXmD~K4FRJ-4tp`}AhM2)|~A8jGYHU8RRR5&UOdo6vtn8+of z#$Vx&wvgl+f9*gj92J79rEeFj@mKp_5fgR%DSAv>Nb*}b{+RoVh9o9UUcP*^8C|iw zS-yOQ{0mhc^73ZIs8QNhz%Kuzi7H0QL55A~iczg&l=V4Q^v31A0)pXO*wZfk4MhE9J&?dxN2iMi! z{#VDJI{w!Ahx2Ehe{23x^DoUQCvg7BFTyk}FPGTMls@F`mS?Bf&^2*c0~f06UC6Qd z4;|LWm0Iqd%ci+T^YK_$8h@k?=IO}cZ7mJ?d>EesU)!(#ukjc99{OPIe|7w+<8PgR z>ilcDgy(U{H){T&d0NfCbdJb*4PfLw=+=wXB<4ZY}))c{Xwd z?HgDNweP2pPpeNf54ZdrINR$Hzr*61k=2QOAM5g-^QSVk{p$Z3f3^SB@khqhI{w!A zN9Wf%|JMAY=3i@4{@J&v?zy@%2_+k7cwgfAxZlI3{G55Z>~%qoZFr%Iqm29>yyfvu zaX*0kTu>ipwlWSxI&{!#O%+o!m)-`kFmt2=mxhBh}oYU%n4gO1GYs%5H z&GfZ>@e}=5{a@pcd5O^4|H2rdezA4PI{wu0H_szs{H*hj<}KMbb^fjSN6o)%-OqCQ z+&9A9G7j>ucDmk|tH&1{**T?rU5?-H-!^6okQAV zMV)_Z{vk1;^F__SbS{KDC8;m+dfg|Ju3ak^(DOikt$OB5w$I(Jx#b5L zhaA(MS+zYg$lY1qaxTp$*pAQ@x&~j{_dE=~Nj}Sdg%7L$EnlzkSBx(lZ?vD*{#VDJ zI{xZ7p?gN^{8Q)Ontw32&^1(L?dj z`m)Af?SFOr@qUCpQpevsuGIOb&c8Zu)cLpOAIuqA^F_`%VlI;REB>?jhv(}|%v}+g zZ1g-wkJr||nG2~+avpsb40EW2i#pB$q$n5f_2W5P-D%yFbqbB|g{o)#-BfL zBymyupX8tAn8b01w2nV@{H^m(m_snXrn$Dxzwk@VKNt_1nX}YoFH5%b1YwZY9^CZZy;dU2PwGV5CLy? z+&uE=!!`e?`PW;Te?C5adUMN7H#axma!YgbO}8|+NX$L_@I%rEEpJ&_{u^_3evY*gT~pUJdDLlj1Mh3?Qogp&`ui0nceVY$$v{AFpI_oq$@3OOg*EUi5|D4&gn`dS|(>(pm%x3A*rD@F} zj&C+*d2S=))|8J;Y2Ndmb<`g(y|f^YX*wQaT&&~YcpCrb%%0Oc^UO2)zeKLF&Rg&B z{PWstuSvYD-K;Hr2>oasiJ!ICUb}gZ@RQysQAMW$-Y>Drg65BX`#5d<(=JQ_;QW8^K?kcpM%Efp3g3Kon{E91 zPn$Na*=6UQn~grSQM3N!4Vs;H+Nrtj+G|(Y|M%a2f3x$>yEGq^v2pU`^|k!9TE6W6 zxL&89etNUxjyp&@lbekMzw2(hHuv3kU&Mx{Ga&C z6DNHBb;-q-G}~{#ee=Het=DY4@y5+JzVVG_`s0uLxI9+=iTFPG zY`xXi&5=hQ**x{+Q+CZ|e12j6eDkaLcb8puF@J;KbvN^S^7*5WKB8srz4u=Czg`bq zmtFGpx%%pBn(ytmpT`$s4F5aqxTDUKmQ#Z@uzd| zJJA1dU;U|1eX5xIKJ%H+*xdgPw9m2U?Y#b&vpLqzoilfp#y`xxEc4=v^V4`&$3Gpr z$Km+jzQz_;@9g~Z$}5YDe#H2}nm2jmmm5fIJ^SplKIgL!vjSY}}OclO?yZIeMg-|AOT0tMU1-3F9xmE5f{rYdmM}?004UdF7Q? ztS_ZJ?@M3Wq51Z=_GrHTjoq8gH{aZB$O**$^{;>ZO^yFpLq}X5cG%%QAAj(JAM{wA zGY98x^Y4~hZe`fR51p{{FY|Wzm&HbpO`V2|GfP2%guWyO%j~N)Ye;VrEBfDb{rRG%$T8ZcIv68x(@YzW{dyQ z?^-<1lQK`rdN6XIKb~<$x(8UR`S3?JZZ@6rv1ZDYDf$n7>eQ(|K24PIm*dYpvaTKd z|26qu_dh=Q3Db$+KCt2Yo25&Z44yyshSC4)tn;2`59wP|Hl3p7aZNC0FI~E%d3N@! z@;*zicgV@p^}qJ|>-75Xw%cxAhh7V*6LeF(E}J&z|LOeZr59h6*qYV+`O-i8wcc?D zS#Mv({MS~|TiLs&>6WWIYohn?ea$t^nP;8V+;GDU&7y_!J^DcZ z!*}A>$oI5ooqcw5#~pVxi}0QMK>x#cijO|}XmkDr7c^I0c~$em3omG&WWSyD?5yUJ zOa52JAsf>^F1f|y@_ps=&&?Zbf4ueoY18g+F23ku@!c8C74i(;oVm~0u}ci$J87KH zFdHM|B=(6R_zSSM%Rz4!m@E!U@i{yF)ilfD0=Jo`V&Ywjs| z;@*2(`8ZbmO~zS_$FIoRF!stYPd)prv*j3;H$V8n54?TcTMV^7H2&i_`o^Etq5orj z8vcO)Pe1*SI{q$OHmcu`(5L60f4=yyn}1?$7<T4R+il+dr$7ClI{w1{AKCaLs>l4N*SV*CUVqksws1Zu zKQ#Zc4Ca~kUrNt|I%=>_25a5Og;LHfYx*3&ptoG9#6YhY9oK}HvZHbj@8#0{Jk|<5 z*TQ!NXh+x9tu1T2tQ*fXdp))N>VL#cD@NCp_(NX#EmDRyhb;>KP|GoIq zi_M;U?rB(zQSxu|&sxn%C!N$RUAC;~f77PjC-Vl@nQc5H-F5ffo7Y}_Rk0gxxM9Z* z-1olsy>Z|FXUe+TM>hU&KK_xEFNt6Flf8(`#2?2Tljm5T|5}2B-{#J>T=<-G&dqfs zUtz!HB&@Zixd7|!V~u~v&o=tdhpe7d2JK=0>Z`B5V%J5+P^_h~edHKeAL4OceDTH3 z|Kuk>X}<9J&wKmVN^U<^`!?>bnd9%#M<0{?p07WBI(M#ox6&G0-p=_)^Y(E4(FbGu z*c-#^k7LAhCC43iysX84TyswDdmn53(_CEIKrVi4jPDTts2k_*`(&`ceS*&a2l+mk z5%nSS53ZrY7s$1E{`2JCnd2t*RuAPryJHPDUCY~Uz0La{);?4(HjF>G@6vb^|6@F5 z`?!Wb{psP}rw>oxkNnpbTWI^hzVy;d^4;c*&0qg|g|6lD7{|K)*4OR(l+`W&vN6@h zUpxzfbAkUayX;c;6YgvJ&i|QN&-iuQWRri@xsm6uV`qy0z5iz~Ew6skzMu2Y&+C|K z`_$0)fbr`mak9_NXh3(sOoh zoPK7d=ka*{9`~TgmGg5hmRA?Kx!CPoOA3r18|py+$NdQKn%A3O6eG5rlc)T=wqN~U z z_j>g}#${X+J>FXJ9b zIo{jl9uEBv?b&+!s^!0)khhthoE;GL4coDX|~;N zTf0u7pO44>kF^?}2k2tii;8;|?17cyJro_p`*c-ZI9e^K!L;~$>sWv+H1d@X%leJy(Hm|?d_cZe1E%K zb6jV9?{k9W_uhF7$sZZ`b%m+4tPn|BgHEIE?|czmB|92;c9`nkoCPMYjL+ z{ZLEBcYS^wa?Qr$_{+E>?K}U{HmbQf&mD1TF%7@l`(JoHG^g*Gf0oFeLVo{&dax%F zW$_%sCuH4*b#MIPjqO?^-sK<1_Ojdy;a(P)PssY09h>F9*t>3J!}Un{J?lJ6_Be6; z*Y);v&2)czYD2#(3CC@1*u zPv#bR-z@%bm4AE(iS}UMOZR3jZ|=H_dHY(;wqHnj`#6ukWur@r?;9q|eGk4PxcZu_ zn}rJ(cE%sv>(D32YcM`x-x0@Utb4th_734XEL^a#7|XFQ-NwN({$3Ql)iI*?Q@7k| zepX+9|NCA)_Q9h30S8##j$^@l<Wc{6WT=_#^V%31W@c|EZ^*YOt3g=8Npt`|Pu?#KUyO+ZsBaOSQc( zm`CG2YQ{I#isC*Qw!?MEi8BA%J{ilokhkMJ@jq$Zb-n-P_hw*@#eQbw?Up}tzZ}P3 zr853aS~owFioBiv1Ks!|d4Jv<-EWukANc=^^4%Zn2gN=Pl*2kNWW)mU$C)$by|nTi z=DBj;9`R4icw)lM|M;CSp5uSY_q;LwFuu};SRTqh4?OTd!=-+{`Nu!rtc(4Oyyq1? z%ImcX{r|^5{;`k$SIYATu(SOmjyS^G{@!=Lr(-|%tL^u_{k-1w)_b2{f6d!d`#bKy zeKPs_qwaS5h^g*h$lL=<9FNc95_{C84b00@ms9ZJpTC`ovhf`K9trzo#@n{8|6QS}VsYymxu5{`WD*j@Vjz=znLOeWurgcNypP0NJOJ#uv5& z%I7oj-7flnk+(yKKA-yZc<%qd|HB{bynD{^t6%-9yk~E=k3XK*$obG=oyWcsc@b=cFgi@Xc`nWs~K57(dZw?y)|zsm2SB4$vI`M$k( za7D9)zQ0}e$sEr2$&BW_-On9!&WdKM;y0S0n|Slj!9Ohb$u(@yzjm)Mx;(ArOCP@CFIVWh`|Wyi-L5J;mZ#zGsy0ebv_~{_*{>`D`tDFZ(uw^ADau|8E)F zHBV3e#~OUxGr3jT1FH9@l7B9e^?24jY0|nj=Ca?B%C+OQ2gUV&UDnHRPr&|%dkfTQ z^Q&BYX)&CMFh$)GeA~sUItqJjmXKOI#AdkjcoA$4C{;$h3@_5$> z_RT=Q*=GOdV~=5TfBfSaId8{1Ci1=)oAYXUet0(w z#=0~f-gVcVHiyVui@9OPoy5=bZZP;66n=;Q`Aizu+krj%Z23-K+GG63y#1Ts`j(BQ z>3G;)9)t7suj8-HU%F2wT`$Yq;agm*cW(aSdOPz3Jli%;o@t&h&oah+%VUlI$RlsM z`4)W#O57J#TwTz|i3k@KH3JMR&)cfF5z{4svUY9E-@rT^nt4>~Bl zPe%Hb?vqLR$4=7kEaw_&9+2No;<>*f-*NH!;5}39e`*i?f2S|+q~imy_urqNH+c1x zP+q?0WB>criNA6@%6#>|zuMsYxEOy=Jn=+>cOl|`5%xcY{vXE%jOnoHzs7Lx?{*$p zX8Wr{{>8oh_+7F%|KlBMye9Z=a%J&%i~J_;F~=O!9C5_Y8@#`V`$f@T@N6lsHTwU> z`o1(9pLGwC#&^y?9=!iSy&m}OCHkA~Z}QPi{J6095%pT$p2mB9E;Z%PE6IPkjt<&N z(UXZ<(6mnm_XNzRb*;$8H0!_8uEr~4!DtcB8ap-yqKrP@qV=URDc*5j`F+%|(Jr*M zZ}C+9uknUHwI;{kH)S8Aja4JMhnal^zugkQE61MMxHlI2on!yQd!RYLW3S%Ag$sPF zLH*eOr~7K8|6yOo)mL4k`$-;t=ppsL=J_e#vAo^-?0D|~&ph*VgZH%InZ(;~zg^=A z=Xu__=lS{w&Ru^mN#ZQNSLd0hWv{r5SFiG2+xU)E&j0!6<^7R@#dSd5$9V+Q)>^vb zpZhxb58tnH{KIotS6_XV{9oNX^w5Jk{`uT2_&>=zCu97_XBPL`Yp*h&(Bta1&zRwS zvnG$f%w3VI+4ooP{QOfsm%5fbmx}kv$aPzV`FGyD=bICM^(%QN$@`1gL;US5zxVl& z^jGA7SZ~MoXonq&{q5FQ<8MyQl)k|@&iiEK9({t&zxw|6)c^2~CicHW4*9YBQP(Ka z`RjgW!6Qz-px-a9(BD#ivA)!22 z$G7vdBiCPdZ8{d~|6lvs*SzlYWX#ofs>t}y`~&a!=lqHL2iA%2#Nr%)cPgX*-74=U z;`PUG@j9e?pTM0|gTJ?M|gJ^j8ihUq$yjBQ)VZ+#$M{(8k< zd~CrubHnvF=zGdfJ?%6dTQH8`cPMnPru0Aj2DFViBMovu{MPm~S#$czSH9w7(FGS^ zPyJ}QPiDLAR*U{`zlUevRbrj>#TT(2zCz#OWn-|tZwK!NhX3MoWOx_jHS&HIy!RL5 zF2`o<8;1X+vc;|q;Wj?T5`2%_dk$)ZQrF|aKQySM|s{Z zb)I+LpVa?09*j1Z1sItV{f44QG5@i>p{U?j> z@S6xR|K#(iXan!0;dsFOYu8vxy;`EvZf?Y7&K zUiQhz?|7mAtxEpObUmczW!CNhV{n|BhYR&RiQru?@5vFLKpw?fuu_&W8P7*$d@P&F zrTT!;^HABw+@c)!#3#HRS8c!gf6a`)FYE93$v7mr2Im4F!(^P{ypR5eJ=>bk>ztAI zy%LW(f&CB9uu%`{50Gk*PV$Cvu89;@;1*7(1Z_9eT%^go|D^kaRS z=O6BGXZzlN>7SnVk3ar|5SJs(?qA=%xmotf*gMF&*I%DYmAE=w@*VB(Qn&vOsOS-c zXy4x7j(0`|Y)|`$vDJD0;qRs5Jh9#$;}7rip+7)l|HnIU*~hl?91-u#lpGPcnD{l9 zw|>d%in{P@CHx=vO=ufpi#WEA?@V8N{j~<~pDJcP7{zU8lc%N}xLoq+)^Z(h; zj!>WC{I?I!_8xwy+@p%G|9(&Uz11EcV-L>VGMB~ckG*O1Kj@;D`J6)@!=ILQ^>yVr z1iL17oq2sg@!fYE|9QP}?7F{Qj;pvQPO;-_;bKQDt?bXTbx+>yzD>t}JQE?utIuJ` zcp$mDe%}Ed{vjux6uQ{H9-kZ+kJE8p2i}#L%IFwj?bsfy+J5!F#72!j=~LD(@SDuo zr^omBa=ia{*_+M%AMAg~vyYc|$>JT)99MwH?{{D?hV|jx|DKS&-&<|{*)&(#c!Yi4 zQ{|l|c;^cHKfaUI`XqP7dk|2M_v>-o|FJLTyWjba`@+s)M4t=WfBzrIvjO(KCeHK! z9-H2LOnyV0{za~i_dsC$yXT&J)Q6bUY5%^=_k3>$>g7I}q45v82qbaE)c}llYMS zf4j%ua)0|sbD#W{@54cAr1i1>foUAM5QrXZ(hAY#-mZ9edodVmH6Ae}6~TY8T5sIrcx~U+n)_ z|D|7-jV^1BJ@y!{pY7}`;|{)C0S@;H)JOkYo6@eX35+z~+T&Y_$Da3t4w7eSp;w#T zYi;)Lo5?zY?WM}|2R8kG7yR#S;}}+<{RQ$a{9Sk5tvG+of4~2O{ZO3mssvM(pW&f8Vi=Q%P^p&UN{q6Vu{T_Lat^Ew7 z^fmqN&-y3&(X3g|%Cj{0=(`MKUu9p5{SW))@0UF?&(4}<`>yu*_iFO>Ecm*o zeVtb(nE#`%`r?necWV5{HO9M8@h(ps+dJL9`(qWaKYlYn?<;^$vEg;d@welT&zj=* zQrq}f7Qbxgj{9<{5BHwPK|B|ofb)M`Z$JC2Gjrb!{>R>AyoV6KvGXeSpdc<<{eP_d z2kR>sV;+>}RCEu^K>uf~>GcckYkRns!T+dp`t-+jpQ666Y89{lSmVzdY5$F!e|!Gn zx>Gy;-bnkeNI$*rzG=;j88hU!zGZxU1Lu#tVb-&=WW2t&L4Rj|c_Z!jo&U>=7s)k# zNWbS^{4(n;=il4q`w)Idi}w()ZM(*Kk4by{XO12+bgGm_J$S88;)TA(b+>D8ZQvfl z##D?E{r`AILhto>&n`GE2VbL17;hApMUAbLhpedikN9I^UjKJ0 z|3rVodtC9`3%=ei?+jbj_KPGv2r*v|YMmeWJ)yTD`(^EUW%=$*V;gxjb9V4Dr$l|^ zk-Mvmd57hg*PCqfGV7CPS`}yWl-66@ul`RlQR5H&g#Czo?SFOrVJrx(<8SCAYxewu zcf{a1Jbg!sj~o5-FZaT8pUgy@|82dU`-6<)x$>OP)cm97Un!^M8uOdTKlj`3`<}1c zbFkRoF3+WE-rV2+%x3ZD`(%)uYqH+T*j+RRW%C**=7RihYv`2u&X|-#@LpcaOCA9k z-}A^hd!FI>J8Y>QwL?yMdTqb@KgB?dJ@7UDQlAlD;9l9jpQ`;&kJ@%s*f4{G0pg z7UL_b^wopot^wKuJ~q~DYz`C~#WQ*IpQXR+JGNrOH9u0HCBiz7Z`U+dgn2fs!JDrR z-`?^{en^pD^k3|+^gsBZW&A1QZ<&9}{7av?_#egp3eTMX#r`MH$>{2OzQmrp^nsRq zZ2vrtGdJR2t4}Wd2Yz<&OH7J^gg>+Oxc*i9AKV*G18P zvA@#)+}Kmb9~~>p_*>?mGXDl&BKmQ~|0w>~x7+`u-yT-lov&_=x_9LPV~r2~f%?>P zKF)k==?Cz$F;{Bez*?y7Lt@NO|5E*M^R>apZ^J}7{dnXrY1Eg;`FDkFK1P}%zv#c% zU+I5k{K1%5#@{mkV16z0Z}C5h|MkD*e>z89z?!e_opvzF0UECHMt?g#!v_DHe!84> zfsbwc5-K0#!mDRt%#V*}@$ozWpI-A|8kaB6-w3_P4|*y3k2Xo$)UeoJ>3?PXDdTT8 zmz4P@j*(^lmA+B@53`4$hvI*IYy8jXnnxgb@;u}oq72kurf;q5-|!!8Jfxob8azS880xug!#9~7hQ-xbUdXFi~d93 zDfXxP#ijq1@u!TxW&SDiZ}C6WHxQozq4yUEBP{;cx6c2}{PTK5{B`HDhjTLa+-*K} zvIX@c;a>+I()@Kh=N|2a{-*N5$Fg^Z_>EYec}E`V!^57O-ObT8_#!{*-u1_ z{h<%?dAanz?D@8gKlZ#|#$V|pW&SDiZ}C6WztS^PSUaWvR{XF3bpNyNs%t!R){TQG z^^5o)Na0z{aH-AdSL&P@{BDEOel6n}ug)j%zr;6pHUu8;zsLVTDDrJD!ujviC&Hrt zWRtWv>V$FXOXJ1+0|A@cOkda0gl`><|^z7l@^yO2eG z(o4~Qu|MC}_&&JDvEMN){jZEaW&CwxsLU~(Q!Fg=5A{*zU$c|qe?Sk#|MR}8_KmN} z|IH7=z*m=lTS{(vldK%((>u1v=W)hWzk3c3lds4x`ll__&S?cSt%f1cgc+tB>X7H~ zF!_r875k$tB)dwOg!9%zn4#y-Vb9@Vauxe4_D5Stww5pn=dFh@L(iYXp2NfBD)v|G zkG7C(EnyPQTMuD|o~DVTkJ^i^qpJ1#4RAz7ASLYu6jKWjVND-m8hDDw zgVED^Avmzc)B;3UX(6V8r+7RVJuPI~iy)>JAi|nH#5C{}j|Zct^+Ir9jj08Qu+l24EkJ}deTZq`DIO0-PwR!?z#3Bv5MiZ-mAwo)$9gMG#X95MfOpVj6gg$Ai(+dLcNl#?%5tSZN`q zfv0#p7(Fdy+KV8j79hf!KEyQe6psg^r}aW`V2!B-h_KQ^Oao8xcrbce$g~$hOf5i! zHGPO_;3*ytMo;U7;J_MF3lL$Yg_s7O;_+bgw2)~pf|y!>2y6Nf)4)?a9*myW6x^T+ z!sD9H2#!inLwTNRWZ%TpSsEOI@VFvBY0UKEv_nwCqJOHRuCWwvLX9+n@VH`sNoS@P zryYVC7W<<*>KaS&Ce%nH2#+iFmvm-&aoQoMVX;4|qpq^uMT^HlU%ejEM%u zFc2AKSnMxqt)b6ie^EDWKto>{6Ag@EATr9Z*k9CIL!ZU|qHbD&XhVtWQQb~|9-p`k zYS3zkT2vD$u7%)HMSjvog6i5&k3^ADW3EMu{zU_-lNQBzRI$ILjRZw2i$H@`L)4m3DV&syESMvL@lam71u)WsG|R*jRa+?PrCHz8gnh0(zFmf zs^~vyBSBu#fa??=_i#wpf?^&uXSQ}my!J;v(F@^KFr z{i_CAR6>I@lHA*Piv2~4%YnMGeB8su{-6Q>Ok;-Tbflogad(seH!(r0DbR$TFOdKh z`Cd1wtfU|%8NEg+`d2NPZcJewPAXJIbsQ^;{gwXb?WWetlw|Z8rS!kj|3m|38)f`~ z2D~mzBYM}4(}9Lm+1RYiDX}KAv^7fUe^I$qm+6VI7^>nr(1fYz-|I$|6;)?OX7n26 z8@IoD*);B}l4{Wr%IcIwnn@aDm8G{-6pJww8ro<*7o8f2BFx1#@||I+^(9i-WZ>XfHO?m#4$kn{Hr0)Gu_?4%(EIK=b7SR=Iqkz7J9@`H|4CxmmYn7T+q3~-3&fw4wv z2O_zIoJ$J)HLS6dh8W-w&jVwP)DA>)3AxA*I#Qhw&b4CdA`LOXA)W`u8mS$K7gk^+AXYwV;U1~|m? zz*r--1Cd-pF7ktpR40UUt(dwBQVfJ?(l8Gn;5S`^k3v5dc_urmIX@u#Kh^n^;?>c4CJ zN%gALUdM`#)Sm4J$@r^fYtfLe1OaMt75PDlP1OL?QEw!Ip(9fuNYI%Dl#bLMC?Q#o z$wR&pbd*rqzv#cSb@V_f_NU4z{jaCNMU2Gkq>MkNipIT+zh)o}#TcTa-GI!#*O4g@ zB<+E<+E<+ECD)q)G;X@Ap#63tR*y-&Wue;9h2e_ zBEYakE>XtPnXyT!V^Taq1Q=3SOK2>e8JmCD)q)G;X@Ap#6rmfnXyT!V^Taq z1Q@o+CCXSjGd3x8Oo~T{07D9E35}&QW0O+Hq=al(BSXY*Ol&6ps)Ah7{Hk z8cS!!CZ&!^@dy!M*dmuGW9iJ;q|`Af9w7n@DXb+lmd=b#N*$Bp5hB2_MJ`ds(wVVI zsbf++LIfC6SW9Ruof(^yIwr*rd$E0|K2r#6ume5!_Gd3x8Oo~T{ z0K*o!M76UJi_pOiY){|9Kt>mm%d(EK77oxzm(YP^Cd%TBF(g+WMydia=9q{>=wJtu znJ9}h#*kcj7^w=xm}4Rip@SVrW}+<47(;U9VWcV$V~&Y9gbsEfnTfJEV+_e<;q2M7 ztGC~NyL#*Gx2g}OPY+qQ@e+s7!4723L|L3MhUCh_Isckdop`>is;|-39=@B~Efn>h%rkko?{^FO_n6YDW-oP+<(&Xy!!w;|4S!bPUl~q=$cHVjC zYRDr)jH>xD)2jOSzyDp`a`P=!-~INLaxGtNw%MlDHP>8Seg669mN!`$8rJgCI|&RO z$$^ooK#b`(e6P9snrg=#wpaOEY_WND)>&t2xl|8im9T&R{?-0}`AgMTet*Gle}sKC zK5g3jPFfRWHm2GbbBx3xbg%o(xgcwYdRLmGGUCNVe9uuRUpP3o8e~7npvH4 z%E{Fxn`}}ozru3W&O7Z~-Ezw<4f!8_@L{HZw1c*Zw9E0wAMf%tFiM<@d=o@&2_48x ziOO@%u_v5xLM#u;1)JF)_R`mE2Ds@T$aoMhrbpOaS$e6H@`rSi-rJw0Pw9pX8B!f{ z%rVvPfB*Yxz4g|sPCDtNYUa$DDuG;9AB&A0H@5oaFMnCxa6QHWav*fD12rQ@wRj5y z8C?jjC!ctt+Uw7I$(XRRmhXrokEq^x=bgai^Kq~PpOEx>@3mL8vWzLHpQWE%OE0DW zyj#YQYjljmn6kwdTU2LCpZ-|J8ee}TeDlpWt3wVsq*{BeHC1o>$vE`li!Y=+o&11| z+Oc>G0~uXNuDblhLJoupzUf98Yo(3GyoRyXE>iPYjwSC+7^@}yYhzw>>}|Z=I_9Cz zuO+&O%w%OK1P8iUjtv>aAW{{Gv0jb8$m|iZ@uStoSFP4tA2xnsHA8JY>9>23dESw&~JC~WA5RH z*_exRkX6FTlP6b4$h^9?&a1zxcHU*@>JiSXkueh+Bh1FwVl2`#K`}4kBWnoJhyN^n zaFtblr}{tQh{LPN+K0(#S;Fo(9@ode=bn4k$tB422p#M|<>@kG`F_vfGV(lEnGIR+9Eb^(BZ(jem-Emvhr%xaGbya<34ra*=h_So@U96ph zScWb^OZ&h3?z`1eOZ_;OW8v?AU*WEJp|;|DgKmPnXv8!-fs5aaYyw z5yPtm7FfXYN4-S`>;JdEou1YIv(G+}Idw~;3*Q0@emC;=?b}!LuFE%p#4^l_(Hr~U zdh2bX{Dl`by`Zg@S!S7P&YU^1yq|pXaV(qFhxI}oyQ;Tj{^!*j`ApL(^fkQfvdg3l zU81wi1G}fD96HIr?9z~a%Pqq|l&3%G3%wEE7ofl&}i2l2TA3xaJB8w~%c)z*+kFv8owEq}N zc>zzF^tP*04*I&sdZK>P{)|tYn9`qf_SsRM?|;8pcA4-Ds%ne+|LoJxs$F*3N%I>t zXizTP#qt&+fmnvbTiDkA7hG^*D0f%2;CHQ`WBgfA`uyn8qw@@0j1n%mU{FfGpp7rk z!-5MeDCvVw8q#gG)mF+2{V()=+OhQM-z-zjp7XCz$f|n&`DeBMs?XZ^bN%(#D<9>% zA_+(=!x~l3$OHGq>~FfP^DO<-pK4w5v6gZfw#)xu`m}24pK+`nuEmZi6o@g+;D{rR zR9P4YdF32+YzJyD>OZgJFC?EWHctCraKQz&tZ2JsmR;7K$wKkk>`zHj+*o1-Vl1R= z2JIZgiqHPe6rEfB_{08r>n%4YdB|FlF{J_B)yW)l#s2*KgFJ=~9UA$E4<9Cd1$9pS zpK?w={fw;OUse4txZr{)-|HWJ_%+vuA%Cs4){5him6PS}s;;~Kx}b=tjja4W(#DbD zVk81Sc`Hm#nkmD`OooWafs7m@5y+WaV&tS;hLM#F5s?EKIYuIoGq=RZNx2LoD;Xjp z2QqSuL?CBwiIJ0X8AetzL_`i`l$QZmMbMHXFD@ee=zaD70DSpb+RYoLGs``=}Z zIk{R){3`WFWc(N^V+k(GMfit5{6X`?+Vp3iey+an6_;PGIP~8SKlnh?;C953HcxD@ z!3NbE6W)+@vd^o>AAcL1KU`&~Sx_qN#*u>ldk+ZG-*kgNr?CaIIapS7j<%bZz!LkmF zc7V-)D*GStVrHSxnx5%iw|tQPYH3Tf(*_%CSbh4rrN8H%`!vr*7Fkr*ieJ=qo3YY& zmi^7Liof!TE25YOA9$d;@WKmqAB^@iXrTD*HTf|?4*-+2)nAhZhRG8rX*nS8R@pnj zypDag-S^l-@o4X! zKK%<>hX(IqhaFaZ`pKs{{#<@Jo^A0wv0(MlhadJ(`&8t))xT3F)SngJxMqqSbFBT5 zKEv9x=&)fn*804d-pj{$6w@#EBdrVUWmwA^3)3Ud#~ytw_J8PZUM{Bh^0Rbg$dD=0 zoALMFd+*h{EGl!>OKRg)HAeP}u)YFc_6o6amLp1-i~NinBN2$%bOOMM{T#?Y=GbGZ zY15`x|N7Uzs`Jl3U(5Rah0^m+TON~S{T#N2-@^|*tSs2K)iGCa>$@?R^J>3-{dM1T zjy!)}b_M6vF5SEPD(jCuSC-ZKa8>>5<9}CsXdmvX*7(C3nf}p#F#f)r8KgrAyQrn$t_`OtP(X^&XM7Y{7h+6rc9|GeDFc_ zX&!s@5w(eo!D$=&I1fGekn+M0fZtWW(1%`seOxtu!UQEveRpd0_dD;@G{Z4ww&?$@ zx8AD$arZx}tFOAUy5o*JYU@VblHcoIR+)?(=fYb9bwE|>q9cUS@MSd-dTGUd1 z{4v*w`&83p{l#CL<2KlE!yfH#n z>C(1tMBnSAqSj=!o0tr?4i^zoZA`w z+UV+z+i%n7nzYUX&QuqLW@O742YAHQefC?f%%%^-lqdg3gwd_n*$Rxvkf%;!~(M4Lm zU3T3i6;B|XA=Gs{*?++J%T^#0apQLSt^!n*v#%d+JhzDyU%vp(!{m)&Z8aL(-NyJ7!}eUQ)Dd&zkkD~T58 z3(0Tqf3Ca{j6jmDkkm1dG|1Tk2ZJ7oWRlSFMKA)&=VSlN^5JvuvB#caObUB1GETw9 z@to_g4?p~%g6+W1w7DwzodX9Btl)Rp)g7MOZLGWc>Z=2P8vAyVGuq_GT92(?CixsA zu|G6D%*n*ncgNFPSWL=?UR@g-F_ zobbQ*{`=J*|M``~hWY5D85Pzu{}s>6rsO%4*CD6*nB$9}0TafLSG`03g9i`R`ft9u zTQ86NK0m_U)p(>AJ)qqNUvsV6!WIp`zgwR`W+b`C!&zq+e8-gravT53u2t71b4Uf(yv` z9O3*rHCcLA=%W-_A^Z)Ewv$buWe)=g5|KP{kP#9nTS`}qK zRnk9&_I*ZvPuc#b)LGY_SeaUgv(?ZA)|AlyY`xvr_?sPnKa_nBl#e#vQ~mR*<#otu zKIZr$7y)JUG0H#s7@HGrzU3yLnS*^QhYq05%~G#5R$na^~l z%76hjuTnm8Uu9*PSEYSNxpOMmJ38*T<5g$S8|cUnXOjLcYvj#Ko-`y=jNfTK&CAZc zvD>5%dik)wZMU<%T=rp`+q-06?*d(0!+SJ%_UL>$SrLqYCd*?fCy)1V;vi(yo_Wa2 zkt1;{l%kQ*qdXiLB4E^>c_MS@)`?r86pf4?<>AN>0i*WJ6PdqM`FP)Gb+K`^Mc8Ao zNgu}D`@F ze>{V+U6D4ZM6&^mF%#_%pApwa8*QZW*ORpsAO6z}PWkRW8oCbmH;+fQ`@Yc-BCc|S~l1CqPbkxc7&p#it_VRJg3h6$Ty_Wj*1lmgE;C)m}lQ>`tNQeH5 z8o@tj9P3Ri3&JDi>=o8wd3pK3X}m6g_>icD94H9tIXY4cNN%2w!8=`z3dUS5gEsll zKkR?6z5c9B_x6V3iYuT|rsp(u|yhDsKTr9paFGp4s-fsubD=*_63!{?f_!BHW zd~NO1!UtYnp4<9#pKA20qvYLZd6xrYM_B7&en|J=!}hGY-FDkC8yET<9l8Tp=hnCv z7Sef?hw)B7%9+Mmqk5hWq7{wxCg_8HyQXuAZ@&3vrDIP77kuM|YUgCW>G446AOB9}A+G}uI7oT%zP+vccE$BYoUPS;e&NG=8vl~-x8S<{_B$-S zlo{WXNOquPZ(W9n_b;#g`Mh$ku1O_*9(2&bp=@3H&6_A%fzI-Gmh~Cbf7mcP6Q0tg zyn(}>KHFu{MHi`Ne1x@Yo$6If`t?#8_edrTeV<28x$lEf>nxKef2{$6U5kJ9KBlSY7)Izxu1zl?TE zx$z(WB%~xOfex1??t}*uX$&o49`l)*{xQ~~Eb6yM<_P!%PDVoSyz?%aerP=3p3+X7 zI7!!))>$W=^T0UF^>*X@=Eq;PacS43mi)1ff9OkV$QlD|8@j>#_V(N8SE+7E1B6Ip zX!txvUW9YE{}oqUN#$cr2{w%Hv@Ij=fdfXl@V%pSQ4&L=OxH2@`^r!M18EPGJ$d7F z`~l=x0y&s_KGJy=`N=t}k#^4Nm%sc)c8>I8`L4nWE12(&Gh)1$JJ#DFAAY-CdHq-U zovmZNJ`R15sf_c?*oV(i#IC!_J5iDs`r@|RZdV;~#1X0+^O^9zt?d_rInT-RvwJRI zamrjv5u*|CnPhOz!TbYDMwCd1b8jJKlrcs=2PD=Sl&AdPk*{kHum}0+x8YPT-TF>o ze>t0h`TMX#4-+5m6P^Fr5AKq6D6fBr#1!Brn&|@ytpb z=Ewadzgus;P0zBiy)Aurb^C3%i~XV>cgb_`{>)awycJWlhIc6l<{aJCtl6`wyYBjj z{O+o-Cx8%V!$)90UYG~U_aba8>5}iu9be&F2|LJl4_OCW&Yt9k8?^(FobI(1+|J_pgp@+l5nE{ON+(W|ImN(ygL)ru3TiPD@ zz6bbc>6&+5|C3L$@717x*6aDugAZ%E9d_J4*31LQ6F*$9$Qd2%e;h6AO`m@H30187 z$&`=v`+EH~alGaAkC`MOa@GN)gfFc9O`cWmlpp(_`PEEe_5a)Hr%Tzp&|NfWlgU^=d(k2OWJdX$XAX)#=)YyL6o$M3fuz=TNN82jsJ2*W_;(r0|kMU=t(Fvnor#|2q9LmSP?4EVIuPK)1kOz(Iz^Um^j!CWBe>+9`I$#OCd`P*%` zji%{8;6x?k84Gz}Kf_;;if=}Mw*8JfC`rdh(LZqb@p;VaA8m>~RE!t={Z_s~4&LQt zk8neIPYC$+W$wm#0{D)|3-gx0SnEIhVGZ?R{n|j}W5oo4^W2buv-b|Itc+Xe?=dF< z$YnUn2R^6BIhh{Lxgd3&pK%MjLwc;&%U)@`jEXf^=wod;(=dBB_KHmY@Zng$5xtB4 z;iuz0t2X^B5BS1w!h{LcNwU5Uy{|8NM`-h0mwtPjZG`u?z>7T*q)lhnBsD>iNWf=8oP>2W<2VC{ za^Rgw;+X8j69;H};e8`qNos=hEP>b`(g!9B<$j`k^9gw)J=PS_4zv@>vamaR>k2;X zP+eC9FV5il3sN6{+@AM0Z@dQ*IGM3eC~zIkIOT)=D)}A|ZN-PQn^bFqxL%&U6Tyt< zLH;iBoXk+=X43P{J5S5O^Bl}-NjYC-`xU7q-}Lwk8^`zqec`OTS2V{XJgc#8tPA57 z`a3xglFM+Z*0Mi29`kCLFWvmJubfH4waha1y{3NZ2j@BQz4^=K+^(1GrE$!~^ApeZ zL4H2wzG(&X_mIh_pMIwA*}?vC<`?LF_Sq-cmz5hd=#3%jgYVT~EVnV(=0(8ZTWs;g z1izvDY}`KSq?1)L&roU~^py}QzPpCB=MT)^FC?3V-C9TLGrfyME~}u|e@-zv?tBJH zyg)j-f|Q!mlrd$H5;2X-r$&s?l-w~lz#<fB5_TRDo2JRJq zyQ1)#?P6WlUsuWADC`Ws8%0AaKqJ@xu>0Le>NN>73iI-w74QOYH0QJE5O`@9;L++rar6 z{mJ_}Jo}9Fc%I^qb0p44qW<`vLcBt`ajpk4Cx>$liq7gJ5othtQwV(Utb^DpML78SX|4tTlcU~$ICCfLf#L4PwR{4 z9j||FhkpH~J|oU_OBS<(FH&AwRvd z`r}Ab1*Zx`{Povgr!vx+sz_=8DY;W%1EdxtxucC8J4X7L^fUA~>1)>SE|F)WF~%5p zxpoWRr+&?g{O9FAN}w}*f7Q!p{qcS&=&S&<5I~wKJ(^&Sx=y0y`P<@@9=L9{>kdUm!_#+1X4kepm$1-w??|3)7B>VF2X6ecp|XYw`fk{cbg#OWbC zdz-CXEZ;JCupf?> z@bT~;9e5WJa=z*DH`@5pKeOtw(xC%!{{p$Dxl(@cNwDt8@pomNGwq#sto!4< zD&|nEu^%D-0fh_S8ADm`x%Zw>9q8DUyvOc)s7$;MWmjkY+uBVZ{lB%j>ECj9cLRfr zTF{_*MCjoj6_dN(AL$VYcI4tQT@7fkc*Os<{N3amM6gMWE7!{W%nR?W;hQL={Y$=W zihX{>@zej%P&Jw^@jWrpINsYhW_~`-{qe##Nyv*c8CW~Udt3wM+iADnX6JjcR{f-$ zhsQgoe6GbB0UBNX_VBE+cX+3adAEkXxs|~q=CA!R)|?{eIQ|{Z+*9tOa()EQLD_c! zy|@nYZSPgq+i?yjUftCtmtLy%-*uN=12$!b{X*!5-vq%rHT0U+S5uM)9(Yh`b{?d= z!h65q#s3&;jw##fS@CP|ZtFDhCnGul_-{9))AQ~1gdz^UBkHeo)oJ~OGj|=JZ z^>&kjy-SSCFSvI~DWBicx#*$`RR-osyhDuj&2*Xkf5`bPyoZAGG@;VWMr`mTEkFLl zs(#@+zmSjmrTG_J-O|r&&+3nV+*sw~z3xT--=bCiogkAxK=zQ42lkTc^0Roo0E|c7 zwIO=n{|=M?n}v;?AnOD3Bmc0&4%PZ_Z(ED!%836~Kz;Eow)j2xK*zVYK-2Z-dO|6U zo|BQXW#`*n-lhSM=zaZ>$8q6IN`HBt^A~IcJ|V^h{Lg@1UR*#Nt7p-1_7-a_as?ig zhQ8*@@*WD%d`HImbjl3tC>)#7r*Re%y1_bPc1e;04lv*696fWN@_=BCc~ndsXoyF8 z1Om>*W4anpW6939&xd^V+og^19Y|L&U30})yu6%w#yg7&FTaB71pN^4{rdLRG~e|2 zi~mD4I}SGPbc8dawEu{10`skZuQR}!b;$n&u}Ac6+bhc3|Jd;TG43N}2}6_Xm@DaV zZYy3PZ>GnXd#TK;sN=4?%6T_11|ER;J{xE&$k}?JFTuND632dH#wf%IvVVZNa@43- zkuo9t#3Pmgc}n7|WH3I0D9f*PZg-o3uH`UpyB+Dd(5*jU=p#&>rmnVY=1V z;y8^xG@NmsD*s1(i9ENWufaw!pS?SEie`@Q$tb_j-sZbwBLA6Zo>6|#;J4%YG0p)? z96y}#Mlo^b4(o_4AI{+7;(tp3k7vz0<@`CmiJdO1q_1j(BS3D4P|)JIJ4zM<9%ncp zAA6&`@GVP>8>rWva=wJ=aenOxX%C9>&BaJQoaq=Uq5|kMlzlv-*5b` zLoWJ$o#oc?~eN_Io+iar=M#?w`KD-YE8`4WM zg#Wp=`n!GPjNciCCo#k*m!V_II6OVV5ir)VV(X}@K4&S-7;wk$b~%%UZ{DB-`SstU!#|hP+zafZqmH(>1BLpdiH5N zlgl3|#d6`yAld=%$>GBP)*z1b4~P%X@{gY|K8*MBEh*Xe%P(>XRzZv7?kHJ|c!qg? zh#AGxBP;;@Zu=fgq-ZjHI|2P2Yw?Z}^F;1Dg>y3gd_3^!vXo4Z|INUE%<2`8-}Ly4 zvivF9csPrpW$Tvx^5eA~{r^r-r%1 zi~^o}`PiF8p743FSIiQlf9N`ujQ{x0nRFQk=0BvvdOXu40COq6@nC)UUCe>X)UDsY z0Ul@ZP#*aI{GR(0k3SZ(0K1)G?5Z}{aDya1a739xiEsqSZitAEK%k3kUJ;4_Dde4( zI1`634_rZ+C;1&Ip>lzBd~2M@5axjs@}Do?zbglOfgi$e%m5zxN;tbARl&D`fiphy zvk7BQ{&JbO^b&n=-w^bP?z?_Z!*5qP>3qBW-!k*-s($s$Ux~kf{aKUsONrx5F0K*7 zN5=Hb=YahWpjZu)p<0ytPl&PQ5)gP8M23K9iQg-GTa=A=t&WrRO1@kEd-+!8$Ku2D z!Z|tc;vIQhF}nzaxkPyKZyZ<-TWpT^YPxjXz#id%{wM0Y#~Lu7I7p=#uaJ9B9IEcjZjqlNl1|ffxdewft{s z$ita?K6|0O*n?zt+i$nM>IHrw##@w?-x2uPPk$!wuKvqpFhP)L84wx5Jjlwd$vTWb z^>Z%9Yl5(TL0$g+?{`vq$lC;Ry&i3Zi=_g9|IENxuk9rM5!wUw=m|4U6d zikbq0;355yo6RpVB5N*5+07$8}znc^Z2nu>bEa_+6P-@y#f?B*D=~ z<6CXkR}R?!K>1IqqvO1a`IYlM^F|t5Zx7#-arWnVvOXO9py?lL0D4IRT^rTD*{9lb zk3Y+q*i&NvN4dtlHioP*jRE1_L4GG5k7s!qdK%$GOAu)cmC_(PgexP{AS4GvPa~XY z2_lW5QW|83_?F4X`r7I8eFcuMumk+yZ((iRU-*BQGv!;NJpV@CrIuP!)&?Im)=>Xt z#hyurUqTJx|0}Qth-Xp%{XBg4cacTy3^dcB58<1x_%Byp$fv)Y`=$Q_-UANUpJa5H z1UraWhK>}$L`zU420$rtyI%Ik@ICodR{Rgc){Xy;?H~Mhd_xvjTh6=hw!7woZ%)~j zxUe@5A4=tj-Y5_AEWZcgbG_p7%XLhFe#r|T5Z}kb#hmBJyZzi(NzZA0D(okA+H=D> z3gr3tV~<-gGTbbZL5K5}6#L7wtcO z`~`>Vf~k<>lp17%yvyLf?Aptw@$kQZBE``XbkEwJk#XVNDD5 z_t%?mzNzo9vds|UyO=lB{!iA+kKb?i>+McH^5>Z(FMpkN*Qwr^Fu{x0Z`W)k_3-jB z2c9Qq8~DtO1YUm1Al2E|KhcwJ9j7NNoM;L1On6U}<@4)lDR<$P`osT1yG6epX!*tT z(hi@w^*G8%QoHp(cDR2=nfP`azAfzxB_y?!d_P~m=fq4ij+Ug3&&zk{3{)Pu;Tf6# z-_G)348QP#3q%Der%vM!{$rYZcI*&@Pk5 zxdi3${U2)rINOXXmCRE5d!i-C(*Y}`L3RjNcb}FV`b|A)|5x$6QM>Tp@+dpLN!#h7 z&PHVEnY*N_$%mfcgOY>cH$DEMe)#sc*?3xu!y59duQqiOn$a-&__dRWR8?TY6QZ+~c0d=q`PeAkqmHm@G3 z?M?d!pUtbIe6h4Y;eXog+p%e0-ASDK5%o2ps#cm#=+T z-tDgULHO}?`DnXr{XzwK2|(CIEJNa3!#Yzv9uqYQO-y7?fH1jJPzg_{o=H7UzNpoR zXu%{}g#L@Z&W%z1PSDd-<( zVQ|*g_wg21Ee6h&p}*+&YI=~b%=Jv_@lY`x^W|K<@53EfbsraViO$tulKiM&%`e8J zeLIyR@Hn!84gnTMHN-8976DIk$Sv4Yj1~Ds|IQd%KxaS(It17m)eyI0e^C`qJy4Zi zLR5N;XE9<^=*R{-1h^R05VxZLs0ybZs7fy(Dm})t7_ljIWCI-nT#RanThV`1g;Nhy zrI!$u9^+Yz*c3XlferyKMm5B(=s&8$sRydkONdI3@hnDc3LV)%hX5C&8sb*;A64Ph z16AoIM5V`g79%!=j%=VqfQwNLaVz?ds&MLos`L_~(qlY}5u3sma*lE_2c`_>6JlNr zT{bz&#T@9^=MQ9F3|%fc%EcV$*yj&qUJP9>Im*Qx=-B5EWL^wiE;-7@9O&5R4`f~p zT`oDw#T@9^=MQ9F3|%fc%EcV$*yj&qUJP9>Im*Qx=-B5EWL^wiE;-7@9O&5R4`f~p zT`oDw#T@9^=MQ9F3|%fc%EcV$*yj&qUJP9>Im*Qx=-B5EWL^wiE;-7@9O&5R4`f~p zT`oDw#T@9^=MQ9F3|%fc%EcV$*yj&qUJP9>Im*Qx=-B5EWL^wiE;-7@9O&5R4`f~p zT`oDw#T@9^=MQ9F3|%fc%EcV$*yj&qUJP9>Im*Qx=-B5EWL^wiE;-7@9O&5R4`f~p zT`oDw#T@9^=MQ9F3|%fc%EcV$*yj&qUJP9>Im*Qx=-30;LTo`Pv*H~wf)R+%5D8Oz zu4oj%b9OFLkuMrhRXKe{FakyYEhdz-6Np*RLTy2562&`W1S3%NU-X|$r9~G3<$`28 z5!r%Ln&KTXf)Ob87nGPZQsy78i)dpJXrZ>Civ5WOR4-0B5sX0Tf5EPjMoRzlx`^E_ z0xi@AO7<=s&Vh|wJdH5J$lL%thlj~n zsRf9z(n3rFPw{v#dRoY|7eP!dK!i1Yh-u&{9uG!O>xJOJ8dD1pVWowb2A<;aVDz+* zX)l79T7U>^`ViB=Q#>Awp4JP&fiJAi|nH#5C{}j|Zct^+Ir9jj08Qu+l24EkJ}deTZq`DIO0-PwR!?z#3Bv5MiZ-m)y1mSVT{*um2FHSoIH7xc=b<{PM z;!UWLMi3tNzixljSi`!!V#wse2EU^v4SP)s1EUNh0;GtvoQnKRqxDEbUl{{+$uJNZ zW$1L?$gk)>(`Y@?&{xJl1v4!AR}D}d42%6mt7+I%>3>l-Z9qd`850eRVIVTfu-ISJ zT0@`3{-SQ$fQG&@CK?#SKxC9*vA?LbhCYk^McuRl(S{P$qvrN)Sf=u66jwvkqKT!2 z;88_>(nf-)^%OQ}HAF31^e-AvowO*%ql*0{Z6qk!9iaxThNwl0{T2Hw{SUpMrDJ$h z8Gn*C5~RaNc5BdTh+0(BDz1g#QAPhr8wtu(pLFTbHRf70rD-8}RMCIZMuNPe0oN%$ z?%|NG1;sp!B={WFa_98}FZNgZU#(ZUzM`PTad(t5{;AfQ z8ga@rP!;F-a*p{O|E&QmU%jiGJny;1vLsognX*9!!dpRup_xY=lO@R_b!)L|WyCCMUn&X(*|^?ED%hq~sXzotfON#>Hi zK~~l4t?0k#zh+Er*4D&jHkC!@!b^Rdkuk>> z`OpA$Lpa3qz*H5vI}phw)2|1S(_-j~WCk-*cA)W`u8mS$K7&_sO?9>pfJT)n(WLP4ZmBEIlF(L_lTulx+ueVwek*rAMTJ zDDqV$nO>4oJD?N8T%asHA`L{*zp5nDOHyhFbYhqbl%+?cfhhV{m1KHJO6`D740D09 z^oTSNMgOXjOfN~P9ngtkE>M;pkp`mZUsaOnB`LK7Ix)-z%F-j!KotF}N;179rFK9k zhPgmldPEwCqJLFMrkAAD4(P-%7br`QNCWW&^q=LG3NmN*>}vL`S=DR}XIHZj>Tga6 zU3^Y}8492AgLhUn%i%2#<2M-sx6q4x(M!>PvA@#)q#tlR!MIVzA3uhwJ~)0dEaPvP zf8tzS=HKFfn7@^e8?&q8f5FF+pBp!+qyH5DQ$2F=(dni$OrCmx^j(ea=$mW#!x#XV z{(HhZn}81FH)qxyvk94F$*19*`g1^-gGFzkE06lBfseQ%U;P#6r|948O>IT(qSznD z8Xbd5|10B98Gp@W6{(*NSR zf{jnsSIYQfV`>?H%luR3U++T%pQHF6#sB)2`Jd*u2M1k(=&BQ77#w`~+UhGh-`sp@ znH%)^Ec6A?C64)X7JPfaA&xULeqQx)R5a$N-(KCN4ju~@w{T%D)mS6DagTI9_Wlok4=|z6gf0%QM{e|Zht|OKH zXX^uDtO(;r8GnL5631TjpECaH9z>ac%KWST4E>8Rw-o=Q_+S5_{%2fZ_wIQ_davGK zu9N5IRcsDO>o~N3JKJJs=)|uG?^D7TPw#}td?J0u)3?PX;n-m@2 zr)K#G&FGeI)+b_G+JxgR@>P#!E7Xguq3Ku)y%+r#`z!sgj6Z2?&~dknzh(ZZ&ADa% zrTMjh{4MiOnSYb-t^J|+ zANljC`e(`iR^O`lU*AgqGrozc-+8Qi?#W;0(HWjMSDz7nb@0_OW?)?lKDYYSfCDZ1 z;o6U|1{`ch=;o{2yj$m|EKMKsCa%bbevAH#{aK$Y{jZEaW&ADkPnmy<|55xe@hAVw z{ZD%8&O;|kLyrfHabb>I`-cB)zPI_}c!o2d+Q!h_XAeGxtdDUW-O{43NxI;hd;eYe zg8!dlgV&|Hb~$uS)+jpQVgHW&D-?(7I++<{zEE%lupX5AnA!XB7X-#)NO1 z|Cu@IF5>-lht{^{ITiKEF+R$9N&8-d*ny6h@T*N9@qJN`_b_Zn1P=H`Y*RW&A1QFZ)fIe{5aN^ik$t`Z5TM z|55y}FsH)D#a#Lg_`mU-44iXy)@vSnj2d9i>s;gY_H1kB$zSI;E5caFwREhji|yM! zhK!H;j#S`@{(H~|^b+2on$7=o)AV1C{I@4gtR8#piE7fs$)J-#q#x>%Qsm6 z_uhZMdg6(vsxf26{!iBbo7R7k|IPOQqW_}*Z*u-A_E+q$*dKhqZ^r-oHupcjmY&1W zVOMl_IN+|&n|{4cVe{YPIhW85d``D#_rN1G-IEZXSVQ>Zl7~IR84uUh(=!0la6PQ{ zJkU$|lP6EEcHd)rfPPd?U#zs&ld zb@o}+0t+mlzl$!oP|JSSS!Zi}LBU^m;e{%Xx|}&Q8_A zQ#Eqr$gi#bPdxc#wcrBZ(X#Hi)6PLIbsnCd@a&{I`*Pa9uKyV`KCI3kcz(6j*4tFe zF1u{C*=Czng9Z(%KKkfGSDw!8KW+N7>g1D8R^2VPjHSQy(#s_MN7)`E^ndKJ$5#99 zvv0NcKKn?xkA?g0UG1~)KGoY3CpmeutCwDSu{!X;1FO|mTdi7k)m4Re@9LFTh6>LY zv;TVi^_zDs{cqN+nbl>NT~=+gjp=2RO*g4dJ@vF|y42UstNF3k+Km1GkV6iwe*W{H zS7Tm#P3!b^^#5zFxu*KX&wgGF8#YX2TG={{KL?0jS6*pF>xZ@R=Si{2eWY#n5q(<- z7;Uw8b;T7|X8K1P!*;gbdTX_v%{Qg(%+PvwlF$DCp`^d`(u=E2H{G=Q)vte3ZM^Zu z)k!CvRK54!dn$*07WH|3{Oi?WhaFz6z4ltwiYu>F?Y{dSvgYtub{>TKA2w`wwcmdG zRjY~JthCZf)o#1*Rz3RYqoGV+?)c-+qx}8$JE}coY+Yf6-&X6cyKZ&tF~?MsCQZu5 zAK2ea`If=uVq05_Z7sL#GFtyr)V8K;8Li%(`~UmX(C1FkKDX?0>~oh^Gd}z%q)+WX ze*F0A(8CTDy{)af*nRiit4Bp|Xq)={bKP~n{&e_plKHt285*;su6#%gQ#-speuHCI8c1ZINe7fV0KfYRLt+lo9ZnMp{)m2wrC2PKBL+EGBdtT?iHv2P~?e>p8 zxW{h0hd#WH_TdTA2O+m7`8VEhz0Q?4-gI*;qm{L3|6YFXt6Pk(sM1#tj=Kg{4xG!7 z{be1`M1NQ_j{dXA3;NPEb=6tWG5VsuFJN)bYt$)2K7-m=CH8>4B^~)O#>|iWM<0Ep zTI2`fuXlB+&kBFN{##;+C8}qhc~%a*UU@Fmy3|9}Bf2dPh2pX#i$&XRJ^ss{A$ zAM0f}(>LaV)mB}t$NJ+L;F@a&e=YSNGGs_BCw!N$y8Y|=hkt}Qi8ip%LJLKBrIl8$ z;FF_Fo$L?kG4@mc&>izyfBp3YX9_-xgbJ8Oyuy!loC<|MjnbRbii|Q~$f;j@x6pVMF0V z+jEzNUrqnVe%Vi!w&&32o|C@Y!}#;uv(KshL$7W1@7J$iD1RCwx} zIr7z@2W$T=woJC=>;3Cr|GIi#Y^$g7|2@$=`W)*IU9kUYpPMPqOriZBdQkL6y0psz zvPPi#mhpe!z=5&-XU?3dJ|NrTd*6e-o6hk3iD!>5WBzIDf9ITYPNplCVF6i3dHI!> zRd1cfAI!gJpL1@kztz=j74R!BzmnPC7F%o{>))n#_Wws8eJs`=8)^9rbA85~?gmtUuo_j9nh<$aoJWF35 z>kmD$|HI}Udg!6ArT*Wh@z;+(X5+JT&55?W&_WBF-JuW4m^AWL8xPvXU)Uh}f4_do zhw=JHp1a66%=u^hgbCF`-;?~q7#;h#@NKv4cA5RR^*`FY4|^Jaw0yPs_nfn(54Olh zU0-&5b;c!f)tLym^d+yQ)TB={@ z8=*Y9cA!3~*gxiwFpogLN&{b<$B|g!gAJ&L=1^i-*EmlpFHJvY0zUK86)PI2b?KW1Qb*A|3qPGDj ziZ37R=86{s{0qx-%=6DbFXft3O?Z90u5qEhsCQfcd+W`&%zuUL$q#Ga zUseBqS9ErxloNjTVvGGybqhOs_Ia6yF|Obz`h@(^vhIJ~wbxdE>H8PuLmi;Uw)$_e z#TLqg^=)k*w2}DGXtQb4=o?5M8({Ma*0bMuV}kav5waeq&ks`f6HhYR=~Vw~r99Bl z65^we9`&l0b;O7f@?7+5l@HrPo8j4TG1&`5nX%t7W5x`b*Jf4MUOQNEsK=y96RnTS z__D;3OK85358mn1-mlI%_uS~`VqCMf`|`%$AwwS4vMem)>l05ssd}9WFo-p87xN;A5Xd|9Iq)Ar+rxZjM zdj7Yys4iX4oSUi{F;3)B(M@z9a!d3H5< z@}xNaV!asnx8I&v?e*tBYyDxTsSUrH`hOe7-?s6e`X3_w5xRw~Jtgbr&_DdIEjG8Y zb?vp*5*_wD{%o|MY$E+QHI?#g_04seMr7ufE!QIKH6&dB0ulOYB$243t}RRri1Cw}+K> z=c}8e?p=Anc*aK_nx{NBSl(jykb}OWzA4t?ZGQkdOXaZs0X}{kCeqoC$Y0WEUy}Tz z&O@5{m4C<~hs3!H=SLovwO*8q^6$R;95$61nGM|nZIimVV)^fc3 zS7nS>+6dV{bM>Dlb0zlMv7ZAuSR+z;7#~po5wDJ{Mo7Nn#4b^e5hF%cS6+2x_1tsM z$NGOHbIpVDd_VZ=YpTmGzpTQXG*QM7um2OB-+ngM+eQEIDPRkz$Cto$X+Go&yYEj^~W4gZ~teWeYU#( zh8wC&F1e(-LBbKkZT*$)Prn`I+*HmOKu2n$BJ;~`|GNHRf7n}r?3Z80x>guRB)sSD zyH!`~thZi|_J`*l=yKdRc|X9le_z>C1s?t_?F;8PfV<+#D^*XO?Ekv!uGcbcv-MU{ z|JK)L>-mT-X`jdB%!A=l{~If1xb40CojOo7q=ZfD- zIz#w*ZSt2`VoCM)=4O9tJ2E%DqPCO9zq|i&x5~m=I_lo3{)ZlRnDViIvi=ucbg|+$ z-%R$OWc+zR_Fqx2mE>#;Y{rj2f7$;pO2ac9^b6kv^~0KzuRr{E%%Q3uc@AU$YpehK z^grxfL+%9^49dp;si8ceeKZ5-#%4ud{*ucs&Gi4o6HjV;LjOIr|8mPNr?RkC1^s{* z?cMh;eYJkaA7{^$4~gC&cSU)wLOs3x?f(~he#4n0v=7cfVBG)5-Tx5YH2=IV``pL_ zdc%2{y8gX<&0pG}H}l_l=bfkd<7^JwA0eLAaDEWJ59SB0qvTzef8P1$YuR?(aR;kk zkdOHWa~#Uf`6c%0OE1mZ|M4fDP(J7#b$Ic`mo&ckVn38NlV=^#59P17!TKVvtGagZ z;DAf|pP%~o#{T#`iai9*KhQtMYSeSx_1107KfeEAyg)m$JrUyftUkloyn{O2amU{k zzt7%#seQ5jnBUMIsQ(9I3#OA)|Nph|w_bnW{umFS>w$v?W#b>#r>OrAWjyGq{g+(g zN7WA(Uo5k~y8Wa5e=BEjkSF#{y#KNNcH1fbY}wDM_y5VV&T+5oOWt|sos~Un`o%lzZkGX9|ziALp_7e1J9oqmMo+=5^FjN2+e&=hgQIC=YA4I2#L@1Nsk$Y3)o5 z{C40>{#ml#4!O40ZuQ@A!wp;Of8V|L#rh*X&pB`n5c0>4wRc$2{x~zsGU044b$~JQ zCqG^~t3UOCIdY=B4-EU@Ivr@b-u@M}zv{ik{va3rOtga_|9SX?QvVf}Um?~>>sGTr z)Mew1QoULK!w)}P(_b)1&Lsp}KH~5r6bIc*m9^VpLx=0yn$d$@i~KXrJVSM={aDMK z?0+*^Q$U$9-mw3@{np#E_PC+qO~*DLojBm6j{WbEM`TanI}6I5?}MRyNk01D5A@xS zE?Ebi(5S!Jb|2keFr8TWuwDT9uv?r5hyI4k`ZMeQW%qyVIpDbu&nXD8wg~xg-`kBp z5A~1j9{T@#vaW+Y*-hmg2dsyTdUaGaVS>|vYk%aSwo_{(eV!273d{et zqyC|j3kG5RvXAurqfBpDc9tm+E5jE!`YhSKnFXUU%KKmR9sl`CDzZ zwbHO>7xQ)Yhx+Tfyp;P|IhP-KLOHhDa%-*s?YG}1G|~GH$QG|LXWl{d*lz|27`9 zkN=!MFh0@#Vi@cnV>@hhGg-^Sej4_`)NX6`4|&_jdueEw`|i6hYk!=b!ZX%A_uM0R zv31EC??)VYO8tj3g%)0m9B7c{ichNlXZVc@ znx~ZcMcsSvlJ_V6Tp=CGpzG}|^7A}7Ud|4lI(%~Z`K!B*Fru~>o;_f<66$jo^dfQk z>9I{QF1u%lSO%uox-bva3+1xBI7e9ism_$ka9-rUD)TR&wV|VlVPBaxM;RkWj)-ju zKJ267-73KN;XOgh#on_$f6Kb6uJO#SE)HvD z-#!L@duTuSf2P+iEg#z7o-@NaQpsZpd2ZfntF7Yt5Ar?a&_h%{d@027vvV?EP5Z;9 z*v4vuq5Lnt@S>hSOEi;zs_d(yOuOniI@sR4+28vz-dri`=}3#dj`I_={|)54JMef; zgWUke5AOnx9Wy4#n5EA&&&ocRwZ+g|Egum3|2Kcuqnzt5gSef`rjZl6p(`z6*dQT~@+l06E^8)=6Rw|=vw zoQX%7@eU{IHf-3?SpOtL$`kZo?|)yU|8Kwj_Bu{u9-iCygR|(m-d?l+C!Tm*%Z+ma zI8Tl`z`mh(yladxoc;d=*v?Q{`*XGd`}ek^^=Z*R>W{TtK9^rGXpo*6Ia8k5IIq1Z z&v(!z_FhqrJ@(vFrd+xnQZ47)n$=Z(E@|Udt z(W76hV6)hZL;lo1^|{C*i>jXB@1Sh3ALXg(ePlxn={ypj_TMHUEXrP|6 zvvJz`biM!Kte5HirK*2;H|k6oM^G29fA~P)+e-EV*$!W%{=Mn{FNm*$v%-|i@H8E( zyTVxQbR=c(N&nl)c!9cLy*<^jIseQOzY)))cy|K)haYi79KXu=OZzar)BdogiSabm85d~}mS=VF z!}q}6Gv(WQQlAR@9e9BqlZ|Piy|hix zF4i{eCn!JUAyoY;U3fe{VT3Y%&yw#tu-=*<>Cgqnca2-w5!d=eo}T4neGHbI*8g z$MXPj3=cTyfa*&5UIpwO>lw%gG<-vX^~c&A`H#Umos>PTw|7-%%HE6O!r2)-Z(<)F z=X5n)$P>?du`OKvp?{vaf_yvQJ*WEhujI^aNUQ7ZLI01)S#FkR@GcO}^VcphdRcn*Plta~v1CYx>Ym9@XwCv6C};^12S@0UFl>guVd@co2&v%l@P z-yx<${n3uz{?+Fe9U|OQd@y{wh|fq^3!5r?h@I?z+WXV0%{Jdm^VfZipnrVJ1ZBk; zKP@NbeW}lw*T$%w!wx@?_hIYx$GcTXhq|gANPg^pcrOq%__mfVuRrInr=c5>h4(Ar zZ()B5XM%ylH*=5&*4x?sna+FAf4!`|)&FzPV;=5#{6QOJ<3OnYW#XHo-1xyKI!w;8 zY`Eb@hLg5C_uTVLCqe(JJC1E4Q{M>{KD0k<$G3l5{qa2*%0u5^ztOcm*rnu+=Ogf7 z>=-vr_FExO(g|dWvU$;K8#u{EUWvA;-0UgFcV;@8zT3 zcotn!&R#&aj!RPR_ooHh68%TrIr$r`zk%{=zYF#6sr|R#!F(^sz_Y9Rzmg8}@qP~K zkLNR-LDhN*4ey8ZEd64OEvDtzYRj#3Z2IfLf6eq`XYp+;!x=`aqv@+R^G{Q!l82Oq z{<8Ly+WdEleCGxAI{kF~C)Uk8Kgd`Lw_L{~5+=(ZN$vcG~~E z$j5U&bf@d>9puAbkL$9cAAD;J&+cds)W3|sXm|e7_|vBUF)|+LStrps{gh7af2sK9 z^cB`zbFJ#ILuDM^XhUr;wAs1moSWI-DW{yAwG+p^abw5D`A7Fbr48{c@WBTk#PR1t z`EDHE@qj$6Op3ROy4D>G_V(U$Acq9KIn1 zSzK?w@Zt+~+^Wl0nNo&&|F3!Ic~ty$=dy=$GNJ5juTVej$H-st^w;g2smT;tuy-AY zbdCwnO|qwebT~i6a-;3R=jZ)7x(3pF`8XF2UEzo4w@&hBN}0%qw*Tk-|5W+hE5(|{ z^UuE^@2=pSi{*!BCzKgyi;05|hjZyThw!k3tIE3xq~RRFB=PYzF1CX3ip#Ia>W}x# z#>zL<;eWj+eiZy6_*lPPetF@yc?9S6A(!t~qHOwJDsZ*4GZWqVKKSfA1DNBR`d@e5 zb+k;V|8d72r}gK0JJODozQ8tmMD`uozy64GGSXgHZ^!rGUz2_cJ>i+*$)}&vwLa7p zd7z(Qj2-gG!=?w3h3DO`s{QB1{@{NOIO)Vto<7xi@X>lzL5ofykFT?f1KH&pYe;I{Y=&q-;DalT0QiS=hD|? zjbpUDqk!+yVEuEWaCYIod+&{76zYTW;5!>=i~Ik1pY<=-|K6AP`9Oou-&X&1gHMQc z4cNg6C!C=Cuz&Cahdp-Wf%SGB7uc_ZeB*1kKiXDr`~MDp9+t7g#*Oyz2kYE;#;)7{ z72=!WJBwG!H#59^^jX^Od+)s;^{-`>y1{nryUUa{<7i{V_g4&v@_Bcx{Z>M!uJ~ zv#hb}d(y(YwtOcIXJ)<%{cAgi_P<%aY4$zw%~8H>cvRDdsxpZIewlF}$qr;kzvtU3gJE4+}XzS^CGy z_srAJL|yJA=Txr}JFs(Y)}G+K{`%|XT(#IN=WfZL?T^scpYl=1p6q|6m2H3Fm6v5- z3hl>!BJe5lolD5YJGGtauYSL@Kh~k^@=ua)(;_|gf8OKslIT70rT(|>I`*80_gA<^ zh`nRlALT!;=OVjw?U^`^ttnsVrRV__SD^I>Cq?)hhZ_5)uTf2FO1&Gw}Kn`D1q*R4c?^H6*@CX9cyf4o0~ za-DLT^sfg;1|Z|m({I;Q*nPx-$7UViSVhgjyU8;&Tgm-u@YN*!5NH|C_e zn+{A5fYW}ZwzC@pvvx;6s^#a)AOC|1Jo6wQl@_5#YlQZA93@uIjYYPLp#wleGP4gBXW={b$XbU0p8c4DEfX zdLAZM{dTE;^wFif`T2IUW#X*gn9ak_^YzCbz}r|W6%`_Ik(u;%ic@Es56>5kj~ z{)OxhI!C?I_aMT&-eUjvieC-hjr5&^&|jqfSO?&@GeF0_uKHZianL{B+oAr@UJ(|4 zz_34jgB|O)_?|X=ZoDrEpAWQUmt8L4*H!$jx7-@OS1I4Ek@a1+Cqni=Jx4CGu%Cc= z9&+^jh3l`}j~p)RRm_9-W?|AtMrU81kM`%2!eSYu7_=7XAs4Lz# zr~WZU;XPRGAEFbro$w8cB-58Ajeqv8LYJ;@VhvBrC-p~rVO+poGIfJzJ)F6Z?JKh2 zN8mXFIE)io7O`W*Q4T!6vHsZKvp(DQVmVKic?)M_ zsEZF}z6K3tZIOhuI zxOkOM6g-kXl<)}#Lu8co#ON0^Li`)v;6D4n6!UrhhKc@ zMX$3scZ0exp2GhbpiE;A21Mr)^~3g~q;Wm+k>vDzhLkTp1BTEU-!*_!r-i9sOYxQeHtb_Rf;}fZ zE8FL+HiJIcN4WwYKkL^m9hf&{e2h8qKP!ChcGjKDkLb4=D+>$1=l|%u7v{b&=Yunf zaMmJljD^t;(+=0(#Qg6obC|S;5OaV#%i4N=+e6%4<-axHf6TX2R@-=a<_CuL?e>j& zX7}k&ebQ}iAn9lR@eLL2HrgQUsb#vLll=+K?4}L-CM$js|6e5gSRoG{&Jcmli+^YD zl+?47%&p`9EA~uly+FsBGRVd?MC;)EjPN|>=JSW2MwLI#rDEKR|Ej?^0;J=u>^~&) z-dMMW?;w=b^o##t3*!Ui)yCSR?cXiu6+!NOa(*B4k3H@-Z$D4BsI(VTr=DNhK>Ec0 zoLBgktgG5f<_a(;u-Be@%btt`3y${fbeSu}S(lif!*8*4b}>TI@LxXg1=4`E1$d@U z$o{~({&8*3{ql~x^UmMYwB!Bkzy516o%h9lWIYQ*;!l#a|JP#wB|1mvpLveuA2j;3 zwom!G{n7a|vH90)aURpe?GNUH@qFG+`?Hnw19(nYH?8Rt|KooSK!dNg-~Q`XcGB}_ zI)~antZ_s<{4l11Y|Q^hwC}@IDP$ zolm1q_-DYr<+m*BL(iZ2=DQg7p2p`7J=}AOJu7_vOe;dz|I(M%)wE$?N$#R6Cky>wiy@cRu(6?fKluKkdU#o&TZd?`^fDVTZ4y zt+wY(S@pqe)IZo|U&{A<+DH9D8RPzK({1_Z`9IhLjr_Ov*WUYv{ExM`m_I;y`J}7? zzZH9(v@F>>pg!}2&+hYw9LD3&iG4rzKLhhfd-EyR&G9GKBICapQ2wXvu)W5^ckeyX zPs)#>!mFd+&QEsV(UGi=>mf zuvduoxwn(+WFU)iJD$yV({~@z5dUQP_Qd>yj{g%w{yE`6pi^m*#1luz@`OsS9mTlpBbqhH3lnS+0Du-M3BO8B4a>G5uc zG=jg%Dyyom(YHJ$V+o^MorvXs{WQ0Uu?FiR?V~*789)5+!y!J(@(dlnAnljPIvMke zJtNv*Ue@g4StD(+{yj8pT6%_KI@f_Sw(uKa&3;`*TwN z<36*uYJX7w@yuiWM>_ESI%(2-^}Jx#N#-B_Sqq-Q2%ju z0@GCIpZ4Fb|1l4NcRi#9-=paZ+F^+NbML9X?}q1(J>2RO(Sdmu`h@<64vd|VhyNq< zRye0Q+5yZy@Nqd81?T(IZ_z%=KmNBEwvIgVaP`IcGFIDv|NZnm34G>X_XWv+G@-2U zn`o?mwSCxO{iDqo^7)gt$9HzubYR>-8tmgNBmSTDRo7tMwmr-G`R|_gt|C6u0{ehb z_mD@9127hW@305M^@;znkC%SOw~-6vEKK0|uU*JR|L-948qk3?^Z)4nAMG>hANC$! zj6K5daQva;cBy|l4oLn*e!nbxZjt{JWsP;6|KpB5R`b6z#s*@)wZFNIiRJH+N75Pi z;z!II>Yf1cZC(CHwLka{h50J1g^A@4<=?)^jmg;I3jGF#XN5gi(LUP$r=PYxeW<&5 zjz{a6saWq2)}5vH=Z@QN*R^qW9(1n%i1(8GU;}lmu79w}^J(x7pyfsCpPnBn-%w*6 zM0#h8%R@_cU!t?-Me|!+rz2!(>0v z?NT0a4guyO@oW$m?{jvZjE!yIE9JA!Kj!*XUgF$w`yFZneIx(V1$w@j-uHM`JJQW@ zaygbiLi2&Tv%-q@t)KbFcOaZG&NEP96MB&TKmYkpp8qe&TsYH@HJLc)80T8@f6ySm zc3LNcZwkO6k8l1c2j~wb<2+T-4LbJIfzExYkpJR3vc4T<;az(EUVczEQ~ARl6{H9I zk1;Pck$tSSI{l2(yNiBzp~ipiS&Y5x8D21Ts-zp`)P5((UUlfT^Fgsk?gquN*Ax9D z?PKn56WnL8c=RUW(j_GW^Zn*rPdWy~WV(kn5uZ8w;W){EsPoJL0 z?W})xo(%eM8JEN7NO#CT|8E!XYgjYQ`uDZ1hHe!1|%3-tM+{dnr>Csof9A41s~(=%J( zzxe#spTWMC9r@07(eGrh0emg#SbC{tROd0r9$WaI;}eu0j1^yywIx{Z4*Y7_C&Kpc zp1bb$`ZrzLHrU7eA>{Ba_VF|q2|qv&&oRP&MV7xh{}YverknQT^WRC<0K;#X?}uES ze~p{+t!oZN7U#5~O``w5wiUi(%N#h$7G$N(SHHL0U(u4lQ{&P9`BD6p7|K*qeUgZ$~p@*bhk#yk4 zd1;NW^*62cgx^u8wLi6bfpdz`-e7Mo>^~!G;eo^cRB6}P{-7_T@9{sb@%hhb{*hKb z|JeTU`D=b8pLoXFR!jQ-@W(5({7z&aXZK@&h|Q(<>p#l>MjLIcdGzyS#17JOknC|n z{#RakC9OBiKjz=r|Dqp&{nq~G`WMST+5?myYY&F~Z*})&`A=Z!SJ5_Jc#)L_>Hoi+ z=A+P7(Elh47fL&TGN|paoGbhIV^63ZJTIBv<1jZ7ApBW2S}w4Xb&THi_?2Dv!DcS%gvtkv{6t zP|{*)1wA}x*b!gZ97h>vPV7&Www`?;o`wJ9dBS(VF&4GGO=gew<9Y3ngZypyzg|2` zNhk8p_EPzx)Ad8Q%-iguYg^>3KUr@|-lR!5)1b_MJdYc8miX`zF3)(|ZoQ5AU;i5w z`lTP@xcvaEok{kUmi&L4oY#jnFVx{-$UpRejx!*UFXaDcKl^zvj`~aTq;0v#ues*h z`s@xp^bnP$eYCeahJ>u9Q`Uq?-wNFvw?l`nZx`CT`TS$~!}?#QXYxiHcKDwLyjx73 zyip1#>s$e!Ki=;kkNl`##HWYLd^7XE_14?!nkAmsiTvZ6D`a68-{cV=`)938<4m@R>fg4qFBSHSwG!`g{hvJ9`eC%+ zm~)({{oy(p%{!h?%0JfZv;1QY2k*al9++ci>sjtk3rEg7kke(EESi|329Vxm)@MY_>2z1Y0P7yX>;7+Q&E) zd*pVK|FK+H_FzKiw|4oK%Ax(iSQXz4pcDSbf9>E5D%geWr1wtJ`G~pQ{@VJMG5sF_ z^@ZerBdJqXpC)%(Zn34e|JZZSJ*yaF<3Bl<`|oAF{nfLs@J!%0sdH@qm}Y!i(ELdr zx0Z91(EeGSGrytE@%dv95MHucf+D{}Zno`HWG=QT~@m z{VJZJwZm5aaDFn@4{VCs8)NdWwX*iBtIJp&&mVN?V*SIpG@#+z zAo@nEcjDe8>~GU^W~%Wg+H17`oKI)EX&>W1t-~UN_8E0}O{v4QuXS*s{85jdCnIUq z_3hdo&EEJI<93e8%W--|O^au=|3`gN8`i!e4S0vQF;1p2ZOD7?8wqrHeyTb4q)+3E zUvz9NV-&TC_78F8m-WxSeXLnQe};C_`d)j!@Hy7VVqP11ZB8QDMjFJvu60V~A%6d- zJo1nKX5#)8D^ECo{o^tQlr=2!Z5Of_7r{1ulVn}Ft%*W@W+)$fKbKEu8LJMlIqALc z)pX$g*j(#rsA7vBcJM>2}{}`uju)+F1UV}cJZ;?FVJP7>9 zV3bGO#`An3yN;}LLH=Kqxjl?6G~GgHc<{kCo+pm~jsFAAZ%_WjJU#PIeX6xK4wQA0)tMrUP=*9UxPw9G7)tTe~?=I&Iqkpmd zmh}(srOr+;qz+l{`)p3ewl_>0qeB9pf?AWp3R+?RR>-fL6--|hOp z$)=lVTN%fF%u6i)prP!d{tvZ3@D1v=`dxg45a*XoJwNR+koE`jGLcW1&mXv!9nCw& zpIDb6XFvCdKdM`S+Y{PVfr-pVD)Kj+N(K1RPmSIj@wnsE&ebz&awmRn_={=3lr&_2e~ zn{KkH`w+I#7ae)jk@`JiqV@;R3jW8waKxkk5&x*8j`VqGF*UA9fA72BU zo{Rf1&3zDO`QK+>8Mlk9&4*d}gI{q@qPN4z|LA|F%6v!kKgufB;^03^SpK08<0H%q zLYD16#$PyB3T*((KgtunH9aWf!lCg8@&y^ZziAmA7=I$q?0=ZQvJQ?e|M+%;I49}a zgq;6a{)gJ1I96A<8m@yDNq+W$v}KrAh(5%)&HMyjsN34^3GRHJ6P4xho~3gd7|Uy1 z(+$|?I$+bs@9)e$&iBE%0_Te3+v(i4|ETP5#M(mq2cP-zM*Gs zRz{4xDcs5{elhKZj4L$a3~eIfR- z>N#-oT>q7xKl8-$`c9uezPV#P494Irv);Fb@{e}rcA3AsU3`df|J~10eq{JD2Mp^N&3cu=OC; zP)*SOp&sG+-X-G-eHIh6zxY38$YHI?v-t0kf5G|(-y+{yw&vjZPn$Mf6lNb}| zmOVF^^Fe&1nfb5#pQq%%L#JhYA88nBf9i3$j@|thN9-o4dBHeD-a`PRe0%y* zo|)e~$CCPF`5xu{hw4ai)0ousiEg~pR5nbf*{pfZe(HPXlK-)e2mb>UpKB<`)F_Ic24Z9LD>qLv$i8@Md4% z!F0WUYz`jB`Dt7aeWEAM^Le~xU*Bio z8~Rjz-2C6lpVld~Tdn@t96<6#Yk$10@OHGdziDo$^*^ouZQ~D{XKmvzj#vK`#-F|< zCIM-99>|e0F8zL*&q3RcK2O%PSbLvvj0-9m$f-;kw`0zHM%cs6`E<;c>HINtr1k$c zw{E&kZ?muEr}@8?zgGWR`_tOr*8gaq+xlM}kEk!oF+v-EwDH$}+W3>3PV?y8AiZaz zkK-|(#ydFt5cdJ~>PBcwbex%R#PhK^bYT36`C#yMTyJ$wWrU~x*0|~YpxJN!Z{@Gm zKeQcb9)Rsj(Kc(F!T0?fw)UsBzpeiX^`Z5@ZT!*3U;lRFPalxiz`&RtBHA}{ZMxL? z+y;j4C~2JS-=jnSYVwekx%EJ2-;2;}a2%i8n9R%X)6G8p)BGRHknWdY`C=$#tCc^L zmsbB;`_tOr*8i~YD8ttOia+o^6Z#GIEp7Y*-?Z_UmWO}h_*aMPGDhbxonbwU?{u#! z*2!2M*Ycaj=YTnW&UBMw{!kBQ%6pyh8KyD1?lVPspq?}am3jktjiY5Hl^4>QeI0|r zKh6JjxoqW+b=B4_={uBf3fjrZ+z|} zc;O5T;yFIFF+n;{Uh2D#&vh&v#!Sd}Y8MeVjxqfV8GNT1TF*|ss#E$JsYlIz^lkIM zo;AvH!muiXt^DP+XRZFlHYCjtwDza9zpekVKAi6`XhVzkwDrGj{1Mwuj6>S^bS_O0z{{@4B}&m*_;XZ>@mH`REq)xXqlxAsTBfqMVU_BFo~xAr&I zBl<_e*8jBrN5}Wp-?aXRbMdYJ{YUh_KEWP`=T3~HdV~3%TCP_?J1@_R<7$TT?Ga;g zohO$N|EGlbdfuat%_W|+fi@>%u&rx=KF$#&ILswA`?+tmX96F^J_f#P{%_^4)xXyM zSUcL<-`4-M{aXEP!Khce5x*}YR$vrN|q|{~OQt0E4Hky6&N%Mazf35zt_NTSK>@%!A!2V?I zhkAWSYBvKNb4u2)wEm~;XIua4d-76wY2y#npEmycM~pw?czp=A(Yg=bbxne;0mGgI zc}_ZqF6|)Z)qM^fb(-y64$JQcm}5u$6bfwR9?w4g;euLcVZbAZvIzSWN#^yQFl}%Mc4%#Fz&=MF5LXDuE^d}D5LJE zNQ$rvIAGj~Wn8%VUtN*CrBFuQQIQm37jVG16U(@8^S` z;pTsJMfR3L8FfcRQiNT=0pm_AWb_wg)-`nilhj;Kn0AJ8SnW#5k$kNSfl7L zN*+T?NQoJZ9ODHE2OWqJ1Rh0)7Tu_&$jg zOhFRPZ!1|*A?R`e$f6Zg#%%Trf7D3AoByjq#DYn(`^^DzdSNNi%3tA+8cBF7e|0e` z92J_qie5((yp(9=ukc5WB)pZsx*!#f3Wcho*U?(}YxS=v6RrIzYD|qJd~UWs=KjKv zlu6WfW)EWa1XayGId#Qbx;G zGZdv2E~7ZRCKIxh07?;uF1qL zjCYSB0HutUt!5}nD_ll#c1$ z%P7vS$;2&;caI_frHq!XW++N4Tt;zrO(t$(yn7S@C}p&4HA7Ka;WCP|Ycg>Q@D6McA#o0BPxP|fVQ3Rlr z(X!PHMQOl%2PhTGo_dp})J@A@+aYlAvW?_1F!jCoRJ+^c^ABjG=S#lLAVDRLGOXr z{4dVP4y?QjUPT%}bMzqG1C5~fz-#^&XJiLf-UY8B4WK!C5bl9S(0kxD|BExS11s-> zSCIzL96bp4KqKfq@S6X{8QFoAcfqSj189yOgnOV7^d5NseE(M&D$)jCB%~33Bzg2O z`ggtqNlm~#UIp|-BB9w=Z$y{4`z`ZwB*t^RpQ=>x6)jV?H>X#W=VFDKR>vOj8JIP3tW13^K`a$31WgjC6+7ltbf0zQYbsIuH~z9QVK}Fwz-PQx1(2`3^fk z=|E7>aNGl@z({9EO*u49;R<$K|#ZD51axcogp>l&^VFrumhA11O*Mp zJ#Y$)bcWQFL*qog!wyh75EL{V_rNJI(iu`y4viD}4m&{UKv2+d+yke;NM}e*IW$h> zJL~|Z13^K`a$31WgjC6+7ltbf0zQYbsIuH~z9QVK} zFwz-PQx1(2`3^fk=|E7>aNGl@z({9EO*u49o2XPWpSO%^9(LL_dOmN5n3Z<~758@=Iune02=^nba)qi?obo~!La$y1JN`{d~ zIP)?@9z*5y*n!aO(^W-C4>2s53CX++)pE+|u>+y`zjm48^bo@#q0GxrEvK9wI}n=x zYnL_uiw9Uj7!Elp^Ds?-(3;h16S!KOyxUXV5H_Suni0ZND4gE`~u- zNeWm1gZP|*)WtApDMacA7{uocq%MX*OGye? z0E76Pfz-t?Xemhn3t$kRGmyF%1}!BiU;zx`a|Tiu!=R-k1uTF;e9l1XVi>fPq<{r5 zh|d{FT?~Vkk`%B22Jtxqsf%IIQj!7|z#u+nAayYeT1ryD0vN>S45TiGK}$&rSOA0g zoPpHEFlZ@B0SjOdpEHoU7zQmRDPRE%;&TR47sH^XBn2#hL43|Y>S7qQl%#+KFo@3? zNL>trmXZ{(00!|n1F4H)&{C2D7Qi5$zyam}Nrjajm<~EnzV?i^5R#GOI&py1?28A~ zFTptuI?()|3Q_h*eiirfRRB?PAaayd(ID@j1I_;fF3jGE&Llj*9U!T+(gV{$2b%wz z|8r3p@I@kpAeS8{4v>_m^uTn`fmZ&K6SGHJ`x|}XWz2yA?f|KkKk*kx^WFU9f zU3WVFo!Y0R;n3_Kdg!5reWn-Tyz|c2E%t#AbenFvX?N${clXr9yplOYBd-i832KBX z_0IiIO?9~3vdj5%dH(t5d-iX>`DW!K|MSZ;Iq9U6Mx@X*$J7&EMs3Wmddx?X}ll?kDDMeEiMs)KgFGHr{yS zZrNp*?bcmyz3zy^kLX@~^_5`Eq;I(4hHi%)w(nM2X{Bzp)jrehvdgaBmHZkgql>%R1*FX^)!fAdWhVyri%q2e=MMxOC{@{E6Y z_~G)5U!$^tkg>rU@9wzcjt*_n=Rg0s?h~K*M7QIP-{_`Id&uKa`tipf@Aler&+c=p zf3ExZ3M+QoY`aZ&?O*@elcPKsvu4dwo!|WCH(f4!52Pqfk$;T;HQ$FFBKiJ&%J+`l zLk}U}6WiZ^zx}%%rcCLkd}E4*faRyO6h8axbIeRH++&a3yCtO@PoF+rZAF16pM0`A z;e?-dU-`<0-N&RHqy4|~>Z_xO!t@$L5D7EvMRG!vF!;(Vuk5zjW^3&$S6}_J-EO<> z-aR4D8&{O33ep%N{?^-Uqwznx`s&^8d+gCY{ z#LWNGtuDS>VTF%(TW`HhcU`Jm)W=BEADZ5M zOWNm8f9BKOiqc-gFKE9h$B^=M_}9N)t8p+c`t)Z$)$O#?P956feC7P3jvON6B-W9g zcHFUpecE97nDiCj-fcJOJ64mnVFhh}|L}(^vdRKtED$41p=^J&gvrL(gc(v>Ka3Iv z!+%qz?4b1+;SM`Y>AsQb^)JpiqfjyHjal7~fAZ6Aqm4J}(B`f$&-H{8PUv1wW6Y@i zx#yni4m|KceXi((H`#a->F>^v@hznoMiZm+{~f7UA6fDv-9y@Tl-_$n+l~{uuWUHE zTYmYEY1?ttRaZsD2@Y-k8f^2?_DyrXCr>EDDKya`p2tvTlt{3X97uM%?)R5p-pw=5 zJn1*q{rJZ}b{>F79(_c3V=jZTj|7&Q5~e}qL^`xZ9`M<__T6_sw?F1-ou?ZclV8A* zkL#|>{iEA+vkuIj;Y!M53*fNIBusw zf0T7o?^4;GlN?ZMi!QpT`w!!}iLOT;K{+sgFZI!-s+=Uf8blkB4(*XQk+or-#}>e0 z6-}51kz?>1ufHK}{EC|X%{SYur~J!b{&Ff`W8H!aF6e&8IDh6VGhO~iM<4C}npfUm z=zqLFUU%JfZ`=R7@4mb0TX4aJ+(r$|dUKYx?eP6E#~y2J$yUszV?umX>MP!@=8s6bc}KU9Z&W<|9A%T%`fFd;-L-w=}&($N_}_Yi6^QI-X}&~$g^GoI7|XUB}Pty zo#cSVnw{HKS0mrK{g3&-U*3i7igvP%1s7UC%OUem|FQf5N4qj~UG%$))Zg&oz4zRw zBGmlE<4<(&m$@3&Kj`7_th3Gx>SDS;riLK$Ho#+#JI#n!-|8d71tMQR; zt)r_#Ngys&QB?Bus}c=^@W@_WjaQU~cb8s?wMd|7>u@5;w|hKsbgdf<$X#N?7Q#2o`!`Nc~7_X z*S^+$O@3Q#wNEW#VJ<{zMg?Iw3?_o&SPMK@H8m>tSX}LJy+~X9ywEX2<@b zlhU|d@>Gtg$Gg|0%v<}F`%^q4yz}FVwn&IH+Q+yZ@lgNV1_d?D`RBMD^#OgyL>E=K zj1VG?_Q5xL;1bj@+jm`src8|xRgm_*0}qmVEWVPoZzkjRX#d>v&eQy(-MIDETQxzC zKk<0C>@v%$Z@w#Y0Jv_u?KUfCqT`C+|6XaYzy7++x9z5M%)j%h?IX#N2K#^d)1OSA z_WQ|zhiaW9yNI^1>Tf7=G9jFtm{4beY}nspkMC%HFvm4*+O!V&|MQ=7 zAIiD0-=2G(KK}(}ypCrK|6|?`@4E2qK?i-8$zg(0X!(aM#|vlw<}9s$fB*a6yRUxr zs~R6=3Kzy8?_2bJO2gbJ=FlQQ=I_ru-EC3j+wCNPDjt6L;qE@^ z-|oNnzV2Qb<6{g1{FGBpQ=NEjZ-|eW3XLw2pZ@#P-GU3`cPlRMU($1mAZs4~Ve``XKmc)m2xG<{VZ) zlsqEytU8tu*)z{PJH>yc+fw4A{q^`Fd){xQyo%g{3og*zf;LGmFRvndP->Gv$M*=x ze*4?s)^Fu+zB%5VDBoT|Lz#UJ-)coC^MN>Xl7GarD{3OG40{q2*#G_yexUis7#-hG zkWhRZUHpUAuOEEKA*vj8OZzLy{}HKf;TfDI&w_bn9|rr;FSBIcW|qjFbh7znUKzvl z`?96g?rKQD=bnGg=KwC0F(59~cg$Jh8KV60D%u9EBd>K&KV7vAq7xQY{p6~e*8TVY zuC@&`Wo&!mNhf>zi#cb1P@1G%{%9`?WJ(Qb)JRPBNqQ&G|I1(5K;K>P-QcB{UMha5 zhqz$>2l8C;T<~0{7bM-Y!1O1w7 zu7TQg^>RmshVcCYoO_eF_uOmacE++cf2`Yk@4cn%ct+;sUg?fG=0|D^V*vX9@yF2S z&#QEA`_SfZvAO1-ZGK^VR0_p7?MM0E(~S=%3cB7>3))xshrjK%`?^SuOCR`WrC~gb z-^o8a*%N>~W9)Ip>1RmWa*KcaP!pAXtm!!CoZoam|M|}(Jg3ulpp+H_c;1-1!SBTv zUr-LdQQ^Bb>hgXvZiju;8SmGEC-&VhkLw{bb7nbzhW-<4d(J%b*WJYzU)kDcXnBt!nkx6{jIe0S<;r*+p} zd##l37u{klkMjS=KmJkILELlC-D-c)MJM_5cn)*nd}I=yd+xc;<1<6JhkP5-tMWf+ zu>Z$D{y}ZrEjFN#<95Vln@2-W$k=u2)T!NXfBReg4*clDGT$z~g{+O+nIOc-@F@FA zPq&_YWV)_er$?@V3GH8Z{q>sWEwDfQ@C&n&#Mi@_eeNB4tJfRD=UN62scilew?4vxahsy@CepNw~VNS?|{`YJJfawjS z0MY=%#3Gu)*I$24$0f+mGtw5tYybWC*R^x!Pd#7B`5FIQaoWE=l?^^)(@_}`;xTDV zc<>**XQQmqWsam%NGFkj_X($X*=ZLkZ)mIzCY+=&7Qsq>|^}9fQ(1qC*Koun-dc- z-mUwkb+yl2XPtG_H}|E!7g9I`R@E-61nM)frhfgcL^pc@r&VMBT zU z^*2~sX61FfyZ!dtRp%t>E4cQ6_Saf-O-=8aGOn$!Xusy=0$$~TC_^MDT|IphJby%q z^2iJPa_60Qx;6lpU3RI`@l0`Dh4*o-TPrA@)7f=9?Yxu9qHf{B91Ge%e6ue6BD^)> z7vZ7*9=Eh-4S@If#qjYw0_{(La(lSMVR8j_{KFW9{VPA6ne&2*x## zLw+$XjTh%0G2Y7g%KlYZq73Jf|6@7~rU8aYBB396{|9v3kkeT{PfP2#w!e5@cldKP zJ(pc}nfhUkHSD>9y1cA&gKuuR`y$#7 zv9IIy6yv6w{-$<5D{V(sC=lBYc{cc7jqB*6Z7hE!Y zFyh8626iN|T?0GPgSdj=q0GZa$SXpOo9&&|=5(=^4D(r-W881Q{Y)0}@*9)y2xxo$ z{O3Ovb}+Z~AttrU&e=|@3Zed-I{Bx>F=PIU3Pi5Pnd7# zcVx{^%G4jOxS~i8(ufQBzvZTz{TV}`aLD96*LP1p3-@5u`V8-%{S>h!!_6Z zMb>EUqWW#V-6W%ZP}qlmUFL)^KY((CJrBHYxWU@2%{JYXBoF!he@|JHt(Piyc9ADi zYx@N~A*1q7S%#IlUSa9+CE_KrCLcbp>tB?m{e|Tn3H7*m#>qIxOfSeY_A4q8BK85m zmXFJXrXrOb)^0)$>z{DZKH%T{#@@BR>f^qyd*Fcw^ci0*^GT=4`#s{Wx4z7`S9&WH z>IUsQT_sBULpqXJZO-jme>&DZ%JC>8NT~V-ltxm_Kj`Q`R+RZSZxKJqzzh_}>A6Q;va#&u`CY^Swm6>l$`G%{b z>`!IwKkV%;-ve=x?t%g6@hU=vYD}dKFd}Jo{EsvawSTwYZr?Yt{unxYbqlFT#?F+#!dilfn0?**a8~>&e z(eDE%U&DZ7?H8_>U!Gy}2#JUB3EDTdJBY{m;i>0i+-~E_La)eNe)(l-oy?f}e7$u! zAEjor{_MEZj-DRu1+!~h-{E6gVME8!DSz18!t1l2$?FSZ8km2SACDXI3)u@VLVGK7 zK2nxfUTI}d3wZc8PJOWd-S4J)EB?paf8-I4A?$NZjkKbDh+%$u&D`Nv!k_TRvFzxvg$O0$A(A@4xYDE;1*nTYIgw)i=L5{TC|ksR%Mj(V%_WaG9WGm?zXB-HA9m_VwF>r z@g9I@hWF>c@EeQ7#W#DDvF*0o&UKkJ+Y<}kC%K*?={CNs4Uje5NGIkcJQbCU$__k# z+MupJKA>oTROcV*!Mr%i|HiUUY!P|KT~PXBK5b|J&cJAB>Uty;s**J0nDvykK4k&;O>IZi=Q9MtKDf`ycRa*vo5Fk@S9CzU81i z;+cH^``=gDqmMaSxTP@qP3YNh@`gR0sw%~kb|d7ycs1n#W)DC7hnoJa zxBi-@4Qr3#|82M3Hl;NOT#L@NM(!8+PG(om2>0`CDEpcFm*-qq0;g!`*YB0JUiu9~ z(y;eFdwW#)82vBy4&hvbMHXHpwGC^9I+7H5EK~pVQ%}nt+dVa(E3UAj5#xOz+EDv% zYHQ($N7$s9w}cf$la_lG?S}My67yhj9EbIXI%gHi2Hv~!o{g*s>j&X8TMKVyF$a(G zkMBlUvlONL><9c73rUnz8C%RPk+>WgO0pnEeY1R{8aXWQx^NKab0-f zMJ6k44Bwey?F!jD4V|#F@=7SHoxazaJ)@&fJXqF8opHu5yN9Pg-0hpb<0B6Iyylu~ z>6|>iq2ZfIOzTCzvpEasT}9Gp`5Ei*y%670vBpZ*IEgOA<38fg%Gn@H7v7<dG{64hwC)#Wf8sjEx!1NbU!(s$K{ucU)7(+d+@;r)&I*a zyNuJnDc|}~KH*QaO)*c;K4ae{V8hD2Js0fL#yj2q`u)Rb8_HT)zr^9oE(aUN+eyCF zzxMj8YGa%2XhYH@X?srA8a(yXQ=TW-|Fz6JU>yj25q*aFc3$zF(#l>aQwkc6d*CFv zPoZ89HDZ)=jsm0Xv;2MU`v73qB{`uYf zZ#Ui$jAjt)AW#O-?qGa~XT6fVn`^s(x-R$y^1Toj`UBX9+@tb6)iOEWz5d$kdY%Gg z(Z}P;UQx8W@7{Yo=YyVr22Z9WtP!( zd!Rvf_dRxVS^6IYbz|oA?DL5P5d)L|_5DuLe!r~Gj~DWPxYnVu?x>@V6qe;oWfU|V zXNMqtx=+!ijE6dia&^>EN9h_*$YG4&IzsukvE!JwN%%Gm*;9UQ>%U?yue+-pxA$MRWWKUR@TO}3>S_dm#U)%IEZbiLH=jS`7~(nu^$BcZ*ZaQfR20bv$g~F^}DG&L%eq&9Tg)9%vD!it$VAlx?0wr35{*%qcYw_-mz|ey8K>v{skQq+$hg#%Pp{%OWIiR z+p^0pr^&-Q8R`Y^{`>APk{$P@QjY#pTy!DaZ~p@uRv~2JvA7?MmFk{i3XQNBY4-y08`p@4C#>TB*IaL`j|d!yl53dAg6reW`FrDm@M= zz?g3xLfoSiNI!0mtr0CY!Ka>lO6NTA{>Al;m~TfueZE~(&z$*+<{#q;(~uI95WE+{ ze^>{N@{IRM=vYzSH!-(&^wG!I{<&2CzOmy@UjFKoW6lQS_4#Ej?8DQgElSs7A6Tp$ zQ^K|<#)L3$4!c+}U1pM{ZUBCDIT~GkX(!SCaF^YqQK#V;ML)@bz*S}tu zWVsj1+Oj-xQn+p-qy!qfO#DYdkkf&Eh7%zov6$@Lu{>SBhd{1=5e%V}p=9 z;-CWkxT7f4i8H7V{(+Sfw7bV2Z}pn-@GS~?f6v12Np{uk}Wnrmgh(7xI!kWTl`;EYY|OW@diTbc91T3oz8AU&{eZG)_}O!2wy z7~kgVwXv{sz;_Rj@4-9BI?lyZ$13t24)3#!&pg**mAvG7Py=Xa9d#sL=q!*j3f9}= z?9$WEI6X5&{?}*z%KRXH#XLtU4laZIW1TpBg?8ik^sSi!NBzjwl7s*G&#lpIx9xV_ z2S4;dmB&~a`xSWgk|%_NzIUL?oSX;oh5Auhk_2l^WsPlJ7P|C1_3V=R*_1TdEIN@dB%8XnxnYydgaBgVs-o{+=-N7%v-W1HfV{4cSQn^u31@{Q`}kIk>zZq>cAeCXbW#s#Yp-qd5qN(j4f|+$?T0fcQ+_e$ zN}v8t*2YkNi!HZQahuz=d`zGIkjvsRV4O$$SRaJ%rHudSPk)+fX;#YZ;?C#3J8g^M z;fO1=&Co?YZrqAp6@B@o2miA(s670o5+D?{udL`X7fxY2;2U%9;9PYt< zCYf~tg#LE@pN*D=YZHc-GPQZ6Ysmg?>3uq$$tFEH_ zn{Uc>KBfWt(D}T7FW)0+10l}t!1Kp*wQs`X@(uDCZS!E0Kg`+a9utxK4C;EiEIoF= zSJq)dp8IzwGb;bJS4=+U5OBiFAgb=kkohd(==4{BN(uAdtbi)zFRoPb{zV%6yq#$v(Ae zd6jnl7HO0A+i!o3cf6n7oa~7(_L_Nl%E_P_s+MpBlaiHvmzQ|iS`a3v+){TfZ@AsD zhL3Zfc*o{BE>J^DTDNfaUF!dkKh$fil>^Lg{rm4PeYW5>|66A9$}~nR)}tZKb>f(h z%0Aj_*#EPvJ-~ktzz*tv**1te*?X$8!smNrZ2~yXsNYb=G0;=4vrGvH_KiX<^a>M- zkUYW(F9VNYu5C^0&Z33w6Is`@sbs-7qiAx9L7Xp>HXBOY&9P*Ruu0|JHVp7uLzhe25wn1s`2{Y3)Zb|BB0`?Y{lj zx7ReH?a(=2$qUka#pS;jxvW>8tE}BYe|#tRBdE5l(NM%m@yfvIN=`hBlkX$QSzrLt zvMA|7+HhtnueH`#Q}SYC zHU-mm;!kBfoE#e0jeiyWjnM5IE}r*T`d<3`~qA?2|y3D;fnKUCm@j(s-u#eMAHW8981OMUbU%MaGjnEo+sUrm>B^-jUc z$Ov*JH5x7A1L+YGDbejai@l#M{-F=)_ld=2juY#2kvFsv$oGl*Zqq4_eBql=ec_!N zadaL8OtJC$>o}X}E|$OVvY2BTy0HI>{`$MDN2Ps}9rr%>;@{;y2RwXhy!et!wEe`{H-G!vjj9K0V27?z z|J7fjU&jy?^#6kpiRQK6n61HKBXYmY|5Th>3^|L z{heI3{nCzc^P?8B0i8F!ART4 z|6jr9oHvD9>>WqGK;KFBAjaoPv)CsCKE_}5g>&=}U+1;J9I($dAeb9w|A$cPkd%LX zpF>}Z3u8m*v$jJ?e$#cZ!oz+8w0%tXQ*8Snne6jD>*9-lr}5P#g8?yRXha-S znwSzyBo&xzE;NPGk!tp9PNXL?>E$k|43w7Z<9KMi_a8e zY0kGpet%heqq>D|^VllxdrDyg=fB{>UJIto)KX8_z$09%c*k<|vo(JQ?tD-n!*cbV_{c#5f1(!FvbtujN^kab6Jn6YT#k zp=I<%`$$QK2jnMWzDv&^^IOOx<_hY>p>AiM>@QAhi?5KiUh#VJiSUeP&5A6AnXQ#p zTv7ecb|DIK{R4Q|6MT@A5xi&lmGXZ;YDem4NI9$pL7LD=A-8ap1MK<8$+&jov-pc{Q7F8UUG z!R)g7m)oRybnS)h=bK0Onk7LGF#bi~bkvbYQpJRi$s-0JKh}4z{{K<`$HLZe;#}!? zMf)$wT5`0%McqomUbir>As5dYTt&W-(ErFh^uaGE(^%&_>caoF;(7dB&IhwA=O1GL z@bJGKxG?7i{H@xC6J*X0a#(LuUw7SQ^J{3o;}!Ft;V6;diI{V#{KEvkKcjEKn$hAC zCcj7FY%E-Ot|))l8>7!vWQLOYXPliY&tqsk*9_f1fIT+z4#tHYoDqrtTJiQH^|AWD zXks62hx%2Fqy51%I3|@7#OH;*#^4=&thF8b{Xp=WwNKB_AM&i9{>+CmM#TgEA1SV~ zBe^4epr#}m(hpxEKPenT#a{~H)qX~dF^$R9<1j+RaIlJ zyq-s+`t$!6#C0;;ZX@G%Bt0Y_=eJv$(66nly1=K%0}njl=|Wktx@zb7A|7bi>xs1~ zx5{@LoL4}7JQJvxZ^t+Dq#W%u;zQo%XpMpSHPgXwG}w!Kq03^A1im?-t>xKMkjFUt zi6`yMLA--79k7o*Fqn7KJ+I0Ccn)~)wDt6o4)HVIP2gkZ-yFg-sVuE~%X|PX*kJnc zZh}2t_sAYNUAvv~g*0Hk{S{g7?Q5FEF4`u{>s%|(9rKc!R^`!>NKi^ZZPA10V*#kH`W?a@i(DruQ+Bf$NQkD3 zu8;jeI(Gx@Ez-uU*&2B{b3?vU^TIc6><_r&@+(N{jy&QB)rUQ4_^zv$D8cz;sGoR# zIMWB;F8Kb;Zyb<)SoSVM2G8Va`EEt~rpWF--!9)R>*pWkj470Vfd7v;;&9EM<(uy{ z*k^BL9{WPLX9jbhDDQd(b5;L7o94OD&f^-&zcR>#fc$Ko%$V%im2chY!WvBYanVVW zit}-Cwl;i^whnFlL{?_kK5ZgIKM1?{c7ryZ{%5<4{j`{;!-aE)uvX31PAJLa$Mzo_ zk1z9uI0FEBF(-y{h4LEry=i%s_E*cR$YJjW`{_&NymMX;+<(8O73syd@A{gP{AV30 zwge;fRL?)hH7Lf@J%Wj&`; z&+CB)9`wGDe!|=-0Lk>Pf{fe<@{2qyOATf6fzv_Q)iQ*$t+pxZTPr>*` zFUkMqmtUrGNE`kqQO8aa59Krde+M!Dtb1Msg?Mq-Z0ePsVy4 z@iY2ND4_*y4}^~ThqIT_#_D=fJXaYz)EDD{u6yuA4nEbjinJ}^fd^v!@0gzBLml3) z%DH+`5BVC3{V7whHlf@bgEc(xKjz@Mh5_>W-&tw@>8-cOIyg~$#NkJ3e4KfSu@xmZ@1kxN@Ma6+Bz9~kEqwlKp6kC6!ktM>&|fD zzi1>Z)bc+ z;zS;H$YU7e!T+G6jIF-<=aTGLx5szBqxmZyy6EFNYm{~Tmpjgwy(!qJ^G}yc;VpWkC{-S9ukL3{^$Taw@jCE8`@V+u3K#67zs5Hb*joO-Ki1(tbUB6sP0t@p z3B}$OJgfO-ee&iqw+379N$KlQXz7^z!zl~q*^|1ZUhCiEN`@zZ^BmY$a%GAZm~ zw*L(o$G~>nmx}n?>YilT7rV%N^xRr}2j+Z3Tq9qaNEnF>-7W!Rkj)TW+Y>7DfAi0; z-^SMY;ukc1NTavwB6q-d57hdHGb-~n-f<5!-Z!x)k^68ozSq@pZSUbTv_J2cHc88? z?`@Vf^73uluJQc8DdhVov)M=W{6=HNRTneX6RxCAs_*yY)MKO zi4x+QAM%bL+o8=i+eBfc9dmp?^0OSfbVjlHAM@7VmbRMnNxSc6XMxc6VTT>+y5X0t zt zb-{id|A%bXxO^L2U(*CVdwyq6)r+}cR`@b-AP;e8oL^T1Yl#l{Qfs&Lk5*bq1 zLt~K55NsPu$T&diKjz1OaPar_f9v@Se{s6)SDp6Ibk9G0jc2*(rkiNr%YFy@y?F5( z8uYBP%Kzw|y*1WcL;VjL=e4os9c?S@*PF7Y3-eg^e~yv|$uEBEd~uzQ{~G~$tS#7F)&`Vgzj?aD)B7oGpdZD0mN;(j zug4qr_3f~e|4*>YKmMDHX*uUN=XjE*J@}xEc~^HHWbn@X?cKiJz4XFMF2`{@`1t=< zUfkmXI>t}5YTx25|5)3lmpBja0f+zaaGh628Dsu2K0_SyyxkG!dU*!~k7-AU|9|6u z(gVkuxX5QYb}b3OSsIjs-9N}#Be?LMIb$cb~EOl?0G zNHsfnvp62JC)4NDl#Dw>fMHK7{_D=plhM5hRYEcM!tY|5M=6{5-$i^c;q!({tgFCY zNBRNJ7k>5ghmw8F+t_o**+d+-TcS)PClviM`W{}HlPS8VS)Kv@b1|mJWeKDZb4Rd$ zikz3t3+K(`bW5F0^)J%UmQoetMSDie5)Khym?QTf6B#Yo=hT#p145nDeNU;qLVoa_ z`}wd&7KyK<>=mA{{uy(i@x8P+&kyJv0Q`z5}vm1L46ME%D+ z1D`)a^wW6%$7Q07kS#y(pnNkFSv$Kt(-|XEa$JW9FwDX|$V5g9)|{byqs*Us?m4-v zNF@G;dmOjJIGzK`82a6}W1ss{AAIn^kPq9_gt6?TN$+#rnD5?S_G$W@XNVEOw`1Sp zSq#AVCb@;2hrs-x{$sp_|LN1OI7t-$t%K*j#F8J0ruF?1?T^M!^$%ls^rxIxr?op} zU0zXMMIZc*|Gee}S(LX!50NoyDF4upcb=DIZD@U&ep;!y{nFN_#n=_TrFkMFJQi%X9gn9V)CrcIk#;4aTY4p+%u0D{{Y7O z8`r&4r)SzzL`s%$hyX*14umE$TCmS4DHsp(T|>vvD3>x9qThRxsQn)ge3r*QwI4BF znhN81Qq&SZThMO*lW!7@h(e%VPUaEhDAt47~lX>3rU6(V@Rnobgly9 zx`qO0ZD0?4Uyn&Y{q$4a4cFfw=i=X&&I~IhOUx}KeP!U>WWVGBqXfbL3yAgPSbxkt zhUA(KVhoL1-<_*~V?m5GgytW7*TtC>dXcSMBa!i>eB;Bn_1@aCAm-5(aBM&VJn|(> zAkIg`H%5F%B$xKf(69#{ctH0ppkCqfI0`ss!i5BQ*y%PAJ4V#}K7a=7O1~`C}CdqJO3@KHH&Q-v%AVeC% z00)r5BpFVOA*IUDxe7QIgh)de-~dvXB*Td@q*NI?R{_UV2xF>y@4Y9jRRE8C2?L1l zxY!3){s(aoC`}d^q{ijDHrBH}|9q;`JqZvnwtT&N;DHC^e|jG*>{FZ;4JXEsQf25| z1sn@Pq#+D&04Yq8;lvnHDu?)9i%l_@>lj?1-Mn;1h?*}FMc0mp(IX$S)xKnjy&I5CElDnoKHetY17`=xG8 zD+Qv>1Y@4@p=l49UnCwc>N1=dLrU4YJB+FEZ2f>+5;~YNUUo8q?=k5F`y@fCETjk_;!tkWyvnTmhbY?pZCDFNJrY!sZ;<$5|~{ z&x-Pnv#{$c+RwJ46eSP_IDnJ}X}WwDz&XE#ECoV{whzzsIkx$#k4l4Jv>9QF79o)s zzl4V+NM%^X(KR}tl`RvJ<1rL)tW*%NVF^+hh6u3Q>?emb{}&}h5XTj8tSmqQ8eeff`G03(J!t1(Gyxi1aVve$I1c}uwe;O z8HNY~w(>{6wDLz!XbBO-aRnSJ3sAs@B}io$A_(}OUjB+)JK{j;i~)?2940e#Q3^Pr z1PZnz4wS+J7$s?!p^H+$2_;al9dV!(9>6F`y9`~F0!}D_g6)U{rSJeoN!n%Tq7-mK z2^4Hc94LhcFiO%cLl>oh6H1_9JK{hoJb+P>b{V=T1)NX<1=|q^O5p*FlC;avMJeEf z5-8Y?I8X`?V3ed?hAv70CzL?JcEo{FcmSg$?J{&x3OJzz3brE-l)?iTC25zTi&DS| zB~Y*(aiA0)z$i((3|*80PAGwb?T7=V@Bl_h+GXgX6mUWb6l_NvD1`?wO42Sv7o~s` zN}ymn;y@`pfKifm8M-J1oKOM<+Ytv!;Q@@2w9C*%Dd2<>DA zlt96D#DP+H0HY-BGIUW2IH3dzwj&Od!UGs3X_ujkQoso%P_P|wpcEd!C`r2vU6cY& zD1n0Qhy$hY07gmLW$2<5a6$lWmO7^8fa?6x{MB|kb1?^wb{~^5&I-r@17_*?X$mqFaLS~Q- zat=Ds?28AYH=6&g=%`PkV?v1v5~|v=$KHVf<%wnCj=!9I-ueaYyJ=3jgIL#c0y*54ss4U(EKkRh~8-B&x(%v zBswOPs36g!_6b3WgAS;8#Qxd-kLfSc6&XF)B%^#!BoJz8#RnosQiOx51R8f@nH;N@ zR(v3GBteIM@3SEUBCh3PAucX&Hw6(>@9^d>W+$}2)lp-#+_Kk zg`5A?71>(~Wz-!NNfCAd2aG$hj0?XD{x{vD?Q>5>kZ{m}oIr&}(ZM8-p+zk*qmg60 zAmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1 zp+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|` zF@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk* zqmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO z=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60 zAmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1 zp+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|` zF@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk*qmg60AmN|`F@nIO=nx~1p+zk* zqmg60AmN|`F@nIO=nx~1p+zk*qmg60AfaHuA?TD=GwC zE&y4yg36f9e<ANqF;rRft$HNp`dt6!cn16RrESqD}Sy26=kBeKShnHk%Z69_Q%{`7?LtcJVV7}0z#3B zQIm;V81FG6rHq!XW++N4Tt;zrO(t$(yn7S@C}p&4HA7Ka;WCP|Ycg>Q@D6McA#o0BPxP|fVQ3Rlr(X!PH zMQMf0D9*0Q#4U_>k0Jo2jFzotC`v0_MsapcCT?N8dlUgEWwdNHLs44cGK#ZnGI0yz z-J=LVDWhep8H&;hmrWfW)EWa1XayGId#Qbx;GGZdv2E~7ZRCKISCIzL96bp4KqKfq@S6X{8QFoAcfqSj z189yOgnOV7^d5N4|Kg17z{0Ggu*;T~uN zy$4?Nzc?d1u<|Z=6=?v?(SvXgG=km(@1O7gDnmuuz>9=5!jB}69!CGpcOa<=xW}u2 zo=7A#`|6G85_ezozq_RmwDLE);CKmAz*8Yl7{c7W1>prGNn2Tp;J&XAgNXq?D**a1oh zf`W$Q9ykR?Izwv8p>ZPLVFxH32nrgGd*Bop=?tkUhsKF~haI4FASh@!?txQaq%)+Z z92zI`9d>}yfuNw_xCc&wk;n28jgG56d36YsVRrXiF}70pmZQ8XgKbH zQ(&Ysq^2AiC-NP3fYO1Wpy9X&PJxlmkeYI6oXB_B0ZIpgf`;QBI0Z&JLu$&QaU$Pg z2Pho~3L1`k;1n3?45=xH#)*7~9iVg|C}=qDfm2|lGo+>*8Yl7{c7W1>prGNn2Tp;J z&XAgNXq?D**a1ohf`W$Q9ykR?Izwv8p>ZPLVFxH($<};+K!_=*WlB}V>I@{DkyBU( z192!HSecY<0jlYPIEg7Ng8?0s53EdT_M-=CzYO9ermzfxlau0B{@la#T(6u{!UgC% zG9pf)(($DBbT|LI6G!@p5-t$^O{Rp(r%(#Zpp}2Rhi+@-kDka?v-S}sYWg5fVhYQk zl|Q=2eVPdlIY6Nl*7QM~#1xi6^FQ4~*S7jkPmHer!ACAE0A0y2@(5>MhR9>6oE|$6 znti&e2EwQ=A@RI3$#L8LH)!(_;rh^MCEK=6~@3O9;au zCuLrSYB}Zf*n!Z>U+pr*=^=(gLYbGLT247Vb|5tW*Dh=R7Z0$6FdTAH=4GgsQ%;W^ z2(A3pE>oNyVmKs}c^RtZl+$Ae!aMN4+Y0Jle);9@4t3o@R@M}1%DI3D9`9e1<7U@R^)`iSFg zl|vsp!^ZV9Y&<@La;eQxf2uyyJ9CD_iDUbqyV(~XHUGErr}d@PKkKhr`_tOr*8jBr z*TxU%AM-e&jX&D>>)&_$IW$}^2kR!m@w<-8WxQ=+7%PS`H|NZ?j-+w7!8Q*9KJh}9 z<4%m@D}CjAW3%7RP9CUe>uht{j1D5&#m!?kJ~vgcR~a*)5kgbylkGFX;Gf^`7^OzCXLr^ z4!EST4`2w{IM)uGIxS4|X4DCOv+v&?=&R;`sUxlYwffiEpVt1euSoqw?338wnw$BfOWk@z=ln__IH^F6W)*VS0~kYvyb|ylD4QJ2?aESZ3OIUdNGaKea4?p2zev z)4Y8#?iBtEX=_QF5p;pp>|+f?^FQA8TlvdvEq&4IUu%C_``h}Ty6**!zO(heZT!Kq z(Z*j^7C6>4zx;cQKQXHwhUsCFJyA8t5?B+3F;kxJwz=?`;X8@>fo&&48DmgJL!)E7 zq4F|TS6IgB7C+T5oi9l+;x+rt|56TG`NNpq`eD?UR{!!lOlyBwHex7nYk%!KMC*T2 z+mZTQX+OA^Y-a0!+xP?Jf%B_v{FQz2FEswlgZ4Z&4}*6H$@OB9b#jUTc`k6Ey>FtXLz1eU6Z{@Gmzt;XpyDM#OYkyn+ z)B0bl3vK+-#$W&8<4=s+IVSf(x&YzdfsLFN&+r>;9%o~$jj_6ny`>MW={7dUxZLIj zIaY_<|6}jFqqZuJ|9Srw{Y%X`(eF88)WkFsiN+EevG)>t!PsI$1*2jEtXQ$4V#6*r zEJ5rY8z3TLqgoJ=-mFpXZ$2~o*`2-5eO_J=LG!!!ocG<`nc1D)+1cIM`skV|Y%e{N z?B;kOJ*Cw-j^N}i8BH7Xh%0|g3vSK7mVd2(jqSqPNZtPG{-^GL;~HWZKkD&E#?X5F zt?iH6{tEVFIM)&ENgX?XqV}h^)zx2N#Cy>EXg}M!I?6^H+V9oJ^DlzeHF;SdPk6pl z=WXu*(=~adY4*9<*<*xOwZhz=wpa!P*&<;N2B|Ag#M*y`Rc&+Yg!2Jg2^AE@J_%}rom({8u7W761} z*0@5Oz}^M>Pfa7l#k=fb%#Ca6B_1ZjFdr)6YW_jyq0gbd)$->WW37KWCe`h)?tkk3 z*X-AN{E@M|9)Hz#sO^v1{`#5OpH)`-0{@_lTJ_0(x4lK!&t?mmJz#bt-cm~MZJ|#{ zYs0W5&At{}3ic)1N|*ygcnHTeb>X3Vo3J<7&myj#U8?y*_O<+>54HZGE!FL>?tkk3 zH;gN4lh)&pj;-D%!I)Z)zqS2Q+h0Fx`;+VK$uj2xyg~Fo{sn?$Yo~SgXm``L_BK6i zaom|wd)w?Q+F6=busvaa#&n`>9?pVjKLZ;+#rNy{F<#AIWQ2NgbDCQIwf@!ZukL^9 z{x{C=>+vUyqhUPd`cE83>+v_N4c7LDo<*(gFS8+jLiT5VE+(4i4jc@2h2We_SkFLR zN;&YRjJ5X=*0SX^pi>&o`z7vtSu>CE!g@N^igf)LX@vWywzkfG2I=N$*ZgbwM?Hc* z*811bM(Xxg_dj+2i!sH<5qpcQ9)DuLS&zS}8@2sW+h0Ey`;+VF$vQWm{!hSY$HSi1 zcOGGjhklUj;Mv%q_7m;xW&71%e?t^1$4|E=H)-`xZ{-9a>8fdefO&@{|P6Ypft-1&5k?l znB=zzwk|P zJtY1ySsEHX=ICP5q)C|`J@xd{#bJjXUTnC*2E|s}Y+d~O-~TQqOqh`IIrEG&l>gBZ zzdCP66`y|ksrGA-=c4dmR`O@PENT94j2KazfByN!w%cx3Y`W>D#j(d8TfG1N`&P%) zJGu+ezX5lfj@)5J;&F#0_ zzBv2rvn4N+GaBm~^Y&+Hw5|MA@_$;}RN9KS3kPo7-#>eWlfxsKAN_uY5j;+9))kv9oZ z&PB67x^^|WR<%FK@52v2Dz3Tanqu$0_Ab_6e|_mk4k(^^_8H5MYscmGPrKk=^!Y*0 z+9H27*TqJsnNGKC#us{573XAJ-KyW#KG}aO&p<<3y9XovL3}4Po$XM1y=N-vMm-E| zK*|fel>>cc=r0MY;6G!=jG|q;cG=%bE3Q<`n>#P#KYNzh_e$Gh^zD~h&e?U6pT*$c zto(P~d6(p=CFHB6m^O8)%97=uJ9loe(uylae4jpjmMDLnI|ljRci(+Qi8Dyy!tQ2n1hdrn@LzFx(zHe@LOm6u-`^$T-D@@v2Ra%R^B`LDFn%7zR1 z%5){9KW^+;)!#+ozpUi{W7YpNs5_BIm3-cQ`)!pE^?G6YH*OqsWI0W*U%%@uZfJjV zX3vgw#X9pmKahC>``gAh*>2A`aRH%MbgBa>AOA`Xygj%lYJ!Po)27 z+xSz}{#(<(E3ddBwtveYdzSw z_oqLtV{!}aANCK+57+k1z$~TqMbcyecinZF{nM#ar>GayZ|1Ro z|NfyJgGZA8(4j*$edH_3{wFa0wI+YIKlYQ!u9dP?w11ULsn4Z+yj&(uoGA7b`Wo7H zHvS?Eo0@vs7XC@D%SE{|KIH$Q@cPvnYeZh;3HQ!B?rds*XrGV%S?a$Z?1Iq#kY;QB zA8?JIv)rARbZnod7dRs*JYW}4KiF2C%im5#T$DGZ5%Pz9s;cwsOjpwq{gir4alx~Z zf0f-i5FG)Ux}`tf!x)>mfd=@)~)$tB1m$N=S^Dt0>RkveAct5p7Ho_*Hp zUGfUL4?g%H$#oIR-;6)tEdNeB?`*tW`LFKVH|R>58^wBE!u(Smrt&YT`fp45mnQ#t zvNpKYR(}ujZdbr=_x!KA>MFstNWXuN>d4e-pPMWCGWBzt+gX{a^?$@0BQ$NSjeY*P zi;MX32ma7M^byp*JH)ob+S^Ron>zTP|5W~)ZN7P||1o366tFwr9wmQp^>1`>^UXJD z8ryEWZGm|v+Fx7wd;Rm}*Rn0a_P@01AA1z-+b<{Wxuw9Ie1@#`e*E#rx_1RRA0TUX z%*(?1zj<@#7h7(%mC82u;b?QA{~7+q8(K$QyGk8Pour1pHupW)N zM?LlKeV(R`y}s$wre*rKwBN%*4I7tCwiF#YbdbEg zrSV6}y6A=*Y^Z5sEmrNLHjF>y?cHYeKW^N3O&{(5&b#iiHaTlX@lS1&?TXDd-7J=+ zivPHAV^#l9Zf(=^(57dm__E)Ee1Jd38_>aCA1byg;1ecH403BJdYyHa@e*3>3xc+r z?AgqjGe`C4y6gHC7)PN)lVy+4%GWsl`f}6Xto+eFS%&Q&>*kPukDfhM@21a~rZzOn zkH1f)O`#l(h#9(@b|!Czk&FV$26))HcL^KJ#3*+sPmO?vHJM`Et|0 zB>6-CFh93G(E2}&lL*g|H7xQxO4j5d5A4NFojOHz_}S;4i}u%Z;%`m=V1L2p?h@tN zqV=D~F4%ac{~g!0zUS2Lr|SAA>JjU%;E#2Ms`8_6-g3*(=S%(fyPj(`ZL`139uEe( zIMGz6hi)+3wg2FJK=c4|va$$2ogW2T3^)lJ9(H*O`*m}ZbIL1!OGn2n#BsK>&2ccl zbUaG@XHK6P^_O}Kx65%|Vt&B?h$D_@po6}b`G4^K2gL&qJW$+l!wpi8cN8xTd0F;p zQ+`?gIdf(gPe1c?aoa7oiG6c(F?jG`X=l^2^6$LM&XK1d*O8xY-MR%_i|unsxj&u! zX)*fk(Z%S|qYJDZVa$2ri6@I&WzA#AkRb{qf28rwyYCe5jDDxUz8~PD-x*zCedKkS zhg1HThkCitk8#h^qAlIXAM1XD20dEzzqx-JTZPXg+1GyZ$tQFVYWUFM+Senks``KZ z_1B951MXIN!o|3ayeqxLDa(IR>p#Afy+S2};m48X|XT4$!_Wd7h$lv_tH@c5rrT^vfBHX9Xr7HiwoXM`!2QP_St72Yfn!9HcSTn*YxBieD(hBnM{SD;*?|+}D^2d6r z*FUVGqFunY`!V#-=Im&b2gW>uKgJE+pOg9;FSfnuOr!oY{(*YVQR-C62mPOl_%fFH zHofOwd#Zd)ZmIr_3;KpSohmjr+Mn6fN&dRezLM>;4;waA^^a>ThaG-cCjYAb&+LAiV<3I3BSgF1 z@o!E4eS7fwuW?-cSMmQL@=tY`I7@$nkHl+e>evR z_!Y9xmC|VBf2HhWL7t%HANEMf{qL)?Iwcc5pa_K<&dJD}Jho?@D_fsp?ML{kzEBqCmUZ3oZ|@cA z{X*4`5J%%%zmVP|299`fsZS;TGp5TqnUcIAcZ>_1r^02w1{~HA;KF{j5FY}3hy}hhUJoVI*mR6{<;lqck zJ;OYC_wRr2R80B=XH8kZX-rtu`qw%1GSolM-_}Xn>Dkb`WIYXKR+~)fR`pDD0)0N# zaiGs1emJps@4femdGqH5JoF~WL|w`!>Hn$SPgD87A@ZFf>+PdtjeO=Tob&bZzKCmZ z$cOPp9<2TCv(Mg|w+9~_Xt+}Q!`i@x8*ZR9=m&L8D73$}@?To*-^<_1X>wT7{MTR4 z#)a|Y>>M)2w8iQFhQBdf+uxD@IcXeUmPeh)Ho5n*O8}8`ApZGFn;08Fl6ETpT2#s)-+B$v0KyecTwvf@?Tc^hrSYL_j~o~*&u)1 z6@a|n8u_Nm;nGVl(XjU4rTX9FAA6{tJgjZ2+Wx^>A8Zh$nbzgy4EAS}GNTK^^^UqSZA&Df7U|7o!)XFLA|G&+TZrN2G&mQ zvuzXQ3qHHbdP*%=1tip5!U z{?tFjFY{lL?Vs{j_ebo1Ama{Fx0vhVzSAnJtSbG)iaOVS;f3c-P7C1=8}j$R|AX8S z?;!iU(+cXy_1DW;SN3(%ezxC!2d%rxIu83Zpr179lLGr$lVzXImw&3v=T=(TYz8~i z{p0n&izVvbIJe~b!}dGupncsoa@UjnJ>u`S>n_CyV{Ly+ zOh~7O0J?xK}v%|Uv+HD*34|R-tFO)as4|@-3ju`Q#+&4Z(&zM2} zc%uMk|2Y0~{6nArhu{CMSZ(zVI)A(CuDdnyz z_Cp|7{9%5BbWb?$1P#M}z4qE`qo4arIQPLga3|qjlIR5ND1_DS6?giK>3VLSw11O! zhW-=fzu*FEd%&H0?s=gMU+Ufo_Obv!M(#r+KWNWP6Z<C=#gq%Clyf5HjfbdCQt*&Bciakd6<@P{6vKY#2o>x;o3FziKC@kczY z?_YM=WqM8rHb415M?aDE@>!yjS6|&X!nfGs@0z!P10PhrNCV|#{Xc;;1cpD8UC*Cfw<&XHwLjTAg@3cVw@YVzFulx0Omj9j6qhtC1@cZBESt;(DK_-|h>O4l}QLX2h50OS#XA_`m$+s$vg*uKc;qfOARY&o&2LMg3oL$t5ax)<0y3vxB_D z2HgXU@zDO;%HQJr`0bza|1s+y^H9hab5ZWwVcia61nL~^0%z+Mrhg}$2pwssIs*An zN3O#;8Le|^2ckQaKV*&beaCg_V(ZSr2kWR@zoU$O|BF6q_uXx+9b=5v-;db;E{go8 ziEdGUum{dEd;RnJk2|N37v!O|rSXU7I9`7B6~(W(;>t?DqTEk|+`0t0q5p&2z@I#+ z)0kI-2mh|R@~TA|e-@?u8-?@p+9p}w;-dUEen^|V_>!jl_3V@6)y^8SUFPG@#g|+x zB{+UwP$~0(-M4JI;lwY~1+!(o1p{NpL&KK6I7*tMm_a=>LeT;;*n$ z`89pOV%+NfFVYDud3gN?zODSJizp-XV~U(2x z`^Oni$OLl3-0|NhK`tFja!K}Q@7`wTQM>ZtK)jelHkmoW`;#C`|c z2gX_KJF$IYUlsQ{Sf6%&=?gu(jq}D>ublYdhZ<+(TW=K?Un2X^Y7?8?jq~QO%UTD= zYT#hQ;w;MZvgXFN7|SK)@7M3T$Pag`@XihIA|sy{OFvB+c8zD=+ZCtD`U&Mc;>|ZT z4bbBa0>E{yp?S0R-e1l;lP_JoE5)+nJUwKKyBy2O{19-YH)znHO8%H1%#gh)oi_@< zuHCvuxx(JVn@7*eAK%!3ERY^-JVBXXfo;be^+;PVrFSxw@Eed~2Z|TUNyeLn)ORD~HUXktPPwT9s_xrTJ6aB)Q zkig+BpsMyy{ZkzgI=tJ){txFR5I3Hs68Yo4>&`n%9q+ea@rlgM+5SG0GYx+YXE;&E zkj`dIeQBDE>W4Ax*7Vdr_KMUhOEu4W|QEU^) zQR&_Iv)y*vs{F7%fwN+}h%JS^5PK(6$}BR$SrCr3XF+bI_W!~QFY5b;xX;G@ufB3V zq^;wRmp{ux7yMcOpyRpdH^aLxkxp>Ed&_-CY5x~!o2(xHu$K&d89DN;hWhV)L2s>h ztWk2lgFP3|pY^|u*pf)+Ws#e%(^CgU|4cWG{|hhL9fIv-|EEg+?0-}SQdX9SZn^yA zzpV7H%)h6+r;D{coJoc}a94k<&Lv{ruXb?+|kZh{_v&`XSe z_RbjgOShJJg5CGUJ!shXuf2|a7}J?~5+CoEVqD##6V}5T^&k9U+o*l{Gn9YS6D>2^ zYp#FYWSwJMY2!Fk&hlgJk#gxI=WW^kaMl?89%Q|p$P)AR->m%`4R?_B6`b2G*MDpL zbv}gkc9E;MKRc|pnxtuKHMrkE{!cyqROJ6wXx~rboQLEG>#?8%e|u+;`|zl1_g5;v zAAjTOy1w&Rw%n7w&Z9HfV?)|nMx-m{&@jp)eW2w>#&`GwF3StX{*VUnCM&ZC%Jk%= z@k82#HREq~yV=#yahyd!8(@1m^UNO6k9!{^{=oaJ{X6p!~SY zLO5K|QMVE%L=34aCQM5^^6t{EY_w zy?ULcw3l5T_Qpe=A%BixFUx&wq{BLC*8V^P`Iq@?88qD=xBZjtl_wLHUzNt-P3$GbQv zEA}^=)&HjY77E(*@T~s9pY`8I;`2RBwdVv^?tk>GsPq-D%l(2g&y@R0!WZ`)Syu9Y z>M65DFsE4({Dy(rwa^>rrMS>P*zL=~ zzFbD*AM#RFel3HRt5N^h|1GTjYdOQ%>Gek{lSAD4R*W1mzQ(KDBp)NcjlTr=sU<+B#eE% zWh_Q@T)Iti=J2v~IoiRyRlb zGQxpJ9wvP{DV7oX;bn+4{kzUAKjK#TVV59|=MNcr`Rke6AY-gM?7sVM`sUJZyX~$n z))sb?{{2lk_w~dRPsF@|C+Pnr>l&w@ep=*@`vOa%{+G4>-GBcBT2{>2el2?xc$WZs z71SrVYfJcL*>B*Q0c2g)f4l<(Ssf|wS+Op?{1?{#K9D!UL(#M<$Vcb(Iw?E!* zyF-5K1GMD#qO3h44)kC181(YXHnjgTe@z!@%U_wlrVaQKX#Y#2{$ZO#E@+o{`_cNa z)c@(7Lc#el!P? zy1sq;ip?bZlNI{+4|yvd^$a;KO8a9Q@_gy1{P&PP68-Oka{jj5{@Et+UK7(Q^N(#> z&LPqkr~d!*kbkNy@cTXBYjSI+`wisJ{wK;!-p$wdNu<2?_NDbp@2t?55_`1+6ONP2DI|GKPaUn6yo-%Tp>=iR~eWKWA};r&ZHTWxQK z;{Iq``Ewucyz|bLIJy0UGj)*be)3k0mfPuWx%^lw#ya1G339)v~B7Cmp1>*}u#E5npcjKNUL(Z4Ppx{@U?0)4T=Ov*FDhJg$_-%~V_6=GO_kO`)u86os3qSSR(y?)o>9x*(rkpv` z^=pwO+QK}!$Bn&F)MJE;A9oBe|H9re*NS=X;Feo%)wrNX->7q2DG%1UG1f92oc(?N z`R9wvFT0|+;_@r>Jpz>FBe~mhVz(1x8u(ocU;Znu#F_h+fEU|Y^VUv(^UvgF<;QOx zq72Xr*zJb1@&m4a5*KeO;CKC$R>B?Rt-iASvA+~~hVny)P#(S~K>W4WUZ?$7YyA0k z8sv(*OuqhcM+4&={&3&mu)_|G^2fV4lm&E@dB*v@B~kyTOUq9Ga3`^2$G_p54husc`VX~O}DD(49+|F z_K!N%I+pf_y)W{|+f1lutTSL8%G%V@>wnuSf9e+Ay|OrM>;LWUX^WKI-WX81iu^wc z`ZZyK`&D`Q@%|TNgtH02vHu%A`kf%-H2z@!k+yYN{u;*ERjU8gkJ(sO z=1*PVS@Iq|q)j4^sw-%dU+B1wJfe?m*8VlVl=sXtdc^vNED;~`KIoFQ>G_47g@@dp z$lCuzdBck159Frz`GoH#vOmZCkUxG47-{0XsO4A6_XEmLc`i!*gYS~EKd!mv8ZA%f z&Ie`kN4ar!3G(;nH~E`C`yX(iw5@PAqK)N0>+G{MJ-kc9`e*qc75g7@-E+^q#CG^d z+dtO4%JPqAfF)mece+adR+c$G?HEhn?6Qm}@*H#x@?2K(XZhR0-{i82t`C;$A7=@8 zXJD?pUHbIX&!{|cZ^O!&+CS=VV}LXc zw4etzXSTEvmiFcKgL65JD{@2_=WL|Ui#nwA=)ZuoH1(Y?4F|Z!Z_YpIcCy=%-X7s@ z7TO2;;V$x9!{Gnnhaaol0k?B9^NY(bzg+7bu+9f{4*8j{>oS1x4{JX7y$gnMUJY{r z@Vo#1`vSa0*Ppr10o=H;V+<$f7g6W-*RFW?y>}&UDnEW_g=yb<+bx!lP=3PUB2E0> zDPbKtU=1tDf2^F-Cl2o0qvSkfN&ctE8Ec!{w6pi)MgFbvhwZ^MVT)p3@xhoedUuv^ z%qcN%(zBvLZurd#?Dfo@Gq=DVBg?OL`x2;s$in_o`8B+h^sgEJbWXG_U%XSNEi``b z-WO>6XF^|wbU%`@n)QF%ZFguMaPP+6pG^9<<(7ZfG_Y2{-vdEj*!~xVzt?}=>nrJ> zl@WE9_$y5N2lNMRYyTQYb>PRXf4-->yUgn`p9f#afAC;Cg8_Ns-WvKgtmmQraR(f9 z&C1Vvsd`REbwTR*jZnucuc&ow@v&b&Ti&gLjowbrLIZx^{r77a+;8M%H#a@{r3-48EKqS`^Via$SuA-Drui{&N*5}+}FUq2l?^$II!0N*oYBtC>_ov zplwk9aAxH1Y#XwFit&f<^qhLysS-Eo-!OSkn|;}YiQ^+L>OXnYW&5*m>*Ys&?6>yt z-uCj6M_WGyf4)1fZE~*VXXIONYTJhnkw5Pep-ubt&-i+OD*V<6)>cp!eIo_$%!c-N z_~HK&c#E71*-OXV^gdd+>lE7GJMWH;vUpSOS0N89H{C@o|Bo^LGcSJpQy9t{^33-4 zJl18U?D)f5OlEV;*RvM-dmAFJqr=+~_dj6cIocN1@mecC?o;5tA>R0#BjX(SVjcVG`{^7!Z1 z(sO?_*cH6MjCw6sW{-#QMavW0hLx4F_3at!LI?w=F2-X?!{$(_ZAJMB9mYPqY0tS+ zYyAEBcG%}Q?*u;g+;dN;OSIE=`rawvAIo~X)p7d0f|o;GuW?8o8VDbzReW%oQ(@~2zuV4zp2Rf*F$iqW84jGt^CvxJKqj@TfJe;7x7`=;qB}*=M`znwd3k+bOQ6#E^3c6ETZ zt^L(+?QE>Pae+KPDZkZ(G$Gqh|5)^n}LT)c^dL@?Vtt z@7ve*N6_aUa>$`77wSLc_4Zqki`k339|kz~j?nfo=b{XU${8uhW$s*zt7gyHZ`fCt zANHTE(U<1qBLBk=x4vT4U#=qWH=iV9_(|Hf}F<{6}Rm`t5fL+;Jj3UHq1k^}SYJUw*ztN?OddDF>GSgs|QY{&&bZM_+#Sw-}Qk zf6O14R)^JAv$TTze}lKdRX5ueeJ;g0m1_BS=+Gh3_2|*FXpKMWAHOAWg}js2e!1l{ z`yFqbV1J);OsqNZ4JXZq?lZ{yC35GI`GU)Si{)RO`ZpPeK4%%|Uo-xE@9Cx+Z_4D4 z_q6p4ZKxl}0q@pbB74#LdxdBxqW^gJhjk9So$U|5jmY1A@Up~MtM8aeeCR)P3pNk- zkN8do=%MpC)9TkQA%C2cW_s9rY}Wo3g}>K-9E$$_W$OaBlP#BeEY}xugT5EUdSJ7z~`Ue zJLZYw-!bxAOjD=IyRwe|4=um1clufXOQZkC9kml>t;EY8{+)N;Mc=bWo*;j`8^!(? zc<)#Jk}+D(CX4<(>F#sEZm0aQrjLDoFMp)9m&}bm_}~NUGlKs2>vw%vD->RmHt7B? z`)hb>tTp-LyoJ3nXEu|`w9)?1atSZW+`CIt{+=)Wt?`FFg?%J1|4#DW^eCOnpgh+8 z(XYVP;anB+!ykSx?>YHBCGbM~2OV*=+pGAm^2=Z9S|j3>UzG!o}2Um$Fx;GvEIdogB&nU!N%qvV6gAh6?n9xU{^_5 zKqoNJq;v&_bOo3CRhcJfT$Ud+KF*KBA8i_Yw0MI9Z$7g9Sza6Y-dArUmvg-j+6|`-eaA`d^gt|4{wMJ`u)M-7jAZ z{huxU&%2}F(X&=M-b1$9?i%%Pw!Dcja^zd`#+j_W%Gkan+TWt^x3>G!Z~twrf1F8q zOU6@uvjuYJUlaK+Zu!w>-g!srSl+q<&(vrBIQ?H+%a8K>Q2kG3F}-a||Npu4$yi^< ze6%(Gs+*A8JCGaJahi`m_#GXji8`|3HfaGrhX+CPh;e~VK7*4kg}2Noj#@#Dv7dqKNtt^fH# z&K*sdI8n|UzEONW#r89n1b<5-^i{6^!&?F4ByX*?za_z+c6(T9cec72>cL!BIQ&>+ zNBh(|m31SlTk9vdE{=Qwj=IF3)`ixC*}9;!y*`Jh9gp-Sj_R_cA9X&&srlFPul28P ze|7&O{c7F+*5i+kul4w=^E|N;%r>s=kJ|qF-?l%Up)TH%t?rF>5Xu1>&WEBs9_EmQ zM_2X^VPjiZT%}_e?F)Xhfx=I3L7md$nA=b7t>bbgL`ImSh`$B;sYD-!> zfgO=-_!2$i!j<&q%e`{i9hx5Tu;Za$8m3KO^RMMkoe;OyzcAl5I~DB+`cb#Py8o&B zU-l2B{(|F6J^s|=Z*70n_SetM{><$2azN~LXR?QLGQoCMTPgL0YDdDp4mOmH7k17p z+V_G_bg(h(K9lX)!ggnTvpLkBCm+}$x&~kKHyH<61(_we0#19SmcPn{dR6OR-Tu&@ zXg^i=KXw0Gk3Tw2>zUPh{H^Ve+Ww+#rEADCPWW|?pOXDqHq|wp8S6$tkd_N?u44QP zYZcM&Y;3^PW(qL#r~N91H7;p&JjJ*wwmEIB5Z}u$zCmB}4>m}siy*5^rnUT4SE+B* zNrp37)%s`cx^91U|5NwB))wmVN99nDzsaVp?T_02Q@ddq+Mm&Gr(qre-jk5g&QTl3 z*1l;ADNe@x>|LWk=V9yv=pvq<>mtlF%?<0up$}Dj&0qS{TK-;F;K!WL>zb{t<}m6V zUBs*P&y7oU`>Xq((AU=eFWN;t{%}0jJ{J8$J^t3?Z*70*oHlD4OUeGo55mA!mtR{- zW_knK&dl0+cxLy6eqMivA^ffg+c;g_dx&@VrR|4x`>fo8pD%p^Ve?&DfYtnQ2Bwxj z_G4=OOSU#;QMW&|4V%xh-=SOgKafjUD??ve_rHzfZax0g<8N($)bK8d#{4l=g zyx#50V63V6*Ya1rFgrxs6LpLF6xIT`C!w|*X=?q8YejYYtNWk2|CO<+9)Ifb7h^|l zf7JGu+Oa=v`!g-5C)=EsyLX9=Ygg#!Fc%575PusMc>Nt%o`Hu9U}J$+ZLM$@NM$2% zxI$~TI>KhpM?R9it+5B%5D)W)ntv_-TK}wF)a?)bhV>nF|08Q3b^mK)OFjP7<8N($ z)b`i^nEeU6oi=%Hrlb`drKl@F#D{Xxg9;@oC$`1%1uGmVd2()*gM^u=BZf`>Xq(y8mUnsK=jr{H^T| z*j6$w=$UMc8>xS&?XMt9n z#LD_+B~Fnwn#C<)>h>3fOL3W;7>ce6t_e>#Y>eCllBJmi8Y48Im6!gj`9oX{0&0|D8IncG0%gjI#R2EnWE#+;RSL+|;Va>5ocugRg z$g@CWga)+o(tox5Yx&phzoCINwxKd4i;@M(lojIDrlfrR+60^k7UIj| zBhUb-<*y>i+SA&;Y3AuOi9hl7!j>oCp@;%i<%@0I21!BFW^EgxUn0 z2o~bY;v>)isO7IB$>frR+60^k7UIj|BhUb-<*y>i+SA&;Y3AuOi9h zl7!j>oCp@;%i<%@0Qdp&&(bPogy+wMrZuusEDa|5e8$s2n+O|FasbO<;Ysgyuwf;c@b^ELPpQ=u_6i##$qC#M;A?yCv1XlMyb^lY*bXo(YX7#_- z|DLTnTbAWh{)BnX-k1%x=wNq}jJZ3Ppe zwHiI7D^61mb^X`!Z>}A!U~2tS;neM~wa!J9#Pp=@e@qk&|LgwO6r@2g2571`K(p;N zB?<^}nv($26x#}>=KueL{4?FCP?H=KLIl!FKKg72oXq^#L+bb z(R54b5Oi4QC2bB0Ap+@=IJ$-)nr;alf)4Avq|HGgL?B%fN7oQU(=DMx&|#gIv^gk* z2&7Bm=o*4(x+Qc7I;``OHV1_efpke6T|*E}w}cKshjm`k=AaNFkS>X%YY3w0me3*S zu+B@`927zX(j{?p4M8;B5;_DO)_F;rgF=Wvx+IRSA&911LWiKkIxlH+PzVu7m&DOE z1krR$=n!;R=Ot|p3LygNk~q4CAewFo9fA()yrj)RAw(cu5=Yk%MAI#yL(pNJm$W%3 zgb1Wd;^-QJXu2hI2s*6uk~Rm05P@__99=^YO}B&&L5Fo-(&nHLB9JbLqiYDF>6XwT z=&;U9+8h)@1kxpObPYi?-4Z$k9oBhCn}b4#K)NK3t|5q~TSAAR!#Xc%b5IBoNSDOX zH3ZRgOXv`ESmz~e4hkUx>5@3Qh9H`52_1qC>%64RK_NsST@pvv5Jb~0p+nGNotLyZ zD1->4OXBDnf@r!WbO<`E^O80Pg%E*sNgQ265KXs)4nc=?Uee~E5F(H+iKA->qUn~< zA?UEqOWGV1LgGX?J#-nd!ZniSgpHUoB!#1o9=a8L2{MxAgpHUoB!#1o9=c>!;TlPE z!bVIPlETqP58VpB1Q|(l!bVIPlETqP4_z{=aE+unVI!stN#W?Dhi(O5f{dg&VI!st zN#W?Dhc1~_xJJ^Pun|*+q;T}nL$`u2K}OP?un|*+q;T}nLzm1dTq9{t*oY}ZQaJkP zpK0kdZVeY{ZlyDI9(D&?U19 z*GQTZHe$+<6plW6=vMG0$Vi$KHe$+<6plW6=#p85Yb4DH8!=@_3P&G3bSwB0WF*ZA z8!=@_3P&G3bjhs3HIn9pjhHedg`V;pn4>ZUtY0jHEeXBc=>V;pn4> zE}2!hM$(+H5mSbwaP-kbw}LN0)g*+%b$;iqj$c7QLg$jol8&JY3gCzr*Lg`ykcAnd zORC(BSoOq^BO(m0^E)qz39>LlbV-%F5v!gUazuo|b$;h1F+mn)h%TveH)7QjLym|r zxX$mqBqqqh4ACW3?nbP7V#pB@2G{wWm&62Fm?65P%H4=nPYgLC!r(f;^OBe#3o}HQ zRJj|m>WLvoL>OG>cU}?`WMPKrk}7v2Ry{G~hzNu0{LV{af-KAsT~g(4#HuHT91&q~ zo!@y$Opt{cqD!jWjac=>kRu`tuJb!Di3zeWLv%@%yAi9N7;;2}!F7J;B{4x3W{57S zayMet6GM)OFu2a|yd);b!VJ+RRqjTtdSb{C5eC=!otMM}S(qWZq{`ihRZk2#BEsN0 zzw?rqAPX}@msGhMvFeE-M?@H0=XYKb6J%kA=#naTBUU{z-^43VuCEp5M5H` zZp5l5h8z)LaGl?INlcK18KO(7+>KcE#E>H*46gG#FNq1VFhg`nmAetEo)~gOgu!)w z=Or;g7G{Vpsd6`B)e}RGh%mU$@4O@?$ifWKB~|W5ta@U|5fKL0`JI=<1X-9Nx}?h8 zh*eJvIU>T~I=}Ohm>>%?M3+>#8?ow%AxA_QT<3RQCDt&3E_%sZO+hH#JW_hkzjP-+ z$YTuk#894q3sqAPO4mgYZ_S@_spU^esD?-&hSd{8xdORRH3gw`T?Fyg`bW9c`bSBq zhDacW)e}Rx0=ZB%1)+3Z1o77TN4eDcM@guLNFavQ6GOQIxllC)p>$mY@z(lBxzzec zNvMWMAcoZwL%9OEP&EaibX^4T{;%s_R_Yjto?I9eAyVp97L`|thy*1tgBdyoqK9Nn zT~gNkO+=JK6c_~*0l6nb$3XPt#1$b@k}uszN`eT;JsCO%q9-S=2$7O}=|)l#L_qGz z&@m7_IdMgZl;le{l9C_-a!-bif#}JJD?+3sU%HW$1QC#XGIR_?PflDBA|?6Kjie-q zfZUUzV<38R;))O{$(L>%VF%UgDaYcxf zLx{;Iw5s-T_bPPmKPFxWpCHc~gq$G%d+>@bWAbN7* ziV!Kumu@5_K?LNU3>^c}lM`2jNJ+kQBPj_YAopbG7>J&nxFSSK@}(O|Ne}_KCqu_T z^yI`9AySer-AGD;2*^DdItHRAC$0#Ql6>h#QW8W!?#a+G5Is3@MTnH-OE;2|AOdnv zhK_;g$%&hUj5?2#!5T8vB%ugSX{k^CB}gQS9>e7n8LZ|XWz{xMlBN3OUxGBIV7Q#Z z!=`@zc`Ukd?=AlL$3GThJ{S`Um#6W@@DW9q=f88$FT#tXZ>)^Upi4*mm3PiuKl8uQ=eqg9_Bog5vwYFFB7r_IPpBQAZXVY_LJG z!;U)?=bU|ZF>^-aeCw;PzACP|@(R^Oq

02NnYc49N2oLg$=wPI3Hk#}!?=99J9% z_qgMWdA~tIWTtYSgpr<2Hc%cj(-B?)x5anAM(=6#gWn`H~!nkQoq|3r=EIh@!4me37g2& zc^xcJ3>h+{IO@nFi;Xt2_}x!Et@vy*;^*Ij?-vxe-+o7N;DHCIUhKKop2g*tT~>Vk z)i*hzgg*M{qvGU~{#|Uf)m8=i^ka`Xws_->Hw4qjpOF{0{EXk|I$qHmJxcCFOM*Z8 z-iAC5gJs*7MIjSDbOinOaxdZnwRR2j>^_=FiP& zQ-HA&q}u1`qBnXpiVwA={Km(}s^;847owp2*I$2qap3+Um-W{#_T0!$H>Ie)6f7Qm@Ig%* z@nL`9bLf~(@))*EL;jdI;QQ*UFN+qJ-%5YT`yJB9`t-a%@ujbtKe1)EOs!$ZptbT} zdTAe%O~|J&1Iv5Iop(f*y?XVEvIO4Kd;g>V85HBtjD@9sQ*}Npns>Gb}GLA-o_U2obvgU0`q^$cKPL3h;`gK*0JU8+i(9{>?QMl z%71z4gXF7Amo70MMx9Eez7#CcS+D{f>8L!d(32!hY2NB>q^ zZ5_)`eWq;gyz{P@#=GymSFF5Jk{e|RIiDnLfq6y*O0i_LnuWH% z$ShDYj|pDwGr9%Eb=O`S>$Tke-+%A@h4Q~v;!|(XjwuJM0loMB`x*0n_Sr}Ap!e;6 z-F4S3zWDOXC=Sehm=0W|#qiyCySYr3I!lxRn+D3%8a7}S$Ai2-Bhr9jTc=5}%G3zI z{njWgC&y|~`}Dm3rkifoHik7e`^qT>uygLe|Nba{TW@S1>+V6=CV>Ig%rIA?%zgih zImOps=ku(~FS|U_`u-pF`nA}JRbM%`8V>wDy$5-}r!l`_Tc=5}%G4UJi0nb=Gfgfn zT3*Tp`n>VR8;M-LrU)zg%%sBycRo1KrPLS3|FOp&i!vTNc3dim_%LT?U3vMhvg)eE z^l8&0E$Y?x`B=YX+uc$6`~`7cB}R$m0VL%%;mf|}G`v&cD55udO35{YgN!)37Bvs~ zPW{c3ihu_s<=Rj_YxnpMB0J6#V2w*T4hSZnt!> zmXp53Kf+?v=!vLy?JN!SefVIv+n8$bJ@(kW_}9OVD2_Pda9I=DHPpZ1koU%K(fC{Z z#(br8iKAQLMlUwp}!%l|w#5v&-)Ig03w9v`9A)DovWZXWWZ||C z>QwC5QKR1W2^FK|Y!PILy^3d_eMWJxgS&S>RpFa#vS~(dft)|q=}{k8kC{7nj;;d##hf{FihcIkTlr%hm)`-hmWzDtv(LW8{Q2`0{MK7< z6{|`=1o$)Bj!Z)Dyz`Exd-6#q7xU)L75aJN&M)T8g*#8|PtY}&X2Rt(d5AfKo0nfP zkvMvM1dUSyxFF-uHB=sQ%&rwP2J*kSt} ziVr{hQ04#9OE1RuH+JlpCV9*An1_6nB`1H(O}5!)>$q3v<<=Vi_A+lle?c9CJ0ChH z`uCk%x5C~PWYI<-!6M!(uOfdy!eufRsN9c7hlNSNxlm&yhzjEc;mkn zpUXK^eB;KAi|aoZU3`f^jF;JyEye$>`hU`|4_7$sO4#hkpS7uG`9jLX(FH6)E#&_% zS@|bU3+I2~g%@g>Hd47v(M*jSFLGJ?w_^Xc6c=B7QOszUW7%igxcI%SvBz-{eWs3! zASYkCmV^&YpEfO9HyNXLyHULK(o2%3mf}}3&a-cY{4u|R{4ti3N9yx;k+FBK=z!!& z#^n{lym;{7$BcQ55rfXtO#VK{K7kV4r9^K|!Sn+*LrNfoxwpYIB7%SzFM5b+a6tiC z@$dDauO}K8eadH(i)WsGrnuwIJ7ugKD*eCNCPuuV7(ae|aqYF&#B{KxHGaZ4J1>(` zEMUvPzP=+UER%C-mw?HTiO#Cct8Is1aZ93{Ls@4~b_Md!{3Dg4@N zuhSSfR{%QfwW{y~@m$e;>L~VRG46v7e=}#!i1h@|!*c!u@Evy8LDR&)dt`qQFs#FQ z{-DposZE`q(4TFehIS2nk&9 z4>{xzjZca!emF0)&)&Ayeyg0r(y|2NVZ+|gJgl|WnwrKt@7P)b&UNaU3??f1!afk> zf_3AnFOn*9;pGR}vTpy^UJDt9K3eBMw*MH*7YntZ*h|hdP&erQBd)irRAV%RVpM@* zUWGU~_u}P`^20s{4&yU$-0OVry?0%r3yP^s&a{IWud(2Ghu&SdyVy(ZQ+kI zEjV+%TaY!*(edjpXWCGAXcJz<4?Z|h;c@OQNSrqX?PS@TB{BGS?b=P@I0qRKWDpaL z9%7ofIbG7id_CzuN#b;?G`=8+xPUtGw1$qbbx4-?J(S^3oG;tnqhMbMy$GF^k!?|J7!X5S2 zNF`-y{rQx1&aNmvne>U+a<&e_H5N@<_;>BvRc$?p4DFZY$NmlNI_3j?1m+j(1iO&s zUrENdks~cHq%FHB{{s)mUZ0k^MQw!Vo_|jI-jI87o_gvjvEc@&9XCnt2H@-I&dFe1 zm}NEB|5x(xk5m>+wVr&QTK##Hh%SQ}HrM};QN%+kgC(xX=c&~nqF~(w_3)bf!QGu@|SRa31_SRAFScmf;xI(XiTS?B%@aqw5Ak0d+f2rz%VxZbz{)vDOq^yt+p&M z<`PSqGtWFz)4TD;8xU1LoJ|6c=bn3B!im4G=}22d9piiY$)`eI(s>xbnKu0R7&h1c zH@y8P6+;Xs{+?R>Bq<@vV1(Zd_FWzLCCc ztn5LAbG$AJ)<&WK7^fXr6Tc>$Ejj&+GbC)-H%GpuZ58eHq?1lkIr{Z>@&|o6J?6L> zqD;^5VTT{Cc|`dMV_N&|x3A^_Ycu!~*W^1~;zJgQABfDA|NHH?pQerYNSk|QI9Eqr z=BDrxI_6KC;NE*1J@gFxKVMZoZ8)^lAj4Di2BN4hRGj9gr%rCB$Yb(5^eD1 zQ6jnwW*9Ek@KEQk$oeZ>v@;v4NoC1^>x2mth2|BZeO2Uir_$n%K>YG38ThKJu2OpF zILXYF`M}LS! z#hE?O=eLA4HRGNoCZHtss)M~q=kF#xwcoh$||c$+qFF{z_E|Hs=#{n>?vy@ z^YyMP>I68MH+N9DU5u#eMhPr|VpC5hc`1uU=;bIkYP}ZPBS1Hf&h-H&nvh4+Q@oQvb_Z z|El=oE*#`EYSdebMj7$pyfNTdv-Tg#&oxNuq;EGSR{Q^y>>EK>R{z!N1;*&%!-o~8 zcJHp~uC?Y`YTF>~k3RZP_FYC6|CRI4{=-{9T8DB51|Rm$5yttRtcMVG6DLei9Pr{BH*t}qW%HFh` zDbTN>tj)`hHB#(ZKz2AI`T6Hlqx_$F#@5+>C2OFA2R~X2lR7(1Y$wp7|M}+YZ{~eC} zHChG-L;wzE=Xlx`Z-(`f$VzC~XWno_n7_Gr=3St7*r5X>-;{nOeu5PNa*q@7vF8dp z{CWP2!ae=>9^m0Q@kwq#K9M|u;0@saV(mGe4mfGB5fe@Z%zN0kS6ES zOuT}x0p|gMg9pU~9QTNip1|IPW4w~5fy4t6e_aa}I~y+doj`eKSVw>?f4lbD@lG(# z%Xk}f;>3x{80+4IW1dBM!!|-1`1`AzQLt}8@vO}2lwSDaT@Zdu1Ml4+4X(Fq8px-l zLmH+F7wf28$NuJkp9{9aLiW zc|fZFj6?%VSO2Q`cb0o@DE}zA_hg^t{rVfQPu{Nho7|~MZ-~g=ipo zxyY+epG!3z%AfUbHcRvJgAZ(b#DmSp4}A#I;94Kqb?bIw)Spk}ttEUMb8ye?=%bD< zy2?4xRsU~QjgL9#7h=!GtT%d=c>C8(W&fI&U&%C2F=JWGEYLu*px_?qkRdN=8FepQ z(^_UD>glJ3v{UC zjpe-&(=%6?A5i|3$52L>Yy%E}fIl^ipLhoauz}dall=9UwXLRKh>J5JlmYBVyuE_G zA(n9@=Em8V%fFADjR7sr&tT4AdCD`6d_azVy`6baN&7g9R(=Ws@5dl7sXpD@3{n^3rOinMS?w;?f!v-3_nYCcAcc%$gqv#0uT z_A~p0ZrCuJ0=uL4l;&| zKb`|nN=>FAaqTDnChMcnhw0O2sGRckb|1&e-yidRkvsozjtvnbrSs_BchH8sRrUF) zB$`YX3>6n(G2uwq2#F|{j-yhqh4J5EvJl~PU1Gs&7>|$s=wYk`VBMgeUYBz+#6V80 zyFveXB*K9|;e-=Je$pmHj@bXg_t1j_P5zP&@1=tFOF0AaiM#^@n`f5XHJLAc{|I>> z3-ep1&oc&~XMU_NSdgD@m$YH;z`j{k?v>cReQTRYYs;;-(mr>Ate4Q1!u^ZYJ9H>u zcRwZP-R9{YF-s}uWaN$-bpdOE#NaJU<`1sf{#HMBZp_L*apH$4e$(jHsG$i z?L3a;2l@wISR43C&cg35;|<=G!<(%735z+>E;bD3?s0}ceThGPbQ2AIhVl65kDi=X zLy9v3{Le{Kh(5YZDY=I6_~;kUi!a(;&r{sHBm?8R@y#(SF;0XS2g2cEogHT!G2cf& zg#O@_a5n__tFM$jcJ%S`x8n{wN*y0%chn?|HTcotp5ZY^A06A`^)hB4F8(mbLK{b& z(l!PhA6*Oi|Az7S=#L)KJAisEjQioUD<7kLP4c^BoZQ`0$@9_q=x4 ze*1W)4>aF@_np2!igdTya;q2%^o$SvJV^8uy1Rm`NxrIgQWGBO@PmwyR^MxzyeGp% z86k2JfZ~h*|8vq5f{*LmIGa}f`doU6)^{ISW91iP2M_Fi87;kGmOVafAr+E8d97Q;D1hVa&}SHrkN)V%X*HxcBf$ThG==D+%aoF97>|#B@nHSoLb-vx?+ zRiXt2&m{r3!w%aQM@!%MI~f-dMxV)XF{YUqtFQO@=c&y9GiXr6bdh%jq5osYjEOMw zSSmP|ebT>AlDXVJV!p2Dewh*`Zg**)-?jLgoUuWkVE?`R%F8ZYqfIfKEIrVr8^O^N zlH&rt1S2YX97}l1@X9cO!OfkDG)V7I38Wc-4D7E(*4u~0OzAx^kvVYs{-(yW$hafU zczBNiP=C(+IN2Z3FO>h~mtWR*L%G(-xODZrNywMMmKU3688OZ<;Ji5F zz~w&6O*h>X^GH5)ah7qiyorgAXY|ky|3lt|=J$=f9i?*!!jNnHO6A9W48HSc@BJGk`m`he zb(HoohaY~J0fSJd$=!J93v~f+>&G`Z0u9Crym@W)$oAB(xJd5vbPU2d2L2 z8=5f@>&xvu$QHGg#$eo4Jc)uEoSU)UF0#Tqkl9yie~M!g8KDHq@QU!}n{TFh9z8nr z3xNg>?x>+Wm_x^}#2@d6gN8Opq(l63&)4?Xx9`>ZRsra6_A`FU%NTa*w1uXFb46#L zbGG_%f1q53moQhAbg;%8vf4nCryoO&bdG;ShD4jDT`Iq(9*G?=+%36;e^V7FI%iPVrGjCUifZf*RBy*-=1R~Tp*75lS%7Y4S*W3t!J z4>W_srbHg_hd#-FpUQoA^uLIw9}^{!h6xOA?o`N-^bVCkOt}?)jzr@za&U9UF$wX4 z{Bck0&*8lswCllgKg@qNF0P>EkK>}GjkT%RXC7u}jVxZy80Qet{twOWix={n5nWW) zn6rf#jd=_i88&pd@<-jEZ%PpYfhJ(7ppAkKXNd7NP21^TTWA8OEX^3tBZEKTlCMmr zm*~6eoc02mlWVioU`U}g8^xyLCkS{;VK-|QM6Ol~Q@*f~;v)GH< zOwP`}F6VUohu=Qn+A`9^o2vLsHYPLMR}8utdu!EhAHMfT!eyG5^iZ~y2Hbm;L-RE zi8#O#lz*8w!asyR&XS^RnE(Dx<}qu_ALcW^khMC%SCVy2gmLbm>YF-kYJqi_=k=bc zr?B$t-kPL?dxCgR2x+p8DIvJrL&F*&KFq5?dxE@4V;`xD;=Om@RUGEc_!N`SM($dU zw^0I89Y&$+ar7r#@&QLX1O1Q6Ox|yU%ikZsoimf0>~}9l{o^e*lz+0^HN=NIO(C_os-cNLp<^4B@4(BO>0z$k24bBlg^{1R1ZJQ-q^YKp3>bH z#{>5nQ7-+RJC_BdqIXsWcdy*1!^eG5=oCKX6xjWr%t4WlPvxBp*z53jmpNeh$6gnaY>CIhE(1QgHN(QU6RQrILKa(QU>b{iCgGRmUZC%oxAk&Q#4Mjh6&4u&ptt zhTVX@P@GZCzZCP{d+yPCK>gx8z)bmVJ$$5qi?JSfv?2eIhHnz_E#C$j5=MjrEF<}+ zthl^HV0gbQ*iY!^W(T=A5;;F??;zui+4863qQu8OcNAtMGM-%jfG+$_`Y7~CkTLsZ z+$CFE;1~~Ylztrd6aB}Wh{M!+S{PU0)55L8S z@4<&2RGDMmb>zR&n`4}>p}qKfOCv_SY4pN>{q@$5IYPbRPx}IaruBA%>w3E@KgJc^ zKMT5f>Zzv{AAj_5agFTRVjR&ohlT!2nZpgZXF$j!(rVFh9Pfd${Qm70%=1}(=7pKG zH|b1n6DLkoaI^B;S}kbh?6v&HU;fGOh{%2w`ES47_A39l-Y#XL-JZpB<SDr9^C~OUZA>4JY1e7+%v2(4SsB}uAkzr zpnWN$pauVJ<@X;K`jz-M(5Ga}Y)YhM!iuiB6hniH$p1BYdjfM^{KhHTs{O4mcab`1 z8^c@5fQ^zld1H=>_+}5z!*Ffb*FWc080Uu!dD-fC=bci{L!w`V^AC3Cz0ltPKpRK9 z=STi}7Iqo8Ka8hIUO{dm!__;ip2^MjAXx%&Lm}{cV2~O0&ryi3eywss`DvT?mc1&p z53E`8&YzDH{gS?yzuN7RPPE%8L`Eow31>!QIA+~JlDB6#OMdoQXJ`D;Hh=p&+tunehbPbj~9Djg#1`p%(i?VLgtp0Hq9(9NIkGsd75VpGS|H-P-E%9%l@r3}g z9F7qh5si>YoIFBA`6r?D6gDdz}`>eXN0&n1G((H)6NZ9<-S~I1C{t=exLgG z^$XZX2qO;C#e4DS|M79Zd;Itb5(*hrjJ#G07ML`i+`cE0-R`{UIuFef9->$zk=)6gRv$780<~# zt-SEU^Tp>=r|7yDY+m5n%Q_H#R|wxD4?m(Xz;QPiXFJAz@PXK!wnhRtemfi==3NJO z?i}gY6T98=y+HY)PgMI!fSKJcaI9ZZ+sx{cz+Ue zMttdaH*jWidF^*?z1`ya^>)1NjP#I(o!LPSP5$fsWqr%L`S}(Y(!$>X za%L3odgFJNFTy!Ig&TjK@#u9{uK*9{0aZAOKlMVv%02uOKn80={WH47%VMX*6pVjM zUjM52AN;XOSz`*bu=(2t@ zYj&KA!AA7L!tXnyF0gllk8j)IT#V5*FaIvP?5zB+l5^F}6W##XTHZ85TltT^0gku) z-c|k>>!!;1PvURo9`%;;<`wwkU6c4RF?E~s_wzgUh zKJ%;=!_KUkt@I?`8wiDjbL*|QsN8&HAs6Vv7^6#ZKTLX*vU;+X#uLFRHL3J0% zc~-M8&>zEoCK_wx;E!?YJ1H|hjQa!Sjp%2eeNMyp_cG>mQvaxP-~O;hkFsO`Lg$4- z+dI4ygS&S2n;_t}pg2nJM6~GHIY4+89{jN$%sfq)FhTMpIxBFjH&lKk)|5fv06wT- z{QGI>AG3)ZL1vr>1Fl&`-toEqN6)v5Joennos$W~Gvpp4-blim-kd|?cN0)2J4=6z z`H`huU4GaAkU!Q3n(^2C$iH27-9^*I?{0hIp0fWBetXNC^YLS1>f&EDe^1XS3UlR; zG~VNg&FcW5V^CfETQvUb{NWF(fA)K6o^kMp^mSZRT`k@57d+3O*;<$Je{kS~ddFt6 z{N_XU34KUX!N==489CoBb2ff_N3Ca%9vLxy8wc`7n?br?%llRg+dd0YHvYHXa;xIj zl=lR(uf*T$Uq;7(&uoC@AQy68Mqg}~Y0-5F+Qnd=ZXBI%etf+5m}QEs3UM*N4|JorbXAKl7n2xc^!G?jqB}lF3*2hBjMdN z>{a7Vi|yw~JxSf-Tme6vC#QTLdgLL3i?jH~rqJWOE6%0Ejsq>~lxvrm=R>b{5j}!l zVV>Dpe(xE6{Nb&CiuJLH>}LeA^R7s(5`mHS^L(5X`=EpxYS-Kd(n*NnD-@*OU}GkxI&7uvnb0MoPU5*Keg zB2COGspHUh(|gl@>|bYJC`+M367t@8DH%qIH0o<8GS+MSc-*~j&S+Mqx z`2)XmG95}x@w>Q)kM@UmW%)Y|fZgKaW3310sQ}0LgmW+(Y_Oq*0mB=6EaW8@UmDv# z_E*s-Vaxy>WElyOxs(-ze%Qyf=(^N$kPA7lBVRnPq^0Za?N?}spR-vI@1<7l{cv3v z`Zs<0bWKb5`=woXlyMOzHxbR=q_o|q`cSgSx?GLQ|WB(R? zJn9PkaW=Be9}7v>Ma)4iFV@D)<8g8w<2!#*HyL`Hwej07IVy`QtZTaR-)Z_JBPf zKJ+I_EA(BY&&TiLvb`d&Pdpy_{3iUFPS)ruXe;RmY(}qehm79niA_C0vYe2Eb3J7M zSAc+l&a=Ms9mq(xK<{#0Cim;xw{IWi2RWi2d-7>n_bPoD^LQ>0X~J&D{26bN84t6A z;lKRy%R-vQpT7mddcqq9_-MBi9^EkRpx@X+#w(oH;anZk!Tt{Q264zA{q@NwouvAQ z^k4md?0t9iUPbXf`J2SQ1kVvX=L?7xL_v@yD5!u4D7{xjdhfj>9f8oKqx3FadQS)~ zbV#9w5<(yi5Xk+_Gqca^-12_%NkEeD+xMLJ-PxJho!!~l*|~f7-uIzLy#IO+FZKUZ z*>j^TJ=-O`RE@@tNxnX_i;Cpa)qmj8htp0yP44-8N9(k<*c^fW50?KC;5`8dX`XMV zT&Acq!pPS@9n=n#mQj2lI_QAQ%9#JHeEg3lbo5N}p_Gdh`)vBZI!XT+BRrRi`#bqF zRc(Rehx;4s1Z)I*E!ZbAy4fGjG2?|8BLWp7txe<=-Ft~%-fl^+@2cm-xxU7u%a^zdwKA`%i zJm>Bo5rUWt`osI3@PS-h|Kj;a%y-pW8h^yt{w$Sp+uDLP$$6zN)Q7lB$2jq6B9-G^ zAdJ;%Gn;I@QRf+17LB?fE~g#T4ix3rwCQ{fwDhlflm6rX-{S{yJNk+LppPHKvv}v7 z#y3e9zm@;7(tR)$Gqu`luf5WIFdIib)CJR1lN1v7TBQITN7+r4+>n zqJs|fDIfbA&3&z|){T~P5wJh_#M(#1+<)J_J|1`v06vQ?`ZLGnu?jXR_K*Jx<1-*p z?{ORe>pLTJcl7`LVE1Qi|dO(Lo1XR>p*8 zy37bnb-hq`rk@;t)%9ZQrTR?u6WNZjE?{v(D{gC3IbuK z&fEebM}*1v)yT*HWk2@#uxfnkxrVy@&qNt`&o9mg!I#!i0(JOh+2~9AUEN{v&R9L(UuE9(}%s?4Iiw_fexpRij3amYB4w-dsPSTvNsX zHzWP0M5eLEIvhD7Os=n9KF)1FEBE*8nWR4Ci(=k+`yCtOi4)Wh*n)?sCc}09WY-n2ZpKW0pDr|s} zBf@0M@`35*Fy2Tb%#^jY)5sBFa?ZZ;v7d%(v*!O*vuBpZK1Y~bvv2>=gJzGghS|C( z|L3jiV&sVM7wl>$g~E^wI)2tkjg#BvK+CjFINm_8aih0ywOtQ%;jeiFhzZTEE3Q zqn8%IVWp;=CXo{HV2m`cw%>r47QkUGopPE)O2mUP()umd8NIXs4l6a~G>Mdm2V6FtXQX(FVk=Adq&gi8Da9F7+r%9wlJQyR*tL-=7r3G+UOQ)PBkrMG> zjI@4>bw)2OfWt~nIZYxZ;=vecUTwbtFD-z>S~}%4iIj*3W2E(4tTTFP0UTCp%4rfQ z5f8>l^J@DIcxeF~*3v1bNu)$P7$dFUVx7@T3*fL)Q%;jeiFhzZnpfLzz)K6@u$E3a zO(G@Y!5C@%7VC^&S^$TYnsS;%O2mUP(!AP!172DHhqZLdX%Z=I*8}QNsIIN{pPLoK9crZpj5M#d-+-4E zz+o+&a+*X+#Dg)?`YqNOy|e%hD>dabiIj*3W2AYt{RX_W01j*El+z?qA|8y9))w2M z3L@g#*9d`1P*b^{YgOOIG+A04f{3^xKWohN60}25)1rT>qp7i+Z$qszf{3_ce_3ay zm!KVjnil(`I+_~G`8L!lBZ!DA_Lp^LdI{PgsA;i3s-vl~oNq&|GJ=S>Vt-j@rk9`{ zf|?flqdJ-z%lS6cDkF%9`~ThksIiuHMa7UQq%HnH%NmZF76xXSIszm|T1`cMO{2|B zOJ6kx>XK<9GRrjRyj5S(e@&y!OiN!i1}d0o(Z6bd>R?*z&#k6qPi6kOZn}V$zG_S~ zFs6yfEYo6tuC%1JTG9{fh=vCmo83sA7Lv8yTY2<+Md>AR5_X zf5raF{KG8hm>3aN{7=?KhSYu3ep<8!qLJ0Iit8XmRMCIdMuuvt&$^8026H2u%XAPT zs^~v!BSTTqfSZ(C;)Df&+a)J&Sn ziuni^`z!V*8t5YvN-*!b#U1DAr*l`R(E<{)fieNSn%v`3TP%`j6K%HqfDs3R)h& zfs)`hrlE{fW#p@K6!}p%fJ0tE%Qq-R|7u1-S5a@##8h#SFA_!DH9ywSvKF(l4NB2} z(Z6WGY{M)n!okMWaC*>CL$SZ6vT|P4X1Y@~W=ffVs*7k>5pF1|W@CXSV6nfbw}zD| z$>_&Qv<>7MQWKEn`T;MEoh}3v~0U@4-DA7 zNG;PY&?0L=EA60V+l6~z!0ttAnRbB|SqoZe2QAw!+yeu4FH+023$(~u&`LXK*>>R` z7_fVhTBco~Mb?5=+Cj^<3-`c)-HX&R?E)>b7PQh1TDD!d2L|k3q?TzHXpyy`m3Gjw z?ZQ1UVD}=mOuImftOc#KgO+UU0B5Oe_ z?Vx4bg?nJY?nP>uc7YaI3tDLhE!!^K0|Rz1Qp>apw8&b}N;_!TcHtfvuzQhOrd^;# z)`C{rLCdxa_rQSNi_|jh0xhx@w9*b*wq3Xf2JBv>mT4Dgk+q>Idtkus zMQWLLffiW{T4@I@+b-M#19mS`%d`u$$Xd`!J80Q<;T{;Udy!hEU7$tQf>zo=%eD*m zz<}M0)H3Y?EwUE0(hgd-UAPAZ>|UgnX%}dbwV;)D(6a5q3DYJ=4B(WnCtjbSdl1Pb z54`AJ8r6T)?^n7T+q4sgoX6JvF14SNr}IKHFnaF z1Dx{p#8{o$gGeqR7x_s?suRL>t(dwF z)u}y*A%GVQPb!rbHxrAJol=vH1VA-;hAYjrgm!m~NT(-&K#lx8!3{fei>n;Baqe~zWdFZyp=N1vE%R>l6Z zE;>}!7qQHLQ&{mo#s73noxV_cS{473bN0& z`Yry~45XzPL-e#8kU95yG9`i}y;(r%N$rDDYkPYWyaU)0u9J9SzI zTOE~hL^5p+j1fp?>TESc$OMqQbyUg`$&}2V8i8b{4RXo`Y5>VwN2MH*Ov&u25lCj* zAg64g29UgURLT*_l+2zQfn=r)a>@p30LfcNr5uq=$?T~SNM_m~r);1Gki2zN$`Q$w z%$^#7WTp*r$_8ox$y-OI9Fa`P?5Pn*X4)X9Y@h~^ymeH{5y_Oyo*IEVwN2MH*Ov&u25lCj* zAg64g29UgURLT*_l+2zQfn=r)a>@p30LfcNr5uq=$?T~SNM_m~r);1Gki2zN$`Q$w z%$^#7WTp*r$_8ox$y-OI9Fa`P?5Pn*X4)X9Y@h~^ymeH{5y_Oyo*IEVwN2MH*Ov&u25lCj* zAg64g29UgURLT*_l+2zQfn=r)a>@p30LfcNr5uq=$?T~SNM_m~r);1Gki2zN$`Q$w z%$^#7WTp*r$_8ox$y-OI9Fa`P?5Pn*X4)X9Y@h~^ymeH{N#b|{Oj)oaHJ09tZAuf9 z^9~VU+98)HW9iMqw2IH)EU9#N@m~1ekWnCCXTOGqx#BOwKz*fGLG_q{h;lu}x`Wa^4{VOgrQfWh}iJ z+mt3I=N%%zl)^evW9iMmfnnQN)waw4iR8VVI8Tl^k!^RnwXq- zhyc?LxkMRDZ^kyIiOG3~2r#9vj?`FsGqx#BOwKz*fN6(ZqKu_CW1G^%CM=t zG%-2v5CNtX){z=ZZ^kyIiOG3~2r%uCOO&znW^7ZMn4EWr08vxKmB`(i#V_F|2-eycb z346iV2a>p4*Ul7+Pf2*gSzQsXT@!d&#$>DuYf+J3^q*`|=Of@^e`WreO%(rA{BK!* z%KBU455`R94@&%%^nm^3^qt+}&lshaIMZM zbW;3p-v80HrK~?`jSY6fc&4nsCH_!bDDl^<7JvGNy1r+p8M)_po%`-QZ>}*j=5>nI z5i{VrR`)j$*8@&8Uej2LYn|jfg>JFB#p6wW%F=SFZsLl3=(p&<*q_b0GXIMIDgL*t zKV|*Jeqf0|O8oWpjz1ZxhX|c0O(PyK{KAy5_l@}3VsDGZv4>$XwfRts)$1^x5#T<$ zm9@S1DJeFO@w@V+_&>*Ji2W_rFY=52i~V7KmHB5eOYuL&|Mpt5Z5=A>Pg#FU{9$WG ziNDMzXxus*#hu-ra@*alopJHyLwY0=vwr=P<4oxSsLi`)|((AAX?24Y64!F1CA&xKN zX^#!+*Xc2y`8K4jB6%$lG;}otKHRe$r==pLACA&+9v+ z#s2cVD)Z0wQj7m7{tJm z5phlC@jLdiQq0|mqcs)>PS3}8@7Zhp=^EH#b@&!3Bjvcqju^klFZwU`hZwZXzv6$2 z|1Ikeug%N)TjGxre<6<4dy2XTEdG&u!C#a3ljme~cfG#FUJvOL&H4`?k!&OBL-#IJ zCqhGRA|z<9+WO*8_;@wGNgE_453U(2M+}m!f~SN!q5S#s13tEB>eW-`ZMI)*ttg zW&M@8QQ{A?hopxRf6X@Wr-$Yaq)48J+*6i`#>b@!gwAj z%cq#r_DoO@>?irw6r*RF;fwsBzga;4uf6(eb^ikoRKtc1tKJ$jM#e8(QoTQBy{ zePPV;V83Plt3I-iEB>$e|FZt6k0|SZ!#9-p$72h|kF!AhW4_zQ=Btc^W-0O z)KS&IIR{pQ1`ezS4wA3H0|5^lB;Pp|H%Q=r-*7{9>M5sIb1H3Mb;cQIq&}b@>`zK( zp#KvmOsHOZ`K9WmmtLwyjT)77WBOn1536aL&<@JiHln?$JxJer>#gdflTOk;%sFVz z>Z~)*vbM$cLFXO%zv#jXs~`OE2h|*N%#pqWG+k!dWvXkhy;jB&V`Ss6I)mJXd~b{B z5c2uNGTuv1+Zg)~ZfF8( z7;LxgcGb4qZ(D7@-S*XX+ihpx?YFD;-+zA_*AD$R`+w`Lw^jS>vv&pk|L%9cs}4Q% z&}!_v@AjO3!=D~rEws==)rB&SUGwk52_IIcopxHa{`wnKi!CbcUt8LL`We=KX-||7 z``df(eMIhWtEHA+s`~Sv|6JX7-+ey*+TWT@eR2Db@~!@v?|&}6^wMgfg%_%>xZ;YM z{rBqsxN+mEB{Ec$WbG!-FM%;`ps{CQ!TaRQq?9K zZ(QAW`)zr?1p9yR!3V2tx81f{c9~_X6@`D-U3aZUjvV==`kybN|BElaINLewJ=j0& zCe9D_`F+^`#TQ+yc07Fe(^9TI|KF6oghLKFMCZg}KVPicV1o@*$9(63t}9YM)}L2j zc~xxu^lH8J)~lBI#S+y<8*NnGdFNf7{_l(Qzt%tTVR!uJj%usFY*j72)Y96{J@(k6 z8Z{a|9lovG|3>+D+;NA@xxZ9PEwyCzyOn-dq5No>lk~r|KlJ(BbI(;Bz$dM_=9<+p z#~f3=Kkoh3`uoC*FI2nivP-qX3M*F2EWJ#%&9>WAuq&;rG5@`t9r~Z$)_=^ErIuPM z%$2Nv_0`E3@3sZ&Uw!?zyMViI-k{ zsi*(9cxuMuk7$2Q`LH|CoA&22qko&u_zynw=%bFV{`AK`R+!Igt+`fp&N=7Ex-_As z|AP-YxZ0NMX=A+Jc;gMTU*mxKrlfR?3I< z*XH2pmj1E++qxR!g2AU(A58c_^<}yY>tm1kUyIM18Hv|J$SxV2lfn83f0Di_cG7W# ze^or=bvx(oi+I`zpL{E^+W$liT`ICDZiFaZGCgh z8`a@Q9HH$6{lt@{jY;2_bG`I`^wCFq{k{5s?s?})T{iyvAF#jk*YuQh2Yo^QRo7hI zFZpbvrn8{^jeU1)wY2zU^a=f)Ywo$c|4Yl7fOXPhj7ilUcit&9>pyjAwtLdaC(Ah7oZ|c&JN8|T z`Opr0=bFpfkG{aRw9aHFciwfU%H+64`GW_aW_H<-Z+1F+&i`KiZ{&y(di@K1opsjP zY214IzgJ&lLiujrkAzKmYvmQ-7u{|IIhv^u2>ehYnSL zWo@(dXSBq=bHjF%9PF{sPB+?U!`k{Ydi3aOfd#*t#sl*<>-k^*`j@rof3W_X{P(~6 zc+DyM8k}?3b9wTKC#O08|9%R}o1a1dto#7ouX*yxCu;L=owe8T{?9enH(f73UF2ug zd+)vH>+gN{-COIw&1sWy!3A=ipXR=%v!MUQ9JP44_x$U!{~?bKRsCWAEzUpo_b$0U zqHpCm(YEHDXP%b*as8wJJ@JGSUH_25vIFNFRNa67{jUG%@xQE_^Z&Z*uJbkyAO2Kr z{J+fjgF0!-H~ft0pX(3m=+ggtvJbV;LJKDwPitM8+pGTm_tnG+6O(ODsm6csf%55m zcRyn`jIn#+h39MYA2Or-VUG@Tf6lQs-!Y(~&(*$){r_F&F#Sqg|KNY0dh$tMe-Rff zo8ki0IoI4W2i1=c&}+qU;}I8F4A<5Fxc)aobkq)+A3=<>c^Z-u_DKha*?Vn zc{|Xae81di7B4t2>%uz1wLX=vU$@RY`Pc*He1o6;=^{U^e)`k)_x9Uwul^%n@Z)>$ zz4v~p{nxlX*(2iis4wgnz#d>rh`Dn6e&+Dcq|NWV^KNy-5r;ePNhhYby$}7r^2#gT zf9PSeO*gBs&xpNb$f1oReQ)eowG-7@vQOAG_#pqMKdrat_SIXmgq3Y*|BacjTV@h@Esi!LL^2;u(-j(rqSA5gE?~JY9 zmDm}u%9HZF?EkuJ;iu=Q=9zaM-4B~2vBmJ=!&S!^|Fh1rdnlN1H{N)Y+ygpAeFS~b z$%xy9M!ygEh{KQ6F@_zn{lm5Wc7NrFqmIxr@4h#-n(zPSQ~B7pn;`dqARloK+Jt*j zZ@&3vuK#N=|8+cMzrj-Te-kH8)V(v>e$=`0QNN-88_0ba!~pB8v$l>i^gra0A=Nyx z{sVu@t+$vA!7so3@~Y2+4mwD6Ja*jJ>dZ6G^m#Z2=hMVr;;b6maLX;X=$L*W>lgOv zfnP@U-_7sRH_sgZ3m<^_|E{cK@4owv_8<3#VE=kQs*m}PIdS=wmsf`!c3Aa)^PBCV zZ$lBci>~5#JGtio8updndFP#K;>1bS-FM%uIN1N)ci-duKbQSy@b0_szSWy=jH$-G zKd!QCAoHQU=HC}t|3=6@D`et(iOiWv(mq@hZ?XB7I<^>h_NPn!h>;__Jmwtco|fNY z3&sB`l*c_F*cH};p>iDvI~X-;wA>3^RCy1TdlKx+LO+(+NPPQlyX~gq0sB4!_9pGb z*o}GH&O_>&!!^6HUZdT#wG7XC>;H={zNr3c=bd)a{%Id2j*jao+7JEHS6_PhrE0V9 zz(><(2Vc!Gi~YB`Y1e{zZhk0pb2pWXc#it-um5f8|Fzd%^F0>y<7rt3>TQ|z^j~Wq zZK=on$9*&OYt_|Ot=@k7?P}triPb$ahc#9fd&PZz*7w+Bk7@jadq%pZ!oQ^NJCaTk zn~r-hI#xmc^1o{MT)D1QpDXe)H|TRmyqxBs;F@y~K8AA`^)oKOy85cd1yic0)4B@Y zBab-J+TWx9>>KvG{lmcA5fR8lmW}UajP{AWJAD_7v{QLi7j+zc5L58QYaQfSr={t- znRSAm>W#c6uP)2xLLEoBOs7XaV^HXMO}R(YmwedPGfzKLJ@d@7GQZzeUc@m^KLgw| zdQFIR^~M`-tj<0EJYADfAJ(or<=P%+7|xe{>zi-BsT!MNV9;^@2770`_Md;g`Lw^=Vc+;-?Xl~n6l+L%_8Tc}3ATtcGpzqvY2UNYKC9#K=9_O+mq}cCgPi@j z{PN4SUi2SvH~2YLSR1i-02*Z9DSOG#KXgVM*3c*)d1Bp2sncoM|LUu+uDV4$qUF>4!@diy=k}5F zD;$6IZ)t33AB@|h{uhvP7%#Lx%4hpmmiD9nxHpJ;aDC!!Px5z4>)?@cjY9e4`MQn& zNxH`^*RY#yCi)mqoqg7sK_9U1y8l6JMg8--hWfYoYL04^WFzm&oC5EHGA4-2s6*(V z*MWEZ=RbZ%7hdScS`YRQW~Tn(qtG9mrD8kKR`#Fm?q&bHHZgx< zaS-64Lx)(O!}_zt5=*G8ArjNaHEBaR|AIDPuN(3ndE^mYi*bLOI);3}7>Do5e8&A0 zwhd`t^FPY!YyCMTU9)ex>87>*zbn2T*Su)sD4cIf_br?9Pd)WC<=ITiJ5Bokp2U-! z>m%jb0QR@8Tpyx7oGGB*kv<^LCIOFo4X6Y04)XKKnu2vG&i~)bo+fCBPri))vmKDz z-|=TZzbyHu$UX-8g!NBTfpNC9%l_!AaW-{&VKylcT_y$dd8nP ziw9o2e^>Xv>^IY9|KAp$3!kFl%;$B(thIfzsiE$8D7rL$eP4#$)W^U#S0Rf0WA<`?+`DeV2Ui*0ZayA;j&J zWqgygPMj}5KF+_#WIq?@2NqxA7rGxc`1I427iamJ@-Mp#b^?EvV~Q^OgN&y9S$Y09 z$DeV|U*-Dil1nbpKA&~=*{!j+eqt;qRZq&jQ|M+fIn&xw*=P-JlNpn*8{pJz>tj9aG$iYbw|u+Q9iAp$AgzS>xQ zb@tEx_gDUkE36>bBx|HOp6!qG_jFm0Xn(jqfX$azOa4<&4cGH5 z@VQa{XeXXQ!TSE>Q|5EGNOSOCX%169WZ*d&w1IOF;~(P!%I98$#RdJ-zeVbCZ=G-o z-ZjaAJoe}@XY=)rU5n_uGn0+jI56H|Dt<}Ism?StJZw+-C018h;&dyY;(Nivmc86e zmcRc2`)SOKxOVyFeHay0a zG4kv3ti%9`rI^QFs-FcFK9n2!=#XlI4L7Lf{wB^GTOHt^ciwsYo(%j8>cw~0U3b$q z;{4qGY@?)O-+fPYiu3K1hcoz7ME|&l&GIqDvl%asc**-u`8eD6*S~IEVci=&dUP5; zj{6jk+tGfkv)YdP9#DPVhjz*LmC>)v7USO^`$sJI_uRwovGig8k32j?>-+20TUXayb9IINFs#AYo5kL*-hT=5 z_U8P1T-z`A3efH#U)wKZi1uUt|LdO?r$T;n{-1m9d0Ic_2>T!9bFXN2 zoBwhA-yb(#_R4--;eHp+q%v+lThAtO+?i(ohi48kcjl9F&Hg|4+;cu3?aWBq|GoD5 zYt`O+?X7j-SwxH<^p9szF{apSqJEj`y#N_ItVK2s)~=>}%>VzT|HXMK_6MS?G*JH0NAo!uYyXtW?hirF|EFu`0}no+&x=9+cfY$}HGcef)&Cme zXVH$wWFHJM)WWj=iSx(HEw@~C?m6d*F8?>{51uiGT#z5`(R8u>Yq1 zyU;W2@h-aS3XY2Og56=WxzgTZA75S&6d)Bl1 z_`6+Br~Ta~&pNQr4?gse>hYOpo-v&CAF%??lWw-z=FW$A(DY^h|Hio+DU0!k-Qesh zVh!8}!T2MF$30!0ca8anGuUX4o|Eav{JT}2qmS*!{CiB+d0opy&dV>`{dnkS{0ARa zKbO5^@FO4fR_8mRx#iwLhGZ zZLYt^9CNhx8|8720^>iI?DZfXYL5T!S6xN>|B(2l{ot#m&;R&`-Is~_$NmavfB3^6 zG;Wz0>o0Bk%g{gTiuOO(Tyy*VPte(aoNcAu!cKOV{jg0p7hf&&ANV!bT)Wf$REGG9 z(z>dE8&AF@BUw>We-B#X92LJE- z?IQo{5`R%In`|WW9&mUvKpIdB#V~^*L-je%Lv_Hh~pba1XOie!gkI&)bj_;{|yq|{SkNMXnzia*@Zf8th zkJB62sg~zG!0cx%p2j<-%*N{Rwe=tC0(6@8EifPOb$e>;@d&N=ru8@1~y}SBQ&cVn2`}<^s&(29?{c}Btb@6(DxM32vL;pt{d4$V6NzU@1-CVQ4 zyQN$M>a|%z|G2land}oV{s1rg4;b?Wdxxmc_KxatJNl0==bgpv**<2~@toS8oE_&s#~;s}qkp)6Mtxm+X*wq(Ish(z+xkCQ?rqWjarW*4 zxo+QJgY|tpQTJ#(y9D1C{2%t@aL(4Q)$INi?yF$Du;<6P9@qVN=O3PL(RYWW{eT^I z*g@Mhv-FQ=WO0sD_lT4KpEzNXzE2N*UP11KQ=h88M*pdQv>$ZXH_8o>^X<*`=Y$hZ zaDA?_@+#HVTmMDv5&XDE^4O!pM7LA?*=peV9!lu*Kl0oFaPU!2@>!2Bas63Z-sfp` zr}ut{Oxny*M<1oKu@@J|KlYz~-p)y7|BpKO&M%aQUD$Q~H@*Hi{wuGvvdY3eWA00x z$!9cz{_mG}bfUf3%cTCV<>~xack9#l8Lp&e8Om&{j&6DK)GVxtwJM6H%j}PTf%l{sl&dpzS^;NEayqgks z>v22A=4%pv(f;8tac>N|L|?J~Q2%&-2xk>=PR`!@9+9^(7^{) z+x+#fdLJA1k23>&-i34U3B0>W=1Ls@JO}^Q(m&SwqvSbM)Q9%teGy&jFYT`x|HfEd z;YPR)Ttwkn9c`PmQP1*-k6>HTZrUrZ>4`VLBYCIuJwcft*BQDG0AH?UEj|bA`vZ_U zljZNX-+sQ{;+*f5S6*3Nd4+r>z3M81@jNHm>~Xt{4c^s){_8oJw1(oIB=v>?|u5d@E_LR=PvJNkaMGu!S_HSu18D<`B!K=t}y)x{Oq&O z%@*T7J@$upT=j}0X>HB*Ykh2!JMxvjKaXZ>fe3$;Q=XTIRHpZOeNbybqT_oPP+;zCfPn`O%?|+H-DFmtGf0`dxYE@Oatt!TiIst3K9J2IcHK zbNw%#wrZ}|5OZhz1z-gORHTWqnp_MQ6_*ptzF zL(rwhIe2dTugc5+-)P#u>OJW&%AeNwgTCByztp<12jXLr)<3-81#QG$O4s%v)r+E}M{BMyPAN90}y{SN+ngmqE=f9|mBn6>a+ zm&l)4^H1m1|42UkH2fFGA39+Fwa*>#$AM`t@3`ZRt?8^e|A!6Z+{|k`uD@|l1o}S& zb2G$0)AGOf-~XVN!#NwYllI5B-QOo8y81f#-{$zk#-YDo$va@8%{KK9{oq|bxQ1O- z?irES(rNoY^||Y=tMlsML*(qc_z3K+VxD0RQ~#(BHpBPdoRrR5kUms=^djjjvaYN8 z49m3TNBe8W*zR?MLfKWo0g)O(gs(ySD&^~bM2b(a*VtG8kHq`*WK8kZm{|J1>n^+6zO>YF-g)O+e;fV3 zN8b5>>w3I@8)X?o1KxY@y|w>%|1)Wf+d1cR+&(~`hwV%MN2Yfc;<^v#WS~pNnyCMI zdG;pzut|CiyWH~2>6(M*-(&wjl=BhX|3XwE-Yk&AZ7>*nE zIPw24dN!Kz>ood*!G#y-_~Kk-)PIzZYbwb2q3&s$Z?<`2a|zE-LFc$9sB2G{e`lS2 zme2-Nf0y&^xR!6uzl;BA&*P)~jyvpV@4ZTMzH9#Be(w#}-=Oah!aI^4dhj7_8}^X< zvOk@>9rBwptY0&K{-YgN%d-T~3)c4^%DX+Gf5h5Y^MQvi#`6jfKlrfPe_#C{Bkz~O z-aTSVJU@m1Q`0)+oGs=K&W)Tt_;foL+0Z|pqrmw8B0cBK`H$EXd$3nteq}Z6v0-wp zHMu%2#Rg}{e`n3A^KZWS=F`598a=w@<9m(&CL3=eI!N!63G2_j_t-ngSCsRoP5qA< z^QP`|;YM!N3ZRL>Ey$bz^+p{YSfIwfT>^i+RoQ&;5W; z?e;&|`-RT7-DX?i0iS(MZ}suV8u^qw(}?#*J@%NqS44c@amO8}`p2~)?XN%n7w0N5 z{&DcX<`zkgHInUKGdG^qWxq1^*sa5OfR_1WKg zH*Y!ypZG-d4{e2gYng;kdEe6jFXjs34f+|BMLyZ$S1tblJ*zExm-&Ko+99|6l006{#Rw_|2-0io&5KcHGX~>=aQw5h|hQ5L&{*RMdr`s`7QJx|Lwc;!*z`MvIi#YD(m!%y+|LdDZY3 zQ%|w~0YTeVlK;=dobvs4!Rfm*XXEkjkNxA_{pkOofpcn1)=U4mcZ2t?--Y*Os;%36 zfc+mV@9M^w;EYYwf0U2+&_d2Y*+ia5yh5ywam{N`ef-Z#?_-9&sjm$3apum- z4yta)e{zQLZ^}PZ?l(J|hWFIbPHXnbSTf-UXMbj7m+lM^fCl0;g z3?%YH<=mV0xugH5$$2CEFB{$y?s^fu;XhC@rn;voV{-cGaxPZp+oqf0y*%Pmga3O% zVsr39K6H-f3J*W*P0IP{#}HMq6>e0oQ_<{|`O%V9)utFUm_F50v{hD9iq%{dUi04k<5Z zW~EN73DC!Fx7}VFf4mn3c*ueex#{Mcw9e&aAJKeL)<5D5@E(7{aZ3B5{bzskSZDv2 zaan%T{{I*9ac*VKIq|n9Wqw^^}jgd2p>fMv#9uipD(tk$FM(?m>qtoY5z_6xvw){ z|7dHRe~ka|{ubzHUOA&aangjA{o#5GbLs83#^`k{eDJZy;Czbp31b2n_K&gp-EV(u z<0SH${U1CS?@hwH&~P84Zhue7f1yDR^osG0FdChW;VT&aF?@SO9&% z|D)Y5YwQ=Xf7?ZmkvYS3i`DfPKPhz2veLD3(udl(=s@RIuxaI&^RsFzO3!*!nv|#g zyZ(G_0*!G#VtCYV<#7#U{6X(ufqd?_<2o1n?P!m;yCL8Hismn(f_ODTnTXas!XZpjo06B9Bk|ydGEo!@;`UbzrCx-`1M)SKJ*{Y z$@p`ra%}+HguIvJe+6uwoBm$I^ z=n3Nn{oo8X^^bFz_+NS8ue$n5EqnJp_i7%v_}|?4j~>2KY1WcH}zlziz|IR9{FSNFxl58&)LZ2bcj521{)SW{Yv|3|9(ye&!r~&1C8%UMZbsOnKkt(R{oH5CK%_mQQrd( zKB)ScZ@&5Df5POxSn@xkMvanvYP)BJ^G99sf#bZ5@;RnjreppAkN>wo`>+>2`jz}1 zF6_y{$08P)Amfbos13>7$9;atK_79wkMh_bcxANAv(*28Ui?qRV-DgP0J=N;u*0=Z z#P2*ijW%p8?}9=d>#n!1_T#{}<`M>PFf?UAZ1- zqW{j&A^q=z&?c@4`cQ~R? z_}+Najjn(2oFmUrL;u`Ef8y~cln?f=@Agam$9XZF+r&8F>^b{?sjRF2y5wKgXc<*ko42d2mV5x2)r3eN*7Vy23mbUlf=1-;5WMcNPB(BuJLdDO26EM+Ij9-fy= z`+2xN#T*7dpFiOIQJl)2x$^mbF6bXIXkYz5;_&#)XNcRSEXH2<+qJLKC(+Fq`F|rk z>x{bf`F|Png%i> zN;@ZGaXH@mXu8L^OcL9jps^t9M>{FsaUvIWjFUA0W&NCt$bimf=kagac60onf8hn! z{YD#ZRBg18eK$rb&yFIG|GS3$<9*5ce4*%NA(_($%f8v}@_r4Dt34BJ_749~{o)?0 z`V!IYFnMXKGTWjW*#q8Hvrs&Taj$Ib;8|VSUG*CiX@7emK@+?d&rl2cv!1@$#2g8D4%l_Wqa8_;y|i_OyZItqE zLlWOb$)4<*YOF^U?T!uW!m;GVEZ%1-@JDD*q#b^HpjaA|LOl z>STYoN2z)hJm2wx^KVP0caPw`COhx4bDo=`f1JI8{-@XfcIkh+ z?d*N9!{t5Xs^32BZ&uTPU-93`a!#Cj-R7^`sP9;9jWyhl;(sAI|M*`P7)v}0kNel~ zzbKFMM7+#FDml%KTyO1C9-*nf11-s%+4A{58O+tS z*0TL}_OIrfrOh#J=ktHN;r;DW7GJ#YyxIR}o_X5$;=ltrNO6x&-wPe|kLOIWKC?c= z?a(3bi2~2KJ+?9G|46;IuoxX@CSVtQP7CGj|N83se{UTA1N;PiXFO$lDz=ILJixhK z%JjHh>cjp2D8Jc%+U2Y|{?oF*t0gvqE;w$k7r_yawUxSg@%b03b=F?j#}GV-7jPbV z!iN*w{y!90>y-8Ua*5mH{KGkS-A90o6FXW^BcJDvSZOZrjY&QS<8h>0z=d!LTQ ztJK@#60c&;s6LYYffwh6=bP{Ud@S(10_+&qL;tJwXN>IUZMNy=E)#9U`u}%1XO4R+ zw4;L$K16k~(83GX)?dWq)B(!E{!kw0)N$T`+dAl@5X=H;o1uQ?BXHc>4#Bl@<;ML_i;fW{h z{ZEX4YjaR+0&=jIhIhwt4)%%*tbX(VtBXI6{twsvoc~S#;{kaS=!n_DqV>=pNWIwx z!hKBm0Ex5B56~aj+G70Rm22zdW2r-?CZk@iPD}piYb^gQd1nRIBK(ij3*s;IekbM` zblcEB*7Y&Mk9S*8PhW-p5m&w_=kT!x-Yf5vdGW;;{T&!zg?!lc*Tw$E$+Zyf@4>gv zsQt5!adO_`tJXiREASpAJjZM{Smu9!{2%-}o(IHpq==WGyI$iDAAs0l_)||+I8)P? z{f`~{p2le!Hv~UBEBW6Mqeg1Kah^TfTM~_y2YVW)6d;NJy{MZPb z4-9%^`?~zE(NL$Yah_*+rb6$ff9L=e_?%3D#|M`t%?B(X0Ql9h4u-k^aBZKkG+2E&1bQoy9c}|0~eS z_J90!ZpwYq*W|yEqg=w%lHXkar&qqN4YPUth4YvA|M47yck3T^`|NYi>NO1f=k(ei z${_y29KgETm;J>#jCTRJ{q|%2bL^4!XZ$r>ml&O4I@4wtU+J@|I42Y4w!(JpZTd(u z6AyXS2T4Ds$iAMoiF@a4W4afZ*P%29(qHgrT_t}(oXRQkp`W7vrd?WIZ4h&)*k74{ z#s3ul8`cb8Bg^_@>$>>J9M_1?EbDKHKNxH2USWy97}HuDix^|(#GkGB+#`6QbOiB? z53T*Uk0&uU;v)D%rs^9L4&$EuBFe@X)2{naPU?{RpIQffXsbTakNA-yKkF6uEQ^6#r}SMp=K#`di|U7(=C)tHfWkUHoZrdkWAc@lc%r(-h#_^+g)* zv_4uaExu8&&jU^Jh{g4pV8AKQGdvdigC}3dDKBGo@P}B$u5oaE6J%)psSe?<(UQC( zU-SiCBz;7E+ZYu6(-w>UrMZQ92YV^=&tu@?f8b|}|E;YtW&KHeX=VL~zpU9tT5n7I zQR0s;JN}CM?TrvUk%&c_&dFd;oa?z>tHta1G)5kaTTEE9XT;_DwRfQE`F^c0#g86e zqTYnllypgpeA8jkzs8q&AEnrzU7y8y(^yZ+{44&a_+PyS(LH#-KIQtt^{K2sW&MqQ zl=dNMi9bsG0UtV(;xFG|kKwr^V^nW&-j~e2jWKxM$EAJS*%sZW65q&YYxR9o9-B*? zC3C>8Ne#C9x&lKl%9r4<&t5+-gSLPt&M}lN@^MX6^lx@l?9b*$nSb$_c=I{M|A-!N zR#AL$@xPcSSWn9OQ`TR`7BP)yO@Jq@#2==Mq=yoJ>Dli8Mf}BZJx1s?oM#NcxM(}n zrzPK}c1yhMp{JO960SvrhG%Q7jOFosYOS7FC-_r+Y6D)DbAolrT;ZAc#7`MTzWI`( z|6+e-{uTdI{4dvxvi|70Th`wae>7q)kLgPMHCx1=F<$S2En4^BUH8B33~+k4tUhNf z{t)}RDPGrjoBO=cK9rv0Z;j7&uifIzXggMioukoxbdAwXPLYrGr|4hprP!a?LYaTX z{}lgQ)*o9(%leBwJzlHj)b1UW_(Sc3@p*~AJWijT;!l4PRp0a2jNEg)&Z9Ft@1}i} zSekp=@R|C~O0@@xBg7tTo&;YawAy(VpIa7pH2En@?F{wlHGs{#A|LuK`Y-mE=0%x* z#s4H9srwqm|CaSfd;(*%oZ6m`=F9q<&jCPJ4SkjPBVXh2JU?|(;;)$-e=$-I5js(t zMm%7Rox|QY#!tsEoh{erd=Q^E=0Nrv;LrQ$R@TnO=zn)L%Icncsw>B6@I4mm7x_j1 z#s089n~yE?FU^PIe>!3|*h%rfW&J7Zuf`R;XDxF={bsuEjj>CKKXNQr;;-aCXMy;) z7NmzvjMoEN;{%>k;Way+skQgT$k`2DFA-N;AANs4;v#zsxik_Mdxa;+%+IO7mX+8AVz-Wx^V?51!l%N5x z?;Ml*>>92fcXFMDUzw!WH>kG}k21bTT}8gxSn|U~|7K6c{_?yk^UwBDi~lM9x2!*9 z{Vnl_-HR>pSBhtGt)kzwpRVw%7k}1cb<6P)RmSQmaMuKV!Wd)E%3=WNFRsZve#TyU z>T@HG)_V(Sp9}RcuFUayinG!lyv6G9ErOSF zc(cS`7JGk<<4>NG(cSg>7JEIUZ_y$mMfefrr9<@ZbO*Z6=6Klvgd&EGh$3IL5mn-< zEBbe}w1HxOy$#1LNCDR!(GgMRUvD**`RA6>2Fm>FZ8)50mb&hUj)*e* zK<rmQKaMu~KX9Uyl=C}?^721+eQJX6+`Q=>$>!w!%;AQZGbegmbJ zBc3U1%BfKz-C+mF9S{my9>0N7%Ms6%HRaSOk?ybq;Sm~LP5*pH&ALh;+e9hoEjz49d>}+0imGf@f#?$ z9Pvz9Q%;Q%=?*(U?toCx^7svuT8?<8tSP5PiFAh@Aa_70XnFhwN-ak`Q`VGIqeQyH z4v;$_6tp~k1ErQDo+)d}sZk=`VF$<^5DHozzkyQA5zmx0<nsRECNO#x)atDNhmd9_P)N;f#WlcFXN~AmN0J$5yO*#+I#1=Gp>Qyn<>_E!1 za7yb*M;Y=5QbuK2fSUNuJdr7_CmnT=Kaeu2$d4Lm>ZLPJWJ>EvP;#oc*q>{dnrqoP zIh=vIBO&I=R98H)t-6c;U5Pz)L=I<&`X*6QrIRV8^`zK8)kC!v`=ciE)NJaA98G*@ zp2(EelVX2VkLxre9CCn6DQ)6A^F*e!o)rC4JydO(|I|e9`5$!T%mPrAOe2kOre%mU zrb=m%1ER>Ms%j}U#I#0CnM})2lTRrvazGUQH&v#2YKUnUQ>JC8$)}VSIUtJun<^{% z7Y)!tn06^C(=ycLQ%Z{*5XJtQD$_hQ#I%bk(=ycLQ%Z{*5Jmq@l@iVt-AQX`UKl+QpP<8EWz=r9}>iFQ9*y6{@Q>-Wdoq8MB>{qcfFa;S^e% zrCDt=?p$7`L3EyASlbgfItCeHN{WSzpEms2ddJK5S8xvT8`M92C{(x z0WM}W#ZS?{t0Jfes?v`TmG1dkj@X@x7}#eF zWL-={Ep=4L1u(GB7|6PqhFa>VkPBd7pD~biF%7lUQ6U$=z&>Lj>tY&esiQ(JfPsC+ zK-R@H)KW)Hn9Tjo`4D2%ovM#2fmO3ir0vOn5 z3}jtQLoIbw$OSO4<$Mn1)*FsE`X_V4pFNbukUK)KMW9z`#CZAnRfpYN?|_E`Wi3 z#z5A^G}KZ@g>zfalv(kC=%54j z%bwm6LNjt%M|Pl!e9?gFB`C*12a5ia5oL|!OL4ca8W1@<3P)aL4g3x|Q1suS!mORB zOu`-14wP~$J`f#rpy)V+fl`{{1JOYTiv1-eW{nj88+G9}=0FFv z16Ax#G@yD3%5l(vuj%}gdk49T-bXhfswSkMu?SP(x<8R4!sIUUi~eZ~*{(7sfNkt4$7D)v|GkG7C)En_k+S`T5Sk-rW{ zjtG;h*k7?f+CsLqjLEoYJ%pJ?{yH2vB22Dge=}l#)Si!ysy6C3!H#ku7o85sOAFwz zmQOiNA|>L%7-`cXII((Z0UTCZ%4rfQ5f8>lOO;MX;-v*}Sj(rJCXo{HV2rfs5S&=O zv;Yn(E#)+cl!ymoq@_xyBk|G#IIQJUPLoK9crZrVbO=tYURnT$m6mdvL`uYiG15|{ z(~)>-0UXxyDW^%KL_8QHZ8`)eRxd4p!%9mzO(G@Y!5C?&(&nE!HLyN3*fNQQcjad ziFhzZTB>w95-%-)!&*M&G>Mdm2VjI`+xoLIfI01hiHbu=}W^KGbAMi3GA|GWKBV=e27iXl@-Tl|5RH5@f949qfh1W1mwnu`3I zMw^+IzG@8ACDTM?mTAyA>zh1za`o8b!>SQ4zg&Ix>8G_?V}|?@mthKEnkdXN?U3(v zl<{{}bOA;GZbTjGA&qHbVU}sJKi6H$p33}l-E;vhebty~U`!K{S*FGQTx%_T7W;GE zbO9}W)tG2tOcRk=rp5kTYb|}w;`SGYF7&}cIs5K|+{NmQnX9VCy+5uRG;mP$jc*L9 z1`WdZ8`VHf2d2E?6(@W*-+Z&z10dGbl#jUb_19jnUVr`dYW(>3z1+v2d}4J=eS;vk zA%Cv9=dM;*;n&q^r=3=Pn&MHF6NRPPBC09h1vY?KMoA4sBkL@iY`lrK`x~O4?|tuk z(zgG$`hUb>hbzy(f#0aEx#pUNWXrbdZy*|3mk(i|efC*({Bg%sKl;&+syXJEBYy|X zQEk8d_SKuOzmfSnrPs%-iy89YefJ$7{}onP!TQKK8CfQ||U907P^{Z-` zrI)F;*=Cz+=#U}avtIH?j2u-hy6B?SK?fe_yac9v^ig%nDW_EHtg}wF_!5g(7}v`$ zzl>xb(+@uQpxSAto%FjS(j5)nd8eJLLk>Aa`FqJHe*F96t0Rv*vikk+SE&|XTx4ys zNpjL(#Jpj z=}*=1Cmdf*nl!1^hr`7l(TAOPwzdP-zDPRmy>Z6R#-`GZY)ifi5g_tT@A$tz?)_>f zv`h4w+qZLS-;Ubunx3ODkv($cNbUcDX^biV&_fTEI(D|PK|6Ee*2r>cG4qK`+DoHTU~U~MdG*ezCx_#?tAX84m{w%YPscpS*^0lD%DX(9bHYBIMF3sdg-N| z^Uvnxj%q7IhYnT#{`4P=QN9(_U;l~p2OfApea_O$EK{wr@+#H7`|ex4{nlHZyj}7i zxZlbzD>i}tq5POoKFgn4U3~Gy;vY8E`H#7M(n%+E&i~h5eYM(i&poT({`NQ3vcLRg zwZjfO$o|b^HJ=ju;Ehc{i`GCivayNHs#KTIKj!g{JMLKR3_qzprau2Jz4Q_<`?=VO z^>q{Vzw4~MPIdChjlL#s%+tdUKfGFfjWwzzf3ak>`R1Efcl_rLuPe57*sx*ZOLnY& zDYo>xl~%6ylDRnM%`whPAeI4c=#Zg3{g2t%PSw9Ik@ibL_!jv8XnzWa{-e#50r~sv zvro11$}3gNhz+6rci(dln_?-M6Sk36tl~Nd5!GdXbwOF&V~;(i;{{!<^t+X+z4sPf zjWJ!tI#B}a(iU58SuOr^tV^=iG}omh1oEGM_POf#^VU&)%i>n^)guZq3K z59)vJx#x6zR#Q~GEO7;K33oj^JQ$CQ23k0lnfBW0f)gPrjSXVdSV)N?CE3ee@ z&YyC(+;U5`-FDknOD?%&wd$&?R)-#TSk)i@e=U5z_&@mkrhEztP3q_TizS*ZZPJ9^ zfdUd^7304F693JC?;HcF0gMYZZ!zMv*Ik#I+^jI>4ZiN$>%0!E&HQ{MzI}kyALSBm z%3o*gwOOo@MtLB`e1uc64iw86Nq)O{#1`>+=bd+Qdy_tHyY04AITGXBOYEP0x%{%r zGrg0`I(VvDkt zkTxrf`3R>X9Vm9#Nb=j@x$oY4O_!o?TvJl7=>K`=og3N$Fc-%46nrFfvxWFc{Uq|c z@4j1oZ^7@m{mm`ch^!a!d;C1~;DauoJerF9dFP!cvI?B#6MpCIcdBoN`ePq9-wf@t zGM|0^dA07k>!>W)|J>g~n{56qyzs&`AM;;{*%9lpJ>Q!9TMpw|a?)hP?pE)o|NYd* zko-)cn^#_aMf+gf@@s(N{3qC-<3g#7i-jYcI66=xM~?8ed%L9n(f`ah-+Wm_fZ`Zq zEsTwyd+xckUi8s@7=2kv-+cW|FJn!U-;OqlGp^oz^G&zE^Ups&wW7&9wHiKrxVC-J zpn-`eBu#c9?Yr+j+D`0KsPGOR$nX9%@i8CaR9aALT@i!EEU#>TQ zoc0FLul6S}D{*RteVU&v@)IA^Zw&f|>wmRBtX6&g+2^%tPLf!S;|`qxhW*3eeEjhz z%DcrDTh#oW^20{bIAV(vCV*Ad>%g9C0FaOzn=F$&i_S!_OoirlqoK2h{VXz|3k;D7uPuUX>`|)@EyB7adt2;p)c;R@QeT(Qmj|(4HgrS(JL2ULUhh>`UR9HiJz?tR`s*2A zCiag0kN;qNHUIqcX&LB0+RzR=?tqrNEbODO?#TCzf#0Y`jT)(Z#x1|OnE3oL74~OQ zHv4?9wkE@{p>V7y6^YkWCMfVLXnFhwN`l*%v17;TzT{%EZ@1{8i&dCA>?g+H`w|N% z9(3`iciwqtY6+5t6s_K5;1_#T9LF8ydXz2tNcKB9o}jO_)>_qHx8Azidh5SdfBNH} zYVyJNpLl&;8^^xoTT9SRN^WC}8h*9P$Y-=uWq+1^v9=GWHr#LnuUWaI*j{_@DeX6( zgnd~ri`{p#1hQkjYuea=7s{M9G_ZQKjc zYNE^tXBm|L#v5;Fe^DpKpPw(={#dW4q5t3eKH}>+s$-8mPR{|sr=KBfDf@3eKJ-Ju zsntu`LGYihOe#v3bb16e1zKmF8GPgUQUcV5-uU3cE)`akRJvsBi#a{W1R z!h~w##0k{|NhisEpp`|fR&y3YNmaFj?ES!Iu&@82l$-kbXVt?GKdkc62f+B8bIv&` z=SM&KarMe*iKS)yF)vq=JsR*Gdgx)whac=I0EZa;l~+a!W@U$GI=8 zlhEBU$5?;Z49Y+1s5HjH!!fp@n5y^qUY7ds9WfI13M}bAFShssdoG`c{a@CtX`}zp z(Mqy+r#?|+op;`OfqiQA+Uu`YS6zKowcBpHtNzhu#ARAdjT4!y*Zc3g*XzW3;-7|m z$0vaOw`@a-R&O#Q>_pDa`R1I&#kxItZkY1JM&i9`-9ED zEMw30him0~@4aVsk;W4D3t%gcJo1Q^pZi;LRqx2XLH+dTKWJGi#!3uxo~q*PT8;g` z>Z+?XhWYs8kE%ca`Om5o+=H|_tY$4A6G;}Sz*rUO{K;VxQf5s248doRgY{piPbU--WJ@0Y5k>fR;v@-4Zxe)?&% zEA({<*)v5SU_)I0=>K+csVC)BmW?81Zttb{$aNf8TvztzLWWwahDY?XUQji!c7CwrkZt z{9dn*A&GlzxL@$;XP;FciJss;(0{ab{CFEHt(ZS3DC6Jj)1`ms)nZmwt8oIfgpcUz z8R*L7-+k9ziv6$XYG3F|bo$F>f9dkiIXA9Lqm>u?UMsJ(lJXvU=pkAs2yeahw%Q-` zeYMP&kK{h_Sed(9ZndS#+f3KtsTJ;F<5~gz$2}MLSF8gk$R0gycyhRJtU|*N`oH^b zyD9GqEBv~8f4to@9wPTlVE>SR|9$sse;>kHD|z_WVem16{ZRbU`s;6?@^SyG^$|sV zF6~(feU!3j=lSPf;A}Ihe;WXff;NSN;&o38KxwO?yS(}vX)jV--#afVmJECa?D~d( z-&kF7`4#GGF!u2?O73CD7;Cf5Hs@qJTqdM$xi(CFH z`-dY(jFh#0gxdV4vVViJm;CFJ3is-GrT}fk9ue%~F1gN_GTG)lg`hv!x5Pcr%PzfK z*7JW>ciwfU&R_B{1uwpKF2&+;jHk74K!tn#Q9;;m=QTL?fhJFySUvc_L)9ghULxz$ z~%CYTJ2=|!R&+(Tgbx88ZHy79&vWlV3-HACa}WCJ*h;U5>8 zx{bWzoMW0mtw=4Ciz2o}e{d}xtH+)p)@sm(%YFvi&ytVIy;AgltF5+D9^Y>lhEG2E zuaC_*o|8!Oue;$o<;Pw&Ke+!4Ij_C`8d0Is0gMgIoO)jl^M3eKwmy-x>1La0y%qih%5#y_6 zyr=^$G7u)YCf^J61E|$m%UEHo&Ds|^V}W=_MY3MW414TRrEj^_pEb367i8#8-yHL% z#zhOvzkr+#%=fYD%4nB8RnF?6EoM&xs`Jk~Uzn^#_{E+o=>C;)#2#p0pYgJG%_G-| zh$p_c;P+)uF~seSf{R9@F~yfO9t8=7oowNLdjXPtGHwh!k6B6;$p$#S;S_H*AHBj;sm zmE}6lPUW}Sa*K=eJA7%x{!mf4%ipKiId9ADsID--6#;P|?rI83g3#Utm5x zKdS9Y^0}vTrCcLS>r-oTEz>U9A_I{$;-CWUvN%%$|8u(D+cEkE5;LI>*yGku67Xo6 z)7Y!Q2kRgBa4+h=a{tsn!hi4~2Py6N6He5oaG&O&gAQ^w0Eh_}k$qv<$&jH#oR&md zzLs$o1<-!9VQ{?01%IReZ_2%C#D=)m<+_6X9hCjPjNR1F>-GLH-N(8g*D`&`rz920 zDmvt+=8&V$^k_MUhISoDT_yRSNlb?`A(*E_(m7O{V{=ru$8|~g$GnxUNky+X>j(Kb z(~NqLIri9^{I|sKVm}J!Veq-;>T8s5BiTRGPm&K9_sAii=iYz|WMuW4i0l8$5(`EK zoGU|lp6$T-CD`9N=bWo$`GY+yv=!e^|NEKML87GW3uB1$WNq~i8k7|7paRa(0@~z= z0i5#n#OpD14I_A)`yTCs5kX%2ddU4Kq$)$eb@_}DQ_LFcufpe(j zLq9O5o_zAjq@AhNJ#xNGugy>wztR_62O@^AM+#H*>>%}lxw+cvtEc+ssQ&Sff25{E zuT%BR7VF%3*IjGpB!I`6MC>o1F^mg=Km3Rzte({W1+d?Rwn@9jyfvm;eYHP$Ti5vG zAA`&UN`<@bx{Jn&I0tyOp*j=LhuqHH;->?!VuDF5k|{ z)V1P`rFfMFiSnr@hI4ceBDsVNN$|NCH?)OkKTs0a>#!^IX~KjLSxRf4EN4Wp4~_B1 znL6;rxc&L(U(j-hFW5#_@ZPv_O8b_?Q0yuE2+usc`_9|dXxR%#yYeUXMG=5gJ|!D( zx~a~iyYIf+Il!a-N!ov>TvOts_bR2I@b##I@>!_$sn?xyI%d@QaK@k{dg~G(c=q(! zbiV@kUayfob;!c?QU2Jz=)(^`B==723m*6ue3~LGKh@8w;Cw#p75AV06XY9?wXjvr zDFA7}0Z#dPqP`FJcHlqv+;b1@$LWJp+>WB@1KmC>JP&DK9+qc}R#4j;{xr_XOj|yD z8_vHrno%JJhhF|6_mx1@IV^efz4ei{*CnOS1T10>)OY4ta^346@YOrcl4P-borg3} zg$()J7r$D@-9EWh8*a3b%D*|>KQP(3ZY?kV=NdU1%n#*nxZ#GW{LM7w5|?YwiUGRc$NKmKvH)`_#!r~{u&jrkr#V`<6HwZv8hW`Zg$ z*Nroz@V^_#nHYXRMVx>>ye<2)%@5CPd?0;&{PD+?Z?nxeO>9~I8M3yajsp(dUunFD zdW+n{(NAthwVSNL;KenOp#w41TuX!uNw!ZmN45S2>m_oQpZRT_Lfiov(YGK@T2|tu zBe||iAxmZvdgG1Fc5k`)7RM9VHR5YU+l_!2WeoJv-Qv0buG@}>f2@ zGo0(k+&lk*^R;x8W+fs9aLU&c$16I~tbG3MfzAxmfKVQ~!xwA*kRkcJ)7uieaBh)q zyeU2xecqeyCw)ime@0&L;hyNh5=-Eomz6U)F>Z%^+>6Tf5AgE@SWjX(#?rW+R#@b- zoSsul{Qyp5HK`kC1#`JMbe-XKCGmcq6OEBC?HTnTUb;li5mFAGb%>um>JyIT50~>H7+c)W!hLaE7vfA6+P9TFzuElg zxfG#2_0*GcFTwU}ET%I~TrZ(4u8EqTQKLq=UT`gg_#FKoH1Hd(XMpz=onhat>l540 zePdkfVU5TB8J<^fa9U%9NpY>*O4-WbRKgWM<(IK7}@A@?5w;Cjcl&8j+YwCf{4AX$NO!rCjtS&06 zRXEkJb#b4KdvbA%YwSrD?z^G?xYnQ6hvjj9V-dOjn}5Cq^!h=4xYU8TU3tjZs1Rer zYrO_Zvpna7{ak!7_P9Rfr&cX8EyNeoKiUub>x$dahA3_ec?JXX&;4PdDo`h`n@+^=0%rAp!X7g(Tr zPR4H2O*W|z|G}@}%pCXcA#a@Qj}4c7TAaIxAM7jf{JcNM3PH6Fr8D$0E;vu!{NQX3 z?1KIm^&qxv`iaNVeJsRO@$-q4$20p_uMy8*BjW9(POKFUm8|6F#(iVC)0@3_p9x zSz_XG#)D^=^_dOySHA=F84mQzoK!tNi{BZvb=P~VL{l~di zw&BuCE+xCZ|A6?I;@*m%jT8kkzQ?&)#7MaQwCleCn(}-}t7UMO z4j-J^L>(8vhi68m#UDIJ2Y&&cCfghGt|!(ZcogaF_b3Fh&a2HZBx!dhI^`bUI{e4UKKx&{^Q*f zxX*&N4H`JGdM!QM*A(!_6ti9D??-5GOr!q|?pii?YihOhvKB+){%!MfqMXk_`%n4% zDNT|Ly48ZX3_P9XPqgQ8@lLDBa*h#v&_R?>nAhHq%NfgqWzP%tf8hnT9~y-Zee_YK zts(b<^&=Iqj>y*+ocX_){c%0sMf^?t;Ea&<^;;3`FxG#J|KoBNIk&~h3Y?VIX{?(Q z)49*H&$fFFi2Fa~d0naCHF=L6#xn@5(owtC$?EIw0K|aO}GVnZuetOs+`M^8x zyx-BYz|FdIpTC&?tsULtZ@LX;JJAbN&{-zr=4X@mq^g ze8KnXRROtR07NfYa*#NnC=3dMfGCnPC`b+xm5dTZaz-*Uq+u9f1{hE>GsI!uo8Ec8 z`c?I>y1MtX&m4vUM0>Auc2`$br|RnN>bSR8`Ey*-J)DqP+<`G(nLEk69P@MdagP&i z7ckDrkK>sEkw5H^VISC7Tx(x{{SAa|c=>NiXDI7&opCc?C_t7csiqVE>whh&dBl2G z{QO+j)SxSO$oVCNjcYZLuQy^c^wfV}K9pT~hf+sPMu`X-g3~sE4E&so(9I4o8|0N& zUtvxq>|EQ=7k-3!R`xRR!8xH;9h;%`x3Qci$_vU^qvYBF8={`Qtfn*lob0 zeEY~8ngYbzQ!F#qvhks4L1SE8@7i@2+sA{xoP4tFUE3WUlO@)T@n#XjfiLc_as4UN zlWm*U@8dZc@Ni!X`MUb5t3BRz*WuY4P{Lk-jH|jAAcbH#j3az6VEsePuxsL7cD(h1 zwK&e9){u70gUAJQG5riF|MABk@4A5b2W)4)-}&irpYHJ905bQ`gIIsG^szp4 zk=%>m*#ge1u-}eyz>Z}4s2A+#t@6!pYTkjz9XNcjUW_vfSo@ecYo_Axg?l-W6UvIS zjv6T<#((c85yTnJ0?JV8D3lZ|1-E^Hk?snaujG%#i#kUCv;6Wa6m^WYw$1qQDWV*T z5Z)|9Suro`{V?kx`?!OKFnEiA<+?=V3S3@$39*Ix$M}r#D}E3)_HVF;i#oy>$q&|z z^?Z9spEPq5L7d?%pbVuJ6tmmIdOL&m1XsIV^jz(Bq4%()EHaXubF8z&?%{by%oo{S zaPI=L#6RqNo{^m+_x3j4coS_id0bAZigUN@xuKn49$k#=LH;=h85){zurTWtQ$EX( z)?|cE7G0+jx!^pletObpc&zg%{ISrpksaI>6{G4d)AfiFEBugXS?mbpTaHF+53odJG=wQ`ox`Zexluu^CYk@aPJuVH2;=t z3feLM`*Z)I?-C&F-S^z(@ol)lhK#QJ58OADc#sy>v+QFTG@UToj2Sa@{N&yl_!$l` z`kTGwEM~l8yVjbr29VC*d}X<1^(|SnLA-g&vY~&#`@~2w+UA&-dZQ5{?x`{i`;oiu zy2Ej}r|s_$NdL5|_!(aHEtOH_YsHhd{GOG)oiBD@lz9x-SCPijOMh9#fPHAD3A-VF z(6_Ptha7r{l2WwY%$c)NI5{V?%rYq$sp1VF<1A6hM6#k)j16M29)WXbI(=u`s>R%Hj&L^>HSwAUwr9B=~GA4E>NZvF>G+uA7#SwA93Un z{_Y)Z{}@i;RA}B;`i<=K#1Hch+<%Kc@Qt=uUx*uPKS&?@R}|!>mtE@Po#kyr&jd}_ zVMo61*C@s{-*r~xEz ziAp{q>5|!9Bm7O)SJB_1{qp>fvZQe6Bhdf&oK^7HYl1Ac*~aevl}VTnb}@KxMydZ} zd<=^_qmUuiWZn@wgXJ&!a74raAyS~wPOT4049UUTD)NDS_4rwG$y9V3uT*Xac!cmhaXpe{;tvUS$Y>;6g?BF0t74R&|_SVZ{#7Vc9B zJ?_n*oOpYh;~&nuV(p|Z|CA|@=otru=l_z@hOs9CKV;tj$?1d6{I9$2dd6<#6f}4Q z{A^kioFsc8_ylV95t&@{|6Iqm^C(8B*fc)y@M)p;rNHL z=$mHe)m%C(jmdBJ=zDgExDSr@H@rMb0N}zS-th2BG79d7Rm@kKMPy zI{{eZ)jmH_{)qGKVndvD_Sw#xfV#33UFJRc#Bn?Ux*pjeU@XHK2Pt#Ce2@Xx+uxSE z3ACkgwyDl2)-^%L*vtEN`J4>y()8QyNTYbKKuTGjDar5U-6d}ifFJ)GZzBCu%KU%n zJ0ZZ2sO=M_fZwpuFrst%#$F=g%oWa>VGUj9BS|O03p_s9S7&+dAoyVo&o!UY(0bo-t>}TUy8`^zL(VZyj$=V@(@p)PP4D#@$Z5X%#=%!@zz1 zYp=Ur-bj2)>cQGP)@{lUQ>A1&U89H0cKY#7C2R2ABl?B(b?!w)O?2*`U@Xe9+ue)% z@1LY^r9J<=ougS-#y`Y^_oDyfKWyBCU*A}WfhBIf1*zj&O3PSEM&2Jme_B!ysK#W! zLj>riwE7%l8O}(`QAgWZy9pEOGw5@@j-mgk+yDJJ`IqaQ*oWzpe&v;awm8L((sV?3kfz!Vl0IDEA9zs4>N>DQg7@^JU1BVA^$lIjBQZW| z8Bh-SNB*HpC{LWnF+VX8PmTcH%sc=weG<^8AWfc=8H^%h%x=%;WSl~Pu0;N-ybpKU zX{UF$$(^0}F_yXd`+6up-iO55LF57D4^gCG!YgeS^x5(*CCiUDU-4UZ!28{d!N4(T zg_-^UAt45%FbwzY$fxM_^lmq(?h!gL@LkF-nR`Y)9 zQ;R7t`h$~CIaT4G%NvmTVTQzWo~&V@ee5J_y76NyfiV&V9;DQm?01L&-4N&6>0Be< zKsJ`li2fL5x3ZS$W4;U;&r{>Qf4sE-9R5!_=@j4l)FgAX>iw_({vSQZit~lI=YzMX zj!pCBGtN9C2I%;As#_sN^^$P>nyzRyE4&%zm3TTAkg%BuI> zB`o$mOA5#}Ci@*CK({Xg31=*WjF>;bj=o%E_2|?`CDpn5TZAYR?1KE6t9Jr1E?s{4 z6;?MA-MZ`99RtLHdcyb%{hKK^a{M4=yq69AzFx*!e6UZBwSJ_9votr{Xtt9Q=TUy% z{lgonHS3ILp4EI{T;m6NpnEZr{_3l)-aUaiU-%$@S6(G+n?gsw16#rR=g*}+-}Z-q zzyJOREhNQBH^f(i{Vc@74R8P%4^if)k1n~)g*^E`QQi!+sORcB6v_wMvmzs=`G3Xc zVgCXe&yiks>18Sp)amx&P8j-N#t*lcU#G0V1_2H8F+0yU*ZTXEzO5@*{{QR0Y|R4v zdMAO!5|?k_f`;{W?5~}4(uwl6(@A~?2XB(%3>SFtPdoKjVmop^XmO|Cca{2utzf!p zVYb@JY-#)+1mpSfk8&T1EaBWa<#&2|TLHz5X)`R`S7)X+Ac66Fb4p9)zwm+!B_v|S z2kX$YT+hI#We_sXl`)_E?Ffdu0zdEVT6~?qvy1ZMJUPRVZf;IL(*+mNDF9J} z;mR24k1}9S1bZx8Pr#Unb4O>(?~CH|TX}Z@ zb0fS(nlsvoy>Xky$@QxJ24W?OT(IJmB3M z(0G3a{Ta@z@ZLLk@WFfn@`tYB3>Vg+sXyo|i!>!s?#<)=1I~iuPAm8FWBRwWv^i~{Zp?8LzhZ~)0nl=U{_7W9 zj;Me9hOCB4(eC*(Y11OV1LeL;P6;`nkFMnk-?;y5@h_*pTe%$46Mf?EeBf?9==OFk z!^1TgZeH_ISAV~MvyYz@ftKd*aP+PHIpcrb=Cb^x%S zf&Yg5zGME718#r=NM54MPaj=!Wf$!q=^Z4$t!PmjFYFu6w;p)l{uBT-#wD)&G5moD zUr_UzQif-{#ad$g;2j8#KiJRJd+t&nxC>yPoF?9BLw=7t?${zLjE|gkIMVxE52Jwl z0xNNFZ7&pgz(4MlxJZ<0!SGwcpxbYTGQ9k*;Y)d)h&q8iV2(d{J8JM_;qi{hVTT=> z)(Zv4XvJOmn=9-1_wZ!sFh7BTC~>)-!u*rV;&Y#dzcM9ojv(0!NzroY@VV*5M^Sv$aY9lQE zXA5i}(B|sz(*wWmI@m{+JFs$Q0OLRE33s`%_HUok&3%3zThLcyP67SHIyLHQ&`yo< z1UP`2p8APQS?F>4If$iO2IM^{l%KW%=1+Lfo*}T7Z2icH)-iP8S$UTN=eEELnV}CN zKYshlWIUqd9?lm{oA!kK{=ol{G;D1iGR1m(OdsLxEQ`f?w46W32XB-yecD&R+y0yJ z7X7`@Fdi~*u-pIm$3Iw}Bz>IA!EeUngS;WH$j?TbY^?d={RM>Aw}7-@EM3=Kcl~u9 zH+Zo28_&rgKJ1IX{PHVeQ=Dz-3J&-wVq5VuN#?R9Crcml$5}u9NODLK;|1<|u>9c1 zTjTr7n=5vA$;!`oIQNM6Qq6A9`Nz9HdWT!mLpaPIUXXR2yXCi1Z0*D1{IblUm>0{9 zd53-H6e0()bR$h-m9-K3*vVDcoscQcIlTS`)}iDhEdL{KH?OgVt%)4{o1+b1eIq8G zZ?DhEa{c;vIn&3_fBffvbl?8A^(9yS`3jXc@9(U+=3270{XfPk5x?}(3u05)x*yhD z_`zKcoTb2e6i?bkB(-!Oga{eB1?7oNX%^>3C zWL^Tf*u0Oa%e>>Z+dMto6`wkFs`{}$4EEt4V zed*);5z73qoLSS4X5I3SbvDT4=9_O(lFliG7yQM0&qDp3ydMC(t%F&3oI^lgd!me| z_%Qtg_7{6u`Xj7Y8^Pp%_z{O|96$egY70i~{VpX;7GmiVZ!Xhk{o9`Jh^+B1B6^1Q zBOeL+hd*2-`LKPL|C{bkt1P7LbIyqrxMz&d!L1BK_}tXC2pn@D3~grLy+>N2x2E zd!_vOJ9zuzVxBrBwbhalFyv&Dq3dkIfV@I~;l}r5uojZ<2pgSz;Kl!=@>VoI+|$VMiLT1Nmz{4P zQGU>hc}&XSfk`(&#~Us9aDNpzwc8VKTyL-MgqhuL<-z;gv&1flHtC|$FK}(v@;RdR z*F7>vfZuQn>0BInp!@*id=Bs6fDijixXY&Dk}VwLfc|1k!ue*(9WHc+=Q{YiDChpZ zJO_*PaHmwy^`v|;Z%hL&-%{e4bhF#7{1YbZ==o>*I9m|IGyPbv_$^(2V);F?43KT8 z%kWH}t_MgA|08!s^!;cl6Y_%J#>UzP-f2R9Auqh^V;{!qu_T)gbNX#EQlP8lcU`Q! zBl>>PzH&~S_kgi?_n&eW1)sNMuE2A7Uz9Yl#*Q}}xzCHe6BZk5;gn&#Q^|AipnX%; zG7dWE;BIYMe`op+$=U?UkGEwoz5~D9vdeY*?YCdI!FqC@Tl}yCXFUD1<_TXnr2F)s zVNSEJ+{f5qhwVN6)8uUhe)z62Y!Cb%9@77U+=D>a&&j=!|08d?50gLRsNF)+?s1@I zAMlft>B5EG!?IGQ0|66);o-%5GSCgI+w^@PJH$I}+H@x~Jky6vz=J+OKV41s;Oq_i4ZL}e-@4U%2_iS(uakWxhMzKJsXLE_incWF8mSEiz zxbfr1lWnNW;<4OxJpdUTQ33_oJqBR>v-Vi_xiJQezgAY98T+iPbM2|;MOdasMKAEV zKz>URIPl`$Im(9rtpj|+^*1Ol_9D1vfw%Bsuk9e`?HK2u<&GCWx844igdfrU>{x!w z|KK_R!@^~eSzq{V=ZuYszr2jp<<{NSTj#n({cf}MHhyoP<0|6B*(ZEZ z(r5=_T*Vm&+D~}n8FM#$c({E_MeJ z*XWLMmthLrK&D2IkGZ0(;l|$?Lum9dcHSe~-LOYjmAB2NKRG?=b;^^Z4|``}*{k3h zKJH_}UO-(Sez@6g&t<_~6y^i-D17j{A;fJg^E#H**W1M=UR3Wh<@CSyHQB#`4K4pT z*NYE+J9NEtZkYK19ecdm9}CYkgNgYw@yz#!`9Pai$W>YZcpiB zU!?DY-=xqpmXa>x5P-RZdMI`634I`G7CpD>WK9EQQ5B_5Z0os=hIl zAM5QHU+k0PQb@isCb0y^XeCF1>q%eVn-+b*?|BY>a$JD$8wn^g&g0e}jLRxFS)bzv z>(7|i;5=z=uejH~ba%b%P1YZbzpKhSzlewJ12zTriZmzk#T;Sn0DK6;kI~3s*aFv6 zeunLLb6kM%TiE=ac9sWrjQyq^_hsgaJqB6GJ2x^Xj_Ko_Gh18D<6~;9ecyN-$nI*S_;l^!Mpv`h!MEjHwSU%a6ij%piY} zmXP=S`JO5V-0|1X5c#95E2gqiuK1l)oZsUIzk@ z@#9Tu?4!pI-W!LmA-Oh!CBf04N0E?V_LnqA@YA&?yljTG314Eh5WC$!fa#2#q@C& z0Bw?d2m}9sttVj+@5Y;Ks{J4NvGxU9jvqY_ndBeSXZr^Z`zJ^r@4di}|F|B8xURnD zYCXqlbkxO2x0?KB!qYQm2vzPxiJj^+$UexQ^$&Xa(NZf45a0fdeSYLO?i>cR0@o}5 z!0(^~8h!LJ3dKc2%*a5f0iq-RNAwlvad8$3=U(hnMob^}1K*OjPVwfxj-e!YY!Mih z7#IVegAOQP^!1e=Z%1HEnt0ztJ+F_q%PIMg&=4@h?w|uj`miAeOm zG4Rgq@H-CZho(I-&ECvUT0^E7Q(yVXNB8NcXULfOXgae->@YXP?w|u2DEh{dzNHjH z83yMl@U}hHW%0h@0G|hOKv|-%PG5fMPT#ITocbPAinXu)G0((U!{3d0*Xc{*FUs05 zbnQ*)%d2YglmXzL0{GsUV`~NlvGCYEc<|zEsC{CIb28WueoEFxX3UsjZ!?u_MXWhg zg&y#RNE~!PxuZ`+ka3YPTD$|ahzOB5=s->@1!?JBY#JZNkH@Cs-Zg%QtRjXKOEB;`=zy|D-+QTl+yQ_5iN|$cEbga!emo%u ziu5sm$8R-bUk!I9M=K)E?4nJ-ChO9pedfx#0e)8oV{q=j`qM`|@1^|x`3Pw_=zs=^ zzP|L|mURU!tDYlaDlrsseQw}$aIUVkLYH8ZJ6eMGrQa9psFhO$2(dfpfO66Y`{x;1 z1DZB%n*QEQk+C99co=GcP$2@JgAOQf^!1g0wyaCzT-D51i?b#xx`4(3+F^#qQn2CEQBq5`Y&O_cN|5{q=?-5=^ML0{6kWokHA#am^EiLu;2rr@{ zoFz%fsH5|cx5>Yjmil{y7f}(;k|bo*(Rs+*fCU?YvL1ucDsBgJTe!$AjP0D*_$ z!A2Tg3tIXNM~cw`hl38p00IxggN-!07PRykjufK>4hJ2G0R$d~2ODX0EokX894ST% z91c1V0|-0}4>r>1TF}yGI8uxjI2?2!1`v1{9&Du1wVw7}t@12KTW!|-4ujjjbPeTE~& zXo15)2Vww$hvC6S8eI!o`V2>k(E^8p!4F3FIuIi%;F5#(RbnZK;z@q)E#!y_M&}Da zX04zyWJ|x0N9{@eCjUx_sF*~%+#Dcfz%4nN{uT15J;~qnuU4Z%P@&ta@O3cpmmE$1 z3VGC?{D^ek-pi~vU4%YOqwZB3qTK`kDnA(&43$p()@fQh+PST&DqMG0#OGT*B z^qU*MV?c5lE~lEI$gOZ0#K|?9esklu2N8f=hRdmDC~_-Y261wYrr+H7?Lh<}m*H}% z8H(HrmqDCdqvkYK9`W!etOA*J%39jo%(b0CE{Fr<$S2t#BE{$u*jO zbK|!M5rABV%c*84aw}X0adM5O-`x1^K?ER|;c}`Oirfm9L7ZHp={Glidk_K0Ww@Mb zh9bAZWe_LVX!^~K-yTE&av3hCnxV+8a2dqOHJW~NkYK9`W!etOA*J%39 zjo%(b0CE{Fr<$S2t#BE{$u*jObK|!M5rABV%c*84aw}X0adM5O-`x1^K?ER|;c}`O zirj!X2Pil~G%+QG15MM*5mZqNW5HXIlQ#zs%mbhy^gGa6`XY=hz)HZNRj3|s4jz~X zKtt$vpf&l6FtPwE>4H|Fdb~M!U>*Psq2Gblhpy2j&6L5c(ZxP5vT`EWk>-pjD_IZw?-q2S7vUcc3--i!ibPE9rt( zp?bVIcwim?4WZwG*5oh3$O5dS3tENh@#f%xc>pwoeh1ozFaN4QMczP*h-BeMlm`#i zztbH^(FDJTtAGKPh-m4nG@?jcd`{cL`Otxf5XMt+MjF6Akf<1aK&Lm`$)9EoLQ@6uWBJU>;Sm~LP7K6J5UNA z@pKtec8wD04m&{ZfKbr<_zsl9M?77|lwG4ly2B2TJ0KJ^KfVK{@DWd!F=f{%k?ybq z*K<(humj`{2nEfL??5Sh#M5O=*)>X}JL~|t142Rb<2z6aAMtb;Sm~LP7K6J5UNA@pKtec8wD04m&{ZfKbr<_zsl9M?77|lwG4ly2B2T zJ0KJ^KfVK{@DWd!F=f{%k?ybqsFr?|KrNSE zKat5Togm~CannDSFeNvj=j3n(%8rESCsQeSVh7@G@^>K)l@U3dAcq1z{gO{)Da$w9&(#+fr9OiliyNUA2)ewXARVG!fY84#ug zBmWeo#+Re_d%6KtfFY9x1_T)CRTp0=w+T*cH)IYH`3YONB6N;S(fDfVyC_r| zlwNX$sC1&6{3(fkHweqXfItX()x}rSKNm$14@9LOAu8Sdg^$?m2C{(x0WNyg#aENR ziz0{zqSB8LmG1t+M{ITj*}#AR7rpA@tI6L*5yS&g=|_l4cYom{HoJjrU_gM2UUl)+ zqSD=8_=wGJAR8DE;G$Pu zeEs9fpF&}g%^!RLB=3B?jEioFs6+){00aB{fsBi8h^0gYUjPI9{DF*%ZiuBs1z!LI z`}~27i*AUeLXd>}gLKsoIho9 z5@MD}>wlvxT*n;fq4uDf{)q%sE)TKjALPwRg<=3smw z+{PdD4SCGu*bBFfzmQ9_Kd2MU{`%`takJIYuUZ_Wp+B}Y_SEO1|3%;2(r@x_`q$cD>wmOA zZ2fN=e>iqx&!LUKX{`_TLbE@b{q+xKf5L93P3}gzuC`a$ba;k)aM{i_J9@V4KbehP z+Sg`(!!Ad^n%k1D5qW#6*4T9&Ag-~a?IqhD@`v4y_89(K`c3{#{|4JdYk%k`TL07f z-!}fV@weF@w3(XyWoy5-p8V0XKclU#aAmFo7g4j_e#RbKX+y`oO5cBjZH+ZCvC%Uf zXS7SZ8*2rMgDo#K8)po5UWuor&-qJ}f78F#{;aP^eMVY)2d?!$VGh^&-!}fV@weF@ z-aj_`%WX=xLqA&fXKk0O?e1UEVmD5muW9|;+!gkRH(^~pz4%Fmd?7`$U#-@MTPqp^f`k&VSn*G+sA03x<>}=z2 zvp}y#ggnfy=0&^V=gYdR?2*0nXD^B>3p6ZpviLfnwl^0~+nW}OH9G|3OB;XM_?zsEW`8vM>mzP|+A4Zwy{nmSwz`AKbkDYSUT63IfVOp7UsszF zwmI&ss=aOfr`g~MPPQj_Js!8sVVBa*Pj)@xQ~Ru?Z}JLqYx39m4A$9wPSf_b>`_qraBp{jR0Ua@OMX%F3 zIr>4gdD&B-{m4F`<^f)L)UFg*!p@d8a}Sr+)3HA9wtl*QYHRD3mc`rBhdfo6n*5vo zwf2|$5wr)ijjE4o{ZH$E+xR2xqK&_5vo!mo*Y{Jd@zd~XXC^;*+%`uXu>bW9N%kw8=K`O`8x5Q02QB?3|E7Pf{h{wjb_n~I z*8i{%js2$JwEr}>^}lWWY2$Bh6V3h*Sv330`bZs5J{tC?8{{?6W3z)r$3~tF!n(PS z31J^0+1Z@myDNC(2d}KHSK}_n7fVC*sfXUuM?1@V4o&{-gPZ=b{g^BAVEdul+F$E` z*f+QSw~arcUx7TWwv|j<;(6-gupY?04{|WONX*aF^ZQ~F72(?w(_}lEC+RkY97sk*J+Ws7{ z&)tF-N{8_Vc#$Y7tQ?>u`EpXi5-BQ57VMv`!N2r_Sf29-QU#y*8jBrXDt0sTyL*T^h6>SZaOD}eRbN?I#-SB z7$SGI&p9@lTig1kul8P_-Y?VmQW&@I5pRr#baCHB`VT$yP`BoqYjz7Syl}VBLJRr- zQcEq>op=6u@?QMgDL%%}{$;_WkFtK4<&Ww2$zo(=p>EvbL0KC zrgyC0Qvc35=l9*`KmYk|@*|Ud9y2ffJLmW3bUXfN$L>cv?$}L`{~dSyk@|PsaYA?7 zU;ZNTm`<_&uf6u#?&m-MdH1!ieXUz{)m6Lw57@tZ^_5o!^zVTO9_V)6W!G-yl~(Ll zTyaH-cS85jLl0WMK7jUzdEFUjoY8H**>}5TmRY9TV1xC$BaS${d+oK?L_bDve|!9F z50T@)bWc3-#6bB+lRssZ?VGXd-?`_U)BOwTZt^3&{m%<8ywL5x|Nbg-lxMTeHtT-( zyWe$hOF8TQ=f<0E?6%u(yKaRQR_In+_20YQci+8x`st^)@J^pHclS7*MOd8_)5>z6ucbe|_S_#@fssHaq{&^jD z-u=JI?X=TGr#9%mC~{kO-6XeHr5zxDW9a`Mxc`Cf&_fUHR$pz6ZbfM$JN@{_-D8hG zu4Rhj&r?r5+3mL5Zr!)P{cWw!Ew|jVyY9N{k}RzJzdQTv0r_h^pl(u~{N*pVNf?d~ zqw9Z6pJCYkWBpV9H$mUN4}Du+^>g<`_`s6=nj`Q{W{uoHU2&>vfO2tUAk|r@=filcGzKiUGK8`S+M1=+uvB~AN{WO z)el>HAB+A$?@l=3gzmfFwLWdb4L9sgJn5wFt+!;%tIE%MdRu7de}D3mon4k}|H|_| z**~nSk4pbLn*1kEo~(8CyR(0nbh3Z^rLMC6&p+?{Zv56;sjjZG&Ud;)4mr4Y{J|RR ze*5m*t+n>r-EzzQTesy_TXt7o`R4)sXPstu!S#PP-FRd7eH}Bt+O4{pw87nXOKmu} zznpF^{{-Q-CnEr=R|6@)6x#wT# zmipZ1R6Y|Y-aF>|B~2QGiT1M z&a372fBEH?C*Fl*{_{vt{`af?(Qhxcl-1pR_uVJ*VgF|R&oeV-bc=psQP0;R3xCY} zgDtk$vgm(~J?7XB^H|7V=lKDC=%I&I_UM=15F23i)mQg8vy2w%mRRC5-77DP4LXnh z&veJ?S?gQcAL<v>86`<8CllUULFyhWBpH@IH@Q<wjLIIm`Q>+i$;3_>!)ryjZ*=-Ptn7fnF}C z@~ceW<@k^GzND7 z`%(YH%KuU7e@B!5+i$kr<~Leb^Xh+Q&wi`ha6{8ogo}Ly=4z;a>feJ8 zJ|J}T?WV5=TmQG~u0JjG|NR<&tPNWFacvmw`Qe8j8fyPO`Q(#6wx4q9Z@v9R{TtT) zX|6{Ly}-H00MwD%;b<$cGqlZ^Ep2$2!z7!0Hs+#2pAB1F`OJ^|sYN_O^Ekn;ycVb0 z@#^QCAn?v3{o8K4UE68w%P`0O-nQS@y4LY5^>b&Oe!7=sL8bp;mp`T-$MX@1Z z8*Hd+DoZS}gpKV<7Kg|>me;G--Mg26O#j2E|9PeVs@PT+Uwlz_;DHBrpB^{Pb>&{Q z{l=z$kRxo_mnAN&o4@kPtKG}8ZupA8Z@lrA>;IpUJ-gUqi*^>%O0*CePx8HhO{@;?d#X}T_^k%+__1yQb{atkN#hMoSz=`)w)V7KB zW~|X6UkAv#bzk~_`|Dq=kCna_d=FzS4DH!)vy8qc> zhY6Y=jJ+?v{Bk$@t=Zizx7^}74;cE1eiZq}|9R(OA8vN{+N{^4zt~oBE3LGWmIu6` zV@yHY!Fe;3^U*0&q&~l__(KjkM8c2W|1I({(;bw>bjS4OW%0wlRT+!y9=QL0O&{x@ z1#i-`x8KG*+xo@NfBp-a{!f4UQ`JAvPCnV@>(CwO*9X=A_LU!UL;nN0J)Yz?MdXJ4 z3dmjMCS}pG!*$)U{s-&On2Uh-{0q+4^|!zM?Qh-ITW_uPx#gBydHt`r;>yam&p!KV z8^U}OYZpi#;a`-wI?_S-DPr%#=Epzgn{aQvttvn38Sax$J*D|WSTKKVVg*c%@Z_1o;w&>6)YQJJWv2gd2=n&%lAjkh#UU^x|Q1sQ({%oFZ`ob}$ zZvQC%!3Q6#Wx^iXGc%sm{G-mX=Z>--D(zLvB;~sEuDi7F-E`AUm4m6lZ0chwo4@|`S=}=O zexJSfwz`n^hkZ2QCQO)M`$jSkzv`N+Q<@{)Ew|qCzKlOCe;hNc4ZqXPdi}L-TW!N5 zx)<0t{-Iy~_itI=k$;Z=h<7aZXSCP*V6)cUc$c<{crhNO-%Zjrbny!wYb#nFNn8DJ zQBTRWxkI-9G=I{jm`~?(e%r^;^%LzQEuFEX|F)cc`M2f1qVAxkm z&^KiN3o^q$&MnmGzbQO7%GwUjPn>b)ncbzAUEclexxW?Ve_r;er%ZXYoAT%s8EfB= zvGNVsqq(v>^Q<#})y32N{E(lJNv}4Lb(wGv2of?%sRv z=`Oh7g6?#gCtZ5kWzvT}lhO!!vH2c$c5$4`OW3GF{;!*j=MNhq3MmH z|Le#Z3fOtK+;X$YR>}z3UM@QI8L?q-b_Vrzp6m@GFWAeC@&~;93bI}#aq#?&)^C#k z^e3lxmt1;@+M}<(j)+})^KZQI#+rxIW!}L0NBXzlai^yLnI%4} z@x=5I_j>EEr{g-yig^k3-}Gs0=_{|~uP(o?O-VY?|A~_(dVT3yi^v7C$#s{@^Ka07 zk?DOC!&w&%|@{ofpY zwD9Ks?^Kz8A*~HJ+R*!xKKZl1$N7j_{&o4$|DcR#VV^mbAN5$v|NaNezDN6gQ}*|n zE?k@wgnZ6B?_4XJ;D*(IoxbYKyX=35>EE6rH^>KTZ!vwy4ef73SxXo#{iA<#w94XO z*)xyjN4+fdxurVJtzH&85Ak7s;P192{im&V{S7yyy%y+Y))&B-H?8umZ)sldxZ`%! zMb>lO{}TUh$G_u}zHOECjrH}a%*$aPWBnht`7rrseI0M@UCSqH%Lu=S?X#dSM!edl zrT$Ns{+sfJ{Bget^#M77Z_=cwLvJPBlrdB4f6X=5QXM*1<`{kY_ioD{>%W%2=26mA z9?|tl+E>eb3++73yHLOP$+$EY`J;RYi}l%9{;RIMO3RPEGs+)pdyonDUjX}h`;hkc z&({CWtNy8fkR8X>V~#yW^(M;S&RUf1k9*ixUUik%KlJaZr=IrupY_@-u^nb;Jz+gw z`@5w7h<~qN?xpD-cGzKFuN?niFX6oEpRTx~d+~)AQyOLauk{b8~18{rlq_oZsO*Z{_TH}wRUaeW|!Y} z=UtjNm3@-kr28j{ZNHqJiCW>SE2ML&RtB6s{lualSD9)X78z3qvF`O2*2ARyyULn` z;H3z$A4dSwQlcUO1_f(_u6YOjSuq$%0}}lbhPQ6 zcG_9a8Oxesr7x`O`Kf>O2X%ZJPtZTKty^WS^%hxI!@PW@l~>X-(Ds{G`si0sj^m{5 zz9F{q!w*lk^<1P8(#IMn_|%37=_7xXzvfl^M;&#P@>)C2b6muS@dWa^Li!u(|6gUT zaBVr)XJINlSmv=JBjzf`WC@@GECrYt{b#Jwu}8n;N@-K_O@OSf{UySo3u zd0ylVeRWJ9Z65Nx`s!;`R@{6wjax(VM7t;2p`I54r z|NG@He<}Ep?w5Q0a;W@Ke$4IBKG5&K{@NRQrvkQSU-^IWi(hD3uw7n$`6W5SKUwzy zqWsbSo^i&R$~QsoSVa9poF|@mqSAKTZFfoIz005a_ip=tuKn+gHM3Cvzua5oCh~y% zD1#_}>L1r)bSw<|SC2oFr7eE#>tE~k+iyRQ&*Gh<=g3ia4{;A0Iw^UH?FI8_=my%h zhC_P}`ZvGjkNO9FLmKCwcfmmVSnCDtGFjUgmcFg&NqEuMy8NoIB2TQ1AUxaj3|S|s z>tE-j!uyiw)|s+C1=-+ye=UFL5b}ik0t=%2vHolMM_B`Ad&jy5+Wkr^T3^k*(YpM# z{-aD7*P{H9=KX0tu-v~b=k@>SqmODDw@O-+#|GeRu$Bfj5 zQ4T5p{bF|_{T(Lk&>`T8cKiecN^D8)N>J4}Gf8vyRL={WH!y!|Mn3V$8?9(!cGt+dM4f zi~e8N5Lw?M=PR!Gv&wnbU3b;GcU>Tl=mgsI!m<}m8tk@BH{Hbdd4d1g9(!2Xq|l|Z?1-hwp9VqWE^{LxqHnT?b_)`c;i z_<3u=?;-g|9X=;-(l8BmL!M!`a}EvKS7omfclZ`w_+y@Tta&cT`ezwpy%Qc*{;lM! zGxA5f9sHx|AJ40QUG{2X*>Uy-^8luI&pr1j{f9sNVRy+Tf9%$hbt}jf=b*P4KVHvg zQ2%kq5PKWAM;X({`HqjvxPx@;zULfWV?ceP{-IZ}nScH3qjY>ipLKLPPsn`Gz4@k_ zHJ2CjwDkWf z=eV%mk92T{6M60%e=y%fI!k>-s{BW$cDU{LzSlecJS=?} z(!qLrEq|=Dwf=YB_0K&>v)c#tude?kJ}Y}8qN~`GjQR)p+x&B+yI$5M(Qjj{d{WjJ zYyDsQJ8Nqkywig;Fc(F<%gTAr-^#ssoP7Wc-1<_#efo!Y3sC?2?6c26{X_rJ2GO6~ zeb3$AUQ{22wwJEqSR177zb5+xUy!qmi_2JqvtMSnFVvla_4d&I$zPWrc#J>8KG9x} zJdh9f2{dlWAMUiHEowgizrt_{OPh}P2&3;*KiWOwurQk6jPul z#v5-`q>sBM-}~P8<^Ox~zis#Z@0*J;AL(OF3U!IFn6EK?tPv5vx2z9=ch{fps(d^% zx$Lsb$R6-9-Pv-l?2=0^Q5wSNd_I-uTCtZn_Ts$%Ki_Rq`N##z!&pWt!BRz@7UH!Xa9vdDEdD1WT=APwjx&e>Sq z%j!;`|6}#jDF*wFO!Kme+Tu ze>xUOzVEwF&PcoNvR@k1Kb)svxxOo78Sapy{#j1+DJavGSN>V~mXPx$kPGfet|;q8 zTvu3Rk%hZy)1DYw{?}&B()k*~t|RyA+5Yf00@9zb1J=fJ`+MSvX&N`ymvE<1`?S#J zu+EM=+PfNM`@2#zL+RYJ!PvFJ@?RBO>=SZM_^+zVcvA;?HM`yN z^?tYituT&DniKUb4EvE>|9Cfp^};#>|Mcl%_on`51)M_?+#`=n8L0om4@dZgWM1?u zm;YaGlRKbEui5^g%a>eYYx1Up{pH^}?T;eP@5;IibZ41mmen+n&wIH4FEXc{i~9WG z4}Z}8SoWtDTkMm{i#;;jfkplAwbw6n-{rK^PM5l)zFPXXqYX;D*qbTp;(h9W>-1xq zcGt${9w5cd48equxgO+r4Dtfy`cd ziF+HR{v*uVYkx=M<{faRZ}E+7{28tMlm+eODN`P?HmYsdboMaSw-M2|U;Fq|r;q!T z(7#6}Pbu0z%76G_)Yqfr9=XU(_;8*;;|P5L`i8aAyzs8O?iL-|OZ5bH4dux4bKiC? zk&pH%&@sgIA&mc=r|TNae5Q~7kNRi*nduwK&Hf*K7{)(4Cxg1l_22s6vDN>nr^@{r z(LbJVr~Xr)+5b}CFfT;C*xq0se|bj({n*)OpOtmFs{g|ew>1&;m$+|+I>Xrtgu^^b z&yl9K_Qo5pr!jjWJtJm$%Jq-+cGN%YcIKDkFZ|fEMZ8mF%s@I;7SkgeGth>A<$W&t zdC20%8*kG1@SY+1KgfvXkNSr+*#2Vreoh9)xf<)0#qM4M7*81&^f}GV(U$dJ^gH$s zoJ(jv#72Z)<_>C$*O}erkAyg-7bd{IDx6Zlpc0^zjZF>K-!1J~{VU5XY8VY;H6; zKM1=0b5C-%-dCO`%ns``*Ij?Doe|eKZJil$?IO0RrL&OUao2b9G@rA( zSL9smv}w~d9-O1Xoif~c*+$MnX&6a=>7|#Ia?O!<-)__T1YXZ*hVtV)IO-ZSU2m88 z<9QnN?RaAWXYuQ|7M^_aDc`3;c*sKcTE-y%SCRiGQvP3hLGzEjsqwN#tofJtmX`S{ z{#D~h z`ZEUol_;StG9f(-|(zQEjZt>lzQsx~11`NPn#QXZapm z`-l8cCapV^7vpQHf1W)89r@p0Y~Q7pTuR#1NVmAye3K^18n1-0K3LWr{T+{7{=*JG zRO81U3uKRXzc}y08adutTv6_=A`Reij-2URIkNmw{@s4MTetceYjk(tozCY!TMG#KWI9~ka%&<{r!+X z(qR1quG6RfVGodJt-kc-FL&E-KSBDtl}&CkfA#bCJ?)Qo0w5pA9BcQM);szpB=A^| zvpc=H{=u`a+)YItVb2re@Jcdo#@X?D{J|MA#DlhmF?)W;pJC-kUMT++^nH^N(YJ@K z99m}U=MFn8>6_RfTE?FKk9I%Tk)!-Q{1Hd$`%fqn+ceYX_`CY*n2RqY>nnH2IVITb zVn<-#9`zW;U%qW%I+XQU`Ghy7KbG<{eeWYe`K>Q3(`P!+f3|m?lL2k4>AxlS&~Wa- z&aaQiS*YU&EplkzoiZglmFm)JKB|m9b*4+e;Rr?Ue-78 zUhmI;!F5=(gJ2U;AL!!DF3&__UT=HeHhvs^l$|HX+UpaKKPGqLWt^0EiXVII3DE^> zYkTh_XZNIU*7#EYGy84Zuq> zEbO)8fAVA-OOSue6+W(K{d4&#i)Cbe88U<2&N6|9u`|{`>Vsu~OJ2A*d-J5+IYB)6 z|Gm{e;)&@q-qG}rV}aRz^Pm2!GS_1nVaNYb&c;~TmKF*)Kk-y_HnL-B^h8H z0Pl@6+!k^Uv?k++0&e+|V79MV5c8|7)(fM&++-=n{6{z4y^P z(GH2}-ynA|5vT6=Bd_vbxBvGde}o-N|Bv*Mk6+5VuDzWv^(_6_>FI1f>~71)VEw-! zYaa*;o%8vqgatq9;IneB1$5fMvHUFCTW`MAZIaH8?<;5D>+uJDFXA}z$Yd`|+)@9d z{58&$KH#yGKk7f;MS%W6-|F#if7Lg>o!4Lgs;?po)7LV6^c{#B_kUmaHodUayXk+d zf2SHfZq&& zY_O;Jr$5QrV<|%|f3|w7Y#{n7g0vDH7$fIx<@FZ%SaPyQFmyXIUML0J5+ zx8C~Q4}P$nwtucyQ~&VR$0t5+Hr6uBEUSCHvHjzWs>PGXM);uz#A6)8+h8_U%D9-u zOwbn}x48J%kpI=X)nvRp-~d}I!EZ-^jy729AKqO94R`4=?xSzRp8Kn^r_J_vfvmTK zN8f?ezQ%N!`e*&tVEZp^b@TCxDsA;-xT}MBpyQacTOEilV@~evSNdD5Qy>p%9QQUZ zVK~pyey+$T^NT(h?Spxh{s?hPT)7_RoqoCQjPtk;NStN*I5Qk|gLeD=dd@uAs3KFm zqra=%tMr`yQw%@_;k|G}1(U66X z!71+b^$tuf|IK=?!E}u0WY*I23YM2;mR?rp1{f3ZUeyNc%RgX=2j`G)y6I-kGt$Gq zo=uiCDNm#y=eXdRJo%B%&htpRQa0dl77V|?fptCVyRNrOeLep|UTG-AC38@J^P(V#i^B)Vp~2T^H=F z^PPHx$C@4gu`hu1Kc;swM)a;S{IUEzpYfEuU&B40ML+%teai#!p^OWE%+4^3TYQ|} z$^IbPf8HyR_3P08*jcO*IfwWyDO=h8xktoxNX$>6i?-HMp z_kE;~#2rfbcayvA8eiytdA|<*57xOfUWrTjDtAHjzjgZXzb<#bkUy+*Vt!bcA8Y8K zKP+pUwfxa;@Gh2y7oNY#yKwdR!*~0x_|u=%20ihF6LlS|)<2weMm(|4LH=gR{ukRK z_DOB7TIxUeDE~TrEwk#F_5XGMSL>ha8}FW`dVu`5-S&H$N3_Y<{$lzJf7zv%4~)OO zvubU6j?TkTX5J@9Jd{7|3DB^g;W{K|MeFjPmF}!=FLRp@d;H&u_gTaauiIa2|5hia z@AfW}>EDm#ce;3o$ar#Fi2ASRWMurqm`ZuE{#*ZxK2l^`^?$YePd)Xws$a((^Bdt6 zIghdb!MhPycf|RaC#OHD^2a?E=<37r8-!?oZ@oQResgVSwZDKrR^F_6Q~DOI)6oCz zw9`%+Zk_L}BV*;hIzH~J<0Z$r*#2c0v8)5$}`tgtJy*!MeSYzLP zH+dUg(%(SGjFIlL%Q0p^htS7c``>n(Z8gnv&N)}s#BA*j=MFIb+E}@iujgV60uJMK z)IY@8*Z$Mt7+Xy*m)J{_KGCv{r@krWRp-uHC#aY7uYH58kE<&Zo#!zgxVRgI z@?*V_YkL^W(N`l~JtvjYJ?NkVO~$GG56B$lO0o6uX2ol>X6kxNJR`rt^2_V`IOYG2 z?9X$532Cbxlk#tQl66MCr)2WSSs&)r<{h);UTRuzmokm}w7eq;IY>THHta_oD|78* zt0gnuvfAJZSJ{?TsNHQRZl|Ln8Rbf1**4)dd0 z|L{f?=5Z(+_GIxMH_C`Mi~7{Io%A1Pla(fCD_C~j=aKN3Cu03|nEqqk5NX_b=N(1; zqwKfIxhu%`IXQD)mmj~+h;Y|kf1TWFE>)%|x#|N8K|lFsJXX;pf<*CwF*-KoYE$H_5y1Xr}WmCC{&Y_M%`l@$AgWQItkN0{J2i}wQ zye1icHJ$gqSAL7ZoD9-+I zzn1!sv+B@c?4Q0V<0|6fTYK0;c|y*&}CJlZn;wXQTDW*>mh&e{Yz z<%swtjE?0JzxD@+BZYZ4>0foVy`g~m!vCk_E*JJoaK7l1ayN;1bLE^&y3>TVt$mq{ zosUkPs`#$Z{{m-q{z=t4+_5`X=5`1VJbqK|t+dyE^)**p znGy}KF=ZHye`Vm`?_fV&*FD>QvIL%d%2$=x{lwNoGt4+sDJdaz@2>3Nvi*>f9|m% zFLEHjr16nTJtDGToMfQJK zQ^Gs4NarwFe?Zt-vj57mUL|vOq>X>PYsdEYfb74q{Ll-ppOilGv7q{2rXTeWazma^ z6uUa6f8BL*_A~WAn6E%ra9`&YM(!c5Eo0Sh|+VtKF!i#QVU0K7+8Xo(9wrR|bkUzG+AEfgG`bLa| zpE*<393*Xo=lj`6>(QyALsCCz{||~zE{O8S`ltSnRsVF2Me;Kd>+Mn=t>0As8)dGJ z_J*_XtY6$$K$&ilar52iKl(6)!&z6zEY^SPfBXCYTK{>z{aCEGi!Md^KbZPPJ@XdTjp~{}2xQ*>(M+f4*7zD6|(FGvtj`X@4j`+A#1qi=}Hj zsyl=BFZws|VNZhXKc3LoV5kdN+3L|~2csOI(LPw>VtcTBBCplI?43Zz4KJ>i zhknQxu$9AI;n6zPxELnHD>7s{V@?0iL*@R7^fi!8b~BvMoy$8AVlyHAwdBo($cr{_ z;cXlMjJ-nSW!GK8dOPfP%0bHa>t7#Lq>JA&ME%CR*qh!~F6^s+TGpx~9Wd9J0CT+^ z<>y&U=hU_Fi;Ky%pfe+`8uwH=t z^EWMVzjoGZuX()OLqu8e#?f}$ec$zN3(;?;|3US?mLA)Z{FY&QlN0&FJE$hN@4MVi zJn@92TXX!4?wxnu+43#@63#a2oJr&Xo!oEV{dE0-a>xAwO;hS0zu^QtbQ$l9p&l4^ z;g2n%ZwXoctpDBYyPK)}u|BAMMUsD(*}ETq>hkBfZ2V(?fpG!)w(h#?Bw5H^wNsD} z(}BMJ2ej2iXH+*3enQmO5%~>9u>~}|oMV)|=AupSx|_)FD=v54<4Elvzn6{rLA*G7 z1ij|Ch5iR|j@JG)&Cvd`EKz1F&wJHB?5`nzHcwA+rnq@t|0g^DMALix@h4I_M{<9< z`IZ7(e+pOMy-ek|vYF2Ee7o(9mG$5HUy*y=Mne74{>$fN!kvlK{}+0lbkiu@; z5zgpgKd`nxY`s10!49!Mi#F_Sa766=bl((qu*zvr|1rNr`g$)ll|SmAw-?AYr0=G= z1Id!-A@}5^qj8FDOIPOt$v$U2S-NOTqUXX3xfvf|`Db`7OPWt;eWP8ZvZXxcaE52P zbjOlD?$5<{l5Jf_-qe$`PFRnl?S8qQQJSN_5rnfOkSFF^a2Fpp&fd0#Uu?Utd}TQ; zhpo3;A9vol=W6*_e(dFJJs$7Vp$;t`#C7Daj?_2-;~!&@)sL-P<9(?ew%=aIBb+J3 zUMYFeUr~NopT_UD&>n=IfbToQ3+eUme2&^Ol2u>R)-2|s@PHbwjYn5@6!oce4T zACMO1k9$qJ1|Mu|A@QwzouW1 z4dq|gKYkAm@;_eo@wG1zxhap>f7EO18%_VfgWuS|I(V!%__6;%{ll9eMmM`7j(@D% zqmIJ4K(jy5o^ZC)-h|C<0CQ8E3FxbT=mFxw-fUm}qkW4l90!g)8yRo`XIr z*=$AJf)l!>mFV-CKHi$fy3M zsP#4=AM}aRKERLp2iBUVJ~~zJXnGty{V(otJ|XLj80TzG9AqB*SCs2RYJcd1G0(yo z>-njFtXrTDf&53)Kdg(QFUOrBZF7Go<=47S@_+qJ`Mu?b9@aG@*cZ8ObN!Fj{_r~u z=zpfmeQ~zWVdF36Z;(6oNHv`y^>1=}qQgEg#*5L?A5H#)IvsTJL)5=0|M}6sTu0dZ zZ2d3iY45iG8?FC&{(0$JW&FV%)di`4I9G--SnrPw(SOt1v9&+s4R65VJR9sO*xke0 zpX(j_q4`L^u+M9c*z3V$Pv>OP*rj7dZhvY=O8P9T+3RV&0BsZeLeG5Yo6`D~?wP=L zV|W|;v_6@RxO32-McW><6eh=uI5=PUXr=$HfB&|xgW!GPlTSLitomtw*IH}zis?sn`q;&^#_Hm!oKvM)c$Z=u9g4q-u`sEorbw1B9Mu$ z=c?nj_RhXQX;SBWH^TfJFO#h;<0)-$y5Ng*ZTK0dxoO>8@ERxR|Dfq({~o_lgfowL zg9LY{aqj$a`8@!ZUFGu+T7H)CpSAv5`K^t&`j2w>=js2N{>OUfIN0i+{ekO88~?-} zX!aNMq0o(g68p0}2m@PPer+k6=>udtvt#Swh25QOYJG=a-p674imtBx>pA_@H>Gvs zLheGxd&$Jj4sik3(#IK~CV%Y5H2t%7gf>Q5wDyO#(fXg*?-FkPFZ3d>AL(zU*5iH~ zf7eD$2Qj5pZ2HhTiBnp{wMXvt^eh?)W#q5 z861b(_zPJy`=i-kA4U5!FQ{kRoR)iZNo5}hyGhr=(|F0>X0^5;wl~jUqo087jd@G5 z!MQfbxL}K$t&V;rj58R6VWSDI4%5%TzMwk0q(8iy7 z|GJI8&HiZimyMIKIse}6&)P0m+ugsS#crHBUxyu@)-F&!+U>RvlWc4+JLWK{P2lVd z?RSkMg~hw<>QA;7*3_#sY@Hy@hbmf2Kgm4Jc}!N+y(a&rf35xLnAG~8*8jHg$JWo< z_^Wn_+78YBX!h4f%>FD_)6HO?8y}R>)%I+^+ul;P1#LVuyAf|W<~JZ=lVg8cXi+9u zM~8ihwvuROcc=Ar;q^6jU2_*cjJFzx#EG!*r@25&Kg+ktzv*9Vf2m)Q{-O0ht^aM~ zPaYq9oNeQ8vp<^s^^vweZ56$;-qlPuTiwBAx@TKEt(EJ#y7UdOv1waJn;Nz`-tkv^ z8+^GR;kqzvZ~PbiirVJsER6Ou$*xb~<2t{GYw2q}KsJ=A%DBnD>0fJqsefwy57$vz z|7+tB`$`{2w5{0uPtPK@@yEt+jJ<9A)qbSeAI<)={vz0|AE5o|M`99?%=3Vbn7Pt! z(|Q*AGHJtj(}Vd}zqaj?2YBVtatSP9XNz6#;nI3K*2mC?THnC+cdnlS54eoGrQhW5 zdIWuJ`Zv%)asy&Pcc8@t%vmGX`5c z^@D0>!w;K@eWTh>$p#NFc-%G@SkJv+Js3P1*6ecS5&J&dWXV2l={Nc78HlETt^Jk# zOY48whsJ($P)4o)%`$1@kI15pzs>$=_SZ+s{&a)926}9EXW{vG;Tet1`2&#o<#$;F zegGVe*wQy~iHt@Q(|}9`k@=havn+ZfH5#$$U(-KGKy+j@HR;i+z~9>6sInW4*xFxf zf35ws{-^c7KAsHiF14>5O7-x4W0evSbZGEI5N9|GC_|~EP*Si_gQs}K8Ja>Xf0O@k z?HGm9^iPG;+TUoMiztcdN$Y=16a(L_|1|{}5R4&)>J7+jdqbHLL7d?%pbVvsLTTwY z`3D^kaPX7#N}Qn@*4n>_ZK!lgS`S-^NYEv%5wh znQlc+-ari?c}rCC5lNTK?izt)x)nKj12ur;Em6rwBwaGQYXp+%R^;Rj)BuvVL?s`Q zbjj?l5lE(6k&`!214!Nym3&0fC9}ImAenAOPToKbAbCqv@)1dw%^_o zTBIe7y$faEPv$wwqzGP`R8lId3DYEv%5whnQlc+ z-ari?c}rCC5lNTK?izt)x)nKj12ur;Em6rwBwaGQYXp+%R^;Rj)BuvVL?s`Qbjj?l z5lE(6k&`!214!Nym3&0fC9}ImAenAOPToKbAbCqv@)1dw%^_omf?(plp2%$4iTW+ zlP*!lGMsUcQe(2;Ap&%nSdVKg!x;xDH75HVB0#q%U80O-IO8Ct#$>-k1n4rc9@kig zGY(Q}O!hlOfNoE^L>bF)#z9Jr$$p0j&}CvhuCWYf9Hi8k?01L&-JW!bGM3?tgOnPR z{SFbJ%fxzIV;RmkNU1T|?+^jHJ?Ro>dY7<{lq8nJ!&tC4(bMpdh=)fs(n$M^2_o*ICKnh!QBs z?s1@G?(vb6>C$ypGB~0H3bK0~D4BbFnl?;w3 zfr9KF2TJB1A32#WU1ueOBTAqkyT^f&xyMINrc2jZ$>4|*D9G+{pk(gxk(24tbyhMs zq67-EdmJd4dwk?%x^$hD42~#)g6tj#O6DFPIhih9XC;FpN}wRS$AOZ$$45@4OV?S+ z;D{0^$nJ5VWFF!(?lMe)8_3jo0@3dvW-48~xz zlB2*i`40+hR7{qoLh_X{g8_|Jaum2G|3RURipjE6NWL;=Frd*&jsn-@KPa?OFl zz%hUwM1)8jbU@jougO11HwtDzu%i+Kci?l-fhK>EK$J$)KT{o*Nfb=bsK7CR9Ylmk z9CSe0qwm9(f6RZ8uSghxjWhBOumnWSt^S_C5f$MORRWDVI!_K&bN~PBeRtF+MX~n2 zf4lgX;5mZlxac)qy;ni`u3|vE61;+v6;V)vfPe%+Bxe&zvXVriB$bSkljOXBuz|Fs zC9|vn-1+LM>ZiK8=Qr;z$z8O6XLl++-925?p{A#2UX@2Aj;hG#oXDAVdk#~SIW*r~n;MCtUTDdGbFsdT&0B6iPKE}bVe04?kmU3BiM@3cS9pH>v$HzFh z`Cna;y`@|h-BD2$c?URS*6}e8ZvIzSWN#^#MR!zGMcx6+LWziiK zRgrgqGiDthQBf6n2RLKa@i7j5 z1N?7!50}q(Dgwe;XYvUuH>8J=Hd0GkN~WX5Yysh{GckeiLwdkyBekTZWI9^R77)%l z6B7tOqz8;PQcGG&rlZAd0pYAOF@f+ydcbHSwWOtFI$F#Y5Y9Ri69_+~2aGmSOIk{% zqs43i;jA+;f$&3mz-S}2q@`p!TFe#@&N>ql2tT9;j5bnBT1uv)#cToLtTQoz@I!jQ zXd|_xrDQr<%oY&NIujEJKcokYHd0GkN~WX5Yysh{GckeiLwdkyBekTZWI9^R77)%l z6B7tOqz8;PQcGG&rlZAd0pYAOF@f+ydcbHSwWOtFI$F#Y5Y9Ri69_+~2aGmSOIk{% zqs43i;jA+;f$&3mz-S}2q@`p!TFe#@&N>ql2tT9;j5bnBT1uv)#cToLtTQoz@I!jQ zXd|_xrDQr<%oY&NIujEJKcokYHd0GkN~WX5Yysh{GckeiLwdkyBekTZWI9^R77)%l z6B7tOqz8;PQcGG&rlZAd0pYAOF@f+ydcbHSwWOtFI$F#Y5Y9Ri69_+~2aGmSOIk{% zqs43i;jA+;f$&3mz-S}2q@`p!TFe#@&N>ql2tT9;j5bnBT1uv)#cTngY>)wT(V3V@ z!Iuce_X$!MMMyHAE#!;}pyL9Qp%quAY~>gJsD&gq|5uHO4U=m3n=`cZXo+a;ukc4L zB)PS}x)~LY3d3Hduak*fB3k<^{80-@ZtbsbNQI+9qpI|Evey1u|0~)=8-I!(QwvFc zJ;xt&e^HRMNy?ckE)xVoDnqTNY&0HYLZVEUOU+zFD_?qw(lT zgdxgwxzx->wDM&VH`i*)M&r?w2t$j(aM)e z++3?E8;wU#A`DTc%cW*6qLnX`xVctSHX4tfL>Qt>mrKoDL@Qq=adWMvY&0G{i7-T& zE|;3Qh*rK#;^taS*=Rg^5@CokT`o0q5v_cg#Lcyuve9_-B*GA7x?F1JB3k(}iJNOR zWux)vNrWNFbh*^bMYQr|5;xas%0}bSlL$kU>2j%=i)iJ`ByO(Nl#RxtClQ7y)8$e# z7tzX>N!(nkDI1MPPa+Iarpu*fE~1q$leoE7Q#Klpoh;a}lk4nZ(VtnzGS&^d!O%Wx8By<|118 zGKrgOHD#mm=t+bj%5=HZ%tf^FWfC{nYRX3A(US;6l<9J*nTu%U%Oq~D)s&6KqbCuD zDAVOqGZ)d|c@Iz^LN>7^<%3Pj%NbNz3$Vae<|O9i0o-Fvp~qlr<%=`211kr^R;fma zIe7s0SX1aR*qZ;v8QFoAcVVkkBgC9MfP1Vd^cZZ-|Kg17z{OFH@5!gEv3)2 z{x{rk*wKu-@2HN7*8hgx*!rKhls?n?-*CfWM|)HBzkITGk^NGO!Fgwh4hm&W#xYn5 ziF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat- z4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7z zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W z#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w z-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5 ziF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat- z4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7z zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-4hm&W z#xYn5iF#7zl&M*w-Fat-4hm&W#xYn5iF#7zl&M*w-Fat-uCTS84-n!R)R;0WN_7R2 z%*2V7WJDU`gDIS5@NSVq+OEMx4;)5xxTKUlfwO>ZcR3=)I;N+BXYk%%xdal>b ziEsdYM?;heDjiR4FYo4mcjBOrh;TskH;qEoPEevHY3-lxq1#&fqbG9LtbIg8tsf~< znP^E``=fi@r&-~gGXy1C>qp8|CR&o_f4YaRZT+8~81DbUM-CQ-t|W~%^4XR-+DO&X zGY3U0pROt>Jw#d&HuH_n*YTEY$2qhoRn>ut8r@S znS-LWzuILg(?g`AK-reL8mE??IVfI(|Glh`-HR{2*u6OG#cnp}Z21qW|7Q!GrMlTK z&Q?3P%{xxZa8OPu-!BY2`Qnk7zsIMC$fd z%MMJ8wx^(!djN}%QfwV!CynC~Uu)dWcpb5Lh_4uLD-Lt)EQ{-BSv)=~#91N6jYBKnU7_Bf_YxJO+No~-rzb|!!dV8PO5<{g zw~dBaF~rFUIeP_gndCKBCVmf5AWWb>^G@ z>66y}r2T|@;MV`bSk}g$HvU%QX`6pAUZns3g!#7)Oc;NZ(TGT;p-%S7WadR0QkSYA z1vbE69m~8(LoTH%NP!LTSI06h(vVB33Q}ML{ME6{i!|g?s)7{Q0DpBX^CAtol&T;F zHo#vU%e+WKE~P3+ferA)W+VIVY>gK!?q)2cHktEgW4{dhc)~>;$3RkG<61jp=4mvo zn=wz=TlpS$(O1p?h`n0-i+#zawq^uZ=%#{0(twn}6o}{9DE#IsS0{2$kAY zAB@gA3 z*29Z=KgHCuu!c9=;(3iDW2~*~dpV|`o$lLOSrU^|H!I`?T`M1ZkedJTJf^k3 z9Ba@Qt^c+0r;WdD{;B6)$h!A5tf?)?^Dm>9I{tv3I?^E>^C;=4R1q+_ONE5G^Q?%!JbYyGc{KNut1_-pe>n}70r`evVhbHq`u zE6xe=i-&s=ocNxtQdFX*Qr!qcRJHQ6H!|1106kl!sKn-f@qqedgkz#=-r8SG0oUUD z?I{jV>)}|(;k=Q*AD+fhUt>=(IrgSYT(09QVtJ;;ciB}=a}d_lRkrncTPp%St=Ct! zR=)YW`9JwV*I0S)hc?sNpWgen{@2EzHvYEx2lJ=Sp=s`30Owx~G$p?h#u z8_tg-k`*7~NLjV=;epy&QI33a+6Wc%Fq0fdVZyyw%4s0Om^ktSa8(=5k0X-(t6cvW z)0?AnW%Yej%>OACvUtGaC45UPe}fKVLS7rr>p~KfV@(}nMY;#DxZBpwFrN6DI^%wn z$8iQ}TlvlZt^MhH+^zpH29a^2jX!Pt<=T#n4{iQ=^Ul9Henae$;}2s^t}F=^urXcE zFoiS`7mZ>r;>fBLO=f8;ODkX9XudIzMn3ph9XDVTSo44MjXEnkPfcd8EUBAhn>I)j zL#&3CyFmo{seqT|Yz~>HSk%TerL|-&VfG z;^vd)|9trb5C+fyZ}=V7>N>dSyIAR+EzY& z9vsJuI^bec4;Vu>ufP98$*Fi22a0$a_u!ZZ;(I{7*j(c$#@m@9oyX?L1M$Cp!%e7; zs}`3lMre8m4*r73m@L6iHR+bJhdu444a7q=(Q` zwDQ#@g?zr>L z?js-hXt(_jelW8A-F)-S-H-O!r(0q96}r!S<}=-9n{C$JbI(2QBewrX9(knOZP(qp zFD$oQx8#ybc3=D2+TC%-9jEVRAcoPuL%{1!8ruIOa(}n$?z?r%dHSz)$NkFE)BnHv z)vvluH{G=O|6RzNY+|}iHtjCI;)--`*8gt4>E>>4oc{_d=JWq^KL3Aq`%_l>4f} z_{8#YZaBwxNZQ`SXFNQkyZ7FEyZhw-%qM2%@jKLu^?$wn&vO7}`;YSm z?X7%i2P5X+t+v{_`@|y!HX7&2EznpJXy!Ms!JsFOzI-c9wJL4zq^QzDD zkiCa0uDYvZvS=q zi3`2O)32@R&HvwA_nWF8)xN01^@A_aZ!W%==WplDa{|5N_B-ZF`_uVY+7-rtq4vMy zPCI!0?VS7mhkobBWto1#rzcinYf{(}!b=yia<(9Y(? z|7`!8Z?<_#Kh~Xe(n;gipXblI{JV|+3sU`Wxc+**ZfuKs&0`xJ(f=-yu>yGQZ_>`3 zmv(dLp@$XiA6V;`d0b)p#~cV>@cLtJA$H-nflfmd@ z97{?zZt|3`kiimK`OW{stz#U^Kd1c_Eq6pCX8*LY0ejRX#=y9Mae_3C8N%~#w;^rp zU)pZzBKadFhq4zujbgoAb>&8n;Wm zQ~R4XeY(wEGKV2%dHU(6yN4cpsQbn@Ep}dKoo{&i!}>3-?JBFT(mnC`6Wt5XztCNJ z>7{<%!RK@AxBrb(`c+q5t$Xb8$0hx&?$XOHv-DCv)1&-5?zkiUzq7mZ&O5r>MJ9IP zh2PdaaQ_3^@1{+grfak~FF$|TyY)>u|1rrE^_?H>4}O?i|KD+kow^BQ7OUeP1~K%9 zKJ+2?r}d{Xt;ZgF?iqah%C7%-_5a96KkEL!@4ov|y9lv2V(l>gV4ZQt9e3#V+(XWX z;}j{{RQNx)`q%yM>Z`9V>i)Fet62H}9qupSm!BW_b1(n2(@yhr@E^}%Ud!KnbBWuf zt*{Mwy|gZ6{Vng;&;S1pY%u%QNKs|8aXRlW><_ zVq+klMWGGj93GRoa?LeY*EaQq<-Rb_^S?wpMJS?jPn7}`#wnx(J2eB%q?I{|!5Ua% zOI4DnBqi9X8E7W0%t;K^z!F=kl0+pb!A{LUGihZ`Vz365*iw}wDoF`;Y6hA~D{~Tq zHL%2%sw7cKO0ZKi&`esHlNhXlCAL&0iAqv}otlAW(#o8~U=1v>r7B56Tu+8HCA9UG z6z`SI zFZjZi%6q-b-)`G&eSX9kcZtSnx%_j_J=g6RQ}^0?Z#}nXpL#pyPKIZ7|ymQa%o_x~ce%625)M=W}^+$_ZEE3vlzYy(=X6IOeRTKhyyU&qw=;mYeI(GUiABL;TCwW0h4_ zGoMKP(O#~(`Wp2=>~_yJ*4;JvF2&&fne7j4IQD<+_duJ!>#n=BPdz1l3o`JJKmM4e zze3t1+UNcEPuF_|JBP6jaXapZ&N}<7?)YCHulG&x5Bnd+n7i-3Tl2ymDvp1X@0u)q zWO4_e1AqG+x9i@i6Xibe-uv#IXaA#LAqHa%jlB!V4|}W7K6vkm^Ic`tRlWSJx7k|T zAM{w4kL~X|X=|rQ+;!xUM|P*2aM=HueB_uf&R{ zpK)e))R9L?4ELMv)?07Y^J4v@{~wq8(aYps^q6Cg>CV64!tVYD?)URy`&YKiqiZja7&JQ{&D5n|^mw zZGVRyc9^yc)*o@cwq>~|eD1mDiu#%la`~*k2O?Gc!T2RogA4=vmRgf#=g5%80xRAi z!@$0!)@0c^GNe_RQ8dUfuy3g~S$2*LX)Lhf4KfVuTWU>~og+h9l^I2Y3@zf zY_Ngu|AUP6P|#0&;(v5L{m_T=S|jFYq`&ssKlym~k&pbh=X2DNN9&lF=kl>`oo}q8 zb1|;ZUVH87Sj@%H#b=q{mHpd`ERvsR;yjl9{IU{{xaYj{&&zd5?Kign zuYK)nDgA}&Gq!(Rf1I18xBgYvfBWsXSIj{_Kgj%;`rrSPy`)GxRqpBDZ2d3xl~pAU zt*<}!d!TOof4~9zYx~=J>#a>E?dR9>+$fGe#Dbz7opHt)o_>cNcIdwN#V@*i-g)PC zANlXRPiCi`W&J;u$9}cN7Mn|KX?t|g{%O}WPH8WX%6+)$#_MW!-q=4SwIlG^BVo z_|U@-b(e*4No|szn3GRFN%tnLwbq)hqYZS~&n>HKvmF1PmuFA=?zitqEaE@h&(jCI zei;8SHcgzE_KT(R@!rUEtOrQlZomDuB2V3aFZzGC`A2;x?GI}=m`||A4T^U17Fk2W zoI1DukGLAw?)%^Welh;w{^68UPSN=U&*@MW#vjD@xHhn34d?EA?$T$BdM;u9UrFWw zv_IUh=6eyFv$+q)-}%C|lXKw<_aO08s}T_`oVyWhz7R z#A;uaK4){J#TKTM@gl`2PG#=}ViH}a5{h+Xjs^LhR7oc>px$R=uZHmUTo3t4{u)Ci z9%GXB_xV>o*6-rH^{~u)qw0^fa6J3Rc#8is9+}Zya>*r{7Bbh;be@Hbb*{8mz~XpY z_cGj=zWbztF1qL<*G*h#q3)||t<`-D@kA;QDFHR zt8!1VnBFgaX{9g8{-W~TPd-nXG-*=z+uxok&nT{vIdEI8H|`IfdFJWlyV33cJb4a* z^Re{5lkX5+)op|Ha{cj6#Iw&LeZT$RE_>ABZJD;`|rw z7G7kLZY4Q?yo-T;w4nCC9e2PzuCxQG|EjC3IyNpT`~dYi)maO;cQ* z`X9!hGtSI$d)@zV&-mYHx4-*sx0}2hYh_6vkv5M!-X)af;~vA>>nz=m zM?L%*%ZDEO^%Y-P8>w&O{Co6KN2~uo``KmGzqlua-_g$B|Nam7 zHOF<@R-QZ0oSDA8AlK-gd+yeCndk7FMA|FnAI$$(%lL@$-tmrisD57Be?RglHKQXG zYDud!bEvQ02^2Lg#<)~w5TwxvYDq%^Ve{V;YULLm62WCPm_eHHR7+>0w^8k6yUTE-jJ^8_Aw^FQKv}xgk&Z8s%vI($COd za4rwaw^$5k{SWJvx7~I}cmDb3cW(>t=V3i_Ui^Q%ya&zt;=0a~_zC;9po5I>K(YN{ z&jg8--^D>;%nP>ja^T4+~c>OOt|3cLRk9H0$>ZJSIMTau z@0PU)&Ic3gkd_VCn3NUB~zGPaHa&0kcectqz)y(6(v)cU2vuZ zkC2FDxugyyz!fD^m|bwD1dou2WVxgcCBPLWQ4kf@9B~zGPaHa&0 zkcectqz)y(6(v)cU2vuZ4@id2X>{FA#zu@|I)3RIy2ui%>+}9JhN@hQrx@qZzjOSp zvb;|Q zV<7AQ@QjCbTq9oRB-C5#{BBuWwfRc+_1<;2`cT&frF`Hm-Zj4*cG#f_E92?vtLgRG zi|g%zJ>WpZ?X!w?%57zxH~N38Fqa-E`?O)ReL0AMWW9X~;!3;zm-~AAShw<*C2p7N zdw|><==sW+j`PFX+%JFe3tb1Uum26QhKBF$TzlQM9uHxz@c&Z(*K++Ils&bW&#;F? z_f^XIO`kqZ&ku1s{ePd#T{vf)FP>#gn`V22;D3Bm5jL#9V{bX?u&?Y}Aby4Am)CWx z_kTcQDycK(JFE?k*Z#5ZL473o;(L=DZnUAsWGH{qyHfge{aJr|wlUUy=))h9eG%4= z*#D+XnQAedl<(&+=LtK$v50)JcKV#`V_p#ZAKvk#Ke66E>iX+_lC(eg_;bsCUhA=S z^?r36e}F^1kuUt9al7c~_dD;r)33j^@sBtj_vU&Isr|+FfBg;DYy0Q<;(Mxyl^(|4 z^N{}&vJT1d49}djT(KW?kiGkWJ>1{=_P4ulf9u;qztw$P`1R#K?x9)#MHiDb@KlG3 ziR%6Df@Jn6*FzL$yd+{T|@{_+=|9_!?+ zKWMzq_|~_+rFG2j$4}_6cZqmBGctdTrM(}sx~HCcO2&!nJM7c9_e$o^_>X?g@lVfp zVEiAi|MU8C{INbB?g!BK@&6T!f4GM#){#>GM?Ul`&WZgW_s8%tz9our{ueSvbFUrr zxJN|!*UG-eFMe@F{az%;Khz)lmN5STd-27x4ukSEf1dk`^33;C9e>eIu{ZFQj6V!V z>i7ftLe~q5m~x2bSVlQHWKBPf*-AvAYvuQyHm)Z7QaL$fO+TU8N<^V+{_i_2dNjF? z`)zeBz_^n7D*7zewJ=WTxCTD<1`dP!uoXqt*%~N7*u798`?9oB} z<35?&@4Umyzvv=E?=*8YAd|fs(TgJ zANLX{m+#LZpXt-@SDo%}Pvt){<5BlN))RRSC?9)EurG!AydbeJ*W}MS`)qIjc(-r; z^*2!5dJ>Caow9Dv$QS#6Cr*@o3UXd}?~(P#oVLM+mY#7hsqa>!0NRQS~2H{*F8Dyq~uV$a_as>kyZ*8j+(j&wZVA!1pY$E)c7 zv3#D#sP@PD*Lc?d%}_qxQF@E4pW|F(|IhX2wUDt^`v1cZKdfsz^gr4H;(pvuq7C5P zhq={%r=53JES?v~`TqgwKWnWi_o|X7^1|8yuBn}im9Kmne@FS>f{_rfIqQrfVR9wm{-y_Vw^098q*c;>0;fEbI zvi|%0$ku5wZZQ_eS{h`GmG}+>#!vVP&nKx@Z1A1FYnH~p$#>tS{`dXnqMzdXR%Vs^ z%_U}q-;3|Jr+qScol@cunV*5v>n8r!aXXcVwRh+>rjc{TIpVv7y#D83aK4}S$}6wr z`8+Q^I$ida=-;H0^&F&&|Ia>4;$6v?^^fIiTM6}lwb%cVNArGT#5epuY0|sY|A@EV z|Ni&s^}~J$oFA@>#%xvjYkk$$OMfqMw!Mps*zbQe&WP5dBDbX_=YEA2ILE0#(gs1mi1n3 zSHb`Iz9RAge){z3h5va!1sn2#|G{glBkc&+fX~dJpM*UIp$%dETk&GUcYomj?d0#> z;QkG3mbkWPkJz_>{>QZVmJQ2cdeG}+-5K>~oXzuw4f(u)7)i>%@Iu=U!?aifz`LP4 z;XX;Q_-}E$_5UsS{dVd9+$W=clDzOf>EXXPLhk`|FBa0LaRTK}mv8dmZ}>3ZV`cvl z+b}4`4ca~_u|D#}`T@@!-=mG=Ke3?n$AU2aqb_y-!}UjBh7I*nIb8qf2Td>6u5N#t z?lsJR_$Dmc(JL(<--yAufaf{SJ@c$QkGV##E7r$ZpCSJ<#>d}*WBqTu@h0o5(l#*0 zVZYa_sXrr-I{u)(PYoIIeN5KWXq87Kj;hG#oXDAVdzWPbC%{Pok?ALbN1pTsvCWBo6e_ZS&x zA;#Zko2|9}mtK0A&0R94;oIHjpINg1!s2#dkq&;aaecO~w{vd8niYKM>)BF1_O0NX z3Ml_F*@we-y0G6I`R}z?iW#KL0}eP)b@6?$jW_;I;eR}@=Y7dxhaIkX%(I+Fe79@^j1OMg<&&%Sq){SP0q{;=6M z)W-DLv0gv4<>Y_7qXqvXZ@aer_OI{l3dZ024efvC%qP{)NYCq!e17*^?9Jj{8Y@1Ex5R#~ts#Tiw=Na}BQ>zFEaSXM5zVU1)5U@L2oi_=~^sY~_q~$Kw7$>WOuVpG!YS zU$tGs(4_a^Xf=zqNa`P!QQp)Y*CfVF@6Kc9DQ|ES}<%zuld z_fjpdvj5lh$2VQ@9+ExVDd*o^cG*R*(*bh5aX#3;w3s|6)pwn=J?HU9v2yM9mN^FV z55Cc`kgVBjJKt}AeO768dgcBfia!wXnk^ulb!Hx;8Nir^)RLA`%&wJhz6l<3)|u$A z;NwcIBGZr>rj%m3=6~}|@Q|`WhPzxehT}*%mSB9ewFVta*}voX$h8C=hom1v#y%UF z^L)HgJmU8>9)qeKa?)%1dMp#W=q=VU9%GfQ&!jQzbu9mZ2ObD@Vyy}E5`I4T$@|p*z1p22=_tjd|kdL6WSm4pP-Jb zt+uK?)77^4qI^H!o+&K6$lG)s7yE?iqxelr_;uIac2gU^G066J$|=9mcn9BY0|tLH zocCearyJYleKOh}t^MN}{j$q`PVcwqYqmeE>7wrVkMG>mj<$G={QUvMmT_+x+864a_sPh2 zG&Yo&vZ}wv?Q;E*AM(2Rl8g17J^ve`VuK#f#!xoPZqK8G=ImOj(7{)Knok5)a}#yVeLJLNgnEwRMM zL~mo{7T;ssF7I8exPq?3J}A#`be~u%|9WY&C>w1F_r)w1ePN2c%S##b2-)v`zkCND zd$;1>&OG;=v(^7w>32MB4AQtgjQ=qo)aS;V;=NdYN8jrD&mI3!fBcVSga2pEKcmV= z+hkj`^UCud)(TEK@g%vQ#d8|jt0(J3_V)qC{?41MG2uG#?+biyOB>^{FDABsJ)c)N|9YfW#UHL8!8lZH zjPDY#Fp7}mIfWkBO5vh2DZ@S~5v}~fAGMI==Ks1K6^;tcvC`McTrP2Jg}wgB_yYae z`=*Tp9NXe}hWm2Juqj16E_v7*ZX649oQ`n??|ItzlE)(*59U+(=bUq{jaz9x!}!H` zjB_Qvk$`my*5BfGTNhhR-t}Vr@%KfT#@5?y-bMXl45II)iXZ+PdvPTmL7BSVE;wK> z=X$=_IKSh)RL+5j+u?t_55{vPWq!os`_t-Q$(PSV9iw%&@)=KQd2;<@9g+7WiDBL~ z>0N#fSWCv=X~Ol#Jj3$!JCLa!R_+^f{SmjLj^9Y{rRq0Fr42py_!I7H#3Q@zx{JPV zN`GLzknL|r{l2%=|1+QcOow$R#OkaI*R`= z?`{%n_XD~9{NDR7eu2FpquW334L_Fd@s^Um3$?4_c@6WvcxSskxbjlm$Po6wk z&e6u-{r25Aq@AFDzX1IY`SD!;<2~>8@pshU^1=J0yeDLx|MSBilCjV7f&cLg3-<#U z{|`Cj5Xs-JCCkX?Z}-cre;kK?rQh+)<9|$p`rM%3lgVQao=xdEF`veN`qbs2Ea%_P$oH4v&n>pt!u$Vr+kRhl_$KH#*Zrn^n`s+;{|GpI*B$K~d0~GP z-|zX*hdwN0-OlpO+VA`I|MvRwE|1{wf3dVD@=IS@N&kl2I`Vhq@VDgFP8837=5_oD z0gFZ?j6a|+BNGo;>LhNc@sy3mqbCuDDAVOqGZ)dymr2}Qt0^0eM^7RQQKrkKW-g+Y zFO#^rR#P?_kDf#rqD+@d&0It)UnX&Lt)^@=9zBULM42v^nz@KpzD(lgT20w#JbDsg zh%#L+HFFWIe3`_}wVJZgc=RN~5M{btYUUyuJnw-DM9K#J6EQZ{jI0mJ7=bl$A3vqP z>pS++m#a8l#{%eNofG+RUSq!}ViYwl8*QVrTppBrgy8$w;U$EMdq*&zvCMd zc<=GyhaOI2n$`ExOYQsZ`kiXo55W3xe>=uZjK8t|_|Bs}d!C?wuMj?pdvT{=9XI(u zz9*{t4a8>_x7&PoAigIfI$P(m_~_6>57pQ@&XeE$?q>R3H~Js%Tz*f!9UbT4#TI=> zcYa#S#XP;LtW(?do2B2liT4|v$MH=5Qu#X}y#8FTLD}(r&{%)u`FdV|Tr>C|-_)T0 z+3v7@iS=r{-^FvroQ1y)8QUNB2^=8%9dND8Z{lCM{)qQ+joJR6<8u`8 +M9+(To z|IbN`Q$MdjK9>H{;`-y=~oKP(J&Du5n8L!{29M{*&JIF6#@ZtK_}6{Ow8F4#Zxy zS1|tRcV|=GQ07%vU0IC3_`7L(u7a5~$=3N}`@{DrV_k3_ISw~pKZfUla-K71&a`K1 zf?*oO?dX5|%Quj)UxM{u{qeVUrcaZ#*)aa&TH#!XMP7K0h&@8jOW$GrxlaZ-d;>DJ zKbDU%0_ER$!wv3p;Gcf#Nx2?a&-wSAe`5U?U2IWZN3uR{F}LrRUD@f#I?n7%p|A&v++fB`W4U<={^o0A7{k2QrJgG~#_8B`?*u)tR4BwoVQ|K|+=D+`|3Z-*n-_r3x`ku+M28e#Bb28@T^k4gC zvH_dsF-x0bebE)~tus%_Bll~$Ptdd$|FX<@F7vZ|d|P?4>^;Bm{0llfYkV`-fBN+4 z^33$Aw9nkGU+w=#9(h!siE^L)-26Xn+O+OZ^4+;V$=^G=U-EymTz~9o#^3zIo*1j+ z==O(iwZLyT-E^a@*FXM>+duA$rcayR-7M*KFBRK9=xb>I_**GFfAlS`Z@yXluRebT z^~V}KzE^kS4L91i=3a;K2R@v9=bgH@0Q=Y$3HKGzVC63d}HR0+wVww9T3+I zkH3iN(Dv~R0c{*u)F0nM!rvRd;>s(v%|GgY`*d{qNPmrtDfrH+jwS!1;#ce^tw-ynOs zis?b3qLr`Sh%RyWHUGO?`poOr{@mT^#>9&f19;ryV+_}ESk{d!wv(|P^DO2|9h6W3Utw^`y)xQ?o?7^Ue?* z6v~>6W3Utw^`y)xQ?o?7^Ue?*6v~>6W3Utw^`y)xQ?o?7^Ue?*6v~>6W3Utw^`y)x zQ?o?7^Ue?*6v~>6W3Utw^`y)xQ?o?7^Ue@mVQafQK;S*O$J@S!lHzm5>GG@#F}C4_ zDvq*X#h&lkEuIHPV|vYlX+pl-ed|W#;HtYq9y6)E%6V3&N)NNc;y9*reoqnOVY}xd+4_2e|jP} z`*D2aU|}>~#(Fu%LtXzy{AlAL<8+Uy(>j1YXVvjD#hOf?VoqB#ferC{8e3D0o^7UQ zxuj-qjo)qj)%%(}$F%upL79Jjk8%t?glCvS zTA5YMw#?Nywe-wE5n{xcmI%^lBcE-Vqm5K8J#$dB^69FA(nF+$F$vk0xf-XIo;fJq z#QyiXhU(Z_CZE%%I6z}0#7q_^>0Xu;N9Gt_urgoz{XTh6nLlR9cV!rNa&9%O0V2WLh=VHbARldChSW#W1#+CO!NMy8eD{6C`YcoV7HTP-^f*fS0>roGQ(duH;Ucf{)&!(%>SInbqdq&)VAEyeCRU&JY` z{N{hOgVz4EU-166^}ja$V9eBUx{beW{#kJ6UyV9O#2+CV>9Zl8F*YcGrl=H$@_ka8 zJ!4T6x`8#=h$nC9iqttXRpZdgcUP!4=)FY6sCKHG|LKX*v~ZR|sIs+i8S@!4>l~2d z=NMCK%mAGHH$FeFr%b%c%nN((7;B{TF@E>I!Iaht{ag~Z$g`E-{NLJN>wh{9wDE^y zavOg!FQwQWV?zy|oMW0@Ce$fZ;T zDX;R9GQ8geOBK?-buzdDwAk%nAKRgeN3;IEElUZf$HQWd1Y2KcLEnHOourBnqe zumPUfZ1k8|$2c4JI2Wi*-v>-_J?6@Ui{E-=3{Hx4{JxCmuk$S9{j_eHbil;#vbFN< z-l+K>?G3S6Yk%xVt^Zkk7TW~J9a8wJjXz-w!T6fSTBB|Jr9arO+Wcev3jQd3^E!>c zWek$z57&=SsZI64=&Umy>SxW|!vBcug+zWzt$gu-x+?g~S!bI6M>L`Aow7NZG{V|b z$+MfF3#?{gdxmX2yqNdWIIn*PBmG?wj&Y>6e?7-k`nM|UelIcCEQ$3w7R(BHLD$O1 z9-!ubJdbJZFUMN+MeBd)8@8Unafh^xKk!Q%f4x26Z*{l%$LCt}%YrfgGJ2`w59p~Q z9nvw6l8#Ch5#z@{LuD~n(wJk(M?~a_YUPg?e>VS*ZvSjOZq=rh+n4T9k(ep3H`rQ? ze!D%z?iO=%?j)5MgL_|;njZ0n;w4sBK7NxJ`RRInnrn~_V{I$H`9D3!;U4zZ{&Ec8 z`X7A3afcLRNAgh{f80N9{B85kf;j&U#UG_UMsYcEc_o}jHo`cs86-(bv_yR?zxLWI z@qOVvaclIlOR9{P#JkFwS6Z~CGoCuW`Qi9XXk4bh_kV-mF7bJZDiQ7 z=Et>k#UsW7HpSpv8)ROH#Vyu|^R3OXh{tS=JSjj3)?}BlFvn`&+-)y%SyNs_bHb-2JF*Q7+#X7sk^L$?{+mWB9 z#k`FF@+}!H6R{f7rudz)e=EQFzqP-9zi9mr<53%b+W6b%pEuL|I~0HPBO256@CA?& z4rww{Bn^>JFTWU=7kRhx;enpN3LnwIq{&E;wE5q?*7N6F+Fx*8$irFLd(QaT*41MS z9rr5u^H;>z8h1-fk=DlYcN#IL@_+hvqpry#{;>EQc3+>D^sW5nf4hHc?N9fzOaI_K zZ0=vyXQ*%ePsSJ-SF(Tjomh@Npl$roakh=WX7AE z_iUA-5;c|TMi`>1m7l$lx&8&{*(yaPHvfwU)F&ex6IJup{$dKa7T<4|IZoqmTMtKk z?eRex^V#3?8c&)Nu{WLbr{}b=%QLLOr}g+&e)E58e<}WK{V%Ko z@ZKL|MjL-L_G;sAn}6OU^REVSy+y~CT9QgsbstxDI5y}2lu78Z_&C#K<%DNYd%aFD7en>|ZDAa@3 z3Z|G&!8x^>%wAd2xtProL_TNH%5VN}?QfuOXw!%`@IhAASJ7{3O9ypa z#6@Ep|JwK;+lDrl+(6W1_R7-wpL)rBV-AaacA+||h%tgq*w+4{->O!oCbL(T*8a2^ znQyE`MLx7Kb=-jMHMBpw0G6*FwVY7yJg`NQLg**%nW2cSpa>!GYG+OCCmzrM?nw%vpP*;fgqGS_6Z?q=G=O`OLg**x znKhxMcGkpx;sFido}>`^33_HtXsMkwv7dNA1GpzCgnojaSrb}nXHD!U9?$^pNeZE# zpl8;EmfBep`-ulMfP0cc=qKozHKC<;*2I3|0S(}uq!9WEdS*>%shu^kpLjq6xF;!u zeuAD^6IyC#P3$Kg&;ag93Zb8%XV!$4+F29(i3c=*dy+!vC+L|qp`~`##D3xd4d9-n z5c&yvW=&|Roi(wact8WVCn?a=30PaZ&p`V~<)`XVYSrhw-2Q+|t zl0xVw=$SR4rFPcDe&PWQ;GU!q`U!ewO=zi|HL;&~Km)iZDTIE4o>>!GYG+OCCmzrM z?nw%vpP*;fgqGS_6Z?sirf-fK@JTL-=V$5xBT-^5_uVIar8PKhkiaLoBnEZsfRQLM zxAK#Z)F4yZF=E?kiwLQm1k zSC!522@M{#Tb2e#uT9P-nngxFS7-o}&3*T~hcZJ9R*v0dwJs z^bmTA=6`ib;g{^x0d)qU1vO1?pAI5$-WrjvGI&;{AuG4JkZ8p zAAbkCi}sa4tEV5)11-2m(!u1(AY>Q<%b;}}OG-9w@|3TT!4g{ioBxMf$2gYO{?s|G z|BW}eNF%X!(#9WiMeo?gUuz&e$CzTU-N4MgHwa1wA;S<@2Cd^*TKUcYp$!Pz|D|>% zWUz&`{x5DD^iF9T0V`EWqLQ?CVaz}?sly6I5CThVsY()+qy#%P1I?tBIf=mc2lUC*= z25Vr6EmcXPl9XVlW}un0GAA)u150eFN)nZ%1UoeY&7_q%iNP9JVoOz$s3axWsTpV{ zt;|Ub*1!^5s**${DZx(7Kr?A&PGYbIme^92Bq~V>c4`KiNh@;_gEg?kmZ~ICNlLI& zGtf+0nUff-fhD$7C5cK>f}NUyX41->#9$39v85_WRFV?x)C@F}R^}uIYhZ~jRY{_f zlwhZ3pqaEXCoxz9OKho15|yL`J2eB%q?I{|!5Ua%OI4DnBqi9X8E7W0%t;K^z!F=k zl0+pb!A{LUGihZ`Vz365*iw}wDoF`;Y6hA~D{~TqHL%2%sw7cKO0ZKi&`esHlNhXl zCAL&0iAqv}otlAW(#o8~U=1v>r7B56Tu+9S2}e+a3sPFtBf_HCc9!4C#n+ zsWQkguy3g~S$2*LDGM7x4KfVuTWU>~og+g!qFkyBG7RinYE71%BSXr4cp|c8&}w3mZWVG7RinYE71%BSSi(T&fH*4D4HK zO_rS_L(0NNP=gEu`<7ahW#`C{jwqKZgA4=vmRgf#=g5$cp|c8(0`h;pei$S|;PsWn-4jtnUa8$k^+4D4HK zO_rS_Lpq{dszyVo1r2;)N2ebFATUs(ENhoWAYh|iXkZDZ%4ABUM3vO7%D5Cj)PV** zumn?OG9^-?O6pc+TnZrSKm#9Gf~hi@5-Cw7b*nNi1rT+hfe$RfRGCbPl&F%rRT-B8 zh&s@~2bN%}Or}IiR7u^cj7tGT9cbVKOE6U?Qz9j*q;6Hlr2wK1H1L5Xm@1PgkrGu> zw<_aO08s}T_`niOmC2Myi7KgEm2oM6r~?grUQ-f33Lxr010Ps|sWO=oDN!YLt1>PH5Ott|4=lk{nM{e4sFJ!>8J7ZxI?%ue zmSCz(rbJ3qN!_Z9O94b3Xy5}&FjXc~A|-;SD&tZB zQ3o3Mz!FTA$&^TmDydtQaVdbP0}Xs&38u!{5(wMcAN|tWA3dQh zLu`s*f3}J(m$X33& zh<lW=P4=a7a>$x~LbH{KLf8D?ciOm`>`Ue3kTv~; zW-AeeuKB<3v~e}rm&(Z@Yx)VzRw4>r^MBuI<7%=mm6Jo(^b?w`L=?K_|Gv}4)ns2P zCx@)*Cp24$D0I#LeW#79$-Y!h4q4MrXtokj=oU!-hx2vT8LecLSOwKZL(d)K8Us4u zoOPy^FCK{AX#TgRqdtj_2`wrhdfL7sWa6wd3Xf9rfADT}OwY078Us4uoOP!8Upx@K z(b}Ii9ra0cOlVO7(bM)7ArohvQFxS^|ATj8MYl zV?v7xh@Q5u2$?wRjKZTdzx^N2zc{aG=<$Y(_#PxEYP8BD5=T|!Lsp43>-d+HXDS6y|L{(t=O#}yp&1OMWSFLpQGbaVI6Ll5Q50y5$&Kp`3~qm|2|W1}ka4sgb- z<6|70`g=wzmqiCgRpcGuj9F{UO*h`8{+u>#nj^u~XqD^4j zBMOMB$oI1}>-dWV z75VH*a%LSLLu~VZ?Jbo@I4`OqpFLS}!x+9(5fIKg)9w4SeY=GgT1fuCRsK)x7J6&u z|Led0t6OiqZ*^B*d8HJ}G^BPOr4-L??&V)}(Z$_D6H(qm-8S2NKa>&kA?)n>UAfWrl%P)67``ORB4}S22ZU+u!thV}U-L$FG6P9^-(z)niW*SmU zQc5WsCByY!WRZotw~C(^TkM^Ryy&8f-2dBrf18*|;8_x>nMx_Z<$TQ+5Y9T|36@>< z^Xjt?{^tkfy%1LihDuU1l~RDe!t&>q+pG2etXVH~KmO5=yH!?QrTh5Dmg>GG?fLZ6 zPm3oS_&3du>@sB0_DqrcATI%D{AJ&!hXLy>J;%bSPHr{ySZt10$?p9oJg>L&F z?$AB@=p&A06Ph#UAKeKj9N&H88{h0c{_&4@Ypk(GcfbJ$O04yljO}qOiPQk46cf$; z`u_}lKlQ(L*IiE%59gL`C8m^KS@{ud{BUk>WcgqI@|V5;#qkg0(&CH1yZgcyzR(?g z^ikd4|Ms_@kA}~9?*4zh>;J_SSJXa?^Zv_UW{>RuU-|M^bezZd^UGfzsi$!D)mIPJ zf00Gr-Yv1j65XboZqnT~d9v4k*=3j2@%IBV*5>!fVvXMT`k#OP1>MG*Y|{PD|9qnR zzyJHcZqGgT=$?N1>2wmK%m2Z4Kal?U$#|lHpVQrR^G)66n{Uy5`qQ88mS2APZacw0 z@(B7cuQaJ8qcnBu)NV=f)6P5Zobt=%Kl;d{-A+62)UCL}iruG{{*;Un-|23+;rdW6 zS>{GLQnPKh-L`W6pK`-+iaFh1{`xoZ%NM&Z{O=bG?_gstz4S5}&(;(F{g2?j)NQ~0 z54stT%<#NRhKWh5EK9IRx&ChQq|Ug>m?1r^w2{s&MJwMt75wF_Gv-7;4(S1)jnopA zl4qoNvjv2+&cp^I_JnSeO*St$du`=E^UO06cP;MqT4a$$oZoD-&Ag6v zkvx}YpLx1le3GP>_K)j>7)Gz1w6V=L`z~Qh4?pa1x3PT!3;v#a?kTWqef6t;9=M0I z_AsXL(d-vz2kdLBf5@m{S>HV*&S6_zWtCM8L!(M>Z22s(E;66&Kd1aperjp)gY`f9 z12m3*uy45GM)}mLQ6!5+Z2~^CCF1oNe=ff061$etHn-ez%UoE+Ewjure$5X)_+YWl z=`OnD;(4k+d@yyZ`C;Ba~|3YtlYj^$iH|8YDlQe> zC$jkp_Bb{ic_i+ea`{!ZYGb>?{CE3pcW4>N1L=yNi_UaE{NWE35C6m;5I_3SkG!r6 zza8UZZvVI4c3XlAGG)j4H|LYfQJssqZX3f zu7A;lL?|2;#7bW$bGgLjR+u@5k_kz6+if==pB7zgv2LS{Hq!rVt+`f*@r`2_=)L#e zTc54u7&23d^4!Zm=bUqO>_Fa|$hrwr)~9KDJ05<-FMPZ?;D7_X{FPQ($@Lh6KK}8K zbz5$|m8@m1X=7!G=kK0;7mFz9yp&&KUQPXX-*vYRe*clI1LJpYasQIzc9vx{9^+{f zWxDM3%tf^FWfD~(#^pS?qO9BDM_4SGIt3Ic)8tY!m$8ZKXEGwE*Ixcs+iWd$8q@o^ zrzHl*@4D-*>)tAB%&6;?S6-z$9_rKDYU{1F{eMo@7N2?gDTQ5o-Ss~A@;TIu88h5> zr^#AA#yG5i)iJ`ByO(Nl#RxtClQ7y)8$e#7tzX>Nn{PwVlMa} zYmXcQzqa<;-CN}uB=j5ypL+V4D!VeXTx#a31obJqxy&iUOdpS)L>SYrx#pVQ25*!- zZ_wBIAr<0w*5%-X4}q$?qUMGa4?g&iJRdu~+gis0t0Ve< z{k!wdJKYDDTylw;|MvI4cR$>Id)0sD)3(NKXAx7+>Gs)YA5XikJdd;AoNkuv)x`4} z`0s!N59nT&=fQY3amHzmr2}Qt0^0eM^7RQQKoC<(;wLr(Ob$BQW*Tx#Yb8a(fT3Pi{z zmZW^J>GhTj5I=IvMvQAe0m?s&h3|dud)*`adP48rTK={q+&N&NT4kCATZ4%vc`_z1s7hRy0H|SA948Ms<-OS>F&S({_a1t9|34)$9sDtE+Ejg({^G1z z-DQ_u+MOgmx#`9my1&c#ujgVXq~|kLeD;8x7k=lQ&F2nda{sci_~Gx}ZMWX0KE3?% zz8`R1P~Ma&)4CU4m?e3qj3uv!9(+*t15NFwPZxh{?sok9OD}a-U3qnP%5P4QJsKx; z7hil)hw}^&nfJctzP;o2JIprDk@b(|hf^ua*R!xwNjZv;GpI^|tx}B;bMgRA?8`5| z)GaLY6=D=zUsWd??)T7!Hs_jqNN&Z<>0Xw$xX9aWeSPYbDMjf_zu9J+tNw^z9HIGP z-izmrd7E+H3_NR>a=!XCTWkOIua7J0f8&ieN*-g<-~L1L6kzY1ic?Twy!r!RS%hPe z=bUbj-FNrvjkrDk1StQo?)KZ?{Zi%>92p6zKy#6@sEE{KOvT5S%@*u zk!NpM%RcSY(>kvQly2PyVq z*{^7IL`*mlIr}*Qu$8Re(+Aj(!rxkJp)K1w?HzZd@xqEzNGRE=7;IKXQWSb56-7_S zQoC-8Ew<3}Ir7M(Q#l5H;e{7ek3Nqv6xv@Lk)DHzPR~_*$J73DIwjy`|exlEv29} zLDwB|gpDoqKd7C*KoX`Nf1i8yS=ocRX!j|(=X#%vCvTVMgt7b!FT7C8USsvuy*M!U z-8V(`+6GeI1{i%DDxYY}A{>i6MaUU2Nusb-su5yN9>6`;6nYFcEg)x5AM3un^2$^vYK2{T z>7||)W&HWRd)2=D3d^e=y2E9RjOC*&#Oa62eE|4q%lj<4Zu=knAmuIdzTDej9fju! z`Y}1zM`cYF7020VKA1mbk12k*uVLOR%X5PqN0@IGfA`|u^|H=O$Nj*|o6wzd$|;%$ z4_2uzm#AD8{=`B#>o)4$gsny+Pk_uY4C z-fV*#>bg4G%9*@Gp6%Le+r1FtIvDXx3x0f5;@a{z$DeOK_v~}Y6zUtwFVj_0NMe?# zDE+_3p0ZCS^}khR|2~m-%5#AHj)=6ugu!`ZuQ%>(@zZ^7VuOCyU3cwPT4`nP2WTfR zOU(1bA8udt1zeLoc2DI>+9j4;Li0LT_lj9wd9RqA5n@H8LpitJdaL4bz@9h6Fwk4u zwswEWA%{AqydY)$3BpBSe*+JGh*?SIRy?0?i5m7|`Doe%CYk@tP~-REX93r)oHkuh1%ctKTozvLRZ zpTj-fpZ;`>ro%fO_3s<&d|ho9oPYjc{g21JcKG4j2k(8~do`|q;DHCU-1XL7*AYh@ zb(H40yuZY9^+)^DbHCN1sjrTQ}# z+cwS1nhv%R_1|vWZM8g{GxN8#txop0bG_Z-586plHpX7~0l)2ju$}oq^uIafWYw{% zdTyzFIAZqf+39>NZ@izmoWx$N56ZxE5v12=t0F_k`x5AJ&4~ZwAM3c?O17h(%4q)= zXDNav$Z2ExI6hHNY9+*D&VyQLuDROg=-xWA*#7#Lzi55vf8fjf=X6)eyL#}$SHxfV zMf+c54-DF&t$WSsmP_}3x7}hfrDKKB=UH++j*`8sFTeDXmWzBx)t}Fj?veWf{+Jgj z^_iL_+MRcX=%5gGk3I4|_gB(-J7N(&Bfxp$In~;-Uj%#RtPPBHJM6fFX6W~uX!C*v zp6w57xV!UNp0-EBI1X6(k9YZSRw8TJ|2` zhyJR#ROiT}e||CDm*5<*r(rF*7r=8);&6W$&fL$z7PFMn5DafM&=@1|#0y5A&?KS+o6lz-ublr6NVn;C*=};a$N&0xwS8Xp z;6a-$$URHsNb!yh*L&2w@R^PjHQNqUxlgzR1a$IJiF{Wp2NZ>;;tPi!Cfq4EqH>GA&uG8dvs zd^Sq`WPI~rp#Jzi0CD*441UWmw}O|C?-D%r=wq^0HY3yn`vVu&y)no5_x>^1OMrG`T^z9 z|GM5Dt}XKh#Sif(b@)aCfBWyhf6|ZX_j#bl`jugAPq<&o{M^v5hx_N-6UVLdOVUvJ%SNeU*;1=Ih?j?YJY zA4#bHe#y@V{rsTrMchNlITia&nYHA@_3E2%z6IIZPwfQd@?oSlGfd-_Y|5$xLfnq` zQmy~-{^q=M&r==F6MMZa19@f>o>zVPQ`U|w*3S3msMk+^@)L>sPU_-*VdQo4Nhj<2 zyS8cn-jl4ie{@MbAKb&U{rfxWu*iAi+dRBpSZ{yo$)_}SF<-vD!=5he8^*dMap+rE z8~18E+tH4Er`)Z=-u(FgD_QLOch&`-ft; z+b)j}uwh(1RMz#exA4iCPx<(Ryq=tC&oU72#&be^?^it4C6Qum#h5xY{-MIX_fjR3 zOD<0Dw5GbU&ar&(#~ynOvhdTmSH}zU555V2Uwz%NS4@9AS(Eay){m5_Otd6=KKR}* z_jDej@7q?zrZi}ycE6oYA?bhl%U|lXMqkE$P5vHw@L|86_zsNzB+Yr}qn}LB_d9Ws zACtHpGQQ73|KD}jU8+NQGh|NT5BsESZpAa@cT;UNosTP3rgDys9eiFutu``AfIVj@ zYx(7t)Bb=waNn)tje{*`JU53P*P8P$_^r0w$^bl8<*Pd74P0lc5V&_F> z;zUd0?a^~;T$?%--PbNvL_HfmXCMuI3K)ov3IJ?zN2DglzSHP zGkBDPm>)mv$zi#CF8i#EKhSY)YO;)#__174=(w(haSCfEu*Fy&YxVr;T$}2@`)<2a z-C;e3=YVw>jM2cd{9RKlkG$``NA_dLxncc7*LYGc949BH=baX_zz<{HQZlEb5=KlEOxq;$`^+}X(=QpPF_RkMIu)Fr!Yjv-!r8O@hR$x7JtQR9J*f(*j z>~+TTdRsp;yrzAP?Jt&Ze0kK8LUBF(K>50cDD_@voo|#GCW(IP<(KT(I{?3}^9@Nq zqI^#;<#V4!{B8`B?7Q!Nn$Ll;)?)D^h8*q*;eYIF=1(yhnAAZrP=6vwnO~&4 z%X&NOvC67nQPXT`1Bij}AN!`CmwWD;|2k*M@hx5nx^H?_G_S|2vpLpF4-|V>hD)}!I`#^|2 z^|Vvv8P)UMM&H?}`;NSCzhQdk{yQ6eN4|Ntz55^E1++9{+E1~^5C5^Q$-F=jyW`z_ zoG;FsHnbI%k9AAxvA+%HpV!;RbpO%c(zn%N!~S;c^~Zm_YlCl1q8(v;qyLZ}u0#HX zt18zY_v7rhH_6%wengNmt-Y6OvGzd++j=|Rb+L0s3}<_D)CXyQ9P0yW-#N5g^S#9c z*+Xq>y0hh37RCvT7q{PG&+%AxP4l^BZX~8>4hpG1#%+|3^ZSPMSFFPmLCSnFu5m2R zwmG_=2W#1=Km2*T>}NVe)`{?(ll8|wfBc?!;&F|6abNqA#Nha0y$3jr+eK#Ht7E-N z`oTM;Jsl?dEss6+*zOauKEyojn`lI9R>eUr!Ho0gb3z5C{*U!8%w>2khQ7-r|M4Gj zz1^~&Df_#4kAwU++GxXW&9$(uX4fBmgTK0b(=&IGUc>m4bIBabC2i%y$MgniP&EJ3 zDFvm6NDE^UvMqBpPAxriP`n2Jds!hn)z$I{AmVn$ksM3ne1UZVj5Yd=Uda#dU`G5) z^8O!xx>lFwYJ8KRZf}?i7`wk9-__>4kNmdWs=Uv~x*X5P#x}ekCC_Xnf8eoJ#UI8V z=6m5EE~L6w{^E;Ia@^@>oUS;Gb*zu>BTcE}Jp$HZ^e6SlIt%d{w~N8n(`+t0F6@EC zyNx=ZCZD9NtzM$zx=;L`%vR(1LDuZC3k%;Mrf=|`ssH5s;mt{9=oHs?^E@sOds%VbYKe6*H) zXQTdMUT6Jj3rSVQ^!QGP|5EvwBat_+pRHkz>HUpk!3cgI`92KFI#l*t|NZZOlXPR< zMA?H||4_bt6C3-MY%fTSL4NaEe@%-_<%jqQ`@+sX`z(Eyr6(qOeg_imnfqjbzxtZ1 zWgps_X+6$jZ?-qoWvP!Z1(@|;kzreY`4yP0+TuGQSeuSN>07q1&CcN`Kl!QTo-Rx(2k)|OF7H}0ma6kWS-M|);QHIM zNh=@k$l{0RBe>>x_aFPZ_*-U~&zUdeyzM)XalJjaY2r~X_D9D0J}>t|{N;O_vF>m3 zz3}2!Rx_CThQ21i$yW8p`_5~BeeHB^WBRv9Uj9d3E3e$Fxga(l>VJ5*R^LJOYl`<{ z-fQi;Lp{zkNayf1>^ zyw-o=x69xDkoTwRAHEHQb2?u3Hu+C7eP6Lp#w=*#|DV0@4*#Sm(%=1C@UH`(=ir{_ z!0es=PBDUlAfSSR2@I$tQGy^rKvV=JOFEGp1r!h$lxRRyBngtk!pX8r&MaXA66aTM zRln8M(=*=<1Q+Pp{Z8esnVJqYJw5Y59mCjX^DyQg=dagUWO%=)+IsOHk{7(uld1(Z zrzpvY=3ndIKx8~Vg={pawV>t{C3*P^Gyc>i)!u4OZG}ei%J84gP0uHs=g2*PYlI-} zlGdOizr?)QL(3nBg z{2i4^`i%hBm+~-Yz_H?8%e_lAep|IBG1JNlTT)IWB5j_Le2#`i;Hi|b@;-HIrtjpu-Vk{fw=-U-dKWNg*r z5*>`+=1c@4#5^3wajq%Ye#ad=HYXe}YY{~c<=|TzJQw6Aal`q4|NGz9^~Chg9OnDq z|DLKoCHG*I;dtygP;$QhPz0ygl7HtdK>f3_dL@!nh~0wwzu|@(^;~e@+23xPahuAp zF3eofVbTd2ims;+vPgiGTd256j+7zBd`S2kw_#T4I3u_fDU0&+n-FH#zh;Wj=Yuyp9F) z?fW0dHC~v<{11H|hj;4n`&IZ`SH6>hZ)4$|a(s(Me_KlC&T*fGxmM7e3xEsEx3m2n z9N$Y#{tq~id8^%LJT18)&kg7Q=}&!H-|6rB2aSF%KD+ycyvrFc)_pR^j&*qSzl_Z3 ziUoG$lG`_ zS=NPowEI7O4gzD@Ch(7WdBl~QxuU~P*LC8(O?M9oCeh{_FERKjCD; z!%>J`K7X9^V(EJZ?m$$~j^H2n8SszmZ})R{zlh({Ltlh#%{A6k-Am3q;aUgeK03Y#55FnFi-oy&=<-iSDWZZb1oUe`Z?TAf`1J(*Nzt(#a zDP)%)b($jG2e-2q13~>f!MG<(s+~oxi|Ru zJ{Z2Cg1JZi&K~O$A(YZqvH}%Q>Mk^7S%je=vh=-&G``NlH!Ua--P2D$UC$H0lR38W zy$M`@{AOz0PM7b-AWmzqWot{YHVQQAOmL(1U&l^44y-l7w!#NjP+iRD#|>*Fcs=yn zfKk}T>4Y%IOO{c4?6s$tjo)qLhBXE7iF4$bZtJrxKhqpGDPMKfm9G1qcc;AltaJQ+ zfNNXmAK$j;y~4^Lk+shhNO{PKc&?mp=lcZUGpB}YyvrNE&vdQi?Y})&*5HU9+6BG` z6}Nk2Js#e{z~9~X-kn9ke`XpMzu(@UZ->VA+vodaUB@P6+4^LOlU!S@&*26)pyB_* zi!W4mywA>klUbneVxNX*9PF1+2lDS{;QJ_fj@x6I&I#|!GM-qUgbnk!jK4mE6kU{! z=M2=v_h7Ka@3*s0QbF3?o7RB94#$f4W4r54c_y0L81hMMc%KRV1pcPpJk`&~k6E>z z-%j6ez;i*l{#eTr`^yxP-o(8q^mKWm$xwl#&&w zfClx2Ls=GKD5YctDxg7q;ZT-E7)mKwfeL6)UpSOy5r$GqR-ghJ)E5qAS%jgKk`<_c z2K9wQSr%a^rDO#vpg}#M1Hu88Dl32JdotO87$NK)eq^Tg1=8*@#}GHnO<-K(xPW;+ z%=O%O<5XV*44JNxltTIKH|lS{{r25Gci+|hRmOab1LPl``j9KHl-wbW6UaHZq2J~_ z630NS6-FNQ4f%~j{>~+3fB*a6Q$PA#vA!K^GTFg0Z^tnlCExSn_B&aJ!{fr5Uu?+R zS$2P1HooOSEW_-vme$rw@cspS=pznTCxq`c#5f!walp0U8U*O0AICk;=`y#7xltYm zWZ0(YZ+w{lugURZjttvbXXbBD>iwD&jPDcE9&0vu-7yx~F;D9L@W=Diet1WVARS<- zRQW;Zs3Yz_b9i+^`2`v^?cD{O&ky82ha1+a*gVu^`Nm6H|0F`>@>3*+_sMtTxUK%t z)%Co0)^9o+_eqH#=dtYf4lPfEAFMk?{>_c|nW%rv$M)WPFD-M0(QUT2-<0BYJwo0I$F}Y|pHp4%PdGuI<;eE5 z3SU=BjDBY`wsYSBHIP@vEF0G^y&INr2h)gzX|#KjJ2T^n>yN#B36<9e<` z-bQ`vPwbdbx5x)9pU>za`0jt@eHF&-*kg`SK7T6{eAGX@&x2 zvd*tl`40JwjU|_`we*-n(M<}*_ufyJ^_%#<3pV;91P|X=8@lg+EL#|b{hP7AU9NxJ zY|dtKx8Vls>oKZKoZ#6H&L6SG7)if`(2IC1)9?Z5084e1AB2uN;=VGc`H!(^@$W}q zAUXrAe{KDfXGh_f0_rD29w7w83FCXI<$OCeq7~N3JnVh^GRx$=o!XeQM&EDGPi;Pm zeK;U;eLOpc{@G{Ce4X(6fAQHX=AWN>`biu_@$L8z%lI14f7x^GTgWp2>Kgsl=JpUlPx!nc{_aYJ_GvLl$XvK^N84D-VVKZ{-9BY z#zEG~V&k{PO*h3a`6mx$z!!ce6yFTja-=Mb!JHf7JU-SFVBJIHRtUg-)(06u?8LYSA3pr^>D5hrt96)HTlgMzex_l_emuFw6}L8 z@Q&g##XS5PpZJ8v2xID2GOuN8V6FZid)#q6Xn8+mrstekr-K|C&wm)-8&WP+p7X+; zKdt^L?Z!j>y2JJVd*A(@*BZtFcEkz6i+TG*{&Bzdh_okc zPs;Dgz5VU)kYgS8k2T1*OMZrJd#QIkem;+*fBfDjWq_!ccyBrK5JTL@ms_s?+JB_> zkNE~{SPQ22+avMEJNn#W-VVPL#s8ReUw}yB_X>FaJ4lX?4S9R)f9K4#zMj5#-h|}W zFlt1+OZR>9n;&bft?wn{p7N`bF9YIlGr8BmMk_+_(Ep*0MjrThzQKBcwO8A3|Ly#3 zAc-MjTy8o3;NP2`m+`$+@ZbaAOhruLbEAzml6M_;^yA;@yWfSHZ@B-1F1}Bcj~?QD zw0_?qyg2@44KGfu@O^olGdJkrx5SpvI%dDKg?V`7@;FBLU++uniB>Ez;<=>x@el22 zO`MRW)i7#AoSO4@{?Lxr#0gni4WmZHsoDIu>(9DS)-iHfYY53Vn79g}M&v^?%5n)g zZ=bAdL$jpBXg%{`n{UT=@LsR;?a`0nH~-(w-6|hhS;uVa*Da^rLdJG{OOad5S9jX! zyE3=Jx@0z8z&q4tt#BUG#t6AI@|CHa^(*WN=LQ!}oJ-GYk5U-vFR4`blgS z2a6Hr$@p7P76*HG=}!EvBsM7)CI4LBKeDn@-XOj)m#1^Va@@$ZbQ5L#4&~ZwuVv$@ zo|D<&8wWTyZrg3Qot^{y#&L@MIsD<9adu|3N|b^qiG1ir8Exkuy0svVt9hanM2X>e zS9)m~hqcbg@uS{i4t2(i8SdQjc8fpOaK!E0bAIdNEaQ!LB5u2l_T~reV&jcB^7tW! zcxUg3!{mF~I<20M4bSA`H$ZS~$l))zpjkHf76aa*TxL^m2i$HNx-8=&?#!fQYNEo!}ZhD!UcE zWoY@Dou`%+{4c)PYxViUe)4Xn-rGodEONHIv$@q)TNeIt4}|x?Z;~}4x`}d}Z=W)S z{X_PDu>4jVV?_U0`(nRsYRC0ES)a%9=%0-E4nNMH{LBA-dG`TX)4{S4Z`6O}mUHLW zJu7rAZy!E?*y5V3BWrkcJy1CRZ?nIUa`CPbBBS%|h+q19VlLl_EsxrcasKzTj^hv8 zW4!*1pI;>!rmOZJ@{Jt!yM6EYjbB|m7OwxB-uUL~H$l8eEx;&#Pln$rp#P_zdRo5O z_Cu{Bj6doKetWFHts-L-j(^+jw(X0&&Mm#v(t1CZ71Gfth(~5P=G)Q#@px!ARi1%= zO4bSH*xB_*K7f0z{^lhM;z6)n z+N}j~T+I@tAW9-1icvOie|-(N7Q}H?N|b^qiF_zVS-mf85{Tn{N0naNc4`_8uyp5n!xDzJ;ySFa~+Z zJ8rmPsy+j~UEZz4?^)6U-xStox-xGEhpIpfe$|TKzD_#OT#zmS+@$^%Cj+8 zgo}kS2j2#idt%%lpvvXy#D5m3fVU>%+=x>xHsSYe{z039U&uU%>Qh;7Pu$D^A=lMGXMT@ z3}2OXgPbRyK7Be^w#o6#kl*sW^lz7HKk?L4p)XX8aCAf!PV8U%i!?urJec2}Vi9zY zlaIWy^Dho%KKy(6JtX>KnUOa?{tqhnijy$VI1AmRA==l)`ney_-jd6D~n^OKLSI-lm>FU1g2#j8+a zTnUqqB;g`h|NS)D_4iN=A?^BmB_0S5WrRtEB;oU@|H0J#d$Gb9f5+a{6^S-Oj7pBO zp*SFjtQXV&Zt{*5$Nf8Go`Bm+<^NxO{x61qyxXA9w&gi3epiHBjA_9e5Jc9CdHr9E z^XIws>vcRQ>NNiniGjdG)oIzy zS}AWp5Lqq$IT{&j@$W~VicOEvBVS?luYY!tj(CdN0E<1iiDW;dGkP!ESB`YVUl{-R zp230g&Kur)n<~#U>w}FxBmTnpPo)IV_YvucFS`DZl5eXZrnZh&j(Om)ix;87+1JX^ zIO2=$`STp?Xk|Ze*zNp>f`V(>=SMo?cKz|YJqI3epw_n&PdKrt6s9fv+Dv#u%mw#9 zSaxE*oc&)bYZB3h50vlQ^ZPS{fgB8@pSfMnA)OHaqvd-y=zr~Z?)u7+j(BmY6G32l zz8^4a*MBG|h+m%{>4>LT53pE*uoR{9r|y1yNg9Vs))M>kBG{x{N-jFe!+>rk$>NOEM*l<7lB! zm(k}y-AxLjui5-p;nBcZ^c*#^4&Dd{>TXgHwLv9TL$h|&$l7>>19dkkh}xhMtD#vt zYGiFZ!hyP*6hv)MiPg}o9W}Bx9^pXUO$wqmsKjb$){Yuk8;@|H?j{9M8&qO7G;2qV ztc^!FPP5f0Sdq#$a8O00%v?WmEp z@dyX%Zc-4nK_ym0vv$WNkdcfx4R%L~T%s)zGXRHL^Ay z;XvI@3Zgcs#A;~Pjv84Tk8q&wCIwL&RAMzWYe$W&jYl|8cawss4Jxr3nzf@w*2W_o zsJlr))CQGU4b9q7BWvRk4%FSGAZmk3tcGUosFAht2nXtJQV_L4C00YTcGSq)c!UFW zHz|nPpc1R0SvzWEZJao@IC6j|x&&UHu}6f|5^?z+L(=bYO`S4Oz!O~pQ+4TxkXj;c z{!@%JCdA9AShy$y1w7FuFjbe12&pCF(o@p!aZQ~vP{0#i0#kMAh>%($ZvIn@G$zE$ zs93lt0|h+MB`{T&jtHqG;?h&n?{Q6?GEl%1T>?{e>4=b8B5wXuj5H?1%cxkmC<6sN z(IqfdmyQUjCF0Uk((iFioib3s6I}vRb?JzZS|V=#Q;akw#LK8yxF`b!JkcdERhNzk zsU_mlQ_}BoO`S4Oz!O~pQ+4TxkXj;c{!@%JCdA9AShy$y1w7FuFjbe12&pCF(o@p! zaZQ~vP{0#i0#kMAh>%($e&zYMbJl%2eV#7i2%F-0!onUz#Yn7zpNkz~XN7rSg*}Lh z(fn&jin!#UjOEh^S}yw z5EY}vUqe#FB?oncofYPR74{%1MvK3Oq=-un>Ige4%mXXzK~#(ue+@|ymmJg)c2<}N zR@j567%l!9k|HiSs3YvGFb}M-2T?JeNBoPjdI!SwH=;9Y-i#7XR_uF@dDjKMhW6e-m{sQc0|ywEo9JQSDp*YZaslj4?** z4a97Fqe@92U|a=~QRxJd=Ks|Y|DtXTRFjgGC^89ASBuRA6cf5i!3ab^savuVMJ6GY z9h!h*!k##hK^jo%maIgPNl0afCZL$GCr)IL29&xbD^X+;QrV#iC?@QQ6B(odrEbYe z6q$rnc4z{M347v125CU4Te1>GCLxs_nt)=$o;Z;~8c^z%tVEGXNM(m6pqQ{HPGpb< zl)5D=QDhQQ*`Wz2ChUn58KeQFZplg%nS@k!Xab4}d*Va}X+Wu4vJyomA(b7PfMUX) zIFUgbQ0kVfM3G5IWrrr9n6M{KWRM1wx+N=7WD-)@p$RA^?1>W@qyeRF$x0NNgj9BD z0*VQH;zR~%K&e}@5=ABXxiTkx58phbEwyuqRGrkOq{xB`Z;6 z5>nZr2`DD)i4z&50i|xqN)(xdRCZ_riV1t-LGCLxs_nt)=$o;Z;~8c^z%tVEGXNM(m6pqQ{HPGpb<~TGHoa+A$)8bT$A@Wn8hA^f{S!j0oX?U$RVPT(Oq)Ihl5h2qB#f zKvNl4tR;O;rX3?fIN+BoQyEvRC4Ek&9V0?WX9Lhw#uaNxpOb0Fh!76=CCgOC6>CYK zlWE6@5YpKIG?j71TGHoa+A$)81AfUem2t&d(&uE_F(QO?HULd!T(Oq)Ihl5h2;qQV zvP@-Mv6l2XnRbi_A)O6CQyEvRC4Ek&9V0?G;Fqjn6>Iz|DwAb2DMD(M(4~qv6_m&W40u4POqS842&q*vo%48W$ijZ0*bg3dv1tszT10GN+lVvn1LTZ)JrHVKel*j`NctEL4meHgL zsZ~OkD&ka7A`dX&0i`loMw23>Rta6Ih*Lp{Jivell*(ioO^T3OC3LAGP6Z|M00SOS zDwAb2DMD(M(4~qv6_m&W40u4POqS842&q*C@0|cqcMCH?XO|lR> z;Rw}6AvK$S3lZbs0b_uiQ6h!d2}erh0g9UROX#Xpa7Kv~VkaCal?Nzl(l4Q_Qo$J| zQiz>!q*NZEOgr1mk(_+?9E=CEEq|Yld|GJX&rSI{`Ua&_{+;t|9@on*M_0QT|Yk#f(Y5i{-e_ko$uO%ZPUvtzE zRf!Z+IORn_mDx-v4BA1@QAe78i9n1-i@#MJjY$kls8Ky zxA?dEhjwMpv0D3U{ZH$Er9BMJ8MX08$M2WH_{$8WpMQ{FL(`1rwUr()j;x61 zl8BjfVjb!--_6>JWzrQRE8?!;h)E~bapjb6XKlqY>57pRaaVA}q!a77a`UgD$k9?P zlOCwZinuHEkTD(P2VAG3IXU`ASuZy?&7<2|8RXU0M{0hJoI?B2#E-bh%m#S}?U>ga z&D`F~Z2nvPQ7{*L7z$aqZ_G#qtgKC>C9 z(T31WODY!E{99~7gdBAw1}wz5$5xUygr-wc(XPecViO{yXrK`;Ck?Utb!M00INF0N2? zy?|uZ9#&d5|3y6dM50^#dzFY4lWdQhBb1E5QjfK;$_F&pPW_>e4K`LVw~YA|=H>Y; zUm@~wDZ}QFtsKs)v!BJ-Gh63ZQEo3EY5wzg)Z(9F(dr-CPHTVGpS1ob_p7b{ZR5|& zVf^jq$;>~%FEf*nzKjU^Y|;kfK9tq-lD%duYAeoydxAcjbo5MKHZ3{XYsRu}!b%et z_t~Tk#=V;eLM`KEuNjNlikBuX?z2f7jC(f`gj&YSUNaW86)#O(+-H+E824@>2(^rt zy=E+GD_)woxX&hSFz($%5Na7Od(BwX2F`n+LL(J}d;mE%<}7RskQ@p3?4CbkEq@JCt^KwBC-tT1A6x&M#*Q}r=or0-j=#O^V<6v)$y%CW zj4Ur8%s#r@kyLJ=-L8jJDv{CrYcyg=JbW$w9+nz;!RnufJKY$$D-i(493OIM&8g+P zGL~CQ4vjn;xuT8@_HAj5m-y4MLi2FTwV}sv!?>JzJjxdv9W=ZIkxEwR6Ww7t7~B_kN3HA+z%i>*D`1m%H{eSkvIP-E-n6ECs{WY zw))rFU+aHb|67bDZT#^*auFYYH6t0wKgvu+sJ>36kQjYErO8aN1a;Y5z!BZD2>K=L z^9N}%6D&dV&+vFmGs7`QsFYxzKS-0AUChF1!5l?vhI`>28}bL%z>r>msaw zwt1Kqf6hy$d!1JQ?7p|PKh0}%AJh7uq5gM<^ecb-6o*b^&BovdAJsZLf*3V|__|4@UlE;)J~*HTF( z4vgl1D71dvL!>IbEX!D5NhOsyFkZ&-_j3)WV{@5&PM`81&S~&@ov(GVclZ4sU;6n9 z2T$^c+45Z(=KZSUy3$`GzfhVvee-|eU;o;D?BgHnCQX`@{w6D2X4z%B0}ni~d;GD- zG@j_^zxTcGb&D;wShv{Xi*+ZTe6n2w#<#_Pq3Yj*4?NKAw)<|~T5GMwojjH|Ogk*Ybtx|9-H`58P+b56t8I zS6^-QZqnpQYWwiR59{&hy$>AJO{%R38?8{6n4EdYi4gRaRN0TVaJ2 zx=lCTw8K4;_5<^{{-}R9|DV`zo$Qxiq1z1hmxw+368*!m**wwta*y}5uYFDH^J=TF z-hKPq-|nVQpC0P;y!#)|J%EJ#L-~E$m1{xGapjDNQdotZ`NaB#^l9o<2U;Jxt45^x zZ}A_fJ6=Wl^{r34VnVb&1*Y7C_NU=*=%<`NxjXjQW3~T3>Zqf%oXJwp&pzwy;=Z@_|KWKM z>&1MGe-~W%SHCuh|6+2V$o}TIpGiHKNB{R%nIp>AZnECLslAl-GuWeU;&`Ng`N>ay zBD$%MO8pP-`L4P88rQQNe|-GWtYaYm2-!%DhJ41*z<@SMh1iwvlTz#j3!~tT%)v%| z;$~M^=faeYUGwju&}cAv35rnVWViS;62q_vmZ^}XeKvms34MmNRpTYd{)BBg(b}%l zJfOF8%q2xR%R)br`XkEAc}w(P;_p@J|IKfGv-i6z$lM3|PW)l+iv20zAAT=mzr<-9 z&;2HMnzsv&*Msq8zpHeM|Ah5#%WrL|abEGmD|L6@CG*}A&kHWNz{j)m&O1+e7GrA{ zjQ6a^AMb9E-2H~@ukWtE{s#F2yk6-|zP5>$yZdf?sQ*9z`Oiw@zThIvjftQ8WL?zf z*8QCFSNrJdgY9qDtXbWvtFG!f(h)}-;n$nT#N%n#KU|-ep#S+m%G;4Yz4yKE>o(eG z!*2cc*Y7?q&rx#Qo!sHM*&{Mv&Fk|*^nbY@nADws`}g_ie?R-#&-!s)bkRk2JOlmz ziYtY@egFMcZ>G%6=X09Wed<%6lJnh2|2`?t9hl!i=biuaKU$Y@Ppo{&=~tJz+86Tt zalWs{`v2eZ%ndQ#cH3?BIV}2zBMv`Y@gNkleq$3?_d1l7gEmbZl`DU1NU$FXr_POWibw!?p>xeS3o(9+L&_fS#A1L<$S);@2k2uo5`jqx}-~sz< zS;z-5jvjHuk)o6Cb;X`>CxqS0CH{Jja=b6s_RqW>*X00N&&KmX{I9s;3cX&C;rjmV zZ-48M``#e!3D0TnzyE&K$NcB9M<3JOcAK?3T>ty;zpwktU;fe^d(3e%SN~g)-DYK{ zeiGL|=I!VQ?w5LW{`u#3#~pWEcaf}lKt9LgL7BKmWWVuNS<^xpU_bsVuK1yJ?323# z_TNu+v8IN3oSx5Rmnon1?j%{WM>%pp)O(cuxpmfYzgPVI@4{>Sf6>MV;_ug{H~z9t zExXKrYM%=|#{c7MtfBEojy=}?ue$O|)me6#W!#?Ee~mTPRM|<$(WTs<{`99pPwv+L z>Q|K3W0Ly!z=IEVi_851uJx_A-s=8&9C}Q>dAc$O$@z!#2Usdoeh@n9h^P9QGq3bN zYE~(cA5!x#5ztVDcsc4wi~m3s%F!vSlTicGiY3o(0xzIigss`N`S7CMNxRkdhdCVi zKAE=J#3OF&*K__bH_h9WeUdyoleSLY>`)eXuXg{p&A3hbMvQal2M;>vAf40TwfLKi zjX(R@@$z?^tzVRwalFQ}XMH{{Jmk$|No6eu$KpHhx>LsDTo&eGqW^QwImi7k z%Gdwqn{L+gd&3*w;OA`heolAw)mLjwmRs)K3snE7%UFhaucek+N^R`Sdvey34Fa2x#pAUTC{d!Gs?GF6k z1N^$;`rz*kZ+N}Rk>}#Qgej+=?)u;R?svO2HCK{$B<=rfX*0Nw+;6}ATu0k%YG+up zh1{EEZ@bO5uJ_GvezRL*NvylFegqI}pQlfkyejp-zy9^Fwf;f2{r1~ypFGz8ekiV! z+2779=Itos^2;tS;(y97bKZ`)*m2J8jydL7&)fG+bN6Tih>7(fle-5Wda!DLu-D(= z3S$P(9q`py|FQlEvENMQ0Q%>D=%ELzY`g8Y^E!g|!RwEh9V7R2u*V!i?0+!7e()iO zxIOxR&a0nvQhJ9`<@$v+>1eZgzQyK3^xN&Jom$S#+?`O`Fz=}q z8XxUl^<}J3JbsfH+4Ej&$X;`7xC+V{-5N&MB=#iC)d(*K;6{wOzI}{ z6kLzI24UXye}gnHew?gzisz4a$u5(7sK*|ARAZ>^N9zAY7hj|?UTUeOg`fT7UI@>$ zF*kesIM<||D*Hmde1#s-ye_uZ=F89n=CSG+mkxXtDiRI zG;gQceqft)&N=5?dFTAQst-G~Q@r;;d(c>$zf2; z<>(J=j;FMFHT%C*`o+cZZV~3fbqvOsoyW)jCu>E2_q%gF#&{o1b)`?;XP>>h*T3Nn z+P|WY-D#(t13*1@kC#z3*lo zfoG?{Wxd4v&E9-rEu>R}$hJB?-@b;d zQ`md&y}Ld4+N0Z6*0N#!727e|#)GoH;Iz|Dle{*!ZRqT_`|jQGlIQ*b@27|M|NGzn zLEF%cQ*Y|t_(q$zM}0W)gcJ4pYd;_~cqkw5PoN#*UNq`X4Fp3-_=8 zUsK0<> zwiiOA=1@XdX$T|ontw)$aS72Os<6eM;pj&!(=}Gv2&3YOSry$>F}VgN=h>D|&&Ir; z=GbL^ZS50zA@Y&%j5_uGmQP^)GwiY)<*6Q$T1#o@YVHGK4KIs>+Lrc~N%rj|f!pDq_R{ z6DA=^!WMszS{2WE)V~nAP==%W%+=a2a+R_VN8ZkM=g)toeOlfv?bPM`PF~i>eYVcS zV=U2jZDj-Z`FXMDJ9{Xz`L`HdFY{BF*Z#;yR`Kx;KV!!2>JQ^D=72A_;4kift8aZv$7RgxU32X? z`gp(As2l$G^0@xL``z#Ky!8FiUj3gn>v26#ob&wD|66Xk#r5&+kg@uIyWFGUSvKRp z*B*OzkBcwX|9kJbSM#Aa%KE8?9(+h+in2U!$9Ev5UA6Yd`u4Bue=Kh=@1fbgux4e| zkF2Wq%XXiKynTwdsa027wdnu0-Oiq`p#5R}Nxr^wx*MlXwY*ql%e{L!z5d(!_h2V? zr~LAlq3zAl^>aK9tbK=nd|#bBJm*21|E=7&p7yILGXFkBa_N~`2F8OGWqmvQ7v$}z zf1bBXyGJ>f%RRca_qpApa?gpj#PR{p!ZWwj|1ZAS;x3!X@9MPvzqtNv|CaN{_HAP( z_&e{sv-TSY{p6rfKdk=ayH|)io~wAD+#7#)-ue5g!*x<|{Iz$P#QxK;pCfCs?3+S( z7q;L3?JDb{P(Se7BJN9U#`^!9ag_6l&xQQO)4iyi@JiNW^hmW*-hd#on*SV)jMW#Q zlJyupvc+E_pfMQ;Ok~Yp{fia|Exz9_ZB6=5-n*lJXTQNdmu)f6F{W`+o}GIBpk*Xm zJR?L1X_hhdo|3Cimk2`#G4c~7#_~3(ee2wRS*kOnHc!%8ketFN4 z@1=5#Tzqk?vB6k6x%-C9o$E7di7B6(s-DO{^O;X;pZ?j;d{!ap?@M3K>%Wq$tI>Hg z>Hqm1L#(mB=t8W)w)|w1P3-%IDEIKgWZnkXPp{$2@A~Wa86-CNttHgSSpRR5^$9pf z+`~|2aT>1wn1e#>@Eav#_5VtF&veNpmeg`rUG*dOj%u&|>zu5VgKx4S*V4Z?zs2n^ zXZdE~Un1WOY3(oNH~*sg_ks6+!17zEL%Z+3hkQr$uI|n|@9gmXL#s1r8@d0B>trx* zuKi%T{&?PoHpaX?_P_YHDBB!v@%PwckJGxd={LSH z+W#P5$Mv^&SIhAi@4P~W-(W(VFiyZ1pYz7?e}nWbNUYhKpZ;GHxoQ$I<|7d|?MhwQ zrsw+sv*JS>si@{35$Fdi(h*NV8(^^v6Ulx^C)|srl12)Q#t|P;SGMW-e!%RNa{XgY zZ-LGyYtOdOek~Wlc)&gn-;&DTo5PrZ=aX4({i}>gxToiOMzukoDEy@B_w>p`PLDs+ zdA0jL==?qem!bNp_q&$kQxo$u_VIW_uM{gbkOEAJ;E z{`brJ6^@s%^|dP!|Cx`>?9M*>obDX?EtD&-y27vj{_?&PZ2)2SEtzY7?6JrF+h3GJ zHbcIL!|RWAtXIo>u=ozk1Nxqs)s;p0`s001J0IK=J)rpz;M1A zdk84&cQS`LRR8hqO?+ntItLthfXuZ?`$F46dkF3CFBkk-?jx4#-X-&@@0R-s;P}J0 z-*AnWT6!s^vCcsKwD$Ke>wi8VzlqAWr*n_<=>K%SU9Lasz$Tl>`m}KUk4@kDfDHG3 zvHv|FMXesjiewC;Rl zWqGED{+%pU-|u zUp!ZV4BsQtej(L|*#Dk$&e>)!b46NasDE3)UasqY`|m5VIo(d_9cj$*(?5J-4GrcJ za7{0{}&i~Lu4)r>H$|TTi{m1W$ zqr5$3U5vIN@k4vYpZ;~+?X|yO@H>!)%i7k~{)+f(98)}B%Kk^!$!I&_nt_S?zbU8X z??9qG#_NyohoTNK$3^?cH{E~t+uwEnrti2~-hTF3=jip{dfWV6DcBuz488$>o4#`x z%eg|{J3+3DXM3oBkR5jD;p$u8eNO!kp5yGY%P!s8_+BaWQv1J3z9EH}Vom|JEaMAb z`l8O;Zujl&I^>LaE@yH(PCQ#cJ-*;C7o@Tz-<0p+pzh+BTvz;HJ(%?uVch7|e;k9x z>s37d;JpCG|7^*@S$}T4@kWp5RWfhF{^yiaekuLcN!|1rx2o=g5AhnxH@~Ehrv20# zr@H+$S6?Okx%wUyd|{2#45?R)|A{C3Ty_6VzB{V#-s^Qr*G8@p^ypvvF}dC;39($b zN>FkdGlmr=1yNg6VlZMBUMbXN^f`q|LG(4vle(lx3FA0gC{S@6LfuUYqPD5TYG~Gu z8d)2UaG>rc1yLJRVl^~tM~$qFM>tS-lY*!XDzO@xwWCJX#v>f4yGcRR29;P1&Dv2T zYvaVJ#gT(`GPAAiA`d`&lV`f@Kb6+LveW@zby9o9oY8C<7u-&8yBDxI6zdyOo(`Fo z34g%LvR{q<@fO#8ycsI>_;ak+m z+g~2npTA>@WB-tR?*j9f%Pg~up38s!=Q8q~!oI2gnB?+|i@tXn>i^Z(+V?i?y}RN1 zkN5YG3t|3#z4g|Uzb~af!N0U#nqwVre;9w^AMY==_9y*Ei2uK;|KWS7xURO=7soYx z{n3Wv`u0sWk@Zx){_m%U9Fp?(+(udF08wvH4zB;!zP?>_#lPkIhLheHYqmreYjxr~ zu{MV~yPG=o#{3;9DIedd@^Xa!sQm6LkMZG<^XW0gzNF`Wy)Vmg%Dg@DH~VI+-7jpr zoxNv$MR<;gvg|vMZTy*^@o&#P_w;@i@5y{^cQ;J?IrG?m+!FS*$&p^LHA4Yn;t%n%eBMx2Oo1Xn{B#Tr@uiVG&PVVUr5dAskz|mH9of`W1^jG8t zfls-%S>f|OoNd_W5_Md)yj*ppedj(Q``+vQEc;uGzxdY3wc(xq z?Y7;{_3-xc>P4kfmk)3C|l4>(8g&G}X^P&Z*n?Vk|B= zf38XY=xVD=zQTJ{v?V+LyY9Ac`!N2P$5K4qPXWg|<$l}p+*EupZ^yhU^xp^ai1v^2aZh}J{QePsmx#wlF2dys_{};%2<=^+-_xO9LJfAO14u|<&tyf}S zIge4 z%mXXzK~#*Far}#O$$>yS_OsX+J^)1>D3r;9}(}%9itp+~(7`Ff7xxSWX zeN^*b#vk7r!8h8@KmSjfCu6L%SU&&w<9iTTBQtHGb z^$$51-owT>sPL{f-e+MQH8_9%OB<{=dsOc^;1l^CexEt&(7*E9__ILcFV?8sB){c$ z-F4T?^?G!H$6wh0AMCHa*6y<=h(Fd1;yYsaW){}B^BT_Y_+REyIsZ_M>(3=e8A(%m z2ARzI<&0<6NLW^^ME)LQ^WWlM*NzD}xmvxj^)Hv(bFXa$>tsUyobq$@r5r!CUk!OS z`&Yepmw7Fd6Q(?nYhk<}kUk$}NL~+pwbA!jbNkPJtgPn0e_c493zWFF_)9%%^{=%* z?VDQv!~Rp@1pV(Nmt5j=r@PAUoxa%p{}g<$UY;!=Z{KpOEnENpDjolN*@qt=4E*@)=D0qZBc&n-{RlupSP3N{yeW_ehJw6AL~;Ww*Os8 z-r+zlz3j5f$hTuc|NJ8Kzn}T+r+t3^Hhg~&j zI}=b$$TG{MD@X%M-IA3kG6|{d&;%3{_QZ({(tuL8WF?ABLMl5n0mXzpaUz2>pwul{ zi6WDb$_`CHF=0=f$RG_UbxT&F$Rwn)LlaO;*b^r*NCQgUl9ebj390PR1QZkY#EA^j zfKs<)B}#zvi4Z13Jdf2}(fd>8($b&n{CLX0Ay4aI^qVli6U{Zexlhhx0e?$Ea}nr= zT*T&xn*SF6P{*X6*}Yt=f35vtULe$s*8gbE`+WP~zy0lR-9CHo)BRX}>+;_F?k{8f z0=K_|4>`2MZ)%=-#+f!=wEo}kU0zM&pC=-{{Db*Rgr+jCSWEhxOglz|FgonvrZTQr zOZuElJ4S@C=QEO~GOk!l`kYKVMuadr?BS*|u2@U@oJ>1Lgs|r`lBP1QSWEhxOglz| zFgonvrZTQrOZuElJ4S@C=QEPSD&zvDbuySgXMd`5<#8Te#!VeBnTs1N##7Jv?R$~> zevy`!Y&^e5xv?C|1vdZIpSSpHeap{rTK#M74|BA!-{|G@t^Y~6VC#SN8HCRdaeP7j zvA;I{#CF8^2z-&p-<+3}`G@g^7uiXfEZ0$_*-SmzRzx7Z^|~lVvn1LTZ)J zrHVKel*j`NctEL4meHgLsZ~OkD&ka7A`dX&0i`loMw23>Rta6Ih*Lp{Jivell*(io zO^T3OC3LAGP6Z|M00SOSDwAb2DMD(M(4~qv6_m&W40u3QS!ptZc|zHrmFrc|$6=l; zwsGOf+85;HI!_=F?=rz&zxU_4x!6e`U~@u-+jDJ{hcZ}pgq&jqkAKa7i+`(s)*ezE zTKjALPwRi%_>;!bm(%!LXC5VII71fStb7|G=y+k5vR%m0yV5bE@3bbH2!q*NZDs7b$su1W=G zlt>|V!jV#WfTAY-61plCoKYf$*a=5Us-6#>oIq? zGVD37+Gvh$ewu&eqb>egUt0Z>y3pER>wjAR+r}RoM_&o!FVm5J{sDf$tCAvGj=`ME zC?>nisclSFY81TYzYf}joE%HVWS2R$p~*^(g4g0-2Q5Z4g^ug}G-r}rnsdA8Gcm7& zK11_r;4zO+Ief962D!fSE$`^-)0g%`sciC^f5f-Nztul$bFKZg{-^c7ZTxwqjK7wQ zgnZ3WM^q(JOyQIl1yyD$q~tx3jilnRLa-inuE{ zV$z9qT)FwzP~>PSmPrp(WJTN+ddQd#@*}QO(J>MEfvgv_@5M+SuK5D;YL1h@C8v-4 zh-1Bn(#ZR1$GqNX_N`WC^WWm1>J;i2>Q1YFt^H}=!M=q32>PH@S7M(N@z(#e{whE`RzF(*D|19`{E;zs(H(z1Q|sj) z&L2QrRb|ZYl42ngBGFvik&7!7T`wS6wTG3K&3_S(K9T4a|6V0x#U$I~<_IMtu+(EM z)cN+94=}$*KJ8AaNV?Kp>d3`3A@+|%4qm*HD$YtKaaRzf{voU9%=FW=yf#yGt z$1VOT7OnoF?X>n+-_N%Gr}e*W{IR}4=gG`Jz%MhCkiLuv`fSn$<35zt z^OC)0ENUyxf_s8Kn{@O{UN$W`*=xqKZo*0v7x&qu4aU8j2tqC6Wv>~F+KQJZF7C5Q z8;pB55rkUC%U&}UwG}T-T-;}qHW>GAA_%pNm%U~zYAarvxVX43r!RbK;&qV=eXK=eUKCs`GhPfLz6_g|1MLr=*%FrZH?zkh=4h%(&#y&_2ihM$rl%YwY z+;K;!9TpH^c3>!KH136@}>4C)6_W;OpY0{yrQ(qtxBf)M0XaI1eFVMea1=hSco z#*TtWQ>hF*xmDRM{vO297*WF&V!SC7sB$VLSb|pn86JkM)jvieH_d*GsL|&S(qtxB zf>!?+9*=2eIOYhI672H_X)+TmL5n}b!_c<&&q$27{}3Zr7KEWBj56X`mNCi*RZ@uq zqxom33djf%7Q#eiS;qQ$DyhVQ(c<3^nbM39;gC|6Wvs8Kl1dyHE&lzGwfIW}SVIVh zf|O+$>+7kc5(h@BfBldt%?J?=DP>v4`g$s<#DUS`-w#=fzeIpFgm5TGS(dTBo=Pfl zV6^(z51G=85aEzgmSwE3r;7|$dA?kf~m9K0(K=_}@XMvXxzW?>attHPrF4e zs5!2j5m9RXCx}#E)Tcd?wV>v>az;d{#eafG^+kQ!BUuY-jw@$Glv?~Jh*V$Hr#+Ij zpys%8MntK_e}YK$MSa>MSqo~8D`!NMTKp%7RA1DmJ(9Jc=D2c3M5)Dpf=Km6ecB^g z3u=xlXGD}*{3nQ1U(}~PlC_}bxN=5B>4k}ZDpJeK#ru20fmNX4APo%+D3Vl&T{_yt zr`XFBM!_4o2Z{Q`&91P{g((}m=HEl1(O~ov6rsw=Zt-U%hG7Vnp@9Jlk_xeF_0K~Q z!h=xhCPI}vT~Op^7{rDK2DC^j#ID8PLlMG*Q0XQ@l{;NfRkO5KHqEQ>G{RI&mU(4f9>D9a)Y zrIf5d1vIEH9Lll?Ln$RIPyr3<3x~2S!ca=d3RFOY`of_si!hW@vH}&*puTV@%OVV= zl&nAnG^j5e%CZPUDJ3gV0S)R4hq5ffP)f-PR6v9J!l5jSFqBfV0u|7pzHlhZA`GRJ ztUv`cs4pDKvIs*dB`Z(?4eASrvMj<-O34aTK!f_ip)89qlv1(+70{r*a45?n45gH; zKm|0YFC5CU2tz3)D^LLq>I;XmEW%Jq$qH0JgZjduEQ>IdQnCUS(4f9>D9a)YrIf5d z1vIEH9Lll?Ln$RIPyr3<3x~2S!ca=d3RFOY`of_si!hW@vH}&*puTV@%OVV=l&nAn zG^j5e%CZPUDJ3gV0S)R29S{z%R9X2!=%^#*ZO^!ea2VOvnFFlmUm~D!3BhsHkrw|{ ziE>2pt+>~(0*RUf#!**QgTAAVwD=E%Fh?f_llXvifTh~X4?;&BY4LCI&sAk07Ks%= zt~<^gV5v;`LFlL>t^TDT=7_ZZH^##2m?Hzy0amMj5&?}%2#%wUyh7WbJUhsz=;!EF zh@lA(GMW&AH@roSh*P`yZ}Dec$n`37GB4I1;)GGZ#G^*UsnzOVtADHuxvphS=Ed4W zoG|K_c+`kEwOaja^^bKS*R{;ayjXjP6Gr_Kj~WrDR;z!l{;@9Px|TVa7i$l3!l+;3 zQ6u8iYV~hn>K~)$S4Tq|$vP3C} zlE{Z*l%+x!0Jyavj;np56huknLov!0z;RM_Ye5`WS)vp~N#sK@%2J^V0Nh#-$JIVj z3Zf+Pp%`Tg;5ezewIGhGEKv%gB=VscWvS2w0B$Xa<7%HM1yK_DP>iw#aGX@#S`f!o zmM8^L68TV!vQ+2-0Jj#zakWpBf+&f6C`Q==I8Lf=Er{bPOO%2riF_zVSt@h^fLjaV zxY{R5L6k&36r*eb94A$`7Q}ItB}ze*L_QRwEET!{z^w&wTriTPgTX&oW4q>A&kgt{&U1EE+INZ z6}I>@9Q}x8y2dISVMJc5e>r9rmk=GI3S0eSIQkLGbd6Ou!ic<9|8mSME+INZ6}I}v zaP%XV=^CqSgb{hI{^giiTtak+Ds1(S;pj&!(=}Gv2qW@d?e&ilt7=ya43z?`^n)x% zI7V6&ND?{&B4=7j&3_TmK2gQ1P+%+xlaM4~hT(K2gQ1P+))wTl_Tw3 ze;%7b#OqL&M%Hs7evzNG4Xb25Mvqh@?$R;x7@9qKl)y}DYup%AtR{vW4lL!n{2{LETnbTc)N9-A|3G-e~rLENLb-aB>N$qR{y-ll}JBWk&bw) zf35yW(<<5#>PM&}iW=RMB(0zu?P7&g!>AX9FHisb?YCdI*y4+KuU&kxZj((mNhg%g z@jKu7j>s187GM0e-QtTa-tE5IZskb_YGLD#+~BS|@96Hl^UiMO%$ZVR_8*Ejc5#gh z>3m=RYp%Uk&w26JF4k?Z!3Hn;>;LpqPjyEgb!4~Rdh2!Xeb0Nkb=UoTcl6Ombx%L@ zR1T1a)Z&Ug{&v`Lhi-)xR#>3(zxSSdy6=Dg``yRa_;~k0vE6jj&AQ7kyG;E|bp5AK zyS01Qa_{VR-uVaW&yK_n?^(H~KR@w=?kivUO81`kyti9-ozHa#9(Z8)&wu{Y6u8#| zkCqe|oXEeOq}ggQ!8CKp9Py!sBQi04rTBkV^7DQ7-M4$&f4!}nG-*;dS^g$XnymN+ z>#yHUpFW*|D&R|f{yS{Hed?DM>wf=--!E|d*Z$PnV!ycd1z-8{df{B`8bAH?)7_Fw zF6sT>GfzK*iyZVy^rb%k();|^zjJ^4+iug%HtXL1f%kW7uDNFS!yo;qdt~Orp}3KA z1Y6Gkw9`)OHrjY2?Q1^$>Cbfg{`kkzR-dTi|HMD%cKaW&fA`tXey)4(yQN?H{5stU z$DhzWC2@@&46ixifDBFkD}G`O#sBs@Ztu3=eur-LRafgiwBiT5Z+`Qe-4$0}S^2+8 z?oGGaYAgNw)>c~@{wgs$6T_dRv2HuaxWfnwjT8Y({?(7;?3UwKMPGM3IeN8(@^Oj^v7{}2rz{RCpVU3`tmN%si@M5IL$h|&$Y3=w3UxOrh}y0atD#vtYNQ+QxWkU=+D__T zr)^EHv78_Jff>_h6z5+OUH9yB&&r&@x^B<5ihlGR@A!Y+%!l)w%WP@4?|Az=To?C8 z@Pjt~$xnW=d-mC9{g@(x!}UWhh^S?FC00YT#{TllE_eUzuizi}$tRy&6u8%3d+V{W z?=fh)n|y=wS%pbIJn6u*|5~B6AEIDwB_za&TD#DNSar?7Q6p>P5f0Sdq#$a8O00%v z?WmEp@dyX%Zc-4nK_ym0vv$WNkdcfx4R%L~T%s)zGXR zHL^Ay;XvI@3Zgcs#A;~Pjv84TCr&Mn9N>vAftP3O5h1liT)uaZ^m|-WrwkPEM3=x+ zT{v}xVj-u70F>Aw5^IC*=nyW@^Kx+%Y!(rvr#wlaoJPI>#{YBMkYbL5%Gvdb*1 zV=v~ypLymPxrckUn{wI|EeAQgJuBfU7}~avuC^NlTSYB=L|XK+oOM1>~ZY?=IuWnr~=b2k1@)r^nCntz5>_oimR^D zA|HF~vF;0BzT3T( z=~KDwvB&PpTYK%by2l=SRPyv^y1)JHZ~Dv@zRr<3|G2#v=l_m(*nPu}@?7!hr=QY$ zg=3F7R*!43*S@xU?9oU45I&z`aF0Asob~vuZq}^)H}{DrOivE-`NUrf8M(wS#`*in z$x(Yos^0`~5Pw%GPI=y@9sVB7$J@35px}X32=iNX4@sIAX!w%K)0KV`X z{#LOqbHGme(#N|?rQe6mpa1;l?t%LxM~w%R2(a$B{f_SJv(N61KmPdcH^2E!ck|6R z>mgDdeK>sJkGZa$L)Sen;~0+Z#1l{KPW|Pn-DR={gmXi*_rfa1g2$hJ=Lc5qgz=^~ zy-Bap)SIUIVIdUf|M8E?$8&IQhaG-|=Gc?vTJzds9&CQLi!ZuJZ7^@H8xAHN(6-yj zeSlm$thrKF;zRF>E3QzV8-MLiM+7|-wgfB*a6>$PItIPB2FiUYj*nrr-d3+7l)I_Z=ke@@%UEppFz z)|qGN{qXhIUoY)Fuhrt=&X_S>+a7WxY`5I9(Z@(eYY0}^=-G=rbGWz+>a-XCnP_<;_rX& z&iKt4-CcLx<#t4>)2$f!{BOMRM)kk!vai?YeJF$KYprGXrcHT1CtkaeGSU$G-H%FS-9*=A>?Q8FOYnY->0#y~NhZ*g5BQGW#EJfY>GjPHN{`(1>!>6mlF z`CpRO3ia2?xN;9U>S&p3lh`1y>7U}SPq*hK8*j8x(XjB|0`l&+%e>be@{9w=iuVan z0Lxf<>HkpvefQqi^VoHZz1G&@;2KjOmKm>1a=`oyR24?{Aoc$N6K<2HR?~p8V6F{&cA(=fCsLJ8K!} zPvZ8gQ-77#-R0}?_W$<|edh^!L+6k3Q3r}GDgOM#pQ|5zeoKWE|D%pPN@aL=3mcv# z;=Hg1=-FqV(`O0y-BnHsqW;3SzZU;G{-f7H z+sdeP;_C-9{taDBT8qx8heh1~E@7RFu0fRki(?ViN87tt<;i0%Ty#&1l2gRvTJK9=l6!<@+#mX7YkGxA|z9!2tF6Q$# z9w+h7xu<{C^~b!@%{Sdt)jzCd!TEh%-!&dSI;?M9OwMa`gIW5UGUZo#9k$qf^Pq0! zo+xwWh!d_w+;Cq7{^T1P2fEslwSdub7U2A29(v{(XJ+5yh3gUBFW1)Ibx7@0+6As#Z0mph>t9v( z5%wKDIqLzT-p7gG`{lV>Z2z%L_A{_Ki+OuLMiZQWTqlFNOW(NHMZbr4LyTwVg*gOl zxDQc&I#1g1I2V`u&4(U($c|(J|4 z;QALEP0d{H!QZUcG|!HLu!V@)}(ANo%|=R^s3&lUbL|A09fJm=)P zEX?sdGBdAd@p1)OZM9Xq4}bW>dV1+dT)g+*Sg$^*JNTzR6<#Uj^~3l83C|zvYP@g9 z@hq{VzDFy|0Y|n}u7J`*P+x?ue>f^fM~@pC5c1D0B9g2HBrFOIZ|5&@7>&*Zl4J(c zQS&4aFs=g0sB{9!OXI&dwt>SeS&1T(P!6@+Oh7TA>lBPY1eCfZD^X+;QrV#iC?@QQ z6B(odrEbYelmK5RBmGn!f6}-s;}YhcXiGSACg;p1cgw#1^@V@U+f!M2zI}(H?DxFq z-QA&w9NL|H(#i6!*R$Q}r{_8TI6pFN+CSV5eeho{xIlf)kTp8CK19Y-S*LAl)Sr`n z+@9m&JpS~jKdJ6xvR3hRGCv3&ato|gyyVhLq))f8Sl0&0iS4!5UhXTe(|oSOyd!Mk z|Dua8)-pNogmL;jpKoV$L?xhVP_dE%^$4l#&;%3{_QZ+I(hL4_fuGBjS6!|0ECp#4 z#wEmL=yhCGC3^Kp%PJk=>I|KH^LWP=;OefHT!XWUTOSE-Dbu8EhEVTN=L(kBBa=%2`DD)i4z&50i|xqN|b;*WL?sm z-e_y>be@F<3Qdo;UzBT$^ZU+sb~3Fb(05eQJ&eBZNrP0@h8u3+afH1;yA(aFtHC@C z_|vCPFTC%t!?%@x*x`qVqsc0(t-5;m;gwfTjNnwzAIQ89%KVvpzXn^7c9;MCa_#@u zUdx^-VLc^u@%Pb>epJ7gg?^vw3CH{wg+?MetB)=p4fP0W@qyeRF$x0NNgj9BD0*VQH;zR~%K&e}@5+%U-L8{=hKJpLvzvj53Vn{zmT%jA@B{ZhP+Y3Fz17xFp#9%2?=t$cI;jh&H?wEY@(7{LSzVgc zq3)vecP;lWuh007eB3_#;gwwfth3HB5f70t8uW0y%dP&Tj$M4=#ob>oywJaCfhKi-+YQ7oFE;hd6$qwWQC-J|GXehT^$^*IR{T&ptWcbPW^ z!DW}*cV<4JYiyqDPL}gn<6~=dC-uHD^GkVef!E*qdH0eE%d}%e2(#M?GnH}0TGHoa z+A$)8mDkKLm2t&d(&uE_F(QQ7U4@y-xMD5ob29B15yHxAW|+#jVlC-&GVK@%&N@cQ)CPhfC61r3or-BlBfB_FEl<`d!9c$3N=4byLYAaO8$)vI8hanLRvCj+;42)NdVs{-dRL)QpWaj*{fIRoE^r5CdL2oQ~; zU>lSarXVI`6RTqlOUx2V;zi&WdOr@YKfI1Qb}XF>fCS72l7a@{dKu2mk4mW8V`x0DK1qThVXk3JeCAMk9K!= zlZ3!IIl=h=jyGf%x*i^{S-l436ut)lmsEId4Auc%_k(yk-x%ZZJMi2C-?N8*@SYz1 zt_V2)z|SmX@81udpJ2VQv9nQK>(;?{tNHdJ%;N6P1`inwslXpMkAdQUL(|ceYQzmkOUBeXjb98XqxYIQyB#olB3QdAr!{ zXRq7Y=PUXKb=j3gtNu$edv+{)?geqHz&RQ&(bSy5JEX3Ep+7B6{y3TG;P-vd^A2!c zXRq7&{1<}vpYZwKx_ftSNBjcsslJzN*|G)v#>WtFJ;=UCg`WjMei@i6kzBU}ot?j( z%{!cD2F`^M5;8{82wbbf&otaVjLihsGJ-t>6rv+QG`LxE7x@fq#ZnmhPy2sQD*M?7 zKSv`X#-n%tgf;LQ-2%M6hhu*Dt)RVB3>u>dbvFO-_pvfEGQnr`Maft2JRROI!Tfl8 zdx5s!lKpSi${am|Zv`a$UIudDH9CAQzlnP<4Uaiu-!B%n5BCAgKR>qwzyHzN0Xm65 zfN1>6OCk9TY{gO-^iTQ6>q4!KumVb}rUi~sjaMrFq&h$+5eN{CP^5u;25arZ&F2Tl zo{b#oMMCNAALNFwWkq1_Cm+ds@E#-N!+qPRQ3Dc#0sMXiAAfLMF&-xa`S`m!ycKZH zQfPNBjr|%`cfbae2^&b!VI(xk*k{m(vK+;~k20}?Q==W0D>&;)1%8E*KOu%Db z`uP6|p0^(dzwdA&IS63Y`De^M5WF z|AfaQ!7(8Z9~OYdaJyLkzWpljJ=u*LH^E$8VBQyQ%p4qZ0?$A9?>~@~mzPU6g5P~R z1IFt~FR%rC-4Bm>SO?4}99s^rwPV5OM{MjI$sF)oQ1CByPOM}p7;gm^INzidxYvUF z&Dy%VL=#-I!~GA>|8UGx_wH8UUf&*Z*R5ZNeE8i{WCR6lA3lSDZNm3&*adGlmYf-g zU^v$(;IebiD9%5E3;~7c2oQ}=pcInNz*a1ULG<}YzyJ!-5g?kd0!ow5z*a1&000&3 zvqRf9?$y!~mWhf%pC3et@5a=eT$OkehG` zprTj^KfmE;A6_sMw~Hn8!+EV2%wH(?d*?aeH+11T!2HASli~On_)agJ3l4r40>{6@ z&tYeeek%3TMF+f^Yil2A3J|k_1n*0x3lLkcn^x1iHYoW9lI{< zxB@%Q#%RHfr(?_m~ps#2KO59JOTe6aP!e3hnxbpkE_IzP%(iRgh1dX z3IS+7Ep*Kc@(;fY<*!HBdN32WizRL)^LQqD4+x(B=mozU0q@D-dH8<*eUt}y-wo$& zmtOF_7@Q~g-n~3@{JXdeBKgPd!ntkW=fyehy(U87DunMd*}?ZxxdpF3R8O8biRy)8 zsic>P@eyeK;5)Ezu?O!Y!*>=wR((P`ZXZhc-YeXv@L7*^`-n^xbo)G4V5Qiy5Hsoa z1uRSu77q6NLaFxf+dS3u6Q}nU$)hB4Xz2LI@PRg^&nfeL{x7_P?Zk z^j<3WIf~xVBwHXsbDyKnAIo1`+T^EzJT|hx_0fxJvSGjccQYnIS}FX3I47$EG&#$cQ7UrJg>(K99NH@xvyEn zet!TzpHN=F`l9({Fqx8qea+bgHfsB+u-`y78WIo!1(f*OP67 zAe?Ja-U7c5hx0tZF}rYq-$mf(WN;pB*f^{Y{+1K_yNe8Z&W6aK5VQq!_BtFqqxBiZ zQn>A30LEOv{K9J}`Z{6^c&`s$AHgxtTmUDzy1Dj=Q3^=658VRWzbXGx%@S467H1XM z{uj0n^AE=ouucN=L1H_+&VlcQlz@H_8afu( z;j?)7Ocd;2kcU^`-56ZI^mRL)iwgSjJCg92!^a=IKe!0SMLz@A|I??j^9jOsAs_$l z5*pjWoquM}o<;Tt1k(A3&umfMp#SmXJ0S5Vx?aQUiQ9+wk1$7;;64;@?|3jDIh=Do zH}@Xu!^jTWp9bbTge}53EKv@)^WT@RU*M_$7rQpB@?R-=K0=`2Ewb^fPsoUx$UZ+= z3dY6!Q~PjC96bKv-*@mm18fb?$2$m&AA*hJ+VNOR_8lY%_zsSrKa+oNpXG1cz76d! zlNK$|O2hZs;X70?Z)eY*6>P{1ZqCSP@ViNTYa9ZNJK*_b1W~Ml-<^TEKLM`c;R4t9 z(W4^L|KPn8T;O-huzfiGi(XE1^9I5Bf#~-z&~}3YNjiYStWU@g*!~ChzoLD(gSdU7 z$UoIv|0|I1%Lsvjx5&n`J|RP3lbe5vPapxP5n97lARFzFS)JcHDK^C;kbwVH?c;MU zJa2gn9wM_dMvffGeMYh0g~R93a0vm=zsctjcU_G>vp_xg^A3IXg3X4{+p%pI_Y9BD z#$9f%aa13Oho6&pOg)^}fvuNqA7S8U>k~;v;p;%KPAgWdKwR7wyr#wX7tjWEIF6GZ zCo=?m#{l;~YvbAg^}}ll_=mR%j^`*UDn#23&*QlL6DQew2IL?GwRHp%fLOHlxBaiA z_zAi07zKW>3jg_x@+NroDliwPOpEMphR@s4_;zk(kO0N^AK%D!!{0!`%akeX+#YcI z;au%8F_R>4Of%eHaNZAop|*~LWo7I;dw6_1X25v?@%K6{z&vyCci6jj!|%E>l6&BK zh+l9NZ;_8E9)Sd)5L)}&{L60}TB+IzB;bE_`*8kk{GJ5v`|^&zYvA2JynOuhQE;r_ zrc4pn0K4+6h4G z0X6hp59qs)3$NP|gQMkxXXAK1St&yArNZExJ2~X|$L-Tx<7Q3K_fC*|`xd-z$LA|X z0)NX1F7(>q?WfyEB$Nw42m*8I;}wJ7-QjJ5 zV~61K?AcTH-W}u&ewQ{A%+c!#$4vnpo=YA*dc>{6FZ8`9j)&ieE?Tq@&F7A7aJ&&- z($kM|ZGrPSSeH3-W6AfN@L542_#T5@$i^U*olk~;-j3_T8v%a@4!1XA_%QUF-}v(Y zZa-dbgZF1xo=7sF{{YFNxP|Dq26608@Vzg)2;0Z;vXbHvNC2YK+W)QnPp_w7e2O^qTPMY)cmxuFctVX2rR_B485ptN-*Ye*pAmRALcB_dw28)qKmhCg zJ%^CF(<;wKh*t@bHqn?6IDqDpfuEJ&55A)*y};)#cswNjJbwK6k)#|v_r~)sVms6~ zZrn)Dl?hex8@X-&h3;zHW#0;rV3XTEO2J?bMlnmWI#UaGb|wFn1(e zAP>&Lg4YE;`={GSB#tK!V;e8o?Pp8gS{+Z#~)s2DB(B* z^8Gj!z}Cyxju5XBCT*fIArQcNf6pOgE|)wTAzmd!+C*bQAb|D$oj+b_JcH;Xv@WZhU_`P+wUiiA59;Y`OjF*N>b-AVIZ_nc1OT}$M39tL4n`cwnXD(KtCYKrihRMzbBxt-SKlFIA<9g z_s1@5U2vQfyceO{hu_~yf1gUX595)}8oB!DT4k|-gcRu-Wf`jE}e%}n|^^@L5|H}4% z1kYCC^L4nN|0$b%yTTTQ+J9#Lg}D)Ku~7Thw;#Ue0>{AJ0neD>`-uF4Tf&m{zCe-#)Los)A1Z8JP)3A4d(JzQVbM==N_fDWLx zQOb-|9D^mx5o&bYzqfrj-YE~9TR(yCTIfYy`|!T&-o0GOTQFw;zu#!cN4*Cec+P$W zzLybj=|&L7F<7z$p~l*Nf_sRPl48ljfP*b$eXF!pEwr@~91VKutyY+ATKATlxB+f6F zae)&koQ}U+q4x`q0U~h(2;8(HWGLDf#U?p5&{5bu{OR{9?@)sg(1W(ZN@q)>5_y1fLW}KZEHHq)QS40A{f^zEvL4Y=ngT;cIxFdtgaCk9tc`D# zM>HE@VF+0lRTjdeWMpzg^+|p*Ovyv`J2mqMH+W1y^M6(eVh7h;3 z8SAX1OA-PAX0bNDRUXl7goPo*Ep5g+E9sJi0DxJnjc=7lG#g=I2ysiBvCc}mBq0D` z7Hi{M#U?p5&{5bu{OR{9?@)w z@jZZmK~+PygfQhp?eP^zRSk#&u9TZo`EZIX16czqDW9T!kPJS7QVE7WDU%$P52wg7 zkTsx^@+tBUlEEiXD!b4pWs;-v;S^a0vIbOAK1KdPGWY~aWf%ISOmb8{oFdCW)__XN zr^r7@2A@Ew>_VTENsh{gQ)C&)8c<336!{0q;1ej7UFefC$x-=miYxBL5&6 zd;+Di3w=^1IVvAck!2ujKqci<_2qp8&2JN+)qrK!!pa6z!vI&?zD5Q{ae6d0u9@-#5M7f_0WET z3BYX1fFP^GlJW>NY{wGU#7ovg`w1ohvnd0DtPV@cBhauNOI#B#Sr6?em;lVC3<$D1 zEGdsb!*(ojO}u11w4Y!CFq<+U$m+19JOT~dvBWj;lJ(Gjf(gKE%77rN!;eu4?WY|4NjtHYA=2sCWR64%5_)U;;3kG9bw6u%tW!4coEA zHSv=5(0+mmz--EZAgjZY@(46+#}e1XOV&gC2_^uuDFcG64ok`-(6Aj#ToW%@5A7$I z0L-Qg2(mgXDUU$Ib}VsCyktGJpI`zon=&BC>ae6d0u9@-#5M7f_0WET3BYX1fFP^G zlJW>NY{wGU#7ovg`w1ohvnd0DtPV@cBhauNOI#B#Sr6?em;lVC3<$D1EGdsb!*(oj zO}u11w4Y!CFq<+U$m+19JOT~dvBWj;lJ(Gjf(gKE%77rN!;a#ASd)Pebwi#I9S zr!yd(7r8n%a#AR$By$xj`X9+K&YVm?#|%Qixx)@x$0T9mu~nvSMgB<=tIZK+5CWZV z>;w||F^Q8xq3HiOJveQO{)aQcADYrR!VGDXoLa^4k26vI@lWN5kO9D{#FF-5%=>tReOMxojGHnj+Q+F9NSq-o1x`-k zeLRxpA&-okGAQydoie233}Gpc#QS(8%|jj;H)T-dUpi%q{DTbO9)hL3B=J5TN%N3L z#!VR%{ZBe&NXHq%QXYx-@kpA7JTh*|pvb>;$`ttr8NfXROLvPokYkw zWG#fu13*%=|C>xnyQFoJNm+-ig^+mwNQ(UbCR5TbX`N(J)*)*lWF7#LBLBb1l(b7) zCz+IW$XW=Q2Y{r=|8FuS?UL3>CS@J67DDC$ASv?yn@mZ&q;-->S%<8Jka++|iv0g3 zQ_?PJon%thA!{LI9srUe|G&wUv`bninUrndC1h#7KL1;e4Y@8sPuMC-Cp=h6^0%ZedkCVWO{Mf9>KhA`F zNhOPglmSLy6-ihq`X5OJl^&QXv;Zga6J4NTD=#TG3n>F+VHHVODDqEIL8S+#3N65i z{6rUM*vd=F%|glmSy)997K;3nR8Z-GsX_~IB0tdu8n*J1a3Z9+)b$04MSjU7%qrFDW+*DFb9-6-ik9 z=jIY?;x%VOR5&3iP9)Y z(fI3rngNp^4HcNYVce;<~V;Y7v?!je->Y?;x%VOR5&3 ziP9)Y(fI3rngNp^4HcNYVce;<~V;Y7v?!je->Y?;x%V zOR5&3iP9)Y(f4`RBWeoLq1w zO7MM$80DCd57{XvfdnY}AD2WvBZ~7coeR>(2$18IV^Z`#kO7nzDmera@E>~of$t9Z zO(fe$x)4qcC7}<8U+75}dkE`?#1c?TKU=+`3NYEbI4vDny z4;tpEBpLvMk&n}mpgpu55@{b-=^qFZ4FJI?p3{(^J+vJXY2P0-%uz`+00bi+ry)Um zXgeg*KCaR~5F{D^f>AuDAwhd+J0#M+KWLbvl4t-3Mm|nMg7(mMNThvSrGFquGynvn zcuqrt_Rw}nqTE82LC23ED&3A(8fRmHvSs(Et#P;yDco+C$qRk@o#T!yJ`F13)nHaT*e|hqgl^ z?c*x_13{tzAQ;7S8WOaJwnHNA`-6r#Dv1VwVC3U8Bxnz9heX=PRr&{lL<2xDisv*W zXb)|NMA|3Yu#6WNXq)Uk0_DXJNpL?UQ@yN3nj*sh2HK`*pU)VZ7b-g#BB{tfPKR{H zcwH9B!~g?rQ}jPRXKY@m>|ltbqW|G^NN0@KWsyt_Fwizd|KoGU=7q`*hDa*ArU3z~SP}zt5hGiZqJ2R|r4^Zc2?#isSaMFRVoBv(randf1sRoAWb!2--~?l- z$Un*eP6w8X{zrO^On*`weGh|IB1h1|9m!hBuG7 z8*jOo#;`k%U#pz=6gf${j;;Qihk|O_fZcwsF z>ex=k`lUSoflP;V7HDYAk}33l!M^88>PR6^i^T@~=4lWeyP8V@TQ}2oWgK zOgZUAhaM{a%f}zfrt79H5OcavkO0DGbSy?*vK@DO~7Yde2ywx}{3%C{S zb2&me!C06THeJ{UHHbM~C|D}-R^!Ah;1;&T@ujRR9s8gLF{cX!OC{cFoR|gNiuSo2 zp`2hW%nF+>?1LJ_oGuhBm3XUhVis@iod?_nS$3Cb*%;`eGQi-=3CuRY+qJ1t$C?^;T zv%;ne`=ACfrwav3CEjYBm<8OzmN>qYm8D}J)F9?`p&z z8Z%G$2PBAxij3i3$iJX2sTINF&j9ClG^r@0@_gYPj|`V5%DBJ)EY=3Z?`X1tG+)vF zZ*%uMry~D~{s%LlIQ|spA9*L)-`M!misJms=R!`xe&OzibDQ zNepYKw%?f?Iff2OvGVZ;o>h?HJ~Ld0TmIW!=w%(Qv* zOC)CP3?PeCIjjV*24&Y_ltDf9m^P0CMRh2a;zZ+$D zM;NTn<4X%BFlr2={RQBgpiPER=l+R4moficf6Tg}s3pDH%LlcB?gH&H8PQ~{$F zW5m?-^`8)7H)v3QxcOK@%r8}WaDOq(-8Qf;-u_=gbw&qF@CSRq3$Xo0Pw)=|_$G!4A{(^^FW-m|BIv z-Xz*T2-H*S2f*#aM~8%iecKw~9{$0;qXCBN-a0I79K`DYZVC7i0G|c8s~=To5QTkx z{Yd@3zCi@D+XW)QN;rf}hzRwajFf+85f(ZTpb+X-Xc;rf7e6L+5yY!B^-6FJchu77i2cMAyb z(+gm*E#m0F$lh?M7;Z1D=SxIXFW44{Rn~|IMaK!SD>n-W?E~%2 z0JfYE?asw24~dHOfOfE+%7GD4gJ2H9dMZyDnI%SWj=pmx*M8m;j~?XTcGk$P*4qcV-IniU|jt2_&u;@&+)`!2Xk1+1NHr zAo50|h_TFb&_Wo~j|m0(M1TW83~p@*^9)!*h>lzL1$Fv^^$i7o&@bPPtvu5XY;S)q zb|P-Ei8hW`byRgwbyDrEYNl+c+(X$~xj!gv!Jmb4SLJSaJ9xgzbCn#GCo1<;id7zr z3W<%B%FzI(7;F)n!vK(9Di_Kopw3Rpy_9W0?Vx6517$;|jj|Bw5GYIVZfi*ik8l3iCnl5e~QvhDMp5N0%3 z&wgZYaBCo5C_XH{EIuc`B0ecT#xxP15g!*{7oUQdYri+zyFsKiH?%%u!F~xL9K5}7 zkHa=$|CrD|wf)QXKiFEL0wzU){><2qiTO#14Eq1T=9D_ix*}iA8&h4h#c7 zYaoYVKDeUK5Rt)k-Ztkk!`Pew*M}!~Ti-JbbFd3I{4;o4%dQNgQyL(DPeBy*0r#9U);GxwMR(0fXm3g#_S#e5fuL~0@}k*=t|$Vk*e zWG=E0brtmxIg0v=+(g4fKB6E|xM-qinrMz_v1p}egJ`>Gx9FfKLv&7bMU*3YASw~P z6ulRHQxYp_D(NXTQZi9$r_@!+PN|=ghtf!;Af@q2Q>?g64irax2J5`RVTm;8bsY;cqs;YsiscIK+EDlp0qdHY}iRxz6G}W`JIjT=pKdGsy)mJlD zvr%(V^Hqydo3FNBZLiuHwL5C1YG2fAsvD_WsP|SMt{$!)tDc~~NBy+=9rYLL-)q#a z(V~V`4VN0DYfP@Oyhc)u%o?|9l-BsJp`&4{VWZ)pF-Bvy#yXAt8W%MRH9pj=S+iNq zZZ%zNhSZ!@b6w2?HM47$)cmShN3)fty{4DuM9pQIDVk?BA83Bi($X@~veg={6{WRI zYqwUG)+4PiwRCH>t>s*6bgh}SHr7h7b*I*A?HbxGwC%LLwWnw&Xdl+TrCnLOMs1VY z_O*R$kzc1G>|+MjfEbvo#{=!EGk(b=POMW?KeS{;)*j&(-YnOkQ^ovb=fb;Y{I zy7s#Mx^r}sbT8_b>Z$6P>N)F;(OayyPw%GQTm3rvmij~VC+Tn0Kc!!6AT}^Da5e}v zSZ;90AkW}i-9~lo>IT$ZRCj;fJ9R(TYf#U&UO>ILdTI6U)%#YzNqxuqW9!G)KUTlU zP}#7Rp{rqx;TFS-hLsKU8dx{*ZxGkuP=kjJl^V8c=+XujhYW=KCO9b^M@^JwCLI*xW(EQms@-` zF*WftSzvO^q|CIQsk7-6(^S*KmRc=)wjAFwv1P8As##aFv1XgiZnsiu)u~l*tBtL0 znJbxhHV-l1Y@X9vrFFN~;jI%}=eN;pW7j6SO=_Exwgzqcw~cLktnKS|&D#xc7vJu3 zyI<`)wGVBd)V`oYoeq6F#CFK+@ZO@8g}=o{i`R@|_zw`#bM;e%rT8-|2lX^waF;-fu&{C;eOXkL;g0KxshV0jmZS z4s0LrXl}phe(?R10op4ok9pt*v^|@OIw`p#d-F4kZx$kkW^62HU+@oM{ z%fS-|pC6(<#B0dzA)h@RJXd-a4{bMe`p|2`42OjbJ3d@(_>kc{hkqL3IAYC+Qm;;4 z^S$y$nvR?_@`|^icc}NNQQD(?M;-Q2@$vN8`c{r!iZ{d>-pEHf5|N)H5_K zOg+peEF-*5_}K6Z;~I~fG%hE?JYs%C@p!B8YsSBg>=(Inf@s3X3CE-Kz(xJ_i7hA2 zn^+RvBYI=>mzW_jhbQSw3ZHa+a;wRUCcl`{drI2}k%&k)V< zn{j@o@yxk1OK0_&wQIJ>AIzoWr53XF7Ld2%L>&M;Vbgu zd&citsk3s*%BQOatV&66pn9t%EJe0U}Be zvfbq~**4iHuUK8lxZ3sVv1^^LrC;xK{pgKOH;&%yd^7!4ms`hgce|aL(>>?(ot}5j z-F3KoDc3po+P#7Ia`Fb}-Ou;RFTOwee%XW22k#z6Km1-Wt5BsduBdiV!lQ9=}}c!)%VYFU+RC^^|kBQ z%ilb|z4#vUL+!`9pJqQZfA#xSC<&8DB77r#(Y1gWluCht4D&vPVYG%ZjP7l4{V;;P z7eowrFU&4bR)g95MMUe&F#EyvyK5!5y2)pl14#^H0_xZHVwgc%4CB#_QR>){{Bc!J z2<&Kqphy$kr>H!VNIrmjHnmj@^K*qn@;y-^`MCq!PZToD*>LtA6tY#p{l+%OpMGI} zTr~p0-k$;!-bQH&w!C9UOBf@NgZhb;!3`8znldh5pFIlIVHo(Q4{Q+;QSHJ4Mu+&e z3kmZL3h2-Heq6C)MMOjd(0~4v{P^+X!w1QyPm-@+C977gDlP`#>$`W7hYux{m6E}O2S0!Q zJUd(R`t|Fa9LeIvi%Ux-85xq2l9JHS(Al$RFIXVizh5G`d>IB*R2(@X*}Z#rUS8gg z9g_b2C611cWo42RCrmzN|cNMdX(nLJq{Y1VAR z2FcQ;5(%&d2TLA5mb7m#v9rs~m2~PPkwisBMoJ{f$&!;NCAV*P=pX?xYt~3SJS38X z2PJWFlFgf2wQA+(Cvk9)czSwDTwPsU!1k?>bm{VvF)g3E`n~P2d9{)&3f~pgaL8MD zbn}?piuJpnG9BkM+Heb8qB0}*^-J<)vZvHNdX$Nn#mv~hs^UyaMb7Cr*9L8NYy0Fn zV{)G9eR4?hj%g)N80OQ6;O9G!jP>w1%`ox){(Bf^V!wV@-Q9!g)tlZvYc~_yu3bdq z#u4e^JHA>w*%-a-+BJUCq!n}LW-&~bgG1KAgIRWV1MAg0-nDN9=ycjEogM5vCT)5( za?#B9>Gc!Z*PF1l)}jtw=0?mjAE@N4{;bw0^-*{CKTeMh%MTx$zwhz>*WoeaW_})h z;M}axWfy$hw~U$*A0K*cM(a~kK9#RgKC9Xw^uX-SC0?Jz!L@H**t6AkPLtTw8A@8Q z?e~4FVPM}O!1c}ZZ_O_H8Pw`t`_ZnoOZPi<8#{llu|r?GQ`4dxuj-B9r#?mwR=evCNLJc7b>XV+-94;LoAnzs=Eb{SleDfi_84b%U~lw5 ztCeQUjJp`kjrlp|MUt^w!U8R`dZAAB#g1W4@lER6ZhoqH&9HNlX8dTKx}hd73sy9< zn{RsYnneS*=Ect2&Foi1?0j|U*`BSvjoTmiF>}=IV`gUJ=7(P@$E&Za%$>hlq(1+h zYmfQk!$)h>dT4U7a{RhdxAc40h7=?nPxBdXk@uuL`S@U{erei$!@`fNjneIO&L0@_ zV9Z9n5nU}q0&ChI7kl+lv(T?l*%sz@;K17!j)QA^7p*g1P;a$PdE1rlCBGaJ@)mcC zRPv};7n=I+qt)IXO1lg$ugU$oZAyz44^5Vj7~|2X@wetJB3<%c=O#LAO>$Uv<>{^| ztIJlb_L}>2zkm7j?H%39_pQ3S^6Kin39B<~`X?r@x?A&}*)TJ+HJ5IBy|}zABgHBF z#2wc()0VTG8VpIw$!vQ4*6W_NPgJfv+S2O&xlcNy>X|q6IkUU+sczxBcc%wbCSF_9 zcItwHuW|nGSFXLNk-Gdri^fYL4|vX3GuFwtV>a2d?#y9cwqe2BJ{_FrprzA{O#$!?%jqs_x;*R^K9NZ+en9grjI3dBVWd~ z@C`^BTGKZ>^+VI4MdgmU%QIFPoiBeBx1~>9z=|j5^dlXd>-Va=uuH3!-3(r?eBm0Q zoZ3qJ*NwR?Ry^6?aFU7t;@VX~dycnh5^XwEwYAEbDaIEL``1WHYO=)T((qe_TXyKV zoZA&(TXU$A*@(>}ChMx}pD@|_+OqSeQ?Um}JFATM-eO!d@yb^hwUU5@{&7#s1`WEo zIp)Q)pBk;j?gxLE)L*pj^tC*-l+nBQ+x7J@X|d(9<$;T-Bh?OEeE4iZ&+=P=hj!gf zovNDKymW6|qoonY&z4R#n*L+aAit`s1KO0Cxb1R|OKIA_@uOu^pR5e;`)t#XFPHE6 zb$ztB?{2G$lbY@tKE3<-&m8iCAYQ!2$&_(YzJEQ^>79{P z)#AWMKg*sSX^}Is=7FbAPR#!vSbTin>urrEczs%Q|9z9n8pSp5IO`s~V3IMT=kty} z3H|S?P2IiYlu4+Q+O4&1X6n|MRqx&UdO=q4J_+&uKi5q)G)jwbQk!P=wu!cRopX`L zL$i)L#VyaS)8o_B#s{6&S}$LA`CICp4o@wvZ%jTF(r?w;PW_Z`s7{-EWrgori^ryU z<&m$hUHS5S;g!caMu*#lm3G)X_LFVEpp$mJ*qj^$YazMU%TthSEDCYMc?`PGRPu9^ttJn$@>Q1 z_ZWY0_Y0pMZhI$xXwYwyU|r`u)1Q0l6(ceqJ*xX{=VqF3x2g zPS_9EPqVLmu5M@b-UF{ZJRYADS@6Jo$k&@j2a1+;J07A_v(uHp1xw7wRxY#7*fRQo zwr^AArlW$cPo8wbcGtQqYpgW4xiVBW$Jh<@i>5_Zdcau-t zOkMV3uf>MNUaRsSeyBgGhsmDhZ8mM#m%Q!un9*kM-@7D<`mZ?D@oCGzibbt2PPtl9 zl{IaG=%{x5>eoo{kkXx2SF6;HXvOR0CT{w) z{72%UF(=~tkFbtidhWYp-_Zm7>UW(xpxcc`DcLWXW@b(kjK+1c2~dC9v}F1RvD>6; zXOnX+dFG(OO@h57_f8{6g=hp20pj@{m~Z)v-_+sb~1*WBT9I_BxZO%X@y zJ$hJN;u8I4NQ;1aNnb8haMWPp< zbXQ(v+Ecf*@h)q}?JVeZJ+oYUc~)V;eLvMsGgEYwb~TvRy`EOy+D1NYE4@l*ANjWK zSm|iLwvksyYO7`cTq<5#%g?4kUf;AKnob?+M!VnF^?%j&L0sQv?-T2J+gE<{I4m-o zn&zwK&P0B0IJrx!kw5P}|CYD4@%($H_tv*G%gBtqb=J`ST=r`F%!=W|Rd*`6#5H(X zvCsd#_v-z=(}&&MQnR($yfI(rm>#n6c+s?Q;BHIn+IM#ys0$Id~3G9`Rn`LXAG;@dM4-Wp6v@)_e$ycQL8-0|Jtik z->>!E%{@kLoZ5MlUA-Q&8a?>9uT7}s<8L3WZE~udV?sSrm8@?a5bHI)5YsS0&7tqf z?vk>k`_1#mHjL>O-g^ApEqAZHduDE)*7J48V&@wle9cna*S%SFqWi0M$3AaXi&wut zHN5QL;@4Mh2Nj>t8g+X`((Dgi_I0>+HpVb2Z{xPe{4=Ga*A|TEH}6J{M`Xy(vcfl~ zO-`I~+1B^j*%~|A&#mZFvuA?=b~lQrtNx0}(LJ(X0v2!^F}EJj!paWrl^PMwyubblR> z()YVtd+r&jX}GC|o0s+Xbd%O;=4N?;yT&OUsFA>&j&m3@uIKkwYCrn)%8EUDa`KN} z{&TI?XB8yBpAvL6XSSN|{#)I0EQs) zSEr4S3W;o7FxbZGN%xjvLvD`N9q%*O~U`pVT>fGN8CfyXWMN<5l-p9I8tC zI8ndV@Mg=;>~1_T``Tgg^(8-ET>qRS>i*8#|N6L`nE1n$E=%GIS{>hRVKeS&H}fy0 zRio3(IzIkrP*yK%gXh*qN#A1D7(BUb)@1C!zCV|JuUdTOhIP`Zyd;OOrB#o*7mr!k zEN|WFDNC(O*S4Ms8Vgd2!o=r?({K0#;(pQ2=>OxHWv?OdIDbHscoe zSku|&jWg-=k<3I-P{f97M>h!R%Z5e!D+L+b!HFTPn$h( z$vD+NbL7|Ei_AJVZbxOua+5s_ciDe1CVj z-i3{GE5EdFvTu&_oQ3@_wZG6)^68DFUZA7NX6Mm6x9$w{N!|6L*w$iTXq%fI`aH}? z*r&bxe8j}}lMl`xVA1I9l#Wf-|9T@C-Th1dG)<>I4vv&wc4 z*IvK+>{@e+GEFP9)TJ#~_S&&g?5>*h?uwq)lHMj2mdbC(&GQ>3UZo;he=M=ia#8K} zgY4?N&6!ry&~lK)gS#fp`%fDdv~u(9zLmYB;yd_)UR1n$o_N$Smy*FJEX9oj z*2IV2IqSB>+2r%+JO@*yCdT&D?kuY_Kr`Tid4ncC8iu#)s(GKB|6=Mz)sD`(SG`vb zJUmQw^dTm`SFzLfQ>|^*=xy8e{aw5IBY!TKZ1RhK*4*Y=#QZo2JNjq^c$4GnZt9Nx#PhQ=nO_7LgX zx3^P0)y3e*^7eu2TAvGi`?7c5#(@tzE^*%Z?Mv{SMLxPc9+a>8IC=W8)j!J?B#T3v z*tHn2S2MqfZ?9%eb$#j6CpK+!bm=3uZm^=w()r3hU%H%4 zc{uE&xATx??mp_J@s}_RGn#)S5|bqqd7C^LFK&9-XBXl-}jlLwfgN$>!%Yt?>I66e$C7{I}UW% z-^(Xf_;{vV+>(;Fe8i7ae z=9VVrZOlX(8X8)fTJ^QH4b6=k8JmNpjk&oQlxX1*wn$0ISw=^lNf+shMa>u`9g$c^ zB)I^;`xmKzZ_nU%bBjo^s9DC@df*!k+sj#ue5zL^`SUtjW&(G-io%8PZFo=lbP(Y)2$ zgZDIlZail4@D10^YJN=W@XdVjIO~@q@6_{{77=<{yw53d)sXp{tvf!A8|kiT_Uvh& z4fm3Nv^xDHH7&yR;{czh@ewz(pPg&xwmtW$dQ7~_&K?h*x7zSV>-fo(J3CG#G}!&c zBPOz~Ys%e{waFU>Wf!&lYGHUySMSx52?Z9K%jPe8KO-rq?SioNNnZ^=CVy@9ac4w# z$8fFUkGqfN=&NORO>sC16#5|Y6vF33Xo`kN8@qLl~&9EZt z?%pj4d!OFOjh?*h(SR!%&W{YwEo(RRd)8;SUsb1mmV8g$QD$0NPr|&k&+1Zsx1aa4 zlYVb48g6a%AR=_c$n^TTyFcuoR%Ch5JhbfGy*?e27Jbxl)W12gVW&L-`{Lb#lkUYW z+@76c@TzOJmSx_akZpxgmUnXf{4z%z`82tvQR49tiJ5wr^xW}9m@OJ2XK3f}^w@St{) z7EzmSYAEurs<9%*OajrE+>Dr=NgLinZc6Vujp?J{PZZ}!z^wKguFH^nn(W=N~E zZHl^oHqvMvv`=g~#9!^Qa*+MzS|$DCpPSpyz1ZfS=FUE!PPK2G7}t_XYGvh?W2@D< z(ZKQ^de`0-1eL|Dbu`tx>b|mMMcuh0RBh)x8!#Y!MYF)n#FcSg$|+`%=ht2Ibt{|C z#Lb91@-TW~NT>dZ5@z13iQ|@b8+SNbt=V+v)D7mIxdFeP`(=8WS0%PsRzJjMwUI`G zva93hXOCOwb#N_F(Q|d$2AfZed-6p0U>xIic!15aHG`Lb9X@8>(5R&$?MH4?F3n7C zaBJMs5f>gF&Da{*#l`Q|@lJONd~a?#7S(y%jhJCCd#{c>d^0nt(-q6Juj9glx2d(< zV7|&$Z*yv8(K6%E7A2a8TrVFcbJKN=@!lf5pdr^SjI+o_X2ydg1d04yMmBV)9v%ppHDY4Q>W{%FD^Q8 zbdq-M9vi>s9U0Otb}PnKQmolmX!q(3-j`2(ZA z(?yoIemI9#YK{J2H+AFwwH-Z^*G3I?dpG(1^p9swY2VxX*mKd;O?Q5+?SCXOwU6$1 z%O~%e-o881+w^rCr_GKI^**K4)myOHYl8nYOKba&o=wla=r{cS`5k@{W)mjro5Y12 zJ-fkWRky_@p8Fc+jVc;A^y!if-b1@*r!ktkQY-(9w{5kLZ(>i6V zeL}w77+LxC$b^S}Ha+)+ES|n2Bj8YxTc1Il8YeEh@kZ-nQJVLqz5DdFYg`O1@;Z0< zQry+`$*Xp2wb6^~+HBnkpT>htR@_!~Usl!kX3P3RZFc1&ShQ)<;L^(IxRi=-a4*$*26)f*eCgIYTFrKAM$io^v^ru^~-#+ zG(LP^=hrzu``6L>AIr6rc9iM;+*J~~tIKPr?z6i665D?sl6LsiuJhyd+sr$eme8^7 z_Pprp3tYW>e(zbCr}XOZ1jEgr?$%CP5gTpTsN&9~c0LD&_Peq$Dr!<)_u2$>gl-fSD)`n0%QHI*Bs}UFF0vjxXME-`AW~_eh+UX zUOSz2b*$dan*obVZ|*xdJ+mZ#bwQVgb8cm37)`m?=%(r1QGp*UCCsa?Usic-?%nN5 zGh@w_C+Q~E-zVHYGNV)WyBkv*@162!i`Re| zu2x0oPt@C;K50Q-<8LWm6L)OOT<~?C)v^YD+S@nWc=|qe(%Tm!?ph8>GY<{9y3ND) z$nwnO2bT_gAJk{phONojKh1t=8|^M@+Nh+(kIuvAj1&!Ou&BVOUyCD^=;|!;-Eb@Z&J?!Jk`h8=M2=WHv|zoLIn$5zWC*Q>XVmz`3IN9&1I zy_ltTkF%HO?R0Y;a-phyQS#3%56`q-u{?Li#L^#A57%4L^xbyzEAyr|%PTkNvS8mi z&24iA&iXpbtK#RByIogy9AWz4dPgI(yi+mh(`OyhNo!uPwAd;4(!Dw7BXs5ux#(Bh z%6#;}um$s9JvHrg@kN-@%03nzVU}rA8a%Yxs+zAqH|xRRfRn9D?zg$PKJe7G_PZ_m zYZRob!6`y+@zxJ@FoPDkYN1zh0(hYjb{|=fT(M zH|~^&B|dM{{dBg~*33B9_U;M21HXLMJu`X0wfx~vovQ91aj}hRT<(1-^_&WtPz^yYE_ZcdBZrTU<_y6WuR7 zx_fr-V|a6J z->sRaE`1KN`_^*0$BZ@Zag~G9A6=b#B-vsA7T4(ImglQx$IX6pre{jer324Z#lEm; z;GS7-nV4i6|H)EGQ=g__5z@&WD7>wRX4;$~R~ftF!9*%e0D-Iu()oW4diIYwKEe zF~r2Y+4!N0I~0w)9)Eb!g3~F*)`J@K%Uj>$&ZM=uyK|?1Dp za=^>9@`mA6U4Doc{YcF7f2GwRZ*O_(;lg&$s*1l4NS!=+@V;rk!mJ)G)1GOtujZ&` zuKgSXgFRan_UL@o=~>F8b$J^zA}ij6E;On$##FQJp=nj2cT*PiSuk+Rx5fTTyy`C9 z(Ku(2t^YBbfr;iOJ4U<;OluH6eyP=?{2y)GzEkN@+c4zn1D4I(HqES} z>(Q{@IX%i#LjxPXQ{U^n($+R+p>>>>`@_TGH7x?`D=)bm?&IdEckF(@21gB}M=ZYD zUp%Pmj@TjUJ@QNYzrCQ^D182^b-{gF-oH0W>tf93VXDQ2JwNA;UNt`DwP(PUfoDQ? zO^wqu(7ogEqg9vMmlk)MpfsV5<$L8{gX3Qn9U5n>-!!tew%K!&z3=MQ^r`GP(8qJe zyrJSRgJVV>S*u#HGj6U)QF)kWtfx`HsX3XR<$)3=rqp|UL3ra^3$oVKNsTUB-bKUn zr`GT-*Zg05kI38KzR81bQQ{Dzb$d=u&mAiYpOyE%pjNFd1(tT@>Z+3+dw0v|)aApk z%ehhSFE1PF{rc{Y#KngiEjuxN@tJw5>lc2HpYk<-`^>DNQN0#)oIhxubNuT19UG0w zntN*PkM)G_BJcK8E(4$DT_*xJIwlY%sEK`aR!?Jwhdn zSJ_P~&(MzHAxZ9Ac8{ocbfIzY+=FERra`&J59^YudU7Q5qUdawd`4^OWL#(qdU(PdldFNoc?<0>|Ys%A)6jp zIc2{s9N4~~QR&*Nc2%n@jx0(YShGN-MO}kh?mN8FRmZt)G>S63^X}$ZW^YwipsAB} z@8aD#8J-*cC%GPZ)-_h!Ok?`x2R$cxSoE#+u^oL9)UQp8KEw$er)m{pziH z-6tHdj}-Guzhy(e#W4}-s?A)Haqr0~m3%!;Y+JuOQPkmrU&q&|TjJMW&mI2t zdsvSgqu;v5ru(IUYc_|>b+;rfoN8qD%ZoA%zp6O&S#Wjf;g3U|M}8`o`CWzt=}YeQ zy0ZLT?o81uO3w81n{j5=<3|}*&cAe_{9v9v1HrP`1I)oaN3I@AY+8>F*nM4&1cuY|bQI zg0fr-+Ew7L3Z8`o7_1nLtS(-i1iym{G zeg9FRgI`NUjLg5pt5=K0EzT6{((Z--wI@~cKifVj;&`f?^;1T-PZUwN=7Y1*4Z=pJ zbZ_0G=INcOiWTTuXUnG)9|ChGjL4Rb9 z(!=G&pZELwzU;MRy-&f_!Ic}mEpxD6Q_t&R?#>h1oJpMiRJ+s%KV=U;+%2$r+qYY< zH<>&#()+`mhy^8^58ZLBQI>3@^R=2=^9@waCy z42vi=BukQ(#UGAwxVhm?c=hvD!!}f@wk-6C@3=z|=L_Zv2z^xW%ZrBD3Y1Fa{HgA< zo*&kDO|KW*Y0g8(vNh5+kC?Tyv}@eRZi_q{o@_VTr)`%rZJkd9f1F*vb@cr`-wLm} z_wMA6$b`e1thm&tSUE?h8s7Uq?#|L{d4iR%#}{binzO~@mCl_8MSItb>Kf2)EU@EM0P8&dAf=xw}P1Y}`}mMD+$!j+EVb=62kM4JZBc78vGV zW6H1zSq^TxoHrn5xXa94U$2~*m2}V9olj&>$$e_ zxaG40T+8&z;}iWN56Hxc)3|tzwc{n9P?`W z#c{>nqf-Y@``k9^o!i+*9Ie(fbmjUzb6>pp9vt?gN7IiLio9vGv{8GP2aQ&Kc+q>% zs+-e-dQEcooEBIt?AnjOJTW_;j>^-#g>&GR=!c)u)=1f*Mqt3SQB(3It`>MOTjES@ zViT9hz2ZT=@VL~?W9o#xZ~r5@+oWO>Toi}rH=o>Vc{fRg%YHTP#YHV_I_1WZ5*0%C z4XQbP-G@ht*EbZPhH_U$3`h^0?wNKeE(c51RYV zdpN^$&MvQsjaKZ>6zkL%{FMZ4CDV^$MDY+tU-5=);o~$vb?d|)SuXJuPGx%HeQ_l~^C=O@-I(9!( z=@hFo`S(k;ZQb=pJ6d$_yR+fiv%N<5Z#uJ1kI=!{3vO$2ZFa36-Gkl*%nuK28`gbP z?Tz)1G;hB!*X$(sidLvRbaJkS`qR5sE6^eOdG?2A?$ul7{rlFz z_v4y$dF!)g(}TX#R!@08F3-do!QD%x+fwpY__*o&qefSa*dMg7lJ~D8Z@TTz`5}Mw zoSNIuEh)ZZarLJz>q4?^?NnfBwulLFb4S)&StQf0*eu^3Dh^>=+YG&uw{+XO(S1{{ ztvsO8wBQE0mWHRw;qawOnwH;hwH=Z*deCsiVMXV!$IcbXlkrQ-wq+U*>Fd8F?(6dj zDUUmy3M}H3>`jd?!+brPMqW++dSu1KqgJnLSZGJ^%=XjrRcL#>)b5SN%Vpf(tZ|z8 zEvA;}AKI#2OxNn){6}1RHMP*d)Fp3pZsY!S^sgO)a?RWR$JGOwyXEtbTC=;@%eoha z-5!{@W5U0hcsyIZwe4sB;bTgbJ#_I`hv}mN%eNfdZ+3Le18a_W&U)Hwb?~j=oR#|b zofSBF>7jf(x;#qyKL3urc~U27vS!m?p||g~*;}<|(?v;Jxh`)qzr?(dPS2;D%oLb& z`P?|ihgrWQio4J_@wrEh7SG%p@_W}`Gi~pgDMQogm#(ypX^<$}#JJcdAItsr$t^*> zMAbd|v@CJpQj~YICcmFZnz84R@%c9TWhv)8rQ6&=4uiVfzgT?0{qd1YH=S==a6#|s z$qL^{>34Q@f*XC)&CNge@cnYL0zdX~_kEEp@r{Vxd81vrmw$O=Sesw2b!m`4X!*oU z2VIJlT08dXsI(0e2GkyXp=R@Hn-_#8J6@{J>~xVuTh#2~TIf*bZ|5d9c53%_@T?lK zp#^?y@y`(8n%mX;Yy0(EH~z9?mhZX&yGCzu?s&V}UpYorOK|?z>>e${E9EYoJ??y- zMTzTAIzDr2nbO@FuTK1Y^p@e?io>Ha15V8Nmh@SRvT@PBH0|Kzo8iKYwnKaRmMA-Y zn5-2K7Z5BgVmeOX`TJpYPS|6n|kkU^RB#qn;FYfEIeFrYw-Du z!>4R{{C;WgGCh*!-?y*MtXXFgok-AkYsP|Jvy+zzZVbyC(_ed8cl+|d4Ubj~za0AYOwFSmBJcG(>67%A zrr{O$cuqOIar^0NtIE_!)M!YifRt5#OI~mLo7muzRhxxE(52}?3{>6Dbd9^bq!rMb4~_+h7`4rkk)e{pU} zorn!X+Z3H#XK0E?JJNaA+w2hHHO~2)XZ>IA`((|zGu66}IeKreT<=H8Z{ss>berHF z;@l&AL%$7AYo48aEK`E}3G2Ce+z9%0c)-@8hf|-*eQtEqSwZar=PvNimf?v{!Oc^y z7AW}Jp%lActR5YidhV6Y{{2h+xY{$~VDO+Xb21(IedSA^F=;D59XGR7sS~CD9Mb$j z?|tb9yF58|c2UtJ@81>lEtdUBhjqugm8$monOmDe3%ou?zOAsl*qnwBRt+rWRPSPm zl?BsYS%1_i?2F>iIlB0sgTozSudFYfHFLoVhk}QBS1UN+*P+EyJzZPn;(EW6ZSzLg zJfF07K*M6Auk>%+KV^_d#I|J-UFJ4iH_c;Q?}}?a#H`)h@OF1UuRhtbmv@UT>*LcP zX5*q6_1bhj>)p;RMY8nkv$ojyWd6x+k^L|3I&!1;ks}jI%xn1Q{0H}EbL$1Y2^g~b zUB|+wt~iX{bh6F)7uj47&OFzpdB35p&-GlGtlXN^cwu*tPLYjZgEC0EF8iB9V?s9upjTrN#~y`x*DU9VT1{Jmv^ zBku}s8+E48<@{;4r7Rz|VV1}G{o|H&|4?{U0*_g-Aq^LY?!MUTd)?B-hpyi;&|_=* z^aB!2&*~m=;^mA=weok*zTs&5@QrsWjt+iTD_^^G*ES`2nz(&*(4|DHI`wx>^}M=A zDbHGIlOC*<+F^RCr^yN?D>7pJ_Kg1F4Z{y^*b)(S`$)?1j)U74?w+`A>OG0FCunih zrDM|IvWIrJc>Ab?N0!~0$22USy5?VnS`-LsmTJJ~_7 z>8127%lWiT9M|gmu}`JLOQoIADc{7fk4ta1KF}pNAlNbUn-0yxn%(P=zxv>f{d3K) z^RkoMk3wzoe0=nx$;Ts)>n`k<{a&9&ara(-yLInrg0_l7s@CsDb#N*YneFlS<@cgr zm2UiTUicu|I zIecQt9nJbKNYZ|6_p@1@>$%tYwsdY1-^xvvFTMBYZ1-NBf2$Y%@L}O|gP*tE+k1Vo z;^!T*4RI(lv;3^K(>tGs8n!aW;tXX5x5=EQd#87;=AG%8t5*8$I|A#s z9^@Kvux!xwVi}UfjIA?m-{hF6X*IX>b?MrA!1SrfPy3cCmo@LRceiI>skEi(sy%DU z4ZS=%@f3%CZJPuZY3kl>*tG|_pmp4h0J44Ineq63{g4~&d3zm*@3SH%vE&ug< zi!N2KnLT~KAHO7j717XdOYyQtdpi~CSmt&A(Rqq>ymEPdnl`~*f)8fcn4{a;sMCYi zT^*U)d%&_0j!SlXF8L+!&m8w(J2#lHyTzFceeMowmb_8ciSx4g{&DkFs=b@8JiPL5 zaQpVX#!g%L<8F;|Us`?5+P$gUpyz{XWFN5MUCttvy8eEran$mg7aC?g=MZflxf?h(wOZV+{-$ST^f-*LxQSzCtcZ?Zds$*d1qwx zt1|aDCe}zZ>v5WsZ%PJ@ zd^Y`M`f(*nWV`g&#Gs5#oPNCgobKk#q>XoZkE}HEOUDA8OQpPC>*VxWWwQ6W(xYL+ zy-AMwHLaXCcID}wr-!xfog?Mu4!tt>N!+b>$k0mO!^=fh46Zacs@?JwrQN2tI{CbS zXRZXf+C26s)_ZK3^mChZTp61^^y~5!*BTx2`*V2ythHJcX?efzwt77Z_$+SOz<*!w zvgy6f->liFfnRXV$N@eFrwuASeEf_y&yVJN*K_?JRZd*UJ}pa!1)b{lJkWJm3-@Zp z+CM9IdBpMhC)W1roh{|)a&Fl(7xyljd%!O(Z#lcw{G)GAmzs&ktiLd5UXyVNBOI!X zUFz2%&D+*afuo<)J(i(GBFA^7>df2mK5?R)VPhL84*9=MNVs=;MA(~xqc8OPtNt0k zJbxWdlw;mv_l;-H72j}g=nnUG$5So~OqbVlchTlK{hsWazw@`E9S4-z|NhFHy}w?_ zKc(nbzdXNslv?53zxeakemOQID{$9y&erfT{k|VNQn6pi)gDD!9KJcE&!~WFVYlCR zC|PwwHQ!V<($|YB{KuWax2k+~*s=ZjmB?vtuS_|(?SAIKe6J%WWMAj@ORemmLn{yK z)&A@2Ced38`8uVZ=T>VAS5SE5tjZ{g*h-|0e$4QV~vyE3PA4y3H+;{8 zyeI!0KJIg-b07Q8D==fh2+zY$(lncs&h=3%|4{Pl;?ry8Q^$H|kGFe0;&RJlTXG$0 z+0_}V3efQzj;T!vUhHOb4nrf+c==>C|j=Q{@nsaBmAdga&lN1dZSa4#Aax144 zIk)(7(oX}+{PFf+x+L}9G@MZ?yke_hpHyilE~@31J>Ww7WY0tVTaR`t&~>F_fm^MH zhUD-lH7;|hL%$EK{KCs6clv%#s( zrX8AV*#2IlbN!WmOSg=BN=$Oik#y+RJ+8&tjPiV)Yh{PBgs{uI6auwYSjs>3QePO_;n$`{e-zPGJ3Pl^>7R&;g#{LZ_}Mvl$U`Bg4gucgtiSHJ%BpnTar4WACo>G$2E=emqVoD=)a zFP!*z)Y)QP1B&|>Y~3l}rLJwRg^nw`J`Er^vh4ZQ=|;|i_eynanYL@0%;)NF^Pbk< zVO>nOx|z!V5|Z`P#E|l7)?bJ!o%H=$-=--x2S-+Zbmrysfr9=?{#VTxV zRcq_v%k5qIc3R*yJz=euE9?AzF~{>k(HC>)%+s%L$LL~rR#Z50Zt;e1rK>(&zAAsw zDc79cZ*(o~`nlhyEW4}ycDrRi=O69ea@X>_lV`kp?e%flyR>WIpCdy-$CxK|e{JPo zr)tIY8@mqi&#>}P$%Q8Zd#_xZqxYaG!;ZUdEp>EtUguwGk3X3+QQ4ej#uiRipl9V? zo5;*$otIzsXGwRpqU+(9>V=Y}OFwq}{;em=RSuup`)jgIB{Q|zdN(vv^SY%|6kR?y z^|~oVmj^f~*Wj{`Oyt2E$;jmn`5b!JDp_ZL5(kInSE>ye4;xr2%kM|$znEmba)fW!#>i;r&Seh9r*5q@qS}0ME1}ooRf7G_~u5rJw zpIb2Tq0g;49ZgiEP4PYLHb*+l-@5l;xf!+ZEDTIsVr{_M+$nr>JS@ENwrBauv5BKD z)hgDc=F5D|$3#v}{QU8|9A_T|e<(I~Nvj68(v|MN(rsqflcj%Yn7*@P=eOO*96Oah z-@OWD+tv^0Uhl7=7cZqPw*1=M(u+r*{wHnIPFbwdvwh5oh1%bh^fB|^nvi2|}YH647u&(1r! zLauJk=Y2M$-94AiN|v{&*LO;>*4KA^@q0TaIc98>eE+fWY4bjC-PkkWQrQCDIUPRM zYZ#lMcDKd;1%nF?Z06sx)Upj1JU^$-GBS45jak>{r`qq>uR-nGnNBV$d?w|on&%s* zURbf#`j%s=j{JP)!Gt?2PNdCKb+>Y4#n&3uhbiCde>$)|)!s2tYpcFJx4HV47lEJ7 z=eaW~?n#j)*WYcMtUS7rcI1y|-KsPT_B$~0y|vYp?`}6x%-{1*RkD`fvsN@ckU8YZ}6k8&5!5m>gyR*?RLzY zfkCyNwp?(sf8*liH<#;IX{uwxOczId8<#F}%aCH5uEvf|vSs1tj?0D=%ihJa!l^Qg zS}*q~_cVpm!QUI@sP%Tpu|JYlyfCrcg3rk-ZOY%JwX1u^2JMbb-uz(v;Yq<|nzYO2 zlX}C|dNDnVjR`okDq++5=kW&aj~YjXPaaWcam|Tc2QDg6B6%m5e7n<(Jov2BkUJ|^-haJ4`eW+st&4gk z{Oi+i*O-6(H|#{CfnS1RqVLcJsyAFbo%wa(=R`suAb@A?$EIJan)}Q&YZ_P z{lzRbCN+JVe_s>VTYFF6``!DqQf9&%=X1))$F~di^4`)p*PSVIA5Q8KSIOTEiw~mM1 zyUgFT?Tp);!+V{aPm~B*GkR)&$CxW4dqo9YPLMV*aHjL_(;?#*bm;#2bctB60{xYn^QJu~c9qE7qi58S zbFXepX}%#r8_(}W%8lIZaHG!hiyhs&RPMC!U{tZbB?7mGcBr#+N1{C)Tt{#BD>ory z$xJhU%lT)EH9n`8XZmw}{_H;*WH>#pRmR^QD{7o zr@I|r`9CK2(WLbYnmXC<$oPOt8}I(M+VA(fd%F%y@O$DzYm4Pu-TBaqRyCW%mW!Sr zS-MNAq=g1K7AV-We7{z|CEFDekZno6jo01;XN+jrBIwK&U$@8p{;v}FKWpygu)W2= zJChe?7~HXg-J_kIi$s+T8_{7?mdx|(4m(rzee#ztYh9kz`L=7r8)p}9>Z^pk z@0>Hy*UE3tjz}^*W?jz})oXODej|-X!e>5xqrA@CUzc{pBbV$UU6Q@%+wsiQY>5+; zOmx~YyuDBGt-)2?W0UON?Kb!N*-yo*@A;*F4Zq09F~#N`$htdG#pCauZ?CiXy3-5K zq~R;h*FNv(z4Kn`8xLkz45={ecIXxVsE(VSq`r0i{QH}aFZKGP@QN$dwgd;vTs`N- z$9sb#XCM3YXVm`pPNmwr>@JnK>bm!F3zMwulVm~P0cWmc+I*HF6ZWWmHiTImnkeK1klU!Q!4y4)DL(WsVg}4fJq# zcXDzl?%>pBBDu@d^kaAe9SMjr`j|j9lf?xVA+=`DO-6xf(==#MkboGo+t+Hx>LOGJ zA+>h>u^jq}X}%E|a!5do+5Jze8LNv>9fZ`{{SV8bubAc=ks*f!#F*Xxw3@NH2-QJI zt=<2y9QulBz7ZL6NI;C){ZFeItBX(_gw)#o56hvinC2UiA%_ISnBD)hnz6bF)j>$D z-T$y0`ig135gBqwK#bY_PpcWLi%=be)Y|9fZ{W&-6dTQp6pgtqMm5J!b$&E2uGsFa{t)!!*He zU#pu5GSo}bU@g(AB)VvYnj4m9*I%lr-Z9im5@3PR+V!Uuz;d9q`ycN$hW=z9f4nwk zz)&wqgdGg6N}`L_?ti>$hI-olkJrWw80sa7u!EshNp#WL{f}48P*1!6@!FUHL%k#s zb}+Omi7r~Z|M99B>S^~sUK=xDsFx(d4u)1G(M4j@c-0K`wEG{gjTtc1OA=uRL#vYLqP6=U zubQErcK_qGF$0ErNh0iEXjKwjw121najn*X82TaXCo!(688UFXfX<~!G-g7GA-jF8 z8XD49Uz-u)j83d`?fR1n(3+SOMhw~gPpgK8crW9?!07@y*Y1CI|Fe%jI0{S-3^8P% zf3#|7h@L*AF9W9w=v%=-&%P}FukX?VR8X6J{&9H&f1$3@me^LQj z6O+P-p?`J%llQc^X26KPh}A5U5auw7e4A;6IS;#iu>$&HiN1*K`qK)Slmt5*qsX_J z#_oS&rxUQgSfVdtyZ_n!k5s^ej!6g$&M5M2rm^cU z7G1#lVu`+p?fTOSn3M!N9HYp$na1vaLZ1_%zF49!V!Qv@{f|_@q)T9sQRLf9V;_Iw zK__5+u|!|QYKln+3(hF=ZKkp7FVtLw`eKQ`i0%5*3Ye4xI~=3Px0%N7e`2Q-u)bKL zFJim@+5L}Hz@$rHkWu8@Ok*E^!Z9a8eX&Ge#A=R72n)_A@@=NE>n|2v!1`i|zKH*K z>o3lcupKI_3x&*wZ-G&zpQtoLZOlFp90u;p(eIj2gTuF7`(Ng?h22fazxGlZ&O zUt@Jbk6W5(!NGFv{>MvYs4^`Zs~s()PKkY!g)M4K6D>Hq{&xSfk3Zc}B^)ahG9SJL z#yNrDz-T%be z&|+x?q7>tGjNSiO@6l={{W|Ev(r>K55oq^6*1uR)biIsHjMp)C|Dy$Cwb5$Fkn~Lp zC+Z~D?tjv;sq1C5Y^-)V#_oT#8?oB39wlO-kI}+ea76ZReg1>ZpsUW-pF``-5jI?d zAm=HPqiGNsXqw2fIb<%T{M3S+r$~-5)j-okmdzn^jmZ`fkn6&Qm1Em|&o3BFpBGxyEFR2*`Pgo~$uTAvXqw2fIb^Oe*&+gRo+3HM1OrVISvH5v zH6~j`K+aPn$CzNCX(G$!kh#WWiwMYhisTp*3^Yw-*&H(0m~0UNIZu%sV}gOEi7cB# z<{FbNA|U4}l4DFT&@_={bI4p{vPA^sJVkPh2?m-bvTP2SYfQF?fSjjDjxoVN(?pid zA#;t%77>v16v;6r7-*WvvN>d~G1(#la-JeN#smXR6InKg%rz!kL_p3{B*&OwplKq@ z=8(C@WQz#Md5Yv16AUy>WZ4`t*O+V(0Xa{R9Akokrim<@L*^QjEg~T2DUxGMFwiuS zWpl_}W3ojA6&Qm1Em|&o3BFpBGxyEFR2*`Pgo~$uTAvXqw2fIb^Oe*&+gRo+3HM1OrVISvH5vH6~j`K+aPn z$CzNCX(G$!kh#WWiwMYhisTp*3^Yw-*&H(0m~0UNIZu%sV}gOEi7cB#<{FbNA|U4} zl4DFT&@_={bI4p{vPA^sJVkPh2?m-bvTP2St1Xi+MkS~ZSQd&bNSH5cXsY-{X!(5_ zxD+|cQjh}=u0`m$kC&RUSDBDCGUS|eH$#Bx0`m$kC&RUSDBDCGUS|eH$#Bx0 z`m$kC&RUSDBDCGUS|eH$#Bx0`m$kC&RUSDBDCGU zS|eH$#Bx0`m$kC&RUSDBDCGUS|eH$#Bx0`m$kC&RUSDBDCGUS|eH$#BxY^3ZBCH91f~0(K3<10Tv?Nkpw4z#sHNj7iln;&}VAr3PM5>Ec zREw}C_z9Bo!7&8v`qPp~b+n&2l$$_K{~uH)%0d_B|?TK6oM+m=abp(+x0j0j(8(lx3c@6RtuAo#Yfu5A1j!B{;|(L zCWlUZA?>iT&p%o%Oez*1X`g@W^AA+OKL6V1Uz1Zud?D?$VxNDtT9{NUKGHt_vVz&? zAN%}ca_Gbt(he*8{G-*vq+;=r_W8#?|3C%o^RIpWH92*}7t&5E_W4(txBsf1E%X{%=wWKFdKgmMz%rt3@;|pmp6qjHzv6cX1$;QLj?bG7KTRyd}#8_6??*DfGv+f=7F!u3hAAdq0Akg@+&p)&#_W9TP zJYxU;kS=2R>l_cGra`J@x=IjZEdj=ojfb(@r^Si4d}>{Zv8=G&|Ly)~-8-ZDS5CSB7nSSJu>R}Kqin(P3(r9(G>I$p?Q7ea34})k?%q=63MysP$S6~H*S~;Y8 z7(|O=ZW)0zS{<#r0xLk&$|2RmAX*f2%Lt^=>S)y!SOKC|4yhgn(W01JMj(w=N2{*D z3J|q&NcAv?7RB5$0%^25T6G0hfT)#2s)s?eDCU+CNTb!!sw=PpM6DcBJq)5nF}I9B z8m*32U4a!KYUPmXVGu2fxn%^>Xmzye3akK8D~D7MgJ@CAEhCUdtD{v{U8G$rf9j&?oD?rrBA=SemS`>532&B>KXw?;10isq8sU8N=qL^DoAdOZ>tFFKb z5Vdkh^)QGQ#oRIiX|y_8bp=*{sFg#ihe5O`=9Upiqt(%>E3g7YtsGK445CFbw~Rm< zt&Ub*ffXQX<&f%O5G{(iWdzb_b+qaVtN>9fhg1)PXi>~9BalX`qg7X61&CTXqR}Kqin(P3(r9(G>I$p?Q7ea34})k?%q=63MysP$S6~H*S~;Y87(|O= zZW)0zS{<#r0xLk&$|2RmAX*f2%Lt^=>S)y!SOKC|4yhgn(W01JMj(w=N2{*D3J|q& zNcAv?7RB5$0%^25T6G0hfT)#2s)s?eDCU+CNTb!!sw=PpM6DcBJq)5nF}I9B8m*32 zU4a!KYUPmXVGu2fxn%^>Xmzye3akK8D~D7MgJ@CAEhCUdtD{v{U z8G$rf9j&?oD?rrBA=SemS`>532&B>KXw?;10isq8sU8N=qL^DoAdOZ>tFFKb5Vdkh z^)QGQ#oRIiX|y_8bp=*{sFg#ihe5O`=9Upiqt(%>E3g7YtsGK445CFbw~RmBVLkQ5Kz{E0%wb01uBbv_<0<Y|O+miM7zk=p&lX5dyR( z?P7>Ytc6BKAJKe{5TM1zOe~XF3yq9EqWK&lKx@)2hM2@!Xk_#e&F2UKT5Qb3GKsa& z$mk=Q&k+K&ChcN~NvwrNMjz39ju4>5#!M`eSPPAeKBD;?AwX-=E{2%IT4-eS5zXfa z0a|R##4?Gs(8%Z`n$Hmev?lFhh)Jx4Mn)gee2x&H#l}o5lUNIlj6S0I93en!(k_OW z#9C-%^byVH2mxAb%)~N@wb01uBbv_<0<Y|O+miM7zk=p&lX5dyR(?P7>Ytc6BKAJKe{5TM1z zOe~XF3yq9EqWK&lKx@)2hM2@!Xk_#e&F2UKT5Qb3GKsa&$mk=Q&k+K&ChcN~NvwrN zMjz39ju4>5#!M`eSPPAeKBD;?AwX-=E{2%IT4-eS5zXfa0a|R##4?Gs(8%Z`n$Hme zv?lFhh)Jx4Mn)gee2x&H#l}o5lUNIlj6S0I93en!(k_OW#9C-%^byVH2mxAb%)~N@ zwb01uBbv_<0<Y|O+miM7zk=p&lX5dyR(?P7>Ytc6BKAJKe{5TM1zOe~XF3yq9EqWK&lKx@)2 zhM2@!Xk_#e&F2UKT5Qb3GKsa&$mk=Q&k+K&ChcN~NvwrNMjz39ju4>5#!M`eSPPAe zKBD;?AwX-=E{2%IT4-eS5zXfa0a|R##4?Gs(8%Z`n$Hmev?lFhh)Jx4Mn)gee2x&H z#l}o5lUNIlj6S0I93en!(k_OW#9C-%^byVH2mxAb%)~N@wb01uBbv_<0<L1rU;&~S zL(E4HEvjV8Sqiu(h%g3Lzyd@uhM12YT2#rFvlMVo5Md0gfCY$R3^5-)w5XCTXDQ&G zAi@|}0Sget7-BwpXi+6w&QicVL4+}|0u~^OF~ofI(4tDVoTY$!f(T<^1uQ@mV~F|a zp+%K!IZFZe1QEu-3Rr+B#t`$-LyIcea+U(_2_lSv6|ewNj3MTuhZa?`iQ4=t)>%UKGzCx|cxR=@&8F@~6r9$Hk%ma`OaPY|(KT-;~n{rec@-Me?n zyO_7iySKyweoJC8@09m3G0KP7SS2p*i}L-)cao3GQY|qbKYk?3c&~i=^ocJYRZPx3 z&dbX|o;7LJDIY$3P-4kCe*5-~O1?sj_#ZyJSH6DvN|p!f zt^bJ25wHL;14GP54=t)>%UKH8HhuZ}MTsHxgnE7d_Ek*)0jh~5|G{>|e)y=wkp1$R z)bu;O2OXC$Xfb4BQT2aYe{oe{vERwMyr=d3sC=dCj7vsq(l`lmmVzH_n?Axm`JjCH z@6%v7y~O{0iqZ~%tsF`sz|NAf2aNM!-rVqb6lJt zH)^Fe|A*R#H+-^K75bc{ZFh0JrB~~EBI|9bz_ynY7r|ys3UwZBztm{aoRU$ zDd3(a;7bJ#d13{KVhk}KJ+!EjEoUj)SOE(V#Ta5fdT3F_&cE=t3!H!B=x+=z z+NhP<{2yvxTN7>RY|;N&?ZYwrKIVh+@zY1LA^PX3iQ4=t)>%UKGzCx|cxR=@&8F@~6r9$Hk%ma`OaPY_`YtbhfGVhk}K zJ+!EjEoUj)SOE(V#Ta5fdT3E4Th3CzJwb#qumTn!iZR4|^w6S8ww$Gadx8jK zU-;(L;+W*>aWw?g=7{ffcX-QH&wxqlXq% zvgIrV+!I6?11n$wq8LNWM-MHkWXo9!xF?7(23EiVL@|b#j~-f7$(FMea8D3n3@rJd zx)>8=I%uxIC|Ws*j%U!2?zfc4c?JdClNTU(<_e6W6%q)v+sC@t^~Xxk9zq=MQ@}mB z0|}nF0;6b!1On~;hjp?0A6A0)5aMv30`AEjNbt-R7)2{25NP*5tjm91|J%HIv*P8| zM`_rwA^pFBY8y3bq%>>ROzGIsMe+3=u58(|MS1e%vApAn_aXL!5)creczAdyOP4Ix z`Wq-oS+Ft;aL=$D2*7yFJ2HL`WBBq1^UyN(8_^#>aaXypqTLqB)! zoZ|04LGkqPR4!bMQew$`z~5;fmMXV^Yk^U;7-#nH^#8YS-YUnBAEosS3JOx9$-0_- zzLNQXOP4MwBSwr+x^(HH%$ql#jCp@hrT=*Q|H$^okumlwSE7|6Lk26uhYwdyojNHT z>)P7?Z2Mt;<=WM2%9t^u6>sl>%F&}o$@q~vey=TtB8x5jmu$bbYPeQtH3krDKg=n; zc>YWoKEhWSFkpbPYu9etnRo^T+>;j|c;*U>q7@R<_961_?HgsqsuiS5kr(7?rzHRmCMy}cTy43U3ib7fP4C~bKhKn zQM6o6!OzY=Oa$NN`IJ|`%oP|#D`t?TlH;F!;_v@ozs4!i(N`58A0K7d@L|e{lc(sM zrnod*k{Hw0+k*X@?Q6@Cmo9o1EvOO;_TQxadw1_BEn2lyh7B9096NTLZZ2PA3b-e3 zvV_eQ7)2|k{O$e!pHly2%a$oUd-kM%*S&uae|z9|qy6vRetGM_!|g^ZEB@~BuPsN; z7d?v>REY)qZ*u&>_DO3<9PU%VJ#mvIY_7m4S}Enf?)a0p4m{j$w6enPe^?j0|6wI) z4JoLI~>Sj6AzWx zE?O={0T0MPqPfF?EH?2_iS450QWWrj3?!O69LQo550%(1S}sKa56D2Gxx;}hHt|r2 z?V{yU6!3ryB$_)M$YK)@mDny?E=2(k$UvgG!+|U|@lc8FqUBN)@PG^?nmZiGViOOQ z*e+TwMF9`UK%%+Bfh;!hP>JoLS=^b@_5-!-frH?Eb3hQZOI48}5^czH&ubuwbFGWXTdTX83@P6Q3Ys6Mg#h zQJkEdl!#NO=ylGpK+LBL=MD#^ZHhruV*6;h1_eBz0k~#1ip)DqoH$Y09I~0L>wT4! zlVDC@G1-?}1nxJ`)*stNt1d_r@PG`Ymbk-#EG8aYM|tMVS;d8n zcX#dDP1%3&0R3AO+eOP0Efxj$6nx>jS97cG05l)yvn) zj2SbOYE`N#)2B~Y9zJ}C6t$QyJ5p5A>m5{LyJ)!%1w0@FiRKOmve?8!CAN!}OHsfB zGLUHQa3G6KJXFH@@5YTAilbu#dW`Pgy@#n$V3G?ViRKOm7Fk*tmAKt#QStJ{E4tsS zSFJ|vqeqXBq89UIM~X^%y@N_@7i=s!ug#e=S836rh0?E2KXSe}L+*hyyI<{}zx{H7 z^=tpHZy)Zdg1PffojNJ5on4jv`}UFZ2D|6axVFZKS^Xsy3Z$UsNHlji(1aEUmE!)F zq$rSrnj_KN;Xo5wAXHkl|MbZ-#m~=AS+aPsa{2OQ!%{Gx65Qdypw|abY1RI}d;i1r z|Jn9Woir=eFz3IKQSO?7iZ{L30UcI%qpH;-(|8gC8Kfw;d12T|k?rBaw!UUKn4=c9S$Thi^`l7Gc+!xn>gCCC?a24 z#3*N+tdL@M`^KWh8_{Y>5&6<0#ze-+3MppS-&nMGBU&vfB41j>n8-L;A;s+a8;cfi zM5`r5d}$G5BI9I*6#M_A{xGiJtXXrVQR7C+E;7z` zD&mxKj$99WIx>=sjUQLScZDnP@6`?+Iw%C+m)6qin&$+e|Jm6InlIYat_iwn$8bX5)GLW=zZ{r~05mvmmDYBe%HLH7T{NAmoXxE4}dDj~)GM*DDFKYR8}>D#X_IktN! zYuB!&bDDHHz~lRxV}d}$G5BI9I*6tnAZ zELyw~t(Fv#FD+tBWSo^kh;zsRU6|!a_LYfJ#O0pILuxL)m>K&!0Uf&x{$ZEG5raxOM9mTNia@s1a98-YDY5 zOA2a1#~}x-P4W%*PrzK2voo8Y*bnm)WDdppW6r^QOT_t!UEw?FvUx)?FnIr4^%u8G z+>-y4_FuhvN#`f3R;#K6!Tl2t0P?Gv_+Lk{fvlM0B{(C>ekGlcnx1~@;l8}Azv zv$Sd(k)Y#{gMYaGFJHc(^ApvoSEKv?(L>|&_}ID#ZE?uK-)PBlK76!}7ZM-B`*~h<7Ck{EFbrLc9Lm5ZKTf1$c! zVGMTHftzCb8wWx1WJTW90^+7cfZCxXcH zovK!?!saK)^POm(NwOFcF>jUw#>TJVV#8nSG|wbi42f7<5+cUNuR*QxXrXx~$zn*v z+L914R@A_C+UD~U|2ysDn(6H;a{t6MGA~t4ou7i|JJIzPS6)pLLn78M)3`;l0-kFI z^UF{Z7;9(C(w0b(=JI4QBw{Y$fU)swxcJ|?eR$^%y?=r{E0Nwmu^*oAgf-K)K}P>Q z+b?dHxIaZKY8bY+ALYF5sArWg!Ld4kkHK@h) z)YKGdE*FX+5pw|tjE!Hz#diOvrO>KHk>>J3i6Iel0SAnYU&FFw@&9xEt=qvT2M7udInY*wBC9x%$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Ga zvd3b`Fiuc#$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZ zuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Gavd3b` zFiuc#$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn z$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Gavd3b`Fiuc# z$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Gavd3b`Fiuc#$bpzZuvHvn$f0Ga zvZp98KY{m8JfQOv+PE=a1Oe~g$0&RE?o&#ZEU9$w-d#Cx;2>?|;@2eb6-v zrYs#>ZPU7qGHCE1^1k60&54Jwl%4bWE8t zWh%XH{PvyO2s<2^zkD9#%@U7b+D7J->6Zel)mKN3?K6D%;n@g7w{Y&e6Itn zGpy^(S;5LA@{SD{d!+AgR*MDir;Z@cy&5xSEUnjr2l(8aALRKQ-^q2u_sKSFAp97z zZr;kkfdiF*zyR7dT+&n`7>&bhueQB-w z59qHecj_Uu>O8jmVq}yMMw%X+z&Xu}iyu zf~^89QC-s?^!@1Y9Q#272Pq+&Lg;f)=FFK*mfv3)(0_mu7#K)uyNmWos6Tw*IbSfZ z1^XD@hq7w*Dq2e~uinb+*>m`O8oVq0@ZrPC%$YNlA>_U4US3}G{pt%BE}-vHXEmdX zi91n-}iraYqWpJ2I=bMD-EW#OVl^mv5rhVdt;1JvyUnImLMtt~Y` zRz-*r53U10fBpjLXNze+>C>k#t)tH{A9AeDrtctt>u%Xc%e{U3juJx75pbNqJmes9 zoWPvt&Ye5yzWhp#U09EUq@O`wUQdpPN93F&wh#Mx&6+i2-;Simmw0a!oQqDKiXiVp zm_y#9GlU#RWE%&1)Au95JDg)nMtw{ER6k{l0E=aC~vD)9bTI2YBcS66ZG;jZxaPp}Q9_o40B5vq(E zJC@}1qx}}1i@$Q^Dso)hBYofO-SArfR~Msv`}&p{S(ua$MpRZTKz$X9__EBPeT1?&z`LuI&@IkMBa-tW{e-( zH>3_Tf@Ufg$bQCs3H=<-$>Yb5C+{1YVR*+1+*cA6b&0Mc^bI(teIaA=Fz*d@gLk&? z+rOXGVI{3QyzdC=0_T5dJ*MD25Ybn! zk#pB7#n;zY@gjW(&NTrfXZ!YTcxRx1Afn&$%8`q3u278EWu5<4yK8?7Q*f{mFTLo$}=A6Vk`nZzKFI z0lyLO?wzye&Z^5{?Za<&SlCWwyuUyFjeuil4C#CDTLm1P_n8uYufEgce`i>@5*QFj z&mr(T0)NLWBInQ3r%%)0KXKc%l}3cy{e%2|zar=BBji|{qVyjyfSi~5lJnOHWf^&X zBithib9=BX$bgznn>tOIMgHd5wspI*Z|^>`t>ftLEBtOuC4cK2I&_GfFU9v(W1FJY z+W+t&mj1>pSU~<3BfmM&KKzX`ecCko{7X33Vf$dA4S3!s)H>!}4CTZnYZ%*5l>7JZ zDci|;3jRidcYh5bze{iqfMayYlBM)GKYg0Kn?_4kZj!zb5)wksC;iCzzE^K{zMdR7 znf_hzK89=~P543k-&9f;*thWa+rov5$bRgjc$4!xoPXcEd9A?tAAaK&FJ4T~*TDDc zkng2~^61Ap_4Bl`yW9PLl!cP%t@2dM?TTMV}pEo)WwSPU7)2?`E55EBTtih~R}v@BKj zSPU7)2?`E55EBTtih~R}v@BKjSPU7)2?`E55EBTtih~R}v@BKjSPU7)2?`E55EBTt zih~R}v@BKjSPU7)2?`E55EBTtih~R}v@BKjSPU7)2?`E55EBTtih~R}v@BKjSPU7) z2?`E55EBTtih~R}v@BKjSPU7)2?`E55EBTtih~R}v@BKjSPU7)2?`E55EBTtih~R} zv@BKjSPU7)2?`E55EBTtih~R}v@BKjSPU7)2?`E55EBTtih~R}v@BKjSj?2+LJmZ+ zgk=T(9j{6xk~pdl|9+M~x&U`MkmZ6WE9~~AdgvY1x9cx-APS{I@qQ`*eFFF8OuPR{ z_0T)2Z}&gmeN-S7O6YdFxIT^evcm3vQa$vJ>i?(oza>lA`>|WMhWjTTD)@XSu^Yf9 z!N1wz-3f4QZX>70$|f>y3?KOSEBsp*uD6>yWisz9=gwUqa|u)FyFlH@yA*nmalCHb zx{-HGxX`igm1KMa#uFYren^(JiN2ShOqnutYz^K~Fp!K{ym;|K*+t$};NGK$QmIlU z`tI)Dy?ZHL$#P&E9{!yU$-6f2 z6Lm3)jL8Pm?d<5>LFr2FGl2E$)X9~sQ+M+3?@hF>uV25S+X7?9F#ZGcF6{GzjPpg( zYZhV5s(t(R^j!~deXX;zGhOF7WV{E)F<^`t#_?cIra^;-lpjI->C4N(Hi8f?h8QzbL zW3+rl`0BwpKWHjfu1xnU^aXhT1@xoNojWOQ$$W{YXD>R=^@@!BzO^Y^V`c{r9;9;( zxH3e`j=f7r%$q`$zt-)=HC{29g}Nq>R&gTPokIuG=A|Bxcjq)~-kfYxS30&Y?wk)~9uMZ0N|q``&bxz^Qzs+nc@*9)1ampC{V@Ln zHSXQ3H|_t;nm48W5cWUR-N(m=9J{@gE~Gy-B+tNyeX@4lI=YQmuba1T(YYR2Pk7HX z^h5Z+lS@aXL;DWO^q?Tx|6pE}{%(=EXHQQLrBvd+!jS*ok-4}1`w!CJ z$gbo!0nX>pKAd-)J37;I`i{^rx^GB@sD<}7j3RURpoL?(2kC22d-%J+lkAUmWFNr% z7c}sc%uB=XFVqv}Yhk-!z483toV+XD&u^@9{MZTFXK=s4@9H%2E-P549_~G8f9}@3 zEA1EXtTgC<`}XdobMUxLckbL#R+48+dU%kz?KW-5`jP!j)(g(RaNeFbcOJdg0Q&z8 z($C70YaCq3HtgE9hb{v4|IJ%B$$0hxbs4Q``*8k;eGBKGiR6Az_}k`VESXOs%YkQC zt|4qpw}+^I9&w}XcaqQ^1(=HdsALwvr|JMy=Wx+y9x|NZ}s%$dR8jWBQH zLEb^rx>alXw?nsX@HbyiavpS}=ij<@{~~i0VRRXA9=U$)2JO?Hy*y|?hy4rv4gUUW zLHZBW9F7lIFK8dGCxLo3ZQ4X}CdWDa{zFaR_=n}*BXa`B$#2|HG8X}VFLv+lPTPmR z2Fq(rew*O;{rrXVbbbLA3i~hW(nT`YJC^QS=nrtr(Y{RjGyFXW_w>U3#rXFi%wt_8 z{cPsUS#*7&j*tV#O#60i>F*(&|F2)aiRI*VlLEY`97we2$O^gs^3EYjRgC>lTaLUG z)bRvOXh3qN-M&;0y`%be{q@~QDwNReba8ze@nwbG|D<~89o4t{pS~kWg%UcIE^gV| zbp1|TynYcXrw^mgtoUucFs)S$iE4^*!8$@8Mqg|hV_K>l(OT7zrd5%g!fAaNeP+dP zo;j})CKC|LCPayzRET*-p zAyG}SoWf~+7=32NZ=ON`s#r{GRYRhhVmXD=`Y`&;ir+ki093J<)~bd?HN|oYr}bg< znH9fz3IV8MF|Ab%iE4`F6i(~I=rb#R^ArM5#bR2k8WPnM%PE}JhtX$N{N^bHpo+y7 zlWW}I{n+sDw+H0knQ?JnL@~o^%Ju6v=vY>DGX4qIut6BELxz7tH*VBenM}rk;REqm zvu4oo1Q+t}H@Kc1u2F{jE8zNkc+WQcTOG!P;QHsQWK0jn4{DO}j*eu!b>YH=^t}=A zZ$g-#=t0H+fB*e=G6&L_ju&p-vW5QJ^&Yuq53aq&`3V?D`}XxKeLr^JzFta+5+#(% zRjShKI^kW@(Ef}WLG<68F!nWzTpRa}jQ7I_t{;YRz_xAMvH1!5UTR7yG35OlY<{8% zxrTX=5>1|M1>+$w4g_-(Fpk%Rj2FW8!x;GnG9EF0+*mrN(v^&Z!M5XEOVz4X*!%<; zYx+j67k@*p%N;v*99gGEbW8%S(civ(J6Q(19|P92X7w8M-Lr7b9@P5;dH*+z=lns& zM`6qY#&NfA+fK*P$BiAM{8hKE@@K_AlmiD2kZTHY9F%Q~e*ediF-5qp*~zJ~Qon&C zy~Y!+XtNf8+fVFpdM`i7*cV+YaLyFi!;I_`$PgDXqwuR>Ovl z^cqmOCK$$u*!>gmd?$5&LcM-h>-8F<^Ao$+`~-{vwB?m?4x{fcWDV5zp})d?KycrM6M6T%2bphy zV|yCD@q-D#NbbJl2Uk@cUgnl-1 z)JWPs-0K9-VtexBDIKRRQ&yXw!1kdQu%F?&XE=wI@$~jE+g}+qa+009$~s5&h8_Vu1adL-i|Az+OMc9~Bj~57 zf7)@((+ccD*aHln_P61N8(IJVxXu&(_{Tr7y7}5kUsGM}HCccC^(Q}2|A1bM4eT|4 zz3C_3KKYf}U3`|QZT#kn1(R3kjNK$c)YnEEZ6q4JLHm(EZ!$&h(>_$X zo=rF1%=jO2z|Vg6e@&iy-Y?EGJtBSPquR%he3CUcef?~mpJDviU9^EN@OAj#$!cTh z$aYp;pLEiR)>c-i0U~=wH^|w)opySy`2NXOC-8&cOLy_K?o#G_4E-Pe5B_}Z`=)=) zn>TN=n{>f*=FG8k0`PHvhP1{1tZ48(wUIsc*xkPQ*e@Sv{hu>G=tI!cyh{2TbRV>} z71B3wuIKEt&zkHf-2r+h`=)b$ZetGp2L4C;<;)80-=Asav%lbWeeZjukJv-9+>c0) z$=y+mLGWz$lp}Mc-7ucB=lsz}AJZ7{oyq#@bDTeeKU{L@B|4vTo{d$n-C;-Rbv`Wp z2>N{WLEVYYw@}a9Y_pB!g`NQZOZ!JZJ7?>yOz!{3haR@El6s>LFwRhS%pWeg=whR@ z@j>ZrH`r)HJO2f*=HVO)Jo-S*A>enP`OIgnPB`~OUerHyq5k2&=!G`aHyj|^UV7=p zYU!&c&pp4~WasEv`0meXeB`_M=j_lvoZFO6n=_jCOOL@>jG37klc~e67uQjE~nxai#f@UiN|uFESp%IEftmT-7VQ54|UH@D26NC!FvV)8CSA z*|KLQ=n=R>hB1zId-e~{vUv`4qTQ@3{>r&G?g5X_uzYYgX&(e~dGN0 zv`5B-?RVJT>ioAl2jl6Xt(~7xeDo6)5epMceCm~cf?i>dxpOB+f8q10(+eg)kv^XD zblh3C;f5Pp|0((j=~1O~fVV;u_N(w+zy9^5lZ!67Sm$@XWpvqC^A~iL=!hw(=qC=a zIo0mk3q!xWNOMEl2f97>iF`(N#rXG8%|{u3I8S)K&dkuCI3vs+nv=xW{O+`c3uh*$ z=v*fC&%T3`)CSHw?-$lzI2VWh4W6;r+@_y^XMSIE0M4lGuXZ%rb=W0kO0YJ*~IgZoJ; zdKm2f;>O>aM1aRCVXf2##n=Y-lT`FD*!{(gzcq;fk5$52sSS#;4elqY=wYz?iyMDy z5&<5ogtbx|6k{9QPg2ptVD}d{{?;S{JXQ&7r8X$WHn^XpqKComFK+y;Nd$PT5*ABk ze#sNVV)U4!!M&{HX&ID^>MywJnH6ZsL*x-y0_->7tbmrmpbSOq#T}qKZ%ZB`kH8XO zzX6x!ix`c70|J8^1Woa__@9zI*f~I&|@(_6hmH_(=xW5m>;@o za`X7i%*@!Ha%9n`o_1h%OrTw}0 zl`NHpcJ}@6|3EVL*Q>1`JbCbe2Q5$bQX;ECX2V0hBWFRLf$fvU+PClYUoP1oa+Q5d zcD9>jCErvEr$PnEMh|=bu_b_pln~RPGF(rRsPUkk#~MVvUkoLvF{a~ zB=YtXPyFiSm9KckW(wxn8Kfu!l$ny1VV2H@jcTi|79P?l(R_ zTcZD8A|CakWcLeaW=wvFToD=4fc?af>diGo&a>#p)uGpV?R(!4KT)2M%`%bzaU38C6_xdVwmFZ}x7tY&k zB>5rsRgmSblDwRUwBP&g_f39^EbvyHP2)Zq+B0Wlkkg_sERWt!$zwjRPK)fG1ICziiC(wgnYYE+xKTDS^l}_af>63Obx#CZy7v@oR z_Ja7pL|! zFW31AwY9tWrjLF^GU44PKi7FX&Ln#I&x!A0j|sibfs%)!k6&H+^g;U1%U<>}v!xjC ziK70|NqkPab9lsQ;)C@6n{T?w^mCkhx%Qf?b+$+Kqi)M{l1GuPo71O z7yZOK>#S>hgSJ5$9{4}+i#(Vy9)5+Mfi}RNcg~cc`$6|>j|y69ePh97NA>ALb z0sRJN%FsW!O+d!qOE0-pXYSTFTaf2UHoa8)1(=thNRRh=o;Uv zeuoXR$3=(w5fCgqq~ROUFTnfgk1xGc<{s8UvDe&F2MR?Nr z=d11Np-(YJ?yWfwx<-2`g_AA(=aP#rnaq*iYu8Qg6vX^6(_PDH2TY5k` zzJn&{uW8GS)x0P38O~mzyI}rjXJ~lyjwbL5^t#NGInzfy`_sr52si>ufc*xX70@#9 zEIU^bdvOP7kJZJY{_8UWOMv|bT$V3lB>hXX>9q@jpiOO2vjUBLA@T?;0rnek+5SX~ zM!*4$!3~0@cw6!ic?6aK`wh7N2KrAS*%Z1)qI8@z2GvXgm#z2;bomBFo7?AyMb~0xFt1V>=WdEDJ;dn2_2?z>v6qo4RqcYb1@$qm)MQ~7>7Kk-Z1 zciQ81b}t4ppB360hdloclEWWz@FBKW-S3Ft{n*cWyKD(uCL0C!ORvNCv$oxGt1Y#@ zmVGD5Zjo1=q&=~$n~~>Yn?6p6kcr-@vgS&z%U;;;Yfm`m9r(Uob=Cp9GwdZrURjUJgR*)AU6E!((mjLbgT3_ZGj;t0_GxH8$hoHJC;S_*tyAnfZDzJSF4i7Ymnjhk z8Q2Bq|4O!bHWuvdZ9Uw17279mUHT_w2?d2nn-_mP<*_glDdp?HJj;>v@1{K6MLKew#go6 zbcWa&xkEZ6_PP7RnT=m-e>rx~4ibMup2oQn_D0W@?&iJHCEj4VqmFP&h>VPW0S;Ly zIycUv#BcNRagp<3OX>O>Zm>HzI8VVtjUe;7`KBA~-O!nSS8`g)M}PIzuj>8@?Y*Y{ zA4R7z%L6a|)1Mxdequj6m&P3w^izK!^eLCgUKV`}{(iOe$K1*Du-X*zw|B_SPCY-- zedaUbO{Skv{d0HB_3A%SKS4U$N38!#MZ33%f77PfU(G!aJbdGf+A6ku-XuF&=SXf( z`#a~S=a>xgZPH1zU!FVRscY()wg8O}k&GLjb+YzK^G&XwKu&www@x#CxD}!w?&x6u zI(p>KNl%9z{r0FWs2;Gzx3l=|+&$+`e%zglDmBr?tkt|qZQ#7g{@RO;oxO*ZSCrSX z*PL@9$jklw#45D`Y$YPg=RDed(#OI7oS)LixP!&MN&J*^E#>L@CZ13}daJ_@Kg@KP z=sFl{OJ0RW@U=7N&$n|AhaURA$vt=7t-A^CwmWk;_r$#|oV6ex8NZ}<`>@VH{6XJ> zu7U^L5h?>2K6mImt}{>GcHn88iRA8zxf(CAodj?2cEEWRbT%cvGE@9N|M_VfC(%z} zhl+8M@d5q|O|ZrEYqiBV2K+_y2*xYM67H}8)$nxP8@Hftdu+{+u1&R_8y??-(Pwt1LbSw=CB<k?RGVX1s_d;jL84Pd3 z-d?dq29HM{Z#q?FddB=SOy6^`&R6_idqI|{e>(qR{91{b&)*6F6n%<=bkAeFAHTrBoP3sY2K$dURh$L|`CH=Ggd0VLMqXOCgX74yo zwc-YnjRXF9{3pIvg)88n5CRM=etrX{=ksuPJ*VatOvG2X0vG?d|UC*hx1rzZVu7Jl50R|R7zX8+pdAPftQ*#R@;wxMMj~xOGEPj3irswl;cRi=( z7EHufxB?zK1Q=NS{02-zu=hWPSiTDavz+;C11B;*Efa&=>++EM9xdr3+GqpE&u521}CpGfL{{0gks}zB4 z6l@z{KZd=bJgfyj{xO}O(0Z2pCp^VZB`aoKzTI})n{4}V*{eQ9vg-3B!@F5}1Z;t@ zAJOvAn)JGBud{u8*kC~xRvztF)4tjF=={V^uieS^8)93CGWbV^h0X$56=mIan`{ef zeU1Dc+c($`V2|6gy8E*}TH_;E_=s#5ux}7K;Y*S|BG0BAWXm^5_J=Kgr!q1F?rFs~ z1^W%r8IT8SUiR@GroHvZ`*{5OSLoZ=TZinMwe3?+>D~azUAEeCi^<`V8L+qfQOTXS z2Yk-9+ensn^5n%Ax;>?qQ^^gvIWl-;04HlNKl-4n^nKVcLEetcrIjj~gx34)|3}uu zp22%0f9XHv4gEd8B|X#YwKo?#`Y&nEauYBhBYi=(LT;ZNAUy>4B`nZ-8$A0YDIXcm zVUn*LCENbUL5|Y@5wep4jEyPq$lj5wAd5gh!TA*IGML<@doh0(C*G6V6OY_!bM1%6 z{txw9a3$tSy~8!qXJIP^S>NT7UHSbJ>^r6WnyL(1^?7J?H{}Q$RUvjV>h01e%zg( z_`wf;D7#&6P(JT6Ss{8Yp8Cy#PnFCR8OS@N$Dn@szVf(R5}3Y3?e=Ao<^D$Xj*KP7 zLq2lyDPOm}(O+TzyzI5H$Cf?F>#q9>)5&p1#Szkl9ieac@5i3^=9_JVZRM~P2ZMH5o}n|9v{*@zdW8Z zE0E=CXXv>8B3nSnj=m>7+y>|;BrmS#CoDlZKY<+&WSQ6qA^s(@1!lHVw0D}jAvmwX z_t6fxN1Hn4+z#h}_LR(Vk#rnx3uz1W$1fanw8>!orLfa<#_6Y<%^`Fu(6#6Q%UdI} zo{^3dc{lpkOU0v*BcCGL^InuodmKL0?H5(n4r;f&AN!$soE8lzDY@erJ<5&JQD8so zdpb+?4apggKIRxZ>%*BB`0lsQoNw}3&OUubXF}MkO#LIPA3vou_!s<#`v~?{pZw9; zKMF5`epNbS>4}kra*y@z)Q)KXoS)$S32gjhSFAiGPh^V=y7LoW|JVyF_fPC(GWlOg z&&%WAe7Sha+ok(tPdI1Uu+PWCSqbiUXWuvHi_SjlY?GZbhU_A`Z#`#@@g8VBzkIB)u{GZ(H$c+68Gn zy}fMkoj(7Ja(+W+$KVgOD=Xql^4|eJefxoCgUIg37H_1_a{h3RbR_Uo+NjxdJ-X{4sHt;yNhn^gMd%^h^*ts+0!UyX8 zD4+I>J_Wh&)6yaMS3fTO#9`7)pi@O&iyqJ)rwh7X&L|@L^@sB}k39U)?cC;FSOe(glje$M1edS}}Aqq=h&y~}Po zOUJ$d%0K4lW6U-Z`ZxMM<9mBNH_v?{UG@^w)$JtvM(nM4x5ig*tImHpx44&dPV31g z;TLqSi1`;hg7F8vBlNG26|rh^lk@?!eQXG#dnwPjd_r!$^;Vs8`=IPVZmfGu_BS0a zeZ|YCj^7IJ7Y}^1_~Qfj-EU{4j+a~>8%iIQzTE9!7P6Ic_~rje@f*&1Ub~a*xi*UpvWczr9no7B>^$p}j+Io(FWE zVSkM++p1rGhdm{+W2w}lQ+R%Iui5~%xPGK@>2&qguSicj?=$mE2eZW%TWBxKev_x9 zV}d^)ckGvCQ&e*=(HR|EeR(TU=MgoJ;yfb#g!4h1H^Ela25P6Tm97K*jn`>$br+cS zM$m_t|6o^*yV3hkqoId8&4%UoUdSS~v^9-o(tHlN>t!^zU?RT474X<0z`)|?H(+`` z4|msdYHq4# zyX!eMw_qZ^!WHn?A;7@m=Qm(_J`Z=-b82qEM0|xS;ITu1fyK{n!1R0`?yl$5+=7XC zhus}yuEHv&p;}PO8fX|k)$f6w+jpkq;qe2i1!eh>0zb3A z0b0+pcJua6Uf9&;&P(=^zE=Cvkt?xIo_Ewdv;RyS_7$@x=lleDU}J|hs}q8~l*k^D zg>a_7-7AZJLiU|xpW&@<<<4!+Pv{=k7dbz1mD!)+F3FOn$Z_i@2|$KPp4fy&CdT;* zWR0x*vG3&eD)@Z%pJJ~XdCSK?_6glTakt5yu!tT_TsqzS9wh zm-7?sXT%N`YwpudJI%82l>YtfRYgXMtp6*L0WVwnjK1%hvfo~NRId>nA8Zmq_jOD^ zajf(c_f%RA^Clhklc|4f^z+0xWe@X=?XARK`2xwK5fOdyi(i`TAeqZ%l4-wXzqi=_ zXY3i+|9)?kyPv@aX^$a$Qn6w3d&%Y4i;kT5BAth*=O?VtTB?=L{&wP^EBMlvzGQW1 zFBe|$#v5<2b3f4k;)^dS=O<)`{MGAkU^d3tGhM$%*>j%;_U+eOZ+*MNv%W9yy z!mvq&ToZdy*i+|j6XejmlkKl;uUcNI^Fu3SUGIDccYN;C+3#6pwt={tgnj$y*c6<=&vP3AFzh4;{%Fr_VQ=CuZMA`)4`7 zfjx?K)_J*o|9;e$)mc|x-S_jIoGC)~X3v!JkpXe9GIph?*N^Lr6laIfz3}eb<@?4r z>}|GsuHXNV&iiB6fA2T$WA;W${dV=L@5Kh(TNLLbANi=IiMEii8|Sio-h_Sb+~>i5 zTja(4wkndV4zVf4y&dI#>`SeE&{ntGc6)1o@E=K>~T2%b)C+-pr2sxIrq2Iz8-$)5#2u_+ij9zn|&uwptQWh0^Q4u zEhMjh+c$rY?w=6z8_sH`U(05XMY$gj{VY?&6bSq zA=kN!+4v8%`i5-F(`T`vcIct+wR>?mU-SHP?FnEQgnfjili>;Y-aX9aXK7{jt<^05D_I_VJ_E_8F&o^;ipwvm| zpIsQ=bjsJiQHwTUQ2r$sUuygZ{?Gn@&x`h7@-8$xKspL+^f5l53t}wd4sh;bhTgPM z+CTk@F_OLS)<;y{BJsw<4?o<_3jOq)pQ_%Y{-3v!4qM|2`g|K#l!krzciefW-QU9< z#)QLfc#pU0``{m(eL%m94J+)G{Xp_z^#6>1-ali#48NbTeuGzUDB2!i_MILP|Kt4L zmRoEo{pktK-dUg-|I$sdYcXPtMLcBK+K1@(~2@V|3iHYpPO&GWwQNt z+glx9qPfp(<&%zi5PJgPrPKxI<2b7{jsGKGzyJRGZQlU)o!~3nSHaw;_k{07|8th^ z#=vgcv1-H6zr2q}k}XJ`F<^|?WtW}pUJCNUrYB_~zlXQIx4Rpg@7`bk*oNG66Z8|? zH2s8hOSF;K?zofoU!2umsVj;z63p99KI!XfFCQ;=uS@UAn1sD7%HLf23BI2(gMLVT zbFPp3B&r=Y&sq7xdwHi~-)Xs>!#Mg2$4p-J%2ye`*hlBOX5&Bb3+f*p?{(xic+>S-#UNkfsGyG8r%opX&F(&h0y)5U)dzA5bkQ%a0To z(q*dO13S0x1R^K>jRGluX)P?!q6M}l<1H)V9B#ML&&na~9w?SN_K2-fz>M zJI*cepj+U6Y|~GiaJ;o6~m!Apvf5( z-RX}Xy$9dMzB|^xe9M+vBOjrC=GY8D?!_4h*5TNyVJ~^8DJvZL3AQp=N1rH}kKI2Z zxx+5He;4`Eb)s8*u=&GY<92>R`iYq9p#H!9^;0BgnyYU=$j&*$@?U)MC6gntcNqP| z<>)7r{@7!`WaS^Ab^i^LVL~tam&^uxG}yM`j0ZX=WELw|a<6kaKk+8nIl^`mduik2 z<>I0Xu=5jYBglNQ_s`>TfRN8~Upl%K><5{BC+)*5_ZED?o@_w$LKvqNjVe6zkim(KJW_m8}t6$&w+k|^Ap(HiTVksPWkiZ9c5={ z&`)5~hq94F&Cxqya|nB1UazHXUT-`FyIwa*hJ~E{NtFYQuu*g3i6>UsC1qg4igOCw zSHWEZ&&UoP?cUoTvere59=G;q_MO!J*vI|lkyNgZ!vvv0?@=f;k(|(STy%+9h=iY*wbjAx_$v)>Z#ly+#N$E^DH?fs;phZ97 z=O;W@mDcrt_VQQ#gyg2QbsmpNyLSD=hg1&w3C0HM6Zw19Pgtt*!&#zBr4NhsZ~BRQ z@3C)2*Knz56(7@2Xk6e-5dF@}xAPO7eq!%8>imS-F8z-)ILI3JKj3XfA*jxIT z^n~c!;gg&Jyiw-@cG-0ojWe8|xX{k;a32$AAh8umyK8k*=nw6ff1nG5w)frNouAOS z#F#+)=I*C0x7@;LOdj6;opOwq=mECTd(poh(w=_!FZ}~uDLON3K*9&G?}ZKtT`N2l z8F#DWlB2zue$X?YFB@_6U*gh!tqy#=6#u1e7$@ON%x&O1rk{|01-p^hABqooW4~*= z?Y3?Di5Nk!mrpSBDD)Hb7w+~(zg@@cj{nn7DF0S{C;gXpfPMnL!Wq-3pRl~GyaK_C zf28k%Cg>-y{~60CD*6e=3(gdvJ} zn)B526QU3OgEVJpuR(n1*b|2KK{X@9&$cd&UO#M(|C{bJ>dkujV`?`U%QF zPr_XhJnb7NvNQFo$pO+&peurBFh(7t`6BhteJqz=`fKZ_wQq_4aOV#E2OFWZH^!P? zt{wli!orW2>ux|*u;Ch1ksV-|5jq59`9qSK-zntov`7utpkX}2jL;z<=|3b{(q9zt z7UJ$SA~jrthVcwDLWh8Ce?yYZ?hj3IYx{_YUBneQd?ED;0g^h8Tx09*xFN# zG7ZS`lm3qBq3n%5O$-=0QFauN2{U-{cBO}^;)A$wrWjqPprwPTMQ zIR`Ql?o41^O!?*B!;%Vl`Fz<>VQq|lg7Xu|YLU01mtkGZ`V~2kKiG7-_nvzvr+o7i zvz>vS#Pk!|+idy?**$pdQOR0mdw_kp$lW-LGJLQRzn^SPWB+{q8M5Odc?>dUAD z`POOQvb!kR{|ar8E2B5Ef62ITS+jGtgLZ?yinBM!O1OUl{e;QZ8@bARb^fRR-0q(^ z?6AWvulVBRhkYaL^{@{axxMKpI6r}1Aj!eF*Hlfh_J3?zBg4kl2lt0OtNr0G$o32} zIo^eLre3+P{BGT?fLwvI2M25KCwukplujz1sX(hNNayrgvu+KEozs4gYJ-6L@o1N{z77ls-?$5ay~)s>`x{DK>6^RnM@EbM`KB9hGJQ+Tv%sZ%`tO;Ng=1?5`#s3Dcn55N za3=`zKy;3NKQcDk9+xZ=+d;JP&x>y$L#&Uor9V{w(896+*=^uRX0eeq>Z}#6~dmMg%-ry45MFCHNHt12=?@hZWzc~KD0}ng=Fndqz z&2X-$_b9$U*i%9Vw#_!%PJSdk#RGZ=+S{|zLr^|8=HPMgA9%RwCpbUR*>}R_-hx=Z z=Z%Z*5j^&t*kez<`S*iI=6n71*V*3a56V8+Z>1084sgy0aejikXOR8H2O0FR{-1y0 zd9%%fPR8^TonG70>3g};hCXBGC)B?EL1)ZeBnKUIu=ex6LAsi=jb5iqmW=$Lb56#4 zq&F{pxbPid_E9qi%q*OltXQ?e?kA}F3CX^zenRCx^zcJ=76AR(*VGQ6@9k4>bPR=!m6^gHek;7r1S2flrB*{`LaQ2R#?jgFXm7M@Za z_V}ssrsa~~ci%KKWBJWiK5ZO6%bmpJzx0`<*8WSMFZ^ysd0c+^0y|g2T@mm?&QEa8 zgzraA&bvSM*rTRbrvA6ve!IyBKkz{-`w8)Z!=zuM{d11W@1>|8Du6NWbvj?f_(r>- zU7+LG|A76CuX49E;|;bKIm?8s9{O^Y1^oo$FZ}9_(oG@XzV$Y@@mEU0J`nwha~j+U z!hU>oH}(Dr^-0daf!kJni1%R(>OCSN_0N4a)c=WJJ<;gTSx4eNE;~=0k-)wqxuvxT{_?%-lPjPm=KH?n^8q&sUL0rzP$mRKFwcvHq4z8`)>TV1$tq16-PJNBLE zW7sDuPpfV86P%ymoF_V%)jf=7AO7fvZ61WpNBU>$D~11~Q$UZ59>&Hujcc4Wv3ZT` z7ooqJ*4lX^_z~Z=x#abnGo#=29z~+vqF+Q$gMNaxOd_s7v&~>Yk-9Mq;2LC%?{{yVeai?~p$i&*;nc}^Sdz?r0F@Sv~&p!XGwLf&w@F4gd z`iUjN!T*^LVB?dqtCy)t#h%_?s)s$LmtsEml6dCVl+QMEwz0dSnB(^A^aazsaE_OE zp#8nL;>8|GdYfHtA!_Ka zlpG_*AvJOX6e;Py8cGdOLw}{@7%>j1ksF{$N&nSQYKR*8D<#K>aY&8a07d#g(ce>A zI`_!cn7G;}pbHoRNa$X3`RU%O3wLxaLjk?8EWeUwDiDZOzz{$J_nOO3(!Y`-kOxxP zBc$Q0zvuJN<_2^DLjbYdYc4-Y|4NEL9!O=6kcO}Rp3g&@8_)#|0mO2zx%?#kD=7kb zAeB8r8ov5_J`ZhfKo>9s5X-&h@{{zhqzL4JRQ3pIczIaY?IqdB-rPSS`vPUZR~N5y zkcT1P#WoE0rT*$yzbxn0g=e2I_ouSo?)c-5H#-hbFZr|X@%_@|bN~A}+au~_k=>(` zxBu`5Kb&l+GZff}z@GB6%H#U$Z?H8nwnW%}<_~u^U=IVi-vbXk*xg%Da^$XS(@(rb zwrM2SxK%R$mtJ~NGTE!_{)w%(l1*v7$Dbr;@rN}ywzl6O8y48CbF0p{3E>fcrtw1z^tzxh(e(BS*gA!V65+#QogJYOz~TD7(t;Eime(xQ3*wM~U zKr7_(mq~uWc?xV+&@PZGc)pxfx$EvbO@4LMk@HM`u|hI9*H2*Q8rx0r{)yrIkGlxi z!;5_6>VOKmO5=P38{mKCeBN*ymu6ZISnqN@s9X|5xZd5%FpNcgc3i zAGP=Row6zMrZ?|X&QGXd-f5?DUji~I-ivoaPEMaYMElA)3&LHpQy(Jhq3>`f z`#Rcd&Rq{CvjfrLFTV^q{UJINu!ZfTM?V3rPWt-EvVHVQo%i{y-t(?nK1q=ceoyB& z-uvD|P1c7FV)S(R^ZoQ|><6)5_A%)m?CJ2g>u%B`k33?s?km=@y|>8c&|7fd%+5RS zq&A~F3#5ZUztkl$dH0W{PeTrm?2q#j^uP60kH}eXkvy(OR$-ivI6yK^WKE}@cIxCQ z$(pcDfArBuTiqU~GYm6-SXh#%5OjvzH^Dw?ld8 z@cK9C4xhQQ+dsb``PDlPA7r%1?RU`rUi4DMUQ{Wc^Bc&)-?;Z1O|Qi_Ay+PELcSuM z%a-N-3Dp7uIblT`e?CA=i zZ5@5|7p(r_lh6ZQz&-cLzLRu(2Oabtop<}Sy^y~XJmp>DB`=rGjlSX!_mQIuIaqyz z{m|%KDgUy|FE_ey57IAw`HON+rOOO`+ue8HrMo>2xBERVy+n5^uN3dm{R#Aoy+tqM zJsJbNeA++lZwK)>&a&~H@!|e$+AMp-+1t;(1|y1kW^%8UZu>(Y{-Ej4XvgSK9E~g+ z9SHip1M2ySm6HXRU8c77ZnGnVO__N126-*~4f{Js9C74dE&two@0lET{Ff*HBmKm2 zUp~(Ilb6qT(TBNDopyVs#(vtsZ5oTdD%m`;U39lT2cYlJuD^K97fmkA9SY=y9+dMx zui5xDX0z*|KR#sq5G4Hn?tAXio`JVXFZ&id@5B8v$l4iO-~Yb%+jxq8!JkK@8{wV+ zA7c1pWAi! z-82sGBfCI9(0i&}WkNp4mTBX=OE>&l$;0VW@V^CWliYEPO#flMTUV&HzXiGv0e#7< z*I(bxkRn%id~wNnmGv*~G}upl>vePYurp>x*Mhcl3Va{B%=hbT4r4ofhq^yNWBu#j z5cCtI=^pM?;;w1*U+6{calE;u0DjRiF{W&bZb>?(hoy`0?`It6`{9cp5?@3|3y-7D zPdHxs3DFGuPTb{PzfXCVqRKD2c637Mq4tyQD0I5;CSrN{Kl|CwCa=-`7jvWsKtI7A z4D@E)69PZB{ucNjXEHc*xZy?{8gITrbwOs(YJce`IB!9{#0NT`Bs~>2p^iD`=pO&4 z|39$sLG3H~*koh1SM~~E--&a!)HnMA-mEj7w@Wt%{dq`(4g>u-{Lk*kRzKi1InxI3 z9s5X-&h^7C&>fB%m5<@M7_P>2w~5Pj`H&&%DAOFt<1 z0vMvN9q4(v8*=Ff1z!L|^tA&$FLy&O{h;6rV2HkUpy%ao$fX|?d;tv6*ADc&+zq+( zgMu%BA^O^Zo|n5Jmwr(21u#TkJJ9oTH{{X}3cdh_=xYahUhalm`a!`Lzz}`yK+ntF zkV`)(_yQQBuN~-lxf^on2L)dML-e%+Jui1dF8!e33t))8cA)3wZpft{6np^;(bo?2 zyxa}B^n-#gfFb(Yfu5JUA(wto@C7hLUpvtAayR5MUor~TTi8*!`r4~ap0RLdp`BGg zR>*!mY#Sk;$1Vfs=Gnu{8ji>9JE5OAj`I@==RCwGKlur>uktjUoR&-?5=Tl;@hYgz8gMpnZ) z0QSsc6Pf(V`H8zM&CJYJn~oc5>MH_v`i&SRYOlXJ{2&BYg8 zVlvHge&QDUmit6Y-iQ6OpZxSEZN1K3ePoj83y={Y8)IKQ@^a)CoS#5nGwu8Y_H)kG z_pY*A7`>@B7 zJ<-@fxJ`Qo@05)GO4-R`Z#eRJdq3$vkcpUn;-Evq`H51G{Z}eJ?rZh?CpOu16U&Ev znzSL>BX`vDKFFxiUm*iTKY@)JyH{D|bDp6-$`nqnfYau4<<-82GKd@cKxeN45cS(N9`+QdR z#&(wchC5E&z7zKxb4Ls1?>TobyN{N*(2_d&zP<@PUD<~}-}Dt$WWQo82-)3y$-=chMxF8pvGiQ$U zedk*}aUO#Gv$S#UZ>R4PpS|Jp=FJoCwI(n1`>~fv-vE!IPji#oX07RfjJeFyaQ_%_@>f$SFELtRq8@JZ5r zNPgO^^PhX}x!3v=cJeN!USkF(~u08VI z!~GNJC*UvKhfwqrD@-?p?IGGLwEv~#`L~K!(kHRecZ~E@=vsMa+BxG9^tba9x|;;O zPdz`OvYyxbA!8-4xqHpEefHeneCHi^+I>cxkHVJx#?s5PSD$_Qt9v+GKz;Cj@Tl|7 zJ=gT+)Z2OI{$j%Uf!FA6YQKL1IX(I=&d=?-`>xj3xRV-PyYbU2ue5QBdiFlGy7J*S z7fWBp{Xp=tlQqVoCt@tW^_JTvob{r=Q-43v887Y$rd?y}X8jG;w{d2{Z>}(%2HC%AM>~=l>oV6A7!i>YGi)S!aL*E;2y20AQ z+oj_t4RgfHF2Br*FZzl7jqaSEh!461<^<@s4%Ioj^UuG)zLD>|T69L=!uYq|tJb%3 zP|O#2;7=b{8=^mA|LKY=udsKy@#dRMhsW4X8|T}cXE6TH)BRMWVcfq+ccuLP_jj0n z4F2;G&68iJbGe*-W6r^Rv@-d?fBpUYLBSV5kGs~c=jCq5s2>!30SwXC4)na-4Y~A# zf-is}`r3h>m%AaCeo*iQFhpNF(DQOP?uK0YLBSWm5Pj`H&&%DA zOFt<10vMvN9q4(v8*=Ff1z!L|^tA&$FLy&O{h;6rV2HkUpy%ao$fX|?d;tv6*ADc& z+zq+(gMu%BA^O^Zo|n5JmnlK3$Ih0(!UM8`6_`2W?lf-Jg)2V?~+kmYxD zZ4_xkb0v8Xh%u)mj&Ut&h+n}9B>kt5uu&%x)8Q%DDM1$7!UM8`6-fFg{aaI+LW?da zIIZo}z$rn7v+#hdU}s{*i4VyI{ZF725yE z`W`(5G8$wPyXaodgAYE$_FEzcVb7iECwAUdI+OdGenN$m`zJ23buKclTeRjzXMs&; z*H7%FeTd+=^Z0+YjwUZ`YV#hP1Mmk~2K(~%k}P3somb$Sj+G3a{ouS8_tI{veSqcu ziEaDp_qlbwPWOn!mf4f)B3v=+WD*usMD>}_T5cDWxL z`%cnN%=(a`*r`U=!}|W6x@%(Iyw4cDu#t{!71rYKc>6miS4eJ*+=YMk>LV}PM*AY6 z5AVw!c4U^=@uK)q~$o_aJADsgG zpPeq)!a$CS3nFnJcnRiWU;j^kdc^bz)xHy$E&)6qTlJetKWO@iD}Ps!-<3Un z_93&Enf8ZXnmU62(KlcDs#lo~2KnFf*twHz962&~+@Mcx&#K9SsGpEb)61uh9y9&K zdy0PItRG1S^pf>;(r_mR{Ph6Yq^GT*Yvw!|d>EN4xNnIsx{h-Hg!+g04CUK5sSj_Xv1kAN53n>})H@iD&^PU~_nV|&{l0zEUn~D%^<&;2 zp2qkGPiAaBQtv_e^o7H8KRajbke?!BhKCVg#h z886XO9)8&2b|3xrYM<~gz85()d}wRc3$)}c$X{N1(fS)>;3uWSryZaxr2ii;-th^Y zv!TtvgP_ZPx;x{CKWy^nYp%K4+7|aBzwNDWF_|#^>CpEcI@v*e?4zo4Z2d#Sd!?Vi zz7uqI+ea_0)HyflOn9%Iq?2LZL3(UdzDIo*eJ=cm`0(GA(u*xx^n~$w?$3b#AcyAO zdHO$n8XjsoX^pkshNu&73Dwm*-S+$2tuE0A!LMmk@FnEfyX%a?YxNDZJ?v}oJhPPZ z69*c9LFQf`%XC$D|Ag9u+PK}1T}vI8PuiJ3{=sz0@a0{!=N~#SetlMaWUsyUwC|_h z=p**1oD)v?iq*%*#6zq7s;>MJNx$7kGADulNCkhx{0&yx>f$V=>^J*0Ncj7;+Yg_*aU=8#zcR@JpZjC$w zVvGoT#4JDQ?`@&As}|D2V(W3(-59?Q#~2azSlRxv{drqxZLNj0u-JMWb~ncF!!bsL zJyy2AY=7PsT3b6)vQG9KzwCcrCYwO(PS#m>9kUJeD#@7Gzs8yq+1hushUV@}m)m+y z?B~b6{cgMMYI`qBxb6*>J(J&PKiT1jA7(Pk*SuyU$+Ig9{mLNom@YG+_pTk_kUzm58VI2r93 zvascUDc{q*oH@?5xLcGs><{OTPUH;l)LvHF4|h`{-*)+Ra3aszM)I_S^={`#r?yD>VEe)!_BTUQ+UEY!!%#l@8tg(K zSK&@x?5n>dIUKTY-VOUsuAd+u-EJgWA#3@_M?PYAUa((ZqIr8- z>8+o77;-phkNg9j0J6Z>Z1ft*v-YxcKIl?tf3BY(L()7e-NMgg|LTM47szm5t$Rd~ zpCV5>bN+m@O|>TFLvLhx$p2|0*y-T@X6zba z8=-vYkM3>0>H}LOFRFfcu>G}g;X>=DyGgc0yW;-hgT;q_qrKhG9a$>pC%CJGXQkwj zoQa^!_Z;+YlU;9UWo&8s6z)`g=potk>gsl}+88wA9k3~m?W{^;%aJ@+>K>Cjjj!#p zEArD#Bz!H=l}^nrT__fFXzdh*G|^-RcCTNnLQ)wy)Jcb{&) zzo^fHM>oNlhjV4$DVC3Zg7XuUi+fcNpOf4g z-JSCv^nA$5x%=i2(T6*z*~j1yWirm3bn@4Q)7Yf@aWV{l%``5$*gqpQWHAG!|qZmcJJPFso3y-V_F z^a->t+Gu+k{Ywij7|P~sz?nL?!nr!^1u=eXFB))e5`KxUltxbu+*`po16{C*<+-|h zv-bAGzxn?7jj_xK!$;8FU!-#*=-oJb!S`=2Sv@j#&cksYmh&oJ2It_IJHg|ZVBblP zqt4X4iL-(5@6%KVoK3v{fd`E)JLz0z99R5Rm|rp9M0dR1_S;%Jq2Az2^k3-z z;SYaAwlcT2vnxyC!L)mwk>t)PY}lbc-bj1|y({_#_7q@04F2QuFUrGaA@d8`4*VCJ zk?+P?^?9!SO^NHcaj5sf2&E1+> zK!q)N=QAf_VmJ{aZq3W}m^HP43LCQXnG-QFoQM(UxvsfeQwylDCGULZL`)1PV#KX^ zxgN8o7EobBc0O|=CWaF+;yl+icWY_^6}IG^&zy*f;Y5tMH80m=*3<$jY{<@MPQ=7; zB1W9&y5??8Eug}dyz`k8F)^Ho5x3^$dd!+yK!pw2`OJx!7*529^IX^5t*Hf6*phcX zb0Q{&6EWh}yj+i2QwylDAv>Qr5fj6S7;&EKn!7c%fC^jk&Sy@<#Bd@;+?to`F>7i8 z6*gq&GbdtVI1wYxb6s<{rWR0POWyg+iI^Bp#E4t-ay@2EEug}N?0n`#ObjPt#Cfi3 z?$*=-Ds0I+pE;{c26Vgj__3x!){QNuYp%Z5>}cO8{lIOqM}RB{8^2}Gd;c9+qjSe1 z=lQv7(jR2JOSSgHP7`-6+;GG7wjUQc!NP?L&3;a?RqQGBE{{Drxl?E5ufOgF?GwDo z_82c-{DjFTut%_5G8b%6`@{N@v-;RWLWaRzpUeSSbF!BbSs-$k`z7b2T=oOsa?8zj zcQ^KXR%vf-dnEUL=|#z}7i-TvcAc)D@cnn(@q63bNS??s?w1_j&X05nc?Zg!nVB)$ z4ZJ&cAGp7kbv1G?-WWPz%lszo!9{je?rbREqM4KKI}ojA7Mfk9>#h~8R6e$%9(m+p zJ6}RMJlJ68U9f3_+@tPqG_2%ol9eM*$8H9C4dgB*Wf#GH7FaNpzg+j&Qh&dfjPQo* zZ?yNsb`R@*&Jg$+keZ83n z7vewlB~8jaJv}ajo(-<%B$dyPu)|%*>4Hq?3&)zb>P(u$QY71GvXD^S7*zfbCp4&=U^XMpaU zPvI`=Kg|5m!v3gwvHseX&-*>8{q^_VS8TRn^M&uHZXeS=>KAm6v^}-h3Jgk~*gj+W z0euwuaR(~j{IJ^UpPzc#;9J%AXonErbHWxJG@~zj`LrwgJ>O3|v_Cn^mp?C^$shDx zw;8>WU($X!+rqu1*ib|Fhd$CDY}PM&{0ZY%H;OLyZmKW(BKoTrO(#~~2A$GF4;5PR z-m`uG^Rh=m8|R&=cXW~H4Y)TJUIK4)9f`jOZ5{f(hT;Vqx%H($mkMm97K+ zOZ~BD*`DtEk@IpN{k7L!V|QeDw$w6KH|953M!e3S9h*^BLA;JHsc z@r2pdqAzgQ`Ar&^xH}2{NBj4-KtlQ-_uM}y`q9R`{M&B3)%qKHaes<_;s}$+q9dgJ zSQ}M6+;a1+Hoh%`FG@CV{kcm>|DT!B7^nGw_kZgb@X=?NY0SQNa=Xg@;~$tubPYie z;|zD{U@Oi00W_lj!dH!ND4yM!BK{9gLC0;6vLPqN>_>D)lkcIe&@bUFGcz-m&TSjn z`zpa-#LGFqbGP~yJhr?qV~^%S;%khr2B(HMatwS9|(t?&*Q|(-z7&`g@Jrv<2>d_VW3D zcnEYtZ_%Hl^$X(r;RVcp_>MoSKB)gPCfua+t`FFKGw7AL`{i=!<0yx8+-b&Gz`T+E zd&7;_+nql%3ui?4$L+2R=4C1^d{N%!!y7PQ-`{8LuH&QwylDrR{v?L`)1PV#KXsp&?pLEug}N?|kM&ObjPt z#D$F45Ui;MRM^sXK6Cn*X<3hAC?JMuD63BaM*&>|pQY630z%vv9NXGe+-S%C?JMq`)f2SbP3dP(A;c)PL3hPntu$9(kLK?W&3M1D|89e zanRgse@>1e#hQN%jnXI}hGqL}G%Iuo)N#<<|D5*sq+}g_KlYJF&NG<=RQPZCey>*h z=HSWiZ><2RG72Nie@^=kRqi7B@VNo&V1BKaFOEF1l|X z`%XGPfsMg4=FitY1oqfx|BLOWP;DI2s5wgvC5fs2mD?XW&Zn0=J^98d-?00Z?vef@ zKF>Y>tl3ZEj2dS*uyZ(k;p#}pEVVnV{z}4%$olWmB-?*& z8690hD|67?zfJ!e{$~_$a=4rPr}mmre@gySX)_HN(W@898<@Kt z(!K8fAKM>$jNQJ|k-Gncy`0k@FTmZuP5H5`f5!J``Hcce|3TYsq!HvecRQqe-L3I* z{yAz-$^UyTYUml!OA)GmLU*6cKSTNn?LY55-tOGZ_E*U>qUXPH`{Rt$V>(xh4JB+* zenYnC7C!jk)XEfz3-NLu4^qi;0@f}F5JEDX8U)7{Y%xqz0|*P|I6{;JD9uK|4N%4 z&>{IxN08Obe+Ny71TiR{m5kvv;|>_%1_1-FrLwRoh!~XRH)=F!Nd11DHR85-)6!bl z6hsV4`ZsDcsL|D-5pEDL@U|+Nf`~y$|3-}lIn|px!VLlj-lV@MU^JORm>87puTi5x zt=%~^!VLlj-fVx_{{HRy-;-wFN%v!Kwz=Ic8ub&S_B{v~c(eUy`~SCV|I^yAHDs?# z_uvj954;xB!loc%P>#Qi8V!nsF7OC92pD+(Bk5oD6S`C2jMLAMJ)3ez0U!I{@cpGF zbiacS9(XO1g-t=kpnuo?$Jv?VbO#mpG0mO3r`;9(-S2*9a`MS1+r43P=4_*TC0=KC zE8D&Fg?9h!@4rcQptxh=RqMUVY&acv?3X9=bx*}{$DLqzzHhB_AKaCO9Wk$;_|C0z zyS5-_g!iy1h#2JglT!@GADz6akCHf=WrJ54tT)d$4J1x$vy3t|e=#Oxg-zvCY zgHG^5E&Wa*TkmjsFZnQX^hY@9pY#_6rZfo;EGYd>iRNUZ3OaF=3AkQ2P1 z^gAt1(!Y_s2Mvi8{Si+38wIA2#2Z{e>33S3Y=6C0*E~aFMSq0vE4s$ z)KN!GZoOsN`HAwL^>@l^=lo+DQK-{lc=Sj3pHu%`sm+=4O8yN6rQd0Bvi~<4_MjoL zqCdi2qA5X6@Pg9sv^Yus9@U#?NUZ3O@V_SgpU@pIhwC13?gKtuciVG!Qr3T~-3t8| zwEuFK_`{R$efN8l4}9SLlh^I>I^EyB{bXm|F}>fu``X>=+|BT;-P7ch8Mg80kMQ5O z{V&%YHrxes{PD+`eqz_%cGcbOJD9HJzyl7PoUXgMxmT&&)#C5&Zh6o8JLR=={xOXx z&~F$X{SoeHJtfHVC@B3-i}PR5|ML60_LTMCb(Y{{`wzs3;IOfDy{Jbo!a_U)yLf#} z7c0b#>4wGj%7{pn*29rs$kV{$A7HY4BV(Xdq+2Ah5iZ7y$fSR^zt}dcv9tzasDdA0 zvj1iO69r1!C=DjUtqEC_9*++=a_Hd(t<174`3^AI{)~);Hie=Q4m38x&4Nq%XZu^j z{f@RU!mWaqJt!VCH)9(q_>}>f6{-@n5MP1aagZS^*nziuG71;ylj6? zkJ25-#G56gNAjL$oM42uvg{}6pY+fEKk6XkJ~RyJCFyyFF{hB%x}N=H|I7Y2rGbpw z&@iOe6O7Q7u%xbF@s1PE5<>Kvq~{qY7@;j;NnOF>9Veb8 zgy=O%&ofRiLR-R;x`M?!PCQEp(QA^PXPjV!wuB{h1&eo_c$N^N*Caj9IKc>Q2}|k< z7VkLmEFna%NqU}ff)Uyhmedt2-f`ktLWo|I^gQDPBeW$fsVi8#23Knn6 zvu4vF%n#g;7_met{(c-w8h?cD-@oL!^g~M$$KeC+{C%fHt=L(R9!uzcNnQLwXo>DP ze88Q*@06$&I}6fd37zG4G%}hv+^0$*m*emOcmBRpqE_rINRK6SzoahyAhbkx96sRA z-*-yXik$`Nv4qa@I~o~H9PU%4kjruSfIENRDN!qS7No}#x?fTke-K)tI}RUk=kGfu zYQ@fi^jJb?`5ldnCJy(hQpn{ve88Q*@06$&I}6fd3EeNLi$4f0(H(~mxbyd&618Gy zL3%8qv;2-mMiYnoR4L?g96sRA-*-yXik$`Nv4rlI)Wsi!mgtVd2i*DlPKjEvvmiZ| z&{=**BcqAKeX104ISwCi=kGfuYQ@fi^jJdoOX}heLQ8bV;REjceWygN*jbPsOXw`W zqmj|X;XYLgxg3WNxbyd&618GyL3%8q`z3Yp2cadpi-G#m<8CSVCv{9gU184)>{2$mKYEz@5ME zl&BRu3({i=-7l$&KL{<+9fuFN^Y@(+wPI&MdMu%{{EkLO6Nmd$Ddch-KH%cF--s%a z?RS>o5M%XVFFl@7Ko`^tZ+XrV+#>uHsFxnkDB!=h{8iog&J`YuXl%IF@&ZTct8qu9%d3EWecoXZg@2>7VV-`%d=1dWN^Lj9i1eu(RkeINXoxN2jii+{%{^y>EZm-UC}A$ z-?W$2&%d94?giUN)1=Z3nkKV0tmy=1#jajYKr;VtMFptKS55~7TnA?PBE+oJSq-L3 zM$%c6cL+J?O_wcuVe-TiOD9h();}))i_!G+}z>BIsrXgMYU)H5BX*{o* zui}<`x_DWBrFYUl+h6S`>TB8moX;fxN&f5OhPR2%?TtN*LplDGF*nEG#y@E*-Ml8} zA36WBd2G%1L$%4L7mS7-Sx=TEeJ=uJ3x2dfDNF>?FV%}4|LZfSGOP> z?d|~Gc>^|p9=9LV`8?2Fk6hh?aJ0JvbmtA&0D9bhQ0MbNcRg}-3&PRv4$$UZDf>># zmMt&y@@~Bj?_I<=to2HP-Cd%wNqx@a!H?>=-QdNG%le7LTT1y;88=`uR^P2y1FA1X@-W;02hbyXQ1QFZU60jwE7pK=Z`iVD+WCp5JD?4FJC`lm6b8vi;S*)amoG|8;uON^)Vjm?f`2xqzD__ zO|9rPg#p#q&mj1w$M8^hLjp?8@;idePJiyKf99Fz#dC_@0iCn$zc86b7bdvKewfqw zKRA~K`S?}rT-*AGe9VR^>p{uRd=7|?Li3=q$D_!Q%6a50-{;Cne{Xm0X8X(j=X}Rq z+D7u9dOpq8mdSq^dvg3yAIb4I=N~!$viWMxKXd+_>yI{X%Jo;SKXd)9^#eA3G;dD% z1M8@6t)23plz(|!sBX$%QvTxe2Y3H=@|R`Ho|Ap2zU)5wdeZ&ssX&Z67512}4sf?d z_6Rkg5A@L0Q-OZuDL#+s<+@v=dW0I#2YTr0sX#yS6racRa^0;_JwgrW13h&0RG=Su ziqB(ux$f4e9-#&_V5RQIUK;M7u<_b-5H9=cqv`Bx{`OZi{QKb=qh z|Cc{3@%twbOIKNS1)8wBqWiew>%vCD?_TmLo|czE`e`BK=mpo0(F@D+$3$CgNTa1e z`e`8(yO*Tik1hUN=4wTsUiMfpev~U%CG5 z=FqwR?)F%w{2}EpDSt}&TPJJj=1eJn{O8CYn|>n5sRI~=*)cf6F;0OCcJ*;us$p#N zPe~kuBHVIvs9;wg$K$$$zQs1Ed27TN6yX}70tLJJI5qM}FJ$SaB#uE5ZaFzru&a;b zacBR2(@%u^u}%Kd=?z>KRBRJ6&uy|(^r`q=M**+1_*Jgj`u<|y@9H{O(&>NkFs}Sr zej7KF{@#XYd)fZ7|0Vx%T}ATW9Dj2B&G|>pzq&CY=bt(MW_>bTQ?Sm+^+#zNx&EqW z40HXN>+h65`1(4os|2U~r^vP#PwYSC4=I01`P1J^{uJ-Wj`Hl;;3m}u^1GEo>&&*oU;7CFa68;i5I&0Yw3f1I}y5D&(A>k++XJ(nDetQWwDKAf*t2^ zJ-o-`(LZ$O#N;-f=lg=Qe0V_8-{%Fm+5WQs6<$+$O!A-Pzd8Qo_?z>OoPYT|Gv}Y; z2h5kcvC`?1^Y1{HTz};HE7zZ8eVOa;ls^=C3v?)ZAyfX6@|To9rTpz5D}P(Mbope3 z?D$N72I19Pf$7N<+K=IK^e%c2DNpBjn@la!Uc?$N04?eO>Zi=|d-NE3I{%RVD|K&w%5hwl z->s_}?Wv2Tf1^jFMbTq`>*ie9{;d6E|6{(D{3rQujz2m6=KLe)UpfEG`FA%*%=L%n zh`Ijit#NbxS=ODo{w{Pd9x;8*nd{F+mt23R{Hyebl)n@?YUvv(fBEb37qjo=g6S%^ zuD~>fLOnHso?sZWstIO641?WY-1u8_65z2)SSz(bF}A_|Bo#djc7Ji>Z%rb=W0kO0 zYJ*~IgZoJ;dKm2f;>O>aM1aRCVXf2##n=Y-lT`FD*!{(gzwv(TI8Q~Njvrn#;Jdaj ztMt8gKC-*C;hYiW&cb5ll(WwpB#UC>z}WvKcxI64>-MbIJ?x~h zu>M@IufLGq!uG8An2_b$IGOa%_NR3uZGk?Q{V(|sd^P#6#uCPh9Dh1Fb&kI||A05< z{43|5-Q2m#UUUAP>kryQuD_b>v3~~L=GVFYv^J9K|85-Z#?q93RBLM?rU|-H1U|?j1BA6<>i)ULO24-2fOxi2+%@Q6rM1lJEaU z|8oDt@=n$f);B?~Q1l7DkCQkZtT>C16ZyZ!b>ygJpOV5Y4_wCmZjNkn_b?A&E-?B> z21R&DljTE;q<_MQ!14B!BAJcXB!QNVZ)9VsM2k zFeS0!N(6rUQJc>pcRi=(7EHufxB?zK1Q=NS{022tKK%(-;%ke{2}EJ zDSt@$L&_g)U(-KI{=01H^OIEwqI(kSCd;le>k4$zYquK|(+%TvQ3rzYmU$2Fi95IN zOiAPM1F8ji&cz*uPxX6X=k}dYNSF10!S}DyH!hWa!se@8zpUpO+-_5x_bX1D#qTnuqI<9~!~403&ZRuf5leoaCg$n!J&tf$e$wCDTy(Sj)wM?J%h~_>{K@%A z@}I(!lmF)U<6~=%zh%#O&OaK@bbje=Bk@^9kn}Isa}v!}*2N=s$D*y+ry6Q%|^f-X;4%{$B4eaGZza& z!gL4d5V~;oY&p*M_L|>$iub2(pR3PZT?aAJEfBw(!({not&{XOI(Qq)_NTs;{V(}X z@?YZ%IsWAM>tjRCKf)Z%=2|)bDr>u(f7;oKoPU=&b*?|ko~B%X4fb~B`ZL$xDSs%s zf^P1R@`sc^m`pFsEmQuG@`t~p{K4!yttjUwhI0F<{vftD{Lo($jS=IJ8o2?A6mCgq z;SLQm8Tvim=+MUa2t3a{SHtN0@8n z{Hq%)0!^52=KNFh^qhaYe$&<+wXfv-JJ%n%{)+ReTz}^JJLL}@PssImuD?xYnexxS zmHcIN|HN$aev{h=LH;af3TljyPXR*!k=$!8KmB{H9Ub%Qg=P7bG*f{o7A+x&HQfqOUDe{*dw)3%5 z7r+pG?Lg&a`iZ44bo=!iZ;E_+k@O06Ja?IJ$HSbL;r7my8@`(dRa}#`TU^fz+og5? zQhA3gKh#CiKii-Bkm>Wh&shIzZ6y0&@}K0t{r=!{E5?#Sn;d_9yw34gZN+(M&OdVg zmGjRkmw-p){JV`Mx&F!ZpY;iNgpV0H|L*aNTz~i+v+<3bf2RD$$I@JX&@XcRMSG~c z(#Mkj^7Y5kCCeu(2WJshFXo*N>G+B3K(4i zaVl7W)zaV3PxSgty~inxwbqvkf9c7=)VCIg_}o*0eQ3gbjpKJ$xZikoSP#bVl6RR8 z`#YJN&CvC&%BMf8_kj=ao7CEb}F&N6x>yy&j#cAkrn* zAGDP=pQ>xHTz}>ItCKJ0`ZL#`jW6W-JJ;WByvX%;uD}1U>+f=YqRFfK+5y@838(;8 zt$~NR3&LS{Yvd6SV?@{^X8He2`mfXl*-Mu$uV)_?E$-_$IrnJyQA(c>=kX33F6c#l z+yZZBCgWVUI|tx#imP?B=Dt4X$?}u_-acp(+5WQsCI1mmNdBASPbW`e$iwH*!S`N(cGMW=lUbpU%CG5#?xH?S00(`&s=|}{2}EJDS!C; z${&_2!M;<`4NTJz6iq>gF(<}~;lzwM*DkCt}2{dAT05rWR0P zLv}uMA|{3tG2%SeHFs-j0Ts67ozI+ziQzm3`n2}53D@f}B4kQI0wOJBlWu0lGKA!t5S=7wFFS$?Yv=$7=)_GkUa z`&jnBrfN=K3?&-`(2!ZyGY43`$@Zj`Zu{Vh5EbTT!@&>Vkr{*m*qoPXy0+vG`gPn54Ov{orPsj}9n z>k`N3`XkqW)_2Mp~`-HUGiB6ZZ_nr|(1dKM08mfS9m@NAY`cJTG@^q5{<53S{~JB>MaP6N_R$ zmJD#wqOJ{VoFDaX&Ett*b%=Fd@BIK-39_RmGclbrKAQB;_Lu#y z$PkkMB>x?aFFF3?_?z>OoPYUzbLi&$Gw0vA{;2CKji0&x5)J-C*Po9*`qbp!duJwJ z{Nk4lRy07Pr3e1`9sQIQvReiQ07L-|NnFOzt?ed|GnnF=qFbA`3ct}xc;H3 z2prRsl&|u5!cK`gHH`%hA`iSR$`nKl%JLgE8dS+%fe~&HFz{CTuUxUp&QBCuy@i)m zeT2)&O%ILEqSGsMep??q&Sgk82UI?C+xmH$j-w0nylg&^<-=o={-qt5&3)wb-o~>1 zmHCGE8O{nY{bm@0lER)MqCbUHt2$|38ra zy)}FG|Kxwk|C9eD|5@YluiTGaMcJ#-GYqBJ(I4S1uPH&U#V9EKPKy(C9__7whLNK` z!dbpiUkJmxtCKolWBj+DZi=2Pu{4?j@x&D9;bZdxQf0c3KKWzPZ&)pA9 z&N}NSlRfv`YqH1dcAw1MWA5Y=pZt{REFS&SlUe`S{)-GJ`~QDr|8H~Nl)p7v5LD9DdYfkGXqJc7NULCVT9$$K?O9_a<(h6-C2qTU#h^Qa}7e&VrL2Pyr1O!xc5E`1bp^IXvs)nv^=<2+&EVt+DFL2P~+MmGN{*EH;FYyQQ7xAa#c;av3Z^upa zKY$-!3jW7A=bT^m-h1z|V#Ug`;vFlbTv2w}W!G}(A%~UQZokWIKJhQ{FYzz&Z}`ok z;~9Tr{Bb*pzv}mU;`NCxh_7*SkCoeRgv}9GujLf>Kx%rm>#vm&qp~`F8*d7`2|Nwe z_1DUX@yeZlNnW7P{Dj5wkSj1fR`I&TgYBIL;kEm|s!tR8PGcRyLw}UoM}8tssCC6k zU2f9xFy~L}r)#NsTrIi&+<$d1@cikynEXTiBkKaai&FKi{80b4Jwy9L`%C z;xDx+#GlE2n2ja=B>t8?LH}dB_CGGX=vU?N!#`r*bz1R`m1U*8L$Uw5>-#?7+J=O6s=PTM`O~-w^^f6+(6y=`s=f^#^>1J<+Mmed(f-!6 zLi|DemGlDisg}f_YGd`BcuD;2YeD>tvqAhdJR92!{<`VLTgoY?eB17ySh-5S@3d3- z@JBvce*W`cmizRMZ1c70e>48T_zUAt)y6aa7FdV)4>o?=;lBlae`3qz1i)mjM7k{} zFtv60IJtJi&!nI^dW+1|890Ak#EAlYs^P2rPiwRa-3Lmaw z9rfqn!x(PM`cD0v_(9C9|0a~bH|uhNpL7h)A8{p*$#VU%zbuBp{U`gw&l1mHwWrWM zT87>MP5tBNhx)ha58XGzcuUYpfZGb=T zzkjw|cG<7XzWeTH?@;W%`yS=kFCACzTDz{Se-Qp7@n5rF#DB!U#Q&zVL|-xfruu;X zpY4Zjb)d(|3r=N zslM_b!8Ed8TV3fn@l)k2SG^YB?uAcZ%h|YV%Kci`fvyLPw!2NC6M&(l9pl>Hf%9|y zx&L_n@*bf6q5h@)2|KCrkb&*hI_z-3_lduW zzccot|F^yRzkm3{t>xeT?O3^oVxMw|+&gjh+5ew>Ls_1er~RY-mpx!H7b!IkYc%l> z@sE7BkN8i{M2%J2S`hzj6Z~iQPfYo~Q^c-8pp0Plm~fHlg5#DUr`3Z3fpR=;a9m`% z;J9VTY4xB$pp4nZgo{iU9JdTPtsWEzl;dfG<08`q$1Ount8bBO(=9)tu@23jA?6{a z`}X?mh3hi4ZTPVqyvWart!wsAZJ^4CypE+mW*2)OIP&)@tF}^QI6v2)`;X_3`X}@u z^{?9!+8^3q#}&jM#9zJ#h(85W6MxhHp#SxX_djpB<+gI{v0t(L#9@bhxSVtDkLiCi z{=oPP<4=sgG5#ofVEc~0T7ClGcWR;OhBchgsz|%6( ziG(m%UPlcjr1~;ijfh$j0#D0CClbP7c^x&Bkm}25H6m(B2s|wlok$3S<#p6hLaHyL z)rhV3Ud_S=xqkvVg4oNtr?Ic4jJTo4O5(Xh%f)LR!k^b@eMAm@Oh>4U=Q6afx7G1s zM@&A=$@%@?Mb`mqS@Stu{~D*@{;N2Y=g;$`&>z%4p);s|s~)BO(KAB(OZ-9n<(SoQ zFY%}AN8)c;2jB-S6HWYG_Xzzz)fwB1|MkGSN6IzV{!ZSTIJE4#+ivAu?|N7H<~L7~ zyC)thGwZQ`RoCec@elD2@gMOo@h|c3_Je=t7v%nl_`VY&)LP0~Rgf`WA3e z4q9=qwM^1UNG0kN8=Szph1nZ$;P8W3OC) z>_`7*An>=8=09@(@%&N$82+aIrTwA(CH^oxM*P+8#w7kE{-*yy|4V!<{l&2XZylG3ky$3 zexi@v=UNxtk4g|(bRrE&qytcfFa(0p6J2vug6M@O)F6p@QHCf4g3%LQb5w%pg(uV? ziFr|mC7(s2E@IC~mh;zj<@$5~;au?iQUAEUrT(S; zq5UQPApRo$B>vVtK>x$`0sSxYn`U2z{^w)Gw$%*52|AHnw0ypTp&wFRkNoey+dn9qcjgKb}9;7pfQZ zZfw~b)IU`>tG?8;Qh%s_X@9U6P}2TZTjFPg_(Rr#_>1_n>Ib!_#NXM5(*L0Uq5I*b zNRDDf*=^U|irzzU+wFJJ{@K4J?Z5g7#6QG8#D9!Gx{cp{ z;;(T(w#2bLHk~8XIk=tpK?Y%hxrS7M@p3~Ra@1?om>6l0AcGi<#QA;cY=!z|N^7d* z^hSMu!tTcw`=##zM!YMYHK{zS1Hbos+wvINF7XiTeY^|NeTN4zG<}{yV<#3raqOV; za(=Eq_g_5^JbzUeQUBPPp#GKpK>Gvxnq!N!zk(--KZw7GKZ(D^j|h8NZDza+PXD7m z<3a!H<>G%{aKXjpkV8LQR;^rBR;*lER?5$Q`|V%8@cA#6JMOsGFcbHG^&xovdH&Tt zF#g2&o5mjX2Y7+;$88pWZTX25r%q%JW@mP$vy9W;y1Y#5HI%mcgwC0j={6E5Z(Uvn zvWU<(X`@;-1T!nsArOSOE-w?pqr8yyo6tG4GTlZ3<*m!hKz927zvU;={n!@&sOJ{3 z5YI6Pro~wn+^^3wYdxO7l0GJHKEd$ZBd%1Rf!2Pi4~DWfZqpl_AM2=V&-Lg2tNVfH zkNSuDm-dJDm-qu1iujB8Q}lu5>9kBgvys;&{>D4r^grl-y&U|{8*cbx`PP4&Qg+@& zzV9TtiB&6ivUex`>%T52_ue~WdVuGj@duBkQ2$f^J2s&Gqy5`n>|eegJIAx9(JiX2 z6z*0|(m@8%cUk6neMHJz>0PId#Q9&?_4oHDHo0$CW8l!??&HYaO2(Ib1bku1KP%?Z z=Q3t3mmxITAPau@NgiL1@3dHa4Ka7%2d{Jf>|b*Ix&QQB@cf02q5h%%rTwA(CH^4( z0?s7q7jU*2SNza{oe~ucH6qJ|6uqkKexZ{Lgjk9x9h!`s=dKKKsZW z6g!pOcH5(T=}TWOYwucD*00w+4qwv$-{^lMM$hw4{YU*z{jd6w_HSF-zxnyavPHh* zGx^VeAJrfxcN1-Z*98?+M)xkNP40oC{9{M~vCE44mc|0TIN9p85{ zU8V27DW;jt*ajG`gSf9fm*w&D_I{A( zH1OU-A2;^gq_zcCGP>qL3?u7!oZoZV9%JVEbN})DQU6f?(*C$Tt@e`kSFi%{hpqwf zm+u4Qq=`R$J&3=tFSMlp;eHqWua~R;dH3Dx%N1ArrW|whr^~6Qo?dRc`Oje^x&L|o zdHyv=Mg8}3)qli)FYWlN-#@Vw@oOb=)VrlF5Xm-ykk1iqqm!7$)!P8k#|aVaWCzW) z+PWv<5$O#3o!U6REJjEf7CzJzwT>`Ez##c zX@9B>rTr!TApRo$6ijVc+hg*MBULx#y5nx*Z(j#sZTcVTpW&Ibx;FGbUNZj2`Uf8^ z_uTVfx!~s)m*4*OrgH!N4<~HE^WWkT)PJh;sQ;<|Vf$=9*!y(U|Ncxc?Vs(97t#LD z%`F!Bj8B)7c)GatxIG8DYjz{EBJQ0sAJHB}jhCl-^cxT(k<8%ywirk`uqJ8 zi(S6J?0NEQ+@9e%Rz1I!7MU516X8c}pT-eY-f|l@hO}G$qUI=U-&cRS#$U6pbXsFj zI*<3^{AtZ?&A9%yC%FH3{-Aqmyqfxl`j_^H_LulWahKu-EfsGOe>K00_;ZZ8>s~Q@ zN&HR!L-zyyFFhypKXorupOgM)TMPQ1^gro;GX94>Ai9z9hi4yu=)UiSIQA&E?TpM0 zI*19Kt<44WcQ4v%pip9@R(eZr4>|})Cx($;*Wan7tAURaBel|7a(mE0Ksqsu^t%2| zEnN+Klo+X%-jdsc4g%7NVWijfcWUWs;G@Jynz!1pu;}MXzfY`ZtopT@d$4=3qpr_! z!{5y@5cl`AuVXp)b@EvSAEjYmizzw=Hd)Tk_2>TM`3rqR{X_kWSefR+X@6*ci9hhZ zNXx+xe<6<8@TJ<0<|~1ZlK4~fD)D#3;OT$JS)u<$|BLDGpoK-9`SGB_rUzb-^AY;cY`MWCjQ1ddRnS)A9dBG#2>_8#Gmeu5`Pna zt4@?3`X6OZ@)MSxKzJUJ{S<$XI}Ff<5dEMWG+VU|+o++OwTzk*BmZ4eXGow-O+mJ{ zMnz*KtYy@k7_ZRzbzdxKegeLj;R?+Mcx==B59d3<|ohjx1;P_3qNFKPMsr- zt9A3YmB;zx--+wb{g=-P&mZ*<^>4K?YFEOhB%bnVf5cAH{=&aB+!K3+_=EThx`X%^ zF>B)Qx+my=(El)>mHsdNPx_zqKh?KzoIwAZ{x|(^JrDIKe5%Bo;D3+qpO_Z!x43-@ zhHBia~`kbasF7Ei9}i~ClfQ)~wn- z_=#=3WKCmzx&GXLJb%txVLI2C`g8Q_J6PiCo|I?q_ zNNYm>pZ+)F51}I>-XcC0<6jwHGXBK)({qnMX?|j>zCIx#YJ{vcd>!9(>X_Ej%jMbx zS?}>2eq$_@X^5VcYKctZ&yB=bDAOoCE7cO2#Gf09u~4Q_dRD3>GKoJoQpU3U#Qdhw zv!;gQL=StstHr&tjs~_vX*#?1abCrN(C5k44fXr*Sy#^AaN>;Qb^PBU*@SMLU6$+L z){Og4*MjHI&JFdC<7w*O@HJ?Ek}c8a1yZaAXU27?=DTQrY)y2H@Js;hZ=5CU6XFlz z59|dmi9bwl5PuMVn7#1xpnHP&BiT~o58^N4&kj#9{?)J){g0Qo|203iSe6FwA}k-~ zp3pjhWkGS{r^XnK`guecz*(Zh5ML(9>BBG z{Bp-vogXULVm9ub&>WgRyXidWSlnHKx{jBhUCDgTuX>s5-|aoc_S}E6FL?fRUr_%v z?56h)QvWu6N&7?lOZ-9nr8*I~lK9i@1=fT3oBjv=uZE%WxuE~4>(cO4_+j+F=zr1w zls!QIlm2(J9rVBd`uKytKhfgVeRe>;`IDLw8Ce7HP-+8clp#DKvP7mK$oaSB`Y*`^ z+4J*@5%Zgw?Vs`RZ|Vt8^4l55f%bdUS|8vUZTIgxC#+MS!-R~N;ztVhfzIRnZ7p?8 zxc>U?Aom~7AN3D(uIf$D)W51Po6dx7q5Yx#CH~NJLHq@spx^fiT6Cz>#Gl09^grl- zxjvx(*{~G-Px{}CKQR8l_>1U7#y=zGpt$+@j6clH>Gz#HH!vwf;F*HjVnvq9e3i^? z$T2+gGI|RUv~{mFD{@Qbt6*+>=JP@_dJ7S>HP)IHxh3;eFt=gUXI@5cA%eE3hp2?$4c@5uK zKb5im&d0vieilQLe28P?Iw$9E{}x<-?mwPC>L2P~+8^3q;t%34;!oml`XAy`&C>s( z|4ILw@dw6Vsvbbx31y8tG5*B(8{?1FcWQZs?J54cAoow`bMp4b0@U^kA?u0dNJ1Ey zH-6?nwSu&=-pSm}0)dX%RYnrR$UM&9mdn>Atqw>lmtTL~77Lc2(A)xkBxek}Cp^m| zNZp<-sknH?d}ZVuB*&1SP1C;m9)^w4-m{PKMHbKNbomU+?34q+O(j)m!24kU&PEG_n2+qHa)*tsz%w#(z zF_4*=nnMtrH`4ENj#WOM;fZsNJ*~ci`p(T~uy-!PZ*adl+BNpZ`P({k{ki{m{v1P5 z|1`aj^epu+?GNoQ@W!wt{viG${tSFAc7yoabNv3?6#Wl>R;>DG^uOqT(*JHaoBlWb zZ~EW#zt!Jn{GsW^7byOq`H3xfe*$>~_^;QU6f?(*Dr?5`U;3FkD9b z74{K0Rq&?qh(B$Q5dR}*q0dSYf1BQ*|3Uvt}B!{!zgyHXS$9xfrTuFH_7iwGAZZL{#Hs2g>yaAoZnVp!jfPOy-9vg zl1b~Y_mV7Z*yMYvzVFa{mHK>*`MFNFwt6-zcCmbf#LxA)UVV1Y&#TbVp7Rv?9GAx2 z-EVe30Qc|Ud9OA{mE-)fUcMG>ZMgpS{V?u7KTCSfc>bt=sDEjHXn%=6EXGRwMf^$p zP5;CFEcMIif6@P>|IPRV<1f&Onva&e%fuKH<4?#_GycT*o9=}dBK|lp_X{jpOnMls zu2Jk1ul9g;k~6Z(4KfIgTk{1IgW^yo8Fv{qD}(dfLd8-TF>YO`J1N82R#FoRqK$~0ccVm`%yHiq}LF_L`F z+j0K7#uY?>ou+HFj^D;qm+op3=3BcOB%u7|)B<+=cObnT+d=*1d{xFo$3p z&9}|eaXCNmKi41o$M;^pw`REic>ZeKK=+C3kA9C}|1`Wr{X_jb(5tjRw7++*eT8)0+A)oVG0J&>AS?fPqF#Hg%}-^QE5ZURq3b^Wz6V!U$a zUy>InG(Taww9~KEU$Oh^oo?T8ZTJkaK!2vD>7&dKJuP}$@7jucrZm1-Z5!v8wd49% zA6fSi_n)01oqh%a{6YLxu?6ub@i+Ys!`$@0 z=zj%%61_1h7I@QIh6cWC)>v;}?%`Q-E2 zd!HT?ad~Nz?;pqap6d9RbC}z}99nXI#m!uQ!%DH&5`GRI_a9=l`JD0m)xARfL;aiV z67-3dv_EQN^qhD}`|E2#{DHGU{4qQm#J?495r0*GiTKmbh}aO~&uU9`E!3uJe2e(A z+ZWKMS`vRb?!uZ7e-VG_ULgL2ZXo^~>V}sS{#?-aC$>yZ08Hjeq}y@=Q(KphlWRBp zObVK#x5!MLf%DfzoVb9~*GbF;t%2v;;+FTApT6gzhZFWZ{lw~ zBlJHSe$@4#|6%7s^d;keem-nHUZMWyyxf1R&&hXxBL1KFiG*y=sx>fCLO4oqKr_lg zbFHST&t-yk&x|KwFV|i z2uJA+Xhu0`wyNGsV)svIjIZho)fxIt6@8z_X_Rx~rwitQoZ>OW22(j3cU`+*-+URr zN6PQkLQJT|pkrLl&-Lg2Oo%nD&?WgZL|OBJn5jck(;ni_rgYpGs{; zpG&0wWxlA!&2isK^;L7c%xx|GU;6*RohXUFh`)%xh`*{nApU$_@Tc8BG3EPC5xWL~ zGJ@G-!bPSFj$4MDRu2jU%JH(Bki^GE&TI+OaB_DAib=4okv?Mx7VRKEzAiujB8llYtdhv@_O zT5dDU_oDwr{}Z+Xd&KZ{^T+9bdu+qv9`rxyf71V?|Eao?{`ZUKe_MV6-*;-E>4(TRjGSYAgBC8YW?T8)TW5&}=lL?;r$V0j%i zl#uGnXf+~gNeDbG6P-v1gXMM9P(rFNqt%G5_Fm1x2DyKtp2?OwPz(bcBW37qx99O( zjy;Q_*jVnD=&+FInej}Mm!8Y8cil2h0*=l+o161TeuwK{_bB(D?g^ehkJb6RSkyn% zzqCKJzpe*>H3G93F3~pP58WfgU$Pf6)+GL{*eahN;(z)-^uOqTRh>Zplm4gTD2?~f z|D^vdd%*k+#{cSb*z`Z2tN%H_Aoowi_ni=-)>3|IoVt%8M_mXVbu+e;X!(!sA+4~P_i|TWm%J;peJp8Dg z8sb-d*0cJ*I*xtATI>04Y>5#F*70{NJcr@$W4qnc=YBYUT??*%>^JT|oI8{}f7CzJ zziy9Y9n62G{h|FO{;>Q5@fYzY@weee`XBVa+MV6>Kk0un{=oQ)_|N){H}M-7e^NiP z#+(>`WBd_&AxhPkh&!Qt{^Cyy3r|RXqL1C@S{L1qN)TCeA`MBT15k!A1cK2MU2{}| z=!GZLAc=WVhA0Gr(Gy*BRD$S*C)6N`c~OQa1cK2MU2{}|=!GZLAc=WVhA0Gr(Fo03 z%`c?)CsbeCUPSB*b=jBrW~a0(#&J2pd!o}Uhf&`(*EWwERh@^Nd+^b>_QT%S_86D* zBNycBENjE{ultJokLM3Mg!+g2x7rcfAH$KfzrG*B=OX?vyE#kz75E`Am10@qPhS_} zZ~7nfzv%y(KBWIm|J!j?*hT^Acvqg$_Fgf6v+*&atrt|H2kMEpcp*P3H)84sIuYkU^MWt|3)myxfq79Q7JCCPo@0NGG0p^2ze> z!w;9=Tyssi^wLYqWtUxAF1h4Vqc6GivT~`?!qc|3YuA>?AAh`T-n?1j-w&0WZo0Aj z`q#fMSN-~`^1B;uD0km=PuaA2Q<~SwO^X}LefQm0ZV;I(ueh>Yb=6hn=9_OS>(;H4 zh4a5h{Iz5ypLk+px%19D%XQaZ@AALCvfOgZE%LtDti=8E3oClh!%|t;uuyLOpZ_V> zUh~^>)+?P>#i$n?!2RH z+_=$XpO5v|_b2RrY&n@9FLD3bndJGS{-OSz7+awI5qnDeOZ-9n75ahr6BtV0VXhd8 z_?!NRVQczd=6lL{2!EIUC;d<8N&27kzZrk1x{>i0#$Otiob+t@U+aIj{6vd?r%-qo zr%w{oM5???X8CTQL1idy^$DFbE7SAy3+3vouP&=rttx;2>Q|Rnzxsd6&#TM-Hu}}& z@BW{^EC1Ku{7v~^fAhb}$tRy&?zrQQa{vAJmmmN5N9Dcmc~9B#jc+Wkd)*FY@4faa zC!KUsxpVE>vgOIA;%}+>gEec`l<%B=df995y~=A}``Yrl*T25J?|ttpXPj|n(fPM5 zX%4~vY}&L~ZoT!^@|CX~S9afh_p*bGy~FEXR}MM&kaEEV7nH{ydkmsh&PxvBh8wOg zpE%-(vU26h^4cACC~tr3+sem2_OWukd(&vSEg%U>>kk$E@Q{0ii|$tF}>u1OmuzbrqI?#H(MS8*HmqJJkr{hW&DM0e}+ z%vz89JAC8N>ka$OMqI5v1FZezCx34MI)L-bx^ew|Z(+abdldG={nyS3&mZ*<^)KyD z)rqvf9-AiqXgICfPvWoozOP_bykkQAN&HR!qxonJSJMBW|KVc_tGro@r3;NV$b#R+m_4uI<7<2sIv@U{ z*Ev6Mk(OM4?ms_kamIN5sDG$`X@6*ci9dj|h`&T1C|;_z66-?znbw8)JH8XC{tW$( z*c%>;rvIfng#IV}&xpm+|7QFLm;xA!{x|(^`rm>bo}c*d{QROk`;WNvFk(I6M>U9H zhp6`w$Ya#zu2Cwrj&BmhAZP$1`UT-F((y_8#?zznUcw`fJYqi&*HYiBIO?b)%R5%C zDBu3}Y4+a4#lO7R-c8VV8!lP>tFrdawdJn6@0RaBU0y!;!Gp@X-u15X)1UrSzN_?9 z*|ces&_9uUzr&NIvANU;V1R|8W2P_m#DG-BrH#z3-O;4mhBE^dld&zsFNgJtet}wdKSUPAqSG z``gQRzVqGk$3Na8-;uhv{QeKWFQ=XM?eey_y{&xXq;Hga?zy`>x%nw6?jlMc^LhBJ@DXzST!l1+xpvgr*Qv-`f~Ly$%khB`Rrz= z9kaA&D*PRY)~<1M_=h@9leh0iXJP5f==qv37c9~pCJn)sXk zukQ!?U#>^#e?ec+|D^v(|6B9{{m+U1r+wcEiGc|F2T^0(eZ57y8oon>S-pC-{6Lb0-t* zP5HRv!k>xH*q8Ggt}&m0>(Bki^GE$d{Y(2p``g7mh(983O8f=nP3|LA@N#@U?)3hhE$b7PQciypOfi#ZPR%D9r7Kg_aAs*dH1{DUC#gU`POyg z#>Mi5FMPi2y6Z0GN9X;hJpRNJG4Z10F7)1rU3cBpatwN(^<$6Cmwooxw;c4LgXCLL zzi`<)hvq+4%iY_r`rH58@)@_?zNY;8s;ljeih~Y1$nM_8-P!v8s_!Fw;~OX0`xf8& z)_;`89(}Cnx0>{w3eBJB{P~a84?q0Fa?izq<*Xl`W%pKSznyp5xqMUZ$!$qr+mo^T0iOI{iWUdYMb&<_x4%Lf$?=b&d>Gd{;TIk&I!*S^$+wT^)KxY?Qg{h zf)$8Ah`)$GD^?)>rvE|zi~gtk4D`Qqyn*ot#$WP&Ph6MAwJ$ z2gV;>r1-b%hqy+*`HBr|;eM;?Bp zd|mF5SRvna`pR)%sdrLuE%(W{kd8X?NVyAp?{ejpS4vJ`V+_CLsV$N-c%vS5w|Lt|xmB0V{SC^xYIi}ov^UdW~zq;7& z+y0Ea-*D?+ZjG^>*ji5i?sx4T?$3Vav!eTE%YXdGH|5=oca<-G@rz~C;wBMm|1X;V z_`(;yP~Q2jcb1dC^(~YC^rt^l_L0Be_rHHe8r%E)&;R_7+;{P*@}@VxxvakUSE(Ij z`d5x=f*7s8{{KBCYqCk+0olCiNqHYdf1WCv7rpel(wl3W(~BZ!GSW}`+K=)?&f0Vw z8^h&wOp_6w%CvE{-TQO?x)xl2?mwPC(F^+RJ)DWGGpdf!HG=NZlKO}Gm-dJD*Ytqs z1LBXWKUH@Ue-VHBnIQhoSi*6G?hX1MbuH+B(Ep(S;Wm^0N5T-$5A?qn|6=@)@lVkQ z&qMs>Nx9ECMXf!MokG@`k=a29(PH4BJk;(2`nwlxHBcy{e-Pf1+k*}Q!g3dd+zoyE z?YEU(ciFYP|NRG+3x59d^3)dn|14$Anl+Yd*nhu$%k?+hAm35i6o0QJiN|YBVBdZB zEAN;4t@Up0yY9NH{L7o)RF3@QQ6}GJaq4$6#%o^lnsUS^jwm-=f4$ww{m=jW&*fOT zPy6=UZWkf{3+iwE`N0p)Ec@-ZU-`rlAD3?$JygDa{MX99`|nr2{`Id*>_GDq?T^O& z^$rXDyK1gQ@993`;~%$t#aXyx+lRMKx8HVK`NHQvUtYVzYs)Wxc~O^d!2E6W))5p+ z$jEXO&DlJu_+0kMCb|DY@4(pnr1-P)^WTnaw)B%5Z+JKldNcpXmbEAJjjp7pZ?~e{>({nV|h8{!q-MSj}-2 z@t3a$@h9;&{g32dseVvBp?FGY`d_Li()!TvWI+r&1M;e{7QJBADfI)GtyFl$+P8|7Jv1-XM_VSb~O>1Y0lsLz8x zlnMS~*`Q-s9b=&`W6B-v3kw*pmNM3c4I7J(jXs<|{tdYP+<*0a@%&Z2K>ZVEBJ_mr z5z(*Izpyv3C8*Q>(EjRPApUTjLHuRwK>SJkP5*=bSLd_R{|sD7|1+>Q{V)1ozzlId zs&DRm`d{=v;cwFa^jI?1V|oAkiH&j}v&Nzko{pGxV$@hXnovRlCHT2)ZH>z9N?XgQ zIWeB){CY?AF-IR$-tdMulwV$avAq+av*>@f%N-GVANBtG?_YlRyWhz($@TpSnNIT) zo8=t_%}?li7Z+Z5QMvQZJIkBj^rrI3Pkyre?uOrWe|7yE{_e)#Nj~5;<;bIsl=d5} z&p-XsKb0>Zd#vRr+W&=9Kls59BtNlVIr7LO<$kh<%JE;9{Dag_`1%PoKY=OqU5?G= zxZ{p9`4dk(vCOQWv3Ec8uI{rXKY_7P>iZL)m+wLCu)_}Jmlyrg2148T9~kpYUw{4X zm*yrOnyL5W%;1hWzdy(Bnv**zXDZ+CxyF5jNyhGV#vMBgaaW(+IivlxUBY4)dJow zG^|J0al@Ds!i^B2(f6iW>p09lVbDu2y{zoE+pcz}^&kK6$LOu1_uhMN`NStaQTEw) zAG45)#+&}TIcfYHA%kH0e*xuvVSHAaj#u@egiS+-k_fH%n_h9_Xzr3ZaUOm2l zB8kSDjEFS<($ZGXPlygeY(w)18WV1|d*1U6%B%ZS+h#PUkmNL8)M7;#L&q8X$QXJ* zJmO1;A#i?OC$S4$|88IDdRV-P`;X_3`X}@>^)KxY?QgZ2f-#6ch`)$G6V^6tp6bBi z#NYHk=zr1wtj~AQ{}vq?x|04k;}6&m$lWmh!1znu6O2DR@9_uAPvrL#rUkJrZk?jp zxldvTnZ|K4F;oauEA>~6%2z&`^LQO^%KVQ%{=mZLuP$?~T^{YmcCe$?*LKKMfi zmkTeFJ00*x=GXTdF1h5A^0$Bcx8=kWPAqHgSW~XL>Z-Em9($BS4nD;46)NsC%m1Ie zknoL@zEO7GWf!^c`eeJa`^+=WEC(F$-tw`Jf7Is3x@aHGo#^+R4t(E%<%eheusrhU zqeb%>`uF?RH@}HbOyO^2->W+4po8RlQTvpue|>fEF@G?WaAqyFGG2e=CoETBeoOOb zX6>DZs-xAniL+VtHR?0&7hAkcIKShf>|b;J^_d3l zKb#SszpO8kKBE3Hy-NM7`hxa{_LumB_$%87wHw5r#NYHkTrbf70!{$7rvFL*Q~fLY z-^s^f{D<)e#$U{*G&_NKrudkauR)#hhrcTRp!o^AenLXj2w7Vk8}a{+X)V26u1%2j z9?#)7#zL8f=vk>IP z{>k|gqkqV95=R_yL|M6VWx4dyOXdEtCu4k-*Y_Ltko?8!)t8iwPds7yjgLqUV(-28 zDfiuXZ^&$n|Nonx++0@w zYIRv5fA^z~I;!Y5uKub&GOXn%<~OD12i!hoJ3S+Lg}`$-lbWv>{B++`u(pbWah{W| z8=mj>`~v5TM`SZAQ&e2f+^g5XOw_gwBHr1B-+O%9J?T@S#Y`NfT+TVWf z5dXCGApRi!ApRi!u;w8EbBkpOxriFjP7(hJA?^vS6Ij;K_^C0-AR@cbIEc7Un7R$xH>S=v$$izw z9CLJe^PAsX?!04dc}n8;@u$jN{L72V;fEhy_S|#Na*5;+?!No(a*yN!^xcO;4mqUk zyZ?UW$3OnD+?D;5-CdzMi+8{K-F9!q_19l#-+a+Ic)?|=XM#y{bN6Uy4P`v3A|x$CaA<*-8!m3J-3k;9OG#JRNrawtQ1L}ZCfL-5(pukS1zde~uQ)v8tYJtT~j%X{TLh3}m9 z9eKy%wQ>*k`^zb(oFex^e8=vk_=kV^hw|009#{VS=RZrAt@6IalEnYl+4~A_mv<91 ze{t@)=a$pH{q6F>4}7q!T(y&ZvuXXzj7_n5^X78~i|) zrTxz`@$EpK^?j(08_^Q(*EeVNH&-Dm-r*;P}h~jU&Nop-}FBmThae& zSd#u1{ZIPe^uHN@VEl#gmlrPnGB>B+ck-&el-z3-Ms9)3jLwb&x! z^7oO1&f?-md7t9O^107_uI#+iPDSs+(DykGmOCka_OqXrhaY|zLtFXC!;h9Lue`Dx zBJV}K{cUe6Z+QJ1$|~viG5N03Z?3-D?!YiX``_Ive)L1-eEFW#2R``z@`fGXVDh`| zx_kN3m%dp3_=i8pdmM}M*QjgL&9rWHoT8y@@SJX=PDp${T=s3j8Xbo3{mnS?i6 zr2ozM1LF^jKQR8OafTNt{<|RePv~><_QwL$_G{Td_DDh)nU_Q3&QGl%t*m!4ce6pD zV|JC1gfPIeYY?Zqro+!88dTY5-z8ST8 zwaedh(@kY&{Y=@S>unwU|6lVZkI6k4H{X17x%`UD$|dr5(R{@p{_sb;KSSH|pQoh$ z;DZm!H=TZGfA7^7|Em1@H@_*j-F{nnLhiJ{Kd1KbzgPO(flTw~vC%_$I?jUSClr_A zM{?$fdkN3-2gAjiZe-VEYf7AbfUZnr!&v^KAbM!xbU(o-y zbbn;#N>aFNqv>KB=3Rf`xE}HZuj>i9|1dMd3eoPR9si<79T+y zVn|xoyoHo4eljV?QF$0Er!J=2q8;CT#}mfsV)*`){Vual^u zaIR;X^VZMgpS9y|A+pCvtKJb%TAN0TIf71U(>{N4$l6RjNV_^Kj_Q}MxVf=ydhq?z8 zYcl@8_{(#QKh4YY@k1^6usHEI{SW$I^gmS(R3D!Hx7kdOYov8y{DJWoeMc6tD#o7}e`Ead zMU6ks%{^hy$$M0K808nPg|0n*9i&%VAp2=36^|}mW!!PpY#qIKkX{{kp2AV_=+afj z9Y)R8(R&B!)p6%392Ji)U1i*1)NCEScaUBkcb>vg@#xZ3#vO9A-H$!L=sHPlb>JDz z71aEJl=-=R)8!H`K@LOPG;R>@Fln2_RcDZkK$*r1S>HSsbjAH1{iA<%PRNzwadP*Vw&bb{_FOp2miiu64ZYAorzs zuDQmJjo-`Ub8WO@MT~)by?2;((m_37`pxmLh4F;-G1jLh=)XCJWH}0Rx2Y$Wp(^E$rN@I zcp9qfuayzwl{^2Eyg;G(2|G*O`Kox$?r(Rx-8b9p6JjBrQ)~M%^W&V#xz)QSu-CA`%lgY&!6rE>YuUR&3ZQQQPSh8m#Kf-y3zj7{t|ywY(e}*{7L+6 zacTM=^gjYWiC*+?9ZO07gZ>BoFVm6qznUKbzY8VfU&(&Z|E#%geFmHU_tV86G(Vxw z$@g*jK~TSo*$>-l@~#+ zb-x9V`wv(tpEI7nx>u-wsDG1Pf{Q5PuPW_IrZ( z+tx$vM#34y-^AahE9rl9=K{JzOX6?hZ^Qz%1jZo##MyXxZz^E$H}!DekKLY(OYDu&cONWB2HYu>FcKASo`UV>w`+Wf8S}7=lc?_@|bu%7qB5x zs;yOf0v!TO7WPK;i|HCGfm!=^Li0CU0>A0loZtT)bS*3=!S%=fG7Q80$MZ-1L;Xwp zL;GvCK=DZW>9B{|P~s0?AL6fuA9TMA{k^(Rh(FtTBK~aqM08BsKlFd-|Iz=Y|DSLN zFbMHSiv19O5q}bY6Mw6oT;Bhfm-~1@UFkW&>7sKWr}h}OIhC_<*R|vNhGqO7N59(? zK4FW&$GG-);QU;F?mwQtya%X%sDEjH!cNlu5`QGz1uRDV<(N`!XCF%?{xmGEc{_Y> zzhZUUJHYkC-{R}g|DgYou_ygs`v3Gl=zq}vp#M?r0{yS&#s9MVC#HPgDPq?kP)0C& zOt{E&!Ewuw)9OKiKslZ^I4&|>aNIKFw0ck=P{wRy!bPSFj$4MDRu2jU%JH6V|+v!>6F;mk?tzMba2JeQDTrS=S($j^$eV?IyvlkI!?I+p$zzt2I$ z^K0q{;TcEH&-Lg2f73F40yFC+dEOiBDn{7wIZ{#Wun)!(H5 zsrg6x-;6&n{=)c^?g7T%d>_bKSbU+a2jh<(+qHGsM)5bxPvHAbEi@hR?w){vmWfUz zZUq-7DQA+i7|e;0@QPtPjPpYH?5BGf;jGpK*v zzDS&3&j{@g?Jx01(v`$t#Gl09y-z~_gZ>}=--?^)e+QPP|80AM@dw5qEZ)HQUwsan z@t5Zsf0|#A`zPZ2PKZ!zDL*w%-AA#4`(q-oMv)$QE|C{j##$OnJ68}-Z@hGu4#^2PBV*GJi#UB?Io{;=RAG^=B zF1jC;AhPI08j?r{pbTLM1fwUq=BNbG3s0y)67!-AQ3wR1C%WdS1knpms6i6*q6|?8 z1fwUq=BNbG3s0y)67!-AQ3wR15t_G}Ur6sysJ^ls1Y#ekOI!@!tkrx)$O+yNUr6`1 zzAL41L~Zl9K|S+$<{ z5G`0Olym#GjyDQ^ciksc+E_-(uf`dRds{Ej@i_l@(U#@3wKPh8HBRyGJ0U+I@o&!+ zcs>!|@zm1q#?mv4Hlb@?!fc?>S?7b-o^h>t2+;w^N2q+m(mEdJ=laV&u=jFwF9@#E z=K#6?c>ZKhn0}%DF~7_71odzD8>%O0e^hs-AKM=-&u@E%_Lumh?h)cI;!oo5tS{+* z(Ep(SLH`Re4*H+;zZrjE{Dtw)7c%}E_hU;O+hfx?LY;%#i63MTCYWnT6&No!oLwCs$qS@dN7L99yOR5kFe@ z2kmd<9`G!bKSNn{2=PbF@p{}v_eOi5PuMV;5^X(CH{1qN&MMz z`^4YG-}FC3FVO#bPX1TRPoy|?B6Bc1vooD#oc7k`Wm>PHwACkc&a6zgkwAIt@-mP` zguY1|)v6(wS(y%jAiQ;XnGhc3g{WcvtUdp(_4*97_EY{)R_dJJ^_;D(tdXy|u07Y^*Fx6B z_6hf&?Gc3{Mv_G`J#2>&HwIu!`{#4vR{O`U^U?}2m`XBVa z=znE9N&l1nC*xm?|5cs9_={ub=MaC&_haXH_B6UhwUxr%%1JuNAo?!LJg<*Pc`Lo^ zw2?Uf3%maQ{=_EVTQvrb7>?r+y_a6Gnb>3OJ$e5@V}6!zFkeP!v_Tg94&!V70WmVQ z@4$SBpLw10SDj~T$Mxs_^RpIbjOUN~hx(WHM{OzWEbXuC2eq43S7Kd=KhnAoe-VEY zf4hG{|AYP){ZH6Te-@Gcx2^}{4~#$fxzKfB{Dtus#$R5@`0xDuV%Z|!@tOQ*z>jJW zle-DGmp~l7ig%4tsdaplsSVl*hFl_==z!{ba{g{ThLu_$uK$u;oR051nNF^ESwA%E z&j&O;?KaDC%$RmPuKbGmYP`grQ$=n=@0ZZ=F-MKRcXObP^Vhh7uQk?)>)+NRuLbv? z;wYX!>L2P~w_~m+Xn)k-uFn?G{t|x>e-VEIV-tT{{0Z3F?MAhq^grl-*!gJwhVGB- zb7Y$S2mKHFU-Uoef71V?|0#OlS;T+s`%VZyHiRK|2buaVpd_Q*1N9g+uc)nF)*irW!_n)2( z#Z7Ydc>bt=sDGPZN&Dk#LHk?x1Y!@wAH-k8pYCVsI`~hYzasvo|DpO4F}b===zr1w z3VlKUi~cA5Px{}CKQR9C{Kuc><`#>5#;40kJYC#++@1s7HM@~n5%*4+k7y5~#>-PZ z`VEMYNM>+;TaCOVv3$>N{r&!l#qeF+htWOQ{5tn%@Eo)9D=jiJ8Yjb#;2E{!cwWoL zkamk7)tG_d-js)^7zn--=dbI|^*5hM_XGD|I&*ejc>ZipQ2$W>!uHgB4ebx@FY!lx zw!|<5@fY!@$CeCR6MxrdT@+JI`=S3s|4;XZ`>gaobS- z-AMoQ+54Z}_ni>O9>unuk=a29F`=`yxq$xeMOzINN{rM>Z^`XJ2Lb8CFw*P#JGFE* z@KIu|})Cx($;*Wan7tAURaBel|7a(mE0Ksqsu^t%2|EnN+Klo(0#RvQ); z{aoqysr8IizgBY(b`N&c^*IW`D)o6)ryaW>j_g=YdHq=hAEjYGizzt4~#!p{Px9)|1QjLEL$}Y-9@ZhEIVS>LDc9qz8jSL4P~n6 zATZtr@7mG1mVGgy59Cu*V_{@3hy00kFl*TtX_7khE8zcstNcICOMb%eYCV_nToJyT zk#WDsG>q$c2$Q!v_dM6o#zI~FD5dezw7txV;kmk$voxPB*%tbL^ndAp(Ekvv&W7yU1{ zjr2bgMlfINxy66&`%YW@{fS}Requd^?X7)Sk51!;F(-r@AwubvgvJLo9AsFB+~}o^ z@hcD^nhDMy>mT<|2nO|M>txR<7O}eTKdqa;ue^#=)UTP*oI;Y*^V(u17z5*`QpT8( zSPIU!&CB_@{-)!&|9JkOJE(u~oGPApRu&rvH)rtnjH4 zPcb(AFZ!SKzZrkPv!SXJLRZlLrvHuoK>wTmx8sEuGX5~Se_~p^-{STukU!;}f{;k# zIGGqKgsPSLtH0M8&3U|z$N6JvCK73}oJ zFe7;d#C@`k0=7eGIW|4F@l$c2)V;06+O3}A%PoJ;`E9LZ4K?1z^|v)qe*$|Ztq=Aa z_g_AHO7r~TEK&co{h(_?{hM@&=F3y80(%B}h5DEF$Myv65A84UN5c0#-XQ+!*Ms=e(`at&t@i*~z#4_lA(EoY``=9f3i)Cr>F2eF*?g_0ESQZpFergOdh{$d< z&LB@RimqqL+Bkv5`DF!cUDDzN8N{;dkM}1Ki*X#~@d)s&G{4O8X6J{9Zk>(qUh6Z= z`s||fkmJDJ6{zcY`Pr4s=lqJ}xc=SV(_94iU*sEj{`8F0AL<|K-=r^Te`tS+KZw5+ zlLA)~f4Z&2dJuop|DgZXFl0U#^gnf7=zoTP5q^fQ3*#TUF7!W}?s$m)C;iW)FX?|i zd;inlpJ?&wK06@a{7FrTjI058D767J$`BqASt8RAo|?D_e{usJicZi8Wm z{F}bQll)%BaiIOKoYn_+UEA%Q*>raG{c5zgQv67XJ;Ua4{&mZ*< zbgt@7(A2-GFPqMUU7`J<{U!d;bCEC?@fY!@*beAOFNweDf6)J;|LJ;x{&&NY^uHN@ zVEl#g7sj7NC%%C3-?=&czLVz$CS?dbQ&3y1$WocFlDQ2zhG$+zZy|!V?zLt`ZpnNV z%x%wnUPwl7A%eEXTC*azWWEaKHjMhr%jhjc(AK@ytjH~yuY$Slna>N!=q-fOnj6`$ zu-N=qdrrOjwEE7G`m|aqU*AI$f7k4`^3>Ncd9*37*>~%wGS=Vuh^uKoiy=uq#Ia$W zlk>NK3$8!+AI~545A`qY5A84U2k{s2C-FD^5AmsH>3`Axr2ozM1LH4M4c{WswHbN}Hi^88W%NIZi2m-a_(D($b?Na7F0Uc_ID zDfRg_;?MM+4DmPp5Bgv9Kk0vqjb!{Go(V;Kh4B~0pRgD5^TdhA_zUANh}XW*@fZER zlio9s|MWGD{SP=f0gyXZdL-Y;U@Vl;$%$YG!TGn*`s4nInQX@;1~M~Ka|nWSNA}Hp zLTRtD671tvs;{KJbMu+(os00B+^>#yjlFUHw$5CC?mwPC$B@)NO)ms~bbU$v+c0Fa zJ<6l~q5UQP2z(`agZRsHy#Cw_@u%y{iqDC^>3`7wYB-Dj7yU2#U-ZA!-=hE7^dkLF z@h#ow)OaQR@8`$=*8Id4ygz|F0`d((mFwOVjp7;ga_3oGNB=}IDcD> zM#ZuRF=`ty2Gv;qr7c_S{R#h8GtOS!cfe`(9ERpBs$W;@c0SPt-KBNSTS(c?@1z_@ z=|w2{^R+ReL($F^|O7ZrnO?awXs(!J2gv8G^uc*&%x;+wl zfYbCjK7BU>c}R~fi{CqO4$g1uG;wXX{@i~&f7Cy+2Nd(Go~8b!{h|FO{viG${mi~cA5Z^j=Of2n?x#-lXeH8IA*_!Hw#vQH-N4fnYjf2il^uZTa)%l!gN z7Ly(Zt7{ZH#j8D_o#c$Ha)S&)xz-?K5Mj)9y+?Q3%> zU+n|lrPTR!JkDQrBG;e$kLQp2hx(WH$8-Lc_ow}J+#uMYVGiPtwid)+iYtjfbstm= zN&Ia(!($C;UFd(%|DyldbS3?7#vd4eVf@8>491@re|q8LPjhom6n#$K|7Zz1v2wI~ zf=HE|T6A5y%DBs@Ss9$)7Als)i1FG@<8*7!B>9>Ze4%0T3@pmSqkG4tfVFtMflxe(>#e8ZLZH%fDb&Mp>`P+J!-_7;s{^R)* z9ieea>L2P~+Mlqgw7{B63zo`InMLH`fuf&M4`@1!poe_;Fp z@hHY$YK)KZ2gV^jzyQ28 zd#~SHGu(eXf7Nf$ed79~-y_&R)IYAHEmuta8~(PxqeuHg`%C;m{8e?N;0m`J#9y$V z#9z7>dTc@bN&k=jZ`GN^-}FBi{~6f`*iZVO^gnGcF#fr0{8zu<6R%HnL41vqd#v1k zBW#YidM&502U63kU4N~N7?suW+jvvhP2g#$uD@1Bj92dbOY#DR<|j;-B3EGXzv{1v z-)8Sr2(R7u)$j>)vFDVVKFa*i(>jKp)$Z98$N!vP){g6+Vu;*-c7}NVsDJdCKI&iE zpTTp`u(7r`)MmqepwvAhKeWFMuMmF_e-VEo7o)m?_*?ZS{f}fn)Rt7tq0f!c|0Dh) z{$%`v@t=kxGxjF_c0YsuN8KOvzaozJO#DyHPv~>U!?xP^G(!w}S+xz@ zzdP>(BkC=Y;3a@L=c~#Q{~{1dsX$m^tfN>fgFoXn$yb z6E1;1ndDm%f9RQU97y|1`%C;m`~`gp-AMdJ{Mqjb;%{3IwVMfN5PuVYo35n)(VYwE z4lNn~Q;g}DTT9qjEnf-vdqLly*fKc*FqtcnZp#TwZCyT2uHEo6DQJ$~A~SUc&R-XC z;sQ=zHxvZgCvb<_PyHeO@bw}7YWP9- z%P`(t_X+W5J5R))ZJ&saY5Rx%5B)#-zx4kT?f?cM{z$PO;xFP);&0+_)sxHnAMgmLqJ(gi-hgJ5gXUUIt%-ze z&#E;rQ9?LMZ$LB3L36F9)Ax!#1aKHtxE1T;H&a-(zcf8{hk_vNjIJwZ8-B=lXO1@%-gIK>b7g zOZ!9nTXh2Q2k}?Joxq~RpPqkF?9j)OiNDPk(Yz)757!;^znTuE|C#)K`rq`wv+t!e z{V)1o^uOqTJ-_~!-9Itq`%V$N27xky*<->*rVEZ+hMZOp3IxjWw83$a>4M{yA*a=Y z0)aAS8xt-vU2xno73AKQBXK7Ommw}3f6*Pr{3=a2fwbtd&M?T^`9 z+F#-i;xFRQhP@qc3x+2CrvE|zi~gti*zmPgPiX#){x{Nm~!bpB!7- zzF_=?@t187f3f@ozVFmR(-H6P2?%JJ=tM#uEU%-65>kB`twuyG34y0&q7w;Wu)K~M zN=Wr(v>Fk$Bm|z8iB2Sh!SXt4C?VCC(P~80k`Q=WCOVN22FvTHp@dXlMynB9?Y)|X z4RZg4VjSC>(A`=lI`*yWvv@Aco<(wn&@=^>=^W-^Jnn)3eI+=lj6V4D}E7Z?!A5KW<+oZlOAY_E+{r#yZ3w#9zdp{h1*C zmNP;BgZ@Xwl=Q!gBP-`haHBQ|} zvBx#^>RZ4?IcUYb)-p*aA(f~b5w(7RRGTaTF3QwF$gP~eF39xt*Lz7eY}hE+!*Pc` zb70S3SWKt#g!b5Hj`wKW5WnlQo;CiVR;L)+TT8YM*KniMf_>`N8)e#AN0R0rcVEp{&%~xn(+t5Ul@O4 z{7w94{l+8XkJ~){y0GwslLJg9b z7iEY-AQ(N-HAf|gUU)(cl9(4|h(aJ3J<&BsC5T>lLJg9b7iEY-AQ+9%yw&_ddVfOC ztK}vT`#@b{V)$mO<|{%@?7jFx8Yj?q2 ztNIO$KQaEMdw}uBZ4!T-n@{ggM65c97OWP^xqVy58wJ0+?h`6)ETiOCFiePHk9aR2fAQU6f?s=ZKMpm+1p{?Psse>gTH{v!TVtWb4BY>!Rn z2z3r_Cw`DYm|(6URbaf_kcS-g8Z{BojAx|if7Bem$6dPo9{oT1zx4kZ z|H%5&X!>9DznU$j|Kaf&`d=-#``7xPEkBXs)QQZ&?99$|mT}r!mzQb1hSFA_&^fa* z-9`fCt;@?m77_X;ZB(mDlA?qyDLSRdg)%FYOQQFYyQQSJjEgO%Q)JoKF00YeD}5d42j{_6{cfPx{}C zKQR6>#0utDG5*5%lVeK8KP$Gj*wYIaf6Dh`=Xmxsx<$2>!rjVAI>;dUF3UWxk4Skd zz3a4*IR6W~{{H^Nruy8K??GTVj|b|#?8=vT5cIjc|Dc#(d9xNv7aDDl1;2|idtA-O z*Z7jpr={xxuXBFr1ueP$+<$)7;*9b9QU6f?(*Dr?5`O?^5r2t3P`p%aCDw)bGp!5p zcYG&M{Tccnu{Y>{L3a$lQ%wJh{uli(#(x<9V*H`TxXrcqE@5%YQ^%z!aeYpNha&bDo?_~a+etSuM zx>?2V^*pAsox=`CiL=F4LaJ z;r`?KqyBL{-p&j4Z}lx`e`tS+KZw78F^N9~V-kONeh&5q{SW#dFCqV9X6CVS|GJ0D zgAYC`HooE=`TNuVX8eKppZMQ$3-o{J|7?f;kA2?>f$4}_2Qew35N}Oro?s{$X@V&Y zLpJJO=HD@r5Rh_So3&9{+UUMZG!NORdzpVn7a<_!yf$m2vb52CmuMccQTHR;L)+F!>L6)zBfMBI@0%W)`j^2DDlC*5O7e350x(Xd9ixEUw-Lh(1n;U?)3huGQ8( z36Dr;*zeTF`DHQM0uB~f+Xk#bRln~vKfg)v3}WKd=acsxn!l&tbMknp>2=M)MVvtR z`n-nb8Mgq_lWK}?mwPC*HNNNsDG$`X@6=A zg7%mAgZK-W$$d`XO+6cmAy5aNXxLNbi9dCHh`))ys~)Mo9Q_aIi|yP0SabV5%4-ugp#G!&r~PwWfb&fI->nDZZ^S>_5dY21Ef)EVPnVN;y14bY zJqNmLb|bSQ?wv9p(H=yNm#2F48xSLr%;5aC8hJ@#`JUbS`~4G(70*C#i#3`}kf!PJKt7KhrUK zMyP+Ne`$Z}9-#dt{viG${xm%xI>9i!mKt{^{x%IdmfsYa+Y2IqX!lL{2`h7a} zZK_|Rd*ANCj=DZa0)I!_lvYgVI7s_?EZK2h&Q*Yq()=ZR2G;#1ljZzef9^k?ztA_- zKh(d76=*Js_J{VD_yg~Y5PuPW5`WYGp#SyC^*`6%d4KuY&wf#M-DQ`uV&%%RYNwsb zF~@wS-14Wtl=Tlj61iIV-6-jQ3$A4RA@VkizsPg7j6X5{#Q4*T9)DVx-&nS4Ai9fK zw^(+>tb?f0YkW5-_Z!Mo(LrFm4c@h*b1nN~LLbPdrpCg^UJm&a>tNQhFVZA+=vTo1 z|5o{boR|EB;guQ}jAu#gxeL!V1g;U8pfx{%pZboN*AY|l+=KC~9nY=cxen>rr@)g5!evbuk{cRnv$GHD$44LQ8_67A1^)GY- z?N74NW@~AG-Tx;3uy-qnzZ_E$e|k=Z_!s~~o`3#-mv_JCJ!Pf5JF#NL zJIcycE6N^w>{&i>#F6Fp+wZ3SQyWPAPyMg^fcB5}5180W+W+mr{@eGRw)p!K!?^v# zdJ5ZH`>-CJ#tmam2sc86(k%&%4{A8bunxJ=OB>@?AVM?~oIln-?w=4F4&UCMeX%;Q zTm6=k@@kw^_w|hC6q20Ai{d%EiVJ*9j9p8!6LbFUDCi5$&-J&xAbU>tSlU-ww|EQp zAI~54Pv{BiU)rCnCux6)KZw5))(lLUc#1KIKLw`~e`1)ea?@{J$JA7 z{}=O{sQ;<|ssE|}6&KR}(f)ayAZ(rHYQ#=#i}<7FC${SA6B43E$XdhK@lB_WX)V26 zu1%2j9?#)7#zL8f=vk?j$Rz&UNQ{LtjncDHEs;t5xsezPWg4YtrCK7B_;Vv=EXz;K zZ>rC$H*A*o>5SwR;ykAqG4?jf?wbOJ@v0sa+S|OY^27XwKL^VBv6fu_v=_Mlc>Y9Z zSU!{bC;VsV3Y65pO=tL;(EjK;s4b!W)xAOd(di24QuSBk`Efr(#2-zU5dRYYn;z9O zf-@sJ6=w-0?eB0+Xn$?ryny!izWZj%uYPrT*+uThUM25N>?C=LfBn}ll(l!>SJtn8 z%>9NJaDME4ExG@>|MPwT-Xi|Q*&zPJ{xDquTT1--ipJmbbBkqZ@GipgVeSd76Id1$ zH-2giGKk1-G|nJTGK#Ke$=W!9#rb6gY+cgg1R2D#>yP&*I=!LK+70oy=@Qqk9S#xQ zGMnV}o(lawxbooR;_eF6b?p4^MCSY0oS*AIzp z)~v`anXiJm4WmBuGI|RUv~{mFD{@Qbt6*+>=JP@_dJCbn=0-LwEH*#Ro>Q+nUEgO` zord?C^*t={XDn{4Jl*Riucfvr52etMvHs4F7@PF77>eXW92?g;Ilry3t);FT*Pr{( z&JWHQ&mZ-V#8aSKseh{-g55z$`$PLHdq6P>@kih@;;*_Vh(C$HMK{dS|DgY6e(Ouu z|9tSlN6TGztt;oA`{Q!umDd*i=2O@`+CSQV;veFl8lNNnBmOhnupQyw1-XAhpOd#g z7NE9Y2w6`oM-sxwyzw*tsTHJ^^-kt)76^3At}>DkM&@z;wp_k0X>~wax%~R;wpg(I zL_N2L)#RCN#J!|$c?8|h`ff#yi_Mt6L(V~R3^_NeeO1=RXzy9uxiGxsF;=gqc#_Sn ze-F;j^>6!;`%nC6oR;L)+Fy&k5Pv9cBK}egY45WWe|k((F*NZv{SW$IuPFa> zX6Dgy&pi*8`|qDEGwb!4Li*o~Kd2AQ_)Em(5nmFlfcM3Kp&~YAGK@bl{>1nb&cq8H zf7938!9rM<>Vu#a1*&!VXBT%So1d3)wL{3iFSqg`XKoWHFz*Pr{3=g%=D^-t3az}M8j zW-n-e8isDR*L_mjU*eCzSHxe$pSlN#ziZr<{)gL(_RawPuN239iTPjp{=}L!_mq=Q zKDGSf7Z+Qeg7%;GpZ1^eC-?=7zY+gzulP^%6I<~91o8;TKeQA9TDnO2R>(=~1ks6o zj5!by_=EUEpOYZ|qW>dylm1`Tk+7ND3I5jH z#5wY9r$Y}ptQ`BLNo?#fp z&h<>!u_myP#qcKiJxM0zJlfw%siAPLXPWcd3QSlMtf4o_?@2Og{qbn_kH(XcX{@?K&oZr@o z>(Bki^JhAP`lrPasefsIXn!3;5P#_NVZ>j=pTytvKj?qGQvA;cA9z&m!@jv3@$nXZmNA7?JRY|U{m(n^xTpN|r#~;d?6ON)wQ@z-d8eJq(Z_tc{QmcUE)PENi2L-^f7E}}f7E}X z>!|-78`J)6KlX2K?unw$$@?EIK_^y@c25wgl2ePWOII0p88s_|^V>qjQW!B_yJ?(m zO}omtM{c(JvF8^(C!kmjISG7A$9U@N$$nP-CO_u)X}iTqG%k>0Cn}?Df{A93i$GcX zYmCL8Z_)AUInkVi@oSy)$9n5pas6dq)cwQ#SI-#FpXm?kAL`%ErqKS-{t|x>e*t%* ztoWhR6~v#WE9@Bn;&1vtI1lu{!r$1Q{jV#pytaJd^Is~fcG|hDSh=#STD7XY|G*EH zZ=ZU4x$EwA{{KMz7yp(XV_^J2_q6-djK9P)khFiaf3$y&2VX?{KR+k;V{cuW82=uJ z!80dCvMW2c>VRIK(umNwH23#uW0aoj;%LL@{n)t`68KxxzYJz=rF80N!YDo0JD?4t z*Lq*X*v_8P2q|gqXR7i8?zWhJi+-ISV6pJq5VW&Fq1y-H&e&u{9OOG=YXAbU-f&7`|tl}?@ipaERMDD|K`it^ZmZ> zeAh{Gl9&^tCk6%uL|GJEK@m6H*TgN+xNBT+LsZnbBrYt1xG$g}?jrlX38A<2l?acgXJpZZ-b10{z>g)FB(@#G~BS(&;7LHBy@7JID_iv%2j~+tf$DdD&7Ozm7 zUEdXi{I{`y{xiG`{|o$2@V~+TcmVic<@}z!eWK#T7eBfA%JsLq&E2n_(q4*dT)k&2 z&r7DEAQe^0OMAT(7lyw;Ri2kjL&0~q|2@2cLgEt|Pxra1Iz0KyIUb>VD!8oNH&y&& z?hCSa+EaOGN6JgAp4$*#NhLOC{%7>hV;9Cv_m#;10ppMPCoz4jKggfjdvGp$b#92P zaQWe>%o+Yb{wBR7;{p8x{R{k&eKr2x2=G^spCU_>&ISGg{)hbo{CS|_?-yR2PN$tV zmX73o6B3`0IK{AG!|94EenX2FuLAx9{ssP5eQq`Y@IU--@IU&y(Bd1||Nd8rPsn@n zRlj`AsbBHg*XvT{UudHClx9n_)g1&4yoIr$iu~?`)c=khJ813Nb$rI+M>PB0*))63 z9Qx#wPif7XHPqA7!+)kVwrkfe_U~?_Pe1*P-eaEG@6FL?gs;21yV?&w($(EX>%86B zvuVzI@6qR z`Mf9B7pc#BY{UCN{}_MFKk=Jj{i!cL%bMUn%4Lv09p@V{aH{bB!f%KnL- zX5Q)IKQA8ZM5zP3`7^@NdrhhohF+Oc1t-0;NKIp{_|q4&kN>{=@8^AtN7D~}@B{kE zPkutjAAdYem@t91Y~Dhu=w-jXvZ!#swE#K)>pDg!2FQ;fK?C z=bumW=g+6D9HWRoTRS^x#*CNfth3IdL-@PP_c@a9zPjOt8)ymlyOU!tz5e*n`5)K7 zm?}82^PRfweY$`v%_d8Bnagla#V!$fUhI@Kucc0G{L05Md-Y73cxF$=ukt+lxBr8V zrHnns-)$bn5Hc>9e^`G!4i)*0r=WkzoKl}G^pCHx zGJk-7fd8O>pnq$+S24Tj-1ve0WAYRDqv(&nFaB7)dLzC3^6Tmg8PGC7;}lo@=2}|1 zWHoJA@A@0#|4og*;{#1AYhUC5)<4$2taq$GtUs9t{(=4J@=|bQ2j71ze*MZ%jz5I* zKss-=DCNA+Q)kYpRd}_hwd#}&wSjcrSR{K8WWT~yzqyJAb8KS#`15G;N{rdH5X~TvMH2Lw#yyvkWop$=^bmyIS(%pC8L+6ekPe1+1A$0p4chHx- zH$j33vR7f_#*K9S@2;mI9Gj4~COz^f{oxOH(y60ItL~RRWG{yNNc=suGH_LU#Q`ijhc_0rpD8CiZPM>f-m@Tn`V&t&iT5F# z&*v}Ap|z{m(z0dC=$U7p(Y*%89(yc(vEWOZ^~x+dpLt|&!}RIXbg#qGrAuk%%$an` zDJRpYQKRU2-diF22c+E>o_~Q(I{73Tcg8q+^UXJD^{UmnPeI}YXN)~V+xht8kCk`b z`t`hj@{e@rFAk;ae|tT>^X|L4A7jbVC3HXU>p0=W6E&8wZv8siy?ZyUSh1XLzx{SP z;)o+O*6`tn^SNvVeel6Nx{G5bQhw(hchaiWt2E}Ydi81=f9`lXiQ9Sb!G~!1vgN#2 zb0xj?_SxL$y)a>6}AJmeUW2H1cA-2A}Kk7C=r-p4L_RI5` z?Hct7q*UKQW&Sp{byVhy-IG3gUaPbvA1(9uIK2Im&u77*e~droAJ!k_kI78PU+5pz zwa~x7AHZM0pTOU+Kgt|{{lzvU>`%47moHz-evQ}Y!V53vcO>tj_ve0Wwj}It_#fbZ z;W<$JP3GS!dHA0UTk5#L{{sKZe(=9&e8SInDz53KzU|`O7Di|0G?4zF7g^qOo;p`G z&9zG8TwwAtNeeA|3)r@pE_U9TwL2UX3H% zJK-Ms*MIp}jc06X+eDvy`Uzcf@x}B@jw{TZ`7)oiv@?I#<;$1pehP_`y!P5_w4Kj| zlJuN&&e44s%Q;rDOZfRu+qtt_+dq29(RAK<=h2&QyvgTCZKGMUX7L$QL+H{=FVT8s zR{otdbH>ZO=i*m%`DK^!_xLpbU2&{JVFT$SYC|h~NA^JEM=Yp%V91`Zs^`y8I4?c28I{<^xl>5I?5pn-!1)5Ux)(`S5lc1OooG<^67I-Spf znlg1t<&Thiv?X5f&;Rl-bjvNb=zZ32z4aEyK8DelF{AbFi163&z1e%{4&Ezq)WDR z+@WVr$rp0|`SU;Ee#h`$&f)a-+i#`s>a~@xZg+ZXQSaj~_mXVgy2J2{=rYEty8l7- zn)!l7$C>Y|s_Po#7xJ!Wl7G@px>vAGVi%5qB}TzG(DqmuhO+(msW0@8@lX486l3c= z#Qekhi?T;(kr(y&DdZ32FZ7S%Z|Gm(58yA>5h4$OKY_m;KfwNg{RR6I_BY!Pa>g0^ zBH(`zI|}|6jpe}q1pkw-g`C3w^iBGoIy>cV=c?~I<|^LpoXJFFZAv?*ha)`A%+8Pt zszjwaXELG8vUlRmx89^f`D~+WuDOQqcX*P{=RF69AO7ET=wZL$yBbcVM<1Qc{{JpM zYiTuIbkRk+e?snk=-$CGf%GHiEy;e0VSI1I8E2e9ufP5}t>?QcYkYa`OMPw^{o5FZvBLPLd4>6h_2=sX@(1!a=@IB3=wILu;IE7` zfj<>P0)JbaD$fhY4zNFDe!%{+d7$sx!~TT*&ugN*`xIma>~GlLIyc~dfd9ee0{jpE zQ~yJIN7z4+ebt#L&T6Ktv|3jwYjA#79&eH+G}G|9_?4doA}&pTc)Zk39Z(nlxz=&6zVtV+|vY8$omDzMo?P(#~G?$9Hi| zVEFLiG@4@?Q>RX)<;$1TVeId}h|g?#f9_o2s(i7z^XAci{`f!Xg7eR(x$nQv=SWT0 z{I%CztNSS`%$#}j(MM^-h!J$bg%_|qZ>5`WzFG4(-gFan^Ztq0y2K}LxZwt^zlG16 z+R)m{XFZLla$ErW6ZSX!4`~jtFUI{Y zo{H}V{uhy#Hb(G2@i@T$mVBILz4-iq|8f8LAI1MHerWlLzZ;#|!E>F-OoZp{$<(B^ zS!Js=z0b~TpZ$#Y5L`^JzWN%;o!1|I{0ZGR;XWEUYNX!r zFlEXVJ~QcT-IFkX{)c+cL+*sX^zPj~B(aN=`OKvkUU)(8&i)1Ohq#RId-&jk57Hm! zPwdsQLwY?skshrd9#M8Z#pBFmS>GQ&` zA89+a%k|oh@C$E^AN^ze^W4Gw!}^2#$ub%8SM&w+5A?6$id~EyfIn<3fWLr0fxjE= z3D_SZA7FpM{)GLlvH<=E_+Q*71^*NLZ}2}RA8oR!+)pcOi&s~FS?jyuY~`2+wzfAzgjd)$~)|KQVp!^jh?y&Rz2MxAuSILyNvQq2Ygn|M5Wfzl#64x_`p_*2P<0e@nmkwWX%++b&M=*h2N0n5)wMjHgyx z&BZ6I|4n?p(~EMx(|`Sp&spL)0pE`uzx9^QTj=}b+}1UTDiS)zePG9 zn4hsTP|?4f2aECdxo78qV*bgx;QLs7jbZ&k{y_ffnt=Wh843NHWh3y1=?dU4TNl8e zJPt`la0>hl`vdlu*%fY+N(%e4$Ozb~HuV;D5+-Rl}gT}Jio4A`>7S=Y$lX{+t#hRcR}u@K9BFko;`cEH>vd! zzmPo@|G@hv?z!h4zFT564H`6vo_p>&+Od6G?qA+JSh#Qz*A1kL`HZN~KKqou;&{a| z#|+Uu7cWhBpTG4l@q<@id4>Mn9yO5T4R_HNZu`+kCecYJoC4PKoQTyN-@M_E@_9`s+1DAgxM^ zUv1f}_gM7n-=ggxoE0)PN)T4vbexzMKE7S+j;N<9!xGh76$@GiLCeMcZlS%P-S8d>_V8K9_3k zn$@&xH{S=s5A52ti&n2*t>5#UbI#VbFQA@XvZ>7T*uv z!r%8o`sAaJz1vFaBj<&lw>17Hvi%cXH9alwlStga;>MMAr|;#N%x?4dxl>HS-@B;F zZF@IG>ZDw4MWvG;g=xbFF;0R0G5(l;SbvZ|4Y(KbH``6nKdw7XmqP#AcmRL+ypR<5 z%Wx;~C-67y57=L3XWBdAQBK1CEPi^}->|=7f5ZNU{SEuO7I*pv{0|zR;P>R?PmDU0 z(1m-lnX`cme(g}FjHQ9tg*8&)tyQONc|0&TkbG}MS2z9oH@~4FM;}91TzLh3@x>Qx zf3?!;RjV{!aoU*E=!heZ;4_#$qUWD~p2m$kgN7bEl-_vb4O+!K5<7V3oppk7K-g*mt#AiNj*sy{5*XW(rC!c(Z_OW8ca=qVl@scHcNA~aOh+qDa z9_KqH7A#mm>$!dT{*OKO82$Hu|B_=RH`9`(OEhM&eEBjOd-_;9<>Zs;kAHlUR`d66 z-LPKImb&?tTj;-j_H%mlu}Agq`Jaxz#3wpBx|1CnFdD}mioZk7b25FUxK7@`$n%uT zThnv3c!jKO+ecyk6URSQ{{h>L`aXwaqJ$aIKgK`Bu4K+({$c%@uZ?91q@N0DmdA1pZ7i!SOcmH|!6KQM&CVDeSKpmw^2V`&;BC{0|nBf&ay^1pHq%7vO(^ z|LL3bzqPk_@q6;($!>7^HxC#{X<#*`SddzZMY*NWORmpEYB%Kbb2XxYWiRh*=+SeX z#*RImj`-ED=(0;Lr59d&fga@j4Wq}5reAT{op;<$>p4~+F^hZextH&;{t=ye$|-dJ z{ST1b=Wx-57tz1}-~Xd`L45k@r`oBUaisem_}&MJZ;TsvCOyMfJMwDxuL z%{OVg^1#lW-Sj2jQ+>>kW2j|73tf8IrFyp1!w)}9M-LuE#||Az5Ai+>A49qGV*2!# z^t`FVesLJx!fieIZMi9XEnw8B1w5-?!fQ^S6zE**_66oA>}FZ+4F1S&yShd7_!8Rs2N$VeBjO z*xu9Pa<>;Xevxb@F0;8V?ez9R{}_Ln8<>B^p2Yeqb~WUWjs@f|^pES_6t98)1^xj3 zO7GSHe;URH{?1rZa5e0Y6wieH)r$=Z`xEvj>`&O=@IS!+;PHI;U%n~-OXYkgcW5{9 z|4UUY&U7Z4JgjxbAit}uCFhi<-cm`eCe~*<6U2AX@1S>i4}_fCG??#~IP~X-a!lcu zblR9P^w7kKv}yBZ-4n5!V**Q;ET#t@cz})@F+%UZmRP{B;lt_18*ij9zg$S&9B1&K z9zJtv{zo6ut+(CAF^0kP^Fx15|IO{5ddjKvzD*IsiC&6_)ycJRFw+P;pB z4Uqf}LsiLnxu>ZcjazNy`zO?|A?MRdj3L=|5_`~luybDGh^)8MehH&Rj~m{VXUiNm zJ3!kD<)xlwzxq^62cUnJe;9wvKde8q@N0Dl308r}x}mbC!; z1NIl}Pxm7h`x^Fld{@KA#Z&dY!~c-uw(!5e{{sIL{GTEpzit0-C*MEe@8(DUw9}r} zoZI4vcQYuQ+b1TU`7ILS=3w(#gw5e0+ z-FM%m<;$1z{o-kFLwd&UmF^_jgE4E?EPC;UDKwq$jd<_9IeKON1l;$r`GbhPIEX0BD^p1N50qRpM9?P zWk~;(pY*+QS<}21rj!#IuMWK*yZAx!z6L+HDa04V9w<6qY=iVkXEa&f+p^e$mTA4e zx06z_Ef^zMd;Uyp)A^l;>(D>O-{)LRG5<2wRP3#GJJw%SKDj)B{4tpf`3wEyx)u7@ ze4W4_MP|CZ^f?0j1^gN20`M2?AD;uj-@xB#zdP&?$5ODr3YL(ua6AF~3-*^`N!VYG zr(9-y_w0{$xgT5H+3ucpC${_YB_C<8m*PZw8mcl`>I#)BtOtK9DI&p{_)zv`h)y|{8hOC{R92$x&injU^K;Az+dJM0shpz6~Nzy zsbPQEJ58{^YVUR(9QNn>4O?jS>W%y!=4|@-lLdVC!e%??0P7#?U*-VhALO6R1IYh_ zQvR3s#rr1y*Ylm^{rtc7r|!qD=W{!a6^$jCxe&}0Zb>NRPSqQ!=bbM{PjW$%l2Vr` z^qs;VDC%)J)uOyH8hxMm(Lgq%ACy+mozfn#=|3Lo&f4F>f9UAhEwSd1ErviU^d{6Z$ z@OQ=)z@IKVVE^gbIKb@>iA~I#_c2|4)ipHfk;#0v#8R8fc}>@J0OUX9KlC5`PyTMO z;KD2`;D3Ss_xbSc=>LZMCwlYutKU9*@q67qA!6z zfWLr0fxm;jqBsHe2kftd)BgPY^Cf(5<{#+zmU9X_@Cf^ zga0w<1@kG2olyKK`_KO>@d>`tS^f3yvR1#o`~NG2=JBr|u>NeFK>pY` z_qt>q)lmgsLW(0s@o{ge;Kwk7L7?6yIj|#s5BHR zGnt8fj=%4psK_meHCJ$!<5H9F6+a-$wzj}8_f*LF&{F0x4!^s?^U`*V-NkZi8~tPa z1y6*J>Qc-<8569(I4>Z7Ab*R#fc}C01^xj30{#U4cDn-hhv6k357=J^kNx@aM_x#!W#Ghd}ueD0I}uah4V|Nmk)!2b}&BG}pRzsR^0dm{TF z;D6w8f&T^mm%qRN$@Whae|0(dNIcwp=1-^!q`JS2!^l|Yw5OT5fruQDc1HBSKgWL$ zU!302(UpCkt!>p9vz_V9WgK6t;G3k=?5@i4jLUQ3wexL*tWWy@oX1kOqgeL4&lUZb zv6L~v_{-Tnn15J*kUx;WjW!kZkLZh{GhDYq{{nvif62N4{&blj=lf(j`=o%sVSm8> z>Z|tW^p{?x^Uk}F1`Ie-;}b0{18C&PQFQ$cH`21DYast1|BK9r{4Zkx{g=i9`XBm# z|LXttb~)e4Vgt=01eNH6GDNOK=b}t_fZ=aS^V3XZT3bjtO=3+f7sgokH+3C*(PpYG z#eQN>b((iuOQE7-w%}D&Df}Q;y(($66ew9 ztvvhK_&N2Va6H7YVd@k8m;Z%~8^#~=PuCC61*|_^8<0PcztBITYegn_>U!5xE{FcL zF#`Tbx+BDRfxm!16~_aA!~PH*0{g4z)4pT>K0f&=8gldy>fgVA`n1rIM;=9^M~|T| z7cPVT6O07?5B;C~Q}92zy#W6k{Ey;C*#G#ilkcC9_vDL%KKkFSxc<9=g9~C=<2(PM z)=5p%oy?UEoS{-!$uw|qK`cZ6Ww>ly!ss}u>AuHbrbVa5Cz9L}eanoRQ-{>FXkNJo7Cvw0(kUxwg zAb+8MpnrisfWK5P0DlVh2L3kt1oj8)uM|@d%=jI$KWEN-jV`$G5{^j>$onTojXaTV zzU6jWy2SQRWS^|t*Ra3gfAF~w-zN=aus>mc!v2Q;!SK~L>wl2*o#dW@_*2b^@4r?O z0|4>CL^tqPc)Tr7^Fv1D;!L3b{WSi5|3oXlKa+6`+rX`@DTcs4kzAhjm&7c%KH17H z$4V+#QEaDz8TFm#j2q3a%Jt%VL;q!*G5(l;Sbt_iK>ifD0QsxFNyALgKhVF$hAh}a z%78zBzkok8zGl4v{B1V2y*CB>!{lYM&tQM`S^M+z&lb_7Nt5~hiGg84?zC+S@~bJd)yxCTlSB{CwhGUgvSv) z{!l^$UQ_Xu?{z+|ZNl3087-_a*RqABNkuF||7A1^m4`hO4Ry7GS~idWo}RtBf5Ofx zw)vgo5$-1!y~Y^F-dSTh<<&ppb?!Tpyu>XyE&h{cF^*K`ZG|{K`nU0xanv}GkFo1j zAG0*h`oF>Wo9|M_2J;W=kLLm8Pm&`nTeD1cIpJk4OCWzk>;v*waWC`_^smIplZ*iV zOMY#anZRG!7RdTV#s>Hc_>1QO@Ygqwzt*nVL~p${hfd}5oCXaVL?cEVN4MO12d!MO zA;szCI{^P>`2_r%a4!5WIwxG0!~TK&lVn4d6|jH475m5T$IhDcRx|%*kJrI|FHfbe|QcE zt`a#5`3wC6{R{k&{ZYVQz@Jq=G4MC+57=J^m;Je5!BV>W?)&JZ6Hca!FTR9cc;Th= zJ__VNr|}A-+fv*@o-MSr#d^`(lr}sjk)GAQq?~zlkAU+^d+0xnF~%SBPu3gOALNg{ z?*#cP>mlh4)iI8>pnsr$eJ~HuVp#P!&MaRMaX7j*tG4S7h$A9hZ+ezM& zw;xHJ4n@)1-Gn7^_L@{4sbm@-X{eS0^sfVzheCQ&Z>Unuy_xL(iqV@%ZQvd~khOYP-7RNkNXV71Qe>C&I@ zqW>};82>cKF#mYXVEsYmu3$T~%I6Z8-Cuj39+d5!>o*gDB;1^7#4g}ws-{0aQ; z>jCzU%1W1)u)hvm`%AFSYK~F7_x?xp#TQFx{kko{Kfr&$e~$Y+1^xs6O?D#iuh~NR zJ)QmNf9+`J`?2@#Y3l!Obc4r|;K@$Ku~r(id@q&m8t3ZjecIkiwbalT3+Q5KF7663s&%UybsnH^1f$lY8U-G{>AwF{IR)Lom;J# ze^`G>zNn0W{ArNUzJ4+WgZzd5f&NuYVrzqS3h)Q;7w{+WH|!6Si;SzYY|Qvdus86x zj!T*+us>k`!~fyFP4?@+{%Vksu)pB{lQ{tUJIRT^;D3)iW6V_{Y?b{JKBqW!e~zTK?#eqfUYGG}<_|Vs*iUEtT*v1h z=JTEu|Cae&U)$aX`p5WV{>eJQ`coW`WsTs3ByVyVX# z@F(!+ciI2iDf=gSng;-ym$Ii@V*Q@7e<K%_Ab+8MT<69#>s{Bw(7&cXfjY_5{1vdQj1llB z@TaVo+f3;PH5AM9V)|0Wk)K57d51^-WF4gi1K`T+h0{*LmpYJYU_{m1g2eB~$m z|3i5oowr()a$e}EGw0MQyxP-Rb;^d?Kss-=DCNA+Q)kYpRd}_hwd#}&wSjcrYEjC0 zp{LHAQ>*Z5PixgF8)^gTyw#$V^FmLZIj2_P)t=U>H7oa$==~Fdy;-&j?ywKb6t-7O zUg&oA4YJI2K9R+W*{f+=zH7yBeZewzkE`CF?dP2)Uf1uXKlG3B$NVen0qYO)2l5yC z2l^NIBk4upFW^t$?}j-5`@`&i!H(5f0_-ofMdf^9*q^p;V1F0+;eHMEfx!O&{{#FF z@IS;k0Q>u!u)p>GiC)fk%D!tSJk8GRM#5NnXKbvgmy~>_oba@<+gxHSy)!n})JsY} zQ%-oAdut?&rFX{0ntDmeXUYjr8@tUV#?m`uV@mc{KXg&_!IaW_6O{*V0((a3HwvxFR;Jie}Ml5{wJ9O#oq@1TXj6(e>C5& z&Wruzf7AGcpYK#$)7jr$C7eOhKnK$Ky~y&O^VGSjX|7cw=K_Cu~+xi zbZ+JQCj{fEZ_s6#q=C+ULz~a}y&QcP#n!yVDf}7c^Jg-Cv{;7jb&7q-x>&FW8^3zj+R*y$SzUdJh@)H~bG@&;QWT$@fp>^PSv7 zEh&GJpStSBZp`^p)fzALv{vi)T5~5A4$kDf5;<3GAmo~Jc&Vr10VemN|1==IkH6eY zvUTeY#vJDNm3I#G{S&d*yv${>mPxtS)$zORwMhOCX(!#Q*CxJ0_W_8Hgna|{j*I!w zY(F;o*Kx)8WB%oJm(~QB8u?3I!jqSTcb z2Gjn|NiGj<3cvOzeD*>AGJY6;n?qr)VE(0bh4lyd8vpCx51mEvEe zgzS7Lk591vDSMQJmKdwV4}_MxVOU@3J4uNz#U)gaGoAIA<6W&UI7i!N4CwI);V-r% zw~hYO*vOb+{4xKq{vdxKf1!V%e}O-Mzkol1zhQs4Z6Nj%e}b(A`zwrxj0@~fo*%Hk zeT~5Xz-t2j7xKBs|C;Z|W(CG+OhbfGykiA#R{t3Mwn`M^l19n}W&)f7eefKEEC6u?UZS^Bd zJ>x--J@{UT$~hcdZ#Jg+T`Tw+{bT%nu8IEC`NpZ2VgB)0VEws#iP#GAhvg~cFZ2)e zFYt%xPS>AFXJ#D={001}a|8HWZ4X`#+1}xCf&ByfFVBZQWPfbn@49~77Fx7;IW1qY zjy7!g%J3lMzuHXDe`#Gq|3m*n|Fdia{yC8FPl-)&%q~@JGUCSx-n_a2D{F%?-w^{*F2D zC-67y569OLS1}Fyt54Zq>(*`N*u)CD`IbBAx#yg9J>?~}M|*1t{eQFLZ~G^@ll^8s zVAo-WZ}@I8^$oK>%wrE6e-z9k?K%_Ab+8Mpnris9A^Q4C7)cQY7Ukewmq(>$_PN$uAI$eGBbu@G4t0~6h>s#zeqhWu0i~{n{=Y*tK|7DH9{{{b( z;Q|>4_}{*1|64~#7xnNtKFxn>+EnUwc4nM$J-#>^Lp!dj!M zPon?Ic+@i~UmyQHd~v#;@1$!o-KDp&&EC%~>(peH>9I!I*0Gc)OqA?pjZ;f3Lh^FI zgtYH{sO?zm$Lr8PkEM-sOfmjtOyXEz{)ryN`h)y|{53shasv8C-k*p51^(dm0Q?2~ z3H%NF!)+|sU+RB~_Eok``-uH1dnabk{(#Ot`y3j4^bk7Xgp=s5yC%@;RU28>nN0xw z5BvlC1N;O02mj-N=zrDoo!l{<{nnXi7Es8$CL~T!=geV(UMlLvp0_mq&Mh(FTvk?k zEmY)Iy81}2t`~dW()c?+!h~~KS?RS?0HM$@B9c8&Shn#*Fr^ZrK^wR z>Uy!~Esek9{n#;1An|m`i?6HZ_tf{&%=c6FN10E|(c+n;F{`()1#4hmv$NWE-=f7bg_@5LHC0q#o2mR+Z zLSK;ocK^hl?7tQwdc8~N!ado_koluWTj{{2e)ZBoe#Qu9tnk*VQ?@)Fm>Wnd(BGjB z{qtay0jv$M)YXb=SvlXSqoX_Fm=Gi2{SL+6k@K9)Uut*JvOdUu0xswGG;}>w&KM9G zA$5k4%X%@KSjp@AJnoZEvIYHP{IkBr{KNW#{4uP-vRC9KmRi6dD zZt~pU;}rRoXy$1ZKbe16_KP3Ymh^K4r9<#L|G(0|bXqVM5`8*+g1>ZGo6Vh4{Mz<$nPp^$vNezw^UNAiS?Pz zgmZ@iB`q(%Lro>;<(_&=CAFGZpXp3EcPLQO^71>>RB~SKskc;8tBLiQ&V+M^0wpak zze7zW=jEPyOA@!*+Sz4s1v#IX=cDhNm)L{egPrXBR<74Q6=}bO(Xx)s-j!! zzA`WORM)=x)Jz5_FZ##$WBy_NWqAYn1NrN=g2ck1f1rOETL6EkEe-r7a{>4h_#5_z z`w@zLWqvrxi=6OsPho#Ct~dzn&p$rN@rmKXIWEzk`lZjHK?7;rxU*={!ewSp;{T8N z&vU?Kg!$nQj`iyxAR+A>rIDe=rMc%Td_41~9FHC7Q37w>-zXN~&Uj7?9I6k3x)!#Qvy3G9m6}`qh z1>>5|Q+=2A$YtH9ZCUK0)Z038d7`?7F`~6s{7}{gx1IbDlFxmj|1uW-f07jAZ*y43 z#OD&`Us+2s7Fd5a9%&pzMnV2S{#Im0)M>t6pnsr$)4Txw0RD)$%W2>*;4gniSyI?P zVLrHh;`$W$OL6Gm0e?RA)Sqa?h~xNdrxuP;@EK1WqZl;kXxl%ra0UMlTyFvY!~Vhg zgZ(G+0P^?mC4Z~()%{J-|9=bqY3KNah9}%T@1FhOf6sRqc%8fGYiX@ov!&TW)%moh zp*j@A?-Cw%4o^c>CQDtRa%Cd4rlC3%d`J72dC@8H36BLRt`>ictu^&ahz~E7+q*bc zr|i=zmwWuIzT4;6$bEp^M&WfinbtJ=H!O+q*Kxr7!}=555BbA#67m=N2l`j_ z0`P~(MBp#c4ZxoPBPiB({}b>x?2qJ^mU#jD%W&jDXn#KW%hrovJrd&pThkrj5oe5ScX+=s%BtzJG$(u*Cw|<`G|r z=FR?*yyAT+OMVjBZ_z3-g}^8FVkQ2N+w`_msyMMd+n3sJ=0*P)f6TwQuCV?fe;|L8 zOo0B$dK&r{_#^5G;4k1$;O}5-WSb(CiQfYD2is||zdXL#m+jA4ue?E*UUE6dCv5*j zKTb!DI+1R_{SUNE?#GUPI;S!JG5@jt;eSf+x%6fE2mCA8#{9H>75_KfKhc}NU;XyM zk>AUng3J-xF)|bglV>%RU)6i9y*jp6DMSBxXqpmXu#5}^@_=VGm0ykH@9_!6YKmJ5 zmT%KN4Jk&EaJ}Ol^_RJ?i1)UOU8MdJN!cz?J1N&oo8n9GdyTD4y<0nBCiHJ{nP^{P z{N;T>%s*dqB{rD+^?7|^{Xzaf{zCtVyoCM*{s8_0{xm36*TA6d%W#`U`^JfE?C!gjIT+BSR0zZ3d*S%UGGxq$f>*Co~; zsKHt{1YK+;=G~+Tqv&m(C zPKCcb<9JSFo}Sqh*Lr#n-gzu#JCgN>`<&5#8A}-xjKAz%#Qekh6Tfr7SCBu+wubzL z{wX@cbu08Q@CWdhtczf40)MK`a2WyoZN3QDAF#jrvi-Sk-4^=t%Vl)^^*7SfPd`V? zm#!9XRPxW!(X4~ zrIG1hsje|?&tW+K!2c*Pl1jPk17dqm{pNliK#EOUo#6f8D{&ru z-paF&k)Kl^3dchX8>T+dfB9d?xMBP;|8)Ie{Xzaf{zCsi{{nxoKhd!j@E7AH*NwoR zz~8Vxia$!$1AkzDCEGQ;<8lz$pK|Zky0x3>lTW^+#fw+b`t_U3{~iB-%zv!^gL?e~ z{{a8>W&dj@-#;Pm$?K0gsP&h-ted6{99$5~8sGU3wN7f9?qsg?;tZ9-N~VE>3t}1i zFT-Wy5=O^KP4_+iGA%kaK9R7j#@G0rb+>ytuWwl8- zo#dW@_*2b^@4r?O0|4>CL^tqPc)Tr7^Fv1D;!L3b{WSi5|3qulGcQRCmG0tt! zZ)y{Aee#v~IxeZ~g%I00?TKK1edjUTO&*gddnV9-z)=`~%s;F@$RDv4Ab+8M)MhO9 zg6LV%m(ah}F#-PY@c{k;{sjJp{Q>*Sbpq^9^D)_bgRsACUcmpL;~?+8!T(e24ESH* ze}VtyTl2q2e4@wqPk0=`;}0c7;58Lb`CjMa+9s?`pV7h^b1hp~npDIh^j}7!PjOOj>7xG4q;{I;=m)AD#!0ze$eDemvJtIfeewF>zS} z{cEx{%2McG=wGo@(;5N(1^#z`o}{pU%+3S;1pdzW3ib!=FW8^3KVg5u{uVi)_V&K* zZ@V8myR!EYXQ+FzV?NTUttLet#jq;=-Ha#1Jj%Bcs?Hqqkw*VI0!@a*$Iz%m&F~7-H8~~kvB=&Go3}Q9 z{r+Qr->LMG_|QL(myJak8;rl6V}SW*Yf07_)*s{#A`lJ~^>oy?-Q#s4dLoqOp$5!F{lwgKi|rzBQ`+#DM0!^Hl5*zB zXGuwa(jNLxcnRZ=`G@rf`2+b2{bMnIjr&9Y8g5XGk$eciAHZK3ivoWFf5ZOxuG?Q? zbFN#rg_bQ{%b(S>Y}p!GwtNjOmvkAIE#tD~t7$3MS(%huneYkE@}=^OJ-d{jlTXfT zTd7?xU(U~JJNj(sN80!X`s>Wc_@@< z9J}61Dq~v7G(Hil^?vM*E{h3BtiWRu9FGtgr||>TgC(!?Uh36PB6>0SPUIP>S|AkzgBAOUMD%BQ@)xQYp(63(z&?0xBh$Nd?(&t zqxWX1{pRl@N^C;tl=r<3d|#`@<)oh1gqBx%Vq8OM@fCPG-Unj~iFe!cf;Bw;f&P8` zF#ec-SbtU7(hB(l`Kvkv`Um*xKlPUn)BRiebG{$-%VjO4&da#Izkc|ce)ep?mX^{E z^V##lS9pZhzPJyi`C0V;KOg@A0|wB@6HcU;rq3ez{{sI2{{a60|I~dXz<uZPu@P^{%-YMi(lJ(+xpu`_iE>~m*QOimx#*ql4&SNMV0c>YA?lw;V)2?=Oxon z@ZIfy4{xB5_=MVW75gs53)mm1dm4DIm-|+2{<|EI)ZXb&<)IxZ&vv5l$y%wrn`8b* z^v`1##?8*!;xdds=AXRNhV=*eQ+p2>^0(+A=%1iJf*yhX1^xj33UUJY6ZjkUM~+qa zdt(Qi{iX4VsWa#Vj!(3(Ut8k`5;u@ILqCs2Nc_NJ3mRwOx*WskpW+Z4kB~YkZ%Oe6 zZ%b2;L2$jtFk-ztmt!E(2KxWn{ zY?b{JF4M(+V_&G~eMwF4mv@-GF8j|jzwdwG=Yk*2__>bH0*&R0D^j0zY~g*Ne~dro zpWsfcKbIFS8z6s@yoLNt`U?8TZS|;Up??L-0Dk~~0e?oh;QCZj;P0w$&oKt<51$)- z4}Z#?h6@+2pjofHL4W@96#CP%&(pJieu4hzn`k|NN&Z z{QrED7A;y)&Rqch1^!ik74SdsfAU+x|Cr-beZl_gl>HMu%>w|_o|1^kA2e9{X6Luf_-Urtj<$62csoUmrSl8wgO}Nx;n4|~9o^cHC zGBMjb5_8BO*BR9_q2hk5yndu@^q=Jl#$VZ`3R6EG^4#0org8}{p z{uR6n{9o`3@PEd2_1NxyvVS`G{$qJhzVeg(|DimP&RZ=?IWP3onR99tUhQeEI%Pv` zAf2~blyY9^sWa!)D!kg$T6M~X+CVyQwJ7Dh&{Jp5sa1Hjr?u*o4Yh%E-fB_Gd7-Dy zoKvgtYENs`nw5J=^!^Fa^J%_{?@!KjlJlI5_OzYt6xMmpCwL&@gG9IGyROZyDZWIz z$42jd_WLFhulv_Zf9N0M@AJ-6%s;F@$REhxBoCl}pnris8s-4-m&Kn1OICf!z@Li6 z<$NRHZ(BF8KZ^WtyN=fl?7zNYf394)o~BKkna{79FyR4OwrrLDPa*#x|DpfPR`56l z^q=_op#On?cn*l|bO7KVy?>&Y^PRHq+6hmyGrN&6mfjf~Yw9H>pD8CiZR|Fe7)$Sr zjWzX>lFyVAp61>f31jJxH=zSH^mVC6Vya#XXmwdj90{vtBG5@gsAb(6| zLjFSksJ?~%1^xj35*+E+)9@x^NZ?Q4Z`dEOzmnbgU9>+}t=P~IpIEYVwb_!ezu|v? z|Aps3@i)Q$BtE$^9`L^9T*q?)jcD;eJ{w@riWK zfyZnth5m>B2mS&61O5a4J854EKHNq*|87rQa%PgQHY)YDq6-)qgC zR5&=3^Gf7gwSkap&f%q=h6kA3i~iGq^gjM_FUi)eI}Fc=ABSxf-T$CI9m8URZOr#4 zbJ{;r7qG12S9#Yn=|5>F-Rs*XzC*Wx7&o;tukEogADW#1$vLO@>uF|nhFnl3D%ClYi7IoGoO61=o@Q2O$OToRQk^rIs4_Rn zIj8sQX=ZhXTu=y!TXl4X{SzEJQ2RE=9z4%-z|X9ectz&pcteUk$X+q=BTJph%@lL+ zciwY(XjAx;4_en)Zr6QpffxO!amDy!{`tDV`h)y2c?8(8_<2aedwY z(cTgEPh?+pCW^C~DJ!kkRmvKi-<8LkWJ+5~@vliRz7&^G9l*53HQYAjRO?HeLEC1G={^D^s$n4L2KXyxhYU$r!;}g1nBFTiZ$2i&D2if0maTv%y!HJOnkpFo-VEx1Y z*hlbBz8{US7o@%HJ1)-5lW}=}b^lw9_BUBxx zFs4HGUMc%0^nPrXXR;46%eVZlNh;I4#}7;wdTc@cXj0GX!DA1;7sB3QNNu~r=Wj~KjvRr4_JRm7D4{#nt=S}`2hXn`ZdP(p??`q0Dk~~0e=F2du&4FLDHGo zM+^HSy<-OZ>tL}zB|b5A+RN0xUw`V)F$&o~q4!T<{$u?^{;ACX`49h_+R)Jd2c-Tl z@rmH44rFv@$Kpsw9;2;x-#q21I=AMVJRFN6U0QO=YWL0KyzZed+)9;fW{gFV&J3Bb z+I{n6=7zYCKG)>oSQP2fl2cZ@Zyx9E{qNWKM7SSY{U0fA;Jy%xF)*eL*k9gfl)T3% za%@6%Vu?8jPh0jYrFS6ZIVrF6avuHj*kSx_Zt)zkIVW=u^AGDU%?FhekUx;W&_B?> zNhYw)RP0d46u=+AU%;O!ZUOx5?-;}Wfcm z|7OSE_D^&t`^9{~F2l_q%6BWNZt!CYnFSrBx31qbK%CC1+CJ&txi%Rv0s1APQ@Zsy>PS zE8|hmqAFo6I7=O&ahB*+|T%@u7B#s67lViRKuR;DwychZh`j=$`@CWc0@F(!M+ZeDv z7+=Evs@SLaoU6SjZC@5f#u`zMktg#8Wq z2l)s22l)^EccAJ&yMJO&_FoGTz1}5s;ht<|$o$cxt#n{hzj|pPKVt+lR(NaGDO(;7 z%nhU!=S{%`teo%E(b3I##(m<+w&C|LO1weNb25La;yQW9B>RcD zywxzDzq4U}#T0YU_c+XccFZK}#A!)&PX+onJJVqF6L z1N{s9kuVhS7w{+Ww_`@LE8O0YwIO)g^MuB248Fs!C z-;r(iW3LIi0rMa0AM&rV-r;|O|1Hb`_#Z_+>_7e2-rhxgj87#d@t6G8jrGydouV7D zDEqxbZ&rcD&lW68? z6+eN0c+HC+(c*Mmu5CzazBRWYd=Ev`8C9Cs3;I`?A>)Ga4|7iS3g(~A39LWJAD6w! zUkmvQ{R91*-mL)sFkA=xm9doIO5o2F&j>a;@V8)0|G@r${Uvk3{JICS{k1~wpO|j< zW6S*$_f5E;mhkyb`fefgAM~HdH0b}lmZATFe}MlEEc{nF-^u;h4ZdwFh{c)CM3aZL z&KTr(m9^xY^3+=@snx{#OlQKmLxGZ(m*1hLlJjy;y`_>`O{~v!CY(DIC~0~59cn5$ zFZa}2Dyh}P`b=lSxkG`HmY3h5rjqk=PrW6HTW#&^vbchr&&>MF&kc~+gWiLka84`N z8}70BT`-X49qTOeRDALjSlvh5ofz2k=LcnJzDVjsSlF ze}=gL{B3p;><`!<`^o;u_ha{K;TT0rI^W6f#|Hi{x=hBx^%?L#@V{Xh;D6WW!2iJi z!S+#1IST$u>1X{Zhb-_ibMUUW))!ebFBM&b8|Y3x8^2&r7&S@b%6w^#E%uYEqJ z_grO;%g1974Y38`PZ$dQ+gM@zbsT(-Vg9A{gY~EL0`dp)*JT6rkLk|xz5w*E`6GZo zbZ-gpmtiX4PkRRl_`CLQ73>e#UwzyDl=#HdX?(sD@15x1zaLGwPxeow^PM37A^+ij zf&U5k2lz+izyXT?^n9lt+donF+c(Vzx4qWa^ZB91ipG-6TnJ_gw zX`^uqL}rZy`p@H^@1I~9=C-}Y5jF4FEuEzxWywz}xVBYd3V~1jMa5TQepPGJ+fJ#j zlXl)ymD*1_6#dKi@R-OLhjEp>`WrC*n15J*Sx!OzK>kKK3H<~83;YqVmSTvIcYhV| z7vogmPvCFZAK5<3vI6!;U$Vbe^8FLjr@gH43E4kk=R5KKiHc2K(*cnGkpIws@IS%- zmV62BZxcBQ{r7F_zlQrKdh_?I-#$3OddPmt@S zP4T7KdB}Dal<_$}M*k)kqkjeCAKq^hyzTReX^q!-9`g_D5Ap}{H|@cL{(=4l{s{U~ z^(62Y@F(!M$py1%L{Gr}urYxB)i>=gJKyPLy?a9TPuwT>Pb^yv`#ai;(0}m1!2bmQ z8~l$+FC19-N8%HEW%~rXsNH2P?(2M}Q>9RAs(dlmgx8+<8o#|QPeT*cqL2$@VE=lg zx8-SQrCJnnfeh?lkMy=Y4Xsp*LN1Vj{p*q3mc}PKy3_mm1+Paxc`L7L!SRac-6t&i zzxJt|DWG*}9WZTmmY3)1{$+a)wzP@hYVEyr$fc$BYyDoA_d)bH;gr|A2pWPRJbbIm0r==ZB}zKlL$z{?T~@{qv3K z-+ccBpYJ4hWKYohvD5yEr0<~rfq#Jifd7Dhf&VL5&9U5m#{V7dU9_jR7h&IS?k2TO ziqt8t<)Jc@naI(NQc{bPGyVWHJ-`9Dmo3d=$REgG=%1{w zp?`rtfWLr0fxlsYxLpPN%kZL)$H8QOu3WK!&v%-U?w{cJ#Jzt11m?g0zcK$0-uW+Q zalrpn{AIxZ!2f*>|J(kF;;*ho2l&jNP!-4=HSjV|rNU`XGjjtGIU?| zyQ8CvWqi_MZPgf~?EBUGNI9P1`d;y!^XoermDFTte&a{_;6Y*FS4 z@Hgxa*k66s{#?QLV^5oI_fN5b@T5BD(dVr^$2j;o#Zc^zHf)&sME^R*I)*ZC7=O$^T|d6Yu>K%_ z*!FVS3i+G#kn0^!MRo=~q`E7_*r9)*e;KE=0e=90DP9HsEO;LHANV`zPuL#^wEeMi zh1`!lv+SRk@E|Q+y2>yS@J|^B;6EJ;_+OGu0Q?X95Bz^X*gu_o|Af3JuRrRb)?e z<|F1G`_ZueAb%i#p?{!%&CUk?P@E(fO80XEf9bqXObPr6{0;j9_Sbj7{#?0o9Zj9~ zGPShy(-?*BpIE~8PhkFI{(lGNKkyImAMkJA_P@&cPIAvc{Hf-|_g^cC0f6{mq8s=t zJl>Y4`5_~6aVGwz{w3D3yJt85O+B=yr-yoKpS^k+xOBzelK&3j7rs5anOAA=*VFR% z%iq<*?e^^E_T?FVUfQVt_}{;m+l&26U$OtnbNoM$_Ih^P_vz8ULHMP$S|8FUf0SRo zNBSE*&eXtP>B!siG*x=mQ|{C6pJ?TM5jnQbK9JVd6hmN~lgo4bKx87<`}-N8++q&$ z{*}ZX(tB83ukSo(yU}A3<()P3kMYm*4D%1`5Aw&}Yli%V{%O#!(7(VRz+b?hjhW!Ei>$_lo#{03$`A)Kb0{{Q-!vDW2_aXn`f08)>{SW!qcjUjsC&Vvb`4RuO z{A6FXW$Q)JH{XOcKh#iHE2w4lIW22a5sT{mODy1l`|qb?k3E)#3^|&PKH5HmIX&i> zV`${ak+gK#QvJKy+rOfB-+h;^y6S2=`IJ-WgcC;5#TQ>p&pr1XZQ8WS{`AmUYilb_ zpFW)~zT^^Z=cJQQqHC_XhGxC|vc*FJuY8Zz)(!Od}39VAIzhh zZ@!sMIr(Hde&q3V?)dX)^5n_1Vf_Y;iNp@VSF_?;K`pC1QnsgOukN3)vkFbWHTa1& z4lgl_6jw-jwGX|{eJC1(;C47I_G7acM=JBS!nsiBKj94b)B6}>{8{(f+>#XYuZ%@r zGgyE2jy>cL`@#OP z`>~5RyP2=LsZ+ZWylC=NlOhjzSQYB0*ypi@shmCior zY3olLhw{r_h7B9m(`~ojMyGRo61@Cq3f@|fsPw7g3dedJi7df%jukR&Y@vLhth9<_dBgG`!0xH=jVU(n_p|pPK{rj5Ed` z^AGC}@(1!4`bTtv$O7o!ik|}b1NaO06ZjkUhv*0U$oUwszmmS>G3iV8ug523??g-g z7QP?*etzF^HSiDc5AYxGFYrI?p99|h>EQbXQF0SD?#$j~#U3b&lZ@opcXV0dGCO$;{e)TKf!*CY8`s%Cv)%NOM zh4<#np|NAnpb;a6)5M1#qK`lMnBIQ-9s2zZzo((Yj^)_E>9lC^V%|s5LtnLTq1Rq} zjehy7Bj~I%$I+8dK1m;a^fAqT_Z_rV-qd? z`_X+99^msMc>e_KZ}=bJf8lkId?=8A2c`Tgm=E}`jD`7C`wISRZ{JSxp1l32vpT!3 zmC!1y&!lCmeEY}=dw!&nX?&=mS|7BhGilk%!*VCYtXZ?@L_SC9qKhu(Gn2Zr+g;fG z5xIWikx7rxaNf&s)>&uKrp=pjJ9388oqWcU`1mK>doOi$b<_53+v$eiU$19I-FVZ@ zw0qa?+}MHz3+VSZ-bmm7x9`(y9M9Ogbt^6W@=K0=Tt|oe>=2GIOrdUW!~6g2v(M<9 zv(KgB!-mrbAAZ2?cX52-J>H9PA@%FmkEFfrJ9a347pGr*v4G;3oMr=iCVrE||cm!v)a5&jomc!7R)$RYH*-(F7(7cKOv+`kt1m&vtNB38?>U!5IY z<^z>jL6+wdD@gGJ#X2Rg^Pc@>_RfvS1=}x?_mD{)#~xZ83wj#b%e>y7_+ZgL#^2|I z%%Lz}$~#Rd?uGe>^`~+L@(1!4`bYF>)~V3Hz#qV0z@Lu0Jq>s&%L>O^z~8VxV1M;F z`)lRO4g9|2%X+?(obhD$W3Pe!gZ_j5bG_#&^k33(!B&9&S6Qj=fI|Q67yZ}K&i7-d zJEPTy9~{)0ueh&cNh4#dmB%cfO6!&0E|<$bh4SNcwbbgpPI5x0JSTD|!=y(arISuP zkZ-9epZ|9z9z7;#;W`{~qe#zNLH&pWXEA zv(NH5Q(w`;yw^gWzwyT3b9*}yFE`J79p>>sde&rUd9T3Bp?_;~75D@A3-}ZG8}^6U zeX##*92{@=5&XSE@1K~#`zQKS|9&Yx!RI?EHgcQ<`y2j;`n(4I0saC00sc7v@Q<9| zlebSKk9Kx?M-R8Vt%GY@$X<$TT)k&2&r7DEAQe^0OM70tllMzV++o z#1JM-n80^;524@jy%L-G9_|VE-KVjP%P+s2cJls+`1ecvLB6ZpuYLc0_v^jga-W9W z^?g4-S066vU+%9EJRvY4k7Sg7Gi&2=mX@7uFx-59F_`1?Znf-MS6> zSMfv98;xTG{87dP_)BmW@TX#Y;BS^4us>uj!2S}s(D&@GjT^V{nG&z*-PjVJc<{lA zw02Fa+1G-Z{C~@-{GTEJA^)NOp#P!&Sq=dI91!?N{Lgy-M8#2E^K9?4E>&`}FSc5X z*&S}>)i?MXc=y#X`~2l+$Mzk3SM@n`_~D1M|NdC@>yJNoyzW03HR=RC4{6GjDSWQd zeD&cE=Xpj>rIDWBu)hastu){gtZ~?u?`yuK- zb9v9g4}bVWy^nh?pTRVJ`gHo~PY=;MCKfI%XDs=1lOE->rMUfzFTR-L_N{a)-=i(} zV&A~~A-cOcJ`sK-e?7-BjvH|t-FEwJyw_+WUBG8SjbQ#qc&~{5q`zMVe*vE@^=rPn z`;bF^#&>qV6k2LdmSJr^{t{1-d$xCW@8)|u__MS6*(G_NKU&T_-MOBh$+SGfd4Jwh zt~Y++-9_D@JU(lEa2rkP(Lcr?^AGC}@<-%=%hM!pA%BAog8s?+Gw4z1UtcT0AHZKS z7aBjnpFAeO|FA!T-tct-`%Biwfs4Pt+R{OFKAQrm?4wrIE*t{b6C813E!jr3%ᗻ0c>mA_J@07*$185T?KWNu7AsL!{^PqiK5^4c zH)%ZMrkihK{#L%f;%pju{PFa}6OT8vy=c*5y6)O*>4!i15#Nh7t)brA)q(AOaP2v+ zm$;Sa?;SgK^4%9Zsf$zj?BLkqjvex0+RK#QrS;nz%8gI?dC$cT{&a0O-W@wUO>OfY z66dpac3B?%WBh%tVgB)&!1{yyf&7L3NqQ6dmt`XGhu|~duew|W{&Za_*cv#O`0US3o4%q~Uwu8F@AS|^57UPA8?pZ3e}Ml5{wMS0!T*-V;oy`1>Z?t@*uIMY z#Q!Ys$ya`||2>ok(s`>zDd&ZrI&)5~!mB;4Ri|vI4W#qNqMn}J^wEbO(FgNBpq0Gm zLEl#eu)X#kBr0aT|G47xZ~)Q zQ%<25r@TOm7A?~F#HE*9N*~Oh@2r|i|MNIL@spqal*XSop60$km!?jcN_V`3;#xrH{8JYQOJIZ+its^V*&hK!XMSWvy1PUxKZOJH}l=x8<_uW ziBF6iMNdBYL}cY|_R?aGPh5M=we;g3|Cr+>y~HQdQ{IiI`Fn-}xtB!mpOCXE^_)t( zJ4f!xZsRiw{oYMW+xg5sz9+%?{OmG6=Q5>j`K~>?%Q)V}r?lQ}obFplyycv1?-TuF z{CzHXius522l)f}o8$rXPdYQ(?wjztC!l}rt_i^!a#t4chtChYM}8ylSGjKu__N3m z$Mw2qfWLvi9d~;Q{C%L|Z@C|P+O(M#pGfy(FI%=M-#-EU2mKHH1N>vQ0q`IEkK*TL zABx{MbpYVs&Q896LN1^Perfkr=OQOOb%rLXvGmT^SW_=4`Aj+CX|sMgwjlRgcW&Lv ze*Wq?NgW*>G-c`(`rh}x$9Ga(PRAU33=JQ_=R5IT*4^D*xiyJp$eq`6hsEiqpH45& zdWBZ6UajXlozM44%$YqW^Exqa?p*qh|M(BR=R)Ea(|O;*QfKH${*RqXHUs}6UQHSJl*++J9+MGq>C=PNaGcc z`T0({Wj^0&!2-JC$}8#TKmRY9F>^+!DP(Eg%jzX1-@{jRYkWd{Jsgh^-<7X;&{%ZT>uF6(fE5d{RG5(l;SbvZ|Ssp_E zioSvVf&K;l5RBy5%kUOsDBv&PPvCFZA8KQ{tz|kB_7{)GcfkH!wW2XTu|)32mcRWw z@b|<20RId8Pet|{PK5sr@~`j6f4v{OC;6m{YucUHwbU6T4Rj#=0WY$==R9?;YMN`6 z$hpAeWs(+J_DV=>V&RvI_KHvfddE9nP;9!uf8%Xv0DGTcI~1!-guq9|8L*d z^PIl;e1YDfeI(zfeJ-E(^vNfm27dm=ydUB2yYD7BXX=)lZ=o$)w$K9)JU}O$Z~|R& z$t8S-Qi_%6pSD-;^SsAE^-I>kReC&J=^z|w$o62{Lv?T2gliZ z#?@=DzwUn)r)8`{VFT%0#=ckMR-IeBvQMnU5+sJ;aRg4Y-_U#o`MnH{#ff}uPj-So z!+ics#?Pip(B4*xXP|%cS6D0*tzk@>|D^C!%IEQ>`Ig~ zrD}IGGkbnQiJYr85OO;?POyIcdb;PHd+6C`pXGCvmU68>x0h}1HhTK$XXu~!e5VQb z-fKR5juG6;bZ19<=Ird;$}xynX~2<3(Y4oI%Xee1=D0^EjU9UioqY1i^n{$LKBtr=EI>{`p`2g(gj!L~GWpruX^2>@j0b<1?Fv(L3+F!#@6={7pN!uix^1h(Ut~ z>2sZ(o%F)<&(UdPPuKQ0Z{DKkQb`v*d^Xi4zRT*w6Gzb*XN)7c+q-jXCq4eelN#TU z^P}W>`B8q}`|>naSh;eA-W$=vXEn;c2DuMn`~T10 zoA_s0T}B!;*w00RrcDmN_$X-%oOhbOb0d*;b7bIx_nxn~Za#kl95d(`ef z;l>HHjeP=pxK9~VVq=fv*xQF5dMGV?eW9MkSiv!|Z@cYw`UA&+c#30jZ)w`f^cEZb zt+(G&U&o+9gXrUrKhgV~K6rmAU31Mfbo{Z$@%LOpO-)Vgqu4`Rw{BHm$1%qqOJl~2 zp$|X&klHwQ^hcZy9C*5(=MZ0rd~fN0%hoOQujZEQ`~>?BRKJh5FE8`{_B+d1=82EN=os$>--F!MBz8n;vwaintA6Go*88(Y z7j2Ky9{Y9MTSklV!@OetvHpBtVE=*t1U?G>3;6^23;Ypr7VwwiP~cDVQ^a-Q*a7%k z)(7+tTL*eZ0{U0C(tjoX#LIeqqME9zYWU8DDg5rHoS%^YQ}BQAe_jWWe~^F74;mr= z178IGG23m|z<*86A^wDzrK7DnW|FZwHW%Bh6zVFB--X9JD5SnL$G=idCAqZ~DWoL# zChg>Vn(p9O(!F~1q9JFUNl!oXwE87x%$Px!U49u=S5?vFmtRh6R_Am6K_7$w(Yd&opWiqu2Ourhh*6m_C2}@yF{~3-Oce<@uGn zs&2aJChFDuWEy$)NRD?gTYV$TlU|eNQgi$()sWrq ztUBz~+Xz%?@dK;BUc>*$4VZz|uA+(7$*d zdYJxc=O_4nr;_7oQV@B($b|%wQuWxFMaXF7c^<| zBpS@;D$Y7{sL~D}Fm5Tl0_3P?{#KEB@-dQO-|jd~C)uat<)A_vmX4by{}+f$>83EvOw;+L=eX z@4?^2DcnQiJXHMof}P}(=@S?q^B>m()?e5g*nhevz<+o>fd9ID5iADzWAYR7m+=Jf z2k;m0C-ArH6T%MyW{5Tl=pW%7Gw5GEMgJ84#LF}1^1GSU>Z1_O7y*Sl(LqPm`W1Q){_{hx4jD?>))+h0m8S zr)QphhVNLqjjrW;ktT4whks1_2fg?H`|4|O+UDkFy-(?Z`yZei#*L#JZWv2{|J&d6 z?7~*QW2tbEfFF_=77G?Gq>1-T)H4_3#*e3m9(su0d1tZu0`e#h?d^M*_kBe#a?A+v zBV2d=btLqUO?!+!{q$448_K_jq!O3AzP^s8KmNGJ*}k5A9(V8^Q4-r?-8#E}O6dG= zmV2i@`gobfycj$72D<+GvHHDU;dtK?vqHwt>9w$*U)Hbpo_reWpUC24tNkbV4cr!F zJ_g3L8TOa=8KvwtqUf7YnOOEaxLqy011Zn(CqHlIHb{)mbBFo2wdLzg&hh9ctSeq) zSbx}m;6LEMkUxPZvdmD~3Hh6FN{}Co(XR*m;qO=he*u32e;4(X_-;M$H}H4RQBCLV zy81^g$H$&E)6P#+h4T{@A3LpW$UoR06dU>()UdX}|I;3U{fXy7?JAr?{z3kIkMb{% zkDV;k$riqUJGWcqvnOLVW=fXv&g%1#iZsPi-W|rbxyfcIW@9FwFwS>YUpfDFexfbB zcV#{Z*I^Btacm*A4YNJeZ6EA^6U-xi=|<&cocA`T_4;5VaQkw+r$PN2HePx!7~{*F zWBzm8fc1y{XS^oz81NtPU&tTGU*HemFUOg{pQ=+E&StFc^8);x&5OO)V)$C#?|}Z{ z_II;iLjUS+`d59u#K-3I6YQIi&!kCH`TRsZ_CNSv#@|Grw!IDei@&1+{_kr-QtVlQfD^nQhhAOOv(10ibV?dBZT%sBNsy1?}X~C7pIF4B*KbZVF-S( zP%alRzRq8H{^hPJzu!r*s+|21ou*OvcfL+7Z+xsWFTRSL$GI(0>h#_w(H|wgg!J!Y zX#b^gyba@H{;~cl)&TZj;z{{jfd7F1LjK6!2=Y7FYaxGuKY+g&V*-Bye?$L({?)_u z&lrEAx{9he28H=2I6gMyzv@oFKfpi0Kfpi0e_hx9s`op&VLICFVumbRx`>KII zbv*WTWN`6ulBgvZBTDd#7mUXAsS^)EgO?Ejv)|81WG{{a8k z9+!ELb>5x$zr~+Ov6sb=om;(=>%uMBN>H+QXLjw3OzrBagZPYPn6N-wY7WKpct%{2 zwF>>6wPAdoj5L9z36{1}RjDZVJ2f}A1stFG2>AVrPz~APhNcwtNe~117{Y&^o_tZb@>ekcDmuK7kP8=iK;$yGNuo2dO zvPYP00rrPrV{!c&_LpwE|K>k z%s(ve#EvTT>f3OAS^XD5XXHAwwfa~cr5GRcFYChA4A!5_1@>RkE5LtrF2H{we_Zwk ze--2}@CWc0@F(y$Vo5cBl9`e0lTUFwQ#?a+p#Nb+g6cR$9&9m@UXTSf&4C#rjqA8 z^`25{EqQy)$Ba{F6`HlO{LWemC9n6?drGObkaD<`_Fxq;tK`;0sn>kf&2yjFnlF@ zL9iC^m&^z7C-8UDFQ9)w|4P1UUl*SC6#cWVR^nsNCb`?Gia!rbnqu*>p?|~v0Q-yC zQvx<{j38-G+5f4Eg8mB=Y@8E zIHbj-gJ+yRYf4q#v!&(w4$EE{(qfVg61x5o{Qdj*Z)|4&g!1cP7dHMay07WI1-{NS z3F8TG2%m69F!FxwEBLI1M%%r=kO~d^D6GF^hfIAsz0*iPS>DHv{rh;{mzOa<=3mx= zuP3ZO-DB8);6LEMkUuI%U1qYZbh!%oALk-s9^en)Ki?mD3jE7^#qqZD5-$UP1Aog} z0RA@F`rYXtF+O%x4f`l+!u?Jj9~=8GVHvDH>_70I@0$M<_m}eYi}(yj%7&`+JOG;B9WAFQuhsEv9Z$u1u#b70p>i{#~+%ox;lVJMX?6(hv|#JUwY0A_|q^Y z@VEKYpnsHni_pKiyZ$NuiI->c{Z4##qPn_@CQX*}6XAX*@IUZBSp(qz;Qz7?Apao$ zTqbDRHRQkE@6>MRC(3sF4$GO@Ufav%_)uj-Wlbbb879i2B&2%Jl{+byovz~0M&%KR zNSbFbew_ape}ZM0>$Ykm*RuN#M!szpKTYrh}ugfW#59@Nn*P^C$>b7YioUKY@1*+!1%@&bNdqJKlAU(I`Q?yd91%| zKCu75e}wObGiczykUx;WIe!HH0R9601pbEpVR8Zbm*}xQLI1S-o#txn2{}J8S>jKu zUJLy@*B4c91pf#B2mc5E7rg-TuPezv@lWiN;}dM0R{OMh1Go@Mg-UBIR%N9uo4VOY zn>KBtHLF+CXPwb?esAjvYIlq~p~4@-(9=R%N9uo00!#S?|l!te0X{R?4y& z`G1!6zC6u(DOP2rESr)4XIbt`{S(b?;k<(A@%G8>-j_&%4I|7kXd z@JE4HI4>1_P0y>Q{R8}w%?0oW@CWb*@R#sN=b5}7oR@m~L*TC%e}eCKk{H>OG(L7X zKM~{|nh+xUyznQy()>75x&6{Y^qDAbl ze~_*lb1jV?J(@<297#im4yB>PhS9m_oK2Tqb{XA%`|b4HbI;M5HEU>RYiqQlm%5Af zmg%6igDR!f`m8Z#V@uE(zMvW%6#yOP&i-{ueT@1!ZlkMb4spRY@-KkUE6FTj7m ze<6P$e}O-MzZ_Qre;Qu$`2hZg{sH|f=@9w8=x+LFUF}A`-)VM;Kf(Tq2R!}+_`m+DoIrr|{FbD7l@K}jXQ#;@qUzyF>65GT_g z|M*Ah+qW-Wb>)?G_uUiep@$x#Y11B~M;>{Y?z`_k8hgW78pdZSjywK1I_$9D>KTjK zbLLQ+oTK1w^HE|+EAy6+k5w__4u)@)#-}+G^V&lwX_B|(^+K4peXF7KQM8+4Px&}` zOJ4uok1xKdZ7r=ykJobwVNc7MAJOUkT&tV|V|`!k=6)VX>6uR31mk74GN;k!tv=dV z`8mZHhIOhW!Wr!@8IAR`6fum%cY3e;|K>KaxHo`++~e zUlE@Ie}**y{0;p>-hYDr)vfi|{kJtv)?m^77Et*TFaAN(Kk5Aq-KKiKDhe}I2X zU+y~g*A|XHA@9j219@)$w(9cl3JR{+v}Fs;dSw><`Okl*9#-)F}GHAO1j>TyhD0{K>NNa24f_#?R|2 z&wOO9p4F7kM|^$nUr)iE+06i%QNRvO-+^hDD?cqN{&AP{TucN*k4#i!u}L} z5^i5(Tb-Yma|{t}bFlxx{`o!If8~BBi8GM@6iZ@zFV*A*`0${_zP{p$EA%d>Ns}j0 zU0p5vB6j87hP?N+Pw#_jX=$O)KK+y~zVIR%JY+CEH1**U-8UOQAE@H{=8f@h@$XR@ zE>_3PH~RbYA$rRA9)F@C=i{scH#7tu#yF>fzp2lH+k>uL`M=}3cf7pM9p}>E@e;rq6smKe+pX9?U%3#P};1A$0;7{Oh=Znxk>>UTQ zTSNb{bKfv`7i#7c0WJiMt1i2 zMC-m(>~lKKFIu!%V@!-X?>u_@?YFrtoXHS6A7xM#5c>>X?H zAMoGkKZpE@{K4h4yd#tIQpjJEEj%Z2u7H2+JptekT^qo^!2iIX33CE}r@4qS<9o*6 za=+6|zTc^eV^7q0{E5|keggOx_!sy$U^?Lc$e)1!i)$iaTi8GSorUjT|FQVk$)caz z-&3vR$}M?$A1z$CkpA$0f1o?=xP!j<;)_ah?aZEuzq2mp&iyxCa`DA9aQ<3vL^oB5l!ZEi9=`KJ=Nt8=lPy9zQiSI+13{BO)!6Z+N;6;u5zy2 z7O+{^--?IWelG8|%DWrJ4>@1LN#e(qvl)u>1F!V>$Ns(p#&=#3<_Yu9>&50GtqrU{ z*<1RNeI)w~`w#pF{1@^E@)!6+u@&$a@MrNoA>eQ5AJD&gj{fQX2{}7aQ(eRHu^;64 z6Kf&=ApcBfhW(}Br-J;0{Db`KTJo=%;|uInn|#^EZsq)pfEn~NI?Y;n-u(IWt3wYZ zx!b9>wlqD-Uq>k z;_t-5{-nGi&I_***x$lk_OL(l+W7wMuT4!mNZymTpR$#mYqiPRW7diVJNo>2^XQkq z{3T7DGKK1D>kDl{9v>+b64_#olYQx>ms0-$1A@OKwCRKPbj(^YJ^VE}A&-v~3Y8C5 zH0y)*bj(_@^5ITuggib{C{#XB(X0>J(=lts%7;6t5%Ty*p-}li-mLMln_JB%AiOH_ zbMY0Jo?~`^R94(4cMU187rijEoyarN#y*J#mj#|?{i&Tr%SNjB+t&l|H}sE; zUvyRdtFCS%&Eojja=(*&EI#%+$bZOx$bXmno@V`;os&aj*lH; zMW_usGf-=}V8YI8iiGpnKXC~ACmxzQmFnxwKVj72nf%ebPp+5yoWwtI$t9Ptf8tav zTWwA#`MeX!hjKBA4_S35jZVeQ#rvcJeW}*Sy-iAz59MNFq_MS=MyKNDt~!3Z-0#Ha zYcy_(@^91A%r-9hP?j?gvVJ*Ut-Y5L%35Ef$?fWz7p&m@_!ulR7|$G+_TT2{-+Me?o|5bO}B0xx({O zsHphi#^1{aD8xUZSjMrc^6-Gy7`N$}2Chr-u9JPtZ9(=`n6Z{wQr}Q3}%UE3-BC}n7cq(g#Kajr(uK<4le*u5G zEmn8~@VD?!=pUK<5Lps1hrBli{jclduev&mk1esW%l-++1(5%c|Be-be}I30e}I3S zA9Mx$C;ka}PrhguFB#PfHuG|uHO_l=9{umnenulkjNlmAchVHT=P7-r(v+#8>?yZD zs5IO*ES1;<{zklYR2xEPN@#XvPkF4~qwV3FOCm1Sd6JbSD43^OY$KT8A zVw;?waGM6Fj%Oq_ze9S5#M>f%jr7@`&+I5h&ux7FU%c;0@o&PzW#5L6f$=f_Sbwrl zu>Vw^MqZQY&#?~tCt?op-{|Lr{0Vyn@)!6c;|tDDB?bOUSXA#N4fquJ)7J*@hwm5H zO`!h-yaoIf^yME0f2R1@HB?;_&QFB+6S8K3e}I4N4jGk;&QG*=Y=G~$mQC~;GrHI+_dEU1|NIaA{NRJ>7ktmtp&To_@cC6J zOUj>L|LWJF{nzwsrj@f72OV^f-R~s*+rLVGfYfv_eok2YW_gP|n|(@6Rt!&LeDzzk zw6q!D%Jo-WlR+jcHBQ1VJooj9h};LVWr1Ib?Mu$|%6(3j_f+ECGcR*G!9cFhWocuK zwPU`?WJ|L+t{Okv@B0k2+K=~(@iG5cf7pNEKj6PA3m|_?4nzI|e*k|0e+GUC{0;ph z)4N<3gZ^cHMUk0BUrNu@KMVee5FdN>>U!N5KZd{G*L|?EydMR5w*GWE< zl~$jz_EoD^#!lmKp7AtNRA!8%bHd7&a!o47oM$|(95&V%N#}%>E#;b2jycbG8b_pGUa%i@^-&G=c5c{YxynOMq5 zyiU?ApJkoctE}uLPo1im##YV5Qby!;l4kiV>%?AVWiNT^RK+y5YG$9Ft7+NB@h60j zscq2LuB2H$+6_%tj_;*NtZS8ne7|9V7jnHnqxG^c%$K2O?eei)j^=ebHpY+s9iPh( zTO9Kr{A5^v*ni+Z%B#VDbL<8A1NkfKA^!k>2#)~%;x&pU^>wwhXK#CIWb*igW@0JPlyV(Y zc&(?!hxX|mR#I1rjm_lo3C+Y(v4gDCF@@K9nmr(+c7yRHF3GlSI}Oi>F3-A}-0fsC z%~L-!QIz$S{tLV3Q1`#|6XL2gvaXY26S0hBtgBlWsF0RQ#*Q2o2Ye-8O0vKR6<;27W!l_S7kz@Nb1E<2%rK>zAF`lsFRG~3Qk)YQ=A z$x~=`I6ndX+um=4{Db_1{Db^+nc9Xn{@ z!q@46`|qdw?z^8_ceN>vnB$w8nrOj-g>?Dlm(!`Io=UxX^`gF~^rO+EN7L+AUSV7G zSB3thP#7r|Vy1$=T;Y`N4)8S6IYF!_W(v)*5Hm&M4oXhx<9ZrNogh{eGlk|@h?ydB z2PLQUaXpQsP7o_nM*LRIE!p`A@fWCV(9bS-S#h-M0Dl308b352 zu3&1z4UNFxK`(La5ab5*51SY0U)@gstgG8dFYEbpONyci-MpeqnZ5=)22X!4{s@qnHPMlPU|X+?>S{h`SiDFj(??^N_uN6QWWZX*!bd~i1D%6|6slX@eN3x z@l80-(7^AiDo@vU5(8cEODGoNe9rT|E}gLmeh9|E?vD`qq)W2w#Q2zhl@(Zj*ni+Z z;J=VRkiUW#gcksR0Dp4D_$=uYbn) z*frHu7e(s-;bCAx<^(=$#<4`B>)~KC8Qqu)}ZL1wk z+F2iR--Dlpuy?pZAFe~n`y8S>ss3dBS)Ujm^B>lOt~beJ{pp&({saF3|Bdn`x2-__ zusntQ1^xj3iu?iild)643=u;Ce}{LhpnpLB;{DMB^iT0mygYL*RaaG0HQQw5{Dj7z zkiC!nuQ~(xAM7uxLqq;S{)tT!_Qx(|e@*_0%+{S{GXr^Y3vgwbWW~xAG;Z8DI+A@4 zx7>OQefHUBkwzjs%$PBQ`kdT{4m#){y6UQ{=z|YFu&%kIHjb4&VZx0xc+eoa_uhMH zuNe2s1C++>pgH@h*1CV1L|&%Wat9CRRe3)33=g{R;uNMPGxQqtFlUZQbAEhcKDvJ_^Bl{(e@pv8#VWd>P@q z1wZ5OxCw23-ZJ%@a3jVK^Nsn(`osP+-UI%ldMEfVUU~CI`7<3^g73%*cIYV2-Pn3KRocj1N4hu z{E`kn_-8cZ#Tm3|(`ISXA8|)K|NQebYSejj(M1<>9E)N=jBhf&_m%t_ojuiAz4YL1 zo?5TPQXEO?tu3R7*_g>6&}T{&S<#>I)S8N=j69qFSR09BCN_OtZ{@$=&QG+3_s+x* zQ9dWnv6a*|%Jv|AAA|P;`yU1KD8E-<2IsxaX}w-_M*Udd@ty|tZ&+PAmtke+q4pfc z$NbB>!1{}O4EqoK2mBZENAxY1vyi_T&R|*L^8);l&5ONPV)#n@d%$0gP0fA-{0aOI z{RjG&>#UM?ZT+*pegn;v^Aqfwkk6z^Q~CTvJ>(zceWYH92ZW9er|x!BX12dv|!2`{I8K7A~Xl!4gq zWGb|!LZr(wd21ox6UN`mF-2nh3DM={?31L8!oNkX6+h`rLpU!H+Xcr7ZFoM|OQcTk zjgqp&myrH_45crP<82tfV(#Vt0`s5NV?GzAM_~P7|AGG~&j$Zh{t5X5`3wBP7z_9d z_!IaW`Umu{9;JWA_!HGtRHgSjiGPCQV*~#I{{?#i@DK10@E`1tUDf`o_dB^^J{r|y zCfMAIREwQ5ztgujq|59e{L>|g)-*EHnJAyivi8*TaC^TO9( zr;GXQ#NZ)=`F^L^{Ef#iKjA)ya(%gLFI$@b&YyHDt4n`%%H`CWFFq2R%hg`CH2)nR z;fzyRT^cpza%#;NABoN7YA;)w{|@&%wY0J<&;11APn5FQ`bvHWeJ{am#OZz}vkCfp zH$}U#`6i_;+KMzE?1-E<9|*=zz97s$)*tpC_z(Cm)@TX&HNrAsj?|}XR{VVwDdyxKV{s}uj;qkFo%K3??S7ZNU|I4}u{{#Q)dHm1# z9PE!W58W02Tl|UgeM)Y%X3KcU7A)bZIatp3(d+DAID*ec+;RJz^!XQ`2YWaZatDt- z`Y4^;`(*kPpRc&JE|E$A_skAQXGwBF@DC$pDYEK=qN(N4hi4dJcp3Q_oDeO+K_?e9V7bFIa!rf8al6Yhqq1{1W^($PmaM$Y0-@6Qe{UNMz*RNrJ0sjO45AS4mFaB>f*6ywUG&Qwy9AvSiXU6(0>vsA=TG76b zmc08eoqFo2d`Hu0TD)XQw9`w!S6_2A9d_7Z)a#@ZY2N(#w5_EjwtMF8iFea!15Tss zuNzbFPZY-WLI>k}Q~XORXoMpBD`R`igs+m7Q>VpT1xa2J#>lJU)7@))i$5XfCvur3 zHn4RkE5LtrF2H{we_Zwke--2}@CWc$c((@l(=ayhcf^u{tD%1cdj|9`+aDG4(0%mJ zT8Td~%i?28{E5kv9;B6gzmvXO2>u8DCue-W zF&{Fk*Q}x2Z@Z1Es!pKWZ@-=6WiO#GKL3KAdg@8)-K!V<`ZvF!bNPJ4=FOXEPx~Go z$sXLfa|g}&_goq@Xb_#jpC_Mu(!WKP8f_R#>tjA0^Wy{Fz&O06Yt zkNKE!>a0SuR+iscOQGcTo_bFywU)d+=3~aGvkJ{xS$=0Ng_75M>OG0yY8&70q;?It zpO)pB-y0yl2aSUra83ia8}2cDn=p`-m&KH1DK+Vu&tStdlJ}+N@(HSg-x!qwrjFb2BY^dl3yCI+O+u97v-_kEW}yzM2LM z7(l-}{P%Rmz%$tQ@PyqL#eHqquu<=Xnlxz=jTk;s{Tk!OjiVJSzOVtpcyZX6>3Dpt zEz<wnU)M z`NL`8eLP09#-B)b5R>0Y4=%`c)`ydhBm6yl!Wls;dtb);wNBgpy`7MXZp}J^_2?#;wG?xy-3t4!$e)~_fd3dz2LFZpaoGy_YgixnBk@eAC>_0snR00Qr;2XqC0D ze?$K2*#h7X!xX?@re6VnCOtFq3*c|F)nztIo*S1jz@NaMs=szo{4M^8muK?*PJDKv zy1I%cO_uW$;eIE`Kgd5>1Cala|FRB%e}I2nCTQ9t@^Azi8&FVF5%ic(ByEsm_oKpznha^3dnyjvqGY#>9tOLtt6++}iP32cH zuC+Jk{T1qd1mnAZLb0mimV{**^-M#C;i7FU*h{_4XM062RC|%6tQV=C7~7>!v8C93 zxL@g6V54*Y1;#hNnCsV=|IEKDc-z+#=ha^CWvoB!Kky&$-*5&G@(1!4_#=~-Dkp)z zfIor1jW3u^BXR=zhs^=>ukNXT+5Jv)HTHy@pO`H1Cswb8{+;WKkbkhh!2SgL8|;rk zE_5yYBmRkfa(se~?;YCT3zcTAFIHuxEF10m|7phi@-*wGSe2EsY)1Z{WxX#?vtEi- zSt-kApFrC61fvTR2FpJll(^-nang>w)Iujh912Hw|#;}y@lO<3fA=~K8< zLEFMU;Jme2S)MD~m+d{s)F;Nz<^uDN^~ZY#`;Yeo_)i7jbv_LKn|P+p3FME=gUC|I zUs)T#9|d0Fyj0#7$!xX0W}FuI5BOKtgsc%?Gt5(beRvA_Q=SvZA6++)KL z`~P;GJ)rejW6Z`(94pmee4h(HKT%k>;%hGJAG(%pe;4!+UfYcsy~L@IyIZBseGDGE z!pn+TGkrL(x4tnx=D(!tVf{t>8unkdHo$+te<6ROyoUS*{s8_0{sjJp{^5ER^e@AU zJ|8_v|E#Os$oD(V4)G`0KkFqL67;4i_Y8Ri83jMyTr z72t2^AJD(LtNvNb@v&#lviK7cBiqkUK>vpQ0rDU6ANU9OFJiqeihrA$reKtKQa!F0&ae@=%S@^jAHN6J4x*vp3~jkF!|i$my_zx*Zr=CI$; zpa1k1nmBPHefrsFakzYxc%orH-X?WI6WW|cpSSwx{{#O6|91)fr-kEB$b0h13|_R1cVuO+px}zNd{5K#C#LIph{qp)LeuHfAE(Fp ze8dw^JRZv2{`hqI=i~pRhaY;FeG+%ml~-LwH8nNVt5+|&=bn3L-Ir@S8nRH=(fD~? z<(Y@9)w7z0nArR8z0fKJ?;hyB*9R6o*Vc}*M(wA;7{Oh=pWF(egyhwUEO+mdFEWUuT-gzLeEdE#fxd$KmI|d4>*lRo;{LYdhzAZV;b|Dj9>iz>Dj#A^4{iYX}DM& zGvDa%&&R3wzIkJu%hbO%d(qQK_s!-%AL6?j-{Vg-@VSWSTW1?cLqqT(FwTkf(SIO3 zk=y#4)T95euwZL7Psp=&rxr5pG0WqdW?_xkLwKU5Bm@N$KGoO|AqXikgt%x zz#qV0T>*c7`Q;{h@4b)cwb$OHwQIjpxox-?_!sye`j6>@(EkpU{+q|gPWL;>`3dkJ z@E`CW@E?26^FZ+*pWk9C>kj+}{O6nTAMsD*v8l~g9*pGCR-UZidDXtmPm$LrYRgr$ zWfjuJZuV{5efQloXwV=UH*TE9yik&i&il-(zKijt-@MPlI2|WF4uW%-0y! zAIp8)Tase`rMZZE2K)#77xD-47x)ACOZb4|(gTM-mo598rc8O5ZWwnXzlXJy*4BRo z{tNyK{tN#5z3^YT-)Sb_?^MOHCu%(Y#A-f2f%*Sl=HKtPhW-&`E%YzQf5?CE-)|v* zEIzhdUow=ZNWAu@+jC$8`*v=?=|ZEOsW@hzO+uok1IB3(;MwskN@ia z#xzEt!}vU3HWz7bF#n1TvHr0Cz<-R-g8xGPK>h-M@Vg#nF9H5K(D?JoC!VFzqc5T} z&KN`!@BSNo_Ss6TKde9OKj?p^vmIdl*ZmW6cA}=bhT~&D$nhuEV*O$LeJ|_J{WB_O zp?^UCfc^pe_bu^XGshR$t2Xhnu{v0>3-)rU%jh&4=!z|YDx=Mx3nuhvGUqYgc;gMa zKONFT%(CE=%Y?JV(&~zK#A{&+#YZ{6sbTCTgmyX!4{fv`WrT zfd7F1@*0SI2K*QNSJngUZ?+B`mq7mh;P|7dX$Q%B^7d1<@^h^=S$oV{F*oDyH!tMz zkwPIoHgDcMx{%LLoHcZ4@Rx)(ebAncSu3W8za}T-@sUEI^1+H`ebAncSu0jP+)0g) z$43f<$_FZ%^+9_&X02HHa3?iF9v>+bDj&$3H9mH8tN8?Eull}ae}tcLFg-YxRqv8^ z<#nPLXSNgJfzrmlhX&_`o=TgJVYUV9-)I$+VSLO#)}QVj-9y=a$ej5`fh}00)GI19bo)fSKGjGX=l^<=U+%Cop=&e*VIt&ll#!rsgKe}A1=rI zAK>}dJr4N~`TrxwKXr8*X%@%FmiwLLWAU-qf&YO2!2aTPCr>kdI$}k)H^@7&iXnqN z3idCZ54YFB{=n-ZtRL84zFYfCa}&qM-nUl`)oR1e4AfdKn6UGjO2WKV9>JtLzMG~^n?@r>jG)Uezl@&~;*M^4$~!R{?Iu*`tx|90P8#(=BPx#My%cMW+}ori z`C{LBt5cL|q`vUO4;4r9UW&E$jJHWi@}XQzj5M}((&$v&TpTITb8Wla@5JY8zT!Bn zw*QPzr+g^0yjNbuboO3YC~JL@#`kfQ0fH6cISYA?=~-sT`)&=PUyP6WPixNBmfdMp zTw4uTf7pKkCn!Gx|1o|lbK<--%n$f);3JSfkiWnm0p9_CeHZxi^Uv4N`0+Q<=>yN8 zni{@ah5ZvJo!E;mzW7p_GiSbGWtUUnKj1&$Kj1&k557bFw^rj%%;xhG)l^*-{1be? zlVW2Z5BvxG2mA;8$N9l`$bZa!SG3W<{%3k8^zUz`f6M(n@%V(>yVZ6rc51U#>u)z( zyInh^sd^vn;W*d+X_tJvl{KHW?cTkceB$7R40P3$rYZLLPf<7H~wBeKq3AK-Ae`gRq?g^N;l>?|8`GDZK~c zI6&KEt@!%!RG#4v_Fv*x;6LEMkU#DV7v2E*EBq7qBaeZ{4+6E;yt=#`EcRfAx^b64z0{IL40sIC0Hq%t2fFB@i)iW6rKJJNHv3Yu$EWz3 zKcV!L7So?qJV8)Fn+PkKVz7)JIR0K<7u)3ggv%6JKdPTvD)J@9j>y`g{u=8tn@46x zwZ6EG?>~(9J%#>#OdBKY;n*L>m$}3IWBpD8+@U48YnH2<|XqJIMX2mA;8 z7xL#o$)6M-yN2(W3+E?7{0ZT0;6LC$;6LC$2a5lQ4KMPTVAsoWR&0a)5BAT@E}Y}< z7CArB-mw9`<61V+t52ZVDt?7w!-mmt{tV@h@)r5-*{9TG#qc!75BEE@nLd@TALb`^ zzfPvZDgUwios92To31r!6Me7nahqB3PN>*#nYUs5sMnfJI@o1-ZdHfI{PX-^{mELu z{wwhw@ShUz6@lH)VfcSSOIbkiUvCgm(b{#eKqalJ<}BlKQm`v|zzo z{JzyCtlx-#qK5jMdzjg6NUSoR`UH$ zs)vLBfd7F1fd4}NK>i3H@K4v$|C%}evAic=_=)!atUk*+ZCf5(3^&c>R&Kxp?MxB2?O_(r&UVU{QZER>Lo#V(x$g&-cA0Ko&Pn|fX z*5J*amYPE`Yt6DwTdWEtuk_T3V`>fF>}jbv6tmVW>$JtHQ1VJooj9h};LV~18*j|y!l5b)?jWJKaRWWu%T=%yA8)K{?)9aEg)#7+sY&*A!BpZC} zSHA6BAWp;4nQ;4|az(}oS3v~R3G>_6}y@ZSR| ze+vGI5FdN>>U!{>AosEVu>TI^{saDYY?)H%AJ9K!Uwl*itMMl~x!)<;u07*vG-jvF z+I8#bv48$kKaW5DPkMa%<23!B)9Ig&KTeNlA1Oce^iwqB#TopL(E|GX^X1gq+R8^V zymL>Z$021>QyRFGGm_2;D_hDnsT^~j@w7B%UNn-<2`gL5HK`nPp7Asvu#`8F&Iv19 z$~CFn&SBHlKOwdbd4JMv9-NwN7vHPtaMt~QQ&y?Yn!-nEO`__J%5m3QrG?Kc~s+h)B&Fs^2H7(mX{zS#v6(5585jc%@L(`SxdkOk3 znqe^WQ}{DX=g%mQ6dLno$g>4Mh09T;_va>w+3OyRYjW)E;SKd(`s;6f~GCYFjFWTlQNyw=m~fo?Ls#3k9bZKvTG zkz=f@>-%3S)65s)@2-_?eNn#`T~1}8yz3e8xAdcT7)v>i&B!_$)7m>`ro-8JurLz{%Q9+&9?Is90O~F9?b|w33OUn-SPZVwEd8uGskA;}YNjuCtrMn|Mjl@n6D~g#yb1cM6 zk+_4BQ~J1`Mp7q;6~#=UITm83NZdimDScc|BdHU_iejeF91Ag1B<`T(ls>Mfk<kF7in`nTB?Apd0^fPa$A z2mVQO0sIr@q8svmy_2S!+h3cSv-1L()L@E=2CO~E7i!IUHejeY_|U!uM*#YlSJ@PhDOI`BupW`dW3 zUL`UU_zU<`u~TtP0Dq_VoK)|C{sH|f?313Lf5!OOHPuw(@v-%OCzlUc|7wfi|8wkr zUK8Md;D0@c|M}hq{_Vc@*BBq0?bv3U&MnlraXYJz*_ctnyyUI|t;-woE-Rj@Xv`|I zPGUA@Dtf~BHg!5f#c9gsRI;5n=Kcve2O0Of_!5HWn0rJ=J1@K3Dw*&Z#{g}X? zz~9h6pnoZ5G&`*F1bN5KF;oxKKgB=s^31tZT~$rh?4ywL6B>U)_+h|IJ^Ak!YzX-W z`3LzA`y1?!-P8V>{1cg-I?Lw9?7TY9=QNhL*8S6@r^?h??%?6PD$l2$JZG)@r*T@h z&?jomrD7z^tMYs#h#70$KTRaA@C)g49Xy;@<@wZ;=d5-AG)~+3->?3OEIzjC|G{tI zwgB@n2+m8kV|kxZv4LWsj5m7OX*q3-c9rlBq+$xLFVk`vk7g*}f1v6Xbv55z5f_mDr;S-tgVltr3iso0mbWfUAB+Yg_A5X>X*Wi;wq=DfE#t=9*A(D8k|r$OZb z^PkI2tUv5O<28}Tfd7F1LjFMh0)GI1InD(BRGYftY{u$7FTmf~yvX}cZle_YGV~AA z@t}X%yLjDC|E#ayKr`k11p6lBGilOPK0i^9{SW?^@i)<@ZEb`9f&ZI*3G&bPgrwb- z|Mvv@YjblewR4<-j(cv3zW;6LEMkUz3Fg3T@1YaxGuKY+g&V*-Bye?$L({?)_u z&lrEAx{9jwekbuyaC~gYf7P9Ue}I30e}I30|GKXIRquCl!*sM;$4o~K1$HNRd&-sE z0|ggCYilbtZQaT;;Vas(aRY7GkUr}{h~BsQ0; zy=-azJ3hi0r?R>-;D?UhW-KlE7)p#kp5}@2|GXG z@v&FR`H84kL;tpQkNuDR-}Cmr%Xr0uVb25q0RMC+{%`Ro_D1`)WOA!_a$UG3TL~h4 zZqe3!My7Uk?%=Jr-l9A2xRZttA5Q)I51@Yi`cmJ%r%>NhIPKSu^HT21_5JADYp8`pdslZm$0(ivO&rG;Y9^)%-!Te+WMZAIi2mS;8D|T4O zAC{#eFCl+}4F>oF_zU>cF{A0Fj<z%jrGsEy7e^k<=J+> z6UWH5_}J?**@*vttbgqPWUnKio81JW2W-q4eK}1 z6<1tNa<*_7pPiU^&pq_$qmR(EY18PRk4>X#k3AOC$2c$LS6+F=JId1kY<%;xq-Tp? zHI+Q)X*O`kT1(y@^D*O3WfhvWvi#0k3MH@i)O$*)wdCzFA2Uv!RcO}A@;hrOl)Th*FzEALmow@G{t8V5Vz+y-tp+++JYVIV8ZvuZaAdp@@nc)h18FVv=B zas%VDT>e*A&sO_O729AQm^8)WV~ZXE{%87RW|si}cbhEuKjfdR1=!yN zJ3{{daPq&Uc_-}?Lv+Dnoow0BW*sxZdhHh<<BzQeLthP0S;@HaSp z)|9Hglkw%At!9mno$Mgdr|9=KW%6D8YDvbstP`DC_?+=NP1VNcWp8)CWk`jFbtLN# z9Q2^H(?o>3*Zl%58yAuSHPdZ z-_Spxe~G^3GBfC2iYZ-Q_!<$MndQ3x{*3Xlt7_OsQ4{WW^7z=0|B(M-J*$4?>lyMN z^51wF2;YT4A5a%CcIsc6nBex&2ex@Zyq zgxkW^uONHY*0y3-@ganId4JK{^xal12N@XGe|XQ+@tgY~DzKgGm#~L0KF>vv8QC0T z{&`NY{;>bRf0RFf|3dyi{u*Wg{>U(zVlCG{fWP#d4e+O7O5ksMrvds$>D>feK08reT}6{7%lV0LzZ3W$_@Ar+@PF`sSqG4Rkbf={H0>JlU+;HnxAPNa zyM2e{%xtgi<#K#zAJx{?(kZ8$LSx2^p+#@Moz59VnhrADUlt{zlAt_Zxg4LUY^bb> z#3{o>7~f_p#-CsrX1+MqdBql}W%nI~y9A^z*a-#KHHc3kqZ509y^9n2ihX+DAyq!v z#Am8P|3QXge3>82Kh__wgKS^Pe5kzz`w#pF{5Q%e$REhxoKFIO0Dl30W>_2eJIIP` zPNJO#`Umu{?yrB=ar}u{Gv}&*Le5Xv{Z4#-qM%b_{hMte%meHXY^MSL1OMy({15nF zc$)n`c31tUBK|~YMtrr~Co_I$XDT8E({I|eiT?JtztcJAo=XotIGNV3Umu&JvqHy{ zU&Xl6TAir%utcG*lQRwe$o6g9Y1XV+^p8jXLGLVHto?i2rp=pa$>Jp(3*%9`XW~6{ z|NZyT^DjI{pM3f$-*shFKGt47M6juG6TLS7HG1gbhv^=Up>hBH_tUJGU#2x{YWeI* z(YLc}*Dl(?f9K0Dy-ZW4Ord-4{Tof0I+fqSlFSLOV>e?ob+%I$<@8ud&=#>1j*EZ9rE%x8y0FI0Px zq^uXIo*3JuPqC%geZY3s$mkq5V0@lu%zweZh4q*Dw}W1t_6zT+xWBOfz<h-M0Dl30=J){k8~O+Iub!xX+Wk&*Nn%gP`H9IAe`57o=-;`%qd=(;Q#K0|HVI{HhDHtyUAKD*lzzXRGMwOSe2EstWY*JHPKT~Jw^Tc^`l`! zhtfk2Jw&g)_8PtM#vAnJn{Vpp4Nl+E{9E)E+vJxmTUH#T)TcBStFlta?rhyjAAR%@ zopsh(bixTIuy5o+>yv+P+qRA7z4|JR8#j*57&wqlKmBw%ZNLB;F=8a$b=RG=di82* zYi-p*Bwj|-)@Jq{JV#evc_p23#u-ZApXtvz=N$EKtf^ZQ`)=RUPPMhQB(c7webAsm zN6s-{%wapREO~KkPr|A%Z)=f6~5i zUg0VDZ+UJYe`IYy{sMmhe+h2@{w&A};BV7+5{j`1hhKT*S< zNg5wJoSz8%4)P!JAMzjaANU9OuPfre=B8GCFF&_sXBPjwI^;WO?Vw7Czg)MT&L4Fi z9e@1s^qb%Oh7SJO!F1@Mhti*pJc5oo>L~sE<*2`e)XEoJZ~^Ttc_4~kqJzQmD)y_a zTD6MLZTyXX`HNrC|NZ`V(Lb?o?>;_f@DW{f;b{F%H{X0Sy~;iSIe#E$JpS^Rzv%gh zwO_8&A;p)mZy80Vqdr)tEHudo_*#S`qQ6| zRG-14kNkt?%zj1BTO4`hku;$H0D6hfRqW$46cT${{0+CTuc3zfKa2f0a^7S1?Adg~ z_;FNKRYiUJ^r6o_`;6Mz=OFa!zxZB^PjIvtUv6(#4o^qz<(isAb){BfWI790)HA_^7#P% z4(~cJme#olX~NbCPe`49pnvc@K>tc>#Mi|StAEthZshx&W{3C_?4NkR<4=J9JHG?} zujF(3t{3G(PiLup4wB^yms9> z8aeW88o=ib#GWs)DEjv8OZ`smr?&e3{ZCc9zu5l!53sz%st{Ye{e1iJ#i#Jx^Uu>U z#~eey`~C0PSMcZPpAftKU3c9@1NnTyjpJ{m#>TJo4kbC~@#?E{>B0*yq@#~Mn%;eP ziQ4#Au3SOmneGJkuS}aZjo;C2q#ZkU=(&*RpL>o*@|lZa!-vzR&6{X9`w$lMJyO?P za}6DH?6G_nZ>?p?e2{Ky-0=9y>Gx$GNx z@BMc<7Ih14=kLE_#R{4{c{2NQe#K`o{;7V6ty{O!Tt4^l$3Om&CQO(>@AEkdxx;GP z_8qix)k?bR>Z^4wUwGjKuCsfdd=|rGc97&0dEQ86zM7j`qs_aavFKy8JI%Px?`$f` zG>g@lp7DJxJWuaz%6u1czR=rK$~cO#zuVj~ews^}6U@KdU4-?A{a3_Mj;X+ZgkL0{ z;d~YR7xD-4SN27QIep%h`tqADp5-kG8g5 ze2>#`y&LK2XP)*yPE)y;X%hPc4*B`d>A7d0W1qujdjI|Rs6U^P7(RTM-brQiWMi(W zT|?K8y^c=mbrQY##+!U^)OLFI*=J}3`zuC{96=j5Zj9#`cCjzwOFsM1pU+Q-4@B;_ z+Oczop1l}w+5oy~!p#LVeDC4@A~@N^n?!ws}$%jUx0_Du_MW;r8y`8wNLT9Y2H?+JxHEoU4=r--@*naa_y_o}E8*W3jz7`qeL$TUwxb=}+k-tj z7Bd3N$~lOAB(b9#ziOm)e1FoG&0DCgt(A6hyl1J8-=XB0@ILc2>)xulqMiGfa|yTK zemjjGeUaMh}p%4ChpAn~bB?tL;{c+rLGQxGe>_to6oOs~B13jOq;pU{1O z|2wT*xl(;5zvnX;*Rzix#>LE3(q)qA3*aSZN8_GdgW=>d}X5#z^C;ByBp z`rWMmefsxFOp2jr4W*}^ev0Etw9uF_*Xmi0JU)i?P8#o8?vENVVgxN*xKPViUv(AV zL3I@0F|{B&V`5+Ed5&!{oP94th74if$X7bH{POWj6`>*h{jojH2$S%`J9qBl^CEI) zWC#CE{9%9A)=-Z1TX)b_UPn#bE_GYCa-Qil&uMe>cFik2(>4jMq)po^`f6g@=GedW z5y!#!n18Iliapbe{RjR7{tNj7`D>U1_=D#G_zU=xu{iKI^bhD?KT7>`{razH_MCZq zZ$p*(C?0(9A*$yy70|z7e}Mf3_9xiiV1F#za=V)Sb;pjjqOCjHv~!EKS-E447_Rs8 zQ?`2V+_{rBY}i0cmoDWP(JydZ>3`7MZ@;B=QooF2S%0~99qkNpsjcfYM!7#Voaf{7 z_mO*-rcZyI&O7fsy7jhOIZpK&K1Xqb-YF&afB6m)%b~iuipE?!hT~F)INYJ1-F&uU z(L0Oipr0N@H{N)oo}G|*5I^Vh6o0+@uj;ReLx#V9D#!bl_}h2hc_;e>Hn4BxHjNo^ z-~IRTd59F(+Mkmc+e3y7rYU^Zp{Z%B#?T(haVMU9;t6*o#PrioKhbvaQM|%2EEc`< z4xN4W*>p^<3o*nh?&z<WMJR zz4!k6G;Z8DzOU%d^vhrUl74Z>FX%S*AxMmd88cp_V~;zI#*V$7mMmEkpVD#i!9q)3 z<>R;QYU3CTt2JKr*s){jJ&w&Fu_eacFi!mwli5G9gJUwh_wIXiLe&X$!`K@*#={qd zvE=-Q+%0v`K?l)w*IiGq^BqhtJpY3FCmy)}0a~+Wjne1iKk~>Ubkd0@sz2k)FE?mh zh+e&V(Zdfv%>ELK0U;0hGja}NF#9Luo+j~6$o*5phmW9VIhIBFXZh!!(}kliq~5)I z)6AD=>Rg?5)|qtrz=0ee<6R~9zh4UT=Pw|MEq)ZAuaLW>@*f{R)|DzsMJ1Cuxz9@0 zhv9kCb=uheg$oXRU9^M_PU! z^3HTrS5A?riAAtTBWjgfVV6%k& z-&OQ~u|G!xy4a+n5xblzx8&tKAD-i?wzf7svv9@bS5Tkcedvrc2GZ3W$N8||{+4a} z<7vs_CG`613)Qc1!UALH$(-;xYbDZr%4mpJ5QcTkG z7{%|kkI#WTN++Hq{)zFle*JoyaN`8(b<#=vp2EXAUXh;oo~Y|+@ZiDpH@-h=>((ta zWbhD;hauy{pWqw%T>KLptD^VGCv%LenK73383WG<{)z0%^B?jW$Ey&3#?eQKe_~zX zZ;O40KiHn+-+32KbAAWk@3dv>c8+PWjX!)IYRe8yz1(pd({BzRen#?JH}9a$ z+J~f}KdINgrOap1xqkCz8%M^H&t@49`$=2nVs=K@L%YkVQ&8m{d@b4U2LWnLv`6$ zZRPwOeWS_fG#ltjJxJ~5O^tNlefLq{zJ2M^OD?7v93w&O=tm!YG~4oT=$( z(=$&$t!D`a4IV@f^PNfg&)1E=v0(!}`^>W(r@EKMw_eG<3ONhWz_BLAkF)!oCQlas zL<@cN;fGYk_d8v8-F38_?|RZ7`J!xx-?L{AEqQkd{V$)N7(f0-TFmz;z4+3Lbnw9k z^LdBA(dyM}gfM(K;h%@6K19`gx8v=%-A)@g9`?<*+`|5Z-W>blL2A+aorK-_|(Y{Rf^#p1N$!)#+V*mNGv8}&G14slb&Sa@v92Zls>EpK z_)-#EN#iSpxLX=u&*O?QZDY(^45HYl^wALFk9o{4?_2uhwn!^|cuZ)g!T6YetUv5O z@E`DBiERt{qj4W0e>uKw#2mmMX)b`jBnD)}lm`%hzVzZuy7J1aXeeX+ho(NvK8jk4 z$@)EwpZ?FW{?lAw{eNHUKg~JTUz&^WZ~fKRt*4n9AG?OnPgK$5NmFRm>b1&)z7PJF z{$~9Dr@8q4{{PdMnEx~vn1As9?+5>-HHZC|=HlD!KZzkH_xRY48mlu4HD|TS+GEy= zMY;}3b#?VLp#K2A(`X32z`hBIgS}z>MwXQ|G=9Q(`r-?_W2wEpU2XaU2M*-e)fe%7 zQ`rD<(Cn*Z&2MuohAXeQk`6!oa6Qkk;I;W2`}!@K^~x+d_uTX7_~VYJYp%VP-eUW{ z+#hwq@l_<}Io|u=y}~z^_!Z(i`6>G+?)vLp^x3DM(%iZKrbB;qD95w7g_bX0o~DAw zm+$<*0}rS_;6e6(G&VNU-FM$jr}pbhf4%E&YGHqf|H#*sze&zRoOR|x2#Ni|{n-PyHNPHd^&b=vbkQ@iG6|dXY8e>k;cO>@n;=UK8Ly;J=VRB2S}C zh5QBn0RB3l__JYSGp$|MKsVof8|wr8sTbeTdgfU}`5mM8SpV6I^@sI$K-Zt@SipZj zdi+;cw~=PeoXhWIR_kYy_$OAb1OEa40snEklc$+IA!6nH9az|(Scic9P2b6e{W03x zWUm}Z`&)C<&KQ3}ZP=OpI@+|O89T43B+OgokrgXf((ix&JB}?emfnBweLbTf@vu*< zVgCf5pHTkaB4je)_-vtLGmihJ@VH z^#A_f|M2Jkqo4fbC+eqo{PD;2?8YdLp*?T@JnJ)z{}rFNc=p+6`MICaKc@YI^@uO| zPNlc#FMs(9UBPj!B{oH7<=6NT5)WJAW538TG@AH4#6uj9V(_3rdWY54ty_anz~W5r z=6F1Ex6_CbBN#Kxq-}h@;ubz{G4Qn0>E6HJ%U%25X6bu;mg9KtTYMPrEM82XvcF{f z_;Ea+zo&Wg<}ta%3<=M0@&w1&9&*-Me8MDM?S>`|eczz$Xv)`(v zMf?+P{|)CHl$T3Blv&=ZuY&39y^K)S`XY_nk)sR{tl<54zbrGv-_{WN#rT+iTQ^vL zzJF}*757#H_8<6<@=)+!l}C_26*AiS2js8q5q(zz_#^5YDp!EN{ww_X<(HfIeWDK; zyI;b0t5oUzDks*QL@&JX60KZWZ&=y+H1IF*Kll&$kMjdr3*Qm{t*za_=O<<>|EaF3 z=6mMYKe5WrPeA@d{wo%Q{DJ&|{DJ&A0P@G|w?!M(x79!8{+@VzqQXvXwrc(DX6t0g z)?6pm+O}%-DmvnbBWNtgg_hXVa);7}^&6;${S!B`e_{onpYZ4B%$Y-@_`JiJL(XE` zyVqK(zrCt7er;VH&1ZZ4zy9?C8a+_`gU_3G8;17RP6+_5A+ z0q=GhpI5kX+<5xcFAr7we`{MSEnD^xpTRhnPVUo(X1_9<_VSqt|9OY+f0DBvef#yJ zl`B^8*^oApzv2Az&!;|2Ut7C|_O$O&a*56T?vi)uM2@9>%{AB1C!c&mt*x!}FaEv* zPCJdRy6P&n#q*g5`H$d#&CSj9uNnWMUvVt)i4!N%7u>(h+mlZ|Nx%8cZ}_aqlo$hB zzQ6Q;#~rupT~PPmf4@HO-}CEI|NE6r3R#8RlO_HM#WL9p*oiAy|L9hp_*^f5O=z@ZTU`SdO@S@f7kW zlOLHJf&2yj0RBq+;=971pMSna?}$C^^wY!L?-HN3hW!;6vyL!7@+a&+>_6g{}%;I9+!rqdbEi>*HSC&Fm^ z8NZF~{Bl-dQ{yIT+_Z@{>1VT^&5&5!y*Mt##EJJPjratfdG1;MKEvrOK5HO%PJQyp zr?iOgevN{F(sa2pMcyEb>&r8(yUptG~V|jzEetKSPbI7Z5+qi z-p>Akz3qGXZpYPh@4ffZkw^ZCZoTzZTJYKe_His@on)?_gAl*P!;e0qXD#G@sMTxM z(507NM*Vr*iTB<^OF2IG#~*)8Pe1)MjplO@M{%s{*XGaXSQX7A{*n(leunr;h7B7= zQ>RYVc;0dk)gyXtV=#?8`)uu_t!-Due^W;lXZoQp0`8 zKjv+6uZr@#Nbm3e^YfV>!|1t-7A@9OgmBfAsuBh(96x9QaS5to2;O;ve;Tw!E@gT;H z8%L*{a*D>b@V~3BwvO&$f5o7IgXnCw=gS>S*NqvYJ`1^fY0li)v}MZ{9lW)zjn=GL z!!hozm>FEq(`~KmGL6^d2YqoBT)o0&l(fCY{UoM~SaPp1b+xo9T)xuHZYZ zPNW+-?zY@>rGFUzadIBxnP;9Mxo>K~fB|}@~k72 za(oV7OO(ZD>>c0dpFhB*VDxpUrfgyd#t`c zbj1~y(P4)jM*TRB^VNJ-;v#O7JD`p@;z*is(@nItew}y!UyU!m5xE;ld=S&8PcQVj zYSk)wgwHXEKjawxUcEVf-8Jk#k^7m7z8a3fz&->yPciZCi6rN>?+O)Yb_0JE;nT~DSw$T$$KE>xeMsaNJDvf_Jitm(~!S_MQ8It&4 z<^yDZdHy}U+0#gtRqW*$7aD&;)^4y@i0xDEbdvi-EbnO(`xzMXIGtdixaL#7vC-DQ zJS%)5*-|Zzsl|44n@G}uW4{<5^N;n1{RjR7{u|_n$sx!e$Y0=(h?9W7elYyGeEDj+ z=ISy0j#B?{euD3J;yZ26<@;-A&6=a%3-}lKANmjUzXPfN7W@J^H&}mI ze+P2?!Tyu%UOpGFf5HAIYXSK0o8do=KheqkPSI5D8Be1zyE0=Wfshl4IU(^DCf+kq z-zPfc7r&sNa18379sD!;1?PYL>q8a0OFW3rKmVNV@fNc|dXB?+#?#7SV~vsQ)0p2a z&1^^K`<~?fCI69ji3=g|spX8tM!s)KVn1x%x`lS~*@JAW39{e(qwjz)eIvi4oaCSJYK>PReaVNPiSLU@Ui(izi5QCl<757@ z{;>bRe~f2>|3dz#yoLM){s8`ReXpzF&vok>=#4iyKHcbxqJKhS&pr9%v$ULJQz-TY z{ssPr{sa9lI|u$<>%aB28#Vrfo}UQ*iIox`TX+xn5BLxG5BSdkVQJpyq(i5>%?AVWiNT^RK+y5Y9^L4 zBCnG)%V$|9_9`oT$y28)rm)DGx!#}Adht`(UY2JIIL&dC(r060eEWZqdGNUmch+G3!+SAUf7pNEKgz4Ye?`W) z{DAz4G6V8A$Wh=A;Ss=J|2_U}*tnHyIX3Nt8*iq*{rYkYyp#04r#IPWv3~s~UT@$( z;6Ead@(=hA_|JFCe>MIDpVz9c=6e~`Kk*=~68{AFPtuv=9>o5`{`+qCpWOvwdI$8c z|DV10@Xxx)_Q(I6-~E1HyL<25-TQsryL;Dl*RpCzLg-aMY@nh7uDzFaEg;Q;g1br) zuq#-wfV~$iAPFUek`T}&C^c|?=Y7tcnfW|V!YWcia-vVBotb$u%$zxM-gD;YIOv|| z@{h|ux$J{@$Naaojr|qGOZ}#yM#!I_r!H!-%TrdXSYo*ra&!D%&`!SR-^exs4Gj%q zx3KdE_AMQC?OC^I>@fGAf4}5|yTms%_Zh!&5APpuUG3PhQ{@@#)O@ELV1|l!-c-Qe;{(RzzXZYRL34%>bpK(9ihp$!q=P32> z{138#^MB|6DiiiJ{;%&ly`(l={Jz}Gnf$&}u%Gbrx5~$^e{lVa>!0lW?D{v?KXxts zYg-%M1R$~wJ?$zLCi=I;8v||nf(M~2XelP z*n_2+zcriQ7}$g5Gr!}r7|uy}s|k8kloj;LcIQ9lTisAkbkQ6~d2H8oZyBxkAI8&wjGRBq^&orn$wkLSC8jyHLG@L~2W7{43>@ zlWSR#qLAnPmk-)ObJAE!jDMvZ_~YjHoeZB~{eQAiL!9?D+yfK49QY>1UI*MD&;_|r zWB`sUuAy_)^3ok=w1fH~3~a=U<;y0MLEku zw)U|P$VcAl32hjL0X!eFlgLlHR?x5a@8j?DFRTY&e}NY{|B*G}{Fmp0??1M`=CY;l zzbsF<{NeJK%bzZP8#d(U4?lkenJM0p>xSn~;1i3NETvu*y{H#s6c0S`kouqS`S0_; z2h4w*ja>e9`Pb!t)u-C|@OaX{CVV2(Q)kg!nVo0n@tj8ET6%DrRI8L)(j8RJv+{Uq z$zoc1a2lgE4Sk}PSV~61JS&e!f*8@#gVRLfGF(XNbx=9a%Hydei)rb>X^gh>zhCf) z%s;lw?|>V`xh@z3^T15@$9+cG8)Og6)`q2xmc!<#R|# z$6wOs&D#QA%(CrK>fhz>@Ne$(|Cr2wpMS@8{%zQ>g_gj6g0TsF9(Z6D+fQt8{^R^N z?1iRFP~D2_UtIsB`Zd?Tx&Bdk0>(k{OHChb{cCIME^22#10DaAa{23s$e*>f^)z?x0=oV7 zJLs#Gb&OGL*FD?$kBo!!U+2Hhe~%phjs7QkRZxYz?*x2;{bM`-asI>SXXn4pf1Upx zIsTh;q^^HBRQ-dz?_`SksJD-ijuiT=&bRUuD{8hmWh9|s591M=Hf^HUm%UC;KKUd) z@x&8sd-wvq|G@{;+R{S%+S_BLlBzL3G<8V*r@9u?(E8Fa|DDqrmDREIkN^9vHLF>g z&U-GUDILtzYl>NWF)VLHib}IBtzrH<_m7?91i;gfhOVb%-O0TK#V3+|SP^&Ad8#yq z%>k2(d!@vK9x3Xez5m4PeEfa>`TBGIN1L~7rs*@L)8N5_=`W|ALT8Q`L1V{^ zVR`)mI``ajIe!qHc;bn4)>&uK{CV?fTl3Zg4s;gFyAzr`BlTZiJwsk%l^6+lMV2ma zKy%7S@{I1&zxtop737(q8y5^B@pZ)$>>elbL!4!(Cg2qI;du`|n&R}FFK07^s#}uv zAaYkGhn1`qT{FSV&}iU|M>nJ?pC<`p>mze zUs0A+z2DE5KQ}aNrDdK_~aCuTnIAl32vPI9-<`H%A-=ReMWegE==)c^2)6(t@QNMPf?$m8mi#^@y45OqBq`HPOH9IMQhj8 z(TWu-*niVvy6mrirISuNiOxI!d|I|_nKhJ!ht|L1EU9kstEQC2EX+C%Q7y^KV?0Kz zR+b@AP2+b~Qb<|8h1OCEwInZ(@fb1cEJLE2#_z18kg|LWttH@AJKA8|OdH ze@#{b7Vi6x@4u$+18-0rjlGTG@`uY`NxsDVNLZ!iTljP3&(-XA;;uU<(TFogQe|Z& zRq>~~cW=7l%B$(M*WQq`-;wMeXG@>|zW((dm!H3|9(p4GuU`-U*e?;@c7p!p{s$gX z|JcGGjvW7U{^R`D_aEPXeE;D&z;b3!-G2_pzkgfnPWDf&?>puCX^UG}qTFU>cPvRo zDN9t`8#ivG^Ugbu@rk}P>!DfvR!}SZ$KJ<2vD>M=eLwBnw@>_JfA?(*-E`B9G;rWR zy5*LexoK`Fv=y6-k)S>Q5&fH<-P$^M+Bzt9Y`Nua#FA8$vSL>fDb4RNZJ8k~25~%M z!$;xo$G<}>;}ddTv-=h}_v0hDtH$HGj%i}t=!6zHgJKP-ElZ;<#C09V5dASmq3vgI?VOh{U&izuQ|{-!o_yj-I+wAGF>FI2 z_(V>df0wKiYt6!}C`MCRip9bZk&?3FETf0^k9pAse8P0$GOvIc=v))MFmxCpADFq7 z$=zN_hdt2dJ=Ya%-OgsF1K~EJo>|Hur-eD~{p(rQ$6v<5=9tevUR%EYoc}og6~5s6 zkMF;>H@N(f$!JlY(sO~!UnY}={S)JJ80Am+!M^pDztON^!>JeBPQZquy1JVE?@gqo zOP9I)YqCE=m;d$La~S6z^a9TRoc{rzSiFSacLGM*tAZYw3HyogzLTv%Uw^*-Fc+Nv zxc!6zzv zRfhMS*nR>svh$yCR&xI9{5P8e&VQZ%`u@{p^si<9CpuH2i{3n`(L1xLh!jk}ZrwWG z8!K5(AIJBGUgme5_QhfYD-P^Gz;8b7p?UM?(pjTNv)}9s#eSmfYaBxV)|s|d(xN3L z#IJw~gnTQuHt>B5d7ao)W1^T z7m=^$V$l~d9sE|vInn4Pgf7MW8f%;4TU&IE;VzK(U%+>K{4;#t=bx`X<0m{91h2BR z^B>_G&VRu#eE;$N*X0kFzcP9C2*{sJjo;C_wVUYHTW{w#YX?#9nm%;aS!dJRZ+}1= zH*a(KH<#Cr!1(+ApU>|ffBtIZGu@WW-_oW{+hm?@+SJVPX4<@IJ8jy?d7O_jd^T@H z8RuIbms@-@@+=+dZ4`QKSK7(SrJv2s+J4B#I`RI0-uTzmZJ=kLeL;Lrz<%QX`)0E5 z&$Wed)_*7N$H%`gE?s^8HE!M>?ZyRPu=9?efBgJc*k6A<|5v%t^>21gG~CYhpL#Dm zzu$AT^pC(N4!~T2RpbQ?y6N8wnW}LwW@V`?3d+r!H`Bz46Y2ERPp5k(Pp0PPW`0X* zzxca=?i+qD_Uze1ja#pI{+WN52`A^~*IwnC5b^h!7PqrUpZutJo zYsF+4yv<~e5K8%%tCS8jR;Pp>bkb(1r}5P>&(hMK(OO$8 zy#GTT{|`U>oaW725bP&<(WFWD(7W$`9LC+p-{$1;IRDnH*+`9ygZuv5`Tnct9FHO8&vWwvVA^$0+@)E>5DD5B%ls|mGliqpzEgCv>D4lZ3 zDKvJ>Sei9!Ha+w7Q?z*TVtV}X$7#ycsVu*rNq;!u1iJLnOX=f}KkldpG#7q4=&XY* zA(s5CFh*k}_LXuv{0psf4s*)RzfyPT-|Qy}>n8e<$oQR{<(1zR_5nWIH)r(lQ-SxP zk!NRo^Ic(S;Tf4eAkWvfbw9H2B%${o@g5)ld|vwe^Yxebh4UZhzrO$Y{_FCG%U>o} z9!dH0%P&^btcM<^n{K+5KKkf$YG`P3`Pb$DE_?o2yLKb};~$UG`D4e@7(T1xb3T7? zZbw|hF)?j4W6wwV1qB)@JO2Wv9V7Xgwsuk;+DDm%68HY&nEjmbKkwWz{9g75!6)E@ zV#wejbk4cw75+_Z+%5F+=ec+s%)dt-nMZ5cM$h#hrpt8w6Xt^Je_a0)b)(%t|El&A zxz4>9&!LOFBxvTNwmvVj_&)Y)(bC#V^XJdw{dNqUcG_v;CvNbNAvBzQ#|<1fK=#g4 zPd$|;OdQW|wl1MIrcXa?V_}VPW)_VkmS-UfEN)>WE{o(8dE5wlcK@(-X>HvVd0tbq z?g7RJ^-X8avp1WVKcXz2{lrEh)vO+YHIaQty%Dl{U{6tNSP4wc6FVZcy+$uQ5S!bO^ zBS(#-(d=(x+{NSQ@3-GUZ@u*vZQH&*c2{gE?Z9eUpR7V#^$fajBB`lb7WA z-LHROLp$1brE|R4DTFgUY#eZ=M~Hm9gTUuG(VHU=XFZ{}GUR2tGNY0Dns2xU>WL1G z@esu(LZ9A$`nSNi`S|<%ll5b3%-5guAJ)AaZ*~3~_95GMEClbweiTC4yArPB`;YIx zE`NZJxcuevC-|hx-|0Nlea}Cu4WD340{FnFn%;C?pFaGl(UAS9#CTth_vL(q$gk-u zW#=>f`N)%c97ibikf$_KW;9YC`F-fzPzUsgqaCU5{p)!8`13e~xrlkwgXSOB!-(qM zjO!_mH+9+!s#{a<=U+eny8aF4T-QH}oYvj+A8qV^0{7&T8a~&*Yj)}HG78Sf^U7@= zv~(Z)$KJkeJJr_J(br#n&Gu<)=)0Dd)PMRCrCk=%d0$o~&+DvzqfH^(M-*B{qCBUR zq>O?y^1SZSKc+>S;1fZYBlpYr&bsNn>@FCm#kL{ne42z;80Nrd-284L>cS2~+DPvV zi2N`5BGs{KI@2df-}oNhzmI>KkD^EN`RD5oJjMBs=-i$EV&BlcL*8@p{YU0S)Uo;g z>+*-oU%V!cto+%;{)RX3n@;uho8+x6anBU7m*~y561NW-N;CQG z<=N~%1)qoIGm>V7bj%+_>(&hbDq>&%h#@QBpLY^I$JT7=woXdlY{D z_w&D>|GTCB1MfS*&p`fDOhNZvl9Mao^NJx}MsN9CZ~y*w+P8Nf?cKYFfL9c;5hjdX z#mHgnU%!U6YoUF)k}!Rd9^1e9pJ>X@ajXNxxl8VqF;Bq$7_o&A2YtN5TUL(yN6;OG zdq`X^m|r}%s9q_SWAE|)(>VM1`~36u=llnJ)%kDYi`hQo`;YIxE`OBEWh$q+{B^YC z&-Lp!)6-8cru*)DQ2Y*W+460WdtLsG^1aLdUFQ5#TgUG^O`0aQ6E*y1)1;xp=+TiQ zY5rNG_;VILhR^7;X#S{Cw7}w)pM{`bz;r^N23w2BJC`%ZOh6rXVYOHtNw`QPP#m;Z}vBJqgh zOa2Ew(Qft=K}8>(K9s2NQJiNT$Z(2pR@c(s|NeJ+_nmj?+i$;>mbNx+r91ApgKoO{ zX1W=loA`5!hPNP;{98i#O_F~2;fJNJ^pkfcxt;gl0cogFtdkm##f87ga=m||{p|--r41NNDF_kGSeL)jXTa9CjQY8#u4(Yt?XSW?_b9o<0v?h zjd6IR#K&L9$LF7}Gg+Iy{)9*A-A(5|&VPOX@%=aKqp-&`{uo1-KV(c?{*ry;Q03pH zOP7gn>E@+kdWhy zKP+IJVo^vhFdEi{gLV;@YaOPuItY=^G^u=aC?6H+QBUevTh_MspT^S1zemkKtiwq| zhfr1U0fYCQuwG$1;QANWKe_%b+-o+OHRu^#|AG76;jDwPInMO2>L1&*@*U{%V^Jvr zkf#sO`|rO`0|yMGr=EI>wrtrf4b`u&XCK%DsgikW72Bm%@|_ICd+|r&>?5m+@!(2) zxE#E9;>3yN_6qVH^8S#Kr}KFD!X0E;9WCPD9noZ%OK7Q+2J^~!yc2TCR=W7RgK7~Q zDt6APQsO+F#}8ls@JrIRV|TC{QhSGVRtxqInD4d(0 z@+V~2jSX9A#*F)E6zfzb^PH_;+%i&HJrZY8p%W1gEMCqH1j{UfApu{M5}AOJg3k&5>hdzD^m32 z{xL6rU&&ie_9m10WJVhJ1JZK#4LF_X%QfB{_Dx_CDXwSc*e2RAOd`}3`+MXEydu(~ zJ?}r@MLzyM|9t&9|8f57`;XrDmwPh4|Ek;|=QUm%a@WD-50}4eE*yFJbJM16f<^rG zvcK~Et7^G>)vs?qdj7c=XwBM&pi9B`2r`_@zq(Fc{*U}hWZR>B{*m{cCQs$}ohnK2 ziD8USu&)TSk%0Zg!qND^HiB&`fB_&K>>U!8!1fPJvnb#OD39@gM`)X&4Z|ctS!^5a zW;Pn$zmI=UoquLOQC-Ep>-nDV)T#H)%}eD0g1Ej9=Qb?3i2Dl{8mWox(7m5j_0X_Q({fzxUFCb%r6wzhh8Aloj_NBGR7X7>?~p-%A}8g zb4WUz->?TsSxBRejNbcCHOFCAK!mn{xG@A!c3lu zyu#!?m%o0J{8?AmK=X?xZp>S{bt6ay^|6tPZuV@k*Q#h#3?m>Y=;trt7C znnt4OB8`>Bkc*2wSu4d{rMEJq5D)2Mpro<1lR~57;$lyMo^#vrz7yNmzz?hLfB79W z#6#L_9hgpS9Rk)M`9&JrN8=e7XBBHl_E@H8-irHvO`%=y-^btQAJ$Y@OSVod?dwnY zQ zupv~9_tE3~PW7^vL|ZFA|M>aGAOXD4L!B$ zs^zz-txc~T!cMZKw0(a&ZQs6~=Fgi)<1ZaAZ#Zpi*hqW#?v?Uy_)Vxg?!1#mj2J=J zUw=Kly7U#=(e{1T!_VtKYpBy`;rk;|mJzZF`Kh^1vJ=6-h!yH1QI>J+`rpq66u>8B zE*I8!(3kUmC^i*5=aV0aaPH6eq+A7B^-^5Z%|8#t>KY$H^+a0yNeW?}U$4EYg*KpI#D>?=YWhFf_5Jf7LO+4%VQ_ni3$J0`40#V0Ch8tf<5 zH2C?)&p#qh`1vo%v3BmW(Djd*{_r?E{{o-DJ^7+uyhN#9(3zK(g~AS+*s)`W*h~x` zex}%r-gx7U)UYYx6ZISF>Cs2$(3tbjr_;_jovygz3i{-ePf9u{)!CO6$H$}&{wI{w zl4Sa`iWUTAw282+C_QG?{rca}^I`|=Cu~l0X!0~dUH9pJs+GyRy1*wQz1{!k`q_H| zO3!8d{%)Qxd?oZ*%3G`t@88GY=O5OXuRr4##v7df1b*xMH|$rw|Cp?v@3X%D;!NZ6 zhs$4wSN>eLZZkdh*yD8m`D5AtM3wlT=+mb!O`CQvefaU`5ufn&=j*R4@gKFHfd7eJ z;eDrJG!OO@rW*%-5U~Tp9g=;7mC3tIpo{bw=8)kSia+4ZCdNRre9^y$K1;C;>jR;d zdH*(EHa0%~VZL>v`6u=h5uecaoz~Q`{|P_;>3$l|I$=+7{gdn8;+*jF-|>3>YlHnn zd&dg+j&oT>FPK25r4j1bv}qIDIbTTC)z$o7-c)L8Y*HmYs)p+A?fYrV=FNQH=qegG za3I}v*PYxv7wZ4zcmQ&KWd9vjw!TCElfozN zJHG$;{);)_@`tVsm%q~f30_f(_lJ4%6Xee=joYb?bw}4;dp*_E)QFGlK?4WVve)0C zjSbB%|GNC&CHYSs`=6LRncsH;KEXCWllZ-RdEW_GLyjMaKkI-C7)}715Knq?%`^RZ z41qmlb`trUQ0YCW?0qNi-^ag)&%e36=3qb38}B<+RIom6y6iF7!_)qyd%4TMLFPBv zAEC?tC1c?7ugkw!CtX|qZ)N|-xF=uuiTeL6KZ_b|F)O4jlf!lE*3s#wpH5d^c_qE| z)?4Bq+kgop+s}Q$Z}v0nhXPo}g%@08&;@s6RK@6z?ceB%p|)u)TNr5y8CfEW8f`Hv zq%6}yBaWdKSh0mA#UYuMW>KRpW`&exT4=;E)B-EEu%uX$@Jk~8Cjx)RzNa6a(|le_ zX~bK2pJbjFaE0hQBHtr8-W+``>b{!xQuSl2zJ2UWm~_ywUHJ~)zmLDqKVN_O9B}^Q z{MYxNxKH9dRstIr>?iQP6YD^0_%nH!zVBqX0&oZY zu%8Lm7pFAh{Kgae!Zw=;^*xc{6NXMKOh=oy^T^>;q z{k?Y0S~~Ghe-hskAAR(Z5SKThIq;o5ZrnH;HEN{VPcU_)wTOk~-Nqax>71~Yys>| z&vI#>#Cex-1*UK2vtBy?>p58bRiG_=_?!~&t06A!Crl#xqVWEG{C)oU`g8uHJk$BF z??0v|_5D}Ygv%cZt9ALSYsjA;y!RR3bDbf+C|-T-4XUr-!tyZi50`&k{_lF{pXeVu zyzew=$Z)lvfV~6muOkG`z@cIb$scx(RYV`xj5P@65U>f+)~7?_g&Dmw&s4{Cha`zk*NL`%XzU9rfMC zh!G&n;#t(_k+pu^dg{}+5Br51LodAW0^3QbUu>g6h_{?zKQVXiTpGpl%eZlDKOy!U z)@Xq`Bv5AM9A;6Ywk%Cs%0iOf1MUB|9G;Jvhjj9;NQi;S=Mr3&i zvv?LYV$0IBr7Se6Vi-#$azN~A+IF!2i8AZ}7=qyl97esNVioaTl-xyA3_@`VtD`ut z;u9vPE0%$}1)Rcg4C%w_Bh2F7fA}}@@yDF<`4{fx`T7euD8DZbz7lzc^PkAGWn3^e z&VMmSeE;$N*X56lSGxQaWUFjUWFPt0@@K<_t+f1&cj)P-pQH7RO*A%st8GE2Vlu1q z-#8}De~<0{v$}RY-7}f}PgKDFL@%0*_nqV|C&MNZb`alTV!MePw*c-?u!|5J!rp4K z`T^(2a0|mO#Lu?iAc59!j64s0$_MRu|33a6mw zMtsEGe*52P&6+y;cKdc}ZEL00)>dk1X`yY+TWNJ&Elrp(f&EVmV)^JEDt?`gThIII zn8I=`%xmzU#<+<7l=#NxY%BS>f4{X~>^bBf2mQk@$&MX6dC${*4|ksA{+FDoLLSF; z?PLDi2W6$_H+|K!v(L;4<+_b+4X|!UYHI=AF))k; z0ryzMbjde1+gq@XS^B^mPaIz)??HvWyni469y-$q zM+u`eIKaY4YXmW)7%3FTM2r-PJ4hL&^=n}yHG-H?j1-DvB1VeD9i)uX`n52U8bQoR z5#Uy>ZJGT9&s{lRMC`%Rkhuef0K6j7G2XyuL97$J)r5UC`K1W-hWT?HT~Aq?py!X| zqdc~2yeFge{^R)h_}jej`RD7;`H%Bo-+z4nb@{{PucIq}u3x`}o_Ok6nm+wL)+KGE z&0Ds+{2S$bm;d!#qvOyV$HipVAh#UF^G_|?PfTX}iOTT46YMAEj5K_KaRuN7fM-vh=G+vIfNeJJnW$G?ZpKfx#XeJAmc z-3#^;GX$SdeGKyo*MGSFBkUEf|FJ#P^*_hE{->oiv!95%>KIANYL01cv8<3+qWs>^ zz(-qK8$I{@bM)8CCQ?O31^wmJQ>l`DZ&mlMW*oSJPUZ9&XPiOTU4K0-dwm(T?buQ1 zGfx!y3I&C{lK%6$9mmt(A~F7za>{FHS&^cU*UkC|J`w$6^Zut;0k8qYS*{NE`PDZz z@B=HueyQ@c$lx50`>4s=Ql4-IX`5wq!y`bSungUQy?>0Ujj@lv&p)getVO+>>Fdwd zhVviizrO#--i!U#_g|MkOzyJK<*y)1DW5nJ^5;u0y+$|Oa1&i{;YBom-hz1F)nwvy z$1%vgF8{jxAJ*rwIRDhHuBSwK72->g!i2cpJ00i#R?RgP#Xuebx_~fz%N1> zFo}Rm2LBH$2=KcFp?1EVNl8Q#B-e}+x;wD~ue*M|DX?j`=~#eQN9 z{A2t1&(FVp{ulkC>mP$|w)^NmqJL~w#}{<%W$O7%FCU{ZBGh@xRQ1Sf-r7uWz5OOV z^w2|e%PqICzqqUD^2;yh@M^m4wp(fT?Ai43Cm&PGci)xunliH1V>Ct%+W$d8hl3ZU z?sK}>ZH#ow{&Rc+?=VGuN4)D3@+58eg<=tgEeMW*ay}0m_8{*ihC1<#W;zsmGf~dZ zdUiy=-oKB(&%dx9eEkJpQorTT#!+xGL1pMQ?$^IyUzGF^KX z%@p*xhQ1KbX*8}4ls2<>?_O$dZl;whSJGEseZ_CHt`kh6T^^W9)Dla{*nFOq$0I?E zXz9UeB60Xz61BuqG7{!lc{~!th?X9lCK7kq{so`N{9_Bg5O9NtHNcKSK1p{9JR5p5 z!zdy)A^T{ci}!>K*9aIe>Osd;O3P{QpU2L}U*}esKRWj?2YvpTuG-h1^B?EGzW@0C z8}w^|4P>N_UYS?-?V+6 z@Wy|XReb*W`s+gcNAL-@pQwQS1pA;6|JY_f!8&ol7XogOu!i6pBEu5Q1|r%&a2=tK zdUeAdMyZ`dxEF8lI)OHS?@4e9@88EC^Q4E)zqunusr>}+C9rRrGELui^7F6jpIrau z`kyFMik`Il=s$A**ttHvvv|^~BWAv(GwK+P5vc-y)Vp@=rcIkR(idNTK@ANX>HF`$ zr#*Z3(7t``>;nT%FszP+QZ?pkD*yfC`%krsZKr(1tjt0!EvE7s-MfFapV%Glohc8n zGpw!$_H8ZL1g{4>`}6%DocVDttXXvF9Jex~wS3blOFquUrX#@mGM;1jh4+s!_wmp1 zEuVkB{*>259^?GS`LFLkzW=)X;qsTsnMYavtgCHc+ld);7VFchs;cEZ+upr<^IK0h z(;IKR6YiLpd<%I-<1YWY{IBx;u{r<1|HM7=zEcI&upeH6&dgo=e|+WR+b2ceIDPnmyn zN1i426Y76L?I-Hke!|axe*P01Op|f^{Ojl6Zgl=_ZQVuf>}R0kpOXBTjFFD3ac)kr zVM9I5e{4QobkR7fsi|TATb1;{0}s$ApMFYjEMG>KTzm=5V_(^8*RC&VFK;Dpv?RZz z7Lr8@!w~{up^y_HZEsSg<_d(7E{i16l320k@!7xn4+;LUfhEB97-6&Ga}l!(I770j z2(}I(AN*6xLjAx?<(?jwsr?b-5NO}}kh&%PSef^){|<3{RcG(xuj7DunU96fKVN^& zf3P;3|H_`_`;Y7&zW)O6clpERFUYiqPyYPst6CZ}_Co5@r?1>~g`d4%eD8JGurukY zr=E-Vb$tE#`s+&kXZ7k0`o0tVW6S$aLxcYb-~|DLkUQ*1=X!FDCz}exG>is%bi@PZ z5bz4IldyK-UqXCkgT~s=L+?N0Jfm$~YRhj%_=Q^1D z%$vvk{OjjmoezHg^Yb6ey2sJ^SKfCr#e7t%$4EyCeOBjNd5V>&=S79TZ{I$CZ?%!8 zPoGYsn7`r<(GY$^@7KTnwfLcU@4ffv#g|^9D(1O^hYVr=6fNUl3YKa%C#NyIyOKX__j#W5fRGOE1O|hI>;>9Yl zxHQ|+8s@)=ZCcDfc8(Lko&jm_x)Q!G_tjKKoZe?ro@n>}i~FY9MxYG&=3_$d1ZX?D z|9byP4)O8#`RD7;`H%Bo-+z4nEu6bt{t(;=vVzNBCO;m1`E%vUHFVV#SJS|O0~w#t z_c(CI88hYrTD)Xw{5QfLrgE>#zb^kD`}0p--FliV?>kkp{Y3u0Q&AtT?>8xqP{19; z_Ca;!>3yc6-GjaTWcY?*6c(zUIp7!(1M&WCymWjp9zOnRKa$~I-FW`NPrdn{s9?NX z{9}v#1ok=IAB~g zOJ4+Ch4%9A^ke&%FPa)Cw5w$$Ssf%(_3RHTi)x1a&dQGW{((=lw(gewPj$j!%`^U% z@CLl+r21096=35K^#q*Hz5+$J9x%JOm)gBW+gtfe4La2~7;oXU*i4vC-ut()^zpa( z;`7hfpYtEpbusUC{_FdX@4qT@h>YR#hsg{QMtKXe8TQbi+i>~ou*sjR+0XFZci%(9 zhYzP-6>K}fXB*gzUw!qp^!n@kzLSi#kH62quC@MZdEQQv_np{&BH$Bq_}zPbV<}(+ z&;gH9zY(S%Hs95PRhWNk!4|j<(~54r^o^&?Zlb7rSA4_r)Q1J$c=G;bOnm%%4zV7((Sk3PW}7! zr)#dhiu3aJiaklHtT@j|{g>Cw{>oS-M#A5frOO-8oHCL;qx?Z;)Am=LZfFxHd zo?!Plkssnr(*!+hCwxBu-<8U}o#vX^`+S>Jp4 zUoWRuUVTIF_8h_fo&V$C)z2S4_54-4x}N<{Oc6ZI@Cn@8HlM_b8SuS*!5q}aLG35( z{U%@wA&(D9|;QUv3-^ujxxw>8QG$YTB@fazuyrymqopjQl z>59uQr?=mEhkar1<@cU8i@&&A*?t1}1b+52HuB<&FVck2>hjmolRv-w zYBim6_PNx%x`uVV6=EA+!8Q~F1`eXfAAd&l2rmD+{Esz>b!z7x3y;owLG2vGkF{VBnnqp2GJrWGtRi6>S`OTTbDyHNtYdU)-e*a*O`q&EQ%4OsjI7_Km6ejbi?&G(kGvMO6redi`Y8fa?7m|pMc{0 z)mLAkapT6($dMz|ej>CLn~aek-+!P?e~e|6wS@x93}G=y#jy>e&x%r(QE6D3-(lJ^ zLs$&5PD0Z^V*KNmu%<1e!?b0lj$y~r%J_uH%Rw)w7;RbycJ`Hgrb#k3&c@*r-e}Ua z>6F5qHPA@8;uyFKZf(K#Lff-Cd7DOWG-xM_Ti>yL>(AP*Q1KjkIP ze~h0R&vgEq_B7)cHb%bx`2L&C1(!d1to*lX)jGQI##?Cc;30Asy;nsg+l*JyC6`=E zFTM17&?&k6nRuzoUtK}|#QRQ@&3=M0ipj%<(Hz)M04Fee2eV_y>>eVnz%(&#bO;N6 zudOY;|1S0sQm!~g^o@=Ff==H1w=n}|6FxrvaV+AT>&EkMF2A#8{wMHW;M6J8`F*Di zvd2c9i|apJ|CGy}7I*y{uM?BE>?~_(*Z*~8{a*{?69P||dOGT`vy4m^Zp8?V!os`^ z@%8K1Q+4lZmdh`p*I$2)_O-)b_7;8L>6Y-m6SuOL{b)b(&qrt^@3|KT_9cea<`ZHW86EV{x{&f z#ybszDBD}1{|P+A``5F67-t`Uofkg;cyIOf=lsX{ukc6Tf3V;B{tLaQ%OBYuDYBN~ zX)b@sJ-Z_)f391%i5{E3h;6~oBlt3fKB-- z*iXR!L@$~=bePyrm`#LX6s8ZB5Ew$h5@0i7Wnx<)=^S^^xY$;hp4~8rGTpM(1HKXB z=qKyL`{(iS@$V7yFTL-?{wIJ>u>Xl#;1hoS^Yfpd|NQ(XXP)kN{*(8e+SPs{*V%U( z&(!upQ<{zy4^U%MBVBjxb>biU-Wm7O+I8z_)v8r=#u;bO^*3D4HWi=nyxK}%ul!mt zjDZ6OGA=xo-+Ma9_bKhKG@bPyqao5MX->#QnU{*ZMB}B6l%`{i@`Cc5NSq=})K&VA z{wH`3)Vof6<^?a5w4Q&Fmh&F+0-pq~&;(2&ql3JhunKF#+RZ|41HQOTzLtKye;+*-oUr|mvmhxwPeIq^l>=GI?cC6TnL!VS#RZTM= zoK2s9{#*1b@~U9q z*94zN=6}NVFRp)b{hObEy6gF`%>P7ZN_5eiCpCHpP9m~Gjxznuojd8{k3ObBg9pi_N-a-!2J(U-@bk5zy9BEY23vZ)90V9kao(x#v$}? zUr5_3Y0;7r;#bkHwG~?%_uCI?6RCgy{(RT9l5Hq@vCq9; zGIhEZ_`=X#kg45NsgKkAh+us$Z8kofwl4{6gM(0!G1Q>`xmX^>g9<=lG6~zv5s8 zY%Ab4-EscmeJA*zsIFA|iD~k_6Z@Y4FU|QW$Nl`5@9%#8_4BWve~;JmFYt*2Fjrs| zc|n72`u9SnYTS!iSt^Tyaz8&1v}4B(TD*8MT{dwdop#!3f>ZqRm%pU{{_p>h_^GF! zN+&X2am5u^vJZ+^>HF`$FLqMWCJKvLSt^TaBR}J}wPj(}R52?{WzmfM(4y9sg;^`b ztSps9Gx9@=a$AB=wC)ae5MdwW{V&G}niyBW{s_HCvY$w_wtvc=iG4JF^!_v2(z0+L z+R~YRRqZfRUGF~|3m<=#8b16?e$%N+biJ^jsN_#gO&?mY;E5muJO6e5t7oaM za{j5UT`&HzWv;^i1m1TV!8k#FUmsWl@Q3h$tpnnMCxrKxtSk=;Z#w1mIj&{EI<&2V zei?X$_aDbw#yTHAAO9XP|MK^pfOq44C-|Rm`NQRpQuzbv(vP2iOUK0Juj4`fYHis? z`wfc-n(TwCxjQKBAPY?a_t?E_Cp9)U(wlF-DYg>VU3VQ#oG_j)W?P8~6DIIGPdCua znKS9#_uivz+qTI!=%l&Mzg=e)BtI*R(HMzXN6IP1KSH-L$SFJjN>U=E8GVe#NSE&4 z>?e%ZDUZ|r!15#%y`Zl50v}{si00^bf@N{0!~59CGaZNduCTPMnauV*&-ebpV}1M! za}Rs5&p)0QzWy*Tod0BUnDbxXf3p3;_g|MkT>d)p^5+*{d?U6Jy{l^&mr(x`z$p6n zA3%#9f5zosm;bxu`N#ZERIsg24d2rSKB4}x6^~FHK{13Jdr(^lwWTP~Ft)HLU=E^J zXB!G&8^|+^V?ijlw9sXEM4n%0JJZp7|M>Uu@yFaL%#m(1|A0@xo~fGGCh$YUCtUyH z=YQ9K;LPj#kM5}dQ2U9bFE486`OTrMD2tY9>+>>;@A&=)TE6@ZTDfv1efQmW^4`L2dHvh>h+noWl2hbyBkbAz!~UhUbyw8+ zH8m>_uyvq5B{*(g2Z==COhVfhB`W{CmhvUajq@_!jx%}($f0sP}7(UU9F*U^}hSD5fU@EcVhdAHFXVs{`K>}>)%}eC^Ds;U%He2qooD!JE?BIBMrT3>O+YHIaQty%DjvS zSi~8ppHA0Ya}B-!{`;o%?=+0HITGVS9a0kHC3!vw^RiC6>9io$=17bSbx28&m*n{% z%*#6MrqhC0nlEaSEhM~HR|)v=b!o9!+Z#Q`&gWR#Q((Psnn~Y7xiX6=sm-R(>&ITM!Z1Y zZwiHhOi-gg?J_7m7orcUGcoz~R*`Pa|CD(AcYjrUI1e{?tfM;rT}z&&~S5e2pU>Qsk~ zf-(xu$n&7r#!p>c9sT})|3J6idNa%ApKGQON*H`XYf1QR1cl5(qKtww@;vJwl{7yq zwWx&NzYRwk;FN=D(I)srkefw*<~!@A_u#b1(Kye-wj$^}nuJ#x=D-+3em4V{r zCF{a;zeigB{QB#4d?)KV8Z>AS`^K(h-`ExWsiX@pyog>{@`}s9F8_DQ^N-k1+%rXe zrSN>6Jajnw$IfgV#I|8{nXSYk;0ds;fUX#J4uVyLxZn&~8^9_|r<}d>WcT8MIhegh z%#(h#J-lNSaSZf@_Pu`}|87421fSsdoqAVR@t%_2ck=VUpZ{I|;rhq!s(;1%PVh63 z{}fZu@t5S}06<D_us)+<1A~} zLhoNjz=p#@9w+lZ(UiRx3k(9j-~~hAa|ZUuh%JOT=;IyMvU1o$Kz9&qBDh>Izld8H zCXs9=y#EZx@$vWh=j+e;5BRF{U*CVq_E+enegAd&qg*aiInCv-BQ1ZzKlWLyH?6L& zj{dQ6=e1wI{?d{NE+dKecuBG*(u!?ew0a!(5M*(~xUu3^ACPtCc*zi6~7l)Q9;w- zAA1e^$9DOTd1+DBarxKff0zG@Ya*?Y<4gVrKGAOW6Q^u9-H{X!7*;zr(%>GkwZ(DsuC}z;1o|y541;IbF`l{BqnGBnVb%136 zw_tmRgkP9FM8YFbPwK$d0@#JM-5E~e{rmXa9I-i*;bYxl{;B=M5UOIkChQ}4-wEs0 zY$u zQ%*jG{_{WnlYaBt-_U8Noko58^<(*cAPpWgn1&1)%zotfGk6FM89bP-zwSD2xr6q~ z@^YFyp85~5EKs`myMt;4hu~Sw;@^vcymB57l{(0>I$FfPJEF-jpF;O##ChdBe)#%_ zUy`;RyLC+>s;2egf}1 z2|h7(I=`R3p%dMVpMU)P6XpQ+T0j5z`R_PA|F*J!f&HQrFV%5tI=2x}g?dIO(LmRM z#=d_2I;yFup+EiUPjuoRPoNV|Jdyr<(x2(1lTM0mW z)E@-!Sw2&kPiEXHhW-m_nft-ELGoQYGM>oCuZZK4gsBtl)WzehgP#kZu; zpZD+M@AEInq`v-~|2Y5k{m1uTmp>G95WTz0Un)0>jLB;Q=kud1e*&Kv!1fcBj7LD1 z)C)c+I1U>M;1e$Yy8Pc2&p-0M6Z~WIe64~1iD8USj2J1nfno-X9hgsQ+*bz%fONnS z78%YQEaLH2d|7y5vpH$8^(ujp+LQ~xb3KM?N8>rbhc9SU-kXnBlk zQmY)~_YXhpr1#!^kKTOiE&05~;ahLM%^yy`{U*Qh#Ob&BgD`wPV?Wx3=3}SXS1Ax2 z8Sh%)IT@EJ)ft?a>4 z7Si6okAF5_@_X|>|H2yc^~Y<(`H%Bo-+!X)4xZ`zugf1Ue;rZz^YhPF(Lj0M3AjY1 zyzhiJo`6-%o4d&8pU=M|I{$>nAA>vBUeo<75 z4m(p&OS+)K&U4BMtrU0uckbkS_s!e*Z)}qI{&wx7&>Rw6sra5#Y$fT`VV|M-ABV-h^+#gu3aQUN5MsxWq z$fh<=j)466<(I4Jyz|bd-o0xWlL$5xtWz2?WC%U^VHDtck07;v?sAX6nfExqZt=~{eoc%Viy6s34A!;Y#o?R?IIL!SRnaD z8leZ)VYU*$Dy$u}B{mX@b3{zT`}gth;qy=ICx#87YV$uK?>p72ULdS(mw#RVLzrjp=L`4Swr!)8D_7F8Wv|l{Pdq^j z7cQh_ufI-Tef1TO)z*^timZpMvAn^b*ni1a`%%fV?#eR4cP!+mraQ?_1pgvdsEGiS{4d9*tL7NU=qWI4X1zq_kX8<`?r6S&o6)ZD;hF%2*15LkM_0iix@>} zwrIgn(!;;_ZmIv&URetrW+Zy=KaE8is{K4Kb}&AX&u!CZAXL7W?yy=})Su(L0X=$V ze;D6&if1#{FSGxNJYV=~SVyJ2)%x)Mef)j?Vc+%jXZ*r=L*zHkf1LmN{^R?v%O6oE zp37NLHgoywu*#obepyFj$6i2vYWj$-7w`G^;(M<+7d`p(bLrp0c$1I+VI6&j+U_W7)0`P-~9VouA(0oT^W%4c)=we=mIb=A7;tzPUi7}8YUv%%G z&r)o|`v>-;{|-7f$v(x##>YR*w{A55#C{^;6Z*c>8u-Wd^Pldgk=JGVrkEG_A#_gJ zd*Uwtgt2n@qcAT_pMcQykI*q;o@i(~7KBGb|JDZkiS~}P(+7bC#GiAq4(ujgc;Q7F z(7!+Zk^Nxz>C=ZUzW8Fgi5#O05)rd<9=^Mv_Jnm@XhK3}nlhVt7umEkQ8@sZ8%JN53}n;x70 zc#wge|2Y2vzv(*sw~qZ!OrFf|I{}|yOfA0e1gs&)4+N74dT}ljJvnGXJn6|bFUK3A z|Afp=BCns`j0$!ep&PEEXN%{rR`!34d-8>!sDID$v#8PLS*up9q^qvHiYm^i zpc`(ufu4KzIePcqcj>+N-lHW;mPlSrO%2~68p3?Fj^C8h+Ibt&ZXqK}WYLcLk7$C? zS!l#D)B-EEu%tL7v(hYTw8gBDvP=t&IEGqa#TJ$nhh$coMUA$Y6;hUIp%KSW3#{0} zl4421FA3gvl6k}H8~dJqcuw+(k?cbP2a^4F11nvus89SEVdFO3@Gpaom zatt`d#EBE>*T4A` zofDRql;)&#j9J9OLXX9Sl5|d3UQ(Kq(r{@m_yp!U?ho3W=TK#9U~h^gq&1fKz! zzL_yP5rc^L7eQ+npZD+M@AJ>spYtE(na+QG{|S4k@4qg8s9cq> zT9?0$t^E1<=U>ynL4(BSgy9kv&YibVWjU9BUH{!{}Xi$ zu77d;lkB6ee{=cQ=0JCn{{^40_nnezx~TMyDI-9b#W}is`EvT*|NM@o&zMeY*Q|-9 zTJ-=mHZ{@QxpU}Ozxov|ett21yZzhPszt0ttsGNU%%SBW%;H(ph%HOgma@>OieW63 zNK9o!mWMElXHg@zEKOU=LZd2%u~Z^4l@VDU!YrOejo7j@Z7Ba~S)VD9GZRZ*?ReScPI4sHF0% zEwUP(tCRVSGU!FczCo~wgdL>!g*Y$6Er2@|>>>n*u(z75KI0Rx$td{%yAVIyd0&QO z{#>!*8yY-#aPU8& z*aY6psjjYK{}YT)xcuw#e;3?;Yil>qq)Ah$f^oH)sw$d1WEjmGHIi|J;BT09zj)ip z-eWR+q0~k~=`;L5a0s=v5ML8$C*U577;8wrvDw~&b*-`uX4WAF3xa{POtJ|FpIJ!1zQ_cb}(9b@y6U z$d#v5yXsQq);3aF;XP%AZ3)+uZ5A+2x3MtQYemz7%38WkTOc^*TP6@1TiB; zfLpa@{wIJ_i+(TaJ}nKMm+6gxJy<@UcLVl-x0xco}- zK~W+06R@GEqI1tXpPqmIWtV@M4~Y#4LZ5$!ef}M){9DWR6O-9~qB6Yi1pA3OBMoQZ zyXn9S1Zzlnn$~;kIbNapj5n}O9r<{xX#ubZ+;NvSLKxm~T9oC-Hc_uY>;3!qW8U<< z`6u`UzwadevDqGP>eLy6PpCeI`KaqZ!oKSIk3;4EcE>o*DV!H%uf{&DAJ_l!IJo{Z zuC+KqOLkdlCqj(np-Thyw_iQjsEjL{)6#}*;Ky)_7laQ-MeGg4CA8_*cp))<;UqiWG&sGUa=D8^xT|mc;m1$|+JJrDa8mLS8rPANWM{ zkInN>c@?k$#QA(1>>1QIHu#s7aXjD>!t*#D=dtlSDNi_qw9P!w_#x;MmVx%Xe;j;8aQWZnXjeG@)UK|lNqFCh@rgb>Unk*xC&MS$oozcZ;j0jzx>JI(q_ypd;Fj+dj_h)%>_ssAE#Ucz_ z5Iri&`8;OWgJH3HhbpvdXGq+q!r4vEZ{d8&=S=V4$KU5)SP!z^5D#<0*B_6C^B?1{ zIkxNkm-iFje|-OS`NQQe!z;iK!k!uT(8DNyu3o*4Zoc_%G<4`tc`FC+`Bzp|(!_~> zrKL-k$GeCw|1xhj8RjsKzwdwPZr4xQ|Lbb&Y4W6L;xna&=d1Xi2>3(+Ux>C20bdAd zvvtU^1;H^;E^iZ+*iOh>QK1bkSB!(-asqZC_(h`k{=+yyNAKewu&$mn|K^Px$#`M# zkInlD>?hXL)vHd%&wqaY^Yd?%Z+-tiwEbT(p01^TP54BnUC*MKg1)H#&kH#I+Uu{; zf3W?;lzZ->k3Rm0HgDccn>KBhaPyYUj9ILs1&=M@_nm$r7{-bfE4XYEZ2=vBEWT~q zHtnZ_?~rHZ@sh8?Ni97%O{!H&E$I#_=UI6?wPZ0ZJvfcgmVaBR*FohxE03p^ET*Lg zr!m^j`xks7^N%h1uYenvE=kez8WxK)Z_^U3ci!xuWx@^xbUeYD<7f$UH*3de<=K4@Cmk`z+COaJ}7d00y=TQ z9|CS*SVZ(qA$QvqPcR#ZX#c=<%s!%ELlNvQw5?!+0lNwQ8$^lABkfm7HOoje3V+5h5xEX`umkKYa+H4OG2dBcCpmTEY#9sDz9;5`&avk z-2sFC?P(wo_)z)pG+S&&GAgq@+wGpPg z23jp;DBnPJSsZk$r7q~X9Br)z4cfD|tZmfS{M0AcI|BWG{Lu=!?z$V~d{fE(Oe^_4 zj%vm#F1~m?J@d@-S)WIy|6}p@uUog7wru&9Wqp_bkJs}L{7>8??>kjc4bNM}Cjzz* z{9=oZL&PH3pM=>!;7&hu#~dySd5c7stbVQ)mw=yZzVmMR@y#doe=YAsNg3|NYaT+y zFEs7_D+Z+F>Eqv1=HJ|rXNmoU`kzqyi8{8Q@bj;qfBpRL`j76a|7dO9MeXcopyQvC z{Fsc9SnY!kKA`H}y{UKjUnzz{$D@B^P$YU$~xo}^h1&7ub% zdWijYFQkt@`h<4u*iqUcwYIj>=bx?M`%eq$ftmNygAYE)XN_m*t1rK#10@c|_j9_1 z>EC_#U7A0CK0WZj{WSBT2WiQY7ijI;wfv6NzVuxf$3S{(b2Izrc!eH)WRBRE;CnA! z3SW9#Xm!@%NtjzymaI-aLByopD2|}|^E?jznPUvLmXIg!HUYnYe+jg2eMp-n{aBgz zum28V-0j~XAM-r!Ng9G=ESQ8I&}3&zl};lpUaz(E9ilk?9%pPqW^ zDcZQPA;WBl>ekfJKmPGgEM=&Gx)5+CI9-8;dY>|f5lfTcCee-kDD z6FE)*dj_O2k4pG{czXzYWqO}U=bPC*6!%TFjX+t{6-qpxqd4Pu|49z<@%Q=X>(BX* z^IzY8eE(H>BFGCaf3U2iI^nJ?f8n0}j2ZXSP?pj0mP{poBxJpdzJ;W3Sl}HC{cwJa zgBEGk`&aPWNg9XWP^0HI`HgO^qivxNq|uMHRmp95|A%M%`}XZems~oYR<2wl_(WHp zf3`-G=5g_q6#3KlSE+0{fr%#}@mE?B12jKgWgqOEcm z*_r-V{ZEv>r({}dzFHrm35j6Mb}A0hOs}1l>D~O;fT_eo$oU1@l47HZ)idI<=mGJ; zJ!kG*#sL^R7&w3)VLamPx8I_FFdi^s#0Wb5wA1O?XP>2Szx|Hy_^hMp)2GpY{r11; zQpPeCEm|Zvz;)MMN5A^juLM{4_~Vb|8??6{p!)g^G=9Q(I_ zn>LMg|Lg~x{|?|K_+D~GtEdpWj2B;gQEWf{@|VBJn^@02`yBfj-y`1#Z(mKFGL`!F z>BAVtAbN(&mcINF`{TQr&u5iXRas4|zFEco$wAK@q<_FLq86ac;vI*;Ct6!~GtW1j zc;G91|2W|du;*5Nsrq7LT|wL@IiK%R2|q5p@q~6zmhG+KT&?;B<6pdP#b(0$w>O1t zEPecSj$qFD{PXpvJc@Y__=WSIAg4S3_5H{9U)wYFTo|wnmp_h~{IzAvcD5;gkVcLe zMSWPW-KS6A_^HX_$ginESwE^_c~|KAa=NAu%fHC)!})zh78Y9M)o^>D3FV-bxU_?O z^oKnDAn%Cv--oL3RyfP_u%W17xnKJ|TK(g1#ou^z{(fLhm;Ln$TKV<5aDT~UeCI#M z3;)5JXp`i9C$^sm_{1Duqx!~DzzBdrj51#lY8PR?s|Blo4MfB#xDL~bZryAz09Hz)YV?k#&tFPg^ohW5UbpMU-Q>*rtS2>txu z-Si(VExTA(4pnugtj?kxYOc%5^Ni3^o)sI(dWq#R67=O+I@T+Rl#oDY51WB=&pns@ z(v1`wh3(t6)Av7oPusuUPLIxcRBRY7WISQ*x^?sn+bW!U&be&ca3<}%hiB8Up+g0?*s!62cC@x}ofcZQY#Ci~<&|{8 z34fsX-hW?c*R5Mi_wu_^fBeG<{5@vNyHagC+NhbtWwNj)v9mkY?kTHKYt9p^wLYx zZd+R`t>eGzA%5!#-{pasGpT-k_MTN7zMnS!$$lc?1>l1@uAq2=-Q(0ViR3Z%&;&i9 zeHeehKB_nw=Nn!j_(jkeaGvh9d4HvG@88ECb3*5g&p(WXuRom!*;qLLasF$2Pr$2u z|MC6T<&SW;Wgz^w)Twwup>Gol}2;dlMC&BrKR~UYQ_nbJ-u#OzF@cuEb_VMxW ziSsYnPgDu!t@aZel-K(CFN}kq|DrCy_g|MkO!hdA&%cHDolK8iqW`yx_IY-U$4Cd2 zrA!I%yGWW+7PHV=N}-nIRU3JBxmF=UsQPeLze6Uf(f>uw=;+zV}p3xBvZimbJIg_w0*e{H2%B2*y1g z{>MMad`+O~rp6|k^XQ}Wi(mYL=FXo-TQ+ZI{}mt6xQoY8KgKwgFI!Ig_U(;drHOq> z+{m^T{rdHz=bn8={9L@qn8gJbUC6$~hw=MVjZCk;Cg5|Tk=sZ9#p5obmtKCE+W5Nw zTj|@cFWqp{jjYRWj)S_7v6SVEm%y&#l1nb3Pe1u2l<7#xFv&NuUz(4U#Vj-m;8r`@ zb}6oa_o*RchjT5?9^wZsrg4v*_lICFp>f?WaDNDOlMYdF2-6isu%U@I zuD*La|51fB2ll8RE6QE6D3-(lJ^Ls$%w65U#6Ou~K;gD>Z;O!)_?s~S7=qLWI;U`=F0Ht5Uz8!!c zOq?*0KKb+$w!ipR{M=nI_5!h2us(r_;0-0%Q2dhLg!=p6|IW6}D{0yC0 zXPq98MxI3zCr%Lii};6f9r(Q%KVbsfgq%hH zWPcN&pEPNb*mumBK3)DsbYLU#*{7co`i1?+a{eCi#|SK=!?b0FkOPciE8`Q%W&(Ia z_=IzaVGm}*oaR_g3!Fi*hSZj&!BY?qcHkC556KvXw#Vf`FX{dJ`0HG=`C@Yf^C*kk zJVhAZ2-CS^bIIplT1&qEod4K*3Ze5~-+z4nb@@Z~QQI?v>>+!q@r!KF_5D}o3;b)W zT)CDmyXg6xyo zJw#lAt9poOgkK6zV6hxWuTw&EB{!}-8A0w&@8^H>SijDtdnL^L(#q1zk3A zqWGVN&+A=`0a*Wd&uIt0t)#xG&!bn^&%|c7i8z&gOiW;$;N5rLEqry<`|zU=>A(K# z|IwA~m*NxlS@GhFFVTr7o=7)be}mX+q`yLAz$4&~`|7K&7JuDSrcR-uEC>GWw!cLm z+u8~6l09_GEw{+qQd6f+Wj?c&uH^Tm;0qi6HLPt5SFK!0*Is)a{rS&-mbaqNj+Nyx zZ9n}MnnV~1_$?^T+p%L8ZDT#fwry=3@`uCbZ9789>Ft~j`P;Ly?KutVZVPR2KIo)9 zgs6`Y_h0jTq1S%Ae;vW;>&lEgz3l)gOCsyLckJWGht<7TOn!FBO}zf*j5-eVHiZ2ZrSPqs|fL+qqjc1|A686 z_zRZRo#$VA--&%1F+MSE+P$=9ZG-DyT>s?yH$VS$+w%|f&->ep{;`whx`SA$9=kLh ztCSa%=S1QZVWP}SLdv&TX(Od+rrWZmkrpmoNGF|q68-i!zajXUzJ>iqcC7{LcNY%J^t{qEhfmxc@*!ag3(rstk}jxp*wI_1<;1Q+<|BlekH(%;9N_s0`X zpb2dM@cw)6(_(&0>VN*{cj7amwyxHimJn6v%$Y+&*-j7swws!o=*~Ou6ue>buIzw}_+w~OskK(Bq~wBEmuzs(1qf4=^dUpW7vXkx3r1hXWiL>Oq=m;mw#RUKZfU@#>TBQWBR>RQCUHKDytGc z!5D(xTMzg6V;a~2-d|EZx#AbV5`sVLj1G8(;R@1LRu=EXqaENBqv3x$v#*G>-oK1- z91kD=o-+RwpBP5fyr1;q_nq#)e-n`tE9 zzv$n;KijTOrq`D*C;a?<+Z&he3=8ZpWEEW;{p8Otg}bcv(G+DwY9Z$ z%E_nDRaag`A2FU0e?tGjI8FdQ!S)p&eDHzd6aW3+bo<|Km%5R6LvQ8d4}4-&%G zvuSTl`zp$O|8@BT^T6e=qa}at+PRxHZQLSvn(&tYrQ^plUa^sO{;};Tw+16fqyFyIzG{)*dlr}>BXo#20>x>D^Y zX5Rk*>yNet9ZQe_UH>BE;qouf2iL!awc+QVa-xGM_32!QmX1V6nQ%|L**}pV&{6ksi z4?H2apMVbw_^uer?ybYE_(S^L?|w&rz2b8E z=);f1zxMzB;eQ1ufIUO$58h?M`%G6{aV5VAww3O>`)(S>`_5gAKjhy9ogn?U+iqvy z-ot3h|Igl=_*q?C`=Wo&%e(KLcR%;td(J)Y-t*o)Lvl}Yn(k%>8I(aqWmYDKoCK#N z4xr!=9HMbb&bLi9L^d)%w<|b^Gl~zd+um!h2A#!?1t(+q7?J58wa(_w{`#eD|;PPnrcjaro2E<=)rf za8UeE_y;~IJdQhI8V5~Z%&(zGIs9yU9g81Hd7iG6ds}@+*niDo}9$M?*d{et^1=7 z%D~>=nd-k*Ug!Gf`uDk(=R*DYYuBzWc{k?H&@AuA3>RGOW;v%maQ>74-@Ncc;h%@g z_*5yE^uwSL9jepRhPeM-o2T_8-^!**xwWNfZ|efdXaAM4DJN$TaY3%rMiebP%MR!k67}nIJ zZ$iED^2ir_kumd_m?hB_=NWWeBzq#em6{!y=m2|RpO&zuiy{gQ~wn|`N>c8 zd#5iikqMJq(Mf800 zU2XpEj3)Xg62CO?)9!S=>c7eI+@}-rQ0{4si@%FhNBgui`^Pxs@$@m`_+wl+|1cl8 z{xa`?Uv%=H%rD4)vCnY-!J6>>miw>q3m*^4AF@U$e|;tSv%C9a^N+n?iRgOG|HOt3 z9ig-HBk~{eUzJIm-wY)FYyPoU$oo#iR1bRP*s6hb@sE96^w9ZVHST5> zWt|)^DayE02y#+n7f~lrUHa!oKNsK1ABAV1eOCNmzZ(wp^=Y}&fBf-B;a9)FcGJiaBg5*|KM#NT%U@z!$JKV?{rBDrBSs7l*IaXr_;c784jkxH`-V#{ zxg`8{&6?CNB8NXc9G-sW+3+9!kN*%>-f>6h=;#QqzWQo7Ph^OTFTS|?9+c1n&ser> zS!ii(4fo%7zqGwSJSOinU3lSzVfLI^;c&!CypzL+KMj{&dRe&mqKnj@#y;_%@#7!= zI1C>?Jgg9V3jF8&|A_F-H{T4?r%w-)1@8cE;$_}meOOYIaihfd?Gqf$*L<(|p>dr! z^7hJE1Nxpla-Ma0ThI3qQ_wP$7Z`(=qi#jlzBlX9GQH?gWbbAFQHR3uPjiX$kL!>8 zhy0iO5BFcnAC$ialKk1#y-)Fp1q&C;Tj9-e*J+-lJ3?32$11WR;bOyhC(&++H{!&=jIQ>>*Gx8D&qZ`wiq3-wRbzfu1EZj|`(Akc_17w$wzqFo|I*+1 z#{Vuj#V^B6H{B!{g5c3tUKu{#_i>`#BlZbDx&Qvq^lwe!_7y9_p+kq%9^=|;m#R;S zl`B??KZef|{pKy3gzon6AOGh6l6Re+3j6o(3m=LN!*{=XP59Qgz7?K&>M3~#F8kl! zxN%chxNt!jKYo1p!)t#~Jml3syc({!e1TvhBf@6!#jW)6--2BSd~**MECY3bH+=fZ zr{U$7UsBtT#qyrimX7FuTj&oTKB7LczxB;;iY>?Y)em_3q9++iBP$WafepbHD#_7` z(?=WuckF;EAVj|0RR*2vjgbdTLg~E>d7z19PNVfLKbF9? z2E{E<7ImtwTeWn7RXB}?mal!H9{cC`bN-!h{oTIej<9L-HlBZZ{-yp6=UnO^RW~@; z^dASseggO8^`9!J_0I`4+I19?QRda#JQSrK)v)$uDRk=u{eOj8isMI*1=toW5Iz2R zVh6W$>2=|aH{J+aw{BG%hP&^+GfbX5IgAy1)wkbzJN!=Gby^~C!~Wa9eJ4Eh@WTN< zu3>lai(mXAj2k~z?G@IoTPN>C9TOibe+|#cn@zBBm?l0fe)X$ghYjuR>RTJO3{&LI z%=5+9_6Kck;WNQ5;8Wr^zj-qJ%fI}Kyg$1*tPwxe8#ivy_JNDQ*Y#CbUoGotkF@`J z=7|!n3>&1a7hilaTzB1d;XB{?j=t^G-Q6v}(^0V}*b^4Y z8&2@yeakJkXuBK5@5Ga9*9Kq~@UgLG%{n<-@6`dcu_{K)qZ*!g{4p)c_niz|kUP7s z_mZ=Q;t0^^;BJ4ExqFpYIOZT2LungiB>0izn0$0hq(J;``wT zH{2NJ%$=h)s}DTzfM6RP`h9@i?Ag0V--Uvohzl>eP;r49uD?E9JmX@;ELN{xExzx} z4g=p~$IcyMo3TVOggJBODE*B$-l%@D=g*%P)~;DAZQK73zA|1H+lVXXUmk|byHZzO zc~!Xi=9|OSS6>xIjvOgxoQ2_!fBIv_kfbKws+u!M4E$K!Dn7R1^BWk+A6{p;iEVJ!Eghw}a0|3q)`UbViZ&>JxXk+YM{L&6VmCX{l&A5`QU)_}Wc zI6KEXY0$6Ylg@2+u1@99y|Vv2&N8mO9Dlpl$@!P(MX}Df{>XpGe=~+##kjfuaQ~(J zk>o4NU#DIE>=OSI?d@9?pTNEGY(IhboydR4e+DN1*}P>(SiWqf+CB^yyM`Z$?}_`* zzaTs){tq9#U`qHYK5`%LLCJf_iiXP$mK>-eRSy@ENc6`O+@GcF1L`t5Iv-NCoicf-SCPXQm3V7Ty@n|;pJCe zR=*W#a3u1{r=O~CYhVj_=Lv5^jgdPf*NV^W4I4IuBl32W|HJqCROo;I;_t(P1q;Ie z6xwgfn@*EOW`qy$T|0Nl8&sb=xrXJKHOiMxc_kf z8KC=*`^O$8ceIC#{ls$ddHv{=so{xf)5GI(kMHqmQ^RTvB|d#xSUnYG$d|a&OtthA zQf_rnmgA`RxX|SC>9KrjqPO;p4srI+@wd4&bmt$|;j)Pn0_>WAd9PS${;~C5r|i|# zzr=g3F0;gamgisG?~Sr9#)k3-<&Oa>f7p2pb2Xno%s;kjtsAMXb3q*fQEIizc&ySO z%TWv~lD~~;3e2PET%xtaWje+sI4rt**huW&wL9$Gu`}%6y<6tvp76TbJ$CLEKG7@K!ePNO@D1dHKx49iEYO!UQKiq#Qe^hWP%3r5P{_Ga}i4AR4 z`-%1qTjed+kH~+?e?<<%8GPWKf40bbG3p;%Y$rwlpOCkR9}&H%VhVyy)M5pyGgcg; zL0QBplm>XjRNxRsXLyCgYj6r+9l$(H7j2k^()QN}aF71V*nb{Jj{iA7{~i_FqGj@? z_weQx!zaZ5#Fi~P`_YY1|3UpnoCDZvsQ;k;=N#34^@;!Eq%W^1v!fQf&{vy6yHILt zG}1}kq9n%ab1GdR0g_4|Rf^I^g8l1Y(+i=hkGC?LL`-8$kb! zw9fsA(<)wI@x7`Kw7NNtw7u!1ZK4gwBx2o^FLdcGBlL&%*ngBsIR2b}Tz}+0R{n(jM4PI^TE0T&Y_s7LlLViTx0c*S0`?P+Psaz?f!yf_27okhh4`^DNej&r z5syH5ifdh@i#8mSh-Im5v{~3_uz!yKP@R8nKhfF(zw}~1vEr`Ku^IRT<$ucml>f2c z@%#gQkja;)vj2PCfuw&uaNv`Gd-C?LR?989T4d!ZYRRl8|AH9EQ;%tU8!6bSei|`O-k;f>X(X`R( z9;{_C&Hg$5#e6C4b~yjy8sqwtHA4PF{>%Lb`)S%!x&KoBp!{`4<CA)6_GKBh)EQ-3BV=t`%8{P2wlW5 zP?oR@U=m_S0bFBs#5EkxaGMFEHOwR76bS=i|B4B5{F80SP?>+gCvFvcCiur5)&zV) z{7;De1obb#dPOf3^#MHp^Zc(e7WE&4LjTcsK>TCJ_lZ=8T_~tET~T3|IrW5PDXLjI z=GGQ^yOLk^r|pE*TqE}~Z#|}~fw#>5btL*393Lequ8wr1m)xUx-%0Fi_J|*1Sy|f$pTHUEwXb@7NpLW&a$1&OfZFnswr7u0Qf0 z@?Y*h+7C_D#~AZ&vaQbj?bBtKVd(yLEdv(uwb#=MQ<|y*liJ?_!|08GB$tz zv-10&tK)C}CvMmK*(2qS_A=3jLNEIGbioCHEjXs2b`ii3B90LC<*S7*+giZ(0X7m< znuJ5RtpunqPsZCd{e_d_udhHnYlU+mAf3i{^iMouKRmsoo^^=_mz93eq zk3?O@(Cz=27*GJ8(6e0Sd>8fQ!VlFygsh3|@7k~lm(dX#rXBN(c95UWiJ+6RP7#8M<{ltc3KT)hV%Dd@*i5J{u%GDI#q)o(o#6RD?<2mSc*yg=jE$fBJ(N9{=l_9!{s%sRd-7Gi ze2r4SqO-3pi-lj%L`^MC=4Pum`0HphVO>%3UBUiO_!HI-T=|nX9{*!9FAl+e!q>Ef zuFpYed@tVVF3OVrJmnQsIfXDx4K|F#ct{5k)){vdad|EL_A zcrExt}XZF<2)So{aq2-7W7s0iRI&iD6p5(t6i-B|gG5ZPlpUD2PAA|jb>&Af}B<#TOg~#1@L{X;iGJ!7T z6_`VTV;KG*Wzq)xRV2N8tc!Flw!!{woG=bHHrYPK$A;q{=i4Bfe`-IG@Cke0sRRD8 zdH$)}n|c1>`L8Ok@%*df0hz0i^UnqO>mckWjy47W8t00pTm4!0TY6$WIjZ@mk<#32 z3r)X0u>UxS4F|CQaRa%JegA`NjY_$_?{viYe=)CZPmFp&Kf~huCbBlpvwnv2HQ~HM z&v`iO>Bo6S^-ZYshE1(*js4s2fN@rtgyZk?OLZume_Vg$KjgpMf4KkZUI2Nd_$0Z5 z@(1NF%z-l}e|B|$Z1_a9pMZaCwV&vO{|U}N&c8D||4#M%wMG0-EMG3~I{}}Ncka{s zPQVLF{6H~@s26uVIcQ=$>&XkuL3G86KOodk#w=9N9_#1#po;gMP{#fjX$iT{Z^)c*uz9G-uLpQ@}!{S)oj_P%G7lh2a=wNLyX z?CC7-;Q`qvWiC4%&SAP|RKvY{ZT_Qfm6w_yQ}b=(Ya;95Q@iY+|wR|yvBP@7WYuzc#`}?=XgZI9Som%BKf)oeYVHIoqxqO@V--> zzYF%C#+BngB_iGJR9 zO1f*0c$k#g^${cKpRm59HYcZ3%p)GwcbjsIq<_NtlG>b{PBD*on0l*^7)k$x^(D1A zIh|r2@vy$zlw&0Q6V{j1=H&FzW5MtV%r)R=KIbGfYyo(+VF|WJn%u265JJCK?x-QZ z#3|HY0@}hy%c>YevY&tq?|0nTKgXZ*kL!>8$9N|BFZUnSadH2p{6YE4^}Q~Go^AQF z8}<|JTf?FSOY|82)*Y&T8Px$*zSv8&X-PMQ_AS~iV)agCT(w_3rsj6Wr)ksPe zM4pGRh!;^O_AE<#%0s8BhN)B|DOC`89>OACM4i~PEbS=|ovIq9QjMfkLF9P|i+B-r zV$ZU)r#y73YM4qja$N0d4jvN!6TlHvH|SUb!XlpZhIUp?b`iiAR1O#a5)~{$^1Y7c z1FJAzg1VKyT#je|)iLMz+q}d$_*{y37Uy5Y3Az5rf5?B8Z*u>^9_xEH_usTmrg=ilj?f2S({ZrZ#(+_qf&Pc*^* z#IUe@;-mn*XnL0^y{Ut|j3bn|1#pLoU4-Hg{#KLM5qzS+EIbbELj7zj4iae{$0+l( zZ*NONEsOXG`{($pjY*tigJk}h|A`6FKX&=P6VJbCFXj1P_taD6|7UyuVgIK`{v1rd zf8RmzKat*dat$>?`9wW+Rf}Dp@>NAx||ll2X+Mid16?&-JjV zfL_^u9FYFUAAU&=9r{#wp5YF_8r1$l&lNFG;@~T_XN{~2@%_`@2GsK(+KGOh_KMCV z`)rXjis+in#=>+cW)IK)b$mJgoPWL+Q^@s4{zLxD{imD**e@N6;QnjpSIQrdy(oXl zIyuAgr}@Y32n*H!M3dkX;(tQyDZ25#6J+Hx+`q}|T>rKwkpG=5|J%HIXIQpuMQ9S= z6C+w$!tx1|!edjX2$m3iMTo8!Z#x;D;9>bjlj9C3EARuwBFxr8eNCX9h!d2g+?xkYXAR;;)y`JdqVr<8pWr~FI#pYqRO zkbe#y{6z4Hs_wo_RkZslks>8&!?;sA9N=Lhc7l{qjZ}(LB1Nji4N^|&{d$;4ogigY zBbDNmNRcXWgOpQxzaA!1CrBC9NToO>Qlv`UAmxGFvy1-ZAf#U$hB&`6xZgQ@hT43R?Cb$CcyH z`RD6`>yP}0{FnO=_g~5%l)t_%`LnBQUuakRi6x;)?I-4iHt|Q%+4T|S-z4W#{J}+g?#d&eA&p*W{ zOXuBrT*hw*MA)7E9@tdt~y1svRY!6TP>^P z)hWL#)f*&oTN;x;Ij5f7%BmEVJoaBdXeZ3cW2rIulXHT-@8tM|?0<$802@GDk>!Uq$|ef9!U#moWPYdEaT? zJi#kELYLT2lzURX;~3>$&Ogq-(=h*(m!E?Cvw72wung}z2|h7W{9`Y}`%aEeh&_Y) zj)>TV**KW318@h$38GDe>Vyltz}|eym_o)ga-O!WwiA|z_9|Eg`{(!<*wj#)e~-%A zF#p)Y)PKF&Pju|$`H$ycp8u);7_|DIz-^?%NYmwR6KgXZ*FY4R5{vt0T|Isx;{wwo=`;YIhrEZn` zui*HUKPZ2Fjq<1ZpAdTq;1hT&XYL%l@6;jo6A_=le2hGs@^9S3DgQ?ugWWr-+^_hW z&Oci=?+DA6trY#I_@8KLHvbb5pTIjzr5%ICV_vjaIJ z^Zb+ai#-42yWQvd`7h%Wg`T>ImdflhyNs7K7Prz9)8tyU)S7Nkxy&l#xh0QT>4|Ba z);08*T4Onx2+OQ8o(NLJN>5Cai0g16t=FJ(nN`MfOCGb*6Vo_t|Nno*Ckp@A<-Hu& zh1gqvB2&kEKXwPv&K!)p6z_mbKH4trom~gV{tf5BcyRoE9%1fr z{&D@q`5-(7_9VJSoZq-^%F~hefM#!!>&So91}E|s@?YmK<-C%3#LdZneSFA&x&Ltg zE%)E9?vKSE_SUdq!D4+Y2lf*iU_a4W*iXbgi2D!af7?sWzWky1gxF6s!G1z;HT93} z_7kE5R(v7i1{rIJz9IB(yT8d~x^%}V5;l?a%0>tMvf4?+d+~}-NE~gK?>(trn*DS9 zF;9l*{Co6*sb)VRxFPJDZeMBdJ5m2a`IGV|<nI zMN_0&pb)U$i{%UX$M~&Hi04gplLU`G#JC^W?XczH>>XM~i!X?m#(0YEd$*{KdohU5> zzF~O?4GXcfV;F9~!T#fza{LGN{CjlDG_{{F{}X0Eu|@1Bc>d-2m*;=#KL)G*qp$C9 zI4bY>H2znUpOPukxSHfvDO`^p$t#7Dh-rV5DK}anOmsyglh(wlHQ9erjb4%Ye4{Xfe>U$^|zE&eCk)IT=x3GqKMcW!8t_nqK3+vI4jKdwJJBMl_}vuV># zd*4astiA6vG5VhXUJx+|y~B>QV-z{eHWiL(c$xUcR{DrJM7%=nB)nbtmr!5XQQxlg z-Vgid_z&&*_bA?X693q(;umIEbM}v|`-$pGsyY|$|7UOi_q{FuHn>NM?=v*dA2^3? z+`LU~N+BEZ{6+cC*T@&iKl;9tE2fj)Iz<`*3dw2$I6*CCf(iO5sLl4Yh2`JWl0=-! z@^Y^^R#I!cS|t_NW_#Mg@^7jl5vQ`e+-r`N)Eci=NyW98*W|UyLvCo)?R)e#CWpXJyiEivyDI*@^!9iJo0hn z>1dDr=e>^O&-usoNB%?pTc>v{_MaZn1#Xu2v~RoZ&hXe{kB9BsI#oBw{m1ra+fTUv zn%qJ8gYwtulRt3=Z;$>b+)d$78WTg11Vq`iby2rgkZ5t&AH^93Hl{yF|bZT`Vez5AbN z8U}pgu3+{P;HObvQpms5zxX~w{S)?^v#EdEx^;JW_@T$b9e3Ovwun#no}T@B7Q?)y z{5^2?|ADA~HUAUGlKvWzQtO?e3)f^TL831;+8Qs&RIi>JNOdeCgcaJF;+V|U3*x${ zW$53cjQz`CT1V3gHl)gSW}a| z@6-nSiNc19@-OB80e1cYp1(}rcM|)Fh)+Bs@7~)ROA(_01~JwAMgTXc;tD7eJR;!~ zQb%are}vgwxP1i5gkJ0>N?Q!Gv&h(l`LMtnPwZdEiQ_*c=iejIKlX6=pAi4pE5$#y zzwgBJFVDXN`TYBv->eOb7hM@<&z>88_OoAv?c2Mk|D*hOQu5z{1BZh=<5R&TzDRFf zUtTJ@Bf3#$CB1ine5CReiTd&)o$A#@>PX5A_OGK+4oMomFE{??f8ub|>qKk-SbZT^ z8=m0yYoLj7q3MO5&_9adTAAwBwGAm({37a%B+oIte8f$|s^>|r%@>HZP>hbI!AA^Gu*r-Wa?K0@+9 zQ{oj#C!g#m*gwY~b7W}EzidCzqL{bYPwdqFgy%n=e+T0Ex4Ubf>p24O`0hZYh6K{?6wPwV&`i_O8dS(`{QunVsS((x9@I83F!Q zNps3$9(qeTw34zs#Z$zoiwuog8h?wDO3L#+^psKgVC^OPX(-e_VgAD+3lv{zLw2`_Cr1 z2l~H${bU$7c6?|S{a|ZLYnVM}UU=ozKZTtlFGK#*Jw?O3FLD3DevJ?JU&obP%_{&RNtFZNBm?}RtW z%>Tq>^*^Dwg5V5hD`A)eum|;n9ql754UEC?1@&XC7=)!!*Rc#>4jHS+*oKu$8_+!i z*N8f3_Ag_^@gLIj?-5y7w@#cG)IYY!w70LkGjwd(6?H5;|M2`b@Xo(Gw)cdWUw$pj znmH>pw+OD*+#)!|XWUE6>vW2R^Z(^p8DferT6;m)K8aS(^MO z%~Q(%GB3{l{)_jWmb?9gU=+(IO$v{|enM>~fEN^>h(jPR;R>*sC}})i@p}#Xhm1XF zn_6x-M)EZQny8a!|2}3M|1<}O*!+7`-dS`16T`%R{fgV~koTQ-3g2)Y3FP=9?t33X z%72vq&cgZcgAX=^AN}Z-FlplXp{2Q1&tjuTj}1$|e_eR}_4PV;RR-YxKOpvhlg9>@ z{`G+16ADkbdfqkrh5kMHFz_;0(bt4E#hT2`=2$JAmeds&8Rd5=Dm#UTMNx|8vK&i= zF`^}P#YM&t?H}{vAn*y-g-47){Y?122n-?S+g&I-cj?`3r_sIA!Y}l|R;S*}-M*c(o zgE=sO_^;s;u%CeciD6;6yvd>OJGm}cafOUQC>8+>Az}%znQ(kUZ7Vcg;tm#9+X}}n z9D|THysqh>y`Jdg*}q{!9Df}LpC?0U{^j?b#Qy~F3GqL%8TbUxe?0#U(DUD)|NM@= ztvh`92${2T4r^`-En>@#v)NNmJk&`6SMDy}%R-I^Y$R`JdYKwqvMzf&-#MitWcW%>FSx9DmL~uD_D6U_Pk62mFNm zC-Lc_%zuCPyH~=zdGkZ-aJjQ1_ds!;J8%4X;p%JtJ>X7{?j_uR;#`UQuF9mghI-{L zFZW-{A0~78euH^J`Qv2dkM8dMf=6_Oh2nn#{0I01>?g|iooo-QS$kN6lz-)%K>l+! z`0r+Ub7T3k6`@J=NFxQ?Pxypj2!;P{yNr*hvp95Ej{;Uf+;1#Y{*0zeW zbSEC|0H>G^|J%}6fnl(J85_4_DaVfEKP2X#;S-ZWE964b=1RyYFoX zS1!3aj2m~J*iYbnr)ITjzx?tA;U#(ZDan_9_MrSj`L9O)t@A(8pAuj4D@Fa-6eLxD zL2S_?14N$G5PzzEt-ZKxuad|9)6g`G6oX~aA_EmXsUiN*uPYSU1h z;gfDK?iZdG+b!S{sxLz*dLhLrQaRcLmf?PFtxff<9r+gfH@!fK?{NGJd^hfEzTfG7 zo#q$kAJ-rG&rssO@4WqCxcjbqL>3+?*hI73VICHyProp%Uj56^v2_>spORlHpXB~a z`GfM8$)#Ui{_Mf~PHp0ULhL8Nf953niH|A&QvM&X`;YpcShiB}{NXL~zLUIn|LBw{ zh7|xeaJ)dmC)B2)zz|Rt_2$|4gz3~#Z*{bRa6bx$Wf&fzZ#oGkq3!EiPrxWp7g$Hc zD%d~Ae+bV%yzd166Ro1-#eJKV`o5F+pNKk=d^d~w7oPv^o`cSfv#5W=`(wX&;y2;K zi!K(siDtzp#-BGKJn-Nn;e+?%Ju#j?sQ)~H{ulVfahOktirQ7yP+zAvohq4HQl%?X z4QQ>#Dg5=eJS>{1W)-O-T9BVw)Z6l~Xr-D}q>5-keri!~%fq6TYF3ddq6PV>MWrpp zC;E;=JBW-;lzQ@B!4<#<6;E)Tu7q8@G#^50FHw})T->bGIks8M>B!+8!q+FpJ2kK!M@H=gMR z@BcrYS&MbR`9E~#KY#z)-`Zu&GXKo2|2qE@f={%IJw;dHADi;;nHzu3|8kyN{ABq5 zX4yC4AG=xh%MpUBsr|$S8Fz4dh7zZMtpoBEPY?{jX==mDn@)wE8Esh^unudhf^Pt? zDD4H%S6QF^bNn$UFh>UQ{43vg!hIXO?*#oX^)J*vVZR%Q=YPmS9UZ&El~-OJM$1`j z#E21L#*9nDn{U1sIy>QuOTPCYJbzODI5qjh$F0==_8mAJj@8&AoLJ4>ptM1jD#bOw zC`{25N$5t-sliF=wCg2hENqa){$&JoT#CU-(G)r1_`Cf?W!?bmD)b&2S6sr*8x=WN zu-m-_J^WO_cL4GnV{qRUo<@76?L?VxZL@!le+~cR{F61w^@nvq{!^@tAd?^tjNBPV6WhrNVRr#~K`(yKuyiNh0Pc+H3wT7#=^{- zf3u&+`syk=AaDK@MMX5B2A=033Ow#%BCd;+6lL5A+5g!b|6}4HyRYwX()so7H65ty z0rBpV`YLvtZRa^D1bwdK>ju2Z-d8QKhG+-iG!_buA?w$5j_f~=CB}r~&-usoCu@TI zC&_!@n@RRl-kW)b^VY%6f7h&iHcXi^P2M|g)i+OJKQVITD3Ot8hIig+)A8Z{gL%RI z*VhEzcS`XnzhHbQe^CDVvhrsa-ggpz6ASRZljwOJpK$w$!Onk&`u=mS{{J1HfG<Bf#77Zxm7 z9NvF_qwP&TM#?|A|CHw%?!S~jD1U*Eo|^pG(_{Dq{7>MnYsM$`8SjB?O#YMku*$B5 zj)n67Svmix{|R~DX;{;+FkJS`+a^s8kBMG1;R|Xf5wQcjrvpsE-_=pS5r$pt^p+2%<3m|1xdjPb-{&j3IZXEw1Gyn8`rwL|1f%`TqR?7QM9Xojb zSNWa#kAbZJ*}ZE|_`@Im9A0?g)v#+wM&lS7L*x3tDX>zw?yZ7h1osR>3pafBX$N{+xe# zJ#zht9*O*i{I}SD-hA_euu|S~8a;Z9++S`9t*y=BqKjsPM;`fk*s^&i_aE-Rls_nc zi9B^?FsvbA65hVhy1hgNDd_%da!LT8tQg~U z^c5O!%fnR3A}KpX*#B7?fA>GpTb|3KQi#*U|!fVt81z z=t}h`h_~Un|8W0J@&)A&%3r5h{_GMS)84*S@d?~@&Gr-EJ(PdRe+MT2-MnQ-SiWp! zz?>Z+@7$|@Y{4h+9#g^uLC!f^!0A2LMXB^6Eiai^2g2BZz^Xl4y@O)`@-C@8boe;$n-OT(Tbb!9af zHOVyo$BrIX`w4ri+va=1BV13e_wayOL|h@Jl|Oiy>&}pdjfI4ne>B24VxG5EybHzt zBj4fp8&2VKjPp-)AGWp-a{cA8NIZl5XGrj0;OA{^o5QtBZwM16ObFAaUldmT_`cBH zwNJ5b?mygrDSt#cLS(DNA6-uKJj!3Xr+!)aw_E&Al=#G)x${Ch>?b+}pP>9p`Cr!6 zK;%E!|3tIC@3efvB(RP8jhj;Jj5=7S~2R->N=H^vA%pad*nri^OZ>bl6cqw`4dU+J)_e>^lwn zVE;N!4abJ#kGZ8E=v*+*IRCi*$bW_m|J~TWJ=}8h@-TVwWbuoAS$OEd$2k8v|A)-{ z=l*y0_J7!DZD_07Pqd4_?9Q%_IR7aB57_h17SVSuTXws=i3t0NX0@Ndy={9p$MAy^ zt5D2Bafk+G5nE6ii9aE4KEVzGX~Qcdj{JmUOjkP!*k))Q)kjC#{`vq-e`V}Hk0Zzb zoS%P>PMMqdC~r~GsF9 z*U$K4UI4!`e-P0o*?lqtHvs=ZT6Mp`5|EaU;tDb+BW?jqBFC*fwW)gK5^F$tY#Z(P zTQB1{)TY%Rab{`caa@Sa*<( zx&9KLA^)*?ahCb7zV8J8*y1xq@rg;3!Xp<q4|w&9pWEYtU&BEFE`l2W{a{d4>=2VhGvwC11NPqelSQ~Yqnin~IG z`cmWhkLN$0|8Vx@`Pa_BgGv8-;J_yV_vGy#LXQ_&rM9~PNu=yIs8p#W>Z{ZhBZK|x zK&7G3Nd4ILms1(jN}|3-S*-rC`wp89RM&qzxBFW+(VSb_LR?PI`#)0td_BV)f;g9?K~If3+JD#3tcZnx_1r@&@IvFC~9=!#}qA zpI9QkhMNQ4cWO)iv29LK{xx~u?=!jl!u1#REN6lL;Juh-f=@IJYl`+0;vf5hhzThE z;CKS`!}b9tk!>m*hY-4`Lq=J`E>H))vjuxt?LM;;CXw57JBxZ9H2YUfC}KBmi^B1j zc@gKM;b4Pr{sEu3b>gJZD*MT>reR?P{7-B#{}Vj_^8D-jC(pl8$Eb2W^^fPe{UU&=aEqY_S?4RSG=bX(gdsD1Bw>bZ}{>XoP zeF$G2qWt%de|#(a=tsANkt0WkW_hauKC-8YUgXE(gJRRB?NQel$BFw7_g~5%QNE-6 zbvoov*iUSb_na0iSS)wZo6J9UoA{q7>?bJylK-kqJAn2d^FLwlJB^fmbD8Kvp%;C8 zder|qrl58alJE8rZtEa)W)~5$2F(W@a0$zEJu>VoJU`au?uD~`X7 z!w{T*YCkb)LTGjW6Z*c>4%@e*o`mOLo_~4%<@q=1SO>xRAMf`h^NETQA9`}rmFr(u zo4Z~;hW%vMQ1zdz)JLK&BW6|db9?<{XM!(?Rq7*AmoaqvKPCngz$f%9756}!`%zym zc!c_g5Nsm*d&~U6*NI`e`8-nQr*j(GfUI7z4KV#P`G|?OSbhY%&@#z;NZ!YEA(fD9*yU}fq(u5K7o7kRlR(TQoo|JuPuv(U(iHNEluWTs}=-xw3)E3D7fzg z_J6{kuzujmpS-o-d`{Lh{Fw^)9= zStCb<7L{l1eWwn2--+ixo`0*d9?!p&Kh910!)0`z&j=5~e&T3j0HATMXu1^>=(qI5 zdU90rPa~zd*A|+7dtm=@5E~9)|KkR7AN&3X*BX^_d*A7Z>2nHP!S=+sFE~!2xPsZ& zIfhU--+(!!kDr;VHhK1LkI^Ol5!z<|Nw3E7$K2!m^Yx`T4cDK{3GyGzg`v)W|NO=~ z;nrJk3nNC1P+bf3EmNmV3-{mu)390Yh}s^+{m1wR_utGvaki^H@5XsT`GfL@?y-^ zCxp#f)+BL!io7Cj^{mWk(4NK-%BQ(0wkvlBv`ufjIkwCGIsQ7QIRA9r)U3Z1`o5Fk z6S5~|`Gw~no_~1$8|vrZ!Sw&{6aUA!CtvxO^#4VE5p~*XR!n)OhfbVAEAV0uYl>sC zC@rE+Tg{3o&-BoVQ)mTV>|srDOctd@)M=|(G3A*aI&liEz>7VsDUQjaw1_%wH7lk( z(?cgtp%r+shc(5TgkKW%KY?>uyo-#vk2jrQPiAos56C_#XAY+W4&mpyBHWvNE!w`C z*OK|s)^m&dyNI;fj);=3XjT)VFD0Ak_4eQsx z7dkul=)Qz~r+Sv*{-b-b`j&T{e8zy&zRvxZ`!Dz36YjrV@ITR(-*-y*g!rGJ{A)ag z{CD8(KWaaL_nqP!_rn}3fSx$v1;7~uQxJWr;}8}$sW12n4iPbngi!#4h;5<{a0zb% zZ5nR`_``BVK* z^z*(`(p`JR!=%ivj~Ge+g!Lu0IXRtT9`Ufg+mvG@{S(%g)aK-Lih0Dt)LVVTNctzN zFR9JR=@j#bhxOg293$zUu)d@=C#R2!+jPYz!0T{-(0QJOrrQBtZ@LWIBTZM7d<=@N zLvLS09v*n$;jn45+&Sa^!~K`?2j#CbB!70pexiMAShQe?@*l+~{Cy|L%j7@gKLe2e zbnf08uy?Lm^NfC;T=T5OpOo}k`5=sCYc+f}taX}H2Q*JBeWeWbg+|*%Jf@X4*0r{! zZfcAD>sXxP`2YHsPlnrXzaz;&-}~Ou@c0wIwz22<$9b0L+qpFV*1!2~*e&*W)W1;w z1U(w{Z+Q%;e-xdn$QOGDf&NwT34h-ytEQ8_yBcu{*ufl!s1L4O6K`j;meG!9(JI0_Ql@4LX*9u!twUq3spvUaH>31P&qoB`Rk@q4PSL z4;sTVP`A>T%kk{LI_4aI84sIVX)Z-Pi}Nqygj|174?_Mkl=$zn&%6*WxpZb|Z5M>dvBxeHHl|%|A~B*`!CiA5&MZY_m3_2%;(OX8~tN{ zl-3&g4`jFUL;iEN`A?6$TLz3`$M){9V@H>KB;1L(e9Am6i{*%GnbUNKokG9e>uCKh zOM9DMhOqc-mvYpt^u_*9dHmbkw}oH-uO|hcus5^rxZ|$y!3Ud)_Bj6M>imNpaIe2J z=(-f1e|1mc`Jd;1J?~Qgan9>M`VNZ!iS)jcYp4;*C+exITI~9i*Q%Cyu7@?H?$=s6 zsZdBFr8SaL)dq@GV+zmpu&5x>vy^W~nf3y?*`tAjG;TQxk3fXJT#=IkNj!= zu{**-^*_-h_=NbM5POPlyzd0rnes2?f1ZD$E|L8AOz~gn-q(tqg!wOM4)@%1U)b8Q zi~NWDm;9Ifm;6^`F`j=0_WpbD;3tAlRCV`ds-oRbi4-YG8^)c|;Q$X4u@j_>YNS$} z5-Cz8Zjf?H@7Kdb>I5mH8mSbgM2b|28>F1l`}Hu9Izh^)Mk>WAks?*%1}UfXemzX2 zPLMKk1h`e-!NPt*ume3`CEb^&apo%UibN;py@);FttRLZfj`*2sYvgbf66b~EU^!i zr*>WUR?xElIIcFv_B(O>Isa_Eas8413>E(S`s?e%4}WlzViLnzngyq52~(y_4|m zP5e=Gc6~(oH?1?u|9TE0|0Vww9(yMCpB+1T!kTr@Dn8L9{>WFYx-V?mBKQRNe;EVv zAMzi_H8u~<#QMV=qy8bvkuuIh<@^a9C-ram-M{+$KhRg$Pb6J+iezQA#4NX3R>`YV zepjkDNaVIOCVz5HJ-L-tDJpsFzkbk8n3Km+WAZ2G1bg4f@d?rY+dXBR%@7y99`Ey; zZzk}1FOzu0C3FvzczNdaynM$u-T{|&ZG9Mh#xl?z`{($B=lLAt{NwrqzW`r=Z#eQF z@?YZ(+qQLvXP_1#*iSgWG5MJM$H#;G2l5NgKRo{# z&p93Z*X$<*pAd``zQ}=3sQm{VR z2jzP?_?X3Go~Hf$R>c++$3VGa8L=MHu};D$9K!&f4cSTMr%2EKIsTk~Tz@!M;iJ3* zaq^!$9^}6+TlMzr6D(pwShD2mFm~MdaKZUg!foOwa+kcVt?xQ<|Ka{i`9t_8?hZyC zO8F~d++SV(RR0rVF9Cd_X;^cZI|uJOb%^~$#3#sq$bZOx$bZf-{{=p=X6 z`qoyw11)(-m-cqKU299*PHmuX_OD}vF_AIm_;dbo{mD9Te&e!%rxWiW{~4_OcjLzG z;pUr{hw~>-4wqhbS$OcLkH#~p@JRmtX$%JI?@#_m{&%+ce^>X%;tzXkSg>HR-dl$K z#0J<;bQbm#kq2@8QU2%o2YWKlfBwe6={o;z7r*7})|&l9Q?#E@e1h^1nIMN_0&XoZIRC|3XlvUXuD|}qFk!-^aN+ce3sv!CGpllD{F$GQJ1 zo{@B9z_%%X_}sAb8|5#I$H~Z_J>B~ik65&5vAq2*_7m`rt?xVSv%Q-9r&wQEwx|5> zI(qUS^53t%|Loie|JY(bA=m^ykbycncE+~}ynU`epKIhl|{ z$GI*QdHQY?<}dt9pndN{+pg)y%h-S2*yFb-$GnVl{5k)){=kwpWrcV>K_~U zg!rGBJ2$k+`%dtituizB9~}qozk_rCtv!qI{Bd^9AIbm3u%^%?J}3;Ii0?ba^CI_u z?*Ej3sDGmVjrzxdsDIV>om?@U^wufT2vA5?6Tk^-DHBZ4PeEg*;tfba>wMr_k&Gxi~<=<3AB2Hy_xz`*ksWo1$ zl8S4yJ#At6xAc!);sn4`k%q3XM($F)%yb|5eJ0ZhI__B2n;SNZvUFC_c+?|G+%ORK zZ{vXR;P`X?as841kpK3#|Gf3q2jQ+eR)x`{$B2LI7QrZ5!is4J!XC9>#OlRtq^v`7CFZa?Avu_^z$Oz*NR<{kMD`49PzVg;v>{~A7F z_7m&(AE^kWUgKi*F`Nu{}yHJUj`!&V9fxdtR|}_iT9oQ`i>Mj@yOTZ{#V8u@ScPDcLf?%AjQCl)STB>bnz-gjz){RI3^xV%gGm-0W>lg|fRTRi_n9^>*Y z_n%YVe|GHX3TxLqWA8hOk8Jagy<6JD7?b~y|B(NX|8oDSoOj~B<9XCSVt$-G{p*1P zhl4!hQ^6#@NN-(VUMjjHx>05&y?23pr1BJr`tl;3>eWQ*NXiWMucJ{8NgBQ{H~!{- z;&7B_TyB*4TIh95o_0G5lY2BzXnLV1^N*~1=uuIo*oL+t<%(ZK9w~W#hs60qeaQYf z{+MSrXE^_gH5bnvTz}vza@+s#}2`#NHVVJyYFih}?kt0WiOJ-aW-hQWz z`w#d8_g|B1D1W5A6mx>|7qD*Zsr`MvSpMvC`w94;5dP!-vAerIqWml4O8KAsm-|oT zFK2N7*$)2`>&!nk-kG~+)xBarx{K?N@(<-d%D#^%} z+m=ygr+A7qsH|m1fWKAJobs55-ck;&q%2SI6mjYzL!*|)-=d_F@_Y}yr5svGS)Sr4 z;?zZkMlFrMMM)*)`5t;pIkb|pJjGMQsf!GaS{i?gl1j?+J@l4H zBJy?UzSIv)O5+|kz9>3^?j%ItzqE;_@8JB^Ta=PoA}4>RQn0aziCW$Z1cH*{3q(H zvF^x!$bY^f|J|`2{;{74c-yH-K0jV{pZUjjp2qd3It%AJ9#Z}x{~`ayUPSpX$tu)8 zo)!J$!M;z!aVVlI8tbgfPCDxpiP~#_H>j*vOA|?J6yv$^O1W2#VKrz_$LWiroaHTB zSexH4?U^yG21O^a=^^m{KQ8~rKEWrHPer|;;*28KI1Yhy+Si39#X;krXrpUs;d$DY z@jlJda=*70L(qtfZtZ!UvQ4LV8hocB?tLR<|7owuza_`NIzN3rasJtwyPX2Os>D` z{POk2{g3A_tUI3%l)p_s+xYx(K=28LCtN-6n*Bomo_rX1nXBk)!kS`D=4NxOmQG9R zii?c$yA+k3!o#8{MRQq>rNS7|lDgs|V~F;Td2tZE4CG> zO>aAf$|nyb`O;-5_K)%5_;dbo{gr$L^Fj4J;3woiiBAt@{@c@YAgo{iez;itO^g^Z zGK?8BHe7e@^v9BBxOP@bd-bFW+ymPEJn#>h9hz_7fdp z;iAQQZ+Wh~?*#ja@_i@U!)n%E(i3q0asI{gRn#H#{B!c_kLOQ2fA0|g6YJJKr}zZy zC+vMEv7e~SsTv-{{h#|kMLFD~1w$?Z&wpp+{A=$!J*U1WU_WsW{7-D%#q)Q0UL^k^{~`Z5Bm7744eDR0fB6df7vK}e zVLl-$YFAl9eVyKPs$^qTr)|jnX%OCvvfAT*e?>oUq_A2#{9qlLLdL#cK|K@Aeawc?+yLp3PFIxP-0miX14|>E41Kek$NQ0eOxwxbF&2qs{W} zUYT!gv;Q>i{yT8|)A^S3uQ-Eo{gM9+LH@gL-E(33^b134%WyfDHz`Ijdi0nuYv!Er z?z`>Wf4Kir{)n;z|C0Zb|9%bp zcgOY~dEe=o=zl`+i66WF37)^5-*f*v{rg|iPw@Q7^XCvee{%ju9n@)9|7Jgt_0?5$ zK;HZ*ii&7L4Lr|76nNajL|hjsDayDLvj4L={>Q{Yc3}_GRwBK4-~cgYwsx zl|Q@izLWTySb+DPg#S1`;r0`he<}ZS|Ka{~ruX0N;vajh+|@Au*x7!9{D=I9{D=JK zO!FT-n^XT+cdj7+J$e3n-~irtGHjp`LSRTiEYYB(D)T{EmN~|7@?okikrdbJF{MFS zQs#rOEIavroif#yNQ!G=OleS-l=&bm%e>W-4^wT4q_|d(DGkb!G9QFx*~$0ol&Q8v z5C=AL=-}b3$IyHF@f;7Ecbw@FB44mF@H^F;x;?zodzpkKuW}l#kGh49N$Tku7Jamx z4P&3|KmQgOH;zB&pRONYV_bjaKeG2bZyloi_l-B+3Af&QoA|~aq3;^td_HB$v~d6Z zKMk8V$M>CljCB2Q|Ka{i`2#YSVlLrm5fj9v+>0^lmFOQkpITB z6ZsGM&*|mA@WZuk?Xv|waewIO*qPUz^C3OEbN+Guo!FOf4k|to*OH!J;hR3E6-U5%7I)j@nX6aj9oP8?#!%i(L|xEo8`;h@ z-CYz~zpqx=&;0Bx7zg|3`1^d}{1bgN*B|*0`ES~PIyySTS~-`)|3s7cr)_R-3bSX= z4eQsx7k2O3%l(J@FXa!)U!tcwGxBFw*M6~|*rxum!GGq>o2&0Tsr>}yU-Dn_U-I9t zf&cE<(G}LLeNN>c+|f|~6I;ap1m_>;-`6nz?9L1IKh%E}w#k%#$bY}Y{)6|O;Af!x zS4~0pUz1Y;0A8G()hdoiQe)YCm2L;Z^RH}o~1hn2|vI+ z3@MLTh3k=X2wny3BJ(W0^PKpW;Tox2^4WiJj^_At{&D>ohDrWI{#)!jzQ_Fejd#Lr zx2+KSiIM5<;56}%{osQSi~Yn7?mygrDSuG@k~v`aJWjX#*(Lrb+S|7(J^{U8wx9So z&O6G#Nxqlg;B=2a&mTO0@%-5rO8?jipHTY=@*naa>R-;({?Gk~`w#b@e23cCnT20Y z{|kKLsM}9Cj^Ox1h6uc*qA5S_bW+-Yv|%01tRb#RW|9U4WfuF-qmg52*i)pgtR|x- zna2Ov(c@}AVQ&@Md`ozQ>&X>|2WAm*g_zd$>1D1%LK?V*gn9io!Z>1{w^h6g#s1^E z=lB~=;d6}h&-5+6X5u=-o{-iI%DDc>e`FpEX8!x^v%e2BXU+_*t>S+|^n*?E89R1t zSg>GGc>jZq{QU>{?+>0w`NQNa^8c@Y|LYe26D2+|XYRbvF8;B*It8EL{!9K#{yV7U zkAbrP;C(09kwX5#J9BD3u~qCRIR7~Run(zThWeLuK6X77-snJF)`_lV>Yw6VDP$>` zKYC9&juG{L)PE{J@ii0WT;!$og|aUx|C)d7q{==4&QPnxF4JW^w$&iZQ4A}Rzl~@L z%p-p*#A=DlbQx#=Isy%b#K+KzVi)Hh=ik>d|MU!w zvF7=c=WpsCsDC&G{X?Jl7dWOm=~`uV)M6LBH$Q zENvv%KStF?R!2vpd8CVyNL8Ox9o^VmKjV*i0sIQML3)$PeKG@6hW;06rDt#JbuS@`Wb7C58Ub9{Z1Y5yzkNkL!>8hy1s8|9SoO_2I@J z+!RKS8YOQpH!DstZR*r;*PW}v#!cI}|8V~uu<{4w9r)Mk?Ll}T^z`gk`AGA6_sbav zpMnPIp1#lnTGZ7ti|+w_Y%j;HUC3OiAL&EsV%?OFHrfA|9{(=EAwJx&B`jLFQ1Q_@ zbLNG%4>yI*&b{&X0MF+5r+Icx&OgfEl)neI{Jm5BPvEWw?q@U)YYO+Qx-WFVeuDe| zfZhM?Zf4{y)PLxHnRG=WpHTmUF@SE2`w#b@fxZ7^o$smZe-9k^B;cOB{X^*SBCFJP zHz0|W{RWjPl|+4&x?*Ioe;uea6dI`?yZ&-2V_Hen*C>nCKX%_?+Y_)?I!_cl!uC#yJ!rQHzukMPkU z&VRRU>k3al^Sdy9{CT0Jxg|7<9mTx)3&PuPe;7J<%N=Iue|_Kau$WJ2uX29F{fGPS z8J0hws|6OYMeet@Z`>9($!Fun?O|iPgqyZXe4FIQH1f0@WuV<2>5F=jkNPM>d-!Ob zc5gGLl`h639s4iF@f60tt*s;c@lWf;FZLCBZ~3yBv%+hFnYOiUk>8W!Z*%(Go`1V{ zN32Qs0_6{$|NJ~WkmS!DJ9@%8@sEx7o$xXL*t;qJQ2wL*>vF$`l>e!JQyIU|Rr36& zdxc_xXZZZ%`)5U0EaTsIK>TALKh{wHU9Sc&a|%s%%q~mOpr!jMbk(>NSN&;wE7e>h z_cCw2+ICs$6#gyZm+@Y6D3z)`c`MaitKencdQ4Y?)V5{!Q|MGuTD1AptvzYQnI@tBtV9(lb&XIOVkYkrlcoQE2RtN>hG+ebZ#%bo%34QF=EXa8}0 zYR1XOjpMK5!}-VcNB$FeCiw9X<-a{W`}7^BtFQTY!6?RusZ*zgl`HNFu2aIEk}wGF zKiq$PA5|IT?8qPRS%9}UR^4-Nxc0j1!*$nQ7nUx)K3sdPe6G8}Ldny#hKR>>q+2R< z*MUBMtbUayl{uZ%UFz*lg-*`@< z{7?CR0LcH;f4bhHdj7)uJ;{8cqQr-u+;rvo*VX2(SC3&o*)>%CCoA=lsLP01mHgaZ zKiQe!3u2Y}NYrHv-Tse>0R`|0-OHj3ZtE!G6(WzRO@+v2`5j-MXF0SxC3!#awTS$* zPofR%6_va3rjKX;GIkt)I}6G@vA4z~AgILF;8iwzSYek^0n>QZZl|_nvIVA%Q$fSF=sgcur8|WZ_SfWh3#@bo#!9Q zUjtSC+_A&_V>|y>`-zB8=yw*md7$in`h9r*r~ZTbpQPvTd%M(sQU5hm^?$%8a8JIf zm#_wxkSi@fP`zRlHB@13GETWB)c57zd6&<^<EZn`zBU;n=DA>}^9{Revq_uqjae{{m9 z@&>^t=FU@mpt-d<3?Dlpj2I`MA{>r%{EXDH;fW@fjZAq)8`DBRe0;7yd>raZ+1TNg z{IXB$BY%(F$B4lG@!Rx2{`mbcUc)iQ@i*i6pPTa!zh%qt)`amrDfk5Z4^#f6{5??R z@9ZC2FlWJ=6`zRyC-9vq|4{y+{73nBAjrSvxy<<~LhApZ;{u4>e35nwd-XI6caM&EZrom$-@`?udg#|C51@%Q(A0U ziO$;|1s{#SNT99vtr6KJ#^v} zT7egPSW_I6MQIUr+GoI)$`Vh?MIW3nhMqE1`QiYd?Z(1}xM1zzl7O|d57 zmqh(fs7~DEF6h2s(~S3=Ebid}k<)=i$24RhUGLR!Z}K&2a(&jNnICQQ?HXmLNUQC5 zyX>Fi&-usoNB%?pt9wEH{?pm@QTWrJ-U^ppHYJt0;eY!7U z->K?Sxc}&0tiIK`|EkRKHOe1dUHi;_VvfA;B=0tjo-!s}a{J6M>&NrL>{arSa27)S z%nx(!$!W`<8|JK!~h>`S9 zSYJ|`lhY~Y5fAITO*ux=KVf}IZB9<7m`6NJz12sIq<_NtlG>b{PBD*oSl?~RF_QiX z>q}~La{8#aO;>yZSOe@A9CMJ+_I6{Nwr~|1q9P{(Hjx=fe*-g-0Lzc^Efld}tP3Z%a!{m^pKHc>3wz zsZL4v9_~Nfe+Q8K(IuFgz3*i96Jw?dKCyC+Vg+;Vy*$jhUp@%$v(H=!XWw^4K=Uxx7fn|b%#F!_oL()&*EKe26l z56?e5|LHzD5YN9mWqz(*`)r!Cz$doA{{+w9)ISVh`M0NMf7rRRNA45#1Ym4HY3E}?-A!xQ2pB+28lpgaR`PxQ7r){A<%@bM=(GTjz^qK4*-)q~puCQs-w$R?b zwfJ7?(jMw|d)5ig=n?^%}i zl!s1L4O6K`QmP>GJcLEOh#ow2Ph4pW)4{yKowyetyp}VIi96kEEJWXZ9 zpMCaO`1oV-N!Z>V-hTV-@YY*zg%3XbFm!iyg})y8Ytg=Sf8@v!xqI0YJ`|eu>)#am z^ z>rWzmvDi-Iz^QC#kE>nH!9(JI0_S+u4LWv!u!twUq0QBFFF~Q?&leU$xI$DHGD^Ah90`DbH+^(O0w>o495BL9i!u%X3&UwZKmVbS6%!-x?h zLvu^BViXf6P72pucYSDU+aha(`%mJTx-Vmo=Kc#A=6YGFaG$}^0YSq1>QxJTD@=rc9 zQvT67J5c1mUcn|XZ=ZkuMX^zPCahU2AB6H*yXNT_M;PO4C44f{Jo&8BuNB%SwT`6| zZLG6)jpWBRbNH;*S&RO(J#YU^_5XDE?Qfq7k3asa@YrLI>*vwOR)?P<{wUI`E&pd$ zR>{+{SdO^Td%efCjYqv5t-o6CYZYyJndZgzCC>i8+W7zKmru$ZdP?T$xiJ6oytXy) z<>voOFa06F$765r{>)3y!2aKNQ2bB0e!bNBBd!YTq_u9W)Rx@F6rSs0wYuX3s9m9u zL`rKUrK$}SDW^Dk^k{hf_1EPsha19ozVq$yw}1P$;eY&(|1V6NHZ45xz=L87&?mk& zj%v*w!7J9TT^pucaDMpj|L;G9zyJHc52Htq39Ej*D(vp;vhPszze6yOhaP??j2<&q z+x>6i`1Zfb_x`*88ov3hZ-qq*7fJrRid_`{-SFwBpN8N4?gjCs zI5+&mKm0@Z&;RAW=pE6UZ@x+T-LC!TQS{L%TaeO-(}1o*Aqh{zFUg@ppPD>_eO#~t zwSUk(-E^VQht}FisQgo>Keu-d_56=^qF>{^z%CqvfR03T&1Pd^IwX4!D)z+mpf;>7S4{A6?g z;r=_o_z&=j4RSwj?wom{X;^a@Gi_YJn=*6ml{bOhjzO^ow~6r3Z6-2~VDzOfUCQnk zTMMbL_7)O4?g7kUwziA<(x&K`)ow!Q5uXeEgZ-QSo#UV9g3k%J$*JI7n45!Z{sEtu zyb$&i*i(jy|B0vNtY!Wuc>V#tU4C$0tG&NQ`Ty&d|8Wl-`d0NnA+pdt_sIKB(SCyG zZ=0W#zfZsX{Z;foyLa!EJH>6`qKjwfJ&opOU~9&6;p08UJx_RXlYDfJr!dR?F8|}r z%x0pcW#D@^-Gz)gur0vGGa*wr#Z*@m)76>`3uzE8|RiYDgPWi zi2M0f-F2CAUA5+=M2eK84dYJf>TnMeu@j_>YNS$}5-F01KNsBL`RAV(3}8+;@4WNE z4cA{E9(w5EaOd53Y2N73W5d#GmkQ>yTh8Xa;pad9d1!5I4VPVVS-9=C+rr8fE5iKw z^TR*=(?5l~?z~g%t~P1gM`dvK?Aa4;x%rlG-uUyv>{+wIPkwU0*171SizIKnq<<3j zezaHVKmYu5kz03!d4e5Gm@qLcTCzCYci(+NzaoqoJ0@Io(Zzz9KAyh!alrsydF2)P z9+&F(x$(vu!#%53g=??9R(a@*OD@rJwV{ar?Z+Qq9cIj!A?;5Hci(kaxcA(;Fc3l}X^+lD8fd{WIP{Q>RW1PyY6|`mWMn z|N2+41zQuQUwC1-Z05}H``^DH?~Cn_x1BbHM;?77%n)2*^qA4%eR)snGogiD#uLBz zh1frQQ|vgdS8QSXj_qNSyajdl-FJtnQ>KK43m3|JQ{7_c@R_``w==96@r<3NAmBu;|{Uu*d0C-%whNLU17n31@b+og;n>g3Y)id zgl*flhL>M@DO|gBY53+hzZrh@>tBm5xVL@)>vHl~YE1s*oM7)eIX)rt&va$bjUg`k zTeN5B6}&>_QN5EG=^`#+bGNE<^Spe=CfZ<#{>}AqXfIo(Qv^ReyK>{+$1Mb~1j!^&i)Yt{3v(lih#tPR?Uu*F1Xk zXua=&H=br*HY+^$-0$^mS@Iw9-+{LObi#h3ts~44d;;g?u@RquuWH2;#Gaw_Eul6I zu!GQh?DI`;?r%X!zP{7sI0Vx1K6}C;6wk;whqf*F12BwQyn_7;KEv@J((`ZT-Sfhv z1+bqG-I!qBYCj?O({T>s`G@Dffq4Ek`w4m9Np!c+xvGC`ecy@u|3KUSdH$6-Dd+#) zoqNJNf=^s5_jn-(jTto|TsUPxm@)mzaPhP&!;EQ5 zdW&nhq&>89&>Nk$J=Ob&bdvV+8Pm}Z(xEEt|J(Ent_aiQGyQyomj|RTM7sRQ z7$^5}aGkr2LcoV~g(Ebkn7Vx>RTv`6-$rN?4{Gs?fZ$plq_PR$XC{ zQ8bdGF(REEJaj0`nms#QEf~d%zyCd4Fr?OZiao)7_um)3@r`fjdra5MJJjRF?%|qi zz8m)K`#AOS@kbwpM;?Au_w(CszfFBb{N*oy3IG1@{~jhyoDl93TLru!B*p z=KuT~d3S70_(=R&zz@V#S6vzYRo-cO=9y>0k-vVH=(h^)uw==SFmBwq@Y0Jf>AOuY zz4W5mZHyW{Ds11jE&LVq@(+F_wn=)_s8NbXy!y(^LjOs4;e{8%Sb1X#?Vx}EcSNv} zr=NW$eEZwq4&VLmHS#?^&>|fM{o|CiVgH4&pHTnUq921Dr0R8`E0cZ1;xSLtu0N~l z78S=pxndcy9@4Q+(osvf$#{l)nEc@Vu>W&u{5yB=5gVajtNqZh<`%U(df>sIhMnS5 zN9PTHf6jlde_0E-!xVWa`QK^d|KLBc-GV(KY_*%^bNLku#Lo zSMs}6e*OWE!@btef9dX#jK>+^KZsAPZ+TAUD=`Y<6XJh@eV>8;dDip!@ALo5y#Jkh z_lI}igZ{)U#V4jrni(!{x+h$#oa8Ow{1eaCja|F1p%S1fo?=F@PQe^>F{IK}yY z)xzbNQ+J2+&%+%J@ITa_*t%tBpnWIXOZvN8{&m;?0-wm_)LAr_X6M;?Jg3pPmY$rZ zs8vZV>3%BbS$X`}vEzazJoeaQVdFE;g!YbhY20Y2OYl?piTH2-*MAc{fwqy(Ip>`4 zi(mXaeEOG96D~s?4En!5=iGC{74QYY_`$w|Vz>ITOD_`)!agXr8^Tev z$3OYp_{a7e;j@B%E`IvtPs0KD*1jM1s#yQ7yMH439a16wdka3eFU7h(dGe(2`s=S7 zjFOY|8`p8t|0J;fPn>}NiN72P`}ZFT`=P(EkKxC75K5fs{fFbD`AXNPG^itWQAg-4 zE%mhQW7OBS`ohOCpXrY)X}$kpGyd;^zqtGEdqp=>bS1$X{}{RywEZsg!GHfW4nF_= z{rB~cd%@{j|Jyt0U+*8gF+Up_L&S%Q2hv%8pW_rpAyceI4?)){G)v*(VvKRMApGCYez>9_7Xq;=ot9J&|pyaM6_<&(_HEYzyyl;&B9mYon;{h`B$fH!;w-wX7CUDSH- zz4yY^S6>bNiN6bL*RBy?4HGAxA6|a>CHS^hOn~jt-qHc+K%9U6#4vYm1MXnH0vkgg ziS4ENkZ;gWME-Z;#PRUE-@h6D@gM(R=qxP5y83Q-?%C(VcmCr$(Bt?4>~n3-$tAuL zdK?qc{x#QJ8}{w{DBO4dePR0a3&h{V(ezpLvmZTrROqHnpAOxP2SC3sTn$|g>VB+V zy&CP6$N$64AHweT55jl9^Ih1oc($r<%_zpDn!w65BtG%^=f}fmM?MEu@&%sHfuS&N z&tFl-{J(16QRIL21!y$yDATc?)`_%vejZ0VT8Hgve+<31V#5#=V}L)2 z3LOaXX>B&2L}nc2$AU>P4(uZ3=W)uLfmcWw@eQkIcBM4!{i|Hw$6x2mXqkU=?{60U z3A0W9{PQn_k3T-(=bw1ilk*+dPCx(E%=!1gfrGHO@QTQjXe)>O59Jvpo+sypod0qD zXNdS8l@I+D_Bswj?zt_@nsu4X+p%NM#(mrg;oNg3;yF+3%P`bu0`3_zALVBw?_4|x z$HlyHOf$|hsS{}}pY>8cX(j}%Q}oCB=VUarZ{z*j82I>)p80oPIOpu~xbHVs-b?xz zpr7SKhd)!99%aIVu>XJl`LS>ua_Ij5D)Lh@Mf$IX+%kp9(Ia`O5Q&(s{um{~M3+VW zX8-hUO-$fy=u3~_Pk;JT_?LhA7x5|ahd=&Nd|NP09~kCin;qCUdHnIm!{kYm zg}xV`?T*`T3sc}n`?lL}m)|-6Lc}X>zWL@bW$Ki0#~rta-k#pDaN)u*b=s8hB=jyS z|F*%$#kKH3@r`eMBW!>kN%2?oFM0N1ED_U{<4^qM3t&Be{rn5qox*bzafY9Nt|8)| z$4By67N4V8oHnbDN*l5M(Sq)Cl>L=y%)_J7zV$(x*pK(G<2p>n|L(i*5gjD*#QN09 z`*%I;s_8uP-{0O7pa1^;`}%i!*Z)^uc~$ho&pPWYS$~L=j-N0gG-Kc2wF@>Beg8@O zw68z4vHpDe*-_lb?gBosQ0A=q$8G>VK@5R-0iLAOz;rGr*SP9IRL5CY@B2s0!P-F^ zVz-HD`d1KN**S(0`|Tm#Vt+(@{ZNJ=_Z-!(o~^%yY{6s< zWnbDQzt(a7+g(Z8r?L9=^e4nL?l94ZcA}9!qaSYXU&qVF4f~&sUmoUTp2uzdNn>m6 z;J5YhAD;7%_(XgA9?=J&4A}NP3s2YnNBMJ-UMIPAiiiX|3Gh?O%2Ul)k_ASRWieWr zZD|ej|9M5D(!8SAB9>D#ejMM6`Ub!J<*$In&H^raZlL|A*Is`OI`mEOqdhIW{r21N z^YB-xsy#p+f9#7edCF9|Z}~KQWbfFq13st!4}41eAkcmi|B7Bugg+tg-~R2Jf*ZW~ zhc`n@OH26YfBxri^Nlx2U8#`$qfhOrQ>V&3x!&I1aPuv<0H2r~?u6Z^&p$sZl=f|@ zKXKb_w~4(bhNPFzK7AVeX#BkNNmz0Fj_u-;oA}5xEgPh*%750jsw=R!y5dilNWyZG<#^WWcpU;nr_oX+*1 zcLp!R{VT;MVBZO65Bh8po0;2MegBF3s;|Gbv;Ka3;1KS@v)KRXhZMB=lDk%5Apsv9zOn6xYr1t ze}Yd${}XkPX>Ho{JZu~63x59LdCt#&a;B-V^KWnO$FQUDlAOP&_p@^4YWN@ScK*lt zADIKS$p7u%e=vOT;dYVPsoY>)#T-u5=U^6g+DdDX@y_N6@c1L;qUx8OlnKC6%e}Y)U z&YioUKk=Qg^opf{x)So2eeORZ?;HPLp+C{Gena@*|MI`XjW^y1d}4b(fKv7G$Dfe) z7cX7}zak%nTW`Hp(s$f(hxDx-=zro9H{T5W0(i+CcitiR#QX*G@tuHA{Pd^UN6`nzKAtB%t@c3bW& z!-}mbs&EXDoL_3NI2eS;HA2LhzH0Gm#8={3E%9ZGR)=Mzk@A(G#ltx2XdcQ_8S<8B+S=1H zqec5{PukXYynh`_8!sRK(J}w7T=bCm-Iz4-LeV!`0RIy_uXN(vGMN0&!GrWaK~Z%k ztj?mkg*V=K1Ns4{?GpruDt51@XkB$;9kwf@Xc?1D_rx#tHai9TT|OsaTWYV zOoIQ2A1?c$=y&|&CwD=YW4hoOM`2qkA6()S*I$2qmPmd){|L`*>d*hgmm7cL6NjJ&VS9&$kgsOAg5n7WGh89YLDNf| z!XEGhoX4aWY(v^Wx!@O3W{W(X>t&3>`_IRt_Q(H&4|jwI?pv;UnbeKMbL*|QhY#N0 z;=jMoe}DgZKJxWX_mx3d|2y{dhL>M@Bb+z!Jn@Z9|JVx_EDGDV?FwD+L+tyH&%auG z{{)}d+!~sp+sk`{hEJ${C(3|Lp8@!TU=FGmA(%wee^7iO>Ou(iK>Q&-QI4#52J#YK zp}2$4Ay4c*rM_aHXv6!DV?n(MAOEO7V!lyy&W+^x*8u<6(?ov)`oOqzvu@o+;1k{P z+~en;;$E4b|70v`;QYJ0qdT-j|JdA9RxE!g>}=iR{EzeBHGBT(>inpLPf&Ma*^-sv zx+{JfuK&T$@ccYnFL8uOUnhA#jUmfp{0fv^iL^bSyCIg{z&a?`_F}uFLmp|0{H#p+ zVIA+^$Di|Jbj`o(u6Pny-NS+Y>dF7ipT8*K6TE9USo?op-)GhSCo=iF$<-O=*(shP zCN9r1B&uot&q_)u%eT;4Dnc#E%Tqi>l=_1Y-WT7Pyf=CFS!ajGAAc;gwY7!MzxYD> zKYaKwd`@2z#*aHUtXZ=reD>L=>2rN{(Rf47vU%EAO7JV!tKy+*s*4x z?!NnO_}e)r+<)J_;lL-KgvTCzBwTdy#ew#`*nj>~IB{ZloxZ%Ktmr=@1$~jSn1%Kkh+7>7J|VcmKHiT3 zeh}qq#2)sEzJ$uodr_`(AJuaxWI&o`-C_sz%o3FK@@k}4a<=7qz|EOQ?{(- zl*6N4){j22y?-D7(LVp?JOG`0;1l8>8$9jP>z@hjyL*zH&(A-8{;Rd~Z#(d_mX=L2 zXK4@q!Q~IbCWq>eI{)MR5Ba@X?=Z`=$&d0V&Oz8_?LJns({|8ofV#0d(bOA_lsdYxp}DH5gE zW;ZCWS4k5|Gf}waRMJV>GGkZ{iVu|9GQ~~w`fXqY^XJbGXPFuP5ee1kNFj3d&KKH6xKdI{4|*{in2xXQ6o$o?Rs*7m&r;Wqw% z_`^Hl_S^3gtnSA@x+T2&>hE>l`0pRzC7=Jg9@zTe@4t>m90yP-^V|jdz>euZ2rx? z&-5qMx9Ym5H;DcO*N}AP@$*kH7Iseb^WTu2f7{!MPdtnJuH=F0qkX46&i^?7gR^*T z@_(JCKQUvL+-;=Id)ikj^d}Tc&^!DZSKI+{>P!GbQ2mE2yn;9bpQsNZx)X{$2(6UI zvYaMj5=xV`$3BuiN7kqJ@8ds0=ihZpsXwt2`V+t>fOXGrULfZc-m4l+{^ua|Cn&x* z@w5r8GyEa>FtD;1S``Z`iX~Z;6|qV>DXA*XGV;%oRW^#_DF4f+e+dsi^iVhlez1uR zEPrsh*k=0V;6d>_(btFYP+vF-orm@7)`huq=L&}L#(%v59H29FcXfx~{r>l&uW&vv zfuH~UXMw)MX=CZhC!Pq?r%w+{7A+2c{_~&ldwdkSy1K$TU^WAQ%pM(%-b#y7wDP1t^VH0<58=WCBY=Y`mJGAu&&b@Jo7x5>ODh7j`=i`O#I zt;l)zgg?Z4Hpagi22sV^Q%)E6Q14%5`@?AbJKB3-KkX0Uy6b-wUVQOYoaH+8JK#5! zdq)2I>v;J5*Zs}k|6-q)cVlqZzh11V=!X)T%M0&$g&s*4aQw&|&A5xA_MIj`eUGPWy_Xu{{#1jfBL6?3bSU-3aeJH3QquoSh{p+`0xMEe}_! zp0H%e62T!F8ydr!wQB?exb)IX!*_vA+zLGm;spGof9;dg?32(gu&J6n?;hE_^d^JM?=Z2Xh|3G88d*ATJ~^5T*< z>_Bw{B`@;n#1$z2%IV0jC7dnpi|PKN@k$IuPI)lN7lg+9_wkoG;`7hnKVN_Hb(Ql$ z@IJ1Qr?~!dZQhNuEA6{@ZKQz#k0nq1%DLhhYcH^)6Y1F{lCrc zdWOIMmaV%&M|*GDCw%`MUi^pnpV-)pdw^3@J_QAmR-v zkGKMLBZx;7SOn$8h5aVfOY~Wsd1$W@IEKlWrQbyB{fiz&8V?`;(K7#tPfS~+z9G4< znE#2dvj3LPG}yQO{8Nm9pZ{=9K0W8(cKDyz(DIz{Kjeedz7zB(IN#El+UK9Yf7u)u z;`fjDdfs{OgD`96r3F3#f7gmn(4LOUgaumwR-is3@;u@SKUaES4@O5!!f*w{C9JFz z5~l!;A-0RyKA+T%_wVDM&j-XYU(Dv0&ZChz|J47)sxaw1weK`P`p4$IsxK>l_%i!X zmH&xK`M*iAMQ&{ggaha_B#NvZjb<4nvZRFk7g33rZ^e0grM#^F{rmTar=Na0eCyla z3V-)^e;5A8KmKF*_P4$rzWr@J{|EWs4&Q>$YRdZ`dF)ZqLD&WiVa4+0VjKVa-~V3t z{(pWiOrA0&+;rnj;lmF<44)k>d_jEi`4{0&fBaLp?e^QnUd?yD^PMo}KmQXt3^T)n z4?ZZm6k^AT-vXcOQ`l{K{k7NOtNJQn2;<;i`@2|c>tJKzvhWM&P;^4~!oL3r_@M6X z?FpNn-54%|Uc}h?v%>ek|NU?-d`!%n*BG9E{`s(f-+rOD?@zl@KZETm_D}r^(w}$U zdEwe?uMNM44#;Pp!lwq>wLgs&Y00;wg#1@M{)SJ;T@cx~ihXP!@rQUu(R%+FiRk!_7C{3O&AtaLL6p!X=kn5-yo>Nx1kD#4nzS^o(#Z^!y|rWiu{8 z9_XZ;GW@^*=FhzMRX)i~orR_@8K2tbn+I z*<+#(MCPMev5Nv{5Iu*e4?(O#>!}}#gi9E%A#}ttqK{+Pf)d>Tk--z|h**X9@8ds; z=O67mO%?yxYTs$S*mr{e39dEydV{$09~nP3OxE9#c>YxTPR}L&X9fLF?Aqh!@BDq0 zbArnsYGwWtpLqA(55o-H8z#@L{wLJFQ;sj(kom|?_(H@HL|#lBBjO9JXZjcPn;`92 zxrC4@NBxc)5cY~2~2Ui-AzM50}! z%IB9c?*rIdI@H&PI!8iVTU&VHg%?Es;J3ehDm?exbD~>8`M%)?79Kiu2zn7)!=_D} zpx^Lo@vTiAjn-W|OS%pGn8z`oedyyI_@a2`nP>H?2GK%Ltg~+dtkrmHTb~(%~QXT z_BTDdDZKaYd*Y*l{eSI046@)8eMhVATI6!_Uf>FxpTr$<8DZkv$qN|I9^+c3vPHHf z{CtLWRPy(gcRjrScqYQw`S|<%^Y_o!pHp3bi4(WNPxO){mji2`AhJ;L`5E;LsB0kU zI+erFb}{dZs*L~*Ro)-txa-ZbI?`C33i{Nh-~`qdZ6a&j`{y{Qo<|xh8_QE1|MMqL zg3jeV1;1F@Yi*A$_6@@}egCzwDX`9=;6J*$4n+SG&GKGMfd2`x@3g$Y9Sn!aaSG}> zBs{?|iTr+llqpx*W?~)7(=h5>SiZGIyrQB#?;pQO99JLz(J}v2e?sj$asQ)zr`@pc zKM~K{zW>+8{%`zPl9golt45RjgZ7=?13obm{wK%_ zPoF#|EKB+mDj&~r0_r+YHY|98VGdDFoXd_&Hk~4FA@vZ~vcf+_3E!Y^ii-BU{{pA* z@gE)YPxU7hpCJEZ`V*bFS2dXXU*Ewakf&El{7)v`F4GESKUqb7R+yqGV&eZ4vR+Xt ztyKK$r?j6esU-PXVTz_m>Z{1{{%tHwe}eNb?VHqfsE~aqE}`dp#Tud<1b1ilW%RUD zM*G;zGmOD(msvW^_1H(AuWft(KK{9!4RPV+eEt>hsK0;mj`;dhwf^?tUFm>rr`3-< z5pKNkmT>ho*NR_;tKpl0{u%gOeQg%c@~@S+(i^RWSCjsFsavAC`ucEfY+vcLZk{(7 z{V!YgL*bv!8hbX*<#mBJ6)(MXcDUy1Gt>Vy_MOk*_rLYlJHy(wEupvPlVX4N`Cm2v zYnA`##66@fu;)R&X;o%CPyAxXIOXZdk42GZ z{wd0sLnePWyds6(zx^IQ{yI-a!~7Hf6QVy+C$e6{CzQ`1zvcX=^PeW`t_}XXeRmJ+ zJ8epLOO`)q{wMtWZE^*dKj>Vw@!&fwcb$ev{z81>o%iT}Lh%Xu$Nu4BweO@jg35z) z>_K%Nh%Xq{5NUud+>raNfX)T61?CyXkn}2Y%p$`hjIOHfjNbbvUg6_kHAhC!{1g8Z zqCatw@IQu6i2lSN%HLFf!X(m^>X+j=bdi@BXkd93<}KuTMqdtdiac&qusM`vXHg?a zpEfVExP^(hDw0#=aU&ev{nO_~U*8d&@#7x0uYAW)eM%tDY&IEP3Q1qo5ndi;+zZ8K zQ-)noztGBy5PTHozW49ruY6N6mpCVU{?T@tzkj~|=$dNlrkyp^S90;r^dM@6s@)HGda$2HV2+n74KN?t&h9+qdlwTUoZfO+%y0!>o?=#gKKkZPPv_ zeH#0J@6TId?{PyocicGWe$5R*{<5?OxK!(iJ5J#Y-@WSH)S_wVDc^F!yvXqtb-C$0oenCv^j|HRfUyWpz; z_MHY%{(JBs?K`P#zCQ`QO6p^Y1UXfnPs+T^Wc;TdrrL<4xKxiR3G$LWpM-hYsrPG? zsWu`hE`>2AL0*#QlQ1u{R!==lwGl~isUA}jVUL zI9WW?)1DL0^k&xycQtw57r8O>h*1bVLz9tN$hwh6>TABqRaj4WDBvNAO~gLE|Khjc zxcT_|{FC>`-Z6jweEq@M%huMvvHsH5Q%~kKfaCAmyhx z>-8dE>az~pI3V<_XYG{29;J~yqmlZjxBm|Kg?#bFSH)Kp?Hc^}M>oM=^`G&X&P@M9 z@%?*yxS#s_KV08`-b309{fXwLX0ekt9{Lk=?wuFrL4QJgT@z~%J&A}N(B={`1%$=@ zb;UB8SVnr0As6xFH=AWfBcaOOiE#)Pfqo>;wxyler}tm{792Mp|4}pl#JN&Rt&%f=kKenOe*$kgp8CqLA^lWZCqWpe-{+9c1lvzZ%h07m! zjyUu37r`gqf&U5UPt@aX(FM?-Shjd2@CRTC<|~320(BgSDKM0L#UY3#+>q%%m^@j- z46862303ZHxCYx}ob8l!HoX4=yWzO`_>Y?TC-$8d(!SG0vY*UfurO@dx-)cj1D~Lr zVUYH}L-0Srd-C!p0&4kZBI|y`Dhg!edDS`(S*b-OgnmL*57jx9Bvlm1$n(7aV#IV@ zveB`qgeM<=PK!f=PsDv&_HW$THn|tlvX3L(OWlgd^YqGGHJ%51Tz)r^bxA926ndt1 zx0f<^#U$9Lwvo!be;E@W|6)G+`~x59@1L(fzW%2Dr@j57@X|}K3qDZ?zYcfYaVPXZ zcBQkY??1l()*Amod_wdmnwvy_TJ^o6^Vleq1+IOO#f&8zWqU^sSCkFuXiZNbAU!t+LEKHR&lCo38`yZn5 zH~$m8xR*&eu;2v1Ab9UqFa+>9Dc{Nwl0Mzx&GHpzpe_V)ho}>Qa=G)Ea0|mE3Y`h> z-^V}AGoOF{{`vaj>o50}0rsEvj-K%H%Zg9Xw!xiu-W_)AXxIHq_8s4UeE+R2{-e7S z_yjPtrg_kxz?_|M(FFC64Sd3UM2OCVU<(mLhi%MI6g8)KK_DX4KT+>;`|f+3HqOaZ)=O1Fa+QX z1-?LAO=_=6>^DWMqKqvNXCO_cM**BcbS_G`h0!T4!S+%=-oKCkD4c)S!oJg0^gnU_ z#lrtAfPE*PSH!+k#`{pldph|a;uFVAf5LDC!ygKWz)DJz@)Jgf(tb$$ts|Kg#1+Yc zq@RL3%lj`zqll$pPm!v!ij0b68vo2#O532v^K^*{wja8IYV6@8yla0#n{Ag@%JyjM_60Z znqu?B@@y{o`V(dQEHLU7MV^5%>CuPnhmQZsSRGC{QN&g~-=c7enz3(+4Q<2t14>J*q-e+c_wgSs^H1@K>2i0FvR>MEYHRCq{@ZwLKYtWFHh833IRDbVQw!`n zQQwDlE(M?11^tN{-2bXV@ZbC`zv}!~{}Y?VzSEexF`_^5!^NwC z4=Dan-~_-XN^)Y;nNUn2xABzfQ0F1)P88*)524tG;Tcj#bS%uqlVTRBEn*|ye})tJ z_}koJSj?{+LmR&HPwYDZpE!Ra@CocCwC}We^UlC~Rf0(j(*Cdhv6CqKBsfE*6gyAn z@z_>BS%zY05&ri_lVKjkr(&#QPWPBj;7j|6Fw+-oK2KkH619fB$67 zDAp!lf8=a8O4r{G=uf=#Vx~WF2l0sx-+z4nty%t~tLp&#&9y>*qDk&()4tQ3dw@>> zgHT@)iXY@yMZz1Rt^>;yp8##d78F-7j6vHFjDfxrKqEMY+=GvGQ-7=z^#!Ed`{!8t z_?wS#oe!0BbEM9{x%bTr)1W^=`%Z#StlJQFL;kBaZS^eT{6`^29nJiQoXg024Ke>^ z_yp%G=k4<455fP$9zTB*`yemm@`utrjarbu?A`lOc=x>z!%X_0z`UJ4bxv5eWEJp< zC&kW^`n6W9K;*%qC!yFvsVrg(CNoxF#!9Cc1LB|&IkL3zbCIo{z$g?d@Uv_KvW98^Ue75l4tSzA1k@@^jx7UC1Ke09X$A&Cv+yxWD%-d#%%kFLnbKxg@&b>`|8pE9X_-K0WJqVdb*=*48 z(K5tAGne$SF5}XU)MZ(0lWhP85jv?8^J81HQI=@Ee;@x*I{z-cqajRgo(k*`w)|n^ zY2CVwVRswx2|xe%`A_fM$-TQ8;{Q9~e}eiGW3Zpp!>{{_Q9W~^SASVwSE3F z{fU_~X307`ZSrN|hspm0u>->oAPX0pOohx>a0ix0T;YZ&4_5iO<{S2)J|gy$Di0$oNt_SGKXRsnAS*|f2u$6Fzh?QKQ{QE`STZrt(#ln zAAA3x%6|_Y{50^My#6t?c$Sq*yZa%DlmiB(Dy2kqm8xQ9c>gj`X(%L8J$3`-l*Y7_ zsIHM0i+}9CBg%t|%*F78;+~AkVT!cK-Kgs$d>YT?8SjQR#LqjhhhD=XEM%GV5pfPl z$NqQ*kg}LIU7|>z-&?BX{)tVz^x_-gf%{j4n{K%^+#z*<2fzPY!%a8wvmli3bf)`fe`n_V z-+Id(;Qd#IH{X04^IOlWKL7bX`}^Hg#2 zzjpZ#+IRZ!!yTbZB&G>+o3KW%HJoU7zkX04ao&P$ELK1KX6)@u=> zQn@E2i?T*6aZajS9u(o+5ok?ojl9jP{+NUqin|%6}_PP{d=}bR9sa z_kttVAo*n)vg!3MO{Xw?S2;TyO5{UJk=?eGRs5x7UmEl)?r%Wq$_9`7aH$h#^rR3 zKXs?4Pro4ic1=s@!Ec=AxX*umpW}OOzW@IHbzd0l-=F#uFF}7|+&IXSutti1 zZ0L~r_@9~aw{h0}+xLGN594K`9J6x$>+IYgKKNjJnAbEbBYn2a< zylmoY%e?KG}5-${|UnsL@$E()b*~q;T6|isWzH&tf7)7 zl?i^KvgU+U*!}l-_dQ`6Xjkg;A)JK!kW5cu-Xw_&4a!Kbv{N)b1@|A3 z$NVWmZ{;zJc~XyUr}`Qntp3kGe-dPa=Ozqh!uSc$3)AnCe}=*8KlO3OzWJuK5TE$)ec%&~%`#`}&#Dh&&m9}i8h2J0i|4F!&kAQVl;>=XL&t(;%s+d)l~spQ z5A~(4g|VKrEp4I=mYsWc?1S{)zmLDqKY2&a!8n{XR%N}okMi`|me2OI z>T~Z<^Z)Jb>K|L~qu~x)j!*Ej4Ho}p-`hez|73iZ^ZzI1|M%|QAKp#+6Lo@5Tt)j% zW`l_sf<3?u6hruF$se(nLv|i92(jgq>0DTS<|hmS@f)aDLH!E0kGiHuAvFEezux=z z@t3(c^5@@mOP>tO;2&G@iF(za*t$#fCuA?Fu!Cc3zm#FG`Kt0C;uE|lUzW>P2=z-c z`^vId_&1uUs3pmw*|G*f6>ULSRTRv3g7<&YpRju1@}Io_@js4vahUoOwx=RAJb|I| z9mV}fD--__aZYNU>0c0IEBLrn2Aeo}zRc~|XC-fAeJ~u3{qJh)#QwWEy#D%|;kDO) zkMIxS_1AtMUVGzB$z#4euW9%O(=pEQwOGzj%h-m}Sedk0%0nMkFY9Np`hWJ>m%}Z$ z+#b(zW5RG{?GLHf8&imgg?KxHSC5ywXVx?zNh!a=fCY&`FlPZ z-+%x9gTMZFbilq7^e4uP{=^vQPuvrB>{NWh$A9q0-}nD7zy5c2e;hV%-Wle>z7sLE zbEl3A7hN|q%)05aF!QF_Vdl+v5YAv2pIMTJ@~W~qDNku*8gw&mDe7xmC_^84zO~0t z`|$p4Onm%{`7@g4-^Dk~f{nDviKkt+?wLUU!(z{~bk^be`sLsMd|w*L=b!w0I{z2v z${?M83;)>AKZ3rz;1kjR1m~EK|KN^4E{Z!Y= zynh)lVmoR4BF2NXk3Z+(@SlJ5Pk+@y!za|f(^lAb>cYJ$<5zU8JH7nRA?i;Y>mLB< zKNpg2!2|{@J-M8m)$Hj{Xl}JZGhh$ie;mYq2XNqVBe{+Jz=NxeqFn7e9o6}l?W@X@ zM_dAXuHXc+|EhhbVxH=rZ1Y!e4&n~-n9R0p6H4?;*;eJ=K0^BM?Kv2_yAFgs9sA%X zyH|W=?}fi?`pnix^Y*|-Nk_^<*w>-Wc{n=X|6&dF?=Sm;_$bNeOC{bN z$LUL~|Lq+;icduS39;`){fV^qa31>j57zkm`j^k=7%$De>iI`KY4ZC`%}ugzj=x}h zxb!ag#(tnVG(3oBxrU95KhT6cK3QHCpBv*=UJBVBp2i2}SJjucm&bNNQ)+0YioBk(&Pk_Ji^N+1}e*UW^{@?T`#5S7gPwa$!C)taf|8f3@ z?`>_#U&Ou>^(SVSeWy8L8TBWUZ70ZkMVBJt0)`<(*|_RN6lDo(F#QLH@=%7Zbb>*c zY~A`HW?^{@BR-+Bc-AZW$m@ImhWk)1pFKYQIv&Gx{s}$-{fWu6?*#s5zSwsHK7n(~ zVDdkG@PEvE@}<8d|IhNXsL__QV#+ctG~yI$ffZX=Q5=(5X%;owa#l=PriDhFLM^aj z3oD9aGAqrZMqAE`Da*9bh*PKqR%~HKaZF~VS=4CDSutgq78-F1wZMuktSFWw{gR0P zi3~5G?14JX)aTW>g$FTD!SjIkk$mz%CY#K{eaY8#r7TzdsEXVOcB7;2dK z__wz14Xai@lJJQ&@XJ77g8Uu*_b+UgmCrIh|3$7Tz9s$r_w^6^$5&kc+kxM{^kQM( zDd7{o{`mS^qx?q~?kv#XT+_Vyxa(RUCR}u0n0;?UXk0Nr%zJo2nD@|v(8y4pg`sI> zk=FeAq3Pj;LTB_!YjreiTB+?dK1}+ejd`pq{UBT!a>hxO~9iT0iR{G;bUKmXO*`L~2m;4V7#CwA@XkaHM+Ge3XmyDPjlWEXz^0M9+d z=dVuMcY1Ggm^l;r6Y$F^{wJb+C*lSAz|Vx(U$V5y#KliGB`K$(}D#H1MeZzKlWhm|KfjQ0Q*i! zc5M+0lQ6qFq9g+oR+m)f6zLSRh=tYNrW_?1n6SE}GN(wVm_;m1y;Vn)WMIPTlFFPS zonjWTu)5onqa*_pR+m)f6zOAdn=beSu?F5>HOv8_@;1cYRhFo8)b@MGU_rkRd!6k0 z;DwY2U^(d779Ytk^f0vjBAt9uc>lv{{99Z1gjK5_#a%P?YnbB`{`>p<_xIn|zrkGp zJE%YL^6O#3xCtUp5`4n!JNf?O`)>{MA6;Gh6`yEQ{fP+|O$e9WGf(jeU=#CzM-Zbh z%t5gQ$jK9Cp=E|ukY4Z#D`$PfBN&hAdB7>GO${wQA9#pi7LnfjPh;idPi$-S%)hzN zS(>)c@QE>DJ?uNR?e6jOkDvdNyx-2i$;b2%pMN_rKU-R!P4~ozPwd3m%=vHUzXy~5 z{yOtN=}*u0j{;?s)wY^W}y{Aw9EBJ)jcPd2F zN#0$K7y-j9o<)t`vNUZe3yrEArc#NdR7PZZ46}F^HDb%sw52RGs&bf0C6ZDZk>xSW z;#t&)Elbmuve2l?VJekKN@YZr$1sa$Q6si2OyN&3 zzW&zQ`b#}&-bZR~hW`oJ;vhajn=*|L8D2oV!Qu>KoH`DM8$=wVq!%GLL|#vEiZUiq zU>Cd>ukBg;1-^qr+njxMjr!Gset5a61 zTw=KvR+O4wYjjegKq93jl2YXcvQ+;RmTO^F0nroQe;km3$De*l4j=wZ`5E#tzzXF4 zyYMv1i<2K$-m5HYEM(EfzpI@?k-xDW_ykj4KKG3c9tm?@@7SvhMePB_zP$foG5)Qs zonh4~v+qmgH(!5*kEyZsm-qzlBQ?!y4t2owCtN%+%)Yx3vhQZde$Czzv4R*+VQ!jgNjPtx^cLDtTr}CRKfBsebPMbu|OPhf!R=~bf)SvM4x62=D zQU0=b@4oQPyRh#x>r%O=F>Uh9aK-!w1f%%j<*UOFmpp=pVeu@>;+jvIRguQRN5a*h ziPQ*EMmbU{PKgvL6ZexcO6%9c zL}~;nqlgf<>N}L_Pe67i^5w*PTADJC46jIZkhewI8*Mdl9#j6teNlN>goe4L{H#sV z3oYsN@%}k>#`|YuRYT)X{}ZdD{zM(_FB6|=YwPyk-{-%-|7o3z>!q)MvLEbA(!?vIo?#!BMw$07 z<7j#*KK`6PBWL~zJ^}kq^|;f^`{?Un---UQ^*jQeyoUI1p0V_E`T1)!pFi8%d%}9r zpBN*ya>Tw9{bS3S+WAiz2j{;}JOBN4)}K!3PrOI}*z`YvwRYUOlfp&Qo5G9>7ls)Z zEDAF(T%>UcEsea3n6J+z2$gPexFqIZaslFK;}W!CbP^(;;mj;w>lSS#dhh=$jsGPV zEDRSVCz7l>MG9dx zVwzhnE9F%Qzf0BoNfd2K4F8IpYH}?rQMksEJOK!@1J8=`{Uob z3-|>5PmsUhvu15eXy4sg{Pvs!{`<$@Qr`!k{}=~<|9$<7`@`2+|HVHx{7;B|C#*kr z-gS4_xnsAlKeqS!`df4R5B^^)4r486VPYKeM^WQ1uy~i5uv`W z=b0@i4k36#fip(Gb^cBMv2jO(xSIIK7W+>2`TYEC@(4eF zasCdy{AF+FN8w%I6SE>dVKM}+xpkPsVyg^svmH%cQ|1Y7Tt_=*YE!x%bH1pn^Pg$O zmr*9=YWIx!(l+dBY9AS$^htW}-^btQpS^$0)SuXD{;>y-|4II_A;(tPbS|OJh1*$v zil&GV<|%^;Brh+>o2;r;RhVUDjihLbRJG*&>(I#vm4_)CQ$`0ar2d5X$A&zEc1Ub5 zSAA9TUNH~*nqn3V6^k%zL2wL~Lmq9|gXuz)^neY+;C%+lu0?*W?P;6d|8N=qUBD++ zu2g)2{KJ~3TEg!3PXGN)KFIeWzBB0^^7$VzPJjP>{rh_BzxbbcQSk|`KWg7;x353G z{wNPqgX?cs_s3zY=uga-v-5>ROcbX5-2Mcxv^psrY9lz1$8E3nceT# zkh&8Qqd>Xc`4`#>dhb7u6Y-j;gJNSM` zFK6eQ99#GE5BNDh{|(9cm-xi`mgmGy4&|}LC&d3m4eo#Bc@^Vw{(m&{|DAjHhxh)x zIm~Tn2;;_$OV9Xm=cf3$b1gsS#q_z6emuf+Q{H&!V1RzS)yYGYS-U7_y>aIvkF*u^ z-v3t{|8p?*^${}~J9aF7m#m#}KK{dX{#}0g(y$Hq1noPSENd|Mp8}uAoK6Ot!!r zNV8AwA2BataIDAtN?N47|3Yq8%i~WTcopnB5pU;x1?o?Tf9%TN)PH}U|Nj0*xw)@@ zay~r`>wkMkPk0IToyLLx<@!VYi5)xIBOm4aPui<}{jHhxx2tP^#3$%~0{RmdMts6_ zA|Usb`}+|$C}iQ$4?xUUj6r4Tq))PQ%GIkL)w?jg0IjS2G({PFj%#@T1C#`%}_$2PRUKQ`tp_mqTBVBfdT>*w#n zF2w2LKVAOu)#rat&nJQU&;RxMAHs_-z7}452@gX&FJ$Q#Vm|qNqk9SEd|rI<)kH7p ztPN{R!&ik~+C?3$tNpz6LhLuI>-}R);&`0O_-}glrSQ~K>%t{7X2|+8cTS_&`hNcT zSM)cFWA5Xxb9Ok*zu*1-tw3KfD&rlz{Xh4Qoy)TaiWgFC#>}^JMxCN5Qm%56`}!s+ zFG8(4P)pwb;EuoG6NipQ`I*i^+ryQ=fp1sgO|c)D>>2tGd5G(_6D>GWlPkfTL zo%Eyy-_ShrzAB5?wD(`|mK@_+9RFR>Kep;vLVp7OCwA}VT{HfMm@EGK$FZ>A(&s!0p1Uw-}H)A14TiPyq}3FAfITl6Q0Px$)d>u-(jKk6TQXJ~GweW$uG z;Uf6Q7W+;Smx%tb4MR|@0sbT;ztDkD9}%h-p*EhP{8+FF%~#B!GER9j@Cv~>*q+rh zyH1++{&Sqi$A7fUzq$7}i~fY!2QmGLTI9d|{H5oNeRj?mrRUF%j_%Mx{Rv-^c%b0F;5voCbuo>2#|3f?!;cu&}q#W}x;Wiaf3uN9#| zNd0N%?b)OCQ<>3PKI_Fk7`C&Hq?yk)y#KE={%vi0!#nSM80O5GE9=kV#Y@9`?|mqD zRdsxQ{B4d6xB0hs??=EUJ{ffRV_)Bqa13^Q`v0rQPstSNzZ!DO6edTHv7GYncDf z{bT1i0q?UiO<7L`-zWDHRQ6HWXHuDv={=PBcD)@9*trT{?mQuOzyvmPpJL`^?qpIX(#n3(z&{J_CG)W`1!|tocj4^WSsvL zpJ)X>(I|FymoEJQd@2K2-Q*B{~& zJGLu6Ve%5+e|-I|rTs_kJGDZ8g7%$Ef1)uoELT~$;R<4Z2|g**&Qin`fG-%RBuA?j0#;0!z0wsHf=nyj`}`ko8CY18y|new?_K>n-l$Gi_KE_ z$6mjV{wIh}`1!}rf8nhq4RHhdsk>#ze)C!F_^RJe`0Tx4f_6HOZ&f_fnENQ z-yiYw|8PG4cXjOxn?Kwk_ypG<;uBl9wgI1jPi4yUT>c~bhQ0d?{rxY${|65q2{7YR z!X*Bd+`76v7j#E-BhN~5?+p1!e`S0()uYZHR{?jJyOVppB{|T%=<{#VFA76iJb^Q^1VsmR~ZfYvw z6OAi?3jl9WJb*HB;17a1s9uEHaZ)+CVhT}aF4zO{hxp`r62u}BUZJ>y&>>IkJyl{A z-oKB3niHdQ{x!fq_B7F-s29vz^(VTcJRzQWaJKRDPaF$B{|)*1cQ@?mw`@@V*u=b7 zEPn|46MOvp&G*#h4=UGj`3uIui8ovTe=Cvr{}p`l&2sO2GeR(jsLs3$3Lh)RMeB#Z$znvkZx9 zn*XzsQp)lzw3docOY-s*PZ6WeG9;>L{?AHEDa*IeS}H;<$;(qbMT|Pjkf^5lKPxGv zEZ;(FiMZ9_Lq}AuO#cwX7UH@>>_Pmnr8Msm8Qze~;5h#j7i4|I8gf~YU|F9W<>QAg*4gCpV=G38B3;RxONf%z{fdBr5tkCAYg+BlB-uwHX_-0@K@UDD` z^o@pZxvfcyQ0Qak0?XpEJMy5TDq*#q=j&-|6D>;2(RQ z_@5B_OTY;9uDaq4wCmKAunNsHod&@(h)W0tQRr3}mZ5lu=|cd|AT8w2TF$uXU?>LS z{p%R{_(zAnod0qD&-vfM3?EJXoP(yu0NNH{)F0h^7EIk zzo)YP9_srnoS-1OB(W}J*-2)dB2jv6c7yVIl{AsGLNH!5UMjcBF)RoD)G_+3sK~OG zHLT3<=sQ_pk5L;QjtS{@Hu#^Y4tmf5azV%Kc;CaS!}YnB8T6|NZ^v z`&nD-A8qw+5qu)*Ph5Cjm~$`eJ5hf^a0tZ^%k0vm5387r2g(zu;VHj%M>qu(V-3|K{Fj`V-32u6w%R zY15gfM)+^%znuT#97z7L>*|3~)JOYH<{!JZ_P=!QH#vZx|6Ts!@}FTX|4RO`=gyP$ zC)sxr|Jc6%qtE;MR3l5?=k;H!k2RoiTR2} z>$)Sl6+&ygqRqc}&xmq6KDGy;jl}0m8R_F1=Kbqf4U_Q~|JdSxVhnKe=zn5&r+x?g zrgFE)e}A9<{{H*=Hwf#0(w`VVUe+J+Ke1!CuRpTp`ubao`%hQr$AV8ZC;t-@pg$4) zV@E8Yu<@igfnW!QA;^990zXiBF!6;9ccA}k$c#(vSp6tlFUqVQ+VuXb$IWmV8$Tca z(!3gJ^N;?qr!Txf>{QTJ&N}#?Xyct5KmYjouSUd1ub}=!wD08S zFF$|z`OD8=gK++$T#xcU;u9ZkhJ7dKPjLNNdc_sue?sg#`TFDQ&nc`wV&CbQ>Q7Y4 z?fXqV0uUSbLv9oMT8{*cD;LJ?YUn0@9*>9-+y2KxYlJn?3Y>pJ32ms{={qIe}d}|@rj)k z_MLqF>1XZr^>@hjAMro2751IxHHW(Tx^Uh_6AOF-vTwbU9`zVfn%F^Mb4O{2E6^?z z!c1mPd2wOC3H9~ zcqh*@e*Q`4L_hxx{rR^Y{wFrHJSX@B`5?9L1pSF97fSq<@maqA583{oehWYU`uTT+ zoPWFEe_{)Ksu7>y`jgvt^7EIUztWm_lKrR3|HMG@ev#W}g8Tt=3KB)ujz+T#5?NA0 z{ww>nw&J|KQl9sphNj<0Hdq?XGFZWq67pa5_!~YUSb^-D#XGf6bQ&@lQsT`cziw&h zE)kayew88kc)=-BIol*Jr}o&?7LU@|{Pq47m&oy*S|0yhwC}VM{wL(#PJMWa{wLa0 zf5Lx%pa1^;XR-`g2YvlJo$LP|^N$Vvi80`d?*KlrBkE81`s3?QEv`R2%ZdMqdGlr8 z954PS8sLATS+N4*24*jZIuMzUY{exC%t3S@qCNz%3azJpC=xDVxQ5UX%ZNU<#nuxs z3bZG>7ZI!Q{(byM@%*EGr>Wu}TkSio7yC}|KVfHUJI^33c!j0?{Nv|8o_nJWfHTQ| zsC}pB#P&PyFR!5giCugA{LObZy`L_BaQTa$zfR}*%l1FD@6;ORM*WE^=zn6{uFzHT zkL~ZDzkdV2f5azFP<;X-Y7<#ge4T7Ml`^HIOqZwnq175+;lH(IVb(-BD@$e3jQp!b ztt|_)R?1mfDvM_1UoC2FS(vp_&dO3*G$a3NQM4uaMBmY<2f=kjpIlDf3tWNuI@&En5=0{l;ieW&FG?qE1X zj#E(Af%$?b7$%YHH$<6oVYi96gFcq0Vbr-mSqa}DUQyAW_g{>mkN@bHf2u#B_MPbK zllGnHQ_asme*Tkvv+8{_p(1pMUIp@^#NY)=nPk z8M}}h*?b$!_dofc5dDcULH$ptf9x~S|4@H_@4uLDUv>WV9Xt|_SLh;~T+H21X+K#a z6qo$0Fhx@&p&La`1x`{WUC$|FVLw^kKSn^tB^#U+O_7t1zv)ldd!}t_?PaCI#Pl#VO z^FPt$zrW9afB${`lRd%K^}$&GJ34yQKlZo@IG5LneWx9?@8s{FzkfCQ{&jY#|A{8} zpQwZVmCkx-ek;2N>Kj5%cT_ta+5 zwtXJ&KjJ(-{+N3sd;W?43DKXZ6Irj}6T*Z0`6u14@bh0Glc6nup*;V#@9u$pr%h3h z9r(n9=6@pED)95S%O7Oz(t9cDcY=THI@nejQ(qs}K!0L4{7=|#>%YIxe}Dh^F8lgt zYXbF)Q#|e;9G|bU{1$CxB1T7Kh>! z4WVIqfk!m1R2i`05Xq+m^cza}0&7pK$)i z`JYy>ovHV~6aKMjvsC?K7y1)jz$bkE`T74;2AL0*#Q zlQ1u{R!==lwGl~isUA}jPvZBW#fTW+`g`T?5NV z&v*=T+bN&q^&SVf4vd>ct33nWaP(1v2tH@4px>9hYo$EGps2$Dh;Ukl+(>-{gFP zjK_4cjHlSg{gk>Dan0!!UfpC)z!)e;m%6A=jDfTfYe+nam4nvwB}(!nEBF3ue*Aat z>`eYAs6(-K?fOE0!he6C|Nj2_`ZtK{e|!5!qCY`=g6q#+cl{*d6TbiW{#%>;2k{B< zKhfMInA+JB&k=d(G}x4xwpgF(2&dx?_tcn9`JkD)3`XJ@%85{|TH+ z{QTqRzgj&1wgW#~-|}3judfq~Li8tg!vBQx-_CyzBLD63AIiR5{?*mBFMPPUH8eIh z$oeDxC$<2e=sDo;pTB>2M+!TGNj_X5|D}B=`WeXo$|=hJD{^uGAg>tXRrDnqYspUnl)O!$%XY0J(s~iB)jzE-(wxxkz$r zUDs1N^1c7;Jst+*zZ3o^R%7gO9I&@!b6N*Z+3-pLqG@ z*8}kh-gPb8ck=be*Pq&3f4Vz?PvCA@(>&UD8iPk=N{rWK@iFjCF{Vy!;L~=Q(vrS- zNMBF7EU$>OF6$NTQ^%+tIvd)y)ho)q|6(kB{4qa#{)v4j+RyRxkDcp^(9eIhasJKy zV{`pi`%cuKsJ;Eq`Cq#?@%8y%fB$OZ{Yx^}k_>G0oIi5^*j#_qKXz;A?*7E(e=h&T z98jL&WbzN<6UR({!f*t`9}0-TN=lOQ6Gn&9en|VRBbgP%70H66pMpHg`!7bLh^1jq zk*czajEZC$|KrC_i2j7yiqpB2_;Hhy3l2!kBJQg(E%=0$+4?LpIJASXz%Tm4IAWf) z6|rc}XYXHs2kNQ_PGnkjnCpKB{7>Zg#2t6u z9d^>bldnI%{?zFD%d?#5Ptd+oyrWG!PdwKtp1^pW+}#$e0r*2*k`oidP^^MjgVf3J z3Eua%e8V6L{6g=8=XizpAIHSU-{;=|?;q_uwY7EWy#k&~YKZ^lImypo%4e6(jH7J- zr+udu*mtt^U+{@t(4W9K3?~2O^UvQuUw?f4p?#;#uMvuRlD8 zh+Nd=pGl@G5f z{$&LE84?>qEyDl)XtMFAUy?(IkE%=~;(Y~H5%nMBJ=1tm7T0F-gPe2ZhrquR*H3eg z@d`ePI2vW{`rc|?^FL?zjf*}ao%fIN(y=JUW@yL175WpaR+jZA+S_>7jGxoiW5oUU zFYVJl|NZ^<^)IgLkyrUD>wgFICti9n)1SD5_(X@VKfeCf?Ecf!b1>`yuJ*$7uY@&g zTi~;)C9K7>X6=TUULW(2X8syYD{WCGby)tCwxP6ai}gsiA@IJy8rWPU&06*){cX_x zo?O zZSmiB<|2P>aX){JzVoNy6NYgwU;YsMPwa_z{QUgo=g%@u<>ya7f1b|sr{NRykIg$a zOP5{&{}XMYs~h&6T>j_suTzl!^})Zuagj+^3ag_OJCj$dKs%$8Xr!w^5Q^N07xXI( zkCjS&7`=wMj)eEmQPq)^(UE8|(pgEQs?I5oZftIV@#nlCe#Lz&>4egkgkS>DmmvSk zv|tZd+esI3LB{t*xjE|=apjp)n{2}{iC9Z1(_%0$|C zcj{S5eoM{`&Vx9I{P)+f@%bO;NSqg#BWLRUXFs%yxf^%R7xp(iiKpT|UhB{=e$@Z`;-uHf(%8Oc*~- zO3og1ioYI(<64f>GV)2jNcSLz` z$_kS_8SA>pmlc!9@9oRFLtW>HVX%x?MbhD68L)?5lf_z?wU=nEKb`@+|6w!!t*!8n zE&eCS7uU;uP0DWdE|>rQKL2a){U^_~753llzVg$!L%bGumwAVF?bGYyJ>!@L-o|^! z@;u!Vo(7%LGal<9pY>TL_mPdBb*0UsergLeMw{C4{=fA2|N2*J!+rNZ7|uE8Tv>mX zTz*CP>Cb+pzn72yu%Ca=J^M1`_{1na5x&CtkAfd_{)_irhL->A?)pT0i7Z~cRMww) zP0eBRmR7xQ@BFXx|9<}Q^Pio2EgXdNZ+m-B*Z}|7wC}`6{bTR-_s`!yfB)>gvv3gJ zKgwT6v;2$tg3rR9g6;s(Y_P(Yd(S>YbutqKA@6D+sWo2c?D}n_6XidQr!!!&v)4SA5P;>{fSkp9+f?bcCE!fHtv|)Z_hAc zQ2zV-{I7xcpJ%y^8(#?ZV`0A?w%d8%j69XvdXIi+>oY&8q8k*`(N1|C{M9Bq@9|8S z?7Bx9)wS0?B#!(#w43U&5AWZ{-{;?e@89g%bHWE7Yzv*8`*cqcKEwGB=f7%$|0LGE zWy`LxXwl`^Kk7mg@ClyN#U7CGxX%AL|EFgpxvNqG{7=D~`}u36oIk0D*V3{{d06n7 z>K|M6C;a{M_fOt=KY#oAdyw{@PVqmn1NswGDdIz$Du$$d_vZe zC<9PFHsS@q4Me8`XRgBER($W`IgIprr>}S)wGGWr>lEp@SMq*YtZTT1_m8m~M&mF3 zu~$7Ja#qSV19gq%2*SP1F7e~y)pKj($dKYRaX z&z>7T{9t?N#QiMiKa^i`{;SwWjeoT8O!J?jiwAsS@nYf=V?s0WiKIVKd`{`jhyi)4cw6b*X>s#(wY#Uw?f4J(c~3 z_yq6Cm*w&mLj97=zOpP9{*5LoYDuzawyZ%=MOzS76$SI1;QgQUC#)X0{3q{!{EuT^ z9H#z+$&|T%CG0@oujD%-D-*k7q)T}j=8)+#X^72CHyE6K%z^XvvMJ-jb+adh zn;WKto95za#Dn;aOvg~mCQF($R(4avRLx8DNL&3FS{p(;cXGHf%V(KA-ap3TD~|t- z7}pCg*?dlKj;6P{~bL3zwnO@o)&jy1fPihC*&+9XYIl3 z-_QRhFTof`xrVR*zW%4VFv8!z!aw#rS${--BKn{3^(R{!T>e>-3(ETuWzL7FKXI&o z0HFU|NV)|R7_ju@a&lI)r$3>&)dtOgJ$V0d5c?g#fya&HHueJ#t~QEtweNIP_tp$o zP??gyarLb8!*8yg5jOsKmOeMm3Y!q; zv++kWk;g~NBrl6Ulf{i@}&h#h5z7zE)IzM*)H~kLI|2h9xytC;&9U}g3B=&Fm6LJoN{-ye#fPE)<2mSr? z_s`!y;~7Tc`(Jz~@;jB!;J^Q-KT)#p1iq-d>%gG$Uqj9RdH-BjDxR-6|N7wnnD^vM ze@XtIf&CbQBkYP997n6gX@jW~r`V8s?z6vt#%nnjJa zoE1}+X`vCPPz$Ws!iwUU%u2JU(U!Af$}%l9;uLCu6nH-+Eab|e+ zw%PjJIy=0AxIS~jYqwk6!pp*Ix6KK!8Xdw^*V;h%+U=J~KHGUMwx@J+r0rL4MH{!{ zVVy`TacfuVc>g~BHt#GPx%2O3%>DJ(&kT(hjF0*gujwZVUO z(f`Ee!oE|&Ct#1v`5)(hc%E_o&-vfM=Ko9h1kPc^CwA@XkaM}uKc9btJ^x((Q!N7< zP5XZdpTPP<{fTYcS_AE0`ugMR&#A0G;(uZQ`%X!AZ4nETFuOXUBm)yxmsI8y=@hew zh1K1r93>f;u)3r&r%0!mMJ!CcRY#O$V8ZH>%A6vdVivKmy4#eaBm)yxmsI8y>0@x4 zF8Bno2Hsyb%mJa!E#6mCETNDSa81S;1oZnLYh-@DPl>%~w#7%v;(ckxrTrqEd{KD+ z!)p9nsXwv$QQUP^TRAyC;lDrS?>_%)?fvIjPVGA>rbc{X19Th=8+a9X1hEH8E4Bcf zfS5$Y84SO8^)_G-pnnZm1M{R#3?5C-&k#y7M2-f0?}3c+jEdKf9?vv2|BivS_K`X@XCfeJAqEzW+P_@8=&s z{|)l_w_|q?{9`|x?uikfpl-XbKYsqIwey$Af?WQiva={N8}9P2Zt&-uH}6#c*b$%D zvb8OA_dtKb_dnnNPGSEOe8TKI6{6`R?=DA-fMFKTqDF67nzodMMpX_|sYFsLBeFb( zSv-pxv1Mu6QWhFjIZUMzNvVv;@)&0EENaA-rD;o9XjJ7el}aR~G9t@kn8mZG5nGm~ zEoGrmmBUmjkrSd_h7E{lT zG^|^~DQq1p?Oon~Esy`M*1ch+*mqL9r)$=%4{f49;lICPaz6iS?fs{Hr)OZ_Y3x|c zS?I!F4}15t3zTpKkqsM`z%Yv^xv}C2NiRZlA&5g<7I6xz6ETN~Ll}NxIu(k8L|Vf! zy#Ml;`}iw%#c>$n^Uw4rnl2a@^(S)sPR@U%wbc19;Z=v4|Lnp2z|Cgg33lI`nwp}2 zY_&(GHuuRF=a2Kh&j0)Q$IpMK@BAzNCpHkDsFQtj`SOPX?~eKU@IR64JDG%pMFUWAO1}F8SZ1i z3grH~>}iTc@QlTIRe9E`mY=I_VBtU64t&C}&OTxnhC%Qh1rDKi?3IU5eYn_{_dhJg zU;Sg7eW$u;->F-$C;$E9d*t)Krrv+z6B{?aC^|oN(EGU_KAGveK(B>^l*kfc}K9KfeB)%KCHY(5JvB%Ch@BRg&(fM2h63{l<;b-~bB~u@R(w8 z5-Cz9?k8oG)~|($)Cf{WIZ`T4i4-Xl_meV8>(|0WY6K~x94Qs2M2eJ&`$-w4^=n}w zHG-5;M2K7U9m@14fE~#BD(OyGnrE&IuSj&@cO&*dT{YquyPSNl%&;)7TG zPe6Yn*=OP%b>ao0^I+J6rKA0&s1HGmLFs@uMC{=evGoKjg6-sb6VZm#YgxY5RXXoK zju*!#jjNBp&7m|`62?XBYh=wo)1RPyr+Vm#&z?>FiS2?<=sxHChx1>x!+&c#)W&Yjes;F;OiAD2H+rlRv;pRd13e&XwIl&O8q{ih4}F+LRiiAGs}E{Fca7W&7g z{)DeTI^X>LlW`bm{W;i|=}#nCb&3?iYQ!|RTvp1f5`LGe_me2vk{JFKIo0G^R;DQB zdH>aecG8?;EG342MNUxrPKHlF{;zrx#0D70z83Wv)HgQwIx9mw=|pHeU-N}8kn#d& zkhZZ$nl1+Ei?bZt@cxI(__yu?J^}v|$v^hmme9VtQ`ckRjctDT@2_WtIPZP_583;_ zoB9*aydb`@Id5;Ee{ASam>ifss}(EI`~0fop!eBdfewVoiA5(O(q-~u>PsX!vSAZa zUdY*{ZOD}kk05;s%kchv{AKQpzWFEk1l~pUk6jmL&zTE+0{Rn__X;mU-`Lnwod1Zt zneDF#IWFL}od1eraR&Gg`p2dn1J$1ZKGEC^yrMPmyl(rw^2g5q*myYqkNN5R-;nWt zBXRyE|JcAtiR+7hY_ad8dqQF3z|S8e@%Oj2)%Snre};npOa8GN8)f|w|JY{V$>o3G z1)cx1HEN*sH~Ghg99w16xr90wZfE%^nj%7&rwl5Pyu2W9vZ_{9VV03KlA@rjljW`ubcME}^A&58OG`;h)7O&&uOPOBU18lhYXOz~5i+iOfH?oc|(jU}r&n$M~K_ zECKr-^(o}tkUbFjs3Y{2Hd=)H(z!a`fs}U&`IWTNuC}G`UF=WZaqqvD#-BX!D%f|b z!<`-8+gSts3Gt6z`J4Lh@AJP#-hZCu6rZSQUaHTJFAW) zNBY?tFH1DfG7Y*-H_np0jfgYP>THrSt*`CQl5%ZJQ8K;{zPY{KM{Fg z=YI`XbN=7%xbm#z=N~)Y#n8`xdWQZI=kMLSyTgVS_{YYc$+K9(C*s<}HPhE0Uw>4V zyNKLCtH7V|Jb=ad!TqB)n?3m zD`(Uxnj+;YC%Lb0lJX+dsspv;{SWT=tNz4M<%{AO*w%1855l*#CwOm=ysh&;+5S#`*7<*)r=0&AI{t4Yj(ok{fQ1=e|-H- zYp%+1eEl7X@BdKC-@3c^!|xXKCmNtXL40EAmC&DP75~__=llF~{>SD*fBa8h-;r<( zc6|E(tH@8u6zRVja?2DZM~~#CLL_3^Y%&#%mIxDF7AZ(8V&$6Ne`!1_6ER&m{>R}s z-RwKbIud=ke6)}9!(2|TamB%^<2;jTS(G`(v$Wu}Jg+eg{}MeteW9oOAi@K9KB)+i zhjX9g_gZ;O3+*RZ_lk5LXM5e!Cff#0Y=<sgM88ogLxf zXy1wZ(o;{Z3$1N?(T0!zaG!s@wDJD`v-jqIRu{+K_#gD--XHGsFhcHil&eltqDl>Rr{< z-Jj1ngDhvZGc~W*neMKx?mnkK-PP4qpQ`Go{oe)pqBMr-OODQHT|bQ9MEZ#>TmB^e zop7IH-CBj*?Kn@c3c2Tvs`PN+B_F&aqUAI{YE%WsNrkM6>$M-kucSKex038OD28Fc zvGHjxZ2oz@*!s)tn_07Gxi7!m;r8tD{+&E8a=!e>VA3CsuQiDD&&H?sU`jOqi2qo_ z@v)(wKz!`^u7>XAh?^~ZbmWoQZ>i^hOEo^mNcX~-^4~W8;PD@}|4O(2Z2imr5Ai2F z|0((jijUpL{oD4x?f=2Le;NHNKl&HqPt2Xm_g~RZP<(992j%5|Mt_X{hbsnr`Nz?zK31t*Z zU~$x#OR+hhZ4#>UU@c3U{trzkqgVoqqsCl{&G~GTP@M;BS<>`>8Xr5A6T+SWW!g)5 zy#v3OAa}25pA0QM&HZdXhA zlBbmO(r#C+wwJzk`TlB?egQ){q`RnJ8~?oL|1W>}%B^~EjmVTpCi{m!Y;<4#Z96|h zn}1!G$-2{ZI1JWbYik$j@(z}K{|8=$=z-W|3B3?n(f{-Z{>NT@^$k}^_7m_Ku6hPZ zv-*e%mYV}7r*}{}GV~5X2O)jI&l&nk^%j*h4$7$G6nYQp!^XGyxAhlweL+v<_s|uy zpr5EE{ls1`hZPZQk|1IVC z%x`-cq`sT>ef+nLUq0*4oJ9v7|S9>C*ki_#QVkj z4*WTZzCvQLkgOo+DF}}DtwD=&{36@AGfZR);H6%A=@oaw4L4>!*I$qFP44;|mNR_$ zaw=cH+%0Fk@G_0;X2@; zuG%q^X1%%IKz@|wbY1zi7d9nE)$?NYf+Ecg8ne1jvApcIJ zzng{l*ol9qQt%&2a|Vn4*!V*C%VGXutGk2kCzg_JT!r{|B0mT193R{3(!et({I5O# z@_GK}a{saCZ_giVpp^8lncnx?viWs+*M{Dgk@ypPJb!KU$LKHioSsLv|4P08M8?&( z{0n|NAopr$*yDE72WkFOUk_NDtEZTrjJKQ0^{pPimEdSAW#k*`+gt;1xG!o$xSZ#H zq%Xt=@2KDl*aeJbeo+Km(xxv zC1Lu`ZvG|y#LeB1*Bbd(5yu$utSOdu_yDGL z!1eL25&Ji^B^Yo*IrJ%UvITDA+x(BL_4g|6k!P1*>gFOoHrX7_x?+~wwylohPweyZ zob%^D2Alra_}~QxkN%f({@c}l0`Vv4Jkj{r9qqDSi}Amu9G}l*n#;4{zis^TS%3EY z@oRctSqwpKya$Gtaw^KmMG3#eE}-= zet*WllghCRWZMEr!66?qMH+LRAmD!%HI_7|srD38sY&ZYK4cU-0dQ8z_@C5dN($Fh zdy1*lr1c>mGK!r5I4foRPiitHg=?xk#Z+q2`j8J9#ZCa6l`{S(HJOsaHPxP=w>o_2 zsOS|aJ_OD^wVTD-<2cx~4{^?SQN8dzqA!j-kd)Du&rM2!pXw?AuO~h4s?}?mjzI=7 zddzrt!Pv?Cxp3?xH@a$y8%^a40jru!W#p&03&ubL6Ca`(~5qkKhRIS`r2FGexlOdJZFk~mGlMg-95{_fAwIS7 zy}UIKKSJ*CzaYzD+3=akfBQOr4)q>!ryz*VNUWnQJIJg<#!Ii&Z&2DUkK<8ug7MgSrd}KS zG@BG@qxeZx1ZmHb=HW%l3iN3&^3Yy? zlV{)U#!X+$wncacYvV@IPn3H9vn?#s4LQ%4Mv#n3=!w#dgtn;PxDwGH*xA0u`U&Ax zZk{!T?IJ{H06j$1EwGNk>miU2dIiD>d4j7h;=Q}5J#-EX)4sG!cw8@fjQ2U+lDGNy>kadQwWjM$=TggBuk$(d*55ny{Wsq{)6FCO1ZdE# zS?b?upS&BP{Kk3kAA?PQY>3*a4d^>yC{ula*s;Vm9pE1Uo$iLW^2lNoc?~2b5xtD_fBvGLDp{-;caeqtT#C&IHI!RJqygY!6ldq_XQ z>IoIkt7JcszlRtGTBjoVT$-!qV(d2N@_1ZRP@MqM?~*iD3{8`&kd1XQ7b<;*YYM6p zzz7{5>*5gf6DkX2y#i#0LTg!eh&!Z*kiOamMAd%T7`Uut?K!@OU7h($`a$mNsVBA#h zi~MZ1nFzWI)j<@<*0mkv$2NY@+1UIC9oR@&fA8E$_7k_vbn{dF#I{{-5BYau{-Ff? z$6(VR8-H-=e<|mm?I(6Lx+P1lru(grKe3}e=qK2=A;Bx<&HOBQH2epZ9QXw~5Ns7Vu3;-KG==ZC~(x5FB_i2Bm0^azBp$+;cCw zXP@2Vo_p>k8h7Bwm*3j|zyHlQwz@CBtR;D9kMUorjF``w)60MRqQC6l>4ex%Y>+|K%sIa0C5|Cqtkdi0~5w5v>C;77C6&P(4nm`29G-Kn3`490YNCqjoFp?KS z7Qkhd9eP_@z`UFQaz*UX6c7AThW>{>rEmCmT1~c5(Ct=KR=CNR-9|ctb#BJu$J~r1 z^g+7#aW`X8TBbaeFH#)TE#4q_NU0syQ9aV>+y`)SeWY;eWBQT}gim8B+{X8FVe>!I z)?f94wQj;C*ZMn7rP~PqPEBoz?w~aLU+9a_5X8b(`3l1Wt>{1c!|^9xC;v|LUJ2;W zEwiUa{RI13B0Yh=#~;ej9f*%6_Q&M)6u^T|nyil|@z0a$B|<*)u0L!5t`Of*3J>G? zci%(V#<%$||Mm9{?E~m1=FJ$-`~mzsY5WQB94zlWPyS=D>5q*se4yM@2A=+xa{fCg z?&S{h=d^_4PvAV6PyU@?Kau)(65iPVW|b8prS&`*=U*v*|GDu0Hh%f6e|!FCfB)@| z_1{eKCtlg|rhm7n())KJ`w7sQz*FaFkkKEbzk_i9>W}q*Hu9&z7{9agplfOAa!pO` z@zdDO_iOlO3vh~aFL{DdeN!k?p32Q=4;bp`Zr(&~;e$EF15RT)PTEHb?}zalceioO z$_7dce-plQ^67{1(f>gF{Y>r9s{^kAMv2e*dYD;cGI~pjA7%muEyqnM6N&RCnjEe zo#+h{`-xKT|GnKl#x2_d3Z01bMD!A=ezVl$<1WYXCq|8C`g0SpSRu zwrNOxmT_(ogJQ`-%O1^1r1V-_}3fDU=?Z;r+wrzkK$et$$hn;@{~_@1vxG z;$xHj#O~Ij_itPOw*EyfBk!GZY+KJ;4TSv1)}O6ETYsS2w*PRaQ~Cq_#3`6hkce7E z)(~F@pH3Md*JSb1QW0EfaSs2rFHMs!vY@1tWE1pr%W7YmCcR`qNh!%D=;xNzzBEmG z$%2wnl1Lh ziG*g3F1A<;<$+Xs)wx(J`wI)zCJdkN_)>Mfwhu<>pF zW!>qzN%dsqzW%D`uS@JF#J|&SdN)Jmf~DI3N)OO){(hN%*Q-D1PjhpZk3Ruly`voB zPq2R{=nGPN1?U)5CX77k6`+@Z-XWC{tFA&*mKi7QG#&u@lDeqt$jg^)e9`;pT-yA{ z`4|c7FWOIte&PzmpCJEEZRFpnTC{>`FBe6X^H*2@W!PZ zU(e<={XYKNp1;k%u9v~!zij=Le*J~`6U5Jgrw#EZ_#Q6f>HXX0zx4C3`w6MhU%ZE! zer)|=K5YN#-mv|r`@_y((XV4ZdV7w#lQ~<2(~G%_)D{7;P@LgOWypq1&~8LXPES%G zT~9H6Wf72#Pcy*tl1xs>hRkW_U+pI{`$ppzre_W7C4|0Y&SBC8b|?6VQ-SytfT@g8 zV^`F{zZ1vDhJPp0Ph2MY3CM!8dIWC=k?0yOV!Z_P3yLdx2Iv+p@;V2WEwjx9aC|-C zPxtw(%sI-VZG4?mO>O>lJ*vKpFbd#*ec2%-kmPC3+#7f2^a-9F@uXdx!Q-j6YG~W+(cIa-lzi zP5*5Cc%Gc^`P0#{U*cmgUPf|3jX%*K`m{dyUz`8Z%|Fuw@C|2i|FHSD`PX%GzWZPM z8SM3km};+Vd7W(zVR!iO8jU|uc>lKbZ|h&zZMm%f!QOv1{+Y}FjQ$w?DMo+9ej>`N zv)Tdj`IA&7*`PI0n5L-Eyru!UAd_OGc}2AG2Xp>UQh@B<-lIYH-_@PfaY{@Hf~n6Y zFH2NfBeAk$o3Q=}PyEYASz`nFcT)YtD7w>$eqt@fy;iw6Y$QYnp?V1T9b&x#*;i!r z3to32uxJ;d@?_{FB)&w{Q^3EI)~g)_QXAjqU-c0qas5r35C2Z0pQs?&y~f9euAr3r zANIXUA7V=PDAGNs&a*%15BxhJJ~s3dpg*FYn8`W?k@><#B5UISzf12TCWZQJ%IOri z4)v)lo${ii06fukcsmTiRXFJ}NH%NZi;lwPKdvRLiIKAYum_-@xbh;3KS6R9_U}aY z6Yb>RiFu3?@E?Ose{B50rT?Xz|91FyqIeUF;ophQ6U3iDJPNg+0Dqk4e@i+3x$xgM ze)+6Fd;TKpIh*@uIj;XEijTeJ6^TE=`U&`VqWIWGe~kXx`2)FBLh}dt{#lOnXQb0# z`~BEsXD0vcYyJ21z`v8|28wA2L{s2vI7zWmI55*X)iIoT8d_5(%bR&lk z9gTFH-&6K99r3k5(~$zse$x=wkj{Re;t09SnojP#2-|~R};s)PTE6{0bFh?Iu6BWy9xBo zx(*wkbvJCMlFXmYf7!3U>1;o7jl6?J`*Pz(Z$E*3Tf+Sh`k?n}i4h7qg7+^#OFYf# zNBV>K*oZ$d8u|(Poi~yF#A~--mU|x^a&oUbfIlbb6x6R1{6KMBYmyrS2Au@SRWoU- zt56(nFLLK#D?#m8he7&~?ECQO&&KCD#k|@4kBIg64#gVb_}J6o->HK26Wg|vf2a2D zlJOsdO@D0s!KMGDod3>F(N7@$1o+vgpEw|VG0wCc|69uO&xQZC@yloZ+4Bd_NFU}G zk?Oru(~+_N5M%e1EpG_#4*Q9RA0_=ni_DGDpEwVGeGKOP!|1QkUt52XZnF+`0Pp{{ z|AyxNJ4Ep(@SZ&Xv4EQYsmQu$T7W@-6ju1oe^RSiPJK+~%qWVG0cHvX7z9XRHh!Eg znU`dCG|TDf=O4@B5bGyA-C$WEV$;Vm(-A83yUm{G>EiQVctPk8yHnjX+QJTl`-pa? z&`+@aL}dlv>BN5Gk;JA!bOpg?!rMr&Ed|NV`Q3J}mzeJL4Q&5Fco(I%5szxs{6}ki}ZzbIW{Nw|7 z>z$PM?Y5HM;$6}yX!#wq1upk-g+u#LhdklpeQ|-sej<*If9CTq^ZV}Im&ZA_`5$)c z@9jIUa4+3F)6FOSL?y)=&cvT66Z$jQ^v}lkJT396YOh!9-LEq_f7;s*lD$MD$H%Uq z^}1le{AfSX2mfpHU%L4}m-~m!zs*0dffDThp|bv(o7>&yEpL)da0TlqIQ|6Pvy0uo zZT;K&FSqrN-*cw&CtLrv{%!r!8W>{dAN)HZ&OrK?EkX95gQN<8w4u)z;Ae2OFHJ)u z$pmo7*!Y7q{~CXyD~T7uzMQ)J9gg%2LFXIfhd2|cUf<71;Bp4wU1-Q1{X5Z+FVLr< zj`S02*73W`utlA8*)4AR!gZ_{&=?V_KbS#rBv^;w^%0^+zV56?w^{xP`tzI1Cc0;CxWsKHx#-KcT*~in;~nnJx6ojs`FFZvmfMc_*zFV_yMVtqH~wR=>5q*+xb(l2^WRSK zCu(bVvwi|+Nwl9peC*=pw4lv;A-9|6s~r`dWX`Pn=Nu3DqO0{voOev?e1dKc#q7TLiUe8wTc( zbH#{Kq#^~`_;EI3E=+sK6x8Jaxnh|AlP6BG{e<``r2R|he2@o_{-Fzc3bunl-pdtz zne`J|r~CoSAgLcpqy9p49QE~S{E15T?=*dZ=qI8*Lt^hh`iJSNCm>nzboSju@ApH` zK;_iO6Z>j{JXvMRgcIxaefUHN!Tk}w_N8r8dkY)i=6?jNKjLn|4w`MbeD|(7;O4u;|qP4c^G*5U&{IKp!gH1 zeq!GI1+EtHCn#Qu`a{k0zoi@>eVr};ZR3~E`m^V6>mU0c{++gve>$cMjh-Pd#ZJp<-uG1m zq*@HAqW{Hk5}ilJ_5Q0=p%f53g{@rr<35MdJ1k!GH11$2zrs+7*g-?a&OJ%VI2+U^;blkKDOA1KeO?9(NFk2&*xnU_CM$X?5LpgjC?Ycp_?d5V@gYZ znwz`a>xhp{_c+iWyl*CXibug^`Tg)OgF2m$d>ywzJ;ksPJnc*3ZUctnFDDbZu?>`k)PG&wmUy{ju=}m;RS>{yWHiVngd_F(Hd!GgWZR3~E`m^V6^dEa)^%KHNR+4^VU5Jm(clPA|ZTsK$ z|6ty~Z2j5#v-LN4@{ggq|9UCDz)6-#=Y`c?ik---MWCJFan|GIGzbyu^#w(R;l5F3 z48@l;wUIcR@lVot$BrJM^SFWDv)kiNeD`gp;}hR~=MEn1aSini}x(0f)p7=H()EiKLNn{U3M_~kx6 z2#;`zp4Um&+k410H8#2JHQN}!md0soZ+FLOT#R3e`Nz6|{t9#h>z8>N@=qr6LMr3_ zgEH$LAWK9UxRUQy879jfy*!coBK@xRi9Sds$?+%FtQ8p@$p9zK6#q`CjRfl?;9rS# z0;G$83>;;zb6~xLmI>z~)nQOQ@~k`HwkSi6PBFF7hw3D_jl$6{*=r>4$lLgsdz=4} zwEm{ef0*nipq~)=I{SBOBKrx@gA(q4zEgYJ5&8xlQD1WXOn+KiyWD&4f9&SYnd@fH z#%GS3J!cNTt33yKhRr4zK2n}D3piA!x>1WbI52+t=YO(*GKCbYuo`NSL%l~u2Z6O3_!;ObWG%}*D3p&+g?~AeS0&P%7a?LK~g?y^#uq~ z#mBxx;!hyf=frm=@eApcP{qKKwbFaM8{mZ}n$Sq&K z-0k1z^%K-`@7}%cnLqxK!(#ub#v(5)rTK`*xgNSX3o6SO`ST`J^t9^ZXe+QA9finEiG=*qD5}%v}tbX z(j{)qnlTU*@;vdIu^ z`R@xdX!@V3vor1S33>wloyfk19=ZzZ zr=gzWW5d5wrTBN6O!2X+gMTNI_d*|`It8|i5c>v(dtXA+mqa-^;L{lnJm@8&P9bAQ zL2!VZ@&2s>nGqx>z;d7lE0M({|x=J zvH1^ccet&;cErW*I#^QvV<^xc`3^)=Nw$o4-v^rh+4$gF&wu`5Ke2=SIW1m%HT&`7 z_}D~$Qu~P@1M&Q?tv|Ullw$sME@l5@d6ZDc_Zb?~=AZ9hIxjZ==fD4TE(d%4HF5lj z*V%>({zf_eM1$B*82$0|#`eGMf4VEKpAGjNH z`ib}6dynd`W}AcOUwDCS7iw#3-IkX(yXn<4+{NS@V)K^Gq!T#djvqhnUU~IZcj+aU zk{^y)?u|FzaE*I(!=bwMx{p@G|>2AF7 zMz@vh92$4;ru)hc_rL=WxEV8M@YtQ5o$S}Cg>(rIKKP*f1=&s9w_>IH^PfK@Uq|)s zR=L`pyWDQ_VfFUgZ@C+8xPiv~ znS1fY7inE|#Ys9%E}cJ~`vidbgnoi~8I=_>Ur+i;q@<5vn+nRucz;UgV=6WkzMS*} zxbjJ`pIEaB@h8M52jWjmU$~a#;jAYhJ%adT5A}j@L_&&Vg}N zKcT6I2OR{;sN*;lGKThH<6~ZI{zu~agMMN>{5#S82LA9xKjG~sO1S?)Pr7ke!26}3 zEleBaY#RvrW8;_4{I|4p(YgD+8#ito-_2L9xZl;)HOso{4&Cg!hhKF zx94A~^M~VOlYU~!66hyJxdmiDu_M?|Wcgy{e{KEQ`YYA?Q@W?A(LdUAdhTlqev^63 zWIvV}|JmFu@v%9MRZc&_^rp;zzpZ~++qVBl=Ki#t=PN1F0 ztaCNg&R2d<7X|GI5WCI3!C!zI5euqxeE6t3aPXje_St9Mym|B8g%@7vCX+qEKa+2z z<;!n$`@MfB*ov%Mx6VzPG|63a?X~W}frI=_Fa&HMo_OL3zEj+H-+iv9r^kKs_19#} zu$*imrm`LZb_x0iy~9JKTlmL+{71K$bQ}8*9H3YbU%6|qz0UpjfB!f8k2-ejn4)tm zjHS!2W;+V#NWP(%6YstEzPpP2G>xem>vmIrijNfKsucp9vEq;l>> z{g~FV|3Kgc{6yxcew}`)eUccen_NCjf@ooM`!up#I`-xwXe!|C$ewytk+Dg9vgTFV> z4Np6Yovlh^N=<)kd_V7HF#jzrdr3d>fg4Buogg1vvEl(&S1WAw-9ubn@3{@D4`ALq~6$bb79{}AjaPDDv{ zD$6boB@EU{^jVwe9n#)>9?kSqq*^Kkr_T|Jj1Rp5VpcCByNHW^^((i2{d#)WccZ(2 z;xeTEogl}*`KFuQm?qlW3 z72fAl90KEAPUB9VGKKXSu_nps-1j}Xf=u<|-|3jh3sdcr=N%!}SZ z%8DZ~u+dgNY%7s#Fa7v_2`|%+jnDIK^N;m2a@HUFcY^(d*H5th#BTNPB(kbf?EgqB z^70-}C;FNG*!c1+16|MSmWR>&H@9?(e!|;NtWf)jaQ5IF%AP;={LAP0p9}wC&)=TE ztby}Cf7(0ti+;k}Pq2R{*iW<}{sd@`(I2C~cK*nI%lZT^2mWKIoIh$mfp;{5e<$)& zVD!i6uhCzlzeaz-^V<0n&{{)_76*mj=B?W4#$RU*q zt=2SG?Tblml2zOkbc*aEy7zXw+8wo|C#WOe;d|K66YMBhKjG~sIy&0e_Fw|}WO|2e z5ugLmzwan^#J=wRZX(%M%$+;ez4!jR?62vUzx*ZJXutRV`-;lxNt&mR|NLk7PyhRW zlg+|)?#sV@>E3+fP51Nv`Y(6QudiXhQJDr*Sik-ewx3vjBVuCga}PfBkefbzI{AXS zNo*&QA9d{bQTEw{dc>I6+uhCONs}hK4I9?y^gyRv&Gs77&n$EQMK%U+<>QyU$IVzgj-?R=cU1pTEXcFNkG#<+=W*&b`l#pRtthH;A(*_7m+T-~Zqfm=-{8 zOn#%7c6eIBd8I4;M1O4j@|pi;_;-3c`gaQY30gaSoj>;c%jfwsUvifGhdqCL{-rv9 z+7W-ECi-^@`U#3pWb{YwznE*>i+Ro|wf$%NuT=XF{fO`H!aL|l+J71S1o7^$pV+;- zg?Ve+e@1_d{@VFt=dYd-cK!~<^OxgKKtGYlrBzlPK$_815sIXO(l=sZO&$`Koiui>_jSO`m@HDd_~FeggIlM~@z% zxYJWO_Vt!mUUf}PP44GE`?*_6@hm?5<_Rzx$n=GIfeuLUFSZr~96J?q>T8#M>6%PVq+`J$Bsv_P4)vQ>RRI zE684AZ`WRmxwqI&qqy5o{^1V=eec}4(=Df%7eD#QkIC25s|ED{#NM?!4~buBFg`yTtbbo*cFiqeBXD=^Lg z&>tIL=yN&De|Pr*_tD3Hb`!=;;Irg`2OgsL6*^9P{@C*`pXbkOnD~pc;Xmy8+w+$- zAp9uuhm^NH%k!tF=df#PZgtC+{+j8}f&~j*V`B^1KOdGpi}1g;{%rk~YW*4gJNx@* zIqtu`od?Lj!`n=QaHn3s{xP?wt*hw$yBvSNo&Sk!#>-pyOtbT+K>lRw-_BnT37bzy6hV8rlZ-5GPK2$NGRvF1eWPFY4;+ zIOg;<*IYyXnm+faaeTmj`hS1w7A;!jKKb(}q@UR0{^dtMa<|`c2m5=H2Js92f%FQ{ zFI;uiRcxDa=bd-5K4j&}``j_oukatEpJIK*-K4*OzU1z^?k4*eF^j=@h^@aVTC!xlBuPb6f_^-k>9N2$G_vxx5vNrd89s1F~N@? zlltSw2>09X+_!{(jN3>#;QBV-9*=!$-<_R%-MU8}b(QcVLvm2nQ>b4V@K=>ycOiA6 z$KX8Uqn-HKL_9FO>pg0eltW*kJ?aWSXk+7J9x*q5e!X8Gn}1t>*ngWgy-4qX?koBJ zKTb3OG~-*MA3{%*zIfV#I;As41RbS`+)A(S~2O4$yQQZbCfhYyi{Vl&xK`1lk1 z4^WF!ZWq}YELgaJZ59x(;W*h(XnTC6<7BfiW$H9Hlj1nQ{-U9w&i(x7|3!C=U%StP zej*P3IoVJA_$NPM`-#s!`_ygOLi&k+`B!)Q?YFU?spQviqu-PL1Y&K&4g&TQci%<& z2`aBxv4Z6%_%ix^5G&)ZyU2cmzR$h)-b=R7T@LSJLAQdq75b<6u%Ed3=9|fW;{Uo= zUse5t)+)B7=`+t@P(jPkTfr6uI;^8dVVgo9&4=_j`N#r1{Q&=%hxwH3Fpg3CW4@mw zbcaJ5{Kg{$Z*T9SxaI4;ADK!wddzq?`of9s!m5e%{`O@0OmY`g(MR(ko#aNNF7p9C z+5xWVWOpHz@j*YM#|ZpFsvph$`o71YKWbk^AIjVKHveJGjllJH!Pp6|@&bu73|Y(b zFT6y0(tWgdJxw@Tn*A^IgZeyz{wO7Sfjn%=!dU%Ce{6hD+sk175752*&-AVU>nBL3 z_RvGC=zQ6G+VjVrfB8Irp%-Vzf7tW4=g;e=1oRK@;kC5vAwROPpQvyP7hdI>o7?E! zv~T+4e{KEQ`YYA?Gx`VK)ad`deFxoJZ+ZI(@|pbDhR0o3XE)#D^Y?F~KSqCy{@DG~ z?%yVV7)tV&Z|VK_peo3Uu(_nN>TDqcEz&B26jR60G+-z~0Aw?n>QD%oEOJu%+S^ZD z!1fc%-M)R$PdM_|)Xchp$rQu-!w)}n$BrBetq^0or>DnFruY-HXV0b>n_KBUs5bXs z6i)*75g&i_vB!<$e?~r{e)z*5y6b*(o%`a8FWhUdz2^S?-~Zj+xO_R;YV3@%e&1yM z`VDRp_5YjS{D$5`?soUDyx&cmHqG5}+wCli3txsZkj>ph`UdDD9(?dY_V08J=}D$c zne3i;;)xWM^E-CzaMxXTo%_$9{fy#ZyumR2raJGMhQ^8z05OBOB=FbNP5$5!TLPbb z$W!bIhEZP11lxBwz~D<(;D_DbeZYr5dCGGtuALt9w0enKApcfw2-}J}E zFQ55uq4*Q;Z2iEE8#mrnkWOvo$_MCO0g4NW^%T}w_WZHuUp~+OT=)-r{`UM!b^dfv z{E3~lh(EE6=?~&h)KEN%_KtlVEJKKXCWna}V7~YTdiHhY&zj5FC5AiJ?eBc2$X3Q9hi~S(=z2Cv+ z^5Tmxc8kcK0^`Tt>HARZ?u82%x=Sv(#QpvczjyoTyR2AoFMq#P6fc`RFnN4w^#%E> znmv1tn=omjd;f!MEN}e|*))#EIrj$A&(GW8h_BAyz!q)zy=JV%1vjmuZxnJo6@sfxX5}zv@x>EL!iXIsXWi*UM+o zqXa|#5jO*M3w<5IXV53MrLylw)9G9fe8JOn+>A(C_k?e~yp+4)haZ_p^fD0jRHQ zisuo|B0iraRx8dad;aC~{P|g)CI4a1-=2S|=pW)^*Rp=%YL*SoU$DT{?r0zzuKke) z8U3NTF#4-^B%?n@e@aDv^!y9)vFRNRyz|HLvFSZPUUNo&jQ$w?4d=1ZU!%XJroVc& zQtJYz(Y1<7%?rWs(@i>McQRStAfe|kaQBVAyd%P zp+lmdxZuJuZut$%NwzQg3D`(HKstg66DE-Fq`N6*o!C{NgPwy2NoVnrs~lbF?j*lU zU0oDQiu4(oJh0J<59!vLTdx8@;2{6W_FE^;){mNz8~z zm)}bIhIMYn;>Y-N(c%puKVwlAc9Abn54exH=_w5PB}sdaH)HYR)Tf6pdCXk|_#%Q) zo<9K(bxC_0Kl4m%{$)Lua`>{ITa>KF>eZZJsIrVb9;5Ki?rsK>s>P zKLLA*B}=X*oqna8KW~BCQQP3!R6kLK|F!jJ>#tPn&*&fBHTiytJ16mz$bZlMvmEyy z^b?!6yeaVnNk;+wL<95_Mt=(A59Rp$A)^_|>)(FAJ%3yO!~6V;`iVqNon%vCb_!1O zDURf&_VhThRUVtmMH;7|G#`7?+$omjzs&I`#C`(tvGwoemtS_XX3b*1N}qo63F{U1 zQf!CMKl_Yz5#vdB@${2VQLI+@K|jjAl&YsyyQO4Pv7>f}+fRLUlI{Y&oE9%$!tt{| zB|lHc$ljru{70=@x7Pjir$2QMQCv>gRO}}^3E;o*{0na8%$YoPLqh}izmt4G-Fn+? z?tlL0zul%6ULgLVfqW(Ha}9O%?z!ilbN};;|8aLvtnFR9c5(b{#OuEN^2<3s#)~h$ zNPO5{{yz9#s~&pD{r}`!YW@00$^UIj#uh?XJ;0uVaXgP0ctb5KE~W6>f`04kTfBZkVp~t1nbl7~C&BVx=nhD45M{y8 zF$fGP>lnN)0XhmUQya$jdWDF;f$OC&$!p&#a}T&SzRf?@*$7*Is-Hm2bhe*(hV&C` zKT+EK4?QK{&xsa*9(3nvML*LY8^3(!zqzH8-VOMG>?hh1`w2SZz#|*|(f68c{grC{ z8T~u^`)4`Q|E8u6_sSOX??k!@@a{oB;c1W2AEUo^{@D2=?+x4eYv-@Cm({sZCPK)#v2WOT^rn@QHcXwhQ# zpa1!v^e)sq_8ay4-~XQU1eZ~)ho8IKZoAcWw0AK6af<6&yQ9{PCL4@j{_+?!)d#_!B@p ze(X5eU)Q*Y$ljoO+Ej1TUAvbj>x_urH?y(i@Dv@B-3jT)}#Z)|S@z zeNUZa-NxoETS!-O1?w;>$=5slPtBb>hix>1A16N@P0fw&cfb1`$E5(@0er;VzMkT0 zy#N0DAY^E zp5k_`TD6YvbNEe@E`$BV+MqXJKTN7;DC(;z+EhS}p32nGb~@`Kyv{-UVS5YGMWDQd z^bqjvr1}o8uTZ^(jqm3P^J4Sw*QM$yBu&>`njg;VFW67ujzcyS?BA(rkI(_;QA)G_ z5r?S@^hIfm=YKLZM(g^4{@D2CGyjMS`8LPL_VFiH+~;>&O z(y_u$Y#-&i(!2$v;rMi9fox z-ujc-Qe)ai4$wxqIm)v7LDKkALLY*)6Rt4lywF58vkm#g5q9-R<6g z?_Kx&^Uu4dp590{6r0?KAAacek*}xkC>BNfhu9R&%`Nnf=-d3gpC)|70{`n5ec(6k}t_4g}S%aW%5)A-owI;C?wyx$D{DfmFYr`aw-_`>L)Me0=VoaGzQm*}Js zAA8N3hrKN->04Mou`bb1L|JguH9+qGxYs+d?StS&|4dRRexIPXh;bwULwm%Q&{T9A zzCZ38{lzv?k1}vW8!(EB*O(~B6deZ;&$HoU8 zmU)(UVzT%9s3+}^4Fod|0Vte#e7cwQmKDbU8p3R5DT)2Tsx^_ z#MnVH0ydyM!Q<%#^7r}w|2 zz5)K6z&`?q_5yTlK~F*OF3(%4|0kAf`a1{1WdAgO@$bWOE{GDHhbH0N+yz3Y{dQg!+*2^75n{ z+T}6@C@H|k=h;Z7BuwAg&A-H-I7(-j?l*s)CHE@1&*^*AsP}oo>4Kg@KhSCVI@WD) zA5_olm*P*5-RbI8YblNF=@(e%AT|#2{=V8Vh^+(LLa@&! zX{#}fqn!l7RbQd{3+OWl1{~2*AoY10-{wEq(u}P2$MzGKT+4Ajp*!5T@p;#{TkR*5 zpE>{i&oqW;g1*C%r8%H0`XPS0ALx&b4_aIv^WRMN6I)?Ff%p^T*FfWApYHsz=U+b0 zpLr5m%V)!X*z>pNUn=_7uJ#j%KSA_I<70QU?+f%DFjJAAl0S@{}bQORjKK82BYCl2#oi0cGiAPvh zz12 z@4n{YM*3iFK4^ z2bp!qc${iq6MSFrdI;I7HLbgpZlUT^hNd)^(}5S>nFVZ#LQdW zjH}jpodW3!)ZRgL2#MW;=pBmS1l-3-9|3y{Zx6wJiTwrJN^o54)NVrhf-k8)`?m2} zca+iVui?7>rjdRE{+$pTTkI!9KcRX^?BTHI&tw0q95JMz5hNp%zLjRA zG)2yR8(-%LbT-K=ZAE$p^f$~q{2pGy|o zRoB1>d;a$O6FNBp_y1r&f9NN6r17!mEp)Y1ZYTSR$V(gj3D1e?lb+|p|NIHR%jmD? zC9u|Yy;EA`{%7ZJ>DPaVk6lqoI*Ll~-$~+?|lu=L}HePH~Dt$*A9LJKhuM*oui zVDv}s=SF|!yvXu@J*1yt^@NJ&RkEMR-$M)oty2+wF3nYQF?Jhsc|5Kus7?UscS#y6 zhNekX$i}*u3za^@H3iiPV1$m3b#Vy#3Drd~U4;xxcpH`-LWbz!@-Cj#@w?T;p9k5c z%Dt#9+g2#=?q!hmb>!cP^b?5V1v%)%nK!y=^VhJCr|BdkoxYG_WiKFo1*Nd7Kw6DF z=`gARr*uYAHzUPixb(p`8C>>#p*_mJZ|MVdz?X4s{BxWCYMR4oJdZk`NXaI~=AYLu zujL`W{-(`)$c?{f8ShE#O^!d&*v7n8DffS&Y#ry6ze5cG{ju>=S`GQ;@SXo)KQV3` z$4%k*6Ln3zX0fJ;c%jfxn&pliI!=ArA|H!MJAN^zdi5-n@$&#y?{&4(>9rZy! zVe|*{>p%Jq0^K1>HUGB%js6+^KjfgF*t~`OJMo>m!acke_7knf|0wN2YV=3wuF+pR zf6{$1jPHMT{+G}B&;FfGi2X!fZeO&Vi0!#PUk;55D+(b2Ic5kciINcEn#*^RFDqVw z(MF*OL_ke5Hh!4@5PyQsaJf%--7l9_c8I+o=REHCiq{31VuA;LF?0V2eM%encUrxM z{5#Qm+7*=*Zv2eJZqj8pyUCZ|<|bc3AEcMx?j~QBmMKr=DT;$S@(aayNU0syQ9aU0 z+y`)SeWY;eW6~A35;JrcUC+c(l zo#brN^D0Tp;P+#1p6&T->%V-~zdirKUH=^&2g!b-!7ZWq6QDoPPr!a6_3vc#C!x8i zT*T-v-II*}QT;-H@_#rZ5wkw?Y1>cxbf4>JKM>&^ibF7}Zx3b4Q@I0u0ERkh+fHrU z+9*x%fP?)X#!Bh}4D}@(zhQT)d-_2(u&PMqT12FzT|NgE{|L(2vKgR!^ zrToeGU*msy4H*A1r1+15_!E7}`&n+E2=e=|DF_%zKax!VK++R->{U@m@B}t$w66n<@TG2a z=&KTNkAr$HGamId+K)L(`mA6)8{g*N)?X#|1oVc9{Y0tv|K4sNW1DTkg-%3zB6^8b zziHzq_6;SVzvVRltr{Pj>?c6y?-;IF-+wOWul;_bKf;#@Psg!6L09NA z5d2>`t-ntAcdDWI6J$RD`ZJI86Fb;`Vt=3fZ#n&bqd&=g=nU^a_WTEy{&sfsxIKHi zS#MZVQ%CV(>fH94dRMc(!PQW@o%SnIe0J0jY&*exnPJtGB1@7;`eE&s!>^(mI#3<1{cz^e!ps#?Qf^AeKg`8B& zu(c3<2EnvV4j=XEH%i;Fe!}-7bks~&c6C3+4IMqfB8KB>~ogq%`%G& zUt-Un>9^8bwTIL4Fy8-z{rn5!Pq6(&1HZQ%zniT;TYqww653?+SNBF4?3w$1B`pokw=NHTu7;v;r4nOpn zv`b+;UO$XKckVoQ$t9Qay%u-c>gsAYckY$h-$~!8zsARJ)Q^l2%ccJP^A}#_mfvu* zd;k4U9Goy^%HoLi>3WLkD~o_^e3}8Cmt=B6He^ma|7t&xJ>%7eQqMU``7SH#JHrQ% zY^$4WBeXr@R3LT*U@BwO*cHw6&g)xmz2_c$aJ75jq1BuskIzGybX6#a`UilwCWFg$ z53C{FRk1IRm%<+KeQSz#Hvaj||GoF#=N2wpMEWAwxm37ouDQ;wTzS8H(B_}l>2O|u zAAkHAzo(>on$r^Of29ZLFMW46g$r$o^dx)-8$a+D=SqLmc^>Zb-_p`4@v*DMGyReH z6V3E)UEk+VIsN{)FV6h@wcj84nc=?v?fLs>c^3RXC&*4s_Fn!laQ^0Nfsa#=M?1FBa~t*IUo^@ZyY?P* zc<;5LzJ+Wln&~5HU0sWZwYWNp?Im!5HBiioI^dCSC{DRe%u5~GXn*Ka`bFCm-q0X8 zHonY{&eOTf{}+F&ajRCXCA(tSzErxWo_fZ8^;K3Kr z^QRsDohaVKV)%C=`lI>@_?buFMt=(Vf7^ey|Kh$=S=qVmzwe{}9VEa0@Pkj?ZMWUw zuD*I1`(azMbg87YXO}F|{8G1g@zriA!>)FVmwH?(1GaR@GT!5eGlRVje{T3_UQ)Et z{sV){P#?gKM^ZXBMU(vQFN>R-FtZ~v|P=%deEhqs?N z8~KCLAEQ45MStx4xAQ+Q|1|njoc{Fmz`v8|28wA2L{s2vI7zWmI55*X)iIoT8d_5( z%bR&lk9i=;!UpxGsvd=@u2ALvKz~Kjk@E}XEBt$?RyB z)6>sCmc=2~Px!UOcUy{gt>-?KS&smD8f+^(&F|v%raA}GF{JNCqb+c`kLc$q$}N3- zD?e6%a~a>m#vkhQUtixA^b@e5c=5%}UOz$4&z`@nf7|~?|N4>sH#hHP`w8eLKz~-Q zywB?=jQ$w?HU7i+um0sf+uIMaOb+i-gZ?ZaAN7!3vi*edKgRzU|1%``pRTTh4z^B+ z7ZX06`yJxjhjKxl+O)@dwC|*HJH4|Hy9~6${+IUqx&Kb;GxUeHz~eroKGb2Xl8=wE z_c84O{o!#3bbOkh0s8&WIYC}v@(0LXO#Z@af#$*FPyU@^$k2@cF#cm0@gKdcpHQK- z$hEU2=pJ&AQ~?l0;UQOmA8L@%zBKifTGTY)+4u$XIY9HT@h5QZ2ipeHL3H6A1<*QL z=K&t{2hdq0?=U2A(KUcp;_QqxlWi^n-IQ}R)DzssA71lcPky*IY!Lei_*31qX-m{k z@N>84AJ#YR4_p5<2e$t`-(>VJo)f}PpDq1wruY-@yz_yBeggC->)*-FA3J~T{IT<= z|M<^#ia&vOsG*+#{fYJy@b6^w$LNpIAEQ70M}O@8ZSsd;Lt^q5I&&tf_b5A*G9 ze3e;3S0nQcTNTz5=^U#Kr_LE{S+q{upzPuOIsXj}douco7gRqnK;zr`v;AlEXYls_ zVDCS~F-r9l_pZ3#)x*D&(VqdK|AYPfZG5BugGvAKK6I*|m`CxkYhgdpM*4{X;J6FX)}O7vk;{ME{ezMYXn)j1d1f+dP75y)Ulj@u(F3F+8$K+1s?H!`7z`y^2`&L1n z-#yI}AKwdb_plFKN$aO{IBsJ#(xYe{-c-T3!G$`bY58P zrPztQS_Ik&9%nsXPJ$kxUS3{Q815To#!!4oQyU2zAG0bm%d^ATIMYdu$0~$mXV-Vv z$NXbmKz}7Ms=ZB=#>A$5&ipUReD?cy`@OyaI*4vQ4^;P%)jNbfnU79&4T7({b?_yH z@z9@*@AXAPcm82N@hJIssvK3p{tXZxySb@N?h0P_WY0fY=c`tW)`2e+dx_we2z7KP?owK)sc#RwfUDy{C&6%O3w?-=Cwh=r zX1>$LAJqA8XrTDm9DkycbQF~i{+$||+U1$q^SAYH``_rF(tS-!NdH?9ADiP(jA!}- z|4zH$-w9(F{W1Du^vCFr(j84pNPjvIADiP(EMxiu|4ua_KDP0{#{b*>$L@b}UzU5a z&+{GE?!R{b*Y)7#9VY)U`47_uzaC8fW%9p-UoB_(Yj4jHvY!wKPb@=EnM= zq!2N!MH4A|XueYWBzQLdvm$1pg06MiyDw)G?b*iXndoD3be5<(JJTMYpeNwpiR^0- z2V3+3`aTNIPvm_W@8E%c5}v%5;>!%r;-q>7kr#m<%k@ilM!fIR<@>eqhu8eWeq#Ol z$6W=*h8#sU6dWJB(d#D?x@ym#_6cNVw*EbR@pQ%ZztO+*p#QL+*h=;jRaJ4@&`o^m3WCKr5}u~&{R?%-YkN&SJiaSIcvKhSY*W47n{E7L{xFwnuQEjEpW|b%f6R@l zgnnX_dlB)mRX<_RKioyIFKqosdSUzD=wB)5zvw64cjLxEKQYR!B>RcFU_X(pH`{+k zfA~C=HDUC}=uau=568zQ{e;G!SU~m@JA(a$(I36P8~0`$ zseNKkFZfhP{{K=q({(>)p0?{4HvZ6^fA;T0_7ji|;)D1TP2Rs#`kd|g<8ET>-}b-J zzmzVVFa2+6A^%QfKQWH&Cq|L|!~?FbUhF5*ag6>L{W1D$=TE86pN+fR%l z`-z3*?@8<@jQ)V;$j9if(O;v#Mt@69e@*^CYYH^h!Ou#Lizke~tebKK$1q z*iW1&t^gxwa;pK1Z@ zn4EQqUIF|>u-j2R1>ZTuzmwcMA|2GTlJy+WJMc%(jI2+n&~N^1weiEfZm7?HeM2kz zcZ&K6Z$A;9J=TCde>o>@{j&~|=?7>=Uf=20iS7Skv;PO1{x`RDihjb|PpnY;38O#$ z>^1sp=Z~Gg{dNAfckCDa#1i;-f_}o=PqdMLr$B>j{`+hG2mAc7@xjOCK4IPC?6LF5 z&L5+HM*lz~?EY)_-}J1o`#;kKIwOUT7}@fVUW$K=_vABwLH?h>ldR%qLB6CwO%*w$ zQlZtF=Bj-$sZFwqn+5rj0yS0SkV=JCYnrR}#iTaLDsC3!OA6FfkwYpKTCHiW+82}B zB&)btkS{4vQ$-G`RA{xPxoR#VE(yn<0I%uy3-%0rI>Dcl37wydC{J-EqfV?#nNCaGyqhjQ)V1F#2ofPk)`i?T9~76a6~{ z{RG9IF#2Qk$LNpIUps&7{OPar2Wus= z(;&<)%m_-~h=nzINGyk(W;87vHb4ZWZ^XiyJS3JwPBWT@(F!wy(l=sZO&$`7bz{bv~)`y;Ctx9^^)$PHZ85)4k_BVBp>dB@b^%Az@`6)$92vWl!A zDQihn#mc6kmNTK0ASn!Kl25XVtRN|CNmIqjrlFQIp_Cvg3~7>2vWl!ADQihn#mc6k zmNTc=uIA8Tia!DVDZ@K~hfqF((r|9bUJ367@Vmf}!zFSP=EVq4+bC~Fv{rR`nX#0Q zxAC)cK7{9gcf%g{D94{5{RG9x-n416Yh?QgT{HIlZT*8Tq#xV=14aKjI}f^DyPDl! z{_>Uk_~XyR=cA85bALwpBfvfr_@8}!3gbFok383DyU)3gkF+0d|C!^m_NjHr*!Ui$ z8vng_KXSkS!$voD>{zBhRaI4P>DAZ7-_+0JV-5%U_ka0ijRW1qp0e{--j5PnOyfU{ z{~B2Svy<#6YBWAJ@jvtD&-d}M_xUr=_#fkcQr-u7<9`N<|B;v%Hvh(dr)$9WpY1>4 zolX9Pec@#_CVvy2&E$`9P4L=KSziCje|ry6{E6V-NhQ=s>Eq?pSt)j5Nn2%W6sl>i zmVHP8mW$0y=%EE?LMhupQYwz2P)(Bt7}du26VmtmBQD9|!$+8RW?qJ96~F(kItDLa z#JQH|bpn0ETIRhieg+{s!TV!f9K!?b;S?130x;-lH~mwjUU&*%^6v(P`pu4&l4$K7<( zE$-4wXS(WX)7;eRYBy~fKGWT_snu>O(rU?9S5Ff->KTvVipweRwY{dmK|7RvO8r$+ z`)a@_ojO(E{W1Pj`VEsNO>~u&u-~fSbnMuw0UMv^QGd6l{rvl{xMH?jyLP?nAlazV zKRf@8{~5gVU*cmoxFsBaqC(qJ9|L~Y%gr<&Qj>p~{IPuHuZIqOL;8uV>^?1Jr2C-|GAU}&yke?4K+}M% z2mz4IWU50UWU|ObN{XrDY8p@#Apo+OOm!%POcuFFNilU?O#`YT1VA>EsSbsZ$s!ji zDW;CAX+Twk0Eijrt$Gh7_7gZSSP!6gKP`iHdKyag;IRac_)V{Wg{>m!Nc4;7@nK^@ z@NQ}&@>FdrLAT#Wgl|*z>pbZ~H&cxxt}-ot>ng zsBdvgmtO70jT`SOE5rv|WyL7=MS_?yl|F6^@)b#b6yZo+MIkQjbB#9>`>1r-|J)Ca zQ$f0diewzdv+;R;&UgMNPnqmiu6)3?lMK|(U*#c;|1kc`^N|C{f3~+DaJ6hdv5e{8 ze2R}a&NMGlh<$O6{zXV3y3}PcGB6vzaMDf- ziF3(0`WGQi{5z?Bg5=+#D-eCI==kMb2lz5)eFVP~=JC`n4Eu}nqOb6K&BNk5eqIMm z`%m=|z>mBv`mphb%lza0>*1tcGZU6TV z{e#_FOG~GF@~LOsz4xwkx8MF-{@jN2w%@wjZoh-ecTo8@Dr^1icc2bsslV;^JDtMN z2Kcw%rgfAj{Iu;IzFi8_z5pxb_zM;;B%6suUqX54RYs2EiQe*pKt?LXUpF}|M6g~>lWE!KT#_kZF~P5z<$kjZ~&f0+EM zK>iitW0M?PWYejHIu&jw@Q@7|ModepDqvVzk#q!#`nUZ*$n>v+-tld0Y^OLB zjr3`9yXu-;9a4%*fjob>3>fM>9$-7OFm6X}cA_0{k@q+|6~8WN4;X)FEbW)tlxqCn zJ@I6)(*XT}-3Q{}j2Sb=ZQc5T9~!z@gGC# z{O#)OC0$w%$?W&B+`gS+O2hwAd)onrJbzI3pAN-i9EJO~ZBj;zc;KU-wiJeZ$3C)O z@a<6MdKydnE#dfkTKBrIzS`v$FJ4MEW0h{+mGj+K+jhFkK}t zqHf*jkI^5azjprE`D^kIlmB>mmfipD{y)g~|KTEkjrxg1PMu^^VRi~m^C^zxrS|kV zu~is-pNUI#2HHW! zlE9;?| z|KqbSaLfs%KhRAeKXy!&`|PtX<8Pwx(I4Y?(p(Po@0YWH&ICRu?fm64QqLRJO=vls zop$~V*7*xNpQfgE_JdSIwgo$O)U%Dj4$7lkTLTzsr5=A9=^{S*=rgjLAUiIiJG1A^aUXp6Dd{YB%5UoD@dxAg*Eh6C z>>Hy$#LpW2HTo-j5ueL;{>UBA&R>6L*Sov%AA`kzD8FpuoBYM(PoPIbQ~s95$4=$h zedVK68##@woM4A+$Yh(G=6!vYl*d$>_SKV(-@o%O_7lgv{8(h*Dnk|ePVy<1jfy>^=*~X8&4d!?#&j0R)HquW#=6$S? z{RGFyZufc=S}VFPf}F^nKlXvGe?22{zqkFbv{Cpcqkou>Gok-~dh=a(<&{^u3oaN< zKISC8#)JtI-LhrZl8ms{=#SCggudWBwex2n&!3LY1MZn;UU1iuuQkZ<=g+^2K1dh1 z1zcW`z^-!hxK3~ua2~jVKabl2pUP-EZ=qY@VbYiO4SeJYH;kF)rN2^)kMA&tbP^LL zjA!~Yu4){W=el_WABgb>HtA8ivqkJr ze~tbQJpF}lxrZKF z%V{3{RB(U3Z|#ThZT!;Ae--Iq<}bL4?L*j>E^|M?do;%X8~{L$xeKyLXqs-hp_Mp!+tb^?AhU=HJKN-Bc9p_fw&9d{y&R;u!2JZZUZ>Q&;d(kalezRLdF&dUE zUJ_EoY*@7TYL4B2ynL2q%8LkpG2=)($rJ7p#iu?OXf#W}n z|5qAh^vCFr@Fqi*{z&|ZlRmCEA=%&{(b>I|ywgLx>sNT(vL8 z<_U5^Rsj4zsk8BEGU5d0CKz=&P_797PQAUyJRg~Aud;GEA8~x$4Rrj0GU!%W+ zM}Ip>PuSGhL2)AxKSJY1#8?v=C!(fC;!D){m=d*!J3+B2B+dk4RqUobVpkxJ1mOZd z#H^q=6g3iy0&S#E8INN$0M?J=Z{NPlZ6jN*ZQJVjI}h~u@*4-{_czqHQVep^{eoXN z{@5$If5lKbQ|28vGaR zC_38rQC#Ky@@e1iIyPNAHqZ5!0$vGs^@Y0 zar`zK2jj_i9Qg4E^7q3o4St=B|F`=O-wEyhXZK&d`+I$*-T&ZW698wWjQ>eZrlfF9wWpX$OY`4*Y}TZtLj^);`DK31!$(;NC0m3q=|vWwd3!6*%Z8k(DT1Q`WIFPa}E@ z#&HTfDV#5ZqpI|@F74Ajy@6<^8iTHf&`P=%Byt=LnO>O@Z-81?}=ft_wf1E>m zTD#pxAARP&_+q3*V`{m%t*e<#NCUpD(`TkwW0BYXe2Vc%Mkh3z>TP_P_b{hAUphya$0V{GRb&sr@n23cG*M`q2A?-M?f_&>3#`PrHBfJw|C} z!q@rtFtJvGTzQDxzm5M%o|Ex^#{U`rH*ER89@0;+dP2qXD%nru?;(bP)~Sd-m*%Ru z7`u(RJRa8+R40J+yCjVjL(`-xWMf^-g-V~{nu6*CFha-2x;O;=gr3D-N1*X*`CJAM z=i#CYmwOP~R-|Wl;D5cH1)uu~4_I)vgHQH%DjT2Xg63+N%sGNx7|PN{-Jv!&`aaLjsGS(Y4SHYFNTTy4QsYs_&@gV zbVBSW@^bs4fFLZ8~VPnl2Z3Hyu34Y)S`aG3vw zhBmUFc#LCDRF0}-|4z+0|4#P&bL(DtLtFnuCv5*Ke_`}5Ju8g<4+r{h=fCkk#{ZE{ z(fD812k3p-`2U3G3wN3X1|HD(KjZ(5|F!!+$xB4$V*GEE6&U|-{J-u8zdz`_WPLl% zQ_9PpG5)(;`0s-F6Mf11S#F;Q^82tU2pIp5y?5c(tg6n0|4xq{Uytr|dW^5Xv`Kdo zlTHGKN<>ABmk0$a7y;vjnymd73iedtdMh&7Mpxi;gsshVWtSYWT z73-Uq_009meK}Pet+I-mXNTyT`6~Q&Dhx}Y?&|F`N zRr`^eML@}NNC7PX*Q_4q`N#bU+bgqqGtPe*6YQQUT|;AR=;H-^`D~T0OZ?e+Vr3k$ zbxQDBr>^Dv`xyPZh+K#3bG7f+WnSMM$@%}Te!tUu<@poG>-RftY5%0ppSZ(6KT-ex z>i>2A(_G5N!5aT+{IBbuj|)DhuxGpVd$x7`Kf12}wqA_+UCsZrU)TKCKLb|tzncHm z{IBMJv6oo$-`fAE{h!+Zs{OydFIwv#-S@@%Pw!7WrXQb>Eoy98>-Kegr&9_VlXdJZ zXuZTHj;ITks>mVo2$Fnr5Ou*)EjdIUL6UC{qApmfC5Ol(Nb=1=smtz9?0IejWzrerQpbes|pDy++mkxKDH>=3k$Wot{4-_b2r8 z6Wky0-8K5Z^uAI5f8=Mnzf=8x^molso&O^rN8(KxNY0ccKPLBZC76T zt#iVO7qOQLfuj=|M{h{XHe!ZymN3FkV{h8)YHUGvOO83!f z|HI}{>HX^?Kk1rU^G`aDYW`jGZ{N$P^~d`9W6$n~+WyIB5jNiDUSJnOwkd9LA_E49 zyBi}ixlc0NU1wz{7edv(WWe%5$q5)>!~Em(6ZsnB*JH%Y+FHiP+q4fQbNgL-Z@gcZ z^f?v!-Psz$90$*?fUjEIJ2OnzG_QNqhkAW2Rqbm&j)eT*e)~4RKXKfawk4iFako9E zr2hZa|Lgp(@ekwup&I|UZ{O9ve#JHI4X=Mgd*?gu=3JYW`L8&zgVN z`h(VF({)y@zsCM5<|$)sRqM}KcVlf{>wnqfsQrg=j`Z`V_J3;stM>nD|C8n#k9Ysi zKR+?{tMlCf`OY7r2*zCl#9);Gh7Iuyu!1p!)&9>j|NG?u*?aap6now~clk9K*CGAh z1$$N}zOxDaFs$lF8O&>R&S&4*Kx3DFzX$kXWgk!GKG<`w_D3!?Cr4`jZ`1F0lILR| zC*SRK{FW{4lk)kAJL&Ti_5ZK_U+2G`%QWWI`1dm%|8KeF&h}Stdq;cT^Iy=;JoBvf zp$~m5>aX#q#-AF0YW%73x2`|2)~M@mTpuGRdLOISU$y?kdcM~GagH3x>u=msv%Q(x ze~JGY#-uylvO?-X>#468VFKK&fD=#h+vGb?a zAGQ8iUVrVC=TGSSqR?LNPuJW_xuwJXtqC-Ikf^o3MOZ!kO0T3{gE!u z3uOn;?8f=mZn4+yPxP_G=Bo0U3EX$+Yx-TfpQi7v=wr@KyH;b&k$VjM-XtxnTB~Dx z&xws=TEA%ho`kmPbp%)KTTYJj{NHxlj(Glreum;xpZe_h{6zi#tN+*eU*q2)9RIJo z?w0oc_kXaRbkZ~A^IIphr#xj#d(n$t+&=y3i`yOF-BIUXoqu)y9m4ak=6^bGt@*F7 zxoiGk>z{sqL)ULL|F8K+%|B}XQS%SGpA+wivAwO@|Em4J+W+MJU;Tb3ea-;?WKZ}0 zClS5@zy&*=>5~R^!A2nm5e`u8|D5uV=TGd^&-upqDfc4e*`wBnWS$Xm@M2XT_fRSB z_Zf7qs%y6~XSI9IF>l2^iSeGDYX9iU|84U8iTA(%1MPVE?1cX2?{}*IfA#-5|7-j^ zbmRY}mwmat{N;bxp8C|M$@nABz>)8mJNe{iw~H=%ZM**ZTk85#*Wa3d)ci~OfW8Mt zzw1DLYyR2yO>6!=)+xT9Uh9veYyDB{&su-i{)1oJaE%+b*59@MuJw1VzYpE|`)7Im z)%z3s@c9YcN5K7uaf<*<+9`hwI$;;2i)Ac05l`G9Ss*x6?T>5>6lo7I<0gTL8~NYA z?=k!Qgnw6?U+?06gnU-Q?o-%(aK(LH(|wyCfWtisTLb!>f6O12?s4=O>Y~q4JQ3R8 z`F)x1@BFcR*NFb^ZugkIxBDKq*gcMS8n5`?t`#ih@44sRwzF&Qxo5YRM;Waj9LlTT zP+ZYhLa39md!H{qOhrAo{F*ZgFzXRR5Pf zkUIbMJ%q>d_;;vZ|EE56aeLOYo@MtX^#15^^83`MJheUdxzBG`f9pH;-nGhqAFt%v z8rM`@rxC+g_5{2B9_s#Qd)_tv_xFhE`&H=LSmS?%WczHZIilC&ovNlXd;| zYevmK`u%g3T%&U+8@`y?5>NF~J(Ad8)pTO|QA*UcX+CW!znCqw5yABe#9s zJHP9DJKN2-e7D_v(;e-WTka4nzc=66Zn;_PO%gX>IQ4^o+@JW+-+!!KbM+1JHy`Tu?R86T59jOOzI|6*58^u6 zua(vR>-?|r@9>TPmtX#s_R3ehTE5rmDKQ3}^6XREAHVJm?S>m}Kc=rg$NKfRUjMN@ z|Em9g{r`{U^+)yp>i^aM_1@UAx&Kh-f1Uqz{@3|`w2XgyoZBKf-S>1QBX}{Vx zv`J^M>n3*)Mzr5ASlkTng;E>PyXDVFRQsA$&#Yy~;K(#FT{Vy7?Dpzb@~{0u?_b$> zIoW$C<(iIXf~l|juj<>qhkkFr-*3<{a96*lq1VKLb!<>hZLb6OBD5FMMsg@B*l5Y-!Iq$SKaa;V^49COvXEo?|ksK%c`diH3(vCk) zbX$C%U!OH?zQ(#<%Wu)|Snqz6vwAhY#lGJ}>$Nh+c^%dM&o2Kb$TN7K_uS{TfBL7- z%6C}($oqKpe_Q|7`CsFoj^{C^ABOS&i(kCFz2wZZ+6gB-CC0y#p7D(KidVdfo2w3FS#%xZ=1uaMXp7dk&r8@1%9%fX@cTsN~&;IHU^ z3|bvl3gwniOOAR0aHzfe*+ktQULm0pI=9sIljzT*{eAlVPV)JhAINjC{eFbsCm6W< z{d;V7iq7v#Yu}V>g2l7O%kuR?@uXha+tByhdU>hq3DUmapZNI4Kh^&54`0zvJN=Bd zb*ucIc1AmG>*nH| z^N*T;V9l%7M&KiS{iomG6Ca;QoA|mRSm9 z!2wVzug)xR?6$vOK0u-OC#)~0@vYylkoyMqnF{Ia<2e#OH^v%4t$(JX$EhBT$9bYU zJy-Poor3ij`zBAM_IGUmVY}_NZSC4?Z*14e?=|wP*!*k6UUQTC*JpK*eEynL*4$h*IeJOy6W5Zd+jy;I`BGSpD3^Y+wy<7IQ|`u*Z-BTT-pBUkN&uwc;fHcGqO+Evc*2%^p>~$Rl7-^ z?}Kx*@_+1Ie-B6hL;r%U@xR9Z=y!GftMRwb5$pO>*Pml;{Tt(;oCDSWtN&O3@B3nU zJ{$x4Uv>V||6Bg&)&D6U3;kd3Pw4yP^S=CKQ$Ow5Pq|JWpo&Q;b4RuL69hBu5YDKE zXD3wq8~zLDiQ|9ya{l*Azqn67KY=xs_MbktR_p8Taep41eXpD9LQnS`?0X-)Pr6<> z`TpzpzNcP4+MKTK(Zh!O&gx7tX#?e`okQ8aJ}-LvwjZ=@`r724%;9c7=j2eg|3mp+rys|; zQT@N4?{)t7K2hTz_G)>YKUCwt-v9mdr$67G`HW}z{fQHv+Wz2WXSXY^xT<|m#-sRK z>{@edU4ITo{%icJ@z2h&8vkqj#~9n^^)>#C_4uK>{?+(f<8O_>wf|82FW9fD^;fKU zj`97sntvQ!^N+py`H6kYHvpESveRw%1XkIN_sO*wewQ}QQCc*sEmZqGiHiwb&zs7T z`}O2{rNaC7J3Z|CIW(^M^ECT?30Zg8J%qjvnZ73i-@3C|49yN z{HyU#&yyPeYy9W&^5~!c)%B16pB>lrudaWo57hO)uK!2=^?#2%|5)EApMGNhpW+0e z&7tlg2n%soCqTna=_&bq3$6F3vpN{K*LVx?h;E7 z+8pX0g0K*WbpkZ(gf>^7OJdKT=<7SZ?)$IIX=T4^_=squGQf4+PBw)T;a{6jnIte3V6 zF1V;&eDN3UT2$8`-+$1tL-%FWVxDeT@7v*dPj&qr^Ou@`(0s4vUp4>YYp>$E{?_$( zTz}))fpLBD>r7pL>-wwnjhcVd{Hx}lHUF;lN3Fj$T7TN}Csw}SDfX@bU}H0T4qUP> zoHNtN@B;zB&YO*hOV)*RW*QlOAOP5CZ4O+rE}S#d$nXOJz|NbEh)dRmb7mSD{yuqZ zy4|19dky;jS=@6F>(>^2?~UI}&~XO8_8wf(?~=WaG5+{@XwR$Ay7brPuKoQQimm?P z$FnG^{mOs!zdHYF{P8if#@_>8fA0DIz3q1So~O6J{ax*2ANxeR^Uk|1cXj>I`ww;f zt@%gIziR%eePGPDYyO?{QR@$1+gZP;`FG8~YyMsH@4in{`#-whRr_DH|5y8;xZivz z_J8gE1is&CY)!|0cLorsB}@={gxrS*3sttk8VHX>h^Zw^5MqSfhX)H)w!s<*k3@*6 zB}@=vgxrS*3sttk8VHX>h^Zw^5MqSfhX)H)w!s>B%syAM_da?4#O&UIu4%BY5gYRs zKUd?vxV;zC=lp)30%b&pGIozbHGVHc%cgY_?qir9<<$~KUHv;-s{MXnzVhGigURzv zte>IJRR62wnFEydU^AzsCO>|7-lO`7if@y8hSo|B1E!sripw=WYM6=6^@){BO@* zdHzIvzY}(-)yi+*r_Q_Ba}T95gDC8T#dEEtk)#kOd;{U-3dmblAPP$b1U^>n_k^tH zU!O~I-+d3-+TG?da<1F^Pi=Y2n4>&IS@>C*nTgj_r<~CUPSf3I{$QRs`01B-@5+T{inMA z*8HR9Up4=%`FE{9YW-E~&su-SnzHsEYX7D7pJZ=EzvET*;%fg*_mTQuQ|&(<_Wj4b zdmoVd6M65Ry|lX@P5_oJVkmJt05-%BL?DAihZ7)+7d$A@E^J64h(HF34kthsFL+R* zUD%L95P=L59ZrBOUhtqqyRadJAOZvEeXBit>GKmhUfDh{_I}~Z{vW=xT6n$2yH4&m z^tq3IR$A|4jPE7w=R7|1AZ2jB!^^rK_db-5daM0et}6f0f2#l0`B&qQj-NID*7c`f zN9+1q^N*T;)%-K&*){*RIdrW*Y~H*p`UU2Wwf@rnQR`3d2lgJPT7TF6hny4Ry{9x* z)c!;5KUm+W{lD6O!np9$??3F`L!Y0Bz3KpCvs#cxGnZns&F@rv!5MWKlEaA1<<4bA zidFmbq-_`(xiln)5o!MYPPjiI*B_s&`Taz{$E@==jq9`Vinzmr^es9{?zri<{y}w`J4;y zVW|06%|C1Yt#e2Et@TIRXRP&?UO#L7S?g~fBWnMl_FroMiLaNn|5p2N+8?mSI6V7r z@qBFA$M(Hx-l68rZHfmBU_$nAtH5GRaFw%CGm-*SNx%TJnyP(IonVvUa#N76!ZIduT77ckMYabf*9LvA6a?ZOYY;H`n^otix=Man7rSsKH97HEC1F1 z#`$39j-DTN{@EDO$C9PBRgFI~o@#z-{Ed6xcrT!TZnvL9b^WR9ukK&!`>A#AQS*;+ zy{Y+E&A%|$uyaJ`9{OAJkD7nzn5liC)_*ns^l^dr_G|uK^Y2=J$azuguUdcEoT*P__PCTz`)H6SPlFkTw0i4}f6XMx@AuG2~m_v+5O+e0Wtbum@_1pakdOo(zzxuizb1~oJk!vuWd-{H6 z^>L3P#%4PweGUWtu9(;M_W)}-`Q^_WV+~O4`*qH8i+t{CsTQ&tAi0S6dODtxW2G0dkQI-mj0H@?pK`T20md zq0PU4e&XSN-_x(bSi}1DNSGVT3kwf^!oZmmE4UQDgOYyDmO54HbN`!9Z7&^*-s)1lsf+Oy}OwokstXZdFm z4>!PaF^Ogc_R+gMk>Ye8-^ny8O~TL-7}5#KC9D0EkEzrBY5w=igVXW-PIgZAXUY9w zm){>B=c$ib<2@z)y+*PA(eqd}ea_q0iyE`inzm$H#F$Pip+F>rY*O`+F;D{!#OQhP?}Ux%*tZU_bVDIN zHKF$jrpmZYutH43@ZIt;Y7zjI$409IvD$Dh67)0--z^`bhybWOHd-Bs)rNDCpr>K@ zZuuBR1VH7n(ds~~Hk^wDJq^Qm%SV1bHs2@E_milv*P6+7*WQ=qbC&V>aK9$uzH^?p z_!~oPyYOg{jqu50@Kqu3{q_|9Ig-!qN(aBCThs{d&&>iiq` zHEaB_T-5km*B@Ma`~4cdwrby~>#vNNHUIE=UCqB@E}?y*=AZq3R)7Bo?_E2t`FG8~ zYyMs9k6M4({W}{cYyDO0FC7zUEne%dT7T90>!;rTP2cZ?eeBuZwg)&IIKV<-<6NM} zEFB&YENU9o8Ri2AfSLjZ-Pa>A$wM3#H4Wyen`Ar6b0hINMdzyYA9 zfI;{5NKEn&heb_#-|D`-580Y+r+z=P?rrpSz21AU=U|7g_mOqo@9Uef2jae#9oH~l z2U>j;AH2+cY){4KK(?<^?N|P*|JC^y<4uh}HU46+Oz(x)^{1}CHUFsjSIs|lpQPsB zIu`hT5%v+s`l8k!e6JdLfwjH&T7SiT%UXZR{(G&zYyDm8?^=J?`rGb9)&A$<*?-x) z=fU=vZbYXY>#>&|d)5K^?lrzQh|5hiT{_tqAC)H_g}cpWp$zmyjSy;fJB=^;2zHwd zHPWj-244ST@*4NZ{Rx||_HoJY5s!TU%>6AcnlZ=KwL$;w-_hhg_LThIgO^i`_ic5n z?a3V3>q8l?6MATbtM)7Z=yPnV|M@v=Il;M9=U*P5FrL)-<70A-zjgh=wH0GVU4O@z zf$;)4s`*FFzo;+N{G;ao=mRzXtodjEy!Tj3*Zg~2OEnj`p4R-k=HEV-s`)qO6E*+# z_ZrmtV~m*?FVRPynCp+-a(}{ZPhfiyOEMn`-@4>(5$$`@Mobcc}HZT{AGpto?`Df2jSJ+W$P1 z`@i=6PW$}x6VrYBMW43qji35aXim%{As#?P^pu1V2bxwg^`V=6Xk-2nh>$X<_9OrC z{0UjZU~OynG0n%^rGJ)OWBvNA^SYgSPl0s0Uo!Rzd|Z!vfmkc5wROU7|L!QntNqHq z^#$p3+Q+D0sc-uY)&J`JtMMnsi5h?F`orU7U4Lu-QS&dEJIv;k6s!4X&A)5?A?vhS zf8qYVjTg24jCp0PziR!-^U7L(*ZxE8zw|Mo_8;Op@w3{0m_2`DZNK04?P()_LEYZ8Z_6JV%2`6W)V=b98y3Fz%{FfdH!*K!sco=Zy#&9UG|xVevhKB z>#+8-@e1dve70HF#nxZd%3ROZ$-!%#x|f9K+IpS#Y;CPqeye@om*@S3%D=v+rTQPv zIa@cx`6A~{oL_bR)%a86Z(VVl;za)>;FB;OoFU9eP34v|NY7VEC19Ns{hsbC*z0R&#dvs`U1uY zwm!y=^9J|!bS$aySMyTWAM}^H{z`wqSfbw@AMc;_^QW%AV;rgZU(J7Y+^Fj>jTyF{ z8Rv-Rr>?&_AGqGu`~!WX<{vfx@N=Z*Uo@81{Hx}lHUCcQ`eSMRv1j)~ZU5x62pey6 zFR%+C+Z4ArkpTn5-Hj2M+$WjsuCua}3!!RXGGKY3@?sfZm5Py@|YCrbZD*xOstN+#cH^z$^ ze`@@#>rY*OYyMI5FU%`z{^|22J>e|}=@SLeF}@|{0K5sbSAh`}lW3>)GZUJs$eGKYLaZzO!jEr}yV5jWQUwb zIIddeQ1;+$lok-!ig(WpGaOeTa|hoplu=qhU?aO{h8d2lkU7+P@HR>d2yDf>XXdeX z_uY55kACcsbBFm9A;kYFs~uC+l6Cw`ol8RhS-}#%Qky8Y}N{?5p9s?smz1 z*w+TV&1!%AFEnqJ|LT8s{@@&|^RLDqSvO*At?{>Chj872)v;5rN8Q@Bi{@C8H@k;X z*PpunY9GNqe$78dE^7W!^RJqJ*8H>PpSAwg>te0{?b=xDk6M4!`m3+4YW?YJ%)Y*? z{m;k0{@yFkpV0To+mCHf+oA7RFPoV{0vwya=bu-Z8Pk(y*@JBwKNZM5bxO& zt>2T-HmN^b+a9a-$N!`9FY}@5e|7%pm{Q}9&4+6I)$4{|JM{fcb^W3D#@F??<{vfx zs`+QlzvUWH>yLO(7}i&{{;KsS`a-S0Z9W})6PB0S|ET?!+JC`0QTtD||8yw#-}L*P z^f?3klRe%0pG5cu02l0drcWBw1sjDNL^wdTPx;r}UU)M_S$RP zOJDlZcHHsDwaYHM)IR``6zU+auw4KbR&;p>^a%O2p)o&6qytaE4cTe*g-KJFpM zTnA&i?v?1?(bzMw_Z-B&iSH`~uY1qc{>XFXzxrRDf4+vS@n?(+G|txeTi2hu{$jo{ zwKe~!`B%+9V}32yjhcV^9)rJcs@5OA_te*Cwf?I0XRW`-JiFH4wf?U4cdfs5yeeO}*v+aCdkzN@~J)6Y(f{gb7896g4*=zSd3zW*OI zk9MC3Ij;QsdtK0HdOy>(R`eO=s{hsbC;gztpFWPr*c#^t#%aWGF4g!O@1u)c)%aW2 zA6=*RbEM`!HUG1HU5uGE|LC7lsrgr2Gqi8i{Ilkt(hq9>S@Tc74_Nc>7$0l>(bpNZ z|7CpwbE#T?9<%FDe?GSDS}$!~4`Ox)f_JqU_aX}++{JK8j!PQ4=Ru7NoQm0J{KRel zVR`QLx3BwlJLQy9+SzBntleU}cuA|*5mfyPm z>UpDmrsf|t|I&G-^o5##*8IEHAANmQ>#tgW%D7nT?|wei{zL7*=scnJpQdZ9T7T)9 zs@9*@4<>uFKkN0k?mzqYF-8eeK___?mrw;!ofB#&*li zH;r8J|Ba#+PB|W=_KQa!-PiWX@1u|Im)}R*qxK*s{J?Lr>y-)+H2LlwV(g~t6smy{ekH& zzwA}p_V?HW_xIZL{go}nHQMR)|MT9?(N@q{{!;* zh)dduPdl+)c;SWenV%n|7x2IX545YV`eys(U;dT$y4Sz1edjyZ8=qcNa#Hb`R&QH8 zCeJ33CsEjaB7IDW`SRRsy>Dc{niZ?leeFwDPJ(Kc+b=+WO|NCG&hDG8g?pFhRCsrDZ< z6}C6?v)F&o&1tR9``SUu&+Pbv$9%muDg4vxwBal zB!JM>K4%U%XT{S6PCdol&&H*}u8>d(om=YqNz~=w)KlF3Y+M@b3JI0a)qc;B*e$SER1UP5K(*;gF#of=w zrNOR{Pzjw|>iS94<>1s)-2H4^8te)QmC)6G&ynQ>IA_Jv1x`K1-Ot9Q!LE={37uQ& z`bpH~;M7yx{cKzs>vz9XT{S6PCdol&&H*}u8>d(om=YqNz~=w)KlF3 zY+M@b3JI0a)qc;B* ze$SER1UP5K(*;gF#of=wrNOR{Pzjw|>iS94<>1s)-2H4^8te)QmC)6G&ynQ>IA_Jv z1x`K1-Ot9Q!LE={37uQ&`bpH~;M7yx{cKzs>vz9XT{S6PCdol&&H*} zu8>d(om=YqNz~=w)KlF3Y+M@b3JI0a)qc;B*e$SER1UP5K(*;gF#of=wrNOR{Pzjw|>iS94<>1s)?7khD za%I71#^rbJgr$7Da?fmo3Yuk71 zNPq6$y?fhNzxq}Cey2CT`AzNC+ipF;t6zAzNAT-kdNJwGT@oB1mddL$3miHB|D~6b z{@f+O0b;3qz5e?D&pJf)e@jWq%Q&f4!b5NXl*+3!3sn9sB`Gf>sVm_jH~>oJ)tLn< z|CW-Jmyy(!@DLmTrSj^`0+oMDNy^Je>PmPB4uDd5b!LIezojJQWh8YaJOl?osk}O~ zK;_?3lJYW=x)L6O1E5r1omrsrZz)N68A)9U55WOYDzDBgQ2Do%q`Zuzu7ro+04SAL zXBMdZTS`)1Mp9S8LvR3;%BwRARQ@d`DK8_bE8!tH07~W6nFT8UmXeg0k<^v&5F7xd z^6Jb2m48b~%F9UVN_YqkfKqvNW`QF+|Mv3I-#mH2_8|^`T^q?Jr6$$pJ18^lMin1J z?d$Wgue% z`5(F940XH_N%`MMwooe#1(p8|bGH#$`S-3RIoc>q)&J%h82PI6Z{%X0rwuz+oqu)y zX$ETi+3+-3IIBos<4=u0OFg8=HcC#7zn-KTe`q|}pf3?Mx>b!oBNvn)z>UZ{|2#`| z{?+-1^W`AzIIU{@8M#}ycqhcHOO#nvjY@n3Ef>{2|}Ag-9r!-;;>GDhMmyeC6*wxIn+G_VIdCd1Zda^-Cbe{LYqU~Ll73? zuug!6ozUGSmLRk_)I9`YAr9*VXxIteU1AABn?v105EkOFPJo7;(A_1LAhbEuJp^GP z4(kMH*a_WTVhKWjY@n3Ef>{2|}Ag-9r!- z;;>GDhMmyeC6*wxIn+G_VIdCd1Zda^-Cbe{LYqU~Ll73?uug!6ozUGSmLRk_)I9`Y zAr9*VXxIteU1AABn?v105EkOFPJo7;(A_1LAhbEuJp^GP4(kMH*a_WTVhKWjY@n3Ef>{2|}Ag-9r!-;;>GDhMmyeC6*wxIn+G_ zVIdCd1Zda^-Cbe{LYqU~Ll73?uug!6ozUGSmLRk_)I9`YAr9*VXxIteU1AABn?v10 z5EkOFPJo7;(A_1LAhbEuJp^GP4(kMH*a_WTVhKWjY@n3Ef>{2|}Ag-9r!-;;>GDhMmyeC6*wxIn+G_VIdCd1Zda^-Cbe{LYqU~ zLl73?uug!6ozUGSmLRk_)I9`YAr9*VXxIteU1AABn?v105EkOFPJo7;(A_1LAhbEu zJp^GP4(kMH*a_WTVhKWjY@n3Ef>{2|}Ag z-9r!-;;>GDhMmyeC6*wxIn+G_VIdCd1Zda^-Cbe{LYqU~Ll73?uug!6ozUGSmLRk_ z)I9`YAr9*VXxIteU1AABn?v105EkOFPJo7;(A_1LAhbEuJp^GP4(kMH*a_WTVhKW< zL)}9V7UHl@fQFsW-6fVFv^ms01Ysc#>jY@n3Ef>{2|}Ag-9r!-;;>GDhMmyeC6*wx z5dwgPV8Oa%T{vf^k>LjdfL&-8A(yNR=gc%R{6GM(Xl%i{WL-FCrjg+X0_ax1!|5e2 zesO!sQ=it}|GxLPuYBbz?K7YGOgsPl^V|RU)n9FIed}A=ZMWaH@Ykg~PMt^PkPkl) z04$^n)+Ou0IWvt6KM(-yLc0jLWL-FCrjg+X0)Rzh3)Us;!Z|aI3_lP6>_WQ;xnx~9 zXQq+i2LgaaV++%uuRjSN2!0PI4$2)SfkIA^Aj;RgbMMPm!rCF{aDGmQ*C5CH5# zy9l{tT{vf^k>LjdfJI{q)+Ou0IWvt6KM(-yLc0jLWL-FCrjg+X0)Rzh3)Us;!Z|aI z3_lP6>_WQ;xnx~9XQq+i2LgaaV++%uuRjSN2!0PI4$2)SfkIA^Aj;RgbMMPm!r zCF{aDGmQ*C5CH5#y9l{tT{vf^k>LjdfJI{q)+Ou0IWvt6KM(-yLc0jLWL-FCrjg+X z0)Rzh3)Us;!Z|aI3_lP6>_WQ;xnx~9XQq+i2LgaaV++%uuRjSN2!0PI4$2)Sfk zIA^Aj;RgbMMPm!rCF{aDGmQ*C5CH5#y9l{tT{vf^k>LjdfJI{q)+Ou0IWvt6KM(-y zLc0jLWL-FCrjg+X0)Rzh3)Us;!Z|aI3_lP6>_WQ;xnx~9XQq+i2LgaaV++%uuR zjSN2!0PI4$2)SfkIA^Aj;RgbMMPm!rCF{aDGmQ*C5CH5#y9l{tT{vf^k>LjdfJI{q z)+Ou0IWvt6KM(-yLc0jLWL-FCrjg+X0)Rzh3)Us;!Z|aI3_lP6>_WQ;xnx~9XQq+i z2LgaaV++%uuRjSN2!0PI4$2)SfkIA^Aj;RgbMMPm!rCF{aDGmQ*C5CH5#y9l{t zT{vf^k>LjdfJI{q)+Ou0IWvt6KM(-yLc0jLWL-FCrjg+X0)Rzh3)Us;!Z|aI3_lP6 z>_WQ;xnx~9XQq+i2LgaaV++%uuRjSN2!0PI4$9)dtEVS*@%(7YTJa~ow0ghxWe z)Dk8LF+%RcgM}*FU=4&vBE-}ZCI~S??!$wHD%)TUghwKe?bxxsedHq_ZZCS#i`olb z@ceexnP;^#&N!oOJ#A|{|AO=7a}?LKz3IE1P!}v!NibLg;VmeX122{!#0a?$4;HFy zgEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH( zs%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$ z4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|Rm zxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2 z#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apu zm>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvT zQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHy zi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb z5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFy zgEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH( zs%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$ z4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|Rm zxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2 z#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apu zm>|RmxepH(s%(Qb5FUvTQ%jg2#0a?$4;HFygEbHyi4apum>|RmxepH(s%(Qb5FUvT zQ%jg2#0a?$4;HFygEbHyi4apOzvd!FvI$&PAPSocJ!apbrLoDgaYP;^41|{}Aa7ZL zC@dAwR*&-bw{6>IpP6{=YhT;WmS<(3ciwsJ-SX^-tFOMgJ^b)b^cD6O4Ew}-{rqZH zUSYj{%fL!@j`IFr|NoJJmH%+{|LXseftB7-=YO0ZDMR9fZy>y`pPOX`qOiH#(LVp+ zSF`d8yJUr}{ulX484@Ra1L1MX6JAyz3Y&@?_48kTH7l>MOIFzGf03V*A#uVt5FV#I z;bjG)u&GG(zv_S0|11Nw|B*%ral$tcULHWmTUH zvUtIR679l<6oLq3kmzs%WbuLrCEA4zDFhM7AkpCj$l?VLO0)|bQV1fDL88M6ki`og zlxP<=q!2_PgG7fDAd43~DA6u#NFj(o28j+QKo&1}P@-MfkU|iF3=$nqfGl3{phUZ{ zA%!3U86-NK09m}?L5X%@Lkd9zGDvhd0kU|(gA(n+h7^JbWRU1^0%Y-m2PN8t4JiZ> z$RN?-1jynA4@$HP8&U`&kU^ru36RAL9+YSoHlz?lAcI7Q6CjHhJSfpFY)B!9Kn95p zCqNc2cu=BU*pNaHfeaEIPJk?4@SsGyupxyY0vRMaoB&z8;6aIYVM7W*1Tsi;I03SF z!GjX*!iE%r2xO4xZ~|oUf(Iqqg$*eL5y&9X;RMLy1rJKJ3mZ}hB9K9%!wHbZ3m%kc z7dE62L?DAihZ7)+7d$A@E^J64h(HF34kthsFL+R*UD%L95P=L59ZrBOUhtqqyRadJ zAOaaAI-CGmyx>8Jc40#bK?E{LbT|RBc)^1b?ZSo>f(T@g=x_pL@qz~>+Jy}%1QEy} z(cuKh;sp;%vvUtIR z679l<6oLq3kmzs%WbuLrCEA4zDFhM7AkpCj$l?VLO0)|bQV1fDL88M6ki`oglxP<= zq!2_PgG7fDAd43~DA6u#NFj(o28j+QKo&1}P@-MfkU|iF3=$nqfGl3{phUZ{A%!3U z86-NK09m}?L5X%@Lkd9zGDvhd0kU|(gA(n+h7^JbWRU1^0%Y-m2PN8t4JiZ>$RN?- z1W00!W-i5Mji=%Z&Zx_f97bd=cP=YZtlFO^ZNtdOr6DpmSM~VwL}S(l(5YTpE(Yh|CK*mlY{i`JX3k!^p^`Avui5yr6Sgkz$qq zdD1qFj9eO$!-&iaI+qnGR{5VNZNtdOr6D zpmSM~VwL}S(l(5YTpE(Yh|CK*mlY{i`JX3k!^p^`Avui5yr6Sgkz$qqdD1qFj9eO$ z!-&iaI=7~vc)$Qw8GHCwS&WHUvm276CSAY))xKnavr+l?u46gj#88hS#Vk4xP$dBa zn4G=JKV_E_GfV7-B&kUkFhJ#BGQioW{^woCa>9wB9z}{-bRM8e0tPTSdzF96E+=M| z*bPZilP+L@%D-fQvr+xeyN>0A6GJ_U6tn0&K$QdxU~={<|CC)$%q+1RlB6bGzyOth z$pB}g`k!|l%LyljdK4*U(RqL>2^hfS>{b3LyPTL=VmBm7O}c;qD*uuJ&PMe=?>d$f zP7L)ZQp}?B096t&fXUgb{8M&0F|)*ONRpa#0RvS2B?Fv|>VMvKEGL{8>QSVaMdtyk zBwzrOvsd}2>~dmeiQSMSHR%YFAoqVJX4orOspf!cE4NUXLyTt?_P=yv%_!x%p*A$! z5ORod2m&~}u_nZ`zt+kv6y^})Q4^4}8*8A&xHi;=h8sc-F%CfhXE)Y_xL&`dVr0wE za3fJ1VjO}1&Tgy;apm7qF|uW7xREFhF%CfhXE)Y_xbknQ7}+v3+(;CM7>6K$vm0wd zT=}*^Mr9yRjz3m48dc$d;kuMxr>xI0ONl-B=Ui%D<&z zWXsTSBT*b;9D)GOZmbD$<=;{@^7ga*)lZTNEC+{haiBn z8*4&b`L|SzY#ADEB#J|fLlD5(jWr>z{97tUwhRq762&3LAqe2?#+ndU{w)hhq%}2I#LG=kc;&H#w6HXl!5hd_P8XTtwM@` z0l0wRwYbW_!Fti`c?^tmqzD**3kY6|s|*~h7tNl>z&J;WfC0FG;I+8Qz`=Ua?0F1~ zbEF6ufC~s-i>nMAtQXCm$G|v8ihu#QfZ(;b%D};T(d>B)jB}(27=Q~1UW=;?9IO}3 zp2xsAM~Z*}xPaibxXQr6deQ8842*N62pE712wsb;3>>T%&7Q}=I7fz&J;WfC0FG;I+8Qz`=Ua?0F1~bEF6ufC~s- zi>nMAtQXCm$G|v8ihu#QfZ(;b%D};T(d>B)jB}(27=Q~1UW=;?9IO}3p2xsAM~Z*} zxPaibxXQr6deQ8842*N62pE712wsb;3>>T%&7Q}=I7fz&J;WfC0FG;I+8Qz`=Ua?0F1~bEF6ufC~s-i>nMAtQXCm z$G|v8ihu#QfZ(;b%D};T(d>B)jB}(27=Q~1UW=;?9IO}3p2xsAM~Z*}xPaibxXQr6 zdeQ8842*N62pE712wsb;3>>T%&7Q}=I7fz&J;WfC0FG;I+8Qz`=Ua?0F1~bEF6ufC~s-i>nMAtQXCm$G|v8ihu#Q zfZ(;b%D};T(d>B)jB}(27=Q~1UW=;?9IO}3p2xsAM~Z*}xPaibxXQr6deQ8842*N6 z2pE712wsb;3>>T%&7Q}=I7f zz&J;WfC0FG;I+8Qz`=Ua?0F1~bEF6ufC~s-i>nMAtQXCm$G|v8ihu#QfZ(;b%D};T z(d>B)jB}(27=Q~1UW=;?9IO}3p2xsAM~Z*}xPaibxXQr6deQ8842*N62pE712wsb; z3>>T%&7Q}=I7fz&J;WfC0FG z;I+8Qz`=Ua?0F1~bEF6ufC~s-i>nMAtQXCm$G|v8ihu#QfZ(;b%D};T(d>B)jB}(2 z7=Q~1UW=;?9IO}3p2xsAM~Z*}xPaibxXQr6deQ8842*N62pE712wsb;3>>T%&7Q{= znGgnGal%=F`v_f@mi z8-JaETqKxj7`|IRMv+-%qt$^}Z5S0#h-nx;w~W{*nj@ptfrhrDTqNje7`|IRMiBu} zd2F;g5UUO6B0*2X@ZIt;iU@$pW24o9SZz2L33?ia@0O2IL;zGC8?6q+YQwom(9s5~}W9f;M2 zbCIB@Vfb$O7)1m?<+0J~K&&>Liv&Fl!*|QaC?WtVkBwFbVzuF1BK@ZuuBR1VH7n(ds~~Hk^wDJq^Qm%f~1p04k4-RtI9W;anu>X&Am+K1LA%P$ zIuNT3=ORH*!|>hmF^UL)%44I|fmm%g7YTYAhVPb-QA7Y#9viI=#A?I2NYK+Te7Agz zA_AcD*l2YiRvXSmf}V!qyX9jP5df9PMyms{+Hfus^fV0LEgz$Z0H{1RS{;bhhI5gi zr(yVR`4~k6K;^N~>OibEoQniK4a0ZK$0#BIDvym;2V%A1TqNje7`|IRMiBu}d2F;g z5UUO6B0*2X@ZIt;iU@$pW24o9SZz2L33?ia@0O2IL;zGC8?6q+YQwom(9s5~}W9f;M2bCIB@ zVfb$O7)1m?<+0J~K&&>Liv&Fl!*|QaC?WtVkBwFbVzuF1BV$26gkFnuF-I+N}N#vH|T99?S$^`C{E%T^ne|Sv)45$m^2{5q@B>! zzGYyfkCHWm9Em48XbNZ_P{DK`l%xT83UXV3$7B(Cx=$ruToWLLRKXu%!DNj!rd zup@Dme@Vtj;3T`sO+pLqC{E%T^ne|StNcqcMgk|dUK{v{bBfs^biHwi7cqd19Y&;xcPuJSL* z7zvzYSGh@O!5zg(JcAyvBXN~~NybRvB)iH@LJRIFPU0E#fE|ge{7W)M0w>v3ZW3B> zM{yF*pa<+oT;*SqF%me*u5y#mf;)+#$??I{((wSm$5#lsTyLZ@uH-L~|RtLzn|~{;j96&cEm>b5Q5s zddIo{!hsrp*1J)SKhaa>pvIr|j)N1;ZR8GN4%GR#p2j-=qNmJ3oqy{c z2Paycf0}{lJ4g!$YW!L6Mm7FKPnm-nf7Uw=PBgcXJA^rK?4Ex)3q3a+v=9Xhy01rK zl7~2KubGT9%m)qtIRy;5uSa5%hd3;18rB)+0|$Vb0tVgJBQeQC92PYV>kRXO13*my zgYN5*nB*Z2i<*XYhWWq&pr(L9_w`6j@(_nbO~X3FeBc03Q^276dL$-!h{K|$VVz+< zZ~&+&V9`sA*Vdm=CN#ZgQI0zrXF<_h{R< zf1iZ*xBdI}o7H-Z9~Jh92T&Jml9}TS^MM1P6a@^ruSa5%hd3;18rB)+0|$Vb0tVgJ zBQeQC92PYV>kRXO13*mygYN5*nB*Z2i<*XYhWWq&pr(L9_w`6j@(_nbO~X3FeBc03 zQ^276dL$-!h{K|$VVz+`sA*Vd zm=7EPY6=*1UysBj4{=!3G^{hs2Mz!=1q`~cM`DtPI4o)!)*0pl2Y{La2Hn>qG08(5 z7Bvm)4D*2lKurOI?(315QPZ%_FdsMo)D$r2z8;B59^$a5X;^2N4;%n$ z3K(=>kHjPoaahzetTW694gfU;47#sJVv>hAENU9o8Ri2EcueL!`*jW^R_8tOVLmU=04eJc^fdfEI0fX-Ak(lHm z4vU(Gb%y!C0idRULHG4YO!5$iMNPvx!+hWXP*cF5`+6iMd5FWJreU37K5zi2DPYij zJra{V#9>j>u+A_aH~`cXFzDmbqx<&Bx=hC>@UY|W8WGe5>kRXO17xjv#<@U`Svou* zSkyGEGt37L05t^+y01rKl7~1fY8uuV<^uLmU=04eJc^fdfEI0fX-A zk(lHm4vU(Gb%y!C0idRULHG4YO!5$iMNPvx!+hWXP*cF5`+6iMd5FWJreU37K5zi2 zDPYijJra{V#9>j>u+A_aH~`cXFzCJ>iAf&fu&8NRXP6Hh0BQ;tbYI7w8h?-@wIfeJ zu&i?I4D*2lpcDlRy01rKl7~1fY8uuV<^uLmU=04eJc^z_63brLkZJ zHA16mMbr4Ak6^diEYtx#Q6p6Ca|Wh)S@aR?HXBNEuekpIkzr(R*3Y2`0dfa|eTZ`6 z5uMe21m%D4efPDy?z*d8_06l=SHJeP_SLU`wOx7TmFyA-*k(t$G*{Syz$0%uZ~an zSEHAhk6`}CBRVe=%%DaHHM^b07kvb~&1T_mhMuSqs`fbp)4VMD2zHwdCAn98l=Of5 zYw^;MlSLoF{K63(oxEPZ=QJ`iQZquxv|EYae%tNsTi?36-GBcB_P*65uyQEeZ8p{a zkRBwi&Oc;A`o=Ul(d`T@vsp9mU{t-rStS&x_D8Y^Aw#f41svQ!L3UuwjHW>4f0{D$ zks;V6(clJ}>WrDu6gUF&uk+p;WWM{M4}Yk={`GHY=bU>^d(jzZv=^RwYCBbaPv3fa zJM+vl+bdrAiuUJ!{^#v;pZl!b!?<($(nlWY<+_LhN8sz%zY%{StpDBlIJkkbqSrH{ zDNwI}nlkf|A=o9+;0BuNjG56CsQgb;R{56!z+BdJds=ec#?`VJU2QO<|Pv6@9;H58ZZ+z36+Qk=N z-1hF-E1xBm&yn`b>E|l8Z{OD5`ObH>cfadhDWBE|4-7moMx&f>*vHgl1rE; zqW%q93#5dml}!C8H7Dkg5Dy@tYJY=FO{u9LnVb{zNQegzQRRPwOiih&ADNsJ^GJvX z5Yd71zxTeq?dq$qZh!J8f6{*c1;5{(ee%iexzBrU+j`p8_M#WPNPb`3PM7ui3r~Gv zd(J7(Y0rG-GuungdTD#F%%6Ac*wJ)tzxs0!?WeMMg0-J1HT9$1oR~*KJb;J}H2x2aJ%EX zceHoB{q60{v(9X%$T;-e=RUWcci#E!6QB4*d+T4mwVin4iS1d>dR9C2g{QV>3vX*N zxnFVB)mOFq1Fb( z)_yM&`!5!|>{7x1@-OYomz>$QoNz+>pxi&b^i^?>gI1~iNFc?kePm|YQnDOUKuf?itB1;eq=M3;sj?p- zjSoM0hz?7%Lkg%0u30@CJ^9z~ZF=(?-`IZf7ypZ`xBvd{|Gs_wim%K2cy6=%<2$x* zZ+G5tr+vTEmoEQOd)r_Cb$j-+Pqw-8NB_^q+Py#i@lpNy?VnuZkELPtfc|YgTU8Wb z_bBZD`sdg6Z}R`Nq|kwAhZL~IQQk}wzJMUtNqF^|8o1?6Mxs%ThDvm^V=m~{GyCcH?%K* z`OEF~fAWU*Yrp>M?N8qDC+(J-Z|;>={;U7h`S*CwKb(q-mQGfO6wm^2&FbOk%l}V) z@`#N$zxkWL*?wKdl;8ZHzuAsI{`j^8AqjmP5 z93qb(w41i53zjO%A@T^4d~*@tsZw{g^SgIw5$RkMd%|X-!OSR+>c?3zm zIf%Mosg@ifk08l62T>O+)sjQx5hVHMAnJmpT5^ayf+XJ@L|w2{%cnm5X?w5ED_{A_ zcKr?CX%9T`K>NufKWUFXBG1Owy}`Z*sGpP2_xR}hbUydl&)T)@_kQp9+MRbUf6o&& zF&V!S6GNLv=?^5BOKieJU9eO|4v|NY@tsZw{g^ zSgIw5$RkMd%|X-!OSR+>c?3zmIf%Mosg@ifk08l62T>O+)sjQx5hVHMAnJmpS~zt7 z1NYf8Zg%eaLHof@`IYD0EdB0Ui2q2w13~X^EdHPoSQ6zBc?3zmIf%Mosg@ifk08l6 z2T>O+)sjQx5hVHMAnJmpT5^ayf+XJ@L|w2{OAe7okmQ?#s0)^A$szIxl6-Rzb-_|C zIYb^ol5Y;8E?BB1hsYyH^36fi1xvMP=)CjJYcGHK%iG1D|D4Tn9+mr_4?Xyh&29eS zAO4~J>aYH4``zFD-S*)Rf4DvL&_gnxd92-XFrS}5J7^acaj`i>9zl|C4x%ntswIcW zBS`YiLDU6Hwd4?a1WCR*h`L~@mK-9FAjvleQ5P)Ll0)PXB>Cnb>Vl;FB;OoF zU9eP34v|NY$Y_x`wj z?|a{~@0`=U!RJ5!`R$XR{G^RP`kgAe7Sr#1dfn?@*G@X=B)eZh)nCnb>Vl;FB;OoFU9eP34v|NY`apDjJDoqhJ%#_MOiR)5e4ED3XnJc1#BLcu=Ur6D|PA8LDU>8D_f60L5g_096z){)%bj|&=r#;Qy zANa!`{&4+-rPr^Yx%jg``?K~xWZiz-t+zyvLMC99U>w2#3+zJ3lxyA zEdJK5TjhJ=RpYVq&p*HYc=ztnRTuu29wNhk=>ZCul=J}u)c=1Wg(EwZ_J9lQLdfJ6 zCo*7w%75j5bd`l%^bi^EJ1=?3OPY=!-}=_K(t!2IPkthMgm<;S{oB87&p7Fs^1Uj* z-}HXPqq0A!&(GHHcRKf+v!g!rL|7#lhcLhbyAU$D#fc0UAle#{YM*lvX%Dc#E`%!o zk^##LB`08j>VLgojf@=p`SfKksWv6-99GY1^*kr@f-F%D`*#1wTz=|fCY9TWO9oW88AS!H6qnM=OWS` zV1Zo-RsJOdmKRD+zyQ_%dcPVOIr#HW-`l0%(e%N;`=EWNx4tJspTYHsPkg*xCC}#i z_I2NB-}&}+?V4+@vG;Q5p3!GM^I02{zWwcQ+jo7VU0D5d823Mq%mTX*vH}(-GGKsc zYecGj&IKjD!v%IBba?VFpShs63C5p|7_1V&upyoSRxpOJ+OPbhFN}UQA|uAV2N;(1 z8MA^hRMr2M`rk)C`qB1ud2isyKKiltgI&8US)4s!SQY5|cHSu83H58g_G|6dTW{?N zW(DI;%Sf`+K3KIV1-lmGG6OG_8m!h{?T>tLwh%=OR^!01(9SI@7(-e4ul|R=F#6Sq zG7uxU39^ilag|5g7Ry={4fa-KP0*ipk2v4Syl)&Gvv{&%+AXL!{sU)8?y)vww=i~oC% z$h`=C&emVNxXFprsGk9vd?6S++H@@)=d6xDc$oD(p{sfm|T>pR1K=uD4wf~PE zivJWM<4U^JqlZcnD;Psn|No8t|N7nUzx*rzU7qXr-gZa-Ou9ac_I~+1```S{-?aDq zum2tQEs)W><^IHnKKvp3{<$xH@e+h5{|kgG{~P6BvxHs?yB0%6vt261ipqcGfAk0L zEr=opt8rjhXy=v{jG;WZ{RKmKEz-{`#OU*wq+ci(f5Rixjkp?g32 zY#hCx@e{d+>Ob5jC|8{KO(LVB#kJvr-7s_6ueg=8zC)yMc zc%l7KwyQ!MU`QSZiqZlCSNoEIo((gc8IEhBn6tz^u0xa-5ZG$yo*8C1u0rM>SJT{z zRg-Jtc9`LKwg28Y z{PO?nu`gZTuDId~`(8Tql=#mI2+Tdhg3NRrp#Z4zaoH#>AaJ!W8R*$C!7TBj8U52g{nPe4zwujIeeZjJd%+8yzxsUa_|FOm%ss<`%yb-~0O{{I zSSLyg2wd$;26{HkaAr8JiDJ$Y_qYyGT0mf{p?hYS;kXK!dt6O(D^^XeiQ8d@$h8;kXK!L#+pIqqKm)R=j&=nBlkznLGG)p^VZ3 z0vp*qGt6*Yh0LMWgSSyyKwvB0Ju}R3T!qXXe7jIaX#s(a?4B8BIIcqGQ0u|lC@mnc z74M!IW;m`w<_^AHD5JE1z(#h@3^N>8A#6cBg#5_x&~xdhTCm|M%?$zyJH~J@0yV`|?-5(r%IOZQ8bN zo4j}Mo_5z=ciHER|K-xl+MC|=r}n;P{Z3T9X8m|Ko{wGqkNb`Hw0UIO17`{eaO{cR z|M<09ZtC?P)BpbmWd3`#e1`b=EyvsUr(AZ~<@UKJeJ|mD>n!`lm$62FC7>a*^32*< zUs{ON`Ij>=%b5f?R^!jem*<7D18BCce@MqPW5b`LSs4j%>~QqIOE10DzAx^{@;xbU ze&d_u```by{qRTfU6=C1?SJcIL7(+II)0cEB{Ex2H71{N3${#;8^8vgR*?o#H%5$>MIs2UU|H=2jzvVC9(r&x$*7Se# zzj~A%uOg$FLINDC|NqFB=Y_HZX!fW3|3@oQ7pm1*Z=O=EI&ris6E4)DEA9)*Do<|1fXr_<= z$Bwo0f7XjQ0n_A(Khq}-G6~yBxUiJ*S$)-h%IMUY6h!amTe2PB_7yo1~wi*d@=g z-S_A|sXG$w?ZAa4e%gMTfW==qz)U|VL1+NBlW<`}w=ka7_>(d^bt?bSiKeL$9~^9# zz=aK6^}ktvnw)=+$@ifCSUyMbp7*>*-k*3W`wX^h*&^@3cw^JgOXv^h|Ni^$m-YFz!oSJB^Zh^khyO=DKXI<9OpF844NL!X zuFvF^e`IaZ&hnL1NHAkM8r&P@q}eGyLW^ziH3We(F=7(#}8c{C4AwH`wRfp^4@mNBdEB z0uI;fpEMh8wIBb)$jJcUU^@dBHabMUo|(GN|B=oGbgcKk-FtS+Ti+t# z|9by^ryJ!vHuQ6*(a}7EaAAp`<+J+VLa!U4S-u7(2nmMmBwX0g9l_^+{H@~!a!9Xx z_!$V1VQ1VVFmbJ*#TEz-Rr@0w1C6``&A3Tm;#U481D2D8#Bk_X?tc&ewpYLU)$QfyzPz0)_sn1Mia%@@TyQ~q^PAt?-Y?IJy!`UZ+xBhS zy-RWuk!xq-SovR045#i`?tj`*>h+J_Fi@OA0cPAJFmbJ%#TEz-9ZC6rbl?7Vi`+B) zz~6qLef;AeZ+m2pjK7cn=JDbpJv0-W#AXG@>`s-a-|#3pL$hiofr)G7Ew(^#sM;Ud z7-*LM`Tut!p175N$$;f#Au${}*888nfB9d(^yT)!4}P$H@t@`UmgT$Mmwxp7;BS~(?`mkBGwvy02%!$A&us;lk026yhVJo(|LJ!&-6PLr+qUg{?ScCrn61+*|IzdOda~3<>-_H*(5aawi+#qu+(M}OpC=`b zOF249`=35?#x>A*(|C{Y-dh2}3nby4u)+!N8W7$H4~-Fx_uff(q$fO$6%z6i%8M_uzR1YR zs)u;f+tW=~&Af^)BEHD1ipu)8$gIq?-;dh!pE+Y@z<;OB5ZOKdpWpLOFMfq;&p%r2 z$%`tuiPQc56{+;OOHQ9Wk1Ixli3yJ`IX7{BhWSTd&<)q!pzF_l_0?Blj_jA+wZFfe z=U;zk{*>+CkCDU|%Dq$yt+woSOIBW;i=zn==GJ!-E+41l6s@l4uX(C#iM|-%aVny# zzsrBu{#xD*Z5rMO>~w`uuX(!nPk&-uu6*9qSDiF*p68w2?_c-(@7snpmefGh75z0& z_x@>?Vs2u>JWeUpL}mZRa6W-u`}29LwK8=@f6ddiKW#=aH?c)|?An+nuEp22zwZ6Z zew(zhq{gGoCbpfLr+fc2OEEVwVIHRxcEA6Ui>!^g+^Eavt=7ua75z0&*Zwq(F*h-z z9=jZC;#z!N{=47*?A_GHk{XXTo7i@0p6>nAEXCZ!gn67&*!})XF0wY}a-%Mvw^}Px zSM=9BUHj8C#@xh=dhBwniEHt7`S1JpA8FLo#rzp;Pp3@3@F?h7^4kFwG3{tfNmj~QU(-m4UEwSqgn>H zSU|UsOeq5jw+6;&gHbJmTP&bkNT!qlgJJ z6mAWS(FUVh2Dey1w~$OJ0}8hW#%P04ErVMupj$|$lmUfX17ozosFuMk7SJsuQ_6tC zt${JxU{uTC77OSWk|||C;nu(yZ7`~3aEk?W3(1r+pm1woj5Zk6GPuP8x`kv)8Bn-2 zFh(1UY8l*O0o_6}r3@(C8W^JuMzsuXv4CzNnNkK6ZViml2BTUAw^%^8kW4893bzKv zXoFELgIg@1TS%sq0fk!wW3<7jmccC+&@CiW%7DVHfic=(RLkHN3+NV-DP=(6*1#BT zFsfy6iv@HG$&@mnaBE@3@F?h7^4kF zwG3{tfNmj~QU(-m4UEwSqgn>HSU|UsOeq5jw+6;&gHbJmTP&bkNT!qlgaTL7IU&xo64ON=G~i0lMWmXy z#YvX9^O`Dt%^K-Rr&q_=eeb9g_Jr|K`-WDfW;?8TT z_%&;!(+3T>(sL21=52A3CGM{NDo2_V;yf!cUGzZ%uJl|)s(D+SWQjYksp8kHkxm~p z;7ZR$q?)(INtU>~`l}piPKfiY#B|XI4Y<;C5vk^FagrtOyrzm@vqn07(10sF7m;e- z7AINa?&_~{q&XqZvl7!qA2i@f&qbt~x5Y`8xbvDSe$5)`^g#oz^jt)$d0U)hiMy-6 z%8}-TIL}H<7k$uxD?JyHYTgznS>n!Xs`xc)q|*ltxYBbGspf5Qk|pl0{whbB6XHB8 zFGVMZuJl|)s(D+SWQn`0zsiy3ggDPiOc#C7fGa&0k!s!+Ct2doYpVD) zYoyZ$4Y<;C5vk^FagrtOuKp@VniJwYD=}U4K?9Dup1muQ_1t21jJ{zO52Y|vrp%to zY%wRokDx3bN@3{g*OX*=Nl9%nC&G`QEFMZ>=<=^A$?}qt+G0+GA3<3>l)}*EUsICh zB_*}RoCrUHvUn(kq07IfB+E-mYKu7$egtLlPzpnre@#i2mz2~Nb0Yi*%Hp9EhA#h_ zk}NMNsV(M2_z{%FLn#b@Ir$$i>-InR;Dh1!vKQ$4vKRXF88hEM9dDcO9+RQxEHA0F7IPx} z2+HE26o$W?{Nq-heDcXKX3PV+-!t^=a$)$1M;8BAaR2q&%dWrfoDZGxlP6COk3I5e zxbNQk!+6=tHXhNdXA)~=wwP^K2Q%_~@gL z!=3{NhSk?xBMcutJj{~uiZnh^1@v`se`CM@`|Pt%*l@!Q!^Ib09Fy}mcK@{|B<-$h z9IpKpoEAfBR`bHd4?hTl2M-QA?68B5m1QA`n3+}i6V=~W6@C7&|Ap0m(@i&pt+(DL zY`pQtVfysxWxkvx-E;T*n{we2MA(<}FYNjAlIKUJ+v=Ww%0)xw`f_&9KPF6a)K{7s zvg-I<`|C4zeL1`K*R?-npnLz^?@80IO=(N7)nDiDPrClvz3Fd4tGDkwA&h^uVxwA> zE22UrtE<0CVwoCPTJuIH2(6^bA)=iEPph{NPZic@cvY^5)*8C!-{rr(b@bus+Mgz; zd;j|Sagjz6+e!EP6H`%~yWii~K#IgfLuo@reNgWPIYHl#d!}%^P@d@~;*b)hb#xKrwT)8Yk1`l(N2M<)!T>XPhG#e1_z}UJ#tf}(MU^Y) zvgWQ-=XH?W+*D~aQj%;kI_RdXxhvIq9V9n5RT_E7f@&BsVuz z8jX}Bn~V;+DQoUZbzTR_%}td?BPGcuql0eBn!8e+*Fkb~Q>D>JNwUf4pqsMhu2koB zklfr^Y)vgWQ-=XH?W+*D~a zQj%;kI_RdXxhvIq9V9n5RT_ma$gDQY*}SdC9?)HZ)2@)%3WGV?q; zuY=^~rb?rcl4O(7K{sX1U8&CNAi24z(rBb4*<^IkO<8kSs`ENXZf>eH8YxLO869*} z*4&lqybh9^n<|Y)N|H@R2i=r4ccnV7gXHF>N~4jIWRuZBH)YLTsm|*lxw)y*Xrv_B zWOUF?S#wva^EyawZmKjIDM>aN9duLH+?DFQ4w9RjDvd@;l1)Yj-IO(Vr8=*J zlAD_ma$gsnTeqB-vzi&`nu$ zSE}bwq;o0}?)MoN-RMhD%LHFu>tuY=^~rb?rcl4O(7 zK{sX1U8&CNAi24z(rBb4*<^IkO<8kSs`ENXZf>eH8YxLO869*}*4&lqybh9UCIU(l z8f2uj6H8Csl5|4^lnwRL6e;b*(o?r2-4FpKD{GLE(oQTrbxYC>5l}YNOH-t@6H8Cs zl5|4^l&q{lMoK%e^wcd$H$*_$P%ll9(oQTrbxYC>5m2(S1{o>s#L`o@B;61JWkbC* zMM^ud^wcd$H$*_m${J*(v=d8D-I8=e1e6W+(iAD}#L`o@B;61JB`a%?kOa>#P$t7_ea&b;YRg_19n9m4G^R>i6M^C!YwvS>iWgh_3IH#wV;y;bA;t%$WOi zEaO92Und@kVTgdTVm66LX(yJRx+Up`2q>E>u56LgPAoljOVSMyh~)ZCmvDWj+O8V?i zZis-=YAZpcv=d8D-I8=e1e9g9X1P(wfRcqZ$Vh1? zmY%vL>4pd>8|tMgQrd~7r*28QAp%NP)*vILomhJ6mZTdZplqm@rbuZgmY%vL>4pd> zSy_XOly+k2sauk6h=8)8UYa7MomhJ6mZTdZpk!qYGE&-!rKfI5x*-C}hI(m=ly+k2 zsauk6h=7unHONS5CzhVNCFzC;C>!dfDN@>rrKfI5x*-BeR@NXRrJY!M>XxJ%BA{%j zm!?Q*CzhVNCFzC;C|Oy9jFfg_>8V?iZis-gpXxJ%BA{et4Kh;NiKVA* zNxC5d%7%Jrij;O@>8V?iZis-Al{LsnX(yJRx+Up`2q+usr72R{iKVA*NxC5dN>8zP`=s5hEOfOObFhSF5Vkx@#EQDB-Q(gx|UgCx@wb!wDk<!ENVGvZ>>$ZBMV%TYS-CW?0@ECc zHb{pZB$=kDQ==p+m*!Pqnj_H$>9B(&(-d`Tlw{@7yb4TnB-$Vyc93M6qE3yHtX!H` zfoYCJ8>GVyl1x+7sZo-ZOYw>bl5?XX^J{EO0sfkUInHZ>H6!h)A5OwR$4Kf za>~hJwbfP&`|Y=Hc*Q;f*)n2rs_yLU{3|m%{t+j}Mc+n=4-FL9(pJC$~er_@WT(nb7kty)lRH&*34Pqv(G*aZ^(LAFG@Wx$-SW7 z@25--d+oKC>_6excakXif9%_#_w>%&;T5?j)c?xMuY`BsdpAs)^liYNzaPOj^-FmopQorR=_WMJ+Oy3SYcgo)wxv9E`hUVKsO z$Nf)~oS`goAwQCROU8{G7kYbp!yo_nM|}>sN8Ib1^8CL1;!C-onN>^@(J>tLp_8ZyLJ?+7wS37TB_@nFz z|IRz_hL?qh_K)`X_S;@43FaFT5Du zlIuo0`BdHmJhRU~`&{xY_o~OdFk{AaZHsTd^@g;!m>0BByni3ay-%MpL*BVqFWT#e zQWl;W?gQl_2KRzC{{8pgD;K{%h#mX7yu)&j&pr2C)h6H6`sYYnV*R)mywfvhN!cHK zDEYv9AK%sYrCoe3_cMO{1brVSPyViIXR^+;v<!ENVGvZ>>$ZB zMV%TYS-CW?0@ECcHc0tXl{QDK!Da@nlzCA4_i1f!4xw9w0@LyWoYu^smC^+W?CNJ; zy8JT}+CoGzU4dzN19Dn3gH}oxAh2tH%uCn)mNZ-1-nJk5~)K(?v4KQ`BQ8WNs+HqM_wpYvXO?in`Qe6w)TMch9j<^PR0-jp$q z)n)zqZNk0x-KQ7w?YCct?YG}S=M9{F&e`F@3op|Bp_f~3`LO!xtLy&TFU!~h`dzQM z;)<~Cw%dkfmRVM=Yo#z`$dK^pqmNi0biBWL;j_;_ll7!-4}0vfM_6suRl-usEUjhj zv(LWa;fEd$UrE1iy7hVCh$D{Fdp_mVQ{+1K4XduYs_YTIN;vY!Bemauj`VS3Ea8F+ zE(n`%zIj-B>1E_^sW3qHi8%JyW2Ddf^)MA{SEbBau3$?U4%&D9q3jucx!lV(l82R6 zS|O~m%Bngp@tpLF@36y;)&AI*=S|g)^0UuAgTliPKP-Lp z-^^G2=o_6a{in}LpZf6Qhs!;zAC_Elsj%#_%ZBZ?-!5Es+2xvRsnQPI8^)cEKKkge ziR>k^{PHWvGgvyTzyA8N=lSva{E;Ibc#fEdbL_FlhHJ06I_y4h4{b*)t@K;nTY2=& zw}g*B`8eyR#W=!S(!YQH`4@z3w%JDbE6a5)sn<0?_6tAlwA1t%#Bm_hBzcvK{PfdL z!d-XW6?Wf!kFdIor>(I3@?pL8*VDbQpMCb(Fj>a0a4QogObEN|vTImx-SwoM-xx1d z@9_s27yCr}-FMk_m$3W_D{8%Ktg&V|=%9nb0}nh9zLha8wtYy9b=)BD3dWLFTW!^_ z_~MI)-^!lyd+fe@xaR7sWgV$+s_~-gI%92CCsT`Of%ZRU%mXqGxL;UB+Uk-^Ev@Zu zuf6uxHjFU}JbxVDefM2B_0&@(Kih`mk3TNld+)t+Pw^dHcDd!krkidOP8%^o`szOn zvuCHie%7ajh+?{cY16)!yuPW=YNL%e(sye)DQlBWHq|}a@!aR?*qcUcp5p%48&!ML zSZR?^otZCr$l>EpKMvPkd#$$ZW#!#nPTJ3IlB=`MJS$v!>BU;-)snY3)+pB}_lvQ| z%PzYt?6lKPVa1hJ(zWE4S!Nk+eu{wQ^) z+d%ofy}jWS$@ylRZ6@u0d3je?2?rc-V7U6~t90GE0RuMB_K&d-9CKxy@QW|M(A?qL ze=B3XOUiG>nrp5pzb8k@T(T!*Y^55T)4E)Rsp&d*WR}w+IEMc~*v- z8MIPnAzl5}kn-PuB;PWoz_dJpPHSe+O6dXw+WRN9WeibFS72IRfYX{8v{Jf&uKq6n zUHh+Ii0=K%ej!9LU4d!&4~Wy68MIQm0D;}_AM^6hYkw?7vulchJn0P@nfy7RG%5*Z z$U){d#XwGO(8y%Hltv}N3^~Z$rWnY{4H}uOm(r*tm>~z5+Y|#ixj`e7^->y@1T*9y zbDLryCpTzhvR+D~l3<1$WNuRoxDF$+KgGMInr8FuDX2?P2HpM_rZqUeNy_7~J!3;Ub+@=`F z$qgErte4WLB$y!wncEZtIk`b2ll4*>l>{^7Aak2yASX9yWU^jLqmp2T9As`&4CLen zjZD@{X;c!-kb}%^ih-QmppnUXDUC{k8FG-hO)-#@8#FRmFQrjQFhdS9w!ma*31-Ma<~GGZPHxc1WWAI|CBY0i$lRtF$jJ>FnXH%6s3e#n2btRx139@tBa`(~ z8kGby?z^olTX&Z$u)$(hiUxX&?1AES9a^w424joJ>!*mmr;KB6C~a+Bsbi5v z7Lj*S#wWg=6lTj@3(RA}*dyN6filL3=Z-P2!w)}P^MZL@L&g90+wW-mL0cU;@|>{p zDl6;#V_fnSxsT(IKVF|d=B7L@bHGqP#upEfHjK7~zXN3q3il4**(1-ExhEJqkTEZ)+Jp+gz>~z5+Y|#ixj`e7^->y@1T*9y zbDLryCpTzhvR+D~l3<1$WNuRoxDF$+KgGMInr8FuDX2?P2HpM_rZqUeNy_7~J!3;Ub+@=`F z$qgErte4WLB$y!wncEZtIk`b2ll4*>l>{^7Aak2yASX9yWU^jLqmp2T9As`&4CLen zjZD@{X;c!-kb}%^ih-QmppnUXDUC{k8FG-hO)-#@8#FRmFQrjQFhdS9wW# z)%e6W)%e76@@?|=(oc%-lE+FPKECO`?DET`&vk40rhG~1JKr{3F5gpQy%elz^WcMj z(Cfsv_BY-XzlTSk;tkUGyo-!o?6mVv;m$kn&^|`2AN8#CA)*g-6X}OUfB7HeyLcWL zpIBtkMZ-GM|9|VPx9IvnSi1*n7ft$ZayaG~nKvN)vHJ`f6z;!&Oc*EYAiW`f__qE; z8K+p{H%o+J(x;DgT=FBeB_OQVe_geP)|N6haMMkrweKJEFUCk&gQedTYin&N{o)+o znI&scVO|TyV|J2pnmg{eL)H{}Mb{ESzbM9#Hr;H~u%F!1m@#AW>RoF`{aAMfxkcYF z#)w8rf9x~QJfnU7<7DjUPML>r@WF!v<}3W}cbCZ;HlOSL-+J4v@*Vg}GJbG`-v8UO z_7K)G!XD|!gCG;(_srm1KSk=D46w`JQ|3k#(eA*Y$C5FBm)6ZP#7HZMWU7 zA(#_!zRXQQzxN;+hk8QBzTSNEEm@E29bHEXIa^KUv>@i5d*Zkj0&l+gW_{MU{~M)T ztmpHVJZr?GKYPU$SJ1Hstj#kX;}bjYqW$4$BRHl{pRV8NqaS=n>5sqR#vA3?zoP3v zJ^9qra!u!lRb{@<_A;+z%>DO=nesh7)+xd~3)nC&fwJEp|9*H);?6(+e7(lK_ugCQ zhhV)k9@-M*q*9D?q^;g3bBG4YdxiFjHjL+rb&s&#(bd;n8#b45!fm(PUgn3~sr}|y zn+)?OFeZgDEcE;1`C;D4E3zikrI%hBR*`uecqblz;&G{kwN=Q~kL!9-)<8lZKE{$T zPV$&MPprR%Hu8|nGum(e{iH8`+i?0Br-$h>hX!L+IzF+Dj8Dk^6Ubj*2iE<iRuB@kqaSOad#~gD^SYO&C+5pxH!+eq6-ii7fw#>52g<&!Vbho@4W2FthE^9;G zDbHh9X#<$wgE>@~_cT@3kiyzz7|TLFk38x~eQtQS-;&=={QiuPv9oQr+b-LIDdlQ|EH|IDgBbGueOHtdCL5W`(i&c$0wFw zZdvWG{PN2$t95^Z^!GofYp5);@FMz6GS+E{$2=V;IZ(d+A0Yjh`0g3UC$e7tQL?@Z zzRSK)=1^eGBdj@v_3x+4diGz-S~&*~K19YSHVLPWI90!QMjXZ`mXt9DeA|rmbhzID z_Cr8lD!%}|(6WSr>oD3Nq z`9YdLd1NT-9qAXxe32DoJ)(2ZJ5SaP`&|2=H`ri(U1JH?f_(_E-w9^XV{XUj(WAp9 zmt3NIY#>KI|DxD|_K3EM=Z$fOZ=_!w*R9V(o^5Y$ugoDCq3a2qDf3m(4kpRo1<28w zYpfyf*B6j9iPzsCnWD^e_DET6*89dg{+ZvppHkOy-(tt61jvKvS$R^ zJLUu}yzs)(#;%fmR3_=XliO~+P20wO_uiv9;ib=!-y@9243hDmh2=K^_c(Rh^q}iI zoikGJd+^}F;b|FLO2<5H3!|m+<&l?_Sdl;|UYRfIO9bg?fJkLiSc_i$+ z&mbA&S}{EI;Dg~inKy&mMEk&R3dZ(yj*z^o`2G7{-rpxN&r0TXU`@P-9(qXL)vuMS zIhA)7`^Mn+XMl_?-F(Z<`o8fx>>0ayd@3QL?QzW)er(-*wK?7a>B?CSi zUHgkoM|0v6<64ws6xPz<3NdIv>0bNuXg zzBwtX&Q`r4*qb~~B@sn$-yCxJUM04oq#DtiJT`)X=N|LjPpmC#HJvBlpYuR&F*b1W$)|+HWSw~QFJe8Qc*M*fF5?Ot z%Upw#PCiNd4Y5WLzDLJeE$Ao4xA1Stclg+s7vF{B+j@L2j(HOM$vzY4H$*=z#wS*h zwOWpmwSA^d$37DAnlV;^Z~U<))zLDCVw`;Y9gp<$l|#F0@cM^Yk()%sF^%PxUryJoIsLTLb?yxA8~v~NZru0xqDrpswCA1!bw6^}&wIT}=6r0i z+2*=`gN_HuxCQ!&r$|{}%lGqG8wuksn5!^x;s@H+HkR-8v91y3(9D%Rr7>=@i_E9M zxY6jFN3&>?D6hA-SH=mx(7lu=Oc-B{PhkIv8^SEv0|4L8V_$$>bza6j)pLqP;F`bw z`fHv0f#;7kdoXtgdu!vqU>hiFnPCnG_9(~L1;%&$J}tbM`u$@+iOG|`)AtEuWoMmr zmgS$%1N)y}cinYT&l=$n=~u_xoXJxDsi&M8)>uQ@qs%=(pSeHq46!a1_FcH`w%g2A zuOIpkGM5HxAgv)|9q7}4{<-Jlds4NBH$-BrXt&*V*S3f8#A&h~)J-?uBx4qFkD6&R zKGAld?M|FHQP-i`PS!-jTqYiRJ#xalg2QEfHq4>G+$QYvfdjD^i$Ob>BzZy`!B`&l z2EXghJ7uqt-E>W;TV)($isS(ECq`n<&WbDPT1psW@CWL{m>$L_F$VIDl>3$JhmO6> zF-Ht*jcvB+X8I0cE)0Ih&_?hcVy_R}M}ExH@dvDLwqZ4Y0()?emibT^AHui==62wD z_}?GQzrdK0k|=un=8)Uvzn(4C z8V{^?1b@j*GxC|LI;1ede%?=uUlrc2dqK%&Da}0w9 ze1PCKJ81M##?V}gHhQAZF$@~;0fO7?pwUMeLvtxqOg4^t%(MK6W zb1mBFi9W|LXut;uZnJ|%A7u>9wP>R!`W(Zc0Usc^%?=uUlrc2dqK%&Da}0w9e1PCK zJ81M##!zaQKY{%xFb)yt3Cs&~vM=-Y()YYcxcu_VBe6PTOyLw+6J_zm z7YjF!zB%^i@nYp(jz0P*jXUYYI6i^70a$lukwq7geU+EfZ=dlkIre3a5_=#2M!vmX zNc&yU|BP?kG0w4;jE`X7fEljO6?-pVe95J<&irp>&xkX0?uezZ0$)f!C-&_|fAxuS z9UsV=P;JMUG52fV>bBc%Bl|V?>R1A}yd{iL43qI5^l@VT#60=N|1P5in@Lh?hXCB_y&E~U3aV2r-@@r_3L=;wO3_)=D6_7U;cN=!&186FXFNP zFmtr5>_NP!tabIPU;Rq@U>}t4!l&t8#8{i=w~~jYmRvflEPGdPEPE**cG#gZ4s^5l z-?zC7xErjkg#DGVZq8&`<0l>QPVc$r_qulj_FsSJop-}b87KNd<^f>*>7L*JUi-~4 zHwJlHTlNH5VTI-O{;}`%?=HPe);gM{YyKcF*cbaj`My0J%%-fNBx4kFf0!$IE6~;rhFfse)?(Mul*qDpT`~}^#k)nUV8Zz*|%hE-5=!9M<11Sj%I|%WG@4( z@3ZW(%LMG>zADz9lDRi$oi$SC6+NcwpW%MWBihhcjy<`t&ebA|EE;|z>jW|XSVs$O z72oY+5Ap>UT3FY-!uR;!Vg7`SPprAdnz9eVaLHNzoZouuZC#&hsil{ab;{ECM7oYx zKibvg$y0Rx#zIp5VzR&Yiqf}_dRag4a?;)w{q>tPOUZbO?vGuKPoPY!%XI(!_k|HM9)|r$ zFlM%ntZTL0vdf3Xy6G*ege$))6 z8p!ER%Nbq$Sw8AYrFZ#v4M<^@C~Kz<)B{YtS8{>)yYtP5fzof3QA0#wNDhYKv-oB36R$n9&D} zc?bB8AM5NtDE+0j|HO08>hr*wL%P0`e2W~{Cqlfm<*GT48~3L4<*p|E?^{;uJI#~v z3E3Z8`k6PAJp`_lb%Np%1MvMZ*0Wh$`cH4Y_15r5w;mE0SRV)9)SoEx7v@Tz>+QGS zA${80YX2?fNt`A71fMJYmFJv&PB=&Q3OM`hbG1Jd>(gUh{Hd}g3&sSFIPwVj=6S7v zb#&sI`muhjCy%|hv0e+lamV^mJgQsL@A$8}>dLUXe20G0Nhj+!-n?JCmx_Gvz4z-F z0VNs=S7l7+7+LTCS7HAH_LpzXPmS>stL12ZkSocVls$g@c-^lUdkyeqpulzBp{ENFZ0MF53>r( zWBvXo^!7@9yXu-#H^^F27&k$k7+W~xkb`C2AXyWrx=sS*5_=b*-+I6O_6v{7H}PmM zcpsjTxiD8=d8M{NjFYS!!u$@*7r`D9*vlOAT^5!-wQ-Ng z3C0hweiX(h&XaYxzLt4C>6oYbLk~YJzfF7Vp5g-s?xFL(FiwGc#9k5DpL|^z3&Wh6 z88fHrb)jt>dg!4xj*!X>vIor@I`2yNpOD|bDe_x_JzMaeuC?Y`x@K3*U-|okeM0V* z_hqt-H)Tiloa}*R&Rj97n#=qrcKQ4>Us7DPdFh@)oHM%mvwYN*O6Tt%bLbKtO%`V$ zQEMn?botNnQCBLx%YUsA@qZX-w!9gjr;s_LYkyfj>Pn?|?XTX9vP8L`!D)=Z+}^V?q7Sgy!+>rhnS~srXHm~TSy;IyQ`o1^Vw3|;;5UcN9oVLM6#kS zWj!I!?&_Ber*;F_aurtWK|ErsTmRBJ+sTcJF}+;ubc zDE-+&1dtVNsn&!%TX7y@?z)+Jl>TfX0?3NCRBJ+>tvC-ccil`qN`JNx0c1s6sx=|c zR-A{JyKbf)r9WGU0J5Sj)tZoJE6zjAT{lyY(w{9v09nzNYE8(q73U%5uA8Yx>CYA- zfUIaswI<}*it`Y2*Ui+U^k)kZKvuM+S`+eY#d(Oi>t^av`m==yAS>EZtqFOy;ylFM zbu;xS{nE{%j!v$cna9YeJr_I1e#*-Ap}7f3^?-WJO!5 zH6hPdoQIgZZl)fkKU;_ZvZ5{3nviEJ&O^*yH&c(&pDjc{v~&N7Eo3cruAL7LFxJyK z_PAr^Tk>_ZfAC!C^Z)g)e;wyf$Q}$h&?h-i*1kcXHTHkN5lfc!WaJ;mufHz+mC_%& zx$JL&K586seW&fTKO6nMIC$4_{shJ+me9V)FTPCsHK5=)KCy}JQH{>e`(@8v>~V|v z2iP~`y?5V}eFu8OMEO%Wae}VV^R%q3gs~6wAEU1p{j|6*^o7rmb$?j@=bwM3dv2_< z%BtEginUo<3{(%_vGk5?ZrLG{0qq5-idlo&&s;|xTo3GJxO(X z`1;>?W31lCLNXTv&jZtG7hP!i@9mwadu5E5`x`fItnO)mc@Y>-(D@TGUWf8eI>C=m#4E>G&)|ax zhozQE;}cEw!-lb!V`V)v-2ag>K8LvuY){y$1J{AQx}TGErErf}YYTHxI6kpSwf{t{ zIh|P_@`SaGFgIr}`AztP&T;Wsh;v%-&MhtTJve^??d*&*&(L`Z7)Q9|cb95g!2A~M z%Z}%SF@s;re1|wbA?rKIb2taHv@ZvTye!HnNzi9*k`|eWnRz6EY9T1GKUO%O$@;N3HklQ zI%il14|~gFtOM(DP3*<9ly_DBAbWeq2ei4Tly8JUs zF()bO3HfX_Cb}ZzC8f;z%-1=I)zyy-q^u`Yr8kK(iR!DHsYmJ0si-dh%u>ur%6dXR zTaAgX2zf~SpRu`g1C(J^$jV3dpX6g-Q{=M8(dh z-c*3EFh*wFn!8d{xFZ)Z8uaXZUHy`bl)zeo;j5V%)D-T>1&jtgJ71T7Nk&RwExYj5 zObu!ZcjN*_gPxtQ%fBQeC9sxV_-dvGHHABJ0i!|B&e!E%l93Wv%PxF1Q-hkq9l3zf zpl9dn@-N9q39MxozM82)P2rAQz-Z93^L6=`WTXVvvI}3$)S#wtM=oGA=-K&xZu!^o z3G6>1>z-gQV;sEmIkV?Tzx6X=&w+c%T!Gbf3}T^$77RnBj}HBFAfmr*-+lMfe%FyB z&kFP08aFfLyXeOse_Yp%N1rUmC$NY0_S^3udopYmuB^r<_}tLnev0(RE+OkXp)XSB zPq_RaC4G(9f8s>>mK=4V?+^8FE@ff8`>E2eZihT*^qHc6^Ojp~(Y1Z%i4D*H2^d(efu4E$b5u! zPZ+=YR$i+g>-Xc^?M39uuQ+dbC{I z?XrKtSF%nH_5^rc)`ddOK9I45nKNc-0CI<1T`KpCv52j=+Pdmr-K$W{h7k;cS1$ z9CNI$A$Hz*=SrQuyp2pEcavq`gq>t84eOd+bkW7SUo`A`h(Le$i_))-eGs0N@gj`< zO!{uJtnV};tg+@AaZC;u>S8cHaj@)_zSL4n%KLIlypOErq~MvL4Xh(`1`d)nj6Rcl z;d5fUMfc;k(l zb8_&Eux~lmIa*?g--N3$e?so@J=x1+Et!KbK;99|bHVfHjiCM~pLiB_UySbHgb)Q31WN#_0O0- zBitsxH(PA6xy}>9KJnPIU5nFV=jpyAcvo?q`2G8S%J(`>wd0OE>0B&~EzOj%PJf`y zV&84#0(b+HI2U^M92`QklRhRj|SQrP^}MBLS1<)KWvI${dlIm@XiDS@@* z!dEjjs43i$3m6T0cE0ZUOEOXdYuSabW@=DVxFZ)Z8uaXZUH&B*DS@@@!dEjjs43i$ z3m6T0cD^qEl8ltVT6W>9nHtm-?#Km<20c4pmw!n{N?+)}DDM8o%+8d6wAO)5? zn!TZW|Ju{oy?@qHO3=N3?G1-7T9lSMn!TZW|Ju{oy?@qHO7Iu|{>AwdTj}^joIjDb zfAlF{c;N+M&9&AF3;yy~;g_-o{7_ljhx=pClKyJ+zoUQgs3VWk@e1@);?TZv*~{Tq zviAYzS8#j+-#TM`Cwx19Wy|;k_Mf;#`U}xViX^iA9fkcTRUp@9Q58OG zF9_Fwy^pbu&ITI{&^>p#e+SmD89w}Y{SF=LDq*g{Tns8mv2$dfXv`@=e=YXpJ@u56 zf3*IGWlxF4WbbP}1M8EPYd~F>Uiv%PXLv>Fo840PFGim?*8ag7{nuW5t@hdL9aXn= z*WGvN`asyH8si8vWQ+>mvM(q5f2<;NN*S_pLm`; zYxuAp)yp#Gfw=*L2JJ0tlRcz!5_XY!DC-L!;}bYAMu2sjR+jOHqmDdM_hHumUX()6 z{xROQxs27JzaMQA{ma%@QMmRjgff2o1f5H>tjsq$Q|1$J|82BetR;40!~BVNWNc}$ z%;8uX^Cxa`>pL~n57W&z$Nii!-iYy*DY8Gi9@QnED{G=*ObGq(m}h|Z;ij8z)cx&s z{zS3=ME?7aIakLVbF_?At)=5Bc>kCW+&_K;@GdMQ`@wMj1m=n?FZYZwqusZX zKCiv@8f}aC{TVIe6O-hf$NtzD^ZM;dE9(4-Z{;^7rF~w&?;7?_!FbtwG9QNre$Q}? zx<~gCOX&OwtdTWC-qUAfjupnwus6qDcikDjk~uRt@Ow5(@_;qG&~657I6!~@(EeV2 z=|!2Jag^r&!V50c_uE}ac<>Jo%J}Xc+V+uq+)v|CIHD=BT&2q!$!#=-QuV!>7bD*R?-OO9{I6*WPff1u3xH(d-S~ z``4bvpZEKhw}Pr|cw@csxI_Ww)T9wnvehLSJ>GBF0NKu-f!3d+0LLa>Nq=3rqNExl9G%b z?>B6KY-dmyb)20i(`ct;Nl8YJ_Zv1qwlgS?C)ok3yLadw_eqn(l^B^f>5Z`c6Y&Y&>rI6F_K(N4*d zl8hejH*A1xXHXb*oSi4rXs2XJNk)(N8#X|;GboHY&d!r*v{SOAB%{as4I3ca85Bkx zXXnW@+9_F5lF@UW^yBIN*fNJ=PSvkpD^%BtIDIwNGi=?5Md6K<2e9`OA+zNN;#zguo8`(xji)_2-L_O#wizEvK@@rml{ zu|CYHr<|huPuwDV;eJ_-Pw=`i27-Nhb^e4Hv9=J_cp5Zlko2*yp#6*2UUPN0N9sZ! z<$n9`uX{=0d-11a?I0dU%KA=g%ig*&Y7pNb5N(>)l0rYP#A^QriA>$3_pMRd+;*&C#anL~rhSeqRVChT7Tm$rZUv~LrVW5oJ zVBZjoZD5Q8{p&l+8a{FU#En|UEEz9(NY)+NMfP7q+HAg{dgs?NPxQ^p7Ol(`_t&lqXH7(Y2o+T;q$uMl>Uu^c>q^oe5(3-5!j?<8}E ztdUB2DElp)KM~h=x()Lus)O}X(vCga&yz6-tb4Sz>_t9Oo*SMu_C`2!_PUrYw{sgWaYe`{moVdPIx|%V6ctF<^TUz$H!2T6?+;L|ZBfm@6$@_!3 zPssnmi!P#Lkgv%z!MNjBG6&=K+isV3yn>FMo_gAdaHq^)x^zx9 zJ0(j>GJ3qm6h<9q=gBnMDOpmI z(c}Gw4Up{&3Zss*^JE(Blq@O9=<$BT2FP{>g;B@Zc`}W5N|uyl^mxBv17tgc!l>iy zJefv2B}+;&dc5DT0kWMzVbpPUo=l^ik|iY>J>GBF0NKuNHj|7cR+F!QJz>3^Q{@J14^k%pDzGCn--ntwq^g{w;~EIU>UdKHqeT zR6j|T%thD!nI5LCYk$l{dNu1gBBO3^)M>0_F1q%|^jJ=l!H@xxDp|KT>NHj|7hV3D z9;WtR;Qf#DCuDsm8DBtOEDyUh0a&*l-!)^t!$J!!r2EW1_w4gZMc?%M?~m8DR<_%2 zd;LZq`(^L9@BZPi!wwCHAAY!$y@m8kZXfQI{RMD*E#Eq0eW%SgbMq(Qko(7aNZ216 z-!Nl+r}+IfobfnHzE#FLGbf&K5>2|E(A{_4t!vicn||!CJ8+LZWxm30dd(P5K_B)v zU&l4-ac@}PX`QvX|3tNCb(MeI)4T7zr~4k@n|Z8NgYW#YPXguvV6R@RxifC;I9c0C z*1N%B35%-#-#@H7gthMvJm5eb+rWMq0|)LI&=-#Vps@xG@{j!tcwi34-O_K2HKy#I zWM62^!N7AEI%HV5@80{Wb#3~tAA5ph&*zg*Iyvkrb4j+9y|+>Sp7Mu%xcAy?FIjKs zqVS3I`C<$|5sWz{=>Oek z(7sZ~9vX}1kAB-nA9+;fJWSEKDA@A@-}__i0_#2@zx&7-6ZY!BALaxg&)B~h^JB1Y z2i8KuJ`i}8!-gIzbAGn0u1&6Mx7`KrD)SD`)OB=b&73Xc6XVs7J*jp6gghgB3;*R; zU&%azo5R5}W`w+>9z0u&3t;^vwAsgGT{7+SmKfCin9K>mJ>cHKAGG&AI-df3tS@$% z?34V(7hh)cAyT7=jRWgJ;aS`(`=p@#Z6#xNyGU-a-#5zKLEaJE`)#t$)<^OzaC|rE zJ6-P#;}aN@v!iNnw!V|@kA0iDefzWPkQl7bh4qd`$e7di^1h-y+bYJh(0(wsgS~3D*>+pm$7V4d zYruRK%qhU$F&L-9I0$k)XrFy_%yHlz19eUb_I+4%(M5HAD(vI%@kgJ?nAkZw7em)~ zs@`p0Pw#|@GXG_i%n8~;_EeAeh4&5nj_fY?dg!5t$@AVRtR~}J7(e+++5~?8Fs6n5 zws(-c;JripN4v)##z3)78|DGM^y155+SF5+Z%NnE13&>Ev@7(|0xwjOd)m3y1h}S zv68vy^3U{GPLsiq0g@_Nw>RoERx%e|{+S-8wtN4XiS*CudXC7b+Z%NnE18R~{V_e3 zQ)h5(k#0ybD7}w3`4Xa!Qay#+8M^wJs!TFNl$oHpIMA<}2 zzJ%&L^%QPr=<;7rS(ksw09y!UQ<9P|p*l}Jh1(gr_E%4t>dX*j6Dj!;s`J!SxSgTP ze?4Vg{v`u!A(Tx?O1^~ZJoOZAXZQj z9%2I=+KFJb+)9_4qLkaN6mo>pT#KK;oL8(R(^q_Xi#< zb3o8{ezx2r*1!Mu+q5Sz>hwpwe)R3X_12p@r{p+!HV4WW0@kuQ^^{X}9EAPhtbeBD z1p7JPDtkkqZJ>V`<10rTaYVTMiYsK_^VcPB>He|46UHX69u>Y*$G7c64jH0*6kj0U zw}U@rN?h|vuT!oE`!D}N#%)fPIS86x8Iw3hzL&pZ)D?1n&+D9ulO*3)Tro=93?KJ5 za^JZBk@7wMuwg@WkLuy_eLLou;F-;o>%x6}F8i3{I*yn7#Xczh`F}0_(U{kQ`7p=> z>c{wl-rLyM!!#L_;DPpyb&g(;c7(mUu{PNLGB4-gg9l4L|Eao{Gs?5InphK)$%3jI zK>z(qvQIh20S+4`ZB_P1#~NvPM;?;BQm}rJt|umOShwnCc?KAl!yX|xQnB--9exxp zzx)bmn}fCeD}kIutjy7Xb(Sz^;kxUt3&W2eE^~VZ>v$062w>jR#1CW*GTd}^U=Nnl zWL^}W1>Tk9Nr+suGhJ6r)=+xr!H2@BG7fT(+#mK4KkvMAWz678eeaf(c{X^5XGos$ zyMsMkFc0c<`CS+yI!`@?+Znp{S5KMh z%n)T0Dftqr^VCzgo#8Ju|MmOGl0v7u4Vt1X9i=6YP)$hgtBsOSFQl$pMCm9kMovIT zUHyGzs_v@mmdVmlT8x~4kh=W$k*T_?u3IKcM`z2vVQCf_gfRMWU_mQc(tFBunOGjxjasoo? z^4~|M>aMzOnJgWp#mET=smp&KnX0?$x@EF-(1N~otjmwS{$h=NA$9p@rYxBW)LnJm zn5Cn%7&!qU{kigweW*W?^{_C{CHBe7Ww`psjT@(HXDz$jvN|UVef#idM_o5(=_oBm zPC!WWbN^FhziaGY^X)g^W^>6{&=^^>3G+WNCjZt7{()Y%ZTgFt3;mV2789<_{5~u24WtE+7UtVVG>bKN10+*}^odE$Wv+wQyXA#-$O9*L|KmL31h`rGDI zSRE{1?+jLF@T!_|`f2yy)nCgea_SG~j?fvvqpA|8F8`JammZ`_4{@sB^h~2QN#~Bx z8Ni~d5~nWzmI{|1q)HEQs^9cXqcutAj?fvvqN)<7F8`JammZ`_4{@sB^h~2QN#~Bx z8Ni~d5~nWzmI{|1q)HEQs^9cXqcutAj?fvvqN)<7zta5kKGL1rtwoa~IOyp8gDi{E zm6DsB=AfhZ53(#uS4wVjnuCtsKghBuT`9TAX%0Gi{~*hvbfx4br#a~8{evuv(v^~% zoaUgT_YblxN>@s5a+-sV-ap8)C|xPJ$!QKcdjBBHqI9L?CZ{>*=>3B%i_(>no1EsL zqxTQ8EJ{~OZgQG~j^01WvM60Cxyfk`I(q*g%c69p zvMfqhN^WwRgO1)m$g(J1DY?mM4mx`OAj_h3rQ{~3Iq2y9gDi{Em6DsB=AfhZ53(#u zS4wVjnuCtsKghBuT`9TAX%0Gi{~*hvbfx4br#a~8{evuv(v^~%oaUgT_YblxN>@s5 za+-sV-ap8)C|xPJ$!QKcdjBBHqI9L?CZ{>*=>3B%i_(>no1EsLqZd%;Pe`A0? ztXGCT*Y}jYTW*rQqOlei)+xi@>R4xK<=?In&N%Z7*|+9>D<`kUX$~5>zkp>?x^iH` z+zzZYw#1T4=-N(q-F=r__cOXS*eKb{0{c;HD|=^P%_gj4^^*^VP`UzglhYh@^!`DX zMd?b(O-^&r(fbEk7NsjCH#yBgNADkGS(L7n+~hO|9ld{$Wl_3Pa+A{>boBl~mPP4G z$xTjk(9!z`Sr(-$B{w9nJ(;Rg4{y~;S=}O5>PIJ)F z`v+MTr7I;jIn6;w?;m7Yl&+NABpQMyuclhYh@^!`DXMd?auF!k+i3sAdr z8Z==4)=!rDzyDp;3O%#(HJB3BISm@<>TgJ4%1-6XM1!}%)a73?pm}l0F=(J`e^uK` z8R_1CpNs6(OD|P!ZVOPma~d?zwZE?Y6|E|@j=Y>-;%1N`*S7K?7a;t5TdY(*6GV zT$C-a!P{W!+Mi@V^Wu_Y(7@m1`*+USBlWv@j89Ce_6$iG>E1t|i=XrRH*@C9@X9N% z$ez&01?&TleYde^$}rgz2K#_xKkgwzhlZD4dP(=uj=5;aPJ`)x^zRS$Lx1qW2lbkF zkiEnA+i!opcI*|i(@s0;zTM}Zb6$Ao?YGh+wCgnRH~IeiH=LQEM6x_i$s=m;Hkg#H zcIPx`!0Jktu6~~jWAfRr@HUu~t#;=$ zXrOC9CwY6kPHs5-PDLp^Op5ZZBUHj|WAKOA|Ysr#qzV#4OdOq+~S6>zO8MKe= zqdX$+WvzrJcGv#?7TVv~v14T~@k_#>L4$O^hAp?;Le_lRCtQ5-MY2!(+hLCEUyY-= zg{Uj@kw+OBO=r*WnB2bG-;~Ky!m~2pu`|lA%2VOQ{Fpq zA`5DfzD|!x@4J4m7)9A;V~M$Jit>!E{=bFyFFtYK7T5;5=ifblwuSUtlPt;RTMsd% z=jYfnJSMAae_i`yTS#p!S(44S9%4$*&#`BCOjg(aeysh)OjWs4;q&P2V0s^OJpa<7 z1sK-wN>kxI-VUPo&40aQTC@Pe>Z~*s-s9~cdLK)je`(PI3~P9$sqh|e2hscHzg{ve zT7Y47R+CwY_p#LZmliF+u!dKf3h(iD5WR2y>m}2o1sGOmrK#{9ZwJx)SnB*s zixyy5!z)dN_jo&q-Z%gCl4;Qb46C!!RCtfKgXn!Mb^fJA3oxwVm8Qabyd6aEoBw*r zv}gf_)mdpOyvN%?^gfn4|I(rb7}oGgQ{g?{4x;zXf4yW{v;f2EtTYwgEfD>C>l6M2aya!0`Wo`rEF|>g?+Ov*v%!oVmI` z_LT3x4^t*j4wJu|9DvbIewaHqwJUu<_LORNJXP<5{?iVN7GPM5s5BMHGcWuQ=Ey!7 z)2B|8aki;p^5pNr_fw{XY15|0YnOc}e#&7b3ozVA{l+q~fuB;XaV=Va;jVtkK$Q&@ zJ~Q5qM0uYk?kAlrT7Y3Kq0&@%kGF&9eLtycUyBx#m*ng59&hjJ@AB{4M%Vs+Y6dKO z0u1{%Q;ptJVKW){sa5-0y7ynwm}j!mRCtfKBZc1g(;tCF3oz`Tj2gYC!e%n?(<}E^ zFU8~~Rho+2(^OHx5QDdsV;;^+sM7z}0c#?GdMOKr7`&~kKjkdu#bt+3WtV@Zqn@#( zm#BylgSU07ndDEm0kN|I_eoqdWnh{ zF?d_o{!-3jUR-tvRd(%<>8NKc=_M*+#NcgR`%5{Cd2!hxRN1vZrlX#*q?f3O5remN z?Jwml=EY@)P-WNtn2vhJl3t=BMhxE8wZD|Jm=~8FLX};>?OL~cl7%_NT*Zxw@ zVqRQ!2vv6NkLjpqEa@dGV#MHWUHeNpi+OR`AynD5Kc=Iev80!%h!KOgb?q?K#ZbXF4?uQ-$y1nVKt#eC(AA&v)_{t9WgO;`vT{++vv zw5}BS$_Pv_WtV@=0MkL)wLfb$MSJSrKg&%MDDst&*uW?&CsoR>{aMzEe0J^6a?=Eg zd}SmyFv`kFm9lGpmbD_EUHh}#G=U;t8Ho*yvT{hhnmkx-WUluK`}k!xy-X>fQ`m;aQF zgnXhSE_^jZP3`h88PJ?GB*vTmrQ2Wrr2Un_<8_a#s0I^bqD#(A95?3C)$cP5!C(G*|ckQohf0BWQCP8C#$+?Nsy?^eV^RS*QuX|j@ zG?gM3=U+O9>&f!E$5lv!i3yJ`IX7{-{JWfcSWlMMJ?`?a8E8le8(ehBxrx)Y zKi}vat|!au9(V1pYk!h~h9*H{bji7i)4hN0o%67sEU$Z9#Wa|h@aU3r6Q|3+PrAeP zWO?1=KVSZP{_QV%dj7trr{@>{xS*VV5%J&uH^G0W_#b*U+GgWl{C%|d2>BQPSmD1D z{69PUzw7x2DQ6+!&;G@~clQ5KVe$UrKUVmE7yO@$zx6Nvv*RyVVU)kQvu~kTu4mg( zrw-})r=FgFGgI&lQfE)k0@eTh;_Ksk{*wQCc0XRP_7`7|==uA17wGv{Pmk#Nr@I&E z`JYCO==s-YEYS1695$lo-wa%!=ihBQqUV2Gd4Zn)u+WH}|MVXh==neYZbZ-jHEDsK z|NQ=lp8w~$1$zF=JtKPl>(vYN{I|14^!)P31$q|TYedh&TP)DC=&B=n7F%?Io+bW| z5j{)(s|9+NnmnRsncf9@mV04D&kFZ1(6iFDBYIXoXMvtoj~>yp`aTQvthv>Qp0(Fl zpl991M)a)ze=pE8;GahHY&dlRdCu|wB*(iA9=!kG{o9_N0}dQ|$mZ*=@n5#xZu|f8 zPoMVuqcHy0p8vP!U+=cZkin~Oy6J{^43xm>nEn>pO;69bU!$yKpD*<92ktp!4`~TI z3VZi~L-sg8@MAqa|8V&pgAW+ZVA zfEg181SBUxl7c8X3nIxJ2qr)=BIcYGGnhq8m_Y>-5=4xMASju+^;S<+S5Ke$*#E!# zhx^<)yWgp|s^03Jsp*-6-P7HKcN#(mNcbAyJ`Udp+}+{lnbWRKed5fdhO>3IZbSN% zO54sQ`)(t8^r3RLT~GLcK|T8oqBgb<;iG%>?beepj(wkj15X8>M0ii)4<(*V%@7Ar4Vs~B?Ne9uO-_XIQbUTxkf9Kc0Q-)LS__I5GZ{2rDlQtxGq8xrQ z;MC^8TN7R~sQa<42=736bw4^ghbwQ{cX*Tbgo$5y*B(RbQ(j9u6F#74w+77#?@GAQ zpi_=*k=ncW?$@X(VQMXv&*(R-X*eox{GrA2S zq3| z!gM@UuPC)B)h{(D?N%C2f89%`mim|ay|-lQ64IQfQK?&LNU2Y$S83nWA`!>4XAph2 zEuB^Ru{4M{LpAOg_Vy}`Ao~Wjy4Zb7z1cg0BL6eG2DD1Aki zeyU6D-KfkSbiAj~AN=L*V)e{=biOUp*x^#+Zre$G^@i0ORBuwfQT4s5?o##Wsz+9B zLEm-huV&R+RS%c*@ce3DSDRJs%WAW$EvWWsmwuy$WOCH9w1CdY<**m!*W{w=?o{R> zRgbA!n@XpWtL|KNm(spf52kwRRjorcA41mp=@}v`az*Sp=^2##)kt|;9I!>@Eq=E} z-7WUaMs8bU+e74hIoCFm?pV8PzU2tw`n{)LsV5z0bG;hr5mdRP$`e)IsPb}^H>*5f zWol`+Dlb)ey2?9MUI0$(Z^T!(kJi?Pk7oc~mww8T^TicMooF9J4|wo^?+#e+N*UJc zjA7KCOZ873eCCjTefkdDtseb4^xCcIpdS0}vs=vrY93fB;kO2yQfb9;{2Nkf=Xbnq z^!!q(_Dl3{rRTh@*-NF;V~5f0|BScoS*ujqeydVx#xp&J4;kUgs|rz#o)X*9o%V;) zpG$u)?MdfTvvg?b$Wq->!&0+St5UmC$I{8vUi(rzA5uEKbWUkx>7vrO(iNp^OE;8m zE!|nVuk>)~@zT`N^QD(dub18~%`D9>eNL@sap{NBveK`mb(Jbr+N{zxm3FN3hf05` z^v_CrSE^a5R;8mWHLTR4QkzO0D|M~Zr_!KG!z-OrX>_G=m9DCEL#5j*-CyakO3ze! zxzd}JW>xyM(!xsLRrQ`x1rBjvORfbeK zugcge6RX@&Wpb5g={kQ{WkHoCRn}CkUUkQ+yH(wnT5yx9?W^{vdRo=)sCpvwAu;P`cyl;+C|kSR=cO#Q`KIhduegCU#nNI zzH{|Gsvk!8V#n(JtDjwceD#~FKT>^K^;y*yRsUtP%{KePW_xc|d$U%Xb=z#%W*2RC z{bmns_R?k_Y_@o_)thg%`Cm4#xp||_J8eE_^HG~m-28#fU)=nI&A-`v-4?&u;-6a_ zu|=ybdTw#%78AC(Yl~;Mcz=tTg>ezSVJC_1o%#ttM^t=vFhfTDaAkt#{bE#@6+>?!5KztuNpD-mRx?{pr>#w%KNz z-M6W`O{Z;!ZFBiH_iyvcHuJVwz3q941GjIr{lM+VZ~wsd zZ*KqX4x8<;`wk6v=()p~9q!!Wl^quCSY^k*?^u7w9y^ZS@va?T+i~$u)py!sr=~mg z-)Y=V5AXEePRo9~!*37%ZHM2U@!K1J`@(M*>|AB%-FI%f^C>$|*!l6D=j^=pcYpd_ zz2Eiv-KD>q{JRf+x9azQ{C(Zu_xk^f86PhNB*(LAIJXj@jrgHYvo;Q?Am76vv<97*LQaP;Ad_pRf7zi+}#^FFXF_=)d&)%Qb&_=`Y{!_S@a+?RLs;lXiP` zw`G6b^{-9-I{dG<|Mk7UuKU{_e{27@QGa{nZ(sa<%fHw9d+)zr^Y`h0U-pl`{G;VR z&iTiK|M={mTl}-uKl}dkx_`d$&sDqcvHS76U%dO&-M`)A_j@$mk#` zY&i6=Lx&tX`OxnU`^RBj54-8Gk8ABzt97mMwPqY%?eJp`KmYLO4_|Y{p+^im;_)MX zI&$A52ORmpk>4J*$5FkGy6dP#wf|PTTkYFxFF1O)qq`n`+tCZ^{IyQEI(O9hvhLsO z_N;qP-EZpcRj+@&hw3do=73{{9P`vMtLh(7|J?f18dPb}xWU*4?={?^Vf%(RG@RGy zZ;kpida%*5#)mXMyYaLp)tWSKa%Gc`oBpY3kEZuGUDoWdX6H70wfWY~+cv+U`Ijwf zv>4Lj*_M@CHfwox%elw?^VmVhPHk0c)wI>st-ffzN9)sCKX+X9<60kg<8fcNIk3$+ zZQf|RW7{rmA87k)yJOl-X!m*hJ=+g&KfS|t9XfZozr(8I8ytVt@e5Aa|Acc-c)Q~+ z9s6~By3=NzI&`|H(=R7BJn`BS7k56S^F^KKoV3SDXPorr$-A6<%E>Qu*{(~sE>Co= z*7f+V4|HAMtyQ->y8Y6szPq#J)@V)$eyhzvca#^uM+LssXJA+&dsS<@i$`8Myhtt^=PLw8NkQgI+!L z&!?Vo>a4+g558#dg42#T?b_3p4QW2)o}rb7o;397VLQ=3>faf@=kN=MFC207h#N<& zKE1=~Pn@y+8H3Jv=gb;sUV7#?XEi$O?z5|&-Q(=(=lu1Yk>@Ntx8Aw8pI7O;?&nQE z|L^CIIe+m5jW4)w|5gw7&md;`td!+zjfJxmrc4XxxDw~?@c&#!Yx-+ zzhcl8bFQp&<$YIef7Mx6ExNkp)l;t7?V7RIth~0%wQo*5c;clRFEG3n{+ z|8e~l*RQ{!?+vqWJm$tnZrb&xOK)0rbI+SUxTWqblW+agt>bQ8dt1NTKDoW|?Njd9 z{f>!uR=;z^onPP8;jTCCu66hQ_v~`dxO+C-JLuj8_qDn2)%y>-|NaMdePF_al^-1b z;CByoerV>y4IX}a^1hRAe`M!J#ywhkbois+Ki2iJIgdAgeEJi$o|ydPKcBqmsU4ph zJEhW;Gp8(@+IQ-Lr#n79>zQWHOn>&sXP6Sgy?WfM@4eRiwHdEBdi|9*>b>#OjM_7vfAfeppLwg+ zTT|aY^zA9{9P-Xn?;i5*Q|}%6-jw$bd;jT~htGU=)={%w{GiSUFMrtJ!`DA*`qA67 zkDWbhPWw5ZeBAlt1)uc%bbBR*UA`2};U%^my2Z@!o~Z`XNu%-?JNBMS~) z@WR3d3*Y&&?U$b~>apmDuZDiLe({*ExA}VFH-Gu&{%>o3`}}u}zMJ{|iQg~&Vek*@ zmR$7X_CMaVbkC(v{#5s;cb1*7Z1M6TwAcCg6@OT9@5+N$PXDF#FY|sK`0Kh=V^{xS z^?hq+N9EqVOQoOhEtR(E zSSsx}lm7j1qWf<_X5hbt-3KxUyZ>Hf+M%V=Wcv5}aZBi5Hy@WukKR=(?M~%y*SS<` zy-lgq?(kCOgAUTawCJI|530$q($@6fDb?mB$qM>!w#}|Cl{Q?FBNp=s!hDg9i`We_*ek{krYnZ(z4Ry$(EhzhV7)_iov;RHM{t?=#ZAt4Kus zTV${{+iB?R#w(CzxwS=v5LK&&h(QKxE9%!&rFk*g5y-O0zoa9ZF|WrciXnrw746UG z%;m*oMBbza=$0&*+gS8dy&*#kL#biey z%cA{BI!XJ{Nh_4=i;6S}6GK&Eb9&Q7aC|?0d8koq`DXPe#{b|;sd=~9bb5jmP`3gwV zz(l4_QAHN*PqP-~vuJ;sn{pt^S3r^mCNg!3Dza#QnzbmOMf=m-lmk(|0+KW^k*QNu zkwyE{tVQ`O+Mnj89EkE2kfec$Or4^NEZU!DEy`!n{xmn`K$Ne5Bn?bt>J(LE(f%}R zQ9g_Ir@1KyqI?A;X<#B#r>G)}_NQ5k@>#S$%}qHF)FS_s0nSO8#8^|&{(Lq( z^6gGgSnu75OrTjLNZWE90=HBL6-c9tElQ zxwPgCIivcRG7f7h^6#_ZkxjJ2kuPJ&s73xM1DumGiLs`l{rPNoRJ6Zr2BO?#3>me! z|BCysc>drnD05?2Q}O)u+3<)TAHi4T%NQ~$$Fi-A!SM|{ ztf|Pq&xS`f(GEwxj3J}`r}FP>&6Z|$i_?fQCVB8V7k!uGPLcmi-bKwO%jy;v z`R5FjNr^N#=c4a&oTB|ngUiTlvaD`#(f*3|M;R#7B*f@k^j(fq+<%$-PSk9&tZs42 zFJqE~I~RSI;}rRqglA+nSys3B|Hu4OQwrJ*@?mnq(CHaZ$}(IVXRiPUTAp~j8$r)YoNj9hM9i?Z0X zF-}~LuV{b8{TDo&xUu-g!_CIEos6fr|2Ru7H!fio`xF+>f67JB#!PP5W%HJ4W$beP zjHhUSoJN-$mr;vNjyZ8Tz9Rp{^FO#Zxv}`h!_CIEos6fr|2Ru7H!fio`xF+>f67JB z#!PP5W%HJ4W$bePjHhUSoJN-$mr;vNjyZ8Tz9Rp{^FO#Zxv}`h!_CIEos6fr|2Ru7 zH!fio`xF+>f67JB#!PP5W%HJ4W$bePjHhUSoJN-$mr;vNjyZ8TzW+e}UBX>C{LST> zdj16%gak?)9JyhzS3M%cWn?WuNT6hyt|qQhT&y^Y!hj&ed5#ad3_W zbPWlVI3RL!po>=M)HpcD0=k9-N*oZmInYHbbZQ)&V*y=50woTJ+#Kkl6*@Hz&ar^5 zA%PMHL~agr(F&a!2j^Ho*N{Mo10pvEx@d(?je~P6ple8=!~v0;16{O2r^dlK7SJ^$ zP~w2d&4Dgjp;P1F91G|g5-4#%`{#=$uj&^07b;(*A_fi7C1Q{&(q3+NgWC~-jK z=0F#%(5Z27jsa&w@IR_N3?IL89Ih6G9+5V<+fMJse_9GqhTT|)vT4v5?w z=%N)mH4e_PfUY5d5(h+X4s_89of-${SU}g1K#2n)HwU_Cg-(rwb1a~1NT9?4k(&cu zv_hxG!8sPtH6&2tfXK~(E?S{e z=+rnk#{#;B1WFtbxjE29D|BicoMQo9LjolZh}<0Lq7^zd4$iTFt|5UE2SjcTbkPc( z8VBcCK-Z8!i31`x2fAp5PK|?eETC&hpu_=@n*&|6LZ`;TITp}0Bv9gj$jyN+TA@?p z;2aC+8WJdRK;-5?7p>5#ad3_WbPWlVI3RL!po>=M)HpcD0=k9-N*oZmInYHbbZQ)& zV*y=50woTJ+#Kkl6*@Hz&ar^5A%PMHL~agr(F&a!2j^Ho*N{Mo10pvEx@d(?je~P6 zple8=!~v0;16{O2r^dlK7SJ^$P~w2d&4Dgjp;P1F91G|g5-4#%&M2IZk1byQn|S5$8m3m=%{U@j(Ml^-wsf zdUKq@B6nC*%FkFGU3}1hQ#}-ps@@!@u*hB1pXP{jA~?*7OPBbd0jGK>996wJPGONd ztSRMZtd1@|Xuzo+3P)9Mj#F6VF6vKn#5oZhX2qpTe9(YXJrs_r-W;c}$Q{;{@-tRP z7aug>R1bxtsyD|eEOHn1r#a%B2oAI2(j`7S#jwSA2i@p4~3(uH^(U~a)&jg{EXGn#Rm;I)kEQ^>dkQq zi`+&1X^uE2g2Sx1bcqidaH@yGQPrE{6c)L|no@qo>geKw2At}la8&i?IE6*-qW&~T zoD;!eR$RKo2MsvYL*c0E&2b8g++j^AKVx-t@j(Ml^-wsfdUKq@B6m@Lnj_AM;4mvL zUE+fVoa&))RQ2XKg+=bLrj(ztI=c9v0jGK>996wJPGOO|s6WjS=R|Or6_+mYK?6?p zP&lf3bDY8=cUV)(&sZH@e9(YXJrs_r-W;c}$X(Q*=7@75ILwMmm-wIor+O$HRlPY* zVUatmDdlIZjxIiEz^NVzM^$f*Q&{9K>Q8gTIT0LY#idJp(124t6ppIi9H+3z9oCfc zGge0zA2i@p4~3(uH^(U~au@ZdIpUlM4zuFYB|d1tsU8YPRd0?{SmX|CO8FV9ql*t3 zu;@k#&ASM%>pVaxTxP{smOoP{^Wl77p1?giu=#!qD=BCau&~@ z;`xIN6wlw{`CI1EQIW|%R*L7Z&qbMxRpcz5zb;|L^QUefYl*w2{ z&f@t~Jb#dZ;`v)Vf6F{NDl+-UO7Z;lxhRvdik!vs*CniY{uIxjGPh1eCVyM~zy192 z=aD&Eem3NKD{e0clfO){PEE@tk)oJY)So6XP7N%%c@rlHxun!VBA)_JuD1eD8dhO= zS}uv)8j9;*|g{G&ekTkjSUNlk2U(Q`FDN zsW5$MUPuwkq>xoQhqy&%+^K531`0PcrJ5K;3R$Idh+AaFovOxbpm0M|s)W-ea6?n7iBY7GRXT^bMP}ToYP<#tH#DW17)1(M zrE`c|WX7GU#%rK(LsP1WQKXPnI)}JLX56W2yaoz4G^LstMG9G^bBJ4H#+|ChYoKsL zQ>uwkq>xoQhqy&%+^K531`0PcrJ5K;3R$Idh+AaFovOxbpm0M|s)W-ea6?n7iBY7GRXT^bMP}ToYP<#tH#DW17)1(M zrE`c|WX7GU#%rK(LsP1WQKXPnI)}JLX56W2yaoz4G^LstMG9G^bBJ4H#+|ChYoKsL zQ>uwkq>xoQhqy&%+^K531`0PcrJ5K;3R$Idh+AaFovOxbpm0M|s)W-ea6?n7iBY7GRXT^bMP}ToYP<#tH#DW17)1(M zrE`c|WX7GU#%rK(LsP1WQKXPnI)}JLX56W2yaoz4G^LstMG9G^bBJ4H#+|ChYoKsL zQ>uwkq>xoQhqy&%+^K531`0PcrJ5K;3R$Idh+AaFovOxbpm0M|s)W-ea6?n7iBY7GRXT^bMP}ToYP<#tH#DW17)1(M zrE`c|WX7GU#%rK(LsP1WQKXPnI)}JLX56W2yaoz4G^LstMG9G^bBJ4H#+|ChYoKsL zQ>uwkq>xoQhqy&%+^K531`0PcrJ5K;3R$Idh+AaFovOxbpm0M|s)W-ea6?n7iBY7GRXT^bMP}ToYP<#tH#DW17)1(M zrE`c|WX7GU#%rK(LsP1WQKXPnI)}JLX56W2yaoz4G^LstMG9G^bBJ4H#+|ChYoKsL zQ>uwkq>xoQhqy&%+^K531`0PcrJ5K;3R$Idh+AaFovOxbpm0M|s)W-ea6?n7iBY7GRXT^bMP}ToYP<#tH#DW17)1(M zrE`c|WX7GU#%rK(LsP1WQKXPnI)}JLX56W2yaoz4G^LstMG9G^bBJ4H#+|ChYoKt& zBvJ=9)F8}QI!Zn<_GB$yS0q4WT&-FhC7&33vKFr^5+G7*i-Du$6Jt--;&nv=M8?&s z#ZmH!u_tTsx*`E0wYC^IN|)vCo&@`M|)vCo&@`M|)vCo&@`M(Hc-f7a=K_Dg%wKmGEmKs#0F`wfkGCO(?t_0tWc_#fog^%Hb{dF z6tb9{E}BSTg;Ko?R5K*8K^knJkj3P5(L@R>lUe@vGA zxFlIh^2a6g2fTD?vTXUXWW|aV$(l85l8qbIr^TZjSJt}qYm=Xs|C}sawk%n*dTr_# zuc%V5NU?{KOWnAE>R}W*S(A9@->_jrvU<&`bhKy~-18ofb=FA}PW^qlH#eFhlh+piENxShIEww~v)8S0?M%$@K+6*dz^o+DVR<5A?5$$GmPMk4kpp=+fe|jC4F8wiC zN%gE-m)=_vDAF9At3n(iGZm+*dKsu@$YO&u*gzqR$?2kr6jmtJ%Rn_l5*wt!1`1hB zP8Ut2utKR`2C5m7*dPryP{?9(x@aPW6-xCoP|c9U25GQ?LKc(LMH4BkP^y=KYV_P( z#m~YOKQHI|%+)P^k_JkN8|Z$d|C0+&M_5bGGCY6qdxy4*d)9tbW1yO$hz-(U1BEOm zr;8?1SfNxe1E;O0-(37gFa2>T{l2dHm(O3z;wnTF8P+SBdKsuDZjxeyG}u5Pi^=Jt zi4;~S)yqINLlPUL!3GLhOimX~q_9G%UIwZelGq>(Hc-f7a=K_Dg%wKmGEmKs#0F`w zfkGCO(?t_0tWc_#fog^%Hb{dF6tb9{E}BSTg;Ko?R5K*8K^knJkj3P5(L@R>lNP`U&vY4DMnn+=VQoRgRGbFJ=8f>7D#pHC+L<%dE>Sdss zA&CvrU;~9LCZ~%gQdpr>F9X#KNoGq5~EtRll8|8FGsFDdmBT_YH%rj#rw z&k(D~Fsi6u@>1kqGQll`6xA817B(QGm1l@mqzNEcv_Hv9(f%Y8+(JlEoq=j$12S59 zhFC?K0D?vPle`q|Pcp$RgcQ{os1`OLqm^ffRip_Z_`jk3VQk^LiPt74p42&M*svk} zHA)&ZXqYr0*`#UHq}8#lk}h3NN=A(uolKiHjmI&^+KlF_3_C!c-xsmZk~7T^Ef`TypdZz4HE+b?1%dq3&fqepV_MHeMAXU+U?&wuv7|CRH14}$V%XUhWveW`Qi%t<<$UM!YYL@?*`hWTLm*kBZZzj!~ zH&4cn9h-dc!3VCapkz@bZz9F+$*ftk_@2ep4&q5soq=jvP8O7Bh*e}5^{-z4`SZU>CQiIAIri9NlP8{hg3f70 zSP*GBHKe>8Z_)lWKS72_QJsNmQQpN+o*`C|!glgsz5eEC!UBwzQ$xzg@fO!#^Alu< z6xA81W-=ba@(i(x%)}J=FY?bB_}~5eWA28q0UIr+h3oY-RE5R!PqOxZfBlhEDUB1X ziUQ4h9uTHHmP9IF2x1tGbNCQPYUq*8^Th7bg9 zRTPBeGMX@@UXe-_f*L{)xK&XQlFMkqlzK%fRS0SbLEu(JK}as62~+A7sZ=4TAq0V2 z6$K%=j3!K}SEN#fpoS0xZdDY7$6{%Dqs38P_TNMQ%xr`=EsaK>@g`kEI1a4Ingyb@sFr{9RN)>_{LJ+uB zQ4o^LXu_0wMJiPYY6wB#Rz*QbE~5!k>J_O}A*dk)fm;;?A-RkuOsQ9-QiY&~5Cm>j z6olk5nlPnakxCVU8bT1bRZ$R<%V@%sdPOQ#2xReE9IBAN3C%cieGFH|jUP@rE0duc&_=@5jq$ z@mF6ZH{X17a^+Q5ao>;FMOIWlbBM5--u?dkv(J)ol5c|e#y z{`gb!^7NOfA9+;r^2;wLOO`BgAwozCSh#Q@_vJTe(16ETW>ep{ew3>~U3oy5a^519 zF9bDsfcEk9GtVSP9(g3Ui}z`)!F?(S^5KlYM1SF{ufCo%Zqhh8?X)4un{U49S(_*- zaI2!gmy?5pDd#Ox=|WIL2m-e%3Y3ib6JJuh9XD=Va?d^YCZB!!Df@&e^@`L$A*dk) zfm;;?O2+%+-+c28jnAEuw5I#@p1bd+IZ$i${*ih`YG7QHx&W+u1@)0md+DWQ-+lK< zMvNGdy!F;w0k@nY@lvly6C!g z5Y!NYz^#gckX%L+rqnA^sX|ag2m-e%3PN%jO_)-zNTmuv4IzO0`s=Uf-=OZ@x+lNV z+=8%GhJ4JESiJb_F-z!(}^IpBZ;=$^hOSx)a3RCNAfv}a1aB9*s^`UAHr3bdF! zAWW%Or1FKJh7bg9RTPBeGMX@@UXe-_f*L{)xK&XQlFMkqlzK%fRS0SbLEu(JK}as6 z2~+A7sZ=4TAq0V26$K%=j3!K}SEN#fpoS0xZdDY7$6{%Dqs38P_TNMQ%xr`=EsaK>@g`kEI1a4Ingyb@s zFr{9RN)>_{LJ+uBQ4o^LXu_0wMJiPYY6wB#Rz*QbE~5!k>J_O}A*dk)fm;;?A-Rku zOsQ9-QiY&~5Cm>j6olk5nlPnakxCVU8bT1bRZ$R<%V@%sdPOQ#2x}BQu6-HnaNE0d+*(Msc-qU$Ta_=15q)_}d<4!H zG6I_o!uoMI-jdK*%8$u2GEQ;cdC7b4W1PY=L`!Ws_5V!oG{64Zt4Wh4O_HHB_r{M? z__7$$m$zgNRcj6zPD^b$^~WWN#h1m1zPv>^UOHdM5ZgwY&+rS)8<{Wfs z?gMj?FN+a&AaUp@lm&J&_yd@yA@-vMK zzVyiTo*`fob_qJE!&;93{?=L`fn`7gNt zeD>wp;A#|mQ9m+~=A_8KG>d;x`nJS~zPu$a!udi*U@P(;C#^z@&m|-J@|HNz`9elu z`yb1{Jyvsk3KcNXYI4YIvkqHi6css*!4#rUK~z#vze^owC`^;dDPV<8!!Vf}6`D>qIt1mhGl%zO%8Sho6% zZt7B~pu+kqt|BZWQ>jr6PoaYU@%k~J;_GxiMH`w=ao1gLoPv)qJWO*=fE79om-fEk zaSEDGvCqEgdZ2AbnksDSxaE9!SCVM47G7Y1oFRP{Ds`{xMF` z=D5~LcOIvp`4n2M0<9lw%sutglS%8=$0dUY4^BR!aYN5Hr=u_|L(LH|JcSCFZMA<_ z`;&2s0}t4r=4oM^g630bMGF4Q>i20dbtzO()K3|(+4y%||04gA0h3*Y3X1kuw7=s1 zlUoICA-y$Ngtv)d0aoZVT*FhSfO%Fc>UXK*oY=&ej2cE{jSZ#{g$e??wOSmISaIHp zIX)`OX1z?XHCgOS66CxUbA&4`)w3CSRf*PQu@V$GZ^axXr+12HGxDkut;u2~C~)42 zIZ7_-=T!J?G4iS=%9<=zf&%BQn4{z(|C|b+Ek<6|L|K!?N>Jdu6?2qaQRTE`R7Arx4^H$7J^8dH_$9xK`*IkF^Q=EPFSvpR^ zc{9nwTB7J%9!l#%9bM<>wb-!k z6XxL@M}4|?)4ETqH#wi8{L$vs&+{p!Vcn;FX+A|o>pr=o%O0aY;}B)pdG*`!EDlS9 zmMt-6SWA}8dYKBW$zofU!_HeV$46z^td|M4CX0PZf}FQvj&S2_aa@^TYqHpvB*=Ly z<_LGw_49lR8h7CN6tqVQK6zzhPScaLj|0{!Je9^N=9u{uzQzz`kCyc^6C}0>075D>UlxK%id?HoX;>6DzE{B^X#CBPoxVCHD?o# z^BIOh1vY?io*gvtiFBc%=4|3|KEqI`zy=V`vx6o+kuEgUoJ~B=XBY|<*Z{(LcF@Ep z(uIbavx&#~3`3y;8$dYE4x0Exy3kN_Ht{&0VJK8!0|@8YK@*=y7aD5LCLZTA42248 z0O344XyOy;LPO2j#N&L1p-_PhAe?6hO?)C(x*>v+K2iv=AwTb`wL%i!THI94?ReG4*!r~OaLDo%j>Vd zPJ1w%Lwjx9MEeXZWV?KQOY=;oP?^}v^@+zH=XIN$Z)37<{RY~XVG2-+QwD)y? zTH9!7a@AE=(z;o%P#)Ivd4B)>_w=6c6h0>Ghx+Zee(uVK4I7iU-+r6cVV}h3(yLcb z-dkh*`0)wOAN|Afe$rB!XP$kI&hIK-^~crx`_ ze@!ud9}zhhcY(YHg#F7u{P4r%h8wP@afH+8Jo{0eM$#HzcX0j=KjH|=&3S%41;yan zVUO~=X)lH|&Nw~k+qZ9W%D_`--0Q;R@y8zL^+{x16|A@N8pbJ_H0AQ&d@Fnp-ye-@ zci0d5$tRym`q5fs*c1KH#~!0Lb_wTy(7=Jbr#G$_)_`#l89(^~fHX)UpA zj=rLH_4wmY@E+Bue<1yhqBi*uwWDw7IwA&ptjzslF1PiG*G{B8rf2!nA~b*g{ABXv zN4SllPPE1IXe}+gBaQX+-5O2qY_j!>l?$Ykz}_a0QBFpW9z|nur*clOp!L#l|Ml+G zo8CQdL*o>8(RKCfK4EP&feqal-Q{ z-2N1PJ_VR)XE=YX=QZiN>yy)IO(@)Z{ir<-A3lQi0iMWh2ltuOv7YXmufJZLJn+B+ z$@%AB!24<-2IHl7-gyTf6Q8d}h-Rh#@2{^GeZ_N-#*7|AV>JWmei+F4dEkKulOO0_ zUrYOk;Dckue&8?C8h2M-c_r_`)0g(E@7=pMtrIjNx&5}==w5L9gG)`T=-hDqZoKiv zX;@0vEMt(U-Jl-s5x(W0F%(J(cp&hu7pf@4R!9 zhaP^2o-vE0c$V0Qea4$J_+Cc4#W5l7(o1R2o~NGT{gW}bE&TZN7yFY>Je7>4nCq^a zn7sS$JM#Q?%jv6mEYC@rLJ*{bBC7{f?x4yY@-Vng`OpI!7d(I-QsdA2yuVd;0LhkEktP zOXC-(CZB%#8MoPa^XDbEQw*;EEA+gcI&})Q$MZPnk?eVO`wL<;)t;O@_jW=Eo*0qv)SW^1Sd zSBQS+*+CGWNEZ}pS`hP{&oC4!umK#CF&I^1L^@Zf89E)W^BIOh1vY?io*gvtiFBc% z=4|3|KEqI`zy=V`vx6o+kuEgUoJ~B=XBY|<*Z{(LcF@Ep(uIbavx&#~3`3y;8$dYE z4x0Exy3kN_Ht{&0VJK8!0|@8YK@*=y7aD5LCLZTA422480O344XyOy;LPO2j#N&L1 zp-_PhAe?6hO?)C?8Xrv_vLR1YJI_7~(M ztE76-{eNYEwLX^ju)t|!zl9S|JTYn1s1fgF0UOp{dWrg* zus(R#u3f3mr%%$4`eu9d=*isEXuRTa>hA|{F70h`{iN%8@88{b-;>H|oOJ2ZC7DS5 zZ0PGi|8W~yZy$RbpbrRR1wDK9;66t5*WZ8t{Ykxg^|;>x`=p{w?4#YLZQG=A7 zkG_{))DML|myR7fCMQzg)lE0ul+2qqkB)XD?M=Eod5n&yS+f?jp3UjW$F$dm`?&L8 zxNrgYsntBNW^(Pd*Cq?UT)=Mh)lZ}I9653%?b7@3&;4=PfL?8 zso(PY>u*T*+i$<*I_le-KYu=#v6AK*Jp0VE$(d)JMP;0voOII3+{cT3%R6>Ff%|08 z=e%_3kI9DhZm;Bf?!7zNYp=c7hy9GvZ-YO)Z``_dYwlmV>E@dg^nJQH85KYOUVY`& zWHimI>CoW>uD^HhUfgeo@e1^n9!P7WV}EtKkM_H?e+kBpuoerhG5TS9^z2FTC$a5D z$}iS}N4vpZ4X^V46d0!{v+h&c%;folaU%4e@3YU|%*Q%dJ$iKKK6tc^_8r>sxlafPBNKK`MivdXaD{8=WBrdR?zo|`Y`_U&9~psxXS0$CwFUt{djTA@b{)Mp_3`+ z*n8!&%O>!;TfRS-#?feQ&&{{o%>8$rI(ABW(mD3(-IL?d?r**2mgI}MbGe@%`*+l? zU7N23+P{3z?|t>P*Kqqkf$Hf=_W{a5eCHE8C6``uDXmX4o3581S8%auVx%Bak<+{H zxhpyO}KmS^tWkS5jXp&8OHe+(&yY&D(g2`qI&c(H?M*_NRV)oFmqW!~HvK_;9+f zKH>2g?8AaRT5vD*qh~|cE?ud=lE#espF%n5%(=yWg8m?y@0 zaR1Etcn-CV@pP>^yO>k@bN-Nj)NwPl^|{mr+<(Y1*Fn#|zEltH?G`Osa5;Ex zEvEfM@chC5k^l40AIazM@`vYTcYdy5-11TCtHoHH`h2=b=PqY+EL!o_A!2l zc=R>5Y15XkjT^_5`EVO)U!k99yz^OlUZ2Svv=JP4*REZ-EZl#ne=+qLOa0ihs15BI zfj^8V;+S#&V@wM3u&@r9|M=$*)@7RU#teRD;#tvyp3N9rLu|Wt9k_q~!3Q7UF=tK; z6>>d|pJI*>?pr+H#qP^@Xc6sEgz*zxmxB&II63<0qq#j|++iU-Q(mFx9G+*j4y(oE z!YJzl8e=|>#$flMIYL8*4CCiNelKuOb?QXF6?Bh|9C-ov`>$PtF-#hRU%!^`L(KEQ zvmP9@d;G@W_XX!QhVp~4*-brvH_{#%ztZ^K0}nn(zg2_je(6B>O%K{HsxSX;;yQGq zX9S*w*hd@dK5a}k@VFcHjym(qGx=Enp0s&98!-0~;|gwk$>*O>z+M_E4P*S6ABFo5 zM-dQBp&2`K!>^E0)F0#{tE767|F8|2 z2Im}_HwD=M)k8+n{(^jDl~gaeftXvHotnA z{M+jlhNvfN7Trnvtsxa$^`d^spUoEI97onHx|8i1agyn3$R*x*3aTucR ztXXs??YD*y5SFv~T0OFC#$kxMvu4qqwBH&+Kv>S^YxT&o8HXY2&YDGc(tc|Q0bx0t zuhk>VW*mm7+nUjzg#PJzwC)r7IKNNlQ&^7F2#J1S%zHSj)?xJS^jl=vn9QO+SoAIO zI0elUzz2PhL+QOv^qHgIA7c{JUw)b2sl>b7$I_nM=*s}_C+c^3o8GUy@S=;78hh=@ zb2adeGR6wSua~`j9`S_n9$Haf}PwtIe}1xN^&08}{W$4G{Zfr-9Hw8tKHQJ~{0lGgd*;KbZx{J))#_N9oAD~Wzq_2* z_Q4*>d+k+&`r&FPy{SJ9$Ams9%+o;MWc~W}lMeJwG2So6TnYQJ*LEYlBm5)1Cq43l z3zFuPkCRXC%yTH7qPZjJ&&NBu=y%_Xt_zP-P(M8SdVgB>Q*!aemrx&O`=mSd)7^I4 z?R?&k(z~*l_kcCG8aHgjeOXJX4;1fezfOI27;C~iw|*aO-?H6tx$lMat~uuJ?78Qj z$x%lg#eGzGw|MH*shr#1^xi$@X5hW!FBdK1b3{JT7l!ehBWV7|DC&DhTY2fFX~}!^ zKJ<6gKaKez9jOl!$A|eiPtv>4cvpQAU5^u}f3aD!CiH&r)jUT6Im0;5ZS;OU=J((_ zj2%0c=a-=UU4Holy1or)zxH-)!~4+h&-CLIFH^l3@A&oCRovIsmilusesJ04m(g62 zC;6VZ?6S*f%%wwe*rA8gxXks*LYmKkkG)20NG-S@o}gpyNd2dE>(=AFWgdL!A+8_& z`p40DKuv0+sOKK)d&C@#HEY&#-uh90HQN1!^zJwAgQuTol0|;klzj+j;HtPk4&DXwu5;nuhVAOtc`2A9@)SMW zMp1us(`HSRmdCc@_KdpmJb9SrKQw62z>P`Vd`t4&^Uv}8D$JQ`+PoR{C->uPisYeR z`mVd~N=~9@VyjlI_BZeo39C8Rh|EAN}1p4#WtzDa3FmfdC!GQkZ z$7t>j#)EL3&Y|(+1`X;nf7UEFN5`IjwyogVf@j;2haZu)*>QXyJV^6a&ZcMlQFK3J zOaad+K3@8oK{**RbZByP?W1^3#O-(7$9uM;>{UpT8~X z**t30Xm?LN^E5x((O2K1S@Yy98n^r5hb5FV{|wHi1#A3atiKD54K;7xl=J;4{VpNb z7zajKHESM7a}D=M_orCS^HDJ7it#6m$DeuTS$vJ3f8lvQC(z_aEBRop;@-zdxN$=*am7e-S;Sub41_e@n2&B--E2G>(UPZ}(HX976vlIGWl+ z=gysI&Bu@Fo=7;?xR3E$hVhbXuDOPP#~mlonPp$$xcP()8<)-1Y{_S*&u z%h`Ob9$7ZyFht#1v*=FRZw(XBtL4nx$P zHH+?~{niiy!g4lWt4Eg2I1EvD)-1Y{_FF>;2+P@gtsYr6<1j?sS+nR)+HVaZAS`F| zwR&XPjKdIhXU(EJX}>jufUum+*XogFGY&)4oi&T@r2WW}OU#meW#aqHKTQcLI zNK)wEq5KK#u)ybB6@B|~Lyn*`@VD`~I#NSmFX}JyPYoh!6LCu{+MmlwasQjf5oA17&V5_%fz4st-5h2s#6Q8()!sN`_BhCcE%uOl4FbZpaaI2L3j_|Lytz zamkOo_H|wAJHUD-7&pj%?D?ZFqBV^f>__jOzCr8m;4|xk5BZ&N^nqdx4CEB=uA)rz zqo98f>o=fJ9G_QTeU0Bw9WbCj_1%9-@20NjcbxCL?>>HSb1e0@;vIH;&@X!j^_gK$ zRMd-pvo&j0>vhBWKp3Y${}TEfKcoH%tot-&>J;vaMnC>}G!Fp%wNn55`3tE3=d$F` zLl2>TvC%wEfd2o-slT#$^XB|sDf(mNgY#cV$9cnzH*g>DMCwOfNbj^`{f+0Je?DnM z@2~fze)AWef5A1U^!j66BJ`slN_~>(TbWD8hH;Ah_S-)lr$MNJY00q#mPYj9Zd6G&gOn1>_Ko3y(?dX`s2}mhWI(Z*U!xc0}<7!=m^ z!F%9z09-jP@ps>T&+qOZbkIT6e|83qLA}L&&9BjQN8d2kVS1C+x8Z>3m|X1`Uy*T& zqmQn`{qU=J9TDe$jmB({ug28Behw{nKQ5)Uik{|v>rOOIg5%15 zHoC(n_D1gS!#L29G!Apg#TWB?%Fex!+WjvyPBS5C)R5*=(0B#*r@+1P4ZX8JhQ=Zr z)NjCjecylo104gEM%N7EWM9mi$L~1f7%?`L{n+|toC0GGSbq)U6w7~JL3`J{k+h(( zI*fI`{nk6Ch>bixhyLEZ_S}od3un)s!|Od^j?kfp9GYB%`AIZ}w~_LV5BhX*?0Bae z`NB9CKIQ)Xh4c7%#mWTlWMj-@JoTlnra39X#kx{=)0hFqE60x;PwODP%Wdh1BMzry z8IydH8ISy$a&-ZX+2PrBDXqVQ_rVv@dQwu3xU@fTBDl5rU96(nn9;U4(<>u;!Ec|daHQAhGRWjI#cHy6=-0rV4hIR1E=gY+)t zeYHClb8PnhgA>;aYYeq*+lKn2Pt@l>w@0cA^kWvuKO}W3ZSrfblEb z`#2u?JoM1RJjbTqG4=R)D9^vsXpCj=y=x@5&^_}N%@@Fjqv#8Bmrz!tMh$7M+%uea zd(5tEBGUiS#>S5y&;9XO2W|n~3-ZBp3H2XNV@`YQ>BcFr*3@E}H!^|7FzVMoCc*FJ z*Nea6vhe)Hqj=T_v(j_gi+?M4UIY2UkE=hlISuDOZ{9q9zTvkAV**$c3?KadU~MYA z+kkb_@cYk|r{6Q*pOs+!!+q!(apjd)@LV&DQ%s<7U5poY?bOpTJCZ;merHs6O0~%fmR@@SM{c(mTqUv;=dvsb4{Q z+(y^942US!P}I-auqn~>75Ue+#Gq(@`3*-~5ChGfn606>|MJsV+<)3qVo=x8ec>iHO#Te=rLcbjP!N21@6KpOezfL|weJ(9q9-Hh>a{^wccP{by zfckk(q;)A8(l`a)e?%k3`Wwele{g+z-xmGbSdSWgF6d9k`~|$*j`ifxFNOY6ti{6P z6f{R*{J62fI0fcYV2lFmYoMPF@AJyP@6i9^=2K9=8=Z$+_h}`+8;!Ljy3o2M&pi7K z?=j2=OMxq?uX)zYnbglxkNan_$HVgFKl2=o=JXEi>GZy{9j8DX`cZG9zE-@ej=2jM zr$B!r-V4V2$yZQ6^$+x}w$yT9i2`{?9> zhiD%Ts@s3U>yI@=Fz$l2g3hD0QL^=8y$-CWQ|s_rJl^v@&8I*=_chdSi~b|*(SUxn zWi-D6W#JEVOx}LyoupxdhRKQ47m2wC*hd@3-n2<$nolt#c?-v^%}haRqrUBQoC5nb z10;W^+Mk<-nGSgC0N&J{(PEGL49`z9aPh`g-_kw06BNGFRXEd_m=Vg zFs_d~=AXEq7=6@kZ->_0pO3yWywi*|WV+LuBOlOv*Rb)24tX{8i=obGG|q#4IxsH< z`N6x#Si@)<%_ms0^hau+_i?{5-b??G&O^_Z0Q#f9_+l=N9 z-dJx5V|0X&a^BwSBJJvS4<(6A%yyOe&)5pE-`t5N|(Uy>-=#w5I z#*Og&!FV0kyg`2_o+ncOTAFL|^*3MhJR_{d^fUGGVy!#8zrJw6!gSop6^1)w5zXVl zF=D+Sto8FPtrdoTd93?&-~k8Fd)+51w=u5;@6}^Y#anN^oou8r56q`Po5g$_Tz`ydxKDbMdEIxLt!Px%1&O_8xdTrWKLC(}F^ zjCW#e9%GYhO^$Ia*v|%ggkWsvV%ob2YyP>9X$|Qiqb;3$au=S9bQ_J~ti?Ed`aw?L zp=T-P*x)x8W7^A>El)oCGkN48PL74Y6a@0uo{Nys@ z`fcu98fhIcYRg!^3-cZ^eu+6UD`}4;eCE#mg2xmZH*S*LN@Fx=pSBFtk2S<<(taA) zuV^~ud=cFT6KD+eC>ra-yrEBN{M}!&jXb{&b8Gh4eGi&r@ho2#{Py9#nn}Oa_??$= zOdP`+x?iSDnaXn*F;0PfpmYqG3g*=MCV`Oj^RJ!1uybWpwlx&>7x|}_W1ECFq@w+4 zT4IpqOdXoF2t*WXDDFSbhE0hkuxNjpmKgj$-2UVOyOYvWBeP-!A(u7wIRd^zs@DXG zl#;x39_v@EK-k8>(CPR#ot>sPEm*v7!n>G(FDKoh%2DalLcv3|u0gl!BA zosMtg2{f^bl#;x39_v@EK-k8>(CPR#ot>sPEm*v7!n>G(FDKoh%2DalLc zv3|u0gl!BAosMtg2{f^bl#;x39_v@EK-k8>(CPR#9@b=kiaHplpm(9s=T`pXBC$qJ z6YA4GoZd&CL1Pd2d^juJpMu`ueKH-VKtIP#H{Hm6WlgAWx+je>VC{OmJB_gntoM#S zGwBaQ-zoZ$_oDYHv3|`b)DMFX`hqb|aU8vS+@Jb>=gpt5{S`PO^sC=bahN+WYRqVw zvw(G}YL*Ea^MOwCK&hI?mPkX>FqrO$V$K0%Wb6$4? z>*(9hm(e^Uv)6On~V2Kv7Qj#i*_H>fiZPc>=o0oH9=EB)ZEApXYQ$R`}%AvuEjyq=@^8{g9V&FHV% zv<B*EgH?hP9v1KmUy8U|d9NxYXwL%+c41kDR~fZsf5Q%s0WD5cKh5Zj1f=ME!;@ zz4TI2o9aG?-fcyn++rGE!uzs^Q=ikZG-fr7))+w_JZyN!egv&mg?_a|XnpubwD!s! zcif(=p!IX`o-Ee3!am(@-6xkP)F((J_87+g6xciV2FlsO%z8+;ns?Is_!w6@k;W0` z&zr}4VB;NQ%#%TW(f{WPcBNiHYYUr$O~@7|AP z`Lo7aYZzBTz2Klr=a`i!3Q5m zFjwO+>YMFH>#bn#Y&ma{&0DtMb=9y&eEE;7AN#rUKHB^3n+&JxjlN#aG1dJG^`U=4 z{mReK+BaDD2;*ND(_EmTLx<45#_f_lX`BLk;Go}eHTA`QPGdXR7q=;0lU6hahkXOE zra$f_>?80M-VxW2tKWS)BQW+=c>dYvxWD`?8t=pSqi;{+x%7sdeZr1p8$HCOYT6Rhdql={$X*FKuA$@%o0_>Qjen&cH4>*+~*wqQ*11e!lE zgwE+w8c#)E@C>>?xgXUX7FW8S#$z!S`{s-{dCjO>X{--(U2vUo&KRF*PU}lyj~sl~ z)7S>iyA$=#<5||ddynLF+M6C@agWh@O4vgI$8Yz1&|E0sqIjGF>zehY@dM1U!MF)N zpyBy~{cno+vL_6 z^I5={-mSOXoE%JRvtcY8d(qrZV*_<*enmH$8!&I~7oNEi`%FV|EMEr9W8nm zA_nz`hw8L>^gGgk)(6CRDDLm<=W`lgyOhQ{4xqK4?xyEHj^~39Kj7!@;k6FudmHz$ zeg2+C*96ZA%wZZx&mycDm{&jQljFiQ!nn}gci%(nv32HoBoETQ8O!O}C-Jz)YtuZ% zw(Z*`Ptf{g8k`=0N*!MMGQ_4_1(ByXf6k51U6?Ab2@)xp^wN2( zU$FvV8v{e9wlOetI=+o3(8MlMO7hZqtY5JLVH*QOr{mjr z0!{29r6ez%$NCj35VkQebUMC`C(y($QcCjDd8}Wt0%02iL#N~0cmhrABBdlRoyYnW zD-gCZFmyV;jVI8=E>cSJ(s`_3u>xTm14F0d+js&^>>{NkFP+Ew6)O<7F)(yGzKti) z#4b`w^3r*%U$FvV8v{e9VpX@4TI63c;Zvi@QkMf+ds$tKsSJg`JW_O#f5}9Vf60V2A<;!< z?WxZ5DQHcYx^?Q&IK^4%x=&%llTh@DqR#^R6|`*GlGgfg>pH<2cJLG{?R{(y&&pR-yYU|`usD$KLz^gu)hQ5Lih&aLb2Ws_LRjt!ss7d zzKrHm(B2AI_i2R8r!Z+i88=*i1Fz4-`)HGn{v+(;iS<(MrLhusOio1KR2J5c(RH8b zy?LxZh43rf(k3zqo zxdK?n1=k5YjLCRHSOwNw$DEADjc8v6TBF8&eEk^n!Mf#Gd+A(Sdj|6b@D4QgGQ~T| zxaQcG1AFvBqTh~Xs-wRQdrJJgd#}2ACtUaJ zIbeJWV+iPzpG)UFe?HBppgt_@V}dy#U(uW%{ZP@^PXp`eA4z?O?l`;qW90A4S@wN+ zT!ZoBE~EJ=^>|$*jBD{HEnaIO@W2BPaDOt|Hr{WRdjTAb`C;uHjKLr$Zr!If+`ii! z*Ou2#*e*C8A$*0y`*>1SwM;zF(m`%L%j;r5Kiy7^dhAJ-6jD}PI4 zNJsC-K-Q_HO9Z@x-JHjaA@Y)zZ>JF}8vA|9jAL z8|6Mi`~0As3+Z4v@`38ahu$B+@vZ#4rO+J4fFX88gzyIVuyx{x`l6T&H zhsS5Gr)MwbN4Whd(*Ee2^T#+J_J6@WfOa&S_NSKv#50!Hed2wz-{Elz?D=u-IW(Vw z#(iI+FrW#k?G}|4%;&=XUu3H(%q( zBaY%Vj4*#o4>m1y-u(GAzw27g8Op@G2|R}}r|D1{JHazB@A->oG3GH~EvDe32b@}2 z-^lwPz4qFxJXX}cU3(fQyOPINH*6q68iRRLm{*ALVOb|oi%Y@0dGmPO6>FcNy)62Y z)~T9s1+V*b_0`wVUfDAD(AEFmyYEwO&*VKgrqY^?7%RfF4C_bUN%sWiyY%nZpXc)+ zpZLRgA@=yjnr@iW#^bwsAi>${v8y%9V_l4?3`LnTgl}Blq*XD<+RN%EnOSZ$@Us`Hng+;Eo^?62cl}QzMJwxPY=M0t(`YBl{+s9@T3&FbUQ`%UG%aotZLcX8JJ6!+-U`F@Id;)}ui){n_v0{6}0 z8I~eW@qLL?yu;!Ywx2@orx1V7E<5j{KKR8`Q(%>kJr9Nw-aGd*Ex!F7@%_lNU2*vp zdTu=4O~qZT&X1CKUmx)aoMnL&XC2`@kcHxl#hFZa{}k`|=MT<(fKbq*Zf|2 zA3C@E;Dd`bPVqK*CmDXN$I5;RuP=W`_<0YPJ0$QvFMQ1X_Gjhp0i4&g^;TP{&lP@n z#1Pp3S=B2Vn6_z&?x;_hpl;f{}2d(uf?*7o7M zyH&m)&PYQ4!@2AD&bP@k{6_BGfFBpXEn;M6Nvs61t3$-+t7q<{c^Lj;_;8<;vz^d? zW@Jx}?Wd6YDMUWlPXWL37iE0G?|t&gU)A%k`pPa*F{<8E8{({UfdFMs(9J!2oglRkTS{u^aa z0PYXD^G=*K?;n?(xkRv9xsUzp0Gli@W|H0Wp*IjqLo_q9m+2aDg_X#JSpm#Z6bM-a)yMIac zbZDGH-myn~LVstGBjz&f-@?1wXPW%;LMmaZaJM{-+?*Yzm!rdx3cMg8k zPsm;z>{UV>7GnT=#o%MbIb6POw^{k%bg_tPjFYLoXtOv0`+;M{xcOBR{JNAtJ z3wa7G`YhrJhkW`F<*hW4xxDL+*ysmkZvVyw8sCyzgjL(Cb#|55h4 zU>^)(BIk%a(WgHw@fG|I{)xIBA?e>_4+*~G{GBY`br<3k`dO>7V8ki(+$ZUCs0+`3 zH14O6I2!hv;7)VrM+*P<#WJ7Z?sN1p%nj#DUqv6mSz}W&ulx5X1$7?%mc-Y=gL_3# z1|xLr^T2}-bZ?WsxX12$=$^jHWBiCa;|^+_3uT=_oC2{v_~#*i>^tkvznI%_FA#p~ zyJbw^?6OJiqdl~QxB&Lc9VE|$yksyb zV2_I4Px0Sh)BD&Fr-(a~v~;KQ?~!sBIPMC^eO6d6aOM-6^Z3BmSV zR88s<^0XnAOr=$*&!?0DIUy+jzQ{E167qD6snROc=TpjnoDh_MUu2ZONWgoDr(;5@ zvXZ8UkmQgs!~}B%go*NBhot(Xem*2QBn&aZTmfOC{MR9=KB=D%Ne&4^OfXkKm?-~s zNUBfj=R=Z1!VnY86%Z!Me;tzQllu9PE)7t?57aF1bl*ekM@N2;rlpT z&adBktF5~WFS@Xt-5_xaIrjrzM@5o{-oz}&&pi_&&qqfID-UdxZ`{y z#2nrr=kvgy2frNrfqFj$_EUW2zq&>D+CA2IAK34w&^U#hqvLnjLSVX|;=8y6V3-Omd7`(BUtZ1bLO-+lL0pB8+~`0jX5`p`oT?e4hij{18D zgjfLHHODzbXUMy)c+V5>(c-L%x4z}A-FfGpt7qBdLXho^H{GbdE%^HHlJlA3+$Y>m zA^t7+^WlHNJq(EDtdN+E{P@l94`1T@er>|LWwEPuBO?@!mh~k;v`Czl-y*aECD74gbR*{wOg6xocR??uQQ! z?a#=0={VO4K2Z3c@gMhnTz~y_8pA;QIQQvBk%682^yzZ$Q~o9imM;nUo+G|s_~LL^ zHSR8mkI-?h&bjBFr|11(pUoo@JApiXKgC5CU97&bC?f#&!|WjMfA7El{(Am8&SvrN z>)#!BZ{Kv|O966FQy^XZrs@d}lc8r0%Eqxcc)EgE+5z z&tt{MIVF9j|3NGReH;Eb+|`Z#J!$-3cir`Jp3i~u96QLp40oE(wtOGRW|1+Z@n^BVlQ;Kw}ysQb8M zkJI+|KVW}3L+L(!{)G!aqIX5(UJHy5#GX)Yl{`1b6k-(bm%S2*Q((SCeJDFMH6?qG zX1kTouGBm3F+SmI#qQ_P(^Ph-NUH-8Yb!Tara&;5V{ z572vn(Ekvx!FRe)&MNBv{)mg*@QWMNFO9u$zmho!=RP4$fmpBIX_8xUxc9{*i@4I^ zhaax@;h?YM`I^2czccO)`JJ4}^hcR%;ID>!5Z^_d0_|fRX+FJXY(K@7!aq;%r})#| zh&kIQpZj#n@BMxXzjOLEaz@vsdbfS<|JW0S?~1d!5CcMg|Bl3*5I4f}-`Beb2Q4AK zd*+#E==q4)mxHwepWath9B7CmV(r1cjlTR57r-4)msI>*==| zBZizWx%3j9C-7V=Wgiyii)*jFPUCo6O5FedWQ`ogDTdM>V)C~rurTG{f56eNq@Rxh zL&6Xf%oPwOw!aQZ^-2AFNODLRVuHB>!bJJ6LsETGKOd4D5{8&yu7EI6{_BubpVZHX zB!`3{CYUQAOqBmRB-JPN^C8J0VTcLl3JBBRC4Vhnt8?2oVOlVKDFYJ%oSxMbf6BKj zcqd1tf@p9PVmz7OVJp{^u9Ybof7pJALZ#u-E2$8b?r6&2B{7~RVHubZDB)R6@rV5{ zM3KY;QRzpBN{@V#b8Jl$*}#MVmuEG_AId*Ok;DU0=|_l4k9?DJY)uo{z=QyoXEnti z%0EPr!~;?3M~F&~e3Nr*O%vI`gaDUkHN~G-pZqmWalD-S^p3ZS5AjI5pQ6Ym#3Sq6 za`C&IcIs*R{^qW`?yCN+RpP(H$L`TC=RW=9$LjC9Pu{OSVE+U3o!Q@u&%)}mzwr5= zB==AM`~UlQ@%f)Fdlja{ANZK;i?IC^xPKI9sDRtz6yMY{KlI!u*-H@b{LA;kozC!; z;7s@9kCQlsyswLQWO0T%-e<;{7#Cb{VL8{`+J8je)5N(zID6%o&wpOdslQ$PkIUu0 z;a})E`5#%hzrI&%+_pF5#^2o7?Jeh|yk?6nbUy`RD^JK?j_=4Gkax>Fy ziXR!iym!6p-QBg{u8EUb^O7{c9y&+yoKCtySMBm`L*0vVE%h+31_t&Cg<&Jx83`6 z?*#nIkR{$*$GJ~<{~7nR`vOA7`BlSF@ z=f&@T>#e^RU)Vz3n{&wzF3~e+yv`@Z-+b9+KkP6bPLcO~vA@Xf(cZfIIL>{N{W0*F z!r!)|^us;(Tp)KaU*b=x^AGkXpl@v>F|+wQ?<8a3`!O%!J2xLeJRraA7v;Pi>}C0y z#E5XGuYcel{EnQF1%EEi=GS|)#V>xh_-S$OKgI~+2}>n*q93Ub{>>#)$MMG>C+{YI zT+c7czrWY*{J5Xuh8rYKA#pXx|98K;Mb8<-nM*i>2KR!%5AXa)@%*2bv#9>*pZ>q@ zDDg$!Chy5VBC!kH?eHOaM<3@I;m&CP{hxnswf;VPh`iqPrvK1bg5Sf@$YibTXOUPD z;vo19;Om8-J$$RejJ|rc^l!Ycj`#NwFM-b&af%_**|oY z@ICg}qxyW<8-n=IFJ&(U>eP?;&(S{i?wAk#LmKD7ehb8H_t|?NjmhH79Q)pD)z^CE zRaff!>f63|Ta9nxd@-E)gz=C2IUp~5^c%@DVmxE+#aT&Tm6#&VlrjdZ)iU)j<`#^z z_sQ76m_y7EoNJ^%!(Wa458H3QeTQ?ER!ILu{N(7PkCHg^Hu`=#&cuTZy?xwej#$jQ zWgh#iobd#|J@%NKApLO19p`GSwzi(2^z{ss{Tvb}L3{}J;q1H5zA^_cF6XI1Mr-tb zoNt_WzTE5m(e6aq|AaUc=6l2#aqbiDr-=O&@*T!L7;~8a!H@XgU3cBB&jN`e=7aq$ zh&kYH70iE_|34?c^=r1U`%|#53Lmc>ceCTSf7d(TrT1IlJ6$L9`9k?F|1M`iA?~C7 zD1Dh(Indy*i3+)IMF z8E0jkcKT_0m%Ubol2Ykyx82$ud6eBx@zbk*rtzs8e)$X8SM_FjhFxTD+Ao{=AMvXT zB*us5NBjnJ65_AT2Vb^)3`_{%J*z4HlyO?{PA*j_e}kLQ|1!VBR<0?{_FWvB;t%B? zqEKmg?>+&?!(xOr>fr)+NK(EWwR7;CW zxdbNmjRUBY}Eh^;_nAkTC^twDvwX~>|OJHK(IMD0zG}Y3gQZ9jseIkfB#qr{A z!d=iG|M-8(nKw7-d%d`O0cX7<2JwHt{8jgj^S`0z;=}K8=9y>eot5xa;d95Gx9eFn z+h9M1+^Y#67vcpAchb~Ojn4%5`Jmy zFTmZgcyAT&GXKvvztzo?cVlfog~ciSG2tKjuEaOsgT+1CaX*EeagDa$Eayw%{CS+C zjWc=h{x|%JIFAD7!{dE<+$E0lTBhV(^!?;K6rA&Oy!c(=U&lE(*I#!-_m%(pioQRK zJq&*C6TTaK(;r&+A$>pjcsVBn?;4{F?!Jca8opDsh4)1tnv!#$B@lH7QMl8DLPkO#hyPrbh6!Kj8gL9zZ)5AN+h*#jD#lMX4fx9DcZ#CM&o)_#Z!o9C3k9y|KpQn2l9+g;I?5Fs+-A{qB zfEWt)-OQDDud&wwXZj$Xfj)tL4jRt&IZoniO{~j1xu^0l@WG-V>>}e3?{dR0f8%d& z)b9lUH_mX!nMv@QL5Oe?}j)V{LHw!<)NuR>-+opxAd=sIp~>{EA)4rzst@NWB7>1I3QpA z$8UuDR}e!%8@NLQ@d})wgZ)GJ-7#L#-*I0K?s&#oO*rT5v!D5_p4;`8N0#W>I&YU) z2k!pB{-QrfpFugCPjuK3hv{B~BaV{$eZ=RC_tJ514SpYtPyEh^_u;HF>~XttHfV%9?^X1XU80KjP5-w_XFb% z=kTCUp+(`L zY~4uvDJ)LWHj{D!B93wW4cF`3yVqWO>3js=IqtgGIEBP6G)^I7T;minr+gmgKD}lO zl?}cV&a6Y68Q=A=&mJx@#QA#f3Su<)y)gfw&*Kcl13!A8{;oIQ@;i-rpbTO`m>Um} zyUfuxo@3GnWBS(;Kly;fb$8!=H(fVyW)tL(x#H-fKBs#RF&854jPZ&z zf$ll`jqKe+pTYP!~*e8NL zKKI>wzntA@FxFedX|9%WgS8F!sC@0~U(<1b^B)mU#+m^=0dqb29@<811F?&@PS{U@ zbLfsd@~Cn@#ZPtroyK=%4B_si)6Y0v=W2{2%-OiJ3Vj$cir2pGwHnL8nQpy-G4{yo zkMnNjX)4*GQZ9jsed9o{%hOa#i%Pi!Ciaa3y)I8vEiEeL5}4RG4)nS_O|`VBluKY@ z-#F0g@-)@bqEaq_iGAZhuglX^ON&am1Sa;41HCR!Q!Onj>+&?!(xOr>fr)+NK(EWwR7;CWxdbNmjRUTbyR*7)^$+Cz(7QhH~1hqNzKaEq!nJ74q8t;6=_XOYa*S`MWdLGaTC!Ek7B7Q#j zSmF1_`TtW>i<|S}5zE*M_fyFG!G69ud?~n#827X8ChtSSzX$&ye3p18cD}?NaNjP@ zyueu`@YUc<4#XR9H|rj{xZwx*k#3|s>w`}O@AdzS?x#3C-e1MLzKDD5C+`O1-C}&l6Gdj&g8(1vf<5-^z9(mdz%L75 z4bC#MIK`PF$0>ab_#NTf*-d;t@H@eW_a%u};GI?Y2JySVkB0ME5LduE-ge%9Irm9o zB{7Lfjf*u-ae|)9^zHwZw&Q*ZJg7FA0Y%|F_m4@tILiaR^ka_wg8pXv%DGtZiN99f zpU1gR@aJkJA}^d14&Ocep8Jb`7=HF+#K*c&WCedG{INIw<|gqE%6UHW{wsW*xEmPq z{N2s=&N#k}ek8~k3lv-XS9R}o7=e?&|Pep8K?Nnym9(0AV? z{@IJFG4Epmn68FLR{P>OGuSRU_UE(*!Z;Uv=@)h;0bM#B>1Ay-r z@Bic7YwW{8{A(LIZwUJv?vQt~aW6D{<8PC*iVi;bW46zvw2%AG(cj;{z1)i|ZG7RF z&r4k7^XkvWd1?4AaTjco31rd#U|$Z-X-C^QBOZSEW8`d^gCs_QdfuvWig^~NSoNF~ zU#tFZ#0yad{p>U1k3UXiiMYXb@|(lwc$N}NehS1X;J3ti zOMA=y0qqO&yMOu1Cu)51zyl7FF|fPh;hV>M>Aw;m@N;q=)Z)d9b-bW|<9p*>a?BCv z_q#9HL&qt`7Uq)n(|$XQLBz*!*Dl8Ho)RDZ!WWLw-*x|w93b(Ixf(Y^Oc7)4$3Ol_ zx1)@2_)#%lF~?zU_>lBl%o*_QzFYRUp#NfD58i3Vz6AK3aj(Kb2OX&VCzEN zzx10+_1%BO9&xt>@N;*Zr@!?{C!M5y4Sg144E+!7;CV6cpl`zW3OeS$Lq2n;&OJD< z>OdKfJIENrecZQ6d@Rp@A(tc)#6Y)~b9wZRWoiEt663(Q#CM%1=Rx6alM636U(Qy0 zSc{`5{O{+<`|0!N&)1mJCqDH_l^^=nPJ%=GIDZYXW*@O0r$C%72623$0_gWjUrs>W zDRk*2KhQphF?Eo{tT6_0M+E%d=tG!)(6{`9dyz0VepvTY)UoOG+&<12L<|YP*Za2H zzWbQm4}tj=^C!;G!*Bj(*{6d$QQ)J;9yQEuxEl%aH1x$!%lN?aVSbw{YY+BEAufP; zHXar!Vy1|sKvH_*>NbI75(w*qq7ix{3aieSU=8%`ihJr%)c1p&!z0uYlyWOR5d#e1l_7t53Q-~BlfVHk(;W6Rmu;YYR4V}E_LgFg>`yf?hz_3Ar$K=x%^bkW6f?#|BoZt!E`?~ikzq}UV7p6I?W z@r-Rs+~I)-9#G%YRpRS_kN-dA9px+JozDH`oNSzxgZ&lQ-*B$nCxNo9&(HiR7f5_% z*Ijqf^Wbsr!~x=4y-40izw*i}yZ?~#`0nuS_-B>e7moLLakdWL#fCo?K5xWku9A1O z{jOugDb5pLFwU9BJ_($|j@}C&CHzHKUG)=vM%3{-xf>MU_dq#A{=47(o}Sl&=SC03 zehTaZLG0k`|NV8j!}vb^D&Bjsp91G2=AG{L*6Bauk#P$oAVE1CO7}~=I&VWr)~GX?Ye)LcZ=~ZKji*p`5o~+o{=+U z@Ijmc@A+ac1AOB*|L*2ejel!oEBx@of7Un!&cixc-m5-Ae1?eoyk6dmf4h7a_*`*M zHSTKnQn>p8djs&!E@E4HK22%G6FetkS>W4smtCblyh;7J@Qr@fBd`QHwF!HFvu0M!dYJE zXYe&bR;yOEcL~^c7@vROZ^u2o`$~N5EpOeb+xl%=tDhbF1rR?$Yzh08o_+55cog_) zaqba(;af>8<&AH6qmE1XTH%9T_Cz@kDoOxo+g~nzU9^Gy2uH|SXMUy|&Wrz9iN)ag z|DTKj{7!pG?Be_jF3_<9pC){ZK1bjzr>UvMdR{%ojdeuKyv^PcuG>9=SbK49z@Iqa~{>N!&AA1hWY*L_JCA2(4R$n;c6xd_(R@s|!tL)!c zA@NAW8xW_!`iK5wvFbTGPj9!~wi2&6LHhYE+N8IE49>86eCgwIj?o!%5BZ+mn`CXk z+>iAOF+j|Bt7Yz3_ovclW}epl2Z$Nq`=ZZ$@Pqrw_c>Y5M?~D|I}(%6aXZ|7^25uo zkQnpFbWCGy!8-@I-y3^xW@eX{GY`kV1 zMR&FIPplVM6CZtai9Y{s@;mC7ld%fEMQ2SNI^l_yRX_EU>#-ntm<=WN{j?w}ItVK&slT68Y zFlO5NwVAo1v;YAsL&<59DH#vOOv^Q|9~`9x2w01joF+bF8CR}efTPyyLro(z&*F1 z-GATxa$mt+S_bDe!Ow|$?!N18`R;$!?`1{Aj*x$|;xBsm&yVQc;W)Di@4Vy8aP=vb zXT*6axK9Ie!1LpdVgG;y^*>PPtCyTv{j+0>2$%G4Q9o&3|(f5DRN6?qh*4W2tmh;m8Eca8$ehS2E za5m2G<<4958+@-ti{yTGi4)<@Wt?fRA1SzM)wAMDeXLs~a>JSW=uiC*o)c%Vz~_py z$#9Mc?xeNvg*wHrC$S93)4vPqfIkmqa25)l5q;@_2c;iBE`33M4>;ry&w$?(^20O2 z*Ootccl$B9D+E4R9ShPfVkQ`W`0gHu(lWjFdy856JuhnPSd?{4j2DwoUz% zZ&sdv48KxhVi=p~f8IX&41TxgB_`ssz;j}(EuJzt;P=P;gzt(o;P8EMS2g^e_o&~G5Wd+uFia)3WrowD{lpOvw#^9a6+jCagC*w69s!;k3mYhRLj(2o)0 zvNqOq(=x{bhcowl{>kGBXOTr;&{Ec3{^78n0_R74Q1<@d9IB})%zcYgzKa**x1Nre zjaE_qKrUz>{ELJi?c>Zg%zuby>v+=U^pE!2`|iJ2pFg*s>zo85UbtND1kz`fSdh&f zcgy)g_p97+SF*KYH9RhH74)B}#Z&rQ)Orh7Fgt*|i)0>8^2hj_mEQ?{6nzc%E@RB$ zygKZ~fnWXy;`@G3`V7W7o*%#2qq5fo_ZR6$tG71Lf1i6^<{asB58nTP{>FF7oQ(Ag z^XA~bg!-jNA;<)M9`eUJbC>inz}Q2Gc@2H;Ng2Pf7Dz3t*E}y}o|4}P&m{AnYQ zkHb%dV?4y-gN*Up5MnDIyZSV<+PNv32x7&Fc4+>pOfT7ZDH zf|AoDQ!*ZmnYJM<8*h{rAYdhxoF8)(T2alT68YFlO3@v~0Xl zT7ZC+RC1bRO2&gR)2z-7`5UDL2v{p9IZZMp8R#M4nk|`Mv#!Rz1 zH{@@W79e1)pyV{kl#B;srfo>e#v7#t2v|uar%9${JQy?0>fDgOQCfh2wStn3@cp7vzv4xfI*45;M6Z={Tq<RC@I|B%{1p6q`in=xP@uZGDxn5Tv4 zSx?#jLTUqfvj2r_#(;sm8Yb^xo))5KJ!St3sSV`$3h#e-&-(1M&(gEUa8Cu^`ENe2 z@aMN@je#H|p~6bz^Ech0pBc!jVQ^V`T8N(YG|7BW-zF@7JNIdx+^?}v?~ZOBT{HfG zp1!i4A5Sy*y~-n6;?Hd<&V9oDKU>K8Mn94>xn`z)AC&Wr)VB%${u}!IAsT;NPdC&4 z&*vZMukj~dIq6wiGj{PrWGX}8#_4-RA zB&T^=h@SOya~gl~o$G^Ul94r+{;q_ zA_0}jh+r~`{jW-+LhOHi2@GV@L-ev7e;j|De=rJ021Z74{;krekWL@Xp8>6h=w-F6 z;zkG=Mfq20RHzYsm1Rcvn0r}04@S>@+VXX}p8{uz_$TvH{#6hB?X*;;0VkWsIM-~V`h>K2P+~`TQ=9NV7=z`&VgHC`1*&fYw9wvRY1Y zBZQ2i{Hru76k-oxK6kWvzhn5klom`jmSUv9pLl3BzkFIpgEu6Qfvg}9nMJd zcZ`Sf@5$Y>ePQK%hADrQz=%k^!x>5bj`6Vnd57zzePQK%hS~pKef>{{QZsJQA5x!C z(DFS>vm#s1N##mc3VAkdWFp(A{BytQ^)e+Hy+>jHi^1jN$>ij@NL6qXXu`z)mt~{E z3ej07GkTB0{-;vv%dUzpAQfEZ3yRgytPMRWYcVU^qfq`Py(CPNQ$iT1f}21S4vzmU z8x>X+p^}W=qp<&}luS0YqgBxbq=L(QK~dn<*#B^^D(*nO`kJftF5DGy?{=@3sn|?* zJqr7u^`6w3Oil@5pbBmRO*meS{V&UCb9;W=@BZsw|GN9#Ew{*>@cF*t3BU2H{P&-J zdRp&_{^?JD+AWd$ub+SJx%~69|5N`={Xqvy&Fhe|an+-6{ZT2IY)oJot|C-HHGM46 z1l-)_U;p;CSF{+dUT*E+7?L<_n6|(2UKV zl(m?Z?NKOylU@?0$tfWWRKZQ43CH@5|NdCe{N!o}UjqpJDo$xKj;!f`tZnI^`c*7j z3%vl;)Y)W)1qWnpOaHKah-)CAp$z+&rbv_NbB4lCIY-2+Lr?#3{Bit^bdX^m>SLNN*JS#fBh|D2iI6z{&{Lu-m^g-=X95Q7 zQKZQX3k=9w&`Jkr*|mK_$J zfB}0HX)?nC1F{yh(g9j_Sa<>k>`|o23=0g%TF^=dXxU-m2^g?PktQ=NFd%C|D;=O^ zhlM9#z#c`K%&@?KtOc!ffR-H=o`3;+6lpTU0t2!Zw9)}uc35}<2JBI!$qWk&$Xd`! z2WZ)0;RzV9N0BBoEHEHzK`R}gWru|)V89+ln#{1kfUE_rbbyu}7M_3sdlYFh!vX`c z7PQga zINGFFege_CgxubHQuupVV|N;IfJ?qjj5Vkeh|VQswqInVGI6+-iiyi<$N?_-HZj(q zP9Qp$klU6De-CTyPD2iG$+wBI26Y0_xrEI2i;Pqz4!2SV-4yAqH_tkZK?40u*U8*V-4yAqH_tE z?H3uTOdM{dV&ZZda)3*|O^h|D6Nt_wv?ITuws{aLKocu?BSl(Yb`&wp93gSYvk@a)3*|O^h|D6Nt_wWVT;qq%v{1m5PbW zX~+RC`8F}upiUq`p@taLKocu?BSl(Yb`o_KS>ECJwh!F>yH!Ilv{~ zCdL}n2}I`-a@$hj?_rJIX~+RC`8F}upiUqTPplLtg$-{Ilv{~CdL}n2}I`-GTSdQQkgj1O2x$GG~@u6e47|+P$v+bOUP|Y zg};Y2cBdf+*z=a^Uq@Mi_&Wg|^cMn}^2iJj1=ZkdtrO6d;RT?kJTe2stGE5NYu9vZ z)~xMT%l|d2r8gnf{~{BlBCFMF495N(qgiV71V`D*2Oh1v(AG*DYgTtwkJiWbDS!4q zjz7!`oPRj~`r5(uhwHEO1?nHvzo>tzE>8X1*9J>ze_(!0vY`Fd*r%|oXn)fFrvIVN zoAkekEa-ot{|##;{g2WQHVywPev8&GU!D3R?)pm15bD5Za#cnj`CHp)BPs*d$~Yj& z0ak`%`;&gkq09=VigjH6uzj9cv8sFO$-i|^JthAoeG;ksNBXqlmJeu8J+-2TD|wWA zy3|$bP~In(H+XLgskOoOT_%)2`ya<2=O50$zBX|E>8}l3f2n`8eS-Rz%7gl6qi35g zDSdFv|D^uua|88HpD*1vLH(2ZXWJ*Jf2usFe>Qs7`skl4 z{Pi#HD5|gQlKFh+b=>KiUyd8a&saWCNdR* zBzV_gc6L?w_~SF(!Eh+w6ewpJRpX~rIjeIVHa{2#kDQ{)GuBcadt)9Zi z_Cwy3Kl@*d6B%n9e?HG}{^9)V>xTDzZ7Fa-(RBt$<~eHt5f;7 zUr*-_`v2(vbi3Qrm&X2_nR&+I6azZ{^9ll^eXCK)IX_z)Bd3SMf=n3Y)ff>)BiyKi;M;OpXh(1|Ius( zm4l24^{-Ta?55y<)i{ORO{$;jnht;WIN*#(6P!RV=P1j2&Qs@V)1WF4xy0l+qzO)- zGds%ip7YeX+BB#NL@qHo4rziD=**6?yyrZ1t~L#-0+CBhjzgN@1Uj>$Eblo_ovTfQ zs({_EG`qa+r>HRm^kwhQl7|1#Vipmn*S!(YkETn!!pjJsm+>(o{ubzzDBFw|Ur(Ab z#P%tF?@R1|F_ubPkK?bzOF91(eVp^J`73U(swKW%-a{oVRJ=>I5s6YcNNrD=a_pP>JN{s*|xGJv=qmB+N0_jQ^57^!4UQ+p+Mx?3Q}&I!?B*G0%(=(7lBNc{~C#7EnohO%sm!= zKnz;n$57u!!3k_WAn11fA2jy~`8sCjV5=R3di0D_*oERlb6pUz3ekt`oe%RR**;~q z?>aN(@BPkG_CJn4pLaY(-{AZc`_7b2zqh5i@UA3S~W{4cY!E9Bg#)^|UaYrOoC z31F;9gL6&~3wRn#&Jc(eXvmQXpk*G(Ij6VlX|Os&AX=ayM<#%lc_inY-ma&?>I{Ks zfrcEJ09xjeoO61+o(8Kk1fl|KSg;L6EZnd{_KBcJaPPS{)u^#^Doz*vW{~7rT#(v zi~48i+0?&Pho=2u@w(_2w7BlA8cNTxq|+$;@6}9kN!`e zC;xu`!?fQ|0k?GcsspIb>I50JrdDXm?ydZV(m!(sehEU)MP^a z3-c%SPwL+`9%z5i{-XVv*Gt;pw7=0G+{Z)voBjvrOPCkvf1v*X`m@gs0>4Q1cif{b zer)qiXAiaGvXeW}0}MbJbIwBsipzvt<)GAnm=LLw00S7*#P&^eDxp?PNu~fN6S1Gd z;}qB*A9jAcdsA?lcRj{@BCg}9KN)oCw{8Q$9@PKvHG948OTqh1=;OJci+_RbQ~vCK zGA`h22&GK;zTS*bFyJnlb9Sd1|RXx8_F*XHtv*!5SCRKv1?D{E5C3YN1D5&wuO5>{Ir+b=&ntPhU)N8{-}?~y z9{V51ALk#BS#bX4`or~?`Umx|vL;afr2Y;2q;FHe&Y=BaeS`K_>^Y?UN&B1r2e+@Y zT_rI6Kjz!QdZPd7f1v+`{->A9|CI01&i?ESyC-`LXEeWqIdKFSfLBw}NqCT*=BX8F zbEO(h*uKdoNhrVovcLqMga@0`EVca*AI}g|8e};ToZE)=O50$Tz|O!Qvaa-<$5Od zPni#(FO{{@ z`^CPhvd3>h`B!;lSy(&+w4!^l|7ri>_=DcX`G@l_*B`FG)IX?yQU9d=U35g+AEG1D z{%UMo+Mi~3(*8C%=o~R_bJG5-a-scA|Cfyi`d`eCYGZ@`mlyWG=($hsm=3>n0PE@X z@A?08sR>o}(Vn+7|D9Y}ZM8y~TVb!bN9dzHpIdfZE!tvgs}-ue1!{`~xsUd|rTK3Z z5x}_&S6i)6=2o~Z668MG^Ookn`5x`8uOhyVJm#F<{HyP2*%++*CT(u=IAptiTdW?m z7_$mzTLJa4{i-ih{_KAof1H0f|8o7|`rFt))IY+1LjBAAB-B5lJ5v9yzJXSkHrder zC_V$)Ut){W{;Xq!_BZ_x^uN^cK>rKT>clkpJGk;uK`rAcY=x|yJD0v%4N^C z!iC=$Br}MGcu~+Co}AX=iFp7TLjNY3Hc%_*H6n}+Z;xEEwRmD4fQHb&iMF}7k8_`9 zW>#rT!se!8`^o$0)$YMLPd0At&Qj6w!e1bGy#rp#m3P?VopzK_T&okdaSVxH=sPUF zHn4qNFDZZaKd~p#7ck~H{y6_&Ugi8NYYEm1u0O?J&Gnc12j)iVU(`Q~?i@Z?>ff|K z&?jhrRUc%#CtdYx+Mn7-X#baWw5+A{f6)G<{Z0P^{Vy-A|7m)9Whck_q}YTw=97;- zfkOxWfS3^_qLEQiLyC3;J%G}F%15~#Fks0Dwy)C2A_?(rnEdU2ij~FZk?folU$D4> zzt;(#0t?Sl_>26%tncur+Ivfa*E*15{V%$*`rng20G(j)AHFEytqj|TEGYjP-(vq$ zS#bPu{_(lD`0Y9Wa{b}@Ti&st{$aWm^{>z+p;ubWe@yRm9Q9A?-?Tqyf6@LlKP~M~ z+TZj)(Es525&bXpzerzrk^E21xliuL9`$X5XoO4-IDnB#lx7V0+p^Z2L!Np~H8o16 z2ONNNCxn8Q$KOP0a*p@ZYpSVHGCkk`oI4>Dv^@SMN|STEr(RP{jgsjB2jJWZp`hjQ zH&L3L<30775XV|RyVBwdxIY51hGO3%2BG(5M;>uC^iPX37;HL>>oavOH+xX)lQNF? zRCQqWt(h*U{x!Bw`Lq9V{Kb63`G@nb`wS5i=la9-m-+|wFY2Grx2b=dt?XyEz_zIN z1?`Xg&VtLuQ`%pmSJ3{9_$}>k@x9XjK>q{%5A;9K|Df+Ty7$4T?bIS*nS{VF5l-VtUU*LYQ*b8>V-?%CY2m@I)5Tnlyh0y$B*V6S<*I1jg+ci z1<$`$o^eLv6sotD@frIY{5+?u{|ismbrGW||I6N4%e!yMVi1Z`y6>YXDcTcV(dzRu zxlZSI9-*;)%HR83PTBv$=BQ(tsCwsQTocgU%K)H&1VOYbAp zzo>tvzCitp_K)`g>fhAA{mcZU>Pw*gQP)z)!q-#UAGAMAm!kdQ`h?FJ)W7ST;q!&d z=#{B|PfMIa!xZkGch7$EzdI`KmOm_?kzV-l)gU|g7vp)mx+5(*yga5+ui_0_!3Ek3Twd#|p;dMsiP zV*r2AW!S#iJe0r6!TT8dpNuVzKh8g#e|28q`os0t*9PhzNk>y%i~5(@c+@|2uLbpQ z)2V5H*t<=%zk2U@(f*|UP5*<%42teR{{#IG>eEZQCH)WdKfHwg2R-*`we6=E_1pK6 zo=@(3MfLN}mm&m?n#k%5NQEigqL3*D_bch=qr{Lf!~}B%go*8&q~d-GnTy=U({~{> z?`wG3V-8&Duh4InBDRqD;5TUYT11^*cS%)Wp0+ckk}bvdAs>-BWSr!RyxN_VKl>lY zU(8dSe>nfYSS&#Jq{&SQS3X5C6smB=WN;Y3;%%jTco1% ztG^)Vs1rUlzkkQ-)H}F!%%eWD53-+u?c*H>%HR8(+E3A6q)$cvV*lg#^>5lAw7+P7+PXmd+x0}ZE$M%t{{{X8`k$aH*?;=q=zn`T{EvuJ zti^T;aZ$U=8t&`C8BYySIa>al8{xGQ8}Zlc@-$V^qEaq_iGAZhuglX^ON&am1Sa;4 z1HCR!Q!OnjL1jb52IF zeUX5QD#vi+FnDgWFr+5b5H>U_cZhx0GjAFjXDKd67XUP=Aa^d*-E_3!e|NAVeC zxzPSVU#a?3*kH83Xnz$yBkfPxpLJfK{Z0G3t{1ewX@761{cZaxs=stMHs*=_ka};W#1*nW@37KRoYdDZ z&~-0m)_Kdm0Ozq(>}k<~UH4)8l)v{6^a=Jqjz7*nGAD5U<@!_nYM39n{<`lK>t$Ut zeeIzBLH&#RC&oqfA>iB}A0IWP{!ROX_80BXvYyiZk2#X|C+%K z+$W0-j7JDOR)Dl{Xp*@zKJn$E8vsYm0tBq(b32)m@oc{@wG9w`ma#4AjB)&N{t^4Z=T^?YWgYT$$5YImSdU7oYghH}bN%7^OZ@}$2=y=OpO`19 ze^+~k_D`&vv_EKn(EgzR19k@eKe|rR{-pg$`@7iIFM|JJR_>?3`|{O6J>vg2>fmqY z^zs=u+yjuP4r*HNZf;s|h6dSW1{{LOIJRHKWpYW5<~U= zSKi%RCVAcKP<%g2bcQJ)t=B%Nf51$EqNY!_uG3fB0n13ng(1F-~mGfpIfBb%rKKf+$;De8J zOO`yLea89%e}DFWj{lh7WZvZbXSS}zuQ~tMdD7wvT>q$lgr2pTtpC*i%#TU^w=W0k zf7Jh||55*={qJi7^?&OBi1pF_k#(W$ZIAhp{=ZkX{}XYF)xMv?{n&l~fB3AOp+*^i zS)2GrSfkK@)ovu?H}q^$@*m$bZf1wYs0e&hj;TV_+|1evKHK zz$LGCs?$7%fjr_Dl2$u*EY?wQURQZHR@?Eq++O!Ke17vXrJbe>Xl(ywk^hn<%eq^B zcYAmI@h5cu_p9G_k390Y^$p7ZWsyI}U!99$&f@sz{Kxr+^N-8})IVf?R9%YtSF8`N zTjHI0z^+SD|15n4?+lfGBlD=fuT*4Y@6aWgm3fx>cajN6NBf8N5A7e?KQa$seW(3L`?q~xiuUi&{+*F~2iB-hzVEDW^KHxmv_x0X@;yr7 zO1!yTc*09{6JrC?T0`r#qSad)Jqp`b8JlcO+!;$g7RFEPRrb5nU_U_* zM_zSM*i^`a*WhKUmsr^f8$Ieo9Uhw~WwouMjs8{NOS@|H*w2{QYfQm_3_)4hfHO343|ET{^ z|AQ`Ebza;@Ue}-zv%x%A4t06 zE8PD&J-tHqQ@DRxoz>NOt>{8aaDatW3#=OgdlYFh!*T<%7PQgGVGT|87wBayfd-q+V#vY+n#3TMdQ8I8QoiB!_AnN;4l7&FuycEu?Qcr*zx(b7 zy0c|3#k_etb#r!@)9pBSUia0LPwDQw^Irb`?Ef79oc}og`?}{T*T1sHCtZQ-zs{9v zn^FIv{^{d^`ghnH77wESzbWbeYM<%4hWH%qzs9De{!jg%`aku5*ZV!C{!jg1b$r@C z;VTy1VP;zH(Jlu+sSi6lsEhkr@r^4xV^V>F&Quh$`~;%cE9CaxXRoEj8oSfH_O|X! zbq@a))lu&amsAS1EqN_1*0`PKwU>OGL<5GNKy)r4w=EU^9`+y6{%V~2B>QgkejlAj z^E+XHOWyZB$i3S3p1j2@mMXsGaeX@aBGzoL$J>y(8}FZ4d8te4wQ_9VQWxI3} zk^kkF|D-$g(8DA?F}K@chxf~#in-k<{_~UFcfRw3#=g{N;qTA>&+#AQ!rmF;{Kxs9 z>mS#D)1#>WQ2(R;i?Klce{<0P{X5eBOMSN3$RV5Jm(+Lm`u&>rFYSNn6V!jG|LA-{ z{}=s#?i=-WL)VN=)BhK1+>7A<#d$ulouYB#!%tp)lBdnLl-pg^ZngFJ)O8GF7Em*K;H)qE=5~tXq+i}jEZui~x z=uSNGE43fs_txJS&tw1j`?LRZ{JT%C#&0?Q$^4MkjZJ<2^ZCqEu7BzGOTQ!Mf9gNf z|ET}OJW2hZ_D{1{i1r`G2KB$BKd7xp|AWq%o2dQo^SP(ge^dXZ{#*S$KDW{TqcWlY zYv}(%oC5F5XTNlIX(xB}L>}e$`y(b-m8)&w+D5yhpkYF$G7d;`fra7N{yN1p6kHbT zxct{h|5%Rw6h61Yjwo{qQd@s&OwVcIM+*MrdrSM=j9+MS24|cDRqFRP`)i!H!S**@ z`CoY9|8xr%ex#c-XGe`w%$YN{+i$-QcBh?oR`Waa_lJ*y{h#BX^B?E`>aSG$uB^FS z|5_W5>%a9A>OY&V{zLt@==;?Fi@ikq$9MfKJg;{9 zZx;J0R<9!fApZY}RE-Txq)sjeXE}=b|1syemlmFhEwKF}#8ClGmK)ez_LGHcl?vU? zeOhJl&lF#(T z;q|ipOAJo67e^UQeyM*>f)t!B!9{L5s{*R?O{$$Fm!>cW4;*L@jQf6d2P^=yB$lK;}BPj}c; z@!3O<&^xq0^{GR;AOGZM-CzIuw8mKUx99KA{?G9*eW1>Fod2*URC#dzFZwdqzs+j> zqy8gfnED^}U+Vv~f0FHI{&DyLY5&pwrTtI;N2~AC{%Pew`-k?A&JnL-`%mK(e(qCs zO;?BaDCCSt6P!RV<|xa1&Qs@V)1WF4xy0l+qzO)-Gds%ip7YeX+BB#NL@qHo4rziD z=**6?yyrZ1t~L#-0+CBhjzgN@1Uj>$Eblo_ovTfQs=!*^Z!^1G?x%pRiLnwsB>0lt zpCqZ$z+>}Dyr-eDX)9;(3NIskUMBQdi)o;2)0X?Q*?ueYOovJr2bR;g!T>BC8>XgE|xGJv=qmB+N0_jQ^57^!4UQ+p+Mx?3Q}&I!?B*G0%(=(7lBNcKkhGCzWf={ z{YzX^d8J!1~@V!lI2)=J^EJs0N7wtdQM zU-gO2ME;LH`c!x2l|Sn~`q7Wceu_EW0S6q|egFHHcaJW4!u+uO{n`IH{)MVri~c|QKZ`%t-@SPO|L^on z+D{R_>Hw;lQoI;}YPnV;cNy ze{+%l6+gPF`>dSxG-lZi*#owR(A9Df6zxx|F|4Dz~{Ll5T z#HG0YQ~#m$1h+9&p9EdzO^-qNyOGWQXpd$1nW}l7mA2Ua z<|F?z&pf+Zu;2sToH=v4_wO*LnJ%jz9 zI0o(KCu|I2^BKfHU450C8XKaQWCe0Xi-8{8apIh@I zg)=I{wI+v*x^5olbx(ceR;Xr!F{3gZ3;`H*-8{iOh!bhKk-{03;aZbJMqM|L^G<$# zjZ>t1v^CC9=I@9(U|)s)FMU^RBE~@&5qr@n7=;rLWW4F(~`*o+DdWL>?o8$QVLk{f! z9^d5n_jevR|8f53`e*AytQB1U&Cf>tXOq`|sQ*&`$Gk=Rr_A9pXQ{nN`;Ycd*sZkx zX#dgvrTtI)-+Za`e~kG*@;%zwpPga%WRKyD=65hBjsOGjYDzi@536j%J;eE;c2XY6H;>9j;9aQ4+n0xV_#xk|31$LVA zIzDt3@I#mNu?joKa7b+&Tb}J_|IMZ;|Ld>&Rd?*M$I1N^^W@y8IePxn5l0-|U3Jy9 z+Al2D$8qt+tUahL$@Uw0^fM*jm;V~MXx-0!()Fa=dGh!&^rLJq7;N_B z5Jtbtwx-7|fYbAwpvU0+UDWSwX#Kr*oW}MyY570&&|}^IeCxa2&O7g{_fyQDKfgQc zoNsi%TR*COgulP^arS?Xf6jlL|GEBg{dXOQ`cJV}Ojn@(DRS_>LH&1=)_>7gvn@pX zhxQ-sU(Dm>-Lw+7p#4w(2kn2_|MY*z+(`R>)c)6VpWHDWe(M0%)9c^!|L0N@s_LUX zZ)yHJxw6`7g)+CoUU84mM|(cE?6_LA#ne_SRCx>377216?RiV{-zXx0a~ZC-TA|FX za9bqEeYEE-&42Sf+Bsf;_xq5ycV-&>OWzYPyRx2JVY-RG2iEHE_O2jkp|dDl^cl6) zQ6Jl{aiL9L{(t@J)7=fSr{ahsj*`6;J9UR1`q}QPE3fH*=kIUh!+uZpe;fB4|D6Ad z&Bpm(=18u8b-m;IPyL7bUmXvdzW#^rO8wvUJla3nABrtU{onfqQtJQI|DpHN{-OOt z`^WE~rTs(u&-GoqpJGk;uK`rAcY=x|yJD0v%4N^C!iC=$Br}MGcu~+Co}AX=iFp7T zLjNY3Hc%_*H6n}+Z;xEEwRmD4fQHb&iMF}7k8_`9W>yt_D%pziK17W>;G8FmTiBh2 zGR7iaA^4@GTzQ8g-l;$t#kFIy)njG-)_2IKaG=M`c0% zkNOYwKV8e}+(7-O+Jn^p&@ZU}QvbF2p^OLW|J47f|I55c`zPjwSCRcUJ-xD%V|`L= zLLBqS$DY8U1Ajowh!WArsHh=DJAxiSX+PzoTn`wqWCYt+X=IUv_%=-bc0a|+Vqdxb zAaMn?IW4|mdX?|%1y6y6XDQ+p{$F%3#52IJF%Gv|HI7kY6*~UXe57`bx9cg}-yG!s z=#nS9yY9ZP`{w_AyZgf*@9vf?d4j(``#;A&=ReN>Sl77znO?#5U+r+UL8$+zju7@3 z^}n9(4IP;J@8+QY;ycp*k^V~iFW%du{Y(3w{txMYqL;DZ9EcyZby_5aF&ACtR z#~$@^O*J)2rUx8=b0>s?mdD>jX>yMD)N87#Q8GQ? z0GvA^6tq14CQ6fYyr*7MO^uT20SDmR38A3n@i$SLoZ~(9nh?iYKD*NV%Q!y`KDOdt zfex^X(my@U;P$ZFfQlEMs_WO7gx&vF zVrISf!K@r;zK^1$Xis!ytFQW_*nW|#pQlx9aLOM(D(^3;?}>ca|1iEd{%r2>xy0q+ z{e$z5$%pf=&!t>{d_MItljc>fKkCCkUkROu>ra&h)?NQ!&aSY$_a)B1t$eutm^`@t zs2phj(Eg+SOZ#8fP+v3in(FHX^$+S_rC(70r2gqTcTP8B{d-#C6dI;*_q==dlmFdO zamPd;4Dh0!_Q;y8vASv~_qEm6)$-n}k0aN`26HUqoFLM2*{z3iAbVll*CWr9h#Ct&0zjdz>?GLjlXn&b+i}q*F$4C2{{s;PB zEM{DMSMZ@hO;T|`h3K;Ou9K`=n5#AKYgjqs3Ai$kV|`zW*h1oi-B@iV zufyw2sp^ZMESG-`Pkw3GaZuikNRCW|8o7|`Wt!*^$+S_)IW>PD0(#Y zZ`vQUzmlD)wrR?{tx5Y+>~z}S9_LmYBl-&MZ`$9qzq4M2{y_V)^aWY45*wa;~qzvHcLuD3F9@U_zjPXEnv2q5M5gp=-A4 zZ&j~brh6QUuM|37jL|Z0d0zG$K|fZ%0a97>RbLJ|>V!>g=f&C?J;rCT3A3?Kf7Y|v zK4ScozxNULzce=Uc;xuw{KNT|>rdH}$n}@{2lcO{uc{tO{ge7P?GKw5%%;#gz@bOV zf7*ZMpQinpYz*4}w7=?`7-Ml^nYRAr2h~8I`eB%|IXtBYszH(8*z%Y z*iIoXYIj+~eLXnisUa#y%b#;2yjEf({(4=WrYc%g$|W$dZye}#d75fzQ7M0{^<)W2k| zp#EvPJN0kcAGE*1j`cOu^(xw5w7;}ZV2t>hq3da@Z&Lqm<>BvG!k1&Rq5sF{6zX4T zEK&b>RqG!!(<{3*y*&x7o4d_bXZHwx1f~3nPs9KNh$u(J^x`J9;R0pO$tboj5>Qbk zc?B52I_2;CDVq5+&bdwNj;_zP&NS<>%rVOnKkl)>`N_a}tikWL@O-TKWv$P6tK0M< z|4y2+ebJ*SfAj_RzdSBE{y6{C`I7T5*B`FG)IX?yQU7$kn)=vBNu7U%&ZLG@6u&$%-hbq6`Y^t)YEP4PRClt$1ik0JO451 zJY`>o^H?hOr076C_p|*fOUQ)s$DT^|KaM~6pR0c4Fy|l47j@3?xs~%T*B`FG7#Gw( zd``f*KLN*FO8txaC-raIA0?JU`!D85+F!IkX@ArHrvHKd7y4gbI{(Y`G|qjp*uZ#% zz+(kS3x_6|JL3~yF1i75)GR>2T0XavDH+f9`%>Eg(Pt@ZHIOV~B+F-4R(oFGn<(}y z_Bq0~_5F_6pCxv`>Tkfo)>VF_?kn>YWebm%H@y27QBHknq8FQuP}*es^|yfBD1Y`p z9X~$CIQ}^Qi2dkuE9c*`4*9y{Dc2vaztlfeN2C4~`YH9#GA5{h)BeDFP_(~je`?H{ z_ILGX(Eky71N{&5KhXbReop#7UlRZCtlUq5_vNdDdc^;4)WP4(>E$zSxCbCn9n`ek z-Q2X`3=Oi$3^)XlacsYe%jA-z_6o%_7wXc#~hm zzX^IZ{crTYd4G7R{f{{J3HJ}=Pn)Zhfj2t`0xDZT1OA`@@K!u6M9+E}d?*n}V`lqB zXyeI1UJaYe($hlptfwM#zn@}h)@Q^Qv~+2SC5XO1Sm)I?7JBg+d4H}cY)1GHs_m%n zK!^S4v57*551Q>)IaB`Ze;j|NOLP9I^Frv>HeYi7t-54gdw}Em!}XW?2lX%NpFS^A z|F(Bs?ENX)AJ#8uf2ka3f71S@|DoC$^gq!5K>q{%5AZj<4E`6yDOUS_3io68{r};! zc7_^d0A_9CA7PC`16mK!%W65rjSw=5?N@13D8wGXfYw9wvLXL9tJms&3Omc%{5}zv z@byaHOF`_S==UYBeln-I4-I+5FC?vgw6R!6!FgRNuFdxCcYquS{4MtHeWvs? z*c#DiKx6;o_>+FX`KQbyct6JH=SVsKs!V(?;re59Yo1HF{&4+;y;{Zy^*`#r?$YvoVL%*W^LHmpLC+$z#pR~U*52(FO`#aXh5&whTqaCj7X2(MI|BrJ3o4wl^ zE+s}#UdBlBcZ?^+K5EVQ z;7Thxda+?OE+Kw&?2FKSW7;1D?#BlKN*z` z?N8dDr4PW@L;I8VH~kOvKWv2mVMgv9Sff7qzO%l~w=oOQ5?w*d_b7!c@#b>j2`|-6 zj15R@4XxLTR&Q2){cC`WyVf$m<+b-kVXq z#o%Sde~z*hMqOebd!4AmV-uyUwgtTK#2Hg)5B0JAqBm3i?0+18oPRj~a{aM)a`e3v zuD_-?sE$#5Nz^~6e}yhe{ge7P?GM^tm@ zztR7uHs;IYf1I9P(cyjh>ce(eFbbA@f&(n1YvoV(|keu zgZ78pqqM(hf2og$_NS~7^ncO+K>x$vMU_F7u3u{+IcZ|lxf=kRY)9rfODNu^NRlGoB=joWEnd&##+G+^in zMCTH6+fw20VgC{Bug1AgvhPOkms7pe-%mu00&vOu-Uqo?#bWQEi*HQvEsyInVGF}& z;`MkNvc_Tmg_W1Oq+Tn>_FaCIKl>lYUpu!f<^03>xA;%E{&4-J{^5F>q(w(_{ek+I z>8Se74E4{VUzh$u{hRg&?JwG&zGl$=rvJfxGofG8{-*s+`&;$tGEdU~@Z$S_ah^|X zr)Zq`@RL_xIsD_AbCfyE$|EyCuzeLtBbO@G3Fyl30#H*PnS@v)8!8Z| zP@C3u7G0-G+(7gf-Qys*dM|CU|6)BWd#t^@rzj);!(K*SXmKB-(rg}N`+YwH<*(}l z`ya<2-tolT(R(l0{c%bYdid!$|AbG9^DoyQuD?}Zq5eVri~6U(6NI^u`Zx3k+8;@O zf-Y5bF1$ZR`;Yo3^>5lAw7;qznQc$npXTSI{ayM8{SO=De?Xi9@5^VubarVcclAUb z<@fs|CRdfKZQ$BQyQ83CLZ&hfNOFON;n@B<#WWOL7VEhD*GT_Zj{Ouqwh%{9J=Id% z<5^>>P76IY_>=9E{E5adG&ut?&VefRdz;oq9pl~xQnoL0@v~J!){s?^ci{ zWB)6Ch2xL&Pnwr?tjOFkrekydHMwy8;rdJcL&gI253{>M*D7l&^w_{r|Dyg?){V5z zQvWPth59G;&onNmf7;qX{o8d+n>*`zO8*n>5APfFKl*&>w)rc`|2K>M6sy+}01*HG zM5@LHCQ>JtgR>mP{QsEq+)E43#1`0o5#p!-C(8}&F8j&CwMvC<=RU16J1pxFYMYk% z!Q%xQU$A{Yb-a}IrPyp5dw~B-|GVwh?iI>==|Yc3dA4uAgUS-Jr~KXaReurtpY#ci zKlBC8KWX08ap7}rPC5VD{K567&Y$QveZ9Z*6Ry8pe`7A8{t@FuWKzcu*I%x`)IX?y zQU7w=EYh(1T?eK9N&OS!g!*^YAEF!Cwtl>YZmvH==~J1Ps_Xk9TaPo(}y z{X5wmZi~?VFq;Z%MjKP2{iU`j?uhsM7>cc`eaG!u+Ml#PX@AoGr2R?zllEuo122vJ zsrOS%IQPkY*Pg};`hf_q_5d)J$&5ovA5-%IIpFD_)rv5d$&5ovA5-%IIpAq+ZU7m} zWX2(-kE!{99Po6|YDE~!WX2(-kE!|9a?QHNDPZ#wXxmSHl0arZ`$AVKWN{e|Hb@J#n0sXiJ?=`{}lEn{eRv+ zET#QzYspJ(e`=h<&wZ+{>FV$vg`5#-f)nV)9A$aWdFotk8dL=$mzW%fG{FgUW=C1x zbDla^n+8>Z$R#GnAx&@so!L>A_nfEB)uusJAaaSxaYz%KKxcN8K` zPPyYw~KQR{Qe<*V#{eS2a^gq3L{->E)xt}7=eR2;q(gYWOb?eO@ z=Db8pajd63s-7_gT<;zXVUH3DM6RtM<;FQ2>uD;0R@r_L$YlBB{*vX(pOHDp<{!iy zbU%dpb_z~l^8rG)_5Yyt*D*VXQ0+j}Q|@0}1|O>H!iZJKoNs$Bqz-{?pElc9*;4-O ze?Ar?<@n?LyM`ZD4c!6$Kt5`(}VI`|VoGyg&1_jlj}pXvm^wkKskk9yg@ z$As+np#0hYIR1Q0aQ^W*l=CmwA6sv^{!;&-{zd(h`nS!8@$MDv4~tjO{wj8<>rQ3e zr2T1fq5Vz&1N|@bf9ZTk|C{?7=zlBv)Jx?5ot{biDZ*DBKy_9p$fzw(gBv)(Q{hpt z)}@gAshD8_qqQ6jj_nVHwoXiyr9$$jVmdqb$>S8#4=rYZISR1&Ma%pBOJz@lj#qt0 zsqmHfgpOx{V?4Xwr}R4CY2C68dRzkh)uxiM!1gKsSR>j0IQ}^QaQ?-5fw_R|57%GO z5vYF@-33X-P)W2n{(Ef0L3+*qgAGAMdf7`lA{{#Im^gm@CviS9M z&7}W@{+E}>{}T6Tiyzy3)7eAqxa{Ok^Z)};#+>tzf#NbDS2-v(ASOhrBtQdJtz6kn zO-*$dTzFx3$|w8 zXt>7fcm`eUBG-X@Z-l+mRO)bB8t*s3hEhAq>O;G1pYmt_E8{`O8(@wFh{fqi%%n#JRMRzJXL+DVnKP;9<`-}D`?Qi-Y=zppHF8ZJ7e{)|8 z{GRl`l(F&B`=4r@BKfHU48Wb)nr3W<8>Ym$Zk}4o_$s$TH5-f>mEq;f|JL1h+il&! z2Or$+zT0lyZoBO&|99(l-4*|L?cTG^d%D+dxn;NIYq#t!zWCzq{`>FO_yXb<3qSnf zZjS{Ey4`o*t=o5>eY&HLI;#8a%{O<;XJ*TjtnF5t~{ z3ohs$c;JC}CIpEd`O9CrAO7&N?xP1C)a||Z-reqd?9qK-!Jgd#2OJ=Al*_um2p#un z_%owCVloFFcwo2JUVF)R-@V)O1ABHy9C1W-fxBfFyhftM)_lW7hawJYn)c!2}L>J`@E88`yw~W-};vH5sO=} z|8e}G4{-kRm<{J&u0LFVsee%aDr*AuPwL;$5BfF*?2L$Smpyrcqy0hqi}t76S6QzX znD!^_&oW2S{>Ip#|AGDo`X62@|4Y6{yLza{_EC)Eic@~L7b7YQpywQ)ga@0`JoQ$3 zRYcZ&_p4VwFTVNN?w)(^>F&7w&hE}T?(FWk<93Nf+|k{7>uufFPX1cA?Y7%?+i(B= z?v`7Ar+lZKc6#^5H@>ku zL&A4x_rCYNuRH3KZP&g3{X2A*UvWkEoa~{%XU*!>x-Vq@{Q2DnBsTG*AOEEL`OmNE zzIgl>yB(#?9p}vL?pbtC_w2K)lz;fAm2FFRnx(d%VwKrAB^Kea1nZY_2btoHlz_ zj<2z_zi5Ba{-XW$BH3RvGb_8*a<0$#$KT!W(IXqccyYnD99~~xZ-|m9c|WVDR@yKI zUjmF(3a*i}m$2_)rJMnU|Id{47r*#L_lZyZXE#TD_*Y+jP50DOPj#1FdRe#s{`+_P z?z?Zd=udZd({e`BjKn$ay6aC8qxf7mfBsH-juPS@sO$U-&X<_L2fEJ*?U6?wk#nJD z^?apY{_>aIkrKDqdh4ybn`I9Mc&DbOx--u_v)lS@Z|g3UJr55*{BXB?x$x^Ai)(Zb z1ol;6Psel5Jtr}ZySn3!J+9kMVj$OCb8YwNlE*aWvSi5;$zQFpiZ6ZXi`_l6Q7L{4|dA7kqGJ}EZA znPBKP`UZT&YZf;=+mD+)9r?L_mT9_gN#?WK81eoD+V?(Ghl0Kk`tdUM-;PTjBaVNa zD{(A1|KQK!`Xm1#|1~*ge1h^P-=_$9O!-UvLHtGh=@^^%TQD~D59(i4rzpB9^-t=b z(Jn##TjxX6xnrFAH}!AYA83F1F!mR{_sI>@#co|9)x@o_HotluYOGVC=SuMMwxvpD z`SG{cK-ku*z1CQy)*5mSV)^pr>Gadj(7TjQSg;^1UAk26XPVS^D{vpwnP;AvmdSe# zN-w`gN0+7Bg^FP2yizo^HAI z)^vc}SGA+u-?VsWQCcIu5&X4y!(!2*Mf%xsZsYdbZ`aRq!wom2E##cW3F6xrmNzYY zWI%uKefMhH2OV@!dRoqr4EpEvUgl{FPpa;`rl_7kmDe@(%V*X@$`FKb*(-^Pm5$w*JEoJ51laSi1CmNpGF@-EUug zb3$ozA2<)OP|j=o<3Iep-0yU1dQt9Mx@Y0N>PI;6zysyo?Pug~%)}Dl&4}~Qzd+Ax zoPG9L>3wM%XD)W#b=Ne1{(L=;;hzN|&S&7hsa<#7E&c4WpXphUv(7pzZ7Fv?U2y*S z;SCDw@*Qvd#_?GGa(6LMD)tkv0$4kPv8XxDt*&{<)q=q<*q(n9F1l$S_uH>69w zPNYW?Gvp2^vCS`fZ&5nt*kjUcc@N@8=l>|dZ;{rmO|Q%SNb|)9vHf=2rw1Q=P<#Q^ zPcbEDAI9Z=CcKl4H>&Zj#Jlglo4&EhH}oBghaY~p_vb$L_~Y`<#s5o3${W@=OM$l~ zzWkN1qy@(>(04G}Prgq44VR@Ir2X$6{arm@aqhY2$XnPu>G_Sx3A`y${}%X7PCDtN zG-szd>4);>_u|Ei<*n?awf--Dad~Lk>flbOW94uDkFS0;-Ff>Rq1>Y%Z2aL@S-yNC zEm<-iewL>t!$?ag`NLW!ysFUTxX=tQ6*~Ws@}*0xY$<594TNK*E#!fw?GJs$ANJ4j z$9&-Yu)wi}=&AH$viX>L1j% z?Ju-H(f&sJV{319y~@K+*8Vy^E`AE%YhTUS9_xf=2d@_NU`>yiS}SB|)YAAJN}81C zd)Vo`(8lr-FA=Y`F0ER%;X?ge@%O&`^2_PqgAYzS&Dk+M zA$|qCH|8fk4Hd_DilKRstugH7a zC#KJT{`2X!+iuMRZUp!pNSl=BduR;{y=1_5vr0b408ySfH$l!9;9s;)mw1kJ({95q_Zh|dg}6{zq?=7=8z_c;xTpW?LBPD?v%zhgS*oU`q-_#Yvk2|kq5 z&p1QiJf=eIbD6#Ri#n?`(Jtam2{$U9IjKjeP9h_#&m?7^+EYvd+ z__X-{>Z|`HXBobuzKF*jdrb7ue4awOTPqh~P00OFJM6GS+H0>p=(cI zg`AJrAsu<-k$R8QS@KTB4&oO%L*DzwJx}%DI!Uk6`=I7X`MKwwEB7KUPIxy1=P|Ch z;)>F?_wn*eFQogRaqp@)=y zhO~vdqVBuz{>I!7zs5rkK9v5yfBxt6y%WEeo`3#%ebZu-O};7bNF147c=3hOHzK%K z>f(zpPTOp=P5S;1zAyIzE=d<&c%hz;fPVo#6a4A^_rq^-%rVELUFPnh^_DDInod}7 zLc(Xi^wOVN+u`s3!yo=2{*?J?(@kfj-~axurf(zyX|Jqgg#Pi4Hn2*47aQ-y$U9Q{ zPG^3P&fkOA3`Y@v;hn>PHFa);w3i7FCH^G-rv5?wi~48gkA+uK|EB&; z{hRtX_(GNswEx+g^0dEvEcTaC*+0>|Pti4E4@fsz)0}aL_HK_`y{2|Gnrk+GW$Sz< z>rg9wlQ&KOqobqgvY-7d{kxoTxccg=(|hl}m+kXb8@>qKjkNjf&C@m4T$7fMFW0`& z!SWR=(lbv#n>OEk^K{H{$LhUJV`F1!XSpM4@4fa;H{E=*|4Bl=F0ELxQr^wJJ^k(9 z{%tz{{PWYFU;DGZ&5iR9^Y)lm?uoLV*U4KCYtk8Kotb9Mnw5Tf=}*(>$cWtEbamQ8 z-on`bfc?@6ee2u0KpnjOz0W@Tq&?^DnSOcQFVp+WmZgg>x+u+_Jv*H%?^(c)5dS?c zZ+h>x+iq#@F1w_MAIfij3xW3^X>(>S1Vw-R-A|#IUG=xB*A2rCHq5LKOApVN-0XUQRllYtZhw%mKUyc)~f0_G%?hayZEWHnCgE*)7}{vFLQ0~4lJ_L=HU#cIg57@k za`++YKfFQlQ+c~$`|Wo~M;viP8kRE+{%`T(p>)Y5m!wU<{q6L_^M07d$H&u(4aB$@>*+%6Q>kr?bvEEB(Vi{6o6^j@#47vXS({3ooSOjz3P`wD_975fSfl zdP(kO!o5w~ZMR)|_~D23j;RM8d@#+IyxHP6!Dn~+iIo$2Z`5WpXQlaaMgsKkTRiZ< z18JLWx7B;7K=0q)#Ny^S;c=qoceU z68}QMb#5CJKJFOLL$#eY`56y`=WBkQ^Ibb@_v{7xuj9+{=ltXPGy8M#O*DMQ)(ZJg zmQNN*W4Fv_y){zvj5*z3DV0 zB4y4FS&u&Qi1;54Pv89JH`7~hzAa}MR@b_j?%{_XOh+Gmbo$n}zLkC|XD{H-cuL;X z#`%h^w%RJ~x%XarP6BsGtzNx4EtLDA=FOXzcAYynU3cBJa+lPLdR78wDDbBB+?{t3 zzrY`rcFFK?`t5IjtNwz+4xOKVbMsB=yLjrUr_#wMpRDg<9DB@n)jxvv-+lL8JtOgr zO*YZDC2$wj^Dq2C?rr*gI{x_M(>LWa{zQBycyoKL(8HHtH5dG86 zQ&fBPVDEt31r$g^wAlVV&qEY=+`~fLi$sbTcft?e|DAWHF_{Lrpj& zw*DJ$xKVrtJLo-0#~pW^yf1M=I^ci3|8JvPme`=a)jHcvU_2kFEU?M%k}`Sa!d zjN9_(S*LGzKO(-B!;hGsw%B3|J>&5MdAs7MqmD{jZn=eoN2e#mkAk-_e1vY6`=`Eh z$RTM5ITNx#KF6u2ovQuJ6+g=NzW2TK_B-#$=azTUo4QN+o0U;e+@ccK9>>cpc6v2x$lGhbNqdNU`}xU;Z7s2 zKk}cBow4v?@?XlIDl?pSQvMQu5PxA^5Pv#Pz`ai;p5+JeH}wzdU(`RTf9Jgnw0{&C zLH(Qd2ijj~fBCrWPa`9^_sMM2eG7HGyZtC1)j$QlA6fs+jKI@RDIYcW}Ug2grL7v(wC(Gt=Jk76jh37+N&c>;EnB zJzRUuwfdF>&T7owe0DnG$ivfbZ~1MSS}k`$h0iuMwI;ps#vAE^3og*NB5-a4Z(baK z`~rEu;(>CvlYh3Aa>o^VE_r2dUpUVb@EOsq80+z0M|y7#_& z)6w5OD$U$%W}5NsP17E`&y%;dFG}ycEoVri{}1!8jI2Zu$KN!LceGuf(|uD}pTV9x z=r#zEkMr?Dr}E49<0-wDNtpK>sXpX1THkCb?%(jc5Qha97)Hu{vj6&BVB9$VoPWB0 ze2sDak^cyOcHT<Q2Rd4Vc>m>B}H z4$J3RB7evD@^L#y5k8DXdl~ryuYde83}fo209N%M@gchXE9d=_^(aXlAblYV>hpq7VFVB1m25>xzLjy2Fri1J@(&>XgARtuZF+}*u&|^ z-`}Sgig-qBK|@2?mmqk*C+Af+mhx;f^7&jt?9G7xFH-*!9hCZK_Fq!}wsk@K zgN_4ikhK3)J&X1i+FxjY`NZrm@Ka26&kc0#{~c2{EZQ*(=K%a)jd@NDdu5%BPEsps z-hhIb#s2GP)L0#NkM+tr8J%Pq|Fu)=^gM;#Wo&wX@k=d0WA+&Hin?^-g~9OCMv7zs^I>Kbs$1f5vB&H~&+K*7zm!K%|Ia+aWk$x?)IS2x z#Mn^(p#CBAfc8J)@4rU>uy?fGl0CiuVK4=9qjfvRbBzI6UdM{$_aK_!`>1_)`|G9$ zG&CT~JG3JCJ&1<=mtn{IC1c~0CR_6PhpMyW{RXPHx9((x= z>r1@DuduHNXEkj8+B)`kT73Uk?IY8%e;F?ui#j$Of6hOyKk^^rq2#~VFG=}B`3pHo z{6YK$z9@5n__MJW5Pwtup#GKh%IuG#{wenNfjV{`r-5bEKdFCG|D^s&{Znn3z?sxP zKa~Af1Q0zU-Ox(2h~T+1vzobBhRTjR#NN}FiIeG|E^_J#cH zw{Kxq@mC!S;!oh}f~kqWsee%a zQl4pgE%-y$ZK;3OJ6z5lA zXn&#o#rXm4FSNe|dGT@DA4W&y9qn~%)lgqd@n()M#`{iE@?#F-Io$@G`qLCTl@zz{ zK4^Rhdfti~6VI2%Q^(F=+oR_FvrRQ;t)(y}#J0tF0PYn({2AslTSlt^|J}*3?I$ zm%;vZNSbk}gE~!iCHM=mralrOW33#h7?bo zkstEkESE4Ils}Ze#2>|H=l)CLufRXSOS8-+{v!UT{zLpp{7wCz_K%9AqwYcd!}Kib zUwM8||19{L`uAV9Kfq6c{qoT+9ZlN7TsE2HZQ`|$_C!NNghVCm6(#m> zWAZVK|5}+Jc28aG8QHNB>r}cMf~l&f%x0` zrOyrG@BcaYdkp6(rq<&C5c~hMrRp1)wsiV>?sGuZX{+Y~38p7O$+V^GDaqB=TRpcc z!L&VmM*e=g_i57ne{sLA+Qu_~bSxzy_ycfNZj0NYPt}CuT)8)v2$bTt+D1V7Rh`&@81nh})!JQr_{xtkR{H?a&GH1GW zAL<`EPpE%U|ME3L{ge79_3y$Ds{Ek+i}pX-KR-(Q@2I?wjQ#S>zn=X)l!vI-X|r<5 zGd*FZQrgoRgt6M4h(H$|=wE(1}ZE1zzl7 zr#L4=X^1*)o0U_Z>7f&s&E_gQ ziFw4s+FdVZB-0c2OS(BVU1A>bu-9wNFp}vB`z76+nx2wp*40meHHZB)zV;+E9UuN< z^C?seFLdy=3;nR@ysG;Kdx_rXinj2h`K>P^?vpQXRj_}KKj$CUANh~*O!8mKACaAq zrIf$KAHY$>Uv&(KKZ(Doe^CFT{z?6t_6N7KSV;Q|_F>TeMEjes3)&ye4lCoK_LVvw z8-o2+{SPp#DkyQ}qqn|MGrp>YpE0{~R5Y_bJM~Pi~<`7~+?QoUmed7XDKguK+yNJ+H~gw$XP&-E}=K(FjS56JZ6kM~Q)$5*NkK{1(N zcJ;@rerGZn`8Eezov&|4$KKDZ2caFk;}YrkhPLR6f_cp6Z?*)xry}>o{yF~n{7!i* ziSv)^Px%q~kLk@A2k^_T9fACp@`v(Q?Xbij#9zdpYFi`zrv5P`{Lrui^)Kq5)W2ze z5d8snKZ-4e_7~_;v_H}QCo+=u$4}h;I5xII{1mP2eo(5h@|Q%3464%PIi` zP%_#`Q(O`y(h?6yIi>gOVIg&blF>$*;*uzlmUuwQDZO703#k*7j5g8~mqdxQ!~;@J z>HT_GNS&Z$)Cl}oqv3rDm0M~PbQ@TX_x)GO|py?$3N>@oPS(@&O^w5$bYjOq5PrzCH^4(Dmat)Q!ym* zxA|+zym0J5{R8uZ`j^cEJ!3=tGwbHmzo~!Qx}g0b^9R~rXnzrTsWP+33ECh2yY`2X z(Quxk*s4pU8mmLhN?V#HuV(}gl?O&^TN;yJHK$*}%36vhkNx)tZM`{lEHx&-YEH6y zpWII&eAqCn`Ir5kLxlE*maI|Tqn7E)9v#V-c#&s$E!+Kg74K-@DlBxAE*7PyrV64Y_m;A3$^D(BX=k-(GpR@ zm~xka=EZ{8WUp4QFl2;AO0-0JEwO(aIvt^Qn8KJMI(;F|Q|LR|qTk|txa)Mfw?uW` zoG1E?*-rZySN$0%SDUJp``(o1eiHX(V1E~MXw{=LJ^SbQbN+Gtxt&e<4R{0jkMd;l zU&qD_uX0)4HX;QfsUx3t`NP@j_4{R=R$gLfrEcX}tlJV^)mUmON&q>!)$r z>HmK9Q-pW4)t{d6i|;!!UxQ%VU_*p|4QZdNz&uJ{_`A&QOg~)gD|t^e>dDV=msZm3 zzv4%Zzt17eJ+|EB$c_J=4ZX@B^r><{rB?P$-Aakpd-%Cj%? zXo+|;Ih-yZ#a`y2RcTYX84cLKjZGM#5-pK9U=p7$A7ox;p`E9gG<=qA!LG|0U&1@~ z;L)-!-3B1%A)xysZ&)#n#J$XEJ-?ClW?!}TvCf_MyB=+6_8;{Jjz8z0t+leoxcC{FU`U z{6YLh{7L-nItKL*wZk?#o{tUnFX~^7eqZsV&ll>SHYPS6)IX_zV?I#-r2Z-Mfc8(7 zpMQ=0LGOKX!*sD*m&jjf_3zmKW36eL>SlY|!uWgo#%ixM7O6Gv4R;E<*`AI)dtR;D z=G0zmtkULKTcs3tvpsEL{9UR@#HlQ=_F7|+TH|e%QrykBCw*5ci^%p}#|! zc2FDWbRvWeZKpUVYxO|fi&}>M4rLpA|G4*QbaXQ7GeK61Kd|~8aL<$REyXw3b5rak zl0TH|Wgnug?=1T@uf;^I9x3{R?%{FSm~|}n&+#vI2hKmPKk^^5ISDT%|E2t){LTIf z;t%34;!m|P5r1c%;Q9u5gZXNz4X!AZyczs&{MJg9$B|Dyf{ z8A1J%`nSx1k5K;{8JS3Otxxbxh+#h1*h92$!0#2tjO@{fS*3;G?I`6XlKT(oQm+%~ zk;Dx4ucHx%qzvB&8-IJBVj|=FjM0=AReW!L1>e_-{2Uh@U73#G(>cNQNB-lyH{%BKU&Xa%zvBL8@Y<~3!v~@7WtTMe6$oa{=O-*~7#2Dn>Kdj;UdyvR-$T^_)V5~2fbw_t z&+*5+Df5lt}Y1@(_;GxKrrkouS4 zO6s4*7f1bD?5ngt(EdRC1MM%gKdJrpld}Jgjjl}VV2Exk*1?vYjn>6>T_V|v?H3}& z`dyk#+A)xaPP{FIUO9(tP>V~OP9KVDmQz{S%^#Td%pA5s=p;A&8Tk9x$=^6CehS5{ zd3~0BWqzMi^gjqq#k%H?Q2Km#lht+GqWK_dx$oo4A^H=nXzh8O*rwAvjg+x}j=#*u zGDkhm`B!v~x|X^A$~@8e;rxXB$9OXNFXfNRR?1(q`3KoT{8Qv?!F(XgSuQ+6UM*GM77=xd}b#km7 z(Lem1E!9uqOUU`y!{}wY*IU!B+q)df`<`8oabHAF#|3@Ha_nEn-EAd4#vFf{TbzGf zf8;;PAIN_xe_S?D{u*{DHuRzg6MyJg6XGw!RK%a=TOt1L_?W1FQ2(O-X*R=PI}JKM z^-t=b)W2!}qW#ZooYcQRdi`7PeVVfK6a(${-Aqph^Sx$u(@qyW1fDf5sS_X+qVS4B zEU|dEk#4%w=oj>J3UQ4H5&O51D(_Q>E@!@8!ELY!YT7Xz&QRyPY%c`99fEHm(7|p} zZ3fl(|CvllrIdh+x;jcu@byV?zCd`iII_+CM)k z{j>KzMc0TwAl+n5bH<<;`~$H?Lk5UEsUd!~?_YayY_G{<|7Bn3kEkcoTsxOpsv_8f;kI5ApRu&rv5?w zi~6U@1=A^k6I{2V{!jY@O|)4d6{3Os!$rL<4?`<$R!D_tApdYtZ_C5bN}Cl@ zAsWa(TvXapKgH-|_McZC9p%-K_!r#%6X&X991nHwW;?RwWjy5bI;{EbJU9P6`}eWr z_=mZ``N#E_?a$;tbzL~G@R0nsJ2sR*m>ZBKHaBcMkVp9|bEVj^Wn6;I#>dRp74Z-8 zpUw%)5uY=%hJ1c_NdDU$6Y^i3H_mUV|CBXD`4e~v_U%#rl)2$+#`!AcFXgY!3CdsM z58|(ePdbl8xUu5T(UFO?wsR(-HFLMAYV016KOjr#H9r)VXo(arN6qQ@O=`zE7AdFC zV*fG%I#gl2O0-1QJN|y2!solqb(4#pr=ju((>t2=AQ)@7+zTx>5uwBV*~oKSyWef+ zX|xyja>RW04_%Mr-^@MO1UUa>UU2g7&A6&HiNPDXP7Cuy;W20tzG{njHkS zRxI#$L zJye)rC#7oN(DRHeI`-vqnpZ#}7 z?E?&b9A#|=BMTqN_}E0XXQ+?8g2i@M!+v&R!cz;ahAo8H=D?LJAs~)0mrqTMA z@B9t*bS;Zt#B`+GC;PA81;&lz&-th8$JZFwANddYFXc~`t(3nRhdA!=5VA9m5%EXC zXT)E1-4K65ju3xS|G=7{{#Er^>c2V`)IX_z)BZsF1MLrH=cN5pal%J!e;JeaDX?F@ z8mI@@|E;w5J5qZ6nAbl85K29&VSc;0>A?w_%qG#Jkc^ne{_AkrxP;O1sD|qwe@u@t z^;2a1P4^kf9s;+2WZ&s9{0ca0k#+weU9;|c5M3wkRYYCTY8&p8Oo9D=#2?wV1`I{~Mf^$pP5p!Vm)cc| zZ`Soo>YvoVeJ;@cpm@62W^`O=|DpYf_9tHxw7Am!O+=IgnJ(3xRFsk*cJ;EMk2zKL9pHNgJsICK0t|G554mm>eE ze1ZJ8=v0(Hl)uCuRhO*T3wgv}#Gl09)IX?yIbWpyX|^WYKS=%C<^}B!Iu5kI(EddG zTh+5^fBQu3Z}3x0`FRSrV|VTU#b)gU)ysgKb%A~WX{ppJ>tuA2T2J!^6vQm{Uq_?H z%CMJ6udI{NNtW?nJGD;FQ`lYJruP=Vgs)fl7sN(pdsro&(`qO1GPj{24gZCN)s8U8 z*OBwQt+20w{o8nB9MxasW9)Zp`IzN#*6)VnZ#GPf4d)-%pUeaDpUg*uw-%o2e8Tgb zmyrJk9|-xc>aUbPl)vzoXC6WPm+gDbGl{>7E>PqP#)kNd_)F#i@fY!z;t0o@1$$y# zsQ)X^bXh|DP5hnLN0Ft(-^Aaa0sL+6Xctpx4&+BKtltvyhAIJ--Bq_e;IbXUotj6X}U!||4@AvdA|Ylj$WDMLB?h|t9}Ww zqhp_I!61lt@GADT!1iwV1?}Q2h3J0+`(XcWFXH&yT&Q!C^N;I~{D=J4WC-OC_DfR! z5`REWx?fV_#9xiQl=zeQoBBuAtBPHW`WN+2;Ha*SmFLMo-JJRt^)KpQ)W4{Isf`Xe zoBG#>vj2|Cy8~<0Cf_yIx9QerfwEApQA>A9GF70B^@=4tH#es= z{p%Rp*w}E#c=!Tz;0Bjre!!mv{jHpp_qUVaKY$+sXuO)fmo~~BQ|J%vvHv{A9DmL~StDG3ff|KU=9S?N&S=hC-qP2pTLU12_Lck zIWn>$VZVH}VS8M1G@8>PUZS}uSi9F71$n8`B>L5Q#ahv7m#8KCm8Z!8d8yJQ`W1S` zTG48ks3rTAr^x|%snR6+6?(;5(Q22dCHs}9$pLw((j@v7VzIuXJvw2wP@RXa*8#Jd zzGwc3npR9Je9L7S_PB#a=P>G^OneYS?vwB^v{z_dkAy7LHmt6;5$NMSdiI~kIAaNp zKj$CUANfz=spP+uKa{`3AC9{`40x*W3gR#26>6Iz{uB&P{H=RqAVb4?q5e_FgZdZs zFV)Yfe+rMl{s`)y)IX_z7EDR~lltce&_72<M#HtcAi&gN^)Z%o-SCsfGU zu@u!TJx!svE5+@*&)!O#Yvf+$t+#E*Qm61wQ4RIpaSo+Y+mpA_<{Gt^dFwgd2Bibb zo~F>Lq`2)V(|2+|jsB-_?~|On(f73!m&ZM6i08DQeUNu;ZSPI?VQ79!6Y;&qF=xFU z??W&S_Wup#cG|ckZ8J9Y$(_~kI zzYuHcBM~yz%7F^_DU_!+d^YPXqQB@KE8)HMU9^hR+$LyyY${)h`GsGj4e+dHuad1_ z_Ag_{@z1(4<`L(gt|6{J@}ImG$bb8CC(4<^KLa0yT%!D`<3{;Q{6YNXHuR2W|EM_H^$rhd{|fkl`d6`IQUCnQ`ZxR(*e@UL($SOVFDrKBLLYQLJr8O;-RPxE?m#W~K&c*3`C6C9dmrqdX}NA@L{i=V#geI)?KUQ|oa6i2Z-sQuPf?TRMF` z7|T)3e+C)Py|&Oy+XMU0gE(*irynT;;b-k6)v0HmqI-V0OI0kL7|1g#qdyc=)EtTb*e_Vg$KjgoZKa{_YIbv9F zhvN|950jt7Ull(9t9I?~d7cn|5`Q{BQQr*lH}N<4MYbjC+@StT{h#&^+JB5MIDgcT z_>=a(W)4vQu=TNi{bN+#N5+2n=3meLAId}2>$F)p<(VEjaS5%!i#_ZV=VT}iQKxOQ za>_G3bm9_Pffsw&DbC4I8lq0yX62M;dg#O@v;r^ouv46qp)^FDw#~{Z&-BoVOK1gN z>|v)^lX$;G-=_culQjnUV?Q#tL~pBU#7D$NCTq{>uqG9|wc&7i6Wj1zm1*|gl)b^_ zx?$A?O1t_Q*gwag^N;H<&H?ft@?XlIA}1+-i9d+HdUJsI(=au#Lu*qc{#IQC_s;rz z99dU!J5$A5)IX?yMC?iZm-;{T59%M(Kd66Xxj_A^hrNNLJ}Cay_bH~i_sMP79+nOI zC8Joidl4gE_gQiFw4s+FdVZB-0c2OS(BVU1A>b zu-9wNFp}vB`z76+nx2wp*40meHHZCVzV;+E9S6QJ^C?se55I)yLP9?*m|wAf(3kZ+ z3$%qF&2N1XWj~vgmAjJJKgXZ*kL!>8$9N|BFXa#9qn;n4`~{96{-|R>{6+jp{7wCX z`WN+2>fdf>u#ol#_+e>(q5a9%1?_KUhm`S9`$8QL+8<4~)N%Qg>~HF)@Oz)CX}TJ` z2gaNbVTgyQSMw}Od&)znYQs{hk&+5To`*2RL)3{q%hI0m(5c$6lxn1;0+Ht-4Dk?k zV$ZU)r#y73HY}wYDXBo@c?d&1M4i~PEbS=|ovIB>sYcf6d7H6ud7lFQgk}w6E&FNoWc^%D1nPE!QZTfP52Kx`=$MLUoiSw_lrThjx*Pq$! z>}(eK5BV?U59KfMN0phxUqxmTe+sT7{-*vx{R=XZ`X}{o+8+W|qW#6>BkfPLKNb5W z?Qd0=_;~Gaqhs1}_akJz#{H1pJsU=kwVdUh@_3xR$T$$~ zs$-NJ~5*<&@s9hlSJ$N=6%L zic6wITH*mIr}Tb3ETm3QGTKN}ToNVH5)Vi@rT6P$A$5Y1Q6unUjgE!$6yV$Ld&qWC zOJfdaUMBg#I+ibfhwOvE87lZQP*!cJ68AmeCEx2BUGagSytL~!*g(tv^SE;SIsbfJ zaQ%`0WIjs%OZh|jOZ-uAR>o_@UuLf^Yq9{sDD%ccD_LUoBB8PZ^e-x(*7_q8qQM`TXl(4V|9pGX-m`O^^D-5^1x_qOJnk@ z=JYFASxeF6vH$*{tv9ERrN-n}%}I9ellv(Ihndb|{#C!{5uv@ICF@c5Xl1(WpKw29 z@n>XNZubLLe}lFydVuRipszj+X`B6X{ELo&IVN_N?BC`5!y9f~f8;;To53&TC-7SG z-!L8+7abqUAD<(XzcMF?KZw6F&m{gN{-*vBWG3}5>R-wm9b;1eqW%ec4edX)KhXX_ z`wR3Zmkq98XZ#?#_J_4Uly|hnj%~K-XrcDJXygv%C0Zg%7*p;t(7ad>o9xx<6^4w^ zNQst6uO;?xL#HFu4pSIYM5iyrc?x|;Tkr|aN4rf!_ZAh*g87O0nEewj~q-^;c|gIv(Ud z%CpNFBLB_4KFS};U*nfW-Vpx~|2ftGCMEvJ*qr!Fc?9vNVhQ4J=p<&7aUU1;59%M( zzo>sw|AtS?_#^di$B@Ds9amES9;km;KSi)pmuQJJHtm=j;|-A}taSY}wN{r}(*r8U ztQfB?dCW@JPvf+1sjt);tI0wbvtqmul!%qCpQaG^{6t!BK;@VfD7s z`49OoWIjpS z-)MjPJVWA6=O4^CF zHQ9eN9^FJvcgKINJhbljJ}J+}olMYehJjW5$5_?Z$zHn=Y%xw zKSlfAhthZY@iO+$@#p;O%>k}I<3r$0aV*Gx$bTt+D1V7Rh`$WSnw%j1B>txUAvzZI zFY2GvziEG<{e|`?x3SUwrgqE5&go-A`(w}c)U~;MRQ4CW_sI>@#co|9f2GyGWB-q} zrfI61?P&|+@97(>z1CQy*0?v^Dd=W801wTW>8E`ETDLzkgdF_I+~x+q&oaC;!Vf zGxC3tg_M6)-ckM&{}BJx^{{c^KjMGKdDMR}cd7r`e4zg0>jEM5AL>8G8>s(K|M53y zssB*_bG&QsQ>-oaYecHmJH)afyXGiisTVEV8qf4bAc>wY#H*srIjqcjBHWlmTE3%EN^iX> zz6$j_IS=Od&-u^wU-o$G+93ZU|Iaec=L6**@rPn7U@YPv9RuRO4Icm5TqXXe{*(EZ z>Ut6H5&ska$N6BgjrcFic;Y|BJGB46UPAkqzj;giC;Z_vgnvgyCX!t16MPe5m=8Ag z5bYcAdxbG0do*HJX(4z!N_mOo{zJOd>qL4aF@yclHy{~^aH{|r}9{+mqCbHewOwU`IE%72KzHU|8I z&q(}B{7?NS&jH0f)c>geQvav@LwEx5FY&KpUfBC+|EvBN+CQtVGb;P!SEjXoSitSr z18v(Vw1QY%;w3Vm5iK(U{BB8W%3~gSOEt8TSYF~K;?yBSqn5_+P|~D4-$QSyhE@{G zOT0v!I%H_n()b-pnv~~z=q=UIN@975mxxn`42@bEze7or@_Y}yCHS$%$0p3ajQcBr zHM4wy4yNyAmo&~*K>pY|tFqYAsEZ$;gVAT<`5r3Y(lZ&xzm%5!Z#3io&O1xeEw|jB z_T6W{wAp4e(_VY-ovyj|`tidVA>}{iKk*NAW$M2sONoDo|7d?wd0Fgjw7=2* zDDt7qhyR)O*D>)^tb-xCu~-LNb~aiU+jWU#D|Ya4l%f*JG#+&G2c|tUhiwo(82i@| z_yop(o%As(ehS4)c|EwF!Tk}ggK56dR9&O`B9iuchgSSbAa?+B84)aV!V za|&^d2od|Ykt**~2$oiU;d|jU?L5@ZZtFSSY)6ND8N%8MbkJKHKSXKM+s>ilwUMId zI+kbu7#|sPjByxOq*d=j-Uc%M=bd+9+HSk;(oDJYY37WXa;9Qt+IE}m(n%+ulIM~C z4fvZnKm7h>opAoUor~)~u9b~r{geMw{!#uD|3sWZ{73vt{2#C`^`AcWFZO!kU*g|v zU%;FwYlZlCW6=MJ|B3&J|B3%U3jE)DpQ3BTACPXcra9wK4E}-Gq9FrBp41S(+V`)$ zIJVd1vHvnO10!LuEE+OU!IK)|SAYE7PobDe?Z*{o537$aV2NTQ&vtW9%b6qSC(5@F z3g%FKrIe#htZBQi*Y1cgI=5l7f5T@{&)bm4|L2!ok>>5OSDHCf; z|CrxD=Renf*2k5%NJC?}-11e~JI8{|LsR z{zv_X`VaLV>OXZ)DfK_v|7ic5*8U4W#kzd&lbfv7-rcqTH-$=3Ox(TH09vE@5Wl@G z4?`1eR!D_tApdYtZ_C5bN}Cl@AsWa(T-4k0FtpNUg;a4B3&pi*OlTP|U znl&rGPcds&I`)|3)17xNET3D?hREN5xn%bM@cZ}gv}@<#{IBzUW0?Q`J;u=Hc>Fua z|NOh;`p3K=|MT@i{wMQ+_{XpU?$#~)X^nppe^xoNA>uz@$1$Y*tKXT83*|q?f%u>L z5Ah#(1M#2B3*tYS55#}Of3Wd=#_{jy$V6J(@kz91?lx78-2?ImWGTJohr$vqk>c~H zId!Xl?K8$AWzHXv#r|akbX>yVlxT^pcl`Z4MI%4p`@{N)Kgv^0&Nljptg+!hk9RC^ zw=(iv*Yvk7JdJkaUdotnZL|Mo?3I^QoUy`Q+ z^JWB6!2pAUket3Be zg`bOWgZ*z@iS*|_je(ZN;55&u?xp1()pKjJ^)zt-nU{7d{x{M(rW#J|M<#Q&dV z{68{+d!NiVFxW%jz5;}qLW4*h^8;P1`T^plWr>uy){p(fl9y&5r^xtGZH#h;LivT|sXqa@5@#*4?lq)(hx;Bx z*2cXes0-T6a|$-swozuj4%Ks`UDwMckNwy0V?!PPx87Qu9)9?VbodcRr-cjeOK-k8 zWO^yTf6jldfAT-_f5n`Xe^r*L%%}X%dowUD!LCjGWB7sikN8(*hw+UK761C$)q8HJ z|KznR-x={g@jvlD@jvlD@juRs7hIe50OEh*|1u}WhzA-UH_ z{oH~#dVEIa80gEHiZbUiAJV;%(7*E@NhwEL!v(*(ZeI6Lvj4!(HseR9_sZ{|^PlVAe6i$zdT{)P6(!V|uK@+Y0*%*}r`c7)SLN`513tZBY;y=SV zutk*b4C|Trm-t`i0p&mCzu75?e+qwe+2)v#_=osM<^=H{@t^y23a{9}?O(*d9}WJs zceLG-KfV89Fa>g>bw9>)jR9F+$BN|lAe!KNsC{?)>!t@ZG$6}6v?BREh=%=_VaNL= zW8;&iTjlc)Rc2&=IP|VwS)QXAXQ*9P?C97RhP@=lYb4&m>+q|>_U=5%bUfkF1N&hA zI!*(}=F=VjH{V>8uDka7wBwF*(#)AN(+)fAm@fO-<>`$#-{bes`Oo#Q`WX2i`G0G# zqWq)$C;lP+BmRX>VL!MxiTEF5Ve5kWm)q>9|81!HpMEar{?z}CkHOAC`v>hmw13h5 zL;KGMvj2?Ay8~<0Cf_yIx9NCh!3_JMT%(r8?@*HC{hVS1_lQ=EbY5T~`;TLzgH;De zi>$m;@{x=`<_G*)u%DE(s<>-aZR3I$fkTj18JzcxX_>``Gqy(E8b@33k>@rQ&qT}_ z@`a|{F$H}E?Xmw2e*7PN@bPrYsb{3wvu33kGiIb&vu4ZLitnX+?s-tZdw&0%|6Kop z&$(|l^G@ZpS;r&)^Y@C#|0(|{|A~Jv2LkUT{v`gU{-L_R?*F3xr8)-2qUxN~KkHb4 zcT)eL{t;v-^$)X4Q2)yInQYsm{f+iVzvKT?vcHautVq}|pS=MRc-*5ot%1c$G#BN{ ze=z`gsnR6+ReQx+(Q22dCHs}9$pLw((j@v7dc|7NYL}=b`<1830ePv?B>EM4#ahv7 zm#8KCm8Z!8d8yJQ`W0fazN0-lVZH(IEX-B)E5K%Cc*pQyO{@GDy}@-!?Ee9cVrbMs znY1zFGQq>pUZM5=po?l7R#)2y^mUI>#$W9JQyu>+F26SIv+urXv(09unKNdlnVW5v zcHd*qbkRkZ^84rf=lUoABmZ}~=V6d%lz)aTiocHXpZJIPkNDg50br=WFNy!_cu@b! zI;P51_$R1;Qvas?phrwXrdy!9#SU!x=Pj`q5>YN%Elb~I3D z^R?zTrtFv#D&*`~ifWdgrqJ7!;`ZHVZ>7yOaxe4N+qPq=Q~0N-hI;Qfhf=BS$y;f2 zjoQn+^_*^l(t%}9Q|MGu-1d~|JGq}m|5Ld4NzUEq`;Iz~&0kfv(h8OU@xMM>NfiJ-`TWm@EN&HRy!*nmK z7t^2GHDc=sm^0H6e^UQ+KI%M{_>=gP_>=gP_>=e(GT~Fi-?-1G9H(fE_^^{#TRH6G zn({0&n3vzvWS8>46lv-s(aT`}IwZ}w)KQ%#yAu3`SW_Q~kg-+{RKQQ6nAUlgVwtQr z%KX(c7Lr%rg{wH(F|qCOskk`i7rcx%fSH@UQiieFzl_~RH2&9JcSAbppo7z9e(#f< ztJrs+{nO8Xer5A_U|#V1uj_^LpX;Ce&ux<64dnl7Z-UI-i1@$DcMmE5!}k}yN6J6S zf8rnFpTZ}p|4{#<{+oT$#DB!U#Q((q86yVVY-M8V~$P79(SzR zX@8zxc=3g_di82;-|1JcUX|W@=k0XOHP@t5PB}&Bk4fJ@`TObWtFKOPzx7sHy~^nQ zL!tf)FT9YhxcqYc?D#xqoPI|7?Jc)xzv%z3`RDy(fNQ+gTr2Zq9Oo&VM*v5|W|Hm8 zW`C&rb-b+bkwPDAPvM-A(My@!fmZH;%I$lfT^on@fsp;f{;}bW|I<&ukj^{r{4{&^ z?EF5(<}$BOPme$TO!GbS`^Q@1{O9^7|0Dl5x#~76%0C+q%74iCJU0rSG8{(ygR$B0 z@DK5C#`|Ty68}42k8+Oq7krKQm-v_XH}VDL6Px!3aKgV#MVrr0e zI@_tm{y%N0`Ua*goxUELMm7J*U9~}OSAraCi;)`8Ki=DZ|NZyVO*h_{jy&q9wEOP6 zr~UWeKkc*6K55>(dFhD5k5C`P=*Xzp-p9qi@Mv1FU_shrk3G^pd+(k0+G{VZv)}&v zrr-VUcVYuyY#&oT#Pa3K(=E5&qW*(jcilDZCwK4fx#v8s3qQzXk3On2`qAVJ!jh#+ z(v??UnGQYlQ0;ra{q{?H&f7Dg?%8LZot}E~sq)9+PkHrEe@Z|3$xqU5yX}_t-e<40 zue861eEwbL&P|tG@{{x@DUaXAQ%^pb&N=67?H_I9^Pug64?Z|uCH*dae`&&5h=Knw zsQxo8fzjB#Pm{L4A@~`wP^+VCT+#Ejc##HKzO)@>hRccWKY6$Fuwe$D?ib zZ{GvPLUr>Ecl_UadvUtyrdwq0?t_|LA=9jN-phc^?`3<(q#!`+q18QLocx z<&?X02JXIz9B@Lvp{&zG=&?wn{%d?}zEJ#~w=y7cNXE zope&#eDlrK{{Px*|CL^R@x^r7>8GVHeesLwL@B%Nw%f!vahINb_`>JEnC2gTczWoe zhs2z}HmzB+CjH?Le@F)%cu?AWi!IXWXPl89diara#~rt)qvagKEVKA7&j^Uk!l_(QhYW~+4i>8Gca6BFuh85E)3)1gllB!K z1^wxp^!DDF;y1q!Ez?H6&Hguz@qhHuXXH%N zc`{G8)3X%!-~Wi>Qhxu2!!VD5PdWb`qjLT0T!8*c{%1NY`G3~sVb^duyK(S;%75o; zZAke?`3F2p`A_^q{73vt{O|IS_@DS6IG6el^*{GbWSA3n^V&z<`EBjy{0rFc7NP|wBwvP>HPD5lva!1Vx9bb zI9Kr8bI+-7V3SQYNzXj{T)O;<%hS%g>?~&@_Dt`+_paXCgu9#Ge(UXY+G(e%Z{X5P zFO@c?)Gu(}xnghKZd<*J34Q{!xmM_(dFI)4(upUgfBxrxR$l?iUXim8r;88d^I!OU zy8c(!i=BT=>8I9C$-Os^r~TxN$4)!%r1w9qTD2-Y_0*H;=%bHL_-s!<^>i8^H+s~2 z^2w()|5&*<>bd8iOOq3m>DgzWO*`(mV>QkWceFMM@Q2yfAy>M@1OsCI_s=6 z)2sjW>VQ!i^c8jowWe`>l=>;K7Y6=3gqdd;#>QR<<0+7_{-b-Mg??CMPQ_tXSKqTh zTlhg+zJEHm8`I^kcJ{x~jsKf(4W)-3cwBsbN2a^(x;MS?#v=W``TYZjasG4tlmC(b zQ~pJHZ}_6>CY1kKUnBn6=Xu9v-drK)QFJC^M-gxuP^z_qD>Dv=$$eD;Ox7Ub^2z-uYUE*^ml*zcj>1;{b_ph zjW_iS$KG;>)OOo%pB{YRL3yhj_b=IJ9UUD>-~ayi(-v|raT`R22wos;ut7hhipq!|Z=UAOH6jElY2_z9>EMac%Miue#NXK-Nd1HQSCA?B+&}Rr@pqjA z)IX?yQ2(O-N&Ry}(mzMXa4x_t(=iNjje5GZX~)!H3eWX0))0%i-Z6!|`0|1#%}j1Z zmVx+s{w-gzLe4fklfLndZ|Iv7cieGjy79&v)DMBP6<1$%wVY*mLT&%=%X`>((|Rkp z8|oH$cY5Utxlbv#y-MDzenWf>TZzBpknem)-ko?%d!F@O5W6%kn?lc~0qW2@eaA6O@cL(iE3Oi6}AN&%RUMzW$H@ z_z!(M`;0TrOoxcQey5#wPFspkV2<1cwP3;b)Nk;@3ooX_;xsF zM&JiozG70|Ctsf4Uur+g5PyH%@+59)$y>IfL`U%vy6KjsMMUvI5&{T2Q}{zLvt`2#*l`Ahs^n2Pv|_>=e>dWfwD z>L1j<6hl-0G@ZMw3&)OGZczU=y@K`!+8<;N(Eb9xK>G{rFD4&sJxKgxvOkS4pR9Z8 zi>#nhKi7Q>s)3y+oA8mUwhmkIq zvwx01=O5P}`49OoGvjFSI}9IUu$;x4U@= z+a2w1;FmT=v_Hx?Y=HJx*q_^bgQA7HwO5;wJCv7bi3FQ@rp`qgv}7Hd`FaZjZJ;Yr ziwrFqO4nU?UHYQZ@k=FP}H1E3UXg{S=@dlJgOGw;O(lbIv_Scu76mfga$eIQ{g~ z)o*f^_$h|ePjOJ%S=!6 z!hHrZpAq*w<$dsDWZwiZ!epjVI|AalthAwRnU1Y_Qf@p{@<7|6_r8>t{d4>||G54# zPa^*Tza;;q{K;}zWGCgXjRoZb^H>JlxHV9#!?;)5xi+)CF^4qC_NMDxwmhgu4?|yfu)^VD*-hNBpclewC^*8B9Kl)MHUCv6tH}J?K4~H`h@=k`_ z`?P%da(x4PpS||hd!O)@_Se7u^)&ym`RS2IAMJe>ynBIrpNucJI^Caz10RoC7)M?6cF3a<3Eo6|3^SPx`s#7yJ}>cN;#H^Uga@ z&W$Wi^ADe|ev4lWxcBMhmtIN>jz3=RzxqnLL+*X@zrXt#x@n`U)Ebjt@Kdamd$C4F zR_M<%grhm0L%hd6G9o{c9+h(ZjEpQV^qS7J-cAfhrLMLsb*%0RO^?bsBBcv;*+0jh z^N;Hfd|?^+kMc+IU&sw|EB#xbtJdP1RF}Uy&z8e3++#| zznRRS{W05?z!x?U`|FC8_1>pyp?04^Ysrq~-4ZJc6eU_BZI$&}&%KU^R<%vV=Ijmb zk&$KcZuG+R)&KlzI_%KH^!@Ajmn>bfG+lrF_33|!pW^JZ&q}-QwrkpEn{Cw(v2tQ% zX%J^C-jVkxw%&Rxc?VnWaT348;>E*h=4PA88H|Iqk3uYwHEUL<`|f`r{h$9M?`WSS z?`XgHLi+t(cc&Sf&Pem;A13c={~?l#-9PDB4|_-Zbh#^aNxJxwi_)vLYZPF!|Tq3mo2D#Bc_xy9|JMy__ zH}7aSA3^JMb86a0+CsduJ~lQf{t>*7Vs9zwJEWRMp1eV*`Tkb6~ zKHiZ2*0;Z%4mjWd^(RD%_uhLq{o?Xpq`&!_zt#7r4>|adw8a)%q@VrlXK8$FwDdnV zwmd!j&?9N~?Ah|}_JZ`!lKE}_=EV1 z_>=gX`Umwd>YvoVX@8*oh4!bcBhmgQIs)yFjh**Xu)pHIh_!B*&UWfzur3B|j}!vU zs9uK}bIKC7Ri@2$G7IDHQbi(8WqGw%i{a0JKVj~!bJLbvZfR!?LY1eVemWh0+;Qpe z|NigOJ@?*|F1qLC2PNwa) z+fIE0czeP7e^Jg){NR*R(m(#=Kc&0xzB`RCA5SmI-AgB(bW-}Vyjg*FxF;s+`xnnW z_gp$q-p0V4Q+VrQQp)hA#gRuGp1!^5rc(Dsxo2smewLLhSIT*e7t*)I_j2TsN2Dj7 zctStV5E_dqP&gqgY?Qv{X3`p??mYTyuO9;xA;o* zJO%s|alK-H4btFe9s8f|(}O)w^k4U{X5WPG!)WcNwpRyb#b%)K$Sctv`>*_h;=Xz6A2uG;zkFUGr2c7oH}!AYAM&0B+F!&L zMf+2=H-S&m{#M6>_P0;c{-%Bk*)Jdex&0kh`(nS&k(whlys$)reLIvXVb2%hJqlq% z>-lY1s|Vs;Dp) z|KsU|6BeYeeEBQs%rnnaAH)6k-=8kN_~P{SZ+t`P7D_#wCs-}-lRo(Z$I_8+<4=SX}|sUOW*wF zx8w}S73uwD@9XD5z2lENK5ZlY9xiWH+$W#=iN_z)Hse}~Vl*b5|oDA()wEtL0ZUMmw?94+`seR$3rGR9>8 z9Dl)6kR6zFoPS(@rgI7}A^#!&rTkIeXfl@aS9J{Hk31(FZvmT`t*+`|X0K|}#9zd} zYR}Dl1h|X%oA{gfoB9X!FY2GvziEG<{V!ug+8;h@`^(74gxI}d$?h5b)lm>~TgL%X zy~3E0TZ~zyh0t3mFOl4CNSAt@NRMQl+VEe0{dGAj@#D15zWb&<=k2L)TYu-!@5r4> zdx=f|aPckNlSbv-#WL{?{O-=*sb663++FnTiSK;pJMsqi-f34!!$g*ndCuXTYbjb6jYKU@!6?sSA6u@87UCq+Ij(?bQI$t>dbWU*nk^eaF&31e8U&R+_~`5X}5Nd5bR>)*}2Pj1Za+5g*uSX|;I z($Z>5%ZvcOThf~Hn1|j{4Xq@Wmw1U7^&8@=xZ#Ey($Pm9mFDd+Pka&krL)dDOV1sY zd#;3Z+51a1?_@dKu#cRFfQ|ond6VLnTW*o}t>3R*YiwP5SMG$m<$K z_LX+eJmbu?@a~0aY7Op!@_*~(-H)mC-n;LntFF9C?`+yj&N=KSXC==2;Sc4$rzg{@ z)vJWK)>tX;XTSRDtLaDQpD+H8L(<-R@1wqri!Z(;z4qE`X;pq-+iOfn`Y|~Za?aW3 zh;K#SwveA=jy)#*^1AENqW9j@{`1E!{h+Sb*RqiEd=IT0_dX?gzhlDI7v7J+TFd%9 zd=UCxc1dGjyI_`le!}90Vcec>m=1aEn)Q4S6$7em&9I=ZZ}!je=ltXPEBuE1hy2%V zM(~MK{!soBe-MA!J{RIotOeq4JyRyQ5xPayFQ|V+n~9H$ht$6WS5W^fz8LD?Vqc^E zf%XU5A83D|{Xy-wpOpP~Ox~wh2Sc>{i}vXf&yjB0ZP;;t|FkqtTnKW;z_e%PunpP| ziDtt20Oyr#sumPN_%G8vFG;dl#*Ihv)T^2`2*9QnZq_1@R^-H6xFPcq<@?x z8P#{Rt39afGxGbKBL0^(T(PeCBa}Yh9bk36EeWM=E%$R2IRrlttZ40do!F++JB^gF ze~!P;sTgwp6`ezMP?fb@f8;;pzmz|ao8Sd5Pbq(GPRO_re-M8ujv)Rl=bs%{5&swc zrRY4=Kd68B`iLR*59%L&W)C6tuP`5oKZ(Doe^CD#tbdN+9c{QNy0-0L|1ZYwL3yES zw~10O(DXa1R9e5+NXTISb+AIrN65oaRHC)4#!6w1Xi2XacWL2$a(PGFbrO}Y@C$&i zWd8tk`J9hEY+j~&eVs-zo6p0%?^W}HEue?-L2v!A|6n@`W32iS$Di|$>reR+`49Oo z<&Vis%HM!dh(Cls5`URrn)p-Cnh<|0W+=W$>K`2+1NATJpVYr?&jR)DvUh{_hhpQR z{UzJ)Xn&ynLHNSQVSmwkpX43qLH~Lt>qyis?4}ECzo4H}h-*ZM!Yc|j-(%fIx@o8D zIbhc3DJhkdi2d83miH;d7VbKp?gh}aV;GyCdQLX;E8x2!_%;F^>?UR35p<-|rnj9# z)fYzWPN|?vv44z@j5)?Qj4RTrcOq{C8vl3RS(0A-p&1wngJsc>feN0~5Wo84?|urk87O|Nm~vRpSY%&C#+T+x$aZtLnai11 z;B)0$2nC-iUN7Zn6KguZ#ieItjjpz5@+snc_Ag@=Wx0>1jIsJHJpCz+|4V;-EnR>8 zZ{*#V{nJ%fUzc8Z;T5$@^84rf=lVB&T=|=>Q}RFZf671O3x+8mCn*1I42Zvo|IB_H z)&%kQ291Bqo}o_(f3yF*Ryh9DziEG<{UzTCLi+>l541msY%KOc$jJ@Y{s2G4x_s}G zo2=E|-L?NWg-TIO+`ZHQTBG?8zr8IFLlbRQNQG!1|8P-n%frx0n-x+a8puCf)Z6kf zw9;mUREP%h4;PiT)K4)w+1vXZ{RKnfUw}P9?Fv5kCG9o_51X^*TAu9@61Or-gT8BL z@1DJ2|8;yf#PNqu>YjTZOyB+Pv1#_~+3E1Zk4(4Uc2~hlHYfP~V;nG-IsY-Ax&9ko z>AVzv+hDWxIpee&;`;Z`7DMv?%Cl`;$p0`7fv(ju)u^2|pnIGaCZ& zFY!P1pT?d>`&ZSasQ>=Yw!e;!Or*6PpG0fsZd29RJs^KTmeOl}C@j$uDL#*yQ@8rp zK4UCW=KKL!>|aJe$0ZC-iI&KE$KTIWH24v|H?c1?KZ>agXE*jJ!5G7V9`9J-{&3_u zul2VrJdJkaUdotnZL|Mo?D1V}VB`PB8}Fv8uDUjDz122pvzar}R$FbIF24BE^xA9h z@cZZd=lUoABmd7bl=9E8M3nQC{}o@waUuS}xDfws==iUEKH`7sKViL6|D*m({h#&^ z+J9*Oa$HOOhx(7&e1lCn>VI~gqS~tmdk5q$pg&LB{6H70et>vsSt2E_^ zgzKOD4}60B-}z!0iw&6nQ~qb!M*L&4KFfFFzhJW`{;4>S_)o`z`cLJX)c>GI6aNzb z68{#=OZ!jNg^2$*So;_CpDM>qZ*|=3p_KoX_;*a+r@(&sYM>rq|F_cK??~zOV_yFZ zKq&R7hWYL0rUxfzGMhw?LNa0=`>(@g;}S;4qZ+P%{4qVo)K8J;o!Xe?U2NCCC9QZ8 zc4eHk$a8N<^$wepdd@TMl|Wt4W|>p4xwefm^L6O_j(!a zf8rmN9mY2{MEpbi3+zw)4|zuYM{MoX|FY~7o<;qa`aktw>c7-~ssG}3KM&gApf_F(nUAH1 zxzLjy%9#866hm=6i7x{0BKk|Rdzihvt z{I@+C^$Zd5&&Gv+@O=^gcKpvGjM1%(o(5c*2(B3wVvh;D2Q3?zm7(Ym0>TD zURfujlPu%Ec50oTr?9)^P0uKP3AdNSz9Kq^?IAP1g0$*sUgkQA+G32R>T!d79XT)8 zXa6p{;Ipyu#@QA17x@_b-3mTt@Dq8N*Fiexf1Kn0!V7;&7hQBonmt?Ir+}Yg*6eiV zndhYEpMU8S>7VnD>yP~B(_8;se_VfDe_Vf`7XBdrA^#!&A^#!&kvSl`U(p#qA^ng1 zm;9Ifm;9Ifm;Cp?D}U@A?PAJqPAo+G|6mH_M(cKr=NbdDyp9#g??E)d_fh-q_Sa1h zXlOu|cW6cOdk_u#FT;-aOUA}0&9y)F6t{yG1-{xi=c|0DmW{L8YQ@*n$3iGPUy9Q&G%NBm3tpYek52kJi?zW$@@ z7rHNgpvwa1QU9g>Px}Y;f7-uj|5N*>;9Tnee^LJ*m3If$s!hIYtZ&n;&jMwkT%(rm zlw_(v8|xKIcy4Z5-+=Vily!R1=Bum#2sRtXc;${M_P;d!m#$|sU8Cj9AU%uL~ zJuW#K&FK&?(OeX)-Rq5lyi{ot{c62pt!TAN)RO(m)8v4>RB00Z3cX^jXthh!lKsll zcy3pBS9c%#bXR?=>Up|_ zJvXT`tqoeLwV}1nq-9$hcPJ6|+@#91Hi*@Fk9Pl%#UjLKlKpDpGqCk;`k>_1|H!z( zv9vt@BRr}@rH#~aY@)|~Ql5tXGOv#(SXBG4w%SMFFV7f>Y))fnzp_6u{#P;o^6tdK zg@2)Qr=L$xKJ_epuzZcJ8T|fO|JeVKe=heu4e}iF-*jt^V?qBx|MUI;{sR8f=XV4{ z1$hblTjm4!ANG&hhp_)xM!^1s{SW`gSK%>jDe*T-zl!mP<=iKJ??&(UQM)L{mU0c@(=PK`p@K|+%M?Z!1adej2c@2e*k|0e@V0~U%CAy=lSHRsj^CEMY z=f53_bNyc7ruH$F#^Eps1$$l3t@aCzZ-1NZ~@t6meppE@5RH-nx9{sjJ1Sqc1I z?F*M3k^+AMf9}Zs*8zE-Vt6|N0QUcPtku{+$J);A#91!Q{L{{P?yZ@p;|Lf(O=8;# z>^yJ6?sMOHa;;OYw{xF1S^O{H3$smCvG5@}{RF`A@VgEt?K>kAiK>s@Ch-rmA1d9NFnEnL*D)>RLYSZtY)(P+@ z@TbcYjm-dm1AmLWNWMf}8?b+2|HJVMAL;|?ZR(!OtNLQkDJr&i(Bo;IpAEBBY^{S<=1c#nzxu@A2; zw%bZx=sxz5@!oSj*^`Rh>a;iC32OMR=rp@;#qL0J+pyRIxnKPb7$5VG^@sfz*8t=X zCP= zQA>fbbY^U=X_l0HrkwD!4A(*#OJ~N`nr2DKXUYjrTShGf#?qOwwWe88^22=1y2dGF z&&l&-zV|pa8%JVc7E>q~Ug8pL3o(B$V}8Z{!Cuz$OrZbe@tdV{zCtVe$@AepnnBN0DqJ@0R9601pbEo0s9N~C+u(cGgu1$gT!Ise}VtW z_XYfK=7;3@Q2#=i5BML=w$yp~iu`XHr|@&1ifg(!yxUUFC~2Sr>CL>z@}Be5x#~36 zDv@)6$;%`SbReDCi!ARsPo1kybFC6N7nrNM9Xk#m8`%OnkS zAf4HZEblo_ovTiBtrFYxeVc(nzMn$k3Dq8!z3ls$)9gRAb)BEn(r1%I9`gMY(noH? zeBMUOrOq&=w5`VScm~D~^N0B_YYFQw@1=B>3HG1)?Cjkv$REgG=pX1`;E$p+fxoiO z1pZ`P3H%NF1NN8bNZ6mSzu|ufSPA|Y(~s~!!T*%~m+-$8TjKBQf9oIM`zi9dPwt_X zG|H~s(^~vHpB7<}~@_b+5^OlaK5d>_5mK$Y0$D&_5~@pnris)DH*z1^fy8tyl^6 z2kbA{pT%x~{SE&E{4Z=j%h`WyH^BcSegyd6;D2Ks@fG+V2L?89oTB#Kx64&t{+!7~ zyCzkcb9z|7)6C=yxu7Ph>YT|$&D8+b8(npey})}QYS>_5n#Bu62Cp?{!%fj=_N zN_Y+U%ly@OUR-wqe+o_q{WCiR`*q^#KV1L8@cDVri8}>Ks zZ^egw&tnITAbjaaa*$Vr4;`uC9MstuI8x9Fn;T#ZMUS% zrBeK-l#reK;feAUl+l+^Cf;{B-4XeGWBpYS+jj%OrYZs!A*c!T!Mc7WSO z!e3$<+&9L@{AU|M))@O)QhXQdPwsHT{)7B+*(~ysKS9<){)YLGdC~cS{_!;e{mW|t z_yhPW$xPr+;BVL;L1)7Lg8ikk(J?0MFW8^ruYvyu{s;IU;C~VO$#sL<*9kwct^IlZ z5BVN#_G6oGI(n$REIPSEeI_%Zj4|gS11*acvCEcLEtR1lbdt$TwDg4WZR&J}>S+pd zDrDzMd7nb>(Pn%i??<~&L!T|mm_^p7tj83eP~KwWs6Sci)u)`+t>jai{A`M^WqH0& zd`R-qF)YRSnE$*UbnVExNOO|bQo9%z)*tUDnIG)G?1R(!fc#OJo%ayrZ;JIn|3Lqm zyv+Ir_y_pUv4&t$;E#mOfxlEn0Dmf$0R9%6#C$Ry`&O=64NsI2>aVH zB+Ev}m9W3t+TSHk5&YDd%tYnWj-`>Vm^5Rx+vh2*n%tUi(>NAIy7c6f)o!21dEHZA zxRol|%ovLzof$G=wcF>(%q?*uZP%u8EQ)mL$tkPdK9BQu{{PoFMYu;>+NoTsz0Ol>Qs+`PnqYjJn=nI}%tV|praP4jo7Y)t?^A5D{gGl3jwMZo@*Qki z&T$F1LHK{Xw7dY*!9l6=3fmus1qi!I|=RpK1dht(O5wLHd`Iq}cPo&WdV zTTYKZ{sbL+?D2H}{j=%acR#@I?|TL7KkRSpf0uQTe~|yC-=P0|Pe=;=Ut}ckk7FN6 zM=t&W{ssPr{gdRD+lIiuDzofaGq-PxYzO`W{saCqy$<~6@&Wi4_`m3g9S#5Y_Ycu9 zpX<~9UmO2_bYo|KcKg;9tFm~1iN6|_Gb!(9HI-f~#>^Lp!rGwfmKeX9k7g$2oAbYw zFIx9=pDd=EWM{9vFH!vEvX9a;Q^|*Jvc<~Ho-BLKV;aJv=Q##n=f>8GDbk3K$^zjOL+lih;fAL}3cKgD<<{~-UN z|B8-R4A8(C(Eq0QfqzCk{sI0ixD@zb;%PD;z`ttG0spJ~g8c*g2lfx_AN7a9{)7Do z`>)0R({rEPF`fO^nfR1m|AzlRw(8JTv)J>N#=o6AE29=Fax3i}H!7ONo{uAYS!r6A zlu-*+coS7O$<@tb&s!S*<|a%ymz9-K3l+JQuAAiQX0hijjep}k+R@~Mx@%!7l$NI;91tBXK3;>MbbvgYMETy zF^u2z8A`WJ6UN8*BYOT9JhPBy&b*Lg6kXJ{%PyRbp|ht=r+M=h=vp!zgx??Q-)!}W zNwEKujB~#Zv?u{SW--G9369_&>>Q*gr{sxxEMc5Bv}OU;H7a zGhqL??o9Im`v>+9?4R^(c-k8~kp0uwH$;4_Pl!#hV?OxU1KH}pZ>fw0DWVaJat|Te zk?S*&#t-@2u0gc0!~%@3vk|8xPv2*of4iSzsQ5?JPr^7;F}LAO)2seoh3un5Gf$7i zEBwQ4C7vPt8sl)>u5pZnU3LEje~kNOsubgo^!fk&&3~YS4?2XpBun*8QvC1Ge>omg>HUP!XtqUhb*)Byp_4fg!_pa($+j=zsPv0so8|{A2i5u&~H8;9rlY75xVM z5BsP1%za&W3jGiL5Bwv#1OAWfD+2xj{t>@X_BRTK;Qf*F@IQVX{jUT48)=(3qAQPe z@MR~bb@p9nB6+d>K&05d$&*+c4)QRF_a&(}PHCN#>fEREhpJNKT$VP=+vdG6rF9Yp zNnP&%|Nq5F zo+FJRNGu_hOFYl(G}ftkm#r>WQry!qtj8i+VhqBcupGuWn`@NJ|Ml13L8J5gyw;cPe67d$qiX)=%z2v5K6|>}O);ix z496+P(5a`KL9-uzy!_tzH^uK??E$QRmJ`_j?&pO3i@JhwJM>SbS7kn+f72R~wV`+d z_yhP0_!IbBu?JarOAFw}Qf5HFc&j^c5$i5obU$8%YJ$MZ5 z?`way+)vST;V-cr+sa5F0F6iAK)M0 zKlp#(|4M!V;6K+BlFDaC_J2y8Vw=29!7gfdS&RF+<&3AQQaNh=m}|ppEk4Iz@5|HB zMO_qffeh@QkMzDg4ZYMwAs5KN{`pAn%hS+HT@-SG4D6qeGIFlaZGKGM;!?L zC-VdO2l)^ESMY%BiKd?$_&3VUk&l0)+;AyYvY}S+Ra_(inF^-d7C2T*YZ%A$xP%ZM=5En~-uNt8EVsT( zf8MX{X^b!PF;eD#@#3X)&mSM4BMv`;X3e^j-gx63j#J?G$NI2WE1(raj06}RL>zwv9Gq(_tBht=@@xRLX-^v$h_xBHF-*->1VL``3 zcIGRW`B^p|kI1R;mo|>C#rD#7nSu_Jb056Er0maP-?sbSF@Bj#nUj$`|0`F1OmDvR z9^HB8pXk+B7m?)scg63I^^g58dpXEF$iFNfTu#XRK>kDjLI0;%4)9l&5hES{hzt{( z9Qe0jR+sC*f53mhf53mhzrg>l6X5>|Ya#j1VE@4W+tKaczCJnk$zlWTBLp5RkTh{< z61ih};EPQ^1D$(jBGcMFjuUHQImU0!+Gm*hILq3N%&f#n1_y?UKaFDs8C%F%B;s3> zRLbRiCiW|-{pjbED8JWn8e$o51$aM?!59VNAHiqrdqm|Y@R!9EWRJ*x0saL37Ci#{1NN851lXT0 z7xP?*-hllD`%CeI=uG&3;QxaC4g33xwZ8}WehPVBzBs7c`2Vf89e_~l zq^9Za=4u3Is0yo03kMg(GK^oQ%jPA_j+2^hfBt283}~D}u$q7PUO4yvaGBaOV%N#D ze#!RjQJv+sFJt}qtgy5dUhSit|B?G=Uc<&Rp7oLI^gCdD%)hTitUv5O){BrokiXDB z(7(VRiqn9<1UCYI3U1bO7J$Et{Q~;~_806=*x&F!uuO#iMeOIwzXbmi{BLs1Ly%ssIwh`ASpF!(7muFLC|EFhEm|tU%*?w@@ zP@ZAI_yJE~{;~eB{~&(^GeG`A|0s5>Z7tE4(7*MZ6dVHl0sIC03H%NF!(}4uFMHO- zo}YvLY3l;^x6Xq+0|oy_!P)RX!2baM1N;wPlK(;C6vO^Lh5NCa{{QT=c7_sVkdkeI zzYS|{)Kb?dXk@jWmbIyfMHs)#MxpYwXQHL9QP9Zd`QJLcP2Z=mvqa7A&v6OYSNdFn z#4ZxPOL_H^c%A!FBrov`PKzIZSFQS(-g;{Z-%oK5{l)L6 z!0(UskNpq%2l)^ECvre>0rY>yG>(%P?`RqDkFF8mPxqaQ&unzyKj43}b414F-wgN{ z_!syW_!syW_!syW_#gHUuYv8`e|C>{c4b#@EJXi*dk!g$-t9=I7Hx{WjaBjAc03{W zQO0hL*UY!+s7;X%XjS~T9S_FO(=PXy3=D2EY?{2Zfci}8W~b)B@G8`wWzwf%$f z(;5_CoY?uW|6%{a{)PPu`!_we0Q>*b*#G@}@4!~|$v2(#b-s>SNL{E`((;X(#1(jB zyX*;1-F1u&@Mu+CV-)S)#%R=Fe4S&P8=LM(haW&Eu6>=X4~b`q|0JIkAZOhwHfH-l z{NR#T43eH3(mJDiQ*1-p7FzmZ+~R#oA0C@XZFQ{VW6x(yaUc4wI>sOI^Dn>I6Z00( zS!bR_O(p|5WP$@B8X zhwU_%D4Fts&Sa_z-tO&^!k(K{nbu}4)!NWnXVS8*jXRVGdu~!?S{t-fYeQ?DNz1l2 z?ocA^xk;62ZO~G!4Xt%1E!*0-Ly55GCRL`jL9Et$wEKt5HWZ(U#0u1}Dn0|#cZLT_ zUiUxaMz^Kp9Sh-63?*%(j{E5Gn1rXHzs&37i7ldiSX=EQ@W=N!Fn*e2omatUU;g|r zd%uTf-Tpr`VZvV2J*Jy>-(vz@d)d#Ou}-Rr#fy6;%) z9R4kequvKjDL1M|@?Ppv}~p4`9U|DxHg~>yZ+Fqx7p7e^}0a;`eU!elfKR zEM8zXg3u{1u?w*y`CeCxQ>MI@*F4d_P+EL;-j9#L7(?R!J*i)e?{>)OnExl9m`~@O z_bciiJC3@#cA>Fj$I=<6Poqa4ovZ6a*GjT8HD-n1KhKLjGmG_){SWyE`EPm@`fqgU zzl?E!e_AkNo*U?Y)A_)^!2iI%z`rgJWi7z|h5gU#0QeX9SMd`2)eJX{4*yTac)-8F zzm9F(mz(rleirYq;9ohy%XU zQs%Tnabfr?RMlQGpjkopejaUFjV&Z||wJ;ZI(# zl9x4GJu78$8RPSuhI!NHOl5vY==|Sw)2(#SK?l>A?rx4#bm==4lMk3ezy0mi)&B>6 zf2@D({~|9T{~-UN|J)`M*$DkFHXrcM=)ym4r+aG8xFf}_Mgo@{5czfz1h)MY<J)SfhB#?0z>w%?N127do) zUes<$dk*WL*L#`^NwNP&{{DyjPx>yeSLi?Y#Y8<1`7e7J`Vaaa_&3T0;Gcqdfd9%| z0RI910{;X5!~bM*V5ItgVE@7Xa}1YlJog)aM*r`CyiYN_od5v)|2x)dY@lOp=XT;O zmuCKH=REh;%+qlMjGrd4?F4q7H(~d=?>xEIDc9S%Pn#^h9oCoKd!6DFy#7>P>N>P@ zpBziLZ^GBC`WwaPs2}&;)MrJ-v!tpuj`8zz1|xm`@BZWcbo}urQg`=Qd!K^SqmDd= zZoBo4^xMlC!0&JS1M9!Y55eHgxMx}?*#Dzu|3m(pEeZV><{|5Sk^S<4{D=IP^#T0{ z{TJi}^uOtOmXWZ3Og^Zb1pWj5%g->1jR60HI3O*>Y|kMLQkDJr&i(Bo;IpeHq-{vdF!H-^FmLZIj2_P z)t)x0Q#RBF(s}Eml=DJQojIpg;nkits#7-92GV)!qLlMOPn|iZR^ip2HmWr%_m}AX z6oL;DZWbLNXFbU|Peyy%$MFjGJvg7pMaLB(?ag;$HqU*s`=0F%CihJiERy@h_#=M) zUw?fuU3KNPG;W;SPtnEqQ;egFF1nQd@|QPx-Pms`Yp2E(`27`MiT?ESDAQc&KJtBq z^*`d*zsg0(Kgj=}_goi3{z3lBT7dq8{s;cCePFT?_z(Cm`Hz5q4Lbq<7YqseC-__7 ze}VtW{cfJZ{|5i#*U$f|_fvE@_sMCP=QA>fb zbY^U=X_l0HrkwD!4A(*#OJ~N`nr2DKXUYjrTShGf#?qOwwWe88^22=1y2dHQ=O)jy zxbKZqv#}%=XE6o!%_aL=pLJmVUiP^v_746Uz0X4Wl8=_xv55GbL_Vt<r_>4?LREMG8r91BUBS|@ae~Ck2{bT<_{z3lB8i4+@b-;6>_@c}Q^uJ*% zofpv=z+Z+Lfj@!2)z*Oh0s9N~r|3`E-(?Qqe_#y7cme(w_@Cf^b35Bo_@73X|4HK% ze(qCoO&5oETgn+F4Rj#AnHO2!bDla^o#t94axO4=nWTXZq%(VwtFVK{9yl!jD-Ay{D=M%xsdP$^uNhT;GeQ4bZr2C zn*Id-&R8m)tvPQ|*LbO?jaofpO3E7dU@&`bp+wHr9fVwa4lngI zG>}m-ewvWZ^Dp<83=VGOeQNOsiP393Qn5`cW7;sV;~hz*u4zZgvrkD6N+^D4PEjE7s8S&%aF5rkzdmo>)N3m-piL$ND!vJoZ22 zALKvuAM`))5AYxGFXI98mjeI8{(=1m`8LbW^R*nP9N9P z%<2repeCy7oXJGZ+$QIoKCY*k)fsX@O;pu6lZl$SP0l%eTu(ErGvtCoNF1wwAiPf@ zxPg5OMFxAG%lu4Ht{1Frd~A0l8$`}Ly8eq9CzUW}jS zb!5!H-1Yt8hab^fi{IlI#Tr_@TI>(}{#gIm|B!#O29oUs`LA-j7y2*jFT)Pd{~{-V zf0Dic{saC6{)hd=G7|evsu>Uhwg8w7qNBEz7U%>wc|6{VFMyda`uRpv`k$u&f zD9-9YS#8Zzm9;p*L*uq&=}Rg8Q%YJJSY6Fgm0|qWN!xBonM8wu`XIfdro7y+qA#RrofAQ%GKgP%W^E%M? zbg=%g{~&)Lf1!V%e}O-Mzkol1zZo0C{z$f&+gE~@jfVY|<^uL-UK6mtOS}jE2i_m> zzrg>LVqe49F*p?aFaoC?{wQr@S~d$d`0$@xtF41>MLB)Bh?$+K=6uP`haWt{p`rCwti zRgpE88TtD z+vmy5EpZ}k*QRkSigfA8DXZN+kMnl^|JOK0xJO%`IY{`;-+Qq0JH*}*zp>dr@_e7r zIUeUWa+Yt2mw9@#e=R)|C+(!X$;)|+U+^>L-`9|=J*+?MzqB4yPC))Z{zCsi|0bCL z{9)LsiK&3UfIor1Q~V0{hre?H`wR9b>~FU(qg}x?{2%7qVeDWwC+u(dAK-t1|0T-F zFV6oG@6nF_>`1#OyIq;p`5nxGBa@l%Zc^H*T&lg!Q)^P^Qa74le4CpvLz&D(oG_+4 zl?$8KS!(Z7Y)UxZWRYW8+n0O?w)%*9UAhg-??XuJL7vmZ{)?^t2`2+b2{R90A`~m#sI1~7j<$>U(q$_=1fWO1M z!2W>!1^d(NOW5D=KfwRuI@6vBh5rfuC-~pKZ2x0_{}2uHxjyaxwekN)H+J@Cw{Kms zDvS4*_^V+#lk$F6Q|Yy0%zS|;tPQGeiSeuXXl7ErIsaSvqIEy_NoBU2$t1Q-uf@wu zju*didB#7z`;hG*@h7{T#A&h{^|>APCum;opOF524CQZ(<8>H6*;i%m<+s56m-&cu zVet&Czl^=H|8)OA{s``Z{DuBu*$Dj$`~mz0{OK4Q_?s~T?2pRE^R)r{3-*`FhhlHR z{)GJNi8Fne}jn;AKT7TKQ5)z}6az6vno)M222;&!f z0rPL?ipjca=zpxgY(HWDx%`0q5!vC-K|uccx{wt5$Mi1rFYpKO7x1UyY~b(YPhq`j zxEuBd>%y4UhhC9M|LSu z#@sG?wv|r&#=x1DSco^3I;T6QrFmd(A+13FhB_UfbkG=t87tmKb;_3Jfw_gW0{t86 zM*H}3?o)sNrsU5FSe@gc#qTBOJel5B`$nF*$?}TJds4d;L(R{0`*Xai?;Qiy&m;&o z)^{w_pM>$Vt$_K*`b+vi_8j&fS@uHyLjOSj7XKpfhs_1>S6UOvrUw3GU171> zj4K6iCtTrWz~8c7+&7)<6yR^*Z{Tm0r?5X@f5HBQ{R#V1FaqrFFWUdm*Ed9btWStd zuwy>>*aO+>z;CIH1u3Eti*gSk+L7xsk;V`C+^#{iu*3q4ud@-SBv0RGn}55XVkp^n z9!rqDSnM0KYdo$j<%wpV9`Tp>hjE?gGkb24%e4_@k&vHpsG0sBwq0`dp)*L6?w+e80A{{nxcXH0;<4A%mGW-KMR(tJ*WuR48zzk$Dj zzhQsC{(}7p``hep_#fbZaJ&Tn%NOZ?sm^_JKXzN+wp3b0tj=^M+H|6I#vp%d){=9| zQ}3yyRuk(poeAd-1xi|8{)U<==jEPyPbIaQSfA-kICm&e((>{*)Koby_tbkTsnx{# zOlQKmLxGZ(m%pK=%6Yk`-jl?!1_y>Lz98pUOROQ;w-STU`?7Oho-5$Jnx0=YTK2BR z9i(lMWo8d)f1$k8GX_%Ml3^kBFJXMlKh_`iUzRtJKajufGn1G&^bhne@CWdh;Z5LA z*$cqmus>jbxj(tsm#{zMGaEiHo@xvR_IHlo!vDa&SNLDxe}Vr6{+BP=|1!|Ok+z8= zy7E{DUv_d@XWw-uk{8<#M2hX3Jc+g8AP<9hUy^#`l-5b9&V4$6s47LyWofg#ZQcu0 zS|?$U)b$SV|G$m@ANx5@p|~Zj&-|Q~pQjMw3}P1*tRps3`sn>@7IP?ld0y-(q5VCI zl*)LFm8`$wk1BmSzw<~xf%dT_#rPR>Vg7wBVf~f8g#8EkKm>>8X_K)w6n8N;o{gvK-hyCfg1omgqrLaF?f5QH>{Q&zr+TVQ~ zr_eBkyXW1rAN=oLl<%0x1x9#NPaD;mEp>%z@@Y*=btq`}owyU{@U+>ly^Oc>v0D&J4Rw!G~%mOX+=H19Ty=_f5qctz~H9*HdkK9SqSXXJf&zaiE2+Gl4< z>Hdzq7$5WR>jCS}Y-sF1)%zlAAb+x)hWv&8f&LX-VR{1i1NaO0Q}#ppWK18*vb_lW z?S3YmuRK?4*$SxWGE0O&uS`v>ie&~I`&tUVf;KbZHX{hMuq}u;8{)OPwV`9oI)|X#t({3 z)2r_|Bwul|Z`=k_+~$~t-}x2$Q02CyjPcZ7%=OZz$TYuy#`@GdxK-x~4mA59+L;)i z=PdbP++U6PxAlqj$McZ)7xo|I59BZOkLU~NU*HemFW}FJ4}ia6f585N{R#Wq^aA`3 zjuVSN0sa@Ur{RAx|B9>&_}}1v`!f8G5~tWEuT!v#+FjP-zHT|=sj5_tnm^{+@LG${ z@z?wEG;~oHg();o>^imgvTp$Dc=OeiUUT1QiZ8gHQ@PesmhgbcJgu{Q=JmehY}5QalYIw_AASqWKh_`bAC2qz zo@v=@zQ@YCaUCOj3Hwjx1@gz`bu-Qf`5X65ZLdK8LI2CXf&Aq?0{x>{#N}vAO~*z# z0{pA{2KWQ`OYti3m&*&_ub@j{|HJ%w?^gZRvTnU4mYU<<__DOaD%qs(p;{WiBxPab05lVgD6* z0r>;@3;hHA3;Y56<+u{~)9{kd2k>`_IjZkm^ku=5us>uj3ZBX~80@e7oD1x)vR~G~ z{)hh~$P3tCu)kn`!T$Oz_Lsd+QT)~IqXT>vP+$pU3J{c5vCe5vGjj_OIU?yC*3Z1ynQL6;XE`;nz1=rg+BmKi?5}4z1sx{u-FkgV*`8($?AQqui%q5Sqc0J{0;j9 z_E(DK!T!xU0`@2DZ}=bJe}Ml5{-?jE|EaG}&V91jK>G-R#|k7(9GXP#SRVLd)6YQX zo|(wBwvXe)nplqUo3r*ArasQHb|W(@F_OW7p<>VLb2G`dmvy`xU?V z`w+_Sb(}_@ne%9S^QF0e(a!?xWn5?&IgN?&%Wom`hWW?()BWRn4EqoAhwUeqt&qPg zFMV%7|3Lp5&d@dCdqm|Y@Q2I^@R!I4kry@>z@Nb1us>u^!2WW%kmo}52JA1`Uy2_@ zXTbjf{}1eM*x#_fzexYX0N+m`&&wAFbsPV`)wcYNoZdc`wY~!oYMs?&}%XHbigxPUY)9uf{ERO+=QwUb|566(*|CMapUa{-sS(9Y@_o&Wx+n;Tn z_^hI|6<+P5oIjBJXI`@nWIXF5*Xeh__?UlRi^-pW^@sfj`2+b2{iAvs`d4rR@Q2_g zdEO29EBRRkKLUROf5ZNO{RR7zbtLTX9Gh3)g7_xje}MnR{R{9v)xI~G7x>@cfAjtE z_xHcaxleNcK>SzdN==J5I|c#@Tc%q0bBz!_il?d4vz}%?X^{(!xx@GpcX{NIM`-2+ zGim0`U(v6ARX#Ik&ZJ8&xrA1&TB&`kUq481z4aFT;SYbH|98a|bor&1(M`XT z3=Q=6hwo|Q_x1JB3opDtzrXn=y7=OY>59uQr`zwionCtRW!gGC%M}5nELwG z(GyQRK{wubqmFyoWtY((|M*9G`|ZW_$(B#5{)a#LgnCx3rUxE;kgmDxS|S55^C8 z67!Gshy7=&w#@IO7T0`pSCYx zf9pK(zJUJ${)g=6g8v2n7x-VkH2;glDTd{N`S>sR+O;_QtP4{tioW?+Ubu~FscRH8 zvSsKt6|pFeFCmw~!9hCxwA1MO-~T@CvB&PT-+ue)XCkKu?7u%9a>yaH^!=r@al=M> z<&~G|!V52?DN}w)`%Rj}d=u$_0}h~*PCAL6e)?%z$8iY>kH{E98;3LoFk{Af%DX@J zHIezJOqoJ6&;J#@{>JOHfqCTLHl9<7Y21JReRS%nr)r;*n18>C#(&MV*U(#UzNNg% z&tts5Y#H5t`z-x_lP6E6Nt2}i{pg@y9z?Td&7u#u-v3|a|6k%O*Isum9dyt^G?~Bi zr2Qu`|0MnH_uqFP-zm|Iv*h87kWRwCMpkR2Z0qngeV@Y4vNpd*i@et7QY3bf@LkHQ zpUCUnha`E4UvOIdNbO=Bsm%LI&qfMv!1&4k=$LKGA`3t@N`s@06 zMU=v&|V7M*(9sr3Bw z&+8YESkAjk-lgM?JC?e-y6Bv<&!Ktq=Fz?UF2ixh9Y??T?_bavXPi#UmoL}r1~(bDPVYYypFw)wLU4CW z9hZrYO?p=Svg}8f=MsuuX1amb1@BJr*#aBuk$oQ=l}hstLTZj^Xd5G zPo#$*ew^N4x)Q%X)<5=t_RB;5LH^hN3g|!Rf8ZbBKj2@({xT21|NQ({TZ|9;XC&J{ zYWu?eHCtZneAxf6e_{W^{)PR^azOA6?Eg<=|M&B~16$Q6-E>yh`8sAHb)jBK%QtGO zh=jSoLp%40OR5b!)Jb*lnaM%)qF?g65R)e#$mb`$OY8YPj13z$(A)34P3N3*4vibPEB*ean>d#6 z3CA@y(zVxILwoPN51oDXG{%fQv~g%7tzW-^7R+BjXP$KieeZkUqXo}A!{tNt-qQE< zET;eX(GTgiTW{g#$X9D@WaEbQB=L&F4nK?zJn%qzd+}oZUa!6S8cjRvEZTYJo%#De z$?JEG^7nANdGnso@^hz8=NQXd%)g1=c=L7re?0u~BiIl81i#0zUim*8x{IbY>|R_ z{{a61{{sI3{{jCcoCEv|{43Z1_#gORF(T|A^)2#T!2a8@?Z3Xh4f;I4d8O4^T^!Wv z(oTNuKxZ;ll?L0VggrN@GOg`esxj{`u$AiWMKy;J_dqeaulD)0j**-*PLT zg~VrNrOqU#@CQDZ>7W1CKhrI@+(I9I_#wUc!a_RYh$Cr_3473!Pd=smKK{oae@yb- z@`%jh*68{xYy`1{D67i-q^(j-35>ByswpoboMi2C`v z+;!(&wA-$`(YfcIOVXeJ6aFWke3JI$agRFcXnOIb7rjdR^Z)-klUXw1-&G3uRT93d zW5|3XA~QTT;b#nKnb=(7Lkae`)T_=F``pg($nUF59mgPgTqk>)+6!Oi_3^|vqvc6{ zWBfed<_{TJ^S}IqUi#xb_wk;YLSwtf^0{OO@ZOol?;Q1LObfq1)<5>Y$;)D!SRV2Z z@*nyy?G5OE#Y!5R0{#L1^!)(*JEHNgJhuh=M`SqcKiI#p|0_%n{|Ed(@PEPo=YCI5 z;r~oN-rD}}@8f&4x3MFd|EUi+XbB5aF{jQVDZ^a!dor|mMd$JRMqtw{F zPI5x0JSUqrZK6y0Zfm&*;`rl_*ZZ_@zx@uq_hI(z+4TBruhSNeWyn3#^8UhjzQ5u= zzRO`FzZc=-OCL-5eTdz;?u6r~^1azFYAj&hD; z{%^gr`whM~Vjka}J#O4MI_8*T=oLP9Dtib7|-WBUCeiSuU)&Aes|;V=zz&~ zFUAnRkCFNLTgm$wC!TmBzdvyx{f^Ir`uO9I=%R}*(lei~yz;mF8if6RJ`Jz%c~i$6 zeYBn}C3kq+?36hQU%rrB?f?H)nE1JLSk8Uo_ionkeYF;ch|dHHo$~(f1M}H)QpxA0 zW8-Ac8uqTSbr0}2?2o)Y7-Pf! zYOzsaeFR}*t zZ-?Ss|JR7By<}PnQc+c2di7$tzv1MQPp0nfZar(}@WT(MU3cA;cG+bY+IOFQ==>Sy z(;IKRL5mhGq7zOyfzNT;o6l{Uudx8{ZR;n){QksxtvmFvL+P={9@Tdwe)jX9)A3V} zXFuyR&YIKb7cS&`F8*Ebxp?u#7x^syhv~;Z{xP2sbv7+pyeRWIantW^(*955`@TQw z?WM~&wj%dw%$zxsHVDT^rknexzLcPW`Usx{p3eeQVu-j)U=ePQ$!?oaX%F5jy{O+;KO*({l{RDaPuZ zE@OF59(u^(9BaF|`v1W1kM)oJU*sj^ALKvuAN0TDtdBkh{*k!={u^ER&)2V~!2jX* z3pgJ57x)+W7x*{JN%%kD|AGH2`x$|Mf&T{w)BO~cqq_LAtKuqCc$D(H4VY(pY>igd zG#A!S^ygwHw%2hQe*?c4u^*qE^zCndTkn#%?Y7(KDL!{;*6p|JIZQwL(U0_Ah}jR% zrelviR$~KlHj><3A>UkvkoO%v;d?Ij-FIJ_a^Mtw-(tzT@6u2I?@#q^?HBp|isru; zUwDCb+G!`6dfZfc_POWi!3Q6t?|%1t`hLYb@4VAwr(6GUn~pto>Qq|YvzmVW>kDZg zj+tC?*`@qlHdp-ee#gc9{=`0fH-@}N(X+Zozq_0fCFf1)zcBxc-+r6#0yvMp|NS56 zIZ;(-Z8BwA+t0tu$1ulkHgEcbHuL@6n>W{=Et21~#mbpyQ?BPWnU*%3_x7H0z3~h0 z7TOfbV_O@8`)E^-@ki$TUvb56^qn5Lciui@G-fDgmBrr?zkk{rSpV4nZRDHCLC8Om zaghH}Zn}Pi{u`P4Pw@`$Pr!h{e|i4~IS>2;{A02L_7Cho*$b^7;6Ksv{0VZ?=Lz^n z<_7*3T@Ua-!T*-!C;X2tBP|`h_*?wX+sX?StzK;QQ5QdUqgs9A9cw$clWsI1kkUrC zmQDR~(s6_~OHFA^ReF}b$LgEyX9(L&Abn7j*8Ro?AkM)oJpX46oALPI3M(97D2k3v`AHj^- z?*RO#co_J1)Zky(KS7_t{xf;*^8ou7_CM@j*uSuUVgIU5fc?Kc`(OOe^1OWYFZkcB zJk$r$+tfuV=Y^g+b552#VfVFK;LzW?X>{RfE!_`j`uarB1u8@29`Lk{6PwI8PU-+!Ne_OqYSNhh8} z&v6_g{*&?b+^6q-kI!Q|nO=JFC7S)vZ2I93e@N4(Pv^M7+mT)An{U2}&u!X=PC4~d z{=RGUo{EWluG57VUZi(y#P7Xn^N_xmA@!GEb~&G;xJJ*cnmBPky6v`GBP;j4jTSFj zOlMC!ThE<(c=p3BV_SjEn$Ml5nK=|}qph@Y<7SdG!sI>^O@-#WwFd?^@*U){Y=hpp zo%t&M!Z$FmLHm)m1No~@|uzz6x!~TQ)%WDAkAM8Kaf36$b+kfJJ);LA*OS`Yyi#*K^@m%1Xt*NneW^Ao# zmXv&^oba?Uti%`OjHK24zQMY_KE2;MvdI0^bLY<0IK?!+H)8L7_NEDYPN2shf1LgB z8#1fBld)>mN{wU4*-#4>Jge_8bnVhb#~gbM-;q5p^9nIMyjAbG_|~_+Mbr6Ao7Y}@ zjUMAZ|LebY<~YPD^yV9HR{S#G*IauY?J;2w`qj)|@i}ZC)74jBMf>l+KTVr9&Egb! zvWf4`*hHtFemWhn{{eK}_1E!z79VN+W6ueD(hb*NU-c~+8UJ{`dqeIno-=n&OT84d zPGPg8d6}ez-ood*uU@^H z{&@Ev>FKARW<1}MYo+nPKtIi%J)7ec{~uj)$t5&p$`m~>U+%CN930I3uivnN--&pU z#*H0EXPtE>z02n|4Ga!w9O00I525@1bZ_Fd@uls94?RHN_@{5sRaad_OW#|{v5f_K zF4KWL#=_?p^7km;b<38`dXCe$apOqt)9&M#ioEA>&_M^0-1|Maem(ck{PLgPVZELX zIrI=Z_~3)-t~>AIXG+%5^&Fqrb=Prp>7|$GT^fad8^0g&JRLCk06K8;WLi+&`7Pf; z{&{M-=HFba1iwwe=YkFJJto;!&OQ|JrMN$Z(`-MO&M*uu_9f@lAIEpcOB^D%;c{=I zGWI=@OQG;VSm8>g8iv-1NL{& zsq(Ct%gl_yfxm&jVSm8>g8em;?5}=4w@3WY_AjP^PX6kqKf9Ut7InFodfKSXXHGTl z!C>~>LW!KKI|w;B(|E;-6?%_@ya)04|5WpNEw7(oZq}62}@G+{ie`;tvvY(DxzS z*O+v?VIaW){t^DB9VO2`Bt0Pg^jLi_^YyqbF0l&65BAQ5VTs;e;lubkx1(tOmo8mF zfBy44I*#v`f8c>fXvupk@cU!^n;#ncAMy|KU-c#QAM`))Pr;4Af55-M|7`E{!u}C| z3G6@Ezp($|{}^rl5BR^}|1*Cm&x6K9;s5+R{$DvKk&jFItN$u5cg|$uQ@3}wxTm?{ zU+Jo<&Y4VTH*)S%|GN^lG@VgJU+;TIYr9YMqKkP7i?6Jpqe)tY)j)BaZH&5Sb zko&K1z2z1@U+GmoYyVl2yRRqmJs0wR#v+axeDcXBdY03}4?j#l9{cdS8fVekwQKp@sA1|^y@sy4?mGIfpYKek@|_irJn{(r<&{@7 zJ>`^B=)ZpP3%c>f8`;0tOLF)5T0Sf4biUJDVij@+#zMX`L;An-t~+_WV`%4{ch>W) z)^Y#x&u7Z#-BYcM47s2X633FWf_1;iUK8A?u?Uwzp65Ej)hSLPwx;oM+#$sv_G%Yjb)<|fGiy~<*5U+@t=rM1 zFQxcTDQV@mx|+kwhB-zscg`I4;h#YV95|Uy=6kJY&YVf7opu@>e8|Cc^ifCY`wi>X zt)q`V`iSm-;C`CSXCzJLGm<1eaQYc%&=H3pp?62jnl+1-fAE3*|MCBm+#_-Q4L8s) z`Fy4Wxo?RN$T-sPVch1v`~JjdGWGG7-=^H{O&aM_^EWxIp^@b-6zt7JtpwG8E4Z=FTF%txo`h} zoy~EO6ZsvBefHgl+nq`0Oh1Q?JmLtNa^Qjb|GaY5D(<(u_t83&UQ*^#DgIMRNY}@J z$0;}tVLlVFk%eaYlAiDH;ddg`F4JdZ6JLr?s4QkW`d+-O#GI2qhIN?xWrV-PGzr^NsY#?~C*gZl6e}?%G9HsM9;$4cnfxlsY zD8{z^0{biM8Q7n&KVg5e@5gm4@Hg-`@Hgy_zpwqJ_fw>EpUgKMJ=C?o+I{No-7e1T z&TTwop&T_^?xv;RMopa!on$f-%K8cW<`*tpNLO5OImZ+14vL9B370c=FyYHqWk35og+jTeEXPkBU6*v4dyl^k^NL3)?QJMX;HdcXFDjd~BqIp>_McYg1&`yO;8$6ceeGiLZ(crFK-oi5P!$&Hw7veS8*MFTMHJdmQtV`?LLylC*x(n#r*${QfD{hxL#B z5BUfAUv!^6V=}trzx%kL|5=^`{{a6nz5)JCGEMda@Si^K1^f&9&!5|~STpcH@IUZB z@IUZ>_BX0e5%y1>55-QhKGK{dEamv}>*Rkeaf;xl&SWNnKfCzhrLaARvs>->7mpPVqHqCo-0e!H%C&ah#`}=;u`uF%|dL~-r2KGPXUsG2={zLz< zTo^6-5BLZ85BN9XJm7!WKO(!EI$dxc>_1x@Y%|0DHF*L25B~@JKS_6r+)T0){x6=3 zQR4ps{{Ld|f4oOK`m-bL{_J*TR#(mR$t2`qw|Kd!6%oxyxWJ7yqPV zHHmZBcy`8($ZE@D{HVW1?)<;_;;VG!l~?oK_WRK#7hleIz`T%tL;h{?`{(s+`^eTd z)<5>Y$v4P9m-mqW9>;_J6IluUKRWb3@E`Cm@PD#fVE-`QbsG-&ANG&01=nS;e`J5a z{)7Do`%h#7>|fZwrW5-6{BE%SVE?K-gZ&Ttm*ql= z+rs{b{SW&e_W$<$AA0VSJEpVWIui}Qe_dX@{)K8Z$gziJdEHZCv-0>iwyax~Q41Bh zm9CrQ>SnR$EscM36DFL?%F3vPirh-qO>%X!*z=agzqtt$&Shm~)IvpWrRyfSx>@Xb zOXJ^ok9Ld~$n%|&7tGO!KcsiEL>HI$_6(c&bC4FVa13kDib`G9SxP57qu54xF}~s( zosW?}|F6Ban6CQmH8gJAIO^&eLu1E|ql+%QgkE{&&4kzS``hn{^>6zg`ycWzVRp!W zmXXkZMc+aH1OEX3mHjaC@t=HG;QxYgbv}|U1N+D4MN;5j;9tRg!2iJi!2f;+EAT(; zpMv*xZ2QOVrzrPIizB;uy#tjT*`-7o8-DNL-%k9-z?qgN&=`anE8a$R%9iGVxrMX>{Tu2=`}lJ1Q-A-ageQZo$no$JcaU?QEN)?UX0nXQ z@d_^QN$pY$y}ZvPb%s^ro~&^^;}?Ct%x$xTaWVdgp8r4Ib01BedZNBd(Y4DioQ|cV zjy#5LyX_8LOZI!?_s9Cj{x9;-WEf&7R5Rex5(5wb3z|3|d`2mW&zCKxBJ zTi{=oV=^!9g8=>m{)_9u_6+ck%Z@Z3z(2r0z(48P*t9o*|A7D8KIFXt|D#|`@sTpN z5`FPC^1t@=4e>q6;zZ)wj7dr{YzG5qP$bi#xQbpDKA;rGY-$Nm@D2Ki@t1@b@3 za_GPEOkJzq7i=LP;1A%hv<`SZ0DsC{0Dl+%HtY|b3)o+f15ou!tL+s+$Z;AxAkpHrB%f0OlP7^Ct7C=^0#I!Ij21Jo=R#pu|Ct8aPCl` zq~+yrsHt*Z?y2`wQmcvena+fBhXN%nFMmT#mGg2>y{D2|O{~v!CY(DIC~0~58)~YY zmwW0xNgQi%V94SNa(=e>SkwNN7=+%Jo%0gcl>KjUh9V0sFKrb+3y<^@VisQRsrn)m zTUq==iz^Y|MBbRe;w%GNZZ5_U3sj7FFQG{v+p_+$&2j=BE|Mi zp2XU4kcUCMFG;;|O6#Ol=RTc3RFxvUszG|KG;{kNq5{P`s4n zq2LDnq_j?5?g>D^T;bJ=Pb%-RXw#$#Wl*)HBDjjeq;zw^jAf%fl- z@xS!>pEqv-&ER(@#*UTyDY|HE_c%K1%(LmS$L5B$gx^2!5#1lYp0WN-CSd;A z|H1w&ir|I3!GrrT%TNqg?Or=I&X zVZxqt-E}w8vSlmvH`TZ|et-K-vHnd)VE+eMDR>O>?{Ag=t5>h1CGRa~xwDE^uU>2W zjdcp-Pr&<-KafA7iy?m@e;t!)3jOo9>L2kV!2WSv<9;RRU*Hd46PyBn0Dk~~0Dl30 z2CN|R5%^2+m!A7HZ0}RF_1iZKJs;fnTGY%tUx*NRQAbv1kd&FiEef&5=w>I)d~VTN z(OQz33&Bhn-)1V`Pr+EiVs|O7sdWL@j)0t;YqjBTL(J7~#Mvpu^hgN&MNq*P-oBG;HDSm(6Cs_X; z=TzB{*9zp1%Ge-RC9ig`lrimcdPkSPt5$tX?=Ja(uDSYpy7SI^Y1#WLp?_STLjFSk zWSQzR1Nv8GC-4XG2k;l{FMmd^(v`rUz@Mxqfxp?#fd9ww0_?A}Ct!cV{#G0Fi}U}s z+)vST;A$@O9%OH9M>zq3B|4sKoZ#IF6T|O|xe|2KfX13;Y561^g)(68PJ& zH1sde1MtTejX%o%g8d8oAN~*ce^|x>e*=F5e}5+YEpdu%@;U`Oq?2o!Gm@`zjmpGg zN%|Z36FD$AK#LYFV&A}Qy7}gt>540^pqan=6`gzTx%#>A!VBq|Yp$ic?z)TSFIYf5 zt5?(J&0DHo^Op+UJ40O*a)ET-&z*W-o`#OotMjU-u2xKlXo+hq5Lh|Dqr5v&;WgtJcyhue_n}amm?p z`|p1MU3Tdew0!xR9546h!9fR-|S10yKCV8seC8!e-#`F|Kr!&|JvU-L|Yp%iQ3Iw=ZdqtO?fKX$`=}Z z)Z0t*<~>0dU33xcwddZn(~o{gKm6ej=|?~M5&d|lAJa}d?LwA zM;>()&6+if-gxs(8XO$dVcLvPhR*?v?H84fLT{POMDDGWv<=N{f3Vm%a9Zb~GLxAY z(c}C36mD;tJz@L8%QV%Pg84Zrdz5uduRN=xemHriK%OPHGMBY}w}t10H@-^|%Q3#l z=Q5u@ucp&6|1uv~e?^DO{q@*?WxqiF>=^QQ37_}$zylA{o)h+_?lE1|-946$J$5QR z_uNage8n2w6RuaFe@tHZd_eyKe*k|K9UAuq@F(ym@OQyeus@QVfc=}FbAbI-bO-D& z*q^Y!i@t#Uy<^zl1sDA7``_NDDE{*H-g!O?DX;`Gd*i)K(xIUtK5O9)8o&GQ^o?(P zgTDQ5|3>@lyDy!5@=0{T1sBkzmtIQpF2z~XrqMyaJcxe!)Bj8V^iTh!pVLl1m7ah8 z`P{D&pKW|^9KVy7wNIT>Y9sC3JNEbzck1sS%D&&8-ujtKyK}-8n&v!ECQI`+Z%WiDk-F#qySHP)XzZ{mAS_Kwrof3jc7o^iPX`SbOb zzfaF!NYkg!pxwsrPGh>eY0Q{zey3tGU3S_3he(^F49$IF^BtDU=)(^`q?IdIak_%fUsz5{ z-djR1zW5^Db@yF*E`z*VF`dtaTJr9@8ZwBZy*ewc;efTRLbT3JobAiev>k>d6nPm zq^#h){4Sriw{rKdN;~x>a$Ll0gfu3`FTVxmAL|eM5Ap}{w?+Rv_~0Y7-+q($JqnId zbahb|e|Fn#H#+E`L-{@=wILu;4k*W0e=F2YwQm8N3rK%|LI)7 z{(}7l`wR9L?5`I4tJiHS`2Uh0)cu~GvM7AWC_hUe+KQm^Uies`7<>Jv0=joK3l5M!W(nCWy@yvN3Wqj|M}1K%U}MI zrc9Yaci#0stphenyo+4S1+lF49gtA#q^9Za?A(zM&QKLrnHCN%h-F`w@nv}oXq-Y~ z4F2I5y2~FfQ+rn83i7T++Iu}3v+%vgv4;4prnD7a?IYcto%@zLi*?v|)<+pzz5~X` z{QFwO`osQXe-h*mf(1Py1Tn*uf6ux`zl_0busi0^e^xS z@E2oA;7`F16}|@kPO%xYHLAJMxq|%x`=jg`;BVk>*dOr!!2bpRAN-%D7r#jVublfN z_YcH>b*|L3c=MwpKC!*V{S-aXp5s_VPfv;^u)m|l&e7Nf*L%FMX$R?96B2(&&*gBvzJrnD7ap4^ z&oE*9U{8;d`S0mjM@yG}NKZfg9KHMQ2PAjfn$0J_D}H~hf9!wvfk6J5t!we?zg_;n z^z!R;%{A9C9+7uD$LM<%2OoSWpGkQ)Em^W0@(1!4_yhPW;Su0Z=$|iE|A@T;`=|Kw z9p?c5%bdXef&B;j7xpjgU)Kx3AHW|H>uqQMOPpfZ-=}atd(;12T;jRMI&^2j4}+;PY8bC5@Am_k_^e9gY%_-$B)UH`SzH3}Np z(xy#CEc&{Szjb(>~M>QeJVo*LfRVi`);V1;@9Gb)+)y zE1VaV<02T};zd5kBW(VcEn7)*=RQrxAAce}H2X1H`rZnAhE?KM`2Df|WgVzo!2ZuN z&E=%LGbS|TpRSS5s()6j=%ob<7V3GDW5&QUx@wa@|;nzi<-|MT~F?z!jagcDDoefQbNj(u`>f91EA{z9KhTE0>9na5AV zwIrYR|NrYazN`<4XNmou-_`WHqgdW64wSrNK(T3dre6;DRY zo5qrI=E-MF$#~Kq#!quRa_4{f@-=+V%%3>sxSyW8GI8Q0y7~9F((>g!`kUhS$NIk8PPu)pDd81eoG^&6>=DfyM)e}exl`y$P+m}NTrkL)jG8PDN|wD*2W!5sy?esYlD_*9ZUaw>Er7? z+WkX@O$4)hY{JhN(lYURNDLwDf2miSN8%Iq4sm(+&1`@kw~0JW?S(J%`gnp3v^?1l z7(dUq%+*Mn|L2~4g)Y445{^-H)0nO?e3$JQI%oQMG=Ki{8q<>a7Jh%*FCN$P{e$(7 z{SWz<_Qu~J|5x+>t>FuzxF?2KWp36ZjkW+i|z2z~8{%>f^2LkN!TsM?2khon7JP4$sc>MwZKC ziO?y}$sCST{2zXw;$Gm&I$FDS9j9xRUZ=F=?XxzeQofdXB+ha4(MQu> zd+*7;THmSn{C)CxT4FqzEZ-*cTl>^YYiGvC<@GsJ&RCab=BoF)Z*S==malodE~i{w zkL117rN-}dk`p@R>%>@dZHG$d;_7;&#LuO}a_$qqccb^4s2uV5v|w9oh4L>#eubp@$wuyL5F?SJy85 z>7rjwIf$;k_J;KT5o8g5f2@D(|GY2koiWHi$baZR=zqgez(1o4|745{{L6X`_}}du zUl)?*SQzjx@UQO?xA9>A!v2T<1O6ZQzsxRXzoO~Rge6=~y4+0j1pnjL&;Kgt`Q+Cr z+~2LfYw=STU$qoz&Wn_%{PE(sbLY@Ezxhp?I&~`Dc;k(9-=F?Of4Yx9oGLB(#z)HU zO=Xu}dMWKSVNcp?&%OEFC-2o#{p&?#Xr($7H@G@ytM-yP1~97Xy+`eTI#{tNgm{Eomsz(2r0z&|c8f&YO2fd7F1Tpj@b0{_ce z*pdC85~q;ow?|=XM^s}G+oc{a2|2uqkq5s|` zpcEeULS+oI0+S)a=g`;|z7#kDkkd?g{UCSzlbo=cDCwfW-eUpEPFE z#>MzHKO=emXU@Eky1TnIMj>&EE?0?8V$p57Gp#Px% zfq#JifPYmE0RIse*rSh4Jjar@;WM9( z;m@U)USe?y?!F!&gb3P278S0{x^FmLZIj2_P)t)x0Q#RBF(s}Eml=DJQojIpg;nkits#7-92GV)! zqLlMOPn|iZR^ip2HmWr%_m}AX6v@t({cj(Zhm4y_Ug$oKSFr8P`$5ZPU$|ZkX>Yz0 z+w_a@8lT-awnp#ZcHdOd#kpVo4j6wV&;MhOJwa!kd3F`2IO(KQ=z#|w;dNubsr>G> zPQmZ5djade+=r9aipmF>pkSu>WBH`F#wqe+!0&{U7|TJC6OY_fvE@_sMG2kvN(nK9OQWp_dRfG7@PNt#3s~tnBo&^o3byO`FmOCD)tEW zs@|s{eaXjpyuzz6x!Ty2$1N#T| z5A44r2i(61``7%U@~ju^UyW1vxlhG49bMjSXlIl((1G+uUSxUCSvvg5Fs)v-n%;Zw zJzBYPrN%3S&$*1qIqx!XNS)Vn8c1jMBFlTuQ|GGFT&qOR1tu?(G|+)`W-qe5=R9?; zI?c68;#d;+Q}+t+ zcY01A_6O`Q*q^F5V1EZpCC^s6&d4?h>t-0KS&y5-y8lsn9eueJ3>rT4!&O2%I=1sZ5`t^hK@=Gt#WtU$@Q>RX) zBaS$NrXF`J{raL`>-kXY*7fP|-k*JyoXh<*iS`^`>S^7o+|}KgJuT$3RqR)BH>hn;l+fy0S&37h@ziCIyyBA3hN)g5v*^{=7UTEF`ZpYm{SWyE`L8+^ z`VacQ+#wJA1N;a43;fUaj-36$wh-(eu_IysjW+u)KW8B^b&UzY{)hhq{vVA4!TyE) z3;Xv|*}nq=8#qo;`_9|tDldD^WFj|_lJ)D?(<6^OLer*Aqx~jMuF|nhFnk+Rdvo}qGoQBb50-E)6D7&xu6gd z$Lb#l?^6hF))t6rGjNJ!jMv6U?Q}e* zr9StI@fEl7+~m0$Ve`LY`5JoWnV0CKQ%(>W^8@`4`~&>wvH|#aq~l-1<*{ti=f*Ior|Y|3xYOQ%YL-t*+*%%D!gfOPnI#qs@MB^O=Z^BsA|Yi3=+& zcWBF=^E#$ed_rXr)7hWy`%deNy`_EgUUk2W@Ryi|^oQ|B)BG=8x`O0B?PHIfO7}l7 zo0h!0%=}IG{cRqw{&^m-|J~mL`6v1V@*nz-*8%GY=zriJ;6K|7hM|FfM-%>q{S((N z>_6DQVLgZq2>S>259~kl1&FUp_5|!7`2S=b@CWvf*+2OnZFa|3zV_svuf6e77)mmk z30k^zDP4HcMf4y4@gMv?#aZ;+bI;R8j$P={Qq1=7BM;L=e#hb)-}nZ(e)ACS|PhRYF<)4fA^w%2Bg5I^J$&;0=74%!KmA zoQEv5ELMabjofZ!;0}D5%*5Yi{1~T@^C{e?rq4F&eoAE;3v@fG-eVfikb1@??t{_x zsZI7(a=l_Xi7yIla z!2W^#1N#s5FYJHAc^&*8B~B51-I>fp@RL`OiV`YF953;`6O$%QqF+v#LJvPYJH1C? zm0Ld9LO0xS1AXV;zeC^r<~M29tXZ^b)vDb0FdslQYt|p=@WT$HlTJE`V;ekvo39Xy zBAq+Rgw<}JCo`v^3b#@vn;BzKq%%V%takf6nR&#HuW^cSkGA5BWItuhp|V!|ZAAz7 zq`l`@HODAaHz&Tt->dIqNLhL(gUhAw_#Tw@&22G0&(kQF{|}b0=KE>xrTr%DPu*k2 z(8T@rqnmzzD}Au6r>qnF{yG;}{~q7O{`Y6@Apao$q5o=}Aa*_U|LD;Fz<=gb2mVca zm@%vFUEqJ<--P?!UIhLH{#Drk``@0^f&T;kANarE|7&8U9n}7b_h?6ddZgWx-mc8* z{0{1E`hLVufA&*4clx<}{?nUWU0SXDa3w!mJ%j%FpTEiPTl|0)zOaxsZQAVJYdUxC zTs|Y_7@9KWKzpZolbuM;S{{M4nX3j*e`fI(7 zwDIkIicMx?Xgngl^N_J7-+}2dVc%E$Jg8t#jXS7MJv~pNZLHjU?IE_2`WE}ve05^y zdA;K}%eybna4yCliSz&5voFzw7hbIQ&vbQ-;rnOC(e&vv=&7fk({+L0U+i~Z--X8d z$Nq=>ll=hsU*rSypZPJM{{`~^|0LhH;z{7Yk%<3*|3y|YmVy0aIM;2%WETSe7tC*V ztm!u3f8c-Mf8c-EKd}E`|Cvtg?;oOJJ(Q{8M%Qc`|GSiD*Lx;%<9YMu(RaW1J^IaW ze)Ipc_a1&$7D?OipYv>Zf8Uecb=O_juxpq=k{~%t6cH69=cp)(pqNlmVOIftOke~> zK@b!~a*{X>VP*(3z(9Rf)m`0vpK}Hi${D!OGo7lt&*{6n>Z+={yJ^Rc9g&nNR<8Vv z`tyAh|NY>P)# zDlIM5yJ~v$yo1klo9n)}*IVQ}>Um;#{+Rz*|KNY%|B!zs<01dm)|txpfQ^8EiW>jO zGrN@d3;kpKG5=Ei2>Pd+56<=j{X5zypnt;t0{au}Z?HcWr~OsWeKNy*Fsg@0j^RC< zAFb{&wtV?=y5=v}(2N-~X#4i<8B_lJ`SYnw>(+Gbwb#=43F9+oK3U64mM*0M1Nu{s z9zEQh7MX8gR4z028ep;@oUYyD@V8qyJ(b{|6s@m|8Szp*{-PPa(dF=FOV(y)|QU^mjaeH}5h3vHrpT z!2g|`h5YmO6vhNj?gM`S|JYmr{wsF;2mBBH2l`*+SGpd&EQ9`Q<02vSKj?p=_dx%J z{tNvV`ftAe>+Yw>JzptWtwYR5G8So;8a)@HzIwh7C*hQ*iq~uz%@LNs~4;CpO@} zlLbtep|$*M7^^45c~O_4f0MGt-oN-Ms;lcfo=9v3{Qi6NJIFatQYM&#?F;fgWbjvT zeub~+-=UBDnWW5Nm8gT~z6Zr=eZSIlQ;%`be^HPB`~|O4|NeLKdM~BYk`i6_z3%8u z&p!Kt&J*{%@%%CWvHl}Jbi6IA$AbTX|BKBY^3U03A^%l&0{;{>{sI2=>s0qj1OMBa zb-34ju)x2-zrer1zs3)M|Ajw7|1sI==L76t(0{IA{jaL3mfx2bOL}5hFC5Jp?j@Db zxx(|bb?a93M>KEVjAqTAP2YUIk#>K(hnBv(l-k_hhOWBmD!QX*58AhXKb<{uCbUso zdy3D6T1j`@aR+s1-+`WgZf<^mxj6;;k0kyV<{QD;k+e^Fl zLI1@*{-1ufhNeuOMy2AX@SoA6$I{2kKgILcb%6Pg_3!x^_#gN`?nQk{`+)0`y{${?aKFQkEMqndYF2$Z{jc4Ttm&8H>WvI zJ{k5(96fTFHf-2HufP5p-Fx4CRKo9F54rz-TEBjMre~M<{{Ca7@Xa!Q2gyxJGAYZq zFt%keSCW>8c!*?aHKk>aK>lV)W6EL{T1zo>C24txhlo)p85(tI`J0qvQkHL_wIqJ5 z<2AL;zaZzwi;dOe3-LkdeR&}*`zm;T`TY|vF7wU#9i*=6Z$cyOBt8qvw@~GlVtdEG zl@|Rsn(<#L_h?UjkoQuspQ4oaQ}DS@qsNS+k3W%nwDJ5g|FQnT|Dw&p_`ZeU|19?) z|5#Q){s&nB{L^Ugk9%ftOq;u$kvF2z`wx1!2f<7 z=o(>O0sMPK;@_I;QzU0H$-mS-9pXNcn>HJEIFKo+fAYjhdg6&E^sek{*f()C->WU3 zTW-FU9)09d`j+=s=s#|B&6+Q0{P^*7!womkAOCPQ-=E!q7B61R&HA&benS759}>Q3 z@&zp~{3xHHY0J!ZY`J-D+ksGN^MTkpO50EJa_KZ}nLf-0*@q-e{R;idedg8dr%<`+ z{Si)%iVha{Jp}y8G$F3?R(OrjioLM>Ps0=lkDg42IirD@U zzGL{VBI`}w+i$V7%yo%F{z3l9+=l#1&C|BNSSDDndQ-(j`{yYkpT{^Jm(}6s{AU`J%#|RT8w^+n{i{&IT6Avyo@b8-kI$wbA{f4HB5Wx12< zylzD&(zLB%w|7zVyuKt@utIzb37z2Pj2|MjX>I#Z8phf?UVf^RKTR^>f z^;REb8SkkmD=VWO-Fwm#bDqxN!+;g-IZKG=&+7#9-}G#qBUu07zse)P{~H7Uhx`Zr z0saI21^ySE#_37Wf1v+C|4nrLfa#Mw=zq|Eq5nhwhy4TgPmi1O?x)B#q8CVKvKrW9 z5G?Nrv5O`d-X5>Cnk|2__fO|gd;5K8ozr;~Nuf3u(vC8R-jW*1AM_uF!VjPMDb!}D z@*`r3O5Nk&eH9*GnB7_5*I;^0^PV=rXR5bK$oNF@S|}Gf(dpcIm2MB5ql@i1`&5ea z(7(K6Tb$#+eA#C-e%wUeMk zqsNZX*)wPI-43qVoG;gK|5{>o9NEwNYi(JWw3f|EQb{x+|7lTc%fh6UY*vy=q6zs= zi*j4)r>L&;`y!%_l==%Q*uP-%Cty>t!{vN3drh^>+aoyc%A(CZ7w5b8vSOR)KN*W6 z9RD?I*3jv{5>p$U#GAF?Qn7<`<4)FiT?~P}e ze1-f4{?IugejQsg%1^R$2KXyG9`=rhU`gOl85`hl--PEAGsJKrh&iWSU5Qg`;W;|;7^$wh4E)~RV|&%@kwOO+}Tt#b{EL!tZ%;A zM1uzprXlOvO< zdI)7dz;O|2wV|Z75Dk&wqlq~Mdx&j@8W+yeQf)M8IYdJwv=(!Ur+?c|;rNQ_a}JkS zo`$L)yLp!3$Bc0+#aCvSj_KrVZOJoVgWYXmX`xNurA+f(+p#@s*U3lpFXK@R;~(zP zF5xqu{QVTY^&agP@%%CWvHrpT!2c7Os4~x|A^#x%fq$Y-3;Y+y0{BaPWr}#eWIG=@-kR;Jy zq_@1~AAd}L{No?>^M_1$b;y_UtFOMAuKv@X=r7m&h5q)pYw6~jZ>BbF+R(FepP}vB zw}*CJ?|9zy@XKc zV;#e9GAH#cgG7eQxgS;@L*{2J+YNi7|2UR1CdE4b(;wn{v|G01^PbA6l<%gH{S+-) z+(u)^j@M_5=a2c1^)G8V;d$VH;QwB3LjIX;7V;nX2lx;8*Xy#-KZ1-bX8dn92eHXQ z|BE`C$#v*I(0`!+K>vaM2mRM%0_>m3TnKt_6;)NqxlhhEU)Vx#wt5LYg$5~g%-^|l z7tNUQFg-G320ik~434{xq-V@{#HU^O&_fT=)M-;`)TmL^w_jiORop^t+qR{ro_?AR z9Xh1lrM>)+{^eT+I+ys-e?y-f32|-3r!+`Q(tIII%YJnCu{Jl8Z7J<1ElKk)e*fa5 zI$l#7?P>bnj-OAm7g%g-cHV&O4`#cY;%D0@tn^H$Wuj{&n9XRkzRNd!EBhl9%duYK zbTr>5`j5{-#;r)lfAZuhdUv+?C(8JvA^R(a3>n7XU*>^)_ayZ51JB=&3Fbf6Kd+HW z@IUZ><(H6uDl;Je8-@I@G}*4ti)9+{pT|AGzrcS9?ll|?{HyB&_#gP+0aJTQY4uN^JxfQ99-$*gj?m%5M>RZhZ{TmXe?tH8e9`zL^e^b2HW$+Os*}88x4&IZ_E$OgN$wv= z|7BCLB+r_k8sZ~ah~?3T5{XzZEid3GlFQTHt+tL{C=E*r;&q5#GsSE4dFL2BN-S@2cJeu}0|o6?98qx^Hn^T+(h`ZwDF_@A>iga0#M z4DX&p{^|M<9|Z76#956%{saF3{{sJ;zLOgYUkCmL{ssO8{&ljX&=<(E4qXxd zEku*}K4M=I%Oy_JY24Q;kY#PSBK}*5ril8N`%7w$*E!wV`?sRZ@b81DzUAVv%wr6X zGgL2UJG#7Qr{^{)9_4tBzAo<-i0$2YlGE{-M;GkF(-ka3|BCT0(fF@jyMZ2>{zzs& z#l-PbXw~QI@cc~&leK{PpRreA{e%C3|3m&k{xg12j3jy)@DK2x%m>F8BE|;()inbA zUtn%P|GAXRrPr;bZj3wL5!zHdm+D-;FOTuU8B?OKOMB?Q z=*NHe?gRAf+%Zf&WAP zLH^4eNMr}_7w{+Wx4wU_@8v`PaJWe^w%4nme?k8Yx;XT2v0Xy{OfUrWPiL2a{_X8E z-nPf<1o}7h@4zcBf&I0r>Lkhg^6sBH3!;Huvwc|-4^dwfD_l4xXg9W&_7hK zlJ~=)e?k9*{v9wi><_TN!2SgLo7o*LOz>pj6^1vVe_k^Ev$~4!(LR4p4b^JHP7T!F ze69HzQ+Aq@RPfnpsZ?|61`4f@`g2rOQ$@pu4y9JDTG7KZ9^!gZr_kw7X%CJ@n`xj6 zm)$_2?_avg_T=evaviyqNlM~AoedmmC~ct7sJOUT`>&UCpLpMm-tVL9*xt_(JCekG z+TQ)X#Z9nPKf%AIv*s|Anj1ZOQ%GR_6H$`Y+z`U%dEDy62wz zsI0u4&weUle?=MH+5aw@KmQf~98=tk=a2dCd4#QTtbg!7@PEiZk1HVmfq#Ji40Ahd z4g6cY_&4Y{(0}rD#4t9d$3g#t{tNv-=*7y{q5nYtf&K&i2l|hm=M%P5n7v(X=VDj) zwsjwB%CgM9?nBEyapE{_+O#QrHcNc7OKUtS+qiKfty{N_K3=|@UYAc^N({lOMZiAUhI#Pb^bk5_uVyuK#nqp+fu= z>R+@qqxjP6&FnwWJrrP0{JqZ`zuriL?zxBGqrQjkz4t!;+)MY~!ygGP&GA9^-lKkryY9M+dfw5K z+O)ZyuKU~HsC&;I^sj&Yi;f;WnzruZnJ<%5?E9DBaUrstTAGaX*&Pjew2?5cC|ss- z8TNmU=f`o`Phq;1;Hbbu?Tjb?E_6~B?C2rS-UsCR$v!LB7MJn)h-tp!Hs5Eij*I>s zu9tCeV^e(NKWEOf)TvYFpELGn?wshsnm2}fhH_{`%{*fB$~=1Ne41$o7!92nzI{lr~&Xh@?^bq?JP4_sW5fg_01tLi%^- zKGiw@cH&Kp(`Un3{u8D zC-VgSAN)V%7m$BurwMj^;h~WKkpDrJLjMeUGLK2*pU}T$EPy{#dE(>1pNZ{(#{~G> z%M;+w$UkMR0Dlz|{;KBtk>!2)%)dPQds3c6txlS?d(Uoq>dB|*$vIEblTY%;LWw7z zr=Nb3=FXi<^B2sgcb6`uulWq9Q>RXaZ3$WDK+;1JE!2PTDj1!GMjS#{V8s^Z6#HaS znnaB@o8?oMX`vB^&=pv*g*nAOnUp3`qs?adlx13I#36JAR%~HTu_opI61|^7@S*n` z2nLX|p5&Y-7q_sA@esob?=2btnAjm`XrgYl5LJ^drahn-e)0g$w%|O|5D=G zeoTkED$swU8vn_Yr&4*7aw;n=3x0}nzEgYX(BW!h(`S$8kNJ=F&vPL1JMce|32{8Y z|D9~rc_I7~^4IZ9;1A$0mL2-O4DhF}3E*#UpEFFs{1W;H^e^b2rf0hl`nS9X#bW{e z(_yIuZ$tl(H3I#^-Ytgy1^vt35m$bB3G`3(Q`osr(KMZB_s(V*p@d01i5k6SxwNG$ zG^%VEN;MKv36bSVn8cH)5nGl^TgpPC%7&p-BO#R#S)PPRJc$~yWx2GaEHtWY7)mt~ zQVEgeNtncws1aM1OIyl9qsoS%R3qork5zM=@2AM~AqX!we$HW-ziwTJ_r&$xXvg~< zUbH$)XLVGs5E_T6bq|)7d0N90X`c3NZK3}#mVPher5^ujQy-)zO`Echg8dYFmv#v? zY0`v-4qu_x9?nH9J3LHL@j^Yhg}l*h7(X4+fKm8X5_yYy(NEFooq>m{j0s+{1zXGb6+a zOUwNw$B&;<9NIQDRg7Ag(4keZqY>#m7 zd^jxW_UUn4+DHG5V*IB~dzhLvYv%V-lxWzrX>%Gma%_nDmeAr*a z_5}Nr=cCZSb-h6UE^ht1rsgESFQ2vD7fPAUTFXKrL<&{OR$~wJ?wx zLCA;^ITx(DCfQFRdXvgRlYy2N-sg1*k(+^z?JjJS7WpZA$V8q>nUklU-rfNV`AM5X z&mX0i^3X2&H%#K52ain=jsL?B&!pC^TIqg@65UTxN-bKnqOs#9;Q5Dnj`{D_wHt@Z zFfLgCVNHYof&WAPLH^4e0R92~1OA2nq4EIwPciF1(0>iXL;r{U!`W|O|AGAr_CMG^ zf2{qt%I>ESvvjakhe$M5Coxx=rOD*w8Nrjv1*5Sojq#tDlV8D=WhpXw=s$nZE|?R? zQe*rl=8!x0$@~;-2X{UL!N?M4`=a09P{F=?wXLa-*3)_agyKn#r?xlCi#~tvk6=B_ z{1QSR=d`oKqkob4#XtV9y!tu~ynB$}Pr-L-v#+9G-+nZ2-h5|s5?xE@N7T3U+2Z+Q z{;MAD_yyL#!}yM0g8zd5HxB-<&k6EBBkO>F5?%)R5BvlC=drw77r?(f4#5Aw|G@u> z8({x{{RjGQf*E0d^s=G&?SB_j{|onMvmM*nrc(>G<)udMq&!4JL1ecDr| zPNTK!Ho7?^^TE#Tyzp}Z_yhRMpD!(I z1o$)Bc!0lIoLh83@y?G#&^-#Fbu{CJ^WO ziL_pU%4t>_k1bium0p;}XdC|h>ZeHV(N6tj!RMf7$BMtf+YVU%%l-;U2Y;|(M8yVX zV{l<*&@cU-45`PT^c)y%TibQ~MBBFh(7(qU#WVi9cJHUTbLUZs`Y1}Nth|h7&YVrV zcI}Vz#6Leg|M;G~+Nm-BvHrpT!2fe)CFGy8v-tNHfIkdJ3HAd10{$!>{0ICG{RjFV z^k3-zo+rcp;jmjSrWHL0_8&JkY%_!Y@74?Kf3Sa={WrZwJGE!0akFF>%5!CQ2X#Ub zq9J0<_^_dTDYh~TU6pLgH=_aicVm-`P>6;|I$#`cC|}5|%!O`0MV;rPP8T*_>hwas zgGF^@#^ol1_sXYRGR|Ft;}dG-`lE9&kpBDsh`7iZ?of~e;M<}F#ca}*vfv1 zSyayciBj=Zl<|IwDG$(>UvAQQ;ogp!`=n9O77ztI1K?-ly5u3zZ?(Ep+TL;t^!{X@@v zGQ)f@s)xuAw7Tcm-_u%2Q>$06rpIT`ra^-SQIDQIsC)PB;nR)dJ-T-z3nxvQMEUNM zq%rOz_8Mbp*BZ}O3B|eDmUdzKH&o$>QMtU>YmBAT8qZb<#ktv*c47KARN;tGxxCnG zjHT2X&sGV=x!IO>Vfr_{M?2LQ-f2@DOs^EWa z9ymS^{%`Nnnhb>eYfSPF_y_n8_}6%s<7L4AZakp>*u0Ps_!syW_!sye`VaIU;RDeB zM0bGx8}(mzKgGFVzm`a}dM7b&$c{Nm80w{#ZH;?+Avkg3IDNc)ISn2>n3^_eN;lnf z6E$txjG8rT>OK;0-kjr-*NmETe8`X?bl&_Y($&xCU+w#`f$*JOgd0x2YffQE#_9=i zUesmi-=wUu_b=x@Rae(}Jek-^*as2y4msyZ$^>)r{E~Nmg1>_ED}22izlHi9G%wCc zw?Enc)R zbkkrY?M{i(jM#sE{lwc6s)UID{Yg5%0hg0Ul4e{!{k!`qYQ0_Ab35AzrCXE?tx=W81h3jguCoARH89|=#&`=I|~AO9JTu%Dt;8!9a;4WE`R zThYV`6Y>0Y9bo=r{d?X9{s;aK`RC+33$3KdRfq#MjP51HdZ9)Hm z{s;Zn+Zdt$d&~p-2kbwve<|h#{s;a~{ZVWy%bfdU_W0D?Zh0EIg0wiqL&Pe?j9oi- z(Ji;!OdZ;{r-h3a(V4SnjflfYXE6&CA|G`nX?ci;h}B9mH0sjwHz~=aEZ;(FDTb~j zEf4V!G3q2kqb@Cflafrz@-4KMV(3cJ@(>RZqfRn3>eBKzDaoWP-$H9i{8-0pYMp;U z&d(MbtH&4OgV6i3LR$QKVt;jh1{W9o+NGtg>Tg0L?Ib=6%ePSFmSTIyzm*pKH=6N( z;DLvzd9&ucmxBEi?4vB>{S-}j@6?Eqqa8NG^T+(h`VT%k<9il@|1sYO|7Tta`4_MP zf`^|V^2`qw(a!1Cpq(}w4{t~Z_}2hOqrIF35zeF*#w{0;mK{GH*M zz@L$48ox|zj=*0R9e-7^pF-UfW*#@wd18OJtkfqE@;G8uElkTKzI*p>YRY#}j2JP3 zR<8Ukw>YG=eqJL5l@@g5WD-6;9H zu#e)%(If0AB~g zqXi2V&?g^%Ooxvgq5Asz%x^k<`ZVp@wTs?)=N)?Cg%`B_R~NoYU#$6pPMs28QhY|@ zE;)1h3~l^oBfa_NTlD<%&(pKdJWK!g`s=i5^CmiZ@?_F>{0)|wpJOFS$VB%0!~GO& zOICRyegj!6nl>3KI=RpD>qziLh49vdPW1MuvsxS0ZW1b9uL^p;_KW@-)%ZX4)LiP^ zxwGC)QC3=}eu|DAI?+Q9Kk9!6p1)fg$-Flm1@oWz1lGUVIl=!@UIF<7`D^n5_(ORE z%M0KyKPP}c15O0~hW-KlOYpUm6VN}Qf5ZMD>%o75O(n_mwovF_&_AJndi}y|o4RhG zfBxF~XWso3xkl^)=}eXw%`fzii>s@vY4PIMs8#FM)U#(#wby^KZY_PqeuMR2t)~s^ z*K4?*eFp0{e8s+l^|XE44sA8Bb!q{-Cw_S^Lw{T3~n(;dBf(qpq`(f)n=Nqh%FEk1&pni^X2&Jr3vY&f+MdVVil zKK=XlrTOz0(18O7!YG_Oe~$L;+eeGoH`2FHUux5)4Yg=-oBsZO{rb|oOPBK9a^E?6 z>41O3)-7A<*=L`j?mfEEZ7o~!_i3Sbj*lEYiaz`7Q#x_tM4+$Z@Ab_$-_Z2w)2Vyc zu5=r}v)-&(GiuNGe?0u~!?bSQy66W<2Fpd03~AAl8pp7QKPzkNJ=FFMJLB&*@A$4&eWge~|wU7Xkl>Ed}^5!P@@) zpw!M*%=l0JWyYFCaS(x;h%}P=}x@XTGdXjw;(wE$iA#wR9dm}b&+Qc@~yXnRoZ=_Kp zN9sO`=XuXVw{G3(+H0?+#~**34vO!A+mihW8`ghKW#wh+512A#3cdU8yYwvY!6+{; zrr03L+QpFZlqSNTG6(x+e!Q%@~?vTqYNB4kp6MgO?1~?cahL9 zS^AFpV{ZJ%-)YF;A?jB#dh6#Wh5Y-~Pf=ax_eDg#Db<%M*uP--BiP=A59NF^d;PV{ z>*E}EWzpx6tLNmtdyf9&_!i^%uU-2!`^_HpehRruyObtQm`tlzf0@h+Jbzs`nEzP+ z2|tuM0shDQE#MgD6FKjGf&Ujb|Id~EVNUBjx9<-A5B~4oSpoi&H39r8~uBZ9!nIX{%d?J4V{cL>=XIDU|Gn&I36-);Qu@x(0|;T2miaG`G0j) zE!)2n8$TPfFO-V5?ktt&7s!(QeS7y)uRD7BeFZJ3Y15|EyhRIY-KwS9;KdH#(#KnJ zyfyE;7(RSBoy++qv2TeL=q$-P$@>q)elNDsKmX|(y8gPq1wVzH(e&t}GpTc@jx>^e z6mo9Uu`1r8h));G9>C%;E@%`F({+R#56Kq{${mYup)xBI^Za(;5m*1OGt&L;gel1OEX3dEDpikv1OCf1&@w{sH~RbcmEMK>vgO*BI=7Hg_+E{_FNr z6tYgIUI9J}C?QFrfynYKOg#xT$4}6E@4v5m2;}~S^dn~}z4Ol7A#ceN7nge=;=do? z{|dJEj~zEoeID&QbmTMg%hXRHdnxMpJSg!ibnVua7Vw!((IQW@Yu65%J$p9&`@jFY z?uih8!P>Q7(CxRkrEYx2((>iYsXiHu9ox6l$Ppu{3Hx4Fu3AaQ**~&q(IVa3(6w7P zJrAm$@4AqGa*ouu-+rs#N%ljm_;dxy-U~VJ>2^L#YW(=|bo_X=?)MP-+S*$6b6k7v zU-j88snD2{d zu4g8Fvf`7>7nJ=9Z@v9C{qA?aOQ&3j=U@2NOSPdxEBwc|YvPoM?@(R@)uVK6G zDC*F$1I?M^&!w^o+{L;tzvMk9EqOo69rW?X%V|B|-7)n3p?p@>b@b6kAMsa_@8Q0S z1dA3f=6Be;t54;-?|#62<5 z71LEoUZA%!$rBo1W;9yg&ZcpM>RVUdWBlPG$j;9|B8Mh)G|0z?ZhBKea*he9L z3i;fB|1dm%o8y@OZZ2T`d*11Io~?86Kk$FZKgfUJAK*XWU*Lbk1z|1}G5&}C=XG4w zmpQJwvE)Jjh5qm72J}DZe_{)O{u}rs?0=p&!2TKRzb8-B@%#Jk-UDauHp{dauG4s8 z$oA2^QqD;8l5Gc?f96ab^Q2?6ZQC}!OZr{<=fD0*YgVt}cjXW9*;|!*F4Ez{ht+S9 zZ7IKR$w~WC3ih|0;=K~DE__w@ON<{sk|KIQUEd2?*mtrlw{q{S$zv7{X9-{5Mf5QG*ou{69if-k* zC8j^{ARXkpBc?qtjr|}k*hey(_eZ$3XX3>5yM{mg>$h9hXa9U7gf%_3Aj3 zGp>yGG}E3IS_w~|$!qI0)1C?KyEd#Y`fnWL|IkB^=oxR~n~*&fWo0Frmh;N+{4xKr z{=xsi{~`Y%|ABvUu_W*x@GtPc$Oid9|1sT9Lg;^uL;r*RFYDH=UD!Wh|AGAr_P-#< zVE_D4_Fu6-%N~dHUp5s>@~qi8^&+K<<bF2&wu_CU48YR=)ngcP}}>P zZ@x(_nm4D(6DQGHz84~z$>X=lZBGs8NvEgTN3m_NZsq+CqeqXSty{MwEpWGdcg4Cd*U|5P_j|p&Vg>KFSiE?#`YC43 zo~7-F3jX)ceQvJ$1?1eO0|)lggbCx-9{cn&PxBoS&QB5Qa76CJ=)`wp$bOAud~ZdU zE?xAFi-oVg8h^L{*_$_S(tRItUe23uy~$@qeM()~r_ru`JHC&2b=s`PKl^puvgP<%N2J7u2Ku|GlAnfM{(Q|EOl@iz#5R7`Eyn*9_^?=WS| z3+q(MRE9_1CH2pQ^~-Wi+l%Gszj2NKKmYX#_3hg??4yu%-?L{=dhWUBdA{KJWBv=@ zi0d2cAN&veUt}w<3-<9t{t0e~`~mX6amjz+Kj2^B|9rj3=|I50z`wx1seA|i2mS~C z2mXit1N|>o{}uc5IonTRMs06@w`BAggq%!P>gNdN?MSNkL2TW+m4=TPK`mRhB)RAL zo_p`1KV0<(wdsHU`RBB3*>b*1yA|8}OKH-iNxF|fn$Y$NG@52v|GReWqREq|@|jBA zXyL01^=|3Ihbw9980V*$BYukG$7%KFtM#0wG3=+@RVoC|i6&wZ*&_N#`yS-fBE=+Wa; z<@dH8wY{xAt$Tm1%+9)zwC;0D&W7T)Lz_ltdDa&CcY7pxe8N~2@%XP>_ccBI@FT%b zQNn(T2@@vq`uh^kAM>C0d1C#Cvk{Ef1>PrnKRr(b|5LsP`4i8JXbk*c&US$O=XLDY zZ+K>s2LA{Dhx~K=L1iBBf8Y-R13>=km;nC({|J_V{@|BIpjoIF_< z-{BXVbTDFbJl9_lEY}H9wnkdu;@seo!$)*4LrXrZXuzEVXu&@h(0lK_PdD6nBir=H z>Df!)e!GWWeDOtU-@XHN>e!LrxqdFcEzL>4p=7vpCHo^5FJ7eg_R2nmZR{5jpTl<* zyr07S6m#aVpW+1jA=c?RO(WS~uzAZSYeHKWzs(nH|CjqI#_>Jet5&U||9ky)-A^&| zv6-}U=MJTdf6mi0&pgBT1eem(sZ;oFjDs|J(qwAR`yb>yDCsZv->_jr)i)t`URPBg zqwd|h>zxvEUq$%m$9~hMP1L_%Ke~O*|T%VvGf zc>b9G%1^NV!T)|C{$FvZiuQi{9pCM=lFyi2PY3oLf&78|h5TWh1^Em43;D}>2Ji>) z$1j9Gp#L(D<@KfaB+EL3{tx^K{0aOC{0aR1BkaG`HMP8-LJZZp#_DW3>$AwAS5ilx zQ=+YYyJxrVq3FbSGAv%Skk2zXt@eDmLtz5%J=nUH_cUh|qu(A{@u zj&=IJ{#SjzlJDmoN`LzEpXp`3=Rwlz)~%xt`L5{!clKAmgq(~2C7&s!=RTF(N^(!c zmrN6k_B;+JPoAV@d~f#uI2~ zz76Mt$od~Db*}n0%r}u>M#DJbw+OV-9{Ml(@n5?1LmJL|lFCX;ysx5+2H!WB-h5+; z!>u|u1jFL_JAKBl4a|Q(Km5Gld4ly1{`XV(|Gxc|{NBNrG;!i&dg6&^=xgd@1Vb2^B0o+3t#ZP)Mwcr zaqz$)wqKUfxC!IfPa(E{_ix#H~#MpI)36f+fXK|Z)Vo4S%KDmp7>Ns zd7NaA#L88lso!KY?+>}=&)2Zu;=@31kp&AD==~LU_V3SY@~~xVXl>>vGGuwhye)~sv1@rrv~L^k^|)^Qd7{OgbZl*tdWKdq_GUs>yN?o&CRhc;~3NIZYcf1U%(4{Y6A zn9OIae}|=l9}oQRNAv$}+xO7SnUC{(09~nH{{i&kOaF2*3+oT-5BvxG*W`|ckUyTs zCRp9@CgjhLmOs#c1jAe!{X_L5UDxRUQs{pef7n03|G@vi{~>>VuKcO4Iu-7xNbT>b z>KAY*@u#1DnmX_~QrBO99rfe$ zliqyeP4$b&UDKV}7xL88Pr380eE%DH|H6a`6L|l`f71IOyic{KPSW}f8>m;WUV4AV zQvQDR=gx+&vwHRCyg%YDYQ=YJY}vepYHMrh?Ila}tR}gOW6z#FbcX#h@*U+4?{#a} zQ4_Y+4jnp_-|gH$wRN?$kbNxe_#CJEhuzPZ?mK_p7VlxGspd1MUZel{-~XkDc#p=` zZQJ-Prvvoz%P-MYS6!vQ?cl)!+O~WlIb-U<2Op%Cty}YXJ977h^O3mG@?+)$q0jvD zzdz;~;d%bOeC`wPyZNq?<*w>+sZUbkJ}o{;F0WuZ=cn{(&Ck-L{tbCmBLPF8ulr25P-|1ke-KFC}E{s8_0{sjJp{^8^T z^gk~jy)J8ds^JDdPoV!o|A+m<*?!a>r0W9qAG33r?MuhT@FwgZuz#2wF}VW$Bj_J; zo)4R${l5_5w8Sm#Lj7x5R;57AoFe-6+i$5|yLQy;jyvd$H{Q^DwGSRR$aiL!>7CPh zmjv%M5Ig>(k3LEr+O_BNVTO2ny|niI{hz9>mmB1$xgzj~+ePzwtJ0Vmi5(dgjcT>NDuws}ITD5OT-(0rmyR-5EFE zatjUTJreJ~_n!JXWUs^6v13X0e#l-Cxug3$({JCtoo39KLDyY(o%ShrUrSqZZj+pQ z)4X|e-E$#(FY0-J#SW$)$md+i{o-=&)y559)244W^L-nOY0#iS>SKA2`#i>ehf^m{ z>3LSo`2LGty?WF0&p%IJ^Vw8ewr-=BUV4%55bw%%nV$Mv>gxFJkstUk^H?R3WXL@q z;-}E}n+>z;TJm;t#;^L0Kj+1JCZe1&zUhSmci>;hU$5T+ ze*k{~e*k|3ISKn0?0>L-27DmzuZy2T-j`49(y3`XF;_Q8qx9@&aA7{#;mX76e`wvh z4UHZ>n#6AZ*{YRv(@i(&9T6XX^dX;T^bNiB)|=F^b0@w_yFJaDH!uAfq3!%kpVL79 za*mVTqy6NQPbsn7b+L=@%#ghYx8Hs{_3GVQ@1hvP->qAZ?s^}@TW`HZM~)m(da?KK zy*UJPfr=zkK;}_7~itHj?4Phto7Z z8*1p#VSM&YiH^bQFV^@kPP*S>KKo62vd^SV+uLc%lqve%WY35Acf=QRVE_JbKG)GB zM|C_q@;(vqNlckMnI7iv)1^xn>e{6%J;C>di!a88By`k3BtGLpdsm3>BR@~aWj}>s zYvH58ham6#3jU7%aw`jV^gy5Z9&|shlTD7E%eakj4vcT#`pngFtPcs%e{qigq)F4% z7b!jp_bH>Ya@kKYEc2Z4{AC?r{$u@v|6NS}|G@_<=$?D-qh?K;D<3K=E2p+BPe+d) zOB=u0mf#?)Kky&$U+`b>-;2qAf&aa}1O3PAi+(&Ykbuh;!5a)y-b zCy{>*j++$E&tubA1vgY(-*fqOX zG_=b!0mn+)=-)jDE{X7f1_FdhNUhQ|6lytn=Er%XMCki%9~Qhj-6=j7hgmEK>kAhK>m7u3i%89 zE4afxz#pcsLI09D0sN`+0r)%e2-rV(EIglNz8U3*lckp$|D%7CWl0$9Zkz}F5B%Rq z@P9Smk1X%YXa42c|C910YIU+%K4qC4%Kn8j?5mJFsAUg>+|Tg8|NGy3&-L%<|NHlU zr>pq>g+Ki9k800+?6FyTSM-_Fa;Jm+v&J}`L<^Kg0#8@Z_Wi?b=a+jO?7jw9?>wD8 zeVUFQJ4*Za?W0}0ckB676&2snarQA}`(a-V{|2F#y&>Q3-K+F_zTL}hSJFw{yI^0; zh3D9>A$L_AI&?_em3u1oaX<21q#fR+pkKpk)wAzG&b>N#@DS~0+C96!<@2Tv>b=}@ zABOawR*%i4c{<;DywlEMR8FKcO-cKPI-un$i z2FO`Ya?X>BTUf>NiZPwh2`>!TKgKJ=oqSHdMVaF6dvTM)xdi?L{tNj7`3w93{NeNz;4k1WUJJmVz~9h6ob3ks zSF~Z7T?_gr^l#Wde>MBB-cQlMxld-Qw($FH-@(f5NkdI7IC=6U-vzyu-sLlrUf{g| zvu4kt8IR1M*|TT!{SWgN-bw#@Wf8S$)kggk<>gJNfBymW(MKz2&$ovh zF9rVr{{jC2|M>;@k78QpFTlUR|ImL-&vPO4KY0&_#{&2R_yhO@_yhRE^8x0GYF~u? z&))Bb{j)~zrwHdhMbmVi-8-9Mgc2t4Bx>}Q<{p(oEew&)(d_RTA(+m$0USj-&LoE{;=d%d!DeAi^ zoX@lluUj3avpOoPg~sVLQa96=;W_l59rGd{|Bv~7=5gaEv5$iN6nd9-2@M}UlHPxR z8UF_NtnvJ19MTWwzwijGfAGJb%l{7^I6|w}tf#x~x|>?IYDsO|wxvnDmtxPJgN!+j zsjLD2NqLXN!GFMiz<(isAb)i#)AC=`oF{4&_84x(hu|x z=pXs|M|BO~PZ7?2G7G(gNxVUOePY~CY81}3_Hs(?JR|NeL&1rV)<{TY8%R=xDJ<8* zqyk6HHzK`dC^!+)8VRXv14*hdh2>h9RA?mqiy!Ow@l(#OBRqwD2KqjX@)zfm5MJXj zNS5bBnQVRxcXpxbfzpn@f4fqA80L!*TM7Fk+&eeUm*LI{@_nKIMlt@+Jo5r|?b^-n zr6|#`bLTE3XS?C~`*no*uQ&zkAN=o^;Qu>zd`r(h`vUdq)r;=CZwM_~^rrG2@E`CW z#WCQ&;J=JrA%7r$ehK*l{l{#w(EprG68f)TFW@iWFW@iOzhM7!@)7v+!uYeM<|O+m zvbOU=sf?99BtoQ6l}w&dnp?ucKx70VBOA#SheU{Ei3_BR()zV9kQzbA$VM{7ArT^3 z;sPn7w0k*`yIRwLiR9;KSTTw!KcpYum>aLCv6J7&?ueITA5*BOLH0e_v7lu*gdC9GyW4N zPNnj)a@|i+qWdZ2F70v}a{o{~|1i(}da*r7AwQYZnEzP+;D0}f{~tPdgf?y3Ne@ha zn4W+BCEB)aFXWH#lfY-de;lrG<4_sK1^m}x2Zy_Wzkol1zn$&@{lj=8^e?Bw+IT?! zg#Hcthph?0n3vN2fc`Q5n16y>FOB{0Vy?fc>SRAfuvLdhG*%}uSDK~C2k<|W2N#?Fi%dGe=RbY*)h61sc?XH#!urw>^AGb6>o2T{i@p8? z^M&=sai=$C^T7YW|80(7{_)y?{saBb>j%((q5s4Fk>Ul|e;SMZN53cVAMkHt>-wqq zKis3uc5G*xPA$}ymm0Z~@(>LXB}`N1GSIxVAZ;?QR$gI}ku(ybA(Gb;`gcR8Ba|Jc zWK1R6aAE4Fko`%fQ@DMsB13$hzKdvb#Ob6aW7VG_<;=GnpLKZLwIS~y_%=+JwKGjq zKF9MN{WqTRpFC-*?xhevMTy)|QNn(T@-iASWT=}%G9Ub$!Sl!bH@mUQGOT~)l^Hu9 z_#gPc$w|R}$~!r} zK>uhw`Um7+wDCj!L;eH*0RI91!v1Lbq4I-9f`6l*BC%74XozHN+G%bY&k$+Cm0p-8 z*2<;Ubb-ogRvM2jS-g(Tm8T>szKnpx~)_iaP%up6G*uD@{L?knccI9|hxb z!=U^=v|umwJE%_0aVs-g%MWe2w!`^R>gRBI?u;qv%caqO@sI!HNz?S)CwKM}@23!d zh4?A%AFlJly{l)>H$GcDf5WPx=i2xfj>r55{{jC6|1W<25BV>=nt8e59N-@w50mpO z+iYBb|B`WW@Ao+V2Kf*C1N>(^!`X3xe}R92e}R92e;r?xae(~|_D82{1RLvRW`C`& zu4NxVzAwQn^R6VPJS0QJkr()zr8rM@XHL`p{Re2-vSqY*(PCP(Xc4{h&O5Yb_2*P| ztct(Oxx`;#4Q5-3M-=7c8+j6DDa@bX2{MJ8@M$|MDmIfL40K5(lIFy+H5+ID=lGd~ z`zb`Hlrvc*tQ0*el@~4^-|=&MA|j3OQ=#$oz22^VWARByTJE2a_N@=4&*{g?(0@^n z|3to@LiSRG`zcCGNbb`fJUBV`iJvc?zu<1nf2@D-Kk$FZKgfUJAK*Wak%501;{yLj z9f~mm^dG19K>sUh{ZHm>Y721oROtV(f585u{2cZ#!2a`n_Afp6$qe(ss2(Ce z(CVIJe@|;AO>Nn-gmU5jV>a-A=8=$pQQkrR1OEX3#r079_)oqo z@W0_a$IIyytPBn=8P7KNtU296Cn(_I*d6u2@YQ zHf*5-2aYPPhW-uy1O5a41O5y7W3pDlVzWP0Rn-z7>%*q{#IRmCnrpf*VBb$FT8o@j zT~kf3z5W_CYu=1X*j_ni^eFm>&wbjwX%lVVww>0mUr%qm@qaXE&>*`0`s=CJ9ldDz zvXAon%gsr<)3P+f|DrT2)K7kGC=U_;yOMOMmlMe&Ni!~={^NcM)4M%iPwdNXUfaG3 zDfe-vsStmKeRvIsKSSu%$DwU-x%x3YuTcAw*XwfdYFtZ9i~a+?FUIkoVEZZftS5Je zw%c1VWbhC?f6RZZf8lN5e@hpjcrF9~ z@pA(H4eu=h|3m+Q{`c$Zzx(!oM{Cz@ps{1e^O+Ve)27Y4fWLvip?^UCg8rp^K2#pythFbA?P!lFhXz-qj*mB}3Ni&o08l#Rt{$@#I%3>DUFNvWm zNy|e#M2tGg(5Oqx-=rjyvV04zr5L)Bv^>N^#Hf=Djk>h_O-eE;%eT;45<3{j*$Un&ch?RhU z8V&w&_?GdjVq@T684rh*{IhZ6R+{)6Wx2?5L&$W z%_vh;4~y#(ysrb|6w(KZj=L&Ykp+fBb{)9yo~a&tA^{hulV8Tj%*}EL`|1p9j^G zdiU<-=yFMO+D@Grp(sTBceEfkzhK%jeV7fBf$@#nZ{eiXj1lYDXn#oBTFG{7xp{5> z3jNFTs%Afht{d||^SW}rH>ZD@4&w6Sn$vWk<#}g5O9{0t$+Na3ZteL{XxLWe)~?kt z9KoTTCzY&oX*aI*lvdie{;VxaOIs30|L%GG{PCCjDN0M-y%g@ur!w|cu%BXx+@p>0 z$NZPIiS-Bm=Xo^vFXRv8FV6v44?kc22ELNPSH^E4e<6P%e}O-YAMjj&{Ed9~GUC7c z_aA1v%V&JPb`NUatU2AzXKz3F;0)Tc`yijE>amx|2t5DG^7#iGpwHLVJLEs)Kjc5; zzwv|O=Kodfr%*RVFoc^;JvW2%6PtKyaW_f}(=v%~-@cu$`O7slV#Ekqvu1T}aY#%3 zcbC3P{rdHz&V0|d^JgTj{>1*JgV;)pg^qnhOY(}7j4QN%nIARcr!b#@$2NA)k@^J0 zm*DfAZ_v$u-D{Eh5DfpZeNy*Ym=0~eh&&&I=<9whp?@9=;U^+r#24enrC7&b@6q;t ziW1&WVRuyw=5wFqnd14o=cvyV^WXUvvHo*>tl)p(|B!!9?j^SSMj-#>I|KhD7)7uP z@SnqQz(2r$x*j|R1pWj5llkxq;NSJ@H`CM4JV#BNHl;E?gSWg%Io*BtJ@o#2AL*SH z&_8(GvHr0Bexdaz>npxD>oF|kKjc5;zsJJg&wusYr+T-aqM+SAH`CII`ChYf(?-W0 zf?d0J>3h@z1`J@?_&%NCbDnbliBIAT-?#np%P;F)+I{=AX+q4i82?F=rYSC#yD4NJh4?At9H{i%CpR~e z=We_k&!5)`=D*qbu>N_Cfd4}ND1U4m{2%fk_y_n8_!s!!V|M1<(0`!+{o4BPlBFNe zJ@?#4<>gJ>IlQccb?n%grcQm3cI@06ZAGSgNeKN5`WN(1*q_AKWPAboC-hI93%|bp znRh=$t`WUJI+NAF9)n_t4F^+(Of*Pp89&57Rk5CjbyK<%OaY%R>mm6Qx_vJ0kdkzJksop9f^E}0CpTPUp_6b9+!7 zU2M;-j}+&jfAP;3=lDM`Z8|k;+RX2xD5DbgQ#5Vbghq}Sh3Aj?kM%DyANg9iR8S>=(p8 zFTS{dTC`}X`j_1k*o5`4Zryv*rf+rve+3*4{0aOC{0aOiavS*DY$ z_b*_7&okI-m9#>P=g^)!d6HJFSV8UDwWELh{qNMLPak^v>8I)S*IuKy-g=u}dF2&) z zJy*|(?-Qec9qVL#i*fwreVryvntDG4-=Qsj3id$`8#dBmV?2Kz2h4w)%Z@i-{Tsgo z{}a6Ec)jAr@IDXtzpWXYE5*qF?YpHRuRnW^s*WAiGo5<(?oBt}bTiv8n^3#9 zw^N4>9jJBd)>K+nMt^4?#@&MkvG3w7s;;ii@k7L(U93Q71+tV@^OM354Uy1S%*pk` zT)F+*eu@nLlD!W>*LLgLVQR~iNB=S&#W4OeX3V5kt$1yh$o<*weu~>}Ye{3rPQdfW{KxtS{{#Q`G8FR9VTDxA zL;idGBv{DLlPKGPe**5au>t-IevV?mf8qJCjT!hqu2<+k(Eol-{ddFqt@Pa77ySJc zWqkHi6B>B;z4YM+%W3bvO4Z|mKY%}kU#B<&_zU>UWOzC+V1JW&5#_m!5$vBbF29WZ z)$OPFKI=T6g_Mva(O|r{JPW13;ucm^9HJ#lme7O=6Le2Sm#$r?YnQIny?Zyh^Ugc@ zyu_)r;?qy)=+UF0T^G4H{pU2AB<&kYRvI^wE4zO=pR2mMHrT!^DziRkcjhYR*;zJT zZ#3TK?t6}PY+XyaJAXb|^L}53(YTQP8LWev?uGv2Sjw0b>-f)jWEQn)(}wpO^W7Be zhm`#kty;C>^*`BRV?2M%f0b)k|AF6u|0!<>3-}B83;0WT1MH6x%lumSv#LtYeR8(>!WMe7)h9N5B}}P(JY+&$JNw{4tTxGDkvO8%X;} zOVa$yuYd7T9j~cn`R!%6zPIM%vKLomyM&Uj=eo)Lzbw~mpRUqd8He8Irg*?;w7#4F zrr$_=ise}^but3|>zFl?@qhT?M@aThh<~DtKN7ZR(SpW|nGmrcp1&Il%zw{2l6QKr z{=xrLj)4C|{t0e?{BKP1ANWt^tl(Y?O~12{^MQYWe`JmT{{jEmndmYfJm0uj`tPQ1 zw$o#e&7sbnyU^glL+Q2G-iqrE^AGC}{0IE!7vw*VpBe745cmi9&&#^+;XgHeKZU$6 zAI4dLo-|{`sf3c7MKmWOy1`N1M{S&gMqO7ch zdiU;2&p-c?d+vDtnEzP+%*(+4f^XXRJIe}Zn|HiE$OS70|A+il-r+C_@CUya!s7w_ z1^fy8?Rf(957m=Ic0&K+cO9-^{Zr0&TEBiHjUPXe9D6iY0m0{L~Qd$+m9YN|Pr~qEA2ll#U!dqPgFF_nn^UGmvJKN7mUaU6~t!|`!r>DgzV^)1G4^F#Xgl{CnsPYZ)bA-3-;IjWEyB3vWJ z9c@lJ)4upDE>v!17W>v@mHSue}1}pMHfr`m`{#8#;2Omb8%R?0$-hbUm{#qN2jv zl33p7*_jj@bGi3fWY&P%n&jO`@jv)?Bsov_V2IpM{9wL`_zordPwbhEVEk9ETFZB} zO;{}o+*ANwj+ty)JLH*TYY2M9Sz-Smh6wPf2&rl)-&iAEnLL1@StYz z*}X^4sh2bA%lT6#pK`fdm(vnzUb&uOUshJidF6EPz4z*!7}|1d-nt1^cF9QlFF;zb zj%MZ%=OiOZfr2#aa_|3K{dwI_;m*?Z?<#rTChu;kze4@e68HWEpH@BH%B+rJF>Z&$ zsK*!bb@)7MOK}DI7hV_qLPb3O%a?z~cTr3Veu@(IQ;ZlslHPxRncH)N=a2c%^Vi94 ztpBj4jZey+0f~eE=^TOl@v^m%@PAp?kpFT0hV?D$S@<60ALJk8ALPHvd*GkIA9XyK zKLY;%|H)hc{ssOOED8IMmz9mf{sa6E{pVuof9@XbV9IaM{$H3vax)ft+Prx)O`I^1 z-^G*-$FEr?_@Vtvf38nwr?>vS)jp>*=4zz|eFNNPrYxry?IiZ(VwX?<@=V2_ zCHAARS4YnJRN2V*QTULg)dwLug`|bn#Vb9wkh(GM%0rvV&r-}G<-Toc$Ih6NJZTU8 z7ybB8nlzP4b>CEp_f^P#s!|$y|4^M9GC%PAlX-5wIlp!=|FQlJ zz&|nv64?p-3H%NHLv=6cU(6Sve?tF;{XzLbw7J0k630TY1MCm5za$tE_7`WDD?Z{I$8?e*8_ zrI%i!EnBuwU0t1X8>Fp;PW?BO^pEU6Qzer~J96>7V(m-+xNh?Z^4rMG$yCWCaw*+U zbG`X8O}Ly8%@E|bk((prp-Lu^OPTFo@6oQVb-n?W{oa0PXFLTwAU33g|4X^oCFT7G z!OvlDuavQGqQcgMg}#1<*8CNsi)tI_U+tGgKK>IYu%Ckc5~Xs7Hh<*YC;1E>e81|{ zc>b9GSpSY+nqF=E6Z|ic72y9WE7dj)`NtRn^1m_2f4yS`_>VEG*oT0BGcpbMANmjU zKj^=v_ge`4-`hBVe}k>a@E+_xuzx}SxgzzS>MFiR`}{dIRI3fUfc-kywu3o4%}FZw z?6g#>oaH?dhYwfMym|BJt^s$^@ZrPNH*xmN8EsL{ikdoQDz)#}o<@!sK}(k|rQ;`R zd~dch!zVRJd-(qT9ks8MR?TTL+mjJyb6piHla$1LIvY6BP})GDQE_p$Cr_V~>&UH4 zQWE#+Y~V;kX#<5u#l;QvUoYoA@xB|q-&Apg^A|Xqn#6rt_CyFD;d`*1pVp@}KTDI^ z<1{Xq)!MN>7`ur7yTZ4N{@FfbW22#rZ}E=*^yxFGMT^_iH&I&Z_Ea=))|^I<9_xQc zg2nLsG5@jt!@6+q%!B`d|3m&k{+lneamoLH@qqt4PUGijSk~jWV2c6%0saC00scw# zI_SU9|6%`t{l_o^+tnJA{Rj9D_D`7uPJjD(_Fp;ACv2xMd$-!I#jfpb+dkBkWtn~3 zhYe(F>G2cC)%Vb`LkE4Ydi?nDv~TY|I^+Emd%yjb=DqkL_3PJPoX-M@l3^2o^LY$ z)OQ>?FW!sob?bn;{2n{2Z=uxTPteyS&1K;}ZY^_j{Br8Q;!qXeGk=u*b>Go`{_N$C z#5KK_(|apJdhfmpjVle88C?kXSNi%Dw10nYxvQ(~O8ZvdLeBf8`hVetm#I&mzJ5e0O?&6)E|{2sqx|89JK&ENkW&)Z`WSMl66SuLUZ?rh#$=<~0%`JdWruEh0^ z-yhcop8u66|1keC|4lYx{bT(D|0Mk23ebPR|C8sfI&PB2^S|u%f6V`6zGMDharQ6F zf6V_Mga5@(A@9p)?c&j>Ucg))3)7h0-%y~b{rmP)-@bjRY13x(=*&l1234drwQIS% z;^2V;G<5hdYTdduO`A3?=S~Q&lKC>3Cb-NO7U(~RGA|jM&F(0;0AXIy<=p={o*&0$ zKZV&=1xK-Lk$EPev%f}vnU(4J`a&1z%^%G5l6{_zp3C@rxHMnqvG3FM;n#L(ukrT3 zXKw|4^UZczz4}Y~oIk5qe?_Z5Uq_#>k$Cd?+{M>Oo{vlD>bTIAt#kE~GHuh>3w`*u z(|$tPMehIIcbC!R$in|7+tNawEXSH=9t`VagH z{Lifm@c&fKU5WA!zd!0Jc>XdLR~G)m{KxzcvQRK0=KmF?|6%=O{bT*RIRN|v{tx*F z{Cgq$Z;kAysE?NVJOe!2{~Ih--#~+FI`hti5qR_I;XS}0Y0b!kfO z(SH5)*Qr16tLWRWkMmP-z9-51YR)&%U}?kkq$R0lpZu16p$i)9;RpWy2Agjr{kwCY z>YU9r@h`}{a_0^?d857rkGXT-ku#aBz7Fv{gpb+ovS&qwc5`ifmqGsr4;-Zh^IxSq z``<;KJ9VYboxA9#iw|A8v&-+)nL4HUT^y~_a9QWho{nkK`V!C7vo<>U`V#8rm+QYn z$BxvpWvj$bQA)S*IZz!sbo718clhP{|FwUA*DhUY;J`uj&O7f@#Ub8Tp=-gd4a|Q( z4q@FJ54iHyf8>2K2KfDMZCpA0AJ5;`KIT8xKlmT`AM*jW(?|V5(z)+F`FU~~;D7Lc z@c%dm!2iJi!2iJiA^#x%g%8*V_(#XW+kdP1eq?!HKJzcn{+^U4QLB^9@+r&YaL0}v zblr8=(a4b_`8=mJzM3OQ$Ta`G_ui*F@4S<3u3Zy9gHbU_68)k58(lUm+<&0S^phl# zsL^J#e9AH{G~y7t0xPyKr`RWx(j;oM*({&3Obd-Tgs#AfEzBv_q}*Sk_fyCk^7BS) zuyWRuob%-37FMyo!Pv{_#4Z`uUW`{(x^*aZvpx-X-=MpL(R35PW-pWe<-Dh7pM8$n zwQH|;H^_NNa=&z`e#%@}!eN<@m$|zgw7eusTgLZPTU{5H=-FzeOlS12U2ETkWxh?R zgZ|?f%AMbC+{KxtS|I3>LS2F(>d5GVC<;s6Nf6RZZ zf2@Du16QK{1O5m82mS~C2mS~C5BYcH**|}Z{MY*_8aVgKY}XbBA3?|nR_(lqBXNKC z?Ak-kTeP6wy?fJJZ@)!ndEZ2C6X)3$F8TB3y+HC_@|}0~cl#;0>(|jbC^HYe;Ro-VZ z+bf68#~{97=Tk_17Wz&U(^v94!;&xa(>{8ig|sCf&CmKG!uwQ$h;Cex4S`jYSZ ziFDf5FWCR6QKPAMpFYlS!v2r}0|x53Pxd{3>HdH1-#>o*BzpAG*|g%*HFS`lG3Gz7 zX{>+nKk$FZzeM(nyuXs=KYl-+KjuH{3s)%q$NI;f*Z&Qln=+7Ew`oH&`5ue&y3fNJwH76`JPDI{5;bbea%oFhXjIuSlxifT5+ci! zFo`EoBepD;wv>fNl?_9wMnWnfvOEcscoH>Y%W`Q;S!h(*FqCTKyzaNDInMV}h^;|= z6y{TqFo_5Mh4Wd2eG=klP=5s9KcV&ttHb$LC)hEZPeb>BrG07r%cpc^XKeYEBAokV7HSETxVKklt=ai0tC1}^Pp3|uqP1(kptfz>($!c0iNo9Jkr^}S z<@qnutFOMwdno47l*yB*NwcPO)m2x~ph5T0#;-SqZ{Q+@TTlBcOkueerZxCi>KRv( zmvavXlmGwhy@`L7)wMVN=lpu#x3{maiZg83zW$=0pgO|BHZBijtr9;mhj#^7#E_K$YW^pS!ElA*&Gd*o1bWy>oA&M>=n8O9b2ef)<9y3^KWl&@1k~H z16~KtZ`dGkwq6|!r)>e&`beGk_f+6*d`)>A8AIcW2&{}Vfb%yrtfOhu9=3awYHMir z?3ZZu>b8S6zpdB7{r!Fxu>Xbb%6WC0B&V|XxK7SK&VRt8d=6!=d{^<`cOC!Z_hbL# z`~&|1|1&@8?;?q7|#`u{FoiuYUDwI_8*TsHUbyV{HHC z*GJQ_#~#af)Lci47QIE=wrz|3B~zFw7GkCVTdClXZWiz~!a6{#C}s-Hu@Eyw;0h&& z^m#pvpbii#ikU)lEW}I^xI)PxeO^x^r~|}`l#%Dx-IMuKuneJk#;AkzvgqD|ErIck z;2MKtxg*FRa)*=H%cRY5lBV*`wdm_&z4tXZdk>ZK(jLb(9#{J*e&aUGAJ+BIuYY6X zI+`(krutLVus_A@*>gzj6nOsF|2Y4K*UXk9I1Ts@_#gBS^xyFU_#fjPZ9TyMg?$13 z7yLiuAIP67??V1n-GS&0Ape`(5B*2g=s%$U@^cCOAM~Grk3T^DZ&!EbPZ4$1F_VZ`A&t0rB=ch+A`x8Hud`c-`V$tTpc zrK@O{$mW)8VXn|tsOw|?l3}u9`YoE{f2k$|t29@oy2EUKwKKV$g6W{ijKU*Hp7m?N zzd_#5SAId?5e{(i9Vy?BY+^eF#|!s3 z-m{;dLoLm%k&jRwQ}+j+zw_JJ|9r-A{(=7jeE|Lk{R90M9w~gl|A7D0y#W3j@(1KE z$e)nEp??s4iQoe0U!Z>y`Pq2`&O`r}@y^gc4p#kZjHAu^cGJxlHT1=jDCM)7n2j0L z+UF%#*=t>B*tKgHb#``YJPL_P(bBSp<5X;6zm9L<*wGL3>z6G1mw)TB#;hWPi`ke_ zxV%*9_h*A;*}PX)U6#$@Vm4+JIxqFd{JEV%{1cd#CD2l)67m$!!asmKR1V(TUzn_UFRg{ zA)J|LtHb^ewoaUX;6LDh&_CV-jxRy~!T*5&Oy@y)2RR>sCk(uV^VhkJ7yLK#6S6+c zU-|k#{^0ch|EV%-JVW5W!G8jQugdcoNXT02zF|_YQfMt#=$u#O`81N}taaZo4(k@61g*JLjDUGno{s=AW3Bs! ziNIxcD(%Pr)J~Db(N;b`;P1%ui(iF)0$ykSSM2+O0jR#Ghhy^ZFng`S-T8GupTC{N3h_{g3kx z{8z*iqE}Iz5Bg)YHOf%chyOwU!T*5&1OE&DKhQ9ySxUPg|3tl)>j1(3L;f{c9`YaL zKf{-he-wqmR-VXPn8gD2}1u z{_eN**T3FRAAa}&z5d4QboSZj&?ApLLXC|LVan83DvG55qRBU#Kku=x(NbG+#$qWS z?eL!8{3&)Aj~#3gPD_o?l$gw-Ctr|Z*=e^Bgy}qDp5nkST6_N90 z3^}XL$5|Qk=lH8S*T1Q;mF*M{Qys^qs1<(-j!)4nb_zUyUIX6S*#BWK_+GZNjq?xu zXZRiXAM_9OAN&vaKk&cc|4okz`A6^}vU|1tgr`Y*>>b}pd* z2>Sy1PsWpJEh_1My1RR6H^)h?{8vH$E`Sj{W-50NpmNVsYilb_o_r^rG#x6_-g)<3TJXwze&@Q5MvNRu_uu~jt!Y`Cjaf2JEXGU*Tg(@LjEhr*pPos?uGns>j3>r zVI6XvN1i{}`j1jw4CWVmD)fKQf9=2iPw#zl#e7t%$ILg>x|itR^IkkuS63H3^USj} zl5G&<**hIp?qjBAKvq)_!K$6DDO8(S@v8B{?Yfu1s~;pYqmH2 zJ(wc>uy>`TP3rv)JoC}8ag0yH{E1(!{`D6-#f%W2!u=^))SsegOOZWf&mGSn`yb~Y z_|Nb>@PDqW5;_R_H<;)j_#g0p>D~hHzj_{2PXYc9@=q?;9XkHMgJaINw{M{}Yd6rk zwe6gCXu6hDsgpE)+Oxd0OIcv7pXC{TUFx%LjpuEwbzwZ~>uoZY&Fg7@&%b8P295*D z-%~#PoeuW=zBU8@`!`T~$Ch~4H1MyVGteKmNKlmTV3E=<0e?$IoehKo|fykdNE$iu%kC)S;Meov^Z@v>h z3$wh`FI*^X@6y6I7e|;k7cQo^6mBuszr%TJ)4mINytjNju4h;sU&pbr-c)#LbGVfD z|NL*$>#r}O*I!%2zvXTHEeCi0gY*04Iez@f7ktNf2lNlnzXV-_=okXu1pO2AFVH`! zENOi7;LyKyb@g(bWYMH&iuKCb63smqGdOF^E5e9e)!5WXNB!z3y8MdE>0Q3#>FZrP zX?%9T2p*a8;3x`56*_dNBf$n6y6lYjI1%ll@(Hh$%p3BM~Vmk(ey zWgvM)`u*kI2iN?`pCZ>Ci7i6PqCauHn)_8qeaJIRhtNy^Fs$&CZa=dzxLxUpjb-v@ zCXXv#kumcR=CAhkZ*YGKiBG{FiK8v?De(NU|8f3-9E;J-*qfd7p~7U^A1`y>zg zSMBsqZH?f6!2db#8}vrtf588M|2g#hPY3%^%zxS9VvZU$O5dZDJ0C`l7)hf>j!0#x zlh3G-YMJ5reaev|t)JXiJ(Bxan&o*c?I(Rhe;HfgMoAxO*EE}NfaaGuM})Bt#ry~3 z_m3Jqn$9_A0xekZ2DS0?6&?Zl2j&-@20{M<{R8xG&_603V7xF$^bdu5pIo7ytJ}R! zQ)|eZV?JiQL#k+4)j&W0`OoN@Yp$UWKl+Gvef>4HwXIiwiW|hALhTf09(e7w*J$Fo z=hFD`+QQ6My7Yd8{2hIA6KgEn0>`zf6@hNKPd5)vK zn(Y+n`QrIw|0kV=?+Z_H{u%E9|3&)+@IRjw(7!=L|BSzJSpfWxtcT$Cgx^8`LH|Mj z`nm2EO z-sc7V1NaZq#e)9={{{Y2c#Fhe3?BZwr+Yi?6-9JGW1Z=;gVH+cu45)>vHe1%ynhKy zb8|Bd9Xgc#B+h5Q!`JC+wNvoDPfXvhzy1cbQ;6@x*SmJJUURy}*uLO`^X=ZJewaUe z)9gq2caJTW(YgG~7bo`G5+y&68Cz0Qswz%UT3@m3l_4!A6@G)mXHBW9U*?x*)6I5@ z^bV)l7zFRRJ;HII)fLZz)+wym8_edA#`3a^C3&MKF%|m<>+0-mal709WIW7Y)$1?u zDeT@S+U&WNybo;863;*Gdp`%*|2Y4^f587r??C@R{{!Cx{s;UY_}{AL zf1}(J&#LgZ@{u#_xZKNJ2l1MG9qnE8;fKp;8pqJP^Uk|DJ|=(en9QHMQhGb* z@4Sm{*E)fbw(N7e!#fPOF^s`yaMDM|mpP=~$MUkb`*0sI~(-?=a+%fC@B{vh>5n8 zHD?vy(fMV6^oX6p>3*;kc$`zUA&4$5)Z4p3hX2&pg8A}f!}D_x{4Sh_cU>Hhkzj?t z5cq&gF+Z<`&=cdks(t-6j<&|9kauK4e2V5)`wjd|^<5V{e_Idie>?X$|G z2mJ&6H@ct64tzGMo&L*r2LES!H}SOKe_c-x{?GV$T@UbohlKwVU3P2hMrvqWLn~Lc z(5jXE;j}^W`e_cSv{^p28I1O8XtDmB=Ix$exyr}kw4uT{-hTk*U%GS!&3fut^Y>sm z?CyK+qmMrNyzo6&4dDE;jtA@a%X3`M&$B)1B7lDdzkvQYt_A%C{gu4{{nKFLzx3Xx z-R4gb74{*MY3NIva>c*3^$EO}dUy2FXG=e$F=NKi(Z4yGCQO`24?OSy{o)tDptH_C zi>6GOLigT#uigXoU;p)AbkRi@(X!8$v2CHxLHBF^(l5V{Q4=TwVSZbw7@vZ9X~%J@ zE7!8?5X^U3?rgK>tAh z!T+#cAmdZO|AGGn|DW-BkbiJs#++p#+l!vIXajmU8 z_8<0NsqBgK2mAy4+i&<6{BMxi8Lu2D|6dlLqEv}rph{26!;zmUIe+je?o z!2-JEl1u2fzx^%!^2lG(_rL#r`tg7Ln2!AAFZpvM+bw=hlm2`ay|ri&ZQs_bLlowc z8m=hReS`V^yI8+M?=+ZJ%fDj$>k{bidV`IRA|Efd2x00R9L41N{g81OCtGqVd$=e}nuGWL(oe({Fl(wYT-Y{PO(?q zDOe$2(8-tT{|k+#`7c&wr7SCuVyD=?eLM408)(V<@6)4?K1w&=d^25n<&}JI;-xg{ zs;lVM+is)BAA5}b5kIEQn>X16^54huG_}MgtI7bfYzBT{Ss%;OY?NYER?4y&_o0M%3-Kw~P9gpj#XW)N?|T{hU+@Lazn>4_zoMQ2_`gU`L4VVF zfc{q>{dYW;r$*z_b8~zzdl~dk)&=y>_Y3GB?+3^~CNDt#J7D?O>=dsAe~MbZzasOe z2>1s07xV}87xWkW2l%gQRi|2u`RqTbLFxx2 zB;GPV7vTS7UBLeqcz=0k3H*Om@&EDpK>jKlrt?o#FwrQ-J>l|Lt@Y z{5SY-l{pIU{(}E<8s_Ij%HTf_KL2U{6uHhl&%0`#??TF|v#bN`Q_tVnw3>c@%rP1> z`@Q$xi+xfiA2H86#J8Kj(uh8?r8z{Ncc}07{NfMO-Q63`r|1ugHb=X2jO+X^r-1AH zY+Jm?)F(gtdY4l!a|OQ)hq09T36?=z_m26~TFRPK>-smyy-(9;vcGX1$Ec{I+3Ziz zocUA8{=oB>XPN07u>W~I5`TpAZ#)6;-+|-*w)QQ2-&`BN3(+3$9h7|q`~&<8`UCm{ z`V0Oe@*Lp5z<(WP{AaV=`!vtuQ^*~>?oR>!2mBBCAMiimf587#JO9(wCHFp=ZoaaH z-gWho1_(`Z=)69I3tbx;8t7*~{VCmW{SCBq>C#Z!cM?bDOw22IK2P3~*9&0Y*7rPp zwZz_>iFpMMB~9{{yj}qFw!UWRyFT{jOw22IC~1)}~VF~2WI zTHsV8+oMPA6oGyPT<5-mvgcKwBziURwFt6*hw?p!6ZD>+{9PrnH3)35IYiz-$Cfs; zb=Y~z@QSxHuEG52c~s;2H#D@y_!Qz(@%-~IC4UM$f9!vpf8f6X#{a8Vx6)HjJxk|b z@JG7lnrmtP{MSuB2mS&60saC08DRY5GBNmHe%A>6ztJ9%VL*RCe-0A;X=zzcb2yH6 zU0sdd{iOaB4QsLf2WkCHKLY#*{GYwI5Bv}O1N`%i^Ef|$KE3?)AI2ABNh@^>CbJKg&v{uJQ9!G8}N|LyzF>1#2C{Ezbo`~&>+&G3)d zDR#R*h3oN4_3tI>c>&9-_Ga*Ty${#6zKt%s>@xbz(MQvdjyQsT{No?f?|%O~8a8wo z>kmfoXQb*8Mrdl~Ns}h&eM354g+cSGe>J~Q7;J z8JbKN?GkRU5c!7XJ@cV3zE;X=r|>qnRj4dvFv*Tl$<`6-LVwKfvXj_sY`w*IMeRkt z#=&>jefm`XO||1sBl=OFpG_t)2QV2lgNKpUKZSf51O}7CZ(1{Wka){6FNMLn(h? z|JnYNd!Od=y-ziK_paQ(tNs*C>`wvy8}dhdj}-h5_#fwcJO%#){)hL%0m|R~Nq;Sl zwrleHwm(#cklKRAK7o0Tn^&)1t$Ko^jy#Hfb>y$;$fJ&=qmDX?)1x@$ywv|n^78o= z{fg6x6DIJ;`PkWjp4Bvm$@2lILY04KYvTWvU^3fFVY)KlymOvEeCC(oVkKhWKG z-%Bf2tOos2dl=|1_>ZE!82lIbPw?N6KOldZ>?!LonB`BmQ;07`9pAq@Wy*sZvumLF zFWo;PdmbYB6Z1p=aVYg4*nil6*nj!u3!2omp}bf>!hubV{hkw-)8>uZPqr!(sS#1!)(@9xiE#DdM7La(@MgBjIsr*c63w?F2 zz~jU_rrcK*^M^IA-u0LFnWyo+Pj$6+FRH}RZfR~U*q`wH!erU%(Lo zw+S8bI|lay|IeB83XL5%j)v6Ng}dkK*oSi{opHul^vS2obq?Sk;Gf860RPyz1ODk3 z`~&_M{J+RTN#=q4lh(rIL(t!Wr@w1BK85&G)Uu62WU;AJ9->C^r_jAQ@bjl&-Lop|D4YqCH#yW-# z)ZW%kUv1l#?wFFk`{-ZRtgzN0X02G9bRQ)Fk6j9d@=j&V+R=K)tQE^U_faF@u}h&) z-l42nJ6i9UwPJbaK57I!b}1CfJLJt8N4vY%Y!RX}a@&O8F{E{ZbNRd}-VOLy+EwNi z{>0uNws$xfH%lAqW;g*bee-|<>nZ2aQ<-q{M>okkLOQ$JRKMOANXJJ{{@)_{4eP5L88AcE$ti&bb;RcBzHeq9PM>j z|AVytqK5_k2mS~C&vbgAf55-{fq%QZIF9z-J*ucy9d@pu4(e;IFQ~Hfnyf>p-p%jd zx2<1KOO`C57hZUQ@2G#6rca+n&p-b>z4z{W9LI7U$DYW?;K8|AyywZ=i?#MOyiH1y z59MNFps}@&Mu+0&;!FX)q}IT_O-hmvv9*szhvMdHoqxC7`^0`X8zerx%CWgm zgych+_nowNFr3+mLs{#KFmBI?wg}m?K90}9GOoOT&=JPP{DW)##h+sO^qI;Z*YbNj z8b^C|uv29E5Zw!S{@DLG{{g=W-ei0U{P(T!|HmJHPJjE`R2n|~1itsFmgL^2GfqE? zo_OLZz4t(ARlq}PGsphJ{`38S^9TF`{QIr&Z{+d8{~J9Q+~Tqf_+Osd8H=oj)V5i_adBOkWdQ<2hpnnNED#gu^zaW1?|5z>hSGmt8x>LBmU3KT8R}Z@N zkZQ@RT)!StuincxkM8bn`upGiPA8stBK_xo{)m2f#1H9*Kl~vb!Jm;MMzZd5I_tfA zX!q{jaTM>b6;ddx2vvpp*u4mzs=slrFf8UTtp6T%s1Q4a@{|QWJLt{XE}=dSjNemS z(!hTOeq4AWd&fWVWiH1^edJdKPIT5{Zw-B&eq#PoIj6eUU*l*`f0*B6u2mlSd5NR# zc8Y8t;rV0#Xn*V5Nu{hciL%X)bP9bM=py$W=H`)sP z2mBZ9)WHA1{|5>G9}f6e>=g38d|!(GGW~sDn*ZP*v4QV+n$3O_60_;&KmP@taKZ_6 z$;Fq@WtUw>Bl*sSBab{%bp}(WPGOyPr;e89D0&o>O_c!4n%F_Z>NwdKSb4`B9`jdP zJGsAWtN2qmZspYFdP$A`CVvTU(|hOSEJpau_MrCx82vVQZsYse;yqB|4Evm=G~VaH z{MEbudhZkaQwT1QkHn{F4);Fg&l%5O&H?s6&Oh*9ju(`_3N+_H@W1%stys}Sx88CG zjU9V3opshZ?A!SWwYP66&>7$#;2+>$&>zqr(4YRKKahWdya)L&$jf0pShmgg*+BCj zDULSB>Ed_B^xmfspF()7fu0}of40U!uW>M+Kh_`XAI~`UpV~)o{!I5eSnz+3_*3kz zq@4~Leb)c?*{ZgIV(aqd%jv=kFQj_D3;NdEZl#3_7lv5bOKH)fMXWQpm4*!)M#F~< zrq`iI49meIPI74P>s4#!l+IK$zl0p5GcZ&HiD<>frTVm!rGQZvXw8QM5nSH_H z-X>o;)g>t&w0oZnH>UFt^-iLDiXZ3Qig!ijcS#j+Eas1P=xSg82KFtMd!Le>BKT9p zXD|Bz&tK1l-eH=bl~TK3SSRfNL9_pX|MLAD@`bZM@aKQ++79MH-ljkQ`5LO&%n=bXFFSmgZ%q3f426*n_&G*)&TSu^jFRZ`0pgY$a;YP(sRN167rXw4_%Kz z$bY*(h00;>Ptm~lJ}E5({s;aC{s;X7{RjOQJm8<|;(xk1KC-+oU-&E2zh~`P*8AjD z@4WjC)f`(x=bv{zz5CvKYy+{_7Y-{iE3UZW3ce5O2wJ>&F>UYd)uw!m@`|iA%leqb zs!;MuPaQa>*5J*amNbWA)|zDNs< zgExCx(yT>^U!w6Tf}AgWt9=-^G2fQTlJ8>w3g&$Re;Z><#QksQpfkqAF7-RLcuN+8 z(RH)Q781wR?|}KMdHpp$#WcS6Df&~eog(;C;Q8C0ma`-DQBvoZH81uXj|UUZinjZ? z!v5zq!}+h~^RIM4WZ}5CQ~qF`|F*WxBy##oFU_Yn-&{;<*KW}7bFk(I{Y%e0-v?NK z;D6Z2KH7x)+W7x;JJ@NX{ncpmc4 z{>eWYpQ4X@pImqCX>=@z6;Z1lGYj8*lm6!?KcRc?yN~aIZiw}s*|1>)$FY2Z{{06( zpch|ykv47K6q-s0P34&LjHfs%8aG<=}(EM%0?%LU5ZM1X|Ar59d}sJI;X~lR zV6O)LA5{1s^qYSKj8mLY_;Hj!2f{%1OIz4_}?|n?KF4pEAf3Xu~UezJN6&; z-@({_;D4b1g8t9td`rRq?H~WAb_&0HDXFF_Xuk6*2b46+bM}ol-k|^d(SOoI(;lKV zEiJLtdhexe+qTiXd2{LC|NY--)~s37(cX~{ta%^NI>%B5=XH{1`7G zr97eT4d*2|bzTzur|uQ--{C!3$RCiuzQgjT#;2Gkc8VIcRZN-kAiqP(c8YNCLE=4y z-h%%G{|)&A@)zVU$Y0eXe|7h8e2RGQlWV9Y&GJECUDRfmmjvwf*I%a}{pd$DZQ3+i zvu15^94^T{Pp`Z(pMJo0iYNc^B&}b+J`7Y62ZIOmZ(x~N3h?DgWeBhJwAgR2-f<;$ zn7^<>T=25QFWI_vyYV$5D>Bcg_CU!8KMLV>N^PdrRw_q|??s@4G7iVimcE@VbEeof z%qy|XX*NgG<(i)q=VeaJKPcAU;%NK5Pc-I zANXJ92TW%Q{vYxW9<`Q}f-aYLt0<$IrkKLzA(=pUeef&K~lH|QU$S^wJ8 zvyJT(McsX+lIyIsEf!)Xc6pusDULYe2(?qRw5*Bs4!M2%4z^RgLf`*B+bN!WlG@tZ z48{Rsk7B0K91Ag11g=nWNHdV` zIR6pP0sk3Zw{_@@>yqJg;D69R(0}khvIoHbf&T^n5BW>!0pvfI^-RvLEdRE&w9_2* zr>LcxnmUb7(I9cObq&FPg8vk{3jSO60pt(f3yK#Ye?^?i>jC{^*cXS0|L*F}{3)WY zI%blxI?GvW5ytD@V1J4ue)vPCg;V(s#0J{Aa|i9%5k8#n?&_jBbLP;$fB*aR=%bHP z%bFH$?~O3M0^7@v5uPxM-DdBU-O8N9#G{^r^O*y=^6(I_BhuQpMr-*U1 z*$!Z5R(M3oGkpvG4HiRNXr8xmKE5Mm`TXoFKGgQaZ|c~5791}Ke6nfC7?^*stbbz@ z+bK9cMU12U{2Xd&ZjE#h&)?4n_P_H+IRCsSfd7F1Gg$%jkIzI{572+`KZAw;(eDZV zH#@sU-3RzT@P8&Bg8y~;HW2)8jHAu(iq&}>ZN2vi`w#n1cq^R0fjoacw(K?NzcOB4 zczWpnaQ?ml{)ut4Ssh={wFmWlQ5!FnSxwBw42eI*f3Th6)?06-e=b@?D_5?fRjXFf z%2f@tiu21pUq&+@d4&BbzEAhwdoR8F&b!>sZL3x)+^U9E)WGm-*Q^WQpfpKyrLU6J z6~7_5$v`2BU?l_ZvoV9s;9@pr6fQ3v4)f=B3h@t%cvoy|sy_&IT6Q_waI))I)Se;j zjF(K#9v zDEzP3Ddx;wK(#fsRLiysiKDIYDX{(rW&H(T1OEa40sn*kf&L#D|C8(#nRY#9Vzoui3Ifj1EpJVxR%(2JNZ-4hY`o+(GLErn{ z_voiT{V5%N^wA1)>@mkG+%d=eUSTi1@Iu-nO8yF8A+O5wg)f;|4E7C^dKp}T)?6w^ zz`QEYM}U~I)_uc7;P6uuwB}MV0_IhDJ_5vyweA}x0{1z;+9|R)+WC88k>^%jljxfg z4=Vl@N~2X5m*FTcJFLpzZr|vNHfI?-_rue%xi99owKV=GtalZzzwpA-`QE1*euqci zf#)CPFzo-scmD(b z1)c!--(&~SzlisoU#@oim&ei0_1SseHQANwtj%Lk@1+kv_>e}89z~-@j;7J0M$@QK zBWbjhH7}{>M;e^h7hp!x)mQ(SeIbg0Grr0E{#_eZHPQ>uzd(21c?Vs0-CsDJ%=hEZ zriO-w0AizU-TD7OlE&P41qx4RR{SY6j`sSXPvO0S=O5O>_cHds>JC8sYr=o{<#zuNv_m z=%1Wb(0}khf}?mZfdAul2x}p{E%+bX7m=3-{{#L<-a`Zb*Ps0Fnl)`SSNtj1Mj@Xm zQ>L*$#Twur;9uZh)kV211^NT}1Nu{q^tZdamv*y0z4BkOKNQ*{c+AA+_3PKutf!u$ zr@|-CKlRisZkxqzPh0yegA}W6!3BS$g$v)HO`A6H*t`yGf7rHto5ldY=IU!`{P^*7#+j$nAO7$M z9s4hT`3rsY(MPmx+cy0!@;$a}*`jN4@x>R@sXXrKr=LdSPdSDAoT~POrJpX1--QKpZX8{B z(M7txGXL&EkaT~ZVcNp-aUqo5)Z$-GeoKr`Au>gXxwN6v-q$kO%W-}1cL=gadf!jl zMV}_A(F2!T^}T74+eD6)_!Ba|&!O-o^LQKP=e11h?)iMp^ZdbHe~F_#P2*@Ae>{8k zOYBb}@hR~9^;reI4fem-9dZ7F|A7BN|3Lr2|A7Ak{~LHj@c$||Id5-#V^|x=KUFRN z$g?_>@|Vva<5SeuP>tUEBz6jpqYe2(_YdSR$X}2@A%8>uu3q_D?|pK`bktkNjH{|E zDYiv>AL~6=(jn@;OY2MFy=-azKkw;KR#$0$iP=4E`ZO9ja-`Z4o@U#J*dk_ede&KI z@g0pd^yHIIQs>4_j-9cR{T1%i`==)T`Oh@xrI%>l%P-Tdx7FRo;IO!>+?Oo~sD+Y99VW+@BLTw;IF_Y_Qjp6=~1-rC=TF7j{ouC%m8 zofKFZ0}$T{@m1K# zwgQ1)vgCcb`kHI#zyIHl>Fu}QX1|MGjs@OGlkb{LKl|Cw*e>z}ZS3q+o5YUZ9SSpH z!bG*B$o)?;&ZkS4(xgd~=yx2yL++K@#P>^y&xiPPyz|aGT>pEz=9+8ivt^&@_gu#5 z$zxBZi4!K!;>B;%j-9(`*UlZZapOjM{D~*%XFvTp-E;3f)YQ~uPbV#4abacgvvn+K z)S}oay1RD-elnAl`F)HecgQ_YX17rNlK4DCdj;2bgnr>24wqY0_n>t}om7#I^Zr#I z3YSd-jl=v^z5b0HM_b}k)be{gVjt9dpH`cl0?*&~yPOT<)soy$YRAF;$N8820{myT zao~T&6`+4rP5;3EgmWrgpxA z8ff44hf3OOt}D}T=M`bZyebZp%@*5ZCXAbvW51G235dkA5L?4s_F0ga5Dkruh3`0L z?i?CBb}Wq?aRPn5d^t^KUy9+whO@83y{w1tii3A|b<^vwy{di_67ylrnikr+bt_Fg zccR)j#MeR9{$YNx4g6!)Ec*WU|1ZsW_+h?RYMt6H&N};So@*p6di$Sz|I+R_e%F@G zbREaG7(Q$m-*@#i->K9?FTVH!opa6vwOwrN+(>&k)`k3uAIC=a{g8X6CQO{5J|6-v z{vkt;Kb~V)+^9Aa8{GUp{`t>;YFv?d#v*{uC0QfRyP5qd@cgm= zasGk-fd84Mf&Q7k1oU6!Am`=5{{*>?`NUjaPI>Tu)z1H^OaT5L@{h}Y;k`BR{|A@< zZeR73%iT>ZK zUFn}U$9&8`{~Wx;~@m1NqlIsWyV3m4LV{KtRL4L99L%Rm2|-gx768gkqa`Xk>HWpOC% z3(9}_j`!bxKMi9$#T|Ti(?<50m@#8IjbmHHrI%hx+t~*s|LbKRj7u)LgndND({zsa zE%3MBdK(QtVL08-F~9YThu<&#mVWxF#^N~cxa0JD*$+$eXP^w7N}lu7zk}GZw)XUz zep%v2h>ao8cd`%e(@Q6>v^BhNeHQOoD^TqSW{!cQS?+Z_H{u%E9|3&!$_@B=T=-;5Bf5zXq zE(H9KtcT$Cgx^8`LH|Mj z{&4<)e}I2Mf1K`m3i?|;^tY#*;~j`1x}dSnwAVpt9d*|+6SUZVpHSYv6efUXDsihR zh10TEhP0SuU+iDcFTNG6t*vY`c!Tb`>n<8|lK4`LG`qM>!qS1U0)Z)d9 z)epn<`4TsJ>((A_8%<}Pai;oatYsgG-~RS@+DGnTihtqvOAL(v_uv0bmtA%lefYtL z^fJe}_~kEu$#*qf!*MNEl>Od^+3#ZXsL^!A6<4wzW<&gbH{X1deHULW{{1`oJ|~Iw zJ!Z^Uy65hD6kg_$xEGIbd~N^pmHT4(7xZV2w{g@_N74NG^S!yk+NCDV=>R@TNJHJ$ zuXfPp&0o>xO;YZEinEB%uUzkU0*KWY`$No1wptuC*Kb>V+3*bLnkN&~`n|P0H*sz5@|9lm# zTDgWg+3o}SBlOd0Db63xU*M;dKLh^hPy7@27WiNA|B!!-?tuS2sPuQ;x(%$4c$ME5 zt7BV59Zj7&jo-s;4YEAwf5g$Cf4nb2|3UwSAM79bE1oUzKj4491^=`4EAcsCEw!ts zU3Hz=AH2!{V<~35tEaIc%cQoH%bGQ-EoIGFMWye=JsrYRA6IM?kNy4c^y44@n7;RK z-=m|CKALV~e}}KOeMQSzmoL5!W5$fpc-K2QhK2U$e;PNNV^WA6;M7z9Krg)TBKu>k zqTl@b*L3;im#ZDZ=a5wTefZIb^ow8oQvEO9fA2k-GiR>G;=bkPo3(HHZkCg~qsH>w zfBfSgIrc&a-Fn-tH2TC7`7Wx-7F#<`u$S!?JL&e@Z|B$=qc!bl@6dSOCvzN*CpZ>` zkL~Fyjt?&PO8xKu{x8Svo~I*uTUxC+LCh#j0u1$hM-+t(Zi<7-WK z?&Lbo?~pS4lz3|G*0w8$(SAGz!%E*YPS$^ijh)(LP8$pJ53cp^?A%08JpP2*DQeiC z;+0nxF#Y4WE_nXf|2Y4^f02$19RBa!zLVP8+UdT(-p}!=o?$!1M&KXdU*KQhU*O+^ zfPcaNXEGAxAI7_o{|>hNvt>&+y}|cA$emB(*Dmi!ZrHF9_z(Dx&!g#EqW%W@7hMzR zpTfQnd=34ZofGIkOU_2d+YGS&SM<;BPZ1T?QA1r?la)*L*`?(OTHa7z6M<8PfwCwH zsory?gOrvTuA5_OFJ1a6J^jqnbl<)A(HUo)LG^X@G>Lr;UVZgdz8mR$j=4RSKK}S) zUjLmwvd$}aIh{D>L^}Pn)7eh(g4rpK{tf#-TtOdx_)(dlw3O&=Z+Yo~NBEkf?z?X`=BDh~twP$4XF{hQ9moa$!9lInpco<*coS+bOne?#A=?ylgel^7yQ$o}zOno=aC< zHHltb@EY(B@Q=wIz`q$!1^N^DOVD4?U(nxvp}%gIfc$spcht&D!nsc%Vre< zwnB9@7nU@x>RbzsF;bJ{rG@XI6ZW>FSWaCJ9TZ@Mq9eJar_VabZ_~J^IV_Rb#;d}sbhF+ z+aCIT#p7^YfRT1BD;$s2{guIOu`#ze9QVQegKPcQt!<~75C1*9$5TfyzBG^TVcUS` zkNuDH?|2RPZ@}>XX1){ev!!3qpZ;_)jo|wp$BZ4z{)l%{d;3P(+$D6&=o9FV(`nFO z@E_p6l)nZ4srV86x63b(KOlb%F8Ry(nzpu1)?vJ^u_?r#V%kH~sby^&_#g0ps-N+F z(j`1G^e@mq>A8UZP2@xHKh?qiY};nXQ zTu;kBTc$BEj;%RX<6kdZwk(dV{rG!M;qP(62`A9ad@s}{j*Bhj@#DsET#2hge2UP8 zC+X$5+E-kDC5`7e+7CVS5N+JJk^LpErxW=5N!kAV+Ysw!KBJ2+x`^tB)YI#)zaH8T zFyUeM?Ac2_-8(`|SBrn`F%c!zd}oLgDREyzOl@z=Q;n+~`dB^3Y6&sqtj)?&r)3|j z!(+N&eqYZN?}u%1Rk;2VM|=8oj-##q#ye>JA~H^={9u56}fo_T>rjvPsKb#+u#5#{sa6+l;yyG4O;%IrA6XszY_c@YFXDHakSTh|4}&${2%x~@PFX{!2eaV z{Y|O-2Qcd48+jqzzt!6j-E6V-T&ph)C zEq?oLro$Z>=w2>wpnv@1AN0Nd?|byOzdb+`&N-Wg4joF5Jn{(jY~32a>Q`TVMeo1= zJ`FkkIJ)}ktC^-ZQcq70opQ=4dUw=w&pyjG5sN)8ouuu>7hk0B|DXTMJit`7hrG+N zw#V_kOw#B5_m=RFN$|bfd+8Rw=jr(4hR{r&ySuxaX3d(VW1n^Q*&M@rtJ+-T7mDpg z#y_3!tUB||GwE5LySuB4^}o|-=<&zvJy7w^D()bUQv5^2<{_~)#KvNao2^&O#>_s~ zU+ok!1Krc$N2~T8)*E$Xwf?~Y0@=JCx`QW zkF{*8sHd@G$I&gf+)iJ7(FFPf`V0Oe*u=qqf&Ub~G3T?ve+T}#WL+SC$htuOigIVb zq17sXwlueMoXYv}eX%JIn4Myv`LDP>kpH3o$nXW^f5`uk{~`bH5B=%x-p(rYq^}N2 zZPnSQf8wi9K~{nc07NMd4- z=2+HuOrFf~8ou@~M=QQq!Evx}qaXao59k&4%@Di77hilq*Z$=%bmWmo@_jdR>@KI! zL;Ncwe)cFH>w_g9u)oB1wI^J1$tCQwQA;aUtl)d7dKFsyJihp1Ie(WLy6n0=Uh$9kbscxyas2+k zDfH1t%am4O|6%_P)c$i`NO>dWbCTXuXdvhx=pXP8@DK1$X7hmj7v&?DlVpE<8~L|c z{3+%wNOp?gPXYP^`UCm{`UCm{`V(nQmC|2{E#P*Fat(FT@tejvKxmRf=k)@aw^`5q z`5$|8Cgyd3P|_rCvHafMqEGMPcPOvYJDV=O^b&gGjW=ld^5yjAn{U$1H{GmvEsY<4 z3W=>?@#4jF^)*-1uYdh(y64_|=&d&w(L3x1F>U&EsyX&pnmA!1z53c~>eC>xF5Z6o zpLEt)XVGZZeN3D75PkB=C-hIQlb8~tMvtO1&p4A-u3W`7j9nZrcr)Mq^eP>F^wD(A zIp@&hk3UWyfAq1=dBqi1s=eddYp><|0K52Jr9HH9(?)*xdRrB<@syWhyGY?3Cd{vE9M`W(*S{&d_oTt%d)S{s^yK=d3Tpjl<)pC=)1a-{^b6p&1`#+xEAMdyVyFe zxbjLJ|Mb&O*SHn)=e`Nhk;&0K~+D5mrpT()Co=Ru%olRF=b%n;+9?S7OujV)u z3*Y287y2VCcK630e@xe1cb)o!oPWW2bQO=Ueiv*Px#^~x=+jR>)$gGb@V^DGzDidz z%tVOY!f+yf6rw0`DknFpxtcKkUv|iY{fhq=J%okXFVh<+oLDD_sMu{ z_Mve3E8zA{IoINA5#+NDrTcDsU|U0OtCPM0t7D}5pA!FWwho^w)(cOeAIx9v>)+7O z8sk%lPsQ`kzm)tb@cgm=asGk-1`z)*UAmHH%y^XFO&Fm*6+?#9F>Rl~{)TgDbyF+O zAI=}n-vFLJ@PESlg8vnMUGI4S{~u%*mSMpEg8m*P`rFd7p61M5!0&0)s85B)r)c2# z6bEU3oPXdy;D6}9p#RJKHbDRPi~h*HPZED1|0|YKOPMtxH$)_`m@9*iEt2tBJPnOr z^fbark63BIeatU$tv~wcBf9@@_tV6Q6I73X2FG_0o55Rey%p>-Hr6KgV|e3@H`F)b z4;)M4lyT$f@+&T<+0Q*6?t)5l%KWYC*V79xzCeGv_)mOi)QNN&+aPYZ@dkR8Z3es9 zHX-&5|C4*DT3gqtZR3IqF5tVd$EwZZ_SqOik|y6Zna)1z zY`&jj9G!RGxpW`jK_xLVdUx1eP(FSy-|_Sw$Dg?QmYdmbGM-L8`DC@VJoeb%*+$Vu zU++$LQ+c11`n;Zo7B70r-_PSybcp|{+X>hf(a{lX3C!=rdT&?Rgxmd{vaH_h402{g zhD&ExeK6wrHTf>Kb3NuCTUps`a~TS-MpF-={eA+M@9KYu6j6Onk=lFCPaXZBs)L?Hb|7ccD& z>tpIX`DFa9q%Feo_+l5~%JhBXFSd-0Z}aaBbEwUwblfnue~0*;f=@&~tap`hWPTl2 zz6<{j|L!@w@Rdxwtmp{#O>w}rm; zE|I|`Ii`}WBh>j=n14{Me<2_Fg5B#V4M$t{WUIF^2L8pJS zINDKjUC?D$)_0d`v-5JE4`WuSa*eq)@&8INxji9$J;<<9`~&<0{1fC>;NOA7zlW0lRQUn&2js8sxcupM3h||=q;Ja0Ske~8RCywtjnG%;3Or`KV@l?e@i2eD8`Zo1;!iP+?|rJP zwR=$|j&@5k-wUtL9M2#7ALk$VZ(#9%JKMY0t?i(N3m4P-?|(|``7S8nAH%)CKfpi0 zKLd+@!2g2(PcjeWpR^X>{|^@ZUBmGy#Gj&;Z4@GlO`XE`K8ZgC~vt6R)*6PrfdFMWA z1Uz;r6v{i~&3siA^>p`|Z9s5V#Orcqjo&nRER|LMl{ngp^MyY*AF||o#cgbZ=y00g zX*OPj_4z^^KFn`xCw8G~UjN2Mj-##dDTF_+Bf0l!b@O`r&hp*y{IUQ2+ zAMl^+(*wQ({ttU&aNvKXPkOFF|H1!&|102h@IT=H!2g2(b-vfr0pNdITH0wI$I+I1 zpX6h4wAbPM;r!wJ`ML9S0M4Jip9}s6{7)v+ga6wv`qSOTakM$Ef&8fsJ6BK#^|jWA zyd`-})*)2qtpac5J{o;oZq}F$UXB{|Vy!jjGf2KTcHS!RRxZNWIN5)0F3#km6l<-A zw@FFzp^;3u*7_n$u3y)@@C-hV(h7!W+9B`XbcAs+|KM7G@u!$ReWvop zwfr8>Y>7{?I@l>PegMy(&k6QF&Oh*9pf5rxx2fd2#kYjOnm|G~xoM;Q`zfkwKc&`!S_DNcZl!8K>mRI0r>;+hvOs2U(i2Rk^WWg z^NH>huJ2aewdl2jZabt}@+#MFhqRCC5~#k5h5k|~s|Zzv`ZQi2)d}EV zm_J)TUDxVfe~qI({b8!DWB!wge43;9 zMt=cF3JI{Ri33NXGLRDNvJI!s*GOvi2h%0kdm&EqgRUXM zXS#<>p0csHjqeAH_dp3w$?%HJk?JtNtwlAjzux=A{uKHi5A(y@xLjK zcAdU6ruROD_!NSVfPa90fPa901`7WqejWTD_&>q5Omp^A|Jx(}6ub9f0AT%ppRH;e z=(Dx&exfXwZvLsHJonxV)8`DBKP+O!1?+p>1l-rY@5Qx2x!vx4+F^EsY<~$}i+4Wp z-cwzQ*cMplDtY67Y+w5MRK1JnUgF1bSMjc>IBuzokNNF6$U0Z~`Zus|vE2KV>=fbN zr}*sUH{ki(*}(o!_(O0;sogW|6P*7+bN+$T*e?Wggf5Cr%|EOO6qnqO+%lq<$zcT%Q z)}Cd(Pq8YLywXz#j;S?xv!^A^p_sL1S%)oFg_2i#>cBCz253d)rqmXQvjZZO+?|l+~WA&$C zJ4NuP!1K2~EoY}_)5HE({kGVzJRVNK6}j9B`~&>^P3TX1dpEVUZKf~3Y$m}+?d@CC zb^!bX{3G}T_!smC^w-XT>+3*&SzZVK0siYS;Xey@3YNpfpQ5R0jq*XDf1rP$f1rO# z^F_bLx;xN+(En=Ve>6TtANM}F?%LD%f_|)sTJ5rof%FYn-cnkV$}#5|Ps?Ua6$a8b zV0lYvO)AHnXFN^QmE{biZ@}`F(wbC`InQ`nHfyRdkiG%STS{wEc{hhyS38Bge6m<$c zS=NEQ%F15y)S-%LY}L$O^|$HS%JC_JZ6fjT!pl29&uO$@7+)Lh^!jd+?R~RXcprxI zJ~Fm`%%&lI3;4qA84B_Joh}h>Z(aJXU;1b%>e!Z{&BqHDew>Q5AZMO zPyf&#m3Iyi{|)))(8@p6vi=&MVxHJ3YSdOSWy*u>TgrBdaPNW1-JpNaKgb>c{{#L9 z{15n_>f(R8dpJHty!Xj9)RJcTpsy}!v&&1~quAoLo|d%g9aB%wxzhtz?^ny>oB6B)g}B^O%3otiQ$4_IsadIF7d5`_!g7SUmr5jc}mb9 z(4YRMKdJ{Vdyfk8kMREB{|_GjZ}&dUH-Cz{I+{9_?|lmX6p+8|ojKrt;D6x%q_>0q z4f@Aw(!cifY-2k`QFmXdRM7IrLd;a^QmAuCHw$fOj7V_la;`mQ%4!L>q{-$8r6= ze4hvNSJV2-eeg4aKSfPlt=cJ8uWrNh$NtCpk9ZFFPi@Zwfd5ymT0<{9KbJ<198IXDM8YGUk;xO=^1I2&h{NemT|0Vjn?>7F$ z@BjACzpFd*r--`hm`Td&EN87nm_l8d585iHwb$iJ?yNm#V@3h)E^o+(EbCR)m{nwh#B9uzjfDAa>2!sP%apCDWczLu ze+rGG&3j$^Bjdi0@1BM_ExR4VY!Yr`P8WEjW(qp(yf)7lfV5z(`-VxqN};t}p>tl9=hH}@v(|mXIIL^x6SU@1F#_gQ zc|HQfjJ56?CIXk)iL_sZ&UsayPa}EGTK5g(uzml2wNqqqwAIcK^heR=ptLUdkgA*~ z_6XB`xUC}ED3mu6{Yd(Ba(^2u_+)UKl=FKy6rTHHe#57-9@V`5!V6F5d!K6f9Ugg) zXEys&XdG=k|H9sv=ZO7}^AG$d^q~Ln|7)+kNf%sjAq_e1c&b-_iaHuOYBXJO`6ODl zY-QmL;{4(K;r#XQ`2+t4{#SWa=l57<&@<*`=6jT<2mb^95At7-<@%5Rar`SW0q4!- zINEHZ5LqnRDRBOPf5ILB{|o*X{4e<5{*=F+{`80bH;<#8>$CH`YqBfVS)0dT&LCno zW_*~C_Ej&<-sY)wDVD-8nqYogn{0(*HfHh#<9uKB0_JU&nm@&kz(<)aqUb-wF__#Y z?=lF#k0i8D_r2OQ!uupj7p>lWPHjAsS1d34+r}3;&)c1jSQ+yt8Bf-@8rQ$6v6bx< z5A&TXwS4yz`%`Ef?e*cA^0W1Q5&302f0gU8|8f5HOaT9V8~nfY(-rjKgVQyJc3oY) z`c<5H=GpYjGcQn66W`Aa{FBjFp(ntA(`0tX36h!~1N^t(2*@ARFMmM( zl(X8!vAEi3uJ}{1jY2+Crc7ghiZ$SW!2d;_5BeAIzfSAH|AGIlHvYG}yO(zJy*`!y zD(L@nHFnfzSMFT^RS+L9z!#?FLMZ!PO=;8uV1&yu3A7|v?1}jc>rq+=<3vdSu0d*oOJ- zIp`Xt^~u*f&mZjdmpIzfG>*3M$Fpa@#Qqc#pCas^VAGQCi098|3Hu-CANa4|@PBJ- zr^d`a>7=o0qd4xkA#~~GSFnwumD<}khdU2Ie}I2Me?Wghf5Cr1{($^-_{pC!K1FQ} z)#$xXVyEEuG$4Pe{0#mF{15ma@IT;xs+a%Kd!Jk}9re~R^9{BBCHnuoS06)_R(sjf z{D0qrrCC!hht|9gT+&cl?d5!CuS;EvHEGtAORynV>=K(xtG#S#{y%o%j6+#nnlE0%5^Y@Sp-r?+BEoqB9gXY6{ zQ4f##lTE1l*I(=uGeUd{_orxS7JmwR&c)wi@2KJV2c8l8pK$@se>x+AD}n#gdVDkd zw`}Q`G;!j2G;G*#8Z~MZ-F(xnYzGnlGp9Y0g8mrZ1^os60sT>(1?Vs6FZd7T)f3GH z|B=?>oADpjApe@3!u%;bj&_6iQ$!vJ{15ma$luUEf&T~pU!DBF#i!U4_1BU~TJJ0u z6xpdp0b{>hv#t36Zvb2Yf3Y zWvxR0XKjOhe!2IlyL(5_=VZJpzmJjZ4sy?vvv+e+Kp13d!$0sRI4p?n+gPvSYj zf2OsNeF6Sk_%+BM_HG*FFU6IEME-1PSxxzVdx(ZDgV>e)k}P>PiC87#eAk?&$8tT{IbTpB3Lx?syISs?TGC$6Xws#v0q81 z3?#3>{JI+XlEmfPzxB8H6up73as0)6dnVr-UeDiC4S9y?5POAxSmqIXhQO)+u16cV3;KN3eeK#%?XA9TWq z5mZ-SNA*MM>6~*W()^cS<@@K_K!3y*2KsA!4fqe0Lz4at{8uigmgm8LRy+TxG701l z$X_mdhWF;aYw}04#HW~NakM2q#ndSeQUl-nG|>DP&Y$sD(0}kc_!)%$2l@}_|DgZe zPyKJ<-Y3^%SJZ7wqc!BsF&{G(2GKSHkpD%{RPvmsK2l1pC2x=Um~rT=LbFzu|5;0+ zKT@2QU@ zcC4*Ey@p@q{&d-6LBAn1SmTw&viMa9eKt8a@j_OXzRJG{jEs}vEU))eZQRORn*Bmy zG5?@hfAOc7F@yan_#Gbcsd%2_Xs>2FMS8w?{@DM?X5;(9Q=EUsd%%BDf4aZ;f8oNn z>9R{Nr{j+sN_A`}t*@)26HgjL*Z$=OTFy2M&>!Gm;9uZhp*O;(I^FRU^au0@^jG9G z$X}6H7=-d?3%`>wckX*1+l&T!c z($e~hWv>irG07$gLw^T;|6cx$-E61Oee3UEhBNKo4&s?B1skNBg`&1azP~?9Jpc48 zWi7D(Z9Q=Q4JQKs9Vq^v&34h@!%tuvMP0b_ppK3kavYt+wu+BFS{7&t@DK2h@FPM? zfqy}NKz~7h1s{O_0RJI0fj@&>{)}<7YwFlmQAbnMPT_I1!T*5&5qu|m9sEzk`@sKU zPYiziS3KX2?>JRmqL;D%tNHwQv7JKA6t13k&3>kT_o^6UB34+&yLwvEti{xpa;0$E zQr4VRRQgUlh(mZ{(Mfb|J}~1H~{!3;?==${)N9fl=%OPFPi9yC!V4a zBS-R`PxVw^KZMSmcs{+dV4=$H#XVJmgMfd4e}I3%e+jSaJPGIz=uePqK!05xgZ!uX zf%yg1I}48Byy1*P%l|n4)xz;9=FMH8b_$Wh?A|B#r;xoIahiYUkb?gK{{#L9{15ma z@PAdn|CYt4C{^NDC>N^w@G*!A{|wl&S%m<3QB(O>jDPLT`FMpo%paGgVkTQG%VrhQ z!Hb&8zw-5WJB8{Dm48V*O{e-eWU^f3(E{J*W%el)`-JMPBxU|c?G>?I#uS@|-Ir`W zNCxL}BIY;yOm63?=Jjuqd!MFpd-HmFaXzSPl`Xl@&_TPZ*Kh;~s^#%U}{*P&X@CgS0 z1O5m659rUqpucwS(*li6A^sFo<=&^Jwcvli|A7CC{2BC5(7*Ms{0aU)r|;iR{t-LH zUU8>j6}79ZMSWd%$5WwEA&T&MsRFF^IDr2?mZ#Ye#j327Wi#*t%lcTJW}_6VvQn1K zzz;0zV|kj5Qmo2KSvCVduq=o0M%3-Kv}KSgm*;Q8yh!T!hj&+wt_3E;nsmdM??CGY-y z6a2q&Wi#D=`(zqBb}XHB);Tou;lG#AB;X(5AJdtF{}6rx{Fn15z`x%f|N2^bYG*9* zt-jyD|3m%({v8(`(hGHJI1HT_)VNYoIjkufjNIp`y>VZ%V~dFZ{Q!_8{ohF zyy#g8cEs+kUfNUQlTcK17fVUmU7@~0mBMR%))=!f6RjMnro?WNCJwnAvhOO)&nuuy zm91CI#>_s~-~A~H`$v2ql+VfVj_xTtX9axBI;PGHUgB8D-KJ9Kx+afp;bj?HZ60Bc zyxzvf{MEkxatEr~DKvhY$ER4&?-b(sWB=p)1OE*?{#QH2ZFkYhW5>|hXS1DR=3~G= zz`x)>z<+`N1pf{B!{sZL-OOI=as}kCB-;*V`Lm_Do$q~`AN<m{BNV~hcmuao>Z5^FOo1ev;;5xs{$>Cxu@TpJagSp-ApU-R#!7syMEMJ{Y{L6+NizV?tKFO0saC0&2TR8FX&ICyRN4N{RRI4 z{$qdn54UYtyzxUP|2A_R?YZ+TK84)D>;4pwzaW2t{{{aG{ulgj)VWkC|KHUm_dc0z zpt6O)Z3U7B2u*V6ygq}=yY5Fmj?9^u*Z%oDc}rf8`Ab)AKbAgUWgSLVR%|3&dwP>T zRo}e{XIt*#kiG5qJ<0tXtXCACuG8=72=D56%!z`{!eO+(@p8`J$^B8vOR-(Vc*HO# z=19X6dBKs=Wluu?0>#54(DI^1>nD+AN!X0f5nPMi=#b4 z;%L`t9PJ4c&ZSpgkvQ7HUJCpJ{3Ci<;9uZh&>zJGpg;XXe<1&)byPh_IA4(e4zB#u z!tZ6woBK-gr{~Xf$ z=XK>i09mVNH4U+w3o|%Cp|VgYgW!t14)dqwvUSN;$FrL5d;Mj5^r)R8@SVcfuz!TS zW8`)?wI_&PNqjAW?x#cXp6edj){xukq_4p07|H+C#}nPVzrRx8YjtkSKN!}(p`kU# zrx2ft=bwKm`BUKeWB=p)1OE*m{$IH89lGqYE9v;-hq6CcJ=-bjXv~Qk}&^9Gzh zoIjku0X%=;|AhAi|7*5)@c)p1viDZO{~t8|L*B`lGj{>i)zzr2Lj5Tk)*iI^asIb z7EeQ?7d?$|(j!(HFy;@7RyiqKuL78_rKh3Mi=OhDdwhzH{5-KOqN5|&5}4kU?K8E@ zaeJ^?MEis9LmtayxWv1v4@Tr)O}>jhX{sY54HrET8kebL`J0pZfYCbmEC8(T5){1^rPSD$XCypS^Da z{L{bqNBC9nzv*2jKWCPL{{#OA{_kM$zj++(bnlb+Q(*lM#`+iWp5sH{KkPr8Kb$|v zUydL5C4Y#WVz>KKxE{My{~vYM4v?%2QnNRMuK*f5m9>>rloYj})>UZ8t1y3Bjg*Va z9y4WaB^4#bxc+-~?^S;ayUWn%Y_veq@6ZXI02%P_Ljv2Q_oaT7a>wy21rtB~M zS-5a9U4Ho$>QAAz3ihcObJ7^P?k_je@-Nt*0{ai=Pw=pwH=IA`wvy2mBBCAMk(Re|Zmp z|Bv*!3iS^bM?0#r3myx({=YJW)aKglJRf>gsPaD6#Q!V7WVVkqcjItB`dObQ9iQ_I)2#gkwvC#lzA22Ge}}&2 z5SYH&Fh70qMI$}?>9fziB&@&ex52&t)~(xMx)SI=Sf(^x5cE&s zU18BTga3y7aTv&7-5hsd&t6f~mn!Rv<)Y1^1YSW6zN96LYHgpci#Ds)~)S?{ssCc=-;4!RDMI>zdOwIuU%c+NZyyXzY;CCR)@AM zAG4t;GbijbE8ww9p-|qftXVr+@0hh>dFMWA1Uz;r6v{i4HET!f9kW&}@7za?fX6O{ zLV1U>X6e!`x*R362=ntA+S=(FR`L2bHgX(ojZY!`aUIFMPx9WA z?ioCP?0=kp;J*RJ{|$|6_@0Alboyy$&;@_Ii2lL46yP7wU+^E`zrcTj|Azcw@>VW? ztyC?+L2WdxAv2U0cKPokASu8ZS#-i2GDqCwB@7pKo=RazCy&{dk?;J0y1x zX`dP!vqsyw&ePB?aF`$KANLXVU&Zrx&pm&ohK4n&SIPYdpnnNGF7!_>o8Mjw}(i*cWQlwz%cdz+75 z96N7y2>%vIQSTFnlsgq?@==Pl2JLM=dMFo@IDu97(dbazT%0Mum((7L`FG2`PwaQI zf#YSHT_U{qsycGXhqAnrC3XacGe3z?*7_ohjgy}n$(M}FG)CS<>Imav{=v2W;!iPs z`b?EiYFXydINI!^?ayBKO0cu2&H&FpTN^$L*#9{Hz<=Kg|BFw>C!c;nx7>1@;-W8> zH)dxH^e4UxAT~qb-)wIH|APL2{{;X2-IG7WPBD4%-D*1!U+8FC;JXvm#t`fkW}^^a zY4ev>TZY&d7|!h#0%QG)FjB8D!9G#PdgvM+H};b`xDE4T{jvXoZLh-lyXT(!*iO-6 zd<*n1x(?7kLH`E*V|f2S^s$G5{#EYtiS85yCBEp%ldfF!<6816Q<%s9eN@Nxf0Zfp zmqJ+u=GP@DtV>$eKB^PIzsME(OChV+!wwZ%)Mq4^+w6$^FwWGYP zJiRvWpN%8+I<}6)Oj$!tV_PG-+cXL?XKo$_-BsQRl1H?|G~5WCh_z8 z zOkLe4jKX_tiN1%*hb`pO97T_U0+19EU|ADkep{0PSpPk|KemcLg`aJa<021ldY*W< zc-9v6=&>&2{r$cVl>-E~avSTEq91k`-{&mFv6$awsOnvRz4wXzDeS$gTK1=yt9Qez z?1$%{$-&tFIRC(Z!2h6sp#MhKUA6@OW9tF_kJkbGxA9C-o-jGY_D1l<&e|Y<1bHj2 z$v2a~%%9>O<=cvm~(dsING*ow6*(5gZN70CNM5gGaBd(J6Z z-~d(U1i#-)ZjqUF^369gGoFlyso{T_2X{)TauOE@!F+1)c|RnTYY zS(R;}3~k(%8ME}=;63K!tnbUme>lv)+h@)Qzr^=AD(Y6y z?$ZX?eRBDW^MBbhCSD(93Y4RzysyUp)7~@IW!m>&zW+Lv`_BRDQye@3008;_prwKh z3|cyPJ;NMWb2VrUTyg?-jSt?I#!qU`OHb}<@Hm$=%dt* z_n*eg$G`dJ-zt0$3#UyB#1BWbv;?*L1f0U zWZsuA{i~9{XXRPc>Xfr$$}%l9;uLCu6D~e+> zE6t)tTh59p%e2slQ>X=2Y+*%lOlGB7)M(3DF=d$+8gUA>z=|!bD3&DsmxzA~e(RX$ zjlo9M#t~MctjTVCZE`qb~n`DkNCMXe;AQg+Oc-!Z}9$y^7xB? zirZlKNpw`HPXU}F`qB3HuX0#^J3OBVwm%q6D$>nb@e>6F1gPgy`KgA$+pG!p*wi6rA(C&uMcXp`NjL7fNNSx>nk`1M*eS_d@1c?88-7A@&s679Wvg zlx4B$J}u?3W-HeFA6DbPf%+78+y!5F>VGfCDg6E8d-3`2-@o%e=l{O`VGj8EpYC(W z{;C)c-~U9s-uHjQYX2wSG}brY{|~S8Px7NpeG1?d3#U$3oPwAG^%)F%Ku8^k4&V}| z3z1_Mq7wo7)zFz>evVg2nr-osvO+II+qX3IDNN_W`}gs0^7$wF6jKeS7@__ty0*If z#pO@w-iyiLeEoI#W24Al1*b5(Plaf@5O~*&86m?go<*&iWog<{78+GKOr;V@sf@_- z7-sP-YQ&bMX-ipXROK+0N+hK+BFkf##j~gpTb8CRWuZ}(!&EAfl*))Kk6{+iqDE|4 znzodMMpX_|sYDKozRkd1_@|&erF4eoS=!Fi2&IfPdag|O#N=)`@d()8F3Ds-XLTf> zG`go}-BMpB&-4DvV?Kn(f8&O2;Wn}R1e~Ik`V>!wO`=a>bH?Al&wqaN`QzU|d8G3{ z=l{O`kuSux!qIsza3aMX_CpM?7 zE$`pQKhC3wXEoydqy4po)673bZuiO8KVSdiIoj8MU;m>FLFBDRx&9AD`9uEz{8J>m zPbQ&en8l;Kx-8AEPFam|iRD^YQ7Sg3m{;Kk1LUcOL{h5UK$faaVYwD&71*oy9|vUc z@u&Ziy?Z~yw;%7dL1rNL;YGd}^AJ}IqAYVvat59$<%~_;iztUJ0BGVlvyN_kX_s z#eP8VEcpKaRGxo2JG;Zeg-b#U^q|L#92pi(Z439pzx4yO=S1BHU)&5Sd zGokbujv#sys(T^&7i=fuAFF{mbQl(awmTqemOg0v330U(<^B8kH~0J#oC0>(MzxL< zd&*0eEDv4uqm4b3%U^8$u#oa1l`l!?@+XXk%imo7IQ-0H?fZXO--g5arxW@Vi=a=@8tpz&pW+_#qfM-VxPf2}hCx_bWypqAh+ag*CJck1 z4JZ1fAP!-45=PrjtFwIVL+MI(qr86~|0bP(f>XfmllajdL4As4f>WqG27KJ*A45j| z;qos#!@2y=<)3=qJl6eBUw@`gkz~~=QV6TFn3k4lN_ka6@T_vpXwjC$@L!QrT|vvr z6s0`xzk1M)m{W|U#PDB{6V&dL;S^X06}Klwz&Oq~ycaET`q1W?$I7^F>im?mAmV8~ zB^@6rFYpFw8*(MP8$kL(rbK%0f4GeQhK;}};GZJ-(SGcyux0c1w2$!j@AKckfAT@+ zf5HpM>$xV>k^k@N`6LKlddF|VV~;--y0`3b{=+f0$Jbx~{+$1$@1frO$M?TwUgP`! zY&^(=hams$T)!nOq}?ar6l3Y1f_9$_r+|KgVg`y)sLq4xKA2DJ2cnLIU=vA4LNN^L zO_cBnDKGM*ZQu}Wi*#bUC&Mlt@cw=LGmN6y=HDuO3+hLEg!s7^eTog;E`M?P6Xt-+ z-(3EPJw*e`Uy~ng$gx#6olB@KFBfuWyNKLzW)0D zBiny;3E4#_`j&W@wH7h7DW8?XdgQf_quiA%7J56yitQ-+%F)`23f#@bBOG zU%mPN&Ru)LfB*NoaQPKK2~(#`39}#{S-Nz2*tWG7Yf{{o`S<7FANLu)|M2~n@B-g| zn$Cmoznk;?Avgu}DY$PRi~B|5N89u%APW~caKsNxCY*d%WEh0$L?jzes3Y`Io?hrx z%u>CHcu!t%3dBj9+ksO1P~N|fe}P{$+x%NKW0vYu06(O@)8eIS_h~4e|6Ts$@-LVF zx%{&p^55K#b}rA(<0i?jm8WIqgE^x}(G;;}VmMeni>=H;tx`_KW+d?bb!@T`O3@U_ z2MqDS@=0c88md0Ufq0HpS-72L6qkSxY{O(t295i$Jo^);>=jG_aVs-g%a5`mU27HJ z(DupaP4;ebJnx@lJ{-n>U&M{MY;E+A{pkKlD#=gV=p)31hHsDozpcf#^Tm zumr^#;BP|mao0cUOsEeF)st8)mLR)xfnaivuoEbkqU{m7wJpgA`#POtEp(UM40HZNI_Z=E7$b?OXE?Qi0R7l zKLkhXX7@>OiRg3hqu%nJRK+Y*5299_d-nXSYio+!+oDXC-x2*!uzl+z-f^?`ynl?5 zjm;1rf7*q=P5fvRr+_}iqfbJgg8nI@Y%uaofB(dteE$3Q@BFWx{Qob1c`ICf&9B0^ zapQqgv;wDS4Ks0$UA}x}`0&F`2{(8CLE*ufm8b9uSOi#zUyZ5R#Z>5ND0A>tOy6MIe~V+I}} zKDDFVS?H}F@88G2x#!<1+I@l_?NQjzj%Y3XXy@{goaf|mm%q6DX*jGuF8_1+XOeNo zeUsRIGQo6`Tc^lZl=@f5|MOadG*y{xX$|xL2XCzCwTR`^61Rpc3M#WLo%d{cMb&an z(Q6SaXk)BgB^6g@TUx{X|5ODLqtd*h*CLivOT1hq6<20kTEqPR+>dsSOYnXj)7*1c z@c(F&iEC$Jw@LTrb`Pz*e(GI4mNDOaVCWqI+v79z{)_#{&>w&CUmN{Xm_Ef8(Wj_9 zzxn&udGGVzzkla{_2U0eKmCU=8~4wsM?wC>XFM>AAO7%1;oZNkjj|)IE6#tM|M0tW z{_FhL`ER}WukZgcmr8dSmB(;g_??ya@FBO@88Bt$H&LN+2$Yp*_(fgmJ!4$mIu|R z(0#1%6qmmw-Z~uludlx<=X3dAyw8yK3e7A3RR0u*lKh&HLh7Bxq9D7-5yDh2muyQs z(klTHRal5sWtqhX4~yy2=fyw6M9^d;P z(&N7YezfVIVg&Y6BU)P2?i2jl>iNvxH|IvS$BI1J-+z9N_4)7LKff2}e`fPmc*x)2 z|G)pk^MXl?8U>sJJ_o5&F>%7AFn|7q;l20PM?U2I$N8_XKYHJ!SaW>+EyjYp#@8QT zf0||e?Svogg<|&!`VnjYd6_TbFN^_292aY!2|7aSwX zu0{UDHOKm@6?*?eef+y%_vsGmQ_w#J9{SOye+qy9KL7pucm8*x`Tv`5y%%o8eY5cs zCWKa;>qd?m8BRa_jBw9y?hTz?-M;>Cef9NM_Zhzbz&QB+tH3{f|LObhTIUYSYuxik z=lU)1PqA2RwHi*rd)x)?K>Pr>f?yAdFDR~HcAZ!r|4C{wp5+IUjE3FI4YVK@fu zJRwi)Krx;_3HM;W_wVCR%&NKOU!hMiQttk#K1Fxb&vN-oalgXlPcjxRe{=bx$zJ2V z@!=?cE7^TAId)CiHVd^NFHZ3ksnLj(DFOd4lNKq9S!gX4p_b(3DV`!mon=T=)BHax zDWxpmLTjlAwInZ3@f0!YEJLE2=KonqDP{Qj+pH z3x_F)E=jC2S#}g!C)st1L@BlzM9S+|(nQh<0eRMmwZ+gX$FLj}#i>oB&x(pHqtdW4 zzh>GpV^|KdPGZwd@cR$rH}(UkkbS$|zr;77ch8D@XK8;=4A;u@Fxqa?ds^lDNZJ<_XkZO`h&zS*|flR`Z8>HQaDaSF$u{wdV%Q}m<#$kWiL*s1eIY=iMV@}0-` zDf7eMzmA8`f8`078~*(}{}Uc@bo{>uYr~o~UEvz|(r#;O3ul~uR=DlfI|DI_9Qe|FQK93I=|LoXfjShx z8%nwmOqcv)Qy(H?5k@QJif1HW6r_pRi1%+}mW{2Cf0}1$&NcA-TLt@T=AU8&{M;{D zd?V~Wb<6tg@(=QD-PfnFu)Uq+Q`TVe20Kewn)Mj>_21Y3=3f7Y;`{FdP9ZRbiRVqS zpUK}XEBTm685*&w7FHBXvM4KJm2^^4Rh(ti`kT;*QCL{nF4IL>5v!z=lB(h?qe=Vc z{1_lkVVHo(cZdrpkC!!pvc#CLchj^?bS zRoyj_0-=8j;!{{D45eE#cq@87@kKjR4!a=kcq{=c=m zC;ah`FNRAmyF6Tf{SD!jSKe^`Bjf7)*ViBJuj1qDkFP(R3%>p~{ramo1@$TDpJGH< zG_6haDNIMgY&Dr&SVCe65mTTJg_Vh}g`{)*LF49ATks6SBC2G}R*yJGjI*Dt5AQ!> zIX?b^X*KfvE9^eOKLv3L_@|%^Q@P9K@)z09xcsS*4Y~X+lToJgB=@|2{uxf^AF=y% zQ1vNl%IzyNEuD$)C95)RbQwZmS%Z=q0YeaFUKH{YjaN2OnNBsT3#xMxaS;KL_pc+B z{8Qj8tLIvL`&<(xZ8D^&W5m3;UXmB^PHRp_zFEQ{Qk&W~>38hd6Sj7L6uP(egl$`U z!`7`I>9Z|{%tQIsltvusZKPu!%TRYK=(-`N%IQecZS5I-p0>F6f8680cJ0Qna^-E} zo1zu>vL1Z!(Xjr*%|8A%$AcFm zd|2gG!+-pD?)*4x-m)`1^2k%+xo7``HKON;>yN+x#(MupyZ`X_@9$scfUiHYzWe&y zeEW~iF6dJ%ToPJZTf*4Zkp)g6HkgPJ#C!cIO$>oHoK#+}I0i9===VCKBW__BhT#)c zdKYYmc*Pw0=~kOhWm@lF#yA^SAOGf)zah2%tMX4#Da5alE@cg(V~_;?8L>vQ3=&yVLjG6we{IEid!;<@KMhUINH$m+ z%`#ZQk`nU2>hU+6Le4Dm{YG96*!zilQ%8J4P04==`7Gn}%1bOmzU9SwQpP+>BV@go zgkIZ~cCvEm=atum&gyyp$3Fgl{KE_3x?f!{_daOrcE!!NhG(CBQQj5D)yKa)KZn!& z2#O3#6QKtrLu1y4Zlu{U=M%Q%$d;-MWHJ}>|nL%IAmCYVHGTk zc!S~)icfSzoe1+YpqPf@5@PEK*o5F1Vgrg;1b@cwh0$H!msuoBi4@ta1R zf3*8V{}iKIRi9$1*nNV33hwpu{XXKp|If}te*XDN@;6_9PyPDq=P!P@H}Oe2nYr z#*N#>r@>VCKBfQDsZ;Ps*cPT@eU>=Wc&5Zq;?t&T9%-yj1wHAc&8*(ksck7w%g|3O z_x`i7oO1NzKV|BaFmBxVh*OLR6DCZ+yV3V#W9;KUJm=pdk31nh(e3-L*Y}@n{6v0` zAAensIKL{-c|QN*SvY=oCu05g`RDV`))fE#%5oOxKhA&b z+c=T?pU%$B;zzrccAs#+NbEk%h`JKQ9^#YB%c=Xoe8Cl>T_&T;Ly;Y4ZCDxG(lTNm z+Ez)2R#-0o9LwEIN=6n_5k^N*|vC4HLmddc#?C4ck%x9`7g zk1>??-~E02!=VbDgtC~soGOIfHS%j@3BBZJg(;dM3FRnqDsYpc;~2{+2hZ~UF#~KHA3jvPLap1i|_(9rp)sTrQZ_$0J@gxboe_+MO$A5kNi}ftOOP`O6 z&p(cle}5(3Lq6sF$N7)*U%9Vzto#3*&pQ9j)}pu%BF{O|>yP=T;Q40^?rjsNP(Rv= zQ7E3Ea&f~MBour?bt_6Vz!+9X>_KG7(5X;dBI-^E<`CuVCG4R#CQ@oUqgUMw@1J8_ z8Y3V7hM9lFDX8Bx3g0HrVf0U7ezbl6L4N7ypJI)O>&H>Z-+cYe*4*q~WIiq@di}L? zh3|igccJT&wqV=wELvkKy8G;umXmWLV}z+&(G-csz(t| zEhCcRQa|q}FUj-0|H@H2ilNU(S(@R<5+m6=u)n|)yi%bNqpW4?_b94=*OSq*Cy|6IYJwE z3w`{D%lvDbyCh7Qxj=Q2@LeW-iaLM)+#?yj$@@W!_W~DH8Cm2xCy@Vm|33ac|Kk4K zzdz?c&VPOV@%6W<_8;P(V$qU7z4OtKhu+XOJ=_cVXu=spZz5t2w8cbhfg$t7uY_V6 zt1Ij@C0`Wc8#}8{JVWZM{5@eEXixMmP*&Ct0KH)ttmpmv_{;oh{P`z#pJ11o`V`b{ zU$PYX6dShGP5$ENA3y*2`Nz*cf>jNn^WOmcQ}DigA)u}y|JTy0|8q*KpXXKU0A!^W zl`#5lF7;pprOZ;IiUJvVp7&o2mySy|Iu@1i$m7rHF(5ca{C;tECDvfJnrvU?fv`sH{1N1 zK5u21IQuf$8>`)?hr`Cq?vvmNb@={eeI$PYudw^OC0tW@&xzwd-ap6I$KU6le}B$@ zA}`4Al{o)Z{&<4+zrOzX`g5w+U(u(yVX@p5Q+f^Jqi5B`}gtp`N#VM{{88mrO@GW{!{o9J5l>T=fBQ> zo&TO%{@dBLB`jLFRQ7sfaBo}uXalF9ou(uk2gc9=KNEr_Fb*7|j3Y1)*k9hw+{%M{y>HMRgn1%FDF%o__TUx?W`lo=c?0U&xeEs$H*Vo@u zyZ-w4SC2n&ii4(4VRGzB`G1mG8$p3GFz0YaUxPGNsw%6?u-JR*_MWOyhs(;9=3HpdEU{8`8RHcm?H)z!_AB0`Zs@oWjZsqhOl&1;PTyP^^PK zq0EmqePU0dKE*u6DGL3DO#cBmM7!Y?f=#Fn1$8TkFXT7{^)FHz#4kWol$(A=CX1K$ zlup`0S}_anKk2gg_&3G;BTg}C_T>?$XbJa6{}f4HW#72TH)Hx}zklN|8bcU6ALl>Le~LNa{Kxr^o|8ByP8RR4OW_F#C4_wVCxbHwIM zhLbhI{8N33sbOUFPeHp+{9XlLsDu2aSbKc`>-&G-fB636f91g1NbLJCDa2HL|RZ7UBO|G#U0$^j+CsWx7T~HL|QjEyDk`XuSV4?DStUu=jvs z3sL`}*fYobhN3s2@uDow@hImITmo`T-b+kt0OKe(yrQdXTUY`A6uc`i0(W_6_i0Ad zr%-!NiX*5l1aX6iD~R4iQKonV(h;u^e1W)x*n(0zm9;BPj#o%sU>}M}RA3viKkvV= zsU_p&_;jl^UKGpa8Ctsjm6?L_W^@_R_z({NI z81G-kspi-mJ^%Ib_xb1FpYtE*zrOzX`b$}zKFzfM=z`pH;ljmo{!+V7ZGrc=)t-~$ z2svgU*oDZ0Ym`NKvCt5gfGsHMMI;P@apos^@*L68pst40A*Nw?#bAAqX0S5vzZgd! z|6xD>R?VC#`V_SLB>pLu+z6kZ-GiKseE%=^WsgGsZ5=$(K1;dkJW$mA=9 z_2qOKvtU_PE>TTaltikGHm{c?;jy_vu>tf}Dy!&4n%6!mO1ys=V;vhE?mV8o02#R2 zWt<1y{W*O?G(f_8^QHV&CEu?VK4{)6BTmIlpC!!kslqHL>2<;jq_vkk*0qz*9<=CfVs zPh>h9-ap6Q$G@58U)#AiL!W{;1@w)9RfyfE&D)h9)baZ-WbWi2k++bKn2os;%zwQ9 zf_MA)`}~u&-M>HQKhA$o%Kq2aA76j$>~yNuU$Of{Kib&q2~N=loMOhz%wGgB1oK_Z z`|HF4qVEabS(kh35qIc7xH_}ll;W{meNeJ z|4g4^)JXWz#y!p@OP0e{HgSsj$X|T@@%86auRq>DWgmR}{AuUUzP^2d_vH&2w#AVn z(U{KSDH@A1Y4;JMBu`aJiRx-q#Zpmgr>G{YD-V)G@>HdisIE{|EETnOifXdD@*p`R zPgP2Z>IzlGQc-KCs3xl`50XRjRHc-tu8;w&}MtYGnB4qi*(}OLfVi08TKLg1!(y-V3xmw1J(*W8N>uQ_r2$NMkdr;opmMcOa={PXY6`H$+h z$-NTrVdwwxoAC9|*Z<;s7|#12+L2iZoPy`Co|s}RPM=IDd#G+ zm09aCT@F$QnmtINQK7ipQ>3rRJr(^Qq}?az-H3k|`EGKZ2*zWYXIGx%;a6AnBw||f z%QX4YqaGK8?kl?S+twQa<{?oG1r2Y(exSh$TckAJ%j*KIPLfB5_N_wVbEufNT_|L9sz{}fB*{557|tJuS*d{pp)><+(S4a5%=OPH1U znTYs9hCK*&Vf8H(J%DH{%I?Awv!K33OdEdT{bNkCakKI9@o%2_w+ebq3#UzsI7Mq% zN_~nATk9r&@%@kQe|-Pr`=6n<{~=Dn`|`P5Iu~hY;_5+Zgx>r|4Bk}UY$;y!QPwCZ z5iwB^Ru#d4h30wxM;xZ=fy;-r_V^#d{Mbu<3d0sCM~vrxhI;-l?i5;?*vlYYqPP2q zsBiY3P_FdUZR!i1SaU_60eEc~!jXnR`sZTKrI0f$4@w>cV^eMK>w_DHe zKj#Y~UyMAbQpRXJrr!L=`!D3WjWGV*-Mhjc|M)_fH}AY~)m7JqS6+ET=_1;aESoPg=?x)AF3#}vi6lV7c`(*mjPIjM&F_@hu#-opG!xThb9&rf9 z6@O4!y3r&(3d-8?%oM!|l`&g=4NdNx*?scQjuS-KUlo_@}s0{8Nx``1vdD@qo{8ERIF~G!*!+{tc&&|9k(O zM?U^C4{$~r3j4o)_($e_`O?2C`F~cPMXgRbE2b>dLL*M07Fe-`6~!@`m1a?+Eoa4) zWm;&&DbxZhwy>f&CbQBkYP997n6gX@jW~r`V8s?z6vt#%nnjJaoE1}+X`vCPPz$Ws z!ir)^(tnBgr;xq5&Rfo1+Ipg$CyiU!hcyCczc{~>ZEM!ep5EjWM%PzcQ@XmgsXhhm zK4C4MOh4M^tKBEN%b)8@(9V;kHKdOT=uOz2f4k=%@e9K%W+tE5>XX9S5WNc062GYO zN1@n8PV4>q_}hGFT9hz7fjevvt?vgRQ?l z|NZ?t|HU`s>yNL$O}hUOeG1xr!ud=5XtzyM{}d5tApW2a{7?WlDAKAMA^x1B&P9je z5{5IxaCP*tKwXM5rV(xU5WlGMN1-@J(VzG4J|io)353eOI_?`Ay;0TW<}IJn~3*`|Y>G=bwL`d~)pjY+qQvetmf8p$Egt zl`F%F6)VDh_ud!YeDe*+<_Dy~)Ey%I1O4IMcis*6-+w>k={JRyH{To{e&o^c{(J8O z?@@o`ti(Ep4jl}A{e9t;mtG0?tXd`XD{fv9o_z92*c99tzC8G)w6Fgi4qtxxC1eUc zu%-R`aMxXT3jG~-+!3Dn-S1(qy(fJ6MWl~^5a~B<+!&sI`nTbhmA8cD%a@1W+;dO( z^Gh#cAwx!oB9;=qdo6dwbw-Kf%n-H2B9{e+JQ@$E`;F_CNn0z z>P(r{cX#&uW+v)@{vMPw-|85hw8i$M474ShB7HYxvr^{$`}jBc{JS0B z)GsF&eze6u1$=teOa9{g&-XvR|G^wEeTrdx{%xfFpWqZ`_o)y~C+T(Vh!HZ(;#t({ zS(c_PWuZ}(!&EAfl*))Kk6{)^lvu%z?K=cVxNyOOFulDU_8!_0P7i0CaeDa0Rab@A zUwlgFznyIU;ZT0?*-2B%h_8(R}M*Y4eDPl?L}Iqz5i_7IUXDv8%u;f{yIJlJpX<^c{0Ao@nIy+VIy!3qunRs ziXw;c^Owkw%$B9Ef4=^SywTVHcptnk-WMNS{yJ3mKm7ynPm%0CnS{EKg-4-#l8x68 zYo{!$oiZe1xfWKGCOLYA9}JME8WKsVasye46x5Zt_uf^4H;fxM9(N~KhL@mU@Wd03 zhl?({D17T%-wv~IZ=^r&osm^|k*M zE(5;s*4uB%A9Co>mtphfEn)ur`Qdxt|6aKC(#yhg&pj6&eDJ|AckbNq?QefO{N$%U zO;`dkjSoIp16va#!`QK71>5-JAO8p(;t}8plfqcYOO`BM5)K|bD8Jy#FFp^CKK_{8 z`=ngu)?023zkTL+VFmOxzWbf;BLDm0vBw?{UwrX}&>w`71ON81W5)?L@x&8Pgx~++ z58)TT_=VWGpq-1gYu8~s4#W|vJ${ONkYw=jr~i_@dp}dT4&{fC8Hzpx<57=-7(=Db zgqGPiVRB5h9Vq8OwiEq7^#bpp4=3UjH{EoL?2%hw8+G!Tu=@nt_-dyq`oR{=AoGbG zF^7anBsnr^DzORGy%7Biw9_8#LJ|9DkG7!Hr#A5l+I~{~4ey`h=;JS#Ruj&@_VaEA zPI0;3OUK#u{*H&krcK-H{{1Uv30WET+^Tb>vShVWqxk2E=KR*0$ zbGZKc#ewH9u9w6sT3e~#j<~F$l##}G3P*sR`T0W{)r(Id+T$Ix*4R!9Z0xfR@4mF~ zZkp8BKD~d8gO9(@zaxBqix)40J&?^JpRb4f#rHqH|MC5g%O8f?`F~(wA8?8&%05C+ zl5(d+iX5S)78#|%5*DV4MvyYfky3F=q(~y(_t|IAn>YjZ9cDt;;EwR|o;_jTzRyA* z^deq={dLIkuMU6z4}Twi``c&2op;_Tv@@X7y7q&$p%1o_2KxJfFMI$Uh|9w`;0yP_ zjuNqi&!8u9+ikZACU6Dti*2wgwRi7;)Oqp67sF+jUK;-G-~KJU23-y6RBYO`N$fEF z?|=Vy{2h0OEnB-mzZdia;djunIP=UOK(FF-VBuYYJ*;_uP59Z*eipt5OyUo~8+Pp2 zA^H&8w{I6aP~Z9Pcf(cC1zEQa*u#O(!@9L=p~o>NoCVzr((~_T`&+uVh_1%Jqu-l> zactSVS;odj%EsNoG;l_cGKvUstp0&apMv{#!6*!aurzqQ*>ojtk?8Q<$NSK<;llNl zWws_tNX!%Y8w96V8TYQ#rvOd?eTo8uh`51Z6NW*k{ii~PY_^;%|1Mw)R$;C z-HV8Em~E(;nGQv6OUnB%##H=|`}k)Vn9VbcQJiO{qoZ?Z_|Lz#d4)a&&#e!1JOmy` zeG2`Kl^-1c_urfNLdH|bFJeEUW0Cku{rQjgZ+v<9kN=ZT{w~aDpCS4bCIcBWW?VQO z`-6AhSyOZU@%P_2@Bdi#AO8OR{a3ANzW(_7+eG`14?o-#7A{<@SVF`dN*Dy?rjlIG7(@&F4z>`JKpQ!x(Mo@W#4ECVt*dn2e>Pq|{yzWW_qTZQje=A7 z`77>Qj#K{R`#<0R`TkGmK;kJwVE^0KpXpO1S#^pO!s;xhrDd8@UX>6$t6Vc$v?Ve8 zSL9Sz(6TZGQ}hSX53J$GS6l&GPD{cYZ@yWoykqB%aL;e<4uAJ|e!2ssXn-^xznicN6>n`cb8t;Km3HqP-pa19o z4EG}30c_!|x84eK&zT#>Lr0G|27O7`zuw;7aOIU(hVkRahsU5pLA>MXr=JdIpM7>{ zgFUI9T|ME8NPiIF&Yio&&J^`FXh&)Qc*G-*JRHX1Ug(uS`+4Zy-5ba2a3KAQFT5aa zpF8i|@b)`zTen9Di?Ng#{ws1guCV)LI0e=Ll^Ie-$T;sD>D}iZ=tRiemOHAEF5(mN z?IWJgeakCsN5M8Kaf;z$v!Z{reZ*0vy6{ z3G#~q)5Q9Dg87g4k1=kL@qg>>_ihH@J0JKlHS>acOcR>dh~eJb!S zfB%j1{^eaB<^IFpzrX)R;eS5=xnICz7{gaMfB5&`AJ%`kB`l=fC+zd+pJE>D5?nTM zQn&(kg|C1u;>#JrCcqVwrsxA(G?zow^OQjrl9w0cO;**aD$FvnMp9HGhoKnq>Arp8 zx#yo3oM1QbfV}_Bn>L4=SKcf*1$8Ni3kX&KdrJHEeVY3C95$OaZrmgo!vza25Z~J$ zfBdn~p8caAiavx8$Np)v=>=c|U;Dql2K!FG3~Sb{l{ED+=FUAQ{PnMY)v=BAw6(Ns z*)p*QwP@j@@bSl=05`ck%mN0o;KBv)o3TIrEsRh<PY z=xl_;Wrdh`{`#)iqN06^7hZU=_*2t(m70%B^8$HR1Qh;cQ_{4<<_`uRM+iXZKb zwEILkK>fad@(0B_75^;B8D!l&vHYjm`tRA*7q)NT9lE=B;pqw8TYJJ*hFd<8IMb5P zJUm;CPH3zw*4?7%Es3@#Y{~N&-?|Grf3Y6ZQjWf?-8%N)h4b6*fB!;gYlDx9k)y-t zQKPZGUWD~{tzc}@_X+Hu<9M=v|BfAd!meb?s=)ZZ>iXMk^I!HLV!JZ(73V+Bf4Qca zO=HZ5wBPmh2Xn*M-!vai!1-q=@ZT=jyI-_$spv+G9!WpiQ^Rf0OH^Oj8j8Pc__bEQ z*)cDs?}9A@^P7EF%7ZU$#^DFq%C#1R8(5&ddQ9^#}g=;(9X`%mNH;~(cn^US~7 z;cxX?_#_z>?SU;>vJ5sT=%0dX7T2odlfMiF{?lydKijW<(FR) zpV~%!2zH(Z-~)Ry%Fcp)Ci<12{U!RKn1BBK@XD*NS_et*;EgxlgrAH5H(Y$l#e$Li z?wM!8fBeV)hOdjChPANORQZoM3H!e6vddum^rNr@`XAFEPr2rrt6|qkeM-pRga7F3 zf;OKhZ=p|$o{v5Xmt1-Yd~8n*cinw=Wz%94iaI6V_{M(M?%fOh4TO8}Ae1=MyFZPO<}2NR(x8siMIE8HwA9nGJ*dyJjT^Uyn^(X; z1!SSTw>{-_wfkf^1!dzR2afnbArp?i6B3?5nXzIIlog9!1nMNbBGPHQ@S9DUvgB!; z`AnPa-TPM=ypMl#&OgH`X!D8RkDhvbcI)6eFHjpFNf#xyzs(H5`Q74Uwoc<*@Lvuy{LIwhw)cx(7hyi&s!U)BlMO| z?P{MVqW?!9eG-1NPlry$Sm;hp#QJ<$c;O`WFXL$aorK^2`s?q)_tqAy)9?d@Z%Ni@ z`-Z;4`rAD7Kki8)ud)4y|9D zc6eac?9jn*4jzOOXL|M=Etj~JX`K$#k-DfO^p;Mvv%>1smd35^)s?i~zmGrXO_R>Q zRWoLV>!(c%qktb$MzZ9_12Xj^{MN_0yqug6XQTj{Db<3%|&fo5T%a-o&%WHoL?BGA(lj6+q z%rn0Y^Uj+G+5dFl3U7u3$=@{oGUz9K`Q;bzMKKjJj?=>9k3SCo&KtrvzxAzf$t9PD zH!JK(@wdGB*4yFV|NY+t$9V0v*TPdzJ{|t$|N9rg9lE+Y^FLPNt5)3u8&7TFeBd5E zJ-foMe)TKh4%5P-MT@F@UlXUe?z&%xDZnLu{p(+Yz9*aq8&vJU*6+LTKD1Z<{p&l| zhhO~s7vW#O{;#kn^;A{gnlboj7Vk!Bh*Ny|<)N_uz!$(wzQpqduoTAa`5a};|6KDv zNB;gVL8Ez}Gac(`ok*MK$9PXqulU!XuQmE!n|#LA;-7*(oDGv8W+1qO;0lUIh|g={ z5~4GKJi#W2T>y6wOapP2Ngd5sU5OY^`P!b=An1tdH#1#a4kZ=}c=gbE#L0o|{WQ40@-fEF4 zqdZ{_k=F8APukJ8JCN2o%-1}Iiiv32`}gs0#`(8u=IpQ#I0fyo5vN$O;%3OYKdPJj z#rHoaZ~wC&=iBb??IKg04q4ubIRBjN^T(0Se-p+}3=?n$oG>At`A)+5?^OK$)6X~^ z{smTr&v3V!d#Iz4fBN@V`}_Oii$mcMDXhInRVqXxrmO#) z5@DjtB9+~y^yko{*tl^c@Pcb#XK9T1mw5HnzX;ZF?m6d*--ox~c_(~9oFaBZzv5qh zc~E?2&w)Mb$KgYwv$HdN^PB$_E``7Bx88iK>Icvt1$|e~pFbbIv|kr}jeq{^4$q2*c(%) z;_=6y2zy|EuK0eH2Uyy|qy7Fr|KcF{9r=Ut81jh7XHEkDX_o%EANmNGFxRsQ6DGhf zA?$hKz0&3_eO($JrG7D^zf8f7_5JgVG@>=;GoC%U&&xbc+*$ou>lsV>i}k$!`iwty zESE38DSY-Ba0;xu{{0nu3^_0Sjr~WneE-6qYwW-L_xt+e>u+=KKX&cfEqm;{MkwU~>E!ZyVWwDA1N%mctU)h7D zHO&9dYZ{g2rN4WS{%O1E9q2g_qZmJaLioWCeh?mh=poFX&%*l7PUte6FIdFuz!mmq zww4YbJ{b0Wwh#IX)54i&o+-AIHgDb>zV)qdh6^veFp!@A^8R0cQI zx8lw4TlnGr*MI%ja250#h#OS?yX)?|#BLMmKY|^n>)~&r4fFd~*Ifts!hRvQUrT)o z{)V=;Y48ueSm^1mg1E&!_pB=YC9Jsa!*ybBin=4e`|UH*R^@-zw&hz|!~B2zP5>AC z!BYnY_Tl*~KKnzzr1wjH|6b-Zj!@!Cw-ABP>rp7_o03-$W`g%9inp8*f)H-3_M#fj%X&C-7# z`0_^|eH;uzil|3{23k&tnHG+*OOP|h@IZjgE!2kj!GN1NAM zT-#zF+P390WLx#`|GMiIhAS@nG4v@$3-0oRADji9%3qzd{`osk_U~W0^0x5ob1#Oz zzE5S{J=*oRS>``~r|o6({fGa4?8BV@`ugMRZ`1BSw&ITO(i@k-?o(?RgL?~w-KVl# zoO%z2CzSAqXp@Jsq&DlBAO)zK(u3fw~Tyni46W}AP+3#m^*oT3Hy zewHu4Ic(j!!_QxJl0Tiy{a=6oKG>7*5nqotE?d!X=Px_|{QB36!qr#*5_ayV;y&C6 z*nyc5uDbeK+_|>%*rPli}GvJ{vyEd{=(~J%OFOc8M(t>MgwT z$}3^#&RrtwICtK;n1g@PzccoK2nrZ4gXSOq;qSxGe)hBQ-|xL2{`iMy!*{;>9qHqP z58f~Re#-qLfG4mYh>A$FYT&w{u_{*UR)F1tL;fZr_o0pGow_ByVF zU5$z1cG!5}zv7pN@ZS3$gbNp3B;-jhT zM^Ahn!G{z5#Hf!w`f;Mql;{VS{+;N1FZ%XWUr*}qN&V5WtVnO@+8S;WKiYan*Ki8; zM@-vGidBeRrupVeqQDoDp9%AWZF&%(6`hErL!tOa(hrE(hT#}On`07E&-?fBZ_fGG zb}snU?8}9x@SdIe(cY#$SL^uwn~%!mYf1PA{Q=XT0(r}cWeAcgLUN`Xl%}Pi5^_wI8X5_Q3rWx;C-<{g*WF62-o6?T9CHYc@^a<$y z{SVfMC!c&Kj2p+hN-g1+zq}5*knhFchQCjK3;(tg)4%oF{;T8R>yNL$O|t*sI=yhw61kINIK@3PR3@JA1+nd9z9dvnLUbYo zUjU9korr{2pzbWzXTISMrZ2%VKCNa~01{HJ;&k{<8DW+O=KbwZFU- z&N}OdGH2({Ux2&be+?ggxJl1o4RrqE`I)}ZckP6n0zRYld;03~PyhaEe}8>_^iM%i zbtbH?9W4v5nab$2FwclB=2@wQthZF2BC*{po$6IYsz@}0xWS*`Gy7claQKJ+`|rc_ z_UZ6_{YvJ8;;`5(x(c?D#*7{l?!W*3@ad39_U(hei)X_B_#gjAShj3g*tl_{_~xem&*`U~9^QQ0>_lm`gYbRv z>+7!%qeqPb&Tu<$x4v-Sz4wOGPCG4}J@;(bHTw*N#gC)@$605c6=?Tt_3G8(lTSVo zeLvQ};fBR{e|UlNPwTt^-HzGV&$Ywu_^YoJKEERof}RG(G%Y?Lj&543-JTA#I>saEyV_1s`s_-z#=NAP=2<#xJ6O3g|EZODJ#z z;0%I2sGfxCQz%}c7(>J^h%XR>um{*fp*Mki!z~QQAU1(Ku>)lohuMAd{(bxtcGX<- zPxL9~TqgG+6sLGNY}&Z3?%%)g7VrecJdKys3Qr9G@&3t+8)N*pKxY5^b1#MQ6UK{v z-l7|p$Qj^B>yN+x#(Dq8vj6b+@9)1+_@B>zoy$ja{_yX=UvT>ypc5%}pK^VQggX#x z0Ind|gW?OSPhobQSRUiR7dlwa9_m=cGLf+xZech^#4-%?$gzt8_wfFG{F`(B75WtL zxrVzpOO`ALPSG9ZF2^r_asKD~pL*|qw(r~>)&Q$Gd+uCWQ!csqlCXB&M#%C%jxt1! zIqx5;EV17G`}&XZ{fhF}q5A#z!~R2+e~LmxUWm3cIe1>2;wfTPvJ8o8n*V1drIh7c zXe||?mgMCr9wP@Kv;WJhuZDThd!Sz21@Qmy?mO>7&fbrXRX$Hr>NMPT`)%+EF*#gx z(M4g;?%wow^}r6(Ew|hfzW@Ce=)W$79{i`k4)(z}_0Pf-U=NFzEC~m{{8Iibw$-`5 z6FOT9!`Hs{weZaEei!$3OXT_|`YS8J>RXY4I_^3Z!4VZe6(Gg85glJR3jg(uZ-~yt+O=z9nGTTrcK#vhpXM`ZF$;}^FbHiUhi`G_zugI@5{YK#93F)Pt3=Y%Z!-c1$~O;NuL6CpU%7rIK{1^3nBOd zumZKsq}W5dUu>YzKe$G6t)!1C z^-nQf{8I?N0K7r(t}FIH3_|>6N1Q>^D2wR=i%>lX)-_Cn7({_t6c~q=M=XN)M)YUl z{bP)L{F{3I-GlGydg@c)97f-9i z7hf9I0jJmroT5_x=kw3!U#9xC!!chjT|X$ zMCFbxx2kR64fgNLg9pQ&J$u6Cu#xoL?|v6{l4gX5;E$rKt1EPOcZaRr+hEI&PdDrs z4TKk8coBX?FB96^Z@)df{@NSiZRkEwzhd0DvErNJ8TfZNbO?UcU<>NG=bjh+2)5hN z(SdJoO?VT!3)G=#Z*LDXpp(Zu`h@F}6;ZNMpL_sM)8i`^&aswR7Gb^87d&rBit4X_I3C&n{!o>JI>N<8N{_)qHB>`Qt7 z!*=|MQ#?Z8#LMf>#&N6EKO{i=Xdq4dYIKbPX<@?_c|M-vp z5B#=F0UuuymM&ciy@(sbjq)rFH!iy|y!P5_Vf}|6iqDER?89bbFLcF^e;ls->6KwF z^pj}w>F&Gl4x2Y`l0T2Om39Lgxap>w!ffo>=D?ojHP>D%{;E$u7|#3H{id!u<;ba6Hh!D&O7hCFd4t|O0;{;HP?o@=gbYW zfR|heKN;J%Zx4qKs!b>xqhhqI=OPrEf-n{wmiZxepA3`W-d)y3J>$yyNLgacrw)bq zs6Z&X7LwLFY5w7kwCGx(Ouow~i|p!D{}lAM!*y8gKB+#1+IfOrLj?{Y@^NAb%tu(* zhAQIbS3xm~=wra-=L`*th;0{bL`;J;rlaBgCu}0=pZNGU^!yXMPqWmIHowh;Q`om% zr|+Nlg3^9lcmvm~C`&sD{KxxmobgZk6u>E{Tgf}3^cA7|z}oANzyHR0|9sC!yZ`X_ z@9*E&AKR-l^!2yd_8*E9M4yy+`lSvD{QS{;cM=Zz3Uofpko_~eiC+JfUr+|NoPTcL3yIggUzxe*g z_doUC{}8A6fH(#8DX7vam9p zXsZjVa}se80a4~fp~$ybWg|%Mf$qQ)Pd*VQPM8?}^FRLs&o?yu#(yHz=NriT26PS17%dMofgOAw_{q4j<6sZ!C-7hKaSsjsm(kBBKs}LKLuowCgUML$#ue+7Tkd}alPdJzK60!si(3=$_+~MFtw>| z)9%wv&@17+?UvS-Fy)M^Oa3WT_W^g%BPLPkLPSgg@^bY#L3|;hzG2c^55QBImEMts@JZ0$76HV~_XxQ<@k8Z8)jCTyYHI z3(@a&Mn~MjFbrucD@%9e*$(lFIrP(wzL>VQCGP#p80TZ>tM9EExL!YuKN^>$(4|@=sAI#IBJp zWeuX^kVM`Yu|~5D5?NA0{uia=G2e>w_DXqK|I{_0&uQ93>gnmhT<;M(NsRaGf)93t zyLRo8vQPJYD)yGBZ*XA${_yc0*h=gD2r~7aum?I3`#z~9?_AqvKYQU5oVKClpAl=-^uHEnNulF^ z)#GnCg~$wre-wPBSME5+`_7TS*jiWkrXb%@d_r&w(9y2F$cxaP@kQR<>e|q){wZ4Y zzQ82$PjL&dgoqgsKQJr-;Y`tS$gl*KMLa>|#>6usz0?DJk|#6YV zA21yZ!7RLgAOAR?IIo&z{;7WowfjW>6sAv6@9+Pk-slTXbX1j36#PW-iCoU?{b%=G z>%e~-Y5cdEA8oPw)EX9M`V@n$KaKSJk7fP!-|zfK_hq`L<9FixSI6LF?0^0H^Y8Ce ze}Cei0yYwPCuQ_V;QO$LzY6#4)DK0W$3X00wdgoxSVD#;2yVeU{t;UsKG6|%BFxW% zVj7A|(D(KOz$OI85F1d$Dp;SGN5m|MUr2k}uJ^BaP{MM2{MBbW#-S1CAMHNTKgB5e zr@;5QRO~*%KLz*xzW>+zYjG@m|BE@1!fP@<;{Df$|2ES2SNW%i`V=;2H7u_`jr9A=zf;%kzqS7Q z@7MXjv8z1iI{zv5ejJ|@vH$b==kw3_mVbZv-cG^(hqe)^dr149W2lEnyH7KK3*`6r zi8*9=0d*fJD;HcLVH1iaQWS# zi1)8!VPk9KA!Ew-BlwVyKgYwyNax$|pMUB{TX72YPw`;bl;IS@8)QvAzVF}o0o%*( z^5*%4m zq2Lp$TcMakqyfgTI${r`qfUk55>a=8d9l2VeH1uHo?mKP{+3AR{X~m>{%gnfJ+S-K8U0fLr?^P{Xz$ud8#B7cG5MdRIiG$1 z=leg~|EWGjA+N5D4!{;rMv_IVP=mb8;ua?2sz^?e$BoeYKb7N8`&a$_`y<{-{!zv} z)#n8A%$Ae!o)nV4sAF@FJW1`(7iazru=`{<1%2))PO(ya6q{VUeSyltO&&~pOoA`q zzIzF0h!}?E6?zgTS0^^1{wE5&f_9&*-1I6K(nq)VA2Ayr|1?K9Cz@gYwVk^%Oq#7Y zMGMZZ$?jA9hKW1Y?LCZ~BV+4}bsu{)=_T&WXPM`1;#C`wzn@c>YqHVp_Nd_GVP}OPvXo zg_}G$`J8~hLyjj{Ttn6=V;jUK)c-`5AN2wR_ek`>Gk`&O|BA=>_&4wTBTjLB8~jsX zKPz^hpii*@cRT(3<>$|#dj8%HKiX^7s(%X3S<|Q30i2>z{^$E|-+$NIfA{s#?vr8z zwGjft3K&KT33BQ@Kcma59z{I0j7W-0{k)&NB+vK$D@W}phCUxHiLe`BmQhxwCj9bM&1@8*bm-Zy+Q_ML3 z){6V-l$S?5fwp*vEg+Qp{It&`_yf|JogTp$l0B#lvoIQlQdhAKqbJ6}b`+zCeM&pt zzu-9>Hy{6opMUN1R)&eQFIBrw_%1s-qCN$`+d6*#voPz7gBG}xf45oycSFAt&{u}50AItv3-@m_qUw`7B+}Gcx+<%CF3Sjy? ze~pGb^oF+S;a~zq-6ubPsf<*cI#~nWaP(1v2tH@4px>9hYo$EGprV$Dh+jBkTvFar73G9ZIn6Mw@I8r^eI|fM7E^*6t|}P>s2}w zQD;K(fggyjMZ_N3Bkmyj5P~;EY=L!%H3&9=kopo?J1T##wksw1Y)77`!;#e^PU8Io z1M=~g`PxYHkAAc#Mtusk`}A-q`KKT*S%>eRyhI-G3e%q`$(61A1o0p5zj4NY%a)Hs zpMp3=3+!y)aKqw=Q{Xoavi|t{Z=CmkEc*|C|Nj1c{lOgY^|xvFAEHlzwUYZh)u)&a zKiUyjNOqRyROwEvCayqT3(AZ^*CCiij0@h7wLwh7WXr%D5;kG&1A8$23DvF8c8a+7 zpO2Z~IX?akKmP=$fZeCjts}9gE$lu~e&Xk^FimV1t( zPq7v_#jcO5rKtMs3Vpa61gc0k- z!dPfY3lkk{q)a9D{^Ow44ywkhL}p`YVJx(yg&1@5PtlY4lOPt+(-UQhz#9x_Nb_92 z4U`*Rn&gY|I~4oQ#4rjyC(0!^bONVXaf{sL;eCP0XZ%9_Xaf&09}Tx!k%iIPl7*`@C(H-td94e;XKr#@bOnYo6;O>%=t&0VuI;Y;JfU2 z0QwXgx9M5Fj^97`+KOK)zM1#~F_4qMf4u+38UHQtPw~PF@J~UzPnff1yH8wqs@ETX z|Bdth$uEv}|Kac7-@mUvyg%gYubyS%`J{>VADvxWME8(u<`~$)7eCs-DQKrD$;N>( z(9eWm35*-QkcDE`DPk4{zF>F*F^jS-D7HncqrfjnTVNaBzmI>KXH7c)=qF|&{ZovD z-KUn8u#|qZVJo{{@)zI#`2MHf`=8v8HrEuj`?MkK-1$kB{Lkl~&%avpk2u9a)2A>w zcBTA3$*hf_KpB{GIHRvYnkrS5Rb*5orJm%~D9E$C|6(+XSQ_>esVb|;s7R*qKXmZ0 z=u@aIIebTgL1>up3d$FmZ|9qs7CC{H8CJox=s9J!p?E(Uq_vUq7v>7*^Io9kbA|33ar zF#m{COqzYU+I@oE;`=)u3gSoG@Jjo}kMsM_aZb_MBF`{hB68)(XN;G4|B4s;_*bnz z-SAJ5;}i>F%c6^RpN_Ep`25rFOUEJJKk)BQ=GMvB|M>j#`B%&V|Ncb&=KSZR@}I&# zMXT6-S~Rsy^eNPrgklFZ<;B1mI-(zEv+rjjEe=QpCKMgzmmkjJZpx8pxe<;rE z@xGDhO=!F*i##s!Ir6(+$T4}(F|C1&GhgZxr`Q%&+_X~e3XH&A9@>4Hah~E7YEMXU z1oeNdn1$#&2p&=*sSDY&)B#<>M=JWz@<>-v=KaTa z1{R{u#-h&U%J$%o9WB=jr z-`~HlKfeAp^ZtWa{=$We1J7S-_o*%L9=FAB;m2SL9qe!Rw}FLMVi+>DoVV68DkwA9qv4y zy#N`w+GU&{#Irbm$VY^?(AJsA2B{;Ce5OSPfHMy1BJRL=ugNk+2B~X_$skjkYy+}M z@lUa0rQoh3U{ieZ>1y{W*O?HzPSJPsj0^5k-3g{6_8|C!rGX#JjCP<{&bVL*f-4vX z0UZp=(+!)DI+U|BpY6hbMRsT2`^T90_(wk+%`yMl&b=A>6vQc@Zw#zL>^^PYuKb{m z-@ovM$UB7B#64!RF?WLbkN02j?%_WE)Temv`Io|k@#Ex7w`kE);1ruNXYm{3Q@Q^5 z`){20&v$vW`wxHr{{C(6I^6l6&wu~^kA?q<-6#6d#$HcwiZG$iS05Cy4Z|j4nb?JjI76~ACAfw6@8i!oKn$z7=AY?P zj2byYaKt4`mcv$dcirSKzW?$4Prdg)JK>*#`V?oMeGcS$E#Z=jFAeLcPXV05&tE)? zMj5Kz&2;%kJfFvL!8xw4Z(rbj`9g+mapXuern7j8#-dExeZ(lqQ{ASRMgrj zs>$lggXEArRVgK^D^wLrMXjBpnyjuoNDj$Ul~SU*LRGO;)Y>Vk$?D33v?{?+Rg*_vn7ONDKd=4VZ{!5aT8dAF0DK$RK;{n~b6P(WZ~67Vxww z(5GlW4}P?XBN+A|_yKVRVhP1V9ShTaP;A0{Ix}DGIwgPEyw{HU?XgYs{cP=#PW)R) z`w_?R{v#F?$HT|JY3ASbbKysO&ZQ#nrBC9H`(gKKBXJ7-p6m7f=j|n4Ve5GG10}i@ zf@>E1#``B8T#U!D^4~@p|8Dxx7XK6zus?1MwEMK4cAq$B2U&j_>G#WTJj(Uge}BQx zod3kVn)6@TtIAy**~9AIweaC!@^I(B#y@=hiEGR-B{Yy-bJ-6+WQx5C}KE<5Bd0GUc~vR zcv$1jKjIYEPiqUKcwelg!jHD^|I>NY*Po%Y{_NPXC#;1ZZQ6aJTu=RIZxXvtmGVE^ zKXC8u`)}WW>wFjp{eAGGefW?FszrvK3#g;`TJlSx>^vu{5VP}AR@3w#h1M>L%YL7& zm2$3_Ka6G97qBl%^ToF7S?m<8I|&;>u*wENTw`!diw zo&rDG)05pN$j6Br7`7mK5~}YY`B84(zM#M>nBOk>s&A2F8zsF8Viu-rA=m_U22}qd zVH;@I`}gs0#`#D86cgt}{}lK(JH$W5w)pLrzwMsm`2LMAsLqz^Vk!T?nvHg~JocA( zk@s&rl%bEmu0PbLcpmx``(EIgl%~LI)*;}Iu1=Z|3sgn zZE6^0{wc)nlij^>{_E$Tp?Ch9gt@;!Ri-_{Sp|Jkx-*D>IU+=$q z|3iB|Nu8o3#HXCRkd;$DE-A}WfqD9WknB|cw<4wbOjKof|1u<{aVbW1knDosZ^TOV znaDB@L7{>;h47Sk7SV4h$_*jEkUP#eyPBVgg5T)c$+TkJF`c!;eB)Qtr&zI^{wZi* zhW;sj9;VM*0j%NnFda|(`L{z40--#>5*Pwsm`?jlh|jpd%Bn-5MSZDjA?x6gw%Hcb zEIXgJo~(`AB<}rlTzvdx9?9Hjp83abaKbF;Q{WCyE51v`DWX0_9lw9!6Wp`#zI&8~ zsXu|pBQm}r`jVva{_Dnn8)^I%r}%RiKb|%SlS6z4zAe|`P&^|wj)A6>xm7cN{XYv!1dt+>BEHT(v4@$ZFQru%?b+{Z9~fImpt zteN3{$c{^8$g}kQdHt*%=4*Yedq2wVojE(zyEnGs{bPKxakFu~&&R)M=HK10zxL~? z(;`mM8kR0u7P>ZU_5FX;B{^RClkb1)zyIB_L;Yyat$|a>cxUoIAOHG~KgZO@+3u30 z5M{&R{7amI_vLfBbS~1)#MOh+2)+4_7`&;x*;2gdqpVR-B4VN-tSW*73(fQXk2p-# z1D6kL?eRZ^`LUP!6eio@IX>;-b)M6=gnSQKS&}2ByiE2e`q29QXj>>l8=Y8lMV|t4 zCCZj2&b}f{J9}}Me$KMcHW$yico@$fExS?kKr=0sEicivorAR1w-B^SkFvQphG|)T zbsye;8oxBg%i_E7@t671p!09qk8TL#+ZTwA6Ti#*MW153@Bx*7*5~_AdZ3ZN7|*Gc zv7RXY+j#+zpOi_aQ#(%3i_uQ5k}+Q_BB(cgj=S!hufyl2)E6^(_VgV zXPV^_&Iq@r@|hL1NLzgiL96sALmRhd`FTIuhxebxFOBhx@KwkER=mGk+v9u6#@WZ8 z^Lcp8znk&?uEzIR=u<3%4GQ?D@clp%XKp`1zj7Xd=m3tCKdFHKlzG=+il#XPYM2e{|stwrCOTKH>b;3jNusqeq9CqsN3+uO zHHMGo&5j|{jL*!{Ml;LWVJOeon)Oq=>^pDA`%mL_)Z@?b9;NR}$DZ%N$KU2=K7WVm z{NuMUZPchR65r;CmX@$Y>^=df@bgz)BrYzG!BTk_fSh0l_#W9(cW>KRpXT_9d zT4=;6)B-EEu%b97v(hYTwB@XrvP=t&IE7kZ#THf+$7EKTMUA$c6;qaJp%JH03#{0} ziegF9e~I{~;66R>+qrkAttaZ)Y23m-%r|1AG0k%U>s36x$tP}E?`Zw{?yzhba0=Re ziZ&R(GvkwK0PJsYvVn z`}q6(({CYuEA~C{TeXbGMM9&zxe*g_doUC|CDeF$PTDa@!^LX!p@x^%e*b$Y4-82 z_xM-JUYQB-O5pD9PZ2)g_fVMLNYSVqsOUMTU|LPFP)1 znNy@w%pw*R-BrbuWN^ajlFFPSonjWTu&UQ0LrDfFtS+g{DbfewW?gU!p80v7$j<%< zmB$bZ)BDaM8xR>Hu?b*epzp<*N4`De+czWrEZ7zw$yfZWvvYG;PJIgaJ>_0-)L8h8 z8b2$HnTTfso=Gu`>9Gh$Pn;bX3XP#KtFcE?3gaoNLy^rXsr$Q!@4nlH0pc* z7!x1=rk#J(r5QPTvg%U+1H7O56dSkI{reYQAp9lb>EtDL=inspAMYRhxIxChoB9+l zyc8ykn;>h6;1p)}iR)F3^~c|TXXo}k zVa=K@^`jkeinZ%Dg`K;gPf;QN^ZDoVuh#q%oWkrr6{6`v;9WCjgbcHI7PV@YrD;o9 zXjJ7el}aR~G9t@kn8mZG5nGm~EoGrmmBUmjk(A1aERSIp&!R?bS(>(#g+^5lQ>jE! zDkHKyhFLs|8nI<*+ENx8RXI$h5;-jTHUoR%pMrQoNrpvPqRA5xN*QSsvq(6p+|5Eh zXce!pI-s*U5yPM#?d3PE6g>&*L`x%j7OJD0vD^bvm)5;s2;%tw4~q?vmY{7@{1 z--PAxJ;6LptG|gzYxxq!dNGf6rn5h3k9{ES{rmXGxzddDZ|d3bPcZ}jDX`CI1%{}8 zw71p$`?vc%q63)o8r#q0dBS^)m(+*jtiH^TUDg+9e|^iM&%Ptd!gEerLdZF8o2 z{qgtTIPd>h_8&6{?FwQDwnwQIZZAY8|| zKI<$`LMulo^q^U@QRvr!evQ=8bZRTsUkBSC)@BiIlsfC!pZ8yv@qg#-HKF5yhp>0o zyMNpVz46Ao!N-62&p%>{yLNq|=P;9{9EbeH`JeB9>b?IF{}kZ)XP!=0 z9qc|qpQ2L!=kw3!U#*sJ#+2c-M)r~i@@C%(eBQ1J(1prQ{U*h0)hTrmiq2kc>) z$%IUfsCLNY9LRQ}|EDfu7)TSRxbMD)V0Vf7l#OA`6)S-mJP;-=S{o)Vd>GHVFmVwc zi>Gj1XkuCEAwBCc-@=E(B&7MUou&nvKMCbc(r#>f0oz0UMR*YR{(bz@oEw7kuW9~$ zVf1Co^iCFJzE3>)d%1U)_Jkf<|GIbJTMeFDb*@yFta^&QzyEmu+`H>z{MC=P*?npV zcinl9=*aWi)7|&S-+%qQf8CqTj{orY@9)1}_CKHhXMg_i^{?x{qvJ?u$HP0Xv?Jcx zc^Gmfq#;{ko|G}3J?$w@T9%RC;t0_W^Ey$+N7`xE@=nmTOCL(p4qETOXU3m;&(A!w zG4k$>;r{y{3_Eu;`}lJn5Ayk^7zNjC&&XeV|8xGQr}-bX`?OQ_DPT)*$r9LoB2Izz zS1JGV`RDVm*8Dqu{7c{zW!ZhLR7uL85-C!vN-57M4HmF45g9?sC`U@gDUl*&;uw85-Cz9u8}fI>(|0WY6K~xh!Dp* zc0ALkfDBROJPCuaG}f5el;?Ld(LwGN??cmu3-Jt=*`6d}yaTXXaEb?or=s78G1FFu zruh#6LwE$3L3|cI0^ERc;s~0jX~Y*tno|Cwp(*A!Ekqpkn$U*TWjG1>8ZuwoO>Lsw z`_IP9$A8Gpzwz@P45KfPI0Z1o-#q!duy-%@DRdp{esKQlzbowv*`AW~;4Dx3ipd}| z+Vk9hynox5voRf{jE(Wkg4(ErhyzCZr{>*xKS3;*Ho-`{`LH*Jva ze?I^18}`G`AHM#5{ny+2Z)xca>o-0xXX*y{U3}nypUZtf{XgT~AG?F^{CD-4#`pi? z4yvEO{QP;A=Wk+xn?;{ucHsVVHS{UA(vLQF|1-2_^12fpW*`8d?H^p<_guP5S)Q}4-r3*bi@xVZ&FN~?gKFk z)0>bymM<I}-hYTwtl#j0*iz=1nmEO7;uJN`-#-6* z{`K_yk&a>yJ3aX80PKb>(c4=@F+8{}iz8S1JFi$N%5w|M{=~0;kC2 z)G3-GC7E`fo5xE;lF-sK(-gHTsU=;ba-NmPi)#*${u+M~L+3w~=j)~OpMQUQ{`=e9+z~cLeF~nb6HbwM_u~BR z%O+{`>r|HUD!z z+POSCkDDaBR-Trb59W*_MN`C@iD7s7EVeQWwMsb^n~}i#*Rjb)C`D5wA27tb%O{zY zX{h=XUq_jw$|7wpsf-Lhuti1*T*72PxR1rXNA?}zX%V+FqqY3RFCCA5v>ynKxc6}Z z?rx8nwnqF@Q0Kw!sS`6$9D=xlVhc@zQvjDB20_wqr+}Ulcn$SWQRq|j)cRNK!M@eRId#8L8*}7o zdUyZv{uN)={e5tc|Neakfm6H@F1~n_=;w((#m<&Ehw#7E`2P6&ub=mSF8qhTe}DhU zeyQBE@$V1UgnxfcPu%$r&WGMQ|M~vg^ZW0(jUE%Yh&IsfDQUpi0O z9`Ea~=ht7C&9fgM|EkCF@8~!bwosp97W65IQ(UtQ`V_mxkG7rXef|})4d*|r&8mPDJd%+5w%|j$(Q-@Cfm#o#Pj(mmz(l zjf8i2|4D9d^83m$_wg^Vjln$sl0F5`I`E?{cAuIHKiWOD{>A?U_ZQn^WWT7`XRNFj z_8;#b@|Zdq|9$%ogqOvSHgO90r?~6KVaG1|r--u0cy7qQKmPvf=lyd}I$Qq3-@m{A zdfESc{`>m({qO9~pY^!^C;t?<_tzkHpNLaLyHD{ODfZ0B57GZyo$!CY|M~vs`(OX> zf5|_^tXZ=EC{6)C+O+%R`;VMaeE(JXZ+G7xvHN6#=_I#Kksm1auaN)ewYq7lGTYJ` z=D)jdtmw6f<Qhvn--_>#zyJDq|9sD9%YXR$_xE2f`=8H$U;n=U75t*C zhsZy2pJ!U1`u_eaPNDh~=0|%M^(ltP|8MV@q3Hn)rT6duKiByWlRr8C*Yo_J;uNY+ z!TpE+DYlv)ZP|nBd;j(IcmC^7{ZpJy@@qy4sdpBOg6twk2vfaWvMupQuLMX`VIfwP zWft!~EUIV3RZ-25-&vV-P&81{2?$HH6~!@GRL_X3qM9MUv$Db7KkYspJNC8g_2zRz z)*kL(6yJT?d7^xadk(${ypxge3gjP9*_Y{1*mr|6PR-Nr$Zp^i_lX~E)loH^Lj7UW z_L5>1VwY*5`jyao>WVKUKNIE$Tks3&Ktzlq=}?%y1j`^}j@X9b7&#unxc9Gecpv|v zIseAbeJG5+{94$T%>8J$_W1hOZ+fL18EMg>;NBAV5%M>^u>W}fdUh|L;|AyW@7sSs z{8Nk?H4-{N4T4kb+@Ux{ci$g>|Mm0!&xQZ+_wVnYbD$pfKcD|Pm-USC!_FVR{(b$| z+xl;5X%8FLZ_+zP(1lk26s8MZK7afC_xWFM^WXP>uJQi+{0seti6g()<&Bipk5wAF=9F{66g6WBL>( z*E#?7FMEvO50S4b?K#|6?CG8T$NSek+3pk<<89+^;lLmN7U)yFLVXJQr+~c!^P_#H z?~lL#`g#8%Yd%ZsmgW^Ox^`^|${u(?7+==YIX^^sV=gmd{x0ZK z+?(_%VE5^Y)xar!F0yg4%LJ@IZ8Iru&?MM_$;>k>A>s~#D+m^$x)-c#mk~sc>ln6eEf&x{3A|r$>mF7U$PN874W0|#P7o1y={U)_T>8Kce>ag zAPXUXNtp=pWv}Sv{m1*SpYa#FPxMbQlKv@FpJE5>J{9w;jG0@$g);Aa{`vaz{m1uT z|Ni**m-nlj|LE28pYvZm&wsTv(~tHhxno4${r(4ju70#_Pm{3d*ZCiwIpVp)`9J6X zoc}v7{;$1_ezbRn+3=&y{pV`fecBf7K2^&9eE%=@VLyKs@}J|!z6#${5M7d3XR_=l zv`(_?6p2!7Gl-PeucV2j6$0|C6Kjj1RgPgfD2h{?MxPZGSw^K{Wq!@HWyY`^WSzvO zhrs{;J^sgIz$uD5RQ4T5X!>OMt|$Hmm_>@q_de1`+bxL)5NtzbkdlY;UAy*0yH8P{ zV(RKJalu0oTL5-o`VSFPNcNl({!oJ^(LM@Xf|x^Y14=On(Gd{;*|996p^YiUHfpq; z>0xwBQo;!T~tK8N1za(=l&a(CY{ZD?h8ybOCG)B8m=105!|NpcP`urb~^WWe950}67 z2LGGAtddSjs*1CWT7MH7F$xPS+hw{aD`J&&Qc_i%Wem~&IX{jQr!Y(+$_mZTt;i55 zON{x{p|CQ!Yb|LzGuS$edKY$vh_c9CJJml0{q0a5s&=1LpTaPS!Z$W`9wLT7EP)sX z!ooIF5jVdIxgDpRj`aj*h&V`5X1E10is+l50xOYv-oKB39nU|p`*fN5(dOEuA8o-Y zY;E_@`X>%i#yGiOL|_8;%Re#SrPQ;ZrVepTp4d*{w(mDylUiLPJ8_s8FV{k(tj zyJyRP`1|+w@82Ke)fxKt*ZB|UzeIL2Ncm6V6zey@?vtFU8^Qw*QlDbK^FPM>F|@l- ze*WAw3PlzZC^jSXS!v^6FF z6oqdD#UwOM3?X6?zzbC8f|x?QyPjbe#2=F01N9t8Z~6{-i1wNm(^gcbZ;@z`7iH3^ zuJ^C_kdJ>|&Oh@{p=X`O@FeX%HA9~wVF*35{&nBLULfD=qe;#v`Dw4{z5U1gk9&6= zjQ_rU2cb{#hWMx8JwoCXyDIEH>9@(gS6NsG|3BB}*?xb0{@2g^_xJDf-`D@yoj-j4 z^ZifeKplPmTi~B!%ZRCe}B*acKD~* zx@EWE6x@GuyH9@p%Fdj=|3i#g#1kRYDzV(G~3g#<5 zA?GI0(XWNHWAqXpg@3Po>YoBSs+5UdBK|2J0+tXl1L6l6o-j#t95O5+!yZH@f_Ort zSA7ZfQ<3lq!xw}O*aol(rPF%!$6z`bf?0U~KK?^+{;7WowfjUHlcrD6)9e3WSMnb?{`<|3HuNbj0DpXErccq`_s8FV{k;Ek;XnNS`}%>hwcW}>OnmI zRsJcWK84L$4a?sjfB*IK{>$%K_l&>BfB5_N_iyv266f;oPr>_hjQsmsjED0-J#+r^ z{kP}$-{hYHd^>HnJ|KRyqdrB{hvr(=Z)4B*Z~G}j|Na(xhK`Glw~xQg4WECuUh0Ma zNd75+Q*i%L{}g*d2XPADe^hRo_C}xowdVh^qbI}Z3Y~^|+J z-KR5rfAV?e^RM{6=i}n*kK^L|PigP<{nx)gJ;49x`;70uzW>@Dlg|tP{+!+Sr=__Q zcAqw-J4O%OZ~iH&&)@kt`}*_s*PrXJ6FgRX`(ZqXLK_~2d^#lTN@>e)Z)3UAmuT7! zqfSBJ*48EMG0)m%US&URuvcVl8=d!m_T%5ud?0-Km#yK-D`&|bw0Q9~;j_brulf{)yt+0z09!yANfwO&K~XC&v$%zcxGIuU0IdRV7F`h?#Y8Q3#Z=dMWXJ`K1u=`{<1$9&vr+83& zG@D$!X|c+}O&&~pOoA`qzIzF0h!}?E6?zgTS0^^1{wE5&f_9&*-1I6K(nq)VA2Ayr z|1?K9Cx*iO8$b8KaLMJ0Q#3TfKSlJT%`;<9u7B!%+Wt_4I8Q+aqUTfM7sX!U{rmWL zH~(5__vw{4!${hF!kkq<+AV2*@%vQy{qgzd>#x{%OitnZkMF@BLSf+F1;JKFZPzN0u1LiQ^~1n?@Oi+?$GV+G3$> zks1@tKXWd5~@V;BuXsjFCr(G%lfJBm@nKBXP+U+^4` zn~#6p&%dU54~Ef~FV#C)SeH*e8TBc+ZhLV3b5AgQllz98r63nj8AF^bK&bASB}%i(`{PMCG&Y`KqrCBvCn z9JYk6oHa{)AIy^cIYLMJSuB%!h{sUVq={ulBcbNcWL=h{J&Ak&=QaK_XU+=Kub3V# z8gY^AK^I>*J=vqYVp()}Hq7NZ>L&O$XhggGP69}mrvJ>n$ZKX4)+f0?iKH2>&Fdvw&NP`gjR4<-K;*b{nU{ma=&&QFSUYP!&$Naek> z|D^V@SLxYY_qvoXdtdMEf2kku|GdY)rRAXLQxKWtwzRZ|^&4IYjW|;$eF~hjYn{LS`{UoAf$;rl zYd;u1`FL}fI&~W6Y-7UMIDdKmY(!oILZr zKtMs3Vpa61gc0k-!dPfY3lkk{q)a9D{^Ow44ywkhL}p`YVJx(yg&1@5PjMi_6GX=c zx_QD&0dFvzA@Mnob&x*YX-x9H$Op*X6v`jt9Tk+bt=&6;Q{4Yh{C?0s#VYlq4Lrbn zNEnVVabd&~qFh{Y1Y!}2M~GdgQW-G`d#Y_d3I0&RFBHSDI^KVV^H7Jv$6xhqN^`6} z=O1y3i%p*byxNn$fj-5a)*fH~{MPCD$*_sy4qIRBKi+@+jDHLKQ@r}>n}Ik5&lhF8 zPn=iP-yeVf_4EGEh5zvP@9*EgKiC(O?z4Y?HUcBmpsxS4t-75A$`ghdaXnHHnwGTN+D^wiuO^~ zTm92E$J0-5Nb=mD{pZ#$YsAhz5f!YIA!`2CdaOn z|0kKX5fmr`bH2~$YmlZ&Rb>?!6-lWlc{K|1EbqSX@Dl#gPY5Y&0`d;)Y z)RrN>Bf|KhcOuPOZ+)b7tq#iH zwlb^Fbj*K;q2zzmYyH3W>Yu~I5C1~$jPow|%{Sc^UVi0u`Mdg}|GxbH-+AW~d7rKO zyF}LD``_T)|L9lvZ{<=3NJ=wcnCW4-G@Q|z*oKSSm!DK?T-IaKiWx@UD8;{<^Q!Qn43$t^LVULBg^V& z5q{UA$*_;2@5=rv(={5Zk!2lf5q{UA@&41W(|^hF6JIN~5cMAl%p%^m5?fCiFUsOK zGRhf6E`)i^dr4w9N@QV(XY!(5yIRBj@J~Ukj{1AF`!sRB;uLC6NO1)9f2}fek)6w( z_M%KN1*EATVb}z5iRizAd1~uPX>zH_<)dI_JX=tIjRT}7GqAK#6Sf0{>viw)BG zHvw4T=*je>t-9mCdGhyR@7^}7s8l zrT!;Om=MN{86$Ef+AA4#@u)C<{Dja~{rBbnKWWlsVg9^@;pLa!P`wKO{trt2hxp;g zpQzm@Vrvt|%>-uf^RRr$ufmEYkB5~@el6jOC68&i^l^k5FO^-x{NiER@<_K_@=*sg zD_LLK_%+&oJS@Kk`I6SU%TsxcKG=@X)+qD-v+;jS$2Pu0AAioR!8QMuU-L`gObUWSJs^)VXXj$ke9r6Gz35_I>w9Kic4_#!OYaPr1&7*ma7&n=kwp! zzwdwD@Bg&-v|;@wU<8+iVU5G|ZX9HyydOu|XtIlsbOY|q6?wcvr}yYcL%aBrMx1u; z#nwIQ(AH#ww54}@gciKBv=hryn{0!3^SuA_8vn*&!+`fp3LBq$QS5p7{O^AL^ZPJR z`Crqgm^uae6j&=0E}agYiFJYp5K~yWj1Mq{rB4WEA?c;SF5;8YpjkzFo?Ki^Y%jv6Ctrl(T=7Uzv_i zk_R9k@$~&;xyZbDM^9~N6uQ^i#sQOw#nAj{E5Fwe#zLQ>X+HdD6Gt%YLGT0O3d9nM zhdLIf`=Ho_`E+K!+I33)vU#r^^_yaw=KI;&Bc1rSkoF^v;r&M}D2|7Z|B#t~6XwE? z_T;5{_QHAW$tQjn_U<80q3d1G1Lwc~^Y+qSkz*mfy#MeXWk<*7fxZn|_H_i_$)~(~ zUkk$hnr^W)^Q4@#onb%oV|qX9wjjM<>$6PTjCELs`Yo|dr7O4R{h#0X@7U22Ha-6m z{8L;E*+65s?e;svr=M-tcjV(g=;z=5eFu}?RlV##{k{Kr|Hb#LKfXUc{yzSk1Dtz4 z|8y>-`zpMf(u4fpfzG4ho%cQt_ul(pxasCw!>%!R4my12Nk{@l#Y4CmKBlzbz$bYSVCI55mDEw%De_909BE!xF)KPpb`6W?y zo|9FG*?B3eX}X(2YZt|3zt7f6IakT8%vvwEotGMg{S}3v-a3vUDwTV(R?4|bZDrPa zOqYYyfo6A8XjCXJ_Y~8B>ZYCP9M{fU#7|D zqr^c&dr-S~!H+iWKE?YgW2dbM{8)&#z)684QcuX%~dR>@6{Rt_HX~{3s zkWOf@<|Gc9323LN2YQrEMBW5zOY|y04||33cSt_t<+iFj=(yQ{k^x`Y94S+bG zmtKqED;lEg#q^;31*LldbT3&Qgjzq=i8O3aXxIvg^XrPpyyd&c}bS&%Za{d|P~(n%_*b?=+bApZ?zeynp3c`|JDT z!0M-unN^ zySKK(21#Z&R?iRRGm6dggatH!Yl;00KH%zwCNOS(5_+{u`TaEj(vG-ef;Zp z{)s*X?61+MJ$3))i`}PPpGGbOKzi6+U?1JF0#7gyKug2%z zi!zN*m}_NO81tka>TBI1WWKZ=+nqp~+4m}))cvXVZ)0>0<3DcBPr|s_KhbyP<3A|p z-=$cCBPT8v44t~_ic>^=iXL45+&8*-W+>@u=^3Lh_MaB$IJ~gwm2lCBk>SD%FO1J{ z35PR1-14$;#E8JM5qw5u`Ki9KWH@XB z`1n`P&%rwXX3w4*Hh;Dww1G$NDgL9s_aE=SfA@bMe;@z;d{?1lVRW+`-DkMw8+U zf?Z@f5QbGSKVcDwuOenaeG9gM_Nc?bxX{$7zta2n@#kE@JgN8jw*r1!=zm^uibmiR z3&YlJd*lozYxg|mzqbA>Qg|jB(kLuW5b1`n!<>SCnCg?hm7OVvZhovJmz0`@uZX|^(@VD_^a2v zi9zW>i++Y@`FUU7KgR1^$A2W=4aPRT4FNEa8FrhVd+wz$3^Hx*KlX?nVX;G8_*%GkgY|q8;~P)BVZBYfv5$`HhtK z*ZGhB-haIRC`aPn-w*r0kH3$<%sZcdzW#jw>2v@L|!r(6UETUMWqwtBd;7)42XB(4vj&vV3cgq4p8$ zc>ihai?Q+XxA~&;DbA@lC#8&YOy(NOvUxU`<{vSNtLObRj2S&i)+KR@ZCl}=f@iS! zy)@ZOPoBSyQ=j7082|vt|GO;}Y@plH?(0!l&T9755}sRa&~)2__a6tb<^Xm-ZX~y{ z?|yK#QIxCQr>}J$=6D(Jg5ds$@%1806#icAJ{9vd`}RU+AhO34n(RR9h(3kceWI){ z$^D|tFUs*$Zb#Wnl+S=x@acimo@RV;Sd4t5TL^k-Bi6C_;@GCr z7i}y;U1{I@KkxCM2itX%CS9g@4=|spQ>TfZ7~g@9zs~8wI{%)3{$==uKG5UqpBTLC z1>%FrWJ3iOn)a1m+J9Q$Us?1i8fh=6FEG*GXL%pfe-i9@#&)Yy<(ym5$Q;bJi&G-J(yTCaAwejDuYFb#oYN|XN zvUlO*KltX~dc42iTt7L?oG?nhDKlnV2_AVzXvJNgf(JQ2{-eM5pP|-2?VWVOC(!=Z zuFxvaA&u`pB=1%7V5?foK(oI~%1OT;wjp@$QsWjL3~k6ybo;ZqsgEwy)BOFAhqOss zz1RPK{0;Wl|IwHITc3H@Tm84SQ@06x{yFmhLv8+Z-{Se+&OiSD_b>nF(s8{r=#?Ps5ZcQ*jO}?xGg=R(YqiF*M@ds@+G`umN{isGFYMM~!z^OFGE0P1fPP zRBJjtvVO6h1hLUtoSY1+?Q>0VOA{G|iRmGH~d&26H%A6vdVivKm zs@EbzNxCPjE~(5Z(x>2NU2qDXKX{*vA#n$U%41U(LS>4Dynr;2FM_@cGRJ}s*Sca) znr-o6TM@sfPt4}M?eO`vOZ|R9r)bO8!Ux#aZMy?~fo(-TAL<-!Mfor(l zm9aj`q)o0_Wo^*&vpFYfB)m~)1Td^d;`Ayzxve^a!10)fAG)0eZVL>JC5}D z`nP?>_5-Gqt-?Ooe_C2PqTMIuQCH&r{sv$Muiri+ynY*=J7O5qZyTIbRlcQ~Hws^YQob_xV@IW4IprWBs+Z z9*}S4lqpj}12BWe#$jQ2BmDRchcCckco^cLAHQM4FOtym7!H$i`u!u#MTy>Mq#R`| z*Sy%a)MK8dFN6)?SfBlp-uqAE>El1d<{#Gw)?s7B@aE530G;-op@V+359)mjlL3ni zr|azGzigw{{wp|z*?lTR(}lphX3Pi~X7Ma))htWXma@>O%3&&%NJ?cymd7xQXHg@z zEKOU=LZd2&sZ=5ccb;&r+9_cQN0Ukmu<^)9A})*<&IrP z`{$vf<1ikC$dfS7ld@ROxRik|hPCm@tE(kQN=7)DGB9x*-Q6;{XEW1Gc8 ztb=t+eHotN{g=nw$3M=U`k#NVV(ve?a%z}6airYunlU4{`&1wMkKL#2ul=tt`{y_B z7mq$3=FXiTF28(odM-nJ@?@khW8USO&opU}H`($ejOC0AeXIxi$)IOjQcvn%9@ADQ zmKjY9d!zr$;@_%&Pv7@{c_01%^ck~q#hS2VXEVOv@Qo|qaq#)_{f_B$W~j~o_viP& zFXun|N@pfH`;f=cJ6%Iz{rms#@89RY$vrIe_0RpEI*uQGNI%-pr@$S@v6oyH=FYe& zESi01SUl&>uxQR*co=5!+04VkaPD28yDKadI!%*S(^e^S^WB)d;0 zp=OxHqrAE-&8|*ajdF?QT3AskHl~R>j6r=D6LXxEGH-rqmwxzGOrxBiJ!JontoVHoc3 zG(dlN<;+XPhSM8&5L<|P4ZsYjL!sD$g{n)D;|)r0n1soZse2J|2)1*ZmcIdc`)h_p zpzYTnla)U1K>LV$|33aheg3@){O?)V@R~D;`V@^p{b=t@{wYKz8hH`tKa`Ie$ov=Y zj{Nke_k~L@y%ai^4WS|W9uwOO;uk8~UO>E2Y%iD{2DSO1d_~Lyk5Sleh&CT+{~`G= zi?$Vph*8Z_Vg@0sx*IdW8(hdXxEnN^#w&j0IPWH_pyf1LmK^N*kZ{QP&O z^Dk`_e)RE{Fm>7$a$l@z+!bNzf(OHmSN|g1xa61N#%q3shhg#Dkm8_`IB6^%!zI58 z%Ta$h%Msqd_7GnVx*L`lE$Us3GWNl~5MM53u}|+GV;09EjXB55-bFT!KK^ko*2nz2 z;p#`j(uMbjv7;{+x!(Nwi-gx}hdxDbp1+PC{}MPwS$1D5Rg&_jM2gg^Qpz(*g9R*1 zL`IM@%8^oWN~B1cxJJq-tzQchsS%`%a->w85-Cz9u8}fI>(|0WY6K~x94Qs2M2eJ& zYov_Q`n52T8bQh^BE+$d9nbVBfFTHSr_KfC z*QS$Uvg{~#NNa%Qsa-n*dH?!82G;oR-rX7=UiYZTlqiEBPO*1yhrfTH{{wdY?`tMb z0YBQqhKVeTcAuzEK^=!=dx^M#qz!|xG-wjmKn%k2fjh+f*Te=CFbR~EFb&he$nv!h zrStxM{D=DdGkpr$eWILM^(l4;PB9R_f8=rW?{fa97XQ}?+d%8rzYy-YOBQjjIr@)Hu@2<8!0MS&nCgq?JzUS^0{rPNG{KZjAXiqMsYl{*BU4LEAh1uMF2N zyAC+ac)?)Cj2RP_F1fgqx@BaUrZ@CS3Q+^Tl>}d_1owQX9o|HNQ&i~8# z#?L=~{`2#%pZ{I{!S8~88ziid|IqK$Cm&OvVw%W9CybjBu3Nk=tXTSZSh?iaVb#)K zhn0*=XldjvW4=Bs5GvghVMWYeu>^6{TY)x=PD11}TqXJ1uGTHuO7z~pkH5^Zp*R0l zEO{(kyKrr|^b+C})TdY|IEC4L>Mi;2(PNoDMUqvgNFl7wVp>|JDdklO!L!OWqeWX1 z!>=Nzx`LLKDN1?XfAyf9F{c66h0X`}V!^Y-6}>Z;%l29Wmd^x9_mB zJ%RD<+nXg+`aMd&4P~r{@*P5>ZA&_~m)e!`NRP6f?0*YxdK0UKK|1Z3(pMMH|-_L)3{^gl3fBgLC=ieIV|JJsH;bY(w z(;`mMWH`k#U<@WB2KKOGDewge8Gl^m=Sx(6EZ9VbTaa#5hHVJ$AmxR;S=t5;A$Ul{ zIkdlsYs9_;BayiG@8i$;GBoDjilvW*WsBB|9X9%zpGSQP`1oxTeTv>Ye3aT?_Y;bMyNbY*_blgeIfNJ z#E&-k3)*K&dQclujF&Z^7Q)9^Ki>af z8h_rYTf0_q3fjJPB{)Y9hf-}rQ{hqz{Z{tt}x-?FbWY!ZEn;ekF?R?bv?3d1RA zpUL9MABE+KE`;G2ib)v8Ao66Ei%hw!8&I+jWmpFFD~Mt6FsL()a|EY=KE?Ezz$vIt(WQKd^B)+8!N-5`9?AjW6|@0LtV#SDbdpchwB)ml z_>0jojr;mq7VAp-Sm;c&N99gGX*$^l%h9HlOFGu+js81;pKac}D=c1owb&4xGkadx z42+@`^Hu(C_T7v9a~!GD(AWRJ@%Q;1Bj^8d#^L_t=O5?)o&PVs*YTU}=bwRb{^9;4 zcS-wM{?gWZD17`0^eLvPK84{FDkyEVXRCzN5mZj z^Pnz8Yy)*n2ZL?NBQ#21!Z~8wsjm0$<6r0VZzb%eT`M>R^eJGEmHHIha36JSJEQw{p)#$<2I1TpFXqK!R{07M$=9Q^(po? zx5xd=-+x*wKK}>I`sdwV#VP2Y0{Rrw%QywG3DI?k_<`v?DArK;s!%$W9~)MYFp4B! zE-;8UOyC()+>hDiSupKeyWPtJdk_j3L#eN%-` zRM}5|@t^G-hr>4Lb}U+SweUZ4=gm`FzHKMAC;a8FIoG zV%?~Rp>$CvBetz}pg)2!?l%gq;4;bRz z<&(_HG*o?xucJ&{&%(w_>sgEU)R@ovZjrA59?!EE^SVSQ0&y!dTFXyoHf@{VH*KHi zOwD7cGI>pV|2h9QFvovS^rKC`mGq6Nezbv8`1{wj;`2XS-<;3=zy8&a_KRWoaN2!p z2rFm6k2d^M5Qk7qLa~Ul{U-REp#2@{RT!=SeF$O?f;)&z8F4E!TFa;0SsraW+3yiO z4bAiZef)>|{CfrK=h;=$M4v+aQxy6X&VO+4bp9*xm;-?S?CdxKoMLyl>Z+@S|Cu{C z;uLbG!@KhDfBNR@Iiml+|NJ}r{Nd*>KYx-R_w%=%NnHNWxAK>E;1nN!{2BaHz>hZW zi#3g#8Ll<|6u=O2-x1Vj5c^M=PK5ffP(2CiRjj0asH7L6`HDSM#-sfnsY4wLt4F^U zDt~4>-hVL`KK?^z{)vAI=u@bF3e~6B3Vn(;<7rLC+r#|#v12F0DcJR?{Zm8!pNp}R zJiB)75~+|_dy&4>EfO(pwwj7oON5Coixi|4v2soCzce0|iI}b&|I=`^Zg!vKJVBj6 zVhdg5V{&=9#)~`t`F(%odvdJ7&Xmj(dq$k&^gqG&tq*Cxq8}^s{s;8<(~tIA@uMC6 zQ#|!7^eO0{BF>+Z)BgQcKDOXjd*l1l(eXKK_wEt9Pn@rF=gtjV zfLrL@GxY8JkE~ng|D6BpjrGSh?)zWyE%5!{zkh?}`!9B%k{|5`;1uRZ8+M;e9|AU< z3hbefo9B2!9v6AK)QQ+bY=<;r&xvX1Wzg5Q;uB~;;T0@ne|Wrq9d{r9Avgb4(C*X1 zb?{FCeTv4ykG9x-in8GRo14ea=ldgepG+{FYTH@AlML}h@rSqOGuc%tiDS9np1#OI#tEA$}Y)fmH|4vm9F)Ga~dM#o(wZzL+ zQgLOrr8Ufd=YF(vyny(+-M6Ut{>wcv<&O%zRXrP<9z=QmDpt=j<_pg%@pzt&^Iz|G z7~kdn5A^XTPVsQ`Pht8LEwuX--*bU+`TN&-@AJRE*FXJeZ`$-?7zTX``czp-KiZ;C zp*TbG4FH)i^&ZT(LD6huo3T{@50Al z@h{Gch=0}b{4;$D;uH&IJt(YWHcc;uQY=ZNB^bA4uz8?LNH(eG1xrf<8sW zDb&XV@q|pb0eTIJJJ9Y^)QK?rQ0504`Dza;)-zoQvHfIa49l2A8OH!7A@#g}AOE2{ z|6awKdM5hOrY%AG(cT>WXp`q~{)4;$c_e&WsB`N4m-3v#V@AHI5BblI&d+6ca9` zKE=afx%ttiEEv8j6n9Xc73SkwbSS73k>thHfr$7<3AbP#%g|P$RUAUv$T112N83-a z9q-@Ae+bUM<rAhL z`7sWf13WL=BX`=gOfU{RHwums&o0QbI~~S1R)^mIKp+2IrcXit6nN-IyBYcve7AaU z3-iL?zpg8v|7kDboanFhFF3`t{in@z3m|UQxrIb*nPTcU4awu?z&(PdWT(ch3I2j@P!x$ zz9705#1$eIK|DkBCPEq(&oBrUd+5CM{AHv(Q>9LM_S5Q#?hCI?Ir#rujQ7 zDWxpmLTjlAwInZ3@f0!YEJLE2=I^Yel(Kvat)(K=lDs^{Q^csV42f!*zq683%JMC= zmWX4WIDS&)%k&>XtRc#mc?J}J*(uF?jmCGfOuxIPGs(KeSz7r~X)nt!%7I15oj}De zM856)51R3(KE=ZiL!Sb;D|ITKeri4ZQ?&d0=bDI5j@j6}w@@%ZpZ^KJ=!^B=($Wz& zJ_ox`qEFEnu7oZ8n`ey=cg`Ij?wUI;+%a!LxI^N|n>QY5=1&NB&KV~(nkGHcQik}P zm_|L;<-_(;n~2}Ve9$wmC`Y@Jhfrv|e;@y$JO8+*R?iw2nnsTZ;zxVt%^^OQ-6uWMDG%V^|KiSy@jVtg|KsN$ zKmT!`@bfRvOMSurvmf7o?0njP`w#6tef%-(K24+Dr$+HlasA@8VL5CvC5!>M0WpYG z3A3;?bs```mNLU46o+74!!*<%wzY>a;t*QSHXwtRJe5TYzJav&&oRgNa4hin_#0+r z<59o!kNQl@%#Swi-ppID5VlPB;0&fd0(X6o~vlf(pDbz^Qo&(SuXp7tXA6tt@p3v!m*L@ zvGKAo(lHwd<4^w-YWFGn(f-2*=u>pWzu(@azyD$_aV+e8`uy*Y_1_FX?;AF}0GvYg zDTuMr#!LfjK#^Zo%uVMr?LyI>nS_Wd4fC>csTb1?jgYU#c2irHW7`KK?%c zYOcQ-GiHWQaF%Ut?UHXw`sO+R;ry5JM|s%C{3mgWZMh%qIrH^Q2Ym|Xf1Ur+vyAh< z&i~q3&iQ{o|M>Zj`$3!OQ%spA{Qm^;qx~>^Tt~eJ(RCmOQKS>TKphGz&%@k5HuIw` zC-XP4Qp&Bp7?LJp6GE5tFDQ%l{(byyzGQQ*j_2QsYaR>N0;do^+K_F`pSJ-1DJp!f z^}_kJRkg69Sdv9q5v!z=lB(h?qt@SqMvTJ3%66G9 z%8FPeos?7+XBk7Zf6kBN#3?F#Oqic3kq;0{h!_Iz^I4hbT1YzbVo44g@BN`n_*BCp zs^&Pq+mV;|{&lS4INKNx)bSTT+Tx#rGTi8&0&-wIm-zdad#^tK2h{p+hW`}e6vLx` ziUKzvj-c29?{XV9!BFrC%94psAk=cj9}Jh^{MR}N8yP2Nk+oy8=!kI?WmeDo_wm=c zP|OXTKSOo?2~P3J*07&Ah4UZIe+@AHQ}ije?G1|;UoHHP_@{u+!S;w#`1jw=1PGn~ zS8UPGKNT3Opa1;)>*s$tGY=v8hw4+%?$cB`H;LUR$VZcZ2w((;MMy|2Az})=>u+V% zezPH0rk`xkSef7rhDB7#m%;qxSdNdsU|RJ&|7iE=x`i1|0sj=#5pM4| z+^gpgvHNsN^(kt~?JF}aor&)yt1@kL8A4!L-I5vsLl9+N6!H>{S2j|aPBp3vs&f)? z5do3+uOpTGQ{XINGG^0rD0rx7=!o}e>*lqgp{0ZU53-Bd5DIpPc`(cU2KO|I;u0 zkFFcM3m<l;BiUeSG|ONG zOG?OJ)#GnCh54b#afU9z_%kdaoe?8$U}@;wv!37<41p&|JE@%CXJQ)W|54i%ABb}1 zWP6HFc>l$jZXl2U9@>3c3;z^yZ@e-5f&MA>sy>Ckf1m#Yas9XKqkoE*fKv>Yd3*iz zvEdIZCc~%oH2AiL&usX(rhjbnab4xh+5BRg&udGsnXdKV3s`({)3>(x&!*38#Dxxi zk#AQ2+nYeo^5=w({*t|aAOE2}|F}ked&87)rTEdlAW)xT^QYT^Q_zQ7alW^>@Xd+8 zaQ?&jufF9!J8Aa`xCHens6RIcIK@`cr@-Aa=YO65=bn}JCqMuA`OnY4e*Sm)2l*7@ z6!fD#Mf_7VME?|O_bJC2R%O1l6UGqn1i>wcXGENV^-Ldweifu0E0<7pE%JQzSwYMr zViv?N47Wh&{VN`1V=SSMzs$LMoPV_YME?|K_i2IHeS&`q@uQvbGg!ktdHy0!@jcZk zAfh&rHO1FeHl9j_LQ$sAQ#EL{#yR}9wk*t=C}(AAXkTX~aEgt< z7GA$?W_bOM8R7NYi|4gGe#dkvdyO==6*M_L<8Nejv<&Sck8Nq0rW38T<^B8k5Apf; zD%QxetEPrI6GsV#I2|~}XP>D)#X$W2mA`ZPt#i7F!<)1?IDb$v4F*oY> z|1bW>;+^~aFUF$Y=fA)I%6DyN+&tgcKj#V0@_zp3ywLf;F&WD8588eD1USW1_^04K z$EHhXhU=0(g<=mmUO?Rk%E$#*Fzg}eKNMJn$c{6d!Q|^~OUvjpTiYthnd!TtqCM}w z7*`+vp)vndpF(j8+8Z`~inb2(qm4bR7v#Ukj-CvsD|8adV(xOP5O&wduaPD6lAjf( zXo@71qsXbiO^S|VET`-~%lpR&$WUeDm7*zf#_>0O3gbJKpHN)F@+6e`so&Ysc?7x? zUCA#6@3fIG(LBQ%%(sQ5*`8=$fYg{=)af%$1P&`3#3B?*BE+LqL;tVAkU<_~EUeLb=I>jZXODH%+#3S;41oMcv zMxI}4JC@7e;r#>i@$pX>m(964nSZZheiNsdD>y|%n3>@e&VShX!1*uEg@M3-cEDz@ z_|aZ;4KVKpvHL`ygS1oT{IB!>JQLZu#?L=I)2O^!_HsY}`T1AuI#Wiqu#CRA6_?OZ z@?v=zd&uPQ8Mfj5b6kAuBKON)nj>{I|HMCq=u=!K_c#rw5PgbXl>e$eMIo=Q zjSj#TP)3qPBS28p%F8TnVIr=I

?_2)+OQ9RJgBq9R_VoUXvE-Nx)bZa%yHD_=-2j^h7c@48 zr=U;Koas~e`}g@j(AGcgKAAoReP}CAF*OidP<#Lw!yRRvhc_S_e~t2S+;`9M1dB^q zl%MCg2FqFZb(1F(bBKBwN@v&x@C@(Y$KNokAv*uK28dJ4o^-L?u@k#b(5IknRN*n4 z|44FA=f4V>XMgdZ?X>%}ZBJN4yHDVM)Q@(dPvQKJ^FITP|DoNT^4UveqJIAJ^QWJ` zqg=z~A8C*1E%`&?N1HfBLzr-Bfm5tlrdWjG5%eJ;_=4GTin3$F9JH*^lQ8)*Z9u92 ziA?4m^)i&k@_}an15w#CbvC?z8$*tXkN?n_f5a)40WVB;pWvS&`CRM8^ViX%wELvk zKy8G;umXmWLV}z+&(G-cs%H^TEhCcRQa|q}FUj-0|H@H2i=od)S(@R<5+gZr{3O0j zk%txBEXH}~fxIn4<^ww?oqWHTN6bR#t&DkvoITlclKPr&cZ^t1&T`-jlt=RZi}4)z z@M?YdVu_OW)rAU>N^hyV{a}3hGom z{q(biK83%3pZ^1J{S&7UeTw0Y>YpOoeaiJ9G!7k#ggZn$fw%(ix<~BcHNh+>UuQY6 zhFn*Ibx9j#?g^WScjk$GnEr;@GAjQK-oKB(&Mlo^z{To({^fR`8u2|T`KJJ1;QWX4 zUjvE%Y;QjTeTu!}N1Oc5ym@osM?30MIRE4P&j93q{QSkUCC{dQ{?xmHde%@iXZLkqTMIO8{!@IOm|`xaRur+2Yk3DPb9)HT{W{7yI)5iPQM_Cp-)DLh!61F#pW%)1{Y8hMknmKLz|~_vZPFcAw~f zApa?+ijpd6b`As-WGPlfpGp|9UM!4-mb5U@u|~>NV(&i=TJ4}}yh>y?mKMfBOInCA zH~$m|ay$W8#DN2mmjl0@?%*UohIdg=ZuiBqeC2tl4?z4O>II-&?!cwD>KK?^${=H)Q6!cF4-!U_$&j_38N4uT&{-b;;3!VRP{;NOvPu?-xzI~726#SMH z`V_c(CVcO}`~LB)srQGR|1Qoc7!!<(pFalI`NQ{r-~an_|M&TK?(?s$HTuz>I#teL zP0**f7Wx#+%`XCQ1p1i}ECF~!Av30)h3Z;}U8jgyRAUXK$@D6yH^HZbUr-*eZLvPv zOZ|BNKK?^+{w;^yr)%k-V$9{RH_;Fl!0yvl*fwngPEmaDyzt-NT%^Wed>GBr%+p} zDi26<0h5>Wd;=MQ>QE?O&$RFfR%S8;ISVOG!AI1>I$~a|@BQ1^k!L0y?}S&_7>f?e zz!?AC@K2HB6n`-P6#o7p3-I~Rv;RO_|1B-Ke~L!2`?PWOG|`DrUlNKPBwWJe-9q><);}mn|&Vwyq=u^O-ihuu| z{~3tEPqk|6kEjZ6YcL3r?`Ic!-5qMJ1Fo1>P_T$ zh3QZbV^Et-hEb$C$TwYz!ZwuY2Nbx3ViTYxcEPq-Paf|-jU_Q6AO8$5tMB?KZ7-g`)Q@%&WtTJ-a`}I43g+h0?K~c9)X1_rT7=)VXfo`h z=)1DN%5-%@-+lXC=xFZ<_uY42`2FvGAHF#81uCVU!|@Zx!p9$d9PYpWzHsA>H-_u3 zyFUE*?z_XwFTE6w963_%8mYsF4}~}1d^6nh<9ougWy`|#*IySNeDJ~W*4uA|Q>VTw zVK%2uoeGD#4uuUHHiSFwxI^jD{=<(v96tMObNJ@lZ}o49fA+WEeTy@9TX^EvzYc5G ztO?7mT^3faULAgo^uGQ3LH|wq+xdrmi~5^4e-?i6i(iBrZoDBZUAiRPcH3=X!}<;3 z(4j;4drsNEO7iTd`2U5Vdf1R%WYT}h@e^O`*(&Nk6g*4RcM!b^jTdE6ULN^8;mdK3 zB+e#wi$vCrc!j)@dKJ_a$a!Y-lWF=FMIVvQ`^R|cSQKN^zvI6f`V{Ndmh~xG_ICLD z_xV3y*MCdPfv^ewDTcu&D(`I5kM?tGrr{pH*>h4HA;&C4_D{Kg)O{$*6pKi@5tIu< z)=IsI0yjXsLS9V03hD|-yAj*){(bz_p4iZxf3IRKJiBTNaEei|$=0a;DL&gC+S(3v z!<+Q)_fPm2@;=W0C@)7oZwT>!9nhzsk3ssUFntR3If(g6yCKg1D$nZtf9bx4pMU)P z=jUHP{|{yPM{DcB@bM>`!&LgGfIM{kxGTbv1^0&QuUd!ak#NIRk4kv`RS#=;^&<#1 z&axXoBk9Eq0#!~E5p<&Q^TZ5 zlLQOdwR2~L5A?tM@S_jI-FN?3`oD74Orf8Iw&%>9i++C@KL7mla0-7%>0RaTE%hEr zN@H9Ua()ocQhSwASKWMP({>Zj;Y`aJG~V?W+(6@9asKjbR>V;U=d{!&+c0b*))l)r z%#XN5qGfyDf0WG(-0`PA#ah^XYJ|^Ip3~_^yQR5J-ly?k>7Dxf_xV2n*1!0t*cAO} zLl#P$Vk2=1voRz(4UiR^?`)<;KY@6I>OY9Ch2R#n)dXz9Y&U_nh!fXf8N=9yVH2@# z$_I`2Z~i(kRvb?sf7OYxxx?|O^Z7@AB&JVsK_mQV&xAh3XFEe%D{%_vKb-$k*}usD z2LS&`eTuEH`*hXft1_GdJ_j=$dFOw~-$x#H0DS+2FZJ_Ba$juJMVE$Ymn{xgOkNhIPhJwHPvNr^@nvDgX&Y!hXP*84xF@#njlKKUBFAA5H`{%KAPlKIDX zIAzkpFmmK*S(o$YFACeXKu5R(XRuzB{~kU1rO3!tDxFLDqwLz`+ANCk6qSh9{2{+f zt(OwjwX2GyFZrc^MHNBO1~Cm{3Ojf13Qzv#$?$Lg_V3}p{n!5nor4?0Az%mcgZf*y zYz?>Gerx#0fBeU=YV|7kPkk=D_~MI#A^b1oEnKuP{OM1B5^R8a8J}(b6gFn(h7lKy z40qgq2QZGerOvh2UK@sAI6N#~v^ebDyI1^@v;TMBc~9Quq)C^B2kw6${OQks4x65T zK1>G&aq+0p;nrJj4JW@oDHzO&FHVFfpL{Yjz~&cmi6;<${f*bdW78&KZCIKK}>c`Zqt? zjl+h)woF6BDXu862x0~%8zw#>ID_F4l%Z$%1LVef2cGyuhGCF~WvKs}VG(O7Pg{~7ZRdZT|M&Bcpa1mytmotykNafWEB*W{ zXC=9dAY(H)&cFWs$9pQh_**#Y@I-c8|s#|BF?4{3Rz`%W1HbuXCK zP<7&2pJnv>%SY%Nw9N+8v-%Roa;0r3+VTE<{C)n(TFKYneEO#VPfPz4y?OpRb`*ZJ z<<5OXA#wqACf_b3*o=|LezFQNJ1-@brn@Q3nkoBzwpPlyN^WJ=db#cIAXtC*op)fv z>ALWDfA@FcfBcWX3;*T6{9j_%>F}Y5Q=lsCDK$-O3e%=d6WdVVo&GMIhOMO5*4A+A zt+$ArinZ`B9JwN$Lxa5*cV3TRJq^V;;TTdT<{83oBa%K4MfBWCXCe)WF zPX_8f&<4{#{KG$l-~RS@@b7R;@QYL5oeJ;0_nu%2O%o=B&0Apq>6>rDhaY?xmMmKm z{{7$oJ$&@hN6^bSF7M?8>V1GR=3jUH_2Dmn`Ahivo0H*_Pd*9b#*GWJXU_`nzyF@J zefrdC=sg?@|M|P$h5vR6r&(^p!k8=H#h*l z+Imk+`K|+^6H%tg@ePSnW@+tMANa;m|3d4dEwo$oX*`|xKTyY?`V{NdJsNp~2KA%8 zH{ulXj&r$%zki?qagXT7^=~-Eu;I$%u7V%!4beZv>+qMYa$v;^ig-*%+~PIRsh)&l z7Q6>;HlcFax?&DWBbY_fyNL9_E~tN@^^xcO`}hlvH8khntH7Z|pJLKT;g`ifh1h-S zir9DLH=O@){wwkqe*TH)JMQD) z1^xWz=U+en4@vn)TbtT_ng%;030t5oUg8K*UaYtRu?xj71j|5q1LzE|AdS{9(=cCX zB2Li=9HIg3rh4o{u#X1spJUF)$KU6l%!9a=5T7r0pQ4Vi$a%qU_rm#$_I!9hUw={r zNyaU$q5QV2Si^#DvaR^9hNb#URAt1hQhw2_Wq%LMW%usgVb!Wtp{c0}Hkz&#yx?E| z^x5 ze6rvhxgDy*u&?x=zx{3azk!83{P4Q4Z{NP~?z``b4XLqX$BIq{F%A16mat~^nsCuY z7l{tViQ~t^Q%^q)d&@J#Ce-J^Qs}#yKc`N^#|3Ov(N+}uf98+R1kw{@88Kpn_^~*K zwEh35K~EhJ_RIF(d+%NA_Kcy`7a}II4F2uJDdbEQ=c3{T5jViR6debg2@Aith9eZA z>R7~d)(-R2d5vxG%*Ok6h|4)M^6%b1#v>ay(U<2K4bbryKicaak?%dfb5GNcw&4`n z|Kac7=l?)i|HLUaZKQvS;lh)woJqS+Q==XOu!2m7Li8LcHwJ!Sezgm~#KaoPk6;&8 z-$KxcKZ=a@4U{E++{ib*3h5)O=lw_A$j5(3%)eJK_n%!kHOz&73Vu&!%(yaaralGa zzRrIrzvTQ^zAl+L%|=tEQ2*W4q6wk3T;Boc1Agz5nwW|3CcU+3?t7Pln52SB6;9^yxFg&b^ahu!Ta*LTsjwMXX5H^X;iiyDZ6hf zZ?+UK`lzKlk&zaJS!RsF))RlIQ_$Sf68`XqKR}lMM0gASC+I($n8S@XE*GB>q&s}% zbJ4fB_~MJhv+LJ~FJVWC{~%kTegm-vmd&3xUoeNm@Jl`7!VzKioY`UDPSJ2 zzxG=Ao4@&+uzJ;M*oWE-oa2=+Y}jz%P4h(u!e|*1|KO59X8V}(U=v>U3HxK{wh4Odg zZPkhw!&-a%Ph)frlqn?G5`6Srl&lqXK9w-9NR*C(@m@kTKK`( zl;!7rdH)!%a~%Io(1+Q?vGwuS`8Y`D-*b46zq@ftm^Hz03bp&xPCwda+dlg?I{y** ztu!Xie;IDk7yL&@2kbr(r&wfuwC9Jd+Z3nhi~fE7`}~*r?(09ESAGBM%l*&yAK!n@ zXaDK!JQDWd-Wc(U7Cg;+@x*X1Lp%(%ti7tNxmoM7p3=uO>$SwTqz%?Z8SYT#`PP^B zZ)1FJ^xbWvc|0#U^^*5>g?@ynGUxyQ-lW+xWLeZxLZ9)Cpzx`WS zw0Kc?`|Y=tHtV0Zoc^C5{U}@wJmG^6J_wuO>*AmO`Jcsi_x5euQri}J^pQuy*fC?n z(rcDN_IyD6VNZZxiJNb}Iehc=*B~qY|C30sS+hp`PWm&g-yV{(KqhYaMGVwF_EpC(?QUX}kye_&2w-g-0IwWx^?V*P#{rn!kUa z|HT{_SnHqq#xK4AjG1{B%)M_!&YzKV2{Zd3+GJye$5c zEN(PEU7)lQBL1@l6SXb0FKwoFV!NQxcD(;{9e=*3pUlU@_vPcS^OfT;$mSp4-|h3p zhs!P*A^Q0QERM3yPClAX=2Y+*%lOlGB7)M(3DF%^Ro$4`W3bDRQxw25Wx*s)D?4#oi+ z_~^qA;qxKGDNz31x2FQjCQqIm{`kz(@X5V1{L8=mOIUKv5@3TLSl1G=E9McGn7;t} z7w^0aY-D}-5pau}Zn{b8mMS3e_~XA4++p7QdBCF%gj;UCHCzhZ;qJSCEczTajI2k0 z6t~}gyOiI4+wIV?IUxSLo0=wuC!Y9qP73Pp!_FN$!>X05!r%Y>--iwBH?WBsKRQ5h zm@3);xfMwCbodT_HNN@gJ76ey7|L@hd<*~LU#B$lzYX7h16rfAutf76>U}G1u^cm6zsD0!@%-~I;JbNL-l@NTpZ{FX18w~uIdVL_{>GbX z_o=alJyhB;1%9DALa>9{SftGkDt)$@t<)5zI$F0e+E`^B+Cwft1`bzl(;V}j`|M4~Wr7yociMxIK!}cA!!uIVu5$@2C@ojh* z%Cif6>`wSXVaImVGdc@PG&@mG+hpAxc#1Y+pW6_6|2od+IR0CCCHWxQ;%{$nhmYT{2i*DJzkdVs`%n2Z<@UK;+JxFBs2BKZF~QNYW%yp4u!`tKSgef z@6+?o7dVB#f1m#Yas3}TaxA>@I&g|%5u+f6K+FK4U=F|~a_m7d2KsF)=t*msh5BME zm!)#H#fNR1FF1*p)84<2zt2Cc31C#RUKnDX%$hX|b^-Q>FTOZg<}rl7h&;p~<3ET| zw6}GJ)vH&9DO0B4nT)$KQ#C#r>8W@avJBx=gp;RCl~C!K)`xXTKNaNn4iCFEd2aw zva5Jr&t$cJ{wJT|@{f{?XAtvWw&q>_)N}j)m*CI$Rp1n@Z5_b(zjpbb%Ri&sx0r9b z28%Smzk*YkBke*oZNlqrLL+3D#j~hYv@A_q%0iXl2MUD74>^?n9 zoMHs+KHUJH)Q6?co;`a6Qy?}#J5FDVttG8>3U;5q{PGL2%QSsD>|(?2Q_H@VKwsR8 z7cCC&yc6v{N#EKj{Z;?yfBq;eS+XR2@csv3<8vFsKLfW|v2vx{anqKIKk(5-KO1{@4Ha|NNiuT*>ZJ(Z6<3`?pbPd$9Wj+=h3CjvoC|o?}P9h;fE7ehlFe zEkAnXEBGbucIJBs|+W)XfRb&jFFwrB0fwn6Xx$1#y{wDB2u>z{t0wrt%Me))^X!=sNp79Pd? zee_X;zhE3so+o9ooN*~Ln#aN~K>vua*U2jl#E>Zxa7kFyg#$Bu*F7CiSmko`hLE;x`wFE>^CmrQhEI3$;3m_b5(U#6`!8{dxZde(d9~^APx; z&p%r~4PoQPO}HD{RX6+3QJl$mX7lrxpFjQl%`=IeukC!|@&}i{#5pm*j_s&x$!voB#L{x;LUvQ3%EnqomrT)d(eO>Dsbw z=GLaLTno$f^S(7W2_lbVAZ^YX8TxuNZ>I%!QT_(P=i9?+H z>dVw0vDE$hTf?Y}N5hWO0fn)?8CrL9(wSB&@^eH`1TfG z86dYBC%-xgJmZ=$Y0_ozx4jlv%b~Dp^_nnx^yu)=LqAV{i_!lDezX_h?^ZwBFUN8# zP2>{!A>&W~B_~dN1$-p>g@P>afW=c-_|`UGT}mJQJ0C;{e{RgEKiTTzUnldgxw##_6^?)}AYV}*{6~BH;jne< zo-lXLJm_RKhT)?w45KGs^8d5<=I?bDN51$UG|zLtKhMm~-1$Dwy>})fi_JEx7qYN; zkz~RW2$M`QLkLMoAT~?F5=cTek_?NTz=RBBAz=;44B%b1C1c6LU@RFhNo@D6PgPeh z?|Y7njU^vhA3x7gS65Yc`_$>Tx|X-Q!}*t=AI`h%Lit<}&b$1AaIV9t1Wstx2mELU zyq6b-^QDfD_H(J>&lmc+(y#Ge7|y*kj&Zs4Auz}PAo54s^Wtwn`OoF~ckU(UhjT7E zN7fVDq#=-al<1dUqeW3W;*w`C#PuDit|15b5Im;M% ziY=RW$o*;i8UJJaQ+>B%#eb)!-U+gO;F$laD0iwP;C;83SM&9sm#N_~x~j;jl7Q4r z6L>rBr#MshQ+zhO@rLCokc&W$;GA>L3HRN1UpP20f^N z^?eCn z^a+0DwXr$A%ci&GKP<7<`@Z=t_38TLeMICbcJ3VK?~nPM<~irT>H$9g)PE;g|BsAJ zgkL`ObXc@#ae)50<(9Q_F8nC<5A{#a>fiA_$Wsi*d$Ztsb&+Ykl*;iJDi-wl!vx(gI`t^^ccW=~=q5l*8IAGE*cnf;A-Z(fx%3XrG38OEQKJAUyl&iMF#St}U-VEhAd-Ra}M2PWUuIJAbP zQ>;1xMYKADMy+`&Tq_8k+jfR>Ukb^ejA^$pTFp`6it*o;`zg{r+MoNZ+%Nw|>hRm& z{hLEKf1zc?z+^ zEoWf+8|<9}q)pll&N;6R%^hjr`8|@b?!vaQ^f8kIw`3--+x0k zC7~5HpO#o~7kmj!Kx_P|Da%uwdDhwCv;QLJKJCwWikE)>Quy3wKNtS~@Bjbsm9N|! zo|GKJZ=U{*oWXQg_`m<>AH-K2)H9y2rvYa>Jtun;R<5{Q&s(}v@)s|@@M8GYuYMJ7 zyz%pTe$?uftK=NE?cpy+4$GNa2jpGOr^5gK-~T6Edg-NdF8Q~@3(vnG{r_6dg1S1K zciws7hJU*uOi4}y`xW-@e>2>F|NY?~{_!8e!0OfEkw+et`?#MA4?ps7ShZ@E=1jix zo$tt<4f}=P_E`MOXZ}UUz2=&$_1r1+k3KGu@sMMATF#<6AbT(HPbE}~N%8qlcOw3O zo~OY69G_E&ry3k_TK7DH>159_Xg&jU(Mz6#(Dt!SdRASRBfkb6rh3fBL7yCduE-x} z-`snz;K)7r+D&7%TqxA z-1616vOe#k{-ORcy9K(Z$MnzG_?uy~?x(my?{r%HQOQ%R8wi@GK%U{An4j?cLxIzr z#J!SZkdNjh0LNU!faEtcR}pEN<3Jz!L9QeAD|GD#{NQcyb9~A_&7C;6d``@V`M3Ix z!LU^G6n1}$?WY*a`o!atqGQW<4Cw#JdJbJH_6_~N=+E}x`h(xcat$Bc{^I=4@7VD9 z=kq^b^&j#SugbeOt5@ONC(Bc8#<@>&zH+bG-_(D-ssD4HqKH!`FabH7?J@6&>CEBm zMxCC=c|9kRxfROQ#8{$AI58vu_bMC=>o;uByEH#5`zh=mZDV-rt+&DxPduUbyL{y0 zizP2HB=;At2`l7$rH{y&O%FfvNEqKUrp!kr(vRH3_rCkRFfce6mdjld$TzIH;);N? zpsu>=YPpl*$uMXVAbTyIe){SB zKb2g-f5|?JFMjbRxxf2-%}rb-{SOTc%6-`vNgm}Zdd~&UgYxf;9Lc}Pog27+8+U|W zbImoH6IrohMY!{hJH#HG2#4kW;rwZ^E`af6ZiVEJ<|z*5bDzpQd9pb*)+TFF5d*>d zHK=>8BH5@K8;G`AvwjAH=eU)vLpT#@1Kyo!T@p$F@KPA638`VyyY4!rVjoTLk3Ul zBl|D}r~OL4!rEG0_g#R$$X9UuEDy@x=F`x<^JD(4^8FMNZ^3@2M>p8HPrYb=)BmFX zN&lPi2gYAwtif}nw0~#S{@t_Z4cQ}X`zc`4Ui-;U$$2w=?vwpCy<&gkeL?!)_M7xl z{9$q`pZk;})Sfe_1KK6MNikZ%k-!AhO{R^WdmAsUX80O?KNV+3p?}<;y1RxA@jK){~g17Bu{aF z=vSXk_EX6H6uA4;epC5v`TH01J3b@w+j9Q%`M2kr`tO72|J|dnOP=C4vgZ)zKE?eM z$Ww6r5gAbb_Tu_u_h@gI_fBx`Q(sv8k@Mny3eO{0JlJyymUFm5aty%dJrR1gQ^XBv zjv>a8HAfM76JFXS7;$IGRcIakc{@4pD7E!H7Z#%iKgXy1=fnJ4b;larPl3EQ@)W+G zg8q;Bdi4J+#)I>=>HpIIXZ%BaIrsA!{}H>}{rvf3e~*vj9&OoAfqS%(r?~cd$x{sL zJ=)p7bGb17!T3)*{xdmwC>)k|`8)sX5dQ~bVoyNl<|V6gcz=<-YA%&n_p_pMrxj!3 zD}c<}fa;bUzmi9@66;O*kGvb7f9k)J ztN%xF?vvi59q*^Oyxw);d5@H@0FC2Q{_}hOVL!#v zD{()C*tGrm9_`W(Dt(?3rvF3#&*lTy-(FpR8Gm5>h4H788-GjpQ^-5ree%w#E9@ON2u-xt z%aI+Io7R{-YKAgzgz6@V+(dib%JOe&B7k!lE{~d_l3U@rNg_AVUbnLRTi&Bx<_oaD z0d?414f|8`=N5y_=Qf#b=KBC@``z|RfR=QY!qJ}7Tm|~$_}L%oefc9#abLWj0`D_p zKgEddr?B6-{w}shguj1WvpD}n7x4Md&j|J3@#=r%DSjF6r_lWrx8NRa?5Cjq;reU# zi9KJvV}IZt?aiCFhauTdfjdZ`0f0mxc5PG3&xkuZHoIMd>_Vu z@4e6*MLgq4_eDs~0{IB(!}dtz@zVS9@&90baQs&Ohw@MJ^mLnlnx}~OQ}oGxC%s2o zY+BQ&(O#kdqiZa5EB!xTXXyXxe2Bh0?GK+9D0|2Lp#M$(+wXuqS^l@>DQrK5-=n>$ zI`@h5-<~_hKfCE4yPpE*1Lc1?>RmuFkexBY@4@W^7V+(Zri`szh>s_X6|dv#GB+=n zTc9EIZ$abuB8)7+TCfm)C94KmsyO#)a`L^no)) zcGccLtkIy^T5T}{Tfb{NMxI~YL*cP`<3T%)@AB$B`47uI+PI$r=T|J~>$7v8cE&pg zQw*BFKj%N6|MZT3M?a4G??m+f=QRJrs9K{vgH6rLEs@k@iqnej)7- zi1!P49;3{M0Ji(MarP7bAIN1${(|FE{xTOdPlGujbK`WMe=FlX+Ip60--57VJ?^JK zo}%~cZ~9-+PgEb1{-^ra^uJ>c&EJ8d{YU$+ckDlpft^nAud%UxVdJaY?A#|=Gq1fC z_fzbYGxXnN{EzX^_Z9y=aNv-{p%JPsg4LbDb^yEJGh&H|J(j4{Lor&SCm_bni+XC; z09q_1g5#?+N|7Y-9iRN|eu{XHc8sHGoTtbym|pdL70~+;7M=;@EBu3ZY$8o_3~o1R z9wXWgg7ciN>+N|`zb{K_&wUxKh!^1FMCn{YMw&Q@?A4DROKn`+$Y3>eSd@G88r8R zd_&Al#QhMKV~Dv6JVf7KkTXUPEvxZ(;cd#V@i9DA7z34DU`p= zz4#n^nU_ZrPIpdW6zdRR+snY+S*8i{0eeyVV$JjQAMkvV%PC$oFlx7V0TeIex zLtc7Mxim^iPjCX9yFe&tb^I+TRn75UdQZ7DN=Z*}0-U=*C}?&3EhtsZ@m_jQxim^i zPjCX9yFe&tb^I+TRn75UdQZq>9h^F3`W5#_V6BPqMc80^Us$T+y&`|^%2OdRi}#^7~NhQ;EQm*dYF`C~uDefP0jh2Hg59$6mss< zM{z&Jpx#fR`31=pq#Ofa%^i5m+;S0?OOU(+X!5aKM1I#@_gi3Jgtqnl5t6$AZ_0T9 zmVOmyv1pEOGNSxrzDnlCe4BqO?_3j>NS;FP(U#ozqZ=NRvrPAyC_NT@-`FuIIt`KPumGQt}je4@F*Q-5#s-JKiCY zxo5h*DC5~pX${cahUFj>r}Vf#7yF^m2Y6(yu>OQM=0j57ex8)@rZG8wmPPqH%(DD( zKZTw96z|b~=x4H@Vm!_Z|1J6Z=eZ17aQ>S-`217cgBL~pG>ILmjF<|*QSii^(;D{qr?pYB3F0r?2aCD@(`TbvKZV(}>mSWFE&Y$^>(T$}3I8kk z748Ghvj4~NANPr zhI=leW#eML#~r$mK`*SM%z0n}4`R zd)bxC^-MOLVXvd;ECyx*eK`FbF&b2=`^pHuQ59^NDSDel*^;gLtjxlbdFbDwN(6u-N#Tm1dy zIpO?wJD1OYsVk{}-_QCpI{Lcor}&NDPXYadJjM3LxlhzT9dvK97pZ?{TmR_&6r1JT zr@=L$ufH#x`;qf2%-Mk?I_u@}D2`4|$5ES6yspnaa6Oem@1)Bh7olN1^|d{1p0s^ndC9!^W~W z3F9A(|ID}e*O=T-u}SV+L!JVDSb6Rf{V)1o7E^A>p%MRU-A~aB;&-T5s4ja9Qoz4p zHn2c|$*Wr8PksNjlgs`p9LGX)ow*8_PpxrL`R>n>Fm5V+XH5Nxj&1~m3p4z7yC_mO#VA??$f<; zKZU$^wm{aWhj2f|PTNnx-=FiJ&%fwA>OYHVs2onN{@?BQXv=;I=%24jo?=_vPeJ`d z{nLy32R@zNPce9fuA7VWeu~v{KgAl$86bb)=Qv?cL~)n1fgA^N7072`PesgGaD2*t9?w6V`?N&w(YAA+Ht4xeaz6!Z z?;f+i>3@~>75z`Fcl5vEFI!xp7uSErKN$b9d1)~<_$j`&%+>gto%=K#R>l1k*WrGO zEjz+kb&oc_=gIZ|xc;3!>mTwIN3oqkLew6zM)OuYC-B$%^0Mfn zMisRJEZ9#B^uD|-dZ|%GtpE%569c_3FNufX1ilvnWFM7iG~#+I9BHldB6aPp>U+J zC!r2=*R>q%?tt%rQhvo3!~`ZFWjQjYkvGW$N2uiNj^g+t0ToptuLLGwTKW5a3SX0K zKAB#2oR+$#nV)Yw(H@t*6#I}Xm9-xq++%_B8-ep!o8N8Wb>%D8#S+i)A;&CFm#f(n zy(9nO;oX*}=Ytv~KYPaP zeu^QvpQ2CBm0A1|%TwSU?K+>3>mDl~(wu_rgD_r;9S`dL*%3xuJ>7GWaejYAoqH(a z@Se9wCCB&QgYvg|G9Tuj-cOz=y?jY!Rh~`JTLvf==;LwrT>YoT@xLM_sxi-4XZ%xiL=peB{S-M~-8nlTX8{!~ z1sD?qxm8JX*vrJ+0!oe&c1DhWD&>DfF4CTyJS4V8%roq(-#N517cJjj<`W#YJEd|P zkE?^Od)bOL9Qz)fo=eGRh!4Q==a&4p2?N4rnXTv^cHA0C$d6uabp3jbaC`*Z&D z`G;OCbRP9z(hsgDAfFS_|06i}>8Yo~LY(^~`p5GW-Y@kJ^-r(qA3e)=liW`sc?#S) zXnBg&Vf8n1USQx}%SHHJh;-+K?02a04F0Y^N^O(#5@?Iugxx<;;N!jwi@iHu&VrI0 zh{xqQKINZsGn%)GXNt{(`G-8klB?x@3O&noLD(SsDMohf)x0O(H+G)~YmCG6e_-R# z|8u*;OWGf_KYGpnVEm=<#Zt`p#QcxBy70$%ox$8A60q=D9wXkEyp0G=C zd%_Nhp(wA^f!nonEbIVnm(U^)=nh+nHr^llw*Jw!!q33?Tjfr`7hilitX#QD*UhW0 zx+c8z(#v7{_EG)6&-D1S{r&gs*(d&L@ea1GeO&*1-ShHz*1rP>aPE`k2JElr2CS@c zv8F{yDe-7m((3-+Pc5|;Ai>%&*0d-oB_50=?fr~c^Q6`SBv@HuO^cFJ;=x$b>b~Dk zEwvUP!P+p^v?wVh9*iaJ{ft=iq}BoeJ}Q3>P94heG<|O<>T~405L-hDyu3StxDs*- z`#c|}{7#dyv{{`;+uO73`W^l0T$a3uzhK|L)zEr&uI;3h19(zPe8Crx@Y-!}Ztni|bu4 z)pp78#Z#ewaE~_br&xnLMc;z3@Z!Z`#n%SHz@2L(S1}|XDZgI8a&N`zy96)gfa0%E zz5(IGofgUu812#rJhARPS{i{lQn|VC{R;(QeORiX^IYi_t)^Ct= zpGM@}8@1ouhNJ&O|BwDJ{r~L8m_Orwua`on|2uE}U%Y!Y8hw<1e`tO9;Sc^j{P2fA z2|thz${+r~;0GW4NqA6kKTh}`{xHHq`{9EEqZEGY^!Q(#ZUBadvz`ziSQbN=)Br~aEk z{Xa7Dy6&eyo&x&k)?2?8^Aucvxc>I0{h@h^joZWE(2(ZV&RMcBeDvQg3733nMY#0K zD~r!6!R7iTLc2`rm)yK6Tza$NFZq(dvCSo4UKK98x#$CJ!K;0&2x#xTS_O3FqyH;wt2__%{}KCO{6pu0 z$YCGjKUMq-F|$`*-Wmo62g5lF7p6UWx>v8?&K0zMdvYFytTq0@J6FE`I1XjMyw}p# zkFzU`w@=R7b~^l@e(BTecn1c1%(aw#yI9K-4KT-7``cua<%s&R7cF^J zY%WVLBhjl~ip>3fiV2**;duhdMPP4}<`N{{nD9=Aoq~N8{=Ptgw_F5r7Ffe`?n2+e zN%3o2-xD1^0LRaAo&)mVF85R1ci*?t`d6R(#NVIupU;2NZ=xTm|18#H`Rfm^|3_pm z^)G+a0_GNwU6ZH@EPw(lUvDe-Rue`b~3=RzGob5kjK{#{KS>de3XN5BtpQ$C_ zv(A;zqBFzU4x?;*z<)OQ8hERtue0To`$S)7V=V34+hsb(&$6KWWq!=V`G;rmjI++L zSWsVIc=VB<$$1-c=UU6Zq5nhwkNz+Hf6LjV_b-#4p#3@D?N7Yt`^qa@Bu_CE7D}E% zC>xek-E9T}bKX2oqAI+Ee81d`|j&JfgmGU2!`zgvi#Y28S1%H3ee?I@ze>1HA zN9BHsGEecMth6f(_LHJ(edEkKut*y5a`gfh??NN{T@1a!ugEKzXM4(N3Z4YR5tu|L@EJ zY#H4y;n<=B%G(%8{&wOiavyo@=6KC|hmJa+d_W_~-%dOnKZzapmrNae&vbj-|B!PQ zaX$o}#}+NFkc2)kKRSsaSV>HGU_OsQ!D>r z*-!D!d+YraBRj|W`*Z&D`KSJyas7|G>7IJB*iZ3Q9b1uTWua>iTRPq$NWIu(S^<%zB_Ki-h{jGih zd@uT6=10QMr2k3#hxSj;+CPX3&A0f^-to8e9&OzBykm#lYb|$X?~r#qtuFUnqaN?Y zMot`eYVQ<2lwLR9Ow%^t9R^SSSUckz)_#r0@7I(`=8Q_+cXpXV~?5XS;ucy!N%^P)eF-}Caveu{hL+^7EdjwbHW9@(`=e^2$H`1^DI z`!mhwU-T#SpX!CUcIaC30rWriQ#|?9(_!%XQVi)y~K66}ud(r+to?_GH zc#pQkLKiMyEO$q&2$!#29ah~o7*^gkB%gt>@^*ZzzG|J6s0(d{@Ze)KfrV!k_+wkZ z+K;vcE%u2%)OWghx+~@{eO#FsE-@%dX2$5O#7=B?XQ#Rf1ocs3pwV691MSdm2vbz82>Bcob>i(DduMDp~xl5 zPxb#PmjAHi^1rF~Q^*}o5_7@1PdLk0|Bw9rIsf_mQ~$Z%_wpp_|54ndt@l$bR{eu> zpSI%MCyYV;L;cf(`bYB=n}+2c?KN_SQ(sv8k#oa}wS!^c8&`zEd*yS_C&IuzSBAm6 zKVcuK12=f@C&G~6hhlx`9`FjE;8B7$plu`n-PXrI?9=!nE%FUWAJ$(SkKu+0qPjOR(uu8E-^)eh%TvUX7w&a z?^no2a}+(bYGRGO9073McS!}m)oUK>r}!&mj$ca7;iGbYiQP}3_nRWdQ{{w_AC5U< z(Rt0{;B^yfd0pRil<~h#lnTSN4wAN(cT*K6x2Vq zRzx}II|IIsDvs;#sjxphPcgJc?x&FVwa@*?;&8d_Wf-^%c?yXSBM;%Z1b?)%AW-nX^y+1H z$BWpt>(~Fx&V7Q;r2o-V{zvjL>3_=a5^ZburD^}r{*gJ5^A_~K>3`Gz_BBKGCF2i0 z6Mw*YK509J$NM#Wk2rOXRRg6pM=4MK(*>OwjsaEeQE4GKzKW!hOBQMubY?gPRJBK? zKpc?`6;pCPn67D+ofGp0l0VSVArKt2Ix7{Se4Sq+CME zHP~JW?4cNnc?XTBgCF?`&qZh*xcYV zV!u`Ni9COID&w!nQ{a91GA><)w2N?cS03f}`y;w{Rd!p!d5n5TL&bzjW^9q<0t>@& z{AtD17F;RT&hkGZ^W&i8DM}l|*A#JRbuk$A^r2PyTxDlkBHJj1V8(PoZ}X%5PTw&iwuH9LTf5`CrWoT_>YI!{^`h zsLO=Zdh|G3^K8#`H~XLZkNVG_A?p9A<8&RId-1m^?58+9O#(pT|6Qq? z8|X^y-VVWXH1kiV;JLRJo~|Qs{3yhZ0_-j~u)FNL3)eaox}E#3{A6GCy8O2f@78mla-JgYr%1m&<^X?x zdpU^O8pLM#vn>;__uaj~=GTxW3{ju^iob`l#z6N`FKyv@0Q{(!Q?v`lSOZ)cO z^M$r`PQ&iIvOC~hH|J+D^~>>lUjBMN#l3Rw6MQ=P==~J&9&P^qod3`#eEzBbW=j8$ z;C_lH^SMtcPk}Xu>yNJIeExdt`5PPCZ~G|*<=m(Ke!EBeHaqvp^9wotEB8=H-oWct z;*JT~8-Y9oV#8iG;>1HS58-!Zdmpy10`0K(0(&e3_MAoRujJ+Ul)ul1`7r9 zF6TaZ?Apupf__4zsCEl5mhOygN)wao339;8)~Fd_EZrH~lqM$E6XbxGdAJs2EZrH~ zlqM$E6XbxGtx+?=Sh_Q|DNRhSAC_y@HBSMX1Nlt1J*2c46W*V(oPycvrhn62H1f{8 z&i%q((fcgWSIUppxrp>WwX{iRm2><#CI4aUr?~H1^6puGD^J1SU!E7ve?I@zf6<3M z`TBnp`ze0;bXdG_vFabqQ~0@0Sg-i}@%ihq=WlH6jd<=;+)ttRXb;*w+Q>OzKSPmw zu=m#Md$W;S@R%|9HE-d0int#_>40NB-Lvg{e(yHUg3>dg;<(`F_-TI%<&U{Gf97BF z+$Y>mv2)j6`akslQr_QvVEVse)5-d}kN!X7A4TlP@)NYb>3=Z(r*lA`jg#;Ho=)qJ z<|+K#ryQEj0q>5GGomcu0`z8%vbxv2bgsHgR0UG4U~(MF0xm#jc9hk<=B0DhWuhvO zY6X+yP!@0jI0EW0s0tj_{Wenv^L~n) zL%_4;&zF=be_=U`^qwrv_R)BN+&@u0lY;j)X&tki2HF}e_V4iotM^k#o}wT7DK>~tH&)CU{{Ec*@|>qh1%Pn7v_h|e2LH$Gh(_8un=RR$ebD!3%k^3q7s@cco{XH;kJXg;EBC;5hylc-_jF!Vld?a%wqJRHB2qsvE1%HQVHX*~Z{-GO_w zm&HB8<+)Gvf6`jgBmT#!_J25jd|#3NKjR;a|7hHU@h{lh^uH|TLH{$^3@HZGIsP*_ zCHGULbDumyjk17ayt;aD$=1{js& zM}c&gKkhF%c<^0~A?oubYmUATuX9VDwK&I22bX?7Xs(moj<>T*H4cY<;{DJ2gfHJA zC396`?)J{TJ*mb=Y;(29&JDOsV|=UG_EmN{{HfuaQ^f8r~cFRVTe^^YC@gKxK z82@1WgYlpDAOD@2dPnjUb?m-Vt%~xeN&-4Hsc_EeX#p=2lQSel4OHY*NkGlqq2`=E zu9u0`84{ufDsrkMpl0q+b50-E%f#vo2~h(TIaLx+Gk2&tr;qDpVs(au$N=(Klg0fM zSZ`F%rW}OVp?hL30d{-hle~k(MAVj-cPn7e=X)z6zrTaydjedSOIi5$UWLaYxJ((#UD9W_fxFC%irOb`~va@x)&njtZuo7a-W3ZuS_|J z0l9YqcTx=Co%doth2N*0`oW%xf^O$X#WozD@}H;kPxBO4#(T6EU_ZrUny2VR`3=i+!1xQ|PK-Y>{>J#@T#LURm@M{Fq*!$VavPWc^Z7fq z&)**Gr`R|g1|?5{b@SYqrx@@&h3s!A@1D>-6WAA_`zmmUHu4yL77_MA6!{2&{miD6 zgHU?TcWB>|hd?d^d5py8ISYK8;aNo?=S1IFKOaC{@!fg=RA2K&+e|bEB_9yfQ<6jozWBd>61>>KSA>E@b zacqlCml0~ml|k-;p1=esV_EZ*f#OO+*=4I$i&!9vP7;`aR!OIV|*NrKbPdc zL-G{&-fMXZoMG|sLq83>M)vUccN-mZpYvaI2=)|29m3~7=6b3BKB)fJ`zfBZJO%WR zo%^(l`iJ_*?3NzXzhmQXhRwR4;tIV}W${OCKZWNhJkOweA>y70$7xOhF=LG%TaLo_ zO=uh${E=4frKrw_61wFkEdJc&_pvxW@(l>hwIhRg+um9U7OY63#t2WYp<-oYy1unOmV;O^hX~gcCyo zj5<9}Vs7P$v|WeBC8~sTPYxM%dLHNP{{1yiQQV`gc4o{UB%4!Xjfgjj?GNO*!|ePu>gdm(RnppF;1^ zZvLkDo%#Dm|BdtC-#O#+PyP2n^#91{-td&1`?PT3BGo_GPqA&=NX!j#{Yh&z^>5Ft zKVxHW#5@J=r;z;=7sot>?~#yq*>%rD%s1qiaJ(nLa}@s0d*n|sbj4eIJ?AQHABOMK zusns0GZbU-Wxj&rTRa}}qx@s82KSg?Zk^`y59dDVehN895c{1T-C*ZF*}E3>f6|(w zej5Eh`oHx58UKj3Hse3$<1_w|lnKIMV1 zcj7J4)xf=_IcBHrRh;n{-P^q-ZGad4y%D!pp67_e8USA{(VW-uGc^9F+)wf3lfMp& z7cY{SQru4=c?$i%;QukocA`d{?F=zl?v(f^zc z|I=cKjQ_Z-sejx0cXIMjI4tM-bpF>N{$GZ%Q#`wK>xxxbyuZj_4J(yc_p_REuN7nB zD}c<}fa;bUzmi9@66;O*ACZgJ{oE(FLABgx@5^L8V>YVA)7r4ct28GOW7E;5)%T{c zCZLY{FL34)J}H0E7{_TGzmSp18#3z^`Qsk#d-Wb|^XVRbc!TVx!2J~b{dI10{_FhZ z^N;sQPL2K>AKxE#?%Wf$ZQU8RZrK&KN*sU7mJzvc8Xv*QeGXb~1x@PCm+GMJlJ@oi zTz)T$k zznlLT>i^!?|MY+9|1jQ?eug7Hs1_sIj(DQ=yB_ZjtX#Q)1yUAk(by>4as zw|i%K)C`r}3VX*5LKE%va%9KlrZpyynxV`ap}I*TH_=|VvizHx2;f|X%cEwfl!(QM*cx_3znxy=QcI=Vfa1S$a7$C z1ace5RcMKPg!EzW$Xh?YZ=lSJaD4nGl>dC1f10O=_fz!AekZ+0TWnhMXX1KI|0m_i zx&F+p^@sik{SUtbb0+-{)0g?#uz5%SpU)qkKR$mJ=PmV*-A{2O#jgS6sCNOyKz7C` zV`^7MwiS;2#vqkeF2tLH=5Y5iH!ql5pds{cLDKLG~m|LJB^lw3% z>*M3xr^(6pG$&!XiMYPV``|h6fODQKZ=v%GdmfU#E_jKHX^cI-L!RELM;pb}F}Zpj zll4pYP&)_+SLF|c0`3h<4_gkbr6c%4k`vc!5M$>9D)$9szOANEu1lsw|+Z}>vE^wP`1vSrKUb8%RUqa+X!x{;+Mq|Z46#6eQBTQ7a!q6-{9B2K#y%X{s));%2lhwJ@?!f#>d~ZcYL}2 z&MEst^AsD0!M+fOlWy4HOj z^-<{ms87iCXHKm@^uH}8VL3;SHFPQ&f9Uo21ND#1Wyaq`4vashy!l*=zg6cxc^tcA zY#T%)l;i{_phG80GY0&vS#!-HFTJN+8l|KsI04RGAQZGZ{uY#~=6El?r(7DPq$fB5 z&RrlBv^xG4l&a=3>{Q2lMbM9yXD}G+yw%ZG*AKPj>zsw-z0@2C^h?Zz=<~(#=ZyTZpW?pzWIu(z zL){l1k#nDRrakibUHSW$YlhEzFFF6k7vS?hWBLzg0}XE<4S)RO#_+=PFNNox|3i3Q zK3+cm{2#;fF90W{;FU+}pug~3*dKFAODZv z{r1K1yWc$@o_+TB`hU0YH#_6c_V<7Jm91eH_N;OJjq3|+k-1}kAWyMzlkcaHbDutX zuH2(NsOLUuenD~tc1Dxs9dO@--k0tBB~mUyV#t8yW4VaD*TU|vi1f5SLh>5mO*s$1 zl8aEBi!)G>G`i~bM&Kdd?Q zf6c#}Tk9|W&-A}wFX2P~i~eVv2Og_o{B6#}-%cm}J2m-kIEp}Y6|pX2*)eFHV%G_X zQEWdDschfmiL8wPc`=Chh0+_xvMw??_38WtDWjar$|k;J-I1}Zi(-)2^*s3gN98+C zN}fX3t(cFnbqqF0-uIB!ci~B}u6J?Wi)S~bHBkGKwa|H#?)}9QJQAz4{`?(=*dN+) z{3O35^B$2u?x(PGpK#8L?5B9>XR@DSJpOKL0i!W=H?w{HL+8H^OVL zy&hiMy-&&sgT34>_&u+O-JmN^EK}Y2Yo5gKeA*WM7h|Art$W`E?IexATgDh2ozTzj z(b*qgW#%$a`4-=C2EM=Uqu3kY<@I&dORm3W!>BxZbN#`yxJmOAaX-by=Z2NH$+=H@ zKLz$MSS}&$aq#>^nO|t~_HXPpUq#GcU_9hHEVtopivI)0 zPy0VNY&xc>G0`seR6rjq_Y z;~$LwF#c89?2P}VwSAt%KMzQrLemr;p7+Rp5r217x?>_C4DhC2Hpp7dv zh)(|}>BKp_Z1#(Kre&zfr<4}CK+MzeF+Zk|r|@S2wu9&mzvo2lbF3v1kN0Vurh6^4 z?z+X}knz1E)jvY>wMhC%_P)}`WLe{9d2nx|Nk?x$ER`zhi*+A$}P&t9^8fyT!@ zmmpPo##iqJ;$%)O8HwJ>~xubxJP^0 zmCNjDHzmrNUs;+dqp+t&R1jz9MzT88BhvSaf?DpF}T@Dvz}VC32jVb&VVp+e3MkV zpF(VLf5!AI1+9Ay0cZGFzQN8}0I!@8h1^2H2fdwjR^+eZQgIB8S01o4rJT<3=al@1 zhxf>Siu?6$3f!-YbDu^U=RVooh`+i2&M5i&%X7l{?{=Q*9X|ha>iMVs=laL>|M=`5 zy`N&UoclDmCiM09g~hU;;_|Pp4y(VuCJacP0QXc3+$A{$xmP>a1;#zwpd}vR2j5-R zPHEVaAvo;KuzpJZ0!AOw-|D;9D1V!m;~$s&@f&=@K9v95o_{Ol47Mf6Q{XI9Irqu$ zr+~dm|0nu$F<#I0pX)!@|KnT#Extnkm;OI;UG)Fy|Ht?$Vq)_+{?WRhq8Y^RP_Iy3 z_86pqf5B{EfdG?NwZxzL{%a?f{Z%-QpG4CUD1>ETfj|SVYKcE>`Foy1b%w@|<(Y{w z<$b!xp?H>(jT-HCugjiW)MKk9$3f2J4a=lVZ3{)XL8F?fZp zo98TF94`6d<>B&MSBI5f8w@LM9gw`mKv)q!D+Rv-_yV_Ltn3b0^5F;M!_JjLXDMLy4Lab0JleLf-i1=#1Xzmo2C+r22Oy*`SM@d$y9W_9${ zwDWU5k>jhZ3%T~9{Be(Vbw5SiPvL%?mHhqvx8(fCbIs@9pAYK4VlBbh(nZeNpBa}` zFX})4zm=suMoOwn#`@(a=ITtPp=PX$m&bcUm z&Mx64!Xx#w!E<5cY4C%-uxL~Em1#20Mb?+{dS4u$@^8$ic{%^&c{p>?S(>Nli|0P! z&NZ$-^#61nqyJ0)-*c0Nf9^IQ?Z49Y&Hf(kKia>v|MT+zeWCJjT{6%8-^l}q!jZb2JF zQpahj&y>Yos`Xf&v3fqy?fsZqazdHKOX-@c>3w* z^e%9&KU{x%b^X~hX7^JJ$^8_4a;}W+Ma2D13p8(mdcW>Z>`Qg$>Bm_#vTw2EQCeJo zolnoK(SG`>{z1n$&d2c!S*X0MPWeL)oPU@HxSs-f3iUzg|D^X!=>HY**i+!^D+Ku`zdm~x^s3w&H^e}3NR)Ja;uW&u$PIs z1(X~m?2H`$RLcK|T%%wb1qpzWj!N8%9 zQPf|1-Ad=H%EmZC8zUFrWm)8ng5^m{^9 zGynZx+w*!Dm$+!!+Z}Ujod3`lS!eijJ)fU{$bjE}=Jh}H!51&%_`f%;1{yE|e z_o?gtIb18B>pms4$b)tc8!fl7K8=pHc^nz*Q$D7R%kfWK{-3<|Q{k$st`6s&e}URR z=bpPbTzTcy;ab7_??d^|?fLh#tSzvi>Hmn1r~gO)H~Kto-*WwjolpDc{n|hCCH~{j z$9#={@%z*NKOX=4zyX~5WVwOP83NB0po|<^l-wo0;47OR2b_8qAi>(c9H*p|c#hwc z+Hr`!l(KdM$s$K`aO#l6cVZ4f-y4cB_PHXr;QL*%KS}tIQ`iR_>=xxm2^w%-3hX@E z-td^e-cIMTfg`YtkpJ#p_06!{r#Vl@3nE`u;fJca{lxAr~Y%@ev0%z)}hUtcZ9Fpd}~;?bXi!jVpX{R{s+R| zy+tnE|Bv%*{jqg;{;t2h`u*+wh5cbzauu65?FgG>{%+Z_Gi;G^v)r$Z`3!u5w+OsN z@KSD3{7$8Te+y{ZPGBuT1I|mdjXYW!UdIF<$Nxa`-?(vGc;=ZG!FrBgdk;WCbx_NAcXKs@GgQc`(&7+A ziR1WLTqc)7Iu2?%z5FpfrZi6x^=`~H_*or3xA#drO7}X%*w2L8te$(2Ttm560iFa1`@{FY_oJ|C^O$DWW_DE3ug?sNW|e&F*@{a54%W@pFM*%H*^PZR(?ikFe-RWB1CS|p?~bNnc@ z&P7XJ6`RY_%SiO9mm+h&pJGDZ6G{05u|;5`>sli7E#Xrh0eLy0N1H`;b3wDc8Cb`1 z>`LFkNcsyjR{0}Doe)%1iEn6NQdT4{jkU0PO{8Rsxx$P2$ zUY}Y0|A#-mD(BAKBe~LZMGy9eGtM|8Tz1)t@Zf_FX|7_X$LI6U=bz7i`OKH_%s>C9 z`uW4Tp4iiJ_0^wLdklAuY?8Au$K(!@`E37YyMAW%|Ed1{IX?A2^?#}JOZfEH|9t-W z{PX!QpZOBz^H2Zt{o8-YQyljF6duQJ#{W~y+8J_|0hpr&e+Smos6}fa8dYtlxDJF8 z#qqN=GL*!gfEKNRXjGH@j~qU#`zh=!J<~NQFX8zLZ;ExpEAB>vZ&Eto zno*QrclC}3X=-+AH9`%Ty>GAR1K7Yea;q#xDPyB!A|7VuQ*Y7uL z-~UVDjyvzxv$pn*V;zq3oAcjv1D}7DgS|^KfA!yNeg9wl;#UE&!L!afTk{kPBv)~P zoE49=;a_=m>%3imW=sCmf7JiSvi}gT9~*lkjL2R0yGHg(IW8ZR_EFp}gGUp7Jn{;D zbg$lHJQ{g+?V7N*-bUynPV@GtNBk&C#h?7~ckbL1{_DS9l{+b}(mciLfx+;HKfDrl z?09Wf#>e;4?>CFzANPRixq5E1M>}7A1FrvE|1k$JH|DYb$M4VIpYxyo5A?u%jDJ!8 zQU4vU{2iw&;NJHb#=aop_4eM;^O5UbEhzqYfw^&`9#P z6A#BvV#oa@QwQIR`#EF$HRTMfuJbPLeJJx8s*|G6qIy}*!ohn6$R%2?LEwhI#=Z*Q zPYwUZd>qNW!M1IUF*nD@xj?u_dh52GVe6J%VcWJ{0?TLXNZ2NKO>dPmsjV(F)DvCs zQr{+gD7S94y76Y3wgFB0Ha;t@o$+naevN0Q#@`}mVdEV_d~nY8Y>z*i-ybr3P3}0? zIbZtZod3x`-^b^l`frx>|N8Zh>z+02qwu|C=bW`LeC*?wNW5_4yk39i`})i8f9mb8 zy|N#7)8_5rw@*JGe({T^!V~yB@yqawC#3xOld=Ak)e~LtLjQ&Ep?u;At6SSl(>}Bx z@Z^uRGrpe#{|kYCF8!tcPu}>CKmMQLCqI5f?!{TD`sd>xyCnSNM~{TZAAdssPcuEf zesB41v-$mT|JWZzx7wZ&i$x`S2zEZ#f3E+twEnB_2-}SI&yxXhh5i@V=N^ zfNsdJ(NmvlPnJ0c&|}}|$IqD3{0PQAJ;r}sz8CJ;K>W_WAJH z&)pCfp0iN*Q}p+r87^MFJlt~2TD?CQ>(hK+fB5|iI|FN_%n5&X=Y#!mDt~{RfBALU zf4Fq%@^IFfXUXSG+505r*=L2bQOZ6jtqXjn&@STm1@tlpesDm$lj3#yMEA}h2 zv(Z*cr>AjdX#6u|yffn2oBjP~$aj>_ERH|h-~Zh6&JR~!b+zQ5hRxhfp-Glm(MY5hhyy8 z^9qVKS^^8!*uk^~*i)0L(r(rwYeQ?DK&!SJcfo)?HK{7?1}(BSwAKl#Bc1*EI+E z3CrJU3>Rw=Xo%1In&hS0Ef(udygnXs6C9uN_xZs2$LFum7v(-K>Yu1%=du3XzI}IC zzu~cP-gy^DtniG`f5w?%Xw4_WbI-jLc8}V=C$2vhFUr25)v@++{f)Bm^@jGxNwvRl zm;LQ`d_7!v;e|o(+lu#U+1*<4el5kxJzBW0tKaU@>chQSsHZ!;K$E+r1dltm(B4Yn z(;NZt{c>Ly`ZW52KI@~;@9*+5(v3IX|K;Oxe3k8V@?W@cQCK57cC+lC#d|Zf|Di+Z z|Iq)V|6AD<^#2+EVEl*iFOU0qS@`qxKj?p0e0eHN9*}#qj~>xLwZ^c^0CfysE4~V4 zmzbhKM3+=Fvw9bz_bcT3-e>Qn#u~fRy!X2AlIk4(zsP}lA2^oMs2<6Csjmm(c=q^O(5^_CKKm6gNv`5t zz2p9?Us)S=?|xn1_0_e?^$6D=uD`TDqJ0t9)fu+Gut)SMIVb4;`yU9m%UxaTZoebk ze%qblHhcuW?e;sRen(iBa9__f#|iy5{YV?>18vvc{`K4s>dFhg%mY}*k}(vX!SUCw zyCbY!ds|p1rT-sibNt!-{&(N~&G3_lHprbI<5|bj{*QL5JXb0UJYV)nu^6sDTz|O! zq~}6?ni*byX#X+(Lj4=pBCbDNe|mWR!FfJuJ4F@5N1Qyz$`K#enxiaWp8j@0C;G8~ zsy!+#1jkpARC38u?Sjq>$AGH#s1%4JvY`Tb3f1YAogMQQl0VQr7Gitndx5eo?l!r- z~u*eW7i{mF;{il)%sA__#aF?&jK+zT<3;KbzlwWMoY9!*1J` zCGG#he&_m=?0Bxfv_EKn(f;zag7zov&)Kp+)n}&v*Yo}_@)USqzKlzkA?+eu-IYiA z{r-sVU6tKda2})HQBX0Vk{Mehxxm739DiCdwFOs-wX^(>$ox2n{S7dO#02lS;~U|@2OkQ%c8zI#WWId=`kCPTS9#F>sO+rM`T6Jkr~OU; zqwulR*P{Ky^&kGYeW?E-2eFM9f2iyNUprAU{$lH>%fy};)2oa>KsJm&H0K8657FN| z3GtUH?58+9O#(pT|6Qq?8|X^y-VVWXH1kiV;JLRJo~|Qs{3yhZ0_-j~u)FNL3)eao zx}E#3Vm?=WMA6a zK>7RpQhR~(Pi=0e;9LNBfWZpZcHrzt`8lNx2^x@5@*J zTJisaUVz@FM#Y*Vy>#YO8o|k4HpsDBPz%s`YgDW`(o1Jfr4gL$WrG~61+@U3w?@U9 zBfWIyR2sp_UN*?FT2Kqnd23XxInqmKPNfl?>}7+jRoq{q_fsI&C+j@opY{>kPVxr1 z4)}oN-bMF2AM65;5fT^uh?i` zFV`QgzfmX9{-FI;*qv^R(*CsfTVOlX?=;Zrncig}+b#oBns{ zdjY2ZMgNQb7yYl3>woF}6kX1J^4PVP=>`3SNKx$;U@YAk+mt3I*AwJ`m#tAV!dSX9 zwkb_at|!O=FY|CM$XL2Fwkb_at|!O=FI%H#gt2sIY*U(;Tt6(=tZSYEK0o#|xbH8e z`8aqNMRb$q4)VH{?!pqAKj$GVZ=v^Dps%z)BJT^Z{&PK@Rmbruf6hNXf7CzbH&g#| z{qcM~*I(Knw7-fN8thE5A;n(UNBfiZw>%r3qcT4Qc?kL+^uK&wWPg+XXVjhXnW6t} zu??LU^gro;(*LCY3EfEld)EAK%~SZfPdPN51Ku4WXGB@R1?bHjWp%H4>0EW0s0yT7 z!Q?oU1zdp6>?o^y%}eL1%S2Tm)e0uZp)BA6bY@3c-D_StS6wEm0;yIoISyq37oamc z%IaS8(z)s~Q586<`)#HU%Ka4a*-U3L>HY9--$|MDx2@~xJuQ7V$!s6XS9lxY^ESzk zu$%_k8ZGj|K4{`NzR1L7N%^O_g!v|Oh4asHhPF3}&mW!@>K~g2s!QX(H-n>o6&z$l z{VVd&wTbJG&JV7?v_EKn)jEOpC+$z#-=-HK2lwS@f7Ab<|3&{(=79QJjQ_;EpFBd1vVdc}x{hYIYu=)!IM&MsRnM3Lu5k~Bu%{LZq*~oU zQR~d%STBnP7?tBkfpnKY?k_ob@LjRJEdGmkaCAQe{8q>LnxwcK^U8D5?O5!+h;cCV z6Yt;IhZv&ALJ%txo7eVS*j%=K`W)Y5MwEY?3!Hz^PmDGppT8sz(@inXocw6&AL?JO zKbnW)`b+zR_Lr^~v_ENo)BnhR8~rc(pY*@Q$Hduh5{qE`0e%$YFO0v)8o~G<UuTBu`Pt?mN}0D1WLXpi`3y=bWAv@G>zuLqgO*MNX9j)XW`f>WNnOL16 zA!?u^r%D29<_@SHBgaLB>^>ahnjQxxLzh!XGn+)AdfXURqUt0x~=h0 zj{$leI?Ut8GH(-~h;?$gf zJ}>zEQU92}rT*pm!}XW;2kkG~pR~U*2k3w3JfQ!je#1WcpUHnRA3xfS^uJ9mj6X2` z!uS*8f2t1|f1IuOkrhmzPe`i@@Yi}?wi&jOdWkK^*5ioGr}ygA39`W$re3q1#+{IN~)72TKiGY!>`^l>;o<L2P~u0PRd$T zu9L;z?LCI*Z)!}7@dw5q;(TEIVbo4t(s1s>_neEuLDPd=({0{9;-*ZFzoBjv=FZVA>yHa5K zU*_A3?lhl+{uljE`rq`wOFc>dlm6$)@juIZw99yQ340{F6V7OU2Xn!Zzyx?VvFwHi z*=b%{le!kW(SqZfYzhe_Faf2&1n!0ho71ec{S@!T_fTvta$m;uvfRO^F=Ek6?gPqx z2>5<@Php?hbOJlgc^zNbI>0)KQaEq_}gs9 zA15adg~M{LPv?If;{RnBJH@j*x2{-~#ruo=)v!{Dbw8^q_gXO~z5>Xs4XAF(@hf>W zE3w{`{}H)p-OqheogMF7dwrkfOHGgGxN&~RA2xr+TRhqQBq^icsPAn_JVEO?{}cWD z7}~xuj?*}P^sh=8*D|O4OW7cw!TFbLZ$5we{80bE?xOzX`XjoL>o4sO+F!Ik-NvT< zEj9xEkIKjMxk3Mn{#WJSo3B;+oFz>EpZ+KPZ^j=Oe~7t1#$Vod{6)`w^1yV8TPNUs zM*SP{|FTt=u9|4CTUq|?-dP?sLnXJu-f@G_M0>p)*>SmPjme{CDDy_BZj#7NwAZaH z|E4AaIG5q_s2M7`6|S2kaue-!E6cy-J=&$cj{Oa&3=i+U~v}4U(9C6F&D<4vMd;XV*F|L;!k!z#gP=h29TrP1r!6> z8KaD;T^ZR{IPx2VR9d+ZZwi{j-OJp(U~Yki(7y#u2gn^X1`)=Jw?U58+`M3Jfrik( z1#Pa6k8__UC*O68Gm5>h4Gh}ioYB65sL3-|nY46#biMqhKFJ zkzcU9g1^@Zo(K!i1mZ>hiTfq|{T=H==$glfzLVx3qF){3(4`G+Fvq9-G0$wyaQ+p~ zoIW#r{&Y@I|4{$>+7t5@u&25H#CHsI4d?nx`@?*!9Dkwx)wVgY#`=f$C+$zn1=^o@ zCTM?SF3|tAc~HoL_BZWs+TVb~4WbcBa)J}kp%bMU z1OC>mx#p0U-cv4(QqmKg0Ou|c3R)e13rbaUyqDfnE{#&s6Py6&E)WV@9e)c-Rdc+T z-cv4(QqmKg0Ou|c3R)e13rbaUyqDe+@>mC_4w-(z`PI-hF}{Hugx;5(>c}gLof7v? z7;JWn+q2o0sdbj)y;L7SV@u`>sD9)4lt1SmpTDGUsDG$`J!XiUIM*MpzqCJSe_5V| z_9vbN+TVyF)Bmu1LiVrdf0Z#amy4J5KgF)1|DAG?j6Xp2*q=kQak^UnsqCEbAhZQ=iUXkTS}-tZd>t z)*Ttkx+n&TUC)E>e^kEXq~s~oZj19Xy;tVvIf?E{_MPw~7#Iu{M?y)7yK`2h? z{vKZ}F`n2;)}Oa2`*eQi5gNy*{C&=qCFftVx%0Ek=dadJu1~0cOea(Sa{ckOmFus? zd})7Vo$310=LqdD+MmT-p#4Sv$L9d;Z`$8+{}KHUx25QRWm^KWaC?IO7yU1@CFy^; zJ>@!M{`nsVBu}Af3J=eFWWR{NJ1X5Vkq`!WQ!g82t!7$=ntV!Wkqbnp|C4m$99}m2 zMLp9p)Z|l2i(DY)>G+r*Q^-?zP9o+i{GKJvAt09!@py;LY5K0O*8SP?btt~~>Nc$B zB3d~H@W-{B1LF@xjF0gb#$RSS{-ozV9k%@x9pm;* zq}Pk^y`q|R=PNP`W=gb9~BQ=Yq^R*hQcr_%oPJfF@N+TXOlX@AQcp#MSt zEBadL9ZLG2^uObrp#PcHN&4UPzfXq$-MXKm8N}~UuTWj~7^HxI!E9iG0Fzg>#Gm^9 zYbTfeRXC2HMAH!{gk@lXKm)I8i9c=md!9ml7WH4VPrFa|IK*5<^l#k<)^*Euw(R*u zd_eUUO7VF#UXbYM6VG(Ki%jR+xuSTDH#(*B_RMf|KkM^(X zQN;DQ{-)Tb>ryXie`K9uGNJvU&kgMl+F$Cg(EhA+rLQG;Z?(u7`7`6Zv_EKn=$xSa zaa!76lLrokBaJ-?bx6Ff_?lq0 zw&_L3X{l?9t+SOqE^ExbbU%{BgoF?0M+4`+zTa)(^`vuj?Y20QkHzs}>r?(dA5zKr zC-Z{OALaw~PZ1BG{^j~ptQTB=X@AiEqWwwxoBoIUTlBxoUUGTBhAiKuFY)w0>3`Dy zX8a+=9b$~i^7Hh+>3=i+aI)hswx1%$t2<{0z^Zbo=0wh>Fh&3%rN{I(!NjsjAjW@LxAi+wCH7!a?i3ejz zvp$dKZ)z<-g0+KK)8c5j>86{)lBG++7jC*S9GE;14!!ekIC${w@atdyDqQmMkB18` zI6wU6H@`Waq03Qpa14bU$-${Z*`L+-)}ud%eOB=8e7}|6D}nn5#eM@0w!QMBbo$wNKVco~Ua^)m6HMM4_$JRKkRV{h8LDJ;3@qOfLYDE#-!FGt~7v2Wk& zVg35`;jjPZufx~BerFgP8>{G1coEl>X%l_a?$MS!#YAb(NGxb#BIXjr-fyk*>Kh9^ z#*BPE=Mp|6VhGuH)Er#$A3Zk_>4-sd{48h6pYxB;pV`vXKUps%+uHOc^>4N%^V$O( z*B`FGv_EKn(f)M3Nc-E~b+PxS=zrL}p#P!#CvyMwrCARqpHmm*MU%?=G*x1zWZ+YwVda)c=6(J z-KVY#BO@a&V*OpFrl!JgpZ;z5pa1iJhA(~Ti+Z0n7)qIC;ijf-dTfJp!QOuRy|Dky zx5Jxn9@Nhpv3zs?!SKc#Q(^xb5&uTyiS_+Lf75B+2K9(ny5ipssZZyV@f7EMaeT@@ z&W$uzIRE(kQU6f?`WnOa$JPj6Gr9iK{_tnR?JCr1f9brS{b_dln{I3S9MO{YH~o+7 zztR7r|4aYh^d@xn}J(^v$$ZQUkWXHvb zxRK;0t?Td(YN-0So%gg!D}63fhOZ|e32XF&-usakNSuD zSJ#)Q51VTP*B@Ckbsdc*VEJ(U#dAaZgZ3BgPukz`E9igF|Dyj%{~NjhHWK3xjK9b{ zVEidQ4~)Mt{s`T8YU8hnKihdq&0u|9uX7fl6?6ry-k?+waSN6g?aJu6Hta&fXjR^z zF^V>`whhW@IsV&k9}NHT^T)$E3z4VzjGQt0dip)^{oj7)o$%uCU$8vI4L5|1ua_+wAUU*(eIlmpOUbq--`*gD3p3pjz1lp9PB zfju>;D(!YHvNp8V3AAdvaTg5OQ4;~E9KJz;{_vu67rZ3(Uwrts|^s3LQQZ;Y$0#l5i zKn2=uyJ4y!t4g~?i>zbmpZs63YP)e4Ox0&qX*Xz*bu9hE@gc63fZ8%_VyY%prODZ$ zdlkL@q5L7PW5};9(MFSFv~Q7B^!kVLr~Dg}sncw0Ri)jaMb@$O59Lq!^Z9Q*Anj+UiK&`Yl_qBg@#>?efB5|I`Rg!2+HxYxp7T$H#ODt)B~1krM|<*g!GJwAsVeOTEwVPW)(Ny~yKxr`*i)0L(r(ZqYeQ?D zK&!SJcfo)?HK{7?1}(BSwAKlvNp8V3AAdvaTg5OQtu*U8*)BwkNT^MVkb|E^Kkmt(yhu(WPy!6sb;erb; z2v=QorQAQU#lA)Sif_L4mYfUq^YFKS`?q1;x^-c6ba#@1i^{)tD(BGmPrtYR=kcZE z7q5%*tF?F%(E)z{IWzy$@2$TbfBz&8&i^zc{IN!9V(B6rXB6^W(f|I9?7xohRe!fw z^KZuQuac-`l!W7ekoo(UGsodtDkd(cp$0hC>%v$QwF}X?gj|ml`5RbccN%JdW4$hn zHBq||olD3ZKgvjD;&3e$6PMFa103shVXTSTh3H&Du1AXe4Xm*{4K={AUKhris9lK8 zC1j2tWu!83xR#2E%W0?qj`g}Q)bS@#+BSroO*4Ukf8sJ#33u8^xE=1=NGRKcH zQkghhOU1`p@saIDvbu_kI4qH_tE<3|~(OdPJI zV&ZZdYJg+CE{ru%yAYjA$n{8(zkxM&r=bQo*6YGp6SWJ`xrEH|ql{E04%bpKaXAe& zz_DHz#+s;Ih|VSCdZftTz#6;LPy-z6bz!WD+J)#`Lgx5UMk*7BYpIyHoQ4|USg#9X zP1G(#=Mr)~Qsi%7jooRe0gm;$FxEuvLUb-6bNnbHm5IZ(R7_k>Lk)1O*M+erY8Rq& z3Ar9A@;9)??ljZ@d)-R?>nLlG{&qnp`munjJt{3kL{<3QYZr88I0jU;N2P`6o$(L< z@X1sJfst!!e+$Jt{2( z<*y>CMB@49+Ix`#ts@kK{LQwuHl1eUFs9n&R;TTZW9+eh?@>h{ma>+vNg3b)b zfU5SWv=EfPilmZD7HSuCW;g~^wMV6ep!`)Nm0Yq=yPz|}F`%kFDlG)%uOg}Bl7-p@ zof(b+Rqat}At-+pNhOyo)Gp}Ea15wwk4g(c`Kw4Oxn!YsL1%_zKvjEGT8KF$|LXtV z_~L$cl<-W))@Y^G%wK0zTD+ODMM`H^&4clASI1u@S8?5S*M*BNx+vUp_uV4&C>$yN z`{kEqpT$+-AOG>g;peii0_X5e_b-c;^3Ss9AhGF)h5V;u>(FcQyioqr%5FL$lU$Rpvu{`kl6>tFvmeEG{?4*&Gw4~NhF>*vD8jT@W) zEvutb|8(Stqe>B>HrG6t|9qc+{QlEEK;54kJW1ZP`@?0=o6x(ncqi>g(}(Cx5v(`u z-nlgudUqD@r1L0U+kxGic4dkLDY~<5h2vBH#T*c@{V&cdDZ0)uu74u7uF{!? z5}ToE*XEHRMRyiZx>Bd1aC{ZcwBn0$m7=SJIsZBTy3dYjD183-{1tOR!1h1tAC(F9 zZ+AWN|JZvEe@lxhUHH!t=lYG_`^}g^1p_!{a)t&RbV#B^M^NOdD5#hPg;8b%Bq%zD znGsQuAVEn22AU`tR6=*tscu!RdY*b#)%)&-gD6c``#bM?(yBUp?b^qt_t|@o|Nn_c zWcL4^7dWLYwa&H|BbNC{a%SBH&e%T>XW{tDTw|G?@HqeD{LP<^1m>_WvAh^&_igNTYSs~NCS8@o_(1tROE!XTm|%xVT~)W$AUT!FXT zvOIkG%U=q+#pfyB72p5qm}8F(haG-cc;|la4DZ_iUE$)N|2#bW@WWiv16v5op)%tH zAp(*0QehBL5oR?5Hfm!RDy~3ey;K-PRD@a0fQ{PNg^DW>SuYg^5fx!pGhm}OcA?@5 zMAl1%K}1EE)eP9Eja{g?0+IDnVGvOfW;FvgYGW5Fu0UkHR2W25gjvmijoR3SiYpLV zFBJw66=7C0V52s6q2dZe)=Py!L`9g@4A`iRU8uMMk@Zqx5K$3kH3K$kV;3r}KxDmC z7(`TrSqc(P-;tE98ONBv1MVQqL*r<(NsJH@=^-^IF zQ4wY}12$@77b>nmWW7`vL{x-X&47*C*oBHK5Lqu31`!ouRx@CuHg=)n3PjdRg+W9` znAHr}sEu8yxB`*&QehBL5oR?5Hfm!RDy~3ey;K-PRD@a0fQ{PNg^DW>SuYg^5fx!p zGhm}OcA?@5MAl1%K}1EE)eP9Eja{g?0+IDnVGvOfW;FvgYGW5Fu0UkHR2W25gjvmi zjoR3SiYpLVFBJw66=7C0V52s6q2dZe)=Py!L`9g@4A`iRU8uMMk@Zqx5K$3kH3K$k zV;3r}KxDmC7(`TrSqc(P-;tE98ONBv1MVQqL*r<(N zsJH@=^-^IFQ4wY}12$@77b>nmWW7`vL{x-X&47*C*oBHK5Lqu31`!ouRx@CuHg=)n z3PjdRg+W9`nAHr}sEu8yxB`*&QehBL5oR?5Hfm!RDy~3ey;K-PRD@a0fQ{PNg^DW> zSuYg^5fx!pGhm}OcA?@5MAl1%K}1EE)eP9Eja{g?0+IDnVGvOfW;FvgYGW5Fu0UkH zR2W25gjvmijoR3SiYpLVFBJw66=7C0V52s6q2dZe)=Py!L`9g@4A`iRU8uMMk@Zqx z5K$3kH3K$kV;3r}KxDmC7(`TrSqc(P-;tE98ONBv1 zMVQqL*r<(NsJH@=^-^IFQ4wY}12$@77b>nmWFevQ2^tDW_SGWu!QN?=%839_`)#RM zWIotCtx`D=04jIufkoznz0)d{69J&cZI|D2OZfU3{~n*4*e`6q{q|vxJ@yD6KK}Ud zvx_edD_5@Qzpg?|0{M(4;2h}^R zQaKR->X`rR1Z+g}gX*1DshkJ^b$0i0{%u6_gX*1DshkJ^b zfn;G&sR|Z|1t1v*Lq*D0x*3p32wJLw1tJW|I2bBYzS7NrOhV976)X^8NXEfXk@A&p z24oU~wmyFL#M{wk+PdcCOK%S z3KobkB;#PHNcl=P12PFgOI5HygdrIRLq*D0x*3p32wJLw1tJW|I2bBYzS7NrOhV97 z6)X^8NXEfXk@A&p24oU~ma1TZ2tzUshKiK0bTc565VTYU3q%-_aWGV*e5IQKnS`LF zDp(-Gkc@+&BIPUH49Fw|Emgq+5r$+O3>7I~>1IGCA!w-z7Kkt;<6x*r`ARnfG6_LT zRj@#WAsGilMaoyY8IVZ`TB?EtA`Hnm7%Eb}(#?QOLeNqbED&Kx#=%gL@|A7|WDQ8BFjS;`rJDhngrKD=SRlfXjDw*fN;d;C2|-I$ut0<%83#i}%2&D>kVyzy zs)7X~49PecDpJ1E&45fo&{7pF5MfBh!BCO%m2L)P5`vbhV1WojG7g4{l&^F%Ad?WZ zR0Rt}7?N=?RHS^Rn*o`GprtBUAi|K0gP|hjE8PspBm^y0!2%J6WE>0?DPQSkKqet* zsR|Z|FeKw(s7U!rHv=*WK}%JzK!hO~2SY{5SGpOHNeEi1f(0TB$v7A)Qohp7fJ{Qr zQWY!^VMxZoP?7SLZU$r$f|jaafe1q~4u*=9uXHmYlMu921q(zNl5sFpq7I~>1IGCA!w-z7Kkt;<6x*r`ARnfG6_LTRj@#WAsGilMaoyY8IVZ` zTB?EtA`Hnm7%Eb}(#?QOLeNqbED&Kx#=%gL@|A7|WDhq;XNhe_lU5(#+*Wc~mNn@&JQm4*n%`NLes`NJgg35kR}12TVrgiR-) zqDn)A$|%X^3!~Kg?yEKTIN@kVwcgAoB-E*mMFasx(A6 z&L8IT^v_?KELO`?CLzf3q6?CES^||l2vG3A*(3x$Ji(B}zNm~MK*0lNlMwju1Va-0 zqB4pA1rMA}Lg2#_3`y*Z$|wR9Ja9G%fe%kGB(X0lqXIj3Pk6180*E`0xZn68oYuiU0)8u`ep42vG3A*(3x$Ji(B}zNm~MK*0lNlMwju1Va-0qB4pA1rMA}Lg2#_3`y*Z z$|wR9Ja9G%fe%kGB(X0lqXIj3Pk6180*E`0xZn z68oYuiU0)8u`ep42vG3A*(3x$ zJi(B}zNm~MK*0lNlMwju1Va-0qB4pA1rMA}Lg2#_3`y*Z$|wR9Ja9G%fe%kGB(X0l zqXIj3Pk6180*E`0xZn68oYuiU0)8u`ep42vG3A*(3x$T$s5&iQ< zQWc4f{qqEDHhw}*8}siE%|fNlGNX8@O5bRnPdIJNzaQE{rOq;=c&SR?Xr50vZOp$P z+CrtyGNX8@O5bRnPdIJNzaQE{rOq;=c&SR?Xr50vZOp$P+CrtyGNX8@O5bRnPdIJN zzaQE{rOq;=c&SR?Xr50vZOp$P+CrtyGNX8@O5bRnPdIJNzaQE{rOq;=c&SR?Xr50v zZOp$P+CrtyGNX8@O5bRnPdIJNzaQE{rOq;=c&SR?Xr50vZOp$P+CrtyGNX8@O5bRn zPdIJNzaQE{rOq;=c&SR?Xr50vZOp$P+CrtyGNX8@O5bRnPdIJNzaQE{rOq;=c&SR? zXr50vZOp$P+CrtyGNX8@O5bRnPdM#wHh=wI<@+Nf$U$ZJmb0dYF4=W;rU5Fx_Amnv#|rA;Fk`oPbVaoIg7{c_um-IZ=}6 z)LxK92nljr*_gjfR|nG#cA+V0$q^Ea`Ns+9G{*U}qmyT%gOL*@iB9bWS%i=v$CZuw z%XD=x-C!4*l9n7H!I*!XfKFqaKRY^kCOQ~7QIhD?UXVoy336Q7rZ|7h%*_GfWVNK` zCu2oy)0s~+tE9MJ+uX&O+SR5rpJ-M|aa{?>+{GDW@%XOkj4EYNCB+O7n7cT`aQXRC z(-~FDph}7vATW1vhT*Y)9z~s2MwN0iWwja;Sdl!H=9F#`nVF3vDK z=ATDVr z2+UoaVR+0xkD^X1qe?j_l@v2TVD91!!(;w=6m?n|RmwrBq!@uI%{+Vth9n3HuuQ3Q zda~i6T8n38nOw&HHXE4`A%PAo;yFFV;GtTpXQsh1PZER#+7R)ao?`G&t<^Kr;Fu=~ zLIQ1wcur3-c&OIunQ3s$lLR4wHbgw9rx-j`YxT@DIOa)$kU$$Ep3_qd9;&r^W*Qvx zBtb}^4H3`jDFzSKT0Jujj(L(GB+!P4=kyeVhia{!nFhx^Ne~ifL&S4>iorv*R?kd> zW1b`k3A7>NIX%VTp<1hFrok~!5`+ZW5b>OzV(?I{)icxJm?sHB0&R$RPERp-sMhM4 zX>iPw1R;SoL_DXb7(7&K^~^Ll=1GE(KpP^S(^Cu{s=!57k;dGYyV;k{~3|hKT3% z6oZFqt)7_%$2>_85@uhb#o(b@t7oRcF;5bN1lkbs zoStIvP_5N7)8LpV2|@yGhX~V9%##Emfi^@ur>7V^RBQFjG&tr-f{;KP zBA(Mz3?8brdS)6N^CUq?pbZhv=_v*e)ml9>4UTz|ASBR+i0AYagNJIZo|y*6JV_7| zXhXzvdWykAwN}qegJYf~2nniorv*R?kd> zW1b`k3A7>NIX%VTp<1hFrok~!5`+ZW5b>OzV(?I{)icxJm?sHB0&R$RPERp-sMhM4 zX>iPw1R;SoL_DXb7(7&K^~^Ll=1GE(KpP^S(^Cu{sDYaJ*KfF64sD38>Kq`OdMwn@39uAMJWDmTEkDRZ9~=g-ZfC54ak*B&J|sPX@Q90x%=Fmj(5k3Tn$ zmJ~i7e>^?~xIvA_AICw^4vgF<#^cY;qa}rp#~+W+c>LuFxPvl&{%{-w?SUcpiNDs* zpSfL|{rO!+;9KalGPqT}vZY(B?pl$iGseP=(aPYuGql?3mAY$1HCvExq20>hR`tr3 z2#_+Z?pl$iGxjaCTN&J{UfB`>Ql`~iE7EkvzJ+!xgIm=rTOvTpw7P3Wn$Fm_&~9aL zt9oTi1W1`ycdba%8T%I6tqg8euWX3`Dbwn%6=^zS-$J{U!L90*EfFAPTHUoGO=s*| zXty%BRlTw$0;EijC~93RtC4KSGGielxcO>iZq?EZ=v1F;8yj@mI#nCt?pWp zrZe^}v|Ab6s$SU=0aB*bT`SUb#=eDiD}!6rD_bH!%Cx#`MVijox6p27aI1P{O9V)n zR(GvP(;52~+N}(3Rj+J`04dYzt`%uIW8Xr%mBFp*l`RnOtGiaD>5P2~?N$c2s#mr|fRt%<*NQZqv2UT>%HUS@%9aR_GOg}fk)|{DEwo!1 z+^SyL5&=@C)m0ZdI>ri2y0n>aG=OI%D5LyOqJM>Xj`KAZ1$JwIWSt>|1EJGPqT}vLynfOsl(A zr0I-(3++}0x2jjRM1YiOb=QhCow0AB-OAur^~#nAkTR|AT9KwR_ARtq8QiK~*%AR# zrqx|5(sahYg?1~0Th%LDB0$Qtx@$$6&e*rmZe?(*dSy!lNSRi5tw_@u`xe@*3~p7g zY>5CV)9S7jX*y%yLc5j0t?HF65g=t+-L)c3XY5;Ow=%d@y|N_&q)e;3R;1~SeGBbY z2DhqLwnTuGX?53%G@Y?;q20>hR`tr32#_+Z?pl$iGxjaCTN&J{UfB`>Ql`~iE7Ekv zzJ+!xgIm=rTOvTpw7P3Wn$Fm_&~9aLt9oTi1W1`ycdba%8T%I6tqg8euWX3`Dbwn% z6=^zS-$J{U!L90*EfFAPTHUoGO=s*|Xty%BRlTw$0;EijC~93RtC4KSGGie zlxcO>iZq?EZ=v1F;8yj@mI#nCt?pWprZe^}v|Ab6s$SU=0aB*bT`SUb#=eDiD}!6r zD_bH!%Cx#`MVijox6p27aI1P{O9V)nR(GvP(;52~+N}(3Rj+J`04dYzt`%uIW8Xr% zmBFp*l`RnOtGfy+k*fGMT{&a7WF&Z!(&=fxRU?^Cu3YK7g7BSMnNZ zg4T8kchH1<6>rQx4xrQx4xrQx4xT4HKVbeW-HmGs?=Z{gDO&S!B z48eH(%@58$24!S8b2Tu|-~1TI`Qy>)!Fc@5ADsH|N{F+AtipKw&5vi)QK}W?(wVIQeDpso19QBC_ zkQO0BQtW>Kx z>Jt+nEkcII(^VYDprc}?TFp_Pm;h-JGBlp9;y4B!6)V+hj{3v|NQ;o6@pKi(G3cmR zsaA8;Cni8zgbatR;tw;^@$0P79m69=_-z6 z&{45ct>&mtOn|fq85&PlaU6q=ij`_LM}1-fq(#Wkc)E(?7<5#uRI54a6B8gULWaiE zRUF5lqhh66%~7A20BI32G@h>FI0hXRE7fX_`osiCi;$u5bQQ-j=%`q!R&&%RCO}$* z42`F&IF3O_#Y(lBqdqYK(jsJNJYB_c3_2=Ss?{9zi3yMvAw%QoDvo2&QL$33=BQ6h zfV2o18c$bo9D|OEm1;Fdec-jL*Mx^3emGq8)1QP(FS#V#e%o!XZSC4M;nwBL!%3g~ zWccPe=Y*SYzB#O1wel~ve{-YUy5`mI9pAHkgOvfH)*Aq1j{3v|KATzgERe1~S{V>3 zR;tw;^@$0P79m69=_-z6&{45ct>&mtOn|fq85&PlaU6q=ij`_LM}1-fq(#Wkc)E(? z7<5#uRI54a6B8gULWaiERUF5lqhh66%~7A20BI32G@h>FI0hXRE7fX_`osiCi;$u5 zbQQ-j=%`q!R&&%RCO}$*42`F&IF3O_#Y(lBqdqYK(jsJNJYB_c3_2=Ss?{9zi3yMv zAw%QoDvo2&QL$33=BQ6hfV2o18c$bo9D|OEm1;FdePRNnMaa;2x{Bi%bX2TVt2ycu z6Cf=@hQ`xX9LJ!eVx?NmQJIx1GG)g1MS36K^cL*wZxj$_bK zu~Mz(s839Qvb0O%0R16a)_n+(%#6(kr%5<{u^lZNe;18Uu2WA^w^&> z#^joVNWatBfLW#r(GMOfZLB)xk4e;7c7(dB}|a|HXNc(NqajawDbK z<}!y^sxPuhS!D@7f5-lq9VcO6%s zN6;GcPZQvP%3LNn#8Q2kSOa;ns#G>ww4X$BADT<`MK-~j$ct4aSv<`<|2P4h5Y(w5 zRd0QG?D5CK_1E7JzIpc9`S%Ku&zTx5vIyh+VN|YSLa5H{rZ}IHS#Dw_II6qe{y+AwpVj;ty2R ziAef3%Abm$pk}ADMHu^IRIXw|sLm{;dKI;~>~yvWWB%>PGRK5ar$W`MsLf@kvqgB8 z&i|1|9}VCC!S}-}Uh&HC@>je(K2LF6_~oyDQ&U{veVfj zjN9LiEOSf)Q`zZk5uU~O|G52nAGar4J-I)d*tq|v9z-&)4V?d_{`Xh)ykFO z-uSwU%Pzk>yzhPQ3%l*MTR8KqGs9z#J=T94PhtPuT(+59s1awQnj8C%$KUw*r;iAa z+Xqq0neL5VVYq@AdMZEv(`zW+6<^D>^)_3F?Y7-69CFAZ;p<;NBiwMq_2JRS9l!HC>+j^Z&yi{t!+%^^~y17F&d~&OFOzwF%vRyTRqU3EuzX_R9pu{cpo~ z8jt@IPWX7(XP~(^MCyR zA0G<*nIVsuXl5T$`S*`CYu1Dx{_uz4)1UryIP|@T=I20n-DQ_>$iat%PsY#0`S!Oj z2-n|mLwMwoKZo_@^;>xfEXGa8{5guJFn`<~UB!I4mIx^f%1y`oISLt18dd%iO^nRA zVwNPahF9{PU@ufkmg(|CfNti&1FAZWXR9VGK z!URfuX%K6n$|_zGCQ#x_gIEhyR`HTBff8RD#9FAbikE~5l=#vh)Es8z7qD> zYme}QAN(LZ^5`SYf5=ILz+c7ph5E=xK9XNkdjI|Ri_<`Cf-1I`gb9@R(jeACl~ueX zOrXS<2C){Ztl}kM0wumQh_z5<6)y=BDDkC1tc5D8cuAN*i7yReEmT>>OTq+7d}$DC zp~@;=5++dMOM_SoRaWtmFo6#S>eEePKbHnBF^<2xBFAtAC@<@EoIlqc5ZxA-B1iU0npv0F3u@wNPahF9{PU@ufkmg(|CfNti&1FAZWXR9VGK!URfuX%K6n$|_zGCQ#x_ zgIEhyR`HTBff8RD#9FAbikE~5l=#vh)67KYtw(pG!SBobd6Fht=`DF}pw51XTiF5++dMOM_SoRaWtm zFo6aRlFojpv0F3u@tYfTY*O>T>#n=PDe?E1U$w>N z@qG{Mc?wJdHO)=28+{$Bm**O?E+!!X_o~X+UuWS5o!EpsA?3cTi%Cep)v7YNgM1sB zEb@dj_Ky?DbCKZ?5^U7-KjxTY!s}oE`moh&wv5kD>=r)y(T|4j#m}_8_S$R1?|=XM zaL4U;hWp}wzo&l>OkelicVDHhxyc zHrs5IKl>JwKxJD3lYcZ>0uxepvMwee!A3oQj;G!nO5^s&3FNuRa0m&;{a;Q@ok$s* zKS{zgIngZ1zsdaLa~3P(`^;T=<(1)!U-(jZ=YIR<*RQ|oRj&$r?YUR{oSe^wOE39( z_`}_I=f4A`&(BGJ^j0a>n`3ywose=i>tYfTaNnx#8fS4$t50dHFq{9(dpZd0^KDAk?&#Vz+fB6Yhjmqhb;g zaIdP2{dE=_#r)&Fs4wrB`u?GzrrQOK+TT_vnowN*u|H-}=USDj>GXh6HSe(|6eBh6 z|8f3s7V256O4aoA0HY$0*HdgB-}mY4v(ApPCKRJ%oWF7Ya2EV&fr?Xunsi`PWc#WK z#Ym3x_iR3Ye|-3l;aAsO8_qiWtZ>xPM~An)?QP+8uX|nCIlk{fdd}j%|K~^Ho_p>M zt5>g%pD(%AeXY;GPpJ2~;&K1m1jhM)HlP1=AK}!Z&S`dkw%4gH&5Zkh(f$9`uY5J^ zxz}FdM;HDmzMi7K7d)nlsuR8Grklb^pFAmS`;KknbEo%-HI*LoUo`(TJWLIBPLn|k zoaz!gu0Hm!^U!HQg@&4RU{qxLstLtNj`=U;{H4#eUA1ae_|u;s33uOpPyW4)^xCfj z4mcqE(?9)F*djh>vB&Ov#OEwd4(at>_Gio=r>@p<{+4q7aFS5#JX@p*#mJ5MZ>;lA zukpI_s;k0gn>{~1PjODj&r{%TW!3v!F#_ZM-&pVebPrD5qqt|SYC*b|% zy@DwbV56s0*&P9KUZJpD)KNVJ)q6@?>n?d2zmo2wj_PCoF@HT9Uc35+IlChu&TWO|qK@h*sNRP6YZL5_fH;Q=%S9d4 zQ&7Ej^$l}&M?jq03d=O zpn4nLuT8K!0^%GhEEjcDPeJwC)i=!99RYD}D=ZgvR8K+mHoRY(V0Q$>IaF9K>Z}hd zR;~zl$Db?LUw=cm=%OEoe?Q}l@QF`+JREVv5&1oz4t>vi!ik?aF}_dpx5JG$-jqMP zHvJuX>JQZjh&Qmm+HKd=9*Z>YIrbm(cL$}Mj9hq1VnX%Qpq^XcNfCBOK%6@Z%S9d4 zQ&7DpwWSNOI|AaIC@dFsR8K+m+|o~qusZ_c+*w#I)j9uL=Y@Cw%e%wJKKik6|9$cI z1)Hv^P1AeHzxTcG&3z9&^pJ~iI^r%O*yyj%5NCd;Ba1ydq;>W6RaUuPc2=qFiNF6yX0 z9)IoBp6VgwWFsKXi|CxyQGLu`r*}l0>nS!1=bm%!%<~lf9^zypARhCN6VP*} zlTm#WK7algk?Ewe7zNezp8-r47ckfOdX3V-dWO106jU4M zzfR2NBGUoPb(}wpqn%jgJ?eU*pjtYA>FesNuL{qL&r_Utp1hs{!Cc4uF^)RrUa6j; zE)fOQHo3=t8BlkcbP(+jBk%GqgNdSY69be9`t`>CZlWz2^RH*8olSj2HyKb=dE|HV z9Op0Ge%o!~J%_$09CAqfJf!9;eU8$5-qY**@4tU|``h0Z{_!9FF?{oz>3yH%59W?K z=Fj1b^T$JBGZ~LRo{cHcofj9vEK!RIiuzo5{Ka#!eEIVHT8g9N`$E0p4Q~i9dC7~z zJL119o_5+--BfsUpG&vj-@>^&+H~A*R1Rd~?{nkvH#u2|Gzm- z*kSwl`H_c&>#n;tJfWW-iQA335!`;cQym=VpLe30ixGIJB?5{%?tjj%J5S^Pe>j^d zux|aj@c848<Yi+@4Z(z>7;vUr%wazMcYiFzUGf z^8_#s)N%fw{Q2k1*do)5|NSa|Uzmupsq-44q4jQ?FjN}**J)J5u@iJ&BQ$i(KTaUe zWMVKXZOZ5G#+z;oTWz&f*lNoy!z45|Z4=*WE34)yeoc7It6vko``z!% zpU*M>asJZj&<9&NEh=rwkH0*g@&CW&R7@U~?4{ptzAgSP;dj6Dop97qM}=3s@)hCl zp8t2@@WT&V*qhIp9=4KJX`H`0jfyx{g3fD%hUUJkO&BVT`PXSw#IX}}UL!Pg%s);b z&tzgSDy8#x*By6;FMjEZVe>6s6<++}7w6BNNIz#j89#&Kq!UjHAN=44!@m3N7dC(8 zE5qOa{ojZE-nn1+{`bC*9qOzzs+T9bKRWdLf`;08jnL5CmbD2(rSbTy)2IkjueI|U zp`l~`aRPZJ6N6D{oWD8^qWCi@J^y*tRab`3eeQE%_uY37FMQF9!VBZip7i-$ANlA< z!q0yCv+(GnkL1tmN`Hl9Z#}YO{%IBygHdUmzdDVIhPG#iZUa+&( zHmqFn*gsETVk8*2S@AlR8T0qYj;tM)a>bj*`AfgAbM3X)hHI|9CR}sPuj1D=;oA6_ zw%5j*@HM|GweaMn+*R?jmA?3;FU7w2`E3(pb8ni!*(cD3l`Gyf=I`e*ZofM!Q^zF- zY)-sRjBT91si8~_RC9{UJuxBS%$gOiQ<rmXXGjV z{8{zHs`#3TJHxl)>ne_p?=iRSJKhmq6+fr;)vtPWc=fC8YnyGh3HvVFH+(5RpOJol z`Jsm&{)_FO@6f3mGIiU=`Oo7T=Rb|%FLVCK`75)uLDcJC@$t7lzJ4No{>10~D@npHjOjfN|DLe;Fy0m76==9{I3t|;%8$&9)9=x--io-{NwPoum4;A9EyYDd(XXdzkS2I z-u13<^wIARpZn}*;`_3km)`^7&O7f6D_5)-^G_4V4_x~hf|+aG(EM@6$KxN9u<6-E zb*_qK!g+8rUW|?T>umC{>hQ8c-B*i@oPE~W;h1BO&9B?qZu{-RF1zd! z-WOjl`uWd&Hl)u4yzaW|!yg}hD6Ea2k<gYXFYl8>%3gg%g?Q@S-sj1UD%V^KgGxScRv|6xyQfVV0#?r zYkMH%OwB>p;z-}o*-6l;cY%J5R&gzkw8{RwkK3PSl<$N(3Zwn-W)wGaNBV}&&U@v{ z*guV{8&E&PR&gzkw8@F(^XT)%&3|?L|CW32y*GU0%rnE`haDdFh_5f+XPHLKTz<+t7%zW;+CgyW7oF1&WD*M--;_I2SuzxSX0=21yIr7!-; z#1ujoU~(3uI9nX)TRJ;8S~sE5zIjGTakeoqjeJ+?VD$m6laSgeM4vGM(ZXt+BeTA zDb5y0`i9QVjn++Qv~QkKQk*T0^bMVz8?BqrXt*tYMo#*-!S8xm`=%M-N z&`vw;oZnyNxcHg1>A&HB6<^c!$3OkaHcP#wzu(;~XJ=vxp$kl{;n1eXH_s?3&K5`dhR)87)=g-%Z=O+7oGp&@4V|4Et((wj-#nwFI9nX)8#+5TS~sE5 zzIjGTakeoqjeJ+?VF3TF8(fI`uk6M{xtplC&k&~NWVm9=SJ%$G}<@MC@IbsNBV}& z&W+YhXtZyhQBs^Oj`R(kog1y2&}iR0qog=n9O)Z6J2zT4q0zp1MoDqDIMO$Cc5bw8 zLZf~2jFRGPainkP?A&PGghu=3870Np;z-}n*}2iW361v6GfIlH#gV?DvvZ?$6B_NC zXOt9Yiz9tQXXi%iCN!FxSFBtScG-EC{24jvb)!cfad`YU!LR4nPCWeZA9E(f+2Y94 z-@jj>SKOA4Y#^KL{Eg>Jg+}}48O3esNZ-)ed9QpK`=@br1L|kkDz3$mHaW3;9(}%y z`KNJhV1E5Xo0bjqcXl3qzRb@5jIW;&_S$Q&{Iz$kdxt&u+B1F@*N)+(FL`NrYka@C zUE|NDoY`~lu-Be@g+1fv<0SrpV?Gd8ty;xzdnx;~c?P&O9qAi7I|+8nXK#PMidWp4 zj`&<+ojvw1Qz`dCHz3?QI?Ft?B1l7#)lDJeGbWaew*Q z>{@GV@;hM_uUZ2fB*0Bp$~m1zxUJ1`2Rn5#?O>YpVyW? zyX{5seNs2yeDnN##q~E_&n5j%*u$#~8;IAGD_LJ$qRr3*h`oNNvRI>99A07x7w(Hi z>CTu)MSJXDW|U_F?5ASmf|pprh5KSrx-%wH(e^u)e4|<%USbIs?u$j~&X`C=d+c9k zlxG6$r()xRm)QFF{>z^YZ-4vS*_c{2$zy51}50>=VwU5Ntb*1;G zd;Iao!{hPa40DZmMf^(d*OLE?`H%C5$1x5>se0OYSPaB#a!bM&muNFI0b;K|>1DA- zwK%-Q5-!{qi_)Djk&5=%zsxAl1lUi-#sx32gbVk@qI73Wq@wM2D)~mWIK0FXF5DN3 z(w#ApiuTyQ%qY(U*iXgA1uwCL3-`sMbZ1PYqV0Do`9`%kyu=bN+!u?|oiUM$_SnD7 zD9;4gPsPRsFR_FR_r;=gXH2A`?RP5qMzuJ+#1dYg|4#F^x4tdB|NZX|SN-yr@p;ku zyUAp&&&uA*mW6G%+b(=LzPG{6H{X;$ui}U!jtI-5 z{)NwfK3sX_m0|C__YPac=O*6p`Zt6lk32G5^7Bi=-FM&3=g_ya!U*q!>#~*)uIPt_!Wo|i8$hl|qpt=4; zI$`XeN8;vEhdLwIzy^@(PoxvZ{PRfMTF3M6_udokxktb5 zCcii7cNeeJ^lw0yU3zJLzo<2MKe~F zY>f97jG0BTrYqB$_s?i`*&6Ju{N^%A9s7^@_ori_QjgU*e{~iUBbzXP{p(+c*Tm0> zJocDl@@GS)_cvIva%H$Ee(uD6`@J)4zy0>%u=gF7KTGo9gAWO3oN-2e9wWUU!n$?q z@+NiJG5<5N#~tI>PFCaVjvbHQ4)OVnq|L5;v>~D8P zyaN~BhrGiosQGdJ>n!Sgh!&aS{Mne|j24ZFvlLMCq8 zQtwZ>lNZ36-+0gexc{FW_y3>&^yhHxb=QS+;^$I);~Qs&3opDd+;;12-RWDqZf$&z zjXU#a1s-|SQQ@%op5d!jtz3L|>p|_-8~6XSwWB)S5$pOyKEyXeW`Qh54WB&7V9Oo}S=WtDaAE(n!J1yK<{(hX^ zm-)f?d6Eal&&huAi(j0dt2ib;kMZO9`L_4pcR$Y+&!8#IwH(ZG{>J%hP6p|C{KZks z{s3R#l(y75+g^-V<|E0Obr(2)+5OKx`|SLla-WRvE0^9|E`23@;z=ixLqF-n=*O@0 z-}6Tvab!6CtEb0rX6jG5U9rsG!g2oM;AW?@z$tC1b+)}2vCK!3GwUvJ#{PLY3&&UH z8q4g2$N3-UZ~k;FaK__rJpSYiMA-isKY#K}p5)Kp^j?MVWUnazD#MZ$&7zuDag29$IpKokj_N#?A%f&nfQ{P3QKn^ z1yu`Z%s)lz4wKm{q$$yGbev0?6%8p;q|Y7eMrBSuYg^5fx!pGhm}OcA?@5MAl1%K}1EE z)eP9Eja{g?0+IDnVGvOfW;FvgYGW5Fu0UkHR2W25gjvmijoR3SiYpLVFBJw66=7C0 zV52s6q2dZe)=Py!L`9g@4A`iRU8uMMk@Zqx5K$3kH3K$kV;3r}z+|T9DK>ll^TU~E zofYoA@4l#5VD%HL!+YQNzW82GTZE&JK04eNJ-)6luWC6ghnlT)ae@$m$a<+Th^Pp& zngJWNu?rPfAhKR63?eGRtY*MQZR|qD6^N{t3WJD>Fsm7`Q5(BZaRnmlrNSVhBFt(A zY}CdsR9u0`dZ{pos0g!~0UNck3l&!&vR*0-A}YeHX23>m>_WvAh^&_igNTYSs~NCS z8@o_(1tROE!XTm|%xVT~)W$AUT!F|YDg7PzPw_Ld|8Vyo!oBz08~zwSJ2HPRTa!=! z-JbrN{;s?32;ctpx5M|R-uEdj?D~WV)ct|kh#YDS6l4Z$RK}bjL?E(WDhwhj!mMV% zMs4gu#TAIGmkNW3iZH7guu&VkP;mt!>!rdVq9V*{25i*EE>v8B$a<+Th^Pp&ngJWN zu?rPfAhKR63?eGRtY*MQZR|qD6^N{t3WJD>Fsm7`Q5(BZaRnmlrNSVhBFt(AY}Cds zR9u0`dZ{pos0g!~0UNck3l&!&vR*0-A}YeHX23>m>_WvAh^&_igNTYSs~NCS8@o_( z1tROE!XTm|%xVT~)W$AUT!F}XsW6DB2(y|28?~_u6;~j#UMdVCD#EO0z(#HCLd6w` ztd|Odh>9?)8L&|syHIfjBI~8XAfh77Y6fi7#x7J`fyjEPFo>uKvzh@LwXq8oS0J)U zN`I$$b9|oS6Y+g6@4Vwq{xxLX+I8WSspl!mUvRJ-D%Ko-|KTJekm(3S!b^ogL`9g@ z4A`iRU8uMMk@Zqx5K$3kH3K$kV;3r}KxDmC7(`TrS zqc(P-;tE98ONBv1MVQqL*r<(NsJH@=^-^IFQ4wY}12$@77b>nmWFcL4`Q`CFy^qMB zQ<`4a{`PmgBfRc)ug|aZI`hmk^ZP&Db=O__a|4$x+bg{6WiJb_e$A`Hf$_PF^S|{i z|L;RsG;bnAV7tHZ5qc(P-;tE98ONBv1MVQqL*r<(NsJH@=^-^IFQ4wY} z12$@77b>nmWW7`vL{x-X&47*C*oBHK5Lrm5{BcbI$-Y`-KG-|0QaKR-YQHTNi_8am zr&TH^0zl<%J+R1puy#lQRAZ|MU(^5`Ss7r*#LeyvyfJMvLSA62Y&sFf1|pkmR9YLWS1@3czg zL;$E0`$DqFe6V*~rE($wRBSd;EixbMomQ!w2mp0rUq}|25B5&0R89ndip?gfMdpLO z(<+q{0iaIo3&|q$!QN?=%839_vDrkm$b7JOTBUL#0MvcqZ~EHWSLomQ!w2mlqEO;n4_2YaVgDklO!o!A$WMdpLO(<+q{ z0ia^DiE5GgVDGd_LT!QN?= z%839_Wxp0$WIotCtx`D=0BXCbaEr_bd#6<@Cjvl~{aR>|`C#v~O65cVsO_f0EixbM zomQ!w2mn>~OYo~-{c6}@haJNH@qKuI^V{EshaP$`eDC|;i=V0e?)+Z7KmF-X^JfFT zI=)Z%3t#l2u*7I~>1IGCA!zHvHP`$qJU_mk;_S1}a_{Ms-hc4$!ww7Y{+E9V zH{En|{`<1~US+iwVs*P|WDQ8BFjS;`rJDhn zgrKD=SRlfXjDw*fN;d;C z2|-I$ut0<%83#i}%2&D>kVyzys)7X~49PecDpJ1E&45fo&{7pF5MfBh!BCO%m2L)P z5`vcM`j9>&=Y$hJ7SiwVq`w1iwdGdvcMIPfj{oq7!>@0=F}~J#U0504`}Fe5FAE?2 z*vGX=IXvX8W^C<&uWPOa@*pQ5L!xkkNNDe-_N& zzOndy;#)7I~>1IGCA!w-z7Kkt;<6x*r`ARnfG6_LTRj@#WAsGilMaoyY z8IVZ`TB?EtA`Hnm7%Eb}(#?QOLeNqbED&Kx#=%gL@|A7|WDx#BC*4GF$ zzrTDd3?pd*7%F29(9M8MGSE^LED&Kx#=%gL@|A7|WDQ8BFjS;`rJDhngrKD=I74uWH*h)u71cMT&v~*x&1Yyt8IA!mzksmm1XNUM zh;ZzWxs3T^68VHgLY@JcKS08!6Hrm5A;OLQ{9SX+wdHw=v%`JzdWyCA^%RGPgAO_{ z{Qmd9kMEPZ*5B~LHul@EH)`e{#x2z-@wok%+W7f{N#w&333&!&JUcCzPC!NVUC)K{ z_qDHmE$q4Hp85SyKmF-XhtGZPbNP3A_St9O@Wn5FA;0I`1s8lfyf3~F-9NqQO<|jD zwhl)fd1N^In`eicZ@#$DLLwp0fXp8tVbckysL~MObK(5q7R}tkV$Zna@4uXn zn@}X=8IWPzU7b!qMfGjt{9!KR=N~4KPe>%>8Ibt{By2hX6;&D{9On;n8Rrj^$R{Kc z@(jrQ0V)jd`(&R_aXT~Vzq{;xpWd2(pJRo45BPEZ#^Vp?YCQfhiKRULQjhEBBM>So zjSQYk=kNIc`+vi-Wy``9SNtNs4{y4GD^@(7KeJ-9&7K#w+G?wC=%Me;@4a#B^5tRm zn$_d~|Hj|{%LC%+|NKb{xkniZLD_4*Ac?yLl^qCB@W9z51U@{$ki@>Ij3Pk6180*E z`0xZn68oYuiU0);A|2CAD&=HVqa875uo6Kvq=bic!D8`eNh=jfPx3kCL!?Q35F#0 zMP(EL3LZF{gusU<7?Ri*l~DvJc;IXj1BV}ec-V7~J;Imc=e4a|wJN@bcy;*U4}Tcm zbLgRA=bd(npF?p$*lXF|`SaTL*kiA7^2sO1|7O22tcdUF%s*U{iUZCjA#m9#f+TJ? zDzgYs@W9z51U@{$ki@>Ij3Pk6180*E`0xZn68oYuiU0)8u`ep42vG3A*(3x$Ji(B}zNm~MK*0lNlMwju1Va-0qB4pA z1rMA}Lg2#_3`y*Z$|wR9Ja9G%fe%kGB(X0lqX3yFL zJN&TlgZPC zn}ooJCm5307nM;2D0tv(5&|EdU`S$LR7Me?;DNJA2z+>gA&Gra8AX7C2hJuT@ZkxD zB=$vR6afkzIGcpPhbI`4*cX*i1SojmY!ZSTKJK{V!ange6F0`!u;Von=`|HsUU^k` z-t#vLyY04H`0jVVmtWKMOziK!W6$uNVqa9I5TM|Jvq=bic!D8`eNh=jfPx3kCL!?Q z35F#0MP(EL3LZF{gusU<7?Ri*l~DvJc;IXj0v|5ST%U1T_f1SLBVt`Eqj;%`#K!)4 z0yY~zA*YS`_lIVoQfHY_yi}!cG|wlTwh7HYy`JKKz2JX^H^%o|*=@I7!?L~i&d*Kk z6`!Bje2dM)=9|AV>=gg4F!89^=huMtVpC(bx#3pwC@4Mf=;fN!T%K!bH&qKWZ4?OTd_(FUw#S35f_hIX;w+^p; z?Q6paj`=|NW&CgS{!e`@WfU(}nM?bGv7&8a^G_2Rx4%vy{*qXKXcj6ppHaM2rEfIP zC!99+?}xTfsk6)|UaHbJn&%Tv8}sjnwos|F%qU)}(l?st6HXiR?}xTfsk6)|UaHbJ zn&%Tv8}sjnwos|F%qU)}(l?st6OYBur%3PZ^z!)Gw6Bf7x4iY%+k~y->qgUSM_>N( zmxmX{_k-VZt1ZLU@%f7M_n~d#SE?zq_1165@57RI%B#kUU)_HX=J|xv#{KUHwn0{B znNhq{rEfORC!99s-w$n}QfHY_yi}!cG|wlTwu#RFgCF`}*ms|O!cFmciZyHS{u%4@ z^Prn;wplp!E2qZiLvQN`D$~w$j2Ay$-{NLnET?Uv^XJqy+1sz@L{1PPK@KXz$g-w} zF4=W;rUojPqwlC(lF&BPU7{o!Ses2q8g^D;x8d>FQv*!7el}w!SQ`}4-N+$a6tT=zyrcT2Sz<=$@5=_gmdHP**>{H+*BTD zqQym&jr-rGnrEVe>4v?~l(ggs335)^nE#l6nm|4idN6D(a$RUn=h$N4Lm&K5*e5iODis9F4?&8dRI`>U9tE9ND1Z3{w46^wD*P70#QU+C0%m9J8i!%(D z|9`LPj4EYNCB+O7n7cT`@Yp|(qE0KLN;xQ%6f;0z?&1u?8|D1}^vIv{a}7WK@sDGT zUq8Mu{5U@MkiIUw@JHGE5qR{{^Ah@X*IjpU0PVCgpBSD>in$Phxr;LlZ4^XjUoV^m^hC#=j#kUw&(3_GexEe4KBb z`Hk?h`1^$)``8KjIgB-H?eEUWwAI$Ft7lXx<0>g;fWX|v8HUHtpFD~>t&A$=pj1-K z0D-xSGYpUU=TX#YWmG8#rIKO>2+UoaVR+0xkD^X1qe?j_l@v2TVD91!!(;w=6m?n| zRmwrBq?iE$a~EeA9`nzmsME@*QVvQb#S9RbyEwz}Mm_&^@%>e`Y)0eF*vd@ciXMEZq&EG-iwMho%>&Jb;aZMr&(+YkNGc%noqt|<;K2v=8+5q+ZZn^_^Hfso7R$uk#hKdG zrZb;tR!MPP3CP^V8Dw!zYdWJ!8B|Fz0|e$S&M^F(`T0M8d+`|iorv*R?kd>W1b`k3A7>NIX%VTp<1hFrok~!5`+ZW5b>Oz zV(?I{)icxJm?sHB0&R$RPERp-sMhM4X>iPw1R;SoL_DXb7(7&K^~^Ll=1GE(KpP^S z(^Cu{sG0s4;>e7y>&Uob!*q>-{0AC z%h%-ROaJ)CKhZNVw_0-Hp>C*S{Qbu!CG#RAup#m~r>6isRBQ5#3+23dk{~3|hTPK# zLeYb2mS+-=->-R+ASBR+i0AYagNJIZo|y*6JV_7|XhXzvdWykAwN}qegJYf~2nniorv*R?kd>W1b`k3A7>NIX%VTp<1hFrok~! z5`+ZW5b>OzV(?I{)icxJm?sHB0&R$RPERp-sMhM4X>iPw1R;SoL_DXb7(7&K^~^Ll z=1GE(KpP^S(^Cu{s~9-xPsunllEU#? zow||>GAE!$8{|93{%#&EDSXVoIYc;^kU2L3I9>ILasJ#qT2lBpf9)}HgOVS6jo!9J z?i1tuxp}mt@NxdygX9J!hpN%rw!hN(ORuL$zsqy$t+(r8`QJz{%^lq<^DS#KmXi3T2lBp|9XNFc7qby=xtlqInJM( zSW5~Y=dV3TZcyX=aU2Bgz{q`KJpSA~T2lCU{PFk{;084we;fxvJ1}ye7>_?UkCqg^ zu|EDj@{y0k&m-MD?6BjGVb4AH%%4fRXZ&2!?Y7%4eoo*E!&~0+=CJGTyG4EP?CrJZ zUb&{vD?K)TcHk4Mp2+8BW4--6^a9*n9RD8acuO|&`(JK0p}UEHwc9_pYcqd-ml60D zI;{+DRj+L67OT5fr0I;YaAUMGxb6(CwtA)RT2ajw5CV z)9S7jX*y%yLc5j0t?HF65g=vS|6}hx;H@gI{qb{Y_Fj@0O-xhl6~tH(1r#e_!H#sP zQjB5;G`48$#uB@+MPmcISQ4>UG_hCI*ib}N(D|>KwZCiDn!Wdh-2d<8y_YvPpS#z$ z&CEIL%sIxp-Dk&DBhu-B?GUk38Jw#=$`Arbu@+a2NT&m~L&Q#HaIX3&LkJ+nT3j_E zoetOz5j&N^x$2_~A%GNXan*=)I$%3Q>{JHls*f^+08*^QRU^{rfb9^mQyHAAKFSaR zNU;`IjYy{hwnM~DWpJ+gC_@M!#adi7BApJ{4iP(*!MWtkYX*a8j(&1Y=?-Q%HUk}QHBseinX|EL^>U?9U^urgLBnK8A1Rl z*5axW>2$z$h}fwN&Q%{}2mz#6i>pSY(*fHdVy7}VSACQr1dw7at{Ra}2W*Fkoyy=` z^-+cpK#H}vYD796upJ_HDuZ*?M;Sr@Dc0hu5$SZmc8J)i49-;_We5SJSc|Jhq|*W0 zA!4U8I9Gj?Aq0?OEv_1oP6uptkYX*a8j(&1Y=?-Q%HUk}QHBseinX|EL^>U?9U^urgLBnK8A1Rl*5axW z>2$z$h}fwN&Q%{}2mz#6i>pSY(*fHdVy7}VSACQr1dw7at{Ra}2W*Fkoyy=`^-+cp zK#H}vDx*LC@e=3nQ@Ssmi}3&LnE&53SCZ{f(71h6xCB`UN9E=B zA2lO3Fln&&5~+g5;VN8$EQF)-a{s9rv4Kf+5y6e3} zs-SVW3K!6yr|8+Mmzy}@ICs{WXSp-{@9)oag9ZfxVDBYT z1&za1xCB`UN9E=IQ!`=%lkR#ikt%2$uEHhALO3cf_n(>(8<=$0dx=y*<8T!&K^DSM zdAa}8jM%`WyWUHr3L1y2a0#*yj>^mZr)IY0}?msmnHZbX~ z_Y$ds#^EYlf-Hoi@^b&F8L@#$cfFTL6*LZ4;Syva9F>>*PtAx8OuFm6M5>^1xC)mb z3*o4|e^>wCdHXH*Y2p9dvbvxD z4bLAhTHMj0*YxAmvIRwMYNFD58co$k@n^OOIyky z@4xzuBRePn=^bP(L4N<$ZydbQ^83$sK=uyWqJ{kVQ@@S=Q$K&~ zKCru?@U$2tC8&mZs2szfqZTu(!jAR@3qV{60W$YT~+qN97m>9ThXh%8vF03qV>4 z0W$YT~+qN97m>9ThXh%8vF03qV>40W$YT~+qN97m>9ThXh%8vF03qV>40W$YT z~+qN97m>9ThXh%8vFuzWlPw=~{{jZsNp=Zo;IAZW2{+#>6KUzR!5S;D5R4MwuS- zqKYAa9qkJifUpt*WbTj3F$_8?W{Q;^?F$xwv=Rbj?vKhb3_2=iij^Jh3l@O15&~rI zkIFF&Ix1$0l^yL17J#%80%Y!w$}tQ&DrSn69qkJifV2_60Xmyt1NX zA3&;Ca)?E>MJ-ZHo!6HhqjSkd6u+d)0QAyVh_>-i#m20;|L8<)jWkOv2B}`jAr{q^ z`0`-t+<$Z;_aB|W76M02^-2!0sJ7(&hxSNMqaa8CLPbsWN)EB8w&eb!J!ozI{6i=5 z=N~$e?vXk@%>@pzsJ7(yAKD{5je;Nn2o*KeD>=lX+LHT^_Mo--^ADZKpMU5?x<~5t zG#5C;qS}(*e`t^NGzx+QAXL;;ujCMmYD?}v+Jn~S&p&h`fBvBp=^m-m(_G*Xi)u@L z|Diq7(7o3uJ@A z{-@8!GzX@7I*_=Qjk01#1V$nCEn4M3I!Vf9MA;}S5{`gEdHrTOm0Bs6PL_?bBH;)q zl>6UIr&25B(#f(>RwNt&g>wI!=~QZ^Tsm1c%8G;|piu6AGo4DUluIYeMp=CeJm2&B1*(fU#j(|eB|IKtNwNfsfEE{D-!Vyp?_rIA=rB=$NlVzi0s*t&~eA%SKs|a0C>}{comIsg-i+WZ5Vy5{`gEx&O^{Dz#EB zoh%z=MZytKDEGgaPNi1LrITf&tVlQl3g!Mc)2Y;|;6|!B$07|^VTMZZA<$6$p?Gx) z9k!m&XnB2UO(jsxVyFZ^05nv8$o-dAsP_0)gKFWfMwu_~LP5_}3YRDa0*msY6u z_*R7C>mXS+i#God4qb z`oZ!eO&%|3sQ%FM*Z;fkzH=YE|ACt}ZJK-h@yFfF&pvbCe}@Iox5&d20u9w4TE0Fv zC^=&OFthiRplM#e=uPgwY=!b}3ERi)p#1OO{#{i6qngD~34Ro4sQ!@mpR_`?$G0l{ zkQsd8hCz*0*$kE7Q=p;xL+-z{Lbb=YD*TWceBp*cjaAtUmEcpLq54DazqCTN$G0l{ zkQsd8hCz*0*$kE7Q=p;xL+-z{Lbb=YD*TWceBp*cjaAtUmEcpLq54DazqCTN$G0l{ zkQsd8h9#y9L7J+{E2si3gP03d&0;0R6jbq+LCl4!X0eiD3aWU^Am&0obD^qPtfZKN zD&8`Pxlq+CR#Hqs6>k~DT&QXmD=DU+ink16E>ty(l@wD@#ajk37pj`YN{T6{;w^)i z3sucxCB+m}@s>f%g{o$;l41&~c*`K>LRGU^NihXgyk!t`p{iM|q?m##-ZF@}P}M9} zQcOV=ZyCf~sA?7~DW;%`w+vz~R5gp06jM;eTLv)~s+z@0iYfT$qmQ~n4mreavdJc{ zLx&EoBmHi)(ME2)_11Ik+qZXXuf2}jaKjD7>(HU2>(i%?``zz;=l*ijO>XC%c6O(p zda8Ttz%O5eM0zx~$Tb@yFvpS|~S{rmTK&p!98n>%-| z8qorXMNrigR#Hqs6>k~DT&QXmD=DU+ink16E>ty(l@wD@#ajk37pj`YN{T6{;w^)i z3sucxCB+m}@s>f%g{o$;l41&~c*`K>LRGU^NihXgyk!t`p{iM|q?m##-ZF@}P}M9} zQcOV=ZyCf~sA?7~DW;%`w+vz~R5gp06jM;eTLv)~s+z@0iYch#ErXZ~Rn1~0#S~QW zmO;#gs%Ej0VhXBw%OK`LRkK)0F$Gn;We{_rs#&b0n1U+aGKjfQ)ht$0OhFZI8N^(u zY8ERgrl5+q3}P-+HH(!LQ&7cQ1~C_^n#D?rDX8KtgP03d&0;0R6jbq+LCl4!X0eiD z3aWU^Am&0vA~G6f2df6Iu9`8SWatRS5%#0n{|PaOz-QOyx3Aossw z3&rjfrYRL}g%pMaU6}#};q~HZznF0mm{Z}+Gb|nAvNB2VZ zn1BkmLdyG(IuQDznj=s^e*YEwDt08l|8y_pZ6~0@t&l=I=*ko*;J6;c=wbY%(@AZtY>udjQd8ehN)w?fMO zrw)X^sOAV1koRB3u8Q3$Oj9b{3MmW;x-ta{$o$wX>`4CSukMBHF#%OBU5lb*1xur}2aGD=63_{a5zOo7{$npxzkji7P<g}B$E5;eVhfKhecVx7mtuiZxbmiteY@ zeNubq^@3L!O+auMUa(NKqjewD-h!`-q>LsYIG6prNx1z#6Q8BIWNFbfuncC_w;+QY01US%`^!C`p8LeY-aeNcM~zAln7nttBfWfI1DdX zDB97w4{C40*F{oB6A&ECf`y_Tt^1(%FzbR>8BIWN7+$bYw4-$&)ZT)xi=>PuAUK!> z3q?Cx_d)Gp)&;LJntIEV) zntC?Zu@rt~3mVn^k={{>m>$(4F*Z$R)K{`u7 zaPB{KK<_i%8Lj^}?!THBT0c^}j9M$715qwusC2%lv_@G;Bc%ihTFdLlj&Wa9cK}1p z{YN{}jzwNZr7DN<^30X#(h!U0SxuuyZ_#Q|9yAm z6<4~=x7flRewaT`@q~HZ{G*;b?_2ljC!e^#|NZaoz4zX8{<;i*pX!-(oyDuKzC!od ze#g!H{B!r_n{T?8UV16qYx~ugUvcl#wHW@ohVSXc*RQ|7o%O6)pSyS7c_-vwc>V?V zB8_|P)z{oV|LMof4P(-dMIO=j-+$-6p7S-$^{)HJKmHNc_Vw*I-*UIny}|e1XK%iq z;+f~@{uJ}VK)?Ps-^_9TxxeztD{lG=)7|tJUvw}3<7GEv#(Qq|S6?mA`d@tUMR@-H z@jv_AbM86y`~0)dxo4k$-n}sW1^3!(uhBIqytePfoUgy3Yg1Fxzu$G<+W)0i*5m>KWaLH!6nq5gaKUtE_^UOzMeFGuK&X;4&B zR2oBq*3_0NbmanunqPmkBlftgM2}G^L4wwD|6|9vFRD9$q2~REcBCDPyo^d?NYGl| zf3auW7u6lWQ1kvnJJOCtUPh%cBxo(~zt}VGi|P(wsQ)4RuXwtpXQMYlY>A*!UK|fh zqoPxiA@~syhXHy0*tZH)>X*r&m#BpaimG~EnlJa?bTlQUewhFojGFr&I)HYd=KUwT zrnH~(`%ijP1xo!gA#5Sx}6(wiz!>X!*&gP|5CC~Dq+(zQ}Q^Zt|G zRDn{zOb8ncwJQ*5z0ou@ebFnc{kvF=Cz{K#E@{q=6U?Y4EtAAdak zZT?mFCH*~p%9JT?k3IHqW5^srDK_-U#X!v`8haY<0 z5C8RHH}v44;rpxnH6bUQaDv-)*Iix5O**>_$Yg?F5v(L`Z1fe|i7q_n&_kRJ<{?ls|uB zHzEojALdZ<5+R{sY|ttUE#>~lZbW2SAA70gB%IJVrozxt?tkn?M7q(8OI{)*^uMhC z@6Vv?DXyaHDK^`j&KtzD%$I##W z2L)~P=rQh|d+#;>F6AFU=!t5KzfR)ntFLmW|Ni&x^wUqLdU`njaN4QAbHj!Yb6ak; zwd+hhJATsfbp65?wDvsr-~$i3kt0Wvx0Ulf^Zh#dn4{gm0RzK%ph1HMxm#|zRj!Zl zkJX=x=+vo`>px&X$oZa5IPSRc*tghXb9Yd`e&MwUkCFcU?@PJ{PKR1P5KY72Z=Oxe81ND|ML6KzY8kf z7+T7oKd~DTg^v$&D0zvH&@eV=6^52_|8+Oe@>J7Y<04-nVdJw!$Eu7v_koqUreV!B z&g+K`RI~&QXN!(incRQ7?S!Sx(p=-b|MLE$4peLjh-}fZDwE%T@{Y40ZIzKOx}O8<19#3QMhbynV z(rxDNPvNhpc*5SF!ar_*FKvIG!vD>E;zT-6LDy5v{%SV;ZTxmRPtnV5(s2`a0G)TZ z{`%|OV~;)N9)0XlclqU)g=+x1b?p}B|M=sNoIkhm^ixl}0rdCwo^%f3*kg`$Qy-X0 z*AP7C9+@_c{2b?}@*L#DA~Vsi&M8&V>vbILQ6^`aiqJ9)B#XKbfvg88vF8>#;+RaK7lpmtLgv z8sEEz{do#Hcj2#x@YiKref8C$SI<2AOnB_R@BaDw^CVw<@p(A!@Z?iZ()piZ;rU;9 z!G&%b_4Wli@8f%a(~UQU^CMerxs^NX%(LV=5ALvkuJ$ocCYef7F4BEdh}& zI#y-!`|p3@`;T5q^Sb#LR=v0ZGEbZ$rLuaQ?nD@@n4wVClXkyDV7jCr;jfp^e-d?&$a79u59H zg};yX_{0766i@NLPN@F#^%U2+&RhHQ6cfVVQy{kLz^wa2X@!vYS zxq^R%!o3zQz3ejj9;Qv*5l0>o{ucky#~-`%&pS6k#;Qif`$9iYatn!e3M1zwhbUXP$On(0w)hJv97xEzP299v*z~A=hWGK6Jihe|Ohi zchNJ^{o+S}^$SLYGyc572XtTZ8~%K~+i9nr!*vdSzVSvkkFKNeKezd{`yCX%m+J1j z?{S~c{4D7H;P3hI-~$iPxrqH;?_Ry#RrH$pYfm0}_#rohuBX_VdVdmK6XEaQf%X0O zHl2O;S#GEUM2aEm0$^GZu zqqYF+5JuG=7V9CH7CyXMosaz~RP z^BG^VL+isK_doYP*-TZtt*n_nWypN8=r`}Yy#LS-emj<%SEHDg8&V!nvcp>8ko%we zpWpwbH%R$ClqzP3A!)Lrz2U7F4*%=le|#V9tHSp_9j3nbNq6Bx`rfB&uDzzXo??=F z<>goCdWtXUJjGbB{; zjXU?e^W?jYLKCT--_bp>{ol>IcI)bT_Usw1;qZ^ccbdChJgPvxcNbi6L0JEwz6a60 zw7)4#F5l8QlUr`SIov;DK>vQ>nvJ=1p5m;t&UU-*va37bzysZ@^u0~~yPIBn_4RPA z!)vd<7VgFE&ui>R_qsUeoO8nWMAfbDS1KM#0AGIjrMs8DFUo(PRM+jghHD=_r}H5A zIs2Tm`TPYv-f!r^2mC{%xOq@ zOvw&QheKZ9x2x2kat~9*3^624R!kpS9}c^UULd+rm+CYfPlb&g&OF3Oxa~UEy}Y^UULd+rm+CYfPlbwks9+MCCX<&pa-; zEgTiM#zczjynfN6&=X+W6>b+i&pa-;EgTiM#zcy2yHb%)RF1>*%;SRF!clQ+Or*%p z>lZx=Jpr~|;da6E%;SRF!clQ+Or*%RD;4=fGfJ%6+4T4CaDR&4J)OTc!rxn4 zum3&$cl{sJ^%J|&`G!5{e$iK5byYZT(YyEVbUnci;k%%GCjFT)V}{$8?yIl^T_f?w zi!Uy0Hviuk-gn=;m+dqjs8u-*&ohq;ZVN}ntuc`z z+pbjP6P4reJoC8Vws2J38WSn9^ZG@PLQjBgSGZm9JoC8Vws2J38WSn9?Mg*HQ8^CJ zGmi^y3rEGRF_9uWuV3^i^aR*;h1&(sGmi^y3rEGRF_9wMu2kd`mE-U{^SI!)a8%qH z6DhLu`bCdIPk?P#xLxo(^SI!)a8%qH6DhLoN<}_VIS$V=j|*-KN5!o%ks>>&=S*^*wh+12Ihmzcuz_~?tf^B=}T;CjT{5>L1w%s zCE-7(|9m|KfA7=b^u13{J^5tm>3;a(M{<7(f6wbzUU?<_y?pZR{yy5h!o4Bhd57-h zQ2d}>pMCbJ+ikbq!gnnB@0Rk{N_f80PCL0j(R~)Gem;2reYYQ7f6;^Pv3;>WPti>O zPdWJ%x695u7w0MHJEw{tKV%-AlX#r&{czAh2Zir>^5-eM=I>eU@3Y~@oqW>C?&Oo{ z7nSfS^m`Kho`3%N?(Vzq=I^n>6AJS)2}h+r@x&AED7rpjM|y6*q5F8hIDI;Om(v_P zq);bJIF8O!^l-nS`;6E9oJRNC@aHmy4I37|3+iF|9;(5EhJ-%*`&`VPP2X)rKYr<1 zU(9m1-Fj)Z(|i8Ap01*MqYoQ4)a||Z-r;`RL1w%sB_XdLT4MSVn_45s zz{SPfMeThx2kz-&!$c*=-B;@{wmYBZ8rq;+YFdt;bdr}f||3gbmUt&{h z^q!oSdeGd5Wm z{|yginu{f)0*(2qb0=y<3@WjJd3|m~?tk8Y<#$K3N_<=8_h0NqMa!Bq^XE_g{P7*g zpTGI@x8kFtIVpau#Oi;9jlXXejeZrJ~V&mVuD;tKkkw!c4xKTq+5+%qEXf4)Bj z-A6mzpJF22H=4fpiN058@)SBx(X*F3gs!LX=Pu-Xi|O_E*CD(=<9)XSop11eE5G4} zKfAZydW-L^-K`tlC;L+RY_glkkAM4}x9K~ddeL_??cy%K@`{R$S4cGU%(Ko6f1@8v z--|S7jyfkm^Z5HsOuc`q+n4S=?e9n7@73+^_i+5AD&lCV7dp#<)+tOsw03x5P^pi2r`B!8$?J#aG~2$SuT*L~ocDi=_MbnOaOD+ro?ODGF@a?zp9u;5Hc?*9HhrfQqfA7;XbUlSX zPjSH?{t)hc;jgp!^pj76hW+>byzkv7bPorAfAHIHyN$ogO7E*=|M~knQf#yN~?6zThoDs$2z;wNk+#q9QDn4cMrO zT~OsJh^&EaOHejPB zc0rY^AhK2}7(`TrrLqAVHL(k-Tm_M}Qo$giB23j^PjS^%SA^>+4y*d!C(8WOfA7?sGk8&>+{1uIae``s>4E!oOen zdq3R#m%q5(={^qrJchppAzUL8m-MsqW1{2C&t``C{JEHI>Au+)U38)Qg6spR3@X@56NxH__U?sh@r5JchqcV(#2|?!kxnd!KsKxtPZvr|T)^ zsQXjUIS5=&ameT~;rdE#y>=3Ta2oJYd-``vO89EQNGkxckzdwh+e&)p& zU!;e?fg+}!p**|-_=1#$2q-rOAfh5Hl?~XaiCs|TDu}F=3I-7sVX17uMosL3Dpx^d ztyD0Gs0d4C12$@67gV_lB5S3BK}1DZDjTp-6T6_wRS;P#6$~OO!cy6Qjhfg6Rjz`_ zTB%?VQ4yBP25i*CE~s)9MAk|LgNTZ-R5oCvCU!xUt01ygDi}mmgr%|p8#S>Ds$2z; zwNk+#q9QDn4cMrOT~OsJh^&EaOHejPBc0rY^AhK2}7(`TrrLqAVHL(k-Tm_M}Qo$giA}o~+*ruKOJxH#YGM~uxe6j{rGi03MOZ2uuu&7cpvqMc zSxBhze-}kSvRpY*A1phm61gA%)bg^TaHKw1c2XsBK>(<-S{ZPpK3H~AC2~OksO4ov z;YfY3?4(NMf&fruwKCvHeX#7LO5}n7P|M4T!jbx5*-4ei1p%PSYGuHY`e4~fmBVst` zRU#JzfLdNw6pqvf%TB69E(icsRx1OJ)CbE>szfdb0JXfVC>*H|mYr0ITo3@NtX2jb zsSlQ&REb;=0BU(zQ8-c`EIX+ZxgY>kS*;8>QXecksS>#$0MzobqHv@>Sawn+azOy7 zvRWB%q&`@7QYCUh0I20F<47fBp5t-@g656>hoZR(Ava{omgU!QY>HpMCamchP+w z=FIuZeLMGC_wL*8x>5As{`>O;2OMw!egD%XZps~Zy6bPa-W_x7G0vaE=-$0sxRye$ zw@{Bqo&|x=W`5?by7DUeo}?Yzj&x6l(@#6i-F)*c?$0;e;EtwyNBg<_-{bp*?|pj4 z&7C*beMIM6{Jkgq`hLvs=rR9=#`y2By5PbK!nGOQx^)fT<1}N&dqp#4Re2=-KHXCv znCcEZ;6S(Ty6d`;BS*Sxuerwk^>2^3N9g|D{vO_cEqq=(L`oeuk_apcB*X~Md z`^V<5YxoPDo4ED1+ugb6o$Gq<-aF_gp7>k$!3Q6Nb0iP>`%?@quBUk1Ur$kdzZE^C z@V!se?{FXOL-_s_-_gCv&pY=#x9hIEhHE!2yzoMI&%O7$JMNg`&O84+H?aRe*P%lP zx5gT4glk*;eLLc_!`?}i$OQqQVrWI>NPV#Eq)Oz108lH|g~XBiVA)BP$OQqQVzG+K zk@{fSNtMV20iaf_3yCB3!LpMokqZJq#bOneBlW?ulPZx50zj=;7ZOM6gJmaGA{PXJ zip44_N9u!RCsiUB1b|wxE+mfB2g^>XL@o#b6^m6=j?@RsPO3yM2mrNWT}T|M50;%& ziCho>Di*7#9H|eMom7cj5CCe$x{x?hA1phm61gA%R4i6eIZ_`iJE;=6AOO^gbs=%2 zK3H~AC2~Oks93C`a-=?3c2XsBK>(-~>q6p4eX#7LO5}n7P_bA=~SI_V_|KY=j(f2|YaV^S(LMLx zL+25Wa((*rar^DJuNz4Bbnw?N>__*K@Yh-Ra~J+z7XDItew4-F$ozES@AxnOn5(a{0g_xh8wu{?c39Ru6u^_3I5&_ zLx&#hh8{eWD*YZj%pG~uk?yTG-=u3H=C~JLm>%w{vFDz9gmXB)XZ|_wPxlV@=XCtJ z3xB_Cf3FJv^WZ}d(lr=#e~Mmoe+oKJ@s%=-_0`SdiQbz>7LX#-E>p9HeuALQQ_Kx6X~AO zchhwg{_pwvb@i|KH*|k!|NTQ3(0}VcmcFBC2;C=oRuQA z!Jsn?goSG)X1xDFxG%)fM;}Aq^)$>KN{{n=x(~$z4?N&bKKUef8eM1c+H0@VIg+`4 zc{=|<_r8An9U5~DUH5TJ_#6JgbZ%k%`0?&iy2rFX_u=nhEk70O`};oJM)$DjOXp+` z?0b;w+qW0T9c<@rAU{0r{PGtP9!O_=EZL9fl%bNu7t=kL#1OnY>iJLZ^U-5==r`g1$}$FK1? z-81{V^UiaJ(6uZ6KI4bb^%nj*jT>*gF|0pn;v{!Goy(X?_YJ|1ew|{6$*p+)7*kix zcnLv86(fMWKKf$cf4TqI@w81si_j;#e>AI3Kt9ir2XfgnR%8%1lT8E!H~p17EmRMfCv^CTZjM~u3$)FT~vu8Ac6(P79zlgD;Sbk z7geGNh+u)Sg$S_W3Wg-sMU^N5B3NK-Ap&f;f+2}@Q6-9i2o@MyhyWX|U`S$JREZ)W zf(6DFBEW_#7?M~QRiX%pV1coP2(aM_h9uTSl_&xtSYT`+0&KW~A>SC5nIu78qNI z02{7gNMc=7i6S6^1;!R4z=kUrl2{j2q6mm!fw6@Mu;B`ZB-TZhC;}o_U~C}*Y`B6U ziFHvWihu|f7+Z({8?InTVqH{;A|QeV#ug&LhASA7SQk~I2#8>Tv4se*;R=Q%)xbx|dXfCv^CTZjM~u3$)FT~vu8Ac6(P79zlgD;Sbk7geGNh+u)S zg$S_W3Wg-sMU^N5B3NK-Ap&f;f+2}@Q6-9i2o@MyhyWX|U`S$JREZ)Wf(6DFBEW_# z7?M~QRiX%pV1coP2(aM_h9uTSl_&xtSYT`+0&KW~A>SC5nIu7I+)iQ}pWD%Z(f{ zg02&IUj2KP&8H00V_j6qAs~VU#ug&LhASA7SQk~I2#8>Tv4se*;R=Q%)xbx|dXfCv^CTZjM~u3$)FT~vu8Ac6(P79zlgD;Sbk7geGNh+u)Sg$S_W z3Wg-sMU^N5B3NK-Ap&f;f+2}@Q6-9i2o@MyhyWX|U`S$JREZ)Wf(6DFBEW_#7?M~Q zRiX%pV1coP2(aM_h9uTSl_&xtSYT`+0&KW~A>SC5nIu78qNI02{7gNMc=7i6S6^ z1;!R4z=kUrl2{j2q6mm!fw6@Mu;B`ZB-TZhC;}o_U~C}*Y`B6UiFHvWihu|f7+Z({ z8?InTVqH{;A|QeV#ug&LhASA7SQk~I2#8>Tv4se*;R=Q%)x zbx|dXfCv^CTZjM~u3$)FT~vu8Ac6(P79zlgD;Sbk7geGNh+u)Sg$S_W3Wg-sMU^N5 zB3NK-Ap&f;f+2}@Q6-9i2o@MyhyWWd7`rxOw9(kgwb;U%S~%miMfanmF z@<8@%!f3hw<)$^O#9jtOhp3bXvS$-U`!DK$I8Q;>KKT1+j~FrBy)b<`ou}Z(_wQIA zoiJ+^qS5f6Fkrs5coLKghz?OH4`$CMjF#6gH?3JE_A($kM5R2CJ)1CE?ti&y%_^~% z0ns5U<$>(kgwb;U%S~%miMfanmF@<8@%!f5|( z{nw9GJwAZ~LQpe2zr)PH}TV#?&(>Anp9JOy1(LElfr*RAVkocEvZ#(&c5UwWU&6BY0uz5ny`_Z?8L zwLk&+^|u|e=W%VDLa*YXSu@6R|6?ztWdeeyS^oUxc7>kk#>6fbs995`RZgIQkkc&p zpIaAtq8p<+suCr&ET~BY3J7t{a{pC#bz@46ZPrw2l@ll+_rJPR`kz`V0m%KcU4&Pz zX*%$V!CKOI{xg;nTH(3ki~&U|Q7vgK0RikbpOJ9U%a{%*QVD8FV+jagxA}~O^ZKC` zv0DK}Dvi>T#u5;~Zu1!l=l+LQ#BK!?sWeJU8cRR`yUk}LockYI5xW&oq|zuYX)FN& z>^7f~aPEI-MeJ5UkxHYqq_G49u-kk_!nyyU6|q|ZMJkQblExAcz;5#y3FrQYR>W=v z6sa^yOBzc+0K3g+B%J#nS`oVyP^8i*Eom$P0qi!Pk??%`kMDg7*Heu2-~04}`>q%j zXVK{Y?fRHmKOc?Z$C}soy=cBi_1y~NDh6vw<2Vx#yUk~i#p8_WfFhNkmNb@t0CtcA4xr*#_(g!>-%0b-=q3&g>e;wwWM*J35eb1Gsxm`#&kfDN>EE0OF#g-&1WQ> z_g`p5>{dXLN~5%-u>=IL+k8gCx&NURv0DK}Dvi>T#u5;~Zu1!l=l+LQ#BK!?sWeJU z8cRR`yUk}LockYI5xW&oq|zuYX)FN&>^7f~@PADI>z^;~fua%u1;mB~RHu6r9x4yD zj5Rpysf0iQdH~@%-N)de@=(iIgTtOm2o#_P5U$gG3?3>EwTv}5?5Tu60eS%8I^DEwTv}5?5Tu60eS%8I^DEwTv}5?5Tu60eS%8I^D-Zr^m~lN(dC72N15)eGDEd54DUn zIP9r}KmmFH;X2*N;GyzR%UFZMo=ON5pa&4H(|rscDi5`cH8||4gg^m$0O2~_$Kavz zP|H|@!=6eA6rcwXuG4)C9x4yDj5Rpysf0iQdH~@%-N)de@=(iIgTtOm2o#_P5U$gG z3?3>EwTv}5?5Tu60eS%8I^DEwTv}5 z?5Tu60eS%8I^DcR* zf6@*CX~TruM1KF7ex#(}`TZx`C%^wf2h2vvpFh$L0qKSjZWI5m&!4(gllA3M60k$W zNo8=Z`Y1z6lf_jd(&>OPabl!0xLz4r9BP%gYD6(xAUj0tR0ij&k1~V+Qmn;QBhu-B z?GUk38Jw#=$`Arbu@+a2NT&m~L&Q#HaIX3&LkJ+nT3j_EoetOz5j&N^x$2_~A%GNX zan*=)I$%3Q>{JHls*f^+08*^QRU^{rfb9^mQyHAAKFSaRNU;`IjYy{hwnM~DWpJ+g zC_@M!#adi7BApJ{4iP(*!MW45DJ zu~QkGt3JvQ0!XnISB*%g1GYoNPGxYe`Y1yPAjMi-H6oo3*bWgpmBG2{qYNQ{6l-zS zh;%w&J4EbM2Is1eGK2t9ti@F$(&>Qh5V2DkoU1;{5CTZC7FUf(rvtV_#7<>!uKFlL z2q48;Ts0z{4%iM6JC(t?>Z1%HfD~(S)rfRDU^_(YR0ij&k1~V+Qmn;QBhu-B?GUk3 z8Jw#=$`Arbu@+a2NT&m~L&Q#HaIX3&LkJ+nT3j_EoetOz5j&N^x$2_~A%GNXan*=) zI$%3Q>{JHls*f^+08*^QRU^{rfb9^mQyHAAKFSaRNU;`IjYy{hwnM~DWpJ+gC_@M! z#adi7BApJ{4iP(*!MW45DJu~QkG zt3JvQ0!XnISB*%g1GYoNPGxYe`Y1yPAjMi-H6oo3*bWgpmBG2{qYNQ{6l-zSh;%w& zJ4EbM2Is1eGK2t9ti@F$(&>Qh5V2DkoU1;{5CTZC7FUf(rvtV_#7<>!uKFlL2q48; zTs0z{4%iM6JC(t?>Z1%HfD~(S)rfRDU^_(YR0ij&k1~V+Qmn;QBhu-B?GUk38Jw#= z$`Arbu@+a2NT&m~L&Q#HaIX3&LkJ+nT3j_EoetOz5j&N^x$2_~A%GNXan*=)I$%3Q z>{JHls*f^+08*^QRU^{rfb9^mQyHAAKFSaRNU;`IjYy{hwnM~DWpJ+gC_@M!#adi7 zBApJ{4iP(*!MW45DJu~QkGt3JvQ z0!XnISB*%g1GYoNPGxYe`Y1yPAjMi-H6oo3*bWgpmBG2{qYNQ{6l-zSh;%w&J4EbM z2Is1eGK2t9ti@F$(&>Qh5V2DkoU1;{5CTZC7FUf(rvtV_#7<>!uKFlL2q48;TveeW z5*0g4&m6Fsk_b*x8r`qwJzlrDV;ru+CCEZJDv#GF1f%EmbN^{Wl=ehY0}{`{e4#5Yj#=JH-5RnRzGg-eiya8zFIKQ$vZFzK%M5~+g5;VN8$EQF)- za{s9rv4Kf+5y6e3}s-SVW3YQ=Y;i$aae`-c-VA5Uh zB~k^A!&SHhSqMkv<^EGMVgr-zdM}YGXdJG>CCEZJDlhk+nh_hAbk}={R6*l#6)r&* z!clp-|J01wz@)q0OQZ@KhpTW2vJj5S%l)Tj#0Dna^8|$@se;DgDqMmrgro9u|EU?Vfk}70mq-;f4p-q4WFZ`tm-|o6hz(4->%By(pmDeg zmmmw_sJz^NYDR2e(p~Q*QU#5}RXBl-rJEX!){RD^sok1%Xky&DBjHv7w`uIM_Lfbp zS#MCdsa=6v5nfd3%QV{1JZn<^)23yWzCwY?ZCbIw%M<>AQ3pbY8qkUt!F5Md|tUtK%gH=v!{Akf@8Y|72)>!%74;nvt zZsEqN_qT8S{D$t0U;bfmW3>}bY_uP9O=Hair#05z>4V0)n=RZ}zkU10hAVV$Y}{&a zqr+z>Ha2Wub{&PR7|bQwChvE5!LHo9$hO=J5Fr!{)~ z^n=DuODx>j`P=sNdh`FN*L_Eg8rEv*Mq~Jhv7>u-+h*0h`s}^xLhm)&QDVu)PaBK% z?Kfsr=UsQ*(Z3w19><@rUiAB?(Rh9xKUdTj2rb)xz?gotBle~ALH)<{8%}s?qtWJ~ zexpW@Z8X|>{TII(JIdo@2`@jI9w6bfJs!mP8jlZRd{4;q?%9Ph&(H>1yl>ypgBpz` zUnPCjL;DS)d6t|NLmhm4@Twl?7{`wi~fpRj-IYY!hj(&O_9x2OCl!cz%%I!Mhq zNa4PH50d%&_8lacpBIg!2eIvtF{6g{Jv@;AmxtlQ#!>IW&uVmBeDLV*J*h5FJ^cI7 zkv%+KobbmZ4%&Ga!pjo=dI&u`#;q0|Jg)ohgel)@<$hzjP+uD>5?;T5-)(ykUYT&$ z5yN)gvCt11IHc?LglV_5I&8?;?RyjcA>k7TjM=VNk-2pA$ezVottJl~-KBG(PwP9H z5U=(6xS_jy-OvBU-~rng^S54d{NUbulD;T?bp7(sA$#mhcuB(Rjv3m^KOTB)tv4S( zxQo|AX7sq8{_+2k^qvDoblZk7J(t#p4jkRpKX;!$dH5JY;kmcIbnuYv{aETl>s!VS z?%ka*^{4g2{rZN-PtT?GGXq9+E_%}X&;eui@{f)3ttR&$uAAQ5V8Dpo{qyzn zd_8LHHhwJ{+h);G!@~Q7^fo^qFsz%`e@=MgF^Bdl#y4?-#2z_bZKncShX>Zeh+GlY#iJe^3=yuJ|@Oa*GAvQ=*FPNfW|t7 zf)RTLX9OL4HO4nSX^f!E7#X)sa0fIFCH*^5dF(okfx$gAj2POOK`RVz^k@ttK92AJ z8iUpLXuM0x5aC$8FU{GH9`7*v^?tPuH6}aL^WCu+I}R(Zx)jE@+pgWV?Yg(?+HQ?D zE4A6O&1P+Oq~q4~yJ4G7Z8pX8i21fN+CJO%?Y7g~zS;I42Mn1oI_c3)jW_8TaSsPj ze^oEqtVVNoXtPb5EogR{xy_1gR%)!%W@B2XbDOPb#k*ybLpN?E|%_TeF`G#KWPV!?tNcxROP+mVeLmK_*arTf`qj&_ZPi%c_ z>qlBY(E8EV_q3kUShe;2t?y|4MC*G!F4pfFUfn^mTF>x!hSKXYL^623{uTFY`u#Cx z{p;8NaQ%5a%h&;jjivqE=rVHD;iHEP8a#H@&h$@*0jq95qTjk}ue#y-8*b2O_; zOrtStxA4!9rWK!v+Qc^+jVVG^X9zZ`|lZ zdA>Hjw53mprRbgZqsC7fzi70l=d)p>V`H<%){X5NJ2ZA_^ltQN>`(i3Fzxfvjo&nm zY#i4(p>ay%_l8DMa%ChKY(2X5(XCHzeQxW^Ti@9FE_$7xZ~bQLk6VA!rd^xm+N|1U9ooU&+w9(^ zUzbAGH{VTnf-fR0+yLRnXY`1#5P3XPYr`^Hrj%askyNlc1)NX3KXWPBgZuUY8E%c*> z)>>$bg?3q}??Pi2I$@zdEOf&{_b>F^Lhmi~^}>rS{L_UuT)6APdoMg<;Ry?$yYO`j z-?#8{3%|ec+(njNA%R~i=4j5m5bc9$kU6wx5(T@msxc6MYmYA_o4?c zdfcMtFM8vme_iy|MQ1Ix*kV6lY}3VdTWrW;$1ZmMVt-j|+G1}l_RZqUF23gCT^8SW z@o|fvw)meGpSt)z7N51m5=*SM#MVpfy~NlhPFv#IB_3Mh^(DSua=9hfU2^*+`!9LS zk{2#HdCBLN{B)^BmipCFotN5wsqsslyVR{qJ-yV&OE0qYYD;%ny6@6QFMZ+CcP{RZwCrljZntdzWhX6r#j+1A`_6K$m;1$XU6$*& z+{ERsT<)*Sy|;Y3kay!=zk&s<^I6*gXBj};DE;ldT}UE$3YTd%m< zircR^Y{k=8yk*4~SN!$|tNftz4+i|;q#xY)gXexQ=Z8Q3;nqJK@WYdTc+(H3|M1%% zt@@+wel+w)XZ&c&k6v4;%}Q&owA)I*S?P}}{dJ{}f4uyUH~VqFAD{f=TYmiV%B@yj zbLE~ZAF=WkD?hRF>{WiUO1D);t@4Le9$Mw&pRD+kt$%XxPtN|yeLwl|r_23x%byPU z>DfQM|EK?4b%j+suR3hi^H+U%)tNtA`DfjKHtuJa{p_iq&Hef6Ki~c56MlZv&tLn+ zqQB_$i-Es5`xg)XV&*S@`pcbudE_sz|K-cSTI5%qel_@4=l$xDU(H!<_0{%V?YFB< zS?z<>f4KVgtB+s(`qf`;zeM}3+8@&X^7b#R(Qb`SYYbiE;x(RGv(=g%)*QU%g=;>& zR;#r-t~F$>i`RN~?Y3)gy7q{*FJJqmbrxTz^E!vFbNxDRt-Ip7JFYun-6`vSy529> z+k3q;)_Y{V@7M3J{;>70T>q5~mfc{74JK@G*9Ko~xaNlaHoS1d7dBdAqplkrv(X(J zeZKKp8xPp{j~oBJ!*U&V>hRkR4|e#j<0c(Pcf7IVhnxIzlLI%oXp@&ZE#GO^PN#O7 zwrSfYb^ooe-unH{Yji%i^9`Lp-Ddr5MsIWbHgmfC zy30{rrf%DM+iu&QyzNulExXs^1|bx_yqyUy&^q1zGNrgm@Jy+`*my1%sj zD%TyAjw|87~$I(09wNtB|cG&5xonGDfS38f`dCD%0 zUAEultX*E)b@g2j+4b(-+U>UMZWr!0qvr-akL>wKujP6j(CfNhU-jOm_vyV~*}eVl z<92^=kEQn5caLlLn6u}$d!D)Hn|rOd*HL>t-e;vgL;BpY_d(`&)#Rdea_kE zy?s0Ed&0gi?zj4Whwb<1{wwW2Z2x-?Sn7bj2i$sK+XMGJ@VW!%_1&fK<$Y%#wEaOB z9W=9FmwxB<`>6lc{m<_I;eag$oH^kAfm;kbbKnPqwitBQpbrOcHTc}Y9}np=C>$e$f~+>vh`)%mE)j&3^oprao=<`>6II_AA&yB&MYaf==| z^tdM{tUuw*313d!bK+f-R+)6{q<4<*cKr1xEP2A{6JGl5X1~4U#5N}mIq|8JHah7K zCw+f%|C1j(W&KmmJ!Rgh{Z4)CcN_ff{NK6L2A=lR=^ao1FUj_2R;hhP5T_kWmo!Qcy~ zU%1VMH(j*yMJHV}=i>esKljJ2|9Imit6Xx*CEs2;FQIi{_amB{`BTGJ+FEA+D)##_PUj?JN^1r*N?mY!yER!;h8^g z`{z4uT<6BiZd&oCQ~uKU%ecS%^X3C@e({zbw>)@jr(18l?N_&5bo+9*pFFu~^5K(b zP8mGq%{%(s@$8*D-1*>Lo85K$-Rs`{r+a>O&xQA{aPR5&EqdRi``rEG@1H$&)YOk3 z81%q94<7K~D-Z4U&v+^*ME_`}Skqov@*sANQoMy1GwS*S+tY3e%6CK4HdDGhTiF$oF5FS###N zSv6;kn|N{;2CmdzRj`>|4wFFaOE%`^tV*HoE+v^5<3@x#IPer>va$@mU`)UDamQ z`cJO?Wbf*JYks)qzP10p_Nh;+e>&;2(>|NCuI0Mb>pQOBv*DJFKi&AyrUN&<{CSwZoYf%o^E@; zz4w8NgDNKOYp`#b>)>3+*4MP=-vWq&e7$}9Dpj^TQKiZcTU4p?vpMwpp{4&@kP-M> z*dL%dy#ITVVMkV}@+|#+Z?b`Y-7Kn7<@raeRQVH~|HtQ7snYm|RjQm_yUN#V)X@LQ zsjqEcqdK!+`vLu(@~txGw$k5h-yU40O2u8y?HTP{#Uu3h#Ih(BB&) zPp!DP!^O#IBI5r(C6(M`n$n%usBr|!M6_{(Z+!Eg=uiCbkl}Y#?s@R~7gl|%N|k4R z4XH|%jvYH6cGcCL+g;nR^|hVbU30A!4nMSehbuR*0=}+J2+MvP9hx8kL#64Ym-tx5`_Z~O(*@f?KZ@Bvp$2@wVo3?e? zA-`<)VXZYQ=dS$S2k#C#{q${H|K-&`o?PSLwoNuqUUl5Hzdq%<^V)sugFUl<-292* zZ=cxorz3vatkXx`Ha*$-!e8~=Gi&R_cdMSdy7t}uzxT}x$8WfMa*ZZqHg$Qe`tUjT zym!et4Qn6!%jTp1@V$w@|Ga&lWjB3!PnRBx?wI(;gT}XccfbYjG+))}?s=;Y9)91D zr{B4KA?VbEco3q=#deh+b z*I#tv_3za9b@kru`)wcIWK-?sQ`cT_#g%_N?%ajV`!ub#c}asNtrq^vTQk3C-}QHI z95BA~PY(FwZ^!=nfp0II*?HH@?<^m;^17<`lx;kB$i#1T|H;^&?AYAMbscwS*}+4O zoY8qy!vn6awfOPDgMYYidDlLh<~@4!nD(81JazNZj)dhr&pux^`fDe?y8W9^z4nV6&#eBn4U;}U=7ff~SNX+9 zzq@1jPyhM*%YXex_uC!+xahP&Q~%KDo}YiG?sNa#^z}#2x&7ri-M-oI-qzoEaCp51 z54`fH_P?IBq05=ee>7%8qn3A${MMr@R=l~h-XAyp`t1v^UDEAG#|~_LdAp;J8rb90 z+g2a&$h`;j|6$c52i;V!%Tt^FwdR(A*ZsNL?+>}P@2r`-s~_F-+XvtAz_-tMwMmQj zPrGnS<6k!J-u1+9&Yk+Nb8GjWF?-jbu5CMvzT%PUy|23D)aP&id7Gh)zO&`wK0kTz znhjs8xbom{*6Z{C4%>O&cYgPq2Dcsl{>*0kHnchRSHBtm?(h|V*nG^~pYAyN^vP?x z-O~4GUw-r3Cm;L90aK3J_|8vGJ*UaM`M-bod%L@S^v3^Nc<#+@pSoq>KOX<%I={Yt z{Q7q;D4#!|N&9+jh7Wmo=!4yVR%5_DpA5O;psIB*n10gFYxLWnDZ-c>gUU_ZO=-=ObaL?w0ZfUUexF6Nr)wR_lqxN+jRDS07Cr?|ocKBPD&Od1E z_b(qhXv&&z9dO`{{Z}2;?212Le(f(BP8xLJIX^pU$mB~lyY;*Ou+Kd_^}02`?(w^E zS4=v*Q?I>^n~wVNuKKtCdQS-pRBkFNTMCk{Qk#q{5P_pR$DR2?;R)US@bdeOmO&fimBzIXG=`FnnR zX5%$OAAh~WO%*q9eBmF5_W$}x|Mr6){l3=&bq@T^@f%mH>O210&cC>M`20WLG_>bk zzxv@fo?O;?;H@`2HFC{WpLAJRHm3W|H(#&c;?dFfEI9YL22ansa8Bp->u%{k@!*-i zzGLl21AcSXu4zZrn{?EVTK;D0ypI+h((K=VaKrX{s&{I1`4KaYtNYFGt-Gwt_nUV8 z;k*OC95;K>(XH0k`Tb?}Cw%?;RbT$alm#<8^lA39mw&PB@{Uh`w`Ie{myd4tjl=Hx zZq=PNFBhJCBKk(4ctF8Uzh+qD! z{_LG~&L8&NcYDm5*5O}%^Vwko`mFtzv&wEf@5%Rb;q`i#mESvQ>X3%NZM*Snf86o=de0tL_p$BE$9CMl;os)As?%on?%(|T z_xn#f;M^7S`#k^d>3uKW{O0#>ob=lrqmQdo?cjeN+3~w0-#&BZ_j~>LuG6M{{hz8; z*;4U`dCd>F;ieyut^0RJ{_D5*{OY*Vr+t0MAywvmx?%9PU;X_1bKd;NI!*rdbK>t^ zbJkT)U3ledvmPFMYp<_Ysp8x>s^A-fLTr5ej-q|XRFv&*SOxznSjFEE9on_Mto31+ zb!dG_yTfZ7+WE5f?He|vEJ4Fh-z$-_V3kQxcnB%1PVyQsdcCm<%QPB!?avjRDN&_} zoI=&4u)3mt^-SS^c7d9aYx!?LC$iSGNiD&qWuM*dA}I%2+Oo+f8vg`$AX;YGG$0% zbw&FNKJ$Jt-Vv5*(f-68X^#at%Vo-t!s`C|?a$Um*JmrtUM^i*3Ljy_CNwdMDAb%I zbH1Yf$fIc?a~nNi}t6!DaB;`6@jFI2~CV53N6~7dM)G6qW!6F zN--IKMIdQlLKCBiLW}mNUd#BiXn*RPQcT8Q5l9-C(8MUB(4zgR*E0Sr+MoKS6qE5+ z1d;|OG%<=Ov}k|owTwTD_NTrn#bo>yfuw;6O^hN6E!v-YE#uFk{i$zCF&TeFAZcJi z6QhVii}t5p%lPx})&BI^=%tybgtSBe1TJ8O%h*zil*q+cSHfUbMg74WffKI>nz5x6 zDY5WBd4PRV!ZB7=w7=kuz=d`vT*j7Cq{O2A745Hh|L_)+crmQ1=zoGY0>|A)^pUZp z6e*F*vaW=|stW%HZv-xKeek7Kr@$#Olqq4bs>1)l8-cTq_I$>cQl!Mf|KtJoNeRbT zRnh)}Hv(6*zqAK3zDX%kV)6bJ?_bgX;4LWeVpvtt{|0Xaj=PWOBV$V`QX-dST?vC# z75)$22wdd);7hAcfm32AQ^H_Xh5v&$0%slV`HU^4NQs62$ph?@5{|K|zeoEEPuE@v zv{tr!Qlf-P%6Jofmcp1EN2ohpUs^74q7o{p(3|M96sD*@cDqVxXIa_uNr4h7akw|p zXDLkKfAx6Gq@87D%NPD<50r3;G&paf&r+D8{l(2rrL?oGZ26-77445aP@+kQ(wpeB z6sCCp^o@&|w6m;i`J_|{l{nm+=(7~2@PF)fmD0|#vgHf^vjino(Pt@4(f+i> z#Z1~+RM)97Jr85 z-DGe8a4}ytWhwmcy%&5Hwa%0}^0BcITfG0ieR;2>S{a+XJ!L7{A3MzZCiu>C(I-33 z;v#F&{-Sp?)ymjy-ghZW(f+s@dEfXJWqH%a*l{^Ff))Lr^$j~KIFC)QnWvAM&38RMOogoF?L*zt!RJ6`xo_1+*m^6 z;b!C8PRdfef9xgi8}Bg72NxFoKlvhRW5zdZvVKdoGB$a8%JNrgf4CrAU#QbRKj{AB zM|7=`kUdAn%vJM8xD+pD3+HH}b4Eh8K*r2<@kdcV+?8=q)`w|LR3sA8$P%Y#*Yii= zf4FNu{>yqaRb)TqGiG)@e-!>N{GVz}rCM877qzKK*bi3x?OR^a{=^^tb<8?1M-#a` z60!v{X0D4r3jY`WFW&#m3zB_@(weA9B&3lg+{>>Xe-!Uu@&1))AlWvQ)DB3E2V}GZ*xwmGxq_ zaE=CWEfNXY0vR(G^re;cVzzLO25>DB3E2V}GZ*xwmGxq_aE=CWEfNXY0vR(G^re;c zVzzLO25>DB3E2V}GZ*xwmGxq_aE=CWEfNXY0vR(G^re;cVzzLO25>DB3E2V}GZ*xw zmGxq_aE=CWEfNXY0vR(G^re;cVzzLO25>DB3E2V}GZ*xwmGxq_aE=CWEfNXY0vR(G z^re;cVzzLO25>DB3E2V}GZ*xwmGxq_aE=CWEfNXY0vR(G^re;cVzzLO25>DB3E2V} zGZ*xwmGxq_aE=CWEfNXY0vR(G^re;cVzzLO25>DB3E2V}GZ*xwmGxq_aE=CWEfNXY z0vR(G^rii$En_v{6FDYYz^ikNf+BOgUq*sYX+2zQkiaK$OgvPrIYvQ|xu`$!5&J~= z*el*$VuJ)ekz?YaYRxeUip+6M2|lIuaIrxGpU5%sP_^b51x4nf{=`S@6X9d8cz1~n z68J=piHE8+$0#T=$2BGRl-9$=1_^v3$HYU`nqw3cnTz@pAF)q_kGQ8*cJ`q0lig%aTAc0Thn0TmKbBux_ zb6it`PiZ||Y>>bwa!fo_tvNDF40-wk+@ldtq7zIV=WT*uXuNf4HEc7j){k=HOD9@GRHL~_>|Ve#Rds{ zBFDr-)tX}z6q$?q6Cbfpgpa-A-6b|i;1f9}9;((HqoBwf*OcH>S`QZ+B=CtG6Ax8u zj!{r#F6vKw#6A%|_KJ6x*dT#V1*)Q($tQgyyJIsC+Rh4oGK#|g z?2^bY!Kpdw0N4)~m4}c~6#i$IM1BcQ%~1!yez>SSgp8u_Kf5IIOK@tAIso>=Mdcx6 z6ovoUC6Ql(Q*+b-upcfe4(8AaiLc1h%y;M5#-0PKg0 z%0tK~3jec9BEJNu=BNW;KU`EELPk;epIs99B{(%l9RT~`qVf^uNIuB|KJ{vFLxj!~O>SPwr#jXOL^Hyk9^u`CsDEYnFmAxiu8^Cr&Ksz} zF22uqu0Ltv|9n3d?JsFazNw@?bDI``Mf(drNIQ<@#Cyg2SG<2E+Xvnud5KB`k`|P2 zth9Jinn><>iu&;oO8d7`OJYRP+~SFWNInFXTx%tkqJDNxrS41oN+j3AMf)$>Uw-ST z#8SL}#rtR40I}Jl=zrKJMgN=Mj}+fO)I@T>ohz{<#ZWZ2cw!)u4}m4uT8X8opPf^w z`x3tr$@Os2{)_gP-#RL>6z|{v?Dx;~2!^Gn%15k9BvA?#uu^Xjv(S_|5slTbf{j&) zBub$IR_YC67Me0AqOlrQu(2wUL@89jO1(kMLR02MG*-h3HdZB)D1{1GsW*sOXv&<3 z#%fr>#;QaTrBDGY^#(BuO_>wXSPd)KSd~bk6e?h)-XLb7DRUwkt6>Ejs}f0+LIteU z8^kO$Wllt6HLPG`RU(N}sDPDvgP4V;%!z2Mh81kAN+eMV6|hoo5VO#fIT4N3u!41=SgALNS!l|f zh{kGI!N#gY5~WZ9EA<933r(35(O3;D*jSZFq7*7%rQRTBp(%4B8mnOi8>PT`V^t!FQmBBHdV`pSrp$?GtcDeAtV$$N3Kg(YZxFN4lsOTN)v$t% zRf!}@p#oOw4Pq9WGAE+38dk8eDv?AfRKQBTLCiu^=0r4B!wNQ5C6XwG3RtN(h*@aL zoQTG1Si#1sL=vS?0W0+eF$+zZ6VX@=E7(|-NTL)fV5Qz5W}zu_A{wh<1skgpNt8kb ztkfICEHq_KL}N9qU}IGxiBhP5m3o7ig{I7jXsm`6Y^+KoQ3@5XQg0Bm(3Ck5jn%M% zja7*xN}&Q)>J4HRnldM%u^Lveu_}>7DOA8py+O=EQ|3f8R>KN5Rwa@sg$h`yH;7qi z%AAPCYFNR>szef{Pys9T1~CgwnG?}i4J+7Kl}Mr#DqyAFAZDQ{b0Qk6VFeqj5=oRo z1+3H?#4I#rPDEohtYBkRB8gI{fR%cKn1!ayiD;~b6>O|ZBvA?#uu^Xjv(S_|5slTb zf{j&)Bub$IR_YC67Me0AqOlrQu(2wUL@89jO1(kMLR02MG*-h3HdZB)D1{1GsW*sO zXv&<3#%fr>#;QaTrBDGY^#(BuO_>wXSPd)KSd~bk6e?h)-XLb7DRUwkt6>Ejs}f0+ zLIteU8^kO$Wllt6HLPG`RU(N}sDPDvgP4V;%!z2Mh81kAN+eMV6|hoo5VO#fIT4N3 zu!41=SgALN zS!l|fh{kGI!N#gY5~WZ9EA<933r(35(O3;D*jSZFq7*7%rQRTBp(%4B8mnOi8>PT`V^t!FQmBBHdV`pSrp$?GtcDeAtV$$N3Kg(YZxFN4lsOTN zl~|R85vql=jECd{vzD|b$jS*LG+V7|JR~2OwWKvcR!$h9T3eR!kbGd)lGX%SIbnom zt5uDMP2_sZ%%Q7C456oK9njkADjL>Ygs_~F~VAhh>1X(#@glcVB#zXRf zSxZ_IWaWernypqf9+D5tTGE;zD<_Oltu4!VNIo!YNo#_voG?PO)vCrr@_|`PS`%dD zgb}K>Wf>322WBm4O^}rnMrgKL)p$rgFl$L`f~=e{LbbLm<01LLtR<}pvU0)*%~q=# z56K5+Eon`Vl@ms&)|O>FBp;Zyq%}cSP8gxtYE|PQ`M|6ttqHPn!U)ycvW$o11GAR2 zCdkSOBQ#sBYCI$#n6;!eK~_!}p;}v(@sNCA){@o)Svg^ZW~)_=hvWmZmb50w$_XP> zYs)eok`K&U(wZPECydZ+wW{%ud|=j+)&yBOVT5XJS;j;1fmush6J+It5t^-5H6D@= z%v#c#AS)+~P^~S?ct}1lYe{Q@teh}Hv(>7`L-K)HOIj0T<%AKcwPhI($p>aFX-$xo z6GmvZTGe<+J}_%ZYl5ttFhaGqEaM^hz^o;$39@p+2+dZj8V|__W-Vz=kd+fgsMeNc zJR~2OwWKvcR!$h9*=kkeA^E_pC9Mgva>5AJ+Omv?P2_rOHt!g|ZADFeI zH9=NR7@=BQmhq5$VAhh>1X(#@gl4N%jfdm|vzD|b$jS*LRBOvJ9+D5tTGE;zD<_Q5 zY_+QKkbGd)lGX%SIbnoqZCS=c@_|`PS`%dDgb|vpRy7`y56oK9njkADj8LsD%XmmW zFl$L`f~=e{LbKJX#zXRfSxZ_IWaWers{Kpm6t^lDyW#Ml^K-`NOYiv zH>`j~hjD(SaJ?umTp9mqijPsFMkNCh9jM_AD_~K1 zStOx?im6(eQOSTr2Woi33RqNL7D=d}VyaeVR5BpZfg0Yh0v45*MG`8gn5vZ-l?+I9 zpoTZBfJNnHk%S5=rfOwIB?A&2sNoGOU{QHlB%y+esaly)$$&%$YIws6SX5pXNvNP= zs#a!HG9b}`8s4x17L}Jp5-O;es+Ad)3`lgKhBvH$Mdf9YgbFIAYGpsm;SDQb zQF&P;p@NF3TA5MFfJ6ssc*6=iZTl)J!nu-i{v@T&8BVX(O6m{i5j0W5 z%GsdWOV_o1$9DD=U+caKF-Nq5u6O6oUF`oIgx|A!5836U7AiVW!y8u6qVlpxLIo95 zSohI2e!1gIw`I#_w`Et?kmx{tyWP2qe6@KCwMn|iyinYlJl&F;%mDC>2 z3ftfB`Bzj(AH13Rw{33ko}}HGOExTDtG|g@Yi^8LwKAiUfr$>(@P-wzsJtwaP(j61 zt<0!oK%xURykP|_D)gV||F&$|LjCE^q#qPiOr?xJwMqsgI#9zKR=}e2vPeP&6;rh` zqmluM4%G056|kthERs+`dFsC#!WsWN-#>mo;kU>3?bPn+w+LUg+?G(UH8&{+p~hrb zvEug`euv>VO?(If)bNHCyr{e^l2Ad#RISXYWI&<=HN0U3EGjRHBveo_RVyqVlpxLIo95wKAiU0f`RO@P-wzsJtwaP(j61 zt<0!oK%xURykP|_Dldy9R8TQhD>Et?kmx`SZ&(3~%F7}N6;w>s%8W_|Bsx&T8&<%g z^0G)m1r<}ZGNY0Ki4N58h83`=yeyJXLB&+9%&25Qq60O&VFfHIFN-8pP%%|2Gb$O7 z=s*o`SOJU5%OVLCR7};%j7kP1I#9zKR=}e2vPeP&6;rh`qmluM4%G056|kthERs+` z#Z;}#sANE*12w#11uQBrizHM~F;y!wDg{uUJ|LJYQIhnc6&e?k7zA(;f&`VBQ7Jxw zkxC;(E7TMqwy0nHQutpy!7YRYm6=f~Za_vVjS#I+Q-Ii_{fS?S_9vd;7D9r`%%~JM zAS0DVh*qd6Ky1c&A*Rf+KclFg*yLIco>0F zJPDhqn3VL4N^D-bbeVhb!3W*hXP@IHO`7C3ZQA5kee#KW;)y3*}!YDo)5>yZs|xxpe7Lck|8t*iUc0HI?I1auv4zRjXII#~ypkHEMLG>)E5Hn=^Nw zhw-JCzJ56mXlaCKh1wGN@BgY*pSXudj&d!|JI_7;-1Bbz`p@EmC8Sa{tX;c?pGA`< zjop(^Jn269WOY>1-hWh{1eKXlDJpM;(g@KCwI%ZJAC+qfW>kt#KoW9#W5X$R-)R35S ztVs?M-i{C?sLYH?QeB3YMu=8uTO<$ltzeFs4YQPRos8# zkgwMMV=sCs$HRL5l4T12tA8T@k)Sd&DwT30>q;X;D>N=%w14qS(f-8~(wJ0cMy0p` z8L2cvv_ee*V*j)4FFKnF%EXnFkOV2+k5GjQKov0)nN?6G2A7ZoDfJ3fr~p(EGm%*Z zWnyp%Nsv;nP=yLW6)_W;RZu1dmyiT0^$Jy}08|k(ky!<0VsHsbkW#Nug$h6wF%y|p zP$mYKkOV393RS28R1q_gSp{Wca0y9}Qm;^j3P2Sx6PZ;|CI**~1S$0jRj2?|5i^ll z1!ZDz2}zJruTX^wKov0)nN?6G2A7ZoDfJ3fr~p(EGm%*ZWnyp%Nsv;nP=yLW6)_W; zRZu1dmyiT0^$Jy}08|k(ky!<0VsHsbkW#Nug$h6wF%y|pP$mYKkOV393RS28R1q_g zSp{Wca0y9}Qm;^j3P2Sx6PZ;|CI**~1S$2t_uh1O*=3ixgAYE~wQSkab?MyIU4Q-c z?uP5Gcip;mqdY@LcX8|1?yR%UaveH!a1&p9&28Mc(Vsav*?aH3>+ZYnKK{S?i!Vyl z8dT}}f|PoNDqaAIqP)D^-Fe3y?x>@V za-&9#a-WdD^-!!bYDzPotXf5RqoJeFtnDIA%{;$0@ z(Oq%H74DQ%PH`{3@B-(g#n<8&6>5`!w)}9Im=IC)P7DCnN?6GK354zkaFKb6)FH##7tyXL75m_ zLK39ZD-_Vhl*fAF@h9EA_ulK))B9EGkn(I(L77rTBApx}SA3>9cjuBo;bVdDH zr&X#6zGRL*f+kzg+hRndEBv2zTBVxcOXlb!XtD*pEk;DT!v9&PRjLWTWR5<9CR@M{G}EUi`G~3qQ=DWF$1oAspGE&?(AdA% zCr@@GM~-xzC@+DS^flL9ENmKKrcONaK%jn&eEWtM(#nSkLGanh!CT<`8V$w9)ONwT;Tl%iR5xA33yI zHOfZ}b01SI{6BVt+L)t{pvj)W+hRndOWi->g=J-B?58h2-&A6)j(t2X6mvT+q8w1S zuH9T&d3l&ClDdSbuEZAUQuU{bmk@nv7?`6E)PD!%BWlyLA4&5hR-1eTV?0vN73oa< zt3E+K;z5TT5yq9Tpz~%AUmAMm=p$(I&@sYGiO$rYEnP|z&cz&k1Wgw2Z2_@o?;iK* zXP>!w^X9tM)FyY*e1)%egmW=RA3>8nleYx~)&iSBF|k@l)p8wat`c%1U+oCzVvat7 zCVM7tixH9TZ|r|u;oqwMb?eu;-hKMGQ%^m`JxDpv4I8Py`Wx1tsf!eN{?jQR@wa^b zyLa#6xO(f0+qhmg^>S<0uBCNru)Z7}|BIhL-=4oo{*;gXwZHOm%17LNm#cMTP4*kU zyTaj1LuQUXf+nDZ^R^ff>HdfLAL9zzv}xlmzW8ESPIGQ>^YPuuoqHPHYhsFYe}ns< zGG#L5BdSq8;tKcv%=eS)O|JScRDV~>N7SW!#GQ8z;xP>3h3H=YPWPXFLeVw-h3;SO zH%+6uiu-2|L_R6}pKdbyk-hf-Vvat7CR^0oVnn1X{GWANrJCSN=IA46vIV^@Mnt;8 z|5>M1stLYijy{4WThQBLM5OyG`#-)Sa~;Ym!%!>9rLoQ$;**k8snMVfPFZD&`cs}P z{O_9%w~)A*m^KBrQlr5doU+O=&Ps*5vSf+7@x~rB4)8S2M{J^aedUL#OIgp9m;3n<)sp!U7@Pm!)&J>x z#6BEPJ@u69+pn*iJ!=-_Tk>Msdef$%86BP2O8?pWFE3x=?w~x;QMLX2h>(vkXIEAk zzAYxpbj_%aLOu^M*NR?{_#`$YWKf`)-cBy-J@z9 z<*ugu;ag^Y#DDhr=U;*GwX(|mulN7@b)UIDoR6US5f40=%#Zl{-anrI49t)C8$N&R zpMmvsf{OO%{ZLj;`G`Sxxg%>GSt1_+Ox%WisZyT?r>rtuz)JrU z{6C7?QQf+yb3S6lN# zsqnw?u60btwUrtT+TfH`rtm*`z zRhAED63$yI#|T#5=1o;Nt$-6~SA~1yLPkRhCzPGTvG_M!|*u z*%iTC%mq;$WmT3}fHK}%IYz;S|JfD6Tg(Mf9c5LPSAa6!S~*6+|EK&P=Odosy>Qds zs-PbeTWOEp=V-la?8(rY#_qpH>o!?`T0VGExbzuCAE?hq+{ohqpP~5?n`o|s99+6Y z1y*JG@^a)OXnq9cBZgtUrd56&e~XcGm!cjQ(98uXDb& zOM7KvT}>`mqOet2UaM8cTPw#XIBNg!jvs|LERariJN^h+k6H2AgESD&3RhAED63$yI#|ZX6=6|f$ z#PcIg!+K2*()@_fUxhOX_m{69XSVkP9?yTqj8f}${q^cc?}U9Tw$a=S?Co3n`0Ld# z^;uttF3|rz^`qaz{D_)I=H(;gxrRGpE{J+tR%LkwDC4b_V-);%>;FcL8tLlQt>;?P z{D>7MU(MHD;^M8!^5IT|^VZ5Sg8gd#pYjIQYdXYTR_S_8|F!zNV1C4DNj`$+BgtX! z$MRwi^uJa=mo8C(RarjNE1b7hjuGrv^S_j;{M<$T@KfbJ5>E;)pqUGz06PkW2y63(+K z%Lh*i=dG1v1Y7t&?JbroabCVD`PWjvb*NMg33_@9DYysl) z^ni&?s4p5zUMCiBGYDmsu?2|F(*q_pp}uG=d7W6i%^;Lj#ugwxPY;;bg!-bf_&hyeViW3%#*){G#oG)* zS!HYi;`8)?iA|_48cSX$7H=~MWtFi7h|kjlCN`nIXe@c1SiH?3lvTzSAU;nInAn8+ zqOs(4V(~VEP*xdRfcQK;U}6*Mi^h`IiN)ItLRn>O0pj!YfQe10FB(f;Cl+rr2xXPA z1&Ghn112`1zGy6YomjlhAe2?c7I4$2zej&dWB-V%G%w*9w|Pt0m(|w4XU|@aMYn6$ z-ks5~A+7OzpPmQnH(~$WTW`H3S+~URO^tP&#y&mP-FEA3?%Hdwp}i=sb~oH`qZ=_| zgj=v+0qy6!i(*+jXpNZ}?mF79qE4MU?$3Yzvpe(5#ym#y_17oy{t!<;J;rtJ+{Hcf z%roxEC!ccHcJA!1qCK{eA9;uNn!tPl>~rz%yYINqXzw9@n*7ciOM|Dw^wYqkH`E$7v7nC2n5@e7}$Ou~gYOly2cF{(BHlL&bxHZ&%-06I!YhDemo1@17c;UAA6JEO+5Bo z#dAICsM<+BVvU{&`;X6{^}Y~~?cTk+yYk8_T<0!bX@7|O+;rNPWGC%SDq!sGJaj15 zYohrPw0}f-d3ka<+3O;gQaoyfdw|w;x?|u#-k15Y#~ydRdiA1vyvE(wqX(}chI8yr z#*6OVyVsSKEq8a{Gnm$w8pyuHJf3R^4}VXbIDzZKxfd>6$oqxkS$61fCAFt(smz^( zndmSVsDhst;QrdsMiwks=pKFaQP+d^7r&DBQRzx+X$=`N#Jx>(5HMyHd84gcx3~!t zU!yh6I=N@YKI1;cUbX%dWUrt##pX~O8cFZK4dkmU33n~8Q8t;@{J`_i9!X(2NdmxH zX;>c(*K-5y^@3-0(@i%~dwa~iHtBU&i^g6<$NNXfDd-$4Y0U8pFTBY69>9)0=&`^0 zbI(8LHf-2fBAzUTh58HFO>t-BrLeAAe`3zigp#Al``4;!;tFO3EWLp*(57957ezdQ? zefzj8s14sr{nae07tajq!J!|*S}9$+bm9I3`8n)$gMD`V{t;n*1a22)-h1~w&WU#K zcAdMb!&T&?YpKs1LjCOww}tk&35Pl;s1gqK@1l2T#*FE1*szDV-E^RHb)dch{phe^ z!`%FN^Qb=G7j38c5z{#zQLE(hPgk&I%U1Twb=P0V&*ha@UU7qm4CePAdj<6&e@vJ# z-mRgv^yJt~dFip#4_|-%4YY61%kB&GG09O;v6t4&`<(9+eLnWVso1;EZKggMZ4+(n z9qO0RU-j?bpWA;XTG& z5agSE-*Y8BpU&=HntO%)jPQK#w}>D(^LqXNT{ChaSRuejoGsHg4SD z#uKi8{{dvXmVAhQ{04ewN4Q0c7V9}Hd1Cyg`scQb+sNH_-9vjap+CKf`_t#1qkE_O zJCgGeBWbO{u$CbD5Zn{i7?l3BYu7IHU3M?s6ZNObJ?*c4d0$qpT&=QIy->f2Lk|Box_`*kemjm6J65BA%}?*jC9Q|S9)6FpzlkKY6M zetDJJ%$;}M$?wJ$S6uF{qJ5A0(cC^fW8|Qz3G=aj{W|U!t|t3<+FR$LhaTeZd|cBA z@^3f#-fYmI0e}DFyXL|RFJ!+jUHTD~_jkN#(IRR`Pq-dEd-C;m>eR^%pmv0Ii#@Hd zPMAmfbq~=;Jwf=sefskK;~DfOUpzhLY4_1bI4_QTZwA{w?*AWoO5by!z^^ z^!w&%&PVwDBW7s*ICFVp!91`k9BYm z7r>saZ@&2k#a6waP~Wr9J;V8f^Upt@uM78yda(xt_AZ@AF+y2dDbMnxYfnBpzvX%E!V50s>plPc3tjW(=hC_`y?M_L#3pepUb2{Dp~oM0 zJjM8KcAc*2$ot8nJoY57U%x)b2oOJ#7((($xjY`6mA{}^19CCQ>9jnr1=rvHl1s>6 z?Kx(M`||5Gjnw%Oxc}EDP3GrzahujWXGWect^x5r#A_s0k3Bq)x8VIF?!V8Km6s>i zLd0GSu8m?X$oX7xMF)2pjSEHW2j_0vwhh;F9{C79ypwVWbLY+_-|ppD`kXm)xUJzC z;a=KO8LUU%gYp+IzVs5stM+od4>1t5hl?(1&F8(S)kO~Xh&_3qpt$L$Yd_^n!t>un z`=KBnjP+<*x4ww|i}rW%#jV*-h*6K9@G8fcH_@Ia!zs>&SR>-CWo2c2kDE7dc5hFc zMzQx^{64g#>zDeQH*e1IYUHlq(+aG;pZLSJKkqDWm_vDuL4)q(`dhSU;o7vlnAn%@0w+qUU5UQPYNOY{s7=f?YgA-&6O+qUE9+2Y(59MeRe zVJGD$%a)gM&a+LMb{u!olhB1>eV~c2O>_qyc!29pF-+w3aKRXxKY#vwcQ?Inmr&b9 zKZECwxm;+EmtJ-m=RpypL_db{{KyT|s#VLKbM`r025qH1J=-3Xr+W9j_b4y2j$()7 zxc_K*eoOWn+994jVrpkKJ&XE6njbMV>}QP_;lv3OIG)~;+SCOXkgw^y7t-~dbIv*Z zd|rC#MYo0KKk4&L{H@P8k-z+M7rjH{Ik$;(Tzcsx{QS@k(f)DWxQ>sOF5&mg&yPs< zv!-~Teg07uMb=>OsWv(G-;JwbgMbm${{(K~#?2`6xWfxPsU zlqvTez)LR4UVvR$57s&S?e0;$L z=ewG`UK8>Ww0{H@M<0QEy730Or`EV9ywmNe9s53~JLRU4Q^WVAe|l7vR;!F$8Rz@q zPqdqJ&pnsV2Vdd6K>zjRQ%_RetNHmMUym{Vw^N_Bc+o;VFWP5WSvlvok2&@j_sAoo z`T15*J3t;~*wBZ#&urTcZSzuo@6q1RJo8L`F335^Gg$fY$K1!Do=Yxi?=GX<1)e{? zo9`WRFXuDRci{UU>y6=k88Kocj|0Ft@Sfj(`)z#Q7W5s3?*jDOxVK9#ZO^$myxV)| z`BYGw!!yUY1N24s4TAOrp8Lx-7rT4uJ7@)c@1lJMKf--<(}_EA|LFhm{f+({zdz7l z!+)qB{SU7HkZSRM*2s}BUAmOp)@9W1;Q6C3g8$JTE~7CI4-Om3V<5OaCH0~9bp6oy zd<5o4+{y1bbm*(`I|co2`%BtI{>S$}`aQH~cTyMK} zmvH;X_X_s3+CuLg#vqiHmr*X9>TW}IC;dMto;{u+{EhJv>yo-r2K_0<2f+XB+qZL< zkPli@JBL5;{e%1!z9Vp@6?-fA`~NP=jUpC5!eK z`6DePa?$>@`6Nu_DAVjx`gAdpW5i#m{b@aUXHV6m_{;^VB|cNQZm+kWS|oF_P;1~U zn)!4^2_UT&+14z&aL!m0Y7Jb#=2VoUmNOUi!$H;yiNlzPm%J``J#ZFXqKKN~Gf9m? zi~8ZHw2#u7;Pt?%gN4bSge_^c$e!9yIT5I!ye`xlIE!XJE~4hNT4Yb{rxqbbP+k{m z4V*q4!8vuNhyB5F>nMfTKwY7t@t<#nOfz*#i&aS=7A)gpUpKeY%kg7Ugh zYv3%J`M8Lh-^2U}`kNWC8jN@Tg5n}LY|XYP{-!+Tl#}Ui#CCd)$0&w-)>&tBjLiQ{ z>3D2tYl_<;UWf6M<6e51$o3##mdN^SI-Wr!kKhGxsXZ zjrfFOZ6CRtX?*(;M;yWV3dEXTc;R`z*2NTKeUJXm#a;{5tJk1>#Ix=*&PS}!`4K3G zSo7VqW;e!Vj;6oi5idLaw9`0Nv%IW~V@$|LV14F49dLkql;SS(x3T!b=OemC`3S^@ zrcs>vtg{i9JdMXdBL;vNB4RPkDeuv=X;c0?fA4M|FU7nL+&{*ZB7V4y{v#KFSmp7@ zpWv>i_#$HBh@TH1KFlHZe)1`&a(usxt`+f<#fulQjM)BZbRXBy7;o$~jd;~aT2tw4 zic=nU+;Q&K+ivAJ7e6Tb5cSD9nh&s(<1P3*A8TbGhW7YlkFx*opgAR|{|Jg#VlQ)9 zuL*e(#QqTrY1F6@<#syr_;QS+e2n7i7{h(W8D~%ouARd*BcAk0vVVlkkC6SW)0f3E z{UI=qV#^&mT*0yRQz<8bm&nN@`-%sOG5esV3;yk_wjH^Wq=r)S+q3xl);Ciqhx3u}V7x0Y+Z60IY z8`2ypJbR3HeVN+bgb5RUjEekv^wGy~J_zqF;=yRMlW5)u`We`e!+Dg(8Y5T^5VJk`~Y@$(~)kEpHBUr%qHm?+_gA=I9$R;}tzpj-j!x|i~}=$nw6zLes| zXcrx*?S4%0WIV@^kEp}*gD?k3zIBl2LBEOnN1g#OZaQkJ z`$D_yKx5#~IHMu=?aP)g7dUg3dc8-WOxgnTeh&%ye?h9!S zg1;yKiP&@h0Ry=`V}1bgO;}6t_19mg@2lh4XXrzax0^KSHG1YxQH;I=e^;N=>>O@4 zxW82^eLmvA0}tZwlI!Vv9QD37X%g>w^Ugc(uz!!Ic6e6PCOijcDdpJ^Z~kQU8qO)B zuSLG;o_p@5{$>K@$;NW7uE7}%xLqO7hZs2K{ovk?J?>b}1t8}%ar^|H|Au*R=sR0c zjsWi^zW?kIo+PwB|90zbx3eGdOmQys|M)J#7=MhRsCo$U5wxH6`!m@880!!JH>I2* z`jsI=hH(98?>FCk3-`D9{ek{(9eromBd*^|UAlIo`4M6Nh&_9D^Rq-QhV^$1qI12> z^BB->F$V?x4`TTEeZ+^H*j7e7)ObJfTdYC-2GnNG;rH%k@(tSm4L9E48q)V-vu4dW z-;23j&(nN5e3!^?JM=$z|DK}v9lsxrJ@z>6OWvh17*el2nvuhCpY zymLJ%M_;>kZGI=w25>#Q=$Qq4!8vuNhyB5F>nMfTKw zY7t@t<#nOfz*#i&aS=7A)gpUpKeY%kg7UghYv3%J`M8Lh(`u1DwVzsq7(sbms5NjF z&3s%$&1tpBp4v|>LX4oiF4P)0i)KD9qUN+(WKZp<79mDZ#3gK0b1)}Ja~@;k^Mn)F z3Vah5zxlCgOS>C}x52cvyc0wk1mz)7a1(Y2U`W9CP;L-u%1;c`)~&(J+% zoe-=IfVG_tpuck^?jrXGD)|V+6LAfn)7mrT<(P+YFYRYp)!p2$AFl)Co16a}LGkXh z&pOAQPvc<`OPfpM+OMMV;fTM!GS25C7A{=mdQ$wWHtiRUbsexyksKI1iTEbQS0et4 z9LJ6wJ9%vrtg!;0oJV6tmwvQVpX-*b+uUO`cCjJFfL~4Vp^>9Ta(oYKMJ%SZOyt06mr%Z> zckkZ({4s`h&Du3QUiCqW+a5|WNnWq1tXzsDlu9Pog!b?u@hrcdONi(IVb#&c`c_;+)F z??_rp3Hhjg^enLs7GmG;QOp{#T08^9k5E4j_!RLIto4MpH<{vdD`?I0VGj*=wT`UG zvAyMG+`d?e@k;Dgz`md|1IEIU$63T-z>x7}rwQ6;tdx3HgwhY$cK%A#Wjp|%K zayOM7Wo6|wUcH|??ex<)o{0Fg_!x0V`0E0SA)QBgkLO=_k)BJ1+e-0E#5#|o_~6y_ z4r5HXU&G9C>=1FfGtZ=$JFVY@96?!G8MWUtINyaFqCK{3*~YQ2128{==4v4yv19uV zUbpDvlTYG!_9U7=frH&bAIMiB*K!!G-`1Jd;lWx=+qe0A1me@jQhUMLV0$QMC_ zj2JP3+aGeEnA?Oyp8v3ihH;GYRO}z|z=QOhH*!CM^@3_tKipkL^9trstW11^XO2Fm zV-mycMR~D!y%D<5kW4~X-<_@7)=&jU0E~Yp#@|)9V z%y6}js-@50o|7w(6Hr~qM)5K z@?JDQg5s=pO)~Ts=>L(&Ky07qN6_;}%oVZxYSj*LXHZ{)nEGB??+3>!TGtEj7TO=i zTTiAqvK(b)WxRI{<{J$gHjMia^gWM0`WU^Zf8sUjkejvlxR}=9>esgqwYB3ZmoUt& z{)GA-jOC~D2OV@E#WZ22-Cquz+-DWLxi$3FV5p!`0~sYCtvK0!Peab&b3tRsba zRQA9#7%*Uf<|E+$?r9w->Z6b=xSZB|ga7gS!ykOoa5==GKf@YP z$YY{z^dS`$g5F2#L%z%XKfeF3;Qb?JIQaiV%9kB~{0ThA=9O`;nsd_pF1jDY;g3D$ zSnl6u&zAO)tzQZveuh z6gS`u>lOTIY(@R#jNrhOgJDalN{FGj0cTjR;7?;K{7=pZ4orC$wv?)b7>XNkhV=^m zG`7P3XjseVtLAFj__O%fYI&y!@)LMGTNxBWt-7 zlYv-8QGdQ03;%0N$udbZRzs@M88HK~ilY6oH>^w4bw&GAw`7^3{pB|tZ9&Ya??i1C z#rv1<#(f+=yd3i*XiPQ6o^Qr_O>&edh}gu*r<_bN$MXe6@fVpNahB#IF!maM$Dc;= zx)Jnu|5Az*VQqdqjrAMWbG+eGic@1PVjN2rFX6F{7&nOP;Cuwtzm#Hll8?Z+aQuC2 zj}Jdw!1)M2KjOJ$enhf=1mz=o_3Fv%&C{YjS`76g7IOr}z;2?r`A18Z(0@Na;sC7I zl#B!QKVy73jD5u4)EHZee8y&qZzCR!HSiCo*wd6LZ}8vIz7k)iyu6(Lc7EHvLvf4U zJ84`mt)F}qjo-z53dHwzY~My>%g53B9IZJPfVGD(_EZkUY`4-H35Z2u3_aE$!r$^( zFXx8quXiUe%*Q=^NYO~ zu-3)vlV9g+9!_y*+&lIk!I~EKKs1RBb0__U91+0BiR#rx_o&_{d zc@)-yr5Qlj3Q(e?FLs;Ma7)7-x(JMq5OzEZ`j1 zkG1`4);xmRncqKR1GV+1X&mvXm}7Ip_4K^w@E$REPPl*U!#sy%4dM1O{Robvi)K4%k(iDAwKV)rv>ZW!iAAolel{|{ke(87$dGM`G}(^A0f|Q-!VPEoW)TN zWdqNTsCfjn7n;+A`DQZqA9XCFy*RLb6ULK2`Q#Hk*TBz@=+EQAeLjNb(`sDpX zyF)w1^T+-{Yu2oFTgXq+|6qR4aC*<`P~U^~*O0HkT5*^kfpP5e4v4RD>B!MtKU)qc!P;t%(|CNWiHJ6h8j+vC`?G%CXZriY zJ1M!4qyn_R7pcF(xCP|X@cnELybIXR0{I9(KjM9A+n-XtVT?PRt{3C?@wpN6??W5^koq*t5wi!{H@=%OzX&-Z%te*@15R!Lnxu_cl>+1T=hX(ttdX@`ipfB% zqNqRLjfMZUrDU0;U8^D0=!}?wSVhtP*c;X*>bj!+savwl|D5)hd;#b!(DPMZ8F}bN z!K|0@X)KW>dZBWrK)uDn1`y~WydZBWrK)uDn1`y~WydZBWrK)uDn1`y~Wy zdZBWrK)uDklXU^Ry-fVw?E8`9Atv_%O;x45N4!uhET)_=4&0 zU5c4JPcdM`BC&=FVzkJ6`28aeaHEra1jA8|j`wF`|A=m!k9dpzo<@uTYf81IwUUpc z_~SzQ`#n<#{Uc}{D|&8IC?3$N^+i0F;4<ziQw=5EBj=gj4M#&~Y5ceRJxmp?DYrX%Kh#1S=kt&;1>e;B`vYsLSb zbPtI2VVrHf2K9L@BjiyKQ>szp2woFrE6qLehd<|@y?fo46obb&_gxgD+(a?y;WRE6 zvBuj6^ru)}8SQKQF2}7gE_l*wlej(L95{pAG2(ic(ArjrpS}6U6khX1Frac^O`ajN zUdSmlHuV;oQ-L-p2hN3cz!BR-{0wUaVXtk(cd=f}2{c!!5v}{vndWo!r2ECa%l%{B zspDzx0`^isELW~esMH~J&+c9BQ;Ovw&-N0nUxc;72j4ry-E#9S6u-Wb^D3CXf!qe- z(TE?lqukiJ)P4~k-AOq!oLkP1_!{D_h&AolvE3~%r~M;negxL|PtT9oMwr(oPH+d% zSody}6Pxw^OdfyR_vU^)<{R%8)`RN7?GewG+9UB-(z8X(8~G;WbnxzBE(h)zeE{0D z9JnrwiNBo6z?X>i^WN+Npex@VdFxod|pzBWgNaP%=(mH!R zDd#$u{EB%Z*k2y`GkN~uY;q~S9(*ECgZ0ONzqwyuS6*JOSAuoEFxLS&&@(Al_6YUc zSO*9(Sgfaa!ijZg@9QD%Gumqf2hLZqw}ShB-ao=Tf5aYpQ#|*i6Hnr`u5b?E@&8lG zO<;Z)+FyUlbz?0!=y7bM?*OcebHoufdF{ESlpn!!xfp#9#qO~u1NS%dd~N@Ob=7K8 zf7XQZ3s}RA*K4A@B4X}{X=9Fn)Q@_QCv4iJG3Ph27SdkogK@}pfXANOSO=-p z+zV-LQ_Y&_PwAd$9uy9#)AFB_&+e!3|Cql7pWFO03gCJ$M-g%89n?NKc2D_;YLu(t z{Uh)_#%K5EFDt|R2wJa+a!HRo@+jv@U_sx9_A`6tEcz}R=N@_NQJ#~CxjN`aQ9tIQ zVZUeOXEC# z93=StKAPKsxgi#dTq@?f9Z7x46&*b06Z=-xHa%PynggIuI zlcEQo(4Q5b_`jOg#Kiau{QkpUSIa0z$-iSHh)4Ttsb@cRJcE_^=N z*NfaH@`xDofj!_cA9L{FA^ckp^RKGW_jD8TFV>dBA=exjR$EH~@<@DY8HNT)IH7W; zK)uDn1`y~WydZBWrK)uDn1`y~WydZBWrK)uDn1`gGD)I5)}P*mP0vZ#3I=Lh%AK@8k6+RkSus( z3aYrmw7#S)%7n(mR3i5zcw-8xqJHavv|mcfqD*K^jFSuhvj>XyuPsbkPO8IGdq%GX zq%DDpGH!UHRkNJ6@V|H>xJI3&CeNhxC1p`2G$!Hk$f*neizmL4|FJ#_))v7yTR%U7 zVw~*jtp5>PL<|sXfOqNKMe9R80)KlWu8y&tD2W*DJ2bBzYmHzWJK~Gj>i}bIJ6_$% zjTk!cy-DXjOG{>8AwkK@?XTGRe~>nQGwm<;w99W{Cs=aG;fXm(CB-g5-;F|6s`^1SmrCH_3f^uHDP z7GublE?vqoL7a#8v%c>ES6&|0rLxz9YeYB@acivOfW4m)lR&JUZTtz4<2^Jm1{661 zh(lt%ma$KdW&dM;YV7-R5yffI z=J2kge&ms!r1&AO3G)k}haGXo-MjY4ReLH`k%abJww&fi&>RrV?-?)iBN7bu^_WQO zdSGoES+5E6L=Xq7QKJU;G3VkQ(FXas`nD*~7T59mq{$q+M=loYH6c$mb?V#Uny4ouWJ(*Dr@V-E=X{Lv?4d^voDG1FMXOb+CiF?ZrP@(1?s;e)SlAAg4+UyJ8@E9ImS zE1f{^2lBF*&xh-h=bG++kT>Ymu@kLtwuJj0%-6#H6}aZ*%gUsBri1SpOk>F#aeK4% zdyse5aLR=@rkn+GK&79V$04_fvFTV_3F}{_5BTDtVOZ0xmV21<5uech=gB?Mv*dfC z_Y?h|zqf=^TfXR`R-A)H|6i*AL0!mABd>tDiO3Ize3!Wrf2pj%GxqygSK~g5=UlPf zgD}<}&-<98DIY;ODded3&{|uoX`LyovxdGGZ4LYJpnpaC$NPu+k$)PKt`=d}rYKV_v0Jn=p9ZnAe6p zEXD!Ae>YQ325k*<(omnaQS?dNFNOYh^5iMp7xB%?2cKJNO6Et<9!i+khxr8bs_}dR ztRIN?O8k#~q|t|CFKYDn*bf3e&m3}UGN3=kI05|r!#l!#K&pN&pOit46quJ^dO6fh zc|qy_@m+8%<`lv745X+UMN6i#SNO0*fl8&gol z7m(JMltr1)n3ziB9t3YpK~>amJ&^WGNm-N$jfrt`;eYl(@&0KGla>>{EY#!~1tj{C zvM3W8lcN2Jd*DLT_7aaW5r|N06F%4iCpMvM$(W6zs9#(aQSp$_$e0Mh7PvHyEg7>> z6#h@UjAikV&{Cja3tSqg;z@>3)$(W7eFX(^dBY3^0WIt=HDNw3@+1LXM;G}ask z#2?|mj=2wwleikzTEbigE-xpc^I?oI)?P-84{Ix9 zt@!I{d^EOMv;%eICZQO@&WP@wAUqa3s@5a z^I+syv~Ur}mupje8S%9lGp5ru`|HLUNw|Kz3vW~W7x(cgjr&Fp18Z2IZ9V<;7>eyB z=S%9x?_lHvu%0*K=oqhxvDO$*i#jkr0&`9-r?tfqKSk_H<7xgW^W|ZU4CJYhvzSbI z5XOWDB{$9O7%}h@Y5eJJl$XF<0efJ+5!PaLo`+zr+Y!x~SB&*I*yBW_Le zMvz;;^Tc!IHVKMnOa906MVsEfeH+gWLq4Jt%>jT-4%CFT%rX8RaXpOD#<+bw=z0gxO6#2sc&Ar!gu2%ua z1pyTob|q}1j^YXeuE4k}prSGgD1L&1fXdam<2uUXC_5;~zK1nAXb2DvOU?--0Z#IK z^{eWtu73J`PfP|8!taHguI{RS`hDx^uCAq*yT!jAeJYWmeZ=1&linr%MXWd8SN5M_ z%{=buK1ckJh;5zqqqAx}Le9j(o{y`gPvbZF`%jNmuyS4Yc$9d=_VOD~IN^kdM}P)< zy|9KHduKErA+gB1Kcbx1Byke>v;Biu75dNn#dnzBKYZ|5tB-i}_f9=k`;bdX#3O)% zPuJ%Z{f_bnat$&^;}Ku|iryKIc-`AX_Q0?G6WJSvGqU0x%X^0Wx$??CXj;q&ur zY=4C8The%htl3^J{ma|OcmIyWC?H2L7ucCT4H_gOr@yE1ANbp`zhKe_-}{eO$Q|g? z*Ren1a*0K{sBn6mRfYH!&U8Do#3L>^|9qWC@SA@8lOO9HAlHZt_1}fQjQI!S6a5`$ z1y1^)eVhk``#o^J|5rpVu9vu3{y?@uR^l8p>^Z}JH$AUO*6L%Q8P3VUbL@}!k!4TR25`U8&JvUGc!chc5V`--m%UVf zzsDQ$chh*pu4R8jiB}`ecI1&q>b^R}-Vvi4GZl9*shpPak2}<#5E|^cg8qTC!Z5Z^ zmbjbm+dzMMv+Uo%y*+i$Tm2^f`)6imbgu*A5x8Flu{QnqOO+IRJrRFJTo&&O^7pG> z{hH2mxKrx<^X13y;tvQIpvh^`eQWJXD0}9>NFXXh-;!>;yl4|`-o{_-z?5CgD&&$ zBI|LN{HrAHiTDHJFW4h@;YAl|ecV}%{Sg>f8$^yk|A77j`F`KZ`!t4d+;Lyi_`*&S z*TkMg#8z>>8O}mO%=yb-`m)9=ATzK>>x2`I*ZYdVy9+P4K;^~$a#mx+Bjh*vZ}YVI z;U!aX6&lkirbDL!fB&P3PT}bYt=WpJ(3nm!9Xb`T{V~fL-X>0UbQM>jF_B_AbSfbK z$1EfNg#+G0Je|a(imT9=PB9%i6|nz}SyuCjOlL&o`_ z?Gb%R5LZBm*#07%8l%Sf;AD^JOM^TVFSy|S=>&p7>bJ+J<4vZfyA zvA~ymr|g4>{SkhDgfxJA9gh9Vv2sW3wlyA+z8}s&`m&tW0-rH_^EmVQ-WiKWU`-|N zuDthNoY^m5w0v;J4$hK+{}O%-_?_V!#CZkS9|1oR&iK$z`TZBmI!5?jH6C%krt5d%4}i}D@rYe^*;Uto;%;sK_?bP3N7Vfh^pZ=}hYY_L-Xq$Fzizqw-it53SYt4V zNnuUp_r#}%b&WW$3GWE)Px@fIA$EiP5&JCJXZZEmzi!r$0uMeNbkM_2H7uGX;^h4BtKiS@x) zYmVPP>4Wj|os++#>(Y-p`ltc^X|#cO4C0u;&g(f>?gpyz)Ch4W2ku}(zdEDDBl2&8ESQ%w{_}gpZ}|?RudcF9_eYfTn(#gDyhHX!N-XMS68py9GxW*kBM(6g6tV*2 zANRmOz98;{ck!6SXAnn2`~_VE2j(g8AM*ck(Y0`9CF1gs(RF{snA;|Q!O#DY zGp?ZjA*KXfsQE~>8*jdG_@VD)xxJB#0{@L~MT%PK{CHd~mWy z^d&)D0U;v)7vabodqiIn#1#-C@_!LdjZx!#aI#1AB|%&PA$m^p-@mDTPtQm? zMXwHu^y3Xo1t9XQrub91P|6*hpVySJ{b0>RATi6pRDcSe)f9io|6oO84_KuiK`K7- zP0mYen$QNO0#JEYQ~V+SgB6KAV3mFZsrbk@IWMhgLK~P0K;>CY@rV2mRwVX-Rr(R6 z;v?VWytJkXZD1+@m1i}@AM!s~k=O%P=|_-?k9?E!(wZi;f%f-LvQAv%5#raIxA8@;cd*Ch8xh>Z!q7|v+H-OX4x_n_F{P7J^C zA7q^;&KB5jzx{?^|K``~dx75@=i0wX?uY%wFMclPGT9m9cinln`bls<#93$kNc{`? zqoi@P5B~}5*lqQ^Cb>UCe2p_R<-8{G6Tp9jb*kPz>RvB*G2$Em`0aim>wa;U1@2SC z+3f%GfBa8bC;By6C%V+CNF%VRPe1bvv61)C-+$Sqmx(>STJPz_c@;Q==q&LQ-*=y% z@uc5S&KCKdt}i}J;uu(Ok2@egBJl|9BfqFtA!Ff$@F8d?$o)P%5;A6r%UaXOXk5qLtFspnFw7)ZQE(X?I z<34NkN8AQ~1aKSmj)rs3vGv@qc$J*j^h4ZdeV^>lxI_K)|3hLo@R490ch>(9%lW~X zKNt=cA2fW-c>j8zwfJdXBJl{^?J*<$srlH~(WY@$%`LaytoKLkxWi8Bd&haz?zdSZ zz7P1?ac3*yA~*wQLHg*8;yc3{XZ&`=&az(-{D(hn#~pVXjubyLd>;8TD?U@K#edsB zzil|_q;CzkExlFzSF_^ZI$PJsA1OWh+o)GwZFJ`0Ow@DcZYS~x7~W1Gyz;4e`pgWSQ~uZb=S&WBM0bt zOV|$-pN$(O9h0rf zahxyq!Gq-<67ip2^{1=ENB5ANjq?^g9~^rC@WD622mV;Boy9oC*>Q+pAjb1s@vY*_ zAH)pdxAne)I=FKM_hm!o9Q);C^$vI2A0hWg$U1h7NBDV7+K`+{vO>=Jm$mfUylmS6 zcjnw7@zVT(AM8MRo}btBsC)<9Z-8~mc>g$G2!2BUV7~!;@A&RG&*{S-{*e0i9Unii zw14+KcMV6&`*`_w|D@}d9}=Hj{`^Vy0H7aZT{B`+H_P52#K*8-K<|&hc}?>ELhg@{mqp){ z{EmpXU_XVP*Ca6B|E$PloXLc>&e#uzdm;Q=;2sj}-`U|cB_2_JKk&LgLgEov&yM?2 z5RZUQ_;@*63h)0L#~-i$OK%@3{L6^hK`ub{U_Qd$EW|;uKLW8i^jmKqb+Cu&Lx+7x z?*f7U)9x;}@rSd;(B>hB9V%heVHwpg_lDj3&lo*EY-J8-rWCZq;A+~a$ zoNtrY4d82{F79{6Z$aGRHo3nWYs_)C2I45=@qhMj?5wp{zXtb5;6Ce>x_1a?{Nc`K z_>wZ|qyWVFla{py=?&5c49+;V#!PluD`907Tc9j_Wd*ptQ zd;dJ6{KfhL=q209eiDqCOE0~|>XhG)eTujb=CwQSDEh?y+UF5(`SJh#vGDmlI{(c} z49{N{VhGqXiL-vtAO9lzd75HLqFpSN$ol)uhjK^vF~P{p&F;!ov&Mg!K5ka!i#H@QNTl7u!e6@bjMn&J=J4^|}h zfK~btq~asrWdG7OHf1H1B&Dfu|DCH8E$hQpiXL*{Q(iWv$ z0u%X`f&MH{(^J}_luKYD-!jmj#b^k;dR zp3)YjTmlpMmVy2(Pt#M{qLfQuBHuF5pXF(KN?Vk22~6Z$2Kuu+O;2fyQZ9jse9J(8 zmZ#|{ZBfc4Fp+N==+E*rJ*6#5xdbNiEd%{oo~Ea?MJboSMBae#%W6DA&JV`AzMJLT zkD2Amhvmy>)c=D#_Qzv=9PDzOeSXfl=QL~2{k$glAXh%HQvFsx6Tc&WB(@pAk!5Vh>YxWa=1$;*EC*oWa_z>U^-BJ7s-;njAIP(X0NWfQvJ2JNsKL-5C zk3HI+RRMpGpVx%_5vykXKI@b9%xU<9lLV|G$e559f^BCUF7WHI22j zxR(|F2i*0b{xR`a+5U+3ye7QZ^|F>0@rZZi{Sl#Tf};JXzgqkXI6wXE!Vmb@vA*?o zi8;XcgEL~V-dpdF5I^6_`|j5>LEyu}8R0m$34UAf6@I%LZ@NK!@&}4f341!=O9G$Z zm&bV!dVfUOAJKl3loLM%?hr;S34Xo3WUVCD+M}=BeA6w%Z{G#FB z#`r;82JK@k9Qd9C_4mJZ$=`}m3ONhZ?{qbq1eqZhfdApu%g)^GaF7|m~ZwkgB*79Rr_{Gw9aYh&77r#0C zH+qgd;xxVn7;T`>;_Nt$N60(MANbY~(*mEDh~MwKa_$Ly{kPq^RQFO~{GtEjy}`c< z-#*6DFMjn4eb;-wWiR!Cqm8AvFV!)L_1zdR-~sOWMc8BQSKOE#0;!Z#R`Oh^j3qHg5`tc*=ZglvD57ROY-xY41+s}Y(LO;5|2Q92k{8pJ%Knc&I?o7BRs-B7w`t->GU(cuW_ecWPbqe zI6>QxJ$`=#?(beM^IQI4+~Tg>-9(jV7;d#KJV`y;R?<9EONz3#o! z-z4W?U3Jyf@tY7gc+b1vqwo7?Kb7Ak@w)uU?JsP2TE{!?#74{zXAENAz*xr|3^@mR zgS(D(KcVmk{Tk=y;BF`I2WKSRDeD6+yX;b(lW{(y-X9@j`2Lj-X#dCgM3BwkEABPM z@5A%YIrnVk(<@&sXE}+F8RH)E2eB@!)rWl5bAe>OAAby3vBo~Yo29qi zrZG^+&!fI@w4OQV?V1c9{xXtB>;d}+jual^{X-UAbm7H%rWKxpI6mIjON0-;KjP_yr&JalB(ZqR ze~?iZTzG-%5x2?jKzs;gI3o>lM9e>%`rvLH?B~$^5$m7Q{SlB^DtqKR=s8isf5_th z{PnN&zM@yj`C5qWfG3N65VxI~nUVPQ$Mk$Be5Z>pyin(VjA_IdKP3AXaDE>44nqDP ze#GHA{_sB0cOd`KHsTL-ZB2nfrfrtjVu#5sR^5(>Q;Yr>RC; zlyV77Wm%v26WuQOH)AW?KDCH8E$hQpiXL*{Q(iWv$0u%X`f&MH{(^J}_luKYD-!jmj zHYQzj5hDAMX$ zo{#|s5K~Ak+0?X>Da)6fP{j6y1Im}goB#tL|0i^z%AJC2k_p%eMOsD66EeU6$ba&` zc9jXdC`Bo$eJ2Vh6e&*26EeU6*#8O>D@V5O`3Jt7LuIWV*4e`Ud%UbUg--%LX85LI zyTi7IFA4q%oCn>WnXpmULBq$3e|pBUFb`|h;d^{lfoA-+WTHvFyx@9Ve9`a*oiIIl_kD>KWn zKjIYieZNWkh3|alzo`HE#1p!@_OXwvUlKlU*xa!DZ@uLBSU30biP2k7FUCi)x;!I}vj^T6IcmMs=$B(tIc+Q<-|AWTvkNBm=Qk);U zKSIu_!2Q_om36q6$o>e_(T^qtMnM5*WsNfY7I?o)_F1Cmb^n|EZus92vw5AYbA?|N z>yELP1Rwa9a6b7Sd&pXN@$KNdA~t|`zVDKKqrXWv@m*Or{1U%EVkX*8 zfPN)>-P?UCjB1pX&fVQghS+hXq-0>KglI>UN+tX+JHY2`y<{d>-TY% zRz9x@-x;x-)4zY3z9;xb4n4%~K0u$u`vtGD<{iEjy~9E3z{mR|IZFt8F5nOQkoZpU zJMmp`hwlFJZcaJ*WL={V-x++)uh9D=z8-#0oSB3e+>*Wb5nr1;Lw*-xVn==9s9_(8 z%k3s-ro-2TbuC2Ej2K3h!4UawTtw*_sSYz^i%k_;9tYK*ngDRBK%8veZ2aL zK6t3~nK$cigJp*E3^XFYZgnXIlHqmMzmU0e>*!WH^ThG6VcTUjdJ{ zf7PoszJT%UXQRWn_4R-IhMXz?I`!e9|H7w!#F0m8`-q9^J{K8>h+&*AK3Mqr5OezI z$8mo63EIX7g%0uoYu!I9&$w33F2M)Ba;(M19+2I|m-YVle?a4qIKv%0g8afg-dA7s zCtcHv_lmXMh(~-Jv6~W)@ZXITF;e*4ur~?oz2V!%xcrFp0o;Xw`!n7syhA(@zI}Y) z7l$A2jk3=RGVTZ&7dWRL{MmiCJtVfahkh^k$^DM(%x!P~F_ACuU*osJw~jl}!Dp-` zM*qjNA=|c>S)vu)V~bG1fmLavWm>MB5=VjzKSB1rA>N7D#qQE);bX@9i!*kXiwr zvrFE(x5hUxkA7Qp2<)lTc!bINXj{SM(h=9Dy6I;1XCub+KG`RT{_@Qeza_D~ zPwLpgz0c@dILj%0k@!mf)$qKFWRAgHh&cm$TOhk3zp$SG;~(PyG9B?!eAdj(OWfhV zbpG94eC8MIG+ zFUW?YWPbsC_`AwkaIca5Mv$G5f18^B*T`9#mq^SCV;B5I`Zf8!m>=*xu{Q$GhKxhJ z9Oo_K`+&Ef|NQ5oZN%o$<__DxM&k*P3mE^{KLgqP_P4!5&bQmy^b6r3`a8xK<^=E; zXO%tm^wTPLFweS9g}qUT>wQY%vVK?kPNFBiQSR;f=}-Sd+W?>9<1a4?3ZUf)8DIe2 z`$x@+9Y1gic3K53PsjiRh_-48+t0k{-@pXygd(k{~!pZ z?0?=DYQL%_wJi4@hds^oEu1Mb>{RT3?0?=DYG11*wJi4@hds^oSicJ&-;2eE`Jxy7 zFO5qeHu2(r{0BWJ18X^9^TRg1;fCwYel9P;pQqYuLOanfC z>@C234X~5nFFp~h&1~Wt^03PEegRoxQIXTYS5h zZ#V2Bb~$_?@DIYqMmx9MdYhbKh5I9x=ouOCAL66_`oFA@@A_@^>0-U|b}!#n{X_6m z!{?5**Lb^Ny~iWoENy^~dR~)0N&K?wpVafT;nzVt;$n$M*!euQZxqr<5Q|y2cAeVx z2aA6i?+W~fKN!AN_){$&@dNP%T08=E9v9yn)=$EhjJOld_;q( zB6Z-S!&&F=6<-SO&iK8=fIJ>yPqp8VI0O9dST_s*8`kUMyc(=!{>C@Hu6@@0uBDcI z7wj>>+R#tnO!U|9EWh)m8ngP4`0KF$1Md-QY#)=pdD{0+AO7hTa^AT3Tb3_huD=KT z$M^ir+2@FV7i&vjuW=Um_~1YP;g5t@E5WM;rMEx+ty58X|M2l#Cwpj)6@Lz5DCno~ zJAUz)FAnF49}MlIpLsk2PXaG+?>O#Sg)W1X^p;NM64xNiYxnc>}{ z-|j6wVT{G4vgc>5jCp+U&U}9a)>r@W4}X->{F^b>@TtedqF+{IU)RqZ}!m=k5~}?;GP`p8H0}$F-DwggY<(E|H7Tut5!Xj_^e;2{K@Ta zP~SK1u0Bl83WEO)v4|2@VK&Za^C`{XA+Df^>j+HV!`~{N5Ooc*eVBJpDk{#v^WuK8Fwb9oF&xBhG7*dBMk}wPSzLca|?-rhZTC zX?xYHUunNf{H~u8A2xi)Ha=>tF+YJpne-gJQyF^^5J!5A`0deO_m>zr_R@S^_D*R$ zLe_pGwxac<-=P0v?~wkc*X^V-0&yDnv(FS-`1KbS>^Es0t=azZ?}RxAV*_&XP4XKs zeh_OpP<-g%1?FCtkC06`uMlz``?!qu)w<^YH!@FReS*a!ek9*P?mWR*mU#3@GPh!0 z#rVg553I*ONQ5*AU-4PGa^LhxnZzmAT+rIj_lU;jBgI zF5o|W{CNMb5LxtAiPhja*k6aW1Nd$AGa1IbWATU+q>jX^r4C|qr;5&ju@503BcWZ0?N{^zC9s#eMM3LHfN)T)~SMQs5B*7_x8QTY!MIe#vQ)F}WOs8Mhe?7t*LLK){MCIZZMqmxD0l%0o9JiP{1Lto2Jy zlZ?sbAk4VUXt<8A;R@AYiRua++jJE(c-8ZAQa|G-?YF zu;NNilZ?sbAk4V((9KAqwg3TZ{gTrpV{$nNGj1~)E~HUgfPfWOa++jJE(c-8m4|Ld z614>gSnHRZCK;23p|rP|kMAATIH&-V6l76s0n&$=bP z2mDvKD|VTjvx7DAXcK<7W%n%8{TqM&^S$CXy+QnBa_6b|N9=dndhYvW4gAvEZyTF-lNV9@=j0({Q_r5%+5X} z^hSxZI#%AlQqLU!^Syrw|GIuZp~1T8d&G}~dse}RYp=ad&+)+c(Q(s!QRlM$IQez? zgS#5m=(s?P5HYVCgf}zyE|;_UAJO*jy6bLW`}*sBNX>r19K7`XAy;=zmvVeUMtLW=^I%Ta+Rn)M!8zgBI~2^6N5Suj--^Bo zIpFQj%*<%}?mtGW@JV6qJkIsN8SWU1h&?_aF)sMC@%=F_=cT>+*(m!vRu41FXY@DX zJ)ytca?8#7yLEq28Ao_N)+S$b&DDC23+jzO_|5RW;tczx;@iaC9sWGXFSHN-V~p4x z$Ht`vk!!0Sd`RT#?RqX1c!d6fae{F_mV4uNJ&!RDdYn~tt<=}&2;U%25$nU*?l<3j zlfFa5KyX$M_z%D6r1$U7^%UO&=dt5m{6*HtV~pkx_UfR&!dHlO(caJDmqh==-OSg^ zxcB~d&$7GqJ>D(j0`C}c7rg(cMJ6woK6ZnQH}DE~2>Azn0yxMIjKBPWPaWsk;r(O& zsWL-GyF3@~>Kjm4{H5rQs7#kX!&|38)a@qzrlD%|Hb#fT?%;q{qj9C&-FLW z;y2x;zX|g%-px|sCHSA^d~I%W`@kc9f_tMOH}Q_pFEE}E`_wpLsfu<-4Bv3$^?H`wBM(2K^Dp`aV(0KP-yFvE;VV@7=5x4I{$z#x7>oWE^jN} z*W%&O?;uZn{<&KCf%#`CYOUSku-xbf3BosZfA z1gzCcPLqtu6^|+Z2=<*b=6k5CBL%sP{jc)O_>#Eepr-79&WDt0M)ujQy|j%=nVH&wJ-5pG zdYt=$Gr%k!QSbiU>VH4pwD)^Yqk#Gs-+y!plL=ef_-Fs;`1daEDdnGyb)6c5DIEVQ zD@ObXP8If~zB58e*6Vs&C_L+F&~g6d{2QI3bg)r=)X6%2HF&SQ6Uu{&7Tf8Di~$8u9i(enksF@rW4bO~?KSIfoi|gFbo{X8EtTf8x@SQT1m?$AaW7; zU%62s@_)>MjyI!%QI`ErIG{Y4z?fXb@mIM~p>gkP=ZxC9D&3^IS~dZZi^%`VjS5x1 zI@IAt1*2?zMH3LYi2SeIsE~8LrX6lnFv^nu!U5&U1jghd_P@%F3e|q+P=^~8jI!*1 z?0-|opZBSLR?odC!==WAB7cUVTJ%FN5~6ml&#y7)Vx+Vn$y$HY0GVYZ)G zU6|pC@hSdJU>o^Ai7DXUxIE`GTzEa9$e&>-`8$c`?;wA${s-qzf4JNq@!S8JbY9c= z%jSHBpMSr?630=Yq4JCgk(Qy3bL6_h$vvNMerOJdN zXSku{?<5-XKk+<+V`k-ihRJ{Bzyy|fhclG?okX*V{+DBb_JH&d1uc)i2~*&{B){SK z-c!GWJhQ=#TG7W_8zT(c59T_@jZdD7R2eq~Cq(3b=8ZBdSZAHg@FNWSpK@u;yUMzN zlyR9ZF!ltF|HP0{FH^P|??xE*KkGds-leRA$~fbp7v+@lFY{*9%M@k!5r+LwJCX6m z`csBe4^zfX!3o(5rT^g`(?9(255ooLpD*{^u86x_Unsvn^@s-K@6TgH2TSFTq6|O6 zQ2r>Fj5o%x3|AH^qZ%D6;RIy=%X}O4GDR7Fgkk^FZe+Z%9+lzL$CPnXaO{5^e~oO? z&Qd#%b{p$EBMir%a>;mO49jq3A?3gDqUmFaH;T%98}%|p8GeLe|5G*^Z;YcEPCQn| zO~H}>l>g(gsa?hTOMuh6PwHqD1bI|xGL^=m4y_ffc7T@kDw|9}9#xu5U$sMPMXMd4 zW&6rgN=dL^37YK}9w|>8Zn1?g0RX8VOl$`glMt{A%=dL^3A$~m(2q)u+;PYOF8MYw(!fqZI+dW=e&Lbw#Nn1J#xBPp2e{ z1?g0RZd)q!qf#Sx9CCn5zD~~6C(}m6r@uLn(Y@JDNh`3xnk^c9CCn5zDpSDxa8Z!NCP_s=~RMd`-Ml!6Ng)_7`q&Y9N>~~6C(}m6r@uLx^1b@k4lZ)amWEK z`8F}qz)nFrm7v*v;gRyh;g&1LF2^AUxa8Z!NCP_s=~RMlTPpOUQX_X9a)3*|O^h_K zQ;<$2XtrN?q&#uB<%+S(amWEK`8F}qz)nFrm7v>}3jL_m$Q_3q;F50>BMs~nq*Do+ z?H3*?PaJN!V(fApa)3*|O^h_KQ;<$2=(eRoKPokH#~}x}BMs~nq*DpHZK=?YN{!rb`q#<)IVGJ^JffPOZR#V_6_lc;ygqMA zaV6LU)YM0&D|i95zd?G&hGEzsDejouuwjG33&<}3hcf&Vo+!;QEEE{~x(#Qk;S(Hn zD;;R`*#);z+Sstb_Q`+g2kd_`o;dz67ASup7b$-^|M=X=`Iq_!=1A&a)IUuYQ2%z> zXesRv$cMy>Vq=YMG}>Ra-_ZUPUeNwFKL+hj+Ml$)bu7^ShFqlm{cPCZ@ITixLd_Yk zf3sgc!(;!x$Zh>dvKZO88uFE1-t{B`FIx=B_Ki!zqs7?dtjuYpH~ym^tX=!$uzK|q z@ox_BWAbmVmO0*Vj~lJfJQnrVMt!4|yw~?sXpJ7Uj}MQfa(_Njwom@E|8e|<{0JH2 zvVrnP5lAw7+`$miDLX*t9=l{tO+< zc|-ey_J@oQ+F!K4LN?I;+EV-Li6_>lctr757e{sVS7$G_z#0RXie2075dWHAvvzpsp}FCqRdd5Cqz}zoeim@~w`#S(_-FZ9 zFBe+CRxi;5FVAcLmFJc^{;YT|+b93EU$Ot`*x>jJdGiqE59KfCpBN9Ee_hw0{z3hV z`X}{omj@}O{XzSy=>xPs&E~c_llHgEisILx|AGDo`X9u`p#O#b7m!t6x45~2)k59nX zS%nya^iP95T`jQ)saNLlRnYxZp10}jtUVKTTibcw=D$_)47P8)E4)%ZI$z0u_CJn4 z${)&K&ObUAaQ-ztg!%{dFY2Gvzl%Ji{XzSS_Gi}zXn)iH0Dl7gFZ4gr|7PRB{FL-R zLMA-)clN)|tzM_+(3-nCd8Y-8oCBVQZ@UMKWIADw8JE<2Kn{4?Hyb5JGM%u;j7w@h zAO}2+)_TB5rW5vBfGmZ7n>h_|&dkJul<_Q`+tKaM}jA6wT5c}e*jV23CQ{B_c0Fn&1RF zu@_n1bDla?n+8^a$R#2#Lz>_OIAJ=I#rwE z-kLRQ))l!^<|U6C=vef*3Tc94oSOWOxGVh0T7PxXi@lDNd!5i1Ep~yr&AiC=Lk2WF zC;yEv;Dh(262D;oD{(=NKgu7fcU2YIR>P z?!yN4WC}0!G(8t}{2pql-B3s-@(M(*eL%`hrtnfvQw6p^k^dXyZu9xMb-M0S&rA{> z%=UL$oB^=~-QS=#d?^#yd_B-%{U2~+eZ|hHRC^E4(KFy-|4FREbzWKTiF2N84~6+m z*gp73{%hZ2|Ks@cu@EWc59P1VJDzg>;rvVe!}Kxt7g7I$?n(VqWF+-(+8?yPitm*6 zC++X5H`4z={|o(3Vn5-`bo&43|I{<%pFRKM-0HQ%g7~5Jqpthbf8XRH6F{jrJ#k78 zKX@87oFEEXpg~6_fR=bd&MCcJPlMD6qM!vDbYuc(i6`Wo(%bbkNSz=GTA)EkCV-ZB zLe43@T~CA538cWzYg%VETZt`%uM6u#AfL3{ZGF$f#wmSP@R-w$PT~tC)_}c#cvihv zqR{)A0zAL8X>~2n_6uLgfA+r^R~&zxtf2e}`APZ9`G@l_=1uA!)W3=zN&S=hH|-DF zUtwp`{!|^B_P52QqF=b~NdE)+2mLSfznGj5KG6R_|EKzB|91YTxw*B&#&TX0eALN3 z9WHAJ4A)XLWu3FzYfek+vlNm)wWP0OxR#i~1cZGubMtaulk_?GGivNW zWRdv$Y;Hnd1T6YoS+BlI_Bg2jL)Y9Cx)O&_Stf9fF?d;B!&&A%k#|1-v3>HN{jcak zm;*TeD1Sm1p#0_h!}*u`2lOS#0_tDXKjANM-5mNt)*YyS)BZ^PLG?-Gt6xFwF4|wT zKUK%1{ZIb`{SWj%q&b8B2l^kL1^>fpiAVVT5sSL6bEF{L*a2wOob%9tmSsfO$fC$Z zo#+A#fb9zhGB>t_|A5lAu-)8#qy43GChgCnL(={(Ybxn~p#O#bC;H#YTv_H!`aho?|L>gK7qG#d*U9_e zdbbVH_`4h0amFY!{g@)>$JCmiP&pT6I6uo^!!Ax!YmKQjKcR9i%5Z&>Lxx?P#%Z0? zm0F>i4Z>WM;UEaWu#3|KafxHdJsuj5!2J;te+Zvn)nV1%FL465{q1f8nZuK=i}iZQ zM||0Bq46`(PWVyE8b8!S`IuJnY`@NvYvoVZET3m;(I7)f6)G-{pt2q)~f}k{cpYvnLEwqqWwwxoBjv-AF`aJ|6xo0 z4>+%B0p~R>;=G=Y^1G-LMSuZR$G1Y$%7Jv8r&hJiS(#%DmnZ@ZAXgB0S~mSr$9Za1+nkj-#&C%uzyNXufv1(@{)i33nl(7D3FFCStgpMY zyzA^Hf8;JOr4xF$b!C48Vhni3tm-ZTJI-mnyqVJxZ*ZG{?UVoPf3ELZ?1|$K{Gj}C zI|wP|FXtbdYh#Y({7e0V`WN+2>ff|K+|Hu?CGr6JQkg5AFSI`sUub{R|3LqX*_ZS` z(f>sMlh2vYrvGVv9_Karh1Txnb{F=@cOBUPoUlt<3XfY9vIZ%clJB=^G=xEyfUaFH zXlt_lh9Bch$uBGnc3xBHX^_jw|5fh3dPwhFPvwQCuGuep8KN%yX08uPTJ&R-={_jr zaXuZM?`uYG28`Fuy%;MaQ80(f&jE%lU`%ujm-mKd66E z|D^s+`-AqE+ZePzMMtFlP5ZmrRN1$ToL|X@ArIY5if-{ue#3Dekjw z9M$gHm$WUf-u((CVguVMfgTro-qQRxstDjz{%Fs$edk2xmcmmI<6_Sv-MDeXFfaQf zY|Uw!hZ?;E`z4^Kpl^-FnXWsrdUe06^+8|P+{!82djTBE{fsuYU&d|7{Hzy}|LlJp zf0RFzznp(K|2BFq^^dTVseiftO8pZ)1M1(_A83F0xIjw#%j{0tpR~W}f1v-x{4Df8 z(f^d=ENxtt{K_X@C$mv?FxM z*6NA41Fb;+CLG%rW>f}_7z|ungnP~B=W$+B)me4Vg6gfwCoby=t9^s>nan?`avbYR z!Y?4@t4h7HCOOt9qmGufvahulL{HT9DlP-c_hS3xf9a#>bL@W{e`Z^YETR0N{N?;p z=5Wrx)IX?ysXj~nv&aP3x2b>A{;-%tWA7!~59PGKFkWbXnh%Qhx6dW?e^_6j{Z0P^ z{V(*tJX8J`+#dlyw12Amx|TUE(hijiO5`FJrHWD91I0fch^W;89Z4==`^t^Xl3-wp zDg{1(VZ*}4VU5J6vVPjb@cC6e*5U`gP7~z?7MfM?3;93MZ6UXOJ&HX;@EWfuHj>5} ziv2v&i|hAb`{Y0SpU3q${*ug5nL+uZeS-3r^N-KHB|gLXm-+|wud=g_809h^a-=sX@7th#pa;>QF%f8gZ2mQ5Bfj74~T61YwXYYxhI-< zM7XXSz6tq14CQOs_a!>t9H8o7e2ONM?rve2nkG~1ic}HbEOT?&4`Hy))zE2C*K`+@wSCjeJyl(Y?T5}s{)@iH{>SkL zxe@Y)@`v)*eItl{bN=D{OZ|iTm-&;ae_||9|Ms&MXn)ZDs`e%A&+Hp=zIaOeoBj{_ ze=v8_{}sME`d{dOc^3RHwm-ss*`B(GI{C0`krDYuitO1Q)AWxkbsbSst>=|X+9v6X zcpaxts9MxEFfN~%_rj94Nor*4ZQssoD*Gc~%ScSXbd>7%iS;sm4pWXZNS&(FK%SR> z<;*3^`?E~eYnkGGT~bNeKKal7$ML5!#AQa7DK0OP%%S|D{Pj5}r<{Mnwo)4lb8E4+ zIR6SSsDDU*aCu7o%f^KC3+f-#Kd67$T%mIY^)ItwF=x2Er2ZK;KlN|w-&yZ=nEH3p zx80Vd|EtPU@WSOO_0Jcw{yFFSBNp?&r`SVw^p8CF85OY8^bY+Xv32{Eupm+a+po+@ zkaNh>gbJ|YDip{9C`SGu96CmDfUwIY}c`9f6)HW`IGh+?JwG&w7;JL|HFLTACdgk zQ~dwxzD{Hl^Wp3s6D}5!h)PP7ZaGMZ0*)U$&PRi&Foj{!ROb_MflC zgG>lnLHn2XzxM}^)zSW<{aN}1?Qh!O>d&PAVN3lFbF0@53mZ37fBZB^{qzaBSj+-s z$@yJfE`Q=nq`uzlym~uxO+OB+g{*lAgU|diV{Hr6Zw{b z{wz<^Q`(}GOJE}3GSHvpX?jXqlyV77f1NXpFSI{&-iW?I{oBV2_3tE0>Hm8{`9E==^+vfjpj|J&mPHe0cizQ+XYgd(;t98kU_<^&i(!+(!Qm_BNfu>@Sy{nyMaV^GTz3 zh%A}K+MD7B#61%@dlF^-T)%t5^Ppw>Rd>mJA^*Xb+Mm2%nH|9X2Yzt;)v<$nYAJu} zc%l5|{KNT|`Umwd>YuJxQvWu6!TCY^gZ3Bg&#FV`aY6f&_9yM{YERMsP~-&tf8v*- z|LK|VKOr8mF!k&sIYX(suETeoqXdrj6gY=H&GaptDKhL-Z2#Hhe|w*`&AqT!+{d|U zwvAz9AD`ZB%3+f-#zo>sgFHgP|>ffE50DowI(Eg+SYko)C|J9d4 z`-}D`?Qh!Ow7;KO`@7y}jTk`d|M#dsL>M$=kmCjgj-mi+)y;sSwg3TZ{gTrpV{$nN zGj1~)E~HUgfPfWOa++jJE(c-8m4|Ld614>gSnHRZCK;2Lmz`8>{m(E3*HeiYPGp8?w^ z|1}oD{#VBn$Di_o@`v)5^AG1=>L1j-az|AGD&`k&~3qyMqU z0r$IlD!y2kk!n9Zcl@s!k60*oNrwx2aldwlm4aN>ujx-%2Q?kHi!a~=@nt%oqmY7J z#`Y`Aj4z2h4r zG6J+JE9$;^^)aFiq4o7BP5grGn{2_J6qmE)Kl`8bfmx0}${)&K&Oe-gb&jO|0o{xG zm+7a}Kesmh`@siS5BJ?SJKS{B?ZdKV_YJEac#QKu=YP)soc}rh!zV!h3-urBevbH*UT*k0v2WSq0iyG)lDp+KW*|Cnlsg{tA=arB-6-M=fyer8*ve&{x0LIi z3i#MHPGNR*;MqR;&;D1(8OI;x59KfCAIztmf2&*!{et=j^)Kq5TeJR+Sj5c|i#Y1& zV}^6i`Q7m6KR;M(7Lkb}2iX7F|F`D;Py3tx2l`*A|5E>_|8Z;czs{{*SK<*72&nOd zT9ka<0ZLe+5>%+-9qMqSf>BnhY1srsE@JzY8x?Y{*R;cp3OwugStDMc{Twj@jTd-~ z0J^@FVK0R0MTN#<@`Cd^h(|ci>mXmstG+l%rm%hTzxE$H>sj(@Yg)?w$MHw`BX*g~ zSX~p9#th{z=O6DIoPW(dN zCuoe!`3#pT6N*YJW#@wsOrl9Kj?}n-W8$38FxyuSOkj!g&`|PsM6*#gNZ|Y~mG{Mm z;rF%peue5APUqN{y$%&u?1G{XLr0#K@q%?r5$gbqa_9%zmfcl>Ifm^!PZ0l+Sdj9_ z_)>XX_%snm{;OTa{%2!}-R@DEf|55*={zv_f`XBW_kpu9r(f{~d z^uNxneqz`#F$Pe))(sA2$%(CCp=&XPD$(Y8C1enO^QMiAl-3#?o|m4fpyfvxwja!O zekQ(o5mIHG;m{BCK5OXp#h0rw=n^l`G3%ey|nQ$K=1xS?qrtf0RFzzcHt9 z{^9&f{e$|K>z$q^eKKSP^-q-*>H~R>=-=m@{k!4FBR(H1?c4KL8#*m+h1P?0+18MXu;Q z_mn?X-UcsP*-H7#`G@nb=_0C+Q2(eh!)2-KW+m0NA=JNAe+?a%`sZ_2|NQ>JRWa&eklI z^7I^(N8A?AfNq5NZPAt3zUfKizx18dZ*;F7`Uv|U#~;?PLU!nSz+Uz!4t>S@kEf_3 z|0sVd&nSO6|8V}L{z3iAWFqy?=brxgv!DIvaL6Ht4SVdq`>?C*kJwGpcfIpn!#BQh z;;?e%!(lskALjgTdJgrUqUTWmi!nm|m-;{LAKE`YSJM8Y{rC5_|K?V&ll!dQ32&+X z^&De^YP z3+1ot+K{ojb9suC`Umw7*TtU;`WNnrIN^kE$^8*~4!cV{0&xlK zjri?(7Yz45@Tl1iWsO4pzMTI!|6#5Z`yt6W&i|bMssB*_qy9_(Tb>uF|5ly%+1CH( z#K;{Tr-2GAJ5RP5q$2~_icDdbSW@?1#@R8bDGec{AZ?ks{S)lhXp^^Fpj zn#XxfB_0s^8uCexGaqR2gSyQM8a=PF`ixx%_UEZxgE)i!a~q*OVv1G|U!-*%HG|bH0ujdnCESuecv7G*e-GTRqf0X}} z|L7l_|2Y38Il=kg^wsGOw!SLajuUxXL*Ke>KY=MS4p|2z7Zp4Wu^5%#}( z{7agg)(Lc?wy5O1&{HRl)DVvLbc8P1giWB+wnZi9g`PTbq=s;`rz3R9CTs$owk;|- zFZ9%jBQ=DhJsqJ-HenO!v~5wzd7-CH9H}83?J3Z@KLY19`FUaG9%=1&Wqv|m!x>FD zAH`r#SBo!5bbP0S&Y$gp0?)?X)VB7n_FcPo%I;!wA3z=R@m#h~{ z+TW%ZQ~qzY@}K@E`rqh(bi3Ent;7D)^P0jb9Y7nO@M2HHx7`CqGM%u;j7w@hAO}3{ zn~f49nNHYa#w9f$kOQ7ZYdv5j(+PXbxTNL-a=_ER*(foR>4ZI|me_esWq$;GJ-&tr zb35Y0KF3RH>yQu+v)Dn7O=#>;=x3#VjW<|)LhqZvv+z%26m85Q#~s;ziOZ1x?0+18 zls}ZeHfM1D;r#3C5~zRZn4tdUb{X_a(J85aZngUN)mPm(9DURmB_6S4_}E83KK$~R zXE(8VzJKIDt;=MV9xRr%u(TfmI-KiO9>4COCmk>_wLMoTpCJrVG*!)~u2HBXYm=ahuC@ zuafs$Nfn3wZ2t4uGmX5~m-FeGu`lIb$H#*B6+okVe{x%F-{fZI3HhJoDEnWGC5}HG zE0jOxo3p)U(7PyqIsaHcFddxpZ^%sQAEsYW|Dyi+JkY=IzyIOkf(tGg4m#*yxkF;F z;hl1q^=YS`IjmUm5bY1@f7JiV7*>6U_BZ_x^uN&lq5VhyquM#{vwiN`fAjNlf5Za( z)DwKwS~Q`&bz@JenVvVf{zkutT52~Gl8L+mksGyIvy&;j)YD22i0wOHD*rcZ7>4<| zbuxAlN3cF?=PL<}{w#Bw;Kp!{^@$Rr|277r~bWk>9XO>Gtbgk z#BR9HdXGJaFC2BuaP74>4-Y<=@3Y=Ie?R4)%RNsi|0w@l?s>ZP%0G^OANQVe{B!*K zxc8Lf|M{x_&8=QLEQlXkKkA}(KXoc9=ux1+OBYT3X&!#?G%7hk6tqBtj!Xb8@r0aH zdb^$msS`v&3pD7+1ke&s$T_9A>uHcWK@_w=gN{r9E%Ah$Q+m6e2B{NBft}a1&h{vj z*h0uUtk0K!8czsY$Mb^oJ0}pI2s()`lvo4y{@_`_#Tret;cI%LJUtWipiw%|I?ink z&kK(27rv7J?0-HkIQ}SqOny@Sa{l4`OZ|iTSJ5Xu#!vlI^~TxfiT-`wxxXJi@rh4L zJYvs5;}LSF^#?w1@NnvBXAbw@|A_t;>VMS#%uc2LOZ}JnFZ?Ie|Ed2||EK={T-X2S z=GG1y%Xv-kQ789wxU3y8TuafEb}NT8gHO?e|Puw50M95cbK; z&C7XBGJolrC&@;Ezu#g5wqD!zFv$4Eo(73esQ#yW9tvITc|fed^<%dMt*plI@Ej?V z_N)!IPyXk*1O0{lkK+&WgYpOaWhj4T4UEhyoPRj~Qvaa-Mg0@{v(JstmoQhBe_N6M zefsG?81~=)0EtEHKJ2>NuEQ?7?xy!zfASNb8t%iHO*%Jjy}zIOkN0uT|I~k||55*? z{!9Ir`tR1F|E`vJgx?>rsOvgM3c`&YfL6^p4-IHpMs$rVicHjrF2DfTzHlIOV@vpt zxYYdodb4G+J)`jn=z+z)i8w_m)4cnO+gO77&45?mQL10+L`=eMCO`9%?N@%2{}S(F z|Ks>e@P)%;%f_{nMZRaya;) z4-UJ_zKGp+-9^)PzT=(4amRgQxNqgdsx#-cJe2>G|D6A5f7Abf*iEvZIR8B_=f7(2 z;a$@Ht^A<>(Z~1mS^t@n`vNw&^E!F|Tkp0Z8h>{~JI)worXN$}{Fqwv6DsGT4CiMV zY}mzVYOOJ~<|kCnMH#M7a>%fY(>Sejx>74tvq6}PG8_Z}7 zVhTE6mH7+vnB=v;mpFmGMXh;<59MQ8wom>` zzwmW`?0-HsG4?qAD1S<7%ou+7(lKd@U(J}InGn7 z+UBgxF@{SN0S1sO2t2JEWRCOHs?I(L9a8}bk!|}&| zbC{XAU)DcC51{=)`^$7f+MmU?ru{AYfcqIlMz~xoJ~{dy=zl@~p#RC&1j`sHJ~{fI z=zn`Q{g3nWIIqbsw01AIyRb*T>&OP+gk9QFc-*3pHAu;ne7{YjAq=_%bnSXUTa)cK z{1|6Seqmv-^O|CwhFnViU!0|c{OqW_(9|{Sw#T8?h2Plq0ZEH~gfcyc2YK8NfaiM~ zNHFwz+cbt2fh^fMfnrsh4NSC7|uVOf2n^^|Dyi+oY%h* zbGYj2>xZL{{?f2y$&%q?A3J>bc7-8ibN4jz2hGAazN7$O{>f6-y$HmWS@lwPIFt?5LTwQly_3C*`HV68;{?<;g*duTu z8x$_{X0(~(5~#!W$$$1gjz7wu#?GevRXrOv2j?H3zd8SEe<->H^$+hCNU49B-bwxQ z`J{i}v+OU!fBn}*5{vlwaK@Qu4L99%r^$WJf1Lk{oag-Sa-Q=)=YRNJtv^uz@o_=@ zhx#A&-{+eCJ16@i7TWC*@Jxq$+xILqp8tw2lvbdB6HcE~9}v$pKnNS!5xQh+^+eo( zR-k_qj_nIGDg#Fh2Cgl_z2@`tIIpS7Y~8bF{E%ZN{jN97$Ke#^verW$x_jN6ET%;W;7nI0FE=m=nxCe@VJP=W<13Hpi z!1k3JnI*x%6jcg*0KSZG$kFXsP*4t`UQ z$Ax^zKk#w%Ci&6ig{^`1RiBD7i zru{+ttN60ih85XK`!j5L+TZ4*sJ8al_AYi8{U6b1sDDxa3ZEbKPx?RqoBrSVxhI-< zM7XXSz6tq14CQOs_a!>t9H8o7e2ONM?rve2nkG~1i^KWB++x`gmWqax#>g2<&MMmTsDY9pKOw&KE)OAEjwVqcl zX`7@k;&q%pp=wdvz_@&3-V00GCaICFw|zUWsqBw{-$!BsW}{TQKh_TTIZQduAa$xu zW8+ro^&V=|?NrB8pOWW=PVv4kBJHna`{cj$ui9sFpYr~a`W*Wo$Dj6>)K8G7{0ZB- zjwQ<9I+uYLE>AfB*qklnhVw7yU(UbOKj4>DojuK~)c>Vl7(c@1q5etzllo_j3m+fU zzoB2czU{Kq^KPF||Fr%>{hRtX#)SN%{qcgcKjwUY#A5#U6nn^y{*ebiqXKrC-k~2P zwr;-?7DOsw`;}PCYt_RcGfFwu zWI0aPZff3i_Ui8`>lj^cbD7iW@@${{Xa6(ZBYwH}r2cI-KkbiEEP?hH?JwG2w7=jRru`W)0@~l<t9{s)a2 zJ%j$2`M5tK`Kzb+|J8k+$R_5)**zv)EFuw=lqlVDkPrnNKX#mt8a<*f3E~O}(F?Wx z4f5XS=hlh5S#4)AC7VsZ@N*tcWjvaX?$y=|Do5*_>l)iy5l{`{P(UBLF; zpQ3zMJ{F#1>?gk3nV;mp@}$T`^iB3Zj=wxkD1Rt_Isae|DgRzKAv#>>2hiuJ ze^LLW{%vx>Y#Q1>$<~9NA@YLuSKG_LN384QX`dHRWS4kYf{aj(=LLQC&HGAY0SM+{? z4QF}O8~fAQe#=ktzw(3qkK>Q>$Kni>zf~@9{%Lu^`M2eV$MP|kQvU#NsDHW4p#CZS z!Tn3Pdnxuu*chVzS!D_JPwJo4KdFCe{L*En`ZubKK>wir)$+sj4eDRsH>iJ6|FSXi zLe@WVpY=w$H=tcFznBYqg426Kkv>7o6EeU6CN^8KlfK6U?1Un=FC0+5B<2JdK*N8J zN946Z+4itG)$~u79h&MqZ1S|3cg2>OjdP0;Ba?q(_oB?7>vvCh9?xU@b?(l5A^*V_ z_P=KALHFhO3x68rPn8|mYexB7&qDjV$`0D!o9}->JYr$$*++7QQgvO2?>a{b9PKG^4ttvE zTR2l>*s0k5v&sMVK5LtMps%}(SvA|naP3TXTR)ZOZHMh{&05FjFW~KdgfzF6eHKn* zsn|_ypZtfFQHGe|KThyjz6s5beW_5#QTftNVU(nY@z(2{N?j=|2--Y z5e5wzWTI#9KknNNI>KkJJ(=o&Gr!pqw2jvgtFXtc5ztlgd ze^LLW{!ROX_7~PExot`NQ)B||Z@-h0{s;53g#CoRLH|q9osv(P{wMn1bRMDq^V#{H*U`c&SDzg zR+O`S@}K=r`T)lt<&Vo^%3sbu;(y`%OZ|iT7xho-->M_i{($X8`wORUWru^Wd&@jho55*7axA0R>-dqduO1 z=R#L5&lh^#QxSTS>Cu6QuZ8VbK9m3Ke;j|5KhPg2f2&+{eTwss&X=5jYs{|IL8yOF z|DygG`Ze`$+8^ixw7-gD>o|ST(4<|8x?rg@3Yo5*zoT_M^$^p zbu?R#tMjzWr9xwCl2RSSBOHfk`SVJ7^_NVFX_PXyPyVz2iM`D6r}9JkLc~8Qe@riO z8LNBJs?1gS>Nv_@&Oe-g%i2&IBh){NPKNzYvm-x4;yg5z{2kG3lnoL%zsq$mq<&wKucxZI zd09V!@m2OZRGgGy?3M9|bXMjo>~n}%2Vj(IeLTa?YQx?Owhw;TKk{E}p^1Hr{ZISI zMBbFK$MI+5i1LT>m-7$jU+N#KXPHll`WN+2>ff|K+}5D|g?;+8KWTrv?TwW7H|=lw zA23IlT&O-i`d{dOk$&+E`=91kKQU~W7y~F?>jsCiGkCVhFpD)5`BnVvc27!qhQ}aEUC^_AvlGaFzfVN^1o{*EAIBf%kNOo=MpFKA z{^9&9egop=f`q%rv_`^$W;RtbvzQ z`wHzZ+Ml$)X@ArHu5%~t?`PEh*88kwe}sQp|9|mUXYc;l@$VHENt-H7rmxhYQNZ?< zQNaoYdfrVdX?WUX+8Q{oX>NX<+V-|apy;a@b86$c{tDl)>Gfv!)V%60;veyt1>&jU zD?lCKB-XLYV-KFD=c!$-d81VywB&WI0^%fiMxw7VTi9R)Ut}iRC;!?1%s-=JhU1U& zhw_*6kI%cFrumffujw}7ucQ7${g3)5_3!ZC)Bd3SWpf1PO4^@wJkb88|3UpT^uLJC zgg7|;FZ93A{}MLkCj3vU<$Rt6Tx9GY1udUS3pSSkF8Ma`C*>$YkOtBLsoUPaTpl(m zHFC!x2e{1?g0RX8Xn?y+2}&oYy3C3Dy&>DtjbwZ>s5^d5sa^k}q_tgwEDd z6kScrTbiuLntv2yb@W`ePyVz2ar{yKnB1lO<@}@Zg3&zb^CstC?H|-XsDDxa^jMnc z)zrT`8-?~q^`q1Ng7292C++W%UPb={{SWj%(EmXH!?W&xn49BB|AF;mpeyX0Pu`M5)>K7^T z3GtKZo&~HC(Rg^Zg+TZj)gnr<0D*9iN{wVW= zon0m={SWj%(Ep(F;+gXQ&aGZ2_gT9W-ctSRMeyfmc_3H{6Z8v7r3!|~_xg7U}4M(E3wzhzG1{G($8a+C9~={IE#u``*df8>7Q z@)Rlc59%L!#=i6g>R;8yq5b2sf%>P*OX{E0KTXdn`X=>n>fe|*i_aQ;BkNi8e-+-) z|JU>jpHGm!(Dd&)Ij^b4BT5XQ`2VMd0W=0M6}xy`0@eIq3OQ7;JXeweRg^<)UpO(9 zJBwgSHB_BYeWS#s=5bzAV|$djHTf~j2U_${A2X;Uau?&L>SeB+i%QN5J$2$p4dG}{N9dAG*aSLlTU2sh=&2J& zY6wSrIzpFh!Y0sZ+oF>5LQkDIQbRb}Q=oN!1kP*n^UBLTjyms@SU>t2&S=8^9D_Yw zExr)ZU7Zg0pU>YZosGL8E%sOYuHE}%cOkhBT<83FF54&n+5b5HD1Rt_buQriWAiZQ zU+N#!zd}!>{z?5i*&S|+(Ec!+3Ufy5JEHxiwkXc)q5W&JgZ6)wq3+k9|AGDo`XA_j zp#R}-;(yTdn!+g^KpUU%Vo$@j-2+B4ov_D@OKLtK2R!YYjS?f7PS|6{B{d(A1D-}} zJzyl$346@Aq~-&1z|+3jC^3@hggvH~*m+H5e+1@TKT8p|9oC1qjVGz;vWN#;?7(~? z<{Q$r>q0*(^;O49c7fhEfoI{LmbWp7yzZUtm$(f1&;G~pNBKkfYjXzYAI`t-7oh&3 zV}kmZ$0eaxicU%WllnL9587YJ_JqAj`xEgN+TZj)(EmdJQ_+=NMyh>T{c-fa(f_7n z4VhE zZ*u*Oeh;HxqDRsGQhSy5C+%e|y&bk8`Wn4h!Ok){nZV-A|p03VIYM@X|$7f0~CMJdH|D5CtvJpd%AN zOFSXxl-{nVLFxoi&;kuQG6A&26LL=J?RpxdP7nnx(4Zp|KubI!=ak;Ar$OojQefvb ztuvjy#1_KVMGO$*Q_J1f^E`CisQ;hQTOwgC_p=%c6 zxoqEKKlVPzfA&9)KOYm2F*YtJe<*)#zTy1C`Iq_!^)Kq5)W2zepbyag(tbeu)8aC; zzl&eOZHJ;a(*Iz5LH`K5ivAb3HR*pT`UL%dAwTGUa2dM!{+GGAwZq18UK4!O$vqt| zYX=P1QZ!|qv)gMgAAWea;)*{G7hZVbaFP7G@S=-`3oeorc}Xw0z~E)eXNJeuJU%@6)RV)5t5yxy zUw{2@`DK?6mtA_4)@+WGpt{~KDA@uy7lXZ6)RQ<%{9ZNmtHD$E*);T;f7)5 z%9Sa8Q@)e@*tP4{4fiZxHe7x6)$;61rOsu;Ew|hvdeN--`F#V5J$r*3j5I$#KP+8( z`*7uzSLpMvkaX#7w@LXL*{`zDd>_z1Jo}J7@AAtpA1=M*(&4JBt{RrzbN8@z?OGf@ zrSz3UQDko|Bbp~8Q;~>E&CjnlT`uc$GDfkl)#onVs}R01ljG(ivN=DGW%U~%wl2@} zScC6%ur)g6xq>&F!tCrupJe;wKl>lYU(ppPe@xDXJq7uyeksb|aV(wlkIbi>f2n^^ z|Dyhx=g%@{#2iBXoAw9#2lfj{U!eVEx|G|zw0~*;dtada;bWup3ECgDzi5Akeo6ml zjb&`E{XHl51#Ix(LF22gerhkyB^h>nO%1y^&2(z5H=(i@&CSgXm;d1p!(MysHEg@> zcJgoAVcYHGpQPK#zn8q^e-AHu(Tj!`{lh;Dr<{E9aL=-Ph86eSH~jo(KOf%x?spG6 z@4WM{(@r}L2OO~f@a>bnJuF+ke0cilr{W7Oi2whdyY3!NKmBx}IbhgfhaHC3?)2K> zz3+S9@WUVda6tP{r|To0(4cu zM{EK6B=ldQRXUreVtu>Y!sBP6oseT?jaPX#+fTd~o{<0Se;j`@4k&*pe>wkf{>7ZA z|EPaZ|3V)q{ek+Y$Oh`)YNNQlLHonz3+IQA6-jA-mHqrOW^_HA@Pzg+?SJ|oT))cm zs=&0rXnz$MN&OpRgZ9TWX@B6nrUjhWw21S1I?C@tP80zKFmixTD+ih5JhiHAZWx|= z>M7|54-FSze9>^ux#tb%o_mh`J9jwuJo$IddBZVBA2YoE^{>;oz$LPm;O@Kc9?m-J ztl`aX-eoxS&_jlkPdRz`-uF%&jyU4*Vf*d3A5J{+o5St5->&U%+_*u`DSB`?_Smls z`$}x#BOm$b@Z+ESWH|ZcQ-*^MI%wEu$&%reQ%=$L@qM3qdSRHESw0-}frEzqCBE^Q zPk(m!@&Ent@ZIm8GVHhCz7qdCCE|Od%+mhy; zva>t;Jx3xCLnt4C&bHazqxJ60XJ)n>b~ue5J(@1R{BpYU&b#R1i!Y`<_xvU2AF6*> zJhSqryYE)|@#DwSZMWV^GiJ=7(@#I0#*Q6BlaD%D&v$7_~$%x1iZ-@;NlrgyB%`)dT_N*kRjyEyJ;PV4y@7hBu;+&TKk_+$R@ z958ujzCWx#84vKEq#x+q0RM&jFoJXru+Y(f`Xtt`Ur%e-uFbz|IQ|l!n>gc)GiVgs`ftAZW?IJQ zBA$BcNjizo9_+W@IGQc)m~RRlcKX87*A6kRJH+19aSR$I(7xenoG;{WhOV*g`8-tf2euyN~@J zKc`DCyG+kFNS_P2{X6csgAPCZa60Lv6Zw3`Qf^;-7mMiXtFGqr5F_;b#r${X(b6SL z>Fs&*`1{_<`6Fri^y##C@nZfPw`h3ci6?S9htXZ^xA^R{&uH25rS#fsuhAu!T%!Fx z@W2DKa^=eE-(awjs?yCwO84_MQF>of#%Z?CD$l?4_SfppMt-6H2a9%{U%U$?7KklcSINcAY)@MlKXVn1IF&c;>C*q;;2`yF=~ElO_!3U! za}DzTLvL>%pH=t+jpuup&OiTrTDxv-ZdiO7_uYR#?Zv)}E3dkW)~#Jb8#isFX=k59 z2OV^f*6SA|ed=F)1UKJ&3+?cO9oT2_ciw-qn&!=ahy5RC(x_3RXy&Y$>Z8yO_$vzi zv}tG4{`>E*Z(MBJv`OE&5dXrsapSbSk9`{QBjJ+8pK1O{C!a#kKmR;!+_;gRe)?%W zXL0t~XDhwX%3m#aG|im(G>sfRiq1M~n!YU|W%!o;XDa0VX?d$*!h{KQ%rVF49Z<1bT1Ns;APsIkNV?+N|y#e-zG$-8N0{aW>Pq4qi{^ALH$ z=lh`!qKhuPi0_8#D})^DtFWuY{_}sXiKk@N4hP6ehc+7 zt?tAeC-67)59nXY2bdo~|4ce2^l#W7V1I%A$#^2{Z&8;t+$eJc_RlmH zYo6r%HiJqor;ri3ag(8n4UacPMRmZl>kPHh$mw zBR;DjZ%t1=@<@8*(MQ%V6;V$PfEQ*uSua?|7Op zX(COYJel9devB3^TEzDKJ?M-x&!E|}=NM`FhSKMoocFUGe@3UAb}G$&V>Ug(?`g}M z*cV;=J6gcsA&iVh|MaIBbRhSA%BiRFokXkYiYqRsNu0jw$}94Bk#^;$m%rO({07CO zNe9wZS6{{V`L5ly8;# zGIu#Gu_N>k=wHx3p?|~v0Q(E!4{&=d{xkt?KB|`-^YIa_1E=Iryu_4NBXw(f{(4=_}9z5O9xImi0MyZ|H3NuH%y!`k-z73{x0@* zgmuF2U$8$y{1p=?PNXX?zk>Z29W<5iZ#wwkL+HMH?~Bdq-!Jz?U3Ae!^b_`nJpTCO z`R}R;IhFs2RMIwW{+Zt1E&QhSX6otQOdB?ACb`e6r>9rbny+ao-(+;0HX5r_(PY|Q z+8}LIZFySiN!;5@A^OMoWBy_NRXjs@QThe{$zuWj>vJN^51%IzvV4L3ae2!j%T|@? zK1Ptgz#qV0iJt<0s*DBx2L1;A2L4uz;FuxcE8uV7?}Q(rf24JxxH_znfUlu{K>vXK zGwGef=%1T6_u2V~WTVce>KqY!c1#p&x956TN=mGhl~^gYn3l8@hm6nZf8IOq@Eg?A z=;yocN>4rYbUAmx_2k@yydQnwfs<&?962A6d;r|F_#@;EY&knI`N+v?(_i@Mr+hwQ zcRG{LN6eX%&PRm)CGV#{`x%{n`ssS!;_)XQryu|LCv@?}7t<%n4-)^r8GJrM&O@Aj z`f22w6|OQ%~*cVrX#&)lix+R_kQ$kJbpv7 zBjww>)c$^ApwV}k{Y{*n{I;O>BlV@6+t9Fj!#TYxg#PW{1mmyc;O}i={_(oO`UC#~ z|5d&K`6DtE@>g(0XBvlsDS$r=*8zX|+t$FJ2|oaTL;ryO1^qMY-pm*D4O{5nDkETj zfc+uKNSP0gv0;CJ{Q>qDUJu*R{vdnh?EQ#fuMYP2rtLZyxUDEut7%&cT65|enqs2x z%0w$cvk^`|`^+=6?|%Ezula4~dGqF_I!3r;$r3v4w9`n=B*@#-@@BOE$omoU#ssVASJU;O;% zblz{yOYcWGsr7%y?RRMV=l|w>wjFlTwbx#&??YVt`-`*R#A}FenX_hkGbs#&L*~>~XQKjvT31!R5b zI+AsQ^#}gr^TBmR@L$NEG$$Z`6P^J60R9601pZE#i7^!P59nXeKV?0n->g%FJSl_z z4f_M^Kd^tfeGm2r*k7`&`0DLX-Cdihe{i5SOt(w1dAqW359hOx`hnP@AtRP+wtOTn zL?UZYYkO5*>VM)-n3~mozHJ9j2SbA{`R-O(Z)?1b9o>8 zCO-V&LmE4F44rw_88rXhcl90Y0}eQVj^X#MpLimiIpFr>eTP}IX3-8i>_FG>`Gy4x zKA{(1e38bD8>jw^x97cWZObRq4-5>@^y$~qKHT?>H{PJWkGuH1#9@aY&Tm?r%x`M3 zZ$!VRd<^Pa+j6(m5l0-M??tRzw^scZ`;Oh0uD|Yj5`RJd;rLr`%~c=Fgb5SqrGLJZ zi!>5Rn;DY!at-B!-?HZO5k1{~idj1H987x+6{i&J(y4m}g3UDBLXv&V(;bF`RX=9l zChaON%;nOi=#E_}-`Yg~VXTuKI^t=JzwCF#{LA`hKF3-}ZG+xP|Y``pnpUEc3d%>{?*;ptLG!!Jguhd7JGHh)ksYnQXyK`_!22^%frw_%=&D}XMDHO z)wJWzJJIvcJx^U-U4hbk0yo}xBaLStgWRbk=OO%O?b@~U=La63y+)6wE3dqY&m*iR z@o$`U=9&85#4WenLjBu{uSR?wlDESTexUDFtmgNr-<~&@PUW|%NAJBCJu~YWen*Yp zr$|3SfA-mDtG{B_%$c-l(E&IEB}*35{`>E*?{7c%>~s2E zo_PF88n^#AJ&&<``EqSp{(iaZX(qQhYOhgr#u;bOJM-TuJ_i2+Uoez&GIFnUQ=XLl z*(PryF704Hg3q&ZKBC~Zf@zz13HQ7GG{|=JU&}L$e?50F|H^n^{el00|C*l#@~7|x zm%ARSOl4W?Y4_y{FSWAb+lBn)aSHxi$lo|`YP%%l59ANz59E*TA9J2r$r@E$qVG<;{>B@$V#Nwtym&GF?XQ33c8*v7h4d@5 z%a$#p8F$T~U3S@3--dXL^H;1`uIDuVG~;eM;_$cYD+JE}#Lb{UQtlo3aJ!!^_ z8G0r|{0wq7YB zpUORBa`&F(dAol1n5Tsn{TJ*S#|7gr<5K36&nvSXVgAW@VEvV~vl{#d{5S9m$REgG z;1A$0;7{Oh$JNk33@`b3K>vdN3H`h15OG~V|Azhz`vdGR+3u9=ny^0!U)VnOH}OaG z$9sS(qc-26R7}^|b{$E)*h4AvxQCIxjz@|ZcdF0tf7Ub4((&RW*n4kUw{D$Q^p-qa zy421!?6lKPGg8evA6fJMU0h`H(j&o_gvjI$-|;=$F6TLwyQ&-+eb-cKM~8{v}PEI8o0~ z$X!n|k~03c@|g^|Luy~X7wXnqZ>9UVeL2H1W}h*1$f1YQ!bJ;dOYp<^-|b=Uyd@GT z2KAgwdC%HpkKlE;advdpK3uz#mGk@#Cigq!Q0Pk?U&kWj?R|j2+tN7;r?HUrCiIW- z_xXhRmwkJ(Cb9nHEG+mB_^;U6MPAvj$L-xY$R8gU4S(?HX#INgM>MUzoC8DC$Y;eJM(#s-PxBhh5qsI!?dPzP4$(e{tGX@K*#a9 zhY=%3(5}1uoWz%L;z=jbOE0~oZ&>(uk&3HVcj*04M@>G8cHMOs{@qpI@BZDz7ty?T z=273~-sCrmwW==vrG&g6q5cRx$H4N2@rPltq^od#*5TxR3DIFBlziTcEM+REB~Nr3 zrS~$)3$`Jr(fXF}b|k5%HWT!Z@mJj#^RKL@G#0XMu>Qb*lz%#p1^cCor)zAZz<)BnAduyB9wYm!)Cv2TW@w>^|g%eI(l>V9D3!o z*J$fDd%K}s|GoTnwA`)q>MO6(tY@B~nNQE8S6+FUKH)o_q^$hd7nFA-7A{<*{sB49 zAn#buo;{oIOIphBK9@Hoq~0L=J2vp!5FdQ_f!+c2)KfE={uzF6`b}EJ=O_jS#CMT? zxOu6+e%*SSJNGSm_POWu9f%iRc!B24n@3&U>uG?`P{bcOQ?YX8O1-0L*34P-)YDJv z_xk9gkMvCne(1UylXic9Zf}_J*ZZ0_Y)&?C!6CtZp>|=*^E1w_!*`1RK=w`~8%Kxo zCbw}grj2{A#6}{tYAY${##P2iA53c)5dCBPG5_+q!1^;AEAu4qAK{Jmt9CQ+U&tTG zU*HemFXfBCpMsl!zfC`Z{sH|f*^mV@LH~sQ4f_M^FR(u`Mu7b-??H0=3ha;nQTuCm z&nA06A{(q*Bek`g%cH@&m7HzkZuD+bn9CY8p7b!&iLWDPT7&4n-N5F&mhs9Z67jM0 zFcorAo)PKk?n}0=vL~V=@-5bRJ35ljfaQA2dggU4^m&h_uk##AyP_)0*B_AQyANUWi3*o2WzlIB4#^{;6z%zJ! z{Jx?*XCQy<3;~Y=j&&TPXbAiP{89J^@UPpbfIqSrZXb;6KJo z!G9rtAb){BfWLr0v;PhF8~O+IFX*4HYeN5)b0V-m!2SaJlk)`FpJ0FcdhKuBU7Prx zp0LUve1?(~Z_Uw0vjP3H=lLC-l#+RR7fXti$unwf&#% z)@sH!TXv2PVcHH>?kXzexk{C&$TZPXtQD`WN&s z=wC@D$i8FP|J)u5{rlh3zq|N;o_>8lBH5Y{SlG>zE_)l&*sY^$>+l#l`je z%Za{`Yvf)gDT$|a9T;gY9iq^wxETH080q^F8~DB^w&lovqKGOxWD{2=F)b59nVBU&z{k{t5jX_7B*9VE=;sFJVdO-(Q>l-QDB& zHPu#mGuNA)T0br7R{R_ek)6vwFH+T)L`z1>s`5*#Lu40%&xuv_CDD@c{po+OU*3=C z%h=5Q1nN6*+o0+($v?sCRPR^gymAj`(Fa}kGoN9~5A8^P_De_`q8n9v4@{Rt|2%eK z-1I!L{5xR$G5^xu1gyVSz61VaV*>sg_-EjwkUx;Wz#oNg0)GL20)PA7E8&gMKLkTT z{|fj)^e*2I4E+oG7xXW+7eW6lILh@-521er{t5jn+gG7~w(6hVUA_FCwHx6r)KAY6 zdwz^J?fd?|1Jevg)~r@H+s+pfY7Eyf`nQ4F4&$%qBlx~1<)evjG*!UvOF=p2KWp33-}ZG+vNrDH}E&~kAx`& zcV~GC`=8AV=pUb_e|7VHO~oIPd;rP*KcpK#eE>t24)2$cYW^Es4ken}Kf?=?PLtJN*I;`6YMlW*N<&*Iy#r4diEOZ`K z-?0$yfXem)X&e0~TbqoZj6KHRdA#a{n15J*;6LEMkUx;WDhpUn#xUa!;1A$0nFGL| zwmyKr3w{)y(X_9oc>?{T@Kfj?WuCB%Df0*VFZ6%dKVbi9U{ArJz@LpV0R960l66w! zPra{6&PUk)Zt+iHFj|MG6V+KM<(VEjaSpA(i#==x8lp~HXQh;9dg#PCv;r^ouu+_np)^FDw$4f^&-BoVb7%!#?4cCv`3SkM$?r=` z@3`r@Nxn{zHF8IjoX@kkhh2=zn8!Gs@ZV?;Nb%16Hk{$OBD?I}Mb#70zl|Nnzsw<@ zSD1fTf8amhzmPwWzbXrWKMaQfe*u32e?$LB{1EzA(H(*w3jNdkZ6Y&j-vRV*wMB@Z z8uka+AB1PX{!(}->@Pvzg8lQWvj6IRP1z`&Bej3RvpvkV?be8q3{BWt(#$F89P@~W zt=;AvBN>{owWOI-(mCc44|8v=5hEFzu(hO_Q_?x+5f59t%{fLgG+}E=$+7#I()kF{ z^?eVSU|ZQA|gdrZHPV8Bh_LPTCRfoA$ zBRLg_JWs+94^b!fEK7UJL#L|4ex3&#Ht_oqy6zHA5k4$BUCdJq<2Z)HyiQGi<$V{r z*T7`F`6av#(|Mh&FPiT{>Q;TBe~f=~PGJ58Jp$`5^OEF01^-EYVesGN_vZJBRL(&D zm<qCx3N`gR-63VjNPtgXs>k3$xBa-hlD(`+ z-<5XKJG7llSKc^botXU;wucSy`wQ$(u)neXD0jBO{`R%oAG^CYQ$O3G z^+!$AZl?}eskq@N@Z4cTZ_V8g9_C6;kTdE?Rh$z!QWLjHIi>gOVJ3BgoKZ)r;+)8l znz&8MDZO70GpQ5gj5<;k=R}Uw#BEYe>HT_`Nu7W*?7pU6+as5J3)$8s=NV*uYQEcg zJk4c(=OUMjOfx$6FQolNa`sW$k}|WCBzvO!lykn1OIUz3jPcEljJDmFYpKO7w~7s*}&h5A)$YmT|UnX#|}wusJ>^q2lNjg8|Yuq zzifR#|Fm&{{+;A0>|e0|Wjh`8?=Px~N9+v!6Z&_U52{Z|8ukbGE5ZK4^8xlJ*x!>SamG3BlS&5H#soeWzTr~_S&<_P-d5s0JlWyW9p zQawF=hUFrj<25ShT3vPt-?n(l({%DfC~cX`YB!K_ZqI!UT0hmvn1IVor!YOc!jtG9 z$_z(Cm7n-nqK zq}Fts$}ua(V_O!t(&1@JttPdm+fftSis-DhaCD3^grmI2~Q+G3H=lH57>X8f5ZM@d=d6fmk-<5{vh`?^~-%t!x*oJ zF7mgK14WMJNHKhCY^Z!G^fC{vYMrt?FR`*fk)t^hD{y?Md?E8P53OpQvOF)bvOtle zIT9;ye5iaO^D+;uYMrt?FR`*fk)t^hD{y?Me0e`&fHrK9`AczE8|Qv!A#ekPzz+{Kt50 z=CR01!Tw>kSLol+ zzh(ah><@+|V1M~4>`y&Ca$l1_Xzf;RH(@ty*EyLZPS_IG6z;c3WK|(2Qo8k+Mn#zE zLZqc%&!}sn|7tv%iInc|C%dmH^Bmh}nb%)>`)ze+BR|m>pJCcd5ZZ|{&249rr{};# zUy}RrrG4*1>o)rFGW4JHh$tKCF^~Ti#y5mEVa%kTV*D}xu>P3Gfd7F1LjFMh0)GI1 zImQJ3WV{Icopm3X4?Z`be?b3G{s8?eu8*j5#yIp(**6CL8}V?KzHEE9xb(UqI5rTN`p#_Z?Zia^BT=u=`bOoML+qq%5yZjVHdHF(3Lb zxDVrx`G@rf{saCC`2+b|>G{AP*-i-j<@go&Q?MiOx6KFWAHFUmg#KlEC-hI~-^n%x z`vdGhzHbxur-UbAe}nzaal=<@f9&S-5&iY?2(e6O^R}N^s4V}bI8j=Leugq_r!J_l1i`!|bz zBlk0zebn9#Wc@GO1vtMW@v`I-%|3Feqj|OOq1G4BKgM6?2j-voV6gs_H-Z0v|0WqF zG6(Vp^4DYp%L>6Oz#m1A1pczI0RBvK!tplnH}ns|lRh5|TSEUz7~Am$^k1DL&_9wL zL*@na59lAxAE19g|APH9$%ubn|C0A3#18F0#e7}zyex+;MKL3JE@D=wn6q0W$v&P7 za;=s~3rWmC|2i6RNb&#%uTn105gO$=K;?P;BOg=gt>vg%UA$^1Aha5 z!~W-UfO#YIug}-Ndb&4N{)lY4t|Df$E|%-CwLWHQosgkXOUq{{sZyTrVbyhLGnVIg zj(Dw*p;1fAXDF#sp6{WzR6;9>P8t#MhwjR_Cm3O0wc>vcK8+2)AW>=oac=!!B7y=Q5< zUG#ogpZe?f0B}0Xajui&PA6eH^J;ayE#r08mc)HuRtnKS#vk(!>reTJ^NhrMl&3hq z2s{V;2mCk69gjo)WZgn_43Vu#*MR(WeB%5B_`~J|j|=24vVSbxc82L8jmTJ|x3 z|3dy4&xHK7amco!yx#%%L-&pYe<{z*J{RE6hAk2J8~7Xe8~8i;o)XS>j0ODz`iII- z=wHykpnpRD-VXMMp8S49uvZUZ|5x*MAZwe>#_lHJa2||mOgCSF#?}z9eIW^_Tbw_z(CmN>`fd4p;D88tqA7%au{tNj7`3w9Z``v-R zfIor1p?@%r%=kbsCG;=opU}UJFTnobIKg!b*dJhjfc+uiCb!AK{_>UBU%I<`^`0I# zPiNz{XLy(kiYeQ&0zrrd@-G+lwmb~2)L9`FqJjL&MZGN#Lo0PwNQG!1|8h}p%frx0 zofT3c8p!|UsJ$Q2Yx}J;US(dK_lKB0RONPBmmTa!$nwkUq%xOh5>|HvXnB(Rxy;g; z*4vW17tz0tv5zOlzu4t5|FHgKU8w)kd4}?rGDk8`sq(>pblkvylWckiU?>z#qV0%oBk>D?QcmgoM!li_Elff&QU#BhL-sZ(lFK-+`CH{`bAI zf69B-gZyqlyks?~{FmhmvgOYxa5Q|HYO8{R{dh^l#|j(7(5@{$1X)79T)u|97uI_Asc+Ao>kb zJZI%dsrm(Cxi&{~T{~u4O5uK`e>+LKw?ZqhBD%wKAg(yiagJEKxlo-cRPyIQ=0+$$M~x+0`sq|C#*jm3-BNCU&tTGU*HemFW^t$ zZ|EP;zo36Y|CW7Pus^{50{au}Z?HcmKHzp&57`#$JW}<^3) zV1LPbVBNk1`xESMJ{RKt>5vEeo7jQvcYE7^yL&d-`w_*2-4d&<)?6G7{w>tv8*rm{ zo5Ebypz)-KnXXNH=)c{-=DaUE{_>1SPj_FMYh_P*N0eJ^^XTBW<<)1vxUPkt^E?&$ zyhkCgW1qv)uIS1|N6<4BSx+!MI+u&B75$fS#`t6YVf}&s2ww&NEqpP^8OR^VU*HeN zTg?#o3-}ZGJL?xLH=uvmo)+6D2K~!yEzo~;9H4*0{s8++(KBFwf&B&cm#@tJ(%sdY z{1Mp^Q2YrcE7-bol-&}Apu|eK$6Cr78I7b?)4VnXF$?{d(I_z=^%Ay}H8MQu?^%n! zrhW$9Lm+tFF{=0ml78!aInmgjL@x6>T<-B)N6J!uu@|)SX`p|Mf0;j+e^`IfAFpxn zAH#*l1B;tO9Jj#+>|fWLr06_*2lGrm;50R1EDXU->~|3Uwix!_m= z`hVgTuzzG;0sRa5m)PYUW9ywLfoCL~B{DY88Q^c=@6W;C@}Bj;K)Ub94b#Px9b(PG zn2zyOrA=1qC7pa=f_5~)#}PW`Xp=amV;ueK2(%dzA44nR&j!sPACQpyyWI9?yoBu> zGKbQ6hGH8|`$yWACBBq+mEf9A=2x<-bo)EYOyFfVsKf=$3Vf>BnVg4om zU|OSCf8amhzq$uU_u)YPBs~)H7x=?5m)P1oZny&YOU5C|P~cDH8UFrT9+zaF%yUKN z5bzi9m&#b+Pt{R@zk$Djzk$C+R*G#4`UmunG#3iy2L3K%F}(hv?^*Nt2>+?=|H)n* zt@};GzgHY4tg2Lr)=DkKl7aqppz=^?q;>3u%BjY*O4K#vzNYS;UgN96TU}oh%%yA0 z^*0W++<0)=vo1CeuE+A(__C}++mBVwY*`x}?tAbsw3lhoKaZuzIE+8$pR6^kKV1*P zUjn}X|0&}E{tNj7`OE7e+01}HfWHJ!W=tuvgE1BGr{H_RmMIMKG>?_z4d74cKe~o& z?WlYS^9A?|_{;G)@F(ym@F(ym@VDS9*gwCh{?*0z^YqI@#{Q#GONZQ48gnF`(skf1 zMK3}o&4nJ}y7l|Zsj)_`k$ah>B%acBV5GTph(f30V)Sogr0+*;;QN|bM-hKken+0) zO*Om`_t;51rTr`g)7f4s({ZeRP2;#F>pY?xdOM17nI8RP{4xKq{t{o&cNU#DBt6)8 zPt998z<p8&rOjDm3JVL49|Sa z&rGEJ(2mUA?3a)>#5PjxeKvlF{(0=exaqkS8DES)=AZ0gl(o~?=je7fB=5afrB4e+1JSKu$;FW@iWPr;7B-x)V3Z%i^& z;%cLEy~D$l5B&rBhtC)2U$B3{{^!0wvCVw{^pEbYUVhKojqn!gr)P;hKgOH(eShD9 zX@(vl=rK>k4f0)H@`1O9TG zN5q-HpTaMBZUBEn{|I`S;|U3&e?k9>dzl<#LjUx&0sX`Ih0l$QH-Nu^zk$DjzrTR~ z(arZY6@NtX0VMnXkZu6=0Ss9>ykA19`EPJJlxS*~gA^-89z*{;5<`y8FeRy)RBcmz zko{6Ua$l41kftn&cvWqHNe(+^O?*f2YmrNCA4-^x+f;0$q3g)?8K-y$l(m!S(7*k= z=)aAOJ;q<>DdwN)j97mv_rZU_e<6Q@+*Q61<*vsee@%V>f2hsT=ZWJA;J@0I0Q?F3 z>1zb~5A+Y`lRPI1|1?;kbg`?A=9s3km&W{8=`oxuRp? z^9u71>ks?~{1@^E@>gX6@Q2|r;4k1$;BV+3i64snv!Q!Q8v2*%w8As%y(`c^RTmdK zIrM+nKZJKc|1LZf_J^Qv!2SpOr|VrFZXf+a?`z6N=^Uy36Q1p1wr#gYjAUrS){~uvn=f?51pzGbE!shDiC>|gdrZHPV8Bh_LPTCRfoA$BRLg_JWs+94^b!f zEK7UJL#L|4T&j_r3PheKVTgyQ6ML4WJ>{WO)nPx+gAE(_{fNkyWE~2>ig|jb%J~+D zS|&8Me)GN)No#$6A3}Ma*WrAx)EmxBK) zuY~+b`vM?;fj@x1lve_OM%x4MH}sFB*Fpa>{R;Xg^l#W7V1H@a8eo4i{s{eBab)pf zxh)g+&y1zEgZ-hWhu@Fr7dv$uTeW7j$*;}W?P`Yh+SecScc{5`MZt-j)<{k@dM(NJ z6rSs0p_dr?_i-uXKQKVl)7{IsMEnS*v)K7wjtie=-mGPcVN)K*P1lR~R?3>|Rrc~F ze}lA>-l6Sey7I;#`y`m}p?@AfjKA98G5=&8Vf}&sfd4}NK>h-MIPUTg_zUvXL1^rX^`$7MP{Q>qDmXX2_V1I)B&G8fLkN;`=Yj@XX>SsH&{-}xC z?bIPF6*n9Oo;z<-1Tb!(7P;az-7gigO}IYT`C2r}Tb3%%o0`GwMiHoD(@x6Sqk@ zrT6P$CUt_GQAeucoXC-yxJ}9_yK63Rr1YK7!J^w16$-0iGxy3{}}%~uUyy0{L5re5eU`+5I zUl-uNkUvR|LjD4O0Dl30W}FTDt^Nw=A7+=!^TM$M^e@Gd%rkACa0vYa`oGQx=%2bK zcr2iQCjJ2Z8~S&W6|g@zU-;tohwkppG??yd5*u|ePiK?0N35)-sPbBj-ClF3u(YKy z{wO)Eb*!wWsPfQ%>!1yrQ^rzaa!#hZhwp1ja;EqWnCCLTHQ#{k*S0eZ;;)c=dCNrb znwJTE;?t7P@hrE}nziyG*R^fNd+vV_dh{R15aW;eC-cGA7~2zMpA*&}_z(CmENJOu*up>^=yEhi&_9nr9E~qC{^FPF z>FG0HLe%G2M$5T2_lf8G!aPs+*0{agu)p(i^;<}}+D;RHlXR++F(H>LW|sX*(l`1q zjLk1^xj3 z0{#U47JOBHq5nYt%ku&FJFN}qA37(Xe<_xR{%P_e`m&&ZL;r^T!SJ;6hvDoG-TYp_ zfE%xa^}n`mTR~;-u4tPHqm1-TikNOvYr0M4m=)u(EsI;}@HC}XlUmblD#xrCFD-e@ zN{6R$S|8~`t+A5KgfT0|GeM46>F_j}IQcR79SQYE$omoO8_1X|VRBCEd`flF5xQgS@{|#GZ3y2#%`4iq_>BgOEov7z#%(91lus&&fpyu``^MULi3 ztibW1@`cRHJhZBH%JRI#$^u1>=18o-@uBjC%*#Bqs&&fpyu``^MULi3tibW1^5y-A z0ot%Z?rW0uWC+E*$qVr}g|wri+c$bwc!y z@yGnLHHP(Pz8CNxnGfKKb^GieJFjSA1_1y^}h?oU&jOUudLNL7Fd7aKj6QRKN({~{$_ch z_pr!#0Dk~~0e^mL@OKBlm9lJEC#_t$F26GuF;9#G{{a60{{a60|0EkD@E`CW+l+)K z0{_DP_)W6E>U~Z5J?qL)?WTPW>-=KfFR?&u(Yi`5Zf1Mh!uXl1aKx#+X-}hnABi|x z8XuydneAx_2L}hJhtEgYp37p}6g*%260%=g(ze&4!g;#y!s?att|kM0UvI4^*xqj` z%e+zJNp5o7`bGa3f1eAOe^`IuKj6QRKP`4P$lr`pfIo`76zl-}W#a+->GMLuZzuj< zzG4l%_ueNoefo7Y>)97+$&%H!?!o`S|B}uK{_pD?`Zwes*En(na<{IKeJF-{!4M9v<&?WW!g?@Ah&4|Cah>1#VJ{;2jZ5fW$0%pL;pM& zWdIukEM;|;yldXmBlk6xIjd(DRBs7B0rsyK{x0`3nSIdS?qU3s^#ac4eN5V3^2z5t z3Vtp^{TiXa(6{mrJrm(J=tPJ9G5%?u$ehFc!}>GZ3iBS}7vMjMhlBq@{y_c$e=u$W z{z^R2>~p%uM#sd{hAnG-mGxKPPad~#7XE&peG&KEeLo#}&;XSYU@eLNTB zS}l*k7gF(!ok zhx~{9hyBIp0PIh&zrp_ajkmw{bZ@Hs5!rNIMa*VhEZ1RceazH4Aw#2P*SBl-$QSygjN#Eb38|!I%H_n(()Nfs+8w@=q;7dN@97A z=ZI5>42@b^K0`^B@_c#M+|Ea^tygt;v-zqXFZU}8PfvaX@ipkX)j2Ku)CC8cKf3rF zEG=~vCku_V6L^E?d#JW%^q+0+7=P9=G5@gsgl}Yi1O5a4>%M96eMA00{sMmhe*u3Q zzBZezo&!nPyWs0@FaG{y!D71i-Un#(-h0ugk)vqzsL^!cg%{Ji?=3Lh1NukOufCiA z{=k2xKSTcp{s;aC{)Q#v0Zc0cwBm=06;em=M0_b?@0 zNAtN()OiZ6_%-BLu#~suX~E4BPv`19ME@9n%s;HZif5QEX1vDvMc_H$Kj6PQU&1_* zbh>i|@<+x6@;9C@G+qMy0sQ6iB!$4A-$?xV^wZDLIp>^5dyO7VBS(&;(H#Ezm}B*f z#ERu>A^#x%lAakb0OY^P{R&G%|2916_z?Wx#sl)tFd@$i*dJhjsCZ_SDb6oof5o@uFbe#vD-!hlc zKgJ*P&#+NiJ6M0;KlJY+!``QMY@j|leaA?*KZz7Aw<)7jYFBpl8okt-=tc;z4zq-e9*W;)ksEojZj z#3jN+-`D;J_}{&!yO%M27q9JP3l_bFeGY0Dl|147noi}MR{ciul3WlwdWZNh0-dy1 zbR%!W+YKSNf&MZ6n15J*#&aUC0RI91_4xq#W4=nrU*M0lCV;;(P6ht_ZsPBI?|Fa@ zJNyV5HEI-%5P!soku+ia1iJ8|i`5_DdJ6viznlO5z(2r0(XJr#0rDU6U*`ny5Acuf zvw;2a+lqg>yEaq*;6Sm*4;528eJC8xXCY+4_;1mW5z94OKI(U<8`Q~9Ar;dP`uCA& zABF+6XvmNnp43o221(zK=eLhIp$8wPl`Gfj8i)L6-2wPV=YrhT z2>b*51N;O01N;a38|;tYZ2N0>SFhgFTUHTP)#TB)-_DntYMzZ|vqBYJJWLBO-NAEDUCqg}j% z{RqzIGX_pRi)<_9wCV^|e)2oyvSM3q>J#X{jJ=L^7)Ojh<{#Fd;Vkfy8-on`Qc31ZH(S+va|)w4~03JBW=4arR}~)o6gtG2GS$^Q-P=c&5Vr%*#6Sy|uDOLws|V=k5C26P^}Kfc^u&3%&=8zl;m! zpX25nV*O=(3jC+=4%r(B{#*D3XKl7$kztPUJ38w<6!s>B`A;i- zCfU&KZN*Y2%SGLjBKZX?$bC&-UP9Iz(LcuD=M&~%UL&$5vHs*NKKPI9UjhFub{HQE z$RClhkiP{_6x*x4PZTf*@JE&{WxRmDfIq)^`2XXNKcm0@?GZZe*r{~mO}EmVH{XH$ zOBh+!F65u{dB{J=f8d`Y&wX8(?g;w}@L!%Az`wx10Ylil`1xH%RfEl_RC<7l`HB9LaI5pHdpcl9(@qvFrHd zoaFzAJL!QlFlaV;qBTjrJND-TKDva zQjcob>{q^k6XY+`5^15}jF^Z1%aGZ)gwgS+hV}UCeN7uS=l%GV{~-I$cu%tHIh?0{ z1Mwfo-u0y8bf|1_9fxhI(f2BKg;v`r=jP2HXBfk5kQ|Tx3-oU~CXWfmU*?AWV*auG z#rgyP0sq}@@@I8N7cE)RK}(l*Ft1I%AjlucADsh`zrY{BAHZM0pE3u4zk$D@f583$ z`w#42u>U1Y0Q+aQ-Rk{dU%>v`-LuKwk0>VWmRN1I=Hh7ZZ=n|7fE&Hr6y~x9jVC?K zbZy#0|Lq1g=Y84nmuEzJy8Dvdq3p@+V865APSru!=O8v3^%<}YEa!WP`NL>x~T zn2&l1Tgn<4p7i&u#b2QEPkaPC@9nN-i?_(dL}O#RPHBjg|R7@1GtKc*M^8Uz0=YmDcI;yWK3@Sid^pTmE2Z2^Bn|ByA4 z)(`M6@UQU&;1A$0;4k1$;BV+3EDOXh?5JS7wh{~3N}vr zS46)`ds#|Z!qRE22(Iqr^&OECXzE@1r? zy;XI2@E_yl;J^Qp{OMS=o<90;A^rBZ7t#3f6KK-JNp$h=FQY}DEvHqh%qLOS82B&v zujz%5KafAN77A|w{)PNab0GN@p#MPsgZ?XW!uKC?9Qr@(AF%(Jjt2Xeo_T=%FX@$n z8@`A3*Y2)OG|<)ukgV2KndAi{wnh_OU6QB*ZLF7E2H9?2^$`oXx2jCq3vFuD(v1@I zp9j~+GmM*ONvH#7Wik)+J!|HTs!zyz@Uvl(Cq4v!L&|9+t-gk|cO%Ic*~ieC{1oPE zsMndj5s~`gK8kHa)*<@G_$Pjh`KNMP*96ud_z(DR^3Nt2u^r{lXNy_;z52==eNO`N5Aq-QN9I7lXxnl9S-YWa;7{Oh;6LC$<^#aL(7%Dd zfWLshfWLr014jOi;ctDeVzHKtXft|9j|b@%j^J1N{RAah=HLr?qJAkC}yg{hxG%9GA2d&a~!kKqWP0Q@1oTEh(gj{XPy^`E!DcJci@{qm5p|7g_GAvcxA9EqoN9e7L8i;zik zp+~rG{r+-ltdVQvUM4Atr*s_{X)Yb2(5bi>{o5Gn`w<)Xz9#k&$k~Ptk^QpH`Q0{K z@8*{%@sv(<9ZYBE9;}|#uW77q^iN2<(JuPO_+$QI{el00|9*|~=eg%zqC*Zng!bBd zFB&;wPug?D2-|LQ;BVmXZ#(|(?(zGYYOB1N z>&;HBpB8m1eh!Do&gGvMsp?CjB_m~3`K8q%vJ1iI#H#v|Xvz5g^gq}y???0{-dAw4 zVrQ2P$_tZ!g5`vsnc%$g4n)z%-1lHU%akA5k^GFyr47O6)!ql=x9Fe8E{vOPm|7n~vbKa|SgXc%)AAyg6|JL&7r59hLW2a1|efHUhMvfXuBS(&)F=NKk zamSxPufO(ImW$xOkpH^AAb%l$A%B5CfWLshfWHDhO1i$_PFWkkpTOU)cX*iQ1?)d% zt-$^T```E7{@LBt%kNpc5#B=m^enOG$9U7e@9#S>&2VJRYIU>id?BI6Fb!|sw2784 zUruk&eVbl+^;LT9wb$sKcjnWwWy`3)zdye}v31*4#!Q_w|K0iY`s=SN-Q2g|X1e9n z*Vo(f-Ftg`X~l{aG>>UsedSfH^X|Lv(u$QUbDR1N`R|uIu6j53^1GLx(cHOn>D5}{$2SqfBr}G z$3Nai6DCZs_apcXiGvS1m~Oju2EG5mr>awWAK*XWKj1&$Kj6QRKif9n6q?-R$ z1)fOla*$$PP{P!|*zLuJf9ox`(0=>vM?d<}k7%bIcccRkI*9EGf24Km*3q_Y+tgma za>Yt|_~D1?&_fQTop;)qcKqp%G;Z8Dy79)FXz7wA!3SXeg@vCkq}%VfgZAHlfBNx{ ze@r{>v?CpH#1VA&-FMR__9YAq^ylxhb;}l7uwVgQe);9J@7S^Q6z3I|RFV%jxZQWYh=a|>4GCd)M{_A-u9Av*#kKETJ zn7HXn2z~@x14$2ITIGw1qwTzu+iY6!wfH#lulp$KGgk2onziG5F}ZHW>e4s*_wm5^ z``p0%levKP=kpp8qIGyEA5R-0dOoH}JR26X+jBe#m$v zT){dj>|ZuNbe+Kd_`T3S^}Z%KA7TGDEz~6~Htfbvot09a>0zUeTg$!J!%S9XghYr6 z?cm@5EnKvS&j0OiXfY{R#toXVGdtM{&s|m(czPjMKJe%$Pyf zU3(o(KI$m-d)$2UEwpA$r<(P}-y!EBrc618-@cqcXPtQ#-Errgbp3VLtG`2h828N5&NU1{*gx< zN#l9nrubRzxZ_UtWt^&i_mnA9=(EL(+3%8k5r3xQ zD?dp5QFx@>(IodXS=_@e#^Q`IoK9?hjzvP)nct>1KSsfB_U^U5RfYa->@fai4*9&o z{KNVK{{jE~3gpi!K5Me@)8%y4)z{L&2OrGuMjXmmf%hvcT}>UU_za)&9>_n)f8ZbB zKgYcu0{;U4L;r#Pm-qqn-=e!g|IcFq`-j=v1xweyTiAcp7AE(V!~O;Pm+;K*q5V(q zYsyCH9I5>ip6#KVw%de8GBjapNi(OUbIc4xiH1CBxf(|+45Is8~ z=PkBu>7#%A;~#YR;fK+&#~x2FvTtDNlBHVbzI*Ruzrz$7%Xdn@GjAT#ZlzUxf71gG zJV3wr#V_dM-~XOo=DU}cELlvSeEJEW+qji&8i&y-r<|g9Ke_K>`nA((1m8_9zJ~Wt7|8(f1ED8A(XgalMAw201{ zb`~9Q!2a~ybI)np5}tVCiF(dL{198%uOdI<+mP=%Zrpx+ZsQcTgS^1>n`qWEv-HlW zY15{$-(r!{%GitFMEoi8=H}Vc&ZhbE=a+vHrm9EJQy!*f8bLqLgAE(_{Rq`N6JK_} zLCn)LWzM%b%zCP=-|Y8RU$6KbY;S3ibxh}VM8DBr^Ib??^lxLP+^3zPFq;wjmvO}SWBy_Nf&YO2LjELK;4%U77x*LNF5oZ2punHN-_Sp7 zEkOS=`yTX9=-;qEsJ&n8IIzE{y$bdx*xz7(EPBI#+Wy+zwVBTVBwMwbu50^smCA`6 zsg2xiQcmgSZx1u66Xc9KQWd9!oQ;rsl;n=2i!Qv7?!W(jI_1<;XpcSipxt)cjo)UN zO!x4+(_-IWvTP}xamE>ZMqvUy|HAXMd9(Nc>__fTTDNw+o}D;u%CUS;!*lx9#7I8t zaMDR9sf|DOFYi6S@%roZfB*0QA@PIEojaFi@)-r`^PF?fq4(c^-3TYd-`l>Bzjt3>Uvzh9`nUWZ#=%^E!womEFQAj#Jy*Zq9sIU-c3h;$ zd+)tR)6P1JcHez>n#p%kwfph!@8j-argZ|&u=|>N)oORQGkP?`g4> zx}8L1o#(TEA^A7u?3c79WkqL{HmzP~&iA@ThyK%e$@t`P#rXUDwE4(mgZY=%71kg4 zkMmIQU&x;%M{5ALTy`eD>ApVTZ|EP;zo7ra{=xhb_6OJ> zOg_T?V&ee&)Aq6dc6V-1DrEdFJX-i}LQF2;qSlOW7lk^Cm zUD##UU1;=Pd(+gZ$J1}lJCEO-zLxKNzKD+Cx1tX|_#nFLuDj?peplk8lTV@pCrzT+ zvuD#5@d2bCc@tZF0uv`rR3FA;k3L2V7cElz{+aB;J%A* zMB46S|H&nnUZUk!^Z5%o=OJ%T9C+Y?dR{_k;s|~8@kjce_s@3x89n*L6I^5zO7<^( z6ncrtJm~G)N*g!!@i~${4JEF>o3_vfjrY< zT`d=SqtmuGNPCvfbm-s42;-0WhxNy60sII27xKsDEaWfn2k;m0r{ZPcZ^j3vmq7o3 z{^h!*=&7zxdMJ5{C82++ehK}X=L75yu)o0mr2HWBN!Z_XJVfV){WHnTuh9N0_UCeU z(r`xXV!JL*gODfo>`>iJ0*yt7EezC!Zgt0MeZzT|op+*LcG-o_;`bZmU4~Ei zjp}*)&h#y}+{|YX4%Rms9$_ED2~$s?gV;auCf{%5?=?un@*THr+p6||xkKp@e#d&j zf=_6--FKsDXHVldrtABcq>kk6ywlF=CwTq!*Z7|4$LL2t{1IJp$tCnLzmx4h{`cR_ z_cI+h=|DR9l#^*yM+aSY*=6egxaOK`^v#GkYT_%o;_@qL;-rb{ujpX<6HYjReJcmk z{rBDLP3I~L*dHPOm!JORr~FR$6aW7B^OxSXjo)Z_S84*L>K-5E6Us@mi+c>AO!}!a5!TiJe zGadu}1O5y7V`~BO7x)ACs})Zg4h8-M{!V%g^bhD?u9HIlg#HctL$UXWO~>stvPNKk zf&C@S3D}aOqi`V2nLS6(LpZVc zVYc*bVf+6in#^Y^9%tXer=Nbx{)pYx$1!Kl94FOK`k(XW96lfMGdlG&J|Ds7Egt80 zvw!lFpU}k@Ure7YaDRk-Q~C7s5vQGgI-hr4t=~(|N67mV?i+Dx@kd;G>81L8uDR-J zK3m?Q_eRP6PWRq(Z|!g3wm;(Y7#Hx{7(20ln^Jyn?^dScUrzT*J)zm$r**ZRP)FO-^3rB6*VT5pj@7k((0>{u zjK9r8o;R3(SbyL@#uvbUZ5$wfAb){BfWLr0fxn@DK>vdNDYyvwx7ZqBe@Ofw*btgF z7}#H6e}etZcqZ(R$+p0}^FL*O75npmZ00wkbX&Xi&_(Xa2oyP*BaJqP$`>*(^U$i+ zDN6S>J;G-rc4oi8>3px!>!lASmUp24_P4*%fBo10!+wI_>-mQX`sVY?{HDa_Oxxez zPwV-O>G9(y(6PrJ%V#W}r4`GU^E(u~^ZAEU>6KSrQQFx5Y<@fYzyJHc)B6!`(UVU- zO}p~FQNQ`kZ|K91J}iGi`djX}<4%45;XJ-is?J6zO~uKf3MuF#_i<0S*1;; z^?bjZHNDN*!DZ!r3iR*qY}gwbHXa!NbYCClpROgWzr<6V$AJHU|3dyKZ-D#-{s8`B z`QWl4@de<|v@U?ZnNOCnfc^pf3;L(52YDX=`nU52=--7$!u}v*;lKPAv||d#7|=hV ze?tFM8S-WH&z_#mYKM+S>teAkv473hU0SJYy5Ay|SB0ENX>p6xKaGr(+_14n&nCz_ z((=B-tFOLVRa>)W4L!(bCjRTc{)=w9=_WersL3>D>{$By-yfz;n>OYCdV72M&4&+Z z?3l51Ccg_kfBt*y%jly0_aCQcDxR#)9LW0)Tj-f*o}nN7zdO*?S6@vZfBdn&tG(ZT z`_Xa79Y=4!{dWEy@>RvYe=WahF=os@bp4GtuF<(#4JVv% zA{}wW;dBq*^R#Z=TADt6I*lDWM&GyQ=PuHZRd|cxYupDcDDNIlo6NZ(ip< zl;=14LI3t|gYge@)UiQ5=P>`uxM2N(|A7C>dPq8U(j6dwAb){BfWLr0fxn@DK>vdN z3H=-P2lqn>UWWZ8+PCuDfc*vbm+X@&c9v*!igDOq{&o9HcXuz_&D}ulVP)FpM4ex} z3nkX9(WsJ(>y}E(mLETJm6rauY~4c3m#?64^Bc_@>9o_&phFHh zgl@a-Hj*6tV2O$a%!A>~^Vy@bn_E};YXd!BION%ZWq&nms# z2PJ=}oWEGHVuiLXqb_%(&zd!pM(@2BozCA^-p#0fngg8*o7tY0P~P|M;qwvZ^DXPF zmP>M8LgbXlt;Rgla}QRp)BVNC2IPMAdY#(Y3n|OCA&p0w*p!RtALEbthxG^k1O5y7 zWAZe~OUU1>CjoyrezUm&{AJ?-{OR*TLf~)HJD`6+|4P1j=%3L4ecwv9IYzrY><_R% z!2SUH1MCl9h5ezM&qws5-{`>EzL)ag2^2sOj z`_*sJs#P7dgnb3l&WR_TNFzs#q&N9(387uWK8m~UyhGpBzKYLGyghdwzgxXZeGT{V z8`MV}emEU}{PFbJqR-SsBU>0GZ7VUm7!qR2f>$4r?*BS(&)v!+esvk?E_ z^9#4qiO@^H}}avzuNYvaeE_1jL>_S zX|KKZqG{94(zmwn8C!WwdqITzZv!yNZe_VOx zm9+bAyVC)DSCqU3A$L9b&maEy2a-FX_T6`1x|6^6gX}wzcO~}TdvATG`_oT9Dd#fS z$)h9Kb{K~r|AGEN+Q9y)h|gQ&!gC6aH~)d}QTY- zc_m)MgZObqE$M~mtAo`-t3CzFZ$HV&5u>k)8|8?1u@Dbz>fY<63ZptySbNMdHH3%hiUA-V`;Zv z{6fz}9DVfBbmtv+(AqU?`OL#s>gRJ03qJXTZn^bVecO7EJ@%kI_zmcZ{7&>0mtRI7 zus=c0I(Ylrw)NB8x98F|eCLz+0DkfFUFnzXn>gagBh{DD(a}L$`?uNGV_(i@ev{(W z*I%RG@SD|R_SuJi!QW#f(;xHeWB4wqhj@=ohqf*453<9jv$K<)eP$M)dzeCUSJZCo zml!i<3{5@Z1bY7Y=V|TQa;KDZvU0_8y8nSct1o2_rrn+2+uo1;78hN35zU!Bo5x{u z{_fQ%>mOu)mG*7lIDJ~aBs|ui&qpxUR2z~gl({HxGE?R-RKs16qDVyn(ZYbW)C6p`8u+fL(QGrw)xGgDXx;fth3Q~zCEUG)A3 zALu*NkMLU&^4@}+n^?SfvD*HXn%nB@?c==9^!@3_9({}+d+c$w{mYxwn>VF*rJb0= z4Luv^lTQ}VGyIN&yg~6e)4%e{E3|0QB0IYf{{DVG%h1!)L-XI6&u==+qDLOF@A3NU zuj^e*{oBe}2kBxPzx}Xo-FkhK`zd}`;?YMQqnR_G=DVTZiLYx4Wk#mU(2-I z^gf-Nl1_CBrcZgAFLq_KEo-PY1W!v}68H8}C^YCF(8jn5@dga3g4%3SdE1o`8#9P-!ssq>7)dzGj9d~q7^U&x;@7a)I4CjkBc z{z!N38g_SH3j9@c8Q>4#FUJ$WpTM7nC4s*kPr1wh{w^}Z`Gt?scSHZ^_VW?J{@r5R z4z~AT<<2gOrg^&^O{+tpP-*>^MnVSqFM}0gK0+Rbq8u${C6)_QL`(QX?(N!;-;a>_ zo-kwDbLKW-fA3m-58^XOwqn_n=4I+T)3oytUq5Ldqw8z#b7--pqJNA(=AU7+w06=u z^EHO`$Gipn2mBZEM{R$QzrY_Z8-TwIJCyw~z@Mhee*5wF%2n&>v(Hx0v(LRm@4ojj zEnmJC{Ezi1@PF`s@PFg`kbjVWBJUvoVSh8+1N`@Gz<)jY{fJ<%9>V^w=IcP#Hl2;# zO~T$vcc?#)~55z6slhW{X3r0G176A@nMW1wzn{@lGeKk zF#ec-$u5ia2mS;83;7e}1mrL92k=+Gni*4tJi)ubpWk@=zj(Gfu zLLYs&$S^VRkNRbR|A7C1|A7C1|3tPI{}k{~z&gM`Nmhn20si}swYMCo{sMmhe+7A|auWFS+l0U0 zdTTyicFE;5ZrlOtlX&#er-6SQ?*ab-|MDEj`T+1h@IUZB@IUZ>wrc|aM)|<;Z;<`9 zyQ^34>1kN&8}|C_70^gc8&V-!*Z2}CZ_C5bM4c5>&aJ$zqN)1GO5cA2;K8|~s9>_?D%^w&}w~Yz-udW-&AIM*or@$W- zuXI@=cfSLFRB{FQx5$#O8-FfawwfM)VkRAQ(7`l%^k~|D`~h^`bvMyxOIA_Gs`9;j zE_(?1-y9prf5?CH%|ri|wE_8G@k+>lllj0uz<fd1rnnl(7%f$^Dj+=k5C26P{L#7}kHxNB@GGF#grt6I&AIU&hl|e?jjC{{jCE z{1Wm9@)!66_zU>++l#;F%$Y~mUw0$zwbx!Wa^y($Nt}85G)Yh1YYc+lzH64NMFYzMT|QY z`u{q|zkbi!Y~Lco9OHL%)_Vx-PHN6$|3UN{c--FBDs>zuO1a*_6tIGv7x(fKvfhOL zG5)%LmFF1dUtS}!Cb9nHE;#TX@L$Lum$@Q4Jr4OR*aP^Z;3>0J0)GL2ep~VPU;p|D z9e?~(+KbOdj2tnNMvfXyhaPqqU46~<{I2yH#YfWAaTsj_PNVe=Gr1mt{xSZT ze~dS<{=k3K7YF{UdI;o?%2*u>k(-dez#odA9Ag200e=c^5Uee8!b7)7ddT@sqx0w6 zgTMdy$6INiea6s;kt6tbPYw4Ty*Hh3!pXFBX$SNV{&)W_|NH0j;WBR_{~-UAe+jP> z9tQab`3L?7{_nWQL&rTHitI>b-!lC3U6+6AkLXWtIcF30@OJH%QqG8Zt$X@IsYf+z z_A6h&3G$a|iL_8~M$AM1Wyow?!svKZ!+QMnzNQVElMPVTYgoT(7qdJ$v*3PewHtF< z_pYZk-l5pQ>gxHhc=kc+%072(qnsP}_5@>^4+Q;V{4xLXy1@ENJcsuLfd7F1ru6{% z!}=HGFYt$8D&Q~Wi~m1+@8PFsaioj>IcLw=UGI9==jUTzuYK-buNOsx5J4mfghUis z(C#@?=-Qw?5obdJR{QA+LU}<<(u4Y{_a5ZzG48jdAqw)%z$m+T<-Op3V)8# zhH}FY(y!P`sei85n0}5^m>ret#n*!I%RFQLvHr0CEM^J$Q{+OBvyi{gKhVF$XXCyL z;18J-;4k3Mofm(<_4Z%sx@&Kw@$!BI$0FoS>r+oXonCn1RenEWt=cHif6#x>f6#xm z-uL-{{)7J8dG()sa{~Vx{Ezz0_6YQUw0iqfJR%1IN<5(y1z&e2IV@2a3RUWzYO8A$ zG_u-E%Q{rVB8*>VqfkEUC2gx~6nNI(v(|4=#J`okL$tGjx^FAXO5k7fi#W#kmhi{2n#VuwY)Zz<7kx{(=4TE!#ix zp7r2hy6?yx)5Vn?sAgr%M>;j>P?SbVCm)!h6Hkb7gu$6?GRJ(RF}}_~hbi$nv?~7H z;Mv9pB;@`sx4k6w_hS9LLb1)$`3Au^>8wMkOISF`GqDkR*j|zEmU65^XernB(uciO zA+cYK?^p@*kM+mCppJVC`%mRW$GL(0QNIl2ujvx#ALw7;58yB0&k=#Y-+Jq>^s8T8 zNs}kpk?~7@*mX z<|tc2IrCxsbT$q1kM)QB2l)f}o8ogxM?wEU{{nxouL1Z=zjFlsRD3;>@%OUj-86UZ zTXg!VXVCqB{0l8wv<&MX`(M{UenUrXOt(2_@mInB zW%~sFH~8Q3UilXMPx_uUpO5fAwf{f)tD|?n>G=1C!=zP{D%0Mmty&5&zD`u03MJa- zZm5!KPOD7aLhfs7_4OOBi}G50K8kmfoM!u9V{=+2vc2SW?Ml7McEN#m9#CyX=~L=B z*3s><-%}mWZ0gMGdI95O{;~deU)tW$Jrwo}_8;Vr%VWsjq+_6eSZ6^00)GI137*WD z68Lkc$KPG6*3r_XUG(a!uhIJ-EGEfA|C#>?`XBmV?E~N+;2+>W_@8(U0RI60?JW4W zm+$8pkcW)@kCK)TrKvWS2%YkE;yuMELT1gCPH@}${pHkIqtw{FPI5x0e4Q9;t{tM% zxwsnR+Z^fp5$pNBCdM-IJwu(n__rBeq$hX%KKRg=CfFuVPk7w^SIqm_J_!d zM!y&z^N;n1{RjDDau@O!`bXoB4L#|46Z%)zM>p^X@K=h{3(f@o6dVrxtu}{aiL^do zf0&J?--h`baUBEu3-%Z6FW6r$Ghu(g{&3xp^rzv98e0H=!~gkp{lBd~zpttG%A331 z{M7o}NcZCBbco_y|F?*$y=2-7Qc+c2dL5#;F#HXwYA>0#g741w+Xm$Qh)qfMmNn6}1N{U23;f~Vo``G&{?fRHV6C7xfxm$N z6e_vQPW1iJaCssr^e^;p_Qhv;3j86m6Zi}G3-}ZG+w~>zH}JRNY}g<5 zo`C&j>jL%{>`#}GhM{49*7kRc?`taYh!g`z{{JDv02%`rvUd2mgf#P?5OOGF>X(y5 zl`5w&KF`FEvolOhY9>uPG~dQ?sXn={Da8Y_ze@5Uj$jx(;ZV2Bgh%fy^nF(Lo%g49 zE!(t~x{j*PIK}hj7~kep=MVF5>r&UItUath$2jU2!Ty8%f&6VdbLV@c);*$wpnq&` zpnr?}6n)$DucdVY{R{o8I#y%{@JHS!JSS!Um@FxNS=mqNC*yvZKly?Dh5VJZ0sT|< zkIV=3kM4^c`-cA2`2hY1x&-<+%L(XT;19=GBf$RG`p(hFU6gWO z=&3X3)GEB%(?)g5hT1?nZ(WpfUg)Va=hP~^+S5jL%7)rNI&WQ+a$e}EGw0MQyxP-7 zb;^d?Kss+-lyY9^sWa!)D!kfLsn+uma$l3*7nt6Wj`%=q4Y?yo&Zipfsk}qa*dgJF z{PslND}uGycFAv3n;lbZ7khWd-r{l$lCYWd;r(KK%swQhxDV>QrKHBv!vuR<%Fm0!{!oW8Je-Zrj*!yP3e4u*ed=Flh}3=pLZLNQ?q5{ z+ZKx*m`}v*8@73vzlYlwd&h9UzIPyf$&cEKb<82geKEext*YXJVY{LPB` zSIT_A|M>0uA6qSc&pN#ykv-Fy$ZqaLc!i{a4y3p6BFlTuQ|GGFT&qOR1tu?(G|+)` zW-qe5=R9?;I?c680Dp@e z6J!PK55<(#oWTAIx&-!b)+MmNbg#hvg8ij<8}=vcPuQQTE5E4y+1JPKM+}Icx`VG; zi#n9oZtPAiLw}vyZ}WGkxpl?CnVeT5=NhAyY-bKH^|bH{h4Fn}%KQ%w67{wE(>Ek$ zv)lQ0rX_B`drQAB(HKH1W7^hQwC|+OZGXpW@-1t!cch>64sj3jl{aqKCS+T{zG1=m zg7Yx{vW~F+u>T-`Ab+8Mpnn~AcnbUh{1vgM(6TmwKkM%`fWKjX!2Z&B8|+Wm-|#=M zjud$S{|o$2j-TLvga7gG>wj(aZlnSBL+c-PQM;cy6s77$pukIqO}#e{KX{rOIYTa} ziK;qhGEp;k$T_Ev>uF|nhFnk+Rdvo}qGs-pb50-E)6D7&xu7Ph>YT|$&Dvp69vF?;PcN+0(|y@=fD|QfA+um3JkQKf%AL zkp9z{*4Fab*2egl|GciS{@V5m_FtACkUx;W&_AL-p?`rt5{?4?((h(~KOJWSe=CN9 z{b7Dd*k2hx!v1s_0s9~RhqM;pe}Vr6{ulT^zhVDxtF@7~rTd!1M;+YL*=6m7)zutT zS(~%lTMm_$zLer$rKG)$)zutT8OCp)v|&riTnZ)UWLkZEUlXr6!DPjDW1YnQPSefy zy}IASDQP#y*cHR+HwTF?#UT{)GaWIWmz8hW67FGn=lUPxWB#%Jid}&H2l)f}EBgWZ zN8=3g4Y+*g3H=NF0sIC0DRv_8H|q!3ABq!Tf93ds=tV&sPhGM)hb0R960 z%<^Gp$KTyuy|i-W8v5Y<^gr}J@Q?YE;D1VXv*2O) z-xM=s9|HW3>6@Ovum82h?*$CH^E!C{YwxyIRQ~RYx0x}{$lv6M`6jpKJ2Z|(k&b;C zZMDPmlvYh{&39-Viy~cma>{Cl=W$-2>B6m4$!5k_6zR;639B8RCo`uw2EQYr@d$Z8 zg5%>Vuaf*qK2VkCDNc}OJL6!9MMPhzoR^S%j<32c*z8lr$v8Tlv5xm7hG^L zJ^JX=9FypR{o(ci^gr));2+>0;2+>0;2*V%f&YO21Rv}K_*d?08j$;%hH+jGUFB~f z2aZf;qBy>l8me3>z0Ol>TIa0HYpgDCWHJ-60nowG8pvAV#K$xOrsOb=Bq??(*M`t@>Oli)e`ar!+emaosf@>@vC$Naw5 z`Fw-K7^IILja@M9bq@N0Dl30j#&J?V8I7;(@nS0)TvYH{0lCnXPaIw>ps?<9RKw7$$d@!ptXCs-G$xoUFU2joUtvfIXrHW*s4m-qHplUt#~r+(7=Q+<^Se@4Wi?=hVR{R90A{9$_m_^Zf-guO(rMx7gJ=-=&!KUS_>P0u|0 z0v&$%k+kcsyK+q8AiDLIJ5)}`Igd2vfBVh9;s@-1?EfJ5+!l>{F4EY4*nhSjV1L2> z5H^8tU4c>JyRHRboLD@V1v_BpM~i+8_Jf!WBqNv>`dd*0Ic zJ2zp%xx8!7V|<^9I9o~&QPC{+yrkQ<4N@PUkFc0)@ofs8aLi%ft4m&VOGD4fYzNpGu6miff|WBvJlls$v}2l)f}`%UPdRjbz0y!mg_ zC6~;m%P+r@UVCi;b#<+U{>!=u@(1!4`Um>w@1uVfF8r8oyZtU2H*P$Q9zBZ2j2lO1 zo_Vgx>27&P0``Z@0qn1WmvuhUx`6%Z^CBtiZ}W*-EZN^Eg#Q8l2iGH(!v9j{1Na~K z|C_`AEj}MHP#=#F&vbTg`T-`Ab(9pvaI}?`ezBhk9zI3H`0Lz z9z+KpJe_X5@itnqVoizxLjJ0*hW>&6f&NjPESMMi=iAdik3RY&ojB`c8qaYEiARhc zGlphNpFubC{Y@+Qjq9%~|7(9W><`#qu)kn`!u~cNEbuSzFRuaMf8hUb2>;9b5#opT zKgE4r%DgV8ZB?-#MJ{4dXqb!JiR2&86}eR#(Z&)BFuu-4oRU0&A*z(?GeLs`+h{$< zr(%4dofe;u=q15v_FX~wPF2d&nF;3UmbirfFt6Bc{yl=9*|K?4)&f5#=$RlU+T_6)^!i3%ExZ`Hg`yYHl zE5+BPav1U#@)z=@1cKhz4b2IYtKD77BPlKjT%LxMvtc5cH50+op?&RTkosO zf7l=C{*21rh_*+Pd$9k2zhQqU9^9Vz6Y>Z0$G&Z7%G{WT{Q>(U>0#E>BTfGFwKi1o zi0rzq2=iGN&vp2;J{D@5P@tsc<#(v5a$fFfHFW4R)@M2s-YOI*X?gh_YO0)ks=6@(1!a>znPbe-^&?G2MOl?`WTW_MR@ zV%VQzi^Kkg{{j9NkDC{KVQ~-1i=6OsPoaN@*1z!o8AgNubNk!hvj6OSg!{5Rbq{s$ zVV5Ff@`Du7v)$xr?=H3Vij-bjtQ8IX8DxtQ2RzyuueJ0kmWe@WSZAj;gz_C{79Mi<$38#Xzwqj7$5VG^@sge z$&4sdTwVm31Nj5_8}*LUs$X2+46T1&d1XEwfBXsjz3oKxb&VM_ns%QwiDu0@h33zD zJL#{q2BH7*d}N)E{fGVMdoHG5aQ_)T1pd=`0RHWWe?>-LcG=}LZtPe-BQcuBa(e7> zC(wfrK1QonuEqX~`_5_XKeIb^K8Du+kUxTLAb%l$c^yFibksj4BV>MHfBIYi|GP~X zd=ajDC58U|!uq%6=Oc#mzlYdEbo4ho_^~R}&eQJD&n))ceql@%p#bBT$qJOukf)(4 zlclauxiS%2!@ndRu|B^aA@Vl)a9s9^j^h30?>(s;5}$D@w^*~a(X$iEoA#>X9PU%U zUGe?uK4Y|Cu>TSc+`jt{_|LJjq`<$O@bA*4-Sof%kJ6+`d+6H{yG@+P z@rf&F@!}QgBXZjW_J?8TvZoS;g#88k(`|1_VSk(70saU0U*f)i{)PW9;rtwXg8%ay z_y6|g_alP8dIrjQQC9Zf0bMjd8F}8nIp)bBu^oKzl#2uH}5Sv`>bLRSJQdef7pKk*FgS2{zCt-?){eZZ+BNO&7JoqoqhJXG?8NwM;~=8{qg<> z)MkPHcUubj|EuVK`}Rk^i-Y|M`xEvj?9U`mVSi`4Qgtlwui1j)yM+H?yZT>Ry&Gv@ z+hFm>4@Ie;K2#1Dvk!>=yzgQ>p-0b51f89IfyqAgJfBsPc8U)rWm%^E*0&&pG6-pqemWolJ?*K z0KK1F?rWMhZ5loG#cXv+i$-I{SW+8bW@Z^*niu7|H1x%{RR97{0IC8|EJr7+spsb>h0HidfYvo zo!egEX|5=)Y%2;3feh?ljr6`e4ZYMwAs5KN{?$nD%hS+HT@-SG4D4Tx^u9a|z0^e^ z7s$Z=g-LrqqQA|av~v!{7ZKwU-5f`dHL3A~fQj=u6>R7>YND+!#T{~8+1pKf7UP$> z*SQY!i229*(=}0jpIEOK?7!qA3;V{gl*lrbH{m=OM5tu9(*6jo_p>^XPtQ-Nt~jqYhCttK>ro_0{sL11N{U1`)%U?m8;g$qD4#TkAHlC z=Dqe7t>Aa8zs>O>{~`ZH=9%1s{D=I9{D=GvHdAG1nw&5jv&c=@pYZ>w+=Tz3^1sM? z*4y~qfcks+;au1qoZcOZv9@FncVd~(05lsTsNwqIen6~0 z*+0 zuF2l5Br$s*BFU|p$h5XkIZa|s zEEmRD_az2Stnz-u`o4bs-dJM>?Ef_^nBoTd9de@Oei(@%_&qUluLs)?swbsPe8|c# zspAMwrETKT_Ezq33~7h)S>Iy*vHmm`gZ)?J3FME?g~(0F-)}_!tXjE--u>$$djI`T zs7udAVEGajw^owXUKn< zHlmG#3t}0@FH>go5@yFqP3!sB`_5mK$Y1Cm=wI~% z0Dp+y1pYF73j7KDonnZBpJ0E${(}7p`y2iT#t7x!sBCA#{{sJ0_BX))lJ`ZJ6Zl`m zH)}uJ+yB(++hFfU6c=_IRePWF z8Iiu$rnJ_|H=*58Z?Vs#oA0mCm;vLuws-=sQ{m6w2;_b2YgqafIah21{iY(@2`&RM zzV3PPHDmtEI>Y+I{)7C1{1v?d{Zr&((6i9Lz#qV0jyIbr@aN8szvVrjWlOth-uyS| z!w;9__kD_ujQx-O-`w|}$Nt~h_dom(@V~(S#PSUG5A2^{_l*Sn)9UR{@rWD}QQ%pB&sy+`#u@Y*0=uWL zto4NJ+%KGX?3+Zc^EUFWrq}tNk$fsIc)3$d1LI@<%lfgmMmW#wD969B{wyxxd(7`d z!~WBCqVmP(2J%Pe#J&x+eFgbz@+9jzUn81A|3Lph|2Tew{`GHUfIoHw{IzV^XEgt{ zx9POg&Y(Zt{~&$*$#TX*>E8(W2l$6|IPhQ5UwO~U-hlnBehJ`T;9v7;!T*%yL$-ln z|G@q!`s3Tg|MH&o;9$D%$Q{$gl^v*NWz0u9HR({4MoA|hn4uF-h;f9$nQSu0e55hH z&OnDL@j0|A{@vi&#s?(i{w|L_nE#h?zF?Sio}sMGbbg^@U0Tb@HW0hEhwTOVZnOA* zn3i&FFa6tF74q!^#+Ui9AAhd~^Ka_{>(6~7X`f*K@m^`J4agt$B|`q19EJXY{ssO3 z{sR7FdFcKZ)|opg{(kGNg>>bWSJOWG>`P~yc{V-%_|q!q3pRxQhyG7%KV>$g$%Oayc#1` z@@Q3^^cVV6((;WOjGrgh=QGTk7fGrUXLYg;^gV02PbvAb^4Ul!6M61$s5+12RoAC) z$5MPj;)^}WPiV1*BtMd$-QI{u<9G}r#3nF4<7l2M%zrwYiuH&62l)f}3;mP64@kNb z`WN^E_)E`C>Njn`pN1PpDE?lt@-uqk$!BTWwCOZ{?0DLDzkTVt>u#n``Ti#S`?Jk} z^*^H5KkRSuL5OV({G&b+;6LC$;6LC$@fC`1btl*V`kpnPkMKXW|3CSwqj$gQ`1gjx zq*aqD)8449S_&|}PE?)>CEDk1sFG?kv3Atv5xMvZ+!p6{xUDd*SS&*iuva?g!QKwRQ3?|pU#2E3doprrhU;&kapT6(=+UET?6|RX+No#KOE1l% zuC8_Vt`h7I*k929YQF>j0RI600RI60h(8nl#~t1O+ROLz49G*q{zpm6htgCVON37O zI`N)j6d|+bN+-B&{r+<5tWj$0UMD%BQ@&1&HP;SN>0Dfm@okRu{fPB^UlU_FIopum zk>_`F%>NnBI0&8cewKpy?A(LxeQRIyL_ey@2hkOcelb4gAL|eMFUb{ow+r$|WNJfB zdLHsu*GD(>5A<(}(~7(R{s=O|Woeq9VxIzk0e?31$_|XbA9&yqI`-J(XzbWA9FG`9 zW5$f3gASZV*IaWwEnm3?@(=PaVMWM)=s)PcY%@UrXStx*(B&l03-tfaqyNnh;QKoL zyL8|hyBoDNZ(>;D!}wU+G7W$F$Y!^!(q8qAj zzfIm?e4e{7Z+dP;<{0yj^(SXWWbf$rVD-N9eTe-R_D|SHkUx;W&_6|HK>q@N0DpPx zTVx~fr(lR334h;s<1Mt?ZWC$rs8KYE&qwUS>8|6)Ym8#~^3U3A55-1;m0j<9DwxUt z+oWFdT!;0K_3yYD`ycXeN0WcHHsOEKd4T@|{tx&+MwI`j)!WbSS-TV7QvK~k;?IwC z)4%WUJ2201Y|UnMx1C}kp~Y|=V|<&a?J)m(K7#LSQdysHd()Tc{u@cHuEZ$4F8j*` z-z(M+7&rJ$a~;1Qk?(Ixwt?FZ7{9iqe2yi>{L9>6{rP_NwSoPYvQN| zv*Q_$0Dl<1<9z}AC4Ok$8^E8{zHmGt>5hiK@BiZibmWmU`FzA!jY*8*n8cJRQ|XtN zUq#DTtWIki`rrQz^Bz|{2>A#3Z?QL7A9-y+{_QmK&uu(OVgJMahyMfqpIX-^Oe^|+ zC-i@`_`aqRk4Q0qS2_c6*|f19ql z@)~|Wg5weLegwxQPCD^qdh*HV`TdBs(0|Z>(0@_yISu`n{0`9n(Erf?z(2r$J0kwm z`p(hFU6gWO=&3X3)GEB%(?)g5hT1?nZ(WpfUg)Va=hP~^+S5jL z%7)rNI&WQ+a$e}EGw0MQyxP-7b;^d?Kss+-lyY9^sWa!)D!kfLsn+uma$gglgVVLz zQ+(c{!z4anKWxKre4ylo?qyqm+c}@$AICx=?MZz~+d6h(?@p_6DQ(e@D<_7Cizo!|b^`5w%0UENBDY5&S()kGSd-^wIg6-vef@6G6EtVkPR$1&K`o{Fzedh1s_EH|>68heR z^d&!9SI0c!cmEjQ=2qt&^N;n1{bw=*@(1!)^pl>4f&LLa3jJH=0QiG374R4E=Lp5$ zufMi{F23ke+I`ZVbmFX&=)ngcgZv9R0P+v=5Aq-W2l!v$e}ezb{fw5v|H$_84(xwz zwfH^j^nOJ4OlKmyxf9_Pk_I}E-olG4?>SGMt4?#R5;+%`yiC$S2hy3n$nu`^)Vb<3 z*D8^7fyv7x4Rj!#*^4aiIZvIdPIIjiITx6`OwvFH(wV);@}Be5x$1O)*TMSr{C(;|8%z?+Wrb0;kzeYQCX-?m^-i+MeHssA3OX?rpSOWQFMty?ZB)h4Hfww!~^= z?lJ#4p5<#P#m}(*%r|Fejbv|O|3UuPIW+uzhdpZBiB5zJ?0_bVCBm)L^V>Do?ZOq;JS`ZuJm=`WYF6v^I`e$qR{Jt8YT<{&W% zwuLZ0&mZPr?P9Dy*+Nkb_f&BHokW=U%=--GvEVcst0sLjLHl7FduLFOM6#U)Q zwT>1qUP(_q^*p`v&Ihz&=ANybS0^}d$zsbarBL8h)!~bOS0Q(2_ zkL>UGv-A32TfG};fc?<=M_ttJrw&D_x)CVw(qU8Y&BG6#=0?tt3u>aO&Y4Wq%pG#h z>En8uS)Cyl)I?RCGnuHFJLH_x$MrO`Izuj~iK;qhGEp;k$T_Ev>uF|n1}?Dsn)>Y< zv9!MPUKg8=e?+GhTi^3s=5Ic5y~GrZkK+p|)*yE;NncV|=@b8^J(qi1zPDwx#=;#77<6)7fS1gw@p? zRau*}+glEmmcEqYU!|nIjn&m0RT;)_pR{31%3KO1=VV%ad|wl^BfOkuW*%ckwI1{t*2E`wRA`$p_fq zu)kq{CtV5qTjLET8y#c9{)GLx{q4_Qjz{?W5yQH!W27Lvu`{7fW6nbZS{5tX1{t<8 za0k9jW&-2$48+;^D)TRKslL8V8b6S|mhD-V$8xVy&dawlYS*MP&AY#}j%BFdQ0g^y zk=jW3{0aOG`$OOPfOR+TUPt%t% zmJ9p)%h}&8elK9qo!7zpUwgN$qVjiFyv>YpM*b#8%s06;-=T3VigfJDXsaEbr?hHv zYraF{SQP2flT%hZJdgAGOc!pYN;WgbqDW_kOjzykJefJgG58$`jYr7)5gb#<`!<_~hZkH+c2L1;Aj{5}o6ZjkU$5*kxxvyy$=k?H4{uXlJ$Ydsp<6Ehr%B9ll zJhi5E&dR*T>H`W;gxAZ&52B^SiCb=NrVvQTs-*3)5cb zyk1`EbcsW_O@#3=|5$&v$FTn__5k@K>jCmN+R4yA(7%Q?GR6S@0R9601pXFV!tD&$ zAG{t!Zzfsk^8))T%nR&K*x&F!n0*2N3;ZwezqrnX|G}}tH}8Mw>y!JM{6TB?a=Qz= z;k(Y+OgLj(T61{ZBC%DKoJsliV;U7><_kpIxL#1V#Q4>GG&3nbFhF)+Q^u*HmxBK% zy?yvuPoq5Xly8;=+l6*)8^k^Bz5^-KbHHLR@OwD&=JjVjhPH2v<8>In{&&Ir>wLsD z7io!&Vf_`Ig8gT*3GxT>7y5^FEc7q%2k;m0C-67y54W*kf3Zyg`xEwm@MHMifd2vh zhvajK`y=`sA`Slo{4el7eKG%&-q)1hv#uP~?%Ln6FnS?qaBzJ&*ByCgN-|E0y}BL?c@5#pK7 z?rlG_Pg%F{T=GGpVC3@(+Fm)cpKFzTbc*vHqr|8cc{boJQ-yI8xt&bb&qVT`Bf9?C&HeY);^Rfd2vh7xbbl7Bo`{<)Kobymv_zWd<5%S^K@FUP?BAb%i#v%Z1;f&O*hkbL_9`~m#M*b?}Y zabt|Rn131g8}>)BuVj6c*sPa(3i}K8FYJHuQ^5aWx&-z&{15Q|iGGCt)BLyJl>gVx zN4PKBQ}<8@A9g7+CO=3KJ=;y5_U=+!uSlu3^TsKylkgYuHqIZaN>M#Pv%F*83sYJr zVUUqKzTMZ9&PRyfhhqYUQH$N5zZda)m|~nkV#1uyJWlI7P^Q~e$E#1t^USaH{#{N= zF+S!W>ks=+WeDU?K2Mfqs>{nDb0L4Be|&w!6#6&&7JxromI8leoC^HO`@{7K@VBlD z*dMSzV1K~=fc;_ENqsiKw*&uA_H$*Q7wj+CU(xPz8ur&0w!d0_K4Likdx$+mM}NbE zAFDF$Jnats%wpf|7sgZ(3NU_|tU&n;c^axRS?UUvD-)qL{7d2y>+|~&VwWVF)pbwO zN&eoG%3;B5sa(F#^E&-@Q}eFF+}=swG5TJ0%-1H%F+S!W>(6ZC;3Eio4Ev8|3*-;v zFZ7SvM$o^&AHZLR8Gt`+9aKymAmK64~swna?fS zE80skb0L`NyE^_L|GW3K`gy(e+FeWmv+I78_=Na=7{eA_oz8|!S@H`>UAM@vz$f-$ zv5mYB>8J6dxDeyJJ+1Sj^Cj+&B@W1H(V12ng{V%QF zjWn=ru=wMLqSQ|xDu;_%2wQOe8yN~>y%x)_`W@;9cZyR;!}JH^`%H9B!vq=`3Z#W+ zHI-l6NZ*fWZBjX`Z&4?CtiEx@X$8CWXv{Ro?Cc9l>(ldmR!MNM`UfQCy{x!6*Gr#b zJEu31^lX#yxjw-7rU#=vf%%u1J=UM^krE5U{!{&!MwikGsD~c=IiULC*1N&Day)REgFLhDK1v0RIHPZX?H1tvzgKaY)454+6hP?Zdr7x>1zUAh6 z#`tCKb*{raV*auIu>Vs0(q&fIA1;R=e`*;5`J3!c=pX1`l^4Jtm8^7GD&L3X?*mPS z0RI(P3j7891^fm4rT%M|nZTdLPnG5Z_`B!~)3d;zDmQ_@fxm&jtJuzW+5ai;S#RTa z1M2VPhjU?faC&zr(jK%tRAw?09fvKoo&FvjYC9BRe4YWFmoPb*%tST+9*>CM21MJ_ zFooG4Zo6u#IL!2Gg*(`m?aBAnGG=8yx!+jIykCEN!t<)5g8duIF}`3L%zw4^M3-Ux zWqpSI7jQr159DujH{xH1c^8x!S#a5CZJp9#5|0=d^6n$PL#eo~v+p`a3B1}>+sFeVpAr^*4leC#`)y7jc`@_O@ba<8oZ;^$w=sE0XiFUSCqSn=n4+-)#e|zr06e zPh$VcT}+Ta^8K>QT#=nlL;i~Hf&MA_wD_K&e`Q?+%mMt7bxT<p!WZJR3JwfG-MFt28qr^nJ7)a1eIGe zk!fw8a+<`NST2mQ?n?}uSaWM8GOcwfr%9}d<-!>2Qm0=c$*q~lw6;$;*dMUJV1L5?hW|nR z%<#VyUxN8r;eUev&DVrsX!kW)3jf3?kXZLs$viVM4qs=d}+9UcB{+!7mbr+0_S zT-V_7tf!f;Lw{lX!NEZq92lU1@UwMbE5Fe_pyk^Fuh3RL$oyNijkMQ4KCY+oU%~v+ zuk)eU28S`J(8P?wpx&K5abaky&*@68J`3L#$ zn6{Zh|3Uu){{a61|GI4e{BPfs*mqj6e{5aA{)7F;*a`M8?0@(_;Qw&{BK$u)r2ogU zoTOjJ|I_O2Pw|N2pU(d5Qj|T~u_*f5V|ivSuI{?1!Q99yua*$r2U!il(J%>rh7u!K zwW^zb``h2rtP^I@lqplR|Jj$#rup;d)27XvtNu4{+DwZVe?r$>a}CX$c@!PM{6`#d zI9+}9)%y3{#P#vNf6L}A^xA8$(Jy~_IUO`@8tuRT{&d{&$I;z)-%Z`Cx^((kiJ6mhXzv6Ns@z^(sh987a{ZU@$vPAL{r{J{st2)Ir zFh1r#tR<{J_4Dtj`)}#eE|!bW(+xM=LLYtjDa*pO*#Ak+RsUv?e~|ysf6)KHKfr$? z2NV|r|F(bA1pE*D5BzU;2*Cb^|G{IF;_FL#gY}1g7b-Rdm%;y%<|xev{7*%G<~0NR z6ZYp0Zhy*q)^bEZebVljZaTCz->i)JNTdB|r_kSeKm@$LfoW!w+ zljyKR52O9|+n4UU?><_-e1-j2@?`Y3dg(X6`3)U&^wD(i^yzfg*=KS8vuHZg#~ghO zJ@(jR)M6g_Be96Cu2po!6<5&VhaFBck35pjJo8LC>BN(`@BQekv(BRDo_$Vvd z^WJ{v9lH49i)i0{_N7^~PN37zIGv6;=2)7%_uh2jg%{F03*M>DRXq3nb96TU9i~p5 zN~fQ8I-POG8Fc8Ohv-wmE^d_Y3(?=m|n={fNQ ztL7BRV);5=3dI{}4 zc`rKjutVvij~3}2OY3^q(zDM#OS_C3MMut@Nx%F3J@nRFZ_&%Iyh5j)dJ0XRJekft z_gwb#_v-ykYu2oxJMOrH#*7|KC-7N{M;?BJUgxt94?g%H9dqn4T7Ku9chOqrll!68 zu3by#o^uZE!?BAqIBqd_-W+=Ktv5Md@>@EB;~%3&??TT%_dKoZ<^IFe8QoqISd0{w zG{dkXop>_6`s(YnQqD+V z{~I2G{0nOV@*nyS`XBfw;5`2ZC1FS4Kj2^BU*KQ;9?S0r7MpMf!@s&lVgJJZhyO!; zKk)ys%!dCX@^6ZU^t3&Y$0`kr-uv!Ln!7hkowt%G-4{nt|V#s5@Is!V$y zZPilHVSKqW>8Yol(lY}mpL8;9-n6L^yGVU=`#bKullIwnUpnfjqiA){8t;z3#qXwT zetiv%=GegX*I!Tl{r&X$h7EM_B^T=*P_t)W&hd$@dHjX%y-$~2dKrE1pT9>EzgWM1 zJ-z?I`+6?p|NiV}8dKQBefXbu-~B5cE9V~e*@s@|n27X0cg{RIan^}6dh8f_@4feE zWB*2F-?(ujEnK*eMvoaoC!cb%-p|zEzlr9}ou@I7V~;(S7I1$$75v{M{0}_v0R8O$ z{){fZ=wkZtgAaVzwzQhlDpRw{eNC;tev2!_c!6Lp&g-`d8b1(hnDDa7osw5OoAtBF zWr;)B_ki|IAh(e^?xWjnPftUCnO88VjEC_t|5$%J-2Ut8T1S6f_z|6T<~cNO>{ykf zyN=(L{&@dG^vU8Cyk@cgA^#x%MW1Dz2K@*95BvlC=eXBX;NOICgRBJphy4Tl5B4wY zf7t)9|93e1-+Y1+cYy!T{h{!GCLgcj+Ar__>E-)*2G|ds|0rqsP@1Y^iO?xuCv{g1 zo?Ph!x0Q1V<&V>KsnvTO@wtahbmyIS@H-6$sy|-NQIy)ky=BX0y5y2eXyR@Y^{hi* zUtb>T^Upt5fB&u%c4eR1nY3upBI;Y;;%|MY(TwQ_(;xnDUlrq!IyuMikN^0;IDT;* z$r})_@;QqGryi(pM$F+e8h+M52HD8*2RTzQVZsEuEDIt zUjOF&_m}*P8Pn+yzKiLP_ur>y9&W$=cABu;ZgkmYmr?&Fi(N?Ha$nWlxpQ>fgAP21 z&veY`_}}0BHS>FYe{08`5kqBx7zlb$NMA}A#}X6 z%4>Pe(0@C;{saE4bvy7s>>t>FhHum!hW*>- zBLMyd{?)w!{BM|_Wd!_R@c+47v@?L;UH@yV&+lt;uXOZQn}=V2H=X^7ZHVI7$*^?Q zUNUV3si-RFcm$t^xa87H`Ru@CI+T6;zvgoer=4~hoqFo2bmf&-(lbv#&Hj7-)}PNn zoX+KY?y)C5{`lj1uE767ayQcoeqUnGJ@=%e`K^dKue{1KVl|B)Kc0>{`Y67K=^16! zq50P!ztJFfJ$?WC|E6~^EqM1`dg|$CXe|5TEIUoPXjNWj=4LtT9bkT(u>3bJ9 z-gu+N5Kce+bUV`#8f@Cw&v!hXuJt$Fd=tO3-J|be?7@G(8*jLgC!(GN8UMKBkJoRL z{qGvO`$A;ZBgaNI^>3xmKi|aXMEK`(J}<)bddaWfL>na4pUp;Z*vxfCZ%}@(PrRwD zv@7+}kCbcQsoxDe#^>udV|E(7GIr9w1)@&yE!rv(t z5?U0-TqySy9ed0%^o#%cFO4UhcIs(#>~Y8G8_!dwOeMMB=%I%m(tDDQKmG*1uW27W zL$Ha@RrsHQ!9m)vVI%FsF%3DdAn}T&OPA6we(?*M#cw;zojcc9!}#;&&!->#=tuf~ zw!HiB=p&ENPk;JTe&gX>zPqXY&Lq7nir;>aJD5KE>@)i16~EGVt}o?SNZ^I3R?qso7l&A+UJ zty>59?8(;rvqk7l{KNNF#d4voZi|&O&!*h2?ql<2&U<@Lnb-J*cMEL_<#8O0kNL;? z+cEdwn$>IR?6c0&yY1v19(hAY&Phz0Hl5FrJsji(_CMrb(jP(2L;lO0K>tDi1OEX3 zCHa^!wB><+c^+VY6#FTx57=L_Hei3My$t&s{)a3Z1XD(R0{aX0S6UCSzw+LI{V8i= z$Fe`g|6Jk`$$Om~)x}@k@M>!eV#wOz{o>Nhe;VCdHucL%qT0E5{EZto@O#iF&_sDd zmD9%_dyL+BX8}FUZ%Ukf&e=4U?=#Bf}r-%S0Sm!FON?as!H@+0-BOzACJZ|!2a@p-?}cmD?CmHxF) z?}y*aa6XKW`N#U(arfWawJnyf_tTL_9I5hF&PK?6O&7C_n?Il5%SrOV<%I8R?0?8V z$bZ*+o+f<>{RjOoaufIq_%mT@)tkWIiYH)yh-`rU1^W~Bx7!uP&M+(m|AYBk%Dh+} z_Lt!**q^XJVSl>a>FJJPe~SNE;}PtmZuet{l0do}yDmyOFZ9%zb7~b{?P;SrWkYQs zrE+j^fZllXO^q3R%4Zq|2Kbx@-#0YC@fCR|diLzu^gsXS|D-edT?o04Y5)EAr#G2@ z%N9G6pxv?meG9*fy)VZj4nA1E>3xvjh5m?s&Sx&<-lsR-4DpCGzQibg`qQ6rEaZ5a z%kM=g?T9eeW9M+ueegf13xnYZB`(?6)0b|8;fu(uW@|p|j3Dm*Wv*Xv}DNKVnyw zqmR*&C9BH6o!=G8DfYkJl_@e3@(=P~)&caN%mMVjt_6AT9Qeof1n^JMp};>o9R5)| zhvm1Wuzz6x!T!y58tnffyEDdv{R8_C_Mg~0qBCLt!v0m8N9Cj0e|@cfVmE&JlL_^! z=bRIsI(vuIScYb7uW6Q)e5Rc6RL134!snlF;QMwz=QAheoPn^kTD|np!w=Cv{EvSi zd8a|*5pw20-k$E4^AYLK0KW&(*Vm%Sd|%UHhaE;w@!5)H%j~`;i8s9ZYU92p?tDJq z*Yv|5{*d2!IF;{$dXpZ1>~Z?p&wj>dGR~n7_`W9lE0(|LZTud!^e=B)^z`)5udcX~ z_S=6ye*5AQy`QNBFzmjj3obZcV<%T%eKp4~dg!E+PO|%&?&kZNO1Ju7@ZNjx^LuH<?{?7rw`%1Yy7SK8(jkW&N)!1!+R3M! z&gaJ7;Im!ps0aHW@=s;F$$rRx=s)Ox;2+>W;9p$>!2fI$6?@0*tCENP1N#T|&yH>X z!2e-;6#gIcEt|iKWjNdGuz%tIga5PG{$IrYZ?*V6>lBd4zUoY5H+CYtLefA7(pz|u z1Upy|H1Ky^Vz?@FTWiz ziQkld^wCH7y@(CDKZ#>3S+ayC@q4Ute&My(U!ygvSJQ42cB7dykEEyhP3-t*>z2** z{PWM#zx>Ph_^rsL?Hw-;n~`J2kMO4nX@E#Dh8kuLw`FKO-C zHFWdMH`COqQ|XjbPN9DOd&WN-Ie*egC(?ma52V{}yOq|gS)*}_J^1e~?_yVT&h!8F z+i&yviKA%ZZWHOb=bkIofz$f;x%4!STIc~@2kY1Or?^AH#o`AQyP=8|NS)(mPW@Ym z6u-!EPswZh-sG3_HeBv)vcJk?m$a?M!uXi~=9#I(=%b~!-?9H8{~-TWS7tj!^&RwImRZpMrr*=~5a1u+Kj2@nITF4D{s;aC z{;zFf*gr)+$XvKD;qPSsV0@9+qPHzJ0sl|>?j80o>|fZwDyzS!{oBXi!w(Lq_q;f! zol^Jp@IGu|?abk&o_eR2mNzRJZ&@>YZlOfZR^|9*b+VNtFV zqNisy-)nxa-q&>f_1Ed0N0TOrPyc%AYqgYD#_#Lvqi3Ian#NDqRo`J)wrn}A?^{oY z9exB&JNRI_NAE})%zdw3vzmT??;q%&{^_6Sjyvw4<;$1TJifDO#vzC3`HPodeu-l{ z&cBU%dwWUFJIEUsfB3_F?CbBN2mbOG?*A}4=%9l%-Y_WlOz{YER%7+*H8hpq;y#@3 zV}FS6f$D4Z(eHluTaIT;(s!==xV`@w7#O6NUV4f4-g|H6KZ0K4x3%j(K5w2jY9&~r zf6DyJUtP}2*f)&kGqLk^re`F!pmpw3Nxp<;3{dV~$o53W3v!mi&S+^reAkQUupX}O zcAGf=IpXX2RY~Z=T{L4DQ`cu5OgYLhj%epx(`!dVKyZH^Br7WA*VgIYmnEWbg zFG2o6{zLz%zg^@Q^gr+q@E`Cm@IUMy*ng@E^v*)qzp($s-i7@S{|Ed(@PFx@rQaR@ zSF3j;v1{91)111WIuxbqQdRSKb*I!h-Tm!p=5>Z#P!m;k%533t3K9$0b=O_le?LWI z67mklR(=aYVioh}zeZ=Dbr${WzkZ*deEKQ6>86|bP3Wl{H<&?7moC$H8@BK}^PhhD zDP45o#rhWOEqrc4&P#0ExRI{D>MHf~UvR+%)Z&xoM_pFf{>PcySKaDm;|)UR;^^?$Oxm}3p%Qxo~f zWhK_&c`oxikEKoKw2@bhxO-sBYiu_b7T7v z`w#Lb$`=^6@+KX~(bu~v-*5>TaO@|;#UrO<>QqtbU z>g;>|4SYw_?8|4B;Z6cMk2safHcyR^jTaub~%Se39RC zc#LMun89ZocBjjD9JxbE&SZSPem&iD&pq^u|NaG^shCW^`ORtN0$OuQ~s6 zPNvnz_cbLyXR%#)4RXA}ViWegy59pWX*aJ=-KYA^W8%x-yhvN$$Fi2wkJguUt$p); zw=s+#V1L3`_uc!a+n z(H;SaB_UFf$xJ9?%(-h^%VI_BvaMBHWhe-pFe&#N{gvYk^6v8yhaFDSr%$It`Aup` z4?FBoI`6#m>GjuNr}g~iwcLC3@+&Xtxr74_I6&`8I+*Wcnl|lVI_jvI`c8!0#Uy{^ z@4cSirg-q72kGRKPv*BL_SHV8A3ROdv(G-8=FgkY?^k>-+jb z!2W>!^&PiATl`*t__Evow3o$_NDtL^c%IVA_zJgDC7T&zk+F?uA;qbSeGzx4+?Y8yC}A9OJm`vPodLdzBV0{Fqj* zTvPsCd5y#V0R92~0saC00sc|H6!0JLpWr><--45NQ2Zi2&vPPkW3eBbBg}uoSSnAk z{;>aKUqJq384LLf{R90A`~mz0{5eAL_ottB(JQaa=kx2Q((mv66Q4I^|(QtZs)62bo~XNjav-+T|{iNBngkZ+V? zy~s_;r}im6A!T|GgyiLZO6lLnP=5Q)C(B>2!}#{^P|a~Y=a_%2zr1f0w_yK4{y_ff zo`C*Q{Q><8`~m!xV%fl-I}QGRAkI+A!Hk|t&Fvwia*YNYlX3i4Jm~Iw( z-qQFxHgqm4E29=Faw}ao$<@tb&s!RQ=O#=zmz9-K3l+JQuAAiQX0hijjlXjfCY;O4 z%BY2k+)CF?a&@!V^OA1U_qpZ1rlhyCzdObSR|3r{1?pz&zK!R5Xk>&w6Euk8f; z_Fw91OEd50{;U40{;U40{@Dh zA36BH#pfg1o*xMQZ$Gn8dA{9=Ek5kv{8l>DX>I8s`^1f4#)`L5owB8QU~VI=K!1li zjL(x%Ca^KVQdbwryXJj;a$l2US-FE!*1BWBRL=3`V&BO9Ooop%jv@TnF6Q!XspEDj zCY|?=w9&G(m(rNgrjT|RAM=m(hy7DEn95j}Sk!|0(Y4Qs#9zZL5j}DRL2uLc?6#P9*<$uE?$0h&Gm3fbn%U z;*{hG3{jB=jAO)FNcE?5Zq5Bd-K5B9gO0r(%_ ze}VrA{x|p^cWD1>Uu#1ZkI1g;iZGvb@mz;b>tms|2?a`8UVev~D(B^%RzrtAV|}JG z;jKb}l9rd>p{B}txu@P!Nv$TYSJFRM|J0&O;QN$IeGcTlJF( zkMt9CgO_`%zGjS{eeRfl_9J2aVgHHT$npmA2lCfr(-QlJ{(=4l{s8_myb1g%dqJ@F z$im+@Tz@m|I$;9s!e=8!j~Y#*cG*Q^6ElxGnwBs74E6`?uVi12%=HiaD>BW#bp-we z{xuy3{15vF_TNab|LlB(`?5WC4|VWimm*{GgA~!T-Q;QSF17WFlxjO~oYFc8e-Urv z{GqB8)dMukJLbJGrF9Yp8M))zeNE|ngxE416R;RT(R=yKg5Sd=*noeuoZDpD%Op*A zK3QAui&N*(db69{eo{Sy@iG6pMtserb*5{|*GpJ)Sbx}mE>mI(`NOi-<*n}}&%1o~ z{ghJ3f9OBxU+7=xUz4384=bJG@)GzXWBzXefBpH-57W^{A46mLT!fsD7{lq5sRz+j zS6xdhmahi>iEGqp;2+>0;J+llfq&!u3g)*FTfp@h@W0Io>wDl|;9uZh)1BWE{%!gB zh~fP2A@&d*{S6O(tje_Wv^(@Oi+#6W7*jF-^u9U?M2l}mii>-5_N&AT1v`Yy#W9V@%cZ?k1EKIR|m&#+Oz zh+&Um|0T=_`J=WL?_Xx2H-FKjtuxybw>8N>?HX6jW^zNhh5~&pr1Fb$6|U{gG@o$Un$Gu^k});eSvY68hit9m_}Pf8P_y zeikgWljwhwX+gHb|2U%juYLLbh~Tdt!vC-C>%i7ApPk)J#^E9oxsfu3R}Ml&BAeYd z^SMQPMSDqRE(9}uSH~aZfA_vtKVz6)yNfB~ z0Dk~~0e{MVNIw}!^R!eS>^fSoDD6V@X*Ks$R(T(x+fYe}~rk z#Q0&ZQye1dQ_MfFnS?cU-T8XrHHP)aYscpU`w#L5@)!CiopFTz1^xj3iuw`wb7#We zVn;ml%!@SjfGPZL#CV!Kc{1H_!_6Fv5Iks@8Tc=*Z`fb3KVg5v|6uYF_z(CG_%G^5 z;J+OS|FwGi^`0Jg&#N!L&0n8Om8f|`j>&BtCs@6DHGT5QC-mNX@6r43zfa4TFQ<(g zHq@Q`t(3w+`dZ~*-E|7u!3zPPKM1Pw< zw;4-~e(`ROBZwWK@dNjPCcD7x14-3JsLE5^A=j1IM$?|a_-1GMd}98~d|>@y|3Ush z{zCr*j9uwjla* zE}2b>m#nN}68_)fDdZpIpRWZ=A^&9_#Fn(Z0r}_aV@H;M{%_`gSJ=O>e|1gBc?bC4 z@;3>-KRkv0-#PTZyl1_Q-wmkG3k>JNZg+aGS-pnl%$Z9!-gqOOdBz$1-q=xe$RUT& z!PBPG^n<6-VTT{Y@e0Rt9c!c_Pl20T0zHLvN{P%sXsmejaGu6K5Z?k*yy@iZ@m{0DvmNM_x-=6Ti z^oQ|_?1=M%`ImXY`m6Sy>{IMNUKfx*vMwNhi|qUi`Umm5+R zS0MK_d3{MaZh`SJ|GuuU{_-A?J&FA%cM(ATK>muIS>g~*L;r~Gh5jvg!qy1z2k;m0 zr^tnXxpxx$eeb=0q!}{~rLkki(CAU4Y4n(}wC{fV(M1=}=5zQxijN@wUCu%NL;pel zL;n|SEOP<;1N;O0vvcAfmt`Z>|5M(x79V`=e|N8ZJ~5y!d-L0G9oR}et3RV(U;AsC z$T5eX{`6{7!4y2qWu_l&RJ(R!tm!NXbOk`Ty$8lm!EZ_OZm-i#q z_w}bY?O0~B|JPy>$!^g&WTNGKnAk9WPK>`r75hf_iIjRIqvdQWM`Tq-9Nxz zqEmoB%f8uB@%Jsa+)jJ$xfjPFM)P-XyJ))Ggo!lkgi~nQvToQPypAFN$~rdO>~haj z$Un$`=)Y`7CI1ZcUy&O-s{YI05D0FA{R{h7@jI`D5#oQ9VDI57Xw&TWL#r&w8__n`!gr&Dv((+_pmrX$okscG}SyJPQ-zh6C;R&rn7t@aQyMz$5C z20PaHdSBD}jmZZtvN_;4^$S~>oLNv^mTb5li66+f>&eFL*1chE^?YFb_Db3cul7;y zZSwv^###&n<757@{_?)S{!224&qP4}K>nuvpmqcF5A-ka2k;m0r|N}~jK3d!r2GrZId@V#dLT&8L$q><=I~<-oY@iA(g!hO&fU*}A)7UsXK zGps-CKgb`8*+Tvnxv-t|Pj^>~vCK-k|NcMIpZVR?C5u;47q7Rh=OBL|e;|J#e?;Cu z{ua5oo#byhOWhg&FMMwi-FDlZG=AJTJ{vJc?*cya%ya0q*WRJ7uC->5!~TH%1^YAE z@g;U+HaP5W_#fbZf&U5qH}^@x|7bDY9l`(F>g`YQi0p`GPkf?FQTFJ2(cF1+^}UEA zk2r!}ef3q6yMBiH)2xwqCvLm#R+>J2I-POGnKT#=G{o>gvmw{TqHUpFEN}ij+Ugnw zjjT4;vJMroXrztr?^)|NIAUK&jDSZ?Zxg!Gm7swuVyOb&}2)wr&!_2>Q_r9?&p3zglzf)D z_?=Y8u2_Fqf4Ua1{~&)PE(Q6kvhmx(|8fT6>8D?y!`bc}H*P!~IQ2lf`Ib9q=~8<; z!fg(&nGe`siVI+WCOt0aZG3;^6!y2yiDPNlAHct9Z{)oK{0IC8{I}il zue@hHIGC>wYP#}6K6>JbUU=bo`pHjzLbETQO&@;vLEuYd&0ZBs)ss&>LB}0?9364Q z;U)edTp`Ag8l|M!Va!K*2zD(tzWlpGv+wfw+c>5q_jkGPMN)q+*5k<~Hj(11f^XAV zhf>F7qRW#$m$ZldW%8YWj&%qv<=S5Qu(vA2$A&x<)$AP1<|d zf3}Yxe;|Lqfd2W6b*q0RJU^<-Z%4Ne1A_v_B!St>rd7|*dy3~kUx;W zs(Ze!{#m}_Gnza14Laa}sd^8kyqP*}+H`vRt%bCFxqN>M`3w0A`3wC6{hKlR-vNKf z8Hsn^`GC$p?;?8S(I@EBC0*M^{@c0^|F*C{V1LOsuxhiy{sR61{saC4{saCC7~$`L ze@62B>wDHA98mk;#aA!BbMvKVl8I-Yd4~S&-~Nry%HB*%KV2Fe?CqqqvmO$`nYr`l zay;S$n!L~C%I9D4N>|#@T4&O-Qu~Ge2zzc)W!js!Rck|Qok`2KHy)xy*mILA)83%1 zS{qvHOj@?R@en1#o|{yex`Eu+)avWExPoIaiA%_y6Kw8r0``B|HzFQ)D0#(hQlEUL z5;GJ(Q9kD;b=+sS#~wV@@r*C?`gj;0^N;n1{pa!k@(1!a=!^JW%Gc39Z@lp?T{im) znz;M!GW&_7xK0RI+$AMh{m z|Ms+hdij2y>g@-0T$}eg`>?ayx|BTg%+vJ!@Bb^^a?33_9#LwoLDfs6a_+o&bo}wh z)8xJOra}H+`QwcF6^l|;yy{#ge2KSCGQSlMQR!SPnXb&?Z0(2FAzyWBpKYlzNH0@w|<(2tG-?^T0y#@Ve`u=Oqf5sKi|Iq)?|Iq)?|Iq)UYgw;k-JrVH zZPD$k|MM8oKhQtWKhQtWKhQtWKi{hUZT0zmO|@6t+~wv=*Wbyl?r!vF`FzB`e*gRY ze#GT8XU?m%Y}rzNQ!M^`n)Az~oX=2beM%pC=pj1%u)}Dtz4tEXBV>$f9LwnMs@(q; z4fay}g{i7r$+Q)uqN==fKSXh1_#0H!UNUV3-`@D!2IT#SO$qyzIDwv5aM`SQFyTYS ziTcebmz8%QEEeH$2TARlrBojJk#g-@`(!?@%kSc8o#9Q4&vO^%P0z~9oMHa4{^T1j zUJKZN?Q+Lu5adsgA3=^l{?_{Eael{o?3i(UE`rZSjF$5eyXd`5W5$l9XPqW?4 z=zo3G9#B{(%1r{=e_K|FhNG&+l2g z6Wmh$?M32Gk96{{%Y9AX`{#eA8PliJ?Af#F=9_M&n{K|DZq}b$QX2AnuanlL^sKYa zqFpCUpuP8&` z{>a{d{B?ctb@k7aPd-b#^Ic72#*DF;1ji-DGQIo6N%X=Cui8C>kUx;W&_B?>yau3u zpnsr$fj_nv{?L9BzHt9F>_6Clz7}Brx<3i_Kl~rSUn3EJw)noL5|3~nyQM?A;n@c- z_ci^)Kl}rI?|a{)f9H23e(-}I=+FP=^xqThWt#Ha*EwbSU;pL%^pF4ej~b8QfJE@~ zCz_L38W^}jYKE*GrY1ETwt4E8lOabKq2q7kxKy9q*Cd#z8A}Lp1jFD7hq_&+ILhv8 zDt;mEC*muKapWJ5QPg)l#XF#^AO99J_9bIue4ksDOPGIN6Ig$;7O?+EX~KlvXw)vF^uDIucb`OOoN+e2{>Fl!%b&-(Y`bU&hF_KlQ#Q zIUmu{{~kQ@ft1+5M<0Di=bm>Sop=8E>E}GU;QR~d{PR+t>(1x8=FbHeSoyi^H}g;#sps7~2X8%XD^i&D-DJ$2@sT7_48+Ne(1 zP#Z|+t&3953q5t_oLYrfdn(m>K0@wm^7}f|J60+WlYSH(DR(r<{V+y*+RNXIvF>m_ z!5qGSLfVtx#?rzu$oVS+r;wJ@nucw9mf# z<~y6FOgWIAc;Y$wyU#``7&KV)xgv zJJ|o~3z6@H;QxUCLu4lWKUr>OTmk>ji1z>JeNEXZoryX=;l-Y^?|OY-A1zq$F1^b? z3l=QMKkq304lQ_hL0!jr;d@8;g--d8KVFnQwvSY_BOLc3)FEA0hkRzo8XuE%8~$*qj=cknf=^ zejQ^I`t2n1_i+0XZ?O1;zBeI#$&bj~aL&Q{FW((ve4AUH7tBA_ANHTg49FkIU&p1} zQU9!3xt10#{D@9G@npWYX(IpZNvEB57A^W{8Fh89gZzQ~f&3B72Kfv5`whrn;Q!hl zg8c*g$G-)H{cU>3=L7x+iF?BT0{;{IZz2=me=KvbGy7j#Eq>2By&sW1)0v2#ZlS$G z(m)5&TX>PS;`bpoZ{AEBH*TO!n>LlE&YaTRMv0sYTwW$=pabd5USxUCdFotsnroHF zxxnOQk_I}E&g?~&_nfEBRj0XDiJS{eUM6Xv1L@3OWO>hd>Rfd?!0TZBdVW7b{SGNE z;BkXkrZEJM8*rNa6eb(+i{VfBKX{&^uL=GS!&z}o zV1K~=7@_t@Umw38F(7{G4!&wF>QG+0u{*U4{cWQyTei^hrY_jxJvKR8I#*Xq}}yPg?j8EEHAEzTg{Xz2Nd z6hE*yLc-oTt{{3>_?!M>iRIh53hgJo!`j1qZQ^Y5`4tiQAt zd`?)sbP=9_M#Pd-_uItlWJWefB_ z@K4q|u7{w1pnn~AcnbUh`~m#&RqzMwU)cZff3W_LJFDP-g8xnLtV&oD_Q!~~KU%#T zIX;kl_3EN_Ked%rxtuXVeEJ(VY@ioke39+<>*?BSueI|Jsk`3Z7Crys3w-~YT|$&DhpB0 z>3Q*0B$*-p(agv3g%sbGv&Yhx)LGw&-@hr#<)KgE*YRv@jPG-U`Sk;b@`w#NR z_XOmx%gL{%f4Ww!rT5^ilOcDu1i|t@5{#8Sb9`p&IQG5*(wR%f*I%hrBH7ji?>_6I+9vwTSq25}Sqi9M$o0PR)E$N`9?endh6@ zbpClxbp7f6Q~cxbtKwg;OHlfQb_=Dyt(N~NE3bmnrwZZCwreNeZMZ()Tav??Jb8Ux(I<> z-oSZi&iP^toGCWZ?BL|n-5$n+8#oWmIbU>uVO5xS04`%%Zx7>u-E0|q1jUa){kPM3 zTiy%HY)`Ou0%u!5JnZ5d(0*h%!>76P75EIp$M(s3c5ip4eN6m~j<55t>(A~xyC=-P z!aCi54o4XISn-eIUs?lpzbO4d`lrbhDDbQ|S$Q%!sK?!}l888Bq%Fxb2~n{5oN;YQ$VSFgeJ>C@o1 zzx@sT`qvM#ZQ}g-^Hu>)-kfg2S6_V%!-frm5hF%mY-!PrOGZ*tA1w(irPPy2If-O% z_0+BE!-u0V(UKbpGc9ZU8yL{Ku8#aQkv>CkjL55|EH(qP|1cIc!y&xL{&>HEWL)Z_ zl69w;mo|ZwdeI@-v7Fxl9bf0)t_fO)hWFF;M|)29pYXwyD*jRYYiNz5F-m`w{#rgm z`HvbnaNrnx@ctC&(xoffBHG|91$y-C0Uv!d9S$Epg*cS(sG+UOe~C>(`CnNR%6}>U zsr}lps8?0ml43YGzuYh0}B>u#DXoi_VF7V$qyI$YjSo1bI#J0$(Itf zam@RWFEM$4X29Nu2>J-01uVYt*kpU4Ko_ zh0)tno87bux)5_+`f2;f>=T=nyvh+md zPh;0GHVu_ORsK}@Q{_*UKUMy`)ADBx-j8UEUXLKnwAWwTY((>obz9M%@W>;7gGukc z3#U$=V0Z?_w>fj?VC;wvcz@y%j9vX6p1Y_ByJXmJzg-DKhYW=$hYUeIxE;ie>NC<5 zJH9}eCxiD$S6J{J$RjqTwwS6WivIBcI4)}{_&sRj0elBBy(3@*Hm2DY{o?^}T-H?Z zd(ifC$EUdFwYB80No)@&r}CM6u>sh6v@d)60{Le$^x4D?MLg~FB3NHxc{yv7HgwF| z7`QHKdob%;$Cuwg=bzSxu0JCK=>Fq!AzPJymnyP?0PX>f%7H7WlkycVU(e|p}V=R^5_b)wL**}(zwVU$Me!p@4=sO9>c6E?QUu?-cOUws?E=Fw{==R`VqmKkq+_>ohhK2NG7; zF~TbMydU4&0s=tJ24(kLOePK_tZ2UD-)OuEb!eXo<+J!a$^0a<7&+F+Z(=8;dYea> z3epS63+XrEErMrT2KPa{o!QGg4)b{d-)Cul^fT!AI{&)f9 zno#38bf|!yg}hnD0MaxNsgCuU}{NKRti>@?}`NZY}iA>;;*b znFznwnFhlCqn{&wdpe0h0dP$`xpPH7i-Q`_Ipo0p|nlilyEs>Jc zODaA2)U<@{F7Gk|9aM1El<7TaiIk+C;+mWL5lCzKjG>{qY)2sfs<__74-?rMIBvDI zD^y^+u`?KX#@ifBnVvPc%kcK0Z9?iLWnM?ecXFc6Kk68D{ptQw{G<5S(Ho^dN`FN+ zNM|3E|7eQ;I&|nbeDd)O=# z{rdHT9zA=)@ZrN@%!^}C*69ZS^FRLsJ+W>H+9uc+6Fys3Rt{UXY=#*#X2QS$10glF z4U8K%4o;swZ3mG7Y#L314`M%~T;#x_Jn1v?Jp}frl%<#Gz)~C6cMBZf_-nHFBS`Oq zHUT4}`hDll3W*=4(9S?-GO_GnByaD0n|kRB(@49V%d)ACuk)|#Pxl|=2*DWvZc+T> z@TbGMihuuO`cqL+1w}>YVAIBJux0B`IE#7K&k{WndPS+OKQ|w`{_NUF!2P#n%T7EO z^fbq?CR+sgYf5j|9)=AY0lRkXH@_kCXUcz>{jK~b&x7*c%6}{Wt^Bw0-^%}yFAU{> z9lvYnqwq_C&MN`=Kl52h*CzTl`7NbPvJBeTqVcke>`!|U+)(9hG_wQI5cR{o8GF>f)xKu8+-aJJyvd@dG_TjH97idHf{*(2&){0PEJ7H5g> z#nL2+cg=bTTC=vE&gV%R+fKP`Wp#(|>^Vl}bAmM=hs$+*oqt__5#C4lAM=EQV-){b z{Hget*TtQnKV@YXVE66=Fmd8L@ZNiq(J$p8C@;In{fkVd>(Ah2-G7O{|2Aygg8Xs8``~XbKMQ6{#hK(Cw-rRYx zY}r!0^Kb^PT)7-k`&0buu`j<2ojZ4i_uqdXPGAh|>*&WR?hpG9qCCVkI|GNb#C{&B zj{}UFSR7bvrWKEW1MM!gHT5W$RU2PS!JcKlRP5xqhP|vp_tp$v5_(N-6~w~@aAcqG zxWU3p|6$7eLdO?-4$nK!qn&f&iGq2hIoJ8u^~Y<1)&}n--G7RI6#s^J@~6_D!h$mR zc-nO6+ovD&?>_)$&iouoO3%A}#WYUwuhM_wg$UOsIQ`wX?+Dt~CP8QP*OZLDRa5Xq z@vPr{??X6v@Pu90LO0C!QT|W)Pvt-D{-!;y{I}9S%U3J?m;KN@=%45*ek%V*zpv6i zrGHBQl>QlAir_m;RsZSkO$c7S)ACPE^%ZEmc_UUUA75rYeNY|T8Mu1&D#jhCg$oxh zKvh*0Ty1E88;!nCG8xoiOl!I?kzbGx8Il;{r&XZeTy8d+kDgIIXYtF~q zj{cOCUVwu+Ct&E%r=V?mJB)+X4n~d~1t*T@Lutu{h&^5DAI+!If1%Ni-XIO)^8pD$ ze+u%;VB@B3(5qK3j`fz3ngV_M^@r`-_QKh-6_!pa|E2t=^4~@-QTc;#n#x~+tY!63 zygo$6Q29&gzw$p$N0F%f5BVZe`B&v%m4AO+{!Ik_r>44|<5`P(K2Dz>*Wgw81~vc) zvaX+hHzR#X8uSyb3Q9pX0RQ*0(wC$`FVU)?6l4SNe=jS2NgDJLtqMv(HUR(0Srb2^ zK2DzY=YtH77V>2kXh(4TtH|J%XLGW;$mo%J%lErBuiJ=~=XHF~8}nQT^QiN$>reNe zm7f*=c=;f}5wt!Sr$*`&{|YWOb5je)j-7#d^A3C@tY()FL%>tB8+rGFl0n>kVXFMC<>AFU0QzazLp>7U_umHsRLqx_$f{e)%+ zu2BB(&hmd0&-y0D4T#rL)+Va>Ij#>HUDjpXSiYw9jxY9z@N7(| zdog^QS%0!0Ic3^y_?ZabkF>1P#f=~vExwTNp*rbTVoyk!_j`cZf8TIkS}XraXA8?P zhE5UQr#XAJobT1p-5U2Qr2IK9M_>xi;WHk-u&^8o@j0ral%A(LPJ{jmi+tY#M=)XE z+?Rd!?0p#DeRulYc6^#67i)m=g33QC|9O7l$M_GStBQXW|GKq6c*MS1EB(>$Z`OeR z{xlCBpUS#W{SVDc%h11)J)-fJzK_s{QJ|;~vT)?^VR#zjSP#S3Q%^sI=~Ecj+Pqx; z>EZD7@Zm6O)HCqXOE1B@@4gF*7A=CDoE((xE8*%@^x5S8!rrCw*5i8!lMA1gyrcpf zpN0@&ULaf7_|bUQX73XZB|6TE%IFyi_j&t|8wcjx^>ymrAs$x(@K5@)~qRyBgUd=#|kq1IE2R0nZE_ zcJze&6-9Y3<^M?bRsORE3i3-)W;+JiTXwP{KKR(u@53=k{+hJ2S!rt@o&1Z`J{s#^mH8wusS6N5k zX@=}Cm48(JQ~8(nML=_u{wVzoczD(SDF3DWSL@?HeLQQ@!AJG)qLp_y23Tcp^!A&w zH^GAs{Tg2n!b87)5FUK+A$ZMMWo*b>$gVAy6m{TT_xkEpAy=kw;wGo$_`Vw2@_=$40|I}F4_P)hZ5uMhbP z*3-!S28Ne5Osx%%X^p_}^M+>^Jreb&<0H?m^RMfVc{ID{bpLr7hVX{sAH}~+KZM5o zXY^;+?i_gSweirYV+P0mZPTU=bnVg=#*cp!NY`Y};VAuc^jr5|!tcLzYd1kgr_Stq zEE(@dke!Xzb>}W!SVwI5H|4)*O)LLNJUZc0&wrQWng10lzJ`GV2V+e1F3`DiXMACb z>!))U%u`DB8C|)p3$}HkI)b4*rTiR~4UBu9+W2{@?}BzR^9;dLp8DbEWz5L) z9G^aW^!pDOFc20mS_b9icu&I4qe;#FQu#;bfp|B&)>Qtpva{kJ#lP|RSM@J6Co2DX zdZO|N&xOkWEmHr%_J~HbLqzn}(Nd%d3)EU%T+DYJ7UF$}#S0g~!o`bW(c(p>ZXxEe ze$k?ZK8XBzQ>-_8bbNfQ}5AG-3e~N!(U9jC&@$Vg>Ke@R@@cpVa zkl8Df^|z_1ZJ-~<{$0B^8}jo@EDh8Br}(G&;Gb>V_rP<{JqI1c2N~KVI%RZ%(a*hz zKFD&s4qoVs@?Xk-%345PgM1JzLLGbe?%mPfS2FwjO5(d?bbrjeQj(G(3Gdw`rl;Zuf*uIiel6V}`x9^9_i9UX}?%m*vFXm%hmMSMZsr;kz zpUS@~{|mp)dJolqsQyRwUq~ZW|L1J5!gIB9{=263vWXuNr*-!gaawy+_%~j^4%Ia^ zKyf5$@I|S-s;aA?rpDJ-RS|!74rTg$*u8rf%$++A`P*(VXwV?|*T4Q{28!4Ts7fj* z=kpAVihmUU5G_BPMic2-+l+)dg~o{ zoAZ<4ElT?I&6Pi>SI%adDp=bJoWYVThuqcD0TgrGW93pyfI+{3`ak}WSbzn z#;{>e;r+D0agA}`Im5v%Kx%2l>RFHRsO@s zbH>jK(GJ!BwMPA4O?ADsM>s{i*Z=z}r_m3qZU%b!u-*a3sQRf$y8Y|duH#*a4y8-_TE#N1BVB)H9-LlO_88wu3g%4rpW+`` z8;XC8E#W87pQ563d>(k%Q^R58h*7X?+1EfmOGI{5{G<4X*FrPle@aU)z`;W&FxJ~} zNKa3P_8r>8sAopQ$&>kf_TBM%f+ILp{!95U&r1*=UtD|+?N|A55^Y#y$2xVofY;Dz z$)76ZdM;z#X>4aW%+oVcPtTn?8MYVNKJy(sJ;&o99Od1!IR1g0qj(2l9^b`CN=ky6 zGiIYNy(0*JZ^pmf_b1vx_8Yojq>b2f&LmgtN2IpkHRzELc2SPt_BI&QkS+Q7N@CLW6f5Vu|3tMPB*1qt%sWq3k^ z_at7U*egA6VC|Qr_q4W5-)4CU%a4;hQ;GUgI_K}@U(8cIKTmy_SQT{kQpY!QZ*Up% zB2CV*&Ofh{Cg(=iAKLYPozKO`}<7pS@`6WnJ|0S=a8FMZ0VN4x1Po+ z{#E>obfy{5pTdH2m@$1eWcBF_^bOD=DhM>%6~RH{+nWJFIlpJeLay6r@8YM z0QuP?T;y@H@_)+z*)>4+RptMb|NDvjpXwh}|H6DN;SJU$tNx{F9#`cbm49%L++q2r zruuS|_Y<7$Aflfq1$v-F=d3Bmv{*!_cPESa*Mz44ulyy z=##UiOz%Oc+y^RMgA@8U;lo1C4hT2`hOWxI^`zQ?y??Spl+KIxO*g0h<_}unIAMyyR0e3KYWWC0(Xx@ z3h@ubHS>e!X_qy{_=j&%L*VX_NFn+F`D>~{dxX1RBzTEz4v4S$t^}=9v_FUq+3^K6r}&TMQ^o%d|C2oJWNMYaRsW#+7u7!r-zRAxPdHp5 z@}}yan7>f{r{#z5qW+;8{qrB+W68_D)Sv9RaPn+F32 z4usLqjfNZe&;MC?d|GnxZB#?8F@1YL&Y9LIObiHj5gp0Gx5Du`encJmYeF1F=P4?z zjf~=k8h$@KV?lXawr~{)XU<(9PfR=z*GFMQZg4n{XruJQI1%A>e4T$?f4ct^{}{Zh z_*dzV&_*ja7}^`9txA8D|7eQ;qB}l2w(o^E-+UYINW2fbb{+8X*_HoN{<9hJ-}(7y zk65zY`fEypxoD5b%PltYhRPo*e>wW7@~6t*q=$&|NUDFZx*6FgO8=Gq%N`LKL-lW} zf4fimx0+h<*A&&t8@+v?(HAwnDD=^;aJ{h+u3c|r`$A*mb-0dp26>Uq;kwjay9U?r z)zHuYmo8m`qM{=7)iesack2e9Oq(V>MobJpI=+1>_G9_Zep)W_JQd<9Y*nP*_kD|M z5AY+o$n#W)tGIXL-)yA#5e-)NnX?hFIt0Kp1)_be~dlX35qE z{ZPHLOAs8<#)$3B@De&c&RsBX>`wsai|j-?|7I=f`itLpvIp<>{-Zm6Wf^ zH}M>0Y~BBg|L*qs<24p@&PUgu#|Jw90sRceOkFmDLCO_3aPSF_uJe zaV7I*%6|p>METEz=f90TVg;no{fLwlF!v*hRQ^!<=j7Iq_ACFX{HO9it(*VR-(P=! zr$1|j{C{&=|25V17|Ξ3nmFsUm%Pn78`%nwlCoeCQAyI(QHcae4?2Qp&HxHZ|n~ z2XgRC)-G7HW(~~#bT;(u+ZX=&*T2Guks}}{=O7Qz#1M9*rpI@U;_C@JxNRTq0iW^k zP1#~R+-*BdbGrA%DV77i*|niQGpuJ= zi#K$9|68!1E15@~e_emH7R2|d+iSsob9Hxj{}mRN!>aGs!Q?5Qz=;$2Xq&ib_WL~= zU+{(EANuX@{qL{yPy0}4ozB0b_ij$^F8U z|E2n;5FcPZ)U&Dn&EiVse7vdm)f9_2k>DEyJ>kNWg4 z(NRQwEQI$f9loT#b$rWf(j3y<>--zuTi4(H-hbJfw!vF(y#s>=4TgmamcntgNyu;G z(#YPYHLUyJ%#GqdzkYFD2wqeA6P2Zu{&}3D^v~~;AK|}_9z6|Td@&#IB6o+>)Ko}K zNrlW_yMV=jK3z*L#q6t@|Vh= zvX_HY`R_pYfb*jAhsF6y|CRm+ctYhbvoBQsyf5-6`)i{65l!mft!|z)_Cc14d-v{v z_8mGv$BrGL1HU>zr;eSVV+UKtl-lT(k&yx2&^J?7Ru(+{^e~t(VFIjMzaD8qMQpb* z;{<~SSsI`IqE)sem696J;N3Jxv!o6nQV|q_tiVRAY)L956=0W|25FWwrr8#Q)*vge z(JEV#N=XISrKUleC8cJ*A3^?_&<_yHCpL}^=k5L^UXOePk$)VMm$VvX0env2i2rdi zj?Y)R*f>Uy?0H8M_u9lF)A4owan0!Z^Lt44RRZllij!J|em`c<{v7(?owp9{JHp5j zqhRZ{J$Ogrg8%FR9?<=7^gV?4qPi2se@qKVPE`7%^p|jk;(w1r|4sbAZQE`bG2$6$ z-@ZMhpnsdx)MVz#M?Ui`?Ae`TWe(!c6#ppx!F7<}_?PSvi^{WUqIw97>86H+ZH>aI(Q zi(&qPg?Juz0W4g&5EcZlg$uE6(Lz|XU=i0ZUAh!je!CK~v$NsE$x~3@P>;3*=}c1W zl>dC$7ifHsjDkXr-Bx5U=?vdc+E(k8~0Dg$zB!1$Kf8eeuf$w(@LHIW*STLZ?o z_!{G{$=;8kJu7Djh_=)DD53F~8eJOM){X6e_P4zFj4Q%d;`1!y1@w^P9Z+BN;(CA1 z-}LXxI=;2b==|&YOThhCT2=)I(HF?rv9CazHf>nnm4-e+mM;AgPM&;{Sm5 z89tcoElU5C{@)w^XZ`xkcowJ!<7e`5Lpt2FwrSA4M^D(YWf$^bp5Idbi+&S7AIg6w z9{*|XN0|5#Ny#ZN&)FkX{!sbLtO1oj5r-j)?M zQ-krWZTtwQnRc02g|{@^#Ah1e>eZ`o^;!d5ZNQZB4cD-I6|P~vfy!4+`RdgMj%R)S z`Zav+Mr^09EWI03g)6yse^9+?@Z8H>Vk&cK?MFKQRxZ)?XXy^c zXNlPU?#%w9_|>yN{S1Bd4P;*+Daom<>w4wo*YN(^7F?H>_rdjgH^z7NOkMvLM=1WK zHKF)V@gL(G#XqoT??D(h?hWXKca-T&Ir(hr+O;c8c;jvKxq8gt4Wmr-{D@rZuSxk|-p@+^l>RCGBRr<^htWH#{H5}z(Zd;;`Oe7yDu3HK zRsF*q(?8VKV*H3k(o;8~tLCaE>Z5Axrk)J?Yx?<{5(gTejzD0+l{w=|F{Aoo(-2ZC zsfVYWjxY1#=bubPwKesqJ0v=8aF)5>hIx`%Q8wW=E590iWO+ZXqy0%Qf{)dg8$X3C z?@>SO1DfPNq?ID`kk0_z+d96^zplT;-+$yM;n`4@Tg-XBW;l>XmM{wFW52!8ls17u?Swl-~2p$*z2`t=_G8#Zi(f`U@z zzm)%MR{VE5u`L**}(KUMx#{e$XX3@uRk)0{6*`CH}h z#MeL6R9}Hcxw612YSB|0{e7h53N8~>@;6ZuNHIT1>Ocj+RYWt9W>;{TC~y-cfs}D2 zb)W*^Dx#T4vn#kv6u60!K+3q1I#2;{712zj*%e$S3fx3VAZ1)h9jE|ch4I%^Z**qX zzF_Ri$m5a?5MQiMbG8O4la7gaAmW9|)*$t0U$C|Yy8BLjQJa?;s891;rK^``ZC|!e z9iQe(=0K_e0FgAP4Cm8=*Q*#Aw zT7ONXqYl*5PGv0_(-wt@)Ws>g<;h#6zAw(DQR+wZ})?Rz47-Pkd8{|mlT{6}lS z+f^0+<9sOnQ~GcDqdQ6e3(uCpM^iq5%*-t4+ovB)n>Gtd%g*cmQ~cv-baTPK`T52E zegyg-Gx4m8%sDBQKk)Zd`HR=G%Aam;tNg9{2bI49*^_uI#t$lgh&@vkC6Bgw^dz-mI9~7b{T#&EQx7=>%xY(L2la^KnHLx>oPh%&OkUD|IYlAU8=UW z!QkqUpF{jjekBBV@m&R$n{6H6ZLoYW!+KpZ?;C2z{ut-cb5yp^IGq%>GtDG>9gVHy z`}x-S*Y%fx`>&#+iqF}Odwl}Njc5zWDXEa2-X6aHek~LhR`B}O{g3!e@t@*cPjJhAz2iD%8eA(NAU z{59pXzb2JGM7|1bnaY1D|E2t=(I?3MQ2m4IUsV5uYe4xw<$n{5|F6M#0XIZ>9ccff z+HKPi(RW8+V+#f{gpY*?%dya0ZsOsvD$Iv{nY?MeJ&b=U7MjaVJRDYqdEb-dOzZ7o z1XgC+Lvzj-9bi}$<{f~`nAY3FIACkXz&H|YkD&MwXd7UA0pTqB!ZOoyYbS8DopBn; zwIQ65aozcD(Z$5}N#n?Q9^4mV!`Jb3{&oEYdyn>3g6_YvvMN}xUFTlY=$6*NGVQbg69kgqg z4kJg7LLW|fP+EFk_n+>+X0`wF3&>y73P`g4n&!@32o%RkR$h&b-w<?;uce@mn_iijuz2y8 zaPnk+@VV%`iO8hN{|Qe@X`<6#UQ@EiS~&l0;zv+CYl^>iA|oTK$RYUsx`sIZ^&c`9J0V5{Lg|e@!l) zbwp7us(nnO^-BT%N!kLq(FH0Ps_ zxaQbuDN}m$<_)OD`w`~Mh2b%Uo(s=y&Wn*gm}pxJo#%6Z<~i?g$Iw7I*AwN_%-J() zbF_i;mTqER$EP_6_3t!iI{&)D_3}UZ{dNEA{%=0}zXtC|G)AvSkY?KJuWdG>`S#5g(p2y} zzHQ&J9o~EIJs2>cKXmQV1v+=`3>lp=AR~ibn9u0Mug;hs`|``E2M;=QBb$sg{haZA z7uc`wz*lpQ+G47jDEh|(;JB=*;P;@72k;%l^p1cL*qCNp^p6L?aamKr??Kzo9iQTw z*VdB1CgEjJPUZUwq64?}XkYj8J^5!c`f(FG4e_6o3$VVz>e8)EUg!hs*tyQ&OBpk2 zuh8*z{%L*a`ZG2t-G7WH6#ppxwKR%oj?y2czlKI2tss6y`47v(Rl~*&TcCIEKF}sL zjqgT~9=C1Vw$P_fAK12a57SoRy(m@w%k#cGAIkqG6#r%7Sucka=dX$4S);!u<`H%O zEB;gbuk=rFxauEN|DyUQk(mvjhxn0YC)yjdPo!-2jPieiJM4TY|94OMKZ+kgdT9A; zQvWTDl6r7kV=C(E>R|2KHSpBaPeUroJ^y^-pU}QTd+6AyBcI3W)Ug9}z;juh@YNB| zY|$C5F=JkICIh3NkLz4U^=TYPSYa&}VU>F_uxhw=m$CMNpzNND$;5$#70q}28;v)i z4((G0Uq$z&uOptH+6*2u_)E^|QoYS1Oa-G8(e6#sZWQt>a(h0-6TzruT1`$TKxKi00>1Q~c9i0(wB;CXVo zACcCk4Rp@v0-HDQRQ^l(Psd9UUzzCqcYb~;ELkk~Ba-d?h@!xbru0wgAM%7s|CRnL z{a5{qtO3Wd8&CUG? z)b+9qZ*;ya$CH0q!s*E8u^trLIc~Kp(>Yb*1C2e}+Z;@po@G9nV5pw}H%PsttZUZs zot&uik20pNKiz+XHyplE{G<3+Y|~`>R{Ep#SNV@v{wq6sI}9H5B&6Y;2(m>`9N>2C z(qYJxL+~E+KIYkk?~+vcFXev|mH(G`)=3zbJq6Fa&7CtJ??)6X{#W{^@+ZmGDt}x3 z0?h^K8dU!v=hi%ZSN)6XpN!p}WCmFmk}ChF{NMfJ|IGae(Pc|28tOoY?W+usT%-sz z+j+Tp@Wc~O;QjF4uyW-}Xruti^cVN6sdn$&E&!uZBtlf557v>a^$21j|l579P$S-wYTov9Oe z3*%t%d3P^N`l34Ni}HqVaH)>3^RMeq_aEa3!5INwQT*fZr{g0LXS%%LR!Z%iQ-g11 zE*1YO{ZaaB_?DK-e;hn`96p{p1G;qX0x1|nA|)jix_9dVGiH1SM~|L1IE3+o@?QoY z*m+R?Ga>m;_Sdvz1tcdWv2BgwS?8iX!t7(Ee@g!Y9#ME8<$rL02*0QNU+7<;rPF`^ z{q*-Y^j+7#u79EtvL8e~R{q!QkNeC2*2w*cs2V(~e-CuuqEe?+bmfxfo;d@5{`3F9 zn{U1eM-CrhP-*kfVGkzHFdonX1QkDV{P>>3QG@y53|Ji}*q8CLj1+3)rotMH1VbB@!c>G(STy8aA58PEvbe~N!B zURL~zv_48NJ*tw)@}H{#NorIprquy*EuWy6=Ta) z{xcEzPZQ4??Gbp-hwl5#o#*WlO|5^gpI7-q^l>y#CU5B{m39B?{twp$pAS^|OXV-Z z4Jv<{bztzO>c0$LQ2Eo+PnADzDS!N2{;Sr-j|lYjx6uEy8b1JwEf?e$Kqrh9@$$>B z!1nFiW3>LEZ6L16S784^lm}lgx!a5{ASR6k)bZnIBsya^@OQ7RsYkx78t=YZUW9lQ z)cFW6%eGZ63$H?V|16B%mn6qj5Dg39s6W3p!#<^Nn=)UlMPKA^F~xL-BgL~1VKX+HjDG;&%@NIQ(@?kAuwy^EGR84 z8G&fhc$=`&!Nw%8}@UXPv3C00ZyGd1z)cC z5~h9f34Ao=BaE*x7q)HR3U&A$Xngvk_nSDzwQJWP=RgiDU9uFWe*7^^o;(>AEm{PJ za&q9(rOOQ4meSU)Xg zU4Od&6#ppxwP(DP{wV!zZTv?;VHxtVA4BiVEa=m>AM(G*o73G0#EV9UtNfSppUs2+ z7Jp4C?5_#qN1(r^JhDd!zo-14^1lwR5q?woQ{`{fKdAnN^aZMaQu#;apG1~_YO3qm zPmidloyJ-!By|lDRX^*orK!5A8kR0y3Y|N5hJO9}!DpX+2Aei*f~{M(!uD<3U|Y)d{`cjrZTRiL2IlvQnT~t?Bqpjjgc;WdMpjWS6(4%`#JXh8Yo_z92 zwr3O+6j=KLaD0sX!hDX;J$T5Ikl8Df`|sJSCkz@i2)_B|8)uWD0m!~^5&{rmIhA^0BnJ>Gfe9oVsB z2V8HwX5e`MpZ#}oCVoVH96xL9>|Q?}>cuP2jv#nGlnGeYCBD$UB6ozj&e|O?Z`!;K?mxq4D*lP$3BkRTD*la~8>K%&OO*c7+Gv^lM|pV_oIYI$ zZ;XEvx_0e`{AN#>IPqO5C@5naCGm3l`?uWRUuZx}!T+JZCb}OnXWo3aNAUTjz$PKz zThf;D{RL;s_fq~}`F~y$k^4chypG`buwMBe*-J|Ql>W6;{!i$H(!UV*`Sq^+uh53X zkbfwiHQx~sCBLM%RA@H=V5>?>O5mws!_c>95~0JqUmJ{qNwBM;?L49(xQP zee_Xy6w}8adz8ym_teu*vz|WeHO$9;=PQI;kUp2E&T6a{sOaR8G8g> z`#5wk2S$t-!Tv@muEmB88)5OHg)ju~aM0(OjQ1aki;LODK(>p$d-p<{wrME4b%hT< z{17&xJ%#Qgkd38lmo6|HZ5=o59SO1>EMLAH{_)7)`5rvozgY9b4}AZEzH_&(-Ql}` zeam+$=yTRzsYlzw+t4Wl&p<~C6aQygjxYl@`=Y-~S*i%nI zTAMcT{PWMlYJ}ggVLgnr-{-mKo`VZ`_v0qs!D#Z2rz)5)mvtFuTcH}UM}&71LfeDE zX@>t3JjW@^0cJf%@E)E`sdRCw>5Kx|CQY66E3qe}%sc}7V=?$6tk>~rPIUewYmaO* zy8fI#P4}O{8wM{a{!#qv@ukuqrN6C>|0pi1fSo({Vf=_bkczRaQ<2XcG;lEN+kX`K z-b&`lnCFU|aqu`)`7b{g%74;aczo*kuzSdV<>wc}5{hSywg~pug!d!zb19y+${+N5 zDF5g8E8UGy{>SfE<$sj_X>I(E?tk6?!lx+yOMLuC_J~H*l{fu|K9qu{AnU-Tj#AR= z)4hPMc>jR(_Z>TRf{cvL(4`CN@=?DpuP&JHhG(_9cI|?(CSGRUd+eJILgukFI;_rX|JIu892=YJl{`(*By@K)M$FmX09m#Xplb@U6h2gbZK z7M@6Y0{ty*cl{ThJqyd0ErT{`ZSfw%B%GHbAiqv@Kcr8eKJX;kLiX?5k9Q$zfNUVA zPoG8`$_)7Z?|%;q7A(LxgT+u)RR!zTt%bk-_5a|_2@_!7zI{-OpPfEGea@H0jNv)_ z>g#Xd(&bCeu0Zn^{w8J~Z}l#a=Ba2rYa@Hm9u^+AqB3ejGd|g{PJA#~nO0<26ZgkI zU8M{x2KTkCN z+xcrkdqhfd3d|vYO=zPKoKN3D@{0cz|114d`X7teS`+=(^{?w+*T0tyg+FL5{C{)X z|303z(MgB)2d~ApdTUOiI&6lqRhLmOPJWp-Z_bA7Y*O02i!oIDJU#} znKNg?gAYB3u^hhQdj@+^=ideIKn&cBPFg(I> z8{ve2HV6zqZ|X&kp!4oJKI%+#{&oGap4IL--G7W@n7<;tq4-DfFVhd9F-m`w{u13J zUW3+zq{4SdiuD4+>!;=NAKBU4k^dbCZQHg(U#6+-&on(f9R>~>jQ&3NTKv&+zrR@r z^1DmgdVc?w_Wj-ch!ngZk&*;+=h^!aDu1Z_rShlB-*nbMXuHyX%LfVFlT_(nYvKP| z8vS=?m}!rz{NLi_f3`g4P8=F1Q#z}Wc$Fi ztJmNv#%R95K89k)CDnP@Q`4$+f}pt4MMXvM&ZJ2&a`*_CIeRv|H1;Lvgm*G#&YTU` zuQwttu7LI(I>5-0!`X(wz1i+-s%v01#=ri>FMkOiW1MKZb3itfzx?n2uuUK~t_8(% zm^$?%b0%lbT)rbQ9pgYyJckM6-+*d~`#|3S$Dq3g6mz04#?e@|YzfDOpt~TwdiH`@ z_*u=@^xyyB!GmlI88`@SA)7Y?m0x^u4EvO#&qe;8TcdTTQT(R$q$is~TZ-d^=Y<|9;)z`qA~L`%m$Y;$NjdLLW?8qx4t# zk6Z9x+qUn5!Gi~(J)*7gag&q`>Fv|u$-zVLUho0szl1N9RQb<@=D&-J&*Ay3ubsc9 z`3n|9@!4|S|F_uxDu1c`sq(k#A5{Nhd1lo=ss2s%j|r=Py^JvpSb;9e?k3Wx)|wU9 zO+fjo%U3Q#d3hP0^UvX!&J0>f z;R@b2ShRQ%3>`X@V>{>P=fmr-zh>+avu0u}=qqpnV==VB*b8IFj^#MgW-Qa!)vFEY zS9d2o@W2Bw0ev(bK>tarRu5_t zyAh|?p+WN3u%2EG*9^?HMusu)^o)5C{56D&tvBuTEIsG@C%9`3)Hl{QH0t;||B>~f z>(B0$1l@lP^;gl}T#b0B4DW%}Lp|R2(*3Xauesv?`YR21mf;+pvpbJ`#8st#LaP%L z|HQ5{)CiFrm&Fwh#EYl{Fm~d&4K^Efals) ze)BD!3#0oHDX?VeGQ`stoa{mCS@*x+|00w5ROK&~KUMx#{e$XX1ShKgN%e2a|0V|i zOZsPHkMR0w(Wg7rb)eApQ1qBD`5eIh{rh43_;K)$fBb`EOh5FS-@w}#$9emWb`aS7h$yKx$G>}f5Yy>Q?Qk}_jJ>^k1(ctV7Bm)>2(G8G3GJHnrjXeYL zpKG^c+5XKlI=;?7t{+{0&0_zNEn@Au4d|zQG87k;vQ5J8Z^8|MZl3l%{;s}V_rJrb z4hJg!yI=T^Xxh1R=g|+yd|13_Dc*y;=KJ_;c#@c zz{U~N;EK7qxoq#C*wSR*pt#VL=of1IxbcvI{+edZnuT!?>NwtXGM=M({k7NO%;_`u zy!o8;egorI=N!m^|Nid>;FVX&9HGoYZLz>Q}zH_;w32il<@UbaV+ zmT=lGy&Zh<#pfJnI`RMxBK8RK2UU$ayR59<>|^Om9LE?%{1Ycno&t(BLH3C6SD`(^ z#=h>^s~7CuNA?Kw+2x5%n>NDm;ltsv$H^X1EY&`Zg4=pi>E2^uaPBW(s>id=m)z^Z z#mjK9ipq6dS4CxRH|3_=5dMOF5iI7bE?kBS+y|w$KdR@xsf>P}u>QgY+b_dlS;yD; z*Y%gs`)|{xEihriTO3Dc?%aiN`gFeTf5m@h4Ky?SUs_s;_ZOETZ5;ulMm-D5mVX76 z=c^NX|Had0OM7VzHnaIx`hREnA6m~lw(mhdp=6IpVw(i{5Z%B35R{c(Q2tB#PlF?x z3IAPORDu4QzH)1M{(?n#&!?2XgO^Pd|Ec_C*MQPLmA_U0p!yfpKdJsr^^eFWCAR+c zQe8c2x?>g7q`tOV>xg}T>H=8KS~zT}JbxZOnf3`}WMsfI&yK=-wO@0b=Eom@9DO2< zhoeW1pr58<rG_j~fS_GAMq;OsK_p(}xb`Kx%3#yn=D4PaHoM^a{{;{W|Q~vlkxttT#Fx2hTP8Z6kmG} zem3*Rz?@ybegh1D>S^>Jl?|K*cWK~m;OF3Y))aTz#)7J-Ffl?+ zENY5hZDUvq43#mK9L1mJc+@tQ6vv~+_+lJS2VpB+9^=qZ%qfaDDShA=3@34@q@McJ z@%>!U9P0d=7(TK_bp748{Z~<54MoKj=nrHzWcJR2c8HUQAx_$|Wfzp7uFLOv-T!_r z6#peE{x7e%h(vzhDgJY`FtPDJ$FoM4 zP4XA&-?@%e)ka_KvZg4HxU{ga5W1nPla7{b1hw`4~f{2IFdvgg#k)Vcy(%5m+iv{OsQ7+bI)Y>o;t`Sc7}{jAmM!G}yjl z8^gP)z|8mGf6wtK$X-!_wvpTY(R2JP0YwVYrzi$@O>Mp5Yl*iFb-v8+S~~^W9}J!| zJa8q!F}$@iP`j1csf~DJ=9LMC+R)ZfA+nF8_W1~`j&Jk@r1Ri8G;_yu7|fT>zplUg zvH!}-F5;cH92oQBSV+S-HsqhY9s09dxL_HaIGNA*L-)VpzX(oGVEj*dtyQbnL$~hT zjP4d`eecXH*syUkYZGe}UI9rUS*0xQ2HSD1LPs+9Tc=Z|xDbr)>1wGy?q-_3o7k zH}IeTlQEjQwQ&=^LSIMi+oxmPhhN&)1ANEfm%sca{MRpj0srs6{tJGADeWgC7EObf03yiWTt7U;Gkz+BqB(dOO}pc=XYK!1FIWkG`Dt%eUj_C?55s zN$;@E?b~m^g=)O-@cHMT;T?}m)W?nC_z>=s<2{3G*RHW`VIanfAlm`?kD54fBJ}9d z13sQQ75lc(m{6YV52VioA3KWiFvi1Qa6UI|+-Pk!G6JAaiA5NXB8z=C zRi3Nl&*)ptS2bl@8{23=_$QRlLiUK-x+^TB(%F&(LD3}fxgM4M}WzK52KchTA+ zu745j6KmFNviL*yKjS>Xr2!u&^@{)O8oAH-f5(n}@B-5EbmT8m(6>zz@(>+6c7&J4 zzKSub4tshhpHt|T(mx|FEB#M6{%6&ywaiy0<5_ai;ZiK%l++a1xN)mF8zSpi*0u6q z%75aTNJRcCKOgN8OP1qWCf{R8Fc<9+bbpO#X@%mSgu_3vGNQ_VRyJl_i+PoQRsL7{ z%lO;i2G#$l{!8_LtyTY7Q+pX>DUh;Sw9=xerZmuK-$I`qR#RMuzy0lR@G8b}-iI*{ zt~ZiBqKtJ^vG#~HYu3Opv=d~Z-zIk_!+eb31H_L{cQ7_=*a+Wz{WX03%{TDX*WYk{ z{``3yFZ$6(A7wkoI=t(Um!D^B9%wTlA5Lx@9D(j5yfJ<}{PuUh!~QlveSJL~Idm9? zJUNtg5I?N>0q;ay=g&f)V%N@H+!x)4IE}F=u3}8>H8{pFj49ozV+ZtMT7a>j4g94` zm(aej2imr4i~b&7f@4RIa{piBXYSs;JL>CRL|z~7G~m2b-!*u5;v4)fzyIy;VDg7k zu>aFMZ;O{KhKC=17-nKTjFRFK{w(x%31eqZnluSA@Uwh^vA1jS`G5D%%&>X-W+U1o zY8o7E5Iq^&4kG$AYo9>=pU;dUZ&ev{&q4T3O4&vs&r53Son3;;#G6IVUK%}>j&Jx@ zKc_nXJQuqD?(6=`#dC?nM?8bEg3{3*k;3{evZ;3I(hcU%U*zzJ?*Cx_D*lVCi$ucz z>(GYQu|tNjtzmpC(sz-+$ByW?X>;}t_qmPlLi|k?|J+ynqx1jc{MUvJTQGJ+FKCl$ z??<35g3brgIht)-cjNDe>)5`O|5E-l(fMymH$-! zlh3siom2kX?GxG;O8=Grad=YoZ>oR1&-&Mz>Uxg9U^UX5u#P&SsJ@N1n{64`j_`$N z&vFdw0RslY%9Sgj0d@AJXpcxsYs;~p$zRirn>RT2Gx<8|j&}uK#Pf(Zu`V1gZnU70 z`mCy|;#d_IFkZ!ZjAMNs(^D7^`bCVLot~Z!lP6DM7_u=e$2$=8dHVM4%R2v~c<*56 z&Yi%%mb!F?r_kT|i4(`65kEtDc{!fFS;Bg?7hZS)R-q3liqB0xqA2EdFTCSUF)GO3 zaO1`eyeFIoA5ED8k38}Sygl)4*p!{kc8)b`*0OIV@X(h8`(ZVpZ(y$gJ|pM2>tu@hfhEI6mk%r z;!J#jeUfjdCkGG4dmIONo@oMuX^NY|rYbzVv5WBi2=v#)_{q}kSYA%(7p11npMRD% zr>`OW#ZoDT=5UB zWyQbuAOHRo{_D`86L^PhHpg`1b&Ym5!q>BBe*s62oiVsMLH3{ENagfYc{AUgN zYa%^#$qy9Vx zzWVYj$n2TPXS5bATIBoXoF6=X1Pj{4_?2jv7>Blkj7}KO8t)UxAKj-Q-9McX8;tsU zib4G{#+Mk-e;^DTI1v4ctc9wJ7a5%HJmlx+0ofvYXZD7to_-qMe*0~Vhy4ol=-C6t zpuJ-w+6(Aj18M)sHnMHoHooUUaUAHmiEq8d@haM)AN4mdW(N7Kl0S+;v3%Kb7&>Gq zbnn_7+sCsHr>BMudmjVP?-TV$_agdaW#MNZ0H1yK z8CH15E{a0LE$##d~PY;JSHhx4~v^~G~{uH$N?)Sf!#V5M| zLma61&(Ma%!T)R5Y~=F{bjOEm5XQdN2K_^}hwRPU{d!jXlMwhvcnjq}gx4~ADdfM3 zi_gKXT?aT03ax93r#5iFAUJs71eBDV!{0G+_MiDZW6!r(JgNMT;veKA*dDQ1{54@b zYmOgb{58p14%ffnh$!ztbXe(cqS0U7|AfaC|M5Cd`CsLKt5f3jp!8qqKd%R(-Ku|d zbOPt3CCNYRuZipt=D$~JbB>hP_AkgbU3C+#U%L)x3(vyHXP!YD#1nibYxL;R@W(&? z5q)@cVLwHqMvY{jPXC8~o!)x$O*mUrB;A=bGEPtkvhqM!b>ZR#n1c5r1`iqx3(3Y2 zG?E{wIdkT)&Oa&XpR8XPgMO6OqR*(t8)57UinV#wwmoS&y0Eo@6e}m zoI$daeE#_teCLD4m%ke~8-e<#I~&7>4nv>6sq71w?sR9IrdrK;v zxzsdBv!v9__an$(6Z)YrG{Evkga<5tK)gQrXd?eiCNF6c9Qgu@0X*T&w^5JV4)IwU+Jig8YK#ed_H2dj ze_F#aFU5a`rqDi)+OF?E{?FdL6Ym^8g?<*>nR^l`No=1OHtcD=)m<^OKM|B*dn z@scl54l?#)if2tc2>F&(`9tL|l|L;#Qu#ZM_a-{0{CDE=-%9^cUR3@^`M*}o|FXX( zr<8V?sC`1JC3U*(Xoli5Pz>v%M~}edDU%_+T{=AUo8NGJ>0kZoSMVFm|NakufV8%0 zc!yyooJ769#Axt6`9WMxGLm{=mm~j46o;V_eK%dYROjj`LvbDIu#WCfl%Y?iigOiE zh4HBQZb4|c;HOM1YU=CUx%2G9>0HG*sIIAohWds`zZM*>UcJh987M|}ImU&ktUL!b zwdkYidZW4P5IjY(!|NOB5&j~_kf^9AXMa;en+e901TL-uLmaWFNyBsyDXY!^mPY;#Q_Hwm<5Z<4sUs^y2!c%_Fq?>G)=DdERyYb^Rsa{;MdjLVM{7Af0Wej12T= zHvwY@9Wwd>-T#XJ0^FbI_&+zd2)_I72li(}{y>tFQqV7A7M@$!1o;IeihmLi|0w@) zd;Y7qGGQny#f&-|iu9KR!JXeOgMAhJE_HYvqh9c>vcdwMjdsK~{jJ%9N!f zsX#?j*UA}J3V@`J(jXsX1z4&~SxS-$R5T@9NnIVrk6^unmCM9#5Z18_D{>pAPETR* zr#tt`wq8SHj9o&WK{$EF@e9Uw!FP|svHrvH%PXod)_57-RXK~VLQZozPvz+AG`8pF zV%=#EdxpvuF4sP9`Z0Z-$;Fi6?Q;lE{hyY;`FRVA&(m4O)29mH)G4X+{ojl6>AS>! zf0FUa$}XZU&Dfb*((iBVUKpQ**V(;af30Es1N)D{%$c9Uv!h1Cy7k#mfa{6pI|258 zYnXqBOKHAwohK6hZBFxlwx|Mjp`WpyJ$i90YqCl7>)#*sxyPWms4~#q5*`s;f~n9l zoqt__3AX=^96g18J-Usr=7EH(djOl1A!!qTkPyZCAW9-Lilp;LkXUrft%-iQ&Uh1%Z8b2$2*nY5I z)2B`C_|tLRY13!IC!fsV_Io{kQ{R6!>MK^PSc!I*V!RJTx_g{^x--_yfBz`GzW3{| zwTxecaU>{S#MfVc2YGoVyoM5C|F@R;PgMNd+~%Kb#DoXCcIyGjHiks+-kIndaSh_e zB0h85oakS3n}6ad?j-%!?_UF3x9(*BOzqoufYelqACUqbI(CHN!=HiOyARw|{!8cI z=;DmMQuz^e?_(z8-3YQ5Q~Zcr^w(t8T4Ko`y8dVHWc zr~tT%XeQF^3N8}`ZlWZRGOnZ!Q~+E>G!tod1(%5eH&GHu8COyVDgdq`nu#>Kg3CmK znk6SoCM>;1J%_a`(Vr%q!%4J7~eLiyY1L1173dlHQ2ZJaI>O+y8dXLi}?M`J!!wz?)Cc9@uPcP=RcSa!hv@g|LOV* z=KCkopEW;hg!K09jV;3Bee!S9p+iT=-n_k8(LeqDfBx@J=Pm9O|B)#3PiG9?nD7>4 zbn3+Gn(jw*>CzS6nm7q^a*jHF>`wDviSqsL7yqf>|L*L+{QP2nKLYt`6VJNH$QKDD zf9UUjcYc3!?>6z}PyPM%_YZX)D*puQLFFHn|5W}(-uv$9KbtH4sYZK5Q*n{w)!1Hl z?TrRO9X=42#5BNlVMAQUw`~ld12~s;8HNi>I=-1Yo|AB5f*B1U%>1EUsvEiq4js^OARH{%O73 z&);9i*ZJ4=hxqh9;os)A|90-!2QR$vlCfW-Z<`d<-DY5n_Az5#!TS-1njQUXZu8GF z`yHhJ`u%Gl56_cRJoX+vd%E)xefspp*ls(ZpaAK;@O5{A|I+za`g^D8uf(&avpy+! z4v73U<+H!0#FIaC{pEEAt>m^H8xO>cV=PpFvI*1>EG$xVck30SS<(yV?k-zl&>;7*p{GZ%mxRd$^UH`iN zb^WXUNA+Kb2Y!P5PyU)3$zRiLl;^i@l32(Agv+{&SG;rXR`t{IqERBsGslOQud*Oj`iqvMv)ofcab16PUC~Y95W2Or5ltwgAFqT_$`0 z^S7#}_z^dtu8#aQkv)Oz47i4zylToqvrU_geN6DO*6@5I$+&D^VBHPorOnnGo?7}h zV^Dw2?^6pLpYCd$IFS!yF`fnaYU@&Msxvf_{I| z3F-b*{3G~L^o6FZ_?PH~yzVUhDM9`0ks~Kz5M5XQG;X7ApxdiBOYkE`^zrSqRHh5s_~BUaeEK1t}W ziR=+YUdB-QL**}(KUMyw^Nk{Bs{X<9%tYsrw~%>pe6-SkrT;Bk|JG9YpO!BF*VdB1 zCJAUQT5eHc$LOwI(PacME~Psc)bF)x*Px-H9_p_)z}2hQ;QICJk$4rXAGh7bU(<*g z#}!>BZd|E|LWteOwniGUV9Tw2{KiHw{+b+}BDq*}KbVp)1u9p@)LR&TX2;q?-Ls@O zqJHf2mOtQg2x7~i_!QK?jKT0R<49XG9G~Jc7<+jz@e*d$D6)=1D=Rjx32MrnwUwpBE&yh3TYsU0P*I)Bke|MVy*|u#r z+Sf)x+w^wU9+3>~(>uVk&yI%Odk&)R5_v4*$67f5rR%?Ctbg{`v~;<(Mg({j2bKuJjnY}%BKKJveWFITL9@4x>ZcJ1B;)z#I|NXl>glb%f)zH_sE6DU*k zqxxJ3&H3mft~s_^$|eop-6NP0C{yQ0^|=t5^U+6Kb8NMgO&Y$tM=&E$rp}M*b0IY6 zqmQ`e*lHFpsq+r(&B{zLh%=E8rIJ!0_^vPYP^J|>=Z3F2kM%_@JGc_3LTaweQ)tL8y}>33|2 z@}JJXu0ON3%{&->vi0acbp7l4*Y$7sOtbfCJ?Q>7e5dEXYw&(VWAu6iX{NpY+GZn~ zZ{KVoO$EQ>+liAW@Z8E=7&Yn{$n4b%I(P028J#ll&UiQ0!@lss3uvQQf&Tmp+&H(& z$eo3sGrsQ&KaB6dS96ZqVyc=b`o{y{xU8w*_n?gj@EyeTj(`!^m}Xn_j|aeUSyRF9 zLEFzApW>QR{0P5aaGmg(P|?9yT8g}`r!VB6$;js>b`jbioLqqQ71V~$#qh^$!R!9h{fBFy8Sy`>zF*7yhQy9A zdfa5JOM;CXwlZxM-i!GS;?;te@*m27BohB+;#n`pSk`6@lRYAz{53I;h`$xdD=L53 zJ*@JV%AYEK3(sQc8sT%IakMumm9n9GEmi-}+VwB`{e`cS^{(q*_kZHyKZ+kgdT9A; zQvWTDl6r7kV=BlOQ)y`ld^B|`bnn^?{`tf|p?6kqcyh>-DBll-K?4UsSF}m|{gFqY zFUIp-v}h6PQqD=QRzDxtxo?+T97tGUEf-;xJckAVR~?^e_2b`Yya{z^p9S?@zyBYySQ9`|Izo>p!vaKiP~=oy>z*UU?1AP;`N=$is{u z{}$xum*O3XDoYoeC;d_U(>n3bs@3ZtCDq)GNI@F}-;ba>5_rCR<3_Ycv=aVH*MG}c z|AdQ|ESCEb$rwLk0Z{x1uSZn*gXco!FO@$<_O|vp*HYa=4{l%o`5sCxp45%A^7gQ?_l)k(eT)#|A4`R2SfIzjjpettH|gwTG;OLE+dZw z6`VC?dJkG6C8?KGdh)4h3EN%XWdu5?;H)Xrd(aXoNxh`flTS@c*zWQ!BhWzwXHA*j zgO*51>M5?dxgUWvk9inOMUPDWg(;6Tlj_LUz;UZxna=5Ao4pTV@&;EhJUv70_7(C* zQZFg%=UdqLWvI_O&i5mXzo!2E`nmWK^1UT(iQk{ToBw`M*;wi&)$gzSPw@}oO2xnT zlKvDFmZ5*i?a;GlFGxJcO_N&tMoTf>954IPD1=lHnq8P=HvZ{Vw6Wz{!sY~akI*w zR%WNUAX;Vg+l1RaepmUcwdo)9_t*8W``_^HPNpPzCcuk+ew6>aU;LlBA0fJINku~) z=&*g20g{Upfo8k7s2F2F4uTFHI$%u5*-(S_35sXkc>M<4K&Mc2f1;t`DpXypf^p-< zLzgaH;Egxl!1&hGr3_%xXyTjA=vWr`pvhMWlu2Xjn=DJEO`}OLi0!%sj&J-m+4~X1 z%b-ob>`~mG*6two1mXLr?DjFjxIET-SkkM}i|V8=DPtY`gpzXsHf>?!mzP(2e@#gg zKVpEnAA#{BTEq8m?Z3Z%f7$P?bN}n_pZLH3-n|ErA9<7c7xHhDf;z8G8J*#+wdKJ%XQA{F89_$NVm|_FBgJGiy}ozw$q#uTcKS z>3kIbD*g@iev-F7-wp0WIzYNTM-N(u{?C73{ro-G>?meIlo+l^&`gE2&EiH}fwr<^J`DmqoO8=V=|Fe$PbdR36rqLde zLTfq&+Txm~J3zdq6KMZ=UXgG^%i{l({@)q;Z{k^_J;L7inLE$hBUJwIv`OW!07o;g zac9;a@hwXKg1J@sU-ciV|6zGX>5s>aN`C?zsr1M4^TgNRUjI|;;z#_r{@p9@1C4(0 z*qJkD;IDuEE4=*jE3jwJo&d;X15jAIZY>NOHVm?|vd|O}v|u(;j_oA?<)+xOgO6{B zuW`UWgFvlye6kDG*3=`vRgF4hv!7URggi&Yw#jANjp)L%s2 zbbU(SHf6nh%NxHU#$Qvv{x*ID-H#C69HlMv`?vPrU%!9r-v9dhC;soxzV=aHn}m8> zIzvu6FZOSP{`c9}KG8&?aRFVUveG|0Cp0%q%ar~n3jebK?GfF&b%!>oY0h60+1tAJ z=mA@{pp7l$J(T}Y{wu-x&-}dq&)#?VS5;*T|2fb1elyNI-^}-$nK$D!bwcR9w}jYG zR79zv2zJMUItl_xFLn_DK@jOJ^b|;Pf%Jqx5`<6!>sxE>z4qDX<_2*d%Dv|-^kmnw z_dVzAz3N_TRl&+tMjt`2dC@|OXN~p|%6};TrT9njuhJj529*9v7y6671<_c_|D`|w z$Fy*o(?3z?KbxB_LYr}z6v*UL8ITYC(GQPCa|v?TWVHaMo4v=MPsXuzDdzWjhdRs5DciY`{^}vKTwK%1M4MRJB>-Y3yDKx#*Eth zH8p23jtbgGpstSis34v-=_8{5{Bi&OxAOUEtlH``P*p`&gSk+zCHZQqlQO1cgHu^q z&+V1frtG&@Rbg9oJ@=D(>c{oiR!#HRaoij{o|(Ur+A3%c^BaEd`S~~5xhYTcS64L} zn4|DV;qOi2pRd+#L_Z)#4?+IP#YTc-|8CkA(x)r_qw}VU|AppZK7r^UywZvO*|cdZ z3>`L%?IXx8lj5Ru?b;274;um7x9_nsOr<}fPJiA?`h(Z_ZKD6hUsE>wYr^;ui=rHSE)=M~@!x z;!7`~Dj*ocO(Rv3x`vRd0c*VuUe@dW?`35yNxf0RRbI)K(Aov<0v|nV*ls{A3?d z?8URrwf>qaP>vdh=a2jMzm?BliTZ)#$4|oH!^Lp;NRdr3e+VzGvnl26b);Rs1fm@)*-Av5{yIR9rDJa`41i}go1;|*vJ0unBUDQzZrjTQBfJ|V1y66mG58SUjW~u z1pn8fK7wNXvfLKqN3eYa>L;?DeS~>#{r=JX{z9`btPolT`H4)XKlbfAjPXxigg(9d znDvZ0iGKb1!%Hu{iuj_4c?AO-qfLJ){15i5S?8HafBXKL2tF@Fe@Q2qnIufVJj zpJl$guK#GPf9AEl?;9ohD~k9x^i1A&6Injdl8S$6Zz}x}S}Ov}Go1bmJ(I3~PcE97 z^cQ{4pOXKjc-Gf3Zh#Z(|Da4eMF(4T;lc&jv3)!Gs~rUQVjPKw9~un{=FfxAKKl&T ztXTsee)u8Gp8Y1C%^C`K-+ebc@x&9bZ{I$am;0mo`S!x}6s;+$f)vM!TW^NT*hw@vWZp23?&{~&ONQ-+;pe}(8?gryDa2iVYp6la2b zZ&IC%E3qe}%c3A^8B@=k0_$}5mQm#m4)%FjlZUfih85Z@nE&S|A2Rh%J=7W z{eN8l6hn^A|IdEoZFualC*c13AK>eOJW3xld9J(PwB zFXQE5TpySB>L1|z{dj-SPW@>9Je(^JQ|ZI^|BUk|KmX{_kHXaa87Olr3~aOhkMBQ| z;m@sDe^Gyaiv8QUb7%C|WOWgIo*ZNUqJJCm*A(^VXIxJ7W(4tXT-X1plT|=A62pcK z=a|;CzVpym;xX`$D4PhO&@rj3Z;)BWZ zv?4<`ale9lXixCIV7i&=16V=!^3oop(V3t15!OB;3;C!~xp{Elz)|*b!_OP>=MTQA z(XX-(uo!*+Tk-t0xNk^*HF&4c3j4wIvOKg=kMOVJLI6wZ|~m2K(XX+#rs$I7r=7D2~mUp z-+i|e>6V9~Teq%uoo8Xb2l|wJ1a|EzKskN1pWojjCLbOA>pvUOCvm|)wY5!9Qj&n_ z(`Ukf0Rxa09}Lev_X7IduMWdSr9VPALf3zK(*Mq1lchfvlD{U@Q3%gL-%aw$e-OS3 zaF)QpIKe-Ce*ONk?j_arA0PTh_rLCc+4qv_{!iciAH=gJ8GKm&E>d}C6Tl*SUv6*n zuF7QU>+4|Mx^*yX<}9?4cnESv=5X9oPcGln}8`@RF=HyW6RQqQ@VE&jFYEABDey_a!CXh3EmBGVWCQQ+@^WZ8*96z71K*H5FU{nS zlsvO3x9cIp+3qqw6-{674#{$=^ULd?cg6mi&R?`Th$Q|+bOp%Mh>bt3ah98t{G85? zS{PTy@Xf$J_RmCgi`-8-3hGNK%61$Kkap}V_81}hUD`8rerF#s8RJ=_oXfIYFlsBrw79s` z^)14_MbwwlqEc)(_fTKHuy3*C?HJNljN_BfF}bI(uoQOe+z;cQn!vUbBSwydZ@=9R zhcM>E&oRIIT`8Xb#EDZFr>GHXalJJt{0U%;?!ON455PGtx75^#zC)&kanLz*4)}DdgyAQBk-3+vo*th=()YhECXNV8|CEttb&KT04 zQF;DEq8e7L2>dmXeFXVyQvO5vFXcZiPE!6Gahu8?2z;{qSDfm-^JvRfB!$9!lMKrcC3}d0MWo!#v9Q z>7MGEGbpPqWjPnw{N&{1!hV!>ojOf^$z`16^w!OPYWWi534 z{Rx*P%B$d&S6*ZPlEa3LfHyE!%jt?b)@$)QRQ#v-Kf~ys)2HiT!Gc8`Kj^^+AA-e; zSD=3FjDwF#f1u7f;`C=!;D6#|CF&zSGCm~nTo3Cb@N7o#e1>09{zLFxa@sNeGjf_} z@?XLF(C1hBSLuHzUqPBz@xS7KrGF4lvYtZmpTU)cC-I&9%<|XfrdF$uNFjd@s+?qB zs*ayH4llg$0_@tc6V9GJ%Nm3F`g(Zj#g|~_%$YE2)=Zd*K1C@13|^FS+17JA*1iA! z2g%w7o{Q&^$=vLLHi4?HdwPi!UEN*n+L9`gihLi}rD*W0qBg(8vnG0l^$f(LF}{*L zO0>SEZ$&O+`xu)Dvwry=(nm;}+(TtsAMgvQbQ;l{-{~Xr(LMrw@{hupl13kKCU~dv zp7j0e`lGdw=KHS(br&TR69v~a#gX6`?FClHru*N0KL;~o4F80-Nq6{9b`V>)?n0X7 zIe7lLmtp(%y{LN&bX)FQD*iKi3BmE!=G(z6-T!H^|4Daz+=``e(i*UH3o5vqlpJqZ9Cj?M|96nQ-Io z-MgS)zkcxPXP@GE*=p`|`qXI{fHAAPcI^sX(boZ|l*g-E*KU}0;d~da!#wtR`st^_ z_6MGhL1s2-c>W~KM7S%JlDl&cQ|bPu>J#JnucLtk`R_735yCH&iE>Oh+QZhK!Nh?K z%Em_4=+c5V3;QguLU5n~`317G2>4&jQ$3GON?;pkIXB}G!>LbwRhwLLvjCRsT)Eilx?tinl75-%m{HHZd=gGhR zdNXYL<~y|YsWUvh;y+%?0gktLIwftO_@8;7G=P7{kDr21F!-$c& z@a39yP*z$I8~Q7X_?PL%nC-ul=&xzzO7ho~#WV-Sk0>v%NPB@e3&vdAExF{;e0-xpQZd%tk1`KYUe!G&z&#`Svv_A5-V&*FteUIG#1?2AG~DeT4WXpgNMtkS{*wfovZtv#!C~PFVc{ok?l1 zG9068u<{F*y;GafK^VH(w%L2Bf7IqD|2A@#+{kXpKB5pRD=40I^q)Ui3-sON_x+>z z{N#hYxP)|U(>VTb4*K0caM0LC=>Avu7p!^GwZ+|dPH|Gw1Ui`OfR{{Fdn+ko< zHlj27x5-AG1f3(Anm-+V>m4<8meLLW0I1br*wDU|=17u3l|}t8FH2!~7Mjql@}qy@G95 zFy;2E(B|Svm|sA1nAz+va+7*LCDg(8yFn5fGgN4QQ@duKi~j_#!W7%z+(Auf%uu2I z4egqFF8=eA&rklEnp;{8T~D;V=ml&%AhwmDGk;B{|rAB{we%d{AXo_F~~!*5;T1z`Rp~#YuTlEf(x&#D&~2puDZbCjv$<|%eG$~_A_=5R<_Rd;XcAQ1n_}m6-nbpaDF~ZPWp%`Q(1PKBk?29J|Yg! zFZM2R{r*vWeu{5xbZi(C1@#d*qwA+%=Gmqzu!EU;y<6Z)%~aYPvt)Wo>l&r-bENj3jBo6U|-N0=;-@5w}`){uvFZL%Z)6Z|5~xSh|wkWtJ~Vzps}$LmMvQbW5+(hzL`h| zarMd-?p|D63@^X*G7KL+9Hvd12H&8*qUHQ~87d^=HW6JEE;hFrSQdr( zeSHMUZYlOJoh7fZvRi&n5q^FLk7N4%qxk%_=;x!TI05;jW5f889M78UBfK@O`(NRo z!hghl0{0}fcrh;cPoMwx&_5+53Ha#4PhrU5Asjn`<426hflohO1EnWU$A=&L z->t^~Mj!DppXup@y0wL|Kj@)yep~VU*^k|{s{I;l;sb) z{_S_x{qJx?oaAr1{xf6!H#fDS{enp4JCOfNb1E^v#9qKYq+8gCI)R5YT5$*r?j!3C!&dQ3{xle6XYB;(wu6WNoAq{ZobO_sEgs@Wc~OLeHMP&`(ou7(adz zl$4x=>Ka_z?2{?_^j8$|Zye!|=p%@RCLfWD7Ml1G0k1*4h2=Lg6#oc3p;Y-V!$-D1Atz3xc{MS)0)k6N7a2*Ep zy@lnT9>K^UEFC0kmhNGHjk3>!eJ|s&T!-`=d*vyYgJ`UsTW z=H}#KJZp27ocBDxKYC}$^rgOkUOyTB{ljaY_CV&Zf6=j#eT3-PjLlEIfgx^9%bxes z%zu7fm-vjq{xz^ncxGu=_~(Cj$*1S{7awGA&VC2pd3PSmZ7HU0rsJO|!XMdRy8m!b zF|17ue@>sSgL(5lfV{l>;lT$Uh7aCfiZuAy&^_`lmHtrrOYl`X(%-C)SRwwJP#?ke z5yoGW@*k=9zkJUy4oFY@tMEtRkF3{pgg@rD(KoW+N$G#(e;l8y@Rw+D<$r}9_fjYK zOmF_z!L{VG96yu%jr}!|eMCz6yC;$NvLc`lS6zpbiIXgAoj7qKY~8w*<5x@HAic)* zpMCy0>n=v4{vs4ZJ2a?Q@Uk*ixXPBKQc~&cQqv&Kk|s6VqSxwWrEj>(mZVZr>FiR| zAkC5{HQS=s>Sd*GxXPBKQc~&cQqv&Kl2S9ME21pFKH9v zC8TlfI(D%q9IQ5bv%$p%G;+KEcA2;*ET@g&{7!b8pU<+}oZQ?be@)STeqKYk7UKH- zqxk$1qkS^#BeGyrF6!6{j1My1{~j&k!9ZRAhL0n-AEsT?1O8Q0`dkHDD6 z9>Z8y9|74*IJ}0xTk)Ub|4gEPYHH5Hp+kl6>Z@ysaG!|6@6Z04oKV_j!ukoRmek3%!cvcD0*HyWSltXi+>C$n>_ASXZLD}UbBWcIe+n?HT$M!ABH9^_sBqQlh zG{5oJWbGqJ?jmQniMApAn9w+w8eW$4!RDNe&zrE04f{9X{eiy0tVfPFL1WRy^ipun zz>FW1qcp$hBUpAzzV;=ab)|QfoZoLWpI_i{T)%%5pTDNI2}&@21jT44`v~&aWPFg} zn%4cV@GryQe@*pSICktf`m>n`efspqt3TxDPlpr7PeTpHZdd$gakk?BjG}+YzNfV8 zG`#c9TzGHZ`%q@(w{fDsqKJQ4FB&uY+t^2#_z_v1vSG2)N65J-f>B6AEB&GLM~2ZK zQRaUY{uoW&60gY zuim|2^urIsS8Laz9YmWQAm~fB5ahFI>5`?8lam9FKKiKBM@TO-v@3Z(Lh2~>@?KUt zOO+{0NmA(*PF*W!T*>Psb(DH}FDsp;%9N!fsq_k`u9Y*c4M7@|MMA(bfbT&tIxoe?{>m7 z&&-17pMMFqZQBdvKT>#PlPdi|I4i33XH@796FLvcW4k+R zYisa4VLo*0)*W7W;dv-6ErrI$Gtk`J%(1SUo15TFLj#;BJpp6Kj^+3fZ@m5*TyrCs zpW$Zwk@JUtmW(24Qmczukrc}sySqC$<4WNHyi)2OQY)!<17-ssRp~STwQCrYyt&ot z@QlvD*mq){WDf{iSii?|2wR7FLu-;wK`v@brq_&bJ?8gl9P-JH{Tql@Wtc_xB2SF8 zjnN@SYyMg~OI}hA>}wzGBXV+bt?afw7SAufedGH5qxk$Go1c)54P&(H{%82c?}7QX zc*DO;SpU0sA4K>(9eVfa3)!7JW4zRCq*408^y#yppx~(DKgItUNB`8-okLw(6}|3df>L;1t4g1;*N5xJM7D*saXpU6EWRr%+?OMf*t zU4%B2L-RitormS;p^_`OjJ?q$7cX9fy?gh!8a-hBHlShZ>ueER9< zux$A0T?6@EqOk(M^0vR6DPWq>>}NBF$wy`WnwlmkE-r`3lY`j59M8If zWViSpBmVqx|Nc>Ye$q#j;F@NCP2__N{WZ~=uBd3Ra6lnv_n+=RTB}i^zYJ{p>EKUu^F_FB{WXz{ z+7nMZk+oz@Teyc`cde}rT3XJ->MvKrQ%^s|{toWD?>^|-tt<5C-W_?NF7OX5XJ==_ zwCU5}+iy3cf1vX`JdcBa!lTQ~CiUl%mQY(Ku==_A-ag3gk2{D`AaiN0+ZUJ>09;pdP0_mAT9*W%gRB90%Ck7vnoO|#8U zAym+s*8R`>T3}rizkk%=|BmhZVBAwrL$6-Fpfl1aM5mB`V*L0?7!T`+;y=Psd=^3R zf2PnsM~@!om=S{p4q|$obZtY24ukhUSOP^wr4B|h-KF$LWa-bS;GaaIGO&-pGY}@8 zb%o(Cl>fl}to#?lGNnHqY$rM`D*IpQ50$^D{7LEWOrgJ(|3{wjN8q0()JI7Ci1reA zzs8fpyR6G_M=6m{rmb7I!Mu6%VCJk@Flpi>7(Zb=Oqw(ao_p>&Sg>FL?BBN^&Yf$* z`{XWvu2gxipUb*TXnrb)YJhu$yCn^N!$z;K*Ux2LhWq)YOq`$eQY|f)j4aWo=U6`x z=){cutH>sd9Np2u+?Vu$)K2;Z)LT#<#}i$H==$j%r<0I1OZE~pcf{tetuy)viT!KN zk{6;r!p5_X`18m8`$zHlYemO48Et-0c1!WB=`1eCkI?$U-l6U9x?>& zB097DcEpI0@X<$~V@&Il0e^4Tw!>XqwsIiFf1$GsivMpf{qx<{-S8;dL-gp`gY|2q zV_SdBFSNJQEJuCmE{HOBY zDt}P=>-N%L`u_F(tNiok<-g4sFW{O8&pqjTDm_6+-X7|kTrfQ^U%3JesGBG%E<*e8 zV?gn)&z(Dm`VVmsW$rV*gV8w`6y4x{m7jMVT*kECxR2{>H6lT8&ILu+(XaCJu7k^% z)*JV6ozrH1qmQ8Y5qO@$$y^LwM|;XYcOtZ}(J3Iz!F%}Penxj8G_m7_lE#O(hBR*E9|F5q3=%puZ-oW7GX_ zVIs=eKC zo*8dN=le&I{@A=}D-0brjQx&v$}&D~x_0e~zEnrR_U*f4Lw_m!#l0H=`YUmg{55?H zSx7^ZPGZrbs{$Dr9X*Qk@diIi=oZqB7ac)r{7=KzuEIn zR*7&x_rILuNDuiV`DuC`t6z$Qb+k<`fS!=*ruPe0nUc|Ba#W&9g3-%&kvlQv1st>KcXlNQtF^>A62 z@o&IY4Yv@0V{526hD>5coucj575}F@{j+c15qR#|7tki6H_C4*25=Vi#rSP6zW6E}I#h(~+QKMI zqfCDV&#ClBCevRgegws{CVfN}`fDP6L`A@3DF31Sm-3&=f2;gKcJ5|0q6xD4sRS2gF|!>DbKk3hdDRAI0wY-X>LWVAaI}qBzkU`f zf0h4Fl1s3xLgA0Wv4-dK^O;2dEBv)GzKF@+l>VcAX}_)2&(S+cH~B03YjW|dLxOrw z)*r49r29dRI+NW)O-&8F_10T3a`*`7(W3_p9y|o@y6Y}@7UM|l+O-STtzVD&iLNjR z`J;L7%|qWFl{}A`!T;+`FA4)&70eps{NCPxKUghK=Fcp3!Oh{CVAdcP^tHM0Ev`Aa zTFNH%|GHZ+BfU&rFl&(WdviW~i)&7*hn9t`(NOv!atH>WXk#{-2=sA-@bh>?A*DZ*RtY2#s7isEwkvK zBS((IyYJ3}etr8gj3z%f12MMs{P_!^sIc79UD2n%G6nw7I#c?)WBQ-;5i3@bKEl}g zn0VGz$crGpRsO@g2g0|ZGr^gIe|7!q{#W?dG5jOBi^^YA{-p9Z+9N7|4Cz@SK>swO zeMDQ>Jc11_e7`_Bc7B7as{N*n&YvwFC zc<>+`J$ejdT0aY2Fka*+l*z9C@=G^Ys*Kny+|2y^E4<&v&k+oeG(2_;^-XHF#o%_Y zbGxjm;J;p5rp-@r&0AW?Uz5nvkT&8op@IW#J<_@Xe@FhA41Qobg8I9Cf%Wcesf;PO zmfEOJ%BDT6uZYh4wKYZ`;bgbDxo`k|?Hhkh@@|M04f0Hz>-*<5VrVe?Zgl;n#r_k2 zP5J19EF0wmY#)LCnkuUrEDX{8ukep>1Mb@-`3TGSV+8;8`30{DzK<9Fzg^$|yDdB5 zp@$xZZe6>vK7!=9bWUjW=tp4J&Vty`U$^W1EBwE;@ZZF<{s`#}@z+H0tkGW+%jpod zDF31Sm-3%Ve={Gg{D^FJxBs`bz4rVlndztf?L#|VY$esSYKhrqHzsuGqA4x+;-j! zoZtAiDFd>PAYLjL{gWS{v*Z=%ugSj4C_g`a%Q%1kC_cZ5i9+@f`5a%;*!&#j^X0Ub zb^j~;Q}}P!fWkk8|F?nuS-Wl{$EzaywQTgaPxcWk%SE4&n>TMmTF&rNOlw7${)!_0 zrDuv8{hdfu!^#z6AJGZpM=S%19}%46QT~J9h0MrTIcgACV+^w?!jw4@=!cO8V+UNhdVSWj1;7%#cy|cmyzCH1!ql}{(3E;lGIaNb7LQY`T?e4jGlnu z7{zxWnF{LyjI5F4R=YCkNm2GX-@yFUAuwx52S~n%ftaTx(U)p5S=D)Nm8Xhl>SXu`d{K% zXCb{oHkpeSE=Bu@N|Ze-|DpVs@}J6o8-7FO56XWj|4ICo^54pT8yY{L@6%WQX6z$G zmMy7Bs682WP-QwfqlTbQ>4{SK)1UqX)2C0zn2-f<^{R;{(X~rAw2ycej$3^M3C6$q zW)qAVGX_SC7y%fz0RPDZHVr31v-^qC-)jo0q?bvP>r-NuY{54to2;#F*Ct%iaz<1N$=1crAdHgJ&iI#RhwLXW;y)qW2(udm(+!Xl9 zxFkaJ*P`sUnDr6pYoFs;=NbD5^i^(RC`J4Eoec=vw9y)h*Y^*eH#+NI>?2%E6twvv z9b2*wGPAzrdq?N_1%5d^k1*5a1-4PD@Xy=t`uz=`B>O?uhr)lepX_^3`s0?+U+d65 zqH}f^mfad%1p3`a`lEB_F2+8>!6#jRy8ehROYi;1{+d>PjB7ZHb!!yQx(xLZ{OuI~ zD*fTpU6NP&OX)AiZz}z%^ry-n0(pe;A1Z$%UNk-E|7Nj|xRLzblfCH=FO~+V1G?$A2DmzOgMhxIQwR5Lp{Z!MT=nM$dNGSu`%q!sl6;;M#mX% za(@4}Nj?}Q$Vr=|+|sVutBA?`q>ni7;z!W>v@#RXJ&=q5X*`KH#j-cj8Q6Mr*3R6+ zXD7L@xhGif_8gPYilTF9$4f+Oe)6?nY-9hjzb1}njj~(xwa@P{;?E!V?;pkICz~Hy z(~~Eo&5yN@C^&%eBPgD=g&l!>UhrK!_kR?>zrugSZHoUC|EDqiL;jjNckYa`Ta@2s zlMFYT?Ioy={WZme{!;iG4g723S))F}+WRb89OxsI{|I<9rN0axs`RJw-yuCS@+E9L z5i|LN;=gF%Kb5})I8OP`=<%N|E`G!h%imdk?{!Nq*VfcRettd-7%&jte)}y*oJ>GT zaS3E+XT$Vq(_uf_Ow`xcLt$YdJpRPv(7%6wm_2(osv^8WF&iq2(m+zLYx4Zk#iYp{ z+nXtb``c2C=f8$}mzL&Ml#e$#c_QO-YN?eM=1Rf&|pe`r8WJZD6fK* ztBgK^bP|geQao$4k04m9{DbuxQ~7U_D=7Uz@`c+)f9U(y^{4Ak_utLJpXR2E z&}JMar4-M*N|w{RQc9bJi>()7|Ni|jXy8D&@80|1i6@?b`STaR-GBZwJpAxOuwedt zm@{_{^y=Lke*2r>!sCxU28RwF!a+%QV6_ldjbM{t!kd^s=xm3y6=tlY5v9l}{n7b3 zenj&nrfE4At>sf`Eg3m^pf_k>n+XGJS)T5A0jr;oGTO?L9D?a%N|A41xrA${F^P7R zICN&rsLfwfa~5@T=xaaU#E)>Y+X~W0MF08Y{{5r){DBWLyQZyh0{+ehl8`z}uM~GGxS{C`~DA1o#!9TvgCR)b} z7cYf!j%ST9Nxqo}t3%&3RIl_0<8R&n3jcUtDEtq>3V|gG{}unSowG;tdU!-s&kk=VIw7o0hB#!css>gU@F(^IsjsN(y$-fMJO zm(ls{3#K9l)F=%j4QDxr0n*# z-MfB$CeJUvZKj}an{4#uoGbc>ih85Z@nDs{{{Wsx<@@uxj@bH_c-HxoNynDWYx*F^ zvo>p*&PM3|58!2-;a{e#|Ej7puztfP*0D{W{tRr~_#M(SXBkFkGXBYw_a9aKf4koQ z#toaHZ{L0xQ^)} z`-nst#j{ragZ8oVU%}c{`cvs|wD=r3J=y8d+i-TeL|eMDOa@tWC(Q6Rc^ zvU^`gAkCDLt;3crTcEJ02+o~52Ny23LLzYz4jd?eJ$v@R!Gj0k)TvW&`SN9}_mI13 zL_aSxpbsUl+RI7@cbDHLc}ZR8b{W5ipO=pDnm-)Rn${5N4N!(EG;Uo(_zZ>d35Ipz zgGu1NOR0ZwkK30_H&cB8tH@qn+JiJY^NZ}3^bzF8c~ov5?u(-w`mb^WL3{wLdrveMJ=!V53K;K4&+ z=+I&C$}4Zc=~HMUfo+Qag1t;Mf#QF%MaOrNg8rfPQi-~)N{ppbSy|6`z7pXgT@_fa zO0KW+`$)bXD$t)J`M=})cs!G*IvRuQD=VvLOjB>hxBanh>(<>ce*7fp(W8fx;r8s+ z3nov>hh4k&2fynln*T=6UtMkE4B=XeI{oM40EPemKKyt7nvmY0m?#U$UlZym{BtXk zSNenCbpW$v4eI*)_t&4iL&blJ|CRpfnEo+*j=~>>zlwhZXGp5}w`2Sp#Iq(Dd|3W2 zQhBEB~j?%l!dH<@!IW5(tAUR&bCZ}ID?qu+LulX~6U z-I#HCZnq^){1(5SI{Iziz&Dw7cVouo`CeP%#BcHIsiWU^laqSgD1OBGmR1)lq5<^} zMi*gq1#Aal^JJeyGIX(1BD+S^FEE`(b;M(Ge@X==NlN$HK77Ba7d}E_RYYliqmMw@ zEyeyN*{#I0Mp=TqpC~`SfyMFt{!x7X+Pbq)T!QheCyRYVE|7gh6|HIA{|f&y4E~dx zc=zrDFk<)!jL)78UAlCE2kw6m&ruv>xvjxxivM_T6W&(*pOXF|dzx~LyL;$R5yn$H z0{izJHR*myv916wYNOP)@1rvJKLV65C^!lQTzA;j@856pbYB7H`FfB^%L?#O1^gY;~leZB^E?%em2&wr!mFDxvDQ>SZ{{;~A2(tnmGK)k^` zdkX%;*+-y%$WGZ=uxPQhk5K+Y`7h-^mH(!55+Ym3F#1#B{}01|cZOBzPo=+=|47My zWHS6?eMB4TAw0SC56QK|eT^8L>PpK>;g5g(Bg~xnEb?N9c|_CKyF;>^CeKT^NC&<> z<)3yvu)?ovZ&Ts5N|sZdUtR~jX!h51{-V`E5N`0~$0T3m3w7dx=dsLu1Mv@JJ7MX7 zI_3>T$ACHw|Li~AOMQ8az;BZoo7#*{L*{bz89u+Wk09AC%DRlN{iA%YG4zZPeSY_h zG5!8ge12Keq>sp=HEnfl6%}V3>|p zf8fAD@b=qt;poxhivJYqwx9XpTYMS+q(Tfk$_8Tdq`1IPs4Dt^UGZA`bz_+GJ&Kz zzq}R-Bhu1*$;w^q9>)D!M}C_uKR`4e`66Ju3DhgNdTGa$`a2z+S8sR=8kcB=07kG) zg@Y4@j&SV}nO|hLQ>Nszoq29rSQ+< z6T>STxSpQyf6I3}AaB$I&<*9aoiN4^$#1)N?+$rrBe7%We)AlP{}lhx%r$$oir+MmELS6x)H$eA^fgetVW(i>y!JJ~RgPH}(!(Pi1>i|7_~# z)dl(VnZHk;J}_g(EU2k&gnIP-XU?falm3e${-^KtbJPEcla;8C_{gn))<)`z= z|DpVs@}J6o3%!|~D*qWr`AdKw^!w}gPfz|+>E9M;Zfdpqh(JE?&T8G7)3_2_6{i; z{Ho;ngS*2y{~m5hsz@pZT~ajoRZ*K?;#m{CVm^a(1Sn54zWz<#@gE|Wv3<;$4D2KK zkUUP>L?%aNTOZI%sd$>`&F}OP`Dh=3GKW#(uL*rXyLT$@N#DP&KUxd2m+V;|+KXDZo}3R)j2#C(P_ITh zi6KLW!1$*p{%rHp@9yaNpMU;ESibxts6ic$Z*!vbXY}abTLu5i6ICXjHR{{4va(?D zLK{Cqe8S%5{qJbD+XR1fex#d`PG|eBxK-sPHwU07qvXhAF^T+-BNAdYt$AiRpG1F6D_4@gCS$)w@gvI1E0SQd@*k|1Q2I;hFXFA0{>%vaQ~7_Df2jN? zn({xT|87qH+uU>kuBDX0Td94hjp{rhK4)z|Y)PCv2|auDgunjvuWu-Pi z8~pw6e}{YiZqmQs^LJaO^d5Nhkw?)!0~I12{PS%P%-kK%@3q)p*}kUTG}I;ZjNu+} znxEDI$FrvM*p`+h_(*ut*?5sJc-A44qQUuOB3XMF&bTpY9??N~ zx{0XGUx$3RoFzB1+fnGRsSqkFD4w-_HxYjRxPSjBK7VZu`fEbD+7vv;OFFikTwK#O z_OI@Lg@3`C&kXqg^@h#RyH_uc8^Qi<@C+`+k)XOQTXrB0B-}@r#fOBu6#psy?|}ZP zM}Kytv!#phzvNAs>YIRIXf4{AahvN;^;CD(#8$9lP`S2_F7I9{;}~RPKo_^$Jk5C; z<3&^4>Y+o1u#cN(o|y$jsPi!6|Mc_AGpBlfwuy)d{TIMOf*ph#JQ$+%pOG8i1pQ0? znpUnNeFVn$LHo5ui*E`{c9Rb_}IIl>P|zTxQT8hOY470vr^^yA8H& z+Ya0D+PZBUU)wO{wyjv+z7^ZI!J)&4LgUcTq2b-6-cJd22;H8t5E?U7Xy3hEGtb3; zf>&XR?Qia&CNyTK(Ef&Y%{&+X`N`)ee@)FTt$|M%(Mu2xV0z!`AjCG&@&Lh^QOjph zyM-Cl=6D6{Pr3`zHPi|3At|-l@tCjRvZwRlw#=QMWCe6qaLVLq?5``{Jx_f2E^{iFE&Bx|Dcx#WL@&XVV%KH?z7M4@=ry8oGGQ23WQ@PEgSeK78+r=fd~ z?#4ek%Dj5@>;>Z|On|+64KM7_#^mI=?`3&mWE(Cw?}``d54|53SjV%p=|T> z%#7#Q#-divhs1>b()DlX>rAJ=6XocyDLI}s)^)W075`=q{uOxc_Nw4peeg7=Y3|0w)d_)mMp;S`lWrM3LE3H|f5Q6OXamn{F5dQQE5EFHIU za=icI#f#9;*od&Pp7Ynx=E1g_5&T>IF|j`6ugTt(T-$yS8qf|JPTc6Gx`RgPh0Qv@ zc}E;S;yn6mLLQaQmN=ij7`M*gKYNa!aUtbxne=qD=dqtT_hrjmAMWGhQO=WYLdKDC zBRD^wB`1Bvl&LK1%8~dHC@+Y^^NYPpT)%%5pP$a_8XX(PL?Qc#QF%rmQE7B+27c)N z7dR(tpVELniU<75g!O;y*a`UHgT>IVe}9D0S#0w&c<>Ndy6i*rtCI-uo!}|KTZ;b_ z|EDSaQ&CX|yHFo7WU$poJo79Z$F*E5XYyl0e`NyvG57)TWd!NpTlM}E96#bC>#r#b z7A-=5O=TvYwelazf88wqN${__x)Dw$YS6DkHJm(IV=v5~s)18jm%uizKUEvFaX;!W z7xuCJ64>vQ8wbbbdONm^W!n?d59`hRG+z~7l{kO(ZJ0mx^V2(Ww5rfMO8;0|FwEO1 z{89LGv+&35DW$(u{*??@V@&@ww}`){uvFfc|Fg8(iuFZ|PbvBLX*hER{m>SnKZ9@K zf#Igk=Gc)*>VW*Y37@o=MCs6;uXEu;N3F1K5b68BXn7q+h+j?&ts&{ai#vs@n z()~wgeqSF!vRgSzUSVao^j@R<{Ei=u>GzM~^Ak^3gnrNSNymo1ZD>s&Ao~b!P4l`Y zSRmhBQd;kL#by8N^QS-jFFk$=KKt}5j&aoq*E9JjA2w__todpql$9Epm*PMAj*9)7C^ zpsf5Cz6+r{F(ueX=L@!ew-Z)>xgNf>*P7LsU;VWyuc7*Noaa8+w#N1S+T_=KjrW`U z8t(6nMSX2ua9_|)b5eaU|2kOx`C9nmb4*v`yg&Q=_0ggdVB9EY&uMM^{PNf4rdEt+Ekbyc@?WVUdA^_b6i3-KljI(n5h zEBX%XbE9tUZ}j`?{PgbFJ_7wUF}$|)TQV+_{Y$B7vvdlrWvnx>-mYm^=dE$n{RuuW z{jm+{L+8Iq#)#Pb?AwOyBl68za+2K^uMk7LO}tZuW;+x;5x;B zw8s_y^V;^-hSS%$y4$z^Poq9!*RBIFWT>%^m@zZZN5qN#$^`f$zfsl`rAmJrIzrxw z=pzU=laI(n3r+k8A2z4c{&RcG@-;r6k;hon;$+CuXA z13H5czG#gRZEMaaq-ry9)u|7~P&4=Am@ZFsSeEf6#dgy_z2_e^a3Fl}{t}L3m(v=#J@Ak9 z5i7)B6Y3+_K0<8Q6#r&2{x$gIr-wf^)u@kH_7R_%}36d)h$>(g3(V< zAKMS_=q%bhI)2 z0%KY4;_IugzJlq~rt>+&!Gi}wX=$nFx5*47!%6BU4pn#sFDre+RkkFRl1gWnng(f> zG^yDZy;d(PeZy6@B$bj%XP24=X_hpp*%rN4FDre+RkkFRl1gWnng(f>l$zN-g8Vf} zya*dd%`Dh~hXp@(;3He&&U9BA5#hwrz#-|1m8{dg=($e^JE$w}bvCeZ-2DpRj*OlKYasrt|Kz(%s`&r* z`H3j=! z=^v$kgzk}4;jhZSRQ{*(PYVy|{Hc}s`sokRKkTo`38h^ote=o-Nl|vad)F@L(zP3m zet0zO*s%lJ+S*v+ZMs~CUAuR|Q%^nxcm2=*!0z3<;nL+xUOQ*)A8*j49wC;a}e;Ee< z*RA^o?IF6Ltjp*lvhWNe<-2t53g2$ouJ}*!zoA(&i2gDDnlPTV)kn<0c-AGy(LTbR zZx84#L*E7EDA8Y0#J_wlC}#Axv5zqEBeKvB&SIyJ5V@H0AIg6r4Eq84li(l4IV&wa zh1cnn>50+`({=*e%kZL<`<}*lQk1W-X;6Pc#=`z(azEA4{g`q)8#jPa~({0JwRc9|q$xAP!$o#R*k;SYa+x88me@ot&v=-pRaR|iX%EQLFNbtlGz zS`Ce7&tf01L-NpmD|buPSL!JB@?KVkl`2z~lBCiroVr%dxRTdN>L~T{URF9wl_^U} zQt1^=T`Ol?$?GI_lzMqDE1jjvl%*u8^a`hKxDL*r$M_MxTwLImU&p+x@U56SI>qQF z+_^hG>qh$k<3ogCpV6ZVj4-LuUC_NzoZp-!x4!mKcH2JoZ?vC3?%zL(&(Aux5?s@h zt-q!m6VJMeco^QtmiE#8AA9(h3G09T*PGd8yvl!Axs&o=>Ae2Un*NyMNo3<$H4_u1!r&C;zb$Sxas)?nunfZ1 zDg9yJk-|TP|8iECx&8@-F-zjVfb2BsVSqooDoN3@ZgI)$v7t5Vcs@6DSx!*71` z8+h-%_u%BIQ(?h2md>AVfi-K^U~KDOz=x|o#IyGGp+46o4mHjjngI*0%o$e--R~Dt z_mEmi{X1|Do!`EY;Qe2_2GG*nin23;V|XE+H}*9K&(YrIHj*{kb6K>O%vz^9xu}1# zyoPKkEWbzNun#&a`?0KXP2!wUoWGXNl9!YN``SmEGbbmP<407Xyda1%6W!+*Kh@0d z$ME|{@%ckGKOr3(#%S05Z{eZnYvT?7GGYC%UHc9Ca?VD%0O}*iMuPl2qd({DZ1mT( zc^k`i6#rRTK=Hq$chZ^usi>$!AF5~{F?1NN<4!Qs+D8!VHoSX0=&wwGKlB@;O8?%f z_n$~q!^)K(qrTYKuu=SoGW6FJ@E*dODF0#JiP9hDd|Ud`U*#t&gEfsb2m2sP;F?zc zTjdYz-&*A_49ishr1Ce%cL*P%^2c=MKUfaL`r@0zzs*e-p$+BG{EtQVVflTi!DYgoQ^+M}Q8Qa9?FSZj;W%?n1g*b$83EBSBSb<-83s2-s z6R%m**W7FG?e`|4ED= zv2rEZM;Q1l{+iNt|J~~6SN@Cm!f4?ivX5A`f^=-MrqSld>e!V3HgbSW=l>P|#9RKO z-(SCfoaLW4yZ)P-FT!=}uZd*To_N}ctR-XG%->C$Hp744_1`dW{sK64+S*5W!tP6# zTH))jzef8A)JLpb0kt*NGK`l7vvCgp1T|han>B6W9-%sK{`PmLstLy89R3Mv+V?kY z;U1y744o`2yb=+&z?uV<1E^y}9T zUU}s;IDDko;wHs^ivKf*{^5Amy9;2bjUPe&no7uD6VqObe+5P>{e`eO1L*Gro*Q@e z5qJi|#Ivq2_(k~-%bVf1Wcpg^58*Y^nf@ky#0s+cLE8w5(Y|QWQbxww|L8X={?82jZ+J#s|525{HlaR3;zzWX!230x93Hb|AMxM+{cDW9 zG#7DaIb6AV6)s=B0#~kFfvcD{H@CprwQJ!Qzr2&|ZhTgOWo@>O z=_a9f8G6dVJu?Q`NZ2t%W+y)HA~t_*ozX`~>|b-1yb$#fHlB6FpFi&3 zKZ?&^D>}BxX!C>qZ77~K*++2v2+K?9{zn+6@Gm3af5quK*uHHaj2Jl*?IJouXS9>J z|NaMH-@e0W$5yBKk8!@m--`bO+9i$YAC70u{+fpJ`CF%tK>v{>*NF@L6-E5(zFiux zzgvy}+1I{3OP-DPKIE^7WVc2}iLi-z734LP{@{0UtKUEKfcD+SasB-i&(CXmm5I?# ze#jOrM*9fz*ChCs*R=BA?tSR`vui`;FTs9P`IE@k{Ik3Y|CRsFB>6)##tXP6!gEjh z9+vK#24CL(&E`$;>tFvG-gx5;*uQ^2R99DdPuBV7Ehc+g)8e{t3K0;!&hxqEu!#}(y zmHt)wpVn~%@K2`Ef4ct+%uHwa&%X`NWs40TmE$UZC4WtA>Tc8_RVBcf^D*A7|vlo*1uAJ!8K^#&|uHqH8AgP^^;6jk=zRVN`c35uD$| z{w3LMzLnkP@mcc9$_6LTi}LfE^%CFjAI0Y<`v~#ZM0^zcAS)Z%5`>)Zfi$36w)$4`U}8@51o%~=Pd75~wimP_$}y3;=t%ZKAxv%jWn z)JM#MlH=&F$-$&}&|jGXe++z4`a95Zi@wb0yiNQF@wK0YvRl$eR4D%;`&s#~jN?Cp z80}e*jpuq6En0$Wy2|3&@cLK!Lue05mHtR~`h(%Pz$WE?c+JL9{-yMn(An{nf8Ol( zZ)qWaO%l*LS^l0RiFd{8uxHO6=+UD`=<4p3{d|ue-NBT5n*QB``zDNk+QqL3^b#WT zcM~T4u%Mn|X>Z=V85S;F2=Bb}4yU9mITebreI35PcmYnFD1}cy{S@ZUn-A~3_a6Fe zTnPpH_rdv=^E|#ke{)MS96EFmR;^kEbLP(B{-1yL1spwk6zxgcI*VVSGkVqt8?N{qy-n@DEd)|d*%a*~89Xp@}=e?fv{pe`8Nm#sa5i~TAY`+a!TU+56 z>Ji?2^G%eQ<-mXe12|6Q@L|KzAHx*byJt7Xac<#xXzbQYmtp(%?I@FY35FscHvq?_ zxR#?vje>vv^PhOWtOPD$ANpO_@M=MQ2F324l0OB84I5_0@6#9Z^77#Q_dkHr(o%W| z{ztyCs;a8sv(G+*(GQPCTah6!pnpFYFmNC|^w0yWFR7@k!siQ~xvZ=dKKS4Rc<{jo zVbGvK(6?V-Ob5fHNfTlHhOc>kzduhD+-_$!NpiK6DZPIE8nmE&gweSREl;UW7twhQ zDwAwEiO%J7zvjNc-pI(H3o^Dj`$26~FEJ{jIDcL3IgV#d{y+FEIs0oev47+6 z{Bi&OQG9;3k0>D@WazI+>?2UeM*0Zd{{f669yW^KKZ@|by1Ef|?ka%ipMQztSnt_$ z5NMqT`gg^DivKf*{$cwFT+b5EdIs4?P&{id_OH?((WgJ7f`3RKv0^3ZBS>~j_7Tg# zoh4WP!{I5VzcPpZI*Gamif5gjoyE5EW=;F?Bb5JE`YTw^N`GYz{UthpsNi3E9$kOB z{(dU?Z!_9Qw1v$hNHXnY*di7uIlcSWE^8|Iuh+)o1OvF+O$IxL`X)8oVsN|H8M9X| zUxuYim!NFEAM{80{35h3*oHcU58hu0!$%Bf`Pdg1lknD?Z^3VW`&)S8 ziLvnEhpSNT{|QXZp9**W>Q^XFo5C?LXiBmbId$q3kWM2jD+?w}mM~eDMWzp?I0uo#8#ScUZS>9lVRS9sl^pKRAXawNuP*`q$QW9cIsd6MFXQi9WCf z!s^vuz}M@)hFLRbLf5Wcpli2oc;2lD-^Ug6I=$EQW8Xi;HE(Gle@%k>kWb??p#pUD8{7;;$M!SeN@f^Z%7%?ITaraz2KhS7ta0{0d|0({rG!oG~=}iAnjP_lqj~Fso z;#ogu^%3V{MSo=q{D~_4d#m0*+efVU2E|2;G|o`FS+7sJ5*17P$cqakrJ0iS*T8TTDNY$zN-JBg-q=kRKRBS((F z9>NKZljpjytiz&X6<+i$;xi4!Nm-GBNM?B2bH z?Jg3D1p0~k7yRk&yZOFTr%tl1MKg}SZv8rV@Sz9c{s-=78;Pq|F2k|HLe?c@{UeKQ zDk>`~*uJ3x({*dtp)a3*z;n+%hiB=F;WFx6C>@nI3LZk+i1q8&LsL^ToNsP{MB*g- zZlZbTqCcsVs6#RT{{8oV4Rs&qQ9tF&!`tVH<`3jb27Za11l8L-_NgPfP%d1@#J5v_ zUdtk%vgh;yI>TG{7AAy$LuSrzeA|?9d{pA4a&tzR_z@HILs_mAT9 zo0uqMACV7Pw5HkS=P1UrMty|te}#Vn`>lK+-S>Yr>KzUrItC9s@F42?yFxeA^^Y0z zIL1gR2eO+mcqlXRPZZ$~J(JQO9?iw{Qked#sH}%wyHOv3@guTPemevGH617Wh+5&3 zDaAES_bUBibxZV4JGylL-%k3UeeI(@!q`Vp>|e5vsIYLr+Y3s6DE*Nk^oP?&pdVj? z(MBIZI<{0WNa4@zgg=Zc5w-}@}U%b=`E0(W-PtXpb z2xa`izw5B(t2HnT{VetG*B|BiMeyeA+0X~$X}|o+D=5!zvR$upe(lLfV zf45}|$BK~OQeRgOGiFSOzJ2<@=V6jQ`8EJvdF4wPqHY;+AAx7wBIoFML5YY!3V91Pz} z_Zr-7_O&mYl6pxQ*GFvr8uZshaxIP@fwJ3CXdfZ*BjmXyjpFmuvjxu=)=fygr271s zvHwV>Rf7KYc}-&+zEPx)C^%~TH8Cupy{`M8V5qMD^xywSkDb7?4U5q?;{f)XKr*kv zgNI;@r{z#gGF<$QivJA$rn3f$|AjZfwT<*qI?_KC6~;bdFzO>nXDsoo>+8;$_3Ytg z#lL24EB%qa^oPW=&O&;FY%&)uTnY(1OP;R#Pw5|}|9*)6D@Pw>E73lJ;IpxhKph*$ zk5K+w;fn85zf>$@MAA zQfbq0;!R@4yw=u+vaWhKbLI?OxOkD{EnI571gFu?;N5rMMPEsM+2<13KunuD9cB8c z6ZrgdxNza38|%`gOHfu;hHZUe+_)#9pr8QGo^9lNDYnDcs1uN1MH#YJARCE0@4ORU zMEylkQ4wrG9Yjym2|W7fqj2!R!O(+KOozAMej9rA>V;e#r73^ z15bi+D=^N*lTVI?k!bU=5OpDE&z*&TzWOTKZ}fq;-+DU~QvwTc@Zdq7w-?%X(C-L- zZ0KjSuXhh+``P)8zb0!RLF*o64u(e!_->*P_!2)%9zRQZvw)`+-VRf1^JMOou?($c z#-hBTTU{El`D;;jTg>_h^tI3Ntn-Y01fM03{_``B&ub^1-#?1aFZK~GCJNg8kd7_c z2bu1F+TU~$Ow{%7pRY(K_`h}QZagdSDB4AIXBeH0GOzAEdgA$jCt&xk1NQqV{xjc9 z@U@5Y75}Fl{loFBcOJm=FT+^Y6~wbnrqASi+B9PHm%`s@;Gf_uIr`d1`7On>F0;OE zl>hKxG1D4?tCapo=l!23uSR`@#Avtn5oH)ZLiul%KZJM&A7=}`_V&EeUuj2w1^i7k z@Gn0Ptx1*tIeyT|Jazy5pZ8z0*hg3ywG&ml49cuM-GeXbmM)U|ZITb#f}FHT$}R1h zy^0^0{|ed`kUyoPsC#(-{rA!D^9YXT@a30Z!ofp_Q1(9#V=oNA7}eWQ=6^}1Mcafn z_Qgc8q#r~d4I4LZM86ExaNm9Rv0h;3&Yh;OH~-$fd*QeL@Bg9Srirj`|9B!6l?{PnMYV|$9^b}9#NF~}wNlle)1@;%10K69o8uV%c? zn>^A*T!%V(N*io_1NCdfvaN6Q+8X^nZaljGJWxL~hrOT5biUB9kJ$Y6_2=ODi3H^5 zPiNn^{wbHC<^5wgD@iIuDeT4GgDt}-(iQsCLzc8H7B>GGFUy=1igZ@zd zFQ74g3jUwu&nA9^C$IM8@5!=jPrz-OyxYQk+c&hY3E#mb?Bqq6Xx|}u5G>c$)WC-y zeF%U5+uz}T{^u@?3!Q~_>CZq@a})Y|L(yKH^ar8?pn*yLPI03L4<3xZ&vRk* zm#dLiD}{URy9Xv=oQQqsiz)fv{(bx5?myqnwimm1?}jyBu7N-N{`c_w3(v!e6DPdx z=7%m>vV_Nfa_o~(TUQ4!zx*-`8Z-!Ad;K-GxA1O&OP4Rf%P+kQ0|yU;f4=fhj3r&i zzkS&7VX%Dpa?{m&{^Q4w!^~%9!XN+lf8i_iI~D%tb+irbYm)E4_i?!mTG0;V@};Zz zuCAC1V`ZB>*0o}u%eEcMm#LrYLw%|3GS|^K)J|!ujF;SB?xhsRi{kvP7cZk<{c4y# zeFpPVdH3hR@#AIaAM5+z-9`BMr)#J`!a{^-5mO8UQ{{w({xCD=^Ys+Aw2pR~q+hUPV`{D<;inZtiJ zG~k;4d^N9UvYlVCa+O)r$?%!@YNbDv{$PBq^j945pYDH=HR}40;`%4~^ELeM2mhfk zJ0#D(k1<| zlYZgFmtSIi#OtrUja(puZ-xk9g(fS6F}X%B!T0sD;Pyw-Yb9eA#l-)%<$w zejVl6C)l3ie@P$lRgyl!&QIM<)~g6AL-Sw5F|S^^hI$g*>-b(MrHj@G@fDYBnd^{N zx=i(6-DP{v6{;gXgxfGiIHy-|9ITUZu|4RAW1(J%`&}|)Ms0qw%ON=c#Q`Bcie$H? zC(1B>_yv4V(SLq=#yEffC_aBH@yp{C-nKNhMi!W9~b{5&MWy7jfAEB*JqrtVxfAD(<_BFxk zTl@Zn-@Bsl|CYi3#ztJzt5=)&5m~gRKZN=-c1()Uck%0T| zy%)wmJ)Zj~zZkNa`28RL0OQAxXZwk-)~9>&|C-Ub+@g~S$)3_&}f+46&Av+8CC(mDu{-LJLmE?ofw2VgvFJf}!-ddT2m zu8N+6R&&yVJ)RiQQQ^A|1g;=cse(fbg1Cv{Q| zy(?KuKg0U3!8QHKCttWVy?hz2=}KJF^u2zD`EU30>-=>dOQ zTj`8GO1MSHEop~B>=YeRRPpUx?=`xt%cPt(XifDauoZvrRU0$n!i5WP?P^=7V|jTw z{Oe!;f;;}>KVj*T#TcXV5$NB)KWzGDlZ_u?W*}cpwY9a}Mm7}Nw{Pcic9+iVC+WNI zz6*^@`imVqw!{D2br+urCf&z|4I3cqzJFkxhe>ek*s)N5dboM-&4qsb`oXi$K8xpg z8t`|$gZ2(XVLF~ECjEmvE2UJ<&(DWpBZkAAIdi!GwCU4XKC)oJ0z0s)5qSA zajY9$oNA1_#PMECos3I$G>()xAHn%K_HR)+`r4n0=M=NhKiDXaXHD@YFml9fFNOcXepUFN8vZkFD!c@yai;&8 zn=e8e=_6A9L%RvD$;-OlQYR@jNM2Icxn0KZ;pe4e>iJ0*(Rk(zZ1{Qu#;ZPz=k=T2 zoOI`z#zs7E@Cp3K9e2Q+Z@qBin;v}dL0G-|i_r65Xl;e{>(|47{nvlN+c<7{SvhRowhacMzo)$W?`L05G`KuT z+qLWP>Z`A@|A%?==0Q_a6D(V{41Gi8!k9@=D~|v0!w*AV-YB%$T!k^Z z&%!(JybC>h^uRdSZ?yBOMX@Y$FzyA#m)O2zhZ{@gm((@1%lJL6vp#}!#SYIS?k5-` zFuo4sDM=gEH6RWo`l=rF2R_{-d2X|KQtp$zNB4$ki-rJh1%0D4zsPP$A3<^W=q&kx z14p5)k5PRTcG+UeNrn%4bKFfM?ZvIYn~>iSPl z_L`TgU^s2Rq0%2p ze`Esv#cLYr^Y?S z`UR@niZ&Yk`}br2P!wxheoO16R{RZX;GTQ$f$7txqo0%_*XADZM`lQW!ukk4$Byt8 z^$$iDVfj`*2WazT!$2^EQmV(Z(8Rwno)Y^8?k{ba`m#Cc!}l9GhvO+CIKRp3S-ftDZ;Z+JkK*&!)}4i7JZl@+N8|$8M^w?8 zrf;kJ-@XS~_mbLmuj@bU_CMJ{?A>z+UVP~lj6d}z6zo5OHj`()^{n{M@DH?x75}F@ z{X_PbyLMXp2$bJG^UN&PN7TtVQ^mhZe`OH;>FguWKV+xuELgPI+D9n=fjCO}uT11W z6NzfpvC%m-(z7jExD?9JK0^6#l|QKb1?fzoRhXYt`djI5%Rejs5jpuQ>m%Aw4-t}G zhfAR*EVOII3cs$sO@-GgSx%GZrJ1Bd@~lC*4gDrj4C`^@#<8AZCh8CNU|fgtL^<0i zy#4k&7{7Wb`$;Om7}lFMZG;IJzacw28x}8G4EqcA!y$}a`O!xoLO=B5l$V#s@u1t< zFmBS7ORy1rFpWZaF~y)DeFnv8pjg;*=DZ6d{y%$f<6dWV-HHBdoj!M_LJeTan6&5v z+j2rWoe=Y38zb39wnHFv?#wjPKuD%7*d#Vh>FwP1-s$rIP0|mWB-ms^uuWqdOR_E5 z1T0Y?_Zi#o{r%R*-upf0NR~WAdXLWH;dp=Vt+UVCd#}BId#$y33;a2Zh;1g?dzyof zhyVMp|9kb@@PWPSv0dWd`qZg2)z6@}@%67i4PVwH)%f^s?5S5O_J8T(rRv$|o~wQb zHlDr;pA$d$;SYf&yi@()2R{&B+~l#Jhpnc|moKCK4ZP2q6Prv!z(|I3V+Yv z{LSA8M)7a|-M_2;pTGHA_`k|H%k9p;*lU74XgvdY4ixe;dvnA*zFAQDs=alm{G7TI zyxXGQoZJnxE#D|zEwN9wWnDX45(eS@qwabfKj}w|1CIb5j%_6#@pd)s`Vs5=`#ZhJ z@7{yI|9brXPSeCA`bg7;u}x3&J$bBu*$ZR;>#F^K?#hR--FyY_2Ht>e#-C>WHQ%4( z{EPFyi};@@;1O@UQRqiZLOi1yH6?flF$4Db%pW}iztm5PAM1x6dPuMXpMvYx{}<#O$MAPQRBeDArpF(D zy!xYOo~b4tAFl>C4vKEX8*jV;ot5kpC4IiUzzPvy}pI{HI5J{2&{b%W3Z#Xpfdf?LuHvr}^2iwDf89=U_@{4;d>t8i& z!q1HyvS0F9)<4>@FW#vXr*Ix@eU0z3+lh%iqGvt^J6k8k*8bI=`2M~A`>)6EKRfp! zuv+zrB04|r69w|zSpWIXkbisT_2&MU=ODg+FP?w#`}=;dy7Vvl5$-<%Z*Qp|@$Q-T zz{7oLd|q$xUqOFsLw|YRKb!H-zc+*X*Z1WeIp6gN9$~ijeXO{D#Qm$A_|NxXgY0Eu zY}EOIkDnI>kC@i|Iqu&fe+coJHOBtd`0xNvSJ&9SX`U>L(n7t)?fRe6kuC+*tkAZ~azv7w`q@Lj2v|{SV0W zZ=}AcpYXST`?u8tUwWYG`<=e(cYf#J!T;)5b?DGx`1YHt|9wbZ0LJjr;g>|u;@|w% zzY!Zd4?VQK`oI4AuSNFHIr8uSzko5EKYu}dJlqGnP`~}#zYQBu{em^nC-x_>yHx)7 z$;Y2SzXEoifF%qJ48rEpzlAQxCc#opojN5xx6AMUDeOG`{ont6wPVMlQuqIWE(U!@ z{K=pENi{PyU2*(!Udpi;Z!2rb@TB{*77Uj70x<%?3mhXLHevS)KNqZy>O>T6h(~yt zw_)1yGr!mg)3CgCG=9P(U~8W|C-rX>j{sig^OM5$_xFZ*X&-$DP2?*Fuj#68kKml?mT>A95uK_&T2L!L_do3lEXFJIHP z-Uj8~KDA+){|?0B{dUv=ryB-phQCF`F~abHx6m{1@?vW56Ru=+ByX z!~y6>z~@hX57Ha_*LpmEK~A3@n|UmxC*zhM3&V*Shc5c?nYJ)D!>wErtj zm;NKvUQ_xlP1iWi|KNXu|I_tNIZ`j4fARar?=QUUI;DU5v!>WyWYR8}ZWU-ty0x%O zmvL*{AT7-W))hRHJ`k&ESS@D2R;1l}&_pgeMz%*p@)D^gLWv=?ykFwut_HzTa zkN)*vKY|QmwwjuruBNA_;HUC(wE$n(*9%<)cVJDu2l}?YcniHcheI?#J<0A$46ow8pf-#B{);xum%iDb+KP0!i~kMlW&AnF z%TAv@EB+&BCsgz!AiGVr_SgCM@Acn*J$`?|*x)~cIzNa6%Aq23L#uG8?nOCKfNJ2ek!=3Bb8Oxm#g6zk*f9KRM@m}DU)v0&*x2*p7`uEhoKkcRyf5~U8p1E=UW?m%EP4FMi zf4TpNk>OG7(S3OH@>QW}(U0gM{%bv+zkV-m=grqI{l90n_DRd+Ip{y)+&O(q9_v59 z8}s!qG!pl(M&CcxUehb8^8<`c^&=?9p!^-bY23d<{t)sPSr2)S5B|3o&;R)S{fu9q z^gn;?W7z3w5lo8&+oaaDGUgR^C2IBRC047bTed4C zX=36Dp(&=v$M+U_du9J*KI`lmM~MBD@o}`{N6QeGzF1~;C#)Z7Ta3d#Fox8VHXKvO zW#4Ntey8vMgwh@7EzM#lLY{Kpdfm)mO^86FmS7x9QQXP_S;JV)>F zU!C@!#AgQoCA@w&@ZYr8bo6EVkLa)ZY1`(I+S=!yDEngEKlI)f_pgHI=*)jKW&NLr zy|JT5)n1eMvxZL;$JpZj?fxWjR)zc_f5e}4@w~n+|F2B^ zukvd7SLD~oU%`L1CbdL+CvC;dDA9$s3hjNg=G2O-gu1#MUcInT@44rm>IwKFzI5?d@I|a=rJomTwfm3X15Q|TgwUJJ!BzRr>OkN61on!uy+Jz4VO4!_lUW|VJS z8Mn0SQlOr`dpB%B^6Pc{?8)nsJZ($A>u`K|OHMoj?{q0M+v@%!ATQ{J@9+9Hz54sF z$L~*@|BA7x&d=6uUr;<^Mlm+sKVtn0&D$Os^lxVa?s3E;e)^N2RXcX>s=oNe2db@G z$MD$-J)5y=4B-|@BM&&2l#QXx>#&}DP`-uj#;Pr-H|A}amV9etb+kR}Y8$rQV*PB{ zvb7o+9j-oi=jX6T_rWLCpkO8W@A%D*pT1j%@BbhE!9y0$C(2sZ*`Vq6P6M#Cwf2@E0bG`5%D!ZkvePYzKZG*Su zXU(=v?0>QUwd{YbXJixkuXC`)DEbk6Gl91k)cH9N8)R|+HW^mPA42{j>$>Hf4*pl^ z!tR#A|A+js+vTtG3vREeE|phty~?TOUyZsHKZT2Ar}A4xYVDb5%do6ke(rUV>|Eg% zv08g3+A?}){F~S5KjPPR_T_u3U+FVr_nmS6P4{De!e z58jPyZ{PL&Sr6lvcm&_$`djj8liiX}UeDh@-G_Vh_g|0SpE9jecx$_d7#rT3lcv>2 zdtK)z)<5<>r+W{%-g{{OTkQK^f=>j>n11%NQ`N~g->%+#^B2{L6K~7s%@aSj5NVWo z{t5WqkvMd5-n971lVy25evMv{5NeZ_V>oI6V-qJ>;F;x{_o!>dKbHQ@2-CE zgMX@i`X>I4qTO$5{H4DCJMd>QH8p2vbDX~-R|@{)mi!m(HN8>d5zw)ry(YH<(kuMe zV*5{g|IDv<1OMr7$wd#YzaMYOzbmraxPRo|(Pi!)2LIJ;{wvWm^**7$DgGmXQ8-S# z9`3)f|JwQt{y)i=;{MY+@~>F`vHpc0xyAlBf9+HFvvwi8hVrjxQJ!DMTjl%i-vM=& zs@B@9-fbr=q-e2J$1%Q6)MqgNq8|Z!O(os5^0Iz^W2j~Mji#50o+-+?2Wg(`S0G*J z$EGsKHOu_am4L4 z0gn*<2({NlIYit);{Mfb_s{pBA4+>os`En|WWdx2Em@QnQLkIivXp0f=#^8b1zzl7OR*)3(jw}0>sgla zOb@+s3bnwCJ!G-yN6=oA+iNsGTC(pOK0#WijV9_xYurP;-NgG%zUSoIQQm`V?>&(x z?>#SSK4q3(SL?m6Z(rdHcjltKXSKRgZf{+sZ@hoKi1(}-_mKUeo!4vF__X8v^Piuo z#>dA+c1xS(Kl$-n)j9B@z3~0@JL0|X3V#2~v%e~MFsHM{=}-KMIh|7eo$lB9km~yv{v)8*M%y;A|1@v^Y30F#|7+*}ROjav;W@-! z(;=nlD=WNz2mJ^AH;w;@^`B)AoQv51+V{WUzepp&f0F+bdre6wog#I7!m~Y0vhDVW zR$07adr50fPN$ehJZv8}ne+G{fX2+Cdj4Lk4Fe4pTVY=nB3B_0hP0Cg_|i?{&$)^EWM_*-wijqn%M z&)#|m@n7f%X~s`7k8w*&U9Te{+FDxbGLARbQlFuf{Y=7l>SG}9q~temeA*}f;Sc}0 zdgRd^Vw?Q_&G%P-_jj*XKl#bY^qus(tViO*Z1yIas-DH{_V6V$&7 z`jtB_=+pTk@pr<$_>uhl&P3@ur&mJ%y*NJCJm1=iy(ZXBpuHxwK?ePZnE#-^E?a-J z%XIv>=|_N`Cnuj&JOXrntMjiH*T1|=u=78@f5yw3bpEKlCit^9JVJDS-i3aI>tUwQ z`MWs(60fiV{x|4|B2r}=HF>xrTf3)5!Csi zy(ZI-5P#Nsw~qUd-Pe|oKlt1;T)KN$Ne|fpPzSe|8f3U!&doc>_4B) z`9D8z`Vo+5C&_e*Br&%|ynta5FQVSUvo!4~54~1BOr;V@siKnSF)ZRm)GK?Irak4M z*Q$r9R3a%=RPsEAMZAc5WzW*Ir#$pp^)Qu6B&CWiC;CZ>|Og28Hju^Ugb~`|saeZQbhM zL+5NgfB*cO@%L^2wEq5o^;dsWy?5b~;s&>%KRq{DNhjkb-U|Mv&fhJ$bb1q zu?x1n9s2LZ@x@-#8TgMFH+xN3hxBJny(hUB#QX>SbFf5!fQ>-}H%vEaYSe=jV+f5dglsXNH3C96YzU5wqSWzk>f_BY)RHCoqdAd%7% zNvW1mbFy;{&-F0ZXDr6|dCBvC<3?32%zp}5BIUR$vsL{vl{0W}kutf*S{~x0qp7Lc z>b2K?2zmPe?g{|nit87Ky$OxS}zpAz+MczO< zHa}2Tc~@|rpE4Q99dC#JdvSdCAEEY|?huTLc!c<9ZTJqlfaKCnWckI6^FIb!Xk9H!D zgQjVNjIyo+hOu$)=5H0}U!4El#Q&T>e@SfZ`<;OPBhErU!uO)se`5dbw)5xQdo!7) zap!%3IzRAn&2wY9_wS&8=RJb{yN&+4>HJwt{uS#l)?cQ9xc}Vl{crx-C)IVxq2)gj zQM;VF$g<)VpulsN481ppA3RKryh6&TM{30>ks|fV9a3J?$MrB(^$IDY9;p?lM2gfa zcSw0nAJ@ZF)hncodZbpI5-C!z+#%&PeOwPyRj+^ywb%5i%FIl@kYo*fA4>j6@?F;8 zY2Xpl#3O!Wc*Gsmop*1l?%uSuy6f}Xs=M#qR^7Gf3)Nlsjv>@E^Z40-d<}E{1}l?x zMf`5G)v_^ZBkjE0#$jI0$C!;ApMSr8hu-}D#cy5y{-BpT2Yz4ux&dQ4eE3MdYubww- zpjUf{eXv0Wj7@0T&bv7O6qkwfzbp73_5JI%ZSF|+nqvPoem3^sM(w}L;eV(f z@$!+sOmFHA(Vw+pY;phaa|&VbUyI6LV*iW%&*c{(|L}WB+`pG|{>VM9A^h+B{3q2- z`m?tGa?EpbsAcsUwY)ZAcW&D`miv+z{>eG*Ewrp&qm~!rw@=!VIe9J_qn^zC0_-)J zoFU6@!3#j%pu7=fF^psXxA&s7MLbRYh*wQN0q@1t0V=#1MJX?}O}5^GBqAZ=1(m>+y&2 zHxBV5-@W&~|5EdR-yi;$YUBOzuK_HAdNhZiAK`rYt>{nWVxse4bZR(+oY9CUxfy8N z^D>4@oe1T3o&RV3mC%1Ljz2s1VRcIUN9>W`YYeu>PM&;6{8_7>W}fSqf18V-zs9aV z`j0qf{v){mP6jSz3h`6K?U->743LerwZl5w>-|M>eE zAAmiY^c?4Zab`7S|2vO&<42EDb_*S7+%x1YIc)96{?p9;$9Zk}eVq4UDEnjVKb#-p z5l2YVVjBSVnt(@~r%#kZMilp-rR5K?{$u?&k^hSQPxt!R|1l47{^dDXWhlvvE7~Ph4tY;n&J5miK9_BkJ|1 z^_2J|%R`#>nqGZf^&@B(VBo$71sfQBF5N{v7E))jX7Mmb%De-In^B zy`J}n(DOF4f23tB$w$1*i}Bm$Q-6nM&Hw23Z&jPNOsHKh&=B<_9FMpa{V7JKdp^%T z=j8=ABfWy29c!T6K|ZBj5tJ)Wt2kRtp0o`5@5S+FXFsS;LqB5AIQ&Pzz773xe% zN5uSto`U|mV*Sm)2h#ClCt=%WMD`%@A7OYz>_1DN|Gl{XB|Ka9I+vH!W!Y=J|A{|q zvDXBe2F8|XTKq@wO`-j+asI{m&-*gcZKh4~K z)_VWzhVg}_UsfOO#Mxdv1pNrwYii*7lfTJ$`*e0R`26dJ-(Ti5&fhqHyWsqd^-mtj z`JycU4F2P@;Xmf#FW`m?uM6paUAnCWHFdg2#&b^|)6%8ucwL|ATw7u}nJSi9Wjs|#5iMQ1PO5A;2K-0}9zp*R zxKpP!XKN2>k>}byCCPS0rn?|`#OtuvG${Tf`l`X92dkm&&sCcrh0J@$pI4&{A0gII zet;<;EoHZ+t#y%>dgzONXdBdf^o3fV+6VCr)IpmVAM@2E^FR8~^VO!U6YAFu zZ-oSpaK8K&^p|*dsi)_JV-g9AXr*b=x#;?k#;++qguL6K|6Uwl>@`7NJ2A0O+UG!A1z@Bj(@sPVAYoUk3fv?%1S}CapigBVey-2=&5l2-J(dlyAN!hOcQ_~Q4{ zn-%#Rg8u`r5&Lgb_FtjNTkwD9pdWGc==YPI+83xFakh>}PzDzK2Y8G{xhZBSMN_1lFvJ(jr~il>)kh!EUK9CQ-(&o~s%gKo>H32&K&f}Fnz{gcP1KLr zFaW-)A9%!raLht+4d_8g zJ?clO+?}Cf6y6v5iSY%W(K&7I{Es~Jt?J$}=tqbz@_y5gxTt)%(c@zDmoRI*@1u-U z@CD&r5l?bp%~zgM=~?Mm`Oo|D>g$ zKRrjfWc^LS_wO6PBZh~E#U6;tZr`hB%?=Ouir9aQ@07b}KL2}h|Kl0s{7+NAKYjU# zKWp)c0w3-B4_0U1rB9UdcZ~CoYdg;W=JP-5Kf-P8_rYEh@rdcn2O))eP& z^UvS7|CD@l^ZEa7+kY1pXs^i~TC3VaKT4dchS+C)^ftA+^k+5{TnntZ+ zs#iqvfGx3l%NV~lAFT;XU%y_dy(Z(6y!4HN`KY^(2p2~ zeniF%3XCD)1H=v-O91Zh2r&qLSeJSbWoY%7zr*ucCx2XLf_Y_}{ftUqhH=FBY2KPN z|HIqA4gH8cVpoE;fe#;UefzdJ{i!@5pB4H22J?7sFtql@A2Ltu5HL;q$fR$lajD-z z=U&!<{(Eu!nm=pc5pJ((X6CBRxBnh7|3QDvUw>0ml-r$= zkMl3izb2o5g4de-P3$!#{}DAobs^!e=V$4Djun+PT5pnyTeCf_Vfk-rf{54hu00*& z`%ILxCGkZHTC+XP@aD}M)dKV*^v$2{Yr5B!d=cMkFiqKRUgv^GnEwdAmEK7I5rRi3 z2H<)PiVG-)z&zpxl!<$&Sc2gO32Uh14;fp~c1f4QY&o%yZ0{+?m-(={Z1Vh%LO(+7 zHIXkb{YTuI{)A3VmzVKuZ%i==$Mx&yw7xxJ8S~vn^6k)nFODzz5ogY+y(ZU>IQff; zctp&<@1H?`vL20hZu0t@fquksvDY*z`%kuQ^I^gNcRv4mas8L)e|&%5lYPxM=ll`< z2+;J1=tsauJM|+H#un$Fp8IkBcMJcczJG~FkVm9`#CNOomb`)M&)>iV|EYUplh6OP z;{V?R_CSBu{r!FN4nk?VwAU2(AK@>AhYbF!ll&$4uV(UJvH!>YmuoZ5|K*+k^U#mD zURRHxWIBnrU1y;t`On2xQ#0h>qD=b99i%=rf{L}eEyb41&5O!yQO%Hli?SFWlaVK| zWrA5&&!S)Rg$3Gc%J*t{GcG!#1y6+c3tLHs zB_y2$;seaXhk1q}I9@^7dHJCa2;vPcM;Cie^jR(SGLGTc#{JZ>NVo*Yi1B4UyI}rD z;6LIX_>UkK;dsPZv7_odsL^Ey`s2ATI0E0$q%zFF{Tr zZ*pRM<$>$-@AjJZOzaUGZK59mdrdPJui73G^B?qQ=Z37ca=kTg{qZgNF|pUgx8!PT z|Fpa%r@Yd>2hYaXf7;If*ngXO{!C9P#x^|UH2tLE5y05u{EPFy%lIGlXYIE36^}Si zdriUr1^-K0?n3@wXc~Bg-+Nw!|A=$qqdo2)asT4|H140lf5-j9Wi)aBYL~yR7ygI- zBPfUV|FZZx=XqHQ+ltBzLoUj!qG8HzkC=Qs6{J>ek+v#jMvO1BQBFykzyeiD4W5_XRGI^T_jMxsu9nuT>Y4y`~M~k9d&!5%eEHY#?C{jvpY;<>QVQ5MMx^ z*bg$SA=zs}`;1orZ;&>s_n>x}Tu*}7g^j`fee4)tFrKW3(#-iE+5UWW@7D3em$%t# z5_;@Re;G$GogL8V9B~Q%pe=DT))OpEXqd7^p7Z4ST+UdW`!XJBz5K-ZzW!;i>GWyp zN9>U`FaE4gz72oYz$0S*gZ_N&89vzb^*23r1^y%6RC`T=N0e{LeGiEB@9UrYqM!e< z|2lm%>-?FXxl$c}ctmc z0*|OVwBPy8pH)Bq`RShd{_?x8;P;=Jo=sSK)6ZX?EBqVl{I>6_9yj77QQBCvTqNJAcd=I^+9BN5fp5iIu zwTldiYMTERCAF02d+0soP)o}46i*SaU1Ug9)BLw6sii!he$7=s0{f%LkaV9EK9=^q zaAvw47Rq|XZ!lM{^FaO^e9z0YLKLDQt&EHl%4kI-|GpUYQH|GhXqWm;!W5s%m_Yku1p{aL@Q_L?xSDz}XJ z=l&S<*ZlQ21^o!xYZ@Mgy(aM=@ubLZDI?_imi@xcyVmos7uSDz{>S%k=J_+7Y>gAXJ3ZGZ1zj*mC ztD{KM#{6F#Wj^9a{{_n-$INMzS^6(f=VhsDOW%n_wU$$|M&Obwfg;iTn|^9{(M{yWBj=PuT=gQ`%mmYpN0HQ^&?!C?V(Gk z3mJCK(n>dTMvA3~_hVsee#f+DT38Q?Kg9d=`bAOBs{aA4`5n`qX<ZF1JfyCKVGwnDL&PgG?oh)qT<3!2hurJ5*xKhFVYDoJ2-Ch__!+5nV*hEGC*c*izxsZQQ0CIpoHxdO zK4bs&vt%Xwm$zx9KcQ*(XdfZQW;V#qm<_VDN5}j(g8uY8JzMRCj9uPJL*}kBO6US$ zKXQ96686E?yvZ+Jj@een%I|=mT*~gXzW3#6^ecXJy*~^2Ry)S;`uX3v^RepGJLjs) zm)!?a?7vMrf6kw~1U$lhw3~he?bNQ|{=L}#ulYP*{k)CeziGdJ@IR!@;Qy2#3;x&l zve^IpZs~h=akpBh_s@CPk623nUSJQUpua_eUlygf*J&5%rz-kxKUcJZA|uAnlU2lg zhCD2aQZ$$4SSqxLl;9uY5g#T05!@GzhjH3BnT-4UmAfx_Cgc;3pnk*#!y`5heMS6P zyWa=J8w%Y8#|s>DFf1Y4WpaEXV-ML!wc-u(-khR$s&|3yyz6|=~8K!SNm1gDbF7mQ`#`zt?v0bj{JU?hS*X6#yGWzeu@h{U}6Z~0^ zk7xae6DQ$6g8r;+@5pl+^RN77(4V}cXyE$G`Vq9X-&ZAn)}ZsmBg>wmdrW!$_2T-E z?~ilB_@Ac!{!^wOF+4mBogbxXvDf5hYMg(1?l<84=XrVt_74S*!2aWS!ySe_^gF&# z;t<3Ph*gNb05J>2861D;OZ}if`pZRmtslo64DZNgG5&g({~bGbRi{p!1s?G$J;T74 zHTC?>ykc+h-=ZIJMEyr_{bhSi%fEj&_58`dY4HETL&o}x{m1V<41@n_4F8q)s@^(( z zny4RfQuHI$>%)Z^=(oLnFho|0Fyjz1_l@hy9`4SC|(0PV7Ii|B^Q3uGyUP zM|FNqh<*g$(YMpI|IKm!$#1uY=YKj+_wAGY=dL>ksy3>|-XE|H@)$ngZM=S&_Bi@@VB5IVPh+Io;#?dHiBAk<%B2 zOJNqQRtWz!T4a>vlFfe%1+Z!@wGF3WL;Ekr_nGJ%789t^B7-eFDIx#4S&9FM`CrSO zT6_T;|0Zvp<(`y8L&M*noo4Noz;&rvx#5W$|&w9JsYZ5&M_;pCQf#D94b_@X+ zgw|8}IsHSpPKEl3Q2!B*Lu@X5T68uk|J4#rRF1fAJr&WskfIqyGs&`Vq&}_b>M!v9%9-O|rIQ|EbBdTF?Jp-2eQpkCX?1B4NH}D^{MHTm-?zsP~ zHUAUibKhD!{<8`5KY#60vD4$?=_K6t3=dO57G-NzQK5(y)o(BAeR){)QqL+AMfKZ@dS4zEz0|XcR1qzzFFUIKBR*}Drz#$w&wHU;p7|o*RXt4l zvwqF}N8m11^B(~`KxE;>1&WX7X_$RTNZRoP_@VXxQ zSe|C+c`-ica_#5e?KO$b0K5|t{fM&{?LElS^e6a%^PonX&d)Ox8Bs0Y_We|*=~UPI z;`xx?CmGEb{mem*qw4@=-liz`zhOO&FYh_eoE3l8l%Hh%h^y%?wVuDf{_ef|`>(g} z@4kOWhGDM>`;WXOKm8u=Q~Db_Eq6NqV*lyA{jVG7KkG-(2AR^d+H1;ZnVwB?{`vZD z#gkU+{GXluK=6I~Xy*PixZ(4VEk9RH?mk={cpQG5?X$m(kAGM4_m87|x7A_1sKfZd zmb90%FD*NQHrkh@y|3NKZ|N__&-1&#Ve>!v*x_pYk#AS`3=SC{0sj%EAK~<^Ver4Q ze>Z^te^2~bzaqaE_vk~wBhJx(1n&`X|A_ln+&^pg$>6`0ca#0Ahvg6P{eg3>v)`Zo ztZ%|^K>fY^QX=dQLhlY)(u3p|g(;dM9f!@Oo&Jsvr5&o*ZLPf)_JTLzuEKecm!qJ(6Dk zLnB#sD{slo)_&|i+$%FZ%h@k76XvUYEB0SIdrX$J*8AT~@*klX+vNVQR`0^+&#cjO zoPW(Z|I>N84|oLlAL0?a9(uN-j5%WpiWxYbAfaFf#1kA_usXmJ4jRV5vi-ZiTPgma zq2yV49b+iu?FEjZxJ8UFb6(7g;y}%q|NSK%fw%U%lK%+UYYP6ik^DdHH61ys{v){V zUpNFjf`0RGhWI^&@!&s#{|Npo_|L?5lgAW3lVR}Rd5`pY3Hi@j-#=D5KJkd_i`qVd z4W%r)PO|F~CGcVoS>|yM%lh?rS)+`5tr&kb=fCdHTF-v+ur6bmyIOxkr#8`$2mJm5 z{8_92hyl?%rGCWF_HWhR-8+6j3_|@w6j*`jIcOcvhYcs_NjM%cxu3nvVwv>sW3rvc*ZcT$u-A0z^!aLH&t6&c#3SfGVw(1vWF9#8G5>X%Qu+w`BV81C ziw3Me$0Nk|FXRHW*K`{6eZ^(BOPqhc=6h-Vm*;Mzvr1e29Z zp0ufB2>XFSu&wJuhjSp{)}c5A#)$FdcWCnb6T5oc^dtK4Muhg7)SvYS z!jt*=6#PeX_z&?P0eeln^YHT`{6{Dr(OdgpukZiy{WA}xa}o64OZ-pJf6#ySXH5*C zF8_B_AR!C_8I-tz#Zy*_9ottpfVqeCeel@ax8RLPm2- z(4X4fqaSM0t?lblpY-W6aSutmR!8Vp^OH;s?N&ti7!&=7ixIRC`1CLYc9ns)7^y{2>3 zW%#qMy$uQeSI_hY?0@IaU#gBmKZ182+Nyo=1^AD^y=Nu&?>K*(dH#xwHTZvBYvtRt z*nb+c|LES4-%(PY7xIsl$v#1515^bf(DD&Fi^cSTbm9TYO zj^q_uN6qQB8ptT~V*J**DrU!{64vKm>@|J#NqUc7<6j}?Rs0hEiCoTTZvn3&eF1g> z+@EzH^n~4igyIUW?_jcVk%3c2Za%CF+e^e4Tpz+Q1rM2@bRvp2#3Mv^!es2DCSUjd zHl+DNZhEX(Y{zX4xY+QJ9)sHw*x!!Wd&O6he=@}G`>*?wDu~)?WlXimsfN6Kh`V-mh z8*f(PKLT^}C>H z=(dUeL7aca*RK8fFXt)zF^T^O>_6f^qOjMbxPs|K6gm(Gi62mR!7zsX^!Xs=W}m6l zeITa5dWJ0|48r=OjNSDiGLAtk!#^>8IcI{~G-&=sKjPuxdRpdWGi^e+vM0F4L# z+c^GT^dsC}Q-7cOkC1m*%0t)hAaVZ*{>$&8CN~cLEBH^!G#bc%#{IW@?!R)*;I8iW zNL+@qn&;2_!pG`AB8#xwVs)uCic5iiTWw+kF7)nDn95q}c+$gEuS0(^ey52|dAB?N zbR)7b|7*LSx>K|1$yjy!*-^RN7!WB-Z$w<+gO zwn66hnhrwe2R_nnX1fXL+<#$*h<(KPGOu}l znlt~|e?-6NE+0Om`VngDR_Sgr`cs_<)Nz`nJlNu?4bzsN&#R27<+Eeu^xuo)^NvgV z66!xf{aK$p@r!B({v%|5WBz6T4Eocxt8X)PT{dz3W!deh>_7YYmK^#KzK?K!NWZ1y z5>Df;lW*yu|JZ+>ZW7I`!TCd)J_Z|PN#_SP$j;CwO2Xsg{7b)&^R~Ca|9%$dzv~+k zkD%?A!Mi_SJqG;<_a8xwAmakS32L~6>qIE-P}*!tZK&g5x)HhD^&K+)pcn+|iVlU_ zY*LIO^+hZs#xHQ8X3RhFh;jIjDDjAQPMuZ#h&9-MYG-DQ-|_x&4tT`Tqow}{wb$h5 zN8EpIEr0kd_TRYw8K1sJ=U>c!%)in=$X|pf^}D3JUsT#iyy`l=f6|}zjT>g~$OY3` zlwHJH3(IsFwro`t^i|}ttotsdQp#83V zE>QjgUVt)OyT4}M$li}z*%bU)zy8`ki2n$_l^(pW(2s!b!)EjEK)gY)2I3FQPkIb5 zsLlg02FD~44k2|kU*Gmq*TL$wlxZ97+xwAmV*E5`O`ZSIhn}zQ*)p#0gg`^0A8{W3 zBbGsbq}fcHpjYnYwx2V+3V9*lO(d+1app_kq;K_=Qn$^reERRj@zuTr@Q8^$fOE!b59#&r^N;t^dsW@Yt;Ea2mcYLAv@l?kNOdAuj#pJayR{1D_)>}s1+L! z-3QTw=ul=@g6l`9?`y56m;&OcBe;b0aYSV6#2DP}li(68TWk!+H#+@oF+P4X{!aQ? zt@(F6;+}!Je#Go0>i7l!+eH3f?KQokc53_jOh1Bt^Wy%oT=_%rUvdA+@O6n`beUiPJLDf%vl~27x_9_#wB=Bp4m|S@&V>b(jXNT>u{O>TA%C z7*zd;0oZFA+5T*SE!1r+DQ*D&%Cytu7zD6|oKL&~`VfT>_73UlF6ymzEKi*o?lUZ)sbO6XQ2!{zo2uzPgwGtl@W)_wmDrzgL|-J8kyt_(o=N z`Xg>E*s%Ef+kJz>Sn>GE2&V%(q41#iVD@*pAO502#S0`5Cctwog#QC4xeMs~pHo{(0KWu*OG=J8! zmwy%fZ$tV2^Y9fxf7Z0uB>t>l{BE+>lx*|d;{N?v>_7VMtGE~OPPNSYe~cgZPtt(X z5aZp(|NGxgc|qL&xevtpkNwYVqpi~UBmS(RAL0Mi<^LwHE~Wdef`4zgL|AK5OSCs? zD`rNFFB6rfLL%*Rw^&YXPHTyJ3)*X%U-(qzx;$HaUp9ZF@>W6auawQ$ekJG5LPhmnY*I4_GACCdm8u9V!tfkrN#bhXG}x(znST)Vy|gv*mQm-m8NGMpO5n| z(K2b8Xa8EA|2$7m!T#Z%y?UMwZuq_GF}&%ajG1`Be#amR-GlvtJ7ilyiaQ`J*aCGP z)E-l^vqWFlXuscZi;O|&JATDA44?4v9OLkGjGy!#nl}IY;cI045%{wf{}KJwF8H&i zy{1dBttoqU@V|}Y|4V6f3!Z`*|GaZ?n$d;Qzaa|6l9#KgM5M{wwBx z?dSg*?DJfwBV+$hqM9ypt+dQx+|u>Hdn!?cR5cZP1a0g7m#wpwT&?b9OfhchdZ1NP z=^}+*3&k#f_qpm+rQN637{{MYtKr#+b)r^TSZ#;iYmORn~sxc^L= z|A@3#wC)q07COg168lf=zrL;!D*v>$=g;)?Ty>l}KSS9D*}JgUH0wGMvHvt?|51Ej z?KN@#8Q7ryBPMshWcmw^6EO4-a0J5#_K&O0CASfz7=*PcFa*IiTo|(3 zAMxu#W~;O;v|}83m6!J+1l?0|RQWX%KkCu;3A98_Dqq4@H;3eMw|& zK=da{YyxqSi=$nMH7KT`x))-L$?yfoJQ7x6c5oS`PhXKM;98_PtNv3|W3b$IMUrBH~whH>{{*~r}{xA=|?mXmrYuNgmnWF!Qld#tW*)8aK z684(t&st=+#osOO7V)MT{QwOPH}PFP6MVyTW}e4VJzVE#ov0`{6jj%fQv>t5>jSB6@qGTW&O z=08I4i2ka?BgB3Zu>gJw+<MwwJM`a+ za83KHrkh&E_{I zvHx&?)qS`;|MOap{Wr-=8nFLO0gpI-92lGVXrDX)AMK=Ro_TU!#`)Kj^I!BMV6RE= z2<$(D(2v;t5bQPW0v=)5g5w7a6=%pg3SOrE9~76+Jh$IOJ57#PINm_}P0)oX@=MGk zVHq*L;50tRO`U(mBVezIcm!z3{YP9jdreI~f1O8g-jU&Q@1Na#{+tK)aO7q9kHGK6 z&xNp4xhsF6Fhj%O*V>;~BI6 zhyl?PuHz9IUl5!DIKgIlhp$+I>pf`b_yRBr$1n;UA!86$4`troZ80g%(HY-}@%6W8 z;{1=of5fJ(u-8Ps9P;f$z$2(1A@q0)`cqy~^%Y%asCg)t=H|E|gTlQ1^7*F^mY=(Nqv`fn5GpU6C&P751s39n(YvNrspckm>rK0tU&xv8xG;P1a%rL?s^R+u8{O2sOKOb>Op89f;m`w_m3?Y zh37FW@roEf&7IG=&$a5DI7@d(q8sO`bQf0So-I;YlP{l9nq zqS$Mq4>qyaL_Fdw>@~@rw0iuH&cWL8Uok$<X=A>|sl>C5zG`>UHZ`mhwywy>be*z>7U(vFJz8UK8w4$eCb%gv;}R zJQ8hG&_0F6HM}r&xqAJzf506|?KKVDm+du`dJmh;2ZZ}<$e4rcG$3sA7ojrrvhHT+ zQ+QfK`anQi*NK46MLDj=V|<;LCeFX;N6=nVf4|7L55J`LnwCR<)NK~Os>a78-zRdW zx$Fh+t&(qSeS4)mKg+56iIDc1ZiD`Nas12hzj+$(ImZQ$=&QDkeW5ye;uqC4>@~&w zXPOiGH98FX)B6_J8s&gZT7UAEoc5YVMrHrme?aXu@h!RI^Za`|oqxT!{&g;#4~YG@ ziRVwkBg~)m0i$W!AZyzClf9sa&tExDX|HMDr0hR~18T2H@Ce#c0xqB*_$dHBkkhK` zK;PArdrQ7x23Z%v<>CjEZ|d*1*lRM|PqfzrJ4{kP`HN5tBaav3H+BB0OGEz=8wX1L z2;dQ>9})aV^Y{<7*Yt|4d9l}Y=)3w3YX$f3;6H-@Xd?en-hCL4{ik{RkN!p>|LAr8 zvkBi{>@_8!bc)pR3D5R0$+p`gT4nKy?Io=_Ih|r2@vwc^l%rJ^uh?GFnv>Hh<`ECm zXzdZLvUtVzlGdD@PBD*o*gkB^(JG5qY%j?o z*u@3-vwrQhA5|N~UQ=H+IQ(EWvi)0an1Emhw9S<4GdXU6P_TrY9(7*^%xC?CHK^0%{qP?aQVy_AM5i$Qke_giz zrr|&0_;L8NHreguTyFP1p}dU5>=E@S6^e1FGfc&;eDG~xVFdrk0X?KDlD zpLd}j;qNe0==7b>!#Mx!UCt`;AG7oyaT@-tsULy!bl~pa6aNv(UK8~iOlLvg;b;HJ z87p8Nyw3+-L41Pw-iD#1sq2vR9sDhSdzgGla9q}p@zY#3b^hsVWc-omt9v#MRsDDL zS3BT8Li|~~y(aG0!T&aj|5rTX`-(@vkGR~FC zNJV=KSJa##+SI1`mNS>42yVyQwR=`a0$mfin;|h(fT*U_|P#~ z!}%YEy{3D|;6DPk3hn@3PX7_-U|Y2vD4>Z{rBSdZeLu+j$uJHZaC;lTuc5C_(wLK^H zALH}&{O`s6Prfthz|RtsUo`3bq3yhku_;a0e4?cLTAY78v)1zbzdZW^@K5-U*h4%5 zZ+hTA;<1O}KZ5p}1Xn0AgCg!Yf#C)!D>ocMa0mE@sI|AUHmm|V6A5>){u6G&HpQ4_ zJjU1GrvdXnx%+T6LH!8vAJJd!+(kU%m(?Y~BZB|cJ-b=_zx%W9!@ap5KFD8uf&L?= z^?Y6C{X5QI-rMlI+8!SF51Ws;|8~v&W3Bm*7=LZ~znK5|YGDEXBd$|U-9c6@Ssn80 zV(d;Wi~c&dzv+Ic(YjUxiIkQ|O0|rdlbvgLu7|lkV==zZOP>E5H>zr3{!_ycm1k4^ zIz8tpTN8Xy?y#1JIMeF(L$WVW0Ho3MC+E2vHc>L-kXby_iq7@u?Bv+3|5 z__IDwzWmnor}qrXKKWsNzk9j7NbO{cyn%EqHsE>wl)ii*lYwkWF?95S_;TsL7sq%1 z5o)hV{YRWk{;XsEl_rAzR9@Ts^*23zwK{g}L^U)FdrjDX_QTfxyYHTpJwblUCCt)^dH#D`!`OeDa{f#MV>=F-rVTR6x(=9r1ov+KR&o9{=lq|A9@gno=c+w>VXq1M z&*0tgXZ`Rufk(Wg@@`-Q`)QM@4M%W%!SMpt@wnp(YGa951$7d2hdS=PuKa_)xI6wcvl}K-ZTp{i?bMY?Pmwi&rY{ zOEZ$5tEMk%dNWz-|J;*>~{dgTr& zuj%7@n5ue(lu?h=ic=y*>XkdByrz%qVXEpCQbs*eD^7_NsaNih@|r%bhpDPpK!)0D z`c&VDnT#Qw^;}bw&q}__8a)j>Vp{DrDIRf0wbAq=Mg>D4{_p~D24D}a%V2nd`c;OU zT=Eq|C~YuhtikXJY3Epj$=8`@W4r4XZeo3 z@csGwuH^Us`Oi-azD2$)-PMBsNcY#c|GHc%?w@i0?4J8)$e-q``T0+(n`WsuM>irpc>E@FJOVO7j)!f$*oZEn|i{^>vB9^et=$!YWJ z5cDI?IUaEf`V+oXbRLXO4Tq3D9`VGtg04MJuxm>TZ9^vE_`^!+zZb`!o%^slCH^D! z$nQ0_bqsjKJMz9w?G)v?j`_E_2>NU6`lJ7dW9C1C`wwNeXB>}+{b$MZzZdtvlK*My z_ZNTGZ`3h1p=t1JasK6ZHBC7G=|AEW@Cf>k;Qk}_njDW1-3Vd?zzie~9KrI4GYE!Y zIuC+D7!Dzr1LD+!sNoP&p7R8E0N%j91fKv#QNto^tQf!9^DlVBqtG*k{|NHYJLx|H zK1pUT|4Pr@Rpvh^Gya!fUa0=#AN`-z{r7LKHsiza{>=>U*ErIn%p0{3@l=ob{A}K$ zb=XGQZjo^GeuT)A`lHq#$~Q|LZ=3r|{WfU)5$LXMy7%*<8$p{*n>O8BjUrFJcMp7j ze$SQs{!c#nH1t+4RJ?ys4xzrh!C%My4{JQ`zjBtx{Xg&bA^!;ZkDvP<%KB&)|I7D& z*MLX3|A-|;*CkSr#Mmh!P0N%+1Cm!3v<M;~{m53ow zPEH@x#47l4JOQEO8Ior>h3Bbmg~`;VF5*@v#^;=JJ~Q@^=e1e$KMMa5o3`wMtpfOu zz(@Q?7#?ve`b&J6&}zog1UDnSf}R~~5c@Gg!-Za>pV@pbO4?r`{rBSd{+@HsIQ&Pz zz6AYQQ$IrdN7x<_^ACCo`s<4IN4pNkkDY{Vn-ST6s2|~YMC?DAcNKaTzBZr#y}17+ zdA^+`e!dW!@V6Xmz5j_nYq8e^nue?^(KLOu^G%8Kb#eaboplY*|2gOzo(8_ZcOU#m z@J$c>M;IPa!xNH@gW(BGC%gdI1LIc5afSo1$yCD^XtzmhKUp7W<2n`WOFmME^;+*hrfUuF1#+J|8?oM7S!b3wYsedty$J@tx=|1YfHLA z<1(v^mwjnmOP8*bTea4fbce=eRvFJdc}z=}uH$umrgLqH4cwl)=$HCH$F(lc!yxq?@g|;D1L795SE@V8@u^=W9#0sRQ^>xMf- zt3T_d=&w$vDkpQ9P}+-IX=XHk*lRigdrhzr z!ug2#H~bc|KB3*9zx-wg^g$ZA>hHN4u>J&(pluu2Yod%pWVf*G?Dm>s|H(M5%!T}h zlxg#0v@U!??7vOf|6D(UG)*~P!XxA@X|vW}ub;n)N6>!+^dsYrubqk1_aYCrxwz`P}dRZZ&l8U^V*t8>{>A+5G$WAbwAZ-*4&7zsEd$?z0eS zsb^_zb5FJTzD>1y?2rAXeyk6v?|n)gt=F9K2j%bPyztX|-(P7V{ciqS;rHfz41;Dq z_qpGddj@Ix9q9aA79Z`we+2&({AcjrasLn+=<@p)?KNGey{09E*NYdqFXW;|il#^w zd`oPxd=`3{huXBB(mXHGvZ6+crbyWU@x}64&C5L0ruCHOd5M-4HBvN1$_9upmd|Ql z=AkyNr!>z?w5+I+qA5}~Kzy-$`j5C#ee@CSHTl~)u5p*w>Ynd+M&1A53((%!OOL*9cQ55iB`P9)9^3jVC&KjPfEiz>@Cnb%_Um)`8+eIsR@ zq~WWgi4HFAMs~RJOXFx z{{085GlH>|zhj(#Z4W(}f;tA?sIqNtO zH#lf|57d)T9SFxCh+Uv=$}i)Tw*!-qGWKUU2f~DF0IP`ceJ&X`Z~iBDQ9t54z$5Mx zJ%OFnk2qDzZgG}5U+fsN@z%cy`WGMVW`j&<`tHwFk9~P_^~A$psP;d)4IhSIlyDO1 z13Nrl^H?@n)Hxt=*3o*C(iZ(Zf;8JAJYad+7y4mY>H~FU4EEoo@wZh^JThi~6T@En z{$IfF-1+x^;*o9D_=8)kdj{?j9S*_Rgr=$UV|O~gm%kL@(7h>ifl9JPvp8fCq6H0&;OGDSXiLFCUd|UV6E>8Vx>PLJJc*KmIC7`<{=#O-n-|W`o%D3fx*Ux9x7dtFGuW28i{recC zbHODT+Q-W}(0?zEU-M^;-^}eb&CFb_{T4C*lv|R9Z2vU=FzByY>u+j`vRl||qU;v? zkH~J_e*}NOSpT{g#{QSj1V0-PHu3xs{RsF(8KMm`!6RUU3^swN^Ar0|v-Y3Mm#?Y4 zCcY)d{xi7YUbWY>`;g)YuHOLLOO8*JVTl`*agm!#8^ai^AJ!2&P)tM5f96_qtwZ<2~zvpub0`EP21h}ZJ2JssowOq8=F@kI(+ zvpvo5=FJ<`0`w#F%|Slr>vCD@OZa=yyw3?9Vg4g1Pu^($BV5lx?I;m5ATFVpf!k`L z9|+AOzqWf`1J57Pj{r@Nh<*fov{OGK zVQi#jU7K?6ho9&wO( z#6yZleBH2zXADPp=J5xruN!Xgb>!s_@{2U_1-2C|1NAkIP~zI|8DI|DhV{NwaSVpU zD{^0oPsI2-FHN2Qryhfj40I$m4Jsb7V<+*5bFkOsK2c20-N5tL-yn4Z{~PyTl{3Ws z-_{d&L*eUd?=s{56ZfBX`R`|S|C@(?#Pzy*1SQi+yzM#*HOYT2wwjtD{}yG^PwpV~ zsS#AH)om%ZWNuzmZi{M${9Ba8_?V15fh`lvvU(Q%nlCKSUX$-b;9uoUsP93RkN3U# ze5HMyYwFLM`Vkuj^=+5vM?4Fi29tj$od~t1l=L0UZ?)qEj#YT5eyM4*N&68SOz2bV zXB@+^jpPs8^($h0#eceB{zu@?`X1mBq90*+#M!gdkGM7cX&s!Sq}RlkV&617*{&1e z{GniM@=m>e_SW%=<xG_Dt*%8*QQ=0eej|7q4bMCgxw~!gL~n{(QZ0ZSp+v zw4N<%x&HW;{FvBl;#+dHwNL-D^n;>2=;G&JFRp*`3B0@MJ(hbke#_W@8+HCnPbtPW zJmfU}q~Q_3*c!I}l%8yj84tQ#{&PL7KYdG1drdC8{d~0xKG-H7dr53535Gz-VYmBw z_^#Mea$nb?6G0t^giBDTfw~QB(C44@a0@qt#n z0BOM$h#MFtLCgVpiZ7_1#50CZ2-W}{i;PR4&12TC1)m_65#x8q{6B@?j<&3bN6=R} z{aK$b>@@}dq4L4tzk>e^{u?w9@}I7iztDdK<@9RIyk6llaa}@ipoJ9@U|E6cIRL9?-PZaoQhkSB!|5vMbsUI;* z8AhCcO*;Q)FMkMIT4!r`#A6RVTTSlH{v*Vml3)zP6|yhtj3X#UA^xX{9ry=ziCc&s zL=B%PaR#&BBzOe#i!#Y0W`S{Ie4Pi(iO##txy_s80ml*Dl~tbq$;S>=k3RxDg8C7Z z-R^n}KEBj{#9ExcvvVJc&JQs*?myIz*hl?{orV**u0z5ZJipLmDD)mg7eX)w#W7Uh zL2(JiH7pJpHf=r$Hev0FTd=-h83~`@c!pshPqB?+Z0b|Q_yuN!xmxAnL4F01@{72ls!DDsF{U_ufA^%xx`Pahy$2B}6iLPrAm04%Wb@8;m z%#=1ohD0^Ze~Xe@%JV&}4PEqEmZx}%c&j2qqMGKvMM*8?`5t;tInm*ChTUo)p>b706WBKmWeP&cDxM z{I&l6F+TAWe%8rljR^gmuDfn72m(G z*ChTUeoy>I?1zk*vh9Q=FpiJ-tv3A!O%pEwh9G5#i*AEr3T*4LbK)2on}94G^)t3% zn1kdg<{@>Fj`2Bfm>ZH0cemBfN z?KN$3{RrHp4!?AyIxGIHZ%uzfm!Q#d&&{-o_Q@`c_r*M(*Q8~}_1sS33hBQW$9MgR zapDowkJ!4cI${1J(%h!`_4$tZ*S*x|Bj~Rw>(71via%@YKl=}S6>mG$Uem44zg}Gb zzQ)s@8~bnL&L5#^_-G#?#wI#H?$6rJzO+Bb`KR=3^RNczzx)0bdrjDX1_xlTiTV+b zK|dndTT<*G*MMpYrn7PwA(cWzv^o4N_OiO&7v-B3Q>T2(8o7uiJr&@$;NF zVE&%~tq_m6r}St24&Rcy52V%Qzl5ewov-%oRi7wguW38|M`Uc^>$I^XdJ@bt{Rm_1}XPU!r+ z^Gnf>;GP})hu>q1x!}3(AG5iw>D68TGG>gA-@@;EG5>M@<=S+5Ks@A6N&YtP`VmXX z-wW)a6!f=9@XMkU_d4wY{ZvKY?dOVCP-MjTd9sR_&ya^jQHtiW97}~3krMnvJmRC| zKZ5r%TQe;-;N9Pk@BzduaCajfLH&pg0|RpJ-8l4>Y8bX}-S0zbe<|Bu0=D3ogW(Oi zEaMGH=b;6Y5UhgjneX}$hCz5gF}}|uLyh~~2(Hth`Byx`{YUgwhYugA&JmAT2K|xm z(YKyTv!c6G@~R1Muy-`ht2yS@CQDlx{rBSd@}3j^H^;}be#D8B@E<{c*0y(~yF$!A z_EY6UK|;1S>_GieE6yOg6H?dvK}dhuz$4W6 zgy9u2zRqWZ=bySXwAXa+fcvus9s&Om)cKJ&lf;g}Psja_ctqTPl@@d!GEZUe3@|@& z|I+osc}j1NL;jI*O}U%*9{-uw%G&YY3(0>(A+KIU{x9O|qFTpv5_Y#%Tndp$jigfH z<)A3AXlu8v>C~dVpgkv5&Jk4V)$woOcVC$Q6zlR@k|+9}B_Yo`p8dGPW~@T_fGOB( zdX4s)24JrV_I3t`zAXMDT=vZ{={gWIfE--p;jY8rA+Uwf9kj7j=uf1&w9nMi7HJuS zbyy}cceaJ>9eFXn&T}`+zu*yDCaONjP5MDY36BtZGn!k3{)8rtFC}fxQQlI}Ddpp} z{WkT@`t8;-u(DydU!)^w)LkPv4TCsD?&{W&cTdM1iF( zcK-F^`j>qZ`=#9PxSz)Un`C}XIe%2==Y;4-&|XSAO&4b$&%rqVZj1l@EY^QIPxtMU z{U_lO$$tcWH>eCe=|CXuHiR^f*n#<<2G-#9O02?h2rsLJ#3g`Rh%F-OQt*@diSe60 z|7x%4JJ64~Pi%he+__uqHPNs1TJXQ5X<}^qTI@A_tyU5*Vh@fZIEDZWLhGsgoc9tYm&7c`%g`t)q4K-;{NA%4aa39#2F*qQVx zc&6~FtXKv5F-)TFuUh?12tGl53Dgl>LdHd#7{BrJPyH9#Yoh-M>ip1N(`m8S0UwNJ%PkBg_1aN9FH zOa)n#tyx8dB3e|xy{Px)VbM!Ht4I~mqWbMcy)O@oUg}vzs)!cVZ!hY7d06yP&ni+y zw5Y!9sQQoiwCz4E*gMylePrMEIOMp@r$6i0+uJIj+YgxwDTIEU0q5obSU*2<`IV*Ss0#I@KbumIW2cO|9Wx#b3W$m{EzPs`flL)ll3ELgG^~! z?KSCoBrV7J$GKSh^Pj$diSP3*IrksYkHDLr$)q2l7(8U0CUUp09;eM_|T7vtx7ZQA@3k7)BB0X%~G5q^HH=J_i;qSG|-hz*8E zn7t-q18P4>aR|X0keB>L(6>WP_o0qUP?v&j1ix^Mp{0K6ll`WT;T}lG_?(yK&VSaA zsM~9zenjve%9{rN)lB}&_uRPuDZlCS;rv$cpTU2Z_YeBBz6rkp_4o2iiLg5ey*p${ z50YOLrf78QEWO z51*Qv6MIdA;y(hmZ;3~I?GN1G8$Zp{``Eao%_J1uNJaI`Z=L}P3AdW zGmkXvX^9uQ5oLai&$-I$-|w1x#_7+xzZx6cR=p+mny%>GH|9U+ub`KvuRoXF4vl2l zt-K{STl=y8>+4_6e(ue(hpId`_Fp|ulrLKQ^Jgack5G(l5*XXN@cA=qG#%%k{$Axd ze>?o|XTg7@^K>8Z2=G6|Ba%Psgc~Sk;COoAV$W+-;y z`4b%IH#h%JK^I2+M~HqzA819S zT7N^PHqnp=`RxVxvsV8R0~PHQ6OS0${;k@(d)G~%3|##~6j*`jIcOcvhYcrS4UR{Q z?oiCZaR>GxI0kehYIufW6`Ggd{m1x<^E7q-9gm`5)gu-vfLunsEM1PhYK$AAhqNrp}MhwAyP@ z45>Kt;{03l^PhNx`m=`bU%?~pt#)mHwxW!gvhV%lia9V&Y=AxXj$hs9{AWl(#!%sU-PxD>B+hA(J7PKt4 zaXGqT63q8;@VCVHh3<&YOEc#GX~QG#*+}1%X0J(fem+zl+imcIw)NiOA$ia4;Xm`e z(|L)we=b-4zkJ{7!OXa@3^+M7_pq3sUKH{`s-GDQB=1?orqu%doMe_^jl zu!LksslW!@29wxXQk)^_LZH6HQKndg>pM`MZgI9FhQT`QpLU%D=RlfehDpTuoEx8y zX3xL)kJvgPwhD-8z4X$N>ioGG@RUY#OVA(fbg~}l^(twSys6Y@=x2h5$n!cvznY(T z8njy}{rBSdvvaU7fw#6)89Ki6)PDcN9>x{7l+j=}yI zXFoNah#0>Iyi41r;KpHDy7z%Qgv)@}V1*o4=SFvjOxHFf@+@EzH^n~4igyIUW?_jcV;sqijHy_r8?ImIit`Fguf``mcIuS)1;t`@d zVK~I7U=x(VYyX=|-3yKz<2Q2tML%L}T>NhGF4bzUX({>>-5tAQ%?bYC7y~f1^6e*S zm+zcSwwPoPPT#2O`amn8|6UwF*_RlHenda)HJLx_>FM{=-XZp}V*YLK1nmX=HFo`p z?DmZ}EAbzJ{YU&q(D$$DN5uZ4JVB@PzZdsE(u4CqP5u7F*xmq5C;f;?=tsN@nuczh z=)d~8=V6?GYj*z2c?y3_;y(iWkNA%eJVNy&6jv~vh(Z_QAn^n0P8bfcpFSU?-0U-z zx(~z@SkJJ9gh5z;#5i0ZBI6jS@8zzO5#!682yWA$`4|0&hrc8G5#*tFz@PQ$)4$C6 z5v$C92*w7QPWlmd!+*rXTdS|_UKb6NWK7 zO`j71w0uJt#+@Ui-j$Rg~vSY2w3;!@z>R-4#>3%xrOrm~hgp7b!)>(F0}-)Uk~ z-tEpm-H0sA|Jr0{`As_C(j~bqWWJQoh|CspUC*DIx-9w;1JIA?!yAT;!|)#gUwn=w zH{StolHm4ruZxD);(#;ULF`eMQiM5jS;0$>G#6A*83n?ZcHU*HD7 z9B98sFbm)cZSr(^=Z|vNe{eZ_3fV95irjyU51o<*&;Qq;AMwN^+bZG_cfj_-jvc$I z)3iYb-z14IOZU6rzk>g24*%smRt{Hp|IOq2JuJo#`A>7@U-Q>KH9R5#0U1xoS%s`S zMFC6X3OSa`J=Rv%lF^csW|G&Tpv;Q#^K9gp&w38q%33l!>He&_UgezU9S!Ha+WK-? zukC9tm$5n*#9q^ns(}py!UvalM6$y~Ou%##vP~uP0pWI-3^!mKw=*QzgX9(_8-wN_6iOkI#Qj3y{6^RpXx+_Hl1cE54L#X zS(&!{j8|k#EuY;hr~h6YpEikUUqbyys6XqICw@`Qz<-3yZ_K~!pFw|iW;A^LW!deh z>_7YYmK^#KzK?K!NWW#v`PYl;<8Bkr(y{)VasH5|kHH36()oc6vNQCFlJNLA z|I(UHGOe{a|4Z4e_+YzR@d)=HL5v{d0>BAsxPU;@hT#u?WjEY=V9wwC-ZK1ThP*!}fKXO*PDdI0gF6ctwn_^V8h3U?@Mrz{YyTkrBluQ&@V-Jn0=f^I&A$UN1Hl@I zKQKS(F}$EMb6^av%TSY{8(yJr`zc$udeUCwEYmjHxA!CC#Q15>nmYfZ4?SPqvt?Y~ zz>tPSKjJ+6M=XQ>NQ;>^O%`Ol8Rdyr!LRb&NW$6}XTJ1J`c_{lb=xeGXLG&Oxlo^)b`Vs2;TI(sMfH>+1E+Ks!5!pI12DkepxCF}<8^iI9PJdgB zFZP^Pd;T4dxM!fQA2EB0I)1Cq|2oFDZ||h+KlC55=ONf@qJD(q0;0>Hz9Ojm;C7dY zD`Y!NDladw3Bf3&ZEKlg4vJwIJ|P%~)=TpD7+-OjhR^>~&}Er?WK8rUXs=0ie#{10 z$Gc(N|Kk2-G(Z_u+`qcw{zX0AkiXcyl61@YSf>1Sz1+X%uYFwI=!gNB)Vfy2yh4aA zQL9%kv06plvYkN&Np4;nqb$T|wKDcs^eItIx0J;AX>xr&i+S@bhB9$lMmi9G)?5Q7 zOH8&Ym`8q=w%~;ausTdb)_VbX#H+7CKVnezBL-lvX=MAe1-4MPv81>GbQ)-<$uS6E z3pt+{1N0#Z9SFf7Xs<~y2w)Fl<4Lgy%GgEDZoVQ$r7tZLy$SRseM{SNoEX0;^FQ+N z^VPldXAPcH@rdtLXU|TnZLnL=AKw7TI{?EM7{4m_FYfEa8tVJJ*c)>?cl+=KHnCFr z@5S+FFGGF;+rSeO`{doyR@!TNOZ6jS{)7JVn(L1BC-$1?&st=+^dE6h?2%oO{bA|z zuNT+9?2&f13Np^3cY8SbJOX4WT*?f-_hjPa}LL*<>Qt zp;&}t9qOYZ#uxio4WEC~fa^!x(GP#tyB@1ffu=8C`atCo^42Wwf8@b@4afZ}?qA(@ z|8m-0EB-6SCr?oD1&EV>PO>t}&=!&ZepdHC@n;SF2>-7x|2KJcDcx@s{CmSC!djDB z;{RvwJ>0A+(lqct=ePUpZ+_1{&+N?X?#%4$&d%;)E1{dvH$20@keTeAF(Rz+(CXs^ZKXjD0LC*DfQDZGoELTYo*uG z4(0D&p0dvLS@v~upI~lMXZMZhe@7hO`4O{#NAUY%{D^no0Up74*2VlopJ<0K^sl}A z{@k}szi7K%B))A9!{*%F^RFZR{(Zg7I3umU{xV+b9{7r+527u&H2oAfDephU{ipC3 zvP&-3Z}}K?@X@dJNows~HufX3JEiZB(U-JknaQ&sj!~`SfAId+@Z9q+g+6`ty!6Z& zbHeMJ-@)hC&lKn3@AUJx^!wks?bERTz!7;5i|@s)wEy7ql)i0dneDc&TkkLpXL@L3 z7OsM05DE8SzTghT4~Q2y?tpv29msi5e@xNO5@TJX{d~hMQZ9s!L0rS|2_Mff4!+UX+&kLXbc+d`*{!j#FxBM?6VI?cUhTkb!K@r(H{^bgMzv6r;|{=fMB z{eAuZj>13B83r=;f0EVvq||ED66WnbpLkCxiV#I(rDxDKAAi|8D=AfRuj3u_cArmF zG}bmz=~AdJ#@9KL_z_>jUlVMJ#8%~8A=eqit=9F%&e6!)!@S*Ne@i@K-HVC8rha2W zKZ$2;90lSEhB@ST3MiNO(^jV(2*nkm4Sh231=c%;A(#XE&G$VJa>}nTY(vJ(%P4-q zzEp-Bi(-7oe>f+YFU$>boz|XzjUS=@ns~Nrxy6qtNB_h&20c|Q*RTcXWvZk8%oJIB ze#*O<>#^(gIp}{!9RCpF$!&rCWabQwXFYWI2*o21KSJiCnEyim{I?~#pufv%{rzeD z2=&**^=F>NkKmq{e{)<*Vm^ERb;RF)oDchM54XYkyL#h&){_Uf1U_UVl``wqZ|E#ia09~!=Fd={OO8!Mzf8m`5)46b2jfZPunEd>48b_k zSQUnM6yqBX;d5Vo^G_}f<45$U>u0|9r>gCiXUXGp%+8YY9y+dmoRVi;1^2(cN1Q#& z@Cf*8ngf2sB0rNa*nn{tXcIU71NjUw?gQdhD|V2`31(sU#3*P>hn(UOnQcABtu`6y zM`Tq-v5BPLVtm0Us%ieO#rGxri0)nF8J78LGR{vM?my%=Rg5odOIz&!iuuD}GFyD30~bWpeF# z)1bhLa^+dCO%!JW&E#_JdDEbvmL+ zP#5E(Nu93c#rWBtN1tc<`=?J7o+q9)b9Sh~_eFlhJLE?g9^ucvV*Zo)EA%fuU#ji* zw{H*QN4x`nO^6=>eVzw@O^j!)zJIdyM9xj~IhZ{EiuEU*pM3s8{{FYapWo6Y_sRN0 zdwcG}cgTBkw|K5HS7+sn8|>vZlOcuP|-=9bqnP%%ymOU=F|^ z9COIxQ!7tGeJeR7Z9*a7S zPi;7Z^})UbqsX;a8I~90XY*C9^M4KfHBDeV>#p)VnF7v_=rnZ8?GMHNE5GORcQ2+F za{pD#zrG6>`d8>*`kPDh#qTfKcQmvAICk_T;#s>9UQ_wM7tx-d=1cAS9^U~nXA>)J zmhZMPEF@`hwvLPOb)qUT|H6-ezb5%DnckHCmfU{JRO{4cy9ehKC4Pk95j7#jBgB6a z?ElJfaJ)cy2~vj`5sddB^)6?)f#42~A$V#sT9@%3GHk>66j9#p*)AD}yoh3a%uSWd zzw#p(KSFIgjAy-TC;T<}8iuqf{nK+^{!BEyEXvzGbT;~FVjh?JWB?ZkX9Ch^NH*qC zd6y$MnD2Dty))1Bkd%EP_i5ch*cI~fcF%U;6iA))!M3P7@I|iN+cMQLtWA}Te_;RT z;lmHMg&8w|A;DfZWazN)=9}+@-SD5{pF!vA@ALDY%lCiC`2uC?U%Bh=h0_0yG`{j9 z7(XJ5XT1%01bt5UGqJVTpN=&Djjg}Uef}NW_k<-&?w9q4xIyj37l)pgbPl~Pxg@!8 z-&yZ_TFUyKB7-`%Ny^i<^_007m$y&))w+vy9LQ*Y9H$sRokN)qpTA_Dt7ZOs;`{G> zvEoqm_4SHJAnpeBu{r(I*fRRQ#zUC_-11&=D)1{$1(V8%J2xo0L=d1Bn%)JK$Ep+$0gXz zuLN?)veqvW%VkxbE5^r6G&wtGsj+5k+DP*sflD2yzb5{6O5deYd#%Jjv*!?Gxn^eZ zBWmT$U>=VE4&c}TQ(S|E2ccMk^By#Hd?E1{l;8*%24Qlj^Y+e#P@JK0d_&`B7vops z{0~I@h@L~?uZegB?AyzMN9-gXL49mS|8y^-{+cqoK*{r+&-i#bMv?dNl=Ay{E}Cck z>67T=Ej#2)4$tL${LyxB;CUgBOUfhDN^ZJ+D%e8_2ceL@Nzb4`lSbyftzgqYajOo=D>rY3Ue_g{%-*4@A(uDr+5Pk&k z2tG4#&FI-P+}y8!xC7teow%6F)h|hrzq8*!tM}C82WZG`FFIz_-+09&o=%|h^=vHw{F6Dsju&4c*LRX zyh1DOKcc@T@*}YRsK2H=18vNX2MA^$7=-x>0zM#^f#C$odC2M_#^C%0rg9OpP`R|d z$Hx|o!upgxQoN!VKh7QJCY`^wo`3ply2|`DWq5?~BjVnd`{35ue?*MU`4L@#M~oX9 zu9@QJ^7B5H#9tF|1o5N9)MG;=I0EsD=!eO136WKdBEuzo4DC-a4)P@AGL8lM7hJ>I z7vq=WJ2p>kIRDp@A2CV!5#-uUnM@yK+aty%He0UI60gnAnI-Rjtjp*>GlX^QcS z`7hOh)>(fG{lmN$zyEf#{)xXP@+0&=xA(t;h1WLS9@AgZMR8n zl6Bd9k==Qrr!E{*t?+73ORDWQsZFvjn=i6EFZ9%fW2zNi?P*E1-6pk3)@AcWcISnj zx^PUj!mB-HweTb8ugU%8S{y(BJ<~p-7i_q&4`lbp!tOl>!;3F$#57U8(HDwG0p7l2z0%!iyaXnv*uk%uk^Dq1e`fGw8 z48BXPSgHP+%F#di7L&MA*msIva{noN)O>m*#->ypjj}4IafdY)w(b@7?LQn|fBo$+ zefo?ral+&n1phdn*e#rmR^%4O|m{HpY<^jZKeMS=mY+~ zrJc!2zADF`6vm7h7kc)p$M;2l*R|owQDegR2@^xd`24O9<$wQc);tIPh}ydN9(6YT z^EmEprT-mm{5^X=3!CY$X}~~Pf95Yxe@%i%__`wBS;Obwg;;+&+WgCJfp)SM>_3P{ z2tNYrPt8R&VFCQ@EE_Z^tOPdt;E;ybLqi8k`N|=K!$YWF8D)lQe(=!n;80vFH(AM} zKg#MgG(0ra^PaLlv~#&C9G`R2kv~7b$HqSYy#oh@(RJPBH!uF0HoY$Xnp*q!Cuhm& zuW8Oa`CIC0)nAj~5ypQYFJV474fM~Xc~2jNU7TD8yLaA1iYd@`9%EBeUS$=tFyBM; z*91RAia{i}hWA^HU)A$ZE)C;HbgxbM5gPlK`-qn8e=DK?5sx6ohCO|c+Rnm{STuEH ziN7ZEy+nUajm3)qhCrM_FJK6;k7xJH)Bh9C`dc|M2gewabTQ*YSU-7xO~v?v<5c1N z3myS~O+CzC(`5Q<+M+Sq*@2?o&-|sao=3meI@OM+Ze-`iG z)n*XJ5ReFZEHL^^x6oa$n{gw;2ELV*Z8mvkRP`GW4${>+glo|Bg2PUc`^syczMV zai*QW$9eM>DL;b#nwok374vU6FxSxvt-s~y-_D3f=z6-acb~9)@SyO>u%Th~kYQmJ zu!TpGOYTv}dMzK4)dNp>1UQ42uR?ptvz+o$ujy*^xeEU2m{NxQ`Xzl7dX``=3Z{>hu8oz49<)pqSI@gt(YCh{5#Ur;O|i(j2$6COK)_yo(n z4O6)%*CFy99CK)x##j;@m-5BBfrkM8|s|2Y}lRq{Bazb3w~mAU_| zg#N3)rql-+_z@Gpj}VRnF#|h~A2EaMKE{$Dw!riG3C5sU0=W%(em}(~q)*7RPHgP4 zZ^bI4uXx@+8&C0z?7kS^xDjnU|KhKS{0R5gG+AS!9Kd>6$@RDN{jU=Ge?IS@#rSGl zlJBM1f1lOxzLPP$cQ!e7>LlJr4u=mv`Y^op)?0z{ z+qQ1OyY^?{#~*))lQO;x5I;cLnl)bGsYo~Y-x>T}Uw@7G5rR9IUDoYpX&LPea@p?}b>gpS z9c;ICwPLHSm3Y>`BgF2VVGNE7G?vPl{fIkQ8@HPSi(uSpZO1gpCpd-R5D}L!+j}aT zU=yW(LovR^1(*43{rT??e@(rHA%29|{W}H5kJw4uZ3C>Jq5i3i?q4GAFK2C4M|EFl zI?Z=7(P!5ArPu}Ay8eq!zX+YS80|f~UK|GZ>KcaC`_)bJy_n)++PhmAj{H#G^TIvl z^`7mlypfbL!znNQnXI(evf(nW_NRY?<=c4tp%{NCKVt{|{Q7;__g3=#55c_juDv8; zPYq(CoJIdcH_KdqFNFSgwDI>KhVAQ{5kCU{Y{>VSPk&9@5I=(cnwok374y$^v$E@N zIr_I_C*nukYyO&m-(KCPPgpT{aE3z&?l8pe9cxewL2-vHPds6D#2rjl+A9W;Vimc3 zf>Q_%V%UWAUyLspkKjNN>&fOk{SMk{{vD6tS%TiZ5kF!B<5?fly+JFkzXuUpYU@_m zZpF6^&h#LD#Iy;BA3=Xjf-9t$L6Uczz;J^c??G?}#D~bW&tnvhSIme1CW(tJ{aODJ zw_uxO%rsw&uisA<%>TUUE5c0jBP4!AO_(y3c*J&zcb2`gmAC&bXZ@8veJ|a}`hVzf zim`PH-MeM+BTD%T#16=NP~5?AfruNV*ahnxH$dt*g`DkAeKwJ6q3slx@HQ-KcopMU z=lnZAqE}rP*+);AlKN}%y;ZPH)5-nqDIO~EZL1qc&VrPMn8HSYTEPDD%`|-$;7)< zO7dsUoPq!H*TRB@3*|ZWv!DGe{N^{m2}5yiZP~J=;n=Zbz$CsG*~5oF3(q|BbQlaS z|F3@itMH3o{37(|(Ieb_*PUVCfqlRjY#b!a?cTFHJaGR5p;xaS;b%YldHDB#|MxI# z_^|NcLk|n~;NtB3^!ML~Pe1)M+<4;+V!QnL&wmmA^YMn zc|vfAsZ*!I_WFO}XTSJ)_}%Y*huC9N!+XFbzWMfqO3I(~BQT1SIH&zW7&~rk_|>m| z9scEC{v~wj(lsnzyjaHN_znNr=gDR>ClWs|>Rl4BM>u{AIE77zUa@C1MN%&4-i5mL|u6KAV&eq5hR{ zPaHw83CkzAf^s5IA8`lDBzT3$7UOg7t9kwhjK3%J7&23M2lUyrVmabj@7jy~MDzNm z&lx^*cv0T>e!gGTI1z$3P>&@B3VA+hENfsAc(-!>XN>k2U!+dg={|T^&+zc9Vd07S z!*PwUba;4N?pfv+>s$`$Je7YE^}L=~fHw2A{z=F^j{DdrWFKeW3veO--0ub=bCTr>qISH*M5tc7cK zQMg+85yTQ4d+=1b48mssMz9LLduR(^4Y^g0Ibh$o3fKa9504DPh5YJalrx?L+j%~w z%8N+t>MHN!dRmOnxv$3gUk3b2`4KhP@7IS78{w~MAL3cJ^7?xSJghBLPcsgL;{}xQyyFV$z1Qr8V$YNQ8&j4)UI&vQ9vk7_iuVm-+fh|a#UpHtIhtM8m`?|EoJd0W>V2c z^DgQ3drzaV3&etaCRZJAehlBk2ET6Ix-fRkn9v7j;uc=LFg)A0%Tsks5^2j5=JM?prv$1jG#&G%Nmxr!hyM{$qUlZ=S>#ne1-u!U! z#TVo6yDV%%J^v2=V>7nD^wLX1-#&fA9r%3r+;cbl%TGlAz2x)n*|R5n4{WBfe?DbC zzNb;v1yG>=noi2T)t@c#S<5ppd_R+CzuS8K9(V-KlZkH|J4;^IXH@7r>gLdI+#R9+ z*gHbMF?WW3lInf`v3E-O0F<+Sz!)z_9``Jhc1gZJWVG(~SRZA9eRvz`PugM3Vtk#) zb};{aul!@^K4_}&YiM8MS@Ino&$=1?i$2G>Ka6?`e8KQta$l*-tW(`KjKj}##qva_ z;e%`){WY0R&luJ#JO!NKrRy)nb(vf*Tl&&sy_fRqE(==WfLdjG7C{Z`lb{2Tr1h@W3Ra}(eH(~Cxg-;e1R=zFUZ&fG62#wI%5y#D3h zb=pAxJKFer!H?Jse#8Lt*F=8AmaPdtBCab9pMMu({po1)uj_KQ{+9FkqrWEee@8sx z0oa$-j}q_&!y4#&X%(>t=Q6-HE*JvJ1(!(5wXN3cxqg>5dwRq={2uiY(@=b(7@u?2 zKIWhNh;g+RKcc=K`)~3ifJdaZrdC*g-F7?2eC?ATF?D>xk03r!!gJ7j#TZh2Ld$_K z7{7tOm&ku0-r#bQGF}AwTqxy=UBo_7o?#t^PZZ-PSdV`n)ieK!N8A&78b4yP@FU=B z|G-x*-v3rY{|^d30vOw@d9wehV?68e@YgieZ~}4~$cu1}1M`A6D1RY`H4vYWI>#FP z9${rn3*VxszMl6cm_k5C_EYLCD>oyVN2;QL=C z^#6R`Kil*8`w)w5BXIqj{&*|S-fju|_I=SN>rY3WfBjvYpZ%jf>tFHt6$5N<`hV=$ ziOk;*Y|@E&I-0CKqjhDhe{u$9&YCH)Cl@SS5dQY= zyI~*v7j56ZBRu-pV__V)1i$_5Z^J9Eyb_*S^GujBd6L)_pL+61@!7QPlWk!Q%7@^b z9IwZpctZRnor3SCr=EH$49EGnQKLqMmtJ~F@P@6xE0(WV0leVS&=Xk4d+)suUc_nf z3$^;u)!~1@Z&e;;_{SbwS6wvdX#r#eQ!%sIhOP4 zJ4$8PM)ISi-)_J?x}i+^?alsh&%UL9Z<~!I8m7-|zrpRj2rX`cQJ7f?*4S zA7o{MI{=d)W}&fEh?0ID(al zpC#f1#(5A7!f*(|9FQjuB8NjreO4y81275pCHO=s7GYx*<5&0m3m!2EJY&R<;F%sd zOOBW%hYo(B`)KZ^Wk1dI!tXyMo;7@sImRaZ2;vdKPsnfu!5x4VIQ~F9!SjM2fZw3^ zXd`*x800yCOQEr>fip;-hCw9w1m#kUL;E8xQH<}{Of}EH;1QEXSUl@a(CO*$K?Z&V z&)!#X{XLicM=^fm&%f8-cqiO?>mA~&7AR#r7W$;I<(wbD--EVj`0_c zA3q+(jJ`6=m@z{z0}8stUfBHax#!;S5C8BF@UMiu_=1I@cc0#2=FFMl%P+r-eSZG= z7dV5xJX~_gCE=!Bo&>JJ zcogry|9-e?+H}DYo_%g@7K;LZ%+8%V!&KDOg9E;P!^`5gY5n^3!prF1y*v8*6!NE} z`%_3iMgQIFdW1>9PBw1ZDDp49_@eM2rcawHL;=}m) zDf1&_B#r;m`-cBFK~(6xo>E&`YR|>`O}{p>wsI}!Sut7Ltqk{{etIyh1s>6@8{$U* zkLV;Z05s;W!~;N?`&7tM#saqZy{K249m*(MB46WjwCh>lURJ|<*o!rmF#18;Vtk!% z#$0Z%^Z&pD4+4KvJfb=MQ;baYl6wz-mT|oleT6=|txN7jhj~Wbbl9JnvI2OAy?G^@3d(zQB8H6EO+LEEX%yki#>8Lu^d2 z3vJ83it*)psN(s5cG0EbCh#MCJ&Slm8TuF3+cMVQ3!(oVZG4{T+Wgu(IOBl$5j7WS z{0PG%+G73bX!Ea_TDJa{^ZAKaFQvaGd;XIjA@L&&OAy?EdDy>mTnFJtkQ-rka?~rP zfHK<3#a?dMh4>jt?CBAwu(CLo%CjHGGK%prpH)8p5bi@Qh-7!*;4~{)tCO{D@k`BPP>!`w`BPAJX&5qSM@aw9@`V;#tFX zEIN(fS3Z6Oxen>qa|x$Qj0i|{gX9wJ@=S>hDNgAo5tQeT2^2+yJz zzdg)9@rd~ohk^4$e@(#H5YJj;v>V1|y6o?Fm3sec?e+g$_CN9WEVzt6t19#Ud#<1V z;DIl~!w>%nK0vMro#9t}+}MfmGqB!b*x1_BO6$-0y#Jr;=Wnn2$MY1sKRpbe6npi; z-kSSsUORW}iTNF{$)siED6`FWwxcZbCd2bWB9Az4-dC3HLz$JMjr6kvW$Z`#*dxCF z-hY2<_~895u(fX0>pe}q>;skq?|Sb8D@XdC$-MXew(vglRu}t_zEJ1=qF(x;JY`Gd zeJp8TMdN?)!6#w+C%Z4m{Ab@&%f5g9{^@&^zn_-={*EDDzz=S`&KavSJGB?5C28L4 zvs7!(F4MHMv}>fX7ZD@)64(L#Gd=t4v#=ZP$vQ*s(BVVy&-76Ee}G5a368?0;52lD z&y`gVuL9oiO_V)x;zao9!;cVyxh_nDz5gTF^p74r8v6F@7cRf_GT})?VPsC6JQM`yzfOI{pAutD>p%TV&;0O%_=f6M+f8r`#-v`ka%C8X zvv!OvaT5LUpGqSpHttzI6!j0Sd@y{4&v^SCx5LKYE!+(MPwdbCu?^#Fj~odm#2Z4`1Ls=;uh|g?pBN{)LuFUh2Pw%-0sr`sGk3zHK^% znu{+9HJ!VKOFGwvi@N}$V0sBIrt#8xsdHJ>@%|E*MO%@_y~x?Uwt-xiI<2>I84rE2 zjr7B@it*dY{C9)ibP-&M7}Ii`t6)59(ZOc)FR!P^q|Fi6Vd$*rtKTPj{RMPab@^EM z!peD1{in}{7hl?_oFDu>!jFLe9ooR1$3PrHuMBG-UqWQWPL6WNBK%%>4l2Jf;uyxU zu)a5z%Hm$eL|?`D?PvaZBe)QkuJO}4a*u8Qk6o-&_5iTdZ3dJrm8N(tBqlmbM;2g#HI!~8I4oS7m zzsIxgK|BJ_dFu4X(CNd}=?bpDrSE^0(0}RU9N$0N>-by1$6CDjM%a5`1HyU8&Rx2M z`*F6A_RZX9YK8TuBhLSk&s(8jK8myD_sMlP(|av% z>Am;ful2aU7xldExo26FmwS`-ezJ6#$VPMPoB`h;ceuX9cCGg6l0v!lSjdS)%*ISf!=}n9 z=5?NG)BK&5F}}j_HT{uKT& zXN7m)eJ4Ek{JQWz|MNTHX?*nYN7+ZP&$496QsGC;ojVtHjn5IQ;?^*5&_Ic8L5@TE z@6@T2VIJfL4jce(#vKx)V)pDgp&l_SmMvSBic0>&4?hUgre78Q_kaHfakHP-`Z!rJ zQ_`-fa(=!aFehg)N8jQ49@l9}Pgu(PQ<7&nukV1-Q0}|%7vkmz&PW~)P&Wm9|Okv1$0dH@ND`g`gjU*C%%V{s!pEbebi&mL$}lN zG!H%2Hmd($eo38vU9e2XQ6oQM&DDxW$hmyr4#IyR{^0ll_zlDu$X(bd*a7lhXXVO$ zpp0P{QcfGYV-mzOyxw^idY||ERE%Hk^S_q-h_QNBkvg<`^`qe4e39wpS@ciW*zem+ z|2x|FM~@y4AAInkJb(FJU31N~VgLR^;oB40^RTJs--TFzI@t5D$QTTd)H=pD#9VVh5=6a>ETgUNvz9ZNv7CGq|57y?4w)@dw1C z5IM-x*3N#BuC}sbeBu$+KmYd)8e;LRJK=0mZ=Caa8)t#O#u}}AhSu7DeEaQ5_-Q?W zcZ2!RXT-Bc{D^7e?+kNs=H0P|G`0ir1dXq3=k$pk0CQL@1%n2JhAIuQe3*(0Z|n_J-Y&wo%$2nev|TbG4jlJ?dCadE8^~)Vsb9WVDQX zDR1X}iELV)=FyL~(edl+drJ)7?mc>j9zA;D>KS@Up7*?Zgzi$_1O5qd4?p@$ds-R& z>PtJ;#XcbGKUb;%DmPF|FqDd-Uujw(Scs|Nfn|?ECKVf$&w{v zL!@4jKQVs%xX>5=m)>~euj1#($0Me33it%$M2{FbGCckC8k}AIRPY7HrGDd$*Yo{j zSjKz!<*)udOrAVB{PnMY1t#@O_~kEu85S;Fh_g-GqP+iw%a<<)f1wY2Fipnab|l<* zCyb?a96xSkh& z{p(*N7RH)5HZwlH7M3^vq+fjh{SWXV^?ms6G_LPXCwbhTI%D@%4!P5I(U$Yt=GSBF z-)?WB&UgUU`opGoo$j(MKP}d5SMh7tgMLqO;UnyG|u}>hUSjXVc$PncQjWIPXuN z!S9jvuH)Z>D|HO1Um44+_`_+jEb z<3rF_6R+5B$vBQ{6yqmzq;sF=j8xD3OZ^ur5^{L2PQvaIbwEY`~}*?i5r-0oT;7Dmvi{UBm_$U?jW(P4YLq=;u6|ka13kr z$S^NwU3R5orukz0>Yo4m27({ay$5`J*2w$w+i$;%IBH*GjV^!x>%V(X&*k?|yTJZ^ zhZK*%^P;X>FW?b~XFYv6@Bv^1&ToM4CC4YyG{p_lyxO+(BYX8-5UR3CApuI=|s6!ykxeB$whAT9)RCO=w(e>)ZM%#y3A$RX+dM zP9F(80{)t6)nC($nO8xl55V4aD%u}>-SzZb*5A_ize?!8{ypdR{@Gr~zyA8gV#BV1 z4^8gN=s&wZ&e$$rzEa_u zK8!|&?zMH|&x!t&#*Q5u2Er#a{V6eCb^M2JPXmwX5BooTBt7}$>-iAJs{^K|Q0i0k`c>VRw;i+ey4*&YE{}yPwVB7f5{$#!@^ZS`NVFK`l!{NH? zuLC~OH{5j7O?Z}`j`KnB@4h=JI7J`BD=062JJxdgpYnhHsTnhS0dSCC{_tYQz)8y_^|FCdw+!W!(Yk@whBA6(ZL&VtueS3s22FN(^fl4* z#rQtg+1%;e@H_E&_f%zc&Y0J$b>@HI_`5>Sp)>I;(`VAERjXkS{7m#L)5XU1PwGV% zRcF5e?@QaLE`MXXd_3y($?y&ImiMfa6z6TeMjx*KqSG6x(}qV_{0Q~OMBJbRXSgx5 zjc5Lr6kl*&L+0m6@d?Ew)PC+UBJ|9E)>n)ZVK_xGzVk<_fBu~xp|No;3JlYsljd(%>*Vh!#;?lxzjhk&h~Y7Q z#I)(tq0@VDUhL~=e`reo)J~!Ac$8^v{qKn5Uw=J(RP-i4OYO@{2jdz0zym9a`EP;! zp%UwFIr{hY@e}a#|7CdS!H2;Kzdp>IH5dM0<|NnbBtHlByr<0UFcZ8N%_Eh(wwpcE z+iPF5t-qN`zq8Q??^!45Z1jsheEbJl|K2{-yRe`Yxfnru@IGz@ZAafs0&LZT566kpCxjf<9y&-@`zlBO zL?6pse=mgoceL^M!e{(zo8QLy0mQS$`ZIt2)e>L!FxH8~TrXtZz&e5Z(&t|>|HmzM znZ=`yYwWqNzvbv3(f~G=db^VB%U>5{~~^b;}KJFrf1%?m4-o($AD|P$9kZ@q%77n^9#svh`0nf4a6>3 zj!Q5F#W5n^A%p0hCQ|c%KS<1iZ z?a>DD_@qCy(SF$<^Q>d)_geo(GWKTJwAZcMh;!m=VcT6J@g$yl>e=w*6VHaH5L<%r zC7wXtQ>c4NWY(e%7iFX#ZJy9}Y@=nUk98<}O7Fctt#euQ&;F`-{HGCr~FEp{}Hg388c^!f2rr5d(P_f<7bVSJNx|q za0cNo0B9M{r!fAjiIy2cToAo!;<@V*ECr{{iFf z4!wq&zb3&W5YKui@rYC(8`nS8L&_b+9u+BVh=@b`nO`WQ-GFssOB5ZZ9M?;GM-w}v zt)GzFv*)1dbRA=&TqN-$p1FFYVGN2ZDBr=)=@VbDJTQax#3lSP-%QSjh%qGuuP}^4 za0bIKqR%GBF+7EA(xwYD$x*NhA|jnlJ=?y|jAG5^)5e~gj11bBq=!>@)P+XvvUi9VQC5f|_a{08C% z%7Z|;+s7R*ApZenjxD4ZMTRdBV*uVDZS>r~@*~_I5$i2qjNfkNpLoPr;t{}%d)N0e zJmQe8xBk2L^un#bhYo%fwjvg2ibtrwrYwGh@FE0bAg++bqRwyx#VCkB2zP?`fng5x z&7}AR$|63I;tUzKp`3`ME@BiIw-_IDU!C(mZ`$&375v%uAU}e(+o{vS$IvO-np(R5 zt;F-6akLpvn>x+?5BU*u$d8y}IDvB=BF^CDnTR^&fB)yB|Hr|pNb!ig{o3!;0G`4CF&{H|S-F!s72yB#qS>A2JoTQkRBO_D&wu#- z2Z3Ayu6?!Lx(Od)*REZ_8orkSzyA7oU@Ymn?%l(m|MHjc?YG}rw?87*#>w!>C)=cM z>eQ*>z4zY_Uw-+e#84S^=th?S7b zF>KiIumbTSzWnm5a5MZm_2^y~ZoB<<@K{_@+r0bEyWxtTdvvBXzM)^ZDYs6?!AXFH{?gaw+;5e-N}y_ z3p@fCfO8idJ0K3=xPxN^EYo^o3eIs*%t2&;D?}`Td0c}j=lln`C(fYwg5Vc|c@*Qf zm-+7xegyqBi4Q^O5YLj+c3Y1A9fp1?&Y*ZghB@dxbywC&vFYZq2`~3l^d9=XXU}2L z={jO;*jLSDJnMxT&ze|+#H}{|gWkh7Zui2U0KVY9mWUfDcA&TdITemgc)6z%XF@m@ zic^Rz<4X|JkUkabD8_ee#^1>5g&jKF7-?tyoFk?zGVURDA!{^ZoNXu7v%i63-twqi^rnnSQn2^RF1c zW%f7aN6?O){&Nd;V#CggRItQ0E`_Bs-eqZdqxW8DX+BB*5bg8_a2r1Pq)Fj#fBRefTrLw+o6ED`|0uZB zapy-6cfd12f5Uzz%+H7+CC-W8IWNl4x6KRU+oo2z=Hjo3cmy$m`xQHIzJuTdiZyt> z@*#*tWd4=tn<-)x&Zl61(r3nNXi_H17UK(clgw?5xnbW=ocBbgwdbGyntD1v0%sLh ztc1TN;YT#Df1-=T*-a;1H?^F01+^_mDwvwzQI^`;@Qbr7C%CL zCS^Q^h$8?ii20P?Kp##X%bKZR3W_yoU(9=dmQn_og!boc6w4^a&u|CMMV#|0oPUXD zJ*L0-lcB!?`XJkBKFFeuHlcqlS${8t{&%$T>92_#Ve!|5-~0Rp@Yf{#2(A(OtjoSL zUoVn1r^4$`N1K10+id+U=kt>vaWC-*{IMPjeCys z{QdJ>-p3zr7hk>9r82!jWV4?}njOs)ar;{9MRFO`Yq6T;Ae6ClqvNJWnK z*53fHf~CX~fGent9QN_ZXRvnehbhGwAd}hD zOZ!J3f=75?eh;}~e9TSt&OiM%&6|+LkDyL}{LyydM^tkCJ(vAQF@EFEzqj6cFWhz4 zysK=SQhaY-4e2>`H-$8!m z%9UXtVn|O$jEMK%dk_1!!-zq8AUq9hU;^S&|L_0(AN-#EReV3~*}Dht!%M<%{_{7$ zJ#GmfeDERG-OqsC9}KHkuMWe855w4_;CE&RVrQQY+rX)~4zaI0!LJ@;Z*K!X;}H7a zx@9Y3ovy+=btm8^*9&js^y%-z_U+rl<(FL+h7TVO%=t0FBo3qh_rc}3`Hz1L{|R4F z_uY3t{N3*L>CC0sEM~c!0B)oP|Dzs!9pgvPE?{ejV-IGNq0dI@xx9xFvp_lV2=XJk zfeRx0&VFMho^=+#n)rcY2$}CCU<-~p7~YW8Wq3p6Jd|J(f)f@6`F|Gt2#Fs7Uj-M{s7{N&rZV)eCF}2n(EpA$e#Vbr{D@8xKSKO9!KR}7I>jU! zd;S&kU-|X79R1sYSS*4^)LbNICl?})qVgk@+YsYE2o{iV7aT8e%%K66kl_u^c~Cog zhB?T2f3_#SA$*CfPPh{oqZr@kk!f|#|1$b(s)fHM!6Q6=1pPIYzyGbo@1Oh#+Sz8# zoFnTG{~o#UPQaA>pIC-G&zqBr+zHqPQ>|wVQRX#e+$(LP&mVG6bN#SA`(Yo_PE)Rb zajatelDW}2Y7g^2Y4Q}jlWxO%;}`l2gHFrY)mGYn90Wf?IX}>8?0*ur%TUNtxu%A-IV;uFRAis4l8{F6&V ze@(q=yUOoyGVut+k09qq-rvkFQR(-;)?WW3t{vZ3Tle`>$?^B^LoBw}-h^FliL5^d z4t(Aw>reKX{QOYsu7Ab&`p$GN_Lt)K*M5Kh=W2gD9^*$O_UaP*f6jiLh)H?reH3n3 z(Xb>6XBh}3Q4X?l&!PT1a0zzp+65eHbR z^%dC3_uzcS$Kj6K?+8Ep`Om}1kt2oUKz~TnrcDd~{LlX!79b`xaR>gRk0oLZQ^9j( z9Es7RM~A;W{uhbgaOtI&h5!5C{|nbIzFu$v$}=YQR>X}UE^_h37vo)GCO8*=2@fES zHOqST>>2L4`)-Pg-Jh5T<7Rj1+9mw%cfSia!5`D3k3K3q58l_|EcTkUYb4gTG{XOG zyZtuAWvC5x;FK?aU^)Cw{W;8-F$3{}E`h(>-eCtY3t}Dle+_55VM)FP{Xrc+b`m(l zQS4dmx4>tkaOb$Lpp4Icx%c0S+97zB+~Y^^ou{tfXo(-;xB%10V<2V#{6KgPh9AT{ zu!Vu(i|cuQlZmqQ&s5SD_c8`$SSOeVxfig%Cm2OBe)Z44;1NS+!Z%VUd7qZE zhiJcOsMAgBU)0Su(*KS&zVIVndpqaU4w^wq+TpbsY4zJU=qPlEVB=8sA71Fy@a#3hC?UbW&GQWyI%ZbQ6RPK5h# zQoMpTcZ+|W$Q9#P@BGL35zrs3=hi zI@#oqRzs45jbFF{Be&O0{u0>4w4-gyTg#O7Ggg%%4`qrD_ z#v5-yY>4iHL0nvOF}M!H!<~16hXJm{_wbh_9|QA1uEwT~o5IXlGl3b@g-+m4TypUx z;j+sv3y-XNB(g74k+z&Ym4n=c#>#>Dus^!xD1N=BAH*#GDClJb8)28kbW?3BERNi1Nq z)e1Htb^_?DmkDPg!z}jf1|IPu<5_F$Ux{ZuPW?3r4uQB15jP+P;W&b02*4mzj+g>5 z3C9);n}A%3XAG7&5sA;I1mlo#q+jbx#w*6J_W76i5kqE)es{vVl=#}m`PXvvFS7;M z{>W_u;A-+cOz;V&up7vGS*)i{6T4vCC9cP+)0ESA*6Rf$tJ9;|o6mcm(}5as8P;U*lQJ+&1(4 zE9O7h8^}6p_vf+xmZN_f&)WPo;X5N9vBKh6E6$*H@Ks5i2f-!CX%JsZOo?519BSiL z2$n!>!LW%E{>17ergg+Kq>aUx@cs=4DaPkq66-MziO-LuZ9D(>4H^{2;_MLd;`&~_ zC7$&ji65al+*`ARzS!ml$YGpf{B|+_<3}wHV=i47 zYPqgQ?~7@%;2DX}CF42}r^sSQun)x{1fM`1`_*v_gDA$Y`uQjS zh5nitKZ3Ro`fJ)E{+iqe8QYNTC!PooKk{%` z1wTg*Ke8&UdKee->Gi<}AE@6ZwAr<5m&9CP%!ohz=})lzKM&sD$Kgbbah(l9e@|P$ zdszGIbK%j)9u0p%EbR5`*M}WDcEE0*;x~-D@IyFu{8)JB?RUbOHEY6Sk3A;x^bN%r z5sYDx{yPJX1TmFYUwu`4N&Ojr%hOLk6JCFPv&7S8eLDZ&BQ`hvF>TzqQU2~n(f``D zYb9pH*WVnM@umMp<|-Yxxjg+fF`l)Y_wwgE*N1pMSAQR=UFSB|4Db@tptUhDLp?OgvgCd$TyACdRhMEqera0E@2 ztKgVKX(||nVF_AixC6?xF2goT@r)cFgJUNB6ysO-{7d`@;1TX4gF3DLnwr-?(cv=J z-wUDt9c}!*dk;%I>jA(ch(8KHV#}v^pLDKw)6c(R{xLTdUVqEcza2aGgeBld(0A{gV3%+hl6x;FHlcOIA=GA`#iAzv0p*4>q-|mzI0o~yv%5bhuS?Tn{Or3( z=cO9v|9<*ws_P-PF2=Lov~hFT%lHx8C$!@F%hMNY14S!a`dBpiLCcE1?B8JXkP$C~O3dluX1#k*!SBziv^Plk}^8T6_H`(nE#r~^p_Fu*P>$^dr ze}(?F#rx0S+wYI@tbc?ZI<aj~f`zA;BC53l5=N36-_}C60DBRx!TLMYYbq;}K$8!n;fKZDYE4 zHvRMWE0y8<7N3vw6`AQPmEm%QO`(O;9rM42u8h~XJ0!f}Dcj)JTA1#E4H!fveBT(ftB*CwgmOCEN4rlsYy(eXFoburz|^3S9^ zC$sxA8O!B37RRmD@wac^6EY#^}?Aj zyh5-A&s)m&iYX}mklNJK_{=$(V*GY7|Mb^12EI^*cMLpY!zSPn(Cu>ck200gf4AMv zngcun`=7dQ^9EzrXW&|1HMP+Xag6pSF_Bp5nikO6`BVzvB0&HmQ#I`y(E4rqtI@ zgaP1PC^KD0+jXpVlXsG`&YO73vc~_V5^3J0i}71?{`2vyb?xCZ)NKrhkL1sglSe4A zJ@NeB4Lg;_kEj*iJNXg)#@&@WckkQ;Vh|c1BEbrb=b$oP4j)dy8XS)pI9V|V=Qgkp z!7%5v}4DS!)bT#n{XTSu^^_yB}#_qSyK)AImp|mtJ}WvMTe^dbZI#%h<oA6^}JMw<4(Ns}glzxZs2`TYLfW_oe<@BfueZ-iZ+9)SPJ zuOhy7HvRLpmAYEa`dg0vZwDT+WGVO&_`dj^kst8@{WSqUP>dntJvfFy3_{~WB-n!S z98|{3fm^_zkaHVW4O3rElwnzn3E@77P?n8bjNe}7U*bo=Uz6hz8xcQ3@rcT2t z``V{(8^t4fg{kB22(&Q^b}&OR2j+`s!jCM~C6T4$ZMAc?J!iFs*ncao$vX*mVcx)uyUWTFsA21(P9jy@o~dIJo}$cUM1QqBK2tCb^Lycg>_x`2uGM|;tl{+6Wc&zn7>FS- zB|iaNhz;O92u|Sq2H`DOyu)*wzjNpQuzdN0h>6rQ^g#Tfn0D_a`R**|)x9U;8TAZ3 zA=6XJdc^V`JuJ`mJ&|V$`5w|o50Pg(>4$w-e|pbxlJ=~V_SG_e4~hTevB$e~>4MM2 zzt{d|eooK-U4DN1-pc&`hr$m3>T7R;?}FIBvc^_+{VhlTcObq{#*gR}$d6btq{Ls7 z$10E*)rK{=4<_-mq&P$5NI;(X)u_w!9f&t1?TKMXd-`fp+(U2*@7wT+%#Txojkt`o zFUC)C9L`s3&i{RbhQMD_ca0wbEOO(9&0!Dt5#{Kg?|&r=GjIy&lXyqzmEjrDr&BS0+;a^~y&U9Ji@4Qf%4mNh)npVWF*($aA`k_(iMn%y^$KtWnoj9)re$?SMm z()|33zoxHG7zP2IN%ya`@5%*EgxH1kUT_QC@5cL^$FuGPp0LM{P+Ybqc+!M}wmCnELBZke$`P!G* zzft#8CmYj0;qKTw)?s-zImQ4?E#*E?cggb+9nSnVscy4Q_q4ok%wN-*t49iFA;)zf zen9Sm;SlQun*a_041yeqjVbqmm;z-DTZkBh;1#S>Ohfxm@C&a;f9~T+`v*^=7{6-g z|5@M>H;+?a&OF<-Vmabj?*blChW@o={VhlTCH60U+tk3f4g8by-OkUI^KX-@M&oYl zz52lMI>x|oTfLVttwCR%*k_IQ!S&zkc}BAaefqtOTa5pAG5_`Ty~Bo$uZMl`T~&_$ z>E5*b^|u`TcYjT;f5MM|eOY-9Zr9H41siY-0oX#sARIdY#^8Ji?<1dTd~7chyE*OW zeE`Ke!51_>wU^O`zL@w0c@Ty}TxT({DMOCL;*|S9 z?1Hj}ZA2TqV;9BvRX6|cuc;^eHF5trIq}!joc{5Q?zz7Im9zgS#>e?TyvsE8`!D9d z(7)pMm-x79f&Hl?u0O|)f2;8$G81-#T;6Jp>eS%hK$_Tq8@(H;jCCb4e(PzJYoxzo z{Kh6WmYwVTGmOabW2X#v$j+oQo+qEXvY&;`_wZq}*}|^t<@9Ysenc(!5uIS?>fV1$ z=s)hx$Ww4kffzxluO`76a&~f_=g%+0M;)y%mBDT13W=62-G`ABH{>&Pmn{Qu_oLnllo&KrVzOn(#GnEH6-ySC{v8z ze&*lfS-U-+KFD@~r%;amx&5G0`Y(9IlKbSHj=!(Ef!#y><$Xe*QGG+7EBc1sSK?xd z``)AaSlTz#CwZ08HodRx7iF}KwxxU@_9gw4rfkc0S^w2Ge*G1FLj4uJap~XK(LVp# zzW-jA_YPfqb`i|D9$W*WgO6zvbw^;1P&t?Y}Se*EC4D4UQS)Q(_YdPk}rL zUOAi~;X$B|{+%Lj0W4t^;!p@?!Mx)bNhv>rKjT@Ct3~_> z;HmY!z>i=&Yj7jW(Ldk+y6!VQSN*5ovn?O{S#qq;hDXeuwmkF41iXN8AOtf2u8?5^ z;E91q8i zo-{ln0s$GGkQF7i?wAEEkqKnEtlo1C>PiYqZl#%&HByll72{{Kk>z~Wv$R27NrB&b zJZt`5sj;h`R}-d$?O(?P4I2gO?~aBctrHWL`=ZW=4U>YECxh^KM*@$ z8}~Dm@g)*I1^OB2xP-{7&nJy-O-_L059a%c{qZWsmwCsopKiAVea{+h@wpnYHke30#AOcd&&=yKEg=lWYI{TDm}zV^vcpijL4 z(+7vkZW&$IsBwKL6Ri{}I4odm)Yv?E<}EyWO-w@rVnt{+6Tv zJ7fF^<>U~LSdRD+^tI$zKn^otIc(oqz4ILs4h8Jv(uOv2v6rhqCECzqU&JCDmk@cA z@ixWy?PmU$0go74m&T7!e@*4+AJ2wz9j}D`r?y-2*6O+{Kf>cj5F^NN0pJ8VT*5gK zibJG$L~KJ2gmELXdgohY_=92)kQEMv`)pE-BKAcrq!>TJg{ouziAOM=b&5xPWbv#; zpIfm1t%Uwlr$2@dvN__fi9X1{j~F*J@XWj75soSNJ#FDuX4nMdM5t`Sr^w+F%7bux zgK3IK3y2FCXE!? zD8_t%Kw~lq#*qw;Y^iX1pXQ74Wd<6V5}!k@!v9NTegr{+{=2g0GS?E=g2i^G=gG5Y zgWh``ecQbF!p0c;x2|u(j{x^!u*G+XSOf6~mPg#+e&sv>V{k4*#34jR%k^wOu?3SW zsna&vxA!CC6ywJ^6Rf8S=YQb%yF-s5Gos%Y;YZN7O&R(}oy~L;`xrj^%vQkk2z)pZ zw~kmF^DIy7!sJPi`{VjA{+eC{##Tp+ty7o3?r^?gnGnX@J28yC7wJ9Y?S6vZ zvrg(!j{32XV>;$uy)UhkK3I1TWwJ}#X`9h3U!pQ&WB9LI>Vf-Pvd z#=#~|VRB8?87?7xahziOs-6G)fM1QR>mitNuU@^3A8}ar0p;$0%UOS$+kYH}?Uv_$ zXV1~tzsireGt8S#e@%)PXdG(A28910Jcvf>3`=m1gvP#BImHx^hm7D7(#OMMTPMcg zexC%FU|myVIKI)?-&TyD7crHI(>m&b#Iq&_VYb}pn@P^7V?XOLtX+opu=VZ+9V1<-!?qcO`ITd?3&O&av+2U zVfX^`N96rW+h%#*v(EaYo;wDSU=!4T`XF1kPGhw5Zz4b9nMH_aEf|EwfM9G0!5R!_ zkUGt8G@O8Zhb&JlL47od-zJ{fcMQVX#&W|aG^RB<5*W*4Xp=L+w#E2WJ^zYF^oOlW z<1)ApvU2oK_G9iFubK6?9R2sRcmy#B!3Ye4aLfT%!D!Se#$Xr( zaRk99fFBTZ;62(BV^EwyF^JKS8S9t@>X?^)q-`<|`zXe5H}ikRZKK717uUnyy@*G^ zw+-V*T!8hr9R1(1GsD=3vt8Xs`4Ovt6RdX3KsXL5e!x0n3g9#lH*gFhavH4M@ClVQ z48mhrds~YQL5xFi4(p>Bzx~YreFFzcJZo}(dNZCieUM>4TaNz8ept>rod5oV{+cA7 zwb*Voe#F#qw}+G;5o0LR=MruH78`;XgWwE)4-8?U;RM7LVqUNX=R8;+#2_NJK&*pj z{fSE?zM)ueWr|M}<5%PS&zrtn_z~UVuZepOwcYLvhYlk4uk3lt-~U!Z{}qqe1%AXF z!TW?CF&_Mgsl)~>j)QY0#4fJ<2*(!`c%w+cFvPJ(H8H&#qUpl`_(-E63-g^2>+M2|C_x!weFW1{=MN@ z(p;0=O~XbFs##EsFB27~LNX2KuBnpToaS!wE$FZ5*zuEU*Ok4i;S#g~^V#ee1fKu? z+g7{p@#t&6PJHbnp0&h}xC)wzb4`UzzUq}keMZ_$Sk5~oAxJUaKZ8(O?72~&;`KPZf#vCE0MSg_Dv)=nz+z(W8{VhlT$&XmN ze+9_q2!kPvcql0v@qp<7*ZZrTqPGIqPq8`w#bRGs|qZb=`W0X*knE8?$f~ z9D_)>2lEAYAbvo+z;OrM3+_P9gZg8NewG;P8tvyBZjo{!bPVDehEMo-j&b;XF@Buy zYMcN0h&3`}BH~#~{D_(`74fX;uj#-+*lxMUZNdJxob}h=|C-YO!-tNFzouF4uc>QS z@z=BnF##NNNO=sz6c{f;%M35Dc+`wdt@d+b7J4b}fO5N!I72-1pI{Y~VXSNLBG^va zc?_&O2cmKgPJhgum z^Iy!roJ+5e{h^%w$5Hs_Im1B4{!g-cpOji{TEe{D=M(QKMG>NCtn>`p=HoA0XCipJU|DqRZI#rQf$5AV0^L8(1$-$3! zG4a>bZ%pVX@vM!bkYEToo&w4x{&d6_l>b0JL$sk!2EM?0$1vz?C|)SHz6U~1`4xt3 zNO>{7%w0Q}e~llZ{+f8UYx#2c+NW=uGW1WLrI1tHUG-M=H`7toVXLEF%ljFh!6kZa z`oG)aN7R~c=~*MekMQ^r!hKMj!10Oo@U5;~2E!@@H^|GRIELhjO++3A+mQo7{={YQ z-DJ22`qg&UmtYsn=ld?kufF+Ti}>d^A$|nkqi8QBKVlbjn)|-y^sgoBZ#nuecm(`4 zNh}M)Bd!ELg4jUhKp6jldc7 z!-P6=DJZObFgEyW z0_SHRe2|r+f4+v7v;K;#t^19w|8kamtNLr={-@UBS#;#3~XDL2w7-N#w8z%5e8xG-fUw!jWE)C;H^r-7+zV@eT zJZqjM_dN&F#`I6?u@^pv_rIp}{}5shZ$bQs*|XFK8T~cQ0Y74qpUD?&!0q3_2#o(g zK7;yIVwvF$hD#{+z&6$neXxwaofMC-d%+m;GLBnBJfavM^H$ySe=WX8;YW1uB5QQ! zugN$+W~VsZ2Kx{B%@pIy+EUDaW$h2Gz5lon>wjt^)c(u2zZ9R}Yy@p&|7wf*KX%;x zHRY}HYOYs1wftYRZpDvj6UDKQLa4ewTa?PpqX5*J#QKmbe!>jJj3`A zr{ccV?X6V zza()Uod2L$g5VNpmtqZyX(;zXd@-3Hri?dXIE0Pkm_L`oMV80+GUOQ>Eykt9{ciYcqE2_C zPQ#u&8}TC)k1%`yIDzvXvN#ZiAsF9*ID&E}tlTjMEBE#yhq@RS8}*J;h)mK>coXcu z7{BW0pZ=O|PVorG*r;#K=wD0L-*WWd@d(=8cntwR;)**meuVg6B7Z@!2XYn^OAuTE zxIv0FD5jv?2l2&Zewh56zqHNyX397aF2g<|=0Ti-xJEI4RnNcT5q$;Iss|T={0Kh# z%hA8|-JSVL=>K;3^IMAe5sc4HosRJ%94mnBTQCC0BRsY8h&k|{*aZ0#$Se0j@dlAe z+IjsWz#p{zkR(2~V;+W86ysO@{5wCQ2G96<`XJi~A7p#!gG|pUwATLP@Il6p*cE2; zEIIVKu3N7#ZTuZ!E^N%Dc!FRKz#klQ$l_BgPeOewIcK6F9>MktaYfz)@5!4We?oAH zj3*&7C3r?LKCzqXoBtR;0(b;SaaPEZ>82>fB$Q0{U^pIKFAV0Vm9!I zYv8Ym*g?b`kY7w}fcypG2;eO^PeEi1b5K0NWjq#j8lPIR2=9ZbU=+FbDpQQ#KIZ=# z`fHlNc-CDFkC?7H4c%%^|6I?b-Y0g9O6)(1@zoa8)bGETf8FO6`qy&%OKb1HO6@zulxwckI0`TFGv4U-4vdo>8d5kDZtkoad( zdHP@i7a}Ql-b77^Xp7LoVEVdrt+6U|Y(9i;d$|l#Kwism@9muzA$2_8 zk2>^0zeCzKpXwMW^Y%7IF@ANxR5G8(-6n99l1gm%af~n#R8UMlSBrXLp4P0>yZ=Z}4>x%KK zdj1(}MEDW4jz_4!rbE428-v=+i{-YRQ?LTd`|10Ldn1BAR3;lC@0@pdS zcf~dF-0WYiz5nHS$KbCi!y^m>F#CU#Fo0kHP1c?rmtZr$638LTTE9pvmsNSL7#}my ztKb93jIXOb&J4o_GfHiZdvl5it(OCYToESLOTV7V9u|(QUR`ru$Gnukx3#(Rq$#$}eP$_Q?4m9sz#D8v1LJ z_|uv1q|`?f^Ntw^u0S3GFJKe-%Y88AeGH{Om?B=m_9tF6&ssj2SecRx-Rnw_P<3|9G5L|)$1Y!ps*8wr6GkhV#BQgxaa0qY5 zwwBMev+{^B2nT{(hzzqR#?R)i+UI{1{WV?Q8*6kYi66n(zx!~O{6eh1<>)_kdMSL6 z$uk4b4aSdnV6ggYiaZ9x2IQVR2e~qgBK5J9`Cv-?HL-nyV`%*A68-~aaIvopm(a2} zE@g`Gt8V`9A2e9vS<{bQeLeg&2_6A|P26|*yIlp=-{$ro(O(ns2&~cSuj$S}8?)m9 zf*A+~VZMTZ4+v&pIDv8=vbu;dIKP3ZT*NF?E^Y7eu?3^BKBbQouPDZkbH}+!=dZ2j zpZ=PzGJj1O9%1~5+#b03{ck1oKVodokLU_KVjTDpQ=G?;_pv1YnusNkDli?+`1uNeQ_-~Ws6zjgONs;i~=N_qCjwtD~IxW)Qo zzp)C~-^5=N`4Re`Tl_6ejMhokh4Mvq=Y^iSa7?wrt355Lw%epO$+~R5$nLz*Qx}e@ zR(Q3iCDnGD)FxS%%@^677kcW#G1UsM_OzthZj;(1>$3SGyYoU%T{xy%;nkk9TKEz4 z*W~`nERKo%)(vap8cmKO`FWbxl)i0Vd|{)WCC8qjwr}RIDPjV|3u0_)jal80)4*8N zrST#ZLr7%@gXiG)nzBE%i?~CER}|xC*i1FgzwjgIuL*v@`7X6$rTS|sNB_vJW9%@; z$)oQ(*{Aw?iDyTQ&7;o|-E-)3SMuB^n*Q(EtNxnA2N~=GGtFPqdc>%vexH0 z;^aD58Sw|=2qo9X7@Jz{=oxllzMmu(wqX?}>v%>sRxy5ing57KK%c48D@~`VYx#F4 zjr%6=Dd({MmZSe-yIp#p{2j!M^ZuF)A0ST9AYKIQ<-id#oB?qnz-RD#O&J3LZHYG! zgYdKjj~Hus$7paOh(mZE%9CKbV*F~JfAS-GT>*bhz-N0|JnKE?+osa%ug7se+xjmU zo8S?h;6th=T>byE_vU|A7FYiGzlR+Kx`A$FZD!#3-o5=uF%)iW?XuPG-K7 zJizgS7@HbCmMYkR`Cg*GrlxoiiX#wb&>p^Ca2ISE=$}dRp8f=SaoRdq+3hBBOo6)d7@L~>%Bz@#`5vObCio#z3?jodyx%f@ zt>>S%G>jiHqdT{c03KoX5o6i^wnP3S9$_{=GrMmP`-oi|mo@lnGT%$|*ECeT2*W3c zQ82Fc9@sf(-c$O2LR;q>!atMvZi=z7)xJV84`Ll?89$xpbhm&UujieLI& za`Cl~yOTZhR)_g(e_Zv!B(@9CjnijR^qb_k0aC#dQh9;LG9aD&5o>Teh-&<5;tq~Y zkY8;u&<=Eeq`r(_%lV(r_z`X&0e$JdeFxM&q6PU&`%=m%-lLG$i;!P=$7TCL@%Kqt z<|Fj#J2%=#pzhSE3u+(H=&uP_gW5sRwn4FjgcT5jfb9hEio?Jb65gQLgp_IP5bYh3 zorT85PURR&g4hQ69pfnDcg*}Z;t^u=bCNOIN0+~`tiP?uKXtcHQg_=0Yy?j~;zz7} zY_;MC5jSwV2iiwCMgg3F{**F|L9v8t{A%J5j!lqX@ConN{4q&A^H%m4714geV`S5Z zQyD*DJDjf?%)k3<;yuM)=>Ff5_!0EApYA8LYyE9S{!c)r_h$AH-=94@JiBmVc#-j_ z`xl27;EUN7c zzMrDMraYcC?IR?fwcX7dr~Stu<3~Wx=Kh+xr_Gl55z${0?HUYUP%I(EugZ{S#FbHTp&h)qQrud!UlH`|B_o`3PzMEeN$*R)<^qMXBeIhy=k&H1k# z@?XaHbB?BCIe(Y=AK(3l>i3d9q|ASrf7kcQo?!(2?{M$`v95oYE+L+^#gB-Z>6nRX zZp(ND(=4B5y@ivs>?Kc~tD44I$;48|?Kc~tD44I$;48|EIhPkj@);3nLdda?XAe4$aIVAZ!7YD z{J8nrhc2168j44xc-F)UX!oFcZ^I=bZa{n?VHFWapuL0Z$(e$`V)r2J^LF5IjG`ee zsB?t`FR>u)RafBXbw`bqQG1RrGEdwau==gkj$p<{k(0d&p4CZ1Zb zKy=QYJ}q^mS0A={n*8&#Hqu`Cp04zh^(p*pr{l5zGCt?5{`1f8>5;kf!V2>as5qq9fsb2oFDvK`1oV!ZpF6^?(`sj#HL#jKZ5?61Xsv0gDmejf#C)f zy9dD?5Fet_zKT&eUU3)vH%VM<>CgI)xCPr}W9IoXzJ5P7nE#!d_lK>tkC6BgU17sU z;t|KfIl&|R%r>OJoe&)*fJ}+thzxgJF%a^`_ z?iTx1`V7H7Q|$|pr#=^JlhlcB*J#Ld9nts^2ZQ*wf!~ClxvRpwwU1}IaJ6NSSP#Gm z79fT-_2I-A7MKqwjcrXE2l{L>3_|MMe-mh|YtX5?-=>67kSD_{gujf>xv%s5&tLaM zn7L>x;*Y>z6MQ!9hp+vUC(l6kMwdU4PmxRRKgjQAFW;}KpME)SQI0JR+C^d&{?0`^ z`gwBsXN>kY-k?nP$Ub=6GRCuBW9aV`ggLi*v{-RDlxJ%Ohf%ck-v*!r%&J}j6zEi8ne@`cl~bo%trKYd#0Ck^R>saoF; zz6B^N@AR+`Z5K>K3V!DMp+8&5vbBqOr-8me#_>LwlD~}KDf2%M-&N1|z9%w0YgS+Q z?ZLOhY1l`!B7c;7?tj}M|AT{Hgri4Jgl*g5uLIn5W)hEpeZ;N}%fvom4{(JP%Nq6!z!vC_ zNqjaTzeoHl**$$=3sNU`4MuaD2cbF6z&ghsEQJp!Vhs{2g8i6%Mj5~U^M5boK;l`? zU_5JJY-00sBD48v&-%-AV}AY{@AbcoU*^BaU(&yn-(Tzc*LLhb>#+V@`r;qqYv`fn zKT%P;o;o90bpue~)Dctf&EW@6VEn7DS)Bm{_1E;3>J03R70+6{14Dd5=&tMa zGVlnT-(u`v=mln&eZ&H@Z=mlb-oIbqwhV?TxKE{ip*u!F+(Dm&H5fi2bjKP@zfPKs zwD$l z$J;469uY#Ek3>-r2AQX=f zI|tzdzF~CwUb>IiM>dYwMwIbuKmTGMahv*U;`=sXY=29-3Xi#FXFQe5t2_U-L;kPk z{8`4&u>J`+|CjkM^FN;ZKgt`Q_)g_oX0&#k|HrETnh5#7bm<@ATl3dM9d)Ljjw)-< zXkC?~LTgfXd&}X{)R*M&Pogxp(Yh)}g;vIIp0p7uX)c+goy?`n@YiI&iKM&5?*#9A z{cRA7U>^E3vzK5jn=_|@N4#eC5jdMOeuUabC|2OUmJ}y&{2<{9f;#|{AZDR<6X40Q z3))mvun4uGaGLaMHW%WvDaR*}FXLzP8u6QY%|GKu%mg0c`V8uBPdFYiiu}nME;bJ) zr_tttvRhr_W!;zhgsX{cW6$I3Kl`IjB4TW~uc+~?mjFK?wg4Q#>=lSJsGlX`1gxv# z1LVsw2Eii)r%1ShwAn-Z2gM=CU%@V5FQIilMj5{o=3nARtfen!)oY3mGRkxd@;8?C zw-x!9c-HP~A8T~~_Qi-Fq5hgg?+>hin1R|YWO{Jwz+vB@*Z}I?PJ(t0Vke=osaKoL zgZOO9@d@PJ*HgqAq(0#qWqizW2h9J9hgXHZmArck`v}BpIE45Syo=C^{K>lO`|CEz z|EI8zc=E}o^!EjupV`-&-GkXe&>n(z5sR4O@l5Dda_2*DhXryWEEhmiV26Wjrq1p5+v zq7jR*vC8=Mo`1n3Zik&Q;zw{FEqBQglVtGxU*mn7R`I@d&X` zNVtOF4!{Z=f6(|4Ztp<6!DB(7jpTu2(9S_(L@<^$c%)CmAToS{d^yG;IE2)f@!ell zo#$Whh})N1JnJct>CNy#2Kxxu-cS#rv2=0HYxDW99rEwLHQ68e-iK+M_CMwGm+!yG zKV#XK-~VJ-|Goeo;qfCzR9)vtK~!VMj5N(l4h;w`uV@-%#LA32J2;lzweIFIb(>jRrj~{WZO2zV>OC+dW6|2*()~MxRW2UtjGQ zGQUcK84!a|oT1s?A?eN?r-&GX;TDQbsLh1iVU+O=*Xe-yUx4@#vleaByRML-sJn%% zjV6DJk*U1$-Q;^o!OeKL0`lxwgJaEX6a6}&Uf*eovyoqYkg0t{7w)!iTS|XTOH;fE zx03*l5OE0FI%HUa;1;YG>_V{yiFaUaqF*J)ENCx5tU~Y#kNw-feMyREEtml@2>1*lRv>r*%lbH; zAZ4?0aGGEY;CH`E^vmRS5Q0~bzo9?vH}mU+dc`Wr_;sFti63z@{WZ}(0>1Vc&-yg| zH5m>pvf7^Yw-x!17#r|n+A?gPh4>Nk5kJCWI_zZ(1Lm_h5Gig1>O3X{>NT!}#XM-> zPq8ByCxWpN$geRZo|gXmEoOwqpeW<(9CgC{OZ*6nd)C)GI~;xsF;UJ|eUOdE{^PNUOJuq)Pjx&58KA9@E4r1q!`E^1Yx2a%X@(2$x zkOn-XjBnUZ{pO!|gv5{NRy<-ob+;eEU(?`U$Grb-W&IT%+spX=I^TawJZtEVMW(Sn zSK~)yew89-pg2Qr?;!RQ(f<;02gfN4PhdIX6~G?Qm)k*ze*w`|r`# z|04fI{>SqBzl3-J-?;KR)Babr+gef4cUO2D3(A@EH*)0VMs6t&(KsjN`MfX9YwgH9 zsZ}Gll!s`Xlk$A($#YseGLQ56Oeb#1rD9~vNqIgp#EjOC%oCXn$3Pqj!6O(y0=ijw z$EWp>G9~*>!zq04sXDdGqPu+qzHNFC7m#sVd*H8WF5*YTcm=$ZpW8c_tpn>THV#%+ z|4kWoA+{4Jo83dg9*AiqKDED4?1Gp?8DHlt;xgG>F~&xn=3np#*hf&W)P=i>jq$8U zlE1ij5jjwEleJ+XJ18@e~ zO9+o(4jC5VWwaMw!5LhSZZ;OyckaI_^_y^tGQQ6t=f1x4|LQKpvxa?y_ZGk<8;)@>#svAb&TK5KT*fynD8q5;F#jtaSuOD+D9`lQbolTe!kIjN#0c^y`%=ns z_FRlOM)Ufc^9?8ew4W1<&G5dvVYBfJu!I*EEebF6FOu}d#mJ-lqL-PMr#~DZUzV44 zC?9C#MOpaJm-A>Ji>)v3lYITk<9(FzYd!yrX}!9qM{E*^u^l@6PB<$VTPCX_*C-FO z|BbSG74olm1mj1*J_7HG9FJfu2f-7F738)HTT*NXw|{UOhloEApCGmnaRlvywhqJ~ zluz^CxB71apN&_>?~M6Ze@(D6hQB7R(QY3h@vI@6QBG|QzS{NI&wsJs2KjgU2+B0= zkE(bC?G}>VgWE8Oza_^U#EwBR2)V;=Ww)b{I1>_Y!Z8Zs4vH}(9>XHM&&(fG8NdGX z@A0f>5|6-po-+LrY<|v5jCS5B<72YjAb&!~nk{F?36TFXzP>Zd{9_)9{H5RNIK6+$ z@2|6dfArV%HT^Y>pu8Tw%3~pC95EX+N%1YY;pnXNI#0D}wWKt!(YlNyW@9FAfc$WD zvU#1S+O%3yn%8Ju#u2kIlQ%$qI6B$9&Qon#Eh)`wv@YX_*_g>2AU_Z#1ovxxD$zvo=u^-i^N54;kXSj~t@d_puUl&_06ktf3oFnSLRhILVkOqsyPmrtIb0ApggYQ+NA}*=lsDzoy6OugNe4 z;sc`pCZ6Cl_tT_h$1D_6Ks*TZ*Ay`c;23L+rhR!o)UPw2`FpD5SzpGl`}}MCh-4pe zNbm@a{VVd?#`U)q`9J0|&EFSv75DVb3HyNq{1h0#O9P9M4uqdBVrqHNf9iDRBYkl= z5ZjQBc2;*F<9SK)-XCxa;R8R%V82LTGFlnm=Dg}vIO`D&$fwBEJ z)@bUuTHF7|J;qhYKmCt<4Bs}}x9^a5h2jy9hdXiS-LZx|wgd45jjwF?^obn+bGTb# zUISkcEWz*!;t@tyjKORpG9K~!BxUyJ?HG5$@e8-1@NyZyZu7r$Bkd!e1RgO*;zz4* zn_PE`vz_mY<2i2V{ck(uUt+YI4>In5W=y|9;#u$BX!wEP3$&9^9D%kC8jD(Kv|&(O zLCcO=sEq^SK{VJn+>dw=#2DCz_T~MsU!|+?dD~L4kI?uL$v(pM z5A9fg8_$33kbl|dU*Y+)j6c5b-}3$YouIMn|H|)=vWn*__J2kGzJPxo`fKul)~@At z6?TK}Iu>Kb8Jp57hvOE;R;fh6%FSjP6~@SyWtzryLbYWXzcL?<1uK93bx?mzai6O9 z%=NvfzctBUY@mZb_iaPnTerlsCLTfTfVe@1F+_a8;yMVH0NjDTnjBxScHW+SL|kD= z-$QO^p;$$ZVU+PZWB%u@MI64x@YiIzrTzP%yUp&BbFCjv{zzB7t-crXJh6#fr|a)d z(!>t~_lt~A!Tx;=k?HdmKVrK4O^jzP{+b@hd?!UrA-9>R=IN73?HLSXFnofv!^9p~ zW_$?xYT^_7Y#7IJjWT{VM{Xxko%3Wr!upAue~BNlW{$?wxbP#6K-I-anemcPM(*DNeGrO09y%S5PTe`$W!BE`vIr3 z&-CPD=6Uv~Wy3hi_%d&Gng3_t(`(I)nSn9S)#itI1pPHN>~pVj{T)sI&!7K7{Wb9} zIk2^!>AhhS<40`X2Ydh+f!jC0_mblid79$}d0ub}X=50J^+O)<1I04zEEw~;idi_$ z!L*Fu3G?sqtY=6(YqO6yax9#a_z|{$ZsYpv`;FoDA7USYyX@QOgN*mofJbauy(rwh zerec+nAZ1hTo!h3SdMrSH-%jrZbF=EKA@qlni?PJo4lSp>0y6f&hzX?%j_FG91m$3 zzcc3l9>~h}b&JBRZu8f)aijTb`kU^HZGW8aIr98>x&IhV{>sZTedO%gUf%y*bI-b_z~)liMT<7o;!>Ako+wvzTkEZRXw@dK1jR? z$0m^Ko&Tg~k1-|;rzqnSr|FFOcl!vBXT7h2v5hQ$>8#Tp`KQ08Cutu+ywC866^Lg| zOn~^o8sZMHk5HQj^A{wTLlu9}nAd9SP{A28-$K#flG$0fU4_TXraguGYAWM*&ioUP z=v_fPg1TG!wn6*|zf0cc^|uxIKX!sKQJzzoh7Q;9h?gpN@`*brZa^D|Mht!aic#_MIZn$zK!k2)9X~-yq@xYTqEStKF7CY#Wp>`dhL(x2tepPTrqm5|R?L zKp%SNKaD3?L>WJR2X&r*$0KH0{0O&?7!=<&Bg?##GwA67Ju7co#WHyohE3qtJW|PPyE|_2 z_SzT6U>_XM`-iSlvRTKo7I)^F&SwB8zz`_RTATxU%pI#O}-9d|0;LF9E0$C zy19JOKMwpgF`hNzM|4l`(Ysw@AMqG$8cdg6!3Rh)dk52DJ6@6Ny_wgz)b!b;{fG}H z^r`#_$8c;T#={oPHHs&^AXQ_Ch!Q?mlBWQoo>F<6ayPx{*(u6 zKjk%^i|`)5VDIvZ%`E$29aDW@xXkDJ0+H$07|*%~zIZjBwfJj-or2;Eibsfz1N7s9 zHPF5x;u5rdFdGNAZ4f=W-r4s!%*h_2ddHvigVK(DXSNb${EnIbSK!}E{58RMGUa;z z{sZ9zbf~S!A7!%D^|uxI*Z2{pyM;XWZyN|JA76_*`HBsw52hT4@VM0U*`%0+_!D}< zV?CH29d(W^tfq}a#3j%MywY#9iBKFP+FQUbqKw};^S_euBM{G;_?qJpXV1W2ldRG0 zU4L7V|6^hw@r?M06#EGHYubnS4T?F?ror%s3O+#^>!33qFq?&lSGXQs(*x2DwiAwH zh)*W?f)f5l90P4=V-azQGJYq_|1-cN){4KT>q0Luw!?@Y;W1I#x&G=N!}lA_`wzWK zPJd0RyCoj65i!_yZhGD@2--2=+3c|%G)A?@x)z%V+Big9f;J7rF4)HL1;sIH zdg&v_9;6+8Hd#Mq{94cd&W+E9Ew?`*@gwN>bi;bPOMcGpk`FI`vfgHAzgE^?-rZ3> z7We4Q>pyXjk3KpUwr!;kGQ@@J>Iyep|GhBv`Yt?3flo}m;d@~k9;S_t@ZNBJxZwuy zlW!{9IzRf7wq0mX9@e2h@Zr>0-`tVc3 zBSx0Lt2zI*L;lP7SAPC3^WWa{ALldaJDT?>&`p|BL(=`4_osQUAvH5!6Hbe@T6v zXkHi7rmCD^$VE=d8b)$+#`NQ{BDQMEG_mA_GQP}4J|%GiGgK+o$4vO<>u(`XuXFrpHzN?HAz`@QBxmM|4k@IBGq#k6`==>bs-P+wlX?9G`H!fcODuZX+Rh zg<%kEpYRIYx0g10?_TfcyPX8@@Y@*d-^VWFi+w|~L#gNd&tLm5p?C3?43B8=*W~Zh zA>=RN2xhYbo(se!{6Sluo5&|vt*?)QSJ)X1G`}Oj-@xh9=C7%TF;T9Q_z}OlXPIFP zYWJY_4sIur`33@JaFDo!KW6_xe!((OFF1tY71|f^3B@+7&g>y_yh7{(vNmP>Y|drA z?7OJR{J*kW<5|mD9QuKMz}QaG2U!d9H}pEpGk@Aw`uf|7{GT{}8uk&-iYzm>B>gq5 zq`xNGKoCO!W+48P#3mxcB~a(~4dTy9Fb2gD)Gw3b5{hRSMj<|!tY5WGJBo-eunq7A!8jDhQ2Pk?$HaQem+?Dh{)tCO{0OXx zv-^4tk08c2)E@ZC*Wc0hAA{%r9zKR|n;ef&e@!WVgxEz0#z0&l#iC9)f?^cJAH;To z_<>;##4W@QqJmH4ID`3b5I*Gdxxt|5olv$m92sVv0JqFQr}H zbyGCH9P8O1`_MGy84q6iWWRi5+%o=Tn1A9CAACSO;%~O^a6b*>zyBD^{(B;Re^+z< zZO8Awj1QT#`;q1QADjNA$lv(xKfjCj|5$(jmoNQK1&@fT>qHncd40^sjB{rM$!eMZW;KuWKv(HNAYd#x>u)Ra&%5Lj&)UxB5!5q{+g1CWW2gDf?Hj%IdtvAd;FbKsQgcoJj zOTWzHk+{`nf1zb!8aiGXpL3!34ClMf^ZzvDg?I$lXWINoOq8?q*VOv{w;l3-e(>*z zA3^&F_-leZ_e`HH@gwenj+xj(#1fdtBXO(E{z1#MaR7!Ob;yftgJKG7tC)qB6E*>i z0{jWvU>>@5p{dSYcu_9nTRd;h1)e(2KkIcM;X8U=kM`;|CaCH_1{JQ$EyDCz3L`Aw{m) zZsck1&f0o~rP9tDTUt%BKg8QOe^!-9)d3pmLzbOrX*J0PnY`nxzb3PfAkF}tn6A-S zpA2`1n5Fx{F@3K1+85t8-EtSDCy!^1IMsq37zUxX5sEd4e>3Oka61NI1qoBoI^`v{=7}zr}H}x`^obDH!+p|eLU~W%UUq$WW-(FB z2ia)yH4PlwzD}+BZ;7u2_TcNgQj%5n`+e@)!o8HW6%-J?;m}bnV)YV;&h_ z8Nc@P|IC6#z$5UE7d*o3BXAd?75U@38}}SnDgPe(SL`Do%RSxj*R&4ttT(|vBKliW z>>&DKia3Mf4~jV$kJ~ilajHo(A50!Y;`>r>wh(R;K_0^(s{Wp=Z}$UL#y6Zt=XIjz z|4zsX@rapuJnN6>YahB>+3&W#|80l-i%cIm8FqL~lxb7Lrj`9+=WR>F_iwl7wq?jK zv9hJCM;zn3ga`FGKWVo)zw?lm<-Kp=W&b{g_r-DnpMSYs!O?8X&I@( zKg1)xyzKEK_+GFz%&`Z&Z@IpByk9wo@tqAi@d(;SOz&1aV#eGxVIF+ndfbQH|5Eb3 z1f0P!2lL;Q>KvcQY#!Xlli>`4L$JO1W=d_7f2T6O&m&XK=krvj`Byx`<3~)vUGf*< zYoEStvOUT$@<+L(O@zy)*zQQ#FbCh~K&HiZ0(J7P^gUolM06qAs4 zj#Bia!v~@P3doUbfU3ra^vhU&e2k8=tp&&A-O81|9+3ZExS~aQH3Y5!Bs6 zp4+|twj%$>5sQUB$atTea((w~#E%gB2=}Ly;|!VYf@2GgIRJl1_7TJrydCn6JqV7G z_=KPB4ZEOCg!dt~6H@kmn3nO0+lcK*jpqMp`fKW*VR(eckIV^+I9yg7dLPk=Ar0gu-S&fu5>`tY`jQz)-u z5m`PPql|BuO^xQ?@rYSH^F*FC_V01=wJ)+fhW&3V>#yic>|8k1`hTAG5hBxwAA$YP zjOo+Dj&+N}?v2aC{hMzJ_up|-xR2>3OPQC)>ZLBrqb&TMvOU_epFKjmS=#T}tm%E5 zy)Du^n7>*0bc`~7C(Qr78+UFN@a z{o6$Czsv7W^`B+_+jIWA9OFl1`s!iy|DwLm*oG`eWp^XvNQgviBurV9gRH``jomhu zV~ggBW=dpE88BU|<9~zi{qm)+pws;Vx&_Bm@jijh*7vevCn05DD^(78m)zq=@a}ET z+*J}k!gb$Fqa6eB1mFl_8{sw#o&sA~u%14KGW&_hOaDv_ZBdpn$iq6(xw9>F@1T|O zb)Gw6{soU%v=zQUrpSHrh)1*_eEyV~)L zDzDi#mIYrUZ4~)ee@%9m z9Qxa69|252>=c*+7gz<{!107g7p%c-8=Rjs@CyzRY1E_B_JR0A!YJ5Z^2daBkw43m zR>rUO{IB>C;#tFAlino<9&zaR;VkVVT9Ci7uD`9w|M6pIqQ55oP4|d>1br|;_YbVV zZ5oIVI94FEtj>8PB`z_*c-5KxMC3KwidZIAk$gBM|3nu5I^!$j*LVJ7{0PWTUvD2` zqPz{6{%_m!`g)6$d*Z8De@Byly-R)~Y}-L!``AM}9Cxm*)?3K;m7M>ETmLE3#MpKqMmzUEGp0`s+lfbPa-6{N2TO@d05@+U%UCg7nl<9h*>?j7Y4gA ziHUNAHb1bB7{mT|BIMt7>Q{39Y-RsbK7Z@ypYr{44`a^+oIlI_m-!z}{w{s-kMQ-k z-z0tfa5>S_XO$yi7G%qm|C-GRdA*SNkD&m@*1&Bz1smFbWqhBBq0?*vHJcIG!i$pf zpKpW2kGS-|vSvvvU|YKcn~;5K`aNBgJ7Wp6IDHCu#2buft+9V4o;B_n_btOz|F;_hPIkAF&IM!>Te(K8X@J+Td97aoUM@eA?^onvtv@aK3& z8NV~;|CM`|hX)Zqg7;l{e|sN%kg3g&%jfX&=kM-z$^Qw)k9aEiwpqk@){nwplVArH zlUjTy5t9HmAhr#LO%Nv#OoDXa3|UNT!7Ny37=z#w;8(ii5E@6qc_NM>e8euw_-d!3 zeyr*`|L(7;3o%9e7(e3h@53455x$;cjTL;%%U7}fwj%!;&pKgj#3S}wJZr@nR1bb2 zi}N73gxNYo3;`H~(#@_yumrVf5Nv`th2QDt9e?RB!z@^5_(O^vK|G|4&v~o!{6DjB zVOTSxN8?BI0%JS;PB<;`BXo^!*ZNC&9%=s}@gv~dhW?tk|LK|DYw;tVSDe7{0i<_l zF{LA(U>Jko1H=uCpE$%_=7))K4+NL+dP$)}2L_STHKqi0>xNB$FUK>=_=-FD97|e* z`KNEMtsc)B`wij|AMq~vxxdD9U90=wR@PtV8E*ZjkN+cPAHn_44EWp;JYs|45yTg0 z!vG9I?Ig^uL9hhn5p04u0dWU=_6VM#yiRjWLhuRcm;A&g*jD?x5B=&m)>j$7_VZ8s zmz}pR0mi2G5%kw|RQxr$4>GLNzTX(<{l{qXe>LY%?|Z!7Ke{fY^KTh{eBb|N{`osD z^2guZSoN=yW&OMK#aH5|$JNtOx$Oi`V?|PBD=A~hvKjl8WxX#?vtFvCtdwOl_AASJ zU!G>YR7qJW%Vz9Xmi4|o&3dVlvQn1K*jvtO{D`lb^a*+&SJ!6wt>E|K@2U&X<1){9 z)~|c~2%e?#_z}Pg+)g34iEx^xX4Bxjjwdj-M6{34yZ$*YL0byJ9HM=M^5o+%?_=e3 zr1K0*hd`y-0p*CGBo51@4kTXTJy z#zZ-s*+*3UH4%q62pmDv+&+R>LiG_FiVDqe2f-W2t7W!Jv9Q@E=(#-v>T_J8j9>5h zm-rFDBSfZg9;ZyJzb4yvjUay_yWF2O++~q{tI4vjzpcoBMR%LUk5E5LX462df!KoM z3B)IITL#qSxCCt}h&zb>+}kwp3x2^q8y+3kZ79n49>b%~^Pl@`V*H3hZ+Sdxo+Z*6 z?dz_mSF--LBLD7#jQU&NomBgX{%9BBwht8_K^d+?3feXJ@pJP>dnR1!&7aUAW)}jxh{j`%v-GWH^PiLtg6`yIT9I;2Df9 z(a>KRKf`)zHvhyUn&L+QkDz_TX!7UvzW+-E>^ZM)c?UesYpJP0KO53aa{gv@`Px@W$Ka2dS{;!qur^}+I<@d*V7)k#m^K^~< z{u$5uTf_~h-j^Rqg*}AQdkB*BAoQ#l;f5#BDLy*e&m;srWY;s~YW-9aV zctnoP<+?9j({=r+tS!(((1$erHT6jR2>8Aw9t{f_Q}EamUXIv?x3M(h6j^`XZy7(~Idz-=S7ZDL)tBxQJmO4C^4BPrS1bR=k9qtE z#InHei~gEcJVyJ7MvNh02gDw#xPjR@WZ1$Q!6Ecszw#n9X?BkROj{t-4!1U$k@mZAJcxu|4%9?ISc^{4Vj=v{3N~#HoHM zivz(s`iei8ErehTh9_hg!hsBb$gu~-EtEgksVfelwh|SdGJZ$QKm9eW?n&_@9Aj%m z{$$S}dx)!-f7jh^+rjt|ibuqF))6;Q%%E~FUvLQG363oo53q#0Jw7$+?t)DPu>{f_ zQ;2pGpnIQc8_|q?C~i^4_j!tGjpqNZ9FLgN6*g|zD8BYZcRR-YZ#(4wLW~~)nHG#~ zD&j{h3cE5qLhyu$6BxE&<%&&&&=h}2xPs#ls!vyJ!FYgW?1}Ls(68B8kmmh1rt-IB z_=ne%Ug)OM2sOuOmT-0|y*9p>SM=0@w@%}!Ac-9&} zqFe0ViAT&``{T;Jd)JE-gV6X88CGC+4$9+n_;3Q&;CRG>^@=%=hcxyfI0kGZDtLxr z6-rC@{>%7^;na2h9gm=I8=lAMuj%;lvn|PAzHjur#-!4Uiw$i4ZZ$g}=V3~J zO|QY`M=`eR!q#PoAL0I*1XrLhCbeIv;0X~+AV#4$MZ^wJr*h^2fbj ztLv}JJmuE&jq>mI5%l9s|K$DK7l)OGM|iAh)q@+J04!k@um;B?R_#^Hfjp$em=Lgs zsNe~PRR~Smcz=pB5QEV86dB#@EXw$tBcGT0&42XQ1R0tQe@%zzuL-_wT;@iSKVMs0 zU4L7Ve~F0#A7qqi{=R4*@f`g%3D%(glHBgWF$Bhz(D)D;wqSM+%Hwq47O;76+lm7N ziaC&nv=|ct_(hIecwW`P}ToCDi9F{fedoo!19q4GpXqqaTP-@|v7Z#=LF}0~;&j zM|^qtEAhJ^Is@Pj6--#}ff+u^I|S6>G6ntgDcVQS*FNG$Wd522OK{&ynNOhTgGu}> zDb5gWA;2$r)K%>rs82Vng6)W5kca)#uan>$D6`Hmi84Ot#^)o$W_*sA%G}wUbKWLs z{w03I;;nLziu$GJ;cH)g+nCIaAb;w2ka4JiHTeA&;ir81JK0mpE*|iz{3<=}Y0-}P zGw?z72IEppnf68dX0`w03_B8I>en1T3J0=^(Pf%{h?ojP()b8NzSq`m6QBc=g< z(U}8(sNVNye}+}CT^Yaj^UrwJ4@vw8>Px#UCd%2Cu)Rae;n9evX7V&XdkhEQG>sx=tn8T2HXZh z{46QX;5Y*99hiR!bya%@>eCIYU^`+M(jIx(La4(^r1uyfoZ&- zPn-exL4$uK#TaPskbE*lA56llIEUjH64ToHsn|r6@iB+>o_}IjTW?o9g1TG1OK!1$ z8IPTNUf=h6YWw5H{ck(uUu}LgCJOgI(O;9tvld$f#SEe?g4;0wf2i0bfF3afwj+kX zROpH?kbjT#N#4dM!zP?Z(lS2hs;={Y@1|uM&$^rbnx+UIapWj4wn4;1G5te3*5B_! z{^hrJh3C(9{Qk=LSntaG+qysg>wl5IB7bA~{RtlNHE@WE`np=GRH4vR3qnq7zSE!8 zdREfLaXFGRG>)3eO&lQPv@(9ICbO}!`iR|!4QBkCO*?8iOA}RM~Ll&>DU*T ze%<@;&uuTLn=j)VMp3W%7yF2TEfrt;xxXfPw+$nIV!LA)!v)!YIK}`>Ew_CjMnO9t z!77s9ChePbs#9ZmD1S{a-?L0?7Akk`i678*!7zq{jQJ4n>H|~AZ6CmUh`daJEkq2$ z_=z#NJ;YG96{NY3CypVwMH#=g^Z#q$5&yJyj$#1N5A5Fu`-qdkBU+HZv8=zX$iLV} z(6>z&eA~cx0_`K*Uz6hp#2Bg=LWV66djNJJb`OR(upRLTv7Im+VwJ_jjym?-_JP<1 z`2@qT7}i-|W&C>2|H_Bggx<_w6YV3;0*`1#{$!0E!}{Bb{JX!VDU|6hvyXs&*|7k{ z6;fGzD>;S${2*cwjvoMHaC->vqnc`bYNtv6#4l(&VK~GA!6p=sDB}~?srUSgeT4gK zn%%4MBN(GS*WXfiE6>pT-*(8q=x#qg9(Ev}wc1DYNjz)bdCxJ0h#LSiVE%641af!Z zaEQAY^8s|~&ZR!LeITX~F^uH5DfSOuw}*%{>5Kg-rcuWCxv1a#i+#kcPl|m6WoSL( zSsy)mEZIl2dHwbC-*ECT7#n1oG1~d}%$SCF*0(MWyCt4=@|zT~17Hkp50S?-i1lI< zk#GjFbs&C0+X=%M?qkde!y;%Su_w2EAa+4s!#1K0-m!}^e(mPp{WZ;kzb4xCuFw26 zjV6Dz-?`HB-*~V8@_xzApJn_^e?AWH-!lJI{YR0%B7eH)^}R3C?{5Fgu`XTyAB`W8 zRM<_qs@59Sxx&ARo7jLWy@#lbbqzdT^fdAf(O(&VsELiVE1iFa5xIQnf9>3r?xbI! z-MYUIp!2pGpjZD=3S4f}{GxWh1G9^*$m3V%yaH9UKv3#T8Zy^+2UJPU6H zAMuG>S;sc1etwo;a69U5Wgo`h)c;d~{0qr9L>>Drz+FOu6k!i?fyX0T}H9aF|I^Hv5{0RDM65mS|oPZdF`wZf}eajO^5G=uT z=7v8+EW>aG@y9ew9s6zc)l|ke8xxsZ&V7C7f5juKL+{PA1vBo0ErR%K65Vauv$kvf zZAJbCkJ!uj5xKvng<{*_m_aqAZallEFMgMxGp7wh#3_g+Bpo{a3q{-lJd8sjm<98W zV`QoLBQk8FI=1&)#?R+hY)U3@{u$4DZ8zda0MF{{rN1V|Xdl#la2wZO-J=Y@{}{aR z_i*%x-z7&3w&{vT+zI=LhyegEU>pd+41g;{y4>5>yZhpg$*_rLOo2R^odod=J{6pT z`gXGeKpp#w0iRE8M^17Z=0&Wrs3sJ@9CudZ!7DspZ`?0^&OC}{~i-1 z;t|ttK>Ub-uzTaOh#81YgWv?f3Ir!0-rzoicyB+$Er2=De~(}mz!jSC1i9yrdbfXY zoFS&{mv}|$zl;x?k{ZwdZrDfMdE1geJc4WV`t=*JPSQRC@vP&yZesQyW&AYnz6RvK zf2XB%eAk~euK%57{8sfJGI!&+|M@Q7Kjr&(x%af*@_*@zuMCffKtRG15-HPl$1Grp z#E^2S-g8ZL4TOfGG!xno6*;MlpJpTFeAZLiRM$Z8qQ|oq42S#q@>w8qShmha6 z;}XVmO8hm!x6Sl!(GB#>SrO)}{9%~8`q3~4&pbTL&jm&?cNNM^h4z@#YrcU7KGNr{ ze$05aFYjm0sz-Z%mbd)kKno1KL7CF|D0PM3NsgOfc$ic z?*zF^4m?7A-Ki|b{a=IpsZB&Cv$T~k*^F&iHhRJ<5~h~kT}nHBN@Jq*bgOUa4U1=n z7q%@9zqo5j_{H~^grDym2*2EkJjy@cxl~dw{}T1T@H*80l5JQvy3~_)*V6EFNe8rF z$)i8#NBT?f$e4Ex7_atI#;^bUzqDg<*tPP;Wb*?bWG5ICg>oooso~|%<+ok(FL(re z?b9}bKJ^rjSZnqU34d_A2DM>On+VsDN81SK&Q~Emwb)WHZ$6*gwj%f06#WoU&u%*R zRPXi{W&9l1k$Dyyl6uYm%@41R{+fEByM5~r{51iO_%7DpR^B-|qsK2IGDIVeRBi!CWFa}}~6Xs>GIUezm$B!7}{>BF>*>{vppr{zjBP#}d(|Q&nKVQl>kj6aeGnwbJFiaC(9=^Z{^c`ea4?3ZjgDv++35Ne*r!}zndYxf5^-AQ)kK@7~Xf?zu$b@v><;~*|fc% z=?eHBya*poytfgtHs(o}zA4WdD}}Z{F8`-aoe#fx?YE)3hZx(GFl+ktVM$+iSa#!d zJkvCtlk&@N><-JN4z$^%r-yY*t<6$z51!?0FMVj+rL)nml(p^BSg+%;pE5q@rZeV$ zN#FD^r~8IzlknVgKM9P%E9>Vd@<%yrb^UEc{*NC&jrb8B`xo{R+Xlidj2}Ua0C<96 z3BVY%Og*^a2U4$if!a1?_xBs>6psL}>C#=tp4&u-uAM%dz$3Us8NXxZpZ=O8egxLT zzP{NSKf>;k=jTQ_dtBxE+lu@%euT$Fp)Uu=Bg8M0U1Qd-}u} z6njuCLhuK{7L=}WuoasSzTxT&mk=I~Q^v3D{67QyYE92f!Hj!*d(A$A{+imm{*Jc) zxB%TP@BMDyk^5_UJnY;|e@$wypmC@(`vtLs7^2Rw1h)kXdmIYfY>r3ds+X>dSL%LNE$x+gPWVgJKwlPYA}Ld{O^i z##daX=JS6qY*}{RHX!y9e8;QJkNF@Q@@&|i^WRYN&wUMJ!*ehF>8Gc{r^oPo`kCa9 zeR?_^BaP)xn5Kty&i9G5Q=VgNFMU|sPe7OQDeWuPr!ll&E&KQ%e|$20@aIp$d++^O zpLdb+VHxTB?|u;8eeeIG%#?KGNq^sXKz|?fci$zC(@+NeJ>gOM`z(8VrbE_&Uc>R< zd;bIYt~(h%mN{j{}a9$5(6-;b)}B9Oo=U7#mAB8T-chRQ;=%h&=dkfyxy>5!}NgLMdT}SdxL0#l!e_ec(r;BY_20!nU@$vr4 z_?3Df77$^Jcf8 zF(P2oK-|DF2&)r+PKGDsHW1=t$YWU3=M#A>HUe>rgk2zC#_yQoEj9!(2EiG; z3=HA!%;q8H1zT{N2kV0vM8p=TKR16)xo;-cvp@DPeU$O*IR860?-Too8SvM{^Ox#w zPlUnqi2ZAO-&Xg(?T~-PBTm9TVuzgL#6Dsj>?1Z38?ZPIZYv>rapDJN>wt3f%_KCm z@fgKUU4>pEBU~5j=lv*hn8_h|zxT zZ+aeV)B3BrwRHX)O8(EC|4TUf@rm%n6VHSPfB4Vg!H50{>5sw>AN*%|9()Ki%RlrW z>X3i%!5@W`*ZPNyE`9va_^d7Yh0cCZ7kSwq#}hu|vGE@O-+lK#5O(d}9d_-yH{63~ z_b$z|oaeQCFZk{YyY4}HkMZp$&FQ4=4)>sLx6nujjr|LswPhK7a6CSB9)I`l`@;hd zJS5*qoKt>>ZJ7V7`Tl?N>KpJ4jr$MZ@%e8e)_)z7cRk0he;MlcH=g>RGCuaSqny9m zx&Nj7OFV1XNBDnL{lDp}bM1bk;@=yNkXD*h3eAn0s!1s0%S6SgkWBO34M(ZWX{AtY zL4Qq`E`OzZUD>-DE--P78&lCDL5 z^_sQvtUGtavEjlT+i z^U9UCgjq9t1%sJ7eOkEr<`rSpYW-~fd33HO-{@W8%;?UzVBXr5ZV@=mkp^0MgGLkC-I7lqp!cM$iMh&dh$70e~8zL zzb4v803Yy2aRscOLIW;Q!5pld+dc^HV73*8I}oc#HW%uTNw5m`$ynEDzsh4=i)}<1 zzf1N^)@U;*72#IHX=D*{9pq=Y)EAmhKh^O{GXLlB^3%kT$6Koj-TNr>& zT>UXcKTC`?4IJTs$5@USM6!o)JBo-)M9jhQ3*~iNi)1t57zp^v_^>nSjQP*wS@!~u zICS`J@j=##{OP@iv>(12`FGzo+e~-cJ$-iAxccF+W8>3-_ulW^^nBR4albw&3k|jt zcad)8yAW$)C(EESW!;_9R{3{s)IRQn-dfrSpVb*3<5g&XHlFd;X?*^T@?4{z-@orW z8$SP?8=ncA5r=K2#E<9-8xhZ%{+iC=PPgn4#<2fwhx}g{{6hRSZHw`&r-{F&U5E*g z>>JdELF^%D6XDoF1#>W;Ot5K4F(zm~LEItvYKl06;1a|kGOU6zBpB-&eXv~_A9LXI zz`2pRuiyONyLp-55i@xX!yUv8>r+gWcCNpT=f9!k|19=8fBeILg$2N{xd$SKO`8q9 zGnw79^gEOJT}kp!(L0#je|vjLS%*jORc3cE=U z3?+Yhe=_Yi##{c&_@+b3^hLQ{z}4*kT3LT4`}}_a|2$takg@+KSuJN&tIa9QTe+He zPdSPZS!1PV(6$g3tT@2=)4)-unI!eA2g!i+&}o$N03R{N3;Vi2F(#W$)6zs6V{<=Hc*v z|8(S<`27AIjph6Q?6X1GG5#I$=||HsNyYGH&uu zJmPh+`LXyB12e;m5vv+V`OtfEcUrGsoAWg9h+EYXfV*vO9eLp#dA$Aw+x7zms@TuK}_I;p?-!w;c zod2i$7lySxh-Z!UxvvlYn%;URoP`gvR^(6i6t+*kaFy~ecga6ie@(pGK5g2pux{mj zVdJ_-p<{kLY`*m|O_^WEyp`9o{CL=O>yN`7QfFnMS9!=MJhv*(9pKr7eo{N|qwWsS zHhEv@w@%~p@7=ie5qX&3e2sm6`7Zdm<-zxuef~|Dm)mZ60Dg04i*A$W4T)#XyX3y- zMM^!E%dYxyvNHF=S8)CtZvQcen8QaAKVthf^+85|O*>#8vCHq|3pQZ33)G35{R8b8 zV%!JBtyb(H;}gun%ETzBO9!9g5lOcm<5nAw^dr2=qu4~&Zy8@OiaO2zz4*SwK4QjH zS)-G`CbRiz)B3BwkCEk{_b&hNhd%+2Sb)EUz8SEux4k|0AC5~nw$R8!y6?XwkG4}_ z^AX#b{|B!B;_rd|qhA?Ed_g!C!LiHuGA|uI|BpQOIPRz^9-%%U#;$)GZvD-5bSmGv z&X3pnU&g<3{nL2wKU-P4RX^L+?tj_$rOWQGsj8J%b-n7T`6`d5AIAAh{F_6L z=!c(}1Y=C;^Ou-EPuk~3_Y^eJKacz2JU4|m_uL%bV2bCr zdo&fg(LDcKmhZEAPuT{Kx0gOxcc1kweJq#0g(quQ#_yc@|J6N9!-K2g%h~qK9;2PI zI-2~Ab^RSp{vD5yJv`1ii-1S0cr4jRtRb#I`vt)sXtSVLg5V0MiSo*>xB=p!|*}I80~i68n6Awh4YLbaWZV@ zU2@*Lg&wLKm_#@HHub<(f;wh>Zq&5r#?TGg3_d+x*POCGw$J(@o$bBf8LXRbeG47q zI#1TFr@IE@%inVie|~;HLw*04m+tAk;d|e^USx>6Tiy{9-!|XD`kSBshT4A+V-p`_ z86L46c*Jh_Ya(_KF$d)L5SyU=0`k1K?{*TxQ^6CQ$750F@u>}Gus+zAU=)@1%2USg zjQQV9e@(YCp7k_2J8yu^kH|D+Yc%<5_x|Gy>?7WJ=e@9y_7Pa0i5U<}=yH1pF6mvvv`4V3|C$pI{%-pW+R|gSv=WxIIQ0e^Si2M*YKh??1}; zRsBzyf5jWdYyV66yY$6Zh-d9ecunPBCsCiD=Nt9=9^U~xBe69$t9CmS7Lv6XspB%f zPE;G_U+g0;e--b|4D~K|{Vh|~^CpbU>%`8?_P$E<`|bF>1Gn&fYper~k<+E#^u~?4 zWFLcRCyg(6-*8W8>$dH(-xwHJf>=-=!q3%T#DDx`|NQYg@1XBrW3(eC%5>ln*dJ~K z9zp%`pF4&phC=MZoRmJjVwn&f}5qJd^*wtE1)!#;w)hw)zj1dn)1?~?P(Gkr>Iwc@|N+53svV#%XORoWj|aQdYAXf zJ8X6zbhn38cdK?j{%*JTJ@H-c10?o?*5&WHSa%igf8Hx&jCSIEJh$)c>kCgpSMVHS z6!Upj(nYBZyTqotg$u*88Qtrd?qmCfjcv4Ft+TPfqhpab8?Pqg^KW~$@;Cb5i@)_6 z`27Bz=HIi+#*gRC3oB=+4W!!qXiOBY(c`)Q^gW{B5!6ZHiMlM&Pi4BUSeNd|Cf%0l zw5$(_$L8%lMV<1~2MF%sX7om#nPBNd)a&0?#+UiB^+)HfKJ)MKBN&5M_8jB9|31$c z?T8^8W3+cq4UR`B7D4|>u!U&w8{~Ej5lgUo$1j*_U9yqzx)^@~JaG(fpN$ji%J{XO zf5sXS`-pDGBh+8hAY~eR2RU2Dy+*d*h_v?UA5H_Oe&?Nc#a~ld|A?QI_5W(u|A!xb zEPVXwXDY|CUxo}%GX0nQMtSBP=l4%MW7xcw@%0=gdjXjftc_Q3{%ZI7dkOxU5*}d~ zfa(8-g#iQu7`Ap~T!PK~$smW6wSJLUE>(H1jE|WZc6LUnv1V*KMDuTfOI@bFCdz5! zyF6P*R0eGy0A4w>nQSw!Ye15F?@!iPuCwy^9--=EC$|BrtR)>j{vhwZ5s%mcJOXEz zfyGP1`+`SY%;t}C*0{g2dFt@bU;XYW1NHy@8KYhNHPJo-=kaYzd&A4bBLssmJ-A~A zf-R_yTychkJ4Ae84`}gmjADgi4%YtA4;uCB#+Tt3Wqi(2XUxCi5e@bc$AL#ofczgr z+={(VJ|pW-7w%!rTGkil-M%m^+|(Zy;E{CmLdh@K*dOK_oplR=n0c*?|Y?R_3?M{&CA4+r-XR=uQ(}t=D$S?>y{J@=Wn;y~FxN|J;+tzPGY(<*DQN zn>XDNmM>c_>kohPOP4MSn>KFNzuD$uGJk&guEy~FKk>vZw_~XKSQ39tv~8fR1XGULo$FQOkN$0dYUF^Yss_!!!sU>vlQkjHE+ z(7)gs*1nA2i0`;9Nz)->Exb9bU9>8!!*eSh&$Aq#e#mNt=Z(Je{`kM?7Hi}Sw7V|+HIw=d)S zyk+yn@1aKXzk1+zj;(D#4(jQVTpc7IL4BWNFS5cUs;fe#RONY72c6=>^V zG~x~sV@UbK52zm9?Hdwyu|n-7_Mndk9D_(Y_t>wDS;p^_`Hy&n=}Vt~{)IsM2>#Zq z*zI?}{&COyuSN;PS4m-Qo4r zKDXm4;P2qqj=I~4dH;*ekKhqS{>ty~>enCf*Yp;BkO50Eb<(&RLUpA#~+`NIKi?0=yCYPISD@|L-D7!A6uVC&=39SFx5WL zmU;M#I{LBYYdHS9@BKME_0&G`kHUAzLkWz|8a)# zBmVebVIgb^x&EvLF7U6rpAWzO;lG7ffA}Bal?VR6@X8PIc*=bCy!zn3OZnHJy^4pa z)}t-+4*;vE|9o6e%lL}-45$APe@#&-9WzyY!pWXS-F9weSE1gw9= zBmU)yr`2~9)*!_QGR#4+gH)d4zHEstkUzs16w6@zKEo~ycW`Wi{Ec-SPwLrM8NcJ_ zzZdoqhk!@WuiZqw|4-oVulQ>!@)vPNiE~+ge^<2rNIYxWM@T$tyO%T0`%l_QFb?o} zU=!Ro@^1U!1xu}b0qOZc_&H@+@+|Aaw&cHn_M}N48K3mU{)7fzPdN_TTDgwnQ@{S= z3;$}moUZWPv(JZP@Y&{{T|e*S{rvLX;CpKI`yX_FHg*mh@BKHw4`L{eM|4lSA#7UJ zAMU(uAl!vJ?|0qqDe|}Fgq8*{Sn=H>j36uvG^w9XSkL=zkC}r~DCh7y z7;pUp<5~al4}X&Q5mT`DT|clEn8Lq@w;ufsp4a60PvrmevDd=y9(~=)uSxkorT%rz zqn>5qm9)A17TOEXBi5d&@&3;G;uzYmj?KTJj9>5hf8$60f7rYI(YXItJOcI+MgOC^ zLw{FIBK=<{>c1vJ|9I&V;#ph#h^U#4nW*Nrj8`zt@>$kfI7!Q1^3=JiX{?n@EM-hi zW18i&tTQ`F%U<%-xvFWbl}s#UOip8(<+H3aJ4wr4^3=JiX{?n@EM-hiW18i&tTQ`F z%U<%-xvJ^ckb^J3MEr<+U39%!P7|L(t~W<2b;K$3{1)&1vMlX!Zjv>|+kozEZ0< z2)3P!hN6Gg&`>Cw~9bv%UTX;z!Uv0^iy8rL!!41Th51 z5s>b2oIvpd#R`ZY(AI%TUKS_Ah0bPw!2$!+iK&T6o7Ic@`k;--7&Rmf=&0be65Y z-)WLsJ@dkE?ZDp;e)g5xXS_}yA}!g|yVzqJGZJn*wGX(#P7 zUZ)R{PU!gf40A9i@)>9GZ@mkk?oe@$42#&P`-JmQb< zBYuSXYr1{OTCqzYKJfOVZ-loWe?7eO*z4hUc;0?Y%Wo5#kTQ6jE-88Zc|&;KLHoCX zF|du)u^f54JyWkoD*S9$#_xpr|Ls4&9G=?tSUiU*9&uW9WJUioIrV>?sQ;2Z)j02e zFJDIdh_9)q9zs_wq#@{4HTF;~v;Kx||LwO<|F+s5WUtXoEH#XpibHca)zie!Tp8cz zCC&dg--K}a(pP4~pqPQ$7wJBq*n-@z5e&g-$m?&7=M{fg*LYshI1#emvLCy*a}j(g z#td}w*jwlwp2;=-Anvl!#(JCCM=V}EAb7;*(5GArpPzUWzxz)5{!gD83~#(~5O{>f zy4<#m{+gBNNka>{<#u0`VidU`x<-U3lK?BPL?~J8{B%?c?v5f;e;w zfF-Q>r7y9O@NJAJ_aXk0V|+%d8hZ%R3EpiN!4Kvwj|9JC-d)f489h zE!NKp#IR=lEvPT!XY ziSL*9Ze>r4y=dA0avyJd{Tl55PvUz#aNuXM{t#1t?zx}f_iA`VIe*wXJbvph*Zq;s zf3&v|`-mMoW&M#Dz_$P3_tyoCG{sU^e`~yVES*AOH9#;1T^Yf447LC;pWLkBGPdZ~?~) zJbnC)K&*jS1$E}m{|@SZ7cmE562KOICpZTBK>nS_i94`AYv=ixI`)y{7G?Z8&;M_K z^sBIUtJ+6!{d?rGAB&Bj+{vA!`mavZ{}AUa`@iws|6TgxAK`20q2)hOQM;ZxBUyC= zP~g-NQ}4~;2Tx-oXNZJqrcxaXF;it8qU4-DuBVaJ86u&YsZ_^8%v70&C^@H(>uF?l zhDfMpD%G(NGgamxO3vxydKy`s0R;8e^p)z2?HwQYn)q$X?^EcGHJE;xG>>_JJTV2) zJL4SVx^~+Bu&)$X!p=B;r;7bc-`-ZslVyC`zH?u`WlMv7#F@Xy=e{_}KYu5F|Fn;I z?e%0Iv2BUPvyQe2X3s!72e)G&KC#E?z!!{8-%AIHJ)o{)7vXpMGrC|F>@&wYSRea! zti#7C=T zHF%gd=2vC()lWFzx@O+JseS6>wy?_RtDZpq$#r2B`tWgt5A?)e#&4X9y3PN}hgXNb z6~rSD%Mt#X-a72Q_U(OM-v71Q|D48shj-q2FU+00K-Qm~JMY2$|C4DSHjeAhwY>l9 z#Qjf2*IbkR|7X!YLT&u^0goW&RL&puTz>~~-;8#d|NPI7h2=Nh9F{L%5pKFEJvT33 zDdn3p`psGW@+^N7c(m^3*hl2OIrYi@mA*18H~MmnQ`hmAAwK*3x%1?m%J=HrIdcPP z{2bT9=a=tm4B!6)4?HOGf9bnS^$g>uf8hPWKZD3wBRP>?5$})c6q} zgtHdUT0ZwA{`_&@Xqc1x@$z?Y9Y6mm*hjqXcm(cOZIyV|OMnv)TTow2Oo=n7pC#f1 zELZUX>dJGBLGTE{DH5(AZGbnptpoWh*ac!-Yn_i##^=1&ef}kW#M-&y@0w>#`fF1C z$@s5-^u7JmUc)20t_%I!7mJMob>O1+23A1Kpiw8z^6I_B6Nnd}UN8pW2uN2wNjzbl z;u%jEP67HF!y&XSag2t3rQZ0<_#HF)NGr%K$|6Z66`v|T-cinXl>@^I+TMTDUMbo~ z;2rj?;1Ora`a?OX>H2#fXP;w;UG>2SpM($bF#X^|rXOn_oOVyl?*`{b<4-gz>egpZwz=-q+844Sarn zzhn9SKY=XKhRyvojHmwL?AZ&zBmPV6Be4FgUbHIwbk}phBz_iN{sA6f6MPuo+Vd|X z|7+HhZuO)|8!P{c=@0%b{3_=|IqySwtp4Q({yne{r%Asx8vj=h{A>8-o|ojg7C-+; z-~WHy_hR_brU$SeQyV4z-ajQCQS?8PR{z(D`mc%De}4fy!sADbsJhOPf~dxh8EKlA z92yW>UePqjh?N<4#uu|OQ^v;(v>FS>K`;bGa@#F!F}S{w!u?(kRz1nD$@nx|<^8Yv;(G0WP7{xK`@Jx4eghr>|B?L8u9f{)C+%%F3qQ3xD_!B~ zXZD4UKRK!MBA;_|e}0jPF?|2$AUEpobo})X9?yEgf`#I1tY=zx=m>tomfumRdj2#??diY>VPL&Ov!&ft1w2w%5gZ81=h4f=}YFnW=M#3c2u0rd~#sd7(u8d!q zSI(Kt(*)1|ibv?L=|+)f`fECT_z&Ss9zO!_c)fd%)Zh2z{Xb#*AGeQS{0Oc;(LO@% zQjhQYqjyl!-fz6uzcPMx?mKb*PkzRD)<4ttDc-5iJ@!1qaQ1WhYx+}|4?IFJQP|CkUb#!} z8|inb_ujeZkMT-u|Iar0(*>QhoDHCt_U~WX;ax3!*00;n_`N1=!}uy?{7#?$M_?au z?AWPEt^evo{g3E9%la$pt?sM7`}Yt1HGNHgO(Q6;hp&PTTh!VaN6f}dQhYb^Hq@j) zqT04v${UsOb#Ag5irJXSCk*-F=!_rnP5AOl`fKvLbNas5cfY>#t9D0-MJ;;)@Vo8- z_6^jrv5$+gcS7FloY(38Tetm0w7Z;yHnBLtjdrsO%ynK)15sE7y9)#c#z#kkxfPKSZqa7CP z0Qz#Tb6%%A)*y7nG1RXU@eJzOsdIO{Ld#XZPi6eN&;Kj5k6=7&IfrxskAVIJJ|`+? zsBv2V7{hlj{Q}4tr%U}cA;z@WL=ZQi-zCv^6HhRl0jc5zT6WArF$KhfFn>)ElK_se z#%S7?_mkN}$QYz!oR}};cf$N@{D@>9aY*op!Ss$V@Bdouf6kn_sP+-!uc-@o#NBfD zHeyAx2P^vz?nBD{%Q5kK?7w_(n4dp1euUab@NVg|f=8Sw>yMwY%KBTY^;hqcPdsn95=A~N+k+bZZ^}XFh;&ClLl@~>Aztduj|0^ z=|ffV2*k6--G_mJCE>mIKZNZv{54$zpFiJIJ3dwS@Bj4a^A61zA84P1Ee1bIb!^ASf{57pi@vOyPli5e;8eiW3+#BU{F_HTpv5$D? z-7r`DH4%?M{0Q8OpudapUVpCT{h!LiwY&dq*XI|1O+Wot!}qDXb$?CO-&|dOe|k>R z-&&FXBL5-}4d>sJz#b0#^xwi1#J1%gQSb=4vod+kzwP?{%lu8?`JeC2bLameF_?}V zIUbJM!+idHR4E?|A01`=3FY}H@g6;LEF59^=!x*rN31s<;YS_&kvvkVXW8gBHvfiv zZ009&{NE#9)lS@d;2o@)GiQch{Nm;C{(pUxKHDV!{9~Q}&rY5TgWQizV*S@-`TbAy z`ZL+b7k^DLo^?f0ooV>1^rYQSxr|w})h4mJk?dtn^M7L#WSq;p_Hr5DXCj|1$q!S} zNcJ+*Z@>K}T!wvw+B~RULF8ZT6}-&*8jfE!?6b|5lx>o~C*6ZOu2?-M=-m(2k?t`n zCgb=Q#6IFg*s>LP1m4rcBi?`iqi_cPny!V<--+LUiXUNkgvF0ge@w&;8gPaz=0ozg zr1*l{HRL*Tw|$U!6OK(F)jR+0kBDhi|6a!De00YAyM2V)V(+7U#0lC*a6KL0^^g9V zByOVFj1!Mo@z@%{1c)E3A?^Ts1+{rdID=pj8TOztuNAkb;0$8xpzWf+C$qC~y9$q& zO?wK`WL)AEW&Dnqf8r6nD~LxRo;Bh}FrGDa-nvirJwkc^*Jb}B_7U%-c-GVtNIYxt z*EGKC4`t+9-T!ss{zu*|7^AKY8f8124Ctk>^P_pI0U`G4@j-@|#t(>{OxufQh$W_hHz zb9i3Le+z@>JWoE9jeZVooQEmf4_ZG=m8NYHUt=4V>pMR6@%QcCBYKWmvwFjuZ@v|% zbJx$-_*o|3=jZ1f%lCf)ax>ZWUn8x5tSg^?a_c`^{r)e(KH}@Dc?31nQN8Up3l+_O zsy0p~$iG>g^piS>eQE}b72bwwE2icdb5m9c@^4mG#>Zr&32c~P)>TQ2YtHx)=^TP} zLTnQJ3}X5Q-0w*8MgL5?KhfA}z#rnd0CYL`qMh9d@%@>cafD`fW<)>NcwU`6;}2s0 za1?hSwr<^Fc*H<>|Gf_pckNk4YiCW&Dnr|5sp7BmSDq zCSm{n1JIwqzXaFJabEv4e#CRK{?OM&|F(g!^6|B>eNb#beK6%X1n>f}WuVU{wTTcP zOiy^M2g4Ci=h(t(+E_$ff;JUqOA&1%%>IJ?nO#H~zjNk)CF4gRo;C3`$0N?3fxjkM zqp?wu7_x=%?1|Fe4J!$jve7v(#&VO95Cg%Ld_eGiivCsb}pMDnZ zzyAl2=P6;<%vs^!!QX|`r!Lr@i2WJHHqPgt^8WAq_rH9Hkei}^EzPCGJXX0 z(EeXiUniQ^#k8p^Cm3>(ld^`9+?+A}c&v!6nleo+IiZX%vyo3poIsl!mScU)gm1q7 zHhc+uO4n_b_vSp_C)s;M@4LC3guZ8l2A&JlOZbD|4si>`K|z;3nBrW@a|GW}vd*xK z{IE}Fj?efJAH(jF_7T+O3@oO71n>yCTRQnaKfljT`~IW9rk-y3&KN)9SNAM4j6v-l z)ZW4EB-EBcXuu2(5|{AD>>m`r09|kfrheC7Y2v@h{14?gMapB`tW6mo^A_z?vV2YE z|CQYu&zfh=F6__u?SB#a6Wo29fc5Xh@zb!6cvfVYKAUJCv6B9pfJX?10DM6FC$XGA zz!%)ULE=gX#-P5J)Gw3b657Tv3c(tzU&ANZx7tI19`OmoE67vEul@Y5cz6x)2)B=z zZT1m^@?O_>w(SMV`@a_ZpEK|W`40Ri%$qk~)}Nj5*YwH9@YghG`>bnZ|J8~6kD>R# zow@&Q*ZhmG{TJOn!tauwDeF%>FO~JT)6Sm}kHDUcdql+}h_MZI4!*X3|Dr39y|bQ~ zi~fN!QZN0>$DaU?xDR+l*L7i5Z*Mqw2zUhUMReNvzx@8n`qL}}W&Qmw^}m-d{Z9pt zh^p&KMs?Onb3LRw+gfB?l1**1np`0sRpZtA{0~TdI5qOdOjAt--ymC+HI+Q)srQsp zt;y?SK4zRdBS==u{5Pwql$`FV_mont$?Ic2W}G`CNLI`IH>;_XoX)uBY9E2$oZNBL zcfPzw7~g?9Wz(Y(Ymm6ru}qu}>zCO>XkOoy{7tj1?j3ZE%im2-_f+;AlWhF+z$54* za;y1kS~4&Y<45@C_H;6Setx#}`Ks82(><-r=jR^kjn@x_p6==J|KAn1GM@F_8qbi`v)yMzF_tff;p&t1aSk!4yZHNxDk#`INek6MI<&Big^&DILP=CY-cz|8NV~; z|CL=!!~bLN&Ht<}uDtR8=lM?Nhv%7nGEe52NoJZ(+&2_3Du@fBM$M|Ih@vKOH=4;} z1l+eQ?rWl8zzvOp>@;)(-AyCVpnwY0_x(PnPE~#Gy^Ua?@8`nt<)yY$RekGLojOaM zb8bUC>n`Xc__27_?ZAI4;jc;JSx4Q7#E(EcYxTLLzLQj^U^Wh_a}YfO^aV+mz&t(@ zx7zFnW#7Je0AgoEql7wgCQ` z1|fU*`@fF#4}TllM~s6$g80YcS#N~T3EsE-o9*7Uv@Z9r{2lT)Lf+!^r~Y1v-aazv zZ;NNmcud{&wLj~A(eFF{ar|3H{A<3>h+8v$t@1ys;e+g9*hdgQ^W6$#qO6wq5zc>8 zcHr`d&bt3-AMq2~M?k-J(n)F`u@=1aNc-RFEp__C&3q@47~!~bd@VX|yXO+sDB zuyd6HnIT0f*=~es9xnE^hL}n}>m1W+Qv4y-$KZ>mTveT*vA$*5Dq~trib)RN`PE-j zw2vU)1D$~05jYo-4@&w%^TSlqS%ArRis~H%KKgvpzBZPgwcKuY5%zBH@S1-B?-7%~ zCfw5#C!VeL5%kw2>vMR2f5WYk%3iAf@81hQBric9L4Qr8t<*k3^%2PrQ>kZwt|03a zRPUhvm8e%x-GZc|Q?N317|ch%PL>h|Itd*Q?b4?l)8Gw;;}m)PUCE|G#<%%wEGx4g z^EO^geg1>8{u0mn!to+IA+MR^S&#nyUj_S!U&B5^<5_n{`-qF6H!vScQJ+BD2-+$@ zr=U6nv?qH8m7OO)Or;#X5r*T)SeL5qLUa%|mg+jJJ;$hs_7XmSE!SV-S)YF@_D~o6 zHH{67XWbj)S(8Ta`@f)jKpSQH#?Cv^QM~^op7s29!-Vmti>xchvo8Klr$6M4snVy1 zC;i!p^j9nXBflkwul*>yU1jl@9RE1}HJn?fHRnHjR&Rhlf;K+(19 zCWcSiOaBg=eZ;=x?}hH66!bSp@XMx@H<)IDege^V`x!7c6cs*yUaTT#D`aWWl(M-k z=Tc+LNDKa%>`|00-n7UbNHfX(VsGuVkJwHKtlgou-{U(Txo6R4 zG*{DIdU(x0fS5%~mudV6@z*5rtl_U|{gBdJhxzx<_^xw){}j*qSdC|Wnc zL{~taLDUs!Txyl`i|vHyDoQy&^XJFd2T@;OI)^4*g7u@mpwJN%`VXHUYg6;}e-8E$ z5)pXn@U z6H&B_?F7mecS7wZT8v};qb?(l5%m%rGumL}HlLrrOFPzI<5@!=0olpP)JM#NJ_2vw zNGIr9d%yp6Ep#2Sex^P24|PQnKVtlN!9UbTh`%PI>5dTks}t!Dr@x!|59%Wr`^ao>LX{czp2GX+PV zaN-H!nP*-Mixw>#wfXtI>~AT*Klz^x8$QbNEb?GZ|G4~#`@rRIx(~P(@@bF!bz6!b zQOK)DkpGMLx&UigPQva+z$I`ZfLGaz&Qh;BX#~g_}#Y+ z@5H{`3fV%Wg(A+@J&HQ&9)QC$ucUGasbib$W%za?zgxg@yiA+f7zSUYf)@_I`3D>P zHBFop<3}{avsS!#_aXdcu$u2V z1veIW&**?di2u}I6YL|fm+9M8<43?g0y+WFJ1~V_U@CklnLZ)ai>@KsHW<9<3Zfn& z)lrW?+XtkmGaUlQQ(KE-E*TSL>&w*Vul4$$e+S}O!(S8kkl07O_6A}gK_9{W?Dv1| z=pV6olHqdJolrgAO77Ig;tWPNaX7mdE}`cUAl8|DM(GZSzPG`*#-O zS;za-@lWmWkMW7V|3~J3lg$t5GT33yntdPk^!oT)*6aK^|8KuXl#c-Ch@Y@F(m#|f zJoo&|;TONSC)|4L9r)ad&+XyX+wKUrA%7d{nBF37Y{v&}3R~n^cgr2&mfLO@_@;J_ zi+1hHITW7bm*d@d<4s}mDP5wK)bw}8}cTbkbkCYQRebKltodv-P;lE~!in3j*`A^gWM6d?v zsHb4Z_@B>jE73YF7ErTA1$$UgQvS0yNc@Q5T|x&*Eb54-NlPl82EMjBd0!Xr9T||_RTN%EPsD}{!1XIY(MK6)sDOacN zBF4lP-$@E*K9n?0MeG-K6h1#~M(V%*&tG>=xCQYeXot_YZ*%UC`iM5*ztxN%aZl7o zfbTt%@vQHHK0pXoEAJ|e}lCQaw`htpr3L4TXj`x_>spnenc1d^!;I##E;ND?EJUOA4ZbDkgw*O{~NCV31UZ|B(epue+GRo?~dX- zDC0l)4oT|Kp5fGXTjG~s|FNC%dDw?}zNMm`OxjVFx`=;etXOAb=Wz+E@387H|ItSs z6;A*5x5F#1%nJkkTU3^Hgvg&dQT~$UiGKb^I{&sthYS5PymhDe=`rzi5^h_CrKur{ zvbCxJD6$3km&@8%mKLK_tBO*QEx^BA*2c257^PZOl!|Nt{^hbZmZilg)vBUYWDD^9 z&T9OKolW$7ejlauQTfho5OQ>$3DF-EJV81qXk%V@gqYX1sCP(hT28Pw7Jbj9_gS4g zKi@ED{D`QJi2j=TU>~7tb9jIMPW=7FKH{ah;kaZUQT5kEJ;bZfBWPOMN5r@LQFkEv ziy|-jizrK{ZbIJo7qWFJCw&EE?#Vtv$1UwFeExc`zr>G#K0;`8(Cv&Lq5hgiAOEeA zc-B!L0Y1U(Bh-c=+B8ttkn{x97ogtk7g&!^sh6NFh15mchN?Yoe6HQZDm(e-@**;=|$Pu!?rc6sY{lT?x`b+8Z zW_f;{=|90yAqcPf_5d6$NJqP-T)r=p(`{FR+e>;)?>xA_m z*tkXX5kLOv&Ed3DPYXvMeRMeb7<`x(pJR%=)*lnBPSax&yp)fM{f|O@!+1v(V;yzO zQPS@y!dRaMc+O{Y<-ck4=Vu(qv(B0r{`9BU1N~d^_oXb$=^v+moc^l^{mXdPdl5IF z`d)rtBJ37I?-o@ug47p{DVs7ar_HUc{*D%{EvkHetbnXbu{bH4GL`i=eMD)SQ0g8O zZ>#>nco)61Gd`=(9iXL#3cmo1GeO^%tg~?~_Joz?jwtjGWql{l&--ub62_0X60*rI z#Isg^O_Uedy=ZId>(Bk9pLYKK$zRiP>aXcav5%M}`Ull1M7@LP4)m?Q>K0T+&N$I? zQ=Dk%E&!+chiD5yeMZzfRCNqlpHbFV#xC_6K7X>6sH{;9*8hbRKLT%s@WyD4=p*{t zg8x>nwD=MF?uq({^Y5m8M5B%&>k+7XsOk-(okP?qh^|3w94JpWSk+NbmvNEUSj6#C z9EjL1^G1C}F`n9HXdj>7*3{DWuK)RWP7Pxj&l++Qi)Y;@@gtO;_4_~HU6duYoBp9M zEsY-meFX5&bcr9aIt;}45l0IBB{bF%On)9O-(TL6$M_M%L9~zP5!tQdAO6OUf9r*R z_Xq!vq+^pa8~LF8+dBWvwWxgL9mJ7){s&>}xOnl(Fb}c3UVPz?;RX9V|0k4RDazVb z);%9#EoI;5Uo6Hz*~ZlLl~lHQUVNVLf0B6&_W9>u3C}(IN_hUcm)bJF{A~^2|K*on z4R5~nKH_X_Xbb;!B+I`9mpT1)#L7SS_xGnhV)ux?kKjWoi>{OGy3`U_v!!gayrm_4 zHD5xMd4ux#M|1tF@vM30LvH{aVl?jHP*sPfK0#4uKA0M0$QpMm_c0oRGG?(sEp!#M zm$&wu9zOGnK7#(5ppT&4)Gb6i3x%CLy8Fj+lY$IMAR)vo%FHsOvey?K$W@*pT8s4Kly9I9vXYfso^#H zYg#v$_&efx(;@r)&pWQY^iN;k5cCo6z+Y3gk65;>C)%>q`~G$M^YEd64;KBG{58cp zY!>}B!MBa!9LGP7e{C;x%KamI8vdH7UsE01ePZ+D_|Ng*{>oqYzF__OO<^r!TCc$; zr-R7%OPO_A-w&C5Lp^w1YtQigVa=KWiIXk;@b1K57(1I|$Xva7P92}~^oO1`+CPss zn)BP=l)q;${(j0~21KS+fBA!-e?R~Gd;aat>vZ}j$Frsmpep}2tw7Q+h{~YU8^nC7 zN}1gC0CK4}GAS?pV@Z;-rK~4l*>(UEN6^$8nUt5dSdye{DeDPXw#7jYAW6NENqOlX zOOli=Wjz7QwgZ?rf--)@_H8?bSLOa5g8rdmlOXR9A`eR&2Fj3`vYvLOkS`N{$m|;g z-rA6syt%0q+e*eC{ zf$+-9uZ81|J68CFX_M%$DcVQShZ1!N7Drj)J}?e7^aSQ#DcU}iajs1#k$f;of7LUX z9)s|rvw;4g`re;*6H!;;^LNDhGoJOW5bE18O2hK;x{r+ysG&vd-skT&rSrEGubs{l#C?_8n0N(V#zop227;>g+Th z<>r*1({>`t*an6EG#vwIit_C{`w~{hfc`U$8^;8!*<)1b*93?7m>oEOvX8hN@guss zgT}L7gtw)PXPwuRG}htx{nK~spx?ihzouueo1AM@oB09fFAO` zIk1mltim?nKe3Pa72-z#|Il~K8Pm=T=Odo=RQOR!pI=>!m=Q&}$V+@{=pHU8>e%nX zUwkKAAo6tWcfl_pTaPe=y%1wsc`9J1!Y)G6UtZia)>NOr*6Tmzj*G&{=VgCQw2xSa zcV~Y8*OUI~g+ItQ-YD!NrX!y9@}58+5Ay!5q&=8-`orn3v?r8?PqdrVx0n8=?DnCD z9#8iv?IY-~$?;D;@sIfDb^b5&crExJv-uJG2b~syGmOZ#;a!n-itiA(*YGAG=?$QB7=&%0$jqTv zNc9PaD16e<74?c+I4=2|I6m4%r<>>$yUf5sq&&4eGE5ze`JN|V$oTB1jE(-95ThXDcfbEhFV%(qv3SZ= z`LZ>j;WVBje>bN;um*=Y{h7~a=g?pBH#hJfJ!{rMAMu#rAL`XbA0e{al1Hx3`OE8W ze_v;>zxd{L{_mjjzl>-72z6}Tu=&9|k=cxA4WFK^_P?*c%O70+;_@e#zwzyi%O4Ln z`Rnl3olzf=6aiVEkgEz=cgjL7kpXfpw_C2Mt)Zf!DBYy4MMGKT^XJvbIa~FdHnlZW zSkdBHiw=-_1oCLYubPg4vW7@kn_eQqs7*xC$L#0;pZW;Tr!bjcZ-rB0-9eb2dVn?X zWyn~rEBRT4&x+o#imBA~g%y&njb*KuI=~So^**@n;Z zHR0{I{t~|bgC7dbdFGjChPilKx&$$JCINKs^F=5M~n*%c764Hq%M4Og#nCtgkSgM%GWz zE<*GiHWte2=c%x#@cBDp{i%<*1^${Szoky%zWZSxf%lxFh5yR^FZzgkU>^aVx4U~x zIA-jz;e<0z3MZU-QaJI<6Y*iHAE`qd%O{AMau|8<8jAdi9 z9xx}R_LFNj{|Q)&+vrXpxTF$4AyOA$XJy$3n8^w*KT{{Hz*#-N2tH1!-4jU_mA&d{P*|$@8|zW#D9!uy=PDKcVvR;EXpo&jg4iw%*QS*s^Tos z@&N#?UpdaIGAECMgjZv-o3Gv4i z^$DVXfWCru4x+m-`vu>fEj33QC#CX>9 z4J`Qd5aYkb{ZAd~uYWyD@DKkM(@V&^Jp6s4Gl7gp%ZzzVAKm!7A^Q<{l=XY$a$}q6 zT{yPcgfO-5&piDk`~021{->NWR^vw?&JOR4y50Yc`+v0Qk2=h6@gpXTKV8n;HP>7h zmLi_D*hh>q{y7rYUudZ|(Z6-re+T>fuZh0)?LK1s2zyKJ_$R*`liwcu?qIKfUgIz3 zzYfR!cPPHU`fGY3(O+sGK^l>|oG;J+`uh9+_w%o^pmxZg{QUX(^YeFL=WlrHCt*)Z z9YB;?SK3%t2(cv_;i@eWs(>x~MU_F4n^)#28!=m@jpG$#N>BU{qD5i(@)hu-I~YFu^wa93D1C~$p`ne4{kJSE`rw1G zXwhQ4sb3jB+Pn#WLHrxy{QMJl0e(Y&KYa5p3m*XfgT;%&+BH34cz7849sap_}+?=O4hB>+o*#^2?`%6HYh*v|g9edm>wlvNp;H zDL11GjxsW|sXUFcLoM?SR<5J0&g6BF-?1;t7>6=8k+a3|yJW05uE_f8JO4399~~x6 zoD|-E=Pywo(fPms!PtMjz5U^(mtKW^1oaW!&_|pEe@%#IEjoZ01A?(3MAraa0`&~i zrun&1Pe6NzoL4=A#)ybxm<}TLmADZ|H zu?j`!8_(Gxz<;gwKYedM`snY%Ip>@k&c)}PbIuFrOh!8S9H~3!+=hC#@bBL_ z=g;?Fq>T=u{LS~j@Bd75??3%5@vLDVVgFU-|ELvFwaTkgR*Tl<3sZupE|o%a*QRFa zsJ&BGi7C`d9E((_eulJaroP-~T{31wIM>{vZA>{L8=mOPF-_DTCL-_82-1;B> z;UB^`zVVIlgCG1LEP}3tdX@Aa;CFqxGyL(7e+(CY=aTT%fBkCs`@j49aLh5sgqv@^ z89I!OqFL?NqwHH);Y!SoL1Pf24zP(NWh3%=Q>o+8DWVB1enHr<1z z#du~%k@OPOImj4M2Z8=(L&0%Ny8zK$`24k5{}*PSBmSBU|J*m{Ve!{=sPSK`{ZHR@ zJ*)en|Ax+d5%uOp$~->r$Il`uFORTGV_Pi0k2Jz_oJAij$4C38elkAmm!~nM5Bt`1 z{)G!a2+utGVmS4*Qw5*@=tozE*XO;7wK_7s|AGGgix;m5ed~tO+Xde5B0H$T{oiW; zk0$+5m-(qHqQ9nb=C5h`O!3z=VDkAxM1R%g`?rh!^zX0wzJtB~jJ@=5V?1k#$E5s) z;~%Vpn@tA$KGTsp0n9Z-*bCyTfUr%8I2+?h zwCe}s#IgSXxHJy>YX8{BVE*t-_`~m?4!=jrv7Q>``DIS|p85Mf`}|Ac&wqX!_BxD9 zdhpi2-M{}|JOA1kKjOIKWBiE8u#dP7`Uue-P)DG80MVbzJ}F5&!&F#E&rlMYN9~uQ?j{uhsq^7}y-v zuiq5b;lp(OI_8HoFLlUo*aX|VA?V~I%!ZF*yTLKFkB%W@0&atii&Xo^J~mctujBlb z3(TAMMi@Uq?OCqAdIszwm*=%g>tx@(`rX!b`1hCn!0&hfzdzqECR@gu-T$rj|7g-5 zb(o*AJr+P8F@D?x(W%ouVma(1Xg?}zaR}+JI(+{|8udu~{SUYAud-YE+NbStm%b%O zJSP6GgN}b{#eezvCm)>gtl=KntHSG|9r$;3PqdGa_ifnIu=(jhJZoJ)z;r18?Z5y2 z{r-na{^9HI>%Twv$M;{v(Fa-n=;!ai&)@Ji^Veij=>}o7imXkzT{cR7Br$gr;0P6! z{wy?A#HvcY4o3e%Yu2uXJopc=E%<);+Sk4o{^oD~Ch8+Lr5WeG_8RmA-xr&L-#+o% z@ZpCahNVlFhNqu;Doi;2bolf?D?Ek#-rak`r@KBw%zfMOW}X%jyvxN z-~RTu!wo!AUXr;4(`13PT>u2gFVH9H{L)TM!4%|KNJ5^t5&TJue|(nxC(lg|NQ#bA>aPJ_?Ajv_y98H zvhLl@_z}C5PbGaHX(^GNMV*7vR8c1clFM-n^2U7I z6Z;>G`3DBJLguzHtm)~8zbkw!MSd+lJ*o||iOP?v^shGB7e)~J@@8aK2Jp|uQABy$oZ`sb@|F4;UE&Mexp7pWx z*91G6D-l0J^$}4&06l@(J>)nLrZ32;+APGf=@_7UV7>LHzF{tP6SQqWo*&aw2u#sW z>?R1~^QZNz>-y7Q(`}_bVvhQ2vVD1|@t@6OGUJrSbLsQvyJ}r8V*k#6H;m_7^6oKV zI_xaz+eT!!#l0o(=6FYS!2RdHf9Kvm2ZR2hzos`zeZ+M2*JOS${QT$h@AS{Xr@s$2 z{;{{@VvpS2jkn|vi0rnm{Kvum{v6NmpU&Yw_viOddz!ZRu%DOs5ztW_4E(=8^Xr~E zH2k;Ee`M1i{`>py->LE+$G@tl5guWb_}}5JJ7atU3b9o>E&o;o)%y@|Lnk2rAt}4; zqep7W@U3(q39RM7dok};#DjS3(MQ9Du!}hMm}A4(Q%@D&M^|4xUF;(`0__og`O9CS zZ7gC5Tpm8!vN;V*JBZn{=Y(&4^PAz;+iwe7w{8s|fBdoNGiV1vy}=&X9oQFJ4L!rp zpcDApzx`X$Uu@aDSzAJnd0yVCfpR;>!(hc1F~A76t`WCvnKygK)_ zaLFZ?gyZq%dKJdowTrPU_J*CG?g|{A^_N|CS(rC>UijpbPr{$zr|IOAP7Xi#;SUhM zVpSTO^E{9F{`a<4e>A*W0V8?FT?Bli+u$AH3@wZ_g^C}G5(dQw&nL9)|TjH z>K97-8TsU=gn4VjTfMU0=LgT>>o5DTo%@gRtY3jX;<#g>kAQq~+9cCQs2)M}4B7r6 z>lUI;f%*l}EfhM2!aq}LLyU;zzbWb>%;us|mtk`-_4%QbvDh1Ft*OhY&-z>Z2<{*H zgPU`I)<-!0i?WrP;D7VAFZu}lR`!;B5ISwUlkART>h~Y-sphru`#;LdYC!+=LLaeU z0d#Dz-6j5+J|pWR9RJh{{|Jr|n%L>Tk?3EO-EuFBul-pXKZ5Xvn;rku2md4-6Zdt= z=cTrq-2d%5e?8DWJR~tultwJ$S+|q_;d=P|85fs0hI`lPKd1kk{&o7lkvDYuNcIdtW}SZt`xAfkg9v31{aadxv$9dV)FG5Ue%KOhc^UQG1 zJ@+6c)WgtA93yrE^w-4yD7T+6V}{5SAA0bi@bUJK)BKDn%{bMJSIbxqOJFxKylt!a zWMT}?n0VI2aNz|P298($$MOYJr-*IFgAY6qHbdWX_uW62{ipv}2<0?JWxGB2B3{IN~9@m!(bp zHD$h_?4x4}pFvrBvV*Alcq;A761~c?OFzdV1M&Io_Yk_s*B|@y;O@V*&_~cdf_~LR z9|8M_XX&p=WZ+Q`VS0h6M`*NpFk1)FFF% zeMI4}iS`lnFX8wv-Y50J|EiC8N9`lyLft`|ptLzbrrCd5?6B-~WF89RCPS;rMs- z@UQr5qCP_ZuZXTILhBYn?rK#mS*4{7BifkOY-s|kR1}3GtFU{4FE)zbCF%v%tzQSf zO;3uQ1mj0++NA!P=Z)pf{Y`frsso_=FFbocC4BfDo zU~GxG^Il7TmaGr-AoCY22><8*{9U;6%4y-<_ufNnf)~R#V59J(A5ovN#J*lifBoxU z%lP!=#J}k-#ELi_KBBIkel>hU?W*Wps5`mp%B#ca@bSbL5ks3chN}=)V(i$l;htaL zlmC{OW9(~wxBvR@{|+y`^rF_H7kux!A68uQe8%=|D2ipT_n1ef>vi|Mm8%zb4T~ zKt6dz^w;z%-rv(d5cLK5b1v)^pks*d^i%AIsHZT!#M~5{y3t=#^!+5UsH3hT!b)Eo zSLXEjJ7xWoJ_7GK`KI&!`yYfIoW_qJAK>`U?uPc`e|bwze@zokm*47|8S1aeVkG4I z&hJ0J|Bddkw4U@&(nrL2)-&RsrVld5KaPJp?f#)Y;-QD12;HzZ)Y!id#QU_K=dY0m za{fnoI_^8iKZ<|U=I05aImBPn9Np6v$J+UC(1<2iaQ@%<|54)q{rtK7E#2Rae+qf; zq2qtWUsDoFr;NzcQ^_)xHp#eig@TL>*xb@slglY*8B61IpMLroWcr^<(gEnpY3I%z;WXG6oPGA$;hATiK@5N% z#De%n_}=%v8{T;1Ed{iBk-q)*+u>jTQ}!SW?Xx1SiXFD z)Gt_vfY?-XWc=>}o^iE*ia6Kf#*ah#)9BkN!%`n{k zAGkm1IBd0-En6P0fu7^v{_Wo+<^}6@v^=K4TH4%_Yv==u{-d^U-zlGM+jnUmKAg6H zj1SY;_OYb9U~dv(QXj(X5coDJ ze@)O0s2v1t8&r3Y^%C?Kg!lW(Ui+6mIUS#c%~f3 z=kJ*HZ`4OT^zfr$L;ps{e>KGao1iOy@4ffKgs6|W?z$Tg7ic|VD(QXZ_n+VYMw@gB z{WG+Qd-{XCr)ORt*7jmglSUId%ToJobJ^)Xr$6gPfA;qeg(n{Wy}Tvw8q*yfdhlVy z*u#CAcn0oc#n;Y%6ug=9U$RH)$bWKA|Ms`PSA7Ixv_B|&dQf>~?rZ1&+QR?&{pa^z z-R?iT=Q@S{w7=KneRagY>2GYHhyDDI{`udz^V2{%H2+JI>69@kwx!m&I=@O#9?Ub%8b`1*f-UF;pq|B}ITBG!HFYyUS~dg&$5SG*CP ze&(t0PyhH&;f5P-2rHJaOrZAHQI9Yl`iJj8Co(uV5PtmQAB%p1ew@m`g&lW7A92%9 ze+vIkr-h&X^e2EH3>RH|k=Ro__`rjJuu+-r75&Gx*Uk|A2z4o`xqw8rC|Q54ZTy$< z!FMBG#;3bJ$KM8B&!S)HWTPMuJM*@eD<{|xZEq>q-Dm zT|?><^%T@I5JqD{Xdlr%nBGF>u>L-O@@qxiPmS0A`RgZ#TQ52-@tTi4_Bib1Haq^S zA^soU_HkIe_``6z=p(vtr{4(O(ExPxde`~=7w>$(|BL&%-t^Bl_$Q@LQrhH>fvijR z^oG2ro&GZV*6B~u>~*KVKl*4(_yhPf?q%8=KJv(;cxV5S-lxugIRDjw{HN~er^Vif zc0Z5c&C1ZwCf(C*3P1eOkHXuq ze<=PM>G#&#?}$CZcfb3+@YY*zg{Pl>I{ec=|8uzh`s*d0gaFAu`ghNnGh6f>gdd`P z#7}-A_7OMVd^2#G#OQI6HP|{Vu@mka6SKnA7L?^{>PJ`v`AK=g)_I#Bs+9?>lWW<5^FRwhqy!Qq&`u z{ez}#D|81UFV{E`qHlnX;nf(2c`kJorgMO;1^qnHAJl6%;e)*TcZzedU$n2D`^i!SP@H@c))A+r#^RSsW&u{%!fa zuAg~BSigP)eye!D`Tghjf1-OLO;mIGXUmr1@c#SIN5BUtWnDL1e*=7*_J>bC*(vmy z(_c=1b`t$PxN&p%-S4Q6=oXsnVaRR=1~)}s!}t*AKb-&S9R70RYsKf$*s+ND{Q5k| z7IF+}>SBh$uQ5Kul=IG)_!8^auMhu?co3Ifda1}FD>I?+7JNSa{onsxxZ;W{!n^Oj z8=imex$y7*{_heGV(HSQ>F=@3J@@`b#=qiQ+|Jz8GHM5 z=uYmu^G@;a^aI4%ra!6Kvt}2t`d2MkvLsBy-|_XYe?7eLVvHYQ6UWs4ep`1-6PN*@ zg7G70yR-@MBZlIKu_PogvY( zx2`Y;@vP}DcxcG+pWZ9=!T;;lZG_F^!Z0EE+DGi)IRen|H8 zxN)Zo{<#J*+E>V)R$6Pw=`W{0JBa>XyJiDo|1zGn#$&nwftdGwddzx4dN{Lkf|`y>C|wrxkWk5CD9A)Zbm zYs+X`6{1qtBE<|)7(efst{K9G2=%(iFnpxA8~bxA3?i`s}N7(#1oFk z8-(A79iM!X24?IC#=<_~gcHK|zW;r^jeKAFopjPk;eshs!t>8RpJ17xKc!b*c{zOL zD}Rgl4>vLKE)k(+!2mD{U zS!adIzIz#Ty&7AaefT|gLRWI}cPU-;;w&Eb|?Zjrz5uDkDs-iT27`@j3% zyWza^r-YMFIXTRmI~Ps4jbncCe;J;+J-hdYVfd<4`3qugl`*M78)@u2#<*dgv=ZZS zF|V-^HzG!&wjur$+EOeSGpC#%EV$6s_KS5b}sbdg*gtTY9g6JKfZ!rA>;VZfe*h^@e z%|ROqpP#=&o!4LDM_fEk{9TjZyzjn;B>tx3Kc4M+;s3tgjbZ+Rcko_dg8W|7r$ZmH ztOxfX{?0bwAIJag#s7!H`b#|PLdQmZgzRZKd-Xbh7PHjpKd1jB)^Q8|qo-#b^bwEi zTk`HPVV1~l`;@2%i~lQNQZ{9zds#BkxYU&mO%v_2v4Ae%QZ{7}@95+3 z_maWiH{4N}I)KTHbKlyRkI5-IV zfRDqamt7jpIP;9~o8SBfYqKZ9?}hJ%^`cMs%HMnieoG$-0|WhtNwF|oe9^`5>2h3n z<&S@qcogiw@4sQghA{0)>OxKo&pi7~_!xg9bsQI7c%k@k+OVM?@Sn-}pCR3V@lQqU z2*!+f@ue5V2Niv#Qa>^sIu*u~kpD3DXYgD1N9abVf4TIMOT&AA`Aeax$f^lhp}b7m zzw&Qxq~ES>+jgn0pwuVG`_Rn0l5bSqLadXr=_{(dl-!$a$9SsGK%V8;C&{FYW*pRe zM&)%j56ATRlRih*j%(xVFKZI_lI^dOm;Gz@UvF>LM|9(D`?Ry^uj%X@ufXgiXuDu~ z2--Rnx&+Z%uw8Tqgu{pB*eCgQLc8iTRL@Yp_ZRyKo6Gt$wK|`_w(I}g%yYu67t&u- ze9vk62*-aSJ4raK2Kawn-^Q?D{=4Gak-t}x-9pag_mAJdop}HD%AQ`Rdm6H?w5JF7 zdxF+78lnd0Pu{FJ{pa*I_TotNKV`QMKSX`R80d_A(1< z!R3!adyxj?T^B#2g@1;JcgA=36(KbWSx#*&Wlfp4_MB?#zF|g&mVPZdmsMq+BW?e9 zdwBY(r^0b!A8{3I3lPsbPVwYZPlj{PJ1>k!Tn5IV9vB$FI&Vb$hd0Az@XK`4$tQ;g zAABHu4jKQ>ojdX7W_CCoZzR7Dn~5b$m&jO*6_&wg)25F$iSFQuCw?n&Db73pys&E3D$ya(r_;=tGvU9ZEByAiPlVO0 zR)?WYn(*ISfGw&pFiUQSzBNKQQv=}k1&5tc)KL_5r_vs{eamqXsm)5 z-+?*;=mz*+UtmN}fI8DfSebC~GdJlmqK!oyyY$~AurjWW<@0yW`oAy}@vLDV!FO+b z|Ca0{BEEF|S0DT@`iKP!5#I^+5%{e{cDp>zf+b^M!X3Z4~T|1Y)vW*@;lP5hJe z5%QMY=`Y8>^})YpL%lEhzh@2f5wMSt`&8bNKdAPG@jg{N;rs`2r}JNthpIXMxtcmQ z_#o>hjfl@I+DELa>LdLAbNPeFNnHLSvL=-o@qAPE7Z53%G7U2Dk?IL%ZI)`+YN;G9&oA+;X&-USv9KkW4w?O?1h}SW zjrdLa-~apngvpc7#(h64JoM1R;fILL@Rh&)ip0Nu@4feA{=IwmK(@aY@gpt^|M{Q) z30sDX!jsT*+z0WNLf_08 zjyHZq%f>S({@V&3nf1Vbz=KkU_ig0yST`hhC-T;2uvTw8M7&Ru-zRyCqVwf0D4Td+Mk6?T!o_Cequ0g!i{CoKQzrBp6(K!e)jD9u&386KaKA)TJ(?Of5-oI$Nx@$mvmeG=}+Nf6Rk-)6SRfP z{|f%z`G1pj@cv=^i0qR{Mb=qjopbvq>&~L@YERP}v=WH}G6I{Ar;$c6xYQv7if^N* zpf|Ai5u0K>Yl3|G>8`LCI)k76>@JZteCwOv3g7zHwqw*e=NQ=)~9+e}u25AO7e^;lvY94B!0bH^b4# z93%RR2cbXc>+4N_`d+~I!%q|cR_Zs7KknFY)VGd;KdDo~lqplgbI&~wUU49PGyQ|s ztm#1<)Y)O;Srg^&KI-UiNsR2PuDUABMcjx_;0KE1mj5-DD&@vPEF-+P`fEyh0`esV z{-Z5D%R>$I5hm-b<6DN*mv}RuJJV0FPV9h)ujrqf@I9BAzjAt$Wnr_N*AF^(ue6wH8Q#YaZ6j8?z^%Ja{OWgy@j1R%s z)-k@dj@vMg={0=*LMN1MO|s2Oeb!&%M_hDT=<4R%H|ir0KO(+;bNp8?{NLM4*)9Av zQFe>p>zZpIyS4Zc#Ib(=`2Ej)&_VQv*he5H%D4%pk3js0rE2rz_@`d@$LZfMrvKHq zO^#=s{WVp2j)Ot}iR>iO*24EV{&)O;2=IRobPo?d@&tS%bPJ6r`UrWm;{316A2Ltt z^ry?8T>jQs^ta-#FDHLG66p`|*OcN%R0P$9c)MDkwF@~{0Bg3|B{erzTUpcc-_!*e zgR-Hmoabjeg&xT5Dd(q8rd@~)UH->7*7TV~pG%DW@bJSAhi9L8Hhi#Xk;J$zXJ&qQ zcsMLxyjaG2;DP(4&&w~r9F{L%0ecb%?&Uw7pYb=gZrvK*e&_ALcn{P;Jod<=;Z?-C z?(16@c2m$F|Kr%7fBrda2Zq9Hue}x?f8q)FLwzv(_IJMve|~*l*aY8ApM9R;*^M?8 zYuBz7od^H!2Lb=oQ%@sy#XDhm`?iWLMVzK_$wsWsD~T?!4cWGx{+c4*PqcVR7xBFY z%YghUF8$>?FZWuZ!CGAze0z}dK+Eh>pxoiFUOBieZ&tZo)n(A zdSZAEKAZUN{duI%!5@$2kzUWdeqOlF@`Rfl=(mTd_Kh%7W}A+~RAID_jm3F#-o~iU z{Lfu?PIwOASJ&dm`~Lg-{eOSW+2JQsPfND=b7&tS{;qkR9seobuLu5L2m6Qx;;-p+ z(LZM2Hd|B-_gRq`3`jYBd^7Q?LV=Pz@DBU_7P*k^oown@lT!bkNN0z`g>&h zpZbW0;M<0}eYKBx0QYHpOYZzfx~H7~%KVb>qjGmwbyjtuzt%wa@DS`Hy1TpN9fZbc zFa0(7{r6?>KYM%Y@&`Q+E`Kq+;QUuz@Sn^7>cRikf&LtZeZ+1H+1x^EZO`trGS*gbAOl& zCejk4wEw7&c!X<&&{#@X2_x?k3L$5_SA;Di>$2e98cS0S^9D8I1b0I+59(Ocxt!_f74I-U5~); zzpvl_#wn+UOTK-g_-?1qru*)D81fVNmmtn`{3mBS^O}wFg3-nQd`muG{5A0{x%%2) zDsRd8clrI7ey35wzfOPr_4~iCS9NUT$Jw5q8Et-`V{`mdEBqt-J<3h(tU3KxrT;XZ zwfWkozb3}B=6y;U5wOmGIRDjQ{HN?`@z&3JY47>#*d&J+WyPp>s)7TDQ#*hE28G2tSUOD>gG(8kEe#zt0~h2Qdaoy?!*Xg*nXqT~-mo3|DdUA&r=th};gQN@X16blsdykg%6NPVX z)|rm3_1tk@pFi=@zW&9Y6B^~(bs+pe@%j4{QlFuOF4nx|8>8A`_^p?3*ON95xiTbUvphpP9J0gQNQN+ zr#ASf-T1E)<`-Z451D-gWB<}VqA&6x1uf|Ohx1>?dq(|4UHQ+XkBIcY>LaLQ<9=@Z zIQ`-D2ls^2Urv8I{attZ+vT6YRR?hYZX5ojqK`q(4hQk)%o6i|}QeT$Y- zAf80y)%Nla$YWS-f=!vGmWqCZU{%muvYe$hQcks{Y)|==G3cT~vRdZ9MN6e*^_JR5 zIn|c3J>^rzpoFVxQJp*+K z&<`*kKsS8`h-|#n8K}**=nq8afEab?LmdS_rfV?0gS1f>QEA7xQb(TzQIFyC9~SFx z@vI&HW!<#leM{Sg|9fE{L4Qr-$HQL}&fhiH%oN$}#=$LZ!9T`xI{t4D{y!Ynzc2Y9 zn;`g8Vxl0Pwd`rqa|K=2?(^sKD{b5^{MQNVZ}F^+{+d1Oe$nqc|Ka>sr}CexV~lp= z4;T|=wZxBb{+lvqr+=LOX$Sv*IM9DCe{=bx>FqLo7jbG0>3_A4Fj=;xCZR55*ttr9 z%#fm#Y&XI*4;TAdLrkTgb&hE@DgF@aWAH^&uBuMZSl_a2l`*X*#UzLC{OYeM+DA~& z0G)vDVbDePo)>#q-fTp@gY9*#GkD{x43>12(pHknSXKs%#EFaV^~^7Z&+qHs=KZ&! z|D*8Xl2wQ`^LTjR{zt+C4-}vKA5P`_tsXEbZ*@%Xe-yC%#6B_>%W*tuxA6*?2aEA) zIRE`vgJ1pXH{tBb=ZfBB>?x;)yYK!*m^0_W{M`=Y?{B|f`px&__ka8C55oF&n+kmB z_^&Sb-(vqtJZtC@ubFXOSSsl@htNYvd4Wxq0t?c)2UGCo__5Ag$ z-T)rMVzhS!v5!~<8`?JWKR&Q@JR9Isc9VRze>loe)Jz}^Q;DM z($o)g+q{{Vj)be*4~*+MMND z)ouRu>xU|`%*69K{wwYZ@_nO^|FeAreeHLt>{fi+#CX>6p7Z-p@v`6l*rzq8e|n>R z#Q5>!funU#i@zqL>74#jyyN({?f5tI3M1ox>LVEY*X&7W&&m1-=Re4AIsZkuQYZ1B zVjuC4?rGXfXMauY<$s+2^z~PLMwHz+{R_S%<5;JE>rek?n!@Fes&A>c{B>K3A0bj{ zl~9i$|Ch!BtYtaMxLfHT8oMUYG6SH!4W5O{=BB0*2W@U>uBnWyg(GcRO~C3#ZKGz->9Fzfq^Yy>5|o9+7(xdK4Riolft|2E)MJP{@>5PRR9di8R__wp}AGP^eDE1Nb2hzN!Bi&{1L!AC{`nSgPKi?cY z{D{hKsgsyJi}9@WExGd_c9xz0+8_Fp^y`KVo2sAno5K1HL!p1eN4dV=U{Htl4XKPg z%KaRJb!SPEeNneBodv-P z;lE~!in3j*`A^hBM6d>E8Lv|3^K%tP{;yap%@!5xWkpH(&)y*MBZhaW4p?NqO5ciX zT=1mPyO06P`?{!;ATNt{(=VtW&sc`7AoUPJA2P+bqL(muNh!Nif8uI8q;PpWrGrX+ zhR;uZudl!D5#N8KfBps#6Lsm*)!_>2BOn`?I7#&p>(|i+z|X(ZmyZ8B1^}+|{w;y=;TA7i5f(3A9u|MNJS(I_jf-}Jd;9J8!msbS zSL4fdb%(p|`bBsXbvE{)o_}B8f9=}-FbF!I=ga9Ir+?4+~5`6^ax7j`d`iNqWGOuU6+{b?Y z?JPU~xB7Be@)!av*z3{`UvMgaGndDjQy6DI{lUJEYhvdKKruR z^Y6zJ&2@14w_fxw<5}-T+<@wP`F)A7TL`^dRLKZZUo@s{%Cwv|x3>B_TC}#P^7*j> zvM$Bqq-@Gm*5C9ILfc1qVo7@_POr*l1h)wttoW^h_whDosF3B*A3yz@vd+e}*b`P3 z98uV2l=VJ8?-XBuy-$n#)%RbL=Z@z2BacG+h-sJ8KB7BJoH!}GC;pl?D(~Xw-|=68 zuj-EfO?EqOLYCdiTk_~@-|rv4e>&~{U6TbLHp1qt3s}pIrWCbdA%$^`d{NkJvq;?<4q7%A)HeyDqf^ z)@&);EN^KEU(J^gW!|8C{?T0jYCLO|J@C95jXyY4eM6=``A}y*m>P5#8e1**v3s1j zKzu+IvMSn(TYFA{H+_Czf7@5S|I!)ZnQZs@qaF8>r9I(_X;%tAM|}k2NA%HO6aGFw z|HOTc|1v($v`-!Jzv&|+_AlfD^w+c$`+K9wZXN&B3jeel|8>IreSJe=!Gd?fc-s8P zo>qTN`j)z&xt#t=dpqMRr$6gPeBry{R5lB zi!c01?)OVCy)4M*vP(6UvgI!gmt1mLxGch4a@lti4C^kt^t<5_wq16arUq9@*~iAy zxh_GOeam{*U2;kO=-)MZ^Itl`_rLn;Yr`{7zaaJz&j07VR0sa66X*}eKY7m>UE%UC zm;cp~|F!*@)6u7Yb3AM60IKqT(+VUFgQyHjy+O>Us+7rH4;d4vKt8;tbV`ovS9pWtkt z-`8Js5x)QAj;PuB8yMUimg22#wvU)7_7RNbm;YWr|Bn9*?_0{dgZDv9f0vzDyZ4{^ZVE7k1wLXM8_6mqVNr`#Y9Oy$ejL4^l7{CkIx_P zgniKe$v%Q_*t@&J>^ads!ub#9zYc)^92nI25lfb?3QLx(#%ERd5TB*^Ecr0zVf!oP zB`c+!^-Cd61rf&LVI#BS&zD&p&EsnUc( zQ!6UUy5=|iMXO~cZJd`g89?K#x!eSSin7k?W8kc;{#T8AU?mZzwbYxeeG;W ziui+3g$ei2vsDE%{)y zkI=JNpYzx5^Y8Pw7ys_h`cudD2KIEakC+boh~+&RqZIs;(_eaz>e(i3>hx!w>F=JN z4dJ1O9#1}SXdgj;P0oKf|8=1J=OA@O0Cgc3jCX(sT(k%cZ*TL#qo04r ze_02Sa6kFk`r`k-bsNKi^p?C!<5@53fv^27`JSuM`J-Mx;e}$2{r+|O!|1Q0#10ni|)r=p(yG1{a{~Z4r z{oAqpfU`4>Ef^H8onimKEm!Xp1bs0*5Lffy8t_5 z#>dC9pTB&6q~GiaJb&EN^WlSR!uY6#T?`S-6i{Vja0+`%sYkuz(!yzof$Fw0r?3w*bfbREpIUix!3LXg-)tD{UbUy*!)Zwe>!lq z+Wahqj!o<%oc?n9v%~1`HSpK;@Wb@i)Fm_r<43Gs-6!{K#?8)uIQlAoaQTPJKk6y}=mh#-{>Bcv|Ax1I685yz0Ys^FrHyrk5L>bluG$iz z3fQt=R2d|>d1a2W5wlg=I9@TPWVPJT;`67)we>94&8nEn!f6}#fyA?>4g!0adpY@L z5*;n>O8P<<9wx%DEV_pHb~N%g)Z-3C9fs-}s`sq;d$M`VKX<_!`TV~AzW?fd{s#Kt zuW8vT=p(L@_vB~MU(5puq+)tFl`~Bzle`nD@ zX7e*){CM$kbImno^Fw+p(r`|H39YMiE$J?&f9pzr(_hoWk5C`c9lE>5AfEO8&_^JC z1bG$8@SOjUz3lXt(_fuNf7#h}{Ok8mUGE>Ke>;o*6?r`9xr_@{uIBQ`g3hfG{V(yX zVIN`tRptLtUR_G}8wLN?aUW@=OQq1+kVjzQBsSXzuHe1(+bd_KRg zKlX#X6``Jtd#KnizW?%ijOO_>`-o}KM|8*d5%0YVeFWoK`}xNnB^~7WuT${9`L-FC zWVbWLx6R;2^|kN#C*H@7e>>*>S=Tot{+h;_zozNBrw8n1BM zLN%hldsf3=Q)4`9)EPZEn)HwD7pFhlLx1}EJO8bEH{XAb|0u7b4l>FIod1;j+xbuD zzdMEh=K0+U|2(@H$k_gqtd@(~*jm;wAIsImMk=)k2{biY27RmXm*Zd!wF+)+EHNL; z)kHy4>j;eog=U{$*GS?=Y=^%l;Bx8{2cwOI#Mu)5O!X3a_c0&KW=nzinsOfqENCUE zufo{9nRE_-Q9n+4pXeJ@pWoNt_g~%5-@w3Tjc0wi#~4su=%#Irqz>!Vru#?VlB>U_ZukS49^*%(yQ=Z;w6foSdfxs1uO0o<*Ebjz z(B@}c_CdBB{+b5tO_bALPJbF6Ycu{$e8oQSe~-kEcr5yB>I$=G!(Y=Xjb}aR_@{RG z$LSxZ|2l>K+aLU+Fh;Gk;B0sl1BoRZcDc zYSyIqDIK9YwSQ5j(w~Kt&!dh|odLceSLx3}Q^k=p|K8nsVim!}=`i!5HL?D{n9LzW4bX&$F+;>@DAaZ9RXK zX)Qr))M-~-8M+Z)aw7dT(LN&TBmDd;&U5@%;IA6v|8>2LAMq~yH9>ZZ{XG4eYbBnw z$Zm_jTkHlYyL0^0R{Z1Z|Hbqdb!=~x`Uump0e3t7<@9H#(ch|%cwFo;$8>jxSdnwa~ZJ#K*dKeE)H6+IRj22M|AE z3FAk=J_5d+C4PkHBjB%zXWP$z#&Lq{9RHPgzHa#6eC>-q0{+M7YoBk)2M3zZ82@(1 zKkdaozW!gl{=LvgELZ>?Ta3{@eTK%5U|g`eojm#BLAjm}IDK84C5 zXXCg?VlFpX&gaKUjJP`cXo=m}wMF;6&`WKjzb5XT#7sEr*y8; z{4!P?Pw+a%)zo-|s*PW1-<#-V_V@YqcagQ^+WY$3-V&P8_aFAe=$=1`AAxwkw2v55 z#E)QHVEb)Sn$EqSf5(5^1NFoI$zK!gBcNZK9%KJfcI)>Kelx+b{O$by>6H67>DbI) z6YV2l(>6F@zo*k*nSS7!M7ql9-^5D}Kp(qq{YL0!*T{$aXBqUg%TVTr^<{o(Y%A-n zec4jL;j$puhaj!2b}-ObTalt zrl0?M`IGo-qJ4z^Zxa8Q7DDSHYe3biSh7k>4LGIRV9k~`G{<7mT4W8jS`|xHX{iCH zR2!_>(uU?(ELw}K!B(qc$to>1;FM~EHCx)y9E(M3ku}(ARV-Phr3Rc*ZLnrb*(~-E z^w$JG6nY0m+Jty0-p{19>7$AE(VDlE_W$T-aHP2me--IaijAlHIMePLcSht?KEJO& z_e|U?C4K1ouRiCmpY{>ZM_exYh^{bc;@OZ5EDn9}*OX#k6lb5mqo04psoclB#~uIK zJ<)#rFK@}|uW7>RqF=jahWcv~eT3a>@|*en=l8$SJ(kv!{z>|X7|(h}+|%?y=J?0) z?-$)ad~+~&?t<{MJAWRon|VY0+!(IE-tv}SAFiKyW0-keEMIqhmeP$HKV%o)Kuno(LAZMQ4D=nH`E?Cie}Asg zA77alNEbQ%WA}PBb^6cgKk@-i|2qBe^oP?QUqpW-8KU!Fg}n9f?U~@}jO)jUL zWh`x;Hq|J|$bii)xkmjpMf(WS4EBbVx&`XTO~-&#?-J_6RChtVVjp>92KXWL&-g~^ zQi(UgvG_rs^d60Q89(bleEz5x^7Z%qSHttyk9U)ND=Ge(ARC~+riJ3K3HA|w{vH2y z82;}={D=h$5YIZwZl_P5iFdcrUsDawpS%n3`&Z})qdk<~01e^zNAQpOYeGD0+tal9 z!5eh*&Fu77rZ=7btkUD8zx(?)hX)^cG@Lf>G_e_@9V9>WmDDw+8)>(ct)4o9F=M(U z{!U{XVWb_gc^IEZ`v6w@G?%-&;@GfN6L_W(wvO|kdg`g+H}~F$HT%f%kK%#y;4-9q}Vdy#Vo0ldga~obho;(>_)CdD44>9#Or6 z`6{+PsJA|%li(bxyI^0RpX(9V%GclbU*nmOy#QyD)_z@zzrG0LBC)VWrC4Ii#rMz#kzJCA4cV|w2 zz*eo)vFV_eIUSQ#&l&vJyT`~2rjJ|D3y9t#7|;W+(6KF;Ysr~f*K z{^OZ-`2)|b{$@g7y8OZA52O*xJ>mRMmd|l5od1evO+ZyGiw55pmJ;xCrY%G_tticmuPM;s^=j-qLujc2^ z;zy{zrZHh6>?7#kdEGk3v-a~}l@~kyt2_Sh>l+I5=PwN7#=~DzcXzl3zV??dU!8q# z`2FYif3!zQG5cyx|MWq}wg7vYKFGT9CVfVsGR{10|1;p`{n=pO3iALfb6_s^ z`?IvgIph5E(D$|1=F5lq(Vl;#@Bf#-ED1e58*r|i|8e@y>0hURqg-F)l}`WHo&J|M z2`+zf`J2l>+a`Y;-nt{~h8$Y{6A`t^sf()E+@L71+I^-rnyDWwO`QxNRa7&T=2S?T zDsYRELE5~QCQt)N71d0oITcc-3f!V(kT$QS3Df{mMKx1tPKA`I0=Fm`q|Iw-0yO|s zsK2J2`bHq?7Lu-kcPizhQg5`DmCE!rvPMt%` zK7U*nUw_|!>0H(0{86U04DlnxUlU|qrjMXpSI@AYf5(3jk9Pq67uoHCg<(SUZF3D| zw~Wnd@gw~Hv-`dt_($dG@qTprBhgPK{nfjU_7TvrjXNE_a=OBF>eysY8(pDv*pSm- zY5ko3jC+Ihy3p)fL;r@&p|5u^tb=~5uWtY!rdCFNot9bGo8UHv-dNuYUwFOf$2RLL zDe7e$sn>CJ4uzx5n!+KC;`Y{F7^%`)FGgqEhGcH!s>gYw}t$M?0C}ZSdCw9)vVW)*a}1SKR<*5!5a44L|u6 z<~26rMzMKNy@T4R#(N!bC5{NcegyBe8lFGDf1UpLBKk|> zS-(-$vB{nm`!%P(gcgl*cj_CR{?vQR>2IgMo&GLqxcbrGe*gRZ|3&w|$yz#r{`ULV z=?|yBj%@mCEA$Z-KVqMv>rzvY#Mmh#UCWZG2BfZRXqsf7jRkZ8m$E72^J4|d)%Y^& zPrcN(ZM#IzP?0B!ej@X(yf>7Oi*-^qdabI<5WNN4MRyVVu^js(yI#{-n9otsSJ*rp z)8{wd+1KCph3`Mv6Ky(w1Mn@q6!sC*E=T+b__tv^Yx--F_!06qDZe25)z5#Db;)`- z{u8}+o$&vwjJIbM<%IREMNZw=}HVZ;mA zW5Vk~`d^i9YePleU4d;ZC}auW2vL?Bp{3lSb6Hj9%ds@Ct^0<_y&9pV+@f~;Vl+o6G!zAFS$3Pqj(MK?T1myowo>)*InQ1<F?t%C4{$f?J&acK(BV!TEocZP>XG+QaFO zk?0SpclnRvjz*aV?-{2*bZyMX3f9E$-y@g)pueWw^w+cx;q}N(77Mw6NZFLhf^W%< zRL@3hvsAlQOIl|w+EzfMY|4}!kRPd@VAf`-cCD7Q&RVpsfJoVtDLWuPQa!<}%~I`J zEoq&#Xj=i1vMEz`Kz^ip#*f$&wr{7uCVM+aTGaS8y>pFb*ZT*)Qsq7dyy05BFC&iS z7(+t4Aa893YxR{oop{K2BA-9YSbY7JU-tdSGgqhcNBao#*TlEC6DPqwV&R9dkI;D5 ze*P7II{u3?jhf?s`YL||`iSx4$Kx$I;#rG*#F{V={Seme{PB+U`&Vg=bjFyKNi&HCaGwlX9B~yFqrHiYa4&O=%Uv^cE4U(uhJV zH=Aix025r1X`0t6sy%)F%6c>wVtM!Op#GYYo`8H=!MD%l*Nm3Y?BN0`5+b?b)W ze2NQv{SVFhS8y|a-*V5Fd0+qiTmRl(%5LGWiLzV7XBXLR@s>Q@O@9CQ{S)up@(h+| zuFSXd{E2-8Vxo+r4>HrSA?A<7-Nkos`U^Cs)1OX%JOAPQm-C;_f18X!?su0zl=O|$ zzb^lB`5$GK4R|5)0wv8~=G#gC>-pV3{Vk|x+0a(@`E4c2)sp-O4UN@SX1aIpp0Ew}5vp@GSt8T&{PDdE%c_^v zb7y!u_sRCo+Gg)6s^?VS-ms1J=A+c-kLwxnoUgy{zf2d_=lqF%#In`uugUBq5I=(Y z2tWUZ3myM)?{)(IUkCe$1>&#i^s29Y#BHzR`D>zcqb~(n@5-B)&RBoH|Mi|bnDmd> zM_^A+5c>$kXs3Nd(y=-HrF5s$pH6=}|Ka%e;NxGjGwKBT$A5qS{Yg6>O!~w3zw>{c z!v8t`Yd`)QhJD2Ds(Az@(@DH-HVYNWe{PPDS|R@yZ8AAl|4iJ+gaPg)e3FZx zUVL4kUxR!^Wb9I>_}b>I>MMMHUw`fo-+va9Mb1f0&Y$^fns&vs(2cjZVjls2P3zVV zMI7Si-|?T)IGuq1`IdaX_-o3sf0xQza`I^Ld+=_o$@wEL;GOIDFMk`SKU&dWeZ8t< z8$ZtW^vtM_fR4@SFWEOnd+K@0w6Bz%{&o7x=}*7^{Qi$Lz0*HV|GE6f>`^sU<%7QDfjD2UNMrVI8F*M;S@j~FmLq3Uvk zz5>ox-h$t6q>t}^-~XMn|DFH9Z`C39FVB_ZALoBZzI!6x!9J-2|HHr2g{a z(YpLg*24LJ=l{P1|G#bclZrkfiLNUdm04%Wb@8;mtdu@Qg=DqNe~Xq%$?7ewOkIpw zwx@i`Sg)c&vRdZ9MN6e*^_JR5In|c3J>^rzpo};5pt=T$Tb;_(6XI@)_7IxayUOnE zjI-mIGPd36ITc#N=T9`3uRrd1-+#3`f0Su0TS9%rmEv!I67>-a7pcD{!3BQ)#SRQ> zLEPu~kNZJCg42-aJz?u&X}j=$FYF`euW9^v_-m5*5i>=0yAl4H9RK+J&;8kH^iN;% zK{i2j#um?7_H@n8U%Su0&u{qI>3`>cxEGxNbN)B->dt@Fj{kD`3-FW6pM<9(f8z2t z+*vMvl>N}D@>jKwFj=;xCZR55*ttr9%#fm#Y&XI*4;TAdLrkTgb&hE@DgF@aWAH^& zuBuMZSl_a2l`*X*#UzLC{OYeM+D8!2Lnoj-TE_b(PqK4wx(2C7pUl%4Z$lhGx>jjh zN#zc)vbEd05PP@h^ZWYSe)9cibXT3upV>!TPJIOJBhH!>7RLAy>F#}z**@ln5ao2|`TdvI!q$nY-~Vl+e`HT1M*9Tn*u>`N zy09$zAj^B1_{r%nT@R-}WgUp`oc?$INAS4Q-+uoWw2$2Bc3(LCw-dqVM)IU~DKVeEz&xMb1{p z(xNG4b6d`(#+Z>7{6l@j_7p#Y^al4af5(5uzt$K3XZr~H z+V6tDCdh8Zw@r*^9q&26{}e9^A5NL2-~U1<)sg<`jrI}a$B&22kM3#l*JL!E$()`3 zYLF#3{ps|l)1P&wKmGoR{IlP`wY`6nuEOOXDoX-iC~vo2{-f*R^q10IPJcT637oJk z#g8cD)g#FNMSNX=wJaxLcO&4wG!m(k02NUViiVhN9JaBXdNemQ*CgPa0nm{;{~rAA z+lF`ITx?D9M4?B4GbN>rk+hGLjaFBm8&VhPBJweVvaB9 zR^<1u@VBHjoc>63n$cfs^RrOwBN*eSc~2L#S9%xX^q13Lk-q1iaQZ);E64w~ADsX5 z`&aK=zklPIaQY+RNuxhZr|t3|mw&nZ4|t-`!==2{IsF}mx9$kL_wLE^_>poVr!N}! zrL!PdA^g{DQBk%_HUFu`p>BYVdJ1-o|M~p360Or>0X17xu!j{TC1*xr zQO9#4yqV|;@_8DP_jLu&lJ4RtAF(oQwTOr0eqsvVM(|Q<=a|%8SR5c7)8{YNI_iN+ zeD3RCykCrX-0-{5$7z50{yS9XZvgQlG@f5$j_-YvtE`{SVdp8?CSFT;dDl zeg7-%cL4W~*hkFQ*uPy8KjK=kkC3&*dOH3s_L$%Q*kARhe;A{EzQjbKj%`es4j*J{ z^TYeo@PyM}PJcT6E%;r0ODLa`=}DY($Nzr+5nslS^Iy(?b;A8mUzyH-0G|uJs(4-T zd_2p-CprD&^pDd&b)bKSx9$`_Jtm$`!fmUtG&N*VwpJAYMYaI{a#hu_9%Y0Af){;tpyj(;8h8m{pBr{4FE{Z3B* z<}<5n;`Be)!RZgDznuOgZgBZ0@d4vm??v2z>U;TpiLhG;y<1et2vT1(rfkZzoHn<% z`a4>*wy5&?u>!I##p0xF%2d|h^bw_PLP`58-l)oEhs_yvTWVhocWZA8}C68~b{QmL#r_=7=bt!&?>e!}3$F>|Xe+KNmV3d28 zbe7Y9S$0&ei=Tf#|DAUJo&U=GQr+nf<7*uMI{r<2q2P1<{_*?A@1Km%?Tonmhv(w( zkbhAhv3o?{NARJPMb}AoU1|xe*;2My-qI4jnlB;Byg~W=qq+Xoc-D&hNyC|pb8x7t z!&9Gts52i-@$NJpPUC*&K88QouKsxo+!F093`SGvEqs1of7@5S|5VN|=SRe!TrtJnE!#1q61 zPX9Um?fi$zXZ`;1`^Rvk-@i_O?9cu0{71$ac6MC;q-UpY{FnVcId%H)NTYvqJZtIz zs`7u+3M37Ks0>QILCmMBl*wHWAeVY0lk(C(mLw@#%6bBpZ3i%M1Wmn>NqK3DB}vMb zvYvotTO9NNlGGcSl$ZXoBuUv)))TO7JAjEJDC0+L-?lUPN*#jyS9yWRx5`_(n5PW` zbqGvZPrGvPk3uK0jxuC{w>H)lcZ0!5f2}t?2K&jK;q&|Yb03-9()V9p3!a-cpTB{@ z&0#6t+GhKRiDDnIetq=U?1TDB{}rewjMVGcgkND}Bfogj^6=72e+s9aHco8VrcJvly!qyP zn5+Cd4&D6w`u=OyY=E5x&X(gp!7on##yipJf9HRw?;hp*-_M_)Kc~O32OR%8{&oE8 z_fH${U(rYGjLt{{RC>e@s)R2?7;mozI__OxLAY z9m`5uU4QY{w0%dEfs-~Vj?r$J)wYhqryA@guSbyD3+dTBErX_%}gQH()~V7LBQ` z0mh1!Cb$;k`TVUGHr0LE^=BB7ZNs}F?v6SH>KgFgFTEYXyI%6#qBFp`PW6djQ1~Hx z|69~6Z^3a%D`p*q*i@u@!esD1zpR(9zwf`AoBZw|5n=3d1o7&v6Vsr-bk3SS{K(Z(Zg; z@x&9u^y$}z{tX|6jqv@a?^K-r%XBjCOsD^x{;Mhd$Mc%*#e&Zxzv%Rz(YuYQ)4xvt z)|3AA`xn1UwAD=VDZhXH{`LDe-}8r<{~g}CGwLIfA|UG%a#bPgPFbiW{(tt~#P5@$ zIv4+UZf=raVsd{baf!xVK-rX4lx^5S*>zY%!9;OG5feAW4KRvc6;LAk4#Kd8MPNn- z1{j8AHkbisrtVqlIdx8T_xFW22*YsZGjE^goad>k_j}&z?yBnkb~iyojRzWVU7&NN zn8Zd1AIkPyHX1_Kn;mdn050BV&Eo|bXYw@y8fWUe9u(X76aBJk^qw5jpbW1^g2Pyq z{TgrM)v+;cwx9WL{U`e$)@b-zALWI9c+SVq1X=#*({g|5qmQl>`&jjt(;6!9qqIiG z>ty2BxbPCEdc;1ZnyQr;>Z-BF9($^4sV=H#*|I0f-FMwzjywJYdcMt8W$(TBDL3DA zM_IabIjvd#`P-lC^XKsgeMPP0V>3Pea^I3Z`V#uzTz~(U+W#MX@Ue2;bvM!Vh>yzi znm$WwrFY-`0PQ#U-D3ZLx!a%h`SBeM?EicomHPs4j>SAG&%Zimd6mW=+~;n%;g)jf zp@+$Jt(|w?rR+pMY~^PcvODckc3~^AT`RwH)9hShq+`u4;kp?eER<#x8GC#>!M4`ZoBid_TOJl zIQ~TH--~E};r*-aW9a`ccl*+JCqDm@B@fH>$F??=$N$as_`ht~V|UFl{b{Due`BbdDZpeU&%4X9KV_||J+!vCVSjV9KASFL=eY#hA?P*<%3 z$1%5vEwJh$Q&mpu%hgK;wr(EU@FcYsIIhptDNy~6$@VR|$fwI2LTn{*%5guC_gV8b zfO;&Idk|!7$mc=oPy8%GSp%*b_T^dwUpt^)#n=W{p8zi zzkNC4$fKmpE7ktg=RfhJ&z7%$?R2?j!s}h_Sd_;fKGtpy$6x-t+cweb?-T9$pPV=2|gKf+gxHkV2pk4jyFiGL;A*Uwu&Bma)I z{bkFjFY|Mna{QO$-yHwj+$rZjIseP~Z_a;toSyUlod4TgE!W?2{c#Ilf0g%H)Au9r zFRuUB^=iMm-!J^5;0zmz1ZP-iKyx75mqb}A1PpUG6$v>FPAtLCYg)B>U0v_s@qkvaoUzd-q*MSHvtX8W0c^oQ4J z|9gz~n}?P@PHUDYlpS~6QJ)V^&k5(}fy?v6>7H)2^jvXyemKXsl4}L;!?VQSM;tw) z{C#-7IBexvC(j=jU$yVwN}pxU&t#J4o7*$a`5ES$XZzc3w=KQTVnN}1aQWF&dHm7i z^X7E?<>wP!bL}6>$3E7cwZEnGzn6Re<7e%k^qJ3YRV)`a`b2eKm6t{0F_ujN)>;!%TnV_P5OYZYC+*?#6f z``=*y<|wS8n}x)oMJiDXz-v za=oro%T^&)@y$+zjh_pI^6U%(H5B5l)`@Tv%z;9Ab_RjhPy3rT@cSdy+qntjWVv<_ z*7Iurr1`IWXM*NF?L826A9nL1y=Se)T|FGP>k?cCj}61U?>d*t_9=HRZ}Pnr&Tr=b zb=m*;SsnbW`CD(hyWDc?-Q~7h?~--*Tgl>wW4F>;Jo|zj=QX#u_-(h4{+7G74k`QJ zf<;4It4G^J`->LcSr#q2gMRLORoWl>{QUfOem^nagP+GAcl>b2kM(&iUWwJO9h|zt(Sa{c}}WwQ?Q3&l-#H zYGsQMujhN*ukYji4y2hS>x;!|$F7CA60<7K_BBy2L;mIa5%jz!IhNOTtNvJy;|E*i z+WlAHY`)0X7vvmK=TC&~IZceg(fyu2p6$2uN9MofLhohLi|M4?Lm(e?bmp#0K zo&)}Pd06ZUdUiPZ^7BL&t3GiL(f2Da+IsZ>HzYJpb~!A;%vWFQISb_^XaLbNt!H*m?ewdClf{ z{^Mhq|Glt3v(52;j{ogmG&`Q<`Jc~qIsVDG+?6o}pU$yF4cRiwB z1E}l&la~SH8o(qw`?>@d!;ib<&|s~XOht_X%JwM}li8WU)M8w8r1&PfF14DU*Ti!d z8~fm1EcA7p1M6`R;{q;2&s*a$LOU+_GF;C8;2K4I#*=>rgVvMn%iqI4=T6pOGXIj7 z?0-5g&;2itKY9Gk^G}|CbNnIa0yp+zKa9QD&+(UzA9DOD>w4B_`t^+*f9Lp{ju$!q z(0Q>OOL-s3`B%=r^c>rcpSk{#>p!{vmFs_cT)^>BY>vOXImr0@L!Q^f-;dD$Sn;pc zEm}JWQ4CcNL0E{*Dghd{qpRy!2ceCj>LCaVu~{WR!*+Ca9qS;pF;qPSVIelF1Zdcf zuC8Mpgf@n%hafD(W|aU9%d~tyf}ht!&q2^JcpG!!`UD?q_&bvP{XoUAD`_o=%GK)_ z_Ut*E=hSnzy&FdFZ)nFZeeamele7KIKlhv3S8zOU{Vn@n?teJ$z~=EMkH2~T$@6bL z9`N|T8+)+7BF7(+7e1H9wSydg$yik0g`MNy9RKI|GsoXK|Fv@{=Jj;m$oYTHKXd+x zc_(bnKXd+>^Uwe3{8OISWQ)=U;`IrHVQp=D2vjmH95Q{R`Gx>shs|0O~3x`Y}X}%!<*kQ94QOUG$$h3$)uc>}Ng2x@WhmPm=e18n)_+)i1%l8B5 z+^ww@^Ev>H<4C`P%F7&&>cY52p7+Rg@sGsgn9tvLlI_=dapph!U+#Z-{K@05o-^|N zljmQoi{$u2_K6&SVO=1{pE>@{`A5#ba{ig~?_7V#^%tx&sm=8#T2spPw_JbROxIsm zt)ll?*Y`)*%CrGn=B@w)TZbJ)353*#2MblS#tJaci4bG!u!9gIq&_@YsG>DifO$@Y z7+Z%Ogcu?9;lV-`t+4{kb0WmpI_x0C2&oSb7OH4BP(N6+hTb0`>t6Lb0s5_v$#+$8 z9f7Q^lj-`o-FGMVn(6#d&xL-4zlj9$|1{lt{dH&VBa2_z0 z&GWD1B*z~){*duT&j0GVSB}4O{F&p=Hh#$U9~(2|`d1xC<@_t>U#rUM)%5;|4ZKc0 zvQ{mjk$7Cj9xLhU8!x{J@1dsBK|zlB0?g}LZSJ@NQP`$ul7e70<$b!hn~ zOVn7WcA-jl7YY!aX;B+4Kfqcc2rLjmpv^H5#Umb+XcyL`5Lh6BK$~MAibp&s(Jrh> zA+SIMfi}lL6pwgNqFq>%LO=n1Ueh|gN3vd9u(dwE2aJ!;631E>eB$uV2jY25qdL02 zP_H%cvzNH8_Fjp)kK>*)uD`aaW!2C2YhE({+5c?6%KdL}tjOb!9Y6EU9V?mJ#;X z7!Ygs@YeGl9q(}d%l0$>+5hTTh|dAJ|K;(=#sYc#&GS#5e{=l7<0U>8P=; zu1Dbg5i^&r{gnb+#x@{Dy@yK!67$5Mk(s1ZJDouT**;~!XJbD3=j&3dSFhK(jGxa? zKjiN<%XI|qlXfpbjfr2cLx{GW%Vgb%d8!ZB8l-$JV`E}mv*7zRxb1Ae^AGihJpW>R;nxy!{6XWX9Dn8bGsoXK|KPbB=5IOwl5=LxKkFDW z=il|7%3OcQ^_N_K%JsK;uB_+GT>pG!)_+&g`vNv%@!GBa$JK2m!g_bm_KqsOzE^m^ zSBpPV*oQp!btzVMwx*Tp)#8s7_92g3O+d=d)oFn6A3ApG$5c7~%JFB8zjfcBISal+ zk@Jt7f93oW^D95DCYH2IA{?M=XAc_fH^_7pZU-Jhw-jnd&>Qf^O46N%!AnG@i)&udaku|Y@UB} z{E_3Y9DnBcJLeymXXX5hjt4wms^?1NCFh?mFFF6t^@m)4(fMVrKjr#Uu0P?N`AV)o ztzON~Yr+eyvC54l>~8JaTmujeY*gU7MU@4Toazt1rV)gub70Ue0h@G{kSmmpZzcQzdZir z@i)&udHxOK+#G+{JUPc-7{BKDlh+J#{H^^V=O5TF*yj98=bbtK%=ve&Kjiw0uCwI& zQ?5Vx>n!oQY_7lkIoID-(f1=Z#IHy2%Cs$S<2wss<-gHYsR7wKPU>kDSe*(;7_=Q- z-B#R*2T%jDbzHVj$!H1e63ko-@q5izujc19wK1!FXF3Cu_TW_ zdHl`uPd$g{`8UTOIsTIIY>q$cF#+T49DnEhL$67M`JS8maXjZ=yual9Q`ew!{*7}< zu77A>$oY4!KjivLuD`ro>o5HN2wsQAzqWkcV&KdUC?BX-E_}!pwD1tr^>HJt)Bp@5 zK9KE8HhfAff$pl3@dnDq4V%gux<2K{r$fwZer+79*AH-?CdVr#&2nBB!VisY`M8Dq zQM3-?<$6V(Bgu7!I)CoQ#qIaV_A~$4|8QL|_dj>ckz+<4f22?3@i)&uIQQ1;GkN~a z@kfro>b*2FhRyM3j=yy+p{+CK{G-jacx=`GzLpn4jY;$9tc~!s?>ztH`8UTOIsVf1t7Sn{E9FqQ+GyM_f-=xMs)b?$eSFkMu-a%`BU^6!`n;z4{Rp1R&@}-a zqqKD&yI%&+Ve;1*s7xEv@bSF<)MqZKkGk|&FEQb9UsAQ%e&#>>U+#Z$48bwOA5(C= zaL1fH{^ao&=NxbI{9|(~nPc&}wa&Hj{7bpW@dxz>98YunrTYZ+iyVLC_#?+3dajUj zMvlL94$J2Z94~YHX>kC?Uo z?yf!fh5l{@-&2O687}CXMDN>g!b-S6w%?NF5HbYoD1(h_$jAzWp$%V;SYz*x;NwC) zW@7AB$E0}QkBmcj&Q{}mPZ~J6cUOFjVR5{v_p#z!g*o3~ER*eL{bou_&dkn zIsSInUg|g-W2~Hi`^`B%A@tUs)__eZ$(>WTG#S-y6%QQsE3d*Q4r z5>`k=?kxw7sIafL_pQW`7)DIo0Eu3&?Qf*N`|4HeXkM~XpT*?ntTHa+>l1wLp=$_j ztgh=|607GW=9cp{45#Duk+wE~I=G(hhw8}oGyhmmll~$7sP?(+e__Ak{ZZDJI7hkv z)#FJXfAaX7=bt?P)^mo;m2&)%<1aVXv@wN?@mMs+pE>@{`A^ROa4#Mo6YN-#^WU8R zqd(wUUCzI9{#pA(&cAd1E$f-N{xIM5hgB<|EgLp%Z0qq;NY?2cIqRAQ%iQ9>LKpD7 zgn1L+L*1$CbqX$6|7H8g#JF_{ROkX+0l2<^Vt>h zor!u*uJbrtTafb;j?MI4JuWBxlP!(yq#onxSkCt@uE2X}wa#px^P)eQ|LlLdPU8AR z?tip@JO`b8eh_uRx>{n$c@8@H{2=Orb+yEh^Bi>Y7Y+6O5$p7RYa6f9vDoep z(e+R{Z`b{DIbBDv^B2lg4(Btr;TZwK*Ymz{>YEmI@v{fBeaSKMnfY()^4b4#|Kt5a zu3zGqA;*{2N9>pq;(7d$yyfw?o}2RggY!#&KS7><qzbzkm{>}4mo_}-vk>f8q zCg%7v%u_L*V4L&*cFxqicI;y>(2X^Di7b#mYEL z&nIErLC2C6eD6(N2jurm@Utg5hI;Yt3HYqd_S@LS=Oy#cd1?I#{YvKn+5b2nx&O6& zhu>41$Dg*pO$#Wb zD_G-Pz9L@3=I`;zyRGmHCR}$g%lcLZ$8R3v$aet!+H(D#1vF}D-k9xY{?VVZ|Jk)Y z-Y0Ya%i~WTf9d>^=O4Si&*x37AxPiI^RFEOza{iU`&zyhf{5$90FYo-jz0X=#va$Xh*RJcjwV1euEjkMsh{a!| zXQc@k_691#%B(a2!<#|-k36!hoO|xM<&c99DF+;|e>v)?qsk$N9#R(U zw{JP-*kj7gH{D!TuUd3_eZQ*y{^8~kIpx={;OlLI&YEdpcV5olz0xq zmgD@rDjL7bd75LqhAet;9Bb!udj^D**ErTuxSXsRWc!(axfYTAukBB{|4A;%q zJpbhRH^(12{>t%Zj=yvMk@K&df9Cv~@6*clhg^Tj^`~5a%k{^49KgCOEUm@j7%B6o z&1d~pu19RB?~=A9>)Gqt1C|0l=C5gJ+_8XS`*!&kfWUs40T?JK;A2}_`@f~{MI3tQ zq2)s#`cOINoO8?d*WXY$_UTW5y1esU?jr%NfbU(eeSEph4baEwnufpkijNVjm19Nw-n^_aavP+@{V3u3MYgZU z7XD5Oj1_`BZ2!E=b5f8_it z=bt(M&h-ZxBjoyv-2;pDrCfi?^*8hdfB&?L<@y`11MAPrz5csu^)veZ2wTk_g27b- zzu-NT)3pJAb)Xl3gRMMVSXalOzSmLvo9MG1f5P!)*Ijol-#FtNnymWyZ@c~Wa@b*q zm2I}!rd)E#CG>19P2M11;ZJ}B!?yhMYeZJBT3`EGyC;3QKX1{R$8vhNyj(M&aoyl} zPW_bic8`MX$LPacFVB_R96`QQVen#~78b4b=H9j>}b}_aqXBGQRI|I7W)Uym1@ z#~&RR=J8jqpXd3f9wYMnEB!&n7uYv2X36nKj=ysJDdX}Sf7AFeu=yE|lR5v( z`7iecj3sjZUyl{J{$a<8oPXu~i`V5b#+GNIxMM~gXYo1K`b>_$bNoHW_?zEny>Vk* zlg7fdU%NKkliv5Z78nU(ko6aeA(kSkX34$}mswp-`RLwQIN>>(-amQZHfBtmX1j$9ipVHN~@i z$zA53`$qOZ-5=UMmir$cQ#2oaZu0n}$J;#q);!3$iqBk$%A2V|Nk>f8OS5RNb z@n?>|bN-R@ubh9%c~QpBIseY}hg^Tj^%t5q<@ytk6LbBkUt{@mu0Qemvwa_;t!5Ld ztJdNA0LR=Sw!o^33`)BiT{#yOVQ9mX)LP)U4p)yr^*d&ZX#d%D&z8$Czr5`9;SZOE z3y&)gKm1Vm{A=kQ*4JHsZF$RE-dg_c^PeyG+!)_1Iv?h3e<}<14%V$m`F3$v>|D)2g*BRb#!n z`s&(}_FRDFRwOvXk^@=_YH5S&4hv62SZ+mvGb}KmrJ$BJsP3@vM1|`wL^;?{vS?oge#D?the(JpSbIH_tzG$l&9IY}>IU z&%ZhTsC~fBBRT$}JtfCqIsW3gNsd2r{#VD4GS1fXXO6#f{-Ni~oPXK4LB^Lk|Kwvs z&cAhCFV`RHxg+PFe00!xCu}{RVqc*nhyJ7eM;ExTt#L6z)&S$`M`HyvJV8Q5H2-ex zA8?E+4~{*?)sIG{#!iq>5gl8q`Yx(+aO^Rzel#jIc7lY8=&APCtX*3!x`?kw>{w1b z@kDxt;c}Fc+Mju5ZMo^Do61}1`w^#{a!R=~JkJTg-Td3HB}1FdVK&y?>(!5%R=y&l zr#^pQpS34NnT>V#diA3w+wU?!>B;>2o&y}SqFDpS9^>jqqf%ohNT`U8EmeINRXI5J z7*{_Ul^Q!iLPd18Uvnfm0ghSGbb(`!arL87sj(9zR7A&?s=kY=92|R$s~?R@jh!H& zB0AfzIg*?J$E;|&z_G`;`q8M=*a;FUqGL-{-$hjpjy=ZJk4B}&PLNO$o$c2gNlt)c zRy1AU*kfG%XjE$K1PK+jqqf%ohNT`U;_G^wLC%`c)nl5ncF|K|z zDm8Y3go^0cQq^}+m4joCarL87sj(9zR77X{HAj*Y;FuLn7dZA9S3eq+8aqKkMRaVb z>bt1Q!Li4<`q8M=*a;FUqO<*)BgqMH%!;N99D9tbAB{?logkqiI<{2xT~y`Z*kfG% zXjE$K1PK+<*?!HDo?dt9ByX1aqKJo}EG9)oY)xH(YVW6=lZ{eW)z_)Ixe*lY2h|{i>_itSMJta}8aO zcysyU7f&ts-FM#{pLR$OKJFm!>V1CvG2~YYzgPPl6X7P91BLSJ3FWd0>3Aulbd6X7P91BLSJ3<8;dNlC~{ zOX@_p3FbhdJUfFx=3i10^3swz5pIGxP$O{B+=0Kr5JA=SxnE&uQb{~+wXCeQ{%#wAbP^5fOz`|Ig_)_2@~d)a-r-OCY298vDR`|gmMC!cttTzJ6+^gio1m2aN$&9dx~ zM*=^W)6$yxZ@C!B+AMMl?thkv{QQ=R0m#3!f{tH{tT-%gg@z?_c)Yf4_3srI%_7>gRv(!3WE?zV$8oe#BeKx#yl+)~s18 z{AAvkWfDK4?l-kGnTmP=5i={8F2^;Y=yc`U9`Vx>R5JY4(8M@HQ52o7T#FJvEkPyY ztxT3=Z9R92Qip*pW%l)6yHkq9nOfAMmCyQ5t%(R4= zNp=R4?MrfIrmyCe%w&eM|7ZW3?j19j-2Za_bA5o|@LwK(Bqw?Noj#7_`G>m5NnDGc93elAXb1`;wfQ>8p7qGnwJ+|Jnbhd&dkW_rKi#Tpu7f{Flcc$;oDU z{B>sp2k|$Iq3R(B3$a-xK*M%)bsg&N?gzXk(~)2*N^aRteCs9bH|= zItXnHRS!W}h|MYi8n&aW>sSY&jiKrx2n(@UB|yV=bafr;Aha=5Jp^GPHmd|^*p9BQ zV;zJxhN_1kEW~D&01eyG)pe|c(8f^p5QK%;tP-GMJG#1#br9MZsvd%{5Svv3G;Bv# z*Rc*l8$;DY5Ef#yN`Qv#=;}JwL1<&BdI-WoY*q=-upM1p$2tgY3{?+7ScuIk0UEZW ztLsmal-R6PV?AvUW7XxNUfu45g9HioK)AS}dYl>iOf z(baXVgV4rM^$>)G*sKzuVLQ6Ij&%^)7^)tEun?P70yJz#SJ$x)LK{QXLl72Xvr2%5 z?da+{)LCaVu~{WR z!*+Ca9qS;pF;qPSVIelF1ZdcfuC8Mpgf@n%hafD(W|aU9+tJl^tb@?TQ1uXmh1jeT zpkX_@x{h@a+8C-Hg0K*qRRT0@M_1Re4niA4)k6>#VzWwshVAI;I@UpGW2kxv!a{6T z3DB?|U0ugI2yF~i4?$Rn%_;#Jwxg@-SO=kvq3R(B3$a-xK*M%)bsg&N?gzXk(~)2*N^aRteCs9bH|=ItXnHRS!W} zh|MYi8n&aW>sSY&jiKrx2n(@UB|yV=bafr;Aha=5Jp^GPHmd|^*p9BQV;zJxhN_1k zEW~D&01eyG)pe|c(8f^p5QK%;tP-GMJG#1#br9MZsvd%{5Svv3G;Bv#*Rc*l8$;DY z5Ef#yN`Qv#=;}I_pm_kWR(J?hGA$f3eWdw@0APpBT0|w&!XeW~nr{dI)><0^l}rnV zOdn}J(1jOVSPnY)pt9Yz+m$oVJhNPV)z#(v-~6U5Jns1Nj(_==^3|_?wcLOI{qoCb z8I+v*{d~OFHs25ctS{bSl}rnVOdn~!ApqE}P4B8?S~z6-Nb?N=!1@L|tdeQrkm)1M zHv|CNwdq}zObdrhA8EcJ09fB(hgC8y95Q{R`Gx>syEeV6l4;?P=_AcI1OV$B?669v zg+r!~G~W;aY}clDRWdCcGJT}^h5%rFgB@1Mv~bAuk>(o$fbH7!u1cnbL#B^3-w*(- zZ?MBEnHCP2KGJ+c0I*$~-c`x8aLDwL<{JWl^$m7dCDXzo(?^seS;lV$+U3D z^pWNp0)Xw>^sY*#g+r!~G~W;atZ%TxDw!4znLg5dLjbT{o8DE)v~bAuk>(o$fb|V_ zSS8cKA=5{iZwLUkYty?bnHCP2KGJ+c0Il^H_N~VQFrjIn=5CCk~ zrgv2`EgUj^r1^#bV10ufR>`z*$n=rs8v=ms+VrkUriDYMk2K#90IYAY!z!5;4w*jE zd_w@RU7Oxj$+U3D^pWNp0)X`mc336T!XeW~ns3NJ*O*HSJfTYFlY;10HN_7oM>K%mdxk1D>pd z5F?~MJXolrHCBLmPJ|d+haH3%A@$+GLKUsC0?czF#MnCQAjAl%4-XcqXpI$Mo)aO) z)?o)BMo4{luuw&7tN`cfMDDq3R&nCC=@v31x%h!IjB9xPPR8Y{p& zCqj&^!wy1>koxdop^Da60p>XoVr(6D5MqSXhX)H)w8jcB&xsIY>#&0mBcwh&Sg4{k zR)BdEL71NE5JM_LX54$4nmBO z`tV?(iq=>G<~b2!Y#nwGVuaL(2MblS#tJaci4bG!u!9gIq&_@YsG>DifO$@Y7+Z%O zgcu?9;lV-`t+4{kb0WmpI_x0C2&oSb7OH5C6=0qdA;#8W2O&mCeR!}?MQf}8^PC7V zwhlW8F+%FYgM}(uV+EM!M2N9<*g=R9QXd{HRM8qMz&s~HjIF~CLX435@L-{e)>r}N zIT2!P9d;06gw%%z3stnn3NX)!5M%4GgAgO6K0H{cqBT~4c}|2FTZbKl7$NoH!9o?S zu>#C>$JlsSghps%VWBV4f2p#@1m6Ax21jc(71KYpekCoCqcfMDDq3R&nCC=@ zv31x%h!IjB9xPPR8Y{p&Cqj&^!wy1>koxdop^Da60p>XoVr(6D5MqSXhX)H)w8jcB z&xsIY>#&0mBcwh&Sg4{kR)Bd^>*&4L!+-ePuu<_^`~2~@kKV*5tfC3_HTL(9pE!CGpD;haWMCpY`S-W}5i&%M z`2x&~oz8jV3PfRD0fKq_L0(18T!AR8D?l*&AM%p@51Ei2LXPV5M#1A>*L5bx* zSd&6vfd~R^j)5p1@t{PzuqK7T0ucn-90O52;z5aaVND8w1tJKvIR>J5#Dfy;!kQEU z3q%lTa|}fBhzBLwg*7Pz7Kk9w<`{_L5f4hV3u{scED%AU%`p(gBOa7!7uKW@SRjHx zn`0n~M?5IeF04r*us{TXHpf5|k9bg`U09PsV1Wn%ZH|E`9`T?=yRasOzyc8j+8hH> zJmNu#c418lfdwK6v^fT%c*KJe?ZTQA0t-YCXmboi@rVZ{+J!YK1Qv)O(B>G3;t>x@ zvA+SIMfi}lL6pwgNqFq>% zLSTUi0&R|gC?4^kM7yvig}?$41lk+}Q9R;7iFRR43V{V82(&o{qIkrE679m86aouG z5NLA@MDd6RCEA5GDFhaXAkgL*h~g0sO0)}WQV1*%L7>es5XB=NlxP>$q!3sjfME#4@$HP zYf=a-5J8~LF%ZQg9+YSo)}#s{$3PU1cu=BUSd&6v zfd~R^j)5p1@t{PzuqK7T0ucn-90O52;z5aaVND8w1tJKvIR>J5#Dfy;!kQEU3q%lT za|}fBhzBLwg*7Pz7Kk9w<`{_L5f4hV3u{scED%AU%`p(gBOa7!7uKW@SRjHxn`0n~ zM?5IeF04r*us{TXHpf5|k9bg`U09PsV1Wn%ZH|E`9`T?=yRasOzyc8j+8hH>JmNu# zc418lfdwK6v^fT%c*KJe?ZTQA0t-YCXmboi@rVZ{+J!YK1Qv)O(B>G3;t>x@vA+SIMfi}lL6pwgNqFq>%LSTUi zX3@$;MTiX=i**mZR+k{!w8)e?D%7j7Y=4-vnUR)DL9}U+VL|1hBE&NP!=%lOv|I|J zO^XZ*Di;+YmiZqhZDyq9QV?xgWLQwSs0gvl|1fDYBQ2MLXwxFYg33ijh-LnVNt+pI zxfDd378w>)E-FGS^FK`5%t*_nAlkIZu%L2L5n`GDVbW$sS}q0ArbUJYm5YiH%lr?M zHZ#(4DTp>LGAyWERD@XOf0(qHk(NtAv}uuHLFJ+%#4`WGq|J=9TneI1iwp}Y7Zo9v z`5z{2W~Aj(5N%pySWvmB2(irnFljR*Eti65(;~xy%0)$pW&Vdrn;B`j6hxaA85UG7 zDncytKTO)pNXw-l+O){9pmI?WVwwM8(q=|lE(Ou1MTP~Hi;57-{11~hGtzP?h&C-U zvmlX9Y0!Wa_8$H;67$5MnVFqhx%V>vF1tQ4gT&4xo!aRP8p!-p z27ETM|7q8eocP4J9_18+=rG_aF=#;K-pl;E?E1tE5<8Q0YNs=3AoEWd@Y%@zr(H*K z;uGU~lv50%!+@*ApaGG4FZ1uR>k~6b>`cU_jwSExc|XKPxiUM>DeVIT6i)dZyMYz?&7kDFRh zb4}<&9-F{`va>ZNuE&w47Svo5`jE#aFre&gjft~;Nkz++pypble8^)H7*KY$#>AO_ zNkz++pypble8^)H7*KY$#>AO_Nkz++pypble8^)H7*KY$#>AO_Nkz++pypble8^)H z7*KY$#>AO_Nkz++pypble8^)H7*KY$#>AO_Nkz++pypble8^)H7*KY$#>AO_Nkz++ zpypble8^)H7*KY$#>AO_Nkz++pypble8^)H7*KY$#>AO_Nkz++pypble8^)H7*KY$ z#>AO_Nkz++pypble8^)H7*KY$#>AO_Nkz++pypble8^)H7*KY$#>AO_Nkz++pypbl ze8^)H7*KY$#>AO_Nkz++pypble8^)H7*KY$#>AO_Nkz++pypble8^)H7*KY$#>AO_ zNkz++pypble8^)H7*KY$#>6i=|0pqCFWyDs6b22Tnrf%wOoM~fBGIeWh{^UfH!ed4 z4fuo+o{F;!9IO_Np2ol^=M)AF_yUBd;w%FPt3{)yF)+$Gg+T+p0O6@P%fP{E(dcOm zjB-w4(10&Mcq+~^aIji5dKv?xoKqMy;0q9*in9zHtQL))#=t1&6b23W0)(gHECUCt zMWd%NFv>ZFK?A-3;i)*wz`<(K=xGd$a!z5;fGF8Uv%8Qy4Vh3lN@) zvkV-p7LA_9z$oVw1`YTEgs0*x0|%=`qo*-2$~lEW1HJ&^sW{8P!D`XyX$*{VPGQi1 zFF<%I&N6VYS~PkZ1EZW%7&PDu5T1&&3>>T$jh@E9DCZOg4fq0tr{XLF2dhP+r!g?f zIfX$3z5wB=ILpAnYSHLv42*J4VbFjtKzJ(7GH|e3GZFK?A-3 z;i)*wz`<(K=xGd$a!z5;fGF8Uv%8Qy4Vh3lN@)vkV-p7LA_9z$oVw z1`YTEgs0*x0|%=`qo*-2$~lEW1HJ&^sW{8P!D`XyX$*{VPGQi1FF<%I&N6VYS~PkZ z1EZW%7&PDu5T1&&3>>T$jh@E9DCZOg4fq0tr{XLF2dhP+r!g?fIfX$3z5wB=ILpAn zYSHLv42*J4VbFjtKzJ(7GH|e3GZFK?A-3;i)*wz`<(K=xGd$ za!z5;fGF8Uv%8Qy4Vh3lN@)vkV-p7LA_9z$oVw1`YTEgs0*x0|%=` zqo*-2$~lEW1HJ&^sW{8P!D`XyX$*{VPGQi1FF<%I&N6VYS~PkZ1EZW%7&PDu5T1&& z3>>T$jh@E9DCZOg4fq0tr{XLF2dhP!*N`yg8qfkG+o-^GgDMOpIn~E^Tv~NOXgUX) zv_r9Ewjc7*JJrwpcby0w6Jg7n0Wbp_71{qnK6pN0NlUS_>BI2V`mGfiRMuK;$g2gT;*RLU z@O{gOwW2Z7T5YIlD~d&o?!)la`mGfq0F}mCs||Uz;8?`yJ`7*2-&zp@P-(2S+K^WZ zjzx^_!|>JmtrZ~vmBw1D4SBWTSj6Z)3}3C^S`h+JX{@!{kXH+iMU3vl@YVXQ6(InX z##*Zld9~nJ#OOW@U#;I-5du(YthL&ZR|}3sjPAqm)%vX!Apn)eTB{9twcuF9=spZz zt>0P^0#IqJwc3zZ3ywvM?!)la`mGfq0F}mCs||Uz;8?`yJ`7*2-&zp@P-(2S+K^WZ zjzx^_!|>JmtrZ~vmBw1D4SBWTSj6Z)3}3C^S`h+JX{@!{kXH+iMU3vl@YVXQ6(InX z##*Zld9~nJ#OOW@U#;I-5du(YthL&ZR|}3sjPAqm)%vX!Apn)eTB{9twcuF9=spZz zt>0P^0#IqJwc3zZ3ywvM?!)la`mGfq0F}mCs||Uz;8?`yJ`7*2-&zp@P-(2S+K^WZ zjzx^_!|>JmtrZ~vmBw1D4SBWTSj6Z)3}3C^S`h+JX{@!{kXH+iMU3vl@YVXQ6(InX z##*Zld9~nJ#OOW@U#;I-5du(YthL&ZR|}3sjPAqm)%vX!Apn)eTB{9twcuF9=spZz zt>0P^0#IqJwc3zZ3ywvM?!)la`mGfq0F}mCs||Uz;8?`yJ`7*2-&zp@P-(2S+K^WZ zjzx^_!|>JmtrZ~vmBw1D4SBWTSj6Z)3}3C^S`h+JX{@!{kXH+iMU3vl@YVXQ6(InX z##*Zld9~nJ#OOW@U#;I-5du(YthL&ZR|}3sjPAqm)%vX!Apn)eTB{9twcuF9=spZz zt>0P^0#IqJwc3zZ3ywvM?!)la`mGfq0F}mCs||Uz;8?`yJ`7*2-&zp@P-(2S+K^WZ zjzx^_!|>JmtrZ~vmBw1D4SBWTSj6Z)3}3C^S`h+JX{@!{kXH+iMU3vl@YVXQ6(InX z##*Zld9~nJ#OOW@U#;I-5du(YthL&ZR|}3sjPAqm)%vX!Apn)eTB{9twcuF9=spZz zt>0P^0#IqJwc3zZ3ywvM?!)la`mGfq0F}mCs||Uz;8?`yJ`7*2-&zp@P-(2S+K^WZ zjzx^_!|>JmtrZ~vmBw1D4SBWTSj6Z)3}3C^S`h+JX{@!{kXH+iMU3vl@YVXQ6(InX z##*Zld9~nJ#OOW@U#;I-5du(YthL&ZR|}3sjPAqm)%vX!ApjMj3Pa0{u1Z&rMnIxgF%WV8f!31+SfjkvA26Az#UWb3%hKP96ju*)uUU1-E@ z#hrKnH6UBZW&SA{ErDHjnd?F$ZY%D@1E>MnIxh21$!H1evddf-8gW~3Cmuiz$kuV0 ze@aG6V3%Fyy3mN*iaYTDYCyJ*%luO^S^~T5GS`Jh+*aI)2T%jDbzJ73lF<^_WtX`w zG~%}6PCS4bkgek~|CEfDz%IMYb)gZr6?ftR)PQUqm-(k;v;=n9Wv&a2xUIMo51$uE6C8H&<%PwAX~>}{wWzPfn9c)>p~-LEAGStr~%nJF7r>xXbJ4H z%Ul;4aa(aG9zYGq)^VACN=8dymtE$%(1_cLJMjQ&K(>y{{8KVo0=w)o*M&yhR@{jP zPy@1cT;`vW(Gu8Ym$@!9;ZHPl#G_ZF1yTip%J$gpCKMlK2Wb*_>i^Z zu4))>p#FZ&w{jgANPHmMmu&cySo$*mmX;yN{x{umtOp6O+#&1(x&KY4G50^~DMOI^ z-*m^pj;7Xfhp-Ri{x_Y*-2ben3_JQwcH`>1FwVquO5Knr>?p1K?%8lK=pa+nBXA}TWfYk8P6Lw0J#eYRG+tw2_E9G zsHs_HJa5A#ykP@SyMRFTdFzC14S6RvFJ5HUPB?2vnc9jtL&(u&Ak7Wjt@#0MsrZP<`GyCU}U$ zqNZk*@w{OJP`iLY^?B=<;2{o+nwnL{^M(yT?E(VT=dELchd3;1YE~J~8#Vy73kX!7 zw~h%O;;^WxS!FzL*Z|ZnAW(hYIwp9C!=k2UmGQh`15mqwK=pa+nBXA}i<+8M#`A^^ zKRPYHC&)&l@%XwF?MTpSO+)9^$a5saa(_Z`c6TE+9~S-a00Dh{K|$ zW|i^0VFOURfI#(m>lkwAILyalIzDe8yoqka2t2A|%Ua_32mcHi7%;U#74SAnn+F7o znwnL{^M(yT?E(VT=dELchd3;1YE~J~8#Vy73kX!7w~h%O;;^WxS!FzL*Z|ZnAW(hY zIwp9C!=k2UmGQh`15mqwK=pa+nBXA}i<+8M#`A^^Khsny z!9yGtH8rb@=M5Wx+64rv&s)a?4{=!3)T}a|H*5fE7Z9jEZyggn#9>iWv&wj$@x~1_ zhNdxg{O5du>hsny!9yH2*2kVQo;Pd&rCdOu`n+{a@DPVZP0cFfdBX;vb^(Fv^VTuJ zLmU=0HLHy04I6;k1q7RPYHC&)&l@%Xwf5ajG-lrL!Uh>%^F7imi_+!+!J?*SmGQh`15mqw zK=pa+nBXA}i<+8M#`A^^KRPYHC&)&l@%XwF?MTpSO+)9^$a5saa(_ zZ`c6TE+9~S-a00Dh{K|$W|i^0VFOURfI#(m>zLpn4vU(aRfgw(yq342&Kae`K_M3q zs6KBU6FkIWTf0EYc;2vqs1;8*74SAnn+F7onwnL{^M(yT?E(VT=dELchd3;1YPK{wa${Ls`r5p-Z8%_3qqz75g{)bFV z_P?Q^Mh3a$ID)a`A!;-#&HN)1Ej5-bqZIV zUwd}!_{hp&-+m4K{fEDM-G^c1L*kRZHa`Dz>(|S%n~%xs2+Kcw1bi;oK0fLrSZy?U z{6l&yr!8Q}07TXH@lhYaYNOer^Z&@QN2xDgTYmMcUzLk5{(ZUUo_oqF8lUh#WTgS* z)R;!KP!&NN-B!T!C|qqc?iWEB=pEHUvB5q*>LXZfG_H|sUox;6oPYQpp68!`UhZ?y z-%0;Ayzaq$_{JM=EQ=N`Do?C#nkD)f~rYFh5TFlu5F7EK(1gt2i&-Zz`+VLpj{x_N2-EFhF}9(oyIlP z>x3E5E|B@}Qzkw#1k1rEo_w-gfBp64-@p0q<-`+DEQfvku(JRD`>S* z@$rwB6HYjxoPPT0<*KW%D$5^#yzNZZlB+fIZ&~pG8G`j3aN`;R2P@2gc7e=4QWY#R z1RKceG_IjuC(M9$fy{rOGVzfi*fCM#8tQez3}_eFLh{ddX+8Jc^W}=mFE3yD%2&!^ zhaFb-U9fNY_$NM5zINKz$`w~$S=O&xSFaQ6=YQ_G=gQ&-9w;ZDd~*3Utrz%z$PldO zfE(8kI9Oo@vT<`1U{s-(=SDGhWN(vBd=!UQj+uV~Yj*E-1V1x@+0dn`BMz^sj$i=8XI7yKg!4&_m1D$iLyn8`|}_zGCuQs}1!s zv>)S6pMU?D8t=I@Nx1h-J0yk?6E{F2{dQLi1=Ls4`z9U|!-$C+AW^nIBU3%q`RQ~FNS`;)@49%b$@r^TvohbWX+jjyQCT1831=Pv??>znEYS<@|Wc;Z+S~O z>d2$Yc|ZTT#8~^}lTXy74zoRsWc~*kpd{t|V@6NusouAQHsZnyE-3GO$2;YI2fmKR z|JJNsBlnLVeDJ~LLm&E(%oF)K#G!{AT0Zj8kCZ(=vPU`o_~Xl6bRX_B&pu^|YOK+L^dL%6|LrNB3dwBV+45KelK2=D+`YdGNsp<(ZM~19#{(@cF}U zJo!f*62nNSNuB)suS);t?><~f_wbzb>66Nyd+%9x-)(o98-C#nUnq-iStR!s@3F^6 zCC>etuO0K8@C%>+0)6**v0RUff6d`vdl-o&#LK_`?7u%!CV7HGcH)|iDO~aux&Vvd zisel`3fDMjUtfr2`<9wf;F6`#1-JlQvAoIrTPj?7I92kGNa4*7obTgv&rIbZH0c;9>9R}MMk;Bx6@ zmuUU9+Cl9U2(j${_)Cmimn?-Yz$M^{t6iq8h*|#|7?_J-O{rZ zT}+;<$Q;K=uN*%ew^kyyZZuf`4(w$9B_%a4NROqA0wI?BzoljrxMV5ZBx|pye(8&4 zr=52$$1OaLo}qV*JUj1~zx)M#kL}R%u6Mt??DXNC%hgw3U7lX0&(q`U5qI2vNBQuF zK1}z5eWNv%`ER)xLnHYQGVo$~ll#A=Lb4IEB|AS-CQR*rYuB!owOO7YZM)sJ<%lDW zD96%$^R z8G6u5IRF3pH@~54XKyY%KU_)U3jX)tpB^m7(EShGuTMVtv*qSRHY7&-n@45&+8fo(03oU-+qU3_St8bWy_Y8E3de+9C*-y$Az6L+Pbb;6L-+xQ|{C~LV#&SG8v*gWhdP_Oz zpo7Y%j$2svqI-6D{BhW!hn4rg@BQTjdfo|Nv*3Px>BSezca8b_+Yf&51MSl|Hn4TO zyFwT6eD?pEthtYWoHn0V@dqK7X9uC3w?$pBuA&%no`X(4KZv?uT`e)>JO`b8eh_uR zx>{n$c@8@H{2=Orb+yEh^Bi>Y`9ahL>uQN1=Q-%)^Mj}h*3}Y2&HLi1UzGa+zE0oG zt4Z@8|M4GXe>%6Ha?0mi3j|RutYc%yc@8@H z{2=Orb+yEh^Bi>Y`9ahL>uQN1=Q-%)^Mj}h*3}Y2&U4Vo=Lb<2tg9u4oadmE&kv$5 zvd^x2wmeSH6vGccU(E1|<${;5pcp-u9C29w-VgWrm;BGQ-VkC@ z#E|nGbn^K@)CKEmi6Q4X=;ZT*s0-HB5<|{&(8=cqQ5USMC5D{mppzSX?6JqnM`%v; zna_Miu0=dg-qIf+JO`b8eh_uRx>{n$c@8@H{2=Orb+yEh^Bi>Y z`9ahL>uQN1=Q-%)^Mj}h*3}Y2&U4VoUlQbJj_*a^DgN8P`P=eO|MX8~=bd&bM^fKD z^2qjc1mQytIi$Sd4R0vhd~h3CKj8j<h#@A7p$u#hMec1lg|&LE?8Gf3^~t1C!ZfgU9hf}7;>J2PF{XP*CXCa-{q0( z5%v2Kci#EmbWQl5%SrU?ygyK%=jTZBGn_Wk`%?McC^uYxgWQw5-L~7y{kgur*o^ZW z^!j;W)CKD*i6Q4X=;ZT*s0-HB5<|{&(8=cqQ5USMC5D{mpp(xJqAplhOAI;BK_{Od zL|w417Jg36-h1yY_c%Q9)Dv>w+1clwQ$F~C57KvtzfqPfSt8>M9$WL6J2PCh?~x?o)` zG2}c4oqT=}b-}t?V#s+8I{Ax&XP)_e`aZl20p87T0-~RTu<(N+%BljS$TTgxZf6)HmmqcB#P7p)RbI{4>2T>QS zt0jh<=b)3%527yE$y!DPBOxg+aYq_7V1L3End{H$mGze#31$0~0m+L?jzI&N|B)`# zvQx=mM%Wtqj}2XKJ-X(@yezAHFvNjjg78 zbbt4|-_bKAcPZcg&Uac@oufM|?SIob3W(I{4I03&WR`1eY^^_-5q2abMI`P>g9fav z7RmN~E<);CQe$|kfW#eX(7+)7{QR)1uf2x)^B3hgV>{5Z^#1i<|5e^yecP?K(({~e zm*X*yoBx^CbNL-@mtAtHyr-R?^}LquF}Hv7XrIfr-_B}sV1ykBNr7xXX4CRyz;fLp zTVDS8dIUdP?6S))qxYWhJ5V>tb0h!$@BhAhhu-zW?_}>kKR?&z%rnm{Z>Dm*4%Ys8 zWsQ!6gps%-4H~d^TV%`2zva$8q=EeWBVDLv$1>-@rozv#;pZ^%_lS92mXr9SAN{y& zyY05+_y6@@bWcQm2BcJ^wefRO`92{29_Kpu{4ulz%ME$#8m@4J9SMn8;*KAevA4AW=%+5-LKdy4s*!(aTxUzBfs>s$1lwm(s{W#`U2?<}AD z+~>+i=-E!sK09)aO{7iVinbUKEVt`1`|;lhI}(yI5_hCQ1J+iHY|ib|cPQL1>Y$|v zF<2&mVNE;$Ug0r>*?#69eWCTM7HKixdw^lRK4P!%7^;`n|M={1-ki&tPgwEyZiL_ug|4-3zl&p6UF_PaaFxmamZK0)9L#Y{Xet; zt2L?0$NF+Z#h5z#fA;^@bH;ke!*o4j8+uO7skDB}*VFhP>(V@3rRlY0AA31BF)$DK%vNk&Bp5M3FUEjswF&JG5TmF_f>L z{r@Xp{jywR`|X7n%GjAR@YGXJ%KO>>;(z@wdB*7jOO_xpVsF2VuCaagvt{>>>`w3a z(fxo4WD+(M3XWHJ4AJW+|1E3y>}=!bZ%oaV7@s#E*Yd5*OGj2S0mD*_Z^tt}p6&Np zd#Qf`%PaxInSaWF?`J+UK3?c~AKxek)AteinV)>m3%}o*@7G$t{yA9>c>a0)o)_P9 z`y?If_#T)qf91=xuDhSyb6_!_V%~G zO}=;g3wq}Mz1$p9Rh3)~DtbeYEl_p?V3RO>xXMCK6o|~(+A#bG#7#3Oe#CXQXS?IZ8{c}aEGy%g> zsCr^NL+i5ioV3foC|oaRdD|K7nC=?@r~v4 z^zPG(F1o1PO5gLj_>zmu$LQJPCw=Cma?RD(%KUI6Exz*jgOAr2(S7E}9(zpr=pK8} zcPVbu%I4XA`%Pve`|SxBmLk;?;~5`kq333|HO5+L0)|CcJu#l~aTa=RtcBSzD^0+# z6sevV&-geCJvY0pG1f{GFf79AiSdk&v(R&6EzFKtX#$3&NcF^QqH)G~bf4KFh3}!f z<t!P!5*g%uK1Z1TN7|!-712r3Bd}e%{6XiKc+)LV6X#$3&hU$s&jE}R> zb1$iBd8X;U3l_+Cc=$R4zw?!!bMm=UPNC;U{$n|Y-pO{^rI*qD5G&<+#Z&Yhpr4=j zGnywJPIJV=<@xLXllH@JPah+G68||pXn*2U`QHe? zu8$3`X*w2AEM5N?v@wkIl7WH(K9=pbjA>q6b^yg@{*jJ8W6d9;K^Y2g><>5np&WJ8 zQRN^1@lEo)+n>^!*A4V+(8Y`Imv=t#{kcmPFOlbg{_+>UEPVg%Ti*Isc@_?@-|D|X z?KR%aKtTZ?%l_Zz%4G*oZ1#Voqt96L74iMH4?J*x*=^U|%Kr3Si3{mI0=`d?e+sSV zZX_9JlYP4Vi!A>Tu6efl&|r++6wyhFYh z#MhhopZ}}~_}J$9`SH6poBiMa-6Su=zpjSec2I@_KK4rf{kc#7^qh0cw%c!CcKpze z<-7F!kLAl(&~uyhojv+{>2~$%)#bWtucLdqK2!eg4Sz?^x;cT~qq@j_GKT(>bX0W* z3JUnxEBX25SIYLc*!=Stg5N>)pY%@D?dW+RJMFY{`44(_0zZ$8kIVedpGWC>ME1Y7 zujc;ea)AQ`Lg*-BUzzjYg%_Sr?_U2adG5#m{)_)z{*m5`!tY1jW}B_c8~@=S=>D}Y z6`mXN_a+{BbXoZs^>uz8&fDMqcDXOto_AV513m&i5_f(d%fG*6rslKKm>vU;EnE%g=xQvvL-_>-WF| z_b+dyb&dtJ-pk{U4KhLGzftBN-J$QX%^#vc84CDV?*A=knirQHK(Vd={oxOPknivO z&ENii!HXz=$68srtW zl5kd9K9oZ2IAkejww@Pt$Xo*UB^e4CfbDw^k-c^0pS^Pe}1@dm+`{}yz`uYr9{|C71uDj^@O{bQv zx7wQC2Yj%MRrngk_@Bl85cHR5Shbz+8zDT<2Oec%D+w3YwK=HIeg06jRb`co(BNRL zkOB)E7=E5?eUErYrRR$mi*MKr5ube(_7E%3AH7bZ`0JzTt1> zdIYcK`hPEX`-A%O@9)z+z=M1R1^&RWm4plH{{DmdUSs)x^2sOV{U`jqrtg0DJLTX0 z?elcs+L2`s`tHNO{L8#vFXzjMr`X8NTm%&wJ#$+yD9h{}1)+w~NoQ z_rCYNbnoRS<-0+vSJV4bWFNO3UDE>>b_?47x3s_imN@@eyLwHz{)X$z$)7#BeDtFq zrRxkk%lGKd`u&hj*f9_?~{cTuYYwGV33D zaJ&i~0396G3MsI#0ooH97SZeV_}`_0bKyhrZ=mTM+xjxXcY)4rk`cm(vi+8ghK7HE z0oMgOH}g*!kerMp#)roG->Q`>%Wb#aM)!05RPG_*cQ_qG*Hw?C?=c=h&j2}=z7uiM zr%$5$2Tm(zpM7?@iJlFz;)y2)f3*3wKd1jItI ze#H^Ohw|^=veA&G-N1nB0-d|X=YPrKCFSCae=pCvs1ALr!hr=Bi+-^{oE z<6C9n!iDkieuMHdA{aW=;vh=~F z<#!kTu6*a)-=TL=UZuxxs-o4>{&o@@A$%zF-?GtA%OTK!>jIrC#UwUD_|WSu|Ia-0 zOu3cD)@Pk{RypkBhn4r!n!t~L_#=5Hzt0Qu4m;qwK<8%uDFc#|k;M4W>#hHB$C&Tu z-$>VuSJF6R=|fB9-Bs7pJKOm?#^;{<({dfXubQ7#{sP@&%g@p~m)`qxHjS}wS#*oU zq(j!teB1YRgb&euCg`Lc-&nRU8Sp82J@BqmDeP z9DexW<>;f2D#ssxd^z>hQ_By2_``Aoy#r;%`_TGctlA>xG{x^yO29Tfj17rpLOUHhz4`vAL7cU^eVMd|Oi{9V@g zyie!J^<>`D`cPWa{0x+1=(%I(op)Y(lzv~&n?G;prQ%1~dj6Xj{x)??mE#k7>3{nB zw-=0g{AAhm(tl$9@*4dsVbybw2VS_HM00i=7&dRw4{l7nkn!??ybi+_lgj z)?5<>=3I1g%4PjHKNCm79NuKBK8NE1mGjX#eST?U+mYDa+_cc+nCShld+4}8<$QEb zUw^WU+K$B4m7CVrU(*%{{ry+3A;$$O=c9A_`%e~7+YziQtI{~1Ge^%5-kTCG0U4%a zE2sBgyH|P@R%a!L9y^a{S0nD(ahPEj~Y<9sf-ef@>^X0^(s zZQ8ra>FZCHk@iMcl*ew3N#jO5iuK=rzBkgW(mb)$ubjUAq)XZxZJ5WUh0>_-9(NwW zzW#jQs#PYI`jykypDZKojjkw<-5Qg|jd*?i_4i-+-6V^pEFM`lx^^n3zyG95+8b?{ z$EAh+_doR_tTERcv3%dERVJ4DmGf^}fBb^@^_4mG=f~P-{|c`)koFvnEmO;(ycDJF z;1MO9Gmv&bW6NA}=<{>Cng+E!td%e%kUBYVdTG5JdjGjy3+P|l(Q3#7#y7UKUJkwg zz5mr>8d`0w7S>cC3&^71y7Kz^LqGKG*fwuO2`vw#9njb^mmGTkd;k0Uzj=eS@1a@= zLjtLj1MQW!o*er7ufP8W7D&5>Y9%bWKHGSlCiV9puM}Gf+KzVdj3^wpA%V05 z8e0bHXoE`I!6ORCZAc*PfX0@AI@+MpcJPS8aT^jyJD{;;ppG`Ev>iO6aNLFj(hg{B z8K|QTDs2akC>*yTfwTh}TL$WAgG$@MBMQfDNFeQi#+HFP+Mv>Q@QA{38xlx6ps{73 zjy9;Y9Xz6N+=c|w4rpu{sG|)kZ3mAi9Je8Xv;!Jj2I^>oO54FB3de0oAnkz0mVr9j zpwf2mh{ACj5=c9sv1Oo+HmI~6Jfd*ih6K_MXlxm%qYWx;2ahNmw;_SF0~%Wf>S%*X z+rc9W$8AU;?SRIXfjZit(suBO!f_iCNIRghWuT5WsI(nCqHx@X1kw&@Y#FGd4JvI1 zk0>0sA%V058e0bHXg&HdUSXVhEH*&p5fdr0<9;1EU#S|0$Bc32v1ruX5fdr0`~0~_ z(i7m=6>S$hW{fkBMWg19m`ITwXUh3X)i^w6j5Ci#qvnp7NRi#=&pnc!0LQLqyWlZn zoOvu7HFv~BitIR3&R43&;W1;Jc`O<=cf>@B>^^_)k@N&Oc17C-j~V04W6`L&BPLR0 z$C+}zQZ){b8RN`j(Wtp2CQ@Yg`E!q?C%~~Q+Aes^7-t@fM$H{Dks>?Jl=GFUad^xa zXC8}2%^fk3BD>F@dn7#pj$P4q!DGfa^H?-$?udyL*>R?vuT+i0W5zi1STt(xh=~;0 zeg51d=?QS`ina?LGsc<6qET~4Or*$;Gv$1xY8)Oj#+k>WQFBL3q{!~`=N?H4nmb}5MRuGi=POm?@R%{qJQj_bJ7OY5cAr1@NO}SsyQ1xa$Bc32v1ruX z5fdr0<4ieUsTzmJjB)0%Xw=*h6DhL${JBTc6X4htZ5KRdj5Ci#qvnp7NRb_9%K1vw zI6P*IGmk~1=8l+1k=^IdJ(8XP$F69*;4x#Ic`O<=cf>@B>^M`-SE|P0F=L#0EE+X; z#6*hhK7a0!^aMC|McW0B8RN`j(Wtp2CQ@X_nR32TH4cv%3sjj02IbEX@uT?X-ViyY3hhv0t-N4 zJd;M~{g;-6zLchp$R)4<6vi`Ygz5MH(|Mn!x88b7_T0Pi#v9Y6mtLAK_}c~PBHF9( z+H0>(4?px!dY$&Zwr7(356{1VZ(Z!>+pPqC_Vk>OK1y>xq5ZiB?kf-R&oW_^3FDbG z!qocz!V52?TW+}}{q?Ws%kze-=^ENh*9dX`d9**sLk~TiuA;qg@1#9KL%ccrf`u@i zNh8Gh>obOUZGHwG#`pPq|CfMV5?BBV z#y`;pkBT_DCYk;BPyhYH9q7M*!|&g@bLXZPUwAR`b%-DS z@VK<~He08))>-NQTukgR@{m=d0e)}EL!V51<*9{(WFSLcFt)Kn(|0kb(l1@AAw6yx_ ztEc_<+mF_LK1*N!lh<(DewY93{cldw`>!qO>(8yHW|a&I(|P|lC+h33uRrcUfB*IO zU-Qdhve1A3pg;ZJ|79(pC$3I1|1bXgXY^&rYZ!GW|6br>_{V+A1?KZo$*5RBeSYf1 zXm=(!c^D5J9i9y;;}Ld7-3d;gUz#(qeYvkxMmyZse_wy&t7C%G-+%r6=hgth_N)K? zk)HJ5zvI70`oDi@iH!c+d4iLN@zBxX*`P8WVQ178=fxLaOsCW5)~l|%YFc{frPJ=a z?Ve8g$tmd<=lmj_bmB>At1Y)mU;p~o)5aTboPPV8-;{eKaNhsJ`RN4?f8nK%zWi)Z zd35H?bixTIr0;(ByXm=qJ(oWD_+vfifARXeiLOU{cl+(-dIaBp(tJ(f`yXo2T)rN0 z>Zx=+Vzsm%Uym608X9M@|HJv^JpaZ0=hxT2fBR{-p#S`Jfs8JaY)~1GurumTaPqK; z!}EEmjLy*Cf4%?Xt7C%G*Pk?}zyBuva-l_{>!knw(N;9a{`*%KNYfY`a~OAhJ=)3?eGRR@H!wTG^R8*Fj{Xlo>=+gsrLp z8?~}Cb*_WRMkzChs0dqC12$@9XX;!Bk&RMj5K$4fss?P-%Ffie4k8<+%pjs7Y*h`| zsFj_ma~(uBN|`}KMcAquuu&^JQ|CH}Y?LyCh>EaPHDIGwcBamC5ZNeY1`!out7^bT zt?W#l>magG$_yeZ!dBIQjau26I@dvDqm&s$RD`Xn0UNclGj*2jo$Da7QOXP=D#BLPfQ?$& znL5`&WTTWBL{x;WssS6dvNLtAgUCiHGl-}NTU7%#YGr5YTnCYjQf3fQ5w@xZY}Crm z)VU5K8>P%3q9SZn4cMraovCvjL^ev9K}1E^sv59SD?3x?I*4qPl+B+vKgr+FpL$x_ zXrqnNR$FbA&OiVB^x%UJre~gcCcW^&zob6!&wr+4fAE8}-ummOZMNAa-E`B<>Am;f ztNtgz&EVjq`R#uq2J$*Czs~kM^tRxeZoV+#vHK%5hq0(Qr}fXhRuA?5h||*=YpkC34c8;`nQ%f> zJ28M7uuP%3q9SZn4cMraovCvjL^ev9K}1E^sv59SD?3x?I*4qPGJ}YU zuvIl+qgHmN&UFykC}jo_6=ADtz(%d?Or7f>vQf$mA}YdG)qss!*_k@mL1d$p8AMcs zt*QYVwX!pHu7k)%DKm(u2wPPHHfm*O>RbnrjZ$V1Q4zMP25i*I&eXXMA{(X5Afh5{ zRSnpvm7S?`9Yi)tnL$KF*s2<^Q7b!B=Q@aNlrn>eim+8RV53%crp|Q`*(hZO5fx#p zYQRRV>`a~OAhJ=)3?eGRR@H!wTG^R8*Fj{Xlo>=+gsrLp8?~}Cb*_WRMkzChs0dqC z12$@9XX;!Bk&RMj5K$4fss?P-%Ffie4k8<+%pjs7Y*h`|sFj_ma~(uBN|`}KMcAqu zuu&^JQ|A&i27qdVTcDBgVC&RM;f4TE+i6YF$at`IYNc>P0H`)w3p6qwY@J#u+z zLjb7lw5DieJlHz5Qn(=iRGX~@8W|6^POTJf2mrO6))bA52V19B3O59RYO}RKBjdr= zsg=SF0id?inxc{MVC&RM;f4TEZMGI@WIWh9wNkht0MvF`Q#3LjY@J#u+zLjb5Y zTMINY9&DXjDcleMYCEkd8W|6^POTJf2msY)Yk@|_gRN65g&P7uZKpLwBjdr=sg=SF z0ifD!Ezrn#uytysa6k!v~Fw2V19B3cupYtK{B@b=O%pJ^LJ8 zkC+p$M-06J9bL{*XIiIL3O59RTA$SM8{~OS-%SfIvM}w>@vw6gwx_6-!VLjX#q*lh zpyxI1yWjpJ=f{A?4nP0lS5(Ft0zhp~Yl=q3gRN65g&P7uwb@#rk?~;b)Joxo08ra$ zP0`4Buytysa6D}@^Z zKy9ZrMI+D}@^ZK(*Og zppo%l>(ol&h5%68X-(0{c(8S9rEo(4s5V;*G%_A+omwf}5CCdBttlEA54KLN6mH0X zO_Ko(t`0kh5s;LFp&}KlxdM#25Hzk1JBTnO>$FBl!Kun z6|1=djJXgrt`0khFeK$*s7S?Xt^i{$1dXf14k8RmIT$KZv6?Humac?dLsAZg zid3xT3NYqE(6~D6Ai|K8gP|f7tGNPZ|yhBsR+IF(o1sR276CGJuC4&8+Xr`k?y{+wZrI%frcA)1qeNpz0!1V~7|C3KXru$P~kooVP zaktEW|NZx;*|TS-ciwpyZOr`~o?ov=_~$iIE=NC_^Kp9h)mPJF^qed7f5zR^PwGE^ zkMF$mcH;f8$G&VvJ|*>+=X&8qdcBW4lDJ*g=}UIL4%Sngo10Am9Q_TW=>5MfBl z!BCNk)m#C_TnHLhhaE&1l5#Lqq+&H!fH4<>#?@g55r(833>B$Z%@ttGg`jbD*g=FL zDF;JEDpqp^7;_Q8CFjS;sHCKQ!7lOvsVFwY0q#O(tsaVYwV9bS}adp^1gdr&hLq#f9a|IZ4A!uA3 zb`W7m%E3^Piq%{J##{&*SBD)$7?N@@RHR}xSAa1Wg2vTh2N8y(91InySj`n+%!QzF zb=X0KAt?t#MJiTv1sHQ7Xj~n35MfBl!BCNk)m#C_TnHLhhaE&1l5#Lqq+&H!fH4<> z#?@g55r(833>B$Z%@ts*gvRue5Hv87bf~Ct5dZ&ye$jucdy9y10mghP;Nb*R)G#DG zFE=EJ7#CnHp1`r;1XNTvfMEar(U<=7M<-;35HT*mSX@Ak4JV+Yx&Z|H`a@s(`a>sV zg%B|=z*t;BjtwWEqPhVD`}#v)`uamBWQ7nhF2Gn^K#mP3prX0~1pE3!U;6q(CuD^X zF)qMZTtJQuC!nIb0R;bD>+dnT7O=qv8`9noOQ&D|`q#7v^xQacW|;qNx<>Hg%P-1j z&+?z-^m4Dh=GwFh?K`o>=3CHb+4nT#&pPX@^zCo2nfBOY54k?T-ywg_{mLsZr*qFe zH|?^^u4$!}R!oa8zIgiTSHD7drF7td2hrZzH>7#_Gk>0+v+J$9PCDq2gVR9=9hBCg z`yiJ1+7fByRaQ+q?6_lEc9~_X`o=fDA+K+R zZ!Mqp+Gp={?X}mYci+|LRoPEWfHCU>U&nd$(V6Kay6&^?y6dK|(cH@|w_G}!_6I-l z#1qqY+tK|I3x6^1XC3E1o9?4WKTF^F&Q|H0-~1+hpI@Ur(btym`#!qnfNLA`XzqW}zT+2OctP5c zer_wTybASpv9#D?i=`D;Tp{hV&pzpvTmGIt_~3n+n-AQ>JMOq69dYVULvxPQKz!wIOUegvJm z|NL`9`uYzmgotqg#^M5UY&ZcG)eRun*B|=Q*B?3|D};z~0mkA2a%?yO71a$O*w-KW z($^n4AuEK4aRJ8S0&;9P0TtB^AUNIi7tUtHK%8WNA&GzeqgoUJ6Cwz<5d$$iz>vhe zs1`-Qgb0Fd#6S!WFeEWAsznhnA%b8VF%ZK83`xw3YEcACh#=TT48-sNLlX0%S`+~j zA_%q-12H_nki@*G7Dd2>2!d_IKnxEsBrz|lMG-I|f?yjl5W@ouNz99CQ3OngAlOC> z#P9$^67!;36af<=2(}ReF+9MK#Js2$MZkmzf^Eb=3=c3QF)yk`5ilWwU>h+I!vhRS z%!_JK1Wbq^*hUP*@Bl*+^P*Z50TUt!wh;p{Jiw5|yr>pMz=Q~bZNxwf4=^M#FRDcm zFd>3q8!-^W0}M&bi)v8>Oo$-ZMhwL807DYvhes1`-Qgb0Fd z#6S!WFeEWAsznhnA%b8VF%ZK83`xw3YEcACh#=TT48-sNLlX0%S`+~jA_%q-12H_n zki@*G7Dd2>2!d_IKnxEsBrz|lMG-I|f?yjl5W~dy@7EWj>i}!7wN|?L;!D!J{C^ji z7Zn5N&DFnyr~g5Kl&-zznzYI)tE4Tq*dpCS_Yc@tj+}MYnRGqk+j2ePb-7<5rN`)A ziBoBxSxY4(XVqk4~qYa%%d)506coY_bXIE2lm7+=D)Yrt1XsSu}s~^@wjR zzd~A`?&a8c!;R#c1b@bVBJE*)`Q?|>{T+wVwTV^av+(17cwGA9d4Eh#KJi3)|NZym zZ|ZlTdHA_Syhp|{KR71+=tnvXMSk$isykLP;_o_zA@wEG^rr?uB!M_%Kx#~z!0OxH$s-Fa8K z4zo_$o~~hBam5w7hX*FtDGQ^M$$r+S@%<62+w}+z%$hwr@pX!|=;zL_gZBpc3GH8g z#8F2|f0kKhxwO~bd!-w0xUrm%5uLOC;yIpr>M7~ds;jM*Hs5^nbmWmork|Yrle8oC zeC@T@N_+3UH(jf`Pxcs}O>>_~*Qoef(3V?nN!MkLp}o_8l8&P53R`WnwOp&&V~@Sk zb=O^I%k0)$Z%zB}zkgbL&9&v{e)35_PRAYhL%COHC0;{xkICJ4-%a;B%$I#bo|*kj z+Iz3P(+0HP$&NejAU`|47In~p2g*JvE7J8Z-rxHPS|9!k-yW7Xs$~!`A%b8VF%ZK8 z3`xw3YEcACh#=TT48-sNLlX0%S`+~jA_%q-12H_nki@*G7Dd2>2!d_IKnxEsBrz|l zMG-I|f?yjl5W@ouNz99CQ3OngAlOC>#P9$^67!;36af<=2(}ReF+9MK#Js2$MZkmz zf^Eb=3=c3QF)yk`5ilWwU>h+I!vhRS%!_JK1Wbq^*hUP*@Bl*+^P*Z50TUt!wh;p{ zJiw5|yr>pMz=Q~bZNxwf4=^M#FRDcmFd>3q8!-^W0}M&bi)v8>Oo$-ZMhwL807DY< zqFNLI6Cwz<5d$$iz>vhes1`-Qgb0Fd#6S!WFeEWAsznhnA%b8VF%ZK83`xw3YEcAC zh#=TT48-sNLlX0%S`+~jA_%q-12H_nki@*G7Dd2>2qxL;#YE7W$>O?LhTnB51w;ZPO+yrI&)}P?UC{dNC2S-v72~6P40SL3Aie zJ5art2wLxd+q8*F>7^h#6r~-gUQ7h7_rGo0M5Xjn5FLur4pc8Dg4X-rHf^F(dMStw zMQI1B7ZXA2{coE#Q7OF?M2DiZ1J#R(p#6vY{|SBW&3|*g&=(e>YYCgn-~6}Vg;&b= zB8U!Luc7M^tLEzw{5&IkX?lJ-i=Lw-_eaq6g;(i%1V4x8>Z`6wo6>a$-h28_fBv&P zcZZ+n^w2{OrOU6lJZ(+a4Ax$I?R3uBXWQSfpL^~f)&sczl-PR zM7{Fz%jpk)I9EOk=g;16yZyE_YxZn;PSBI|S^3e&{2(p6+_GuE{SQc&(KC`BrgtE9&^gJlOuE3vpAA0Da zX)C&}@MHQ+{3GgN`P(gg=UVyu=X((Nv-cHNT#4r1FI{%|74%%Ihv=D652io==}&Th zz@lGTRQ8YH@14JR?~7lYbB#;fCqTtFE;E^Ytn2|3-9g3136v z`!mXyj@C2CY2^>kfh@3h`}>!*`{ za&mg>?RTXAyU;Vg)}wnxF1zezirw?rSwt|9g5NpR4*oi*8AT!ZK6_oDToe5nK+P4mo#WV z2787djcDFzrkQBEw96SZ(C4QP_-^$6>(Y^)_{O*u~XEpKX>POJu(EsXJzoLDy zU$l=#=h3jY-+DV8OwVNEeIWRr2mXwizs^1PytM4H%cP~3UOL@z=N+_PHJ-JjFOomE z|1RC_?vw%oO$!Dw`BkDZ+`O|^n9s>aH( zd+;;5=5gcc>r<+)zVfQv8^O<%;%guAOLJbkoAyKh-frKMXIhjPiM z{@_@7uGoPG9*}0wrt3^}&kH}x>$O*3PdDClBVBVjP4?t?pY~_x{n-EZ*YjmOU!y4d zn$MS?H($r%=R_^^g)hjp9^QN6Kk@$ao$T}LPg;878-oR4b)so0tUnQKh=C{*>;2c( zNrz&a)Ue}3(^9?vu1^LHNS{3G>ra=C^u#yDttgjh)K+jOF=#;Ip7s8_?)t_wjh$$^ zw96SZ(ECpv@ZIR^PnVAL#5cyRD3@r|R%lP+6_3ZpPR^83nk#8Rg<8-{9$UbGx|1^& z&g-b81r=&RFL`VM1L{uBSh&wGttj0RRH!w|OCDRmfVz`27ViC*R+MfDD%2X~C66s& zK;6k13-|s@D@wNn6>5$0lE)S>pzh?1g?s;{6{TB(3bjUg$zux`Psa%gJ|G&liNATaO>;4h1%M_o|JrevZ zqt{=1oj!wpLq0=(`Q=w+|6$%^n*XML6*}jE^n4xujG4dq{)m-nZ;7?&z6sv*7+>;A z=-{tMJp0VEY0gI<$>-L*N5Z0C`cgXJfCJ=j@G%bcsi&TlXBREJ$Rg?IKl@pl{mkri zGhL@ypZ=zw_l@9dBK)~F@1xDno8rB%`MLl;#KinKAL^&{`TEVb+$`5QcB1qssC@k{g(Bg_wVL?qQAG>Zgjol z>+}qzqud!4>Q7#etnjssZ`1u38_~WTeD4Cjka&x(yZr0<=jB=yUvuDVA0N;)0KPWG z*M44m{WaOw{Ml!pll8ObUVEl*(EbyL9&#v7Mf*UUP4}y;NB2#vnNC0B47w(CyX-^G z*FN5T@4fUX?GNJbQ(?^4d)}n|PI!L4FXv^thh{cC$BBEo-FDlhFVOV}zE9-cci)kD z@Oo|15m0~s!UqO>$>a94>Q2s-QFU7Qz+f+VT+Rff?&J)zSZXCLs89=f$zux`P5$0lE)S>pzh?1h5y&| zAFp`)`@&xmxr9LjI8Cl&I@|D2bx36SG*bHf+8fs)g9d!V2#@I;gNLd^BU25IdM;tm zfFD43Oy?LpR2>?bYH-wZ34;dw0K#KB$Kavr(8yGSqn=9`G~fpi9@9An4^@XorWzde zT*9CMKY;L<&M|nXIy5rX;Hc*k1`YTDgvWG_!9&%dk*NkpJ(nVqYRfk5V8XWap!k_^^fbf{k zF?gstG&0rTsOJ&}4fp|s$8?UtL)D>?sRl-v+q3Y1cRD+|QOBgiZ2M`|9IR+0^heoCv9QAOVpYFT&KH9rr5&GNn_388c zD||TP@v~w6Yp%JP?mwXYtmS&defFwwGTqObuSe`op9}N#2>yHc`SN%DH{Wz~I^*;+ z=vn^z(me`W(|rWrPRlH_OyXxUEkpZLA8^3_>HWN~F<*~ZjrJ$t{gP+RnkDDaIrKH^ z^@#1$I&^=;v-BDLM|3^n<(FQPeY$xs=#x%5F+KjolWv?sz8~Pc^Uh6+EV3}|NpL*v zJ^iR$7x~kl{w(_|FR|njwBPqPD+|C+qU4e6OuhtPdAfBDOw z)AO{KHs3?SUpgYC7wNtm?mzDn!q1V~oc1N>z0a3gYRRg9d!V2#@I; zgNLd^BU25IdM;tmfFD43Oy?LpR2>?bYH-wZ34;dw0K#KB$Kavr(8yGSqn=9`G~fpi z9@9An4^@XorWzdeT*9CMKY;L<&M|nXIy5rX;Hc*k1`YTDgvWG_!9&%dk*NkpJ(nVqYRfk5V z8XWap!k_^^fbf{kF?gstG&0rTsOJ&}4fp|s$8?UtL)D>$6(o*P13F;f7!&yKwj2y5 zk<4+AOF3N#TF!wItxz1<=MVj;N#?!()gr>eglv5?0H>)j(br$-M@=&C>#tr$p;7MF zUZvN=h{r@dLe~IxkXj!^{~GF`ui`eiT?X1yklyT`TxZ4pP4gf%AUq6 z(4N45{No?xnK}H%t*69~=L!1k`@#z@Oy{0=9_@|rygWmQ_m9y1tTzw$N8lu9o^^(N zmaq3mye6mO&-_oPeGPc;<88LtChfNS?&;uz52ot@$I&yKewntReWv*u2jA21{(E|V z#2;us>orziEp1EBR+=??Hf~SAOOxv<^1PRan9tGaFdgjbW(;T}0;e{7ols%QtJmbvt{qKK2ZA^PMtW5hLueIh{ zX=mD>`nSLRJ>9$ULGBr!HFPa~_`w|6XM2%F7nVJkd2fdLi}&x~y`H})`&mCE`&08i z*$Xeai0rw*_hy_*`+W1>-~7*Mr=Fsm?s+)#%%9S;sQym(8N8ZL8|UYjBhPC(z1`26 zf9^k}eLc3OeK7bs65kKO{pauhbb9vDcJ$mUzV0FSM}*T7$sFtNVtQ`XQcEwDcHezB z+8g8H@-5mp1L8eSdq42~4!j2k&%GPXec(X{$=qkqy${=O|6SSRTdzmZ5E}lW>ut7@9&;~w zPw*em-rf9t^Yfbcwe$0^;wv0q|MFsT7~lWEH>{GK)If<=C?@*+p&vELy!XFaMAa%T zG&HatBs?bi`V0N2N#=e1)k`Tf%Kkm!Ks~^C9NE`j=toU5@9WQ&PX?h;ZrN3OJ&brv z^z|3|QIpL7>(`(CoWnOjKWp%UEDC@Kc&@b!uGJs?K%`VFvlisjg5wagYZ+XtKiUui zNU2t4Ey$+@$026dGPqWMv>^nLQmxEdkWUMaL(HyaaIOAmLkJ+HTA8&VpB5a4m|e@@ zTK&<65I{<`GHXFTEjSJ_yOzPV`lAgYfRt)w)`EOma2#TGErVoX1^Kk# zIK=E)2G{D3HiQ6Ds+Cy_@@c_wh}pFauGJrH2mz#2E3+2l(}Lp=vuhb#t3TQh0!XP= zW-Z941;-&~*D|W!8dxT5ud;lS zyBys=a1#AZ`Ae{*`ZLY@bY8mT(o1O{L7e}JF&!_R5reUJZ4`);31uXU##cc8zs zUq$LaAN(gh7fSywznoWJ5nl_q_S);xm%s95`pkXzG-JkH)lVkTXXrO4-bZ_pynn=; zIUgl{zSQE2EtYnm{id&?=S0n#HB0`PJ!^J)nlOK!&-*gpe%r0-nP;A%XCK9VG|(4* zJ)h8Xj7~j`uSd{+)^raFzp_v1=lGl7{3dProh@ZQalS6W{pZ)h_c!pq;)n5?Sf2K9 zsGiq^UTf7O@6pYBP4F|29(dpZngJ<(1&Qv7d6lkHJVMWMnvve4dtH9_yWh+6!PcYa zFY%t$7hG^bx`pnOd64$_e(I^GWv_`9zV$6xmwYC^mxiwy@Uxj-e&rSU{`r|zzo$Js zjydKSx~{Q}JQM506HlZyIg_pY+U$pBH)k~Jw&4>7%6t22I+K^^cdDj)>(}L@Xa-f#M{mjtHIipf$EvRHiCK{1( z<~~0+$af((ObWWBTIqU0K0PqR?06>3h}!4pM%6v4mD2Tstib^7NyMpTaIOA`6LCdK zwK8i#J}o#7F}s$*wfdtCA%K)>W!8dxT5ud{W?;r z08)f93^NxyC*66RC+8_A@Du19AzRs*mfMnbgG(gL67jB>ma&%trKQ*H?u<9;*l{7%ha2IZ%3UYK_?>{x8G_dL} zdzCam%WxNNpbBzyUhh9OqcpJUE_;MnbgG(gL67jB>m za&%trKQ*H?u<9;*l{7%ha2IZ%3UYMbf1>|yzVTMN{EEwE@8q3!+EJcw!_PUIpZ7P$ zw>Y2n8+d`9iNnvn;pZvwy#i0sy#~A=z;)MMC;KI@v(7r{4%&;Edw~D`=V$XDO`mBm zOJnqTO|PXVpLkq8M_z{Zi$06~#{Y#EU&zzYC^{csLpWgn1LX7Y{i*8pi23Q1An&uYHa7Fy0~EPJ2<$ zqy3xti(60MR=WRz`(^LrFMVmz^hdhygRjv%NzVtml&-zpfBysWS-Ade=-ET`&GG#p z+tT$I{(jH@>tE%b200<0FaJF8{qy|~E3U9Y+JySW<36VA13EKZE1>0uOWrcaXi%-+$w6?C(EYDJ|&lzww2GH=0)K9b_-`_uqIM|NZYjey0D2 zw9mor^!f90%P*IBFX5+WJ#C+X>uclBsXtA>{N*p{v;KADz6JjK`Zr#GgMOg%<-Udu zHrRlk@3XXAo0yBw`{{p9?z(G6+L``FouB=~&uij+g&(AQ3J#&azh9A_5q0s!7twyk zw5LQ~5`4eK6||29e-{6ZuP>dxzwf@X?=t)6(({^D=jS!ydPLPY-gA2U?Ro!*b>zMQ zzOKSwchNr5e2s!Xv*u?$z4Ol7qVs`2um2<6tFb2STk*9ezDD;Q+>>5^<8_&9sU??? z*U9%I;Po-!&%5{9d#|+aI_uK2tNs?QN7#uom^t&Yv=2RxX~`v*O1zH-e}0aW@pYFU z|M(<%R+HQxLHkGW7rzF+H)8R{zM6jZ>tCl=>7D>T|D|+&W%DgIPfISbqd^()&Q<+EC z1N{6pS02dEq1u1{{bk<=UKhM?G`{B2x;gu2Kc{Oq>&pETe6I;V*Xi4I?c!&&cQ{{z z!2IvM|6aQLp1aektF0>gXB=|yL3GV#E?rOfIPJ0f9`brmq5D(piw1s3_gma^&poui z$JZ0@UvcA&H`2b~56bnYO*Ywtp5b+sd+kZ~xc<#=ew`Ml>rkHCbZ_|2^ z7hz}4;NSoLUiI<0i>NEP&pr+6Bu+b5(oPVloR7{43_2># zRH{1OH*5fDCkRx|N9P0v9TjIPRUPjeHh{Df1S;pFa{_~oiZhj}j`s~4K-vicmGjX# zfk8*bnMzg1`-Tl5?F50!`RJU$prhhUrK;n7!v>Icf#`Eh7BO?1cA!==$ycyqvA}Zs^fjb29S1wK;?XNPGHbcai&t$@xEaLNIOBGay~jI zFzBc_Q>p5B->?Cs=hNTJ&r7%d{qOQO^DC~nLfU$(tQWpZAqG{IEmi z9*VW-bL6Ax89BUH@W=E#BK~^x(V3(jofcbcae4O8Z+`u&bPfHDKkv!F*CP1y<&{@m zCGEM#p7QtaykEna^x6E<^!N9hZMJFpCG8i%dtzU5@g?b$Q+|>*q-z^X(6xi5=`-ft zX)&mVf3o8T2`5tag*2DGuUn`eTYl#|>09*NAl`T2 zujl_ouC-it*`;Y8+Dl?}%JZHJ{5tqE|M;a%=Hol`SvNn2YR$FRlIs_T)4498zFvCS zWz^Hd=yUqDWpC<5`2GlbRuzAr{G2HES6pc&`3(N>!w;A19@o<|iq1a!=V|M0w~=c? ze65D><>2Qp#ji3ye=n!eeh{mzvAXOV%}wL$3rGLpn6xV0qrmrV@XzvZwT+^gO5!VJ$qT7Z@&3fy6*bxok1u^c^bYEQZb#?RTh{>B?*-xKZmI_XQa7x?Et_qp_Ex)#O#mM{6nO7HM} zIwUupkavPW<$QEbV9-%UiI<0i>NEP&pr+ z6Bu+b5(oPVloR7{43_2>#RH{1OH*5fDCkRx|N9P0v9TjIPRUPjeHh{Df z1S;pFa{_~oiZhj}j`s~4K-vicmGjX#fk8*bnMzg1`-Tl5?F50!`RJU$prhhUrK;n7 z!v>Icf zrTlns>fV2JqW2%2z!CySt@S|;G1pl7`a^rHr$sPi0HIuKeUL-UHJ09gv2q`byqov>-Re7Ar|q`gPM&YH?kRf#@ZYU(N}u^-KkJX^@7-^|{q}Uwfd|Q6 z+TWqi{rOotoa6ff_TFnB+M8h~*{683%{EUjzx1+v=C1cgtWM8L+AhtWJu5C2`hHnE z^)$T~V8abIlsy7&z4g|__enf6dv@Zzl6Ty3$FwPZuFZQL?6Ca~vY$53$$MDv9>{a( zUJ?EU$@^$rK=(fEyz?&d{qu96_%-tQEjHgW9eCgY@;oPg9+W)mh{o_&E(Z8nL%i?7 zZ|FV;=>zSt!FxsXdH8$e{SElpSNgmry+7iUkLSu>+UJ~ePTGa~xH*5ij3?^Xujx7z@AJLI7F){t;dAoO zmai%Onywr0z98HWzSeUD-FLD6dINLQnEm$MpRSdxD*bwb=H`2I9)J7^*#n#Jf7x=2 z@5tKZ^KZA^w(|OqrsqoWeI*~zv#WSLUVho-*6(fT*;>2O>*DW^f7W}_^Pu+GXP@-N zFMLt<2~o{=2pBXR6NNEyKvf6PhhRG9{QzC-nJa!>SIs zPBppW6;y}BX>2F-{?{!Njt-#?g^E{DofD_AozVMVx2*S{I)D{|I@F}%6;$WMX>2F- z^;fq{I68zn6e?apbxxedc0%ue-Ll?)>Ht;<>QIx4S5Tc3r?H*T*I(T-;phU`Kkq~EIPK-ke@}kgaX+MI@a#v|6!xOehxe6zBd)mO3VQzkbGnY)bo~0> zqv!na-p#xx_P%ug!1w8&A07WAdhY)n^tt_I>2$i^;^$|dEzj!bp>NYOlkU0u?sO9E zE5OhC*=O&4(!mEGEPG$`{RCHEeN{UBjMLMRM;?`4q38ebXWsl7`jNB;!6~PnD%U7t zU*^+whmX^p^lYXd(cjTc!Bogz9b!c><{I6OMB7v628}i z_fvlQsi!4}Z;PK}#jo+2YpzZFjGzPPZ}s{5%D(&UE7v^!ar-}LU+(hUr}FNi(^UOu z%FkxHg6_vS{zu2t{s?=g{iwHmjpD+KE|S0T-+i~;((`(}X z^L;UVPYmxp&CilL{q!@^W3)%KpG#(P)A2d^^}hAiTl9LbOefGDBm8;)-t@WuvBw@O z-@^;kdklGx_9wsVuDjCdbe)9n@!rtaT?nRz5jK~djF{dSRtrGO)6eNbxxedc0yl&b<2dKL#RWc;uTcq z#A$3N^#0c^>;0z=V1=L#HK}+7)j4q*+X;RB)h#RBwMoR9Te3A;#li(p$UWt%=s@*J zYL1+(783@P;u-4m_x?{>DfN1*xnD?z6^urGuCKqo{`&g!?}&)&H&M+k-5RZ8;Q}bs z|NS$eQ?*rd>tt)RiiHcHQ1AbQPSsY;t&^?MDi$t)LcRYJI#pXWw@$W3t5~=I3ibX^ z=u~ah+&bABtzzK%wnnR1xBv?E{(pu}NuNsF>c1IsjzV`zg-+lEs8l}WpF-AQ z>&Y}9w2^B@J`b$p!stFf+98z>z5mt>Ec;u{YPYN^gv=mbuIO65cEzqP`( zhg&6IWQuP*FsP+ETcHy;1uB&fz5mt<*B)+_e32=>@xY*#>THEh;1sA-KJ@-uD_ncH zRq{oq_{IZ+TB@@ZI)PK5Qu)yPZ>@0c;a15Pnc^D{3~H&)R_FvyflB2=@4vOewTD|J zUu24JJTR!GI$NO=I0Y(|5551^3fCTPm3)yYzVX1Img;PUPT&-%R6g|nTPs|9xK;8+ zrufDKgIcPy6*_@api=qJ`){pq?cr9*7n$N44-9Il&Q|CIPJv40L+`(}!nKE6C0}HU zZ#*!lr8--o6F3Dbl@GoD)(Y1iZk2qIDZcT*pqA=vg-+lUs8l}m{#z?td$?8dMW*=1 z1A|(svlTjlQ=n4$@ZaBm`R4Gth3FwljydS!(}Oq{syj=R9COgcrw4H^RCksrIp&~? zPY>c;sO~ILa?C*&pB}`yP~BOgw4xC^_b!i%$>YT&V6W zQF6>d7oQ%)xlr9%qU4x^ERB}$Gt=;G6ZI2WorOOzaQ(8Z?*aV}JMmMA&qpo>or;#{ciEKzdIK^LDM z#JN!2S)$~agDyTjh;yO3vqZ@;2VH!65a&X5XNi(y4!ZdCAkKyA&JrcZ9CY#NL7WTK zoh3?+Iq2fkgE$weJ4=)tbI`@72XQV`ca|tQ=AesD58_;??krJq%t05Q9>lp&-C3gK zn1e1pJ&1Fmy0b*dF$Z0IdJyMAb!Ul^V-C9b^dQcK>dq1+#~gI==|P+e)tx0ujydS! z(}Oq{syj=R9COgcrw4H^RCksrIp&~?PY>c;sO~ILa?C*&pB}`yP~BOgw4xC^_b!i%$>YT&V6WQF6>d7oQ%)xlr9%qU4x^ERB}$Gt=;G6ZI2Y>ZSq1_Fk_;E! znFbBS%QSh;;tsut0e3*^^HT?;FRnQT4fOsGthv&izW&+{40LBel5wIt)1ZOA{`&eW zOJ$%JS#qVU9TNv6@kDo~K?8mLIqz8Z^+?Uv6UQNdNuodtqzLz<@g-_4P*` zkiNL)7&Oq|e|cS%j`a7R?}feX3=FsflEg)Kra=RJ{q^-%mdZdcvgArxJ0=cD;)(7| zg9iHg%S|jD>A(McFKmq&7;p!qzW%5K(ihhpg9fJf{-b+1%1|3?KN?KwDtj1$%G&Uk zPk4-UpTGAXYoV;Gq7==q9$-|TkJu+XMyjvBzW%Tl%33Q*(fsNGM)moKeZpg;`ugkZ z4{M>UwW1WwuO47jpO4rlJVvUozrOyk7Rp*HO40o40Y>%th<(Cir26{n>kn(8thJ&P z&95F{RG*L7Cp<=~ufM+juolW%D@xJ)>H$Xe`G|eOW2E}}>+26|p{%u{6wR+5U{s%v z*e5(js;|Gk{;(FxS}RJ?{OSQl_4$Z>!egZR`s?ctYoV;Qq7==q9$-|TkJu+XMyjvB z|EBeapNjp|&rFJUyv{-IO=033wb29&im2mn6eiA58%@Blc$rD@j@LQpy?oLs6dO&zu#C@4ig&!uLGMjr z;vBWn1PqIpnH2AMorB)XC!IpE(F6?3_{^ku$Lk#Q-V`RzQ5#Lbuy~nC@s8Iy=)HW> zDHIz`z_5(ZOp15B&Oz@@Vd5OM(F6>Omzfmrc%6gZ%O{;evC#w!%lOQsc*pA;^xhOE z&QTjpz_56kN%4-?Iq1E7(kT=hO~9~>&rFJUyv{-IO=033wb29&im2mn6eiA58%@Blc$rD@j@LQpy?oLs z6dO&zu#C@4ig&!uLGMjr;vBWn1PqIpnH2AMorB)XC!IpE(F6?3_{^ku$Lk#Q-V`Rz zQ5#Lbuy~nC@s8Iy=)HW>DHIz`z_5(ZOp15B&Oz@@Vd5OM(F6>Omzfmrc%6gZ%O{;e zvC#w!%lOQsc*pA;^xhOE&QTjpz_56kN%4-?Iq1E7(kT=hO~9~>&rFJUyv{-IO=033 zwb29&im2mn6eiA5 z8%@Blc$rD@j@LQpy?oLs6dO&zu#C@4ig&!uLGMjr;vBWn1PqIpnH2AMorB)XC!IpE z(F6?3_{^ku$Lk#Q-V`RzQ5#Lbuy~nC@s8Iy=)HW>DHIz`z_5(ZOp15B&Oz@@Vd5OM z(F6>Omzfmrc%6gZ%O{;evC#w!%lOFZQ#NijzP+a6MgU5s>reH`2b4O}j3L2meg4uh z?ThOUpw!-fw4?4=;Vo*$kl?kx{z}iZFRnX)Qv3QtJL--V-lAp<30~{#uk=j&;<^JU zwXZ+4qwZMYEo#P);I+Q~O3$<}t~-EI`}#vW>W&rOqGk*UUhC_x^i2EWx&tV+uRpY- z?pWb1YQ~V@wZ8sJ&$KVDJAhLA`a?VFjuqabW()~l>+7%dO#9-x11PnxKeVInSm7;d z#*pB(zWz$jv@fnZfKvPVLp$n@72cv|3<+NA>#y`o`{KF-D7CLYw4?4=;Vo*$kl?kx z{z}iZFRnX)Qm4EAaFRTaZ+My7(9kSq+E1=NC(eyz@tgDY`O&1o+Vm@=&{x!Kf}+~b ziQj7`YPk15bhIW-zd``LM9n5Bs_S`kzTW@P(V8^<3IQ}2wfA2-fOeqv^=GT5Sx^1_ zXT2E$O}|123k)@zps0QQS=X9=_Vs7I83IkeLI?{CHJhNQef?S2ntt~6XT2E$O}|12 z3k)@zps0QQS=X9=_Vs7I83IkeLI?{CHJhNQef?S2ntt~6XT2E$O}|123k)@zps0QQ zS=X9=_Vs7I83IkeLI?{CHJhNQef?S2ntt~6XT2E$O}|123k)@zps0QQS=X$e)*G{2 zm*{h9w=M^wHmLC`p`tQQv;o6Qeg4vof~@TZ8m|&6+WSu(ke&=Q#!G$um2MPd%g#XK zRYFDk`s?ejzyJ7MF!09kQvdx^x>1n)`Ur={tAvWmSkVRyFZKSHZWI(+UwY}~DqPVr zX29@L?|7+WSu(ke&=Q#!G$um2MQ&*I(U%rZ<&P(f0hu;MQ zZwxQ>-@m0B1<9|EaA>?rsHlt;ZNTtS?|N z?(46wKkC51l7Ofd9fvag{b%pE2Vo*Lz%w*;<7VVH_LO6`}*tak2)~0Bp|9q$DvGr|Jge( zg50&xAJ$wG1?F6Ia>`}>I6o0b!W`aYt3HS00+sX8IemUsp*I&~X2>tz6uOY_;D(9nf`uk57P}>o#E348tpEF0#5Z;>- zE&&;)V=JfkU%OX&6;@{@haNkRV1NJX`qHjct4u8QE2pnNX_)q=^iEMYO5=PkxPASF z_hz-qq;1-}%IWJ*mXY>GSCq$YjY;E1Jc{+-f4(=;tkOKO)UTYr{-jIV8*P}!rG?U{ z@E&&_!M^@{->Ow6mim>`*PkpS?TxM|kKG!R#*KJ={q^@>_}wInr7Rv(GC zv|bLq|God!Vj5a)trpf)APdN%-@5Yp`a?hT?btSNL2}1&@lLPIQx1JpO`>((M1{O%WhH51&xj^dV!0G$?qbBwDAFmW!3fhi#@r)=O zw;_SF0~%Wf>S%*X+rc9W$8AU;?SRIXfjZit(suBO!f_iCNIRghWuT5WsI(nCqHx@X z1kw&@Y#FGd4JvI1k0>0sA%V058e0bHXoE`I!6ORCZAc*PfX0@AI@+MpcJPS8aT^jy zJD{;;ppG`Ev>iO6aNLFj(hg{B8K|QTDs2akC>*yTfwTh}TL$WAgG$@MBMQfDNFeQi z#+HFP+Mv>Q@QA{38xlx6ps{73jy9;Y9Xz6N+=c|w4rpu{sG|)kZ3mAi9Je8Xv;!Jj z2I^>oO54FB3de0oAnkz0mVr9jpwf2mh{ACj5=c9sv1Oo+HmI~6Jfd*ih6K_MXlxm% zqYWx;2ahNmw;_SF0~%Wf>S#UsF|0H4cv%G-~dMi4@s={@f$!32^L+whJCJ#+k>W zQFBL3q{xml<$R@T93C^qna840b4N_1$nNv!9!XDtV^_3Y@R%{qJQj_bJ7OY5cAP2a zD^=t0m@&>g7LA%aVj@L$pFj6VdIB7~qV0mmjB)0%Xw=*h6DhLeOgUev8i&V>aptjT z)Z7shDYEb0lW1M*`8Z~#sM2hS_f9{d=1UPm@+Xasq z&!2lFJpqng(RRUO#yIm>G-~dMi4@s!rkt--jl*Nc zIP+LEYVL@M6xn_L+#~4;aO{e<3m!AZna840b4N_1$c{7Re5Gm}9y7+7$D&blM@*#1 z?(^p!Nl$=dSF~O5m@&>g7LA%aVj@L$oGIrkRpaW(5iy)6*Acl&jngomNh4$_=;eGP zatSN|h4D-pq0cWZ34JL|9g$050Vs@T(g?l((vr}Z($o>T1Qvk8cqWa|`!6jCeJM>H zkxO6!D2!*)2)+N(lF*mZ)DgJ^7J$NdCXLYhFD(guDNP-bOJD&gjAzmaz5mjZ(3jHG z5xE2wfWmktjnMlqEeU-oO&yU-U;!wMXVM70|I(7sm(tV`xdaw~!gwZ)(EBef34JL| z9g$050Vs@T(g?l((vr}Z($o>T1Qvk8cqWa|`!6jCeJM>HkxO6!D2!*)2)+N(lF*mZ z)DgJ^7J$NdCXLYhFD(guDNP-bOJD&gjAzmaz5mjZ(3jHG5xE2wfWmktjnMlqEeU-o zO&yU-U;!wMXVM70|I!lQ7mw@y;@MM_nG~ysF)#Ueg`~-rU}M>{uloG1pKY6ll+xDT z|I&+rPE9iV`qzf__g{bi4ZL+GN#$+TfB%$T40LRg*?<4^-#^@e{`g6O z@xE~!y&rF`p0xLWypMhT<%Oh6r9O@>Ee`heS9(x4PI&HKfB*IO-{AV-_YmGh!-2el z#?6Vt^Jprg=jrqF4`H~!6P;}G(9z-9pfVm|XVjhG^!cSZ6Wf>jN@cXeef{_KH@-S1 zIQ{+C-+yim5NyBt?;q(&|NT4ud!+yShnC3bznv#Ic^D5J9i9y;;}Ld7-3d;gUz#(q zeYvkxMmyZse_wy&t7C%G-+%wR-+%5mf`jx^m9Hpe1`!out7^bTt?W#l>magG$_yeZ z!dBIQjau26I@dvDqm&s$RD`Xn0UNclGj*2jo$Da7QOXP=D#BLPfQ?$&nL5`&WTTWBL{x;W zssS6dvNLtAgUCiHGl-}NTU7%#YGr5YTnCYjQf3fQ5w@xZY}Crm)VU5K8>P%3q9SZn z4cMraovCvjL^ev9K}1E^sv59SD?3x?I*4qPGJ}YUuvIl+qgHmN&UFykC}jo_6=ADt zz(%d?Or7f>vQf$mA}YdG)qss!*_k@mL1d$p8AMcst*QYVwX!pHu7k)%DKm(u2wPPH zHfm*O>RbnrjZ$V1Q4zMP25i*I&eXXMA{(X5Afh5{RSnpvm7S?`9Yi)tnL$KF*s2<^ zQ7b!B=Q@aNlrn>eim+8RV53%crp|Q`*(hZO5fx#pYQRRV>`a~OAhJ=)3?eGRR@H!w zTG^R8*Fj{Xlo>=+gsrLp8?~}Cb*_WRMkzChs0dqC12$@9XX;!Bk&RMj5K$4fss?P- z%Ffie4k8<+%pjs7Y*h`|sFj_ma~(uBN|`}KMcAquuu&^JQ|CH}Y?LyCh>EaPHDIGw zcBamC5ZNeY1`!out7^bTt?W#l>magG$_yeZ!dBIQjau26I@dvDqm&s$RD`Xn0UNcl zGj*2j zo$Da7QOXP=D#BLPfQ?$&nL5`&WTTWBL{x;WssS6dvNLtAgUCiHGl-}NTU7%#YGr5Y zTnCYjQf3fQ5w@xZY}Crm)VU5K8>P%3q9SZn4cMraovCvjL^ev9K}1E^sv59SD?3x? zI*4qPGJ}YUuvIl+qgHmN&UFykC}jo_6=ADtz(%d?Or1;67yzmbZh=O|gRN65g&P7u zZKpLwBjdr=sg=SF0ifD!Ezrn#uytysa6D}@^ZKy9ZrMI+D}@^ZK(*Ogppo%l>(ol&h5%68X-(0{c(8S9rEo(4s5V;*G%_A+omwf}5CCdB zttlEA54KLN6mAFr)n;pfM#h7!Q!9lV0zhr2HAN%i!Pcpj!VLkS+H5V*$at`IYNc>P z0I2P>rf6h5*gCaRxFG;ko2>;J84tEjtrTtu0JWXg6pf4rTc=hEHw1ucv$a4Y(ol&h5%4)wiak)JlHz5Qn(=i)OK1^G%_A+omwf}5CE#p)&h-; z2V19B3O59R+D>bVM#h7!Q!9o4f9$;nycI>#K71~hWX|sD>Y4!qL6E2*IVXt{1THye z5D`Tb5djrZ5y@f#K@cV9oJBx#xEDl}oO9~0p6aQd?wNBg?!No(yZisn`14fk?&+HD znM+l7wZQ}tXj%&+S|zq(SQ6y;w7~=s7;e^Zv`TEnuq4RwX@dzO(6kmtv`TEnuq4Rw zX@dzOFx;%+XqDKCVM&nV(*_enplL0PXqDKCVM&nV(+2a9$gK&HNMa-sNl5=F{Um5S z@hQU7FrGG2;lTR|iJBiF<%IMeo`&%2E&gqhv{cXIkqQS3B;0QC@A7bxCfx1ecM|>= z(LXRa;XX@0i-)8BDi*&g<8(g=>Ib<;JZyY zR63Hlxo;%h!WEGW-(`$kH>7mrhPV1gZfd(Ca!c)uk=sg?j@*%>Z{)7Ot%&?3L&nHo zPnM3{yQ^>Hz7;DXf1i>u^5Ce_k%#;BjXc_AMI=*F#z>a(r6W(|?HhUO;T4f=H)o7w zzfd~z^lyD5xqe;|$vrz`B=6UyBl$n<8+o?Jib%oc86(eEEgdORsBfg$<0~R1?#dV` z6)7DleW-7w?B*4b@{2OkbJqWnjg#89Z=L4WNTf~M&K;|iD*E7ywQ4_@VP7OYY1|xn zAaX-eqfYIMRIXf}`V|of+`rCl#<+<@e#wfueEy%pZg1SAQzIG)bxFHn<4%p*5WXN1 zNjtnz`;MI>k@Vm{@^a_)z~3PJ&W?10gntaYna0NgZ>aG(tW&K@G16H_1Lwx1q>jxZ zk(+lC|G}<}no&JBUnV?9+r};0(io$e5GmBCc~WD-aqmyHY10n)5W=&NetW_f5T380 zRcA8`PfBWN>Q72)W^mmvDoHm{yhW$>t&?71;$QjGrgayx9bcK~_r~TOOIIOyC)sdo zt9Ipp-$?l3whb#*BK&s3&$po7X*|vK&AXJYPB`hOxvx>DVr19I-Gt|8oK(CV;r9_< zvTf^%&>9eMwx`q-_z;CW&2}bb1l@M*3-{HEvS81mV>8#Qja$R!4tP&-wP9i=r(m zoA&zlt$CghKkdU!T9*R=mkrrzYPd`kQmXwSnMLI^BMVdsidK@WHlO=8Gw`!z& z2xyXin6pxq$}~S7_KgxHPV!&UAaW7$nVrbn@G7xYofal-h|3XYc(Rj5vPTr zrS&ALvk~2IYx*DZ=zQV&nnkF;<-M|9q{Rnsk@D$Fq%WSnbo!F%A5VL4+CpicOrCT0 zQmkG3S30(6*1YqBMd<6$=qb?o0>iW_Gq@%aQEi}{aiTpkCNF)pO zCuby29!PjB;mL%Y3HcHV zC6q`gpHL;CRzib>W(jQ*x+L^Scq^fQ!k~nq37;p7OPHK6Ght!E%7pa^+Y5iW@$R4>7J%{n)lNTNi!zRgf!FAEKIXH z&89TF(;P~3hW==~A@T0ShZ3_U=1VM=SShh~V$;NqiLWR2OB|dyCUIioEPBqrB<@Z; zoOmH^`m}eXeK2iS8o{O0R!`d~ZHKh4ryY=XXxg!9r=?wz_LsDK(jHHHHQi0=?o0P% zx&rCSqyvJ9y06nsO}CWh(!O+O)2B~=clylf^U_?bmA+;ASJMwjKO+64 z^b69jPro<)nG6{++>_zS3$=Q#ajoQ>L2=-&Fgi&Nsb()3}=!-;{jQ`J3;!Ior); zZf<;Y&zpzcJniNUHy^#_x?3K*rN}MyZs~r@;9GvY<>y-t-+JAxnQkq1YtpT+-#YBp znYV7a^~`N|-1hWsm2PWu+ko4?y=~=f`)|*1d#2k<+}`;1-nV~o`{LX8-jR66BX<$^X=`-i(X-+l2f_y48HUz+^o-M>uy%Z9(4`|IESTKKO`{@U-alm5EtuNUum z@SYO)w7TcRd#2yB>)y2YK5_30_r84Z$a|OGd-!j6{_WYnHTqk>zy0vH?f0d*?}_`W z-1q8zU);CmzBBj#{r*z-x4-|h`xoDT`0scBz3|^#{{7>>&-?p<2kv;F&;u z$B!&}THbo*o1J(lmW=8t{)*z(8DWy+kXW~O&CP0zGH^ItQU$=p5j z_{=-A+?3_{EFH3p$+GeB^pEFzyw&3)9$)uFnkRBU(fo;FPyGC3nkVx-+2Y9&Pp*F| z-BbCWYWvifr?zChF>8^mU9*nQx+mM+*~({oGu!lRN3%bgy>|8wvoFtnHAn6ot#f>t zW5?6CKVA0eH=myM^vRr05;q;TWH zUl;zP$m2y?7MW1wXwe)+I~JW<^jxt5#a=76pm<{OQpNifUt8k#64gr#Es88=l^Iv&c-g#VUn{$$+>Pa`mK$2`*YZ!4?^u3T zg)|k)R`{sG&Wev!Y+G@9rAVbRl|HJpt8(Vb9V*X$A^i)LUl{hn?^T|z(xb}qs&`ba zU-jFnXR8&h_Cd8B)w5LZQhia4TWZv;F|NkBn#F4ls=52c>@U9d;_6!W)@o5}M(qr> zYt;U__L({*>U>gXU)|hw`_$e1Qs$Ssy|l94z4cnxn_K^u`bqVFY>=)&%?95#xSUie zX-v|YhGiNKZ+N^>u|}UZI@GvuYG-ob^O2std+vLq)Ei@aUEix! zubFL#dwidp`*iHH<(+5W8Pzv!-xht>zMJda&)&V- zuW`Rs{d4pm-2d``Mgvy8_w;*1-c#>4eShr-c|I69F#W)`12=#8{D)%)-8QKEpuHbe z_-NY44}RS5eCVcOMTboqe&6tS zho2kKc*KU0g-1>tb^oaTqb`naF?#Fgr9PiFCexU~U!?z{>leR&S>wy)U*-F1+}HPh z-T&(=-?aT^_t+|9myF9hZrr!`efz=qG~>IBKQN*0gmvE)|8B;_tP?+#`>9MXD*uc?5wG? zv(5fy&O>vC&An^x2lK9<*L$9t-+lg>1??9cUf68m-bM8n?O6Qc;*CpQSh99$xuq+X zm0Y%Xd6DJwR}@?^XJvtvGgswXHGOrS)zjAGUNiNl+&@iSn`iB`pY#4aV_p7rv(`Vi ze%^-XH!S?6_%F*gmf5&^Q^if|H&@@hbxYkXySFypx_?{iZ6~&O-F|7u8#~kO?6>RI zU4xVFOCFQ*c*>;Rd3Mj;Q+&^wU#tGQV{fCqhkony+vR<|f4}MX!GApP$GH7D_s=;{ z^1!--bq?-3)c(+=!+nn2c4YX`EJvptD|~Ft@fVNpJJIokIyvCfJ*U1o{mkh_XDXjb zKHKK(rE~qx-*bNKg?ty5U#xlYk4rCK&Tx6imB+8lx?1k)PSr-K_DLO+_-_GtKhiX9 z8i}0zCK9=+RwQ!AI{N#ej{dhGYvA9)`T~rB>whn@TAoN`BK`gT!eRRBW=kaU{g;tQ zCaV9Ix{*lbn<9~F`6Fp^0=O5&vWH^24x&rxm;q}JL#YJ z8ArOW7>1^HFw9W?Z zfS(s$zbMCz>37fG{p`m(+f2W|c;h449zOiUsf4nhc3Jve);4#YJ9~H64!akYd+<8- zmnwOWz4CDO8`tMs{rQ*aZk@8~%(9j@pF7$;U&6a(w%4n;_ThKZJ@QP$`QzK=TlsOZ z4$l-CG-2zCr1C3A-P6D2l3FDXKDT|&J#~jPS=DCUnsR3b-dn5sou%%cchjwZ`)EqR zch;SKY+&0H=RY{oXJM8(`OXYq|MdfzUtCpd&FCBNy(2@}Eh}q3IkaGdF-?c1EXfdw zD3ut23FzODd_5HDF)i1*dcReO;D7qp7@MF?lg2HQvbSiH)U3(VIkRj=s)KK{fU zL5ulx7z>plhRutQKi_8BE|zr!Wf&iSVveB2d^(JU$`Hfm#mAp-Gi?{kI)XBck3TU- z&|*Fv#zJL?Ve{hS&$pSji)9@_8OFz-m?LO0pAKW8GQ_ZX@$u)|Oxwk>j-U+V<4?>H zw3ttau}~Re*u41o^KGW>Vp&H}hVk(y<_KEMr^8sN3^8n8eEj(~({{0}BPhf8_!Dyk zE#}iNP+S3XRH>oXMFq_+eAY`_HvYD zfC==3LJEwJKV!9!J>%og*d`hhvX`SI15BVN6jES({28l->=_?_#x~KAki8rw8DIiE zp^yUOF@+{o`B1$N2T({DfoyMu6n9%!?whS#kUO*6=aM^u8@^c0f5m`emXBY*yU< zzBPQzHnhe=vH&AM#_dlQV4FlSjLnLVKi?WY79W2>3xsSFUpyAy`A^-xLvU@{#=R0zSW-rd=r@{<75nhp4z?Ghqf``y zB@Jp3{YKM?x9^(WP(fqaw2gZOqOio^T13CmbmI0m7I%@Lv25DLz zXgcxn=MFnV1&w9XHXa{;@$p9%h%zLEsYUb~O(#D8%#3r9ps{S)#=TNeSYmK3qTgsb zar?VwH&oDAHf`f^`?Ce2m_!Dg7SV4so%r}OBhE#F#kp-d*31Mmx{YKM?&p$KcTqI~Lm$qXj+OU?KQBC95l6ZKSh9z-2Oph`81nN+m6lXOXA~?ZDEfq z8xI)D8Do}=(D?YX?G_kiEYk9TBtHJ);}5gPnoKqxVE-4+Kiu-UGiTND6UWriBS+Pd zqx%1&$Bw9@gdaV2Or1D>Or1J)N?o{cQC+=q+3K`LFJHc*PM$bPddJoI^XEfyF#eJE z&lS2U+4HKcZQI<&xnjPr6UR@eGpA3h%a`^2UAlNtojiGp@B7l_OaD;&b_>^RUwRA0 zYdrs}SFVtKE|6W1sI%wJsLNtYZp3d1{l9qWqB?QnggSomggSrjth9ngEZjo>MEkxr zE4!rirn6hPLi|e?FR0`6Y)_x2d#3w}dR?RaE7bSPmo8DCPSP_uN&UOvSHlhJR=FBq zV%?Q6wVqH0a={ofQu;^6pIwW_!yMDDAf$rli}81Yp4n-dFBdOf66wFCeT+ZY`Sh97 zG#_c)&{&gx3)DA+{#botRMP>;f0g~w|5(?*y8n1TU8Hx+ae6;uUR=Vn{x`NC>L)+A z*!{=2z&jD|^fNR*E?u_fF&EQixf-i-pDRqw5z0U=7(+%%{|fuVym6UBE6f;u_}66>yX z`)5v{;<V6m7JHdCr(}h->JIz4gfZj~ahx z&z@ByMvPDm8Z=O)N|sV3OP1vSOO-64N|!F9Dpjte>ehWp^?IY1nl*d2I(X=i?yS}S z-Me?IE?v8*h7B94sZ*!2+!Fix*XlnNf-em|@v~>n=yKMtQ>RD3Cp??(t5M@d>izfM zSINoA>|a^DWQpq7siS(WM-R1i>o)RlA%1~E-mg;`v#fL_*)cOq@bYr0g+tB}2+R4Fy! zz4z6|Up5AA(7FAngwrR72&;$0Yz+Rj-kro;#<0*|<^FtXWg_e(PO#;o>R@6HCOH0wKLx=Q&|kesna3C1w_1e?_O1{T6NX6OINjM z@j`QNYy`fiaM@TKsQ06}jqmKJk)zcGibKY_qP)&vl$KXKS6mf`ffsmLB>e2?)WVmn)4%AH%hX@x4iMgOIZBR{y3&-F<-4t<% zaDkAR3+mDa)nvGE3=Y&y5r+sD2#L9%E^Savh6~5wK;0B^h;V_Bm<#IC2GwM^a10LA zO%aC(7YK>Dpe}7tO@<4{;6U9Jafon%keCbV(gxLJxNr;()J+kG2p0&6xu7m>P)&vl z$KXKS6mf`ffsmLB>e2?)WVmn)4%AH%hX@x4iMgOIZBR{y3&-F<-4t<%aDkAR3+mDa z)nvGE3=Y&y5r+sD2#L9%E^Savh6~5wK;0B^h;V_Bm<#IC2Gyh~93bu1JlxZ8L7;pL zp=gm<)*xz@rytz0yQSER0v$P6TLynWkpg1c7H_7WK=;2!M)t!kt(grY@a zwspC{aQcFIHT2>eNZSNGg`QCkt$xi7>|WjD_8l|*ccV^dkTTnqPd8@tfH~;!V52` zR;^pAB@{=}7xX+`7kF}!#t@1YiBoG|)HL+!Vgk5Zw=IQ=rd=H_YX6Y<0__pO_!~HI zp!(vAF>3Rc&0IQIpVX*}L+aKY)Yr7DV>it>iLcOqn2TMzc2(solvATdkD@(Br=)hP zh}{Bkw{BaCLYj7UtjaV>;{R*=|2x~q{;~xN7O1S*vhut@%;MkK{y%De+%MwHS+ZnN zuXOLGe)@^xgnZ$-y3f|5Jh@0+9U~Nk#Q)p<*YVpmsz8APs%_i0YSE%a(z+TxbeI}E zWH7&9HB)-w-j&D@pRZW4qN-7&I>mv%5jI09shR(?{--4GQn~ZwQT6NBSJP+A@T#<1 z0PfK)kmfz97QWo|WnM>snEVBM?;?rao_du9xVlo2fdcN)1U7Hptg_|Ep&BM7@i$5| zY#s1I7nS{2w2ykdyD?2@+T#X=qDB08`?hfecdeq$B{ERJJ=z6Y)ktFqMT^94OP+p! ztJOsY3b;qRK&u*Q454U|INrWzBesd)u2rE$Up)2XcuTzBaI;xEfTvedHMmaRu>s4;2!M) zt!kt(grY^_c>A7>*d~IzR?+4X87SaFYskOC(gnWm4a#M* zdCL~{>#x76b9674C_mM#nX^^x+O<`aCQa1(_3JoJ!MEhxmtS=Zwy$sv%qb5d#2`O5 z?G-t6@Q_+hw*BLeKj>cl99g1%g>pe{-@ct=LRcR>jrOOUzu@b|x(zAM@)+&2j-%+; z7K6<>R^SgTUc5N13GSj|#VMTfAOZ~d7+0=ZrCzA~f@)3u^5Ycx9vpT5w*EBcl#kLr zDq-hVsa*gYma@^A?r7D~0EXE~abe-xv+WU|*wEUySmYkBC#eOl!Bx zm#d&gjT*)IapYnAZ?|vmhHu7DxHBgHUuxgPDY9ned9h;UO25PZf&It*&YU$%Wyzd{ z*UI~G3Vqx93He?4M=_`T|5E?)ty)8SyQ0M@w(r=Xwr$&{4q?CFpJ-plDJoH%qJ|nf zZk+qN`bRrY`my?-oRX~aoOZhDn zTg{$5yGpX+6hYl+w3KJr|DgS7b^jS&ynV|`ar+16nI0Yd>kJg%W--{l!Zk3bJctm( zV>x`k(im)C;To7z9z=){Z=X%#*u^($47RUu4a_MIBE*Q>pH1S}#W!jUwy$sv%qb5d z#E9FUP2$+aH>$&S2w#UW`ZtD#0TTz*qLF^J(PAf73187-dT6|TZ3wbaYGw)>&eo6H zKULeMCXA22`1peb;`1;5{)zUIO@-&bR^snp-xg5}7DWjEG1l&vAU|}64jt6~KlanP z30IuL@PFdmiVr>*$onqJmoKk2ZraE`St$C|{`2-fbnu{>JbALpl{1%m^R2i3betku z`^c+3i+pk%r)Z2g#dJ_#Bptqlb<|xN0=*$*#{V%r<%ca&ts=|Lk|NousBOe;?r=U1R z=PsSqO5SJmpWA<&mojT6#VN3#f^zz-G5aaJ(eYnk|1*?3Zp|7mPSMWaPvMWbKW~43 zKSd2SZtPeZI$kXV{QAtyNfq(+!|f+0BTkV=HNbv~X%wf3b^XcqUw&Edr+DuJKTeTa z`%ZJdqQhpwYk%`5+D~EP6m!FRQ8<3J;r=`7zM{is;!pNJT+n`A@%B?QajFA5Zht+r z$bhNZFv`F&In*RYV^^-*BYA8UsYI&=e`A(|q7;p(wfn0oZ{ED>vmu|UU-$f)+QX&3>F(L}Xr}jT zJ%6l&{Q+@`T)EU+6sOoo`zd0U^XfHY(5Y0Palv_?u%Du_Ja$OC{ zp#mQxVjM42p}bGBpCU&8?e+x^!GEy*P~d^7 z*w6bvYH_bs0v;CD`Y*QsDLQ|7!Tbd(+f&(e-Y0uM1^4tntN*8H93Xa^<#8RS;QbW; zW%hUSKDD7Z1;tNO8C-h2#Tb8hzgDDk7_nVvbwrLMZ=7DJwUYyerwu`_w>9 z$9@X?`X}t~?5DtfyqGuX2?)eify9*}?-TY@An(&`%1s#alA>;LOWhL?h^+!iOlc|- zuUM+Zy?P16Y~i17Am?f%cF!TP?QbS z0uc)gh&|GhTBzu{ERPbVKv6bO3q&k1AofU0YN4X*vOG$d0!7(CEfBH5fY>7~sfCKJ z%kn5;3KV4nwLruI17eS~q!uc=F3Y2YDNvLR)B+I;42V6_l3J+fx-5?pra)0PPzyvX zFd+6wOKPE_>#{sbm;y!FKrIllz<}5zEvbcyuFLW$VG0yw1GPZJ0s~@?w4@d)x-QG3 zgeg#z4b%b=3k--o(vn)J=(;SA5~e^=Hc$&hEHEJUNK0y=qU*9eN|*vg*+4B2vA}@X zBQ2?gimuD@C}9c|WdpT9!~z3ikF=x~D!MMqql76?lnvAZ5ep26J<^g|D1>L}e24zn zPeE~t_7tc1WB(uOD&iEPCy;cH9XqDRj2WYzdFB~9f3%I-KxZmL{5!4r#~I5w&tky> zeO4$0mo8scOP4NHAALNC&%J0$XZyBq*Ph#h&kVk6tN};PsG&oLs&cdj{D~(XS49dJ zQ8lX9Q14K#DcsA#g$va?@4UnLpcXG)ta{Md8Ex9MqWv8osD+d(YALPF?@s49VEy>s zy}#-6DUkQ6P94s-@xzak)!@N{*`L_DRcnPaj=%oq8@2EEKj@r|OWX(K&_G_IH{W_w zeLDD4|BP#||3{7-;e6fg+qYK}CQP7s&hIcEm%T#$+(iDJ&p-cMb?f$uYT2?S#e6!c z59pkN`Sa(iv**rGKWR@2>XmL8I38#R@!%H$KwlU+G0H6Ecj{D zrm464yhAo?t6I?W!W#2YqerWqJ9p4o?sS%k+>{65|K~Dqzs+`T+qSiOK@Il>xq)A4JxfByVgYHP9j_>)i6%XA(F&h3WXG5(Pk?w1W4 zInHMHANZz?o79*uzTk6LFjhNu?4aJKc|4!adceKneQ=U;zb3l zikA0@N^ak_Lye<(f%9dWw`j)C`%Rt~-|_gf&&v^0bAvMQJmy8pVYhqtZaPC@tU`H= z{pQVa{&O3qXVBdIgXXzg2Rf*0lREi)3NPv@7eCZa= zTaeve=6E#52J)G?mu^6s5eS__be8-4c?;N{*rV5m<_g}~qiHR#lEwwjoyPsF`*|I|JD|^T3U5CJ`j7ajw2N;=uU@_Ao#FY`JpuNk zP5$9~^%}kNG3W4Z8!=*p+Ch1u%9JTfXL8q2-(Ww5cOmcI&K*0|*l)(t+&xcsrX*vn}f63H*MNP-@P_`KE($gyvOegsqQ3w9}s)`n9h&tgmK!UmFh@mP2s$! zpVqEXnEQN50cnn)&Dy+qlgg1jhe~SToloHj@gB!Gz%#^{Zq=#<+oc1|-+?rL7ty=G zw1K+qN^Qd9LwEI>pVTLxd`$b1y705Xcms_y-p`!Y?{ySK+xS}p-&c$y#JOA0oWeV7 zz7~sfCKJ%kn5;3KV4nwLruI z17eS~q!uc=F3Y2YDNvLR)B+I;42V6_l3J+fx-5?pra)0PPzyvXFd+6wOKPE_>#{sb zm;y!FKrIllz<}5zEvbcyuFLW$VG0yw1GPZJ0s~@?w4@d)x-QG3geg#z4b%b=3k--o z(vn)J=(;SA5~e^=Hc$&hEHEJUNK0y=qU*9eN|*vg*+4B2vA}@XBQ2?gimuD@C}9c| zWdpT9!~z3ikF=x~D!MMqql76?lnvAZ5ep26J<^g|sOSnyp!s$fhG>SNR*9_`mIOII zZ7@LuhMP4UtrA-?ED3Ua+F*hRG_8dZtrA-?ED3Ua+F*hR3^!{yS|zq(SQ6y;w7~=s zXj%&+S|zq(SQ6y;w7~=s7;e^Zv`TEnuq4RwX@dzO(6kmtv`TEnuq4RwX@dzOFx;%+ zXqDKCVM&nV(*_enplL0PXqDKCVM&nV(*_enV7OVs(JHYO!;&D!rwt~EK+{?n(JHYO z!;&D!rwt~Ez;LsMqg7%nh9yCcPa8}Sfu^-EqE%umh9yCcPa8}Sf#GHiN2|nE3`>F> zpEj5v0!?dSM61MB3`>F>pEj5v0>jN3j#i1S7?uP%K5Z~T1e(^uh*pWM7?uP%K5Z~T z1X8oe$J2knd#WVGDd1E3gZEQh@%~h?6iFBV{+~W$x++wtkg7mukS<%kjBgx1pO;>$ zOJ_@zGG~&)|AaFL;2)}2uL1is;D2gN=UUgPU5EWG-%a?A&p${`PEn&N#!#h76^c_l zp^8xss=6<|M84?v=svEhZ^`HW;)^fx841XH0Y60}+9%O}K!5UY&Q}x3=U=*XDfSP; z7pe0;(K*_*pQ2c?qU76auNqNo0KWgEhDoZ{i?zrC@+JRkvVle0%{7v;Khe~zI zE8mfP?B7rRo}V|K72*JRrcXZkq-xx_5&O;2hc<26ahwYKf09#@)t6s<$#peo(16B7 z6Y6VI%FEJ##~9*mIPV)VHt`w3w~AN-+Q*mzgnb&&^Qlv}j^_j4!oFPO$S+m06y0Z2 z_GzLsuoc!R!$*ekU$aI{T?fTrULsr9r1997;&3<*Ui`uOQR!dQVPC&dT;$vF<7p1i z{m@zQ$R&^Va9@ZOA}?F{@^p?i%_;W%Q(>HkGIh#SI>Wpb`yio<`G9rPHEO=7dcNM1 z<8YGmKDGAY^TzmtPaF4uSU{^*ExCQnAH*1Y_I#cF>zIqE3(x=OwLepA=xw%j9f~1h zo;0KQMxDAZsm|n6okVq_|A-^?rTAQtB84f2@`*aQ|DfqU#{cg$7h(VEbO!RcZ^wD@ zyQ>tV+)FXU@%-E|9x)d2{Oi|GQq`+hS8u)fmRd^Z?VP7|=Ed<^Dr;OUvD~RA!2`?V}m~8F%N$^Y>hd9_hXr|WyqJ> zRDJ*b_w<}kS*3ycV+R<=Dd;`K`za`v#QQ0TkF$k-{Ba7MS<#)JA7V{t1F_U<)vBs$ z)vK`#?<)I#{o2tMF3s7y_g9Khen-!sInO7&!z5?7VrOBwO&;9X&j?{ z(1^p7EnAl36z|bF+H!6Y_9D)iGn@VPc&BkcseRl}b$Wg;Q_KW062$-bN~L|-PtkzN zqE1|wFJ0z11mc32Qy7P>DCX0I+NeQsp30Rg^ZduR0pmF>pEj5v0{!Mfm{y6c7?uP%K5Z~T1cqAm8CoT_VptO7__VNB)TY{jr7$nj}|2_n#ME`({7*ot9EkmJ(^ z6GULBRiB|%Vk?FvL5@!wOb~&7b0JKt#8wPTf*hYVm>>c}tp*vQ2x#FJDkX%aX`uv) zmJ5xP5kpx@!UME$3l(KyX<8_OqUAy(WyDaHlJEd6+(JcJSeh0}plG?!NEtDdr6fE+ z3%5{F7M7-k5-3_OG*U(kWhn^{(84WLl!c{fp#+MS3yqW!Ls?3~1GI1p6=h**S}1{{ z}?MOj#y7D}LK zxzI=%F_fhwJU|P#P*E0^riBtHS}rtFMhs;s2@lZ1EmV|+rD>rAik1tFlo3N&O2PxQ za0?Y>VQE?@fuiL?BW1);mXh!QE!;vySy-ADN}y=D&`23El%*s*Knu4}Q5Ke_g%T)Q zE;Ld`3}q<^575FbRFs9KX`uv)mJ5xP5kpx@!h`?#H2d94l%Vq|+IxAQE{oj1J82*5 zp39Xh%V(L+C*L|Q9jAE7i&Ko{9-TaSf^$T@K>yCizyIM+Mm~4=u)0z{clc79kk5Aa z?i5-ZeuB>K{z(n!KS1Tkk%QLqw^m<$^%duSx0zGE?|&dp@wpeL=&zEKlNHulA3J)C*WIE&@M8`gI*iU8 zpRV^9kUy|!(IV_e`FY*X>_;8*`4~FOHj@{p*v`I~l#~>XGn6S^hJA&@hmD||8?)5} zx?ik)E?c&oDn)S^_>JHnJ9zK__xb6kpH|O3_Z<5Gv2J$u?Af%&`$t}vjOSU7%5B}c z#qlrl12es%{*fOD>(%@9dza2$F3)iav_EC)6g7r?wOEr|i2S%uKJ_H|V<`_m`J%Aq z80%p_9QYyYBQ7yw#0d6<;Y^Kw{rjo~<{6x+x`&nX{|zwzV0RdZ>-$(o3&* z3&;BVk3agD?*YE~Z)krGVnW-tZC52JUI!m1d|$9H{9!{r8^S&~j1$-zXR-Y7!(>|T zJdkaeFJE3Y=)*zmTQzpDtb==jf#BQ4I6y3^XwjlP_OOl{^}SEN%WBoCshpHMtwIGl zpJF896sI_jGjIMpj_(yMQk49iZ}8gh85DDbKM#Is#QBg@262`vsmy=G9d_*4&SSk& zrAj>K;3vnPC)flz+scz|3lzxD{Xcs22>Yb>{tYylSp*Tf7TKD}i?Gu_o<9H(P zQ^5UV4L9}Kz!Je_Vd%sO*obP0R=6>2c*12;h@*_XR^AztN^ac5x*3w=W#Bgy| zPNhnfDK1c#)>RKx@KKK*J&JwM&p-dX%A7f~7pGXs_jZ)d@#+0`Zz@xf<576N7_)f) zVQn|gkTKTpCUiUlChscF2oUZoZ@rtHulMV^Yu3z zFGc*k@4J1uZxhB(;FvOE4q3B4W%52dIHoZnx(pMq~#><8%M zhzDREwP@Z_<)``cO1Ez6tFOQ2cRJ#AFOpv#@#2ytOYmIBSwF-fc*yF zkj*i-(Ekn{+Vl6X6OD6;P1$WaINb`zDYDUi3X12?rC0*asyadOjaRzA!eazJe7t|> z({q|RW2XA(qmTGqfN_NwG2X?}BaIkJ9u@5c)c1??#j&3ado-p^pQ^t4@+*FymndF> zpFj4gVZYpKuf5Lk2#gi%eVI3JF3*EcKK_Jb;+TVYpCB%E@!}LEKS8y5}?MOj#y7D}LKxzI=%F_fhwJU|P#P*E0^riBtHS}rtFMhs;s z2@lZ1EmV|+rD>rAik1tFlo3N&O2PxQa0?Y>VQE?@fuiL?BW1);mXh!QE!;vySy-AD zN}y=D&`23El%*s*Knu4}Q5Ke_g%T)QE;Ld`3}q<^575FbRFs9KX`uv)mJ5xP5kpx@ z!UME$3l(KyX<8_OqUAy(WyDaHlJEd6+(JcJSeh0}plG?!NEtDdr6fE+3%5{F7M7-k z5-3_OG*U(kWhn^{(84WLl!c{fp#+MS3yqW!Ls?3~1GI2Pg|^fKXmkzX3UmwkdlCJA zQ?mxCn-Yu|%B{enqH73OpjCj-c>7|Pxc$WvJVJ;tG$V#`2arWY*AT8is{o<#@h5hP zk3X>lj}RgZ&4{7g0c26pHH0hBDnMv_{E1!S<4-KXBZLS;Gh!%r09jOY4dDv33K04~ z9e>EZgnT-Z_eq~m;qN2xd!gH3vScawajK}NDV_jdI@(99pdR`0N|LV=`AKjcqP#t2 z$?u&+e&osDPbPl~l0y4iu~j{hoZS`h1Ev%{kie^Nt%waSB>H z4d2q}(VvsAz*`qe?Z7Vx-&z@J`;}L_lV2YDDK4>(v=;5#c$WP5@V}irdEB(WkNlj- zk5RB-LCRs#gL6t?tuFFJ$bO2Ayq^L+(Kij>C}Irx^B3TA$5WD%m7Jvu|5OsKd!0%? zQFBqTpJ@GfJIdLSKVN?Gg-=n*$tmn##2x|ovtT#ujllh5p9a>5!k1`Y@ChTo6?|&g zH?fX#Z{W=F@2L#-Q@{s@n9fy-9eCy?KhSboTiZ$HrFMTH-!0a!N^pUoU)bxNuI!FTZS{y%G(`SDC}xPqCU}0_W6fidSH-2c99~0CWT7>7#c5J>vObejq+j|N5M<(AAH0qJ|}x;%JdjNC-~E4uL0!P z|AF(1;VVWykOSm%-m`ZP`^uhp;z^1L)S#STi=pau{VMt3wy+Jc4t)aoJ~4JMCUMWG z8!;I8I}rnb9dPa0vzv0cbmM(Fh+iC~xRhM*og$wYeDCk{d0XvDNoGHPsZyoMr`b%+ zB>(0`8r#StQ@=i~f2TY%h$q=^%HzjRaQqHF#%k58b1Y5j*HEmY;l6#plaFl>`MUE^ zzM@_{hD7fo`DQ<%JWPmdA?7r46y<%QaeeT>K^jBval8q!jNiyVF8#hlzR{GF6yD!d zk^IH*HQMXu{c)q)KSsHd=FXj?3entotM^-K-MV$&?do2^SNH+#7syGz?f2gQKp`Iv z_AjhjwSwmMGrY$B$0i}%$bv( zPkptY_A8+-T!<}g+O%0!B%db6!^DZ-$?Y;+xnc#cwTFLJpWCuRogzOv_QaH=_}mM$ zr|HYDzSeV+O-K30XddEShL~TydiB+O^7Y!6wy@9HwJVwYrakzb^!@jfoV+@SVPHQS z_Ml;Y&Y*XXQ{L-4*GBm1(8&v^~)`9ORa@j|@&k>ehnA3sVlpvh#3^QP9Tra z>eZ{A`$x!a-dlM79XoaA znBhB=-wk=nt-OCITh?s!jOtOmYKGiGRCt17zsPk}fcl4h zcsuC5A@lFtxwD*$tTM&9N|h|BKA?Gw{S??cFlf*qRlHbH)s3Dj_FD1WCL3J3e1-aS znAaavtcdt%|ETQ>6Frsv6nL-CnKPH(1?TAxQ%_`9f}w!V()Eff6+>M zFY`r}Y0DACh^AoY!8E1{)7*xgF~-5eb%y2~#sS{Jh=&JOmopL=L z=NK5`6m2QauypxS9@EHuSEyhi^?J`YXwTmUUQd9VfL-ujZ%eU}UbMFgd(1AAjSxpe zUPI))#CPAm5F5ij62#r`{l&PlFByMazaxm=e_JJp8+$nd;Rt&SWN1S;))9#VqiYCPpi?A1|Kjt{8xa5V_YW#^ zMwuZD;tswjlxWIh5olCJ!7yCJ5gWoFu5uJgG^JgEMpYCH!$lmiAq?UwN1;Sh+7)P2 zMZqv!#1R|9Ag*#0N;IWifkssn48uhnu^|lNDo3G2Q`!}1R7JrsT*MI@!XU146iPIu zU4ceb6b!>f9I+t`;wnd>L{r)oXjDbPFkHkD8^R#2auiB5rCotWRTK=vMI5mq4B{$B zp+r;K6=+mN!7yCJ5gWoFu5uJgG^JgEMpYCH!$lmiAq?UwN1;Sh+7)P2MZqv!#1R|9 zAg*#0N;IWifkssn48uhnu^|lNDo3G2Q`!}1R7JrsT*MI@!XU146iPIuU4ceb6b!>f z9I+t`;wnd>L{r)oXjDbPFkHkD8^R#2auiB5rCotWRTK=vMI5mq4B{$Bp+r;K6=+mN z!7yCJ5gS71<3XH4@;>c9fOE9%IEAi9iY#2XnAbMu$ni9twV-_#9H*#Tk9~yWXze*J z_%D#t2LJxYTF<4+maz{3J_+QW-cLRP_<*qv9{<)qOmPbMJ90gv&(Z#c&e7(JWaGwt ztE$s}3ivNptXSoh(PHcc;5bF8GQ75X8~M`UXNSMP4(Y=$2|onZ#mj{p^~m>xeIf8q zBF{Yhew_EIn$G*A;}p_s@|%+%6nUTW4`?&*K?d1CKL0V1N6%K=(bL);AX+KNR92vuDpG z|K9=fn^K&D_ER8VJe0%yv0qP-KS z+xNXtP7Lzpeo5Cr+eStGYtQ)br%sB2DF{#JN4-8-O%GEljI1LBBPSQEXBj_9i#3_)! zeb&vRp4J~@eK*c} zfE_T#lad;$7s(F_fBLy|7r08?$Hfa5c>O=tb#K|Uh4-awr{@V@Idb#NrZI?pC*OVd z9p_1d?-4nHZ2MzApxsuqrvd)r_bAty`0eE00ljYX_(yyOzF@4qMx28$Qoy`jPjLg} z&%wS8#8lXdiY(zBY_a)QRzpXNfZ@@Lc-6+fQwwc#&NzY_yri3*ucE|F8$*6oqL& z#bAoN9H2Oh^dIdb&e*uI&JlyLg?8u9ozHn;YSOb^x^xN0Hgq44^K&^seZ;;4JlmeH z_auW--Y4Eq(V6$9^m+Sj?w5CCJh#81I74xIfA#A1rrNO!K4UJ%5b>g~X{|f z#P~;y0dZA~>B*BOOR=aB=NHI+idVY5LgVl!s_zo74@d6*-6<*FT5(+*Hcd`Wrn7nw zr^u?_pqQ9`Cu%wF!@1~_fjua#X>P->jCU#Csd6D+hjE6puaWl&??&wP!FwL+>e!f+Q0fH5##c~m>bd6%@m>q;8#_%l#XVq5 zwQb#&<1T&)%C$v(f*j{L)uZo>@v|G-8H9`Bo%tG_S5utw9wL_^V*PSmqBu0ZAIM=; zg7#Cq_ul&o--eAFH?jY`T$yqlKVP52Gs`Gz=GU#D*}4s~m+AO=(x4Q56Nla1lpr2!puFQ7F-rb_E($Q7{Y_am0o& zh^rih5>07WpivbC!*CHtYzTw6%26oMly(IgRZ%bu7jeXfFo>%hg%V9^SD;Z91;cO= zM{Ed#xXMu|(Uf)t8dXs+3>R_4hA@b$9EB21X;+|86$Qg^5l3tYgSg63DAAO51sYXR zFbo%Q#D*}4s~m+AO=(x4Q56Nla1lpr2!puFQ7F-rb_E($Q7{Y_am0o&h^rih5>07W zpivbC!*CHtYzTw6%26oMly(IgRZ%bu7jeXfFo>%hg%V9^SD;Z91;cO=M{Ed#xXK=- zrLK;{3*AK2YAmK-7i09}b1b!Z`)mPi8`nY(FK++vph=bE+mbQ*@j2mwTIOmvytw_t zMoX3B+mbQ*@j2mwTIOmvytw_tMoX3B+mbQ*@j2mwTIOmvytw_tMoX3B+mbQ*@j2mw zTIOmvy#F8BpZ8Nx{+r?@O0tg@ercQw9qU>^Yk=YJEI{l3;s3z}e>-yjz(31pl9Dm; z?|rOotwn3}OH$p)&x73gICmFkKX2Ul3#|veVEhiqNsk;n@YlaZKE7Y*EKPkOPJ#Ut zH8>YVGOf>sA4;xc*8W=BBS3zYfdfC_^TXGX&#rlk<|=odytLkU68mM0QM^vVw+VlL z!9oS;T;a*=?}N`BzTnqs4f)SM%X!VZ-DHZPAP;;VT5}J-Db5zRFTO{8r{pUDQ4A$}SDJZt>JPVmo_q&2)ak6`txm3-DlPg;MCJpg4X)`NUdSZj*^aTY4_2f;6n zoHQlK=LUZx)L;|KZlv0m8DYr{oI2mUeajX(}| z_@b}|`%{WjWY3nJ`yVWW`{0~Jw2m72eh@$FN@u3x83G~~KGrH@uK@aj=l?bNlHqrS zkMHO)TBC2x4fwc_uN*nf;M>RlTM?(A_4LSt55Mp+@_`{Y3StmFd-mk~HBMitGbgA# z@}C!@ar6f1!2cQRno0W&knacg316`|h{M$L?P7l->0n;ryqYg)USJ;w*1dP2vu!I=o}?VK z{|4)j5jWhveLKf}aQ4iXlsg4y;Mi|yfg|ToUK*1af7qvm{S=)j28J>8 zDaGB)84uq0>({?Ojq!r~{QSK8+A^5e@TX?Wo{h&p{Nl;U$+X9$H|=%FOL@LNWB+H+ zj>#!0d_FkxVj-u~S&EtBa>fL;FW1G37r4KOMNar`0>|bMLwlX#aL93$kKRXhC?^@_ z0xm8|KYk6mCfq;ADah}STyj5A9yHb`MdW1LM6n~}3i|5HFF7`ZIA=$iBULGGi}PME zc7LIFcJzy83f(huQq`kzR=-|-%A2>z*_Q)3-iO#TfNuk0B)CU>f3{F=x*0QP@je&C zMc$!tgfq*l(S8}6|ACkz;=Q=fpVqAA{RX_Bf?@#ry2|f*h4(+k8onvDY0uqQ%44MMMSBov{OzUp2<(k>(1#Bn#$y-vfcJC`dfv$IH<|K- z!M~01huluskCKv-;@BT;A|772aAE%bNt{C3lKTM!Z!x_S(J%P$u`lN|t>w3`3p5s9 zqkTunSqJ|+V*EIt31`z_ZX>pUJbifo;$0@=A9<|uQp_6t#d*{A**j9d+!NwA*|TNi zy5`WnDY+0c+qr8eouf35=h{#j-~Iaaqq9Z2)3?8_jup^&#JLjajIK{g`w;sZ@NGao z$k~)v3f~`G(mwE$bdRS_o#y>2pwTw=X`!#9G;qc=24;w92j&DoG=*Q=T3u>9G z;qc=24;w92j&DoG=*Q=T3u>9G;Zi7LaSUn@uGFUFkulE}gqlxPXlYw|1~o{$eX@XU zjkx{w&|#a{hOtJJr4izW8CE3*H3+NQRNVfSb#23h44bOZ(zf&rYLK}7$pW@D;^R*b z9kz*W7;8jX8X<0&VO3&KgRr_y#qDod*EUSZu&D|yZA*_(_>Tt+=+AysIiKP(`S9ej z?T`G~)22`3^}_hK`%-W1B=S?3bF|6lgA4f-cGG@|QIyLaYyROQfv>wf`L&U!1U}3u zKTctv_Z9M4VQ&I_@W}gwobXr^i3{r{5vQnLqbBE;-uL@&ye^rA^n>#uCQbUD*Ty0a zvUS^5_BA1=IL;KnIjAWqDVCo~_aDBGm+HR6Yhj0eHiYdkoz?(jeKO8yg%1{Q0_i`W z>r88PkvF_Q#VL}LlhtqJ|HnBA$nyh#*0nD9SHBqZIs0^w2Ytu(9SXUz>(_gUeQ)rQ z;If_&w~u>iLV1Mp<;|zQn>c~?Jm_3eh*R{YwVpbr+^HP+0t0Y z%sj%eJ|8g^iBnV|{}ghoU@f@cQR|+({&P%+e2$qjXHlcb-~KDDCHD1oZ?I1WYnjVY zj-w45*6Z^r=vn5V9P)z)f695v{eCO5$v{<_e2R#lU<~5yY=(009t}S>{O-7h4I9pF zG^aD*5&wcuEBd8#M{V1_joP676m<6Otl4yaI_)j#OF7Q5zV~ffvwzn1J$hB0qBsR& z8HjImC*RvK%4Z^%j6YVTpUFQ=HZei?<9z?Ct_-pRf`8HgOKb3$%9o=^Q!voCeHC z#E>xG5vQ0$`IE2*iZ8GK!3T?&CE^r(J_Y4xL!3hTk8`v!7v;=deLlriIv+(pr@VB| zM}1mDFXIp6(e#&|c_YfZFMDNhjyC+^70T-~$7TIL+Ct2$7uh0z{sNo}>pVSs`_UsN ziF3iTkx#cvm#%z{Hr8V!kAEKW8Gk-{46Whz?I`yAmEMUs!vnc}kY68rNt}u;3ch^o zrNEx3&eTThR;@Yyh4Uofla})-;A;=&rIPjpN}S?x$~lL9CDXL}$Q9L~hvv-?-$XO?@=P(O6UEwHZ+ zdxAcom@3YkZb{<^&lP7lBd%S8;tW}`=s3l?^|YUY^w<2P;}rO&U~h(8<{WK$zv680 zZ^wg25jx#iHU8T6fFZ8ZMtONVRTG2T=O>ovc-Ag0dzk_q< zv**apF%k6jFzt81yQu`l;c*TE-tWO{&#!wpevfCR;}mAlTaR7y=8+G*Iqii)j1l{g zkn1Tp|K95TChr@OI0g2tV82(cTsiq0Td#gS=lyGsf9%^kM(4#~?DA!9#UQ+&A{)Iw z@%)kB4c}kH*pUuR$VE^h-aeP2E_BjHv;b;#3^tg*0hrLH(_sDV>$y1@hj|6 z!MCC%#hMWJM$WO*6br$1h++>Y`)=QN`7Clg18#%f7tNYA=e&Le3q8;0uOB)bElz=2 zd>ev_eOY=2H3%28so?YfQ}xDHB8gSIK@Adb-?dO^{>3(}Yr{XKXNnjkZvVLb?HL*$ zf8Nw!;7*gk6iZcT=~{XQHAsB^MYohQCM^{Y)%J6(7}gR_P@Cx}g>9CNOFcf+($sZg zYje3Mg>9CN`!xxsrK#(Pu6%)gZN_}kDB3I=Hwp&P($sZ~viB@~ZN_}kDB3I=Hwp&P z($sZ~a=d*ug>Nm!e9{=oX4$w=Fo>3>u49zr_GeT0)?&;jjiGFojT;4nXld#?MmcVO zHid63#(dHk%4XTPQ80*>rmka@+)gJ@~$I!5`Qvj1sXqpHuR zD9OGetTBeaMqh6GCuwc{7qs3sNA?`-tH2spT=37;qulQ}KiK$u=pWeFFL9Q9OUcQ} zd@d_|k2otAdFZhY7`}rgv?dw8GUT{GE)B{1q;vKlPH>g#)cYx#&^em>$QNYqjnH|Y zXk9(|(O*HFg4X83Pl2_=wP-&@EAlU6EhhY%a^Y-l_zo^7W zQ&5})zBgR30`h*37&(IOJ3pWIjXr^gTs|dA6j#H^pN)FuuMm{Oy4~}%Ui$Fi!@L$) z@;>o?iVuiaK%6%q`zhf2)-e^) zzRI~`;FHfy`zc0^2*xQy5B1a9Rm#1BwWc^@0shlq`*=2M$sdcoGVoEsUxo87;NOMs z9eWbi&>CmtkwIUuPMdLxzhG_c>Xob5=WCy%&HE`RHxDk|Lq?q+)l= z;V2M+JYk5JAs^O8+JCc${E;WJ$+USl@^|5UlM<@g+q)pXDB)#`i3eXnI2 zIg+q{1p5F`cqFxra~qJy=`8yV{X3R5;>T#8#mN&Vd9C<1^2>9ag7mSc=jh=hsz0sE z$C=l#FMRxd4f^)Ld!Np7KpYQwU;O(^O(M#AkQ-h|v$I2QqZf}gNAol`Mt z6SSZj?K8uk`!qns_sd5^soh*RJkbDRSpm-G#5!)2ZzE&-omks^ipeBAvM zkC6*L)?fGh%07CmmzTUx*f)f^jJ-9B$oGvr_jtBz*XVwtukcMGwu-g>h&So|6cneR z_36klhM1gO$PI(@un~(JL@}h`9v8$p(T0vwbmsF?cI@0q=WM*nXNO?ioT9noJZ!3b zcgk+ngVyF3c(#DvXGCKv)^(8lr4pAX6xD^{Ff9nM#Ud}=soZ?N07q6i6E3o$l zXHdgl8@&A#e2#Yh0-(IU9`F~FD48$q0zoZJqoRNo$_fuH!RooKZM`*JS<;+6f zCw*@xIF^WaA@($MrS~1)8RN%K;5E&TDAE-j66h$A>mx>p0D>*$<$~2 zf#Z9yJ2{2>huD(4pMq5BvdqK2a>UgUGe-V4+212N7_*2YR;pOZ?5DtaE)6O6hWFY8 z$}hKk`7(b0%G}2I$NLO>fAGD=xYggOaQonFrtyHY!W+^zX%3w~rS}0+KD>7AINua( z+~d_Ae2xa*zZiqKhb%O%aK6&w#eVFF?^|wOH%IY5OMjUtW;K6Kvxiz*WnY^ypEQa#%f^j@L9{e=9i!~MSA1>8 ze9|b|EE_ip2GP>gb&PVneKv(}EyjG(7|LeZxKS{OmZq*_l>cS+kKG>r0>Ncz7}OyC z4Fz=r62Bg|tV`L2;_YkOSQav;iQb5~5-qbd3~CU&0O7ItP!pLzUDTyCPb6AqX&BTXb^*d;@u4O%fx4(mX`bw- zK;EYgl$#%GjM-Ohlnuh?O~a?12YF4%AN=dyU%3+a+h3wR0oYfd&$Xp|N92El&vp;_ z6cI}}fBu3(j&$V8fUmS`moDrN(K&tSJZX+oe6Mol^v$^27E>9ex?`<7tp0r$iMjhdpeiWfC2BRNV`6U9eywuhqpF7s#ir&!^bIF@}yEJJ6Zfxj0`v;sSih&C*RE4uG?fk=qKs zu7eaOK%a4rHhd@&r|=r*eFPs;93)Sk+~j9R-Y43NK$odf6ba(_<6P#_Wy*3cAnivd zO;7nKt-pmW;m73t6cnd8a^xtTf6+%3Emo9s_rv#y{6kp#3cnU|)tsSq{EHSXq+Cy{ z`I*57j2H*b7sh@HeLjWUNcith#3^u=M;2QDjr~4bw{8<sN{a)aEzra3t`1F!@>9XHZt{sdc z__6lv-s7)DCIjIdUBuUrhXlSbtbK>?6?tHA?(3{sGs!P|g4bN*yx=Yr)7eEixq=ts z9LPIWl=2+m%->k^59Q!fYumOR>*73mC~ws`QDNDX(ahN&u~5-oaa!M za-eJ=za5@2VtKmn`gtMm56*SK-Up89dC%Vr1g{ay_5S?_@cQlk^jxr)2W$1=_r>_f znY*8UI+*ru&|V*kU*NeVCns|r75KYxHZsqJE9e3>9!Fx4|(6hx_ z`vV93Gh5(iMVs~LeS>qf$Bp}z*UBSq2R}QW?H2O2V*Fto`eTyLh9EyJ;!t=-^kU&S z1@EVTtvF8M+Y;}=5yMAttOR2nW6QpfH)tk3->g~vyid?UTp>TjU~$gzUhn-V~jLv4CI%TS=PkvLxUgpl7$N6mVemF;Yjo`yYObPEryu;v^ z_b;hOAofk2=C~R5CtyDXVu^@zA?|_u?M?5Ib?biipCz5cg8gC`Lr*=0yic^B!rSAf z+wtoLjUFtd{SENPW4_>=`}5X*5_IzdjXCU38bvWB#3DZa_+viHx>v6^)LJ_41UcsL zKEj?LwEg85h*M;toJz?1q|c|o{<8uFo~1d^MlG^@;@CTfcMIYwIQto~s=9US@LmHv zb9^)8juGd^xdVt#VV@sj>&W{9zdX(k!5)Mkf0)9tN5l%y57-ZL<9Wm>Xq+KOAM&-$ zoH>hQg4kb%Sf_29OY}~}I{`VD>QiiS8oj%tU;6nYe;;x-;rxl|(`K-*o(BRIg8dLn z$9Tne7H7b~PRl8tgFSr}=p64kbLR5*72_Ul%lOB68_?UpvG-_q;EzAV6tQOn>j~yk zeFqO7;BO6LWgXgg;9QRbcfsWSy=9_QS(9ed^Gx(8nLE?RicivpuZ-V_t_?F=B3)p||+<6?Q(0QL0 zQlBsK9yaW+`{R$_d9J{2xM$>>`|7K&I9`GLl6cqP+llXAK8k(yq#TOKv51)7nbT+K z{ErJfmiqO3m!5lJUXy@*pZaq9<}m{@SI4F762AQn*C-prh%^$552?rmUaLgBeQhbr zUIsOYHlq2B#fO5(1nNRAWh!EQEweNXY7n~smkBT|QpyO_BA2q%>3+4$(lDq&>;iQb5~5-qbd3~CU&0O7ItP!pLzUDTyCPb6AqX&BTXb^*d;@u4O%fx4(m zX`V>5ETCaXgV==}+|`ixiKpTSiSTIt(>Ik`M9&m(bX~$}f(klxkchX>#*5qE9YdjU zX2y*{f&~oiYQ)E%V~-%=(ed$ThL49hhO&lZfFCSIw5t&xe~vwZgh$86UvMBfhO!1# zfFCUOZy0|%PBB2|eWKhOSYzzx$k4Y6UmARo!-o&!HLJ)egSCvv!+{IFOXQP5-kPzL zW9GtzOPu!uIbo3VW(BRwwXdB!cJVsZr?NiD`9`p25&!=Gk=ElP?^7>Y&$xm15a7bv zPdT5W3FUCW8M-=7K|(SgVjvUAM_Go>MD6|x@;+_j_Brnp`R~e6P8Y;fuy$B3$mxWv-IK#odey8(3 z5!*oiapWOcv2ukMr=asG=qz)8KLs`FwVRT%hw7)iPl!`+-Y3^DEP5yazwf+x^Vq)& ze<#+)!q+3$&Rx4`jd%~fKb%7W-#C2VIP(DK5d44ay@|i3MR7L#*L>fX{Nig8LtG#N zZpbE}f`ANQ)UX5*6e9{z5Lpx=iYO{7JE+9G5m^LeRW!0H%FfIjb~ua5x_fwqL-TRFB4nA?*XM(*<_&cMI zyFB2t#+hr_BLctcZ89$L4*2ylmbTyi?HV7&nLKp{Q4yJ6`YeNYys=+AxHPhunQ zl{;3>m$`CoPVTpPLiPa2`h)v(z9RQ8VgB*I9`=L5M~?a5;uJsB{W6#nFb;9ww$DEMYI*pv(Kj*v-~Yb%>Yh66p>z2oPKELGw{lm@fd|Sx+H#jm zFE_8<(2xQ8{Wh|P2Ym|n>-gRWj7gl&^+Acf>>%r`p8F*6D$JAEx3v9s+m>S`PXD;{ zbNLGT!PrKh!?=YX5%*cgM~Z|06j|f{ z0(V4w=(k6I=F|H9UEjbQJT)~{J|=Sn{&tAtA-24o#D;KY z72bQu-x%{P)>p*+ah}_aH{7WA^IUh`4SE(G_SPU4=K}-r-KB#MdevPiT zxQhj60b&mY<_Z5`j=-KQ#DOs1V*SM)r}*SAgKt*zQf%-UAR-&UfWKvX4)4L0-Vr5J z^K8G#&!A3FA*Tck3q-yzN%?p37-njo{V%#t1v){cZa2UWi%GucVE^mnG0fCF``@r5 zb%IKrYJiVoJ-+q21_i4FeG$hF`fqF6*z+@r2+&v7T5V9~R=6(`kn=4TWUz_|?9T5V9~R=6(`kn=4TWUz_|?9T5V9~R=6(` zkn=4TWUz_|?9T5V9~R=6(`kn=4TWU zz_|>ER`G5k-dD$2OnB!SXQSYZeZ(H%XUDk-@K@nn6!=zwETyhVFBOVCh@&moI>_f$a&OH>wb#nueNia{!{Kx*irm6$B184?x%QRgWe6W zue|q)cUkd{FZ_&m-6iMzi0={pKfHI17{|#AgSeF7D#Q`}mL(&W(S+_#JVcJ^VEH-1B=qC*<4TIa~da@FU{)Kl1ILF35NFSAb1YeW=6u6rk=g;_lib;R}P2yXAN__msiyvqY@$=!_cla~m z7sTKFduM-FeZsGoyQ$$jyIsB$;uy=Pd#RB6@2#p-~aRfs*mV%;@d>50_Sm|kDhwksp_AF5BK+X z|6b47dHgYXmtXGD{#%J9eOvZZOv&FffABlu2i!&W6&xV3DBPcm{Vwpo;>?f}PdrIu zPB`BKza5|FWbX*x`^LN4h{@o59rTO4$j-?A7=@5AOFKvB<@f^yEr!mvOoLm zv-P_|?$?QYa7XR7az5CuvPa+?>D%xR5xV1!J9YmB?j+cI?|oD*I1>nC6yt3d*@uEXS~z;)_Glp9i9INY3+^O)u5g~d#UP8k zUyV4$zlcn*pW-~73tjg3&X`+1EBjn<#ud(u>y;J`v@8P4r{@@3Y!Cf-e z@6q;gCK`S}Vhr%LUm|~BeC*GapNiHv^R?Grqwk*k{S>%A=$qd>OXkQoYHaT6tFO_& z7yd5zyQ0tT@XmM1eu~%0eGQ-0cg?LfZ^v_%$9YSTflha$X(HH-g}?DWnDN|zsr3xw_@%-TjoL3g}ZNX-q@x8Zm}-J53nBKjHwSx92@s{|4zm= ze)oCjUr-K|H4`yC#AmQyFMrx!-5~7wLp%>>4&tjU;XkH?f2L#fiw1SXA91y z!rcp4fAAk`>%e4V*a~D_L=-%;&!**cDt zqQ;;9C@~$x4&U~+x9ixsRK^?TbDW)qI~{P>3*w82Cw)kME9Oz}9fPSu@rX&FKFp=q zH-h~&x5%9qzmvJ>m-1U7%iVV0O=II&Bd(G?MTluYH^Cf+`5!UDnkn=4TWUz_|?9T5V9~ zR=6(`kn=4TWUz_|?9T5V9~R=6(`Wqdm~9-OW8)@x(j=4WZ9O zvoJvCw&IiGJp75#IXI}4vhMxfE-@~Vf4}41SGs7S3emTWm&Mn$W-@8S9 z@T0@e27d(JgG7q^P;o}nF~=UG-|1~~#tz=chi@Gph#U8Lf8)$==zRn`$~(c}#k-c+ zM}YIX;cNP9@z=wbvV8fJlt8!GR4%#rlJa4Rg}|S9g!s=OL+p)!4;{Z9a(Lp2CnX;6 zw7lCfuWq58mBIOat!(V~+yvZ#em+Q}j+=#5i^ppUbDjzqx$*ayhR@&a4t& z3GNQZd%AeX6?Ze_58fe#Ul#8wdz|9M`rp;pTr2ORe_VYs2Z@jUxX&N2_ff#l_5txb z{s>Kf|{PAN@PTw}ks=u~!4!w(aG8WjinGB#9;9>=VQd5NkU7?C+>d@cZ#@^LNBg2R|_Gr?7Wv zO)~ht`2VY4|4PocI=bNRzhu89vIpn0;uAeV-y46o_|0(6J?>yxJ=@Lz!hWF7%lqW; zmmPS(f$Bp${`fCwyajiYpdZ06i9I_HNt^=X05U`$^bg+gg&%B3@s;Cy<1CxwXS#Q+_6{WKpAh? zH-Y^h@U>$6;B(JC_esC~io_$|seaZ^if{Nt@de}eqkp|ux@Y3qJU+kNEfz8XLlSUllzJVM6B zt}?a}?>s@~5X2?mH^tr{>`%aXXtzq70-qOT?!mY~{0j1cKNjBsaWici#_64ETL=Zqn9zR^4~RAG^8Ftn_EZfpI>M z$0@KM2)nuPO(wevnQW;T<&)HoW!Yjmi1=ua?;5sl~YeWRr=3SGB3#9Jdx2` zCH4xxJmU5irw zg7p;o2mU7LPml-3#@27yTK65{T?E`sfqf|$D_DEc2eB6j-xp(W$^NqUMPf=AR~Y~6 zWNkt`5OJn=$vph=!#`e57TQTCo~-9TLY|o8-ywJLpgrtG^Zg(8`>g-v-#Q7-zdz^` z{{EmTI?=3;S44-e+#_7H5CGdZQM_3HuM(|)1Q(wOxCzjaH3e;enviY96Y~f(ggz6E ze}5516W~C)pbbzHvaNVx9)X6?XQEO5B8(=$fpkF|peAHn@x(j=4WZ9Oqx?k}O@IUG zf;K=+$hP8%c``UIo%oEH5p_n*sHh>$wm}b|e(#izasyz*k`ZiQrIAGv;-maSEMtKE zZ{dy;JxGC&oue~?<8NUxa{NV483P=D3wInJXqJZT9Gwwc#`wd23cM4EJFsyUINpoI z`-y=6m-wc)5g!2FZ-ig-%B!waA2~W$NJ;?gDS$5#XYk|wW+jUM9)1+~0N^KtkN0oH zul^?Sox`7j{REGRPiEuB7hL%A-uWNpJ<-$EzxQ{4_XfS=6!*?vc=1K@zUV&UzdBg& zIzT+Z+s9ce@C)v|^G@QI`JC-Dc+HUZ)&^kw^QE~&RjY3%x~!4 z1nehhpLsp!0{a%=oBtcxukaRmj}muoepk-Cy8edi^)8Cjc&|yXPoi%vb4r2P!ZnWzDE4ipAsJ^ z?k9fz>;ISBwY!a+XYrA8fxHKccg+1R@D(^STz>Q4%ia_CZSa0+9rXI0AT#)!^(+hV zRX-vAw~3$h)A8Ov&Zmce3x3|Mw)#7b{osAl8|B^A9b}IH{Kodazy1B;6S`C0heuon z{v!Ak-z4Xv;QW;@o*-xb$UCfvQQ!j~Bg(=@1iAd`SF&FrwQt|AA)b8l34J&EFXevL zlfQI|oGo&S-hqNPuwMZC2Jrqq&R+4d*f;VWiCaMaXUl$y9H*#EdPh9)-;gtN_7Iq@TP+zR!LVcfp+rIR9vO*}H*vsXb1C!tmeWon-9k*jD_VZ;<|tbJwxQ z0Pi^Gdm!vrYf~uNeb&g?OL%V_zUyt@x~=}*x83%wG6#I9TqH3boU62__<^x^;-;H! z?8@RDc=%7@v&OsWh&LdfVdLa^F~{r&uao!Nai4^r*N=DK(FfsUf8hT6^nLmR#BYhV z%x`Gr& zl0W0%lMyz?u%GKI5-&!4Yb%KtAnv+{%*UU_Sx6EC`i$)NfPWtMcgIJo$#q#Q6#EqZ zO6DG%qoj8!2+MjIKbWI&*3Nd@Z7X-)yg~ZLw&D|BA~BtF%TIrDnfl9jm$>rPGC$eJ zzMI0)OaKLUkY6bASj2}BQ^1}!d`I}VJuZ#18>MaR;ecO#JGtZM4R82c-6w-{l)nG{ z@0H7C?+oq>Lfcndd4=AAg7d20`VZUa_`gN=uDJ}C$ln`t3(m+hoPD219+{HZ#d%7@ z+_atiwj;#nkGnMXkysYu2fAj}AA`Lw7TefK_7(h1+4{|I(e}R}^VtnI-k|*t@qEN` z=48(H_HnivVu#qrwAJ5jC4TLlbPGYO?l6{wdCx556$ln$34t(vaU(>OB_~9SZ zafW?NIDam_SgX8)aIeqLWG~sl@~*;ma<0=>G8f_=3Y@uzm@md6e%k!prgE$7gTa|? z82=c5+id+7-M@%CU~q>8_E)`2#yDbBSR)a)d{*wX!Tg6hQiYhig{_M+5EEqK?Fk;CFwy)C2A_?hH{vnnz!2Z8*$B7=q@h1|9 zzT;xa2+ltXccWKp{^|b?{a>TfGEz|qk-jj%MCo#l_q5iW5~E~#zyUaWLMUi?JQJnM zIo?yRsij8A^ne3!?u1a#@^~gnmvg+QUQNU00D48B`0M4Bd3R)h|MCo#l_ta}@sZlaL-~gOEAr!Pco{7@s9Pg>u)Ka5l zdcXlVcS0y=c{~%P%Q@atuc@U*$@G8&aPEXq(DHaDN|$rIr(RP_jgsjB2jJWZp`hjQ zOq4F?cu&2imKr6~0}jBs6GB1Ds?md7(ux}4)Z^_p60 zluQpe0Ow8!1uc(fqI5aOd+If{)F_!AZ~)Go5DHoz&qV2Rj`!4SYN=5&J>USGJ0TRb zJf4Zt-S6f5 z;2mb1eS~wq*RI9i!hAvVn>H!$LlV8W(3|}YlLdd9n`u6?%0E_>67qIx(mdhBycfmM)NPZ9c{gnI;oU`<-j2o9f>YaOG zV_6}wK-@WUpU4pH-y?l&YWbAxllYVF1puFY7H%JB@T31>Y++2{tR9@{_ON^x#6tck zb>YsL2OoS$&&T%~@y#J$oQ;G&hVg~=5m!U|`S;^465P#=SSH@_Mt?*ZjIlKm`fAEbFGn|(FM%Z(L{*T{ypOgpxjLbzZ$ln%x_~3jijJJp6d*VEo+`h{j ze9y}r%82!$eI479;ta8sGVfqc!+jd=R|P-n#~vx{p?W~(#NSJ-0p~R>mHvXi|9bh3 z7|YJv1DcbE(buBSJo%K4KkG9#z8;hBjk`y1))~&{L+ZcFQ?Cgr`ZRt&zQ4*)#xXwV zv)ETLwH)&!4+<>j3`)Pl{Nv*v@7w#g!TN){ z6VR@I4##{W{8U;p$+xnrdkLf^vKf;yi`pToF9`}q4~ z{)g-^ei28t+1LtVe!xA=7fg9=qt1WJ-{RW8J>XT$z=*db!MtkR8UE&S%m;pbI=Z{cM@i?|HAzJ^k-P4fb)!Q^&W|D48B` z0M4Bd3R)h|MCo#l_ta}@sZlaL-~gOEAr!Pco{7@s9Pg>u)Ka5ldcXlVcS0y=c{~%P z%Q@atuc@U*$@G8&aPEXq(DHaDN|$rIr(RP_jgsjB2jJWZp`hjQOq4F?cu&2imKr6~ z0}jBs6GB1Ds?md7(ux}4)Z^_p60luQpe0Ow8!1uc(f zqI5aOd+If{)F_!AZ~)Go5DHoz&qV2Rj`!4SYN=5&J>USGJ0TRbJf4ZtICnxQXn8ynrOP?qQ?IF|M#=Pm190wyP|)&tCQ6rcyr*7MOO2B00SDmR38A3n z@l2F1=Xg)Orj{Bd(*v%+Fdt=QUG+~u0XU_mL;S?NBWv0x!yhSm=TD@D>c7AcKQZsf zn)XR*#DA0XCsISP{Vai@TqfonS<^mALZbP@KM0~5>iL@9nY~r z_F5@_mqZgy2rEbi4Dl25j;v{)v_FqmP5HYdD1VoPcOlPvI>b-RJF=#I!v5#t37IxT zKmj;YO^5i2c}Lc?PyWZqAF&U_DRBP(8E2d!e!7PzeD_K6`M=}$4}O_t{iiu`V&0K8 z?UM;IbpAwYC~t}FLjps&Ow2p7rhPJ@4(Cs#hNAql1cq{%n0I7N`y>guR!sdTBgP42A7=^a^9JG!8>+TH{~BfTu?^N5e!-0PLx#X&Q#MrVgGmWxY*eLToP?)4rSyV zL;S?NBWv0x?0+tvkZD5%6o50;bcmmrcVtcbgz|UsxM(^4T@o!#GHJ-xb%r9G#M8Jl z)nF|@sw5%U{#a;&aS3@kiK)>VG~`pth@23V|4?L_cL{kqiK)>VG~`pth@23V|4?L< zzevD)h^Lc;)MyPF@+oCRP6+nDp~y7v67qBsQ=>I#$fuMMIUy+jp~xtIk%0FQPbUef z(Hb=5Q_6^(5bS?Lk!ju~}BkGFL@q%7~m0lz%UuGM3MfILt?hF=31e<^~9p?SO2k4jNW6%m?$BFvbLP z1B8j~Z$?r>(l8&A923TvU~YggQU05e)Q~jHha|^@F(#NBAWW41W+XKv4f7$%F=31e z<^~88<-Zw84N1d%NODXVV}iK>!bJIRMp8r4Fdvc}6ULZeZh$aR{+p51kTlGPB*%m? zCYT!_OqBm-BsC-r@;F!Jd^sB&_Y|KYcWo?{Gi3ZTV0Cn#3KQkO8A%OE!+c0{Oc-N= zxdFmN`EN#2L((uGk{lDpm|$*zFj4-Sk<^eh%!ee$gfS+V8z4-S|7IjLBn|T+$uVJ! z3FZa}6Xm}dNexNEd`NOk7-NFD0m4N2Z$?r>(l8&A923TvU~YggQU05e)Q~jHha|^@ zF(#NBAWW41W+XKv4f7$%F=31e<^~88<-Zw84M`L79cqCXR|q^Y8<-Ga@~ozK)W1%} zJ2}_a;n;qNW+IS;Wne;}fM+$ugYpkiB=JC0`VpeiBj4p5+tNffFd@L@Sxxbv{6iE; zJP?(BgsAk$cR9zlG?5KV2yl5;Q#>gD5JeIXM5P}gDn0UD&ao{`WCIfdT%Oew56VA8 zk;DU0=|_l4k9?PNY)cc_z=QyoXEnux@()oY@jz7i5u(x~-{l~|GYKjNtAEHR&fvEH&M5RZ*%Q?2CiELm(fXlO*;z9X`D3W*}D*Xsi z>5=bpj%{fo8<-H_@~ozKQ2rr`Bp!%LKSES`TbjrQCIq-Vt0^9oe~2Q92cpuC z5S1SJF6Y>mCbEGE0WQyKipT$O`TOr_5{RE@sKk)K#J)Jt>+&?!(xXx?fr))_px5PT zs-;JzTmlpO;y|y<(^N~3O1T6k_Qio-m#3+g9+h$lOzevTy)I8vEj=pb5}4Q*2YOwe zrdoPb$|W$dFAns&JWaLqsFX`!VqYBSb$Oa<=}{?{z{I{d(ChLv)zYIa%hOa#k4m`&CicaFUYDn-mL8RI2~6yZ1HCR!Q!PCz zo~BxQRLUhVu`dqvx;#y_^r)0eU}9e!=yiFTYUxoam%zlnIMD0zG}Y3hQZ9jseQ}`I z6Z_&ouglX^OOHyq1Sa;yfnJxVsg@p_<6h!LeY{#vQzbnro~BxQRLUhVu`dqv zx;#y_^r)0eU}9e!=yiFTYUxoam%zlnIMD0zG}Y3hQZ9jseQ}`I6Z_&o zuglX^OOHyq1Sa;yfnJxVsg@pT}6m2wG8?27}vE>BY}Ju2lAnAjHwdR?BTT6$EluKY@UmWOld75hJQ7M+&?!(xXx?fr))_px5PTs-;JzTmlpO z;y|y<(^N~3O1T6k_Qio-m#3+g9+h$lOzevTy)I8vEj=pb5}4Q*2YOwerdoPb$|W$d zFAns&JWaLqs6N-&Cg3Nalwa|Q7+?Sq^JthB>S=9eD05c)1QgpB38-9>Z~_cqB!6sE z*@U8!`hPG1wiKC0Q@j)y@@l?T#nE3bNy}eDdgdED%W4gh3l{P2OmRRf7^KJWJCQ!1>^mM`iJ$C z|I_skO!*6cCQ(hF@G_G*jGAci(7OUQ_s=CG$O&2gGJAnW-u z_rj*KVZ#gc|HiU@{R?Gd&9C1$7c}5DZkQ|U<^P6_FG%WT8f>&yrqyd@H*DD0>f30r zw`II+pYmt_^D)8k*X9z=Kb(KL{&4-J{z3hV`e)O*p*OoOPW>BWqv;H^Kbnn(wUhQ2 z?N1*Q8)<*5FT!mt`X4Y?(EmdJ3;i!XC(!@Wbg5U%|1$T&oW)|*S^d)e|D6|H-P*lx zyH;0S;F(rYFC&T40tB2JP-Lc5I8Xt+j8+?KlolZ1EvWrDd8uRd?7H&o^h}w4cBZUY zF+3?u0_z6XAFjWuKS*Do{-N^(^)Kq5)W4e@Ve5w59iC$Cs64bk>fC8IpRcpD zzi5Ba{-XUw`wQy??Jr*!LKd{YXn(#6_V?=9wPn+s#3!0tUZ9%OBvUfn706!uMiBN~ zV!Q_+Q61ED_hBipC^+5ft+p<{^S zkMobsz33a9f5o4`^@r;(^$+S_)%Q&O6M7T%Z(AQ}f6)G-{TX%y?Qi-Y=zpRAiT*c@ zKf!*Exsm?IKfC{RW_C@P$03ND`7A{3z1dPh4g^f7Z^Ym6cq^V(qGvr#k%v)zY`>G} zFf)=@$KV3?w8Fp`6vV4if?{|NwE&LPx-h0!~W;C1IJ&?C7gduU*i0$ zadoagb&l{go9i$251$)6MnV0H`X}{oofl|-h<>f}0`0HRDSe)#{Y(2FeZh4p`akMi zLHjf23fiBvKjE);9b3E^0VyBDxsVgf_Q zfr6PQ!?n^0C@*6qc~0V)*!Hl!VSYkI6Hwluk>ojvXA5p0`)y{WpZI$w7MBqJ2gY38 z|ImEK^?jU)v^rkv7{+?PLdG%PbB!1XVBobp>bJ8Xu~&obLmu`Y=Vnp@3=!w7;>hhW-co zU)=XX{}&2!nEW zfEe0}>RUD)uwVb|4vN~2$0kzDg6*6BO!?O{#@PQj{y6_|{^j~p=8sMNqQ-4vtkC|V{YCqW z_Lu6|ua5nR_vEpk!apz7|8EX|^JD8%{n}p3OG~>VU1nTff|KXn)cEbi3Qrq)&yd?)oxHj)~fR+vC^&p$Q-4(7JeKIJ&0MWUG+~1Q? z`3G2IcN%hlYrap6HK+>^olD4U-(;lsQ>>PApG0@T`zOuRz08go#5&y(XD3PWf1db|y`Px-U|ar|-qF?~qpRhu_C|N8o2YfrznOmqF=`djs9 z^b^xx`aa_QCwwu~Kd66E{|vj^_Doa%r~O0wkM^(G@wES`f7AZJSfKso`ZMh>^o8EG zp#AyZ_y5k!`ngZNSKi$9)t9dsz@E2MpN?|>eoYrZ54aZ2cIA;7Au6iFxB3=9H-;C1 zy7I`35L-_B^K-bLVtv>w9zRf<-hGDZ2dL||_=R+jh2Yvbr&YH}{sMc)wc=Afz=yv8 zb--uP#cFLHVEZDwBsbl!3;9z1?0`#>jaMTo&Y;d&WFr+w%^7z<=K|!b_`v&cw>c^-4LH$GZuG$|2&UQZaFX~^^KdFDy{-FQU*M%9qpJL$fA7r~AfcXCx zBx`J7LF&Tg&;W}0|E@vL)OsbUkP}+U_C*#8N@p{aS`0-e6rYzk)-29_f^IR?F|!@3 zwn?>5++M5t2y8dE<+L8fS6ff&)O`V(y6)2N70P?5LXSZmY`^*-Aw$TX^7sCw{sQ(t z^*M6nYd@j>(Z&?@kJe9Qerf&3#uDdW z&c9rL27Q3*Z?b)OpatknCn^0>j+!C6n(=Vh>` ztHfTDa&>&g*`Dqvs_BZjlgsS8X4Bbyk9G$t+o$|x&0_zvafq?wt^AG1=u0LFV zsekBNK>f?~Q0kx5ziEGjo`|?WwYhRi`^)@bm^1o!dT4*DEspm$X#dmyfw_bBcbh|L zePjx>9Y+!%q6gn^7 zCv@FcQq%De3$~bo*^1U@H6|+jE2O;YK1pBJ`z%lw{wu!i3$XfIp6%Co4du`N$MMJc zhx4zk8C-w3{z5-NypH;ZjtS~tZZAQv6djWKC-raIAGE)c?FoC6_9x;Hw7=ZOY9I5st{cj%Er~mP__dm|e$UWNiev0r+JK$+}yB7kS5ov-G=p`LxdCz(3Tzwi; z1tOQ29EUW)33O&hS>AJ=I#-_tRe{JQCdVO7Z~~p#QI_|dr_R-74YB)vM)xiacL=JR#$BZff|KXn(nljP$sCULG!;Or zY`+Sm$$!(PQf6n?)pt(JmbZPvHvb^zpzouof4JfVHXjJ)Z2u3M$0R(Cfp;IP9e{f3 z{d+5f&+kydS$#M!%HDZl`_PRjfAk~vKOI{ff1H1OEJVurm+OzOyPk6WrT#(vE8dq> zKLYhn>ff|KG!8-gi}ok&Z}nHu|3Lo>{ZGwqp#P2j$3Lh4b!OGtGADj${iy4Hvj4tv zMAC6ZCV=2u2yjjh3wRp*&Jc(m=*W=?pl6mMJP-70^1A?swzq#Vw2KKzr{7g%sW3Dqk zi93i+40{oKs8CnCx1#!<{T+CC--#9bl7lZJ7CnFr^Ah$;9hc}wAH1MJQ`+P#%Mi9hhzI= zp=}n^WC;lSZDwZW+$R}}@N>18g6M4G2ep_5#wcLX^XvQF)3PT*{bKr#M&+yV3GL4U zhdq~f2n^^|Dyg0eHn8B^>5lA zq8rfus#30_^Kn^F#EgHGub}n&;G~p zS9J)^KQ_krr8&@ZTeG#i8Zm*|t!KdFDy{)qXJ_Lt~SRc8tviuNb%Z`c>u zUnG5j{s*@)ET#X4{xACf>X^{A12Fxc+9zH?|HF*jJFv-}*U9_edAGyS9l%1Iolm@D z(u|d#T+54dYq<%9Gb+O`UgMY}W2~-Lqe3kktQnQzUSmvr;wOIjKwxKHO_!FT<8&V&{zZF4VllzZ@drhHo~w@v=jc7`c7D_ zo9$P5c5)RQ<uh=>R)Z2 zqP{0n*H-GE)IUR~z*y0BMN;bD)W7Q-Vf};pH|-DFUolrw|EB#x`-}D`)=0OvUWWaN zbD!pL?$ZS4bw*{_J=v3RM)NzE6Gwmncr`U$2oJK;JhdWyu2!Q7+c()H2?ZEH7MQ>b z;c-93rm}i9&V7QP$JbuB<1FvCoUKc82b1y%zxPRb9|5*6>R6#Vy}(X$UdKcK*Z)>` z>|ba5lt24lj17wka{OVg;QZrrCQ{D7Tz_n>jWw3*FZB=VUphBZ|HK+W{X6DH+8;VD zEY@QBB<-&{M&MV0&8qe&?O)peK0fIGp#9nA2-=^Jh5x7hN&EAawLfQPaqg2}q;0P2 zg+102{QoEt1p=^&COmr%udgz8M9I|rc)Lf(7<>ts(6XWWl5D?|$1qd#b92SceM<9C zo0DX2s&}qEyTaaA?P#j!`TPZ)ufgU|L%y#4HEsbO-A{--?!Q3&-iDSRwBt0kpVo>d z=PdIKQ~p>_+5b5HIREIJ&G}d7Pp&^)f2n`ecTA{%QU9d=P5Z-bEZSe9BhdcrY<%w< zw7+S8>-^As59lY^=a6CgALxIe|Aqdim*RiYbD!cK?aoo1-2MZ6L;-qy^ZGX^SRLq# zIMzcFqr9=_XRrv+SJql>Q07*+FB0S-+Vhs?XA}{@xeV7@ZBXV`xGxgqA=>kn=4TWU zz_|?9T5V9~R=6(`?-w9%akOs!se7WaX0?6u<{R`l zbiaPty9%HI?`I&g{pwE@nV6nP`8R!;{g301^AG1=u0JFDkLz#v52$~*?m+!Z_0g(J zQUCOQft32U*&Vb$Xn)cEr2TDnHvJFuKQw;>)=Bzbnmp)#q5tL8^S{iK4Y1cR;S$ zRy;9}Ktt#=(f+5kk9*c$mj zeg6aQr+^>YKQGPy?%ad4RZ|HWQ6m}|6~$AuBj^FtxIxNCxdAX@$q2Tu(#RqS@oirI zo95=rYKdoMy=@GmFE;(o;tIa64fqNR&oulc{$F%H%;*08Qk)s9ag1s^X#Antl>>dT zeGj%z`Lq9dypQ8A%{e+}aQ@Lg!TFc#kFUKoZo&1J`Umx|`i_n2u(Ebg|5QI@^FLAl zZng$=i{XFTAGANvC(LH0{ta1Fotyf1lLhr}>fhAA>HqUSAaf(_uNSw!W@pxPaf)zV zXJDdl8w^Is$aalbTIX8m@cN{3+ESO ztX2CCF$ldcJMxGti_TK_PZ(@E40L^zHJuK)e#|=FQ`G_4e(1uKzszs!e;j|9H)6iw z{KNUzeMX3hbN%7^OZ|iTm-*SLe_||9|MoLGXn)ZDYW5}V&+IdExp+$ZoBj{_f3SAa z{}sME`d{dOc@6w8wx7a%*`78Zc8_UpZ1-UgoZRB{4oV|6lviiz5I-^R$eQ-a(8;HOoljXfGTLToQbbpVlrfi?` zXaD2)(>cWFj6A3Ke39lH&Oe-gea*=!*PpPt)b_&KT5T|{zak6jAJQLuKBfL;V?z1` z^$+SF)IV&k&^3elm)WpbGkm_J{uwqu^>6CmS?_k3`ghW|-Ik^QtIeg5h0mw|_v@d} zJiW3kTlPfxI$70K{hle+PhiVcJlF z?Fb)A*a6f(bgu#RFP$?Y7D4@U;A5lyP5qntH}&rnlcD`V`-ApZ__%0)(*9Ka@nzcI zk4!yTuD$lga`@p#lrKz~$hxuS0 z6ULZeZh$bQTNE1JpeTDsx`f2%%0{e$`!^-t>Gur18jPWyxQ7wykvYllshaInQ`f7Aa!{}26NZeP1^PyKZC zzq}Iu7wn@r>Eu(&?z`_%PCog|<(6A+YktrzeEywTwYJR7Zwhz(2pIbNC*(WS0x^!L zH!&NS5Mc7Grg-%CUpqP1*WuWHh-M;?gk@ktpnzvJ#bdtc{S-6nbi^lEq5f_D>m(D} ze-Q&~>xjvR_D5b{X@AlFqWwwxoAx)>iN~IpE*D>NX*pp31IjKt?=0zu$`60|qyEJLUYDn-o*tEQ2~6yZ1HCR!Q!PCz zo~BxQRLUhVvA<-{?x$Ec^7GnzSxraP@g!r;{C;iz(O6@}tL~Oy)!kCw z-*ZA;Mr$#Tp`OR~o9tEQNsiMJ-?6_#(hU>c{|=OYFGKdf>W|>~{%l}qxz4dqYdwo6FLjV4_M|)oG zABdpD1fO<~>T}K6Jpn%frTmId!~g@B_;nh!wc4Nw)CnlIFA`9>B;f=YKqr5XQ{;E4 z@|krpo>L1j zUmHsplN^88Q_lH^^DoyQUvsf;I?VMK^JSYeUALhALH&#RC&opyp>gh)kB^p8|EB#x z`;Ydo$FJI2O8bNM7wu2lpR~VaPJ9{u&l65Ksk~>m-DNMu&Jw5CQDYUm@4kCE@uZWf ze~Ind?$JgJ;HCTjEn-k(2%6-0LdILY#=p2{)GR>2T2*c*Q!<|I52f~U{|dODV)g90 zdY6{0!xEP;9j)3h`rbr^5%Ys>gA{nZR|5AxqnznA-QG39cRmB>(ekGMxPJxZ)R(~a zDSz!Z?0@Pz;P`9470er)e>nf@`oZ;w>#zA;see%aqW($!yXi~5Hb5rL&#HC{bW7SF z)pl#~ZQ5V7KWTr{|3Uu`{a^I|L2r2F{7>hcbACDKpo3)}h3}`>r5t?Fq2;{uE{^xh zw&e9!;}moCuIg}LXFvZ0|9|lHK;~46ATn;e2Ov=$)O7fLP@6OKZRXsFLl7Cq_M5a! zE=f8LYTCT%X_7LRs)u zpKHV>ynf-exzXD4c3LViY_?DN*Z#u(C;BwUALk#=zg&N~{!;&-{zd(h`nSvjv_I4q z6FJcSs(vQe475LKf7Aa!{|o(3vPQP^AH%;!|J$qTfBe-gx0RDlKBers%dWbgVpqAJ z;^dRRTz>uQJItrIh0A|tc8%Rn(OlRg$X(b&LhsEMY7PVpnL+NN215pK#nVdntf#4t zQGINGDAX=LlGlK0*${MOaec|`%z7IyDTX+m=QHtzOi$NXf~@zWI0Nit;g5IPsy{jA zL9G`yMAIGh9mvoh&Atdae6Vc4$(izJ|Ks>GU4rvZn-|hN%lVh<57%FNXQJsHo`>E+ z{Uh`%nK!6^S*+jQpP~L~W2U`BNc}tcbEtn)|EB&;{Tuo=?GM@?$?kGpllB+wuZ8Td z#~yp8TzKIR%f9>Wqh~(tyYGJGl8Y}bk3TwHsG?ae7*Q5!z@p)OlM;ms$#ve513_I4x4q^t? z-gkYy^4J~loqs zqy0hGS05X`W^?_e{z3gq^-}7ebscqG-{%NTsee=drvB~rEA0>3AGAMgy$D|p{XZ73 zbsbyxFs3<^{xACfyl=Q}Rqd~zUwczI`smL}oMLB5k1f|-{|obJIG^iewfvT}{@@<% zO`EFE+8xu)Rh@P(V7tTwhK>UTGf#$Vr4vwI#z^v<#51w&VSB^;go-Ahyg?($a}v)M z-2S|5sKEJPz9u8}dvg5!yEbO(`&O8b>)wb)tMhdoXVCXn$UKfXbHqRZ1Fz*#hn)q8 zy&7yE^05Duzv##l`xyJ5_K}IQ;rLSKm;*$g2+oYnt%YxC7u7 zb!^)htm9hi0@^3u|-NS7IxACZB`QHK%3xQ-#FE7E0#oYs;y=_Jh|mK_&f00Z_Y(q;MrIQMC0cAdo=avT9`k=j14*CJ+-?V*-e{a@xSU&|1Gg#SQ& z2q*)Z_}8XACgEwSFL+V-C_95##+J{nqX)*2^|6>2+_^Y}!=O50$Tz|O!hE75K zgZdZsPwL-pcX*og$(So>f9PDHzFF$uV#Ct@uzkuRhcsSje>Hi~|51HBw7+DGAU;m} zi}qKuzizwr?(*d?omO_;?LB%w#d{<@?X=U&?YG}ueSD2K;^kYA|8td`=QD?klKrEg zU45*c(Pf%1phF*Y}nEHD%D!Pphj!Lhf7gT6(N; zI}JI&HQy)38q@`d&L!l&rOH3R8oSew16=ccVyr=3faqL8_V)FDiq&%NldLg#|7g1I zY0&!xRWHf!Bmu7Z$~P_dO4)l#HHM-1o+s-!3d3gfdb|y`Px-U|ar|-qF?&$vRhu_C z|N8o2YfrznaQ)%>OZ~%iFN_n@-}*7)<0pKv)W4{IQva^&E5?qD7up}RKWKl@{-FIq z`vX2H+F!Ik-8ZRe)e~HAs`JE4u|F@k;F9vshaOgTeb25Ir`ToJa_C`)m5VO=QIqi& ztbfeR`ngZ;m3Bup((21r6kyL=s!vBLPkStYZVWF1b>)#6Au6iFw@Md4H-;C1y7I`3 z5L-_B^K-bLVtpMiEqFNNRD7xj_^_8zhtT3a zSf!bb&GtohNp2cv75QNOr2MTfvj2_89mk)^g!50DKhiwH`IqYt*WWg8Qvaa-Mg7xb z;+Pw$e`~xCx^`MOsejY{Q{9^O7wu2%v4QVGe2Z>x4O7}5Y5q*}DD4m0A6uIJ@x>EP zE_>{;hsG#&-f5?@qx?tyky8Jp{uwcf&?n5Uq5e(%oAw9oFJCWce?gzBIu+8GFR6c!;Q@^eEJ$6r94bdK{~wKIpw=r%g)-4#wl8v6P&%8T)M6+)q4>PSv1W1Z z)1);f&9A1LRsF);9dorl)%P*}^uMoN{aF?HEUB2sQJ(F$c}#utl)tb2 zYA>??N&m31#POHr9qkuB=j4?0kBuMBzis|NzZu%ywV!bP;rbJE3Hk`vU#`El&b0Z1 z>o4_x+CS7kZC>#CQPZ${T?eK9N&OT3g!*?|KOqn5-#%Z^|7GJtI zgp1DwXe49{;%ggVLyfaGk^c^Ir9G}XLbU;SdXeXM|$ea zks86to({-0o2UtN-X2wRj`Y--BQ=7PJsps1Hc=DkygjPs9OF?ZsuA?$NB*wa<=?wRObqK_#adYRkx zDP0kF!q~fNHW%A`q_EzB?7pGq3y6BzKIPB;$MMJchx4zl1zdk@9p?H={e${f=!w)n zsedQC!)+1TA7)cw&FEuFcHir>w7+Qo(*C!(lm3skhPYpc{ulaR=zm$X|K;(=pDq_( zcuCo3-+c?tecET=50;BB{!w}Cv1iqu-_qA#J@+Y`(g93q)d_WF(I&L;F#e28bd?I)?}xOf-9c+6K~J|m5Z3;zl!udxTzQUB|G3aAVJ71zfi zBAzZZwom!9|J8BF@yGdx^KYz2Tz|0Ea{Z?tL1(Q^@r8?fsf~m z)4h2fUywBXXJ#|Udpi1V4%SDxf1-;?2%nb;J;GudD9iRuW~y6J{uAbK^gZ@J)4e(V zVlJt1Rn9-=v$A(HIRA3};rdJcBk2@)w}kqa=@ryJs~o6*V~(KxLHmpLXId+0f71RO z`ef+;q5pyYm#R0teE-X`rH_>>uDH4!dgx*0$}4|fmM(o<>Z1My{cCns?x&c8pL&w7 z+HsjKu%eyT`?PazGKXV5%_XF2J!1;E!95tl9wiirTwg)TP3CZ{r>Ov1W&2eiP5zrU zl`=cCPT$kiv!BG4wSCeSe?S~sz zWUNY?7V|e-n(af5l)uMp*#CUodCKv}`N!v7Pti9x|Mqb_u0L3Nx&F!+q5eVri~6VP z>(sw#f6)GFdK2wW+TZj)i2Z=Gzv%y=|4Yw4tG)*M|6URQ=hM%uEDt=ey!`BE*OiAJ zoGMQ}^C#8CG*+>N`#)z^tu1rnht`j}?kD^2D@P<9S7ZVRzJ&ni^ss=Z!S4)#=z)$L znE-m`2|4HVc0CPNX9z?ObmYhc&@)fSIj6VlX|Os&AbOx9M<#%tc|y)PyKe-X}bLS3Ml|ESJ={tk5D zy=*Oqy78awQ~uGf*#B${rLn^CSLYSZKb(JkTyXv2`djq~>L1jrKFL@26|K+vtKdq8Dh2KvxbX|A8{z_~fZ0Amx00U5_ zob!-@;xfUji*&QZ;OZh6Q6vDiFA~VoSd9D;$C{m8Z#r()b7k$q{_xOyY5qviqZbESO)D++TZj)(EmdJQ?s|}f1>~CHS#~r z$h`xb+2;HK-n&;)#-1KR}(o-6vqN z2C;>c4vhEPkdJt*lu`a+ojU)yf2F3OUj{@5V zb*xaGMqsBouj9M59`=FTN^GC^Z!?%GePlQ}g5P9vx%wC166!hU!bQ{Z1akOwG^D6+8DS z^f%1c$uEXIvB<9&;44pi$KBpZYGvV1b3IYgsy73t=Sd-t^Y>A|x1s!lcAUoc`@ak2 zukv93!x*#wSr+Ec2ELA8j=$(HoPT7F<^0R_hwCr(59(jkKV8SB{w+EJ?GM){HTAwh z`z!S9ET61%XPEjo?SJbJw7+Z~X*MeDFWO(UKV>}7{!;r(&wYw}v^z(2a{CYP5e4Y+ z&FkNwV0EA`;#dz!jPk~wpTQzPUs-FlL77|OzDSUVXwO@kpHV~r=Q3PtwLzI%;l4{o+5b5HIR9||<@&?*x3mALe}w;x z`j_jk)IXuaQ~$R9K>NeT1yb5yW_Qy5r2S3*1N|@N=c50K{-+#&rvL4=^Z(Aseu}w% zI|V$`;lBpZyxs|_EDh5aGje)%RZ7M;NpyH?ZO}ZBqfaZIDj0!=&}X9Q?`std>K4Y1 zcR;S$Ry;9}Ktt#=(f+5kk9*c^DoyQUwdoZhU+i&59(j_9UIkQsee-cHXlRt zKhpkawia}&;eXm+w7<|N%x0(k0a;X=gZ4+01?>;oAGAN{|MWf}bK^^~KWAswba9Gs zU1wmTZyO9o$mD$nlP6!1pk7uHEImdhIHMP_znI3Qe&YchnS{~0t>2i+8J?plgLUa)IZI~{i{R`)( zp|4f@4lxM5FFW#xE6bW)_fHsXYdCaWlr^0OxW3Oi-c!|q*na4Ol)vbK?0+18m^Wg+ z;rzq-*L^04iF5to`b+(T`j`2csefWDQ2+Kb8)$#f{%ZCm?a%Bpa=Ca)`a3evO~!l;aOlrs+DE=j;D^c9Z43E?WZ>r*wahsith7 z@@N0!_|rMW=Zrk3_D+>L1b{d_JZAWn)76 z1@#Z=AJji=tP>sYiuXn*MXN&AcT7wu2l->-oGVK(lkNdD><@&CIYyGv7X#Sinr zJSL1W!Q230O1CI9yhFoEhI!|UC`uqEU>Yr;Ex7$n(jR7L)``8c%Fc93wyf%Fh+AMy zlGsAi;mtp$xVm0}HjUUu;)CC$`3$@c)HC=mb+CQP-~DXbKeQj!KF9vojVp{t^*cdE z9Dj8_;rzq-m+KGL-@0a~4MqKf`d895L#IeM=%Um=sejY{q5bFY=wVKXxq|jD?SJnN z9>b&kMfPOQmbv*&;f@~xLx2B-e1}>f#u4=y$9>z2>ivgZ%wwBI5Xololty3Fx-*Kvj4e`|HJeaOZBQ~vCK=08b&g5yud2j?H3 zBU+5A+D$RPa{lG|!}XW?2i}jT{zd(h`Zw(l(IZ1YfKEyKi}ok&Z<`nBe{em)Z43Gz z=zpO9q3TWUlcWFTRq?;ftXik%`nY>KeA|NPa6|upN3>EsD&-Ow^)D9ix;#zw^r)0e zU}9e!=yiFTYUxoam%zlnIMD0zG}Y3hQZ9js{Uw8TKgBwGKRfhTnWN)<67!SldS1ut zw8R%;UGp-P=Ib2N?yLc&SA8I8mJeR93uha$eU-7xlk#u=diFn#Ka2~FYx5P`TpqMPXn)cEY&vuv7qmZVf71SL_7wdOb)KOAPyAB!KfMzE zC&Ve{hI=KN^WUA?9R`l>T%>uo8=K=i1;t@c8}|^(92s^#w*OknzrRP@)@0Z*?)#ix z(Z{^8A5ibq^0S;g9uX<{TN$6%q5J4w!t8Ud`!bxzQn4r5KIQNIiTy8Pei)M+f1H0f z|H}Hp^(W%~SU26bpnZeuZ_JslTTuU?{zd&0dU^7>Q2!py6Oa$>588jUf6X6B`@i`z zXn)cEr2S3%oA&oBYk#+Uv=IY%>HdF<7}OYoCOMvv@m8<#FYXyN3lOkYmD|abjA#2p zslD940`8|+J-e>nB`E8V_=QbJtM-h>O)HGEm|)u=1s?meM6cKN8#wrumEUQ=wRJwu zlF;&ocmE2?sV{-;Q~nyGVE=35iQ`XY!TE>tFV`Qgztlgde^LLW{!ROX_809>+TVD8 zi~a}tU+90L|Be2~IuE$t)l>1s`W&hD)BidCSB+E5)w`<0ft~&Q6a4?d*8`bTDT2tj z@g9Igbx_mc_d#vW(6^a$BMw1i9NTZwGPxw_IH+kae?9kU_1fwiAH)^ZUu-zvD-M65 z#uE@%z`O3X?@z1E;C)|W9r;}?%pKs>Ii&5sSKlMr5MFR+axQvam>UEl414MF>Z_809>+TZj)h>k%2OS~KF z{w4aK=zsIRkl(9LIQrk<2e$vOwEuTzc8%Rn(OlRg$X(b&LhsEMY7PVpnL+NN215pK z#nVdntf#4tQGINGDAX=LlGlK0*${MOaec|`%=+2~+dJ&jc|8+f$h6#budxKt_eS%) z^k4ADI}I_uy>Fvl*wD>(&^;JoKbUoh&;G~p$N2~ID(BxeFQ#>d>krpo z>L0Fe4O8l0)IX_zhkYUI2JH`f*Tvo+qy1$*7}~!o2io8CKhXcu>JpZGIAm@6=%4G@E@mQvgVLPoLuCXEISrQh#0X~J!M zUe@o?h8?Hz2Yu%Ndc5ndh#6G7*XQfXWA88u&C3Yg;V1)I#Wz2~q*w>rr~F(0VgKX! z%kg`KIscfx$oW^}>Rf;79KrQh`-AEiJ~muuq5eVri~6VP<{UZ7|?$O?~srszl zG2L9%Y4-xQOH5$sI8ZS2WVlv30p(?kB+p4a6WboPH_T6{XadR`G?F|g@od5E&&!4i zoDb$cL7QX5|AD?$_dhhBaed!pBCXC>bq<5RvqI)EyyqG*5Wv7|dDL%rVPLNY+lM^t zzu(hC`CGqW|MQqd9VZ-rGFFCtgY%Etn4EuY9_9MO^_Thw^)Kq5G9S8MUe-+N-?Tqy ze^pzH_9ylg(f+P>742^w7xX{S|3&{Fd~rh`L!Bq+f0-bg#rt1oR;?+UCi>uq&iX#z z$1FfgbOkLxpj58Jo6FTuh9+7t^JSv6)_vzeD_YFT4k&CtgzNG&Ie9Kp6`aw~KlC1L zygyNWTye&ezEdG%)9)^I9^};rP~)am??nuCMIGA~gQ(-WuK#*&l-J?0iKH{L{Tiq6 zJ!X`@&4=uNHEvkPD90b?AI`t}&W^sf!}X`ymt23Tf4I&CADqLcS5W_g9O@cM{Zr=* zzh5roQvH_ESI~#3e^LL^HJ19P+NjjOsee=drv8n!622|kAGAMeUuZfv_3tK&&D$S( zkGAZm@Xt&2|C__#{MhBIk%7ojhY`cLjv=Ni(q)F6){-{qB+VEm zz>dKg7f!(*MY_zm%!sT7t#p8v9T#2z1NJD=W%>d*_i1K!oz1tHbKQ=EE~aD8?K(-7 zZgX>c#~r>ADJSc;&DR*8_WoAe`(<@ZdrZR9RA2D2eUT;BKFXi{4`YqvPsao1mo#5+ z{%P{y{LA%+>#vN5>Pw^kLH!H*WayMwJ4C0V{t5jax@Aq%dK$8FeS`WZ?H?UOHgiJsFi>>UPLkqrIrTuY1UE`JSiMRUskwEqN_H*0`O99N?Po6JrhP0z~H$ za^F(rA7G8$X~+St`93k$pe{gkE+KpSdOyW#Irm9y7sS8fUVFK()%1}3P9ETz_q`Xw zXYXE_?PKM89@l5W7J|*_^{DPE{A{1{XaD2)tMiK9@91+wwU2G?>F1Vd&Oe-gqkqV{ zqW!1uBV2##+U#=T`b+(T`d8I&F*c}wQvas?L;H{RFYSNRm1uv^|3m**)s5V4P@S>2 zt!RJK|M}nb|IW<%xlituc1JbR>dRIXV9#5sPe&e?RjneVZv_*4)2 zbi^xA2Ye>oyV5ofvVDxfqW@{_CLJyh_N$xFVg+7N<&}q{^Kdi$bXK%Ixj&U zoPRj~a{b}@kNHyPM(Q6XhqQjEY^eX~`bzza`WN*t>YvaZsegywpmSqgLjkMr%IywM zE1vcT?GNuSw7=;8qW{lhg7D33dG^Q5s&#UYwmac1)u*Ed{`?NzWrmEED9Ps72BkFH z_$S3qQi;Z>$o1>jmq#9bwEW(@xTA0{O)&mm({ChN8f#RcDCGe&pqWQ|M{Qg zobR7g&OiVBa^;m*miz9zPvqDgpr!elRWs$*+iojA{_&5?x#ymz^#fwH7m*uH{Mu&_`@Fw|2gI2A6!yylsxdD=g$ipUnq}AJwN~X&&&Dp-OoAa zoO0>E|9iRZ)?3TWs#W%VUIF>*ehNAFN!N|4PYiVo*DH`3t;JNG7JhX2{ZwB`V=w7* zL6h@=V;{cqH@leaH(BU;1yw$jKl>lYAI1jfAD^!||GLdr*Bh=sTz{#5h(1UC%Y7kP z&!ql|`BM4@^>5lA$u4t!0x9h;+F$t{C)Y7)fBM*<{o(V4_l?jusDD%crv6R+`(@Z4 zGji@zi&IoD_`v_4edBV0^~iT0biLbp;lc}3qy`ZEe^i)(T3V6{Wun5XC5CXv9k-W* z4?ei;vBw_ez49Na!`r{@ZRPc^f4%-c_uO;K!w)~K@rAR_I;(v6A3t37+H6PcQtQeHgfC06v* zlTVc^etJbY?6AYie)}zv@3Uvwd+)u=KOcH%`RV1Cm8YJ1O8NZvqx^*zU04nkI{4oI zzW0@V_uZ!)d+f2=F51ucjd;0eGy@>||BMG(zS}I$eZt%_Tw}5xtG>ayKD#bk=OgH~ zZM|~8QPuUNPStrdb=$e$E0xcZvU(~X+qb`q{%s(8%3u2_`=8m89Dk}0aQ@-^%k?L% zyE-rAb=P68zqWo*|4?6~_Y>DEsQ>jo2I`;GKYfhQ{-OQh^Q82NHhNr?kvPFS-tmrd!WU00Pd_cO1Szp$ z!-n#}0}n`yWcRZBZo8Kgg@%0;mtJ~ld7s1+5IgzCH@*>Zgt@tm&u_F1Kp!|FHcyIZD#3+99lb@8UufC>y z;S0x?op#>2?7sW%`ujF+++ZSfIe8j_b-)Nt_7qgzPl0ovWIwx&jphsYxCL}Dob`l# zt_FL$O7t};SMA$4+tPLWny!dD`AolSI-TA3Xm>ENeac_ftlC#p7T&Me|2Y0Q|8V~0 z`or~C*8=JvriW4gqW($!oAyVY58)Rb*j~uf{xX{ub7uce3++#}#o<4v{ZIb~<__B5 zZ4RaXA=w-B|Iz>Hc9*BGjQyeKK7~^{fCw+R7aOTlJsl%5cMn^cDA^NJ-HkBhZTWy4 zs40B+o95=qx^?Tz+BIv-nl)?U|4ldFT#h{Qh_c)6yOk?0zoM-8;~&+xf5;(+=>Cb{ z-TnLWr?D@dH zk7di3m5m!Wmiz91pqzNpiDk!~cGUR9V~;&rR>|2-k3RZ{o-4KEj_)p~oN`Ke@WBVm z`VAX3J?NhfDhD5Oa6x^~J@=gQFPAf{&OZCQW&7>6FW>v#_w*br$kasS0&7xsXiRAs zJNK#Xr;v3j&WeN1i+G;vzLJ`bhgh)16wFq(J{xxtiq50D57xZ;U+=R(UHGrKJ{A)3 zRJKp~`#UG>e;j|De>neg{joKZ>o4^W=tqdxQvcF1LH*P1Md;O{Q_Fg}g8Db@k7{?( z{xW-$_9x;Hw7=ZOX8lm=8^T*NuXTDAKd(!{#n)n}PX5=1i?5B`Vc%~ij z)ScN2rp|~o!3p%DjOH7VKnqUEOXT+N4*Ot>yKfN4yzyal7KleGY z;Z}&Re|XvhQKfJ>Rc;C~yzP)mL9#KK8MX$$3xvX?eek0(V%T{UuBGD<41n!buGX`t zF8k?adWO{T#~&|#>u2g$pO^g>8_P{M-6ZY4w|wHrPn6&O_P0$WNjg>_$*R^cDVdZ0 zv3j-KPm$*5&VK9!E9m)P z9s!d%9P4Rctlg(DxCcYnql5yH>nlh(aI9OmuH1Ipt>wT24=jfqa;Tiu^mFByot=?8 zD2@|f|DNTt%YGvJFV-j??c*Mb<;#|q_emT9=RD!;r$7B^rNlHoP!5w=!ZmWfQu;P! zgPg5&qr@U`_r;gL{N-~0{r8ufW&g(e$g?eVwnHt0R+8Jk*=T@#P z=ga-w|M=m5EJq!6lzwN_@4pcHGd}srqlEquxi9bTlz+dTTh%zN6`Xm6 zn8*8NKM1}@|M6Nq9Z>a*FW_3OK&^RxgX{%aQ=VHT|5rXQah=t&heP1!o)_HnMg#0P zfmdoCIR6iRltW%psR#V4B#-}E&q|}O68cK1*Lc^+o#(X;wom!9|8e|r{?WOU^KV@@ zV%@20lB_3Oe|-J)lA z{g2IV{B!$X*F3+z)a?}2^*-5u-FvgMmtI}kmHg7mg4sFUE$(Tps4)bh2fVyuBNKq3 zrPAqVr!^jdy%Ask`q#_4wQH63h@7j07{osNe6ZZ|t6R$2wRZnCh&bnI^~`FylX~BB z=)s5RJruaZ`rSM1pmBu%lDo9KmL!Aop5FMzzn3$iK3ndT`?s&X=9=<0xwrec;sKH~RXh!}1#|KI)0GY#(x@{99jS|MPLh@#phX z%p074IRB=#it7*NO|HMxKd67H9!33A*9Yp~u0zrOP&s{p-i4WX<`yI}zDcZX8&O6Gs+iq7rdDN%MZMWZ6 zu8=z;-u#v~ms3tYxjZcQbq_xmU35{|Z^?e;s84=E&TX15r=511#vM-o>goEuoga0t zm;Dr{%Gp$iOPv0duasxx+^A1{;uCtW#wBvjl>KshqTE9dKO}d0f3a-6&DP~-au;|0 z`+B{bPg`Ap<|UA|QTmDMuW7B;F)8EF)@+%hbW94L#30s-FJyz;eN zE9>)HOHmf(e7tMj62ox4AjZFc54KPFYhPghuFaTxBIS*MVE)%@ENH~XzI;*D>5lin%)-`oFEqyrH{r6vV@x^7yeoM+xpE{~MBXNpTPqjG2*S_{O z`7RrUKYonHQ2y<-uV`H3E2n=&;~GaCaYQ*l?%VjG#3|xai#+_$gS!7>o2|DgSN-f~ zsV1ql@@UeUh$yPu?8e$#4^iB$I8Fz25lXIZqko^=}Z@qQ-^wCF`JMOrn{7m8l|L_lQ)p$YMPhsB<&kHX2 z|JnNvHam+W-M_PYH{9pmeV)y`ws+SUNr1sN(d1|og-yz#*ly1Tl*?xUu=>aD7;yMHKs@0CtG z=_I)e_x*I4?2|xTuvRakF<+t z=FOXz&OZBF>9e2xZ2G0#yIudh#Y)*+&bhIlVsv!e?$h$SS^b_hDeGN?`CcKrmk@Wc z;qGjF^1W=zXLrmDc^mSK@_X5NB^}Q9m%T4{H`f71S@|Do!L ziYtXi{|o&uA}8s8^7TRg(;w6S)a$KFlenP5oYIZkI+9}EnFi6U&Lbazqhw3Qo5|^P zbX0qtr}ju&%FSpZ_bE(HrC&k{H46yYH@dV2_X6 zy%k`>nNK*2Y4_dtNJk%iwBBDav~p#dHEX8CJ&sL}KmK^`#hOH1@=bjBH{r~Rb<`s;5G~x@>d3{WQ<INr)0OE5cUMC29d?Vb0qeKhW% zI!*E==8$=vUhE~%A^SX5!Tve^HYYF+rW38q`RDo(Dc2w6PnM}JV~0jH_DlIIy2SO2 zkB#dpr&Ir^-gR9={Y(5|`jz<0*97qg@fYzYuqN?0Y*gAGv_H)ELHmpLC+%Qbba7Wlmv$s-en9*I^y161g*(Lq_=eMU1Km4#XyH4)fepO-(yX?G6 zI!*4Qo;UBU)a#AveuuAp{cGv|`|tCfHC?xMJpD@U&Hi71^VjLBtFB6K%Uu>vKKZ2H zCvn(ehou)@e6jGOfB5|`zx?v_#V_uZZoK)XG&0glKmPHL(?JIwB==|>mBz<$r?+tC zAG>bdL^}NNBhn#<9Grgkv!BVnqYu)x*It`;-g)PA#T8e`{Sn^0J%Ifj2OoT}o(uJ~ z#82X1ZZea$Z2aX~aoJBXk$o4YhpSGOvdlp(55ta)c*XKH#v0?T)=tFwKBqw&_BlQ* z_7K|lKD7N#KVHZFIsTk~eRF{8ugau27KW!$m*rRXTT}i}{!;&Bj7j}V{6YLh{OK5* z_*?J-?T^OJ^SMF$s}Fl)oFe9odE!s_bBVucf6)F?c}n|Jd_3WePJCynQOy^$_l_?E^bj+1Ae%KVQ#_Lw}sTRKtBnL_{g z!>EtTo!fKfJdpld?hePEi#OizeI&|K2R0Wy$;0Bs@_!a|+$%mR`zb6&T77;kUdQ`Y z!0*sG9sHs1soHaO-=yg#e-EX_Z}zSh>Wa+LeAZ`*ZO~q{7uY|?pYxCFkMf7|m-?r% z|EYh~{(&t>{NebG_)F(Q#*)OJJ};0Gf1BMw`-ApZ_8HOsr2X&jGtvK$@f7_p8eh=) zK>ri{PxL>1QvRo&?5B_;k~)8_*Sba>LN2pZ3LM(C8Ow(6P^XN(Nur_Sc_H-CYP+7R zj|b+EefGKM(n%+tkY;Q@BQ0LCByHRvn*z!o`q-47c;X4+IZ4iQnw4(5?MLaw7hljb zo9?{h&a{WbFAh26kTiGBoHQvL3b6m;!3Q7IeF_I2cwoBgu3x12^WRD@{r)96i|P7w zz<~$oz1Xk6_L`j=_5S#l8e(ma<|0EC!Z|u zX}z!QzxUp9Is56F^o1{Mm(D-$d_7z0%{Sjnh)0}z?zw5kj2YSw_J!d0;M}Scf%q zZ5)XQ*SG`D8L@S%@eS}7e~HkCvW{!c-atF3Gh3{-qIb-#KQ*a7|0`vG#XkG&qcIGe-Guuk4n6eHbie@zrl0=gCu#L+^p$kK#p1>9 z>b=_7gK_lHN2N<8o^ZkW7s&nGd#2gP&QAB0^P_N|#-!eHG5eU=x_9E#Q%})5wNE?! zG(CUn_~X8ro_+S&=8Uep?z$@-E$2k-A@@|AFYR6~?H?o0{BwNG^%rE0$_&aMofDM5)IY9!v)`Kfm-vJDE5Bo-7*=$L#xaOL>-!JH z-__Otw&;Fnf6)HGoG_U|{Ee~5n49>!js@{I@i*}|{eM0OL^jg?`e^%Ww70g2Q^2F$ z_ZNKoZJkxb>XI)Re&weI- zLH0QuGkbQr=kB{D*03>6Ik!ACDQ811l32x+a)-nod+eS*_qordnZkeaNhiyGiO14} z+(Uu3z5R7^m-p*(2liUcb|0aHP@!4vWEoy*FWz?D4Ml0zC%q@aysr=xBV1?!PK{5SWMR!&acK= z%k~{&5PDyBDdW9f!7TaxHOm`@0oKQ}hUq|S*R0b$RSd}f3l`@1i+tn!@1|4{!De-M9}pPl#N{Ka0^&f0yKR{Sf2VU?kU9vPSUAj!~-0sOe+>;w|AXe@$ryDnH6rX)B zy|;XMS|YIkJTo*jr1xKJLf_%vKPCAM8#bg5WRJzN_ue!9rAuX&vNN!&6+j3j{^Pc zUrwwLzPt2+P>M%Fn!?Nn>A*412>Piy+B1A+Z_hpZXfFj9Sd zwXWv6Oj;vfI2UZJ+)sh^l4Yr5GT3gSfBc?p#V5e>nT~hZyiVWs)pEvlzW$_5eb>$P znA-w<7>E6H{5k*3XA*Q*SYup&B3mebD1WJcR4-Hi5`PeX8D=2{)enTX@CCF?9b71KSl6Ye}w

(6eS<6aq>bCRX~75$X<2`vdzxW%HMq1#BeT%PE!=%*Csnh~aLwSVl(810PY!7^}8>`LaZJ?dbNAWWIcRO3hN5>K4#PR3+ z^R?p`n(L49C(jAW->grlf2e_h(x{V(t*(Ek+H1pS|%i2toOGOp+PxO=+zwuR8py8i#B(w=Hbp%k*E{jJS-Tb_n? zT2d&5Y+&EItheQ9Xr(2EQpg7Ot;>2_o`zOhQYeLNVBg{_&V9l?+8Q4Xeol*@)-@XC z)sVy&-2YL0qglVXoh$v{v!S&{>=J<_>=gX_J`SG8CTN&s#uc#5Bh%; zM?*%?{%Yie<4L5nKda2JaiRUG>!!>N8xP#0y-EDgB`7h#r`?j;QgwC@pbsD^ztTfx z$(GE(pHpjVuQfNIb^wX}%LwSWguyA)|g(3GRWk!&9g=x3C15T z=i-VlP2@Pvwgb)E^}8*+taCTu!boTTkaZmYX6^wyD?Z@-!?ZPwqX+Bc=vq{ z4cl7u`DkbU3Qgh)5zl$v?%S!)xPC{y?j?+vC%+f&JeG<*#r`?|ZZmNHsqMt|XEKTM z2WNUw{!;%?|2pP?Z1gb@pr*ib-vL4p#4Srm-c^-S<(J1 zG7@uw_809h+Ml$)|Csi7y+<1{fGzj`Tf`v85HyMLgh;n`jeqODOUsfed2K586Kf)! z{dY(0nm{jhklM274Z0+xUJr?2i_^NA;KQhfsdu(>mz- zU^6?9K5umQFR*`(Kj)v|K(0T^AC1vvnM?VrI!66S&>Pf0)W3=!9AglF5Pv~$0&8MU zcMrWDf<6te`fsr3E1BnrRyX%`weMa!fij%_3>RT*p7HFA^Y5lZRG6> zujxki&++H{Q=RB*LsNN&!~HK(R(q1`kMajHmGW2plhi+unfC_fu3C zc3;k2*xicOn=Q355YS~tbrUt{GI%eZ=6WxB8rtY`zOW&=>t16CV(%4t(e3b^N`3a3_3Jsb3;kbx2l@_R@gF!gVE;OH zkbxZkI?p)&xc(@AD1V`EsDG+lr2Z}bCgKm`FXGSYOK34T@i*-c+F!IkX@9$1r2oNu zt@i#X{Vz5z=zpUBNiY=sZ=b6Fu{ScF;}q3D-RIBl`u{6y@pMPhrobQRg*j*X>NheUXwbwmCv8`d$fV$HU5Cuf%re{EMLo)xP<$QGmpK)YU^5` zL7c+t+=qg4rdK<1P^^RfbNuW4;rw&#X!|D=KXCn7yvAjWpDmZmDqp;g^2dC*l)uzJ z)W3>Lh(AQXs$3-gDwx*w1o1ENKjwmC34O21)=QZy#9zc;cwfdbCh=#*n6h?=zpMNx zGK2V=_?!5f_*>)v?T^9s2kz0Hn#w+FcT87Tb=bXt?GghR8V)=dd15{{I)LQQSe1Ma z;u+X?x4&+AKtlsa-l0{=_aL5axc^PEp#tZFnf>axTzsUEt$F`L^%>`Q^T4{SqcesB z-X9hmhxZ&y3oL2mC#Zi0=w|9)^)V8E z7?vXbBK{=)ru{+ti}t6-U}=BT|3Lps<1eQFiT*eGAOHXQUwb2K)6_s8eAijumfM&G z>O#F{t=y@}T!A+}mqQtv=!20jR!VQpZ|?M>kJ+=G8uniX*T>Vw$x9{GfwMZy54}el zzVU41mouL9og$gTes_xVpsY4fe%D+5MwTB|Tnry8?xSkwKXiibzeYbEo5;@=dX8HZ zUbMmfbKEHZKjQdv{&D^3`=9#W66KHjCNUOO=2HIFv4Gye*iiozJxl$obHeX;DdR%? zQO_78{*yUE{7L+cIS_OQ@i*}|@i*}|umUh8?GM@?c`j6&gZ5V)3))|_Kc~09^&V~6 zPvL)C>i;)~zxlECTm9PJ%9f?gBTb?I`MzopV$`9Jp}&nTrFo<&bUCdj?b55XV3d+= z7@TqX6zt`ZrqKUPU$s7HPnWC}`yZZ$0`~GqQ)nN+xlg^(anrZZxiJ=@vN!w21(*4r z2lI#3vig5epRqjN{{@fgaI}d!iA@Y;eeQZawpV!BzmApKh8%yHLpFDG4q-0kc~##r z&+?D+kL!=}N98x=FZB=gFY!mgRK#DzpTys^KWKlM4eR3&?1>^P-QGYfiuM=nFP{(4 zp<%wz{;cCc|4;UD(f*|UDe{8$_s6rpN8~)8NnDidf10&&$%bmMb&4GdYBNWh;8FcE z@-&r!sl6v7^Gn;FbJo&dX}xW`%WvhDr?!=IQr-6Ct+Z6*_Bxc1&*e5T)>1o7rE^Jj z+f(N6P>tQ|P(nVJ+r(H)?KG9nCDq=)-cK*Hj}sGeXxIyKj$CUALWnPLn2qJ%r)6+vbUA3l)uzJ)W5zy z1XmD$^kFpOuZ&HzpGn`DA^yzz1!E&Rh4`EJoA{gfoA}%0BJp?D582*uKaK0nJWptU z(EgzPLHncF7+Ya~^+x^NC-+LbqZ(=UWh)7JFI%eLPEwxwH4V8kd_=B!9)&(aCN=ch z=rrWY@DaJ@c@+8x+fM(RCUHN-M6p>sexUD{IA&2DmHlR-zx5q=q1Ag~>N@rLYBBaq z5AA?n-(8V5q^{h@t#zgs*}sfk7&qPLg8vU3f6hO=9W&}5>R;jykBLGy5Pv~_5`PB$0bPrqE@~m6B|Zt@D%?EB~O_NqC|%24c?o z{T1y04<3KrPa)?%sf^9?q$^|HuZ7g=a*SR0y{_0Xg%)hz;7>Dtsgv`u%Q;XkICsW=ul-;dXPxS;SxPClG%Uf7AYma>4Z} zQraK1KjJ$sj z6!HI08y?Wuz_hi~KZnNgn14!VF_YVsB;@l_1 z3c5ay5MMCgSk}*uW$}!j#}?xipydzZ4$a49SG!j(o+VY*G1_4NVJtEB9Dko%YD;nc zas5&L^zD)GHPXsn$YRQ08yo7MDnFsCyLNY;C)B^xzXi(?f0T71V^Y_T$&%`?!FtM{ z2K!R}QvXo@QvX6W5PwwpiSZ!*&~-uoOZ$!q@n^si#9u{D5P$te;ZHsH3HvGRKlAr@ zzx(|E!I>Sh{#Z-OB`137%q6u7ulBT4or|G1WSzGq<&qOUb>@;xt_cHfHHFYMoR630L2W}j!Ae_Vf*Ka{^w z9w1NsL;XwqLHw2F0^$N4?1?h*r}+VayWt-s{`Pr7`$Ojf-d~{oMf(e~llEuTA@0{u znMwPD_6O|`=!^QH{YCrh54XSc+^6D{E}6ma)n}h};qr{9#pm6hF_!5W`)j(CS}r-y zc-r4>p%}~bjQurTN-dY1XFM&v^=FJ_ddB{mE~S=B&NH6&cUvgNGCgB|O{LhmPkBED zWRSme3!4w|Y`6U+H5&)-g2>!#;m@cLMCH^4(iuN+`C-FD!587X}KWTr{|3LqX`JI4~=zpUB zjsC|!ZU1YpC--RQ`zeZN+B2ROZ})T=XG9wEA?r^%$;w{x)VbQU)M}=b0+Z8_hJ466 zvy-gsB~P8JO-rq2N+~co4Qa@StTQ{w%3ku+x!SbUYNnI|lhcrfe8@VpldS9|Po1kx zCuM$&jmiBK>JQ8D0{BNE<0DP?W_mn9(&9fepFw#~OW)1G^K$-c6O#}=e?0*Fh zo^ASK{~Z7BoZ$S^HD%a~>#xX?9M_`!F~6PdO{4s!{-ORQ{xCUUI)nJD=nUdd!R;meqx|u;P*TcY>L1t(@dJ5D{oBTIi9d+Hh(9q06vq>PXP*M?587X@ zJ86H?{-*zd{ujZ|IQx$N7y6&{>^u6OJ}v)KZ)9DX6hE~7sq22Q|2}h+q~R)sk|})C zWt`K)0-hFrXDEa=(^Qv2$+XM^O3vy1dRkbWp%B_kQ(X!r(=rbzIj8sQX<>DSLTEEh zbt#lg%RHduoZhdeh1D5^VCO!K+dC!M?@@d}h?zoeE8Tq{UWVlmNlz8r(V z8B%Dg-dmCRJqC;RbD#FCmDztD7mh#YUs+dNe|@ro@~6m8%3taq>R;$h;t%4lj3bFZ ziN9%o(EciRChbqf(6qlTURmaaV@LWQFhA&jq5s9?gp33I5A=VkkM@)EKlOU+(x!aw z6MWRcJsk=SwYai9W3??$L+f*b`;*h9wJpubSEcknV|6V@Lu3E_gSJ^p9ZTe}-=;Sz z=RV0?grB3v6huaeAJB9b<|y)l^YZ)Mc84kCnAd?{K02o@A7c+n*ZMl&wQZ4ut{2%q z$Di{rt|6{J${)-Jm$8(;)IZRdkPEoOPUZ&nZ^kBuIfy^9{t&E1{FTQdVA8thDC17z zPvY-9KWKl@{-FI4WG3zZEE|cx>Hnesi~c{_-=Bp2JtA=mzn`M(x^8^^xw3k&ojXuU zwq%qkmONyjv{>QIm2|U}g{z5Rlt)U2{mTf%(b$^tM;vQ(bi!f`G0q^^9p^I@yT819 zkZD?WKWZD}Pb3}@@ zRa?|tEf&^DiuuA&GFH2Jp2D2RvT|##77Jq}#e88X8LQnqPhl?oTbu&-Q%J0#_(Jn~ zm9qLla{R!3BJdB{C-NEgDet4Wjo58d*T4Ih@;jkIWB(j~&c9Yq!nWr6lQE(EQT#;t z>+6I1hx!+DfcV2>me^l|Jn>ha6U3i}9f-fHoXGNGxWu<0)YYr3ZB80sJD z-;6VeKOifKzlvhh9|180q+60ubTLm_}}LT@h96+FyTw{WUs@bD#VoZF5~u@39`>|HmWcfs(O?27I?1-d<*GDy5Li{o6en z#=;je19~=6`y~5s#-m%v<;lrp=ROr(Z13gOSXsvI!yS6&ukZNgcfUhB5$n3$2%4TJ z1sR9)FLCA*KH<5V7ap%;|6z=Pm+ZswA3PR@CsCK@R@SMUe_Vf*KRL!s`Ahvn{aZ1H z>eLR-A^tF|LHt!Pmt!xa#9zc;J|E&-ApV3um-w6Z2kkGF541m3f71S@{Z0Fu_P6?j zv;RTQeJb~8H;(Gy_V3V36riP7uYb)IR?oDLIMqWEePv^h--SgoZDY09nv2|;Zyzbu zU9y)gjo;-F$vBtMYOggHxi#NDQmVUTFIyVF%OjF;E~C|6Yc6tYzI~)rcgbExx@pr? z8kPMN79+1VhsH~@FC19Q&J_UW=-|)1Clb22?i)31;_rdC_}$)BLS4~Wn$LKq^cnpH z?4RS0`M~+d^+);B*#DHj#eYcshRq( zDFxpo(a^28PWK@8{nf`q1ASQ|=y#~oe_w5&)3z`+yq)S?td9rgzN``SJJkKT^^bej zM@Mn)Q?+Gvk3)$~WV*Z$P~#3b=gH)@#y9ZJVeyv)0d5Er>sezlcBcJ4TA(MRyW^7c2!_Y41Elyxq+ce-nRWP7r^?E~Wi}xj_4a z_J`{U+F!K4WG>MD+$#HXw70g2Qxw;A%nbBxgTX3db;*~EHxvk(wKBd#O;d8Zr`}Rc zttQr&e91U>AZXUg_zpEq$?2YYOEtBcSYPrbl$?%x)@?t9U@*1q4U4ILkMqM2YsmHuVi0;?b}8e%W~@((Gg#hqxZ|0s z%gi3o_6pW<%!6mxKgU1M1I#(#K+Zp|Kgu7<-=c4*f2e;2CzSa>{6YLh{7L*x`vdkC z?Jvjz*bp`!U~AI;#CX^z#_WAuJf;0j{{#IGSSR#!Y;o3pe_A6Rx`PTQpGWM}`M!1&v_PkBEDFrLIB47*f+fa4su zhfpr~MxH78jE9t8@1Hc8ud-k9qnD*0t@nKtIc5JGf6hOyKb0etKkkpE{53n9`p5NU z(7DvV#2*oNd7k*I_#B8oU6&GnS6zy+aCu7m!)!L%f3$xcTe!@~*b92a&l8kR7n$)v1B*1@{~U&k12mCf3YUyL;ue<=l|*Xeu|Ib|1ZIY;1e%2$#fzM zv8v>qr*fC7l2M+@nCXGQ{>xa!jE|6~vCi|guI9YXQ>~FN#3{zg{S?p_S(iE{f$UIR zVsynPkR_RpcX<2`ZhhBN%l1sw!}+~O=x=;n7WH8q_RsO>{4>lFuv=JTTz^@9Q2wYa zrTnG-q5d_ULHrRgnqsZ2Lj=?5yVk^C#Gl09v_EKnnJMwr4a3YG4;ZX?~Y z^OYz{Aq=3@x{}+5`=65eFxndzyfPxTY}QfPmQi^P8rG^{+p5F!9%In*I!4_PWLw}v zd*!{0rcJaJK8hFFKgXZ*udEAQM|sV0{WWq0GDrPxls}Ze)IV95QvVWv5PuPWX3QY? zn)sXc2koz5XBJEyXs|hI6cv{9p_G-`7aN6Jle~{*3sF_BZWs`XA_j*)so2Z)9B0 z^>O!f@ofvCp>_TLO{G26l0qqDOZ!`!@wPk-?X;v&3faKEby;uA)6hyw3Z;+@>|2-h zwmc23w4_i9*}%TVS-YQNyid%k_&W2T&oH~pWvZqsQ%%n_{veUD!{vS`#8l-Y@d(hoUBBDH%V>}NS3DcX zh2xKL;rwgX9P%4HmHAG4@37-|F)RI z<_GZy<^}OrnH$8P1zVIc!TUtS-^Aa<-?}zv|5hwP`-Aou?N8dDw7*3r(*Id(?myK2 zuJ>po2C(J+e~TF87=k7-o)GEQuJLc(cWGHNC9h4zeqv3ev;Xd>ecb;GxSwKdbiABJ zIxK$SCWfwY<80evFA{7!q@ZJen%FgpUqA!4RerAnt>PSg4m|q2(cQm<=QNhV{yF|? zBjq{A`KN14*A~|wcUR7>bti#GduCRZTxf1K)_+uX0N8?$Xe_Vf*Ka{`JKPnfge}Nl_ zKMbD{e-VF%eKW-0v_EKn(f*|UEf|6Rhw^Ty`&YzQWACP#ugC4|n$rJ3{|o&uz8>g* zlDPOE(f`&PU2FGKR2Oz%&Ry8uiq@MgwJ{LTWkz)qHRv*UFP`RlFM1l<=xdMtcL%j8 z_l;Ml){14IOA*(XjP@q754gU=J{0x2_=0eEz3MW-yM202^d0!iI~}h7N{V*jL#Vcs z?!hSblgB35zsf?$0FHm1XPkdrf0RFzztAVtKUFRk{Yw2y{6YLh{8@boZc|%I{7w6V z_809>+TSi0>3=X^qrE>$|4Y@AqC@F_q5p~gw`ym8!v443$as!ZRR46JKfCMyudKz> z9Z8!4f20@Yoaw9U5IRMDN@)WsB8mOi(WtrZ=(l@K>flyBf7b8O29DSG17Zi_|FE;1 zEnngiK3_ABy~Am8U7wM9KliCT1Kv!pcI2Q~2m9yv*ZITw=hzWGNEsLP(Mlfvdagem z56YiBM_gu8{!;(AY;c)D{Y(5o{H1b%_%q`O$NDZKG$sBf{wDr*`<3wrZV=${&*>l)uzJ z)W5_Z#9xXt&DTQwN&HRwgZ7u(TC_j0uYmS9{SWSYKuZ4u{SWlNKu4Hds6I~mpFRoy zQ*UH#ni}YX?>g(-avQTiU8vWrl{+<=EAYnWawtO+eK7LHO6jfn&7EHKF?+UC!~Vf)0m<9%<)cztWCeW)p<}>9|&}stmhneKz=x{ZHqzV zb**io4r@R6>#v-P>c`N#D~`IBXAmYtNp)IZd}iam%wh`)$GGj1gQ zru{+tOKeQDGpj9X>!a8duybjD+BnhvF7t){hpb1iXP@@B`KsuDp#OpXhfmc1p!aCY zehUBFQvbg>{LPQ8-|E-)R<5Tg!#4E=3%Da|8Iq04DKX_sE51*4Q~ z!{Ch5r(iFSG==_W`l|Iod%9$;*#Gb}6tI^^nnL>k&VA~Qj$6FJbrWzL)~1v-wywAi zF^jCnB&{*V9DfkMiP?*IN5%G#+dFK)gyvrxa!llDXs_^k9E1IH{5k)){#+hFh6H&* z`BTS3Z3@a?>L1ms)W5_Z#9zRZ1yd4#3I><)aNO-_(5GdrT;CFZ6Mqwb6MwrrApWNP z5%dM^FWO&jkJJ9lK2F+SA|pS({W&7%`Ap)XWdGBwl}k2MgRN8SP*9sW+60g4pOL4j z3{34k8JS<&_MEep{z~g@+g*Muw>-72oRjLdCvT;t8n@S>gnTZyiLsX2X)2vds@tA2 ze}`)9UWXF$x!fkkT56}MbS|m({`G!}F*)~1))?MD8A40~`bh38H8~XbL?EBbnQut= zEcR~C+4C)r%d=t&!DjMyRQCx#`{(#`{&D?L{!so>|4{!De-M8;Hq;dOlK7MOyR|K7 zf6)G-{h4ick(0E)T~A2rwnWw+^grZzLjMc>PxQZKe4XV5{g40O{Exj+KljPK((b56 zntjbH}Wr+!UCt_&ZMYo14;kB~_Xy*4@xxiWl2u6Z7XKEk%s|E5XYPcc!} ztj7;jr#E^&$1TKvpnEJt_t$eyv;Hggr0=n)deLJQz?20qpbhBE=3Nc5L)gEJ9ml`S zOFb_P^NaJ3>ksdEL3Zf-3;nW3>o8Y*{dkIJoEe z1G*&Z9O4h+f7(C9U&Nop-?Trf9f9=_KN>r9yUSDIq5VbsllFIAE406RsW&n%_h`El z-ctQ`Qpca)kefo6F;_~mIkwJITCDtoVkhB=${2__>-Sf%|37&Abw7oi`=mN1>yxgI zak+xj>gqd9URUfmX~Ss2_7DEVQYU91mVM~14 z(?5sC@tA)~XEBr8l_ck4rRCYbjKj2}vzeOw7#>DqBER^FqQf!*> zspEC<2tEOJuXwG>WVQ7Kx75_JOS@M&?qz5HHm3UjgX3@W67!7nPsW1l&#}My3n+gm zf2n_{e~CYczf>0l?5UU`Vo&6WKTUrUe^>l~In(vK=XpZ>P5kY0h4x2XCo(2={m}lW z|AYP?`oB8Zi})+}JspP_!mB++weF|Dxleu`biO}N=Tm++0x}qTow3i+@}7R;6b#2<#kh`)$GiN9%oWO+#Y ztJ)5ecp*9EopP!WfSI>PaPU(^v z{9b+bX%{Zfcv^hk{TXAKp0U5COR43O^Ngqc-4=?mOwZU~)1}mM$$7@p(p!JVSf*#} zujx{1x#T?KX@9qcVl2}$_SaO3o%@vcQ(!&%J7>VWc%R6zucW5q@&1Ix1ueuL1FMsqrSG0wX(&~HR)_yIse;ZpJ7mh#YAJ?DB49XwMU+5>qtEhi;O;G=4 z|D0nA;t%34;!oo5Y=0No~(f`zr2mNpKzp0FX-|18G zKlXZZk9NMFqIjk~<7x4BPnU5?Kc~t4&L-W=bhAISpyZhpaO@$;w{x z)VbQU)M}=b0+Z8_hJ466vy-gsB~P8JO-rq2N+~co4Qa@StTQ{w%3ku+x!QD6=EvBW z+)ttY&@8_(KY{flO=Y{wcS*GlJhraOdkQG)^K$=$`wuh~x<6Cw2#aap*`_b{&++fh z3C_QOuekn-ETQ~SSwZ=mKIx)O9KC&!S6df9hJH{Ym>%?TxLlzeh*qeu_!>sR#M0ofhjQuVk-l zecG`!n8T@_#wVm{J!1;A&OI2yUY^iQDYXrR(qIm!dKw-;uk1e$NFD#Fsgy>0S7gN&KyG2-+XCzi5AEpCaw= zdbczE5A?s#|3v?r*pE2-jQ-D0-T&JgS(hfo53PUdx*zPn&m1LbxJsd93g2`Y=k&0E zr-k1c3Zcz3)um7}E%Shqb9%p?7FK5{gf`PumqN+3%mYf!>HT_ISe>B|+Dubj3MJDr z4=6dO_v>k4bp|2WxliNvPEn3I6dxGgC&0Q@y88gUEOmaSq0~dy8K3BVu?b)=V-FeH zLY>*q+4t@-=tB2r^K;stUz6T>=e_jy z!lh~9!X@%qn)4_xO$(H6`GpI-&iESMw=+-XxAvB$1)08J!7^=sfwZx3!IJdWTZ{Gc zHp->XPqzQ1%ZAd*l|Fa>H1Th*w=QkU=RUzl9o*BQ&`^sj+cQ?%@-(zQC%8X3U0U1H zoP1SE|1(zCax^sd-#=)ZrPQ%R4*P9-qjK(($YR79YD_^eyZFH^W`TK*yv+0be*2K@ ziO{%&zN3=)a(qJNndB{QVc6ek^_@@Y3-VuZfX7AHKgXZ*FRmA^Kgu7>2g+aSAL?J? z58^N4PvB+90^)DlAF!Vs8%Un^m&F%gSJM8Z{f&7LKe|5LXGi}7{V$N8^gnGY{x@Kz z`SagNcieGzy7}fGr0cG~IbDC<&6Z0329)FHhFfyoP3d~cUw^%PZU8^>HyQtRQkUsB zNL_he^4^}MH_3B1rt7Y|L7xTRr_uk9fBf_G%rn0ezplu=KT-KNB5?}8pQ7u!ZhZZ@ zvU;$cJ5WltWRxkEJY=A>SmDi;bhDL(tBGKgM@okM%Lv5L*qZT29BXuR!sc+qxuV~3 zK2y>2c(+7#ex_;J{itn>L;VS;m-bu+`rZgT&nUMc^=50B{oUYf_RsO>{Nws_JA?9v z@|XHY<^c7t;t=8wnG3{UjxXaoF2tXLr-{F5f6)G-{TcCd)|mxE(Eg_X0rLa<>trs_ z|KdI_OX>gm%kuxNT(KrS@x=3K-+lK@JMOqsnlW=mnmJ=enlWRh=24!ZWlLwy*uIvx zZ)r18o;fpZpZRCXv)gB$?a`jrx9wTmQs?b{3jOb~#~$g%8*h<4Bp(I7HhzKk9;Q6%KPy0jPiHeL_fv8&hLcfw%LCk&t_bO#_{L;%WK5e9M&G!ALS3_ zug(G0Q`A2g3+mszCWt?Xzks8NKPyhpxRUtW<9oC}^gXeREopyc-I3QxdDoiu7wxaS zMreOwjnMw2{r%_Xe^|K^af)Zte*5m9c0im$;sq9`kQjr+8#MNSxP!+lB-WsDh+M8Q z3B($5Yy;0}tioa%+D>jm`E%@|jemH2eVui#h{zUN~&V8E1xlaR}*O3(S z?#UiRvpTb< z2V?{>Xj=;xEBd?o$!0O8gn{rH>2VC30Uq@jvY! z!`sB)v_EKnRT)Y93uECQ+F!K4{ygn3+?Ts((R&iBcrHEgz(eVtd*;aJfpqV^mfmyE z+)SIB?$$ah->Z4>7~kE>_kfl0?A>$Iy_sfhc{|{rn|}J!+tVqho~E&lnX(7tJ6C)+ z-G2K$rM*wG|3@EvGQIZNe8qVc-&EQ5r-1)PM{(|xU!-lW>*+n#1N{GZq&!eE*3f|O zmc!f2j7_B!a=CxIN5fe7LS{hEMrxmA|IK)G3%NWwne5!BpogkXlKG51fv6jX9pk#H zrge`++;4$;=rg4G`D{0Xru*qo#{Cy)-}_MhPCs79{yF}fe|>X+>u<0uqWq!!rT(G* zCH^4(Qrt@Xsn~(|oAw9oFR?Lcf71S@|AGD&`k%Hb|JzED`$H=~NQ>WHnciKzLgE%H z(!2P)`<{H3cT%A(0!==Py*`(fcX?WrQ}Dz*+FPV;u1K%EGB17S+uxNqh3vhMIK@48 z-{Y-8ia)+rL9EQGk|Sz5X>84FnX><(dK4p8h_=01+0PmNe44#hvEANSgEm-#rTU-7fLiDAg z4YQRjuHk0@vVV?$8wcb3tK-4-NBKkfOZ`LrOZ-9n)x;l(Kg+ud#NYnT0__jA$FeO) z`^)Er#qDW-+8%8i2eY$if7AZ1_9oT|?e97sw7+S8Z@vA!VBz9)_0`vDoMP6@S?Pf} z52YoGmuEjH*v`~K?V zp@F`v5%fFM>A$Zw&}my38{STJF4o5bb6?g7`W@>2-1^5o>!YJM_o-qz-Q%F~grKV= z9#`WIIOoaMt>PQRq>H^MblfeE_Hqobywiwhl-6Q`7Dr3`LibR(Zpgoj{d4?_-NpIG z^+)+*F<+6Tl)uzJ)V~?S5PuMV5q}bY)Bd3S$M6pXh(uO8?Wsg-dgs0{2nOOmpTwoEFPo4)?ik>+%QpQ@{`He_Q5%ckWJF zo5>ZCkRuwAR2~n}j#6JTIc^Zj<+)C#k0lb=zm7&6k}`aoAOESzO=(QxS-xflr|^YA zUYmZmb>;8%fu8fiGX#H$e`H<5p9+4BacCP-uW^iw6;%FbyE4mx{@=jp#IT0LH$eo;n*w3t%$#fKZ(C-f6)Gd-3i=)6!s?VPa6xf(fe)gJXVUY zXn)iG#(bdtMf;2P=f}0b7c5+ouEBl^xl%&fC0{bm z9SEAWGQLAiQ*yee-cn7iCf1jH$vAf)Xx7U34mC~5>9}Xz_EU%sQrp&ak=nO7zfo|C z?~v362eSWy1vviVU*P=X`lI}z{4M&1 z`iJ`0eI|G(g7|~@%l(d!4afs)5`VfsrQ&OhPmS3)-BaRk+CQ}aAUkOPLUz#pr2R?z zoBl801N#4<7hrEdE`EIbV6BOCkFyBu+7R?n8Pvg<~|N+cN&L{S@xY_O$x2 zTS|3fyAQkLvhTacD7m%EAG*5LpDIu<@ANQu7-{$42iDXzW>_fyQw z`zapMd%TH1O`i6AKgGxJ|CeAx@QD|iWIBI(f-(C`vY+b zJ@;uwKKIG@Q*7b<`%Cw~j+Xl=g1`DB{QvI9Zqo3$(!1rt++Wd8DalKPkU zgZRt!gJXzLb_`1VN&HXyhxVVpqX)U5_6B5y#J*^M(Eg(Rxy|~2UVP!TbnzvZrQLSh zJ)L;sDe3-wp7-LSsno!@r{Uy)JSZ|r5+^9B1@{boo-$E&?u>d_{AN_JkZ?GZCR z^EuXY;G&(){=*B|8%p{~zS0`#%@HE$2Svd$eca9_iv%Ge>jZ|fKL(h1))YX_rSI)ElijQ=x z!#HyMIsdr+D1Rt_12zuw(RC2@Ppd9hWdTC0jDh_r*7@BQUPhbjKgdCjfBT+7 zm`|L4d7h|Gjq9(Li@9| zKP^sit(xCeR0OxauU#dP#Bv(w@wLq&fQ zf9Ca~*pv7(;wrzN0&{1k+)*(n$0>-v41d;pv=IZ?a{s?Y3~~%XlNe8kbZgi6x9+>N zESZwmreZ&_Ceqn|cho-a{{`GnF*Z7``_~|Ahs7^w7$w^<`rdZV<17T&Hb_Co`3Pe7 zfPdJ}Nl<>TlQi1Q&ZEzpEOYse_SiqipYxCFkMaj{lk!)w9`#S13(%X?zr-JkpB!Tm ze-VEYf7AW|W`Ioa)O|&s3Z3?sjS=n7Y`ce8KkaY&AL#$-^MBoQ_nb6)_OS`)J>eeY zSv$;32OM}{y6Vbn(|fv~g7}O0YxDSP;ljmsKZW0;Jy-Tqyt`6$5&fUNq;ZPLd{=dG zU`Idy0RMmCYcr8kYlIMK{d)jHt!Fju{vNdE3~isW6ggI{UY(wO`k8e7jW?zXF1#RJ za>*s>d*Ay(div?7)B5%66OOtGjuNPe1&@57T9rUzRSu=;CzajW?txpL$Bp z#Oj6St@Sl))}-g3e?HxG(@p8Z3oq1mZ@cZb^uh}-rj3)6vd^UcicOPKX|?b_^5`S! z`s=S3{)^Ma7hjxy{_~%udGp^&8#k`6?aN~uHf~HSmaj;6-~Eg9-K(xj7hQBwy7I~^ zrF?f6du@97;fK@e4?alfzy2Ee z*M@>+`v`fM+ws?PpT^de{S!@G0k~H`@(!!xUny%m0k{V5I%n)Vq%jMRJ&3P0zN>|2 z!K-c5{pTg-D7@yIM1KKSvwx01=bx?#u0NMWls}Zef(xmCsDFt+h`)$G6(bUV!)~Dc z0h>zCxugA+Z70Evv_ENo)BiyK%U1ZGUVizFbp3TVHTP4TeDbO3iN~Im`zh8Ce-VFu zB>q~sKGVd|+Wi!b2fQr=Z+27Bdb6b}I>H-HEA;U< zJl>0^xzdZC2G4t6d+1+2z0uJ$ckbMD=9y=v{rBHL9dyt^=|G8Z9(d4!>5MZ@*H{JO z6KmJ5mH5I78gDrG;Dgcu2OKE;`$>90`o=fDk)C+`@w8_32l_)cO{FxxZk@yc9!lT( z*0<#Rx&5>~qz4~-a60$AbJEMd|Go0yfvKsfgqX%%ciovzJn_WRKibFdx#pT{(rd51 zmj99X*;8rJqIc7eeso(pwf$0n~ppFxOC@TcctFQi2e@e?;9_#(9{Rm(_AS<#B@e`6B*OhcX)^7eclr56Iq12 z>ot}j`o7Rh90Ax^>a)x$>#x+KUDy!0eW7a%w%|vPO|X9*JNV!@{&k*l{&D?L{!sox zpHTl)xmffo^)K-U@fY!Djper(ocNpe2kkG~pR~VSF4F&C@A}yLqx8Snyy*8oEn7C6 ze)Zs^;yXMb?Id?;@AcKa#lLrh+%K@Q^X@M37xC9%{Du7#*IX@eiW%GMUF(1Q<3jN**6D+VAO;0}YM7sCh zd(&~peKXCJyK_!C<&?B!=@N|%Ag1xsOD{=`b*HrFo_nS%uec&T_Sj?Tfd}r_*vXf_ z{AJm{ae3Mxdppqny76`C&O7eZ-?#hjyQf{}=Xz zTz=VQ=__CPio{6{O27QouhMUR^Bdh00vhDy%dfng)~*|G2R)R0%nGSP@S@+N4IHoW z2aP!+j^MfrK9Icr++Un|>>Vzt^JfsJ@H&46)A~k)^A7?;@|)6Z=X-+pLf3Ack{|C zucV*+_$TSW{STD0()vvUnp&Yw45&Y_w}ue|bVI$h!@U--gy>8U55N~>3|()Ndk zS4sKFwEY*pp#LtMQMF#$c}>#&WN*e1M;xA>ka)?&_=L7UG_+FoWc(=o$AA7uy6UR$ zrgz?Xr;Lo zel)!2SYjZ^gRak`4Lge;zBl%tv5?|Ik^ck7nB%YWWZ>9v{%MSm>(68f;N{{#ImE)x)!YyB_FmcB3VN57O#J@qs>hy5P$ zJ1-SXWpjr9ulhbE{SVm(g&0NfKj0qitFFGz_EX4R+H-L~g~lnUf1rPQBWvYcpN?aC zphLUmiF+o@u^s9)Yh`?gnw;;aWQTc8^ufqitB@PiKlV}#4ZWZC+GEdj>^EkoM<4yQ z_UEnOzKQt@-jaO~kEd0uR;9~jKf|tH`EvTM+yT)Wt#?uMdZX##haT2F3Fn=6URt_r zY5Gvki8|`2qcyg0+ikb%{tEv^!^7{VpZ)x&>2Lq;Z_^Lto{MEmm!;pm@LP#R9FcaD zy%CQ~909*gf46+C`Czr~$G|>`yY9S0?x-G3_sc#D#4h%ibEFWPnA|A*^8W?U*C0t|#$_;3~sn#9xj%VFP;Ja8T^M;?A8;k>6?Z@o3$`okZ{8BO=4 zS6+QZ?w_8NSiu_Izwl)_Bk8{T?n`*qe+4Y>cdq3hI%EzB@LfZd;{q-EE)pBRXB^O_kzWkLh z>HQSAKSFlN6KZw7GKOJ{_O8lK|j36s%f2gd~chhKp(f;!F01Of2 zMSPE(_9yL6+TZj)(El*l|FCeuQa$%+d$~hf&wVQUDZp>oqu6RLZ?_@;=ZKu=GpUa5 z?3-3!w>i8^){4b>-6;w^QjpK(Ht9S+O{H^5b$d@n=I>CA-RiKf;Gu^eO#k&?pG(Ke zJrY-5ab-IC=%dq@ciq+Qw~@2s&OiVBgnKFG&3jYsl{hZ#DSI!Te){PqHh?`0AC8Wt zJ@(ooef?`+lQthp@4dGyZ6{|k9WQrLJpJ@D{ws63NzRn|t(^PxkLje7PL#X3f0usw z%U`C?e&)03th3HaZ_c0J@Z;Bh|NGz5Go(&A`4pLl@5>oc-%0!Iy?46c!VC5MCJdqf z`*B{>dFP#*_TFc2+52&Y?io2r?#|fjt6xn&{NWF!H6I&vvnjp#<{Nq!$LBu#x%4Z! zw<6XWNB!=rL>2x*|A<|ExOP0P{$MP9uzFPXqKrvwMLr*VXsOV&44US1IrFU&z7Mp{ zp0np$9)Et7^U1TTy6v)mjz8xg*B|8%OiS())Y)}+kEZFv5T$vy(}hr3tY+|>3RJ>1B9*;4&>QhY3McF0>?Y??)(kB~`$ z4uAh$ciojf^V!d)|N9UBkapYkE9sI;F4jE-x8Hud+~sgY`mEHQbn;2*;fEhi$I4!Z zy}!D5dhx{<<&KE;^|y&%euLae@l}Zf9CXk@>E65VNekXunEvN~{wJM$%E@x3)9;j5 zyUzW;@WKn}GZL4;{)^|He_qaUnv?$JpZ_UcbkT)r!GZ;~?VQ6M5{OG2JNsCPI}D|Z zFS#cWdhbPv{-4mBwa+%g&dg-NUrQAV*eH#1hyRY7T5m+_*mh^Xy-1Gf! z|N1X_FL<|pOUhwbWkbcLv~k0fjM2t~y(8=8z7OOlP@dQ*zZW!oCM~~VQtB+fLHWHt z^JZFouGXU+(6#N{?gr^&{luj8!Tx0&IR2b}Tz`~5kc*VRRgX~r=vYwy5`PeXDUKxm z?8nxI;iKN@=OO;CV?z4_ID__=+PJhoX@AoGR$mP5FUZBHM`?f1{*XDb753NA%Hed= zO*iY^$+P4h?cc~9#%tE}be$1@Y*hbqJ?qK5)6xIl^=UW$>!#4*#NkHxlVo#j#?*dS z{z0*mz*`xW2!H?2pZ@uu|2bWFfy5~mE(|}~vbRZ`V(-28QGWdHizJ?cI0g1qOq7_3{rj<> z;*v`)(YVQFmtLlEjoHT>llI+5;uJsmNnhIwWWUI{=bV%N?ce@Q&N-X&2aiAI2gbu< z5r*GY9wC0vi9>jtVf}>p(jmvI&C|AlxJG$Cv}63>mHW>Fo&DR`*D>b!m-&-pT6JtV z|8%`@{ZamuwL$qCbqMtj^>5K10cQ|@0A~N=i8T`*RPLW;S!T;Xp z1Q(z6wAC7$n6`HM=g2cU-*t?xOVh z&woChaQyMQUm~`PJkEXk7l}*Qxlb?1K8CsJKmX%D(m4_@m_Pq5Wskr62S50M#wAWZ z>0~+U^Zj)BWtS)H?YQLPO9lVPZwY@WpMU;&64%%}UGW_`_euVp$II_P`L-Y3Ryp(d z&zm<-&zt(M&)K<8&Jg=|T1kEE2Qf*z>tuX-azBgTvNwM}nlG`GwCIsQ7oIRA9raQ#vKxQra3{H6Y({x!@I zaR%`RuoUrE7nc%$`dR_@CjO@VLHoQbdx@&JpGq<0q_ftId(67_V6|1TrbsN_|@IPyuLj2Q%T-55v?u$PJ&X9GVcT378 zCwl74CAA8#_Ow%-i=j4TKUg!89)0wY^tu1~FTH!>+2@`U{>&f=?!vzF&O0?uahcp- zz5o9Er`>kjP0xTDA786&gL~tK4e7n*%e8K{oXhmgv(KiXmG7q=ciKtzU>qZRa(=D6 z{s8W?c=D;I(*OBC|5xvkc=ff{w9W11?)DQ-JR!aQ+Uw|Ejjm! z+$D~?H+I-@M;#CUolV;Jl=bNSdI~n&qdnT2kUOyRJz4qw7QHhIcQ2NEUgUmSxqq*g zksr}Jv-OT_@ZrAaeAiY?hs&KXJ>j=DtlsWBwL6&Dzm5sVzs@1fzp&o8{wRMaf2n`s z9H9Qy`#fDw5PwwN8E_c!*NBb_WC!sl@i*oH?GL;2Q^x{#B-8%0IYIlY>JZnfYO~Y+ zp#2fCC-TIf#Gj%&Tuu;wSJ_!GMlZen_TqH))z>BXjB)PM19Kiqix;mDUiv?QKYH^1 zdc8(Fc&9_wUD{6av^diX!8!X=W0{_@zotv6<&yJEPS>qlm)>~&b@_iiGtE9`c6$8r z$IA}^%gU82(ocT+ll0er_1Ecp-~YbevHhhleJR~~>#b>Y?8CzQ;fEi}{)p$(&O7g% z&OGx>nL}@<(b1m9H4Z)W5V-^6ZsX1Uj`l{={c_IJ-~6w?NjFIRVbP*@(=&26_r7v} z#DNDMn4Xut7C1}FgB9y1)~Ac*94EAoeHA@9mkQ@q9eUWI>FbAoJ&lcxNi1VZ`#?+s zW%P@^9e3V&M_Mz|OE=$qbJ}I+UDD;>zFf}X-B5nJJeZz+?)kL;e*0_Rh_T?$ero=~ zmAmBnYbr(K6cRV|xWW)HE7llfj>IK2&1JLk1h3#udZA&C`R9GnS>PX*=N0?nnfw_7 zKia}aX=XQ;e(l_N!vDEo;gWRqHP@AUwCBuuFvlt6_o#jU z$@c%JF8^^(0{qbUE1qf3cv`&K(`B3yX~>7HKj|bZd&yJhYSU7ynNkW&MuTsEWMqx* zOW0NJ(7xs7TbgcOdHLmZ*4byLzx~_4OTYfjuO)tUm7cxy&2N4~@2~I%abE<^g_}meIHxur+{`zy3x#_8Z4)Tex$3e0*Jc=9y>oET(-5@H{N_R?YQF(>BJLGOwT|6octEyfA*QQ#~yp6Z+_#O+Q0o6IiE>>=Y99xC-;Sa zM((IMH{lGZ^1now+R^ipr`AgMds61d*w}cxUOb-AtRbu=Ur&-2|C#v=%6n@1ZVu$Z zNRC(dGs5T3_+w_0r_fcto(f$gU z3hyer&#KrU+lKwIP~sHVTz$RXqYc0FoX&oVZQcGFmG|VQCgGd>i15>dEx1>_5OBhn*xYaQKl&==n{E z<6zIi<4-)94wGm1+H)`A`CfYY?FXzrl zFTC`E%-1<`hSTwB#`ZJPE#LdToL#jlP0F1jYu2nzr=50s!r4z}o^__gEuNG1f1iH( z)1Rgzk32GMzy0><;YS`3zBSGG)KMHfeuKteuIrF3(|@*K{KvY4OAGWL&g;`qDIfb%cU1)meL zrnvs1zZH4PAIjgZABp;h`j_}a?I7Sd;;-yeB>p7+cKks5gZ3BgPukyNKj7>$`akIZ z(X-#O%}xIo{eQ*plIO(7^uN5F_fx=ci#Wwx*-!EAlI4m;^XfsW9DQuFxAyaAL!iDL(S6-=c1DvDut#5rR zoqY1i>5xMYmGhvENx%BlgK14~ME6kKfB&3x(7^}EnNA02eBhK*PDzI!et6nzkG(Xu zux!av?HK<1H6MJCZn@v;=T9YOBY;t zfu6sF*vJ`YoRLmD^;Eh4dY^Ra>8Huv5s#LC_oVz!c;ST?^!{tyTXF2{Zz%t9vR?wR z2;9g0vcw@gj(~siujHO^^pCs1Pm%P@Gtbc9j{Ctcll>hlR;-Z!xBfqO@c8+-ds?{4 znCAN_M#nXt;O|-%AE>M!)!Q1Ia34^%`$6+FO|fpF-<3~re~v+54;9*~_g3U}?(g8B zeSOBCwKDt9#t8%Q2rG8N%`wKg!+g2H{%H658^N4PvY-lXVCso3`P6P z;+17yICh}@iTOeMoA$TK2^k04pV_ZP`L1m^xU+pzKKBVe>foLZg@#&O*`Bf5mZzchIl=wO>C)Pk=H#nV`k%47mgDVr z7U^9Sh#%}OcV+J<_cfez?z!pLzkXC>8Q#k3Rl^!DfS-S#efCLv@3Xg@zjU13L2;MF zjEBqC5pR9D#2)Ux`|dP*_H4apdtbTx8fQs8_~5V7M!8Sh|Eb{LxN$>TwsfhSKXtS0 zaX2dNA!kPIzyE&eqKhs{&&eI%6YD4ZXK0GEp61Iwk4rDTL}M&_?X{QOS8;f{;yYKQ z1rmFiko&dcANZes=IM0qdFRRgk-gGhvWEose*f^+AL>2elYTap|ET!zX7m29wQcZ*{>|7##)9~R_$y#d;?IC3FfO`2s=q~X zH}N;^kGy7Rf6@M;{S{=U_#x^4z<9WihxP~U5859e*Z$J|6o^yIM4VzqIroY9OJs}S z&k>1J`27@J*R^@8tIrzsZK*>kl_jH1#*(|tl@=?MGk$HhGB5_dl9e-~q$BKUSifOI z8kcwgeEf(TY?L#T@TaWuh0~=bCBCqJ{d(mAAI^?~kKgw$gwFc-*UP;V8>A1kVU3p7 z^)d9bLE1w5>*aThk53psVng~PV(ZwuFeUXH<+qIM?^(ZLecCAPPy7F9YEs+7@1Bsh z(a)s(JL7MU-E7VHBaSsXI$<_UwDSeK;(VqOcPO#HOw+RK@ixYx{zTMEdme+peAJKb zp~`JYz4=;9|22LF_RsO>{Nwt|HnhnO$IMlhxO|B=Hsz1VQ_5fJAL?J?k0?JgW-ITC z5PuPWVt(NLdYKEv-@q63L;HvJUzraoJ25wC|LT}zT|)eA@`Cn9jq%a`qWwktQ{+On zzi>ar)nz}$EQwR(d$fta6@T~S-hnB1UN5af#2+FXh`$u0I))|wG=1UYQDi6aH|-C9 zzl`>mz9&cfQ)LD1Z`$7lQ$k-TuA=?De8uWCZ{9oUhMT^Z9((MWv~=mP*yFT6%3LA- z-YouZ;}p1`;^Fk};uZ9NX8$kFeVUx+-Tvs$j(PWF529I}-+>)CO15OYnVe2XN43{^ zYLB#~+>9pd-^M14P|21|95BgGN4Gs5V`Dh?33jf_UdORkb}VOdN$wz2KH+y8NZ!W+ z_Sd+B`jjQ_b1_H_#1Yw+ZnV!3YJvc&c}uJR~Q$(d*`tl+P}2_&EBB>Mf)?_pKr}yly1NM7wPL? zKRjJ|<<;q#XJ1lXOZ=JbGUD&e;_rnE7pJSQ!Tl67^?r&ub03oXDORc;qW&3?^L%jb zQ+wC)^d9R0{(pG8%L66T@qyQ3%i-*7<9(j z$A;q{=1A6$GG{pd29E{TALS3_FZECHJy8Fu{viG!{v!Sqj7j`W`-Aou?N8d@^gpfoRD_eWta4|uN|I#^rN4p<;zzWJn8(=7eV`*_P5*L zx}V~zaE~_5eR@~+Q&9h^{?&7zu%ANzJna@c^jzJI3skRv%@tP9Ow&}C>}5;iw>N~; zxr|nOt+~jp`Sy`g-6eb3()e8-k&JU0t@c`Tkz4caBc-}a_Ohk%yF4Np=Q3LDwdNwX z=G#X~b(idAq?GpQpZqQ(^~*uS0(!p3sp$`kszGSNDxt+`-=iZsoVd z>QPsG2AYqt3bYsXCHv?2bN+GtQT|Z=QvW#qRr`qgSM5cN1@VXDH{vgy4;jA_fBL*Y zO8jkh2kj5qUpZz=`;+#+`Zl7Rr2oPF@1`@hP5XP%qW5$!#g04eDDT40N;~YZLptZ& z3)B4hi^az(V?z8*{GD;;boR#r?5D{0Q_PY%^uU~l(vro?>HmbyCVt+Y?5CJ)w^P6~ zUHsR`RIhi)WtK{5AG7N4-83l$-z3q{t+!71Aol&$$3p{sStICosMCL6ZJ^V(FgCoM z>Rhak2j;%45%fFM{kipzJG@6naqd&q(YnV$?U|sf<^8J~cfdJMrnl_QB(aN&ycRm- zH`>eZaGHM=?V}E98=}N;N8$iAAKU7efBwN#~pS| zvu4heIK`}V_z_2?pZxgex~GEvFWTQ9<$qYXaA}THY@cSz*-vxkJ}l=x;eHCkXWP2} z6ZccV5AAqbmA&%- zd@=gP_>=gX_6O}R+MnB!|L3;bewy~%?*Q>H&nWi`?7G|T>C7|FPD_@)pD_dd z5A;6>KA6V;vS8tobPe`XY(K;9r@*;S9;YDwOryQEO`M{*u487PZyO9&5vxnSWW1q3 z(5#j59cr4A(>?W;YHBsHzT`{BxdTD7R>pUzX-ZD_)LW{l)x`ReFB#_!1kG9*-=U@{ zIo(rlsisyF>r1|5oI4OSYh`?gnx^D*+_P@`DFlP5Z_BWl`nPa?n%Hi>p9wJty)Qf4 z`$JN%do1$)3Cjb|TigN9nocwOFZ#@!?x|v6_FwF0j=$)B&Ofd{${)(#qHm~wsDIsO zjCUf4KZw6z9~#~y{xn;e_?z~J`;)7EW$`$au}+-sDeW)XzqJ41r=b4>vV;By^FQ2* zIK{sEr6rtN3WkUbT%(r&x%md-ds;uOo?r~gal3h~$G@u%OTJ#&War;t54bLAfG zcXOPA`nQ*CKZX0UJ*__MmQvl=?!)dlxy9*SYHC#_d2^O_=>yA7%xRl+o$T!Y6BvIx z_bKnEfImoL1-5poKcKv4mhC~uz)F{A>RN-I&!2pDla;+K!vOXi^0vN9%Kkb2oPS(@ zDnndmM4969BFG%dAIe|XIWeXFDK@v--q5Y({1?gV`1pFtDfKV)FZD0=FZHjGFCC;BjjnU^L(wVIj{3nYvc=Yim`G(1=dT}B_5N=Sl#d0 zR(u9qHq-6h9D7FJ^^~<*FkD%O`MpP9$8HPv$$0k9@#p-rI9||Qx~6Pgxc0)Y zOZ_9d+TV?({Q4fK}m-CjKP;B>p7+L>!;^+vb7A z>1h84Y(e{Do3TF@y<_)i@3hlS>SLZI_f(vF-UaE+d5dHWM)KY?;&0+_*kVCO1p5PV z3O)Bp;#}BIF~|2)5PvKF9xeA%1b_8M`2XFH-K61hrFYAPxxb>HQkZK-n8GazmF~H2 zBi*v|l_*Lf44~AylG}#+pOX17+8dYo0-2jJI@XxzV#O(-!6&5UTrXv{`$0pUu1Pr~ z3fM02p}iWj@HU)3q`F?&KgXZ*&(>00D_nn+KRzEQe|3FO|4{!rMj`$n{v!UAIY9hP z`-Aou?N8X%h7)Oj)BiyKOYk!lpH`p&J8Z`Pv|`1Y^yCxIrQ=UHG3~O;F6pqt4o^S2 z?PqDl^3~?+BK{=){0RK1`zdfgg`69vaf&&zpTh5__=x$ZvK(_P_*F4q|C0Q#y^(ck za?@0C$MeyaGWB+An24=!wSvC;xfEP8z z*QTWRQ}iZO*61DBy5@3hP~~@(>BIVtN$@2X8J*XSmu1fr^rPAhNM((wzAW`<6PViX zAF?*te;Df=ABs4Gt+b?23faKEby;uA)6hyw3Z;+@>|30* z`zglz$iKW3A(7G>$*# zAJ<>DD=2>qGY9!V`D=2L`lr<))W6vuL;OMfrSg*av(Xihp#5QZ!N-I4SN6Hl{xtt<9*2spE1oKL80|0GU$j4Uz0m%o{aNK=zx{1-ifhx1 zd_Tnl`P?V!Uz<0GQ%rXEN>t~+JGC1M9NqDe>fNqvPV*Esp7*qJcXN>==ADoIf12ap z-lL6qBle775SP6}!)?sZ&b$)}-CP5HL^Pm*G5?vVV?0=O5Q! zwxub56bnN(Vop&0Voxpg5A`qNFV#NsJn;vx7x7n%DQ&J0e_~z`f0wyI`=elsGA6YD zX#djwr~e~kEBb#bmZJSd`*UmTZ@-^n=8TzgKgA5)Poeiy5PvBCsP||i2C(J+e~TF8 z7=k7-o)GEQuJLc(cWGHNC9h4zeqv3ev;Xd>ecb;GxSwKdbX?z0*I0u113tqx#czEcGw(2XF(h7UqPfZeM#Ubm!6eL;QvDBL4LGLi|npgZ2mQFWUd~ ze?TYD{;YV4{x8~}89#4@{k?GEV!NNh@6nzs_fx#PQt>+RXD?}-Vlv-VT^!ia&p*Kb zU-;Tg)wCUdJ@;vBU3q_? zi7VuoI%vLE+HJdG#1-(abGChlG-lzpuV9@RD}?O~-t2QMYt!2oUc&~^kJg6DMXzW7 z9Dnz}WZwekAJ-q{59KfQ4|Jx;0_xv_9rTII@Sn5q?%tbw_oi-klTF*~%-9rTTmTyk z2_c(8$3RHHNg$Afk`QdF>Ag3P!5By=2^~Uc#$$Wj#vTtgGhP zc)s)Dc_bYjNsones-$DOB%;yVrlG+t$xl)2(=GPw zrv1O5W=nSj?F{%4o{>|grLF;J6t$JY+Ehdk#xJu`a?RPV@0yg!EqLD6<7n%h39*0Z znH%vVxbHx0AVR}sPjO!Cg$c*baE3PGr|>#&qkGZdMUQOf>qsz+uXBz0$NF=b8vBpw z2j~yzFZd7mFXRu%UoK<1eZgf$$e)nEeQiMhFqui_Bkc?5UrCOX`}w{;ati%Z=fr6# z^ncqwygu?;f&2;i6Y?kIPnR+FQ2y*$!uKgIyF%|$n4e-H^)6qN>5JKU#xDPnINCdQ zB%8Gxri-aM++L9D5^WGF3~3l~Vm@`+2IOt5ioe_8v>m%SUbEb$qc$KP(5m>m9nKgY ze;sX!z_q>fVQ*oI z?*rq@eAox`&pwK_YYgj8*GSvBNqZ0b&-M}M59lxW5BM+S50$gb)<p@+ahP=pU|Y zK>w0+_0T_|f4lB2DfDmX->^Rjk1)DWY<#f4?2G+H;%Hws`wF{H!LhXGOMD9TQ-J>p z{~a3KL_6Br;G4$!x?KA#q%PEJ*2;~VgcWdOyX4ByL>orDSjnSRzqv7rHnX;k8jPPO z*XPsb$xAuaiL*Lc9~wtn&QBy8XMW>J&r~pNlDD4KHkxpxtTv!@)*$&EL>C@Nw9R}F ziLNnR_P4A_f$KQ#n@DXloN+LIdSeUoZ@d!g5Bm@Fr_fH&U+^FBU$!Se{!sq|evU;?>-4nLw~AoYuRws zH=<*uvh)$~F@Bj3%zs*Ax~@b&!}`PiOEyfQ8K6I)zu-UMzb7aX6GP3lqf|N;SNr%HpJF4w`@}R>&foOQ9uawrU}RK!3r1z<(isK>kv@V3H+szLqT^e?tC-{^5EQ z>s8RdT69$CpGh}Y8p?U-->^Tp9mn}9>@Tpt!2a^F*k9z`r#bTOQ}R>H=lc}B%hP=d z>_0vy@9#djRoV^Jk|tZWf+X){OZD49ic`Ku0T+bbQiu=q3)&Rw_y8$zTe2O^3H3KlU*jXGX@DB`Vn~cS4bZs zGgW7mOb^BQCQtf&>N!XG|A6_&`V*f!_8;hvp5JMuy}CApRyf`DRMrfCK!3}ef&YO2 zLjLeGDMA|{e+m7B{2BO%@RB5RK>mdO1N{&3H}ntKKVbhUdW7tU_<{W^$PZ&&{}eyP zY>iLRN#poF#k_8hPXYU<=-)$wTR4uk8{sY0ZwEE(`4zY-G!auJC%Zyxw9;b1Z|6G+ zEec`)rmV-W!1#al{Of%Re)mafY@#Pk8tZl~Nv*D&Y4f_Q$8aA83%YNxr{y|+A27cI z0VwUEDMZXkdAeu4a*_KEwk^M2WXTo2C}^j|Nr;@|Ns8~Skir={~n*BljBo#%DYe93pGAPluMnSj79!C z#P2>8KZV=)Th0C%!uJ1B-2>_y7`1lvcG9^t^G_ZuW>UYLq+G1DJjUmF7Bd_vL9<$-hE28aodxL$3!_+Ws@YI_n)A{Kb*1wl7Sw)XN@;IGz(#dq)bvM!LufJpVYMmR{zhM8{wf(ba zG2f@SjN@o`bXj}~_EW4_zNXNYG0uPW-6y$EVgH%Ezxmx_{}0COko9IYD3u)OsUzpq zD!kg$Ms+HN+K_eJ8k9;7^wg1aY877XX`?z7Lv6@9ZVgH$2YTwrIkgI}_Owx*ilH`S z9k&Lhk^?<;bedY?kxee(C9Q~VZ{(~@sod)-qS&**DTXIp6G?n z*FrjwW5Sp}viLMC-m%3Xa@n}pVspP3AM=m(hy4fo1Ny7H0Q|@JF!(Rz56E9xPK5jk z`8((xu8TnbFr7+xMr~7q{-wI8ygLm2*Juay|3X9Et^xbQn6*EwW&h0cFT6&xetIrV zoH&t=KjCD$`<@3$;POT$06H>}K=NV7)XssDT86B~;rU@zK zob!yQt;1%Bp^T2$T2mnQ?o+x?A^g~5MTpKP=P6wGCnkEe%v@Zc)~=w=)&L9 zvSoeAR{{H%+513$N8>+>B|gQR5=XncdjT!?`xL6*6?^Ddw7(7waUAUwpCVhPJ>zM% zc8`{EL`g$FWWA+>tn4LE9ji`rt!8p5AURCZkPlf$c9505&OnWvX?w{tUArLn#rYrqpj+uO+O%yqA(+2m3F{ zi=aQCzu-SgE5UyQPfhne{p^ILkUwONK>mXK3HdwF3drA(zneNK^k3*-&_9hX$UL|$ zXFu0J|MB0*yp#u&W&u{j0()jV?>Ex47p@$xPl-6+E3VjPC$xte9L;r;S+0Z{F zj`p0{SCYi1=+gKU9!DGchwPc*VUABRB6jL_wrYpPdd@4@>uQ^JEVajQsHd?7cdc(s z39JzZgVA#f&E!(uK`6DyaHyxDfsBgr(}a}y-?4*ecxa2B)6=`J%zx~jwD}*z=b-l? zL~cv>DEur_Q|E8BBiq}3ss~Fy`o^K?#W999?^Pbt?p&BJ1LKQ59`mp33+oU2&-X%3 zlTSivlF%imO-(-*=#S7|&|h93;6LEMkUx}GLjHpMSzznfS74(1D zKlJS{*dIi%yz{R6=sU;#H;v=F6rG)2njUe)bUOcn3u%?d(}w<;>{Zae%@*N)JhMM6 zN%tu_Iy%%(F`w^K^sea3c8jqte+&(7rV+M7>z|tL+uQFGMoucMT*#S>H(JIq-7Vm0 z#&?7as54b{F62y&+@|E1KCY)3)e$nF&Q#U8kTW%Mo04PtxSnQIN63IWQ&s0e&eX_l zN{;E{dYVxkfdTgJ(-yO3DZLFgK=GN2+@f%&L0%TyPvT`C@T`WVp9Y?Q}fBvk%6XdBObK8VYL#>o4sq>_5;S-xr|2;6I6vg8xGPfcypd zGt1dYUWfdxauf6q;}arRn~s(E2J|nJtD%2F|K~LT`@`6^KU_QaMw&8tir%G=^YHRH zWWphI+G(fL%2oZ)zZ0*3{_S+4RsUYhakS^m=69dceTw<>7V5iCkUvb`7#iA4JJY*Q zVxtb`=}@Sk*_7=WtF3V=Sc?(dTaK2NzBI>Q1=8Ba>S~M%hVfe`ZI_TTmy(nFHbcYw z?o*Ogi%)^q5Zi(EE}PoOCC_?JI^S+FgcwK9C?>q*pHO=;=cDZFuxM|$dva`JO|(w% zF~03xn=i~i)}O2g@lj#_f&PI0g8vA=6j~rL{J?)9e>iX8wE+1m+YMwcAb$o~QfP&) zk8<7x^0&}W=pWF(Y@a~?g#HctL*N;(|Iobd$7trv)9HW%4`g4(I2t#89DV!P8<6ds?VX}Yd# z{i(88upK){wPfb{RRI4|IP9R@V%?Pj9`|L)Tw_GaWGg0DZIP0QOUyefBJR@rBoE?b`P)oB{RRJ#HIV3q(h2Zil_Olo8?HCH-r9B`zg9;e)mG^<@*%kFNgheh~(X;5qbBijqy5y zV%{y;?O;~tF_;5J&gP7FlhV=PQtfq~T9dkzy3qvV+uVd1%GsQW6UO<`;1Zu=2W{La z?>-5gaodOc5v=Tc$z(W=L8y3)?|YK(Lx}FD`%Z0&ocB7%b-2^EG**7U0^?);)0&WV zXfhGjpX@p8zod)&$0{w`xo@Dv@dp}fA;h& zr`dBPK1G+_$?2Xi?>?>1TZ8KeuZn17-|Cc7YLC#o5ZN6&^?=K-% zm0U>W*6SV>V#W)ZHX|FTZi(@$`DhkWd1Qp_-KVU-ioO>3lDx?z<$(q~;S?WxI{Tg5 ziak;KN$r!}Kw$cwl$7QDL+RhgQ2fR?UWf7P|1W8tG5=+)#<>tV0_zX^5A+B0SNRwC zkMa-jU&tSjzmkms@+ahP=pWF(T*rj|$ua`;Z`ePIPMvKtW7z((n&VLX<&C%Lyz?$d zu?5V=EbAoN9AX~!2iRZS{-pOQE(>wA<=v-VzE1)9Q{_*6_bJEGt_;<|?B9TAFF*}1 zR{xUAsGg~tIMiJdEoDQG-x-B7b!TPNl8e}yubbrRCfLiC#_!yOGmd4jGHS_1Y|YnA za&;5zWlQ6CZo(PIGFTb4n6Fn3HGw2J9qA&VZKjcXLJL9s^k?pUnBC1*t{C_ zN6+b5yK-;ZY-4^7p{CzG_z(E6%l~$M zqR1?eKYT7Af63Z_{Aud}^0)5`Nuht3-Ua;&`X}^n*dNT!0Q<}6_7{1}XLa8Iz4Oj8 z>h0~LH5`{BpMQh>i|4}lE97sNGiv#JvD~Lf@hQe}EOv>_zG8VF?4Qa0JH+=XM(XPn zVwukNYsnO=cgQ7_0;!u>b@;Bjgs@UXo5_4SVpg*9$iAM>~0sjI2H6Fpd0`dps zFUX%shKKwO{R8@!%Z#Siy1ohh6Z*I4Q@$Qdw}Sm4>6k8G!~O&N1MDy9Z1!Jof9dI2 znfw$T)WvT!1Bp)|c4+_GGyA(^H`3Bgs)&H((TJejJa{{Dear$du+L;fLsYm-j|Azi8YXkZ>^l#W7_SXKg zxMu~;k^2-Kofe-$-hFaE1?Vpg4{fUa6xnngGi`0#f?yS~I_Go7I|=~JT3NnBO;vKZ zr`}UZttQsze9ky_0BF|A@*QfblEXdqo=R#pu|DT>#<2rHvsRYxP*as0?y2`wQmcve zIiE9*9RQlOvV4b{s^oBqvu^h(m+6)}-sq#RKpJf5eKigNZ{;>Z*e?WgTzXAUN|8<**oQZ(^0r`t% zOUR#UV}$%IYXSNP^e^b2Zci=xwfQ5YEOf%*o7%nhc^vJo zPQFjk)kX6;j&^VIQ-J>ZeG0c_ds=MRHKdra-G<#TaMu3T*Ebdq6&C;qN&GIY;z@ve$&pr%$>&Xl3uqc!0vR-tSSQ z6ysz5vHr0Cl!iFXh&09NMW8vLKcK(Pb7BhqlXWiDy@a;+hw%#K8IZqBhZUaT^b+!C*7+fSL;j9(x91^$2YK6dS=he{EtR=&db)qh zpCyiVSGrH}7{}3;SnOlt-@iNkbI9*g?1lY5I~#&cJi|EC@GQitoOhgpovU(2aSCFB z2LQ&;a}_f_L!QPu&zHKA^EywphQGv5u`$P|kbRSAsmo+ZR`obbDxZihm*93b!`kRs zPv%ouhRORdoqKd1=DJ{ujDztp|5$%!GYPy~_ms^G_Fu9kf&MV9_Oo%Izcv?Pk0`Hk zIS~9u&su~3>YmBAXviNyRug+9+1Kh@w#7o@;i}EIVHIqGUiDNU6)YF+BbbUJt`VTX?+; z+M7;Jw^eF}+B z(dF?e_&$Zlr}!I;Z+2W>2meF={|^mrrjeaHvN^sb)3o=uDOaFTd>pyofNa?S5F{^Z zDqnT{Yp;&|RWOX7r>1QtOqOK>KpJ>aQ~BCS8lPfltL|TofvvVtu>+ZXG}8G2yf&IsH1N6sf zZn04(yM3mwpugZh;J=VR(wGv1e{p`RKQN+BE2_buyv zc^Z1DL7^0~0e#=H-j}DLml_mGAsf*5IBW4KwrFgvBFFL`ZTQ|)&KKW=>b*t(&23Vh z(>Y12w>(#1NvX+5$F%-uhLQQAMju28I_y?`9t;x<^Ab-|-XJ6#cRV&xg(@#G~Q>PwAQXUww}H0-DZau( zWzObI+n-Zv%cv#SrnU_Tvs?!Aem%B@m!&_9U*xhlFPMLs7p%W(@9};y{|xq@%nRsGp&b$*81%Q$ z3-BNCU&tSjzl0{bTm|{l_=V303UAHJj~>m_m%7o z*^}6R@}?2!59lxW5BP7ZZUy;6WG~2HwM=QW0`jMvdNyFcjv z3l=;{#~yne9dN(_{5HItWgbU|9C8T#@P{YRYp=bSBLsck)w!{uuo&akRw;u;=!F^B5!_f+o?Q5aHIZ;qTjb?wK<= zuU*A)Voii&{N}9f?f(UdPqA@$i=NNcz07uDqtS_n>$!=Pm%C8H+x@)*xgW=TUG1lS zPfGC_PwT{v5Oik8(e?(T;K-40jw|Kajs$LZ*!zeVH6kGHeT z)f2*Hj zB*m)E2JC3(Z)5+@cy%UXY7GM-to05+sP(L-&EF%vIYK>VEVW=TAi^+ynJt@_Fgu>r zw4Q%`_i5wiWE&Qq74%xQml{mY7$`kYYimIK3Ubyx>AwBymvG&eWu16dLD~wg_EGNN zdw*hkbN@BQ$NcAYf%TX69N!_p{sa9<`$6St&|mN$@L$LukiV2KK>ifD5%Ralj{43U z^p7krson+s3;O36)4!j8{#E+rFE6A+CQPI*iBG}zDULeoD4NZ&wBLDWS=k@3KfwMH zYz?qK6kDIo1?&%hjs2x(F~`xKb0u|lbn1NyfA=Y`voTJ8hK4s;e2QYiZppa`yIE0N zv$-}p0-DHDU3m?f2tJCZsosm8hCW*Q!}!fft;#L))u^>%p6FbZ@Fl}TTNBSNXSn<2 z{-e`w)`k1~lP`hg-3<47)eX2l>CAcm<$CE?bg0xn!}ScL$W1CgyKNrh>)eSA67yfy z8P*^6ALx(i5}?0@E@b{<^b-81sb6>*{1@^Ebi>Pn)dszS2|JeWg@&0#SZ*t$?PyUtr6mw>?pQ5va z{S;mL?vupP2LCnt@6h0u1i;)G*o*tpKyh@Zmiyp5C- zyx5W2`8qH@=D(~TdrOeZypFK`Y#wAEslU+on7^%t{bw`_^au3U_XhZn?g=|fYjhR- zH_=g-b$pFz3i$)_hwT%{zjBTU^1s_TAb&#s)U^Ql`xB*qtX=y)z46Aobk3}w(v-{!$MnC)6xwP=Hr(l18{UzC(_W$({`rHqR=|zz zk}E?KZ5Z)lC68A9=Ef-6%-S|;Fn*p~pHG`7FXdDx&gx`+XdG=hKb35J`Hd%m$=;T? zUX`~c94V^}B%O6nd{6xG1F9Fh4?<{!%S2LVaI+_-y1+9rzReZp-{X~F{bBzJ?U7HQ z9iTs;zu-T5&rHw2f&Z$U0r>;+7vxWuxkU%|yvdc2zk>|nXQQBhBpnUrY+SvmVT9=V#U_Rqd=-Y zt3qpomTDbKzxMm_<=v;D;Vo+OFrPy3MF`Du{{`EH+~;8SfKpcdN9vX5iGF1MOSPfM zT9i7L4f>rYdMb4~M)G%P*>Kf1sdcH0@iG5ly~KMwSbu4cVgK_INUywf`e?$LB^bq=2)}^3-nw*ej1=siGEYNN%E;&Cx)79N2zoyuEzK_M;f1EBftB^yj#v+<+%0|Uq@+qJd-8) zRQ9_UjA!Sx(w|8O}@7`pC9OhC}{_{^5F=-Pwiy2mKfNKkOgw%Y^+0_Aglr4L<4RBwIlL z*uDKz-hG-Q?>;3z#eBX`A@9+F{~E0s8uoXeYOB1N>ys^C3zGM;rTXn4x9_KP6mSD; z^kUUs3N3&Hs^F!+QNRUZH@T|46j}gdXZ)Qb5}#sg-ZQShs7_PqIf-wvT}1C#uZ6}T!i5mO~6 zyFzQU(qh4H=Q{~43St1JtjDjw_wOA-_etqXvS&4EjN3INwYubEWqhy8cJvGj zx=*-gY4}{n??dK$*eVB?eU0(UT6`P zGetQA@`vmf$X}2@A%91@;QUll=pWEO@)@x#PnfO?`5W>#^bhD?&M%;ULH{y6Bk5b2 zUljez<5P5Ue2Pwa_o;iK#;1V%VQXiI-+d~63b*mMn*B3`?f;{?2h=w(YVGLlq;qNJ zpFCL1q<%R`xmam=jL-8h>g?>ICN-0$ZJO_7Ki06k`y{rW<{k_F1>?<$Ke;TQ>_Z~E z6?*M-%lcD!kNdUM_ilYxD&H-`__d7*^Pg;xvVLUkVf`6TOu97opW56&e?Wi1e*)iC zy5KxFrr^J>Q>eYk=gIjBkDdzE5!($I_N;PSeebE!h1QB7@0WPjb)A@}3T|yvFU4exKiVblEgL3HclPN1}&f7fm`>Ord|7PAfFC zKGOpIQ+089cNzLO^lzaZ(7y`}h5aGu8?gWFtNnAylI8mDQwQItsNa18{}KM9?>=Rt zbk4LtSD$R!8Ot-CW}A0w#!yB_Y^`ZRN;&5|<7w-#8Dc1-BevEwA*Gyip7At~)|xSt z(Ggo~nvhb?InQ|7I&6j*%IJu#H3eetKBfBvdNsr0~gZQ~iLdqe+*{lR&KuMw56i#-PRAG2+#-3$6B z^v{n#|6DBbDdvI?c73$)$kgFiAr`WF6T-R`!yoj#a0*Rx`O2 zkQ^py$cL;WJIKmj^3<{FbcEN(#*G}GBJLNLXCh4RCOJRjH1A)d>-n6Dp3M*$iQm7i zcp~F@8|RU%Zwrpz0gGc{{A`;lJ{*~Q%zyTC`C3YT4XnT9FU0;!{!q{#&|l+2Ml-;F zz<-PF#@7Vo56EATKY3q3{x0%0^bhDCqNBz=0sXh^519+-UuloP{vomy^l#|js&B&n z&|-g(INEb&Ur7?5qD$jbcpPomKV{7f4|9Bq5wTOZvsF7R)^lFLURT?+W2rrcLp_Zx zxNCi5N??sR7>u4da(49;@=K1UWp;YdzHtuI~Qh4!uT?en18h; zVf|tM`CiB==nv>`2d`Fx+EcSWD_VzKj$_5C+AxS2-S4y}J`x^Hj4 zPZ&9=uyP@1GTvwz$8@)Vry1W7GN8^>)wz%}HFBGhWBRzBW>iPWfI3rE=R(fZ$ZblF z>En8uQ5_)z>P%Ig3prCGw<$TMkLzhhbp!_3yH8u}PJ{X)f(=m4Ovt`fxZ8ld%ys^z zrT8r}9`8HW3DuXuzE!cONuAkGlI`8kz-M^qQ}A^>8yn;M++hA~4f%Xv{bBzldII_b z`V0P(_%!%0`!Ws8-V>S*(HNb>0_`z zF6KDeb7u3qPw76z{CNxY-6zby@ui`m&9pPU`y@8%V4eWZLF@ws9+esb<%bTDRU_~xogUK!2QOg8qX4 zfd4}N5P3;x0pu^ppUfK|e<$69=K}hN>T%G&Y%M_l6xlI+pnt>u0Q*bc6R=Gu+4>t~KZVDqXqv7oTYsu77Hr23ketmKMT#YN87M4P zcy~G7Wo5>yJQ%r2&R~3=fjArcGXLVo8Xn$iGJcfv)o)RJ3PR6J=1DLuyB)Rmai~2> z>bXDnL1_EbCi^P5-gHf~zf^h##^<@g{AW2E>ks=+buQ2!-4md{ydS`SoWDjNKlm@p z6Ocb3e?k6){OxvHp$Ca)LjOoI6!b6XpRzyXd^xWL=-)gCPA@ox{tf#>UJuGUWPL#Y zg#IZsQ`W+s>7NpxVs^eyF^>HdDULSyukzm^jytf!jn~2YUs<=ap*v?r!>nxL6_OUL zefwT^kFD+6G>)K{-+hm*7!hK9l^!)$iWxP6Vm>3}jMeTMCnKl1EZCYW#f%t1F`p4~ z#%gzslacfI=BJSO6wH@1El&KJ%W4M^8HVfKCSvyoS+;SWu6Rbj^Lcn~qxj7}mH+$x zPG|A7ArANBR%JeAXdtY1L> z@H5Ad{~-TD{)YUWWvWCwq5nbug8pfA0rn54kI+A%f5ZNedF5{GpS7Q&i{^JPq~7Ig z*oFiBL-Y@M_i04leQIO8j-Z%#OLjY$)p-o&fRVE~&W*wij66`TYWnkNL;?<24|%Aoic>1fV~%9zcIxKav#u2mIG$jVxn8{($@i`BQ1* zfXmsCzq2f*x{c2Z^p7wva+b_(CD8w%|C+oF{R8?J^e@xHp?^XD{A=~^o}T42dyd4X z=+Zda-Sg$$r?tw5!G8z&Js)}Z$pdMd>3VdFbsPJ?G|3He#yV>AU1NBE39+i=LMpdj z_oxsvUdXf=*+6wmj9<-1vyjRoBV_MBW%=FC<(j>eX?2P@v~HjQPx$4GLA-C__M}4V z-KHS;dY@ACD2aa|{rec&XJZ_%!}v+RkU1?M%zyj2FngxdCD}Xa?O1={!y=-ax&P_PuSOzPjmR!WveBC5hH^E-EG=AqMoN+9Jl~GGBVr#x` zlB=6wFH5>}=MEa?`xJIYv&bB^ye{VpM1B{V)8IdPPRZJpd*eo%+z%OLIX|l*b=hXD z`9#l@w@H6dU%>d7f2=?3KhPi0U+|ww{{#Qc_9Mt2F26zk65A2vPg@U=zkOdwYGgyC@na=iW$rP)1$R(5lshe4K_^!I-f?txT;5J%gcmcNjmFA&?maGBv zJJjjFuXNDpn-MGAMs+Hd<^j1SYXJQYb)U5HCC>Wru)Ogpz?g6)qMW8=za3e zlhG}U*~xlwwwExxKebC|*lmAH|59hVLN#6(Ti_U9>i;$O{$21 zz05zn2F0Fg=T;c*b`!NDCEJ10zvS0Q`?mErV0_F!)}QN_*nffMD9r%< z(KP}33;yH0H~Fo=e<6QB{z_+TAb*;i5BZzt0s4pPSlLc67r|oSRsGQT7dqc_okqKLH~sQ4f_MH0r$Vb{!-4YxZTN9*q>nk z`?&0%9!I;YlkZb>bXv^0^2*q9^ib=^+ESRD4g4ry;gXl#a}a@hw=c` zAH2+X8oST$QKS^(WB#%Ju>VxH2K~wR&s^6?_Bhbrz;nQVz<+&z#8l-Amp7c2cp35s z2}A!C`s)1F*OHgPf5CrcEjT>^ z{{jCoUa~*(-x5c=E8VAfjN@pp#rjYCf5`7s?1lY5I~#&cJi|EC@GQitoOhgpovU(2 zaSCFB2f!%fkL=h%&pi7KU46|pbk)^Y(bZR7MOR&QHGi(6Yp%YAuD||zw)L*l{x)yk zL`#+~p?UMV>6V*srWrXuhGU2K4|%Q!^1=L=9_QP{rBHb*I##?;?M8y zrnldIJKsz3Unsw0c;hg=^x}(j&%O8RxHobCk3IGnE$dxIAAa~D{|3h<8sYML@4ZLA z|NZajjyvz5>uVUJ<|F>L|;0sRI4VP0+T*?|8V&w%_9WHgnvAb%+@W!Y8l z8bJP3nvrb*kiQ!~Ug#gtKcIg={}7ug^e{cUVZH? z>RYoO`WN)CJ=VX(PoeKVb*6Wp{5}QbFO|QBb9{1o^D_S9~ z-HSOtL{Vr(NS(+}-?V8H{rIdO)8{_>S?b_>GzT7dVEP3b1uJ}jydKSI`q&(>5z$s(DdokY1XV+^vWx*&-Mem!t*cCMHgK} z)22BFzWwcE>9@c6EiGNPl(uf&X6S6&|6t=r_Axw3=bUqn;ZHo2CQLY( zzH{7n)UVLn+v{EPHI$vSX3ZLo^FEJ$@Pi-F;fEiteNUb|nZEbE@6p2#J`&Rz@zrRP5Cr#GhK6UC;`tgr{Oiw=Xq>kS@XKA8zWczA`gi6lt;NLbpw1wBp zpuOo7bUD}Y^jt6728#@9_7Tx{%9&q&BT9ICz!SScb=N}cjPF_BDX;q#Hh_Ia_Bh=fwoQ^;KcslH`!|36MAEuXIewki-?KS!{e_ng_HG2K^ z*V&h`nU=3$AJ&}N^x4mRhJJYb59zksZ>PKOx|`1W(U0h#|LLFU?6ZHuzR_2-e~Bf% zYSk(_<+M}jo8SCTI`!03XyIcE^}fS#-~BFq{p(++bI(1O)~sHwKW*E#ZM107BKC_M zOa~lz0R8;uKc@wcK1z4qaVPsKCeT3#9ZZ+ao}K@}BRfX)w~ik-p8o5b-=r%pzk=_0 zJj^)1qpy7Rt2C}_yw-onc=9KHjoFvYrU?g6phG83(mNpY=g+5EXP-@-954Q$gASs1 z-+h<1Z{M!?`72D8WdlGvPM8XoubrgvDTcP{Ueg%Z$#$VObKO6@j~u3F43eyx_E)Zp zWqxx(>_f`8C1ssQ?L|)0G!>ra@o%k9j34G&bVkg7<>wl}`s2Nb{pU2N_~??}oaqbb z59lxW5BM+37?3|8e?k6){9WlMB4AdqU zphFLtNGG2>lOA}W+iYU4Z!&LDzonO9|APHb^p12Vt7pjynw{ckkK_0h-Sfmx(Fgly zvi}YZZqavr8rEtx{#UT3|Dmch+jb2KrI1Zl@O@9bFHb{H0vcgI#h?E4CpzZa$IuBU zoIq>W_4B=g5A=@3CVt~d?pnxa2fvB*;DZm+f3uH4?na0oL*86kzka>?GfqGKbiSi7 ziEh31HtloEmMwH6zr!@`h-q}@nP<|Ho~1N6G^lMB^1DldFaCrV_{}B3?OoBU?@WF9 zEB`@PU3nEPS+Yd&rT>Q>dWeoY?l}4`kG+)P;!BWsqs}|;JnGT?nNj*brc@qxU%XtCbQkbdSd{)P=3XanOfUc8vDyz)x=@>jl0bLY;b zm0A zoyYjaXQ6W)<`?si^@sf@bcpu|=#RI#naKNi=2dH1P{&!n@TqWdvgq4z1Ef696o z;&-2R@*73@Qo<D=`cj6F@HzBbn{BP}= ze*SIe=sQz#-(%zOMt;}sQ9AyIKcFLyI6~WRPxz9`_yYgo3CGid1q<}IJn+B+G;!iY zeV=Mwe?NC^zg=QpJo)64`exM0C!R#F^8JyPKSecst;^Y*spjAP6!9)Y^hubkWqP^O zUrm)h+dix0F}86G2>njjm8+lB)3em%B@mjxH&7nv^33+7+urK~4kS0*1|{mFb_ z|CPNX@##Q+%6)$WF z@GAZ0HZzyGqw}9&+ui$W=YsxSXb1G~R{MkbDK6)?aO~ZudF-c< zcb_7i9n1Vj{1hY2yAqXQyV$M^nBQUw;E>HI4)athJnv~nZplQ9n0Lg{$CsEBm;LTC znl}ANI^)bU=ugi*r*W&rzW?kW|ETvGwtqN6L&L*r;}=`M#Ke|67XG(&>lW(i=}|wx zsi&R7w*FW3zQUwQhtl`I|9$o;%&-3aTiG`vzJX7D>QnUVU;RpBUi|(Kf6(|9KltGf z^{$5W?f(*S3(1>Lha572>DzC#Z;9ciQ?!-b&p73jQ#gjk(R2gf z>DaJgJzae9B{Y#^W6b7$ipRv7{rR;&)AxVyLw*nHP?F!_e?Gpa4sT5(hRpR&+PrBS zz5o6P>9di4!v}od!^#^5H|08k4ZgpL?{+Y3@B>c0P04GW)Q39B3$C<%|NV`nZZPCC zKE}uVWBpFUX&ezoCB=oy+wrOGU?m{v~q}KhQs+f5ZL& z`^(A4+Hhl(Nbn$O!ZU2T$W84-7`xp36lmGViuBOW` zzmnHa7yG(8`8@jLw0iYAwxPoQDLi`92V2z+ZMN#s?f-7ejuz}}c~@YpN%;)Q8SiGV z(%hOeIj=pWk|vhl!ajx{opmNnU?0FFzJK+tW4=w__{P`it6%vF$E%o1mt1lQ-=|r@ zakLk!Pe5W=JoC)6`c{+wD0w?-c;hhRAFgjRJ;v`k_4W19H~;gSbTa!3{`99mCe$+i z3okrRpZnbB=*%CTNiVU}RgieC~g8vv_%xgjT zCipMp4_*h5zl26Y{)GGu{R8?J^iSyD!Vl~N`-Ahwm~tNW7h5BHVSl>m#+&(Vl!q1 z?o(~aF824@#$97I?cFW442ZDSI~bwXvzj)4kBsC9%~4BPFyvl@y!rI`&wri{n=+N= z@*7R_y60)EhVOp&dmID%n;N%b0mr~T>7*0XHz0Agw{A(k0q$fc#}yY{U*1~!*0;W; z@g$Zk?O{K~f6^IeoIx+W^iml# zzyGG2Z|1QNSNwi{x9Qiv`ZXQS<6V5w#k@AzcN9htzs0XF{1qL+@84Z?(M244rJsNM zNi==>bdH~KYsU0855 zyRp=bs14oa07*qp-pW1==Y3nZiq7c12e!3}JtfHv>gy2PCaxESB(#OBcF zN9Z5sAM3BVXR!Z3e?WhkRwmsG{73kP@s6#Wg8xGPa2W#fm&lmBHz0p9jo98I%R~N# z{sH|9`j_zwlOddUK>vjPJ(lecPdxD?$EQ7m#_@YkT^w6L?p1vI*kkG1Yp$i?4>m*p zfc~Yn%w6f9{c8v4nz`3fC&wq2`xL+b1N$l7A1XG`F>e19`!gHn-IU!n9j&&uW{a(R zG)(KZ1-}~2+j^QRz36E+sEcVm1JeL(Pv`%iciwd;U48Y{G{3u>-}vg~Sl0uzV#NxM zIq?v`8+QtQ@rz&7_m+<0SQBFFmv^1SH;_8ve+Ku%aUQ0z-{9NFe2X6BIM$2b?csYF z-=H7KeF^q!$X^^^?ofRBOJAZ>`M$*qFPfj?3t#vGUBLGv7B5bIitu}Hx#br2Q%s|i zPd-`w4!`=pnns>Aphm@__?o~8;e3S`p<+tdBEbPtK&ecHh9Gx=RMy<@#$ zqrC;i?~r78xLYgugZvg$ylY$X(rzrW;Su0JWnX~*W_bhh2jnlvpOC+c&JpJV`Umtc=$~1?X1M|SH_rj=53s-N#{Try z+ly)Lwb#)B?5B_z$m2Oq#gBh{Ha-9RE3|(7FyzmqgFyZsUHpN{r-wN^L%4+XWw$}Iq~^ZQ@PIi#d5bqzqHs0|g? zrourx_%6ii)vKv*)oPAGF;rRRB_8#yx86ek@DKmMbmYf0Y4T+CMZEC*3+xMEKSk<9 zVq|aLyoCLdC0 zFa10H{O9M9+;3?9-FV}T+W(n+KVu!=`MK!gi_}jceh7c}$^T7KKA-PpOq({HF5!3< z{cHR69>#Poi@!tu99Qyhzx_7-jAMv@h2OfG&+)lO`-^Q9rvdPy$I)KLv92|)i^j*6 z*t{hceUA4s!131l2WcST^mEKwjce>}xZdI$OYG7VTSw{=d_Yo#r?DI-!n`kxpXMse zCFURN5Bm@F2lQ8IBlr*aFXWFRbE$mgw83R7$X}2@A%Cl00{sK}7xYhA1JJ*-eZu*q z&k5`gDqF+;W3u(?)dTd{!r#+(zH=NMc+i1rr@QLPxqLRdpKTG4zaf9`UjFV`vVvw` zc7@)hkUKfu-3zIg<7gW%YVhPSNPi@bHk;+m&h3WjVAzhJ=zl0E5ksJ{9P_C~8<4lL zD*kSV6MP?K?0P);ecQKh<1_n%v}yAuz7w&%LKS=elYB=@{1oS$bB@M`m^yhX$H0Dq z<5T!sOL8aULtY>KG-b*ZI{x?*=#S4nOXA}gH+~$Qc;bol6u%u-{&w>G?V#uW^c;Qq z)1RiF{&W_-{`%`ow;tm+rv8)fU;K#Pek;VMNdGpu?=gAOWIB)i7z2FYW6qq*`F_Na z+CINQl?IX6;6Gu%%26|pqARbwlH*ehXbkYF9B<>=Yv-1qqPd;)#v5;_zeMg2J^uLP zb$z?JO%rZa{N2Ejcfp2voy0xUFFpeGDGWAvmX+JrrTv=rnfNOPn2z_alQu3FabDoT zUopUPg7`i#zSAr5OJM%nuQ9AY-6w7LCib8DNI`#$mV*9*|A7BO{($@i`4jSYIyVLV z1Ns;APw3ySYY+2zOxPb_f7!MD=`XJ@qS>>r&^JZjagtmAny|WD`z)j`)N9ttjhf0L zZexaa@keOGQR-y0>Nndc+u1K6@kk!&p0Ba2*T1)3$Maq!cEtkrAN=G0_Yd^zU;mnp zI%)to~a7Tq&SXA|F+^&|U8>G1&5 zakY(dS?qvPRvSn<>!17%azHT}s<}~3;Nd{>tA}Gg8dX-of4m79CgoQKSggJ=#SW# znf}T-dA<&i|JvFAOQqzJU0V~&=WMFV_`AsndTvq`S{t@hYeQ@8S&8$tYSk*X=O0UF z{rD_;ier()zr~At=(m^tmj3CV{+aH(_ddGdm%pT`haINAi1qJn$UjEzD_ncswHgoS z(n~L;A@)&xz&?&yd{;tZR){Y`?p%0-#q5{3^tYGNr~db+G=BDm4IAi2+p%fWX8ObL|3FiwPUiSMr&G_8rS?;JA_QMzQpg)sv(A}CZ@u}Z z58IN;yy@IYO;xB-<=v+t_EVI5kii!rHgoY+s9Y;Pi$urO9#G0E|1#ZjUxwTnl>Ty` zQpbJtyG-C|=r7~?cw&pxKCG?yMKC_*-_}HZjsfeB*9G<;=#SD>vCn}1g8zX3W|;!= z2jnlvpOC*@@9-4*N7AtZuYmq#`Y!ZO=-;qE!2Tn;)Y?H>wQ?QDx_y)Fbt`Gj+V@q* za(fi)53oP%%Kp-`c%{Dk)WL7y=(|t(K1H$TWnE_wc|256~ixJMrf~|Cz43`bs+b=%Y2x^&8w?-kw^wZXG>v z{{!^(uYaA+;J2S1nLnQvEn1{+Lj9U!Vo#qwjm|vtOpP@m{Yy-Z%lVGPH#`1IV^N5Y z<*j$#(l@4l@rz$jXIBSZape`Xc1<6B$oOm5uGLr>5{vs{j%^`tO-cXV-SfELGt^J< z@Iw#l8&S>qvT}kpD}7QK?lZ0NDK_%EPb|C3`J;aENr?PD;C_L4CQ0(CobdV?&(7(j zJ*V&*$LV?Ai=s1nKdLJ*KE}uVWBp`$;ieN6TzdG~3Ky!({=6!ZB$Mep)- zp91@j&&m6{Pi~cVL$##Qh%I?9TdLmIM1H8w@s#__v01~Kz6ODZMA$7A)-~^5% zapd&r8t-BD?Adhgx##LVi(`&Cn(nyc4qCr{J@evzy6eunXwsxfbj;DmaLntUtB>Hs z6Hee*6ys^`+_`$ULB`%OvXg1mI=zoEZQ2pq*Tt7yLccig7aTw5JL;#n?Y7&rU-?IF z|8Rug7whHw4m0U+j>mlh_bG2ZU2wtq96$RojdStPgAeBU5MPDdl@L66Z|X;9okbU2 zbdkpUKIGsDeAnVsdhWUB_>Hde#?w9QPx-<3e?W&#ovOe468=5%+o$orTiUN$wUT`- za_?jB|KhanW=3`Fq(2u~g zze4&DnW?%fVLlFwZ}Ozir@g_&Fw8&JpZMId|3H5l=Rymu5TA3PAE3XPzk&aN|3dyq zav9_=$e)nEp?^UC%JKp9U+CW=N5lRQ^as%;lFkYH1MFY0|LvXqMf?;J-=ve@eHzDc zwC8nud zyzwT!yRfF^w=eHqPB-6tv%dfIH?f$UDt>BmrQeL)n8C~+5 z-)KzkuYBdJ)X~vFXPj{c{efd~OYH9WC+|P~Q`yvq(j-)@>6>I z?Y9|!OGKwlA8ev0o_s>zi~1Vh+xXhozNU9N=CEI8<%$(LzWf75nWn0*SSa{5|9YQ7 z<5LvA)UB3;qNCTl8wkAC;U1`Ahf((@Myn)w*zbLQ=@zB4Z}GBJ)$o z-$FZ}f5_T^{^9fj`bVM@ZpY8`BFW>BKPo;0`9szV7QyqFQnF-q?}ijG>tDYHpJ%t z9>&vJf)X%!6)4(Z*Df^4I1 z-?p9J=eXAr2SfT@zJmK@f5yh)VcMyIKEkitxs%_3+OBsjR;^q~O9h{QM?c@=keJ?8 zED&zCV`K+y+p>-8*Xr+H&hJ&Nae9f1DGUTAzW-4*&F zAJAW$Bk-R>KV{7{?JnT|x=tW}6q*A0qwEvNACSK?uZ8{t{SWdd5a-gSQoH1A?vs`D3u)OsUzpqD!kfLsn+`x^6rzr2c6=FDLrLAEAoeZn6|Lq zUdoamWPOEskK+kn&hmT759F9+W?wEcjm3Ml7&LAhDYp3Bul@#%kNL;?!~TnF0Q3j+ z7yKvlN$_9DACSLV)&S&Blc_~^sBOxSzf~6z|2^~{+c(hv3jJ`s7Wyaa`q00je@ETx z?`Qv!IMypTuJw{7D`@GGRkVa-TQ6C{AAVm)Q^|+V(xnEMbL~qR-jnONt>k++U7GR< z*WlKV#LiyKw&tFm<+Rwx(mp=k@mDPG*O=X=^JD*gQup7ICCl~Qr;e6)pCEt9+SYfU zvQau`vU?$$u{qe&NH62 zj9LJOGCE>wO%qbeIp-Nq%Wy3@Lm3^hwWdJq-KTV)LgX<&b1OCvIZx=e4^Bg@>GgE&bvMv;*WQ@nQWhMomwYN;doAO7n?^d<+s{q-oX+LXHP>8EbLBJlMjpfZ z{kX@!?e@Fr55NB-zp28s9rm|Rto?DZ#HW~3;%IkwFW|R#(tQfm?}|NiEZSd(hB%IP zicgU()1L9P#p>MzIHIH>AF|%UL00yXr;b&pxmGi|6p$PyX~>7HBRj~-Uh>qj>NMAC zCYJ(|!z2y)kac7SS=mdTI#!+LTFvBAKysL*As@1i>>w+9$y3Lw(-B@D8#iuA_Mo(1 z+@DbGA*u8I#HrRX?@M;&d`?Ts+MeT2R6YrYdz;Kh&8H!4tq$X>9|!ZFZBx~n!}_y% zk$LdFg#D*;0{UZi3%i>p{$S8w@E=2!8=QWu|9m-FhKomTGb z?6CTrN?q$m+H`UI&JL+dZKRxVyBwxz=u`2f-N!fnp%W)@9NzOu{>}aU?_>XcLg|mh z(VjE=N?lW38lS@BXhZ%M`FnVHGsi^`J9Rr-wZmdP=N0UAwM{#g+G9A>)7XN$&M_4l zaWEJ?x6n*3)g6RVdklwq8X9mG*?>g0^^epw@TQ%3hYB*o3QvG#D^iijE)ZTGl=h@Bl{w_9s3+Q)W2c*t}elo{;XZjJB;Dx z6XE)gar{FMWk1C)E}+$Y8xrk;{O|V0Pm=sE?~%!U3R!>RrE^-&nVQ z4h?Q54&Q8lYNB>Kb#1?ImMW}V$eAX3OW85qE#YZKbc773GgWmi$bdRiRp&y^)W~g0j_Koino%8r0ru|G7CTdxd=8lg zh^{Ao3x&H5>}9c`2D+K?c;BV-IC6(c`jUNU^d;f@8So4beF}d19eTzo_lxnJM%(`n z%svi0-}jLH*ow&x3TI<{zSa?sFLD876gx zm++fS8fByW1^wNv3^Zx^x`~Mm9 zFZ2`krzB79q5V^0o6MQb?>@0lOZ^n{7V5iC1E9Z3XNHD0)6Vqnlh~+(c{&s-Xf|bg z#%gPv3f5u-_m-ojr7z9#SAn#)vAP?VI$con15drM-y#r!)!lht~t>uk)8^V*~$TehU5z`2+G7 z@TPu`OW#@tlDED6Iwk_5C5d2mA;87xIVuY~_BH2zjzHm|8V&#@>R}5{)YUWXr#%UV@Lj$yB2re#eRwulj4RO zZlR@ohXeWt^shbDziK~)#HUzDz023|8iM>K@|V2(G$QXlwJ}~tP|Uj}yB*BxJO*>X z$l09nZc;iLT&lg!Q)^O}Qa74le4CpvLphr>al$x18eHO2?4XSs<=rRIbDj3MAHm8l z%iF%>7)*-C_^t!;d!M5F=)O~#hVx$MxDMxaS$Li3lD=0lKIR|m&-aGeq_O{GK0tq* zW=abB3;tugHuG5UU&tSjzaW2#EbVeOyc zgS_u_m)xgF@v`MUMb8rPQ^5WO{Uhn+yV1XTdX{S(ZFx6L;!||bmv^7mDjx>_8RYkT z?5D17haI~&8p!~B+7KdoA|NvfL`G2?|y>9dimTl&8zAyt)JNae9U{>TW~yH8nu7k(Y=Vkzd>x`75f;gmDJ>HJ!5 zEA}+$C(-_-HwjGNlajK;zmWcY48?DZ<8>In{{NEZ8S`J(YMcwR=VJX~|AGD}JqP_w zav}H+_;1oNA%8&rg8T{j+jR`+AIu}6e?k8(I#t%qp?^dFPBw?QKcdbZ^ZSebE%7h( z-KVY&^;PJ73VHVl_Lr^-?+LfU` z+v!7Q53T-Y|KGG}GxhfN(x0CD6Ti3BO}E@~3tfHXRdm^9m+@O%bLiS@ucdqMxrd&7 z@=5yh>#x)L_3LT-_U$@`{}M~%cl-&CWw7FPD7lDTb=;_^dn*6pIC2xGVC~=I@7%eA zhWS2)oly<)NhPn!{R)v^#pc)WKj=9nYgg{gnr+a}LD&4t?rKP#z&!>A#!vRtEDJ<^ z0rQXbhy4fo1Nsa81O99BMB3$e&_6fc$Oi0s4pU3rV4WncfNg6Z$vo z53s+OonDZi{(B=icc}FYaGqvINB?g z_rd;|?7u^NpJJrGPQga^+9F@9{vnr83ZyjCyAvBfpx0h~g|58fN}4u(I(_k9|BXKT zxzEyPKl@qwoTQ)m41I<_pZo0R^q$MinWxkI`SWSTisiI*OSogv@F#fD?>Mv@UvOId z3)Me~3#9|^GNn@20JSNW<^j1SYXJQYbvi)lpwT-cR=ADoR4mN{a!b|#`W@=_c6^Dm zK0GY%J{4J3?>MMD8*Jr#9=GT{^3IdlO_jdOd8ACQ7~Y@Sr8B&lrb`=zB^sZ`tn~<% zAN72b+vd~n!uXi~yk4;Wu>U}R%;vzf6!aJT2mCk5FpxhWe?k6Kc^>k2q6w~VK>vXL zWxkq9-wnF2z@dN2eu4gNXX9Xha9%PN?LY3P=<^**=_<7$7}kM*@i@ukl3O8Rk+zi3e} z{qA>j*w59$Yp9DJp0|LOvaiek%^&ypGM9hre}BK&fcH@Tl=u{4hxWfcvwu5wBTe0G z-MWYPygZ_g5fd8g57Aiw9?|}S~WeJh1 zAb%ylhRPBybH)_%C**Hg52mv~{+78&GB@P!G8d4)A%8>u-mmOG=BK!iIy?M6#Vxc% z-+co8Gd>u2!Culo@lh=4Sw-)>-9vA`y`=uUvxMOeTT1V|CHbWRC${OKw-{G(xZT_S z5g7Nab<&siA^k{O?o03(_HmE@{0pzqMHgPoYlwYa9G~LOJMN)ZUw!j$HvZrG-@oYH zWwg5QJ@)rY?4#Z5-@`+jDnCVw?Og!T++HDAMXVm$I7~0T@FLAP>L@zkfCK2{Q%|JCpbBi849&UlLe(5#i^JJeJqhkNQhmDFltea`2MV+Vj{tt{W6rYbqyQ}3yy zRuk)UK4%;|05of5`3^Nz$>9=b-R@Jc46e2_Z zKR4cRD=qC=sr&}^uYH$4*Rsqa{+_wl-ax0Fb~=B~pwsx>9Zk7B^R$_CDwj{yJi{f= zpP7Pp>P%~+Wv)x*nbOax(#K53v$oP+$})!Z>8ZgD=i?s#q?1nOGy6yJT?&hF^4;UU z%eM1V^|$!%*q{FW=bST(UU}s&v}*Oh9@&5GK84$|Jv9rp+o=Vb^C{CTd&^}@m(s-- zUrgWp<~Qj_XPre)Km9bH#ox%!EaeuCnmgULZ5#FV_0fIz-bd4>O{ZgzJ(eDP@WE8? z?dpLYT7FpSHjFbWj{ky;;BCDkmK`ajb&~%Lx#fO1zP zo_^|iTDfu^)4-&6?n3_@^7|BfVSjIDlXuw5d_Q6;-;0ski0rW4kGeZ9? z_Ey~+(7&O7L;sHYcjc#G8~63%r{LHEuz#72Z(rqaxlgg^on$9{^nCU3A!c~|n+@Q}x+ z*mL{4+wrS3HJAGn|M4IHK^L5V0l(?>c7rWYsjCF|Dpdt|AYRUWGUA-gjPcTfd1v{VeHv|mM!b!cmnqBlbpTR z`xG2g0s41Z6Z@!timtY3(K5SF!S@&roWwDXFS&+Jn|l|Xe*JxP`VIV%^!oeh^y^}o z^ISf|ais40dlMd~xt-z6)IJ2K(MN=HA2Yd+Gh{4>=YBq-@vpm=W?pwU&Aj&R^n259 zlJWi)#2? z#pgf&1)4p3HZ5JcwAovAKf>C@)xZf@JHDo3Q%SLi^p2?E<*|}{6!mP3AI`hT{}Z22&MV*aGUgxa5Bm@FC*6qy z{RRI4{|)>S@(0UwkiQ^*LjE?oXgUq_AJg+h2ZR1+_Ic=^VNF2)H@}VO-tuvMTlY&S zL;v1y^lynzap#@vr;s!M`tH-MDUNpd|Be6udu@N}?|+{by}MNJQ*?H8(ZQ3a(n(j` zOlRHNO+UHgF*^H>h4ho#AEO_0Udjr)eF3KocNo`u{%nDH`Syj@j`0U;IYXk3UWK$&@Km=_&S8tXN_9DRyUn z7#iH7akSk$AMN=StZDzRDy@}(o@778r$7B^y84={X!-Kxr6PB{>&)}dKToHgdMX`$ z_~Gm#7-bOYVi#35LO=-FU5~y8wceMfp-Bx2rH~Ei`w^w*9TthJ_b*#yFS9#(|Hx?%j$~HqiJWy_%`o8mze)DA6S3b zf1p30zu-Si6TyGYW}xy#;SoX~Ab-^J0r@N0qx0H;{OR%~-0WFFW;y5ncB7|u%F_TD{f;O z{-boxT~E?E_dG%8++99r$NW8yYu(v`b63HM_>!L$+F0F_8D@1nPQuZ$_l5EIdj8M6 z=|MX3#M6_Xg5y)9`xGu;TH0RzmN?owIsQPl`?s-a*PyyojNJx*;)y5dU;gD^Xztv( zv|{;+QXO-O8v4oEo%H+*FVHD`pJK|?sTzAbS8@B8kKI|mO>G;H;wn5;=4{U7u?l4D zj_-a7g#?ScJQ{1hYY?k!|TK(y35kl#WI;E<&!*-!ER{^kGC@Nx+p$edH1V1Ptbp$ ze?k9({ssLD`j_yArM(=V!ry&jd-{zx+)6#-r-1#d@@MU>{3(8lclq6?pK=^+@&6n= zc}ntAJVN3}aNon(_tbYDX0gxVZ2ri7i^|WC?nP*w)Hm)@nD0U0!H1FVWz@KjWBh%X z|1;8kijK}Ml6Rk;e)>-wN4r1ESG%(RmN?pCgWq%eyIJg$4PO(>Kk?)f^r`>zziH;_ zGwGI_Z=pvYUBI75Xu+e8(t-t#a^5~twz`-;O0(z8);FJ~9wzrGs!`Nskw8}Aw;say zRf~+AGpXI)CAl?ca$dVgB~4;YgbQM<+qL> z>reJg+H=@{WiEtnfc}8~D*tdE1O5a43;6@`m+(xX37)##=_$h@f7%>D{!Y3}@by9e zfc~X=Ec7qvU&2G6e-(Z@cI`jQmP&kzd(@WR*~M|RZ@ih7EKT<*VE@v6vM>5a|Josq zqdklL6kXz{m^776=KB<9bKC~MLs9NSB;SI(^CZ3nPG`xT2zj50{SJaZOX|co;Wl=y z6Ik$BIF6*LKHr_-cA96u2*#IrOLH#s?0K2DQRe?gH5D=kvQyWt3fyEqE;$42UrIdlcMI>sd{k^HEwzZnQt|BG)q@ z!ak|v>$^`IH|P5km0v;hKK<|+PS^jqto{U%>*cI-(*63CX4{(7cLw5FC21?T+DEy6 zZGB6f*_wQ;49EDGf2==V1K59{KTeB5f5Cs)E)V_-`2+G7Or(#yTDyysZ z>SvICMTSoOb366H=Jjjxb*>j148||>jQPjPe?kA0H30oP+3#V0Fn$U9kIqA|KdGPMF1}CE(V^%5Z@BRmS|aa0 z1>HmPkiYj%{+2k}@4mB)e)=FExj8ZRc#s5(HRR2TvU$}3g+#$gDWv(=)`EKU_jGG>yqfV;hXqR`Nb}fGo4Q@$( zioLME7u0O&chJCl1N8Xgk87L?c?0V4C!W+h7818Y?pi#_FiGX}xRg^~aG!X*)W7u7 z%S|tYj-})HV0rZBy@i5MasfGITk0BsMsduJulFg2`Q0Zuvn{k&WEYWP(%BrN!Abvf zdwIgKGfbh4_$j>3>9~{=yy(&Gd>t4c^Iz5v)}PDHA_MWf$Orq+{8dh4^bS{8GoU}9 zzrHqn&w&4c|3dyyx&Zkr@lls`oknO1`4jSIkR_o1WLq5M&qOyMe?$J3^I|SzLjN!t zk>*3?3!fY3t)FoDd)cy8bVrI$A@4q2fBnt0H2EoD|4KHBefa;smiJMl=+u9+R;z()YIwRr#;yJ5=VQ-j%4R=W0;Sioo(+cL=3qCv4i{L zkESD<-^mB^cM42CBPmT~soSwb@OE+>1Zl^4#*u!izqVrwMm>IAZq~Iy*Fg*~f46Ct zgJmdw{Awb{a?GbTZ9x8;t%|?f;rt!{{qp}v-Um}VXyPp%r_;~h6q|AKw~OAN?nacl zB;zNVCH{&5=HudL&OQ*y3tZbvANCfg+||JNNfze+2bh26e{I(o)}Q+;u>Wi=fc_MJ zmimZ6e~p)b|A7BO{($@i`4jSY_Dezkfc^#j6Z*I7+OR*!yB4s&jBbCD`xJNGd7s6n z=)KZdk%zXa#GzTCS=u_)N~?sqS&FO0vp^DlmiBToqTDL6jGsuk<@ zNdFib+{C_twubR&jOTofQ~NBWF4Sw*%8iPkN?^X}HI(bsQii`tdhO| zo_pQByZ5_$_pZCT)^#Ct!30!Lv6q#i(n~;^BKB3lMn{^8=!#fCKtZu$qb4B1Dq8&73*UdEPe(5!YS8LEoG<=bSeu=Q(F)e$UK=cfAAdfcI{8hx1!8i2V64exqy* z!zL2U!sl21$=9FXSrN<(I#}O-{`_GND6T1Igr7ft{`&pHJfPpd@~*G*A0jh4|K>cGuS$5Uptp=`<@~qHzb^l~{P7EwzhF->AAX*N#bai_K1F;#AZU?;m14uj3I>B&A=PPb^>L_An=~Q zyz4Kxh33nnZzo_7!BXgS2T^@MzgwII$FNvd_m@c$d|F3|9>apdg==Fo6-)^8~Z@x)y z^5^)mV-aOIc<>N?`^~pBZTfT?J8m2eA3mJ!A3cVid-gf{{EN@2p`jttS|%AjOoF88 z`K{0C(%hK2LUGTcW|>-kWJ{sN;?B*~AAvUk z&l+)s?7dx;hqJQmKR&limk5j%G;vI{v20Lpn1rP=pVCEIo6qO>_4obf&!3$KI75>2 zB7Kj;&mZVr{QUL%NBKa%f1Uqu{>%B#$WuH2?ed4qUoL-|+-+&XPsg*u_-&WJUH*3Y zn<^@I(ENEXNeqRy?4QW&DO~={UPN9mhyzoiKi#?xh&T}FTULVZTqT+rF3MXb%hVDMrS4 z*_lr!je{M^z%qa@FrDHHp)B=z8qlRQu*s0P+gz`>2h)pP#XD?E5$b&YY;DqYGJBPR z^%uWSeFqBWR903h_7pYM0jD_4{nOBBexLGM`4;u>0S6Gxy{Yeme*YNb5LMf@QLpQ+ zqx1jpe{{hGf1=xOzg=u3V5_lX$9BdWr_+D@$A8eTfAuTseM4`0^2sM@+6&X@mRoM2 zi!Z*IMzDRwHueP-|6z{YJX(;Sx%${6Po7n`I+q(3g`$d3m8;K&Z>BmUI883sABCcd zf8G42P9Q$Tk$7esejq$ej?W3W1?$hm#)9`==I1h#6AY73j5X9JiU-p*oKY#x4&X=D*e*PA`7if2n>!C*JRV|2qHS{8z@WI{)eX zx62>)P8!Zem%qS2xcr&$PvE5j&yDvNUH*6Zt*i$SG@9{HUz`F1ZUkG>v;|F-hAN5(B3Bwz*RQeg_ zU}?ZBVq9pH(U!B-P>e%peEwFizv2`F#6KGRKCMO^ZNn)}BY!vSKP)k`mIUXAkY!x0kA_s-({iy>Fmdvu2BOzKJQC`7&9xOY439j4$-{ z&(=cxg~@)>edYTPYva$Kofm%o7_S&~4SxRm{p0s4y+I{%qs{KjJ;b^hD=Z>0FNDIt-w>{ z>JseN^i#ad2dWzS-91`$=E)4OpHg6Bv-F8{0i>ik!BfBd}puV_!vrVZ<0+h}|W zwx`Ixzu$jna{ob}xH0wnRN9^HnaqBl7^gtIY{3lzj-a>!>>PqWC)hy%e~^#bR%CdE z)dyX>*h^@>JlaiUzM^!TFmA*>eEuK0{)0GE3?l9qQM& zFWtykM=qv!Zl0u&WWzu{C6UEm@MM*hsspAGx9nmm%l_71%B`Hubv$)|7T~Y=`~#c@Qc+yWcC#7 z_o<{UO@loJ;}p(+Lk2r@`9u9aRZ%&|(H6f?Wj!>G_B{3bBzp3Q8vuJ?Y=LnL!y`0( zhw%#7Mg(la(uiSbeR+(Dt@wtG5%Ca-!EM+?hJ{G%?Kqat-_rVv-={vQJq6dvLVOCgQ&GQ9h@-ts?IeIXz@Eae2To!8ps^_erVua$!z?5gcC?uY z*hT0gV?{qtc`PEe(->j>ef}S`{)1;Ore6I9@-tFGr5vAP72;Ev-zUgxE!;m14ID>1 z_mXDN} z+B%Z;Cwlwsx2aE`KH@vd>?vZaWMV1#5>|&a$tPJOwyONR`C6m3G`316maLgmt3#UP zldKV2m6ok!sZr(A*eaP=N{FluX_8N}Mr>7Dwvwerl}}Ib{y1=e<5P$}EZ_&&Q{eT| zI`NHQ_yVU%(-`C-RYsX`pXzE}!4mzi?0Z{!?9yJyZ59 z1zgdezkrwe`J+66pTByd_mi}RK0bfMiptY9PxH2x z0oNJAexG_ue2Nk(>kgb^4OI(HaeDo4VH~~F%Q@U!aOWQdw)z+5RX@B_Pht#=q zXBs?sFn#*jXR#5O!?EeqoqIT`t(JQaKO#Alki|v+~I&~^tfBp3|c+fyPnSLjm z7KAO#Z{tL=v_kUsy)DfX7&d}Qaui&MWy!=+et@LZG=@= zAM57pkA39(&txWl{=#0cJ;7&=pFei)TI%Po-#>o;DnH`f(TQ{;7*zg_>}`j<>@YDxc8S%o;-FH3yjw*0R6^u+H|ru$M}!{v|G%O7>D1Jw8w zW7zLgTk2HGexIh!rQvfqj<)z|3N{mh8HBvWtq>cD%wEFcR21VF8izt~2p(rdh`$Zp zdlo}m@e9~#j9jF7pC5QlSo2n{zsAuX5aMW;(yEoPr`RRD=jr&*hW&?#!&mD+QJpuf zKhJB^6P-O8VwY32VZ#Q&D7v#<2V!P#Vc$g*RQ9$@4lO^z4lsqcIvZ*Q|8KXO4Pb5k}8bPec zXL8N45Hoq=CQ3$W^I957jUZO!Gr8tih?zWb6D6axc`c2kM!*&7_vx_8GKClfumpS~mN!Wp?a`v!?t(blQy8aUdx{u8 z0`KheM{tJtF29wz4Y-2YMnpQckqGt>@Zp59M%cUmLHBO)w98|CGG>Z_pgoRj_8AGS z&mY%+@QhdKx?oRHD)tm>sk(YstK_eShC_5J_W=Mvsal00JQFpa#UqIiV(Ad@={ee=Ap$OnR7WO##& z&3usYg+9Npzwf^wBj7n=9MGRXtcRaJe*XIXfI-(B;n{ zn?qgzuN*!ue+PZWetwsB4}JONM*4O`1?}9qC$5p}AMpIR{-q`TQ$;1>Q!JvkB_*s+ zXM2hnv-$mO#L@Qq=f~VXz$rEWr{MS$Z5aPSe2RO4Q?NZn#2y$2h_NRGV}Q+r#;Abp zg!*gB-u*|M=d5prCn(MVTm$VH-XLQ$4q>>6j+c(%^S5^W5l8zvj!ywBuMF`iR zkN)t7|D!Qu#!^K^h4y0lPe1#F#*Q0DmtJ}){nvl}7j^2?iRR3i%Q%J^c@%!D!gBHa zx$l(!hS7dQdL>;8M=czqxZP@!L1H#$geWZ;WFd8FgAEtc78@f~?t8{AG4oHEA2?QH z;}PX?Qa*?I9oUCPz9+tW6Y8XFdel6|A^H@w^LTa#*t;3(&nJvwycFJV!rVT8w%)$} zzW@CB%bo{6f5KY$`73vl-#@$`{QfomB7Mif`48r&od0tE)A?_gKTL0p^B~-r(LagH zU*TOlmp{){`FqFCz2aZy;Yp9tv=>;%yrq`;Cf7fh-cWVTzW8y_DK=Ho=uwEHT|%A9*q#D@pAerS*hplt5g0oNwhvaPwh)FRC?;Wc z6XL@O^eJwEvWx*6jDS^eyJ8cHf8^--JJ?+EeSCiTyV#l(uD`^m=%YAADgQ0S?^A7E ztN5=5jyrJDl;?@|yEXc6BTu#B$e-kZ26c7yv~uN2dj5syX~KjF^zfvI>CHEnQe|Z& z9X@izy3)#3t7ypJAriA<;J|_O)?07!-maH+9XA_Ya#=BskyfSoNDwpH+A>Wf4hT#} zExD{13Dc@H9|>YcTU(}y#6O$)6{kRa3dS1b>}7s7;cZ0^5by)j2`JXUcUz85@Ba8c zyvay~V`84DUkR8r*ZKUu{=WZ`XAjR7KRf>X@jCeVBWJCjzxI6K?(zG_@87T=7eR0sKC-mG}M;pQ3_&LAm_#E#hnfufZr#``F8dgAFE~K1_|PJp_1vjImpE zik!DLqqTb8r#g;~9qs3QeqVpzfAQH+owPrHs#mZx1F4@se*WrR6Ym(mfBgP+{zJ}2 z=f7}AIR6>XM(4lfxzKkVl%I0>BRnIbpEIn&e{U< zb?<&PjU79Iwr#89cWuLa4bWMLPQv%U@BiZc4|@uYPm$SEY}pE&!u4N~$2bG|3-8k) zj&}K|(GoA9b7>jJr+6{gQy7k*ScG8-iZyTyY{4iPmoN;1<4^#55MNM&DRAD}jMnM{ zwvp-Cga0V8u`ukz=T}Uk_3J-m<`Tv!2FTyC%XjGAv(ke8x3Lj^pYpgs^BU_W z^#9Oy#||-5paai}c?ugZwC5VR5X!~o9y!8Dmt?XD3v&6MK7VdK3Jalp;smMRr-&cu z{jIz_^Rw{DgtpxU^?^Qn$2YwDos5&}TJ21e_g3tThyQ(yZ*xfBf_bdX=hweOTwll< z`87}f7OKz9c0q^Df zm-C+~&z~6y8ZS$ zX~pu@w5^JLr@Q>;^51FXKg7|Vk2u;TZGzt?wx@vKr@#xOXMURZ^S|Zuzn*czjhm{d zynKxMeL@^<@%ywi+DWKQL%d; zPsA?@=CL-PKUpJP`*h6_pQ5M4(GK<$tJYAp#HR@Q;}-5e@%t3xXy+8wiQ2!QKI;DS z_0aksJ9eCHBKFXpy?ezrVlUEt$m?g{9?S2Ox`zGxSqI)o2M@7b2P?!+1yI69)-?SY zC+Cb&X#3IREqd5})7K-}j$Ce}4Y>`Rn(O-lyTd^!qo;jLv@;|K|J`cv$B@ zbw4=&ZO;W#mp@eQa{0^U&w!bnqw@FaRUgvOp~Ibj{V*(wMOi&^KRi zcKw6gk*eo${ZG^SCyP(frY&#^j-x$&7Hwf)ViA9I{`-vh?_D8|_Gq@JXj=lmPd(V4 zBK7-};svm8KpA*K0sattGC^ma`E63%!R#g=Qvt8eeSzh!E7uF z=a21@(Jv`KbH5T7vH`41NYPeM)kHDto)8yhwL*R-Z8AYNK*8utn4>Ld4#li{LR^&9 z3i+9|{m}UlXT7lzexEX4UThqMpHHv~#=|nX4}P9hZ!Gs4FzI++b3LCyGG4&Y;+c*< zQkTCI@^TdKYk7y!u!-=!e12d5ut%}yeE<3Lr*|HoC4T<+`Rn&jxWoPab^gQoFXum* zZ+8AWoQWoHxcuSrmts{pc{h=LQSb66o|m&<{(g1w8+6rGY)etnPTqxY%ev+c?K{xb z*IY~M)_oDqhC)4>|NVXcXZzo93dGSaVc+|LQ?NaS>mPoc{sD2cH?iNRQ4&YHEp>)H zMZhV<#(^;j)r|v7VEn-1P6)mLKTq)21e#zE5%CJxN(77}=lcm51lo}1ag5BCLU9V8 zAM5kO)_?G5p(**pKq6Q}3^<5?-+R-A_}FyrqOSFrb5 zQ6KV5QxAQSeVFINd2a9TM7c?Dj37G*{t)Eq0)8?39zMUXzwbXg@BR5p&Kx;2{QQwU z;pea4KX&&9+{W);=RchP3h&qm56gFl^Pi%J6#m-z@1S!6Ptn}RO}3>o&vs~5aV^okm0m`{U&|h{rvOu5AV-5bM`Av@iMh- zWA+rYX{-2s`uXpF{7yet{$Ju#uwS-O<@fV**(Tr=b3%Ly#S6?HLU4ryUr_r9v#U`2 zL2M&H1H8gM!Cpe`Cb-^k3&AlIt5EzS;2L5(f${X?^V?bg3qoGktf}=M#D1TygFOY? z#*}q0qgAUJr(k=E*6hE=hJ!hrqDc3Sid5a6BhZGl`P+>fX!x+G-+n14Y^%^D$#R zk_yRc89$SjT*>M!wUM$^ThjKJj~Sy*DkQ6A{7hPMC9Aj8M#@rcN!w#SW{f(ikgS&R zGik|{tR8XJ)t-WRFwt!&FDCm7{u^=D1^Esbgv85^WxUtUJWH^j(7f_6I3v+lc{bon#Y8QHp6dM?V}>%ZJcFHD=sHWl5(?^FABC3N%6x6N^ z!|#*Cr&uO90qiA4Abtd}hJY`OVEjSiWgFhW?P_bGID^?;z-|J0^i`d@;SL#{)mth$ zc(KV)UA)i#!`5H?J|R8@+Z~masXawC;}oqqf7G7BblH|>I_!K+rp7iMc7c+cjvhI} z&*v`r)Q5Ce{Vx74T4!xY>vq<&?L;+w@x>SP`s@Fo5yMAN8~z>s_P4*$`|rOW6zDcn zNb^adlAX&&pEPAv_UmX`Sl?vXDnpu2l1akQ=ivP6_bJ#@K*nLLK=)Rr4}#uUJ^_zF zKJGv66Z1xgH27}PzBZQX;B_qI4aW|t&+qH+`_G?0IY;cw2xpI+DRy2YXO5pge*UKS zj^+LS;rrF@TYHwQZ1=N0Pk#R@Pr~cs_mAH{e*fs%0e;-hQ>4!S$MuLZkMkeSf27Zd z<(>cdxAPy{x9_13Km3$#y6G17>(PvJPEis3J_UP<$#ZGMyf*{3z<7b-5y8G8`g2P0heDc2 z3k*XsheCS{v6qne*k(r&QXZ?Eu?od5eEuJ@{=g}ErE#=Ze#rI|zy+{RT9!W>%%0*0 z=-;EVKhep@I?fbm_S2@AHyWeHP{)oQr7>g1P>&ux=)s8((n(ZigrRRz@lTvTez7DY zGbPh$Q&RB@nIAaCff%0x_f^nkm`oC66^pYZ=QCvaP!BxW+T>kdDVuy_d_cgRjfXQ` zK+zfJ^ZWYy{!^YQ;T@A_%%49#Tm1a-^Vjbm;Q{^rb^gQoFXb7W|I~GeI+Un~bN*Z2 zdv*Ck^#(3~DYoMBX931^?#bVqHdk@1)JN!Aj!6Mqiszo2k-dxHfB$p-?{9k2Gd=%v zI0a)B(|}WO9BtQssgCbV*BIkdv|j(7sPeOH(p@SG%aO9U!D>#i-v6bSU!ptixP$uk?aL5_wQy(7=E`xr zkV#0Trm!68iyMk-B5{^sqF?I#z>69i4)cArUwt|yyu6+9VoT1vZKgwq4Wa4_%?AhC z5F01&J4*dV={SMj#!pk>7kqw`vt_+xy~CPAC+F+$`!8aM{`~p*SiNBz6AF`CsS%UH&ot(qy}Eue$taXQ#bG<^1>A!hdhvw2dBm z=n=XGIK?dir$}`V$ou{0_g^#jUuESEnjic=wUs#9j8kku9PMx>xcqTO@)u+k_OBHn-FU@sbHe_R=h{|^zTnMTz><*aKiV>$DhtqOEVyh?B9=^ zKMp2?;)l;K@hKYM&x_wnjJk2~Va$`s{hjTr-C|=Ac(ri98wMfgww>8*^9uP`^d@0k zk(XmT#)MA6;@^h%zu3;=RckQcKHME$E#fD@>hC3y8QV|kiU2A_>MmN>?`WquOD@}@=7Wz?M`FIPM~d7 zbyQck*Yyvse^L2Le6;B~X}qQB9}u5n{(O#4!5Bq}_+k_p<+>0d!s8LDY-mGWTR(LhvVq&vktUaLV;b zU9Wzj4RuVfZG%ETjKg(-2JKQ7Iv%Uv0Hy1rWA+p}%;EF@(DlFeuKv`e>>9PF;B$7x zduurEgW6L-uiO&<(Xjup#L>>_`l0pbidw4e)jv9&kQ?DAh#y(OxQDHyo}$!e*gOY>-Vp` z*JWo$j?ZxZ1J8%^UwIkM-Z6kIt!tCLbKv*yKmY#S%(fISzr2J>OUopVcDr^R=*~Ot zVjbFAsumrZufOp$zW*||two-Zd zD8+!VzHC>4H3n{hxaE=$>u&3hx;7JC9zK1c%DEbWuITy z<43MP&f66$J_u)QdIx5I|MdPt9PLvae;|SqP3W}qRryk;>~5mIi7KI&`lQjaY(MeJ zE3eRd;4 z{914dwx%kU%2-C7)OSYOEk`45ox3sZl~S)|&8Kzk zLp$cN@!DUR(L}*1vR*0m zKY#vo^!%JnecNBw{P{TAsuKnuZ@SO=-Fg<8K2&`kbDi1p7#(22h)-X;{AMZ}c>dna?SsZO>>RYdW zSG|7F;Y*_VgNF`stotqe*-8~#wz8kL3jS=NimhDcx~-hzgYxFhTiCAW8(O#SV|xAd z*V!-NSZd#)z1UN%cyC374kA*(nV6T>P?98VN$WwFw#8vvor%3U6Z6tLlq5-8(s~f4 zZLOX*62{(~iFs)aB}vkjv>t?MTO7948N{bJ(0Dk;qS(!Rsq*MSh7-GqkcTe>$aY9k z5B~@(*9rfII_Qmr-r7)?=nRZT`fGjEHE}=L%Raxazvv%*|7FjUKYy|oI5+(K@$*;i z54&Uh{_*>ld0^u$oc{=XnDJef;_L)J7EgO&KI?xYCTcDTz(uO+Fgf^o=8rp}VZ|EoadCPo$S+5_q{sUiFL_P1mPo9(R zh@-u7E!A)w?bhgj1*bT{_(V=?o$9&MmNcL1AO*B;-n^N{j~`Ft_%mS~rxPa7_zB~+ zZXD;ie*E}x(mrn77{(S)s1>Y|}mo)NNHmr=06f|2@5jy<5<`=(D2Mz_^9CubC*9yO?b-C1H7ZlU;M6}%b$^76uJ8sD1U$c`8V|R z)6Y=nPMsN}U|;m?e;%<>=geJ5TeehZ>*M+d*S{pPb}D~se2SOF9tT*L`F(Q!`^V}3 z)SjYJ?I}3kL>G>|e9x4*j1erOkqh6ApK{KZFI-L|7G!m3FX!@zMayaABCQ{>fb&d; zwh^3`FM21AF%o@2D`ULF?fJ1rGA-uOd36l?4nBYD)_>59B@)9N&qyib6suRS2{;Ao zbWfxIZD>5G@hOV5?pZ~mP0uPhSENm6AmIJgtLaY{{E05O;DVwL>My)7tH1EV3+bYZ zE}}~>y_7MQHq?`C?dHsx%`w2YW%JnNmL{72rsmH&7UzoSb0ju_rJ>P^mi_|gNBEM) zh9lw5&fX!ZhyA;q-7E{?ToEjR`JGsA?ZO*#yS=ZM)a#j#aUny5@wr_v*tma9H|_Jw zdO-)}>!0m2-+%u6`T67LFYXn;f3kBixo2@-`2CCb9Gdz#|Ka?X^PkRtyZmA2qsw24 z_3Qg{E`Mfny6TnA1^IL1#wuF4a4}tZWf$@J1U=L(x7@$Y#DGK;Z=f8iL{DC;yn>H{`G5UVN4?7D^F-L3} zfG3PtnBWY+A{GQJ0eC~i6bxHX`tpET6t|-<`ekDZ{t)pC8#A=~{6Bd82hChe*Yz7H z_7r8Xr&wk76p+VSmcJVI9}YN0RKz!lKQyV*Pb#f9{5?&YG>IO4_z`;Kkw@s^haZ*n zkx+j0QLYd9C!Tzgo`3E+iJiUf<8`!e?>;(y{8)%fk+(&#sbn6T%qlres}O(N{$)9< z$f{KEobdWj-{E2!>jRv^+Uy)h zIn-x*l%}u_pWoL%+dsblOm+fh#p{BPKYxnX*coH|wVywFX8ZZ;_m4drc4qkf>->lF zUve%u{~7oQWXyit zcP{Ng{b5hR{+xg_D6XJ5M6`ck9AX6U3bBhoUhxGh3r=BeG6wJs{s_*&V@4c4)oMNTn6s?dy5l5RtSgW2tRkjCpep;34-<#9+AL95F z)z#HhQ(MC}9h}zGP;E`Eq*AWtdVE5C-Htkz5qEJ6?eFOXz6icaI;l;RU=LQMX(4f1 zPV=Ex6IC{$Hu2AQKC_%(<2BhVJW1x@W5}ZeUf>%gi#y-pjL&streZd^s z?(@q!6s!%_3^+xvK8ZaA$ET>R-qkAkt6~2^I@zQSzED}8FXu4}v?cA5)p9{gph{@d zeklMU9aFlrk!Q<&=YmdqC=tct#%Ax}a?|KK^0kYukaDFQW!E{0Qjx>%5U7}$Vp)crt{(w{P+QhZ;_4obf z&!3+^e*W@Z;`fi-k$(R=|Ka?X*cl4`;QXiX+0K8v{NeJK$(+C-EU$7^l&M_){6)y$ zFTeCE;}Y#9em4B3m*7*VRMr;E07}I=AnXf3H|Fr85oT4ZDeJWur z&-^~s*07yIEA+n-M;m4g;a_X@|Elm;J+}N5y|#_gx-{1%S19gZ)QpN0btobz9;2`( z*Ckgdq|}*YN^6pW*2HX%zzCa9K_0v03dMbjnx&)mj#(`hcW$NzrZ{E@AP%U>>kiG2PulRuZRJw=ZmSF`Snu?mi%-G+6|9XocU>o}J7 zC!eg(JDtFNQc`wQSiE*^qp2E-nA9wz%J%##xf~`}h(y}a$ zwqX&1Ll~|A%tCPlq_D9t3_?=aP8gOE>?fkXBDC?CBLbeGblF&jcjWL2U=uz+<3O!j z|G|i(E%7NzsC!v=g5Rg=ntDBBPosa?&;EQ)AW*XXldP6wHfaV~L9w6)t$`w+psW1T z>Sh`fqI}%zK+j`a&Pd~YarFGyh4fm^(_~|X95?4@vQhH2N^NZ@As@>5L`h?7GmS>Y z&H0%EeL<~~TN_HqhjKnq(%9Neqfv3Q%`fpO4zS-R<}vX8Nj)$L@Z%h>RQdAsofPCl zIndQJoxZ1{{j`6cCgtxX51o;XBfLM;`~1HCzW@CB^Yh2gU%!9+{&oJt`7h%QB?W)! z{HOEZdD+6{50}4O{tPlZpOY?s+da`h@2_4*BS(%FYy$6WJ|&zau8b@lsblf|bfVZTqT+rF3WDTamk6eDB2 zY{d%{qd-2C&Gv!m46hJeLF)4~ifd%J1Z*-8r#tJ%^kP@>4%<=$I-ft_LSZchBSJpE zwj;v&i{Gcd1I52ySy`#Z(XI|SMd05f7F?kJZD=&VPo|YNMK#i(%a$tSt*oj1v?`&= zel$~^5u7HM>yJWFMX1WvXM;9Voe`WSm+Oy0QN=H3{!=FqpW;ZovkgCxJ!LvW*=GT_ zVEuvESa4nD=QQJ!43p4zY(jl94(j86#TeMLxp$RR4)OVU?UHp9pC|Y``1=xn+l+c}b+(qj?{*r2IcdHEL`Uls)w4i@Ne2V#k zQz}QK_zROgqkG5qAJ)d7KRYk{{4xG8=o|ef2f;z=M+* zqxg>CAKCOd@G^*@STL2d|Z0i0r9w5MoGGp2KViY*+UBGCMt_rH8c{+{VR*YEr9 z=l}8iZP=uKpWsi+;%E=&INE|u7`9-k;R;ACwgk6D-%jvPByEN_gfi;P-xKGR9=?p& zb|R@y`}+J?Mo&tYMjZg6*)das!r`vxG?Dr|dDNM&- ztoDyJtp9Ho9uRDx+1BR!VQ_S_Pn;~xgmF0uxwKL9K0mKRv#ZlWOX!BKO>{rSI94P4 zKIP8cpz})QSka9J{)}lwUO^w$c_5#i*U8<7vp)9;1Y2L&xoO_g{d`{Y-ZMJvNjc~9>FyYlO7V^COw)MJ8iUL3hKv`E zik>pkT6kKez}e?&gX`7h@`o&PS{11^84Oocl$uTygQOJq^t z*Dn9+b90W#|8@M{c4cJ^J^%a+TDa&{+E%qwcxcsA`2P3(&$_A>p8w3Ag8e>me3NMb zr*QcLI>0lRztrzj6_t+)exJ&EXdLZ%>i5ZTh75mTY=P|`tgI39DPvnY=- zvDF^H#)x=`#NZD07lGF2S9~X3tCrSZ{66(b?I{?i2=)}GmJYjK5VNF(! zIm=jDJZ-E|lI97ETe2GU`xNXcpaZgZ4k7d6eJYcEIaMAP__1ONdR8lDA@3wG{ci3r zcV8kei9b_}g^$$dv55FSgU|2l@B2@m5r6*t{PFYG?;pQ^<9X=(2Y4;#znuSc{u^?H z%OBYqxctR3rOTf#e>b6jsAC?gcKa^czJvWe71#x-ek0RIxc)=$7FidUKd6#poM?QC zwi2IW+VnY85#m$${d4B`kHx1Lh4>U~r=otJ5J!7i=D!JknGy^F@AYeJio~ar)B&ep zTMMSoY$gJB5&DSlCyWO>3A3L-UdGStG)9=s1?qkNRNCIsciQmCk=T|5YfHIsfVW zr^%w<~BBA6Gg_j^Y>)(A z6Y4mxIxxsK_CcHNNz)^$?>^B3U>tdu0d^T_3~k0Lcuuvs(7o*QV;z0{egFCM=jV@~ zzkdJNy=$r8zs`Rc-(@NGhVx&_k2?RUdKBlsA$z#|5%@@#zeHYj`Saf=e?teblkFNR zw{54YsvZ2<$$pu3P$j2T+qlg6ZPLbNv~!)b2`%XLQyI(II8{}a=ak36*xNwIv5+gd zt%Bc;NB?b{|5wbvZCgFn?cB>cZN86O|8Z98f3R=n&3{?q1GnXO#VtOC^Pk3dTKdEI z&pPH+H9o}{YTKqQbt+}QPgCd8@VOjETYN7Cn+d@TLf&F!vkpD;M+AI9F^7mV0B;aX zLgP?Kd<7n7M2No)>?4bzt@s7(G)6Acyw4B3CaifY*I(mk4+wFzOKH_g*i-Bh-s^Py zSHu28bb|HJ@~@Tpf7RlLKDk0pvmXiS>+5OUxN(Y4Fb;9|-F>Kh^e7rLW(1XM%LmLMp25J3fm=wu$-q_y@0;jNA|2xn;e9OF zP+~0L5Gp?gdc&Y&eKIEK!}kzbD~{{)8z!WG4_|-ZfByX0Gl4Tkp9?>K{QTAX#_u1$ zf1Uqu{>%AK=f7S4z#eee!{2_pm6pHz0loU_8?=N!NDK3elloT| z8{I#OX_qXGb=eq8Y4H*rbMa!d|AStB`88Vn3V#;s7)zwy#{KE$U$SHwt>pKLw`{2m zI(mQp&bH?dexDZ1e@T23wQbv0a0>JL3u#u2$)P8yXJLso?hsI_g9{ofLAlQI%~OZOzl9b(Iwr)UI87 zx~i;{<}a8}$B!SkuFa&`Sd!x(Sxs>lZOc>S>WY-`#be}avauw`KeC!UB}&?sr^wZv z<@3YdrlFDjJ~1``Jzpl%sUBQ017HNudGNUu>?<^e4%5gxI;syro5};|YkI?cUG~mj zz$2JX6Zd@(8$u_L_#k_@`ILEO+=WRSo(HH%U=BJ*&L;LpB zvu7`Q`>hp(c;2cX@%zVkw6o#?EQYm8DJM7cmrZ+1D~)q)~5%2Li%%F+L^}Eyg#UbM=(}l zxP*=eJR^L3{#LI);%HyT@hNb&mLWdH>a|o`Q+S3B`_G;=obmF!acXt`{P9}&`D5p6s$=otkd~#mp@$oa``iymEp|%XUqRPcL1k&k#UM1iWNjG zL2(Af5i+cyB*7GbXFvyLbtNcA9E0n5tTus0a13eB#xiU|Fbx~`C!W832gNDg0#31$ zaSFeGL}oji?%ztmDcGJO?5*k3XVF%~(RTU!N6Fv7DK>7Zq|u`gN4tbNm$5ws{5~N* zMZgKN*c8Ac6g#jwwS_PoL$L_6n-ClW^eJwEvWx+nieMXHScb*4Na+RN$ZQCF{+8EY z;#2fdoT8Nfmg4uRwyst3M+3(lIBClJMEl+v{lAf?TKP0@?Uj|4)RFx?jT||Gaf**p zWWh+9Om(bmM9F2v*e9(@^N}ECw6$fLNL*wmA^n=@oK~gzY$VHRYs)l7Ykz@^T5?%2 z5~fvYJ`%)?wzfGUZvCD(Q1lo;n$I z{Fxe3&I?^APY&tSsn0VVf4GePI>xio7xYr*wx^z&LSyb9FR@aAQ`~XKUG(_lf9Lk+ z|0VN3`|JzsGw5ad`s>ZX?~~rmuK%$2%YOdnkJwWzfZr#z`$2pP#5r;K`^V`Y>VQ*h ztOz&-;#06a#pFCr0c=2Q9Rhxk**ySjP#;dfG!(N?OaWMh*hO$3p%-jIb?h1bVfaR{ z$>1?SoBDwgTA#nw>pytrV(P_ypI{qf_7oCFyA}L5{63w4-=`*&*J)LnH%)d^b=nr} zCBmR}b#-jJGm855=}YtGy-54_@3SG2wE5ApFPEpumy)4)UTr%?M~)n!&%gMbR=&5A zwr<(VL|Lx`2M#dqxs~4Iwxvtopts(Bi|@#fskXKzj-aEW4{Qn==$mi8r4=hyF#Vgf z?5(#XKKQO(ySOipok_yLK%J{Tpx4`|rQc@ujv2 zeW28@kDpqRX0kTPMS_BQ#HTn(2M)mR6ZBkm_Sik5W#eU4FUT>tgpTQL53)T3?p}pmnvhS=vxv!@3-k7)yXHg!z3k8;6l>4^eKupaj$4 zei5I*7>r?9y^Miz4CgSc0yu}&`TU9r>3Xzg{fEq4!Z^hM`CFEmJw;8u@}hWFTG0PC zHp1_d1=3a(b@LkQO#h!#X2%XOlWPVZ@D}UzVawO2Z(n-*?YH@C-ogI(c8YGkuCAW* zb!_*>A5M4jXYZcxqHaA00m#S&^TcAz2-OLWgHcsgMR)hvk1gdg-O~*DL-?x7~Id&6qip8XNZ03C0@m56g4-@DauY*3jtDqxnwj zBJ@{W@fYgLzt8Kh{e!WW{Y`qM-+f2RmoKM2n7d;~y8QCXsZ*y;bnkul3AWJK z*eLY&jjzfTcA0KbBJ zBz)kL3HjXx^`Sj`$6akAVn5NRW%rStX<|2FXFSK@My%6aHiwK^FpstQ{Mp~c{x+QY z`e%DJT?^Ic`u>a9W55ml`2+63XAIWE&mTX3{r>U$*LV!)KbXgG{ww2Q`Hrx?;ryrb zp9$Y>dnDyK)4cPac%Q=gZ|A>*{@~vre{8F+C*#w}8C`kA*VgPhfnTL&hzb$J%`U{NE+~4Q$O3pQ5M4 z(GK<$tJYAp#HTp@`7eH-VjS(9qB`oSlZ>gmn^J7ETHE?(IS}sHxq}7_0FF{Ze>(q< zbioA|&=rgc0K+aTEu~WaTvd9Nq{!nlbl5P_wd;uK&-5$Ud|H>ys=4jkchIa^v*`Rk zo-gq+fK%94+_GgW$IBQl{-_2G8btHv&!fNp{qNMfcW-LXF~4VWzg_ipLVo1PA&%#= zfv&l>r+l|jqejufg$tSfN$S$23u6U0(1HaE;_rX>@F9AG?IAjM?!p*IH+t;x$7s%+ zIW%Fy1p4y@7t*b_-pUxpiujA1U?AY>$&+R5tFOLVzVmFRzwh3AsH9yxy7iWusj{+? z{c~xT-Me@5vs=#NccQ=j?QcRqfBt;xePeINLORo!G56E=hYmIkRpgf}euu(pDLfL?J%zrb3ck`lsk{pN3Y4+u3eF$F$+S=Aw@LS=y$78?ztvU)ZKyXNm_C1ao_+np z9`yZ}J&XSQ`T67Luirm@|2qHS{Fm~RfnRd|GxF@tf1B*$@&|ZFm%nsBxcq6)1=3%R z{9RLB&p5^VbY<7B;+k$rON(3JOPSN$su8d{l(~Un|#)s>M3?0gI zBm-tc>&T(0x%m$sI!tdZdy{%}??Hb!|9ramqD$zRXBns9f6%)>|J-weFWh(Uee~5= zU(rss?P zjvk{gzW9RuBHl?iGS2Y&>#yf?quIq@3C*KK6Kr6z382Hm(yX!D&+T#KcvV%c=2p)ie5rGl{O4--pQfUif)Zy_w((c;_sh*IdtMkc=1Jp@?TX`bb@nF~gjBK9cvf zyu)U?+3>x5eqaB%Uwr@h^XKP}-uZl%`uXekkKez6hjISH`7h@`o&RRJ!R3!|CYrqE z@|Vk>kf&`wsBC?%%HP%76sPFg^{RkVOrlL2t9~)Rzn_0WcNF*g4?q75r$8L-6862X zexGVx|MesFfAIgdiE)Zi5=Xl&b%s4fz$wJWLGT2{3dHXa+dr89Az%uyiGZ&sjhW53 zM8qq&&w_w4L>mglEyVwm)M?qq%k=SzQTY5=AHycXx}RqK2hVy{;#0I`JP-B>s~D#M zPON%myKkC){t%xcjg^q8uM=f;)7iW-8>NI!8?^#Hk)Z#Fjl!&%vuNgQPVK{WvuDke zw%MT_HV}vx5&y|BMT5uYm`O-J`SeqoIPpR1)VZ_RDU>iCHx>32taCrcev|I*b2r`4 z`v#iHKA!N!t?Q-RQmn_tD3n zd`yQ99ilnB7Twt=)+n}-*td6Iz-La$Sj*m8Mt}O_pJ>APaU2`t8^%nw(euwgPrv{D z@5PP+{-x~S5yocz{`aTEzt)2jCrW$_Ym2|5{i0a|=d#~FE<~1L?Bx_4U_2|uDT?#Z zg=PGW@-_BeAL>J%Y3iXbu@CE&p-)xZp6g9+5F8`yU9K~misE@OHad;8<tIj8y7;p0WwdHF;}mR9(Hi-) zvEg72r^u(-U}+k(A z|GvF@=(X2gqx1grKWQ?@e?WYTm8(|KMHgK}Lx&C%n}~FNeE&xn*8q!CvF0n{K3+UV4dfkOMS|V_pCQfo+DZDLSFYXP!hx!9tMm^KT^7mZkw(lCHUGt#T zGWz0!zWB(Pl4kW;yU*|IkA1@X!1jvoKY#wP7vg#2=Z~Mie*gIWtNaA`6X!p8Eu8-f zJOkDOd&Bup;n(@@%=l~Pzg_-dna<@exijp!u+-(>b5H)R-M*XNTlsB$>yH_ZPhzz(E`RPSpV9FKeJ}er7DiCE%&SQpJ&W}?`EEL%a(1d zA4Pl$*i*3ICy7t7OnfiFUSb5|M*wRG_`(RrA0%G3;SJobwibE23*Z*0M_40p)r ztlm=5#fwdb;uk*u4_kln`-J!uY2IrdEkYl;RjyZ7zeN1w9o!CTATrfR@aib(o1maU1W}AkM8#hw>_U#$J7)oER|1vk#wKho_$_0mAme`i+xAkNOR}R&AtnAJjplTd@a9Aj~?CS_xk9= zkLb=j?-1-_?b@|PV=sI2O>V!F;9qMy`;L--@ylv4{w%C-vdp#?{5L($Sklp>{5f)* z@HaYw{LvFqmU=0p{g~2mS!uLSjwaHcV82&9Ms6%CqaX4%UPyg@Uw_|!{`}?644g&b z?x}{I~Pp z!Xp^ZknmS$8UNj|{{XF9w~qBS?DvWFXOBJh1pCn5rDwkLKhFQOg8%vMyM63KdXhmW)W`<*my+<0EwU{5i5E{&M?X22HAhQi+I z=hXZ;rTBwk7F?I}-^B5+1=Emv8%r?=p_BO7W=9cH9;=+O3dJt0Pcp90AJ;hIJ7N8S zQ}haPw7YX$g-<{Ef*KpX5B#;=B_@yR{xJP7^v@CpBIu~2syb$ZRy)BTGCg-8k+xW^ zrAGhlx8Ks#DN`jbL`RO%fOrp2Km8PA7N4*`rR5yM;#Mv{E%6`FNBS2Ik}CZRz7u{Y z#FBu|rJ=)ya*T#|sjjY$?q_?2t{l%AIK{#54~mTfuusII-pKK>(|@q*0ETkjug;?p zBS+E)?|&e%A%6Rt-_TP}Jw=t36&ZP$f7%Pvs6&SiGNlkBiI42#H(0Xzcq0n70D zW$jwK{%TJ#Nbo%Pefsp% rIu~qtC=${3rXhHv<(_34iFfCMfC*@;oBX-(i1r)XsPNV@*I>**=Bx7g3NCD*ZS#mzV0Eb|l&4%?4@{rXXt&RyvBH(nRq zBn<6nn) zZynMP$E?si*X`%LltVk08$lOoK#R76QipNSj`S4eMtk@9#xzpuaVKY#xG{J~k8 zo~?fV`u$`3!S7#rHk|)({wsGz;>>jZ)A?_gKOmF2{N?he%ikPxvwjb)et)g_zkpAS zhaY*AeSL4w^VhC_aQ#aQ`ls#eJM5)Ji^cB~_R#FvbE&qb&iSt&$$#zVckL@HYv}&_ z$BL~}r?N7-cgl-dd>qbpdNoI>s5e&hQGP8D_z>aZHSxe0Yoz z;wvhQkG4qb^UE5`dNjZOgJ&*bdx`-XpQ5Y>tzG*upTB!srT>Ng`6U0>?7u=Kb`#}X zRj@Hg$Ah1zxpU`I=~Y*8Jn9>0%9JT$Cw1v%m+>CFpM5W_r_Eb7)8mgnPFHrhl4-7| z`HV>l_+aQnm?SqBCgBRyAyzm1J(aTE#Dfn`q_4jEO7NFm^}A>^+f#IdJ;l_i91r?{ z*i)30v}3%W34030Z9e(r6OK=D9`_r?7|I%YW$|MA&42w?>>nzsDlu#Jk0*crg%`x0 z;(-SqpgQ)oG=BU9!Can$J;nD0_7qG%Y}hcyQf{E9Cr@UdSFoqJk#4@_W?Be)3j8wo zC+R8Lu<={Ei{or`>v|Qv@x~kU{+bWO{sQ(CAFum3{{GsDXgT9Oci-KI+OYlE4)gnD zjd5J9(5Y;~KxD-*KPEWAvBw)5jz|nKiGdwriR})ttFu@+9E&iGzZYWAS?sahX}P{p zVjb5Dy~ftIIIkAF32}&a?Y8*08q><>&*HfG`fKbu-+#%T@aK=usSy7zJ#RSg=MV3b z7$?@xUz{6$|L`4)b>NuVe*dP=2hLRIKb-$^{!`Bd=fCZo%;Xv8KfzBp|Ly#Dd?wB^ z`D5F*I$E*feet&e9W&x+Z{AcD_+-ET{r*4w{a?YcDCW<9N!}ALVZGb*>2pFH?S!9n z`SSUf2u?nMOoIXiKA`m>8R4?idMLn+W!O!!2 zwxc>K{*lC265AeZ+O$bJon)U&k3aqd^%aIS8=G^74<8X53dE_KE-c;`&)XL<5O(fsNdBV2ev3v8UKI}t0$g(QszV)i>_C7r6;+3fa8T5 ztxa_Az4wamt7&X+fmq^*_uad9Z<;e_j*-OlYmVQ6nA_K0do8`gzn8|RxRdQGu4D{_ z<5ML6uq1DW_!M2bc9Auf=7P0Ky0j{L5;#TU;i7Y97wa~RKM@|D&tfarGrk~opfTN8 z(r$F3JIvJwdC1Q7MCVwjXY~2A_4f78%S*oh{Q2|qNA=Hs{^rj~yL*uO{ZqI$e*fBC zs(VA%BkmRBW%xY{=Rfj$C)HQ_{pL!|k2+)Ui+0`@p1-h>KgD|Js7r4`r=73L zmoi0n6ZN5L>(;Gw=_QviE-;urWFJrPby&A^hu9#%M^e=N^Otz*t+zyPe?#vZ#2z9Y zHO*)9YVOrn7mK~dfBxrx(uEgZNSCp##$VX?(IuB$O8@ge|3kn2)vxIHzyDwHm$Y!f zBD&%)m$Ti$-L!J$%ItUN`M=w0kYPjVivnB& zak3wI_+fsI+R!4lhk$(q;%Wm|C?7GB?K~RdSCu#qjK$p8`zE^O=9^?5^oP9%=%-A6 zI-?D_PZ)pc)TxuK32Z4~Cjx&|f9CH4A5YmoU7ZCB7KnYu?Hr>6wj@pd6VhZgV>V`T z+re;()RrNYN%cHexlH$3;JxI0Qa&TckFt!v8}BLxzO|m|>X{!wosEk+k#ho#C@%iR~%;{P**}wda48;1r7_hC;+C zw$=uG+VwAIs(*p4`-Y8`j8m{Z1>--R_#OOvrYKGUOhR!4OM_hm*Bch0aTC=B;i*cMMd@gzOYpC_Jtf+nyprmNWB6tIiyIj+Nu88he$wvo8?*4ucF z>!qyo=-?YSY@~-Cnn?fs-~TOk6yJZ}DA)w-9j>|NYKfz9@+4w#w~|x8HFmU32XrTVSV=Q z*~??AA1?TeTDtTf^oKwEfqhv$NQgsT!??-x>C+f<`9GR9b0+QHy*pwG80!i4oz~ ze>(qdGE24>T>gN(mdR`;TeHg#Lz};iogBsE{P#= zBbH}sa6(`(m$C~>|wY}i24XG|B2 zq-U?5;`0d@18gd$a!d`x-UjaRF~{Mqsjj9C>{IHo#~zcI*aHUKCowWkFoyBXw_no( z4?aMbU3wXxSu=T@FF5{o6|GzM5lxsdL3~h6e)?(FC+()=$B(m(#Mfdkf!}-ng872$ zRPma<`z~XA?91u`##ml|?KS#t_jlCD_7@+rzo&NWXR3eye)P&KuTaI-3jTXn3$Aj< zop;a;y{~8AUn}Xzp~KSudD-heT{2!hMc+Zg96FMLql@ zFzz7wGt>d=5PEAvUBWXPjr7<0C~Nura_;;3`~LIi59dZWbNu|t)&l3IpTBW{&D^b>*f5X?H64O=RckQbp8|1g!7--eR6in|B6$5 zKwZ0bm3Ou$KBV>(s=x62@5kJK^>zDcd+i?9t?i_0jspT;^oR$tt*Rj1RxdQtW;95v zP+vz?=o9)Ok8v;_#IZCvsZrP?98VN%Of5QYdQW3e?r_s;6<|#<9&oDcdSM z#QOaW^d;-&+qG*eF{MBH=p#PQw$nP+|KEDct&Fvl(qzU3^8boP&o^_ah=MD2efJ%W zzF*^LPo4U#^nv}vM#e@)jT$LFmHPDQL(f0=Jlh~lqML5KiSMi{X&%SX*tJXjCILS| zJnI|TrlPd8lm-tTLclp5W}5}X=f3^6+vwHBug3X7kC@(9F-G5o@4xXA#?v#;Jj4E- z#)v^rJ||Ne9(+g^ZvTXhxxg8CbN z$G;QekK=B=jpqjav}x0+H^<|~_rn@X{BFh<(ls#~5G;b$C#{y1G~ZABJ{>p|unF*I z$-aWzD<6J`)#TqG+wJDE*jfbHw_Y#{yZf2fPv2EQU%VF`&b%la+W1VXys^*k>+kzd zpE-N>^qKJIFIx}6=KcKf^A~rD-#>Ck`~8c1L+=i}Q|Eb+bh_g z`wG^Hy(j5gZ!M=~Tz>oQ<)O^&%lHF2q@f*s;)iM9PRmLDZSME>Tkpx3ksjmoSj*n# zIe+5$UwdsS>jEDadmQLsCro&dmMnSWUpD{0>-Yccv#)9U_V0c&{U0z8;1ps{QPPGa zK85&wS{8jfK~Emv;TL^*=9>vPh1fa-d}4&)5{5l6){xptpfBt)g3dj)!w_9O(<(Mm zfNS{ttzQ2@GnR-w1)h;o#wk{>PV6a8BY!kB9@O|0qQP(ahpDg&Tl3m%D8HMgg#EB+;In8dg-O& zyQ!pIiNxsml6^%1%Siv>d%pbgD|G$!*9k4w1~w>; zqel-q|NQgm59j}ZuI4;^LDkgO@K=co7N;p%uh@c&(OViCxd?Nc#)c!|Jj&i7sZaSi z)&=2Q5iEh_ouYeQunTSvI-|({84e-ura*^~$D*bm9n=j2^r#8~avsU!Om=@iST%Rb!J zsWX>5#=6ej-nk>wpbt`^&)P9w>@PGJ1N0cj=(F^voWDcI4%C+Qf_U%0eTNSJ^7(a* z{LEPplZKOAt1Og~+u&o0z?XQWZnomQnfa?}G8K-`A+-g}Sj07i@7ql+%Oh|c5K z*8lhW-_ykxUrd)?cB%SRV%vkYYuC~t_F0sUX%k6Z6AfuqI{(pQ$HkA*dX9fxTU%?x zNc#Q3gKR@qO`m@9DXm$%hCcf6Bk|<~I|}^Dg<~E#@ICvT+e)8&{0XgDvxe5O9mpn* zt+99S9@gb&)R_MS+ekDtHn9EI2KM)~j@GVO%kd~akwoqbBJXZkh#{nxUOt1oG1-A=_=!f%?+ zk^AK_&S@&F-Qs9Nju-p^vYXuFCcCITxbUxbUIiL`hm+~84{!==GhGVGp+3{2G=+8e z{J#F#{!w45T;_cgaWUV2ir3gPCN@mTn)&nR=a20TKYx|S_WQ^0U*|vMTy*|R`H9Hu z+8HUS^PkRtCcIRz&2s+p-_L*7)b679-(Sam7@lQ0coX4WZuz@7|C{kRe1^&S?)+br z83m_U{yueOzZlSkK4gBMOxNM(zwVzixc|0nt){1*en#|?(BI=d>Js*ggcKjd1F?Ge zOTzkR?IpoJp-rT3%QzDHfKJBZvX0dz+A?4qyhkkKA|GgMo@{)d|HrQX!;>D1IK@w) zf2m9DDfsW+xwMD)eHuRZO~DuxS1=4B;0}yejDWse>>`j?e8I|sQ&?NDg%BGG!8zDA zBiLTR7gUi=h1G@rKEGi%z-&&x{)nTU;uI@a1;0uwLxg+V;&j^kcbU#Oyl(`#KiEcOZGp!Rd=l`A z-ONYgJ#)z6+V_$#Sr%kSn??1r^{rS_g%+DV`fBpXP z``7so=f9#}%K1;{zg_+~+vKm0*R7|gpPouL-+VL8ox4!{!@K;cvY^Y~+541*@=wjS zU9^0~YWAV6akRyrVq=x-AN~pYmn~bi$ukK%72pJS-gXTQzPC3G8+fCB2HZ%)2i(MY zts5%!oJakjKr`?r8jkt_SwAVGPH41#IMeC4fv%uU`{>v|)%-*Gdk?km`EQv2r~dti z+}E4#zVlk@zdk1|eCC9-sO#{Bd2PwMxnibjuuJw=;fPr>miUIb3TIj z)czsE41zsGL0k0M1dJiz3`omE{E7^h;Qpvj@Cxb6*oWC)=vY4g4_$xY6utT+_7ohS zqPBWhtK`py{ReZl02u~QsI1SI^OyzNl6J{zxu8X;PO|O50geX^TZRg@FR0--)r|)l zqs>5s4w}UVc(z)`9}`_JOF`19xI z56)hEk~7lJU%!9+{uMhrdDqMN59J%2|8oA*`EQjgSkA~~5#_60{z!O;vqb*dx$`?( zu<#|i^RBz7W5>>P-#r6F_q=n*UO)dKD?+yR`>)CSuZH6euUHZ6DOi{O&_u+iU|%+P zm+LIq|36pxXUi7YQ%qG`2exf^^ntr+;jCfw+Po38WZp>rluQ0K$)h}y%UZwWMNVG~ zbn^@9ndVh)i?kSTK0aYg^hNo_a(WfC7*pCb|5MGsnCDr{bH4U(n*XQ%{a>0jf}VP~ zAN%iWFE%R=PXbN>zfV7n{8?YOPvcXt-zVT)u%|G;PhvA6@9^WDe#Q_&>}=o-VmpB{ zV-R@HU*7c(xC8R#(O(ndVFzDDG8Wok7rQV zWM4&##hsg}$&HyS6n7|Umbv7|IX^%AJ~cERR(=OOkKqW=g$W-NunE?S2(BP?z$3D< z@c(EJx-_(be-a)FW1@|DgZjWv8DEu-7ioQd<)eK4egFCM$7hJ19dd@?ED7g|pFe*7 z+Wq18Pq<_K{^j!l`bp<6ZVI&|nrvu4ky z%8DIP9`*a*?|+dG3izLG)%A)~TzQrF6MFEW5TC;I5Q#hy&q|XwT>frR{ziO?$&6E| zkEXWt^uzsW=}V(%`D^271%KXsZLEBjbGm%VIR0?@`WS9U${(cRqqL!o`=+$-S{ePV z5BJ9$R$lQM`f^#u_4&_a{qeVZ;i-E$RtREov}JpWM+B$%spN09r_eas@KM#Nw2X0z zxg4K@<7fj%2yw7SL|g%wLGVAsDQqkhUkEq@Y$pV-Kz)K?pby%3%n@csVQCo8@Qxf_ z;q%LSw|4ypBaXJjrzoNB|DU}#@z1(Q^2h(4-Pi8y?9BJ~+u!bYot=9^IKmCyjyHia(Y1!6crss6dXlvg{U}Qqt1-F3L%7qD}V|K2r5VY>Rr{<-Jj=q5)!WAC|*42 ztGfG1r;qA-cU27^C~c?E zsJOW3!6DF>(au@!c2dF}?TiUZ&@FH|2VhrUoXD+G7TFxoO<*CPEo};MGqP~b^@(lRp)?*n1$psyqlrGU2o)Pg8@4syPSH3)v zaf*?wvxa>ZIEDGAI5qrN%g#NtVZGuM-KyE{6U(+ou^;Wbf`5u}(O-75$)tX+LmF5H z;|yb&&hQFJOMa0C`8f@AGQ{t8z$sK`0yJ;1E=9mXy#Ig;b#DB{?$fYaMZap$pn;-K zv4wHs#JlG2hKlmv);6>IRFulAxIW18C4so5HI$#0W%B(Hwv$~#)qb*2ABnPzkX6V} z?X{Dg2#yge)JLK$gFqxs;7Xxm=@&mzGIWO5c4cLazXHh(Nc z9sc%BV)5w3_ci#gvc<_bn zgSWfLL#w-Yr%NxpoSvNbwDW(?|HgA$_NH)#Ar3x2;uL+^k2cF*r!Y=YzhSfU|M@r_ zC;#8T{wZe9R(%SLEpUpJi^fM?i5xqKI00h_$X6^u^&{$lH$dM4_=4y|D8?Z)0gK4% zuVq}qu!uUL*LIXf@eahj|9o6hyuI;Xxp*SYtA##AcUdb_VfP6((&Ah>x%`jmQ%oEW z{}k2gpJER5DOQAc{Lq8Q@r8g#Fn)kH{=glQpNW7iMBE|NGt9xlfLDmEs6Z=rq{NSf zwV`r(q4EARe5d2_SDa!D`!?w&cAwV4kGA0y$B@6Y?mftUv`q-Fq5QP05_x_hyO1a) z422wYL{?Hul8L?&c9PXdgjr^Ynr{j3|Afb1^eNcxlk7)fK9yn&Cf7r#WdUQw8CSZG z#k>rA$oMIx=Q6er8SOw>8{WVC9en&V89|&+I@f&uVQhT;*?#5wkIEM#ju+R9@4v=l z=jV){KbS9m{yP8R{8zp&*m;7``7h_c@;45~V<2??^Yrqc_e{E<2J&0mYJRs3d1!YI zFTLbadg6(v@?6=={$~;Q!#CqIOpBPa!x3 z+kIkvii9bc9VWvcR93#mY&3DWrVM9L8o?NVQB)|`GQ~2WQ;{%_fOP=xkdOBt$1fYl z_Qqdu3bFgtL-62fQyHgVEJ}5c^p1Hl&p-I5_>$M+1o+YB`O|yg;9&P@rOL()Td>e@ z1%&4Jn#&UA5bQ!l`piyLX6H%iVF!wJC$fC8DHZC9?uE5uq4zKNk&aE$SF!QG{Ta6V z#QGHYTdIGG_t`hK>Qm%=ww~9;`)4cLeM&fm$@t5~{xOH;|Lwv9f(^7=+I~GWj%xOa zo#m0xE(al&7i!%5=W%FvbUG*r)ljuU^`neqwZZNau!2$^C&L$1HX7uk#;>CepLyWj z6Thf?nzbkVKDVo($NCIsYkVLB@L{9r{Z;5lJ^xeyu!+$SaxR`Fac^LIzJqoq^)RXSI zYaFdwxi;{|e*g6Qx7{0y`=97jtYtsi(5GOV`%@;f&HaE=oGtU;?mK6i{G|anMdqJk z7VA?KaSFo=I24@;guoIMV<_l5m~E#encb(TUlH2jGOJsvFQGaD0lSDeh4&vZqfU&! z;1n~>?o%~QgFXdt3Ogg@ZRE+5KVUwu&+R?|rSc&-M%0@Kx&ch5?Uc&hy?+_UE{y+e>_@wZQv`jA0uNf5{}j7V z(5KM zONv7>E6t)tTg(b6%e2slW2gmIY+*@pNM@y3)M$%YA!V5s8gUG@z=|zIvFKC4?vvSr z4*sKLe+sw-FbLRsf}ItOTez2H1U&bQ4s+7>wJh8neNyRrq=adxzf1LjWxR3P3uC+9 zzmLDqKVN^o|M>nZXMvwTdJg;f>->lFUy)CA{?qyI?A~E_5x;-voeF10QKo(7-@hQs zdSLQ2_D|81bt<}1kDfhg{xb`xpDmHf$nc zA!s+J_5Ra%l#ajHeYz#rr(m2S=u;ev{}Q`TQ79cFmEY9|nRcYIh=oz+T^>=Aqx8d} zA81$0F8biZ59#&SU#Hctuco)&dW-)4>1VWW|33EVeYmujvUKduA{Lf+8*{Axm{Afb zZ=y6OrDMz@7M8S`CzYgq!t#>RoRp3+i&&U_r()my4zy1DkF5bVkZ~L0&%$Y|62MiLOiVH8ggqFUx zigxVyCX=E0`uFu;zWxoT=*xbzVK;rs)akT={Zr)f29<9ld4$U!IwyZnoI?FmREgcE zVYFiL1jP*us|fan1Y1Bn+8;9Ahw^X@a0k=}_5garAUIETFp7S&L2LdhKrgt3_pf6Z z#=A4)uXdkUpMr5<*zU>gK8eikB;UWxKg9(2r|8Chw8icd{AjOI|INT0@SfkW2M(e8 zpuQ;rrVwxllbM5leAJl;*hQ!#Z3X=R^~W8`rTv6WjJ5jSf0xGp_Gez9%ZA@7xaGh> zgVc|<*?oe%xC8lbYb*QF4*n^kWZEJYmdL!zlSYUzi)T^PX>MwwrOTGl)G1SG#K;kJ z-F4T}HP>ECLxJ{wv>fNRSaXPL}Dr=Dj?@SJe|EAdy( zf9gJw&k5)M)BM0#IR6>u2=f(T4;6mvB;WtGZr#Q9W#&?U_A$`Cdo|m>9!#&ix|D!l zsQm2I_FuSj`Ta}B{4AOOP2!(o9rXiF!LrvWlMSaZ9?1Eh^s={5l^0m5bPq z_N0Q9(JEHnNuD=!Sl~>it!UBik@8W0q{@p9Q)B`yHAEE2sU9D0>UgV z_yTYY#Vi!V2x+OG(F&fC>0JbT1Ns!eIK=i-j#qg95i1&>k9i(18UH)j?$f2>pMuZm z!N4irrDnk?Z2q(_e`srC{}hKIr>-Qcw!FNY|LZ^L#v5;>rAwF6{(Wu5Z)Dw~gD&=;f2Z_& z+P5ny6&qLDNrB=#?*GUUqPEt9LFYl|lIrOw{|C%L^dU^v733T$1GMuVA?R&R8XvE= zLq!gNc7p%k-AtE!t1z#?d!FiCc>lQn`1oTU`TUc6n6E$Ie{3zpFkmuaFIL&J@4tTj z`1z}A!TArBqdNZu-qZO{=Fgq~_WQ?Kc>nt3ubidZOMT{_0vJ&34EWJDyHAEE zsI4Z^gJA4nO|Z*UCqA?de^9$kqDK+%3boS|^eO~%2=M~GVRHAZo#6W-`mtbJQm_@} z{qtBIWBgYvX1hqQzULdyHC4>_dXW?-MaSx+gb{;`cBIK zRf?a<_oF~RMzTWUxA^;L&6+jTyH6kb8DkVT-E=c8Td|z}_P4*$|NifnYy;{8TCm^+ zy8QCX=|BGCKLo4z@Poe;+9*vFdWwk{DJ3sU8>PV#7DhrNh#AF5p*SXDq)1#LWt7&h zg^|<`StytjdWf(|9{43sH973l2^e9X7Hp`P@|ag@h)y?^6Lb)0!@eEj2G#pj=`Azy#K z|Ac+i_g_DM{QPzPBl20!e+due{HO3uyW_kt-XWYD&VMUk>GzL+`2FjtC!eJohTOn7 zh1yLAUNL&qt@P@v%l-c2_rDJBe@#uhXl>m(>I*;G(5ILZ^eKG*KjHmf>^{w&E8{9S z#q{B{QuHbAqcwsp0G9y1z`n6f_rY)m$u~PriZiH9C&eBLJ}9`ZmKh#lX_dX_IvPsn z{U6WxuUZU!3ieOI`V_F^74<1jk^BvBmN$qW?TIpn`iR{p#wl2zBFeylHSkAphKNB} z8ZvZ~pXYR}BN6l=V8aP*jTOuS@^qy)+fd_Ue%59#gZKVBJ^r`Pf0Zr|`V<32pW;0N zPTU#!Z)@uTIvVUgK}Ma4r?W&MH;S??qNPQeJa7B9Z8U1sDC*O%FHN5@o&8%ihP-M60Or8=+<>pD4>P8b zH#&+(pv+|Hh(~$4-Fu`w;SJI@?}OTh_wVEH^Uv2`zK4W;Mf9|M|MC6T&mTX3!7pGh zfDcvYKb-$E-jwHp^PkRtXLk+1e`LHA#^o%$f8BNWc$PEwrRwg$DXKZFrU5L|s;!;l z`@f%m9m*fJG`CQl=~Dow5dRd7agTKQ1Nf)olfP`-*hI5=4R))ll646`+AG;VMZ^t6 zk0D_Tk}vp0$`d?-aR}IcLV1o=7=7-00=~3GFF^1P^~t@~d}pKWfR9*R=xs>c@DcA{ za3dR&eEi{`;>mzh0Cy6cg8#;+O8y6&;!EHZ?4JU-2>erwdQ9~xqK*XP5Q z41#}(b??#EEiG}c6}fOb{KsC#Da=1bsRX_tYY&A*X*@EsoEVJ}skN!Gk?lryXFZCc zw0iaH+}{zcRV0)A=bw9?uDa@Kp#@HH?0*?ejK+vm&r{Z<SSbj zj60a_0PH)N-iG(jV~X+W!uYRzne{1ZRiDCeijDQ~IUnSHa(0}&`=|J)*w9E5C%}(( zHT7n{Lt^&{{wV@ZkbENmk5KHu@>CbXa16yFOm9MP4AAGeMbM2=C->VDIt$$M@g- zobvO>&tE<-jo)zoLwN@q5928~bpFfmJ?B47=fL@YzyF+x_pjHMuA>Om-7(23wOr0Wce$m$ARNE;@xmi{y1 zu={ivcAqK;&-1K2Zj$s$d0H0iHHAhuHEyEc{^qwdX7m{L@%vBY6d>Q<9M-t&W9SR7_>$=UD&Hf7!PW zcAs$0o9xf-ahkTfjPix-gGuO^-sT|Nd&J!rZR{4AGRLjVXe~e9m$mI^zrp+W@%Q=1 za{zY_Uw?{;`u>CY;QMd5kIUNd^T*F$~+eN8Ek*t>^`~t z0e6ezmA}C56Kt^>E7 zgD%P6A)b#FVk8&Z(^mFRF?8rqs;Q}=S+%v)+S(e*4No9CeE2YZ{ngiW=bd+ot;u`u znH2qIB)r0!E$JsFW5fu{!XicLUkD3@oCxXjy?_4GsNE-#0YM(5?-EpA%IV;9YS-?P z{6MerM3p1uakP`m8jYt!p4gKDkI8<(;A=bfA#IlQ(+h1>sIeWInSTRo&R_Kze)U40HVgyC$+Dq`V?&U$=YrsDvbJP!OJm$fI{BG_{RjsgD@Xy5vfwoCf4GVj0mcL{$78*})lxK#XT2YrgS z-zC`H>x}$C>^?<5+66&Dh;wbAnB%W3f7!PK{RAD(yPY0;v^ zv}Vm3wo&yKty;B;=07u^#*7(5zx&qvC`OUX#qquyX?@37kpBrz zruCBEu*$~l9dMC<)VJa&L%#XI@cx55G2jp2vm;i-}YtZ{L68KI!L= zo!@@`;_P((BVltzUP8yl`7h@`o&Q!o+wUJ|?)~G_PuJ7a^PlDSkhjp1CCh08zvYhd z59fcJ{|R^IQvPp?=u^ByeOU(w_KBvj-KTn%jq17Q@`n>S|2J;jlJqIW?i2gb4*n@j zFT(U7%ulxB7s198>q7unr~{V3IuWWPk>d{muK-5DA8kYN47L9h@DI_&P?~5rD(Gc+ z|M}RZv6XQz8UGcFC$T<7?w?{t)Th8+d$Q$EyMiC>iL6fnot&D17qUJ@Zucq23!vX% z`VJ-dL$JvNoFdt6Qf$NYFie&%G(lGbWym*w3#y}Gx)un%f5C?Yk2v=Diy!UapF;F0 z-i9A-=u_xE+tK}_mGvnO7u6}sr1nYbp2dP7J>?XuuqhY`(!c>o>zjQ z+TIlM`Tb?O_ruPU%8iA;2YuuhIX}F0u{XStr$imRwl@{CBuR`2FKtyMJxl_7#2n(Wms{!k5KX z$o3uI`2ExG-{Fqf{`uG31iMf0Pcb0i6w_$KdiVy${W806XL02F{rlMW?*_&SXV(Tl z+HCi!_QB!ep8|ReYnKF!A->@c`Vvyc^70H@Fzg}^)gLx&KZSP0wv+j?2>3=Q6CDcZ zWW+YT|Kl0|mF%CwaEdC{J(@P{A=*&lNBd;T|DX@If$cs`5I@?m`^5Sb0jCfh2f-5* zD-gWF{7wkI06R~x*97@_(1(b41=o2oUfq5!zO^`@VFdf z{BM8uRq;>Jty>ih8aR-BK)gr5iFKc~{kF3F7ycVwL9A64DI>`<&ffly96n0>7|+Vj?eaKy0i5eP-xOCcy;9_dIMeLJeaSw2 z=0l!h?-wF&Avi{uyCQ#t%pvg&<#F%d$KU6luRq^^us8bto1HmwZut2lbHdMG=Rb`1 z3UX`bznuSc{yV&}k~<8a9e)3acRAcE6!Z4`SNXlu#>DTRXXE`7{wdz9TgUno{l(Yw zl*!ZCKLu>r=o<(5d;9!9uJs@NQ?M=tWRtUI1bqtN1@?iy1mg+%exLIrZjs{;N~1Uh z^0Ts_OCkChf_(%X3ds+2A+C5u)_1@yy#LOPe~wc?_Xu{MHr7LL4SV3p-~Yrv1^bGb zFn$uR&8mP?JQw^^C|+Rt5aKr?!xvOP!t^Q>e-PaW&;YNnPtcc8y$Q~jHV^{GP^?1b z?*Z2k-2pBSq4#fN0W1h{9kWW~e;eCzLIi> zHDRH(l)}(v%1B?etWuUC(Ns4p;g(X$VisoIgs7I}$Xf&VTA$fLy`(Z^QG`{lf1bxy-=E#X`S-`Th4?yZ<*aPO(<>Db()M)G4e_ z!8ir>Nt^c;`uy+O{1^Wev*!x_1Dpc>DOSQigf^6t4Xj0#Ug~3(-Gr9T-xAr)7OwR>W20??fr-G2xH&b@m~qMPvW1Vr|2F{pT>5d zSZ4<7<5bB1T3BYNezYe^f4yP%N&Hi+5}W|~5@X>%0$4-97sfLFApWuqZ{Tu$>#sP2 zz56%c*r=;Ab(Oc9jVI7qzJ(%#7o7~1#e4r<8-KC;1pgGQi!*4D>Qgi`PLcN4_W3W> zr!ZNzg-M28%t>NwlVO(#xmoBPOHxtFlID&w%@05PK;P~^z@KmFz<~pFh;2iq3ZYl2 zXO%-(3@X$y`m88r*{`EvX@14DWrnaAWS!V|Hu|h6Wu2A%tKFxdPXT!lV+A_5k~|>3 zGYNQv-2o(@>*RAW(Q^H$UukV25BDhCEfF_8iV%ALKK?%ceErEDVS7f{FJ#ZK{UY0Q zeE;$N*UpqY47LmPys^3D=Z~Mi&VM-n<@~4f-+uq_`FB*yo>EV zty8;C;zxUi>Ql&F!q@+atpECr&FY_m#})7Ifm5u={b=X@v7z%I_(i4&sy z0FMBDtP|prHu?@|VqNrwPpISlhw-qn&BlhuNc1UYj-uW*J;XOU>^{|RFntQ+nQgy3 z@%#7AmR80oHU+y+L7!sw^ECE_l>tMrH~jXdpF^|fl;I3fM}qTA4?;rre=V4X37z>I)XT$cOMe(QbKr`Q$by&d1bTTP#$3-b3U zY|k(W%WGM5E#cP>3X_i+j5a2)BmbLY_9#}Pix zWtKOWUU~Hug)Pct{8>hY{?VaPSZLoZ4^vr+<>iP=Nm+50ah~)KoMK<}Pl0_X$Z`ym z0CvFVy7`$COai=2$k(?CT1Vb`3T@ceA`TJWJ(?WJc%d>GqxbLQ@AFUZ4B6eu*Prh{ zxy?P_fBpRN^H=y1=RXo}=KPoP4(Z*D-K(Ad6kQAFzxCei_YZyB;P$_|7{KR1HT+R@qw4O})Lr5lcB`%yKNZyoxeVb* z_Ek~pBfF3;{Sw*N&%aM8Swb;VNomzolEs+leC_`T<1uZm2l?FEt2UjoyNt+7As@qD z#bH>2PmOcSdUi?Ua0kU-te@&LHC>YsWAgUw?A$ z`Tpbkub)4W7xeSj`48v60?))ert_c9fBXF-yKBWeMV5!VnBTwr{(BDI|KZ0~?LPGv z`Pr1I0jF^JLs15E9P3~0KFyJFReg#PwBn`l!FH2k3XqLQ-3VY0j4MRU!Qu!RuUNzK z^g7Xh2sBoXyr5?h>vCG;?vVzv_@EyU^OVN>uQ2BM-y)3vip3M?$yuWlPBHyKsu%wh zr$+vSy9(?+i63p&$*CDMh(Lr;1+Rx`TFzy$M;`9f3RQr`Rn|L^Iy(?GH)6A1Lwc}{^9p8 zzkith!_R1i7d@F zp9G&^ddWA;f$0++Fpc1go9Tg1!2gBe6yCq$LpjdV(fHp1yHD_=&3nP1L4)Zn#wnoB z)|vZf>)wOnN4rE?FY@|AUa9=QP^hARWPSJDckCm(h4z2Dj}9MZpA-D=&<}?sZwKpF zlzyOdQJRPJ?ytU*x@AACUkfvWVpf*Qq8a(|MXfChvsQ{(St^TW-HuzF_k&-hCi9F8LI6eWWbl5ggaDgn5+W9NvF% zJbnDrc=-JD_2>JK%AbAzP5XkMKgF@|^S3x2rVom<)cFsLjq_i&XE^`K^TGLly~Dt_ zk>7s`_c_0Rq_f2DA7{t?1Nsz#Q}hcs1>1cBPT}YOiSs{#Q?T79_|2{8pMtT1f~}!| zUl@*|WywcE0cU{k3d1%+y&SJFTSh`-*hC3E`tklVU5aCj|0>2Q=COYYvHQfh!L+DP zq5Iy+-v4)rKE-C%rKRMtI zN-Ja~(yTB>W5oLpql*zSoFdm{$oC|@&nsV2m~(Qc(Ro*phcJ)7JNl)-n_j%-(>!a} zd|Ox=?Rx(iA1s)TrhWV|4nF@1YY+3o*I$&g`Tmpk4){m){Wt9we*XCR>->lFU)U3k z-*o;{&kGw5=fC~_;rFk^L*?tj?_U^~#81V0$XRgzXolUVwd<%a;}q51s%UcXPvQIj ziSPdn_3)!TS7glaFHk#UnEKIXjG?ZApNTxr{72;2gX&V0%heTY2zmjztX=R4;2efW z1RC%ExW<3Q%ZyXZQkB{tKMqaH+0D zkWp)pWcMkXZ6RgZSu~PZ9zy63w`?|t{N4n+(7@WT&6zkdCCnm&Cx zU3dNU^w5J3(fjYeM+XiZ2yIzQv1yKUt$(X&Em>&!c8kmTX_~6&X?rgAO^f^fi}jM$jGZlh{`mRp{0G*B^Ix_n!0tM2==Li^vmU;ge?=59@OWA z>N^y0hJay=6@S;Mj_Fn?_JDlV#gP1ZVYgCM zw`#Hb^!D5D(iZklVf=MR_wVFK8#4IL%imREA7uCv6JLL6Kk@xX#sd4M@4tTj$oXk!te?Nme}HcQuZ1~bq48Z7a=y{X{BiyZdeosYN9$ z9gm8wmwgFqA{KB)o_DtPFLs~y9SE{v+*z`DCGt|uGhIo$+wBIffVVc`?z>Yk3%mO= zuam!3!(Ip4u;<0Qp|#Jnij8>xKK?%cMBZd;LqgUekhO#L5#$NJ{(S%O{nyVQKYw*k zbp9jqZer)k`7fCla+W&(>HN3fKm7jX_fOsvll{AR&p1c#-%+2UFZ-vcuBIvMM;rPS zE`QK_kRq|J&v-5q%2a6ayKjShp_Ir#J@x-P-o8`lpD(_3}tAYtKu|r1`lZJ|k>wY@}Yj zdeMlHBWTT&@i5OuFAjPGdp=syH3A+rNzm<2-6N1cj*Wu$V{1%{E@6#OIN7p8NObSS+4G*+D%|J$Bdk+Sjq6_l(L>eXic~-6mf&2#6llaBYe?jBMjiZl0{-|Od z$zK*cP1|mG^#_v^i~Hrg_W5s0qKyREwDTYT5dK4OinZ@hzy7RG!8Z4&PK7=N za0-_{#52w2sf|gPzsI_NtAC2zkM{5aP7&=n0jB_d!1@mfM+iP9GF$@qg47XvPKsj~ z77^RxcGhHg#Tt>lC%JrTKeUCuz5h;)|H{Q`_o=3550N!bpZ1X2ed75M=gLVu|6BMR ziTV_bi}W6Nq1b)8`}vikGoiSG>P|%c2gWPLzQ~w^=tUr|_=2Scr?9f13n4lbf^)EL zM$o;0&O~f8Vj3YY)c5`ky8#BIe+S?d?TtVDXy-V^TZU6~;{1ajZ8p2qW%+xO=jRf7 z1R| zl98wLc<8Z0mVIX};-8gh&g1@%vO)#ygV{S1l?yXQ0p2R;Kcq7&yvM0n7VdcAoP&I5 zH}kQ0=a~2cjw4^{qkXl730)2EALF4P^Aqgjuk*s^pJ9e!o%s6WwNg4aeE$)dyzjrd zkNWxJ=dbf0&VM=o$@`(n<@n5W{@d>#e*X%0Ex&(4ui#w0e{X5pMQiKUv44vG?BBJU z>Qk)W?Cbv|tpAN0n?#=idMfZwQ9EN8t$3-ZPXV9TN#6l@1@s~UULm><_o=-n#vaUm zQ^Xad9C`r2ERs#9SROErLRr8#geKP0HU#VN{@WdY;1uwq-Mbg#6l^1H+Vlq*r!d{4 zlP`ZzyHA^GBKxQ4R#ipfpQ83zy6cb2=7*5+NEx_`9p{kEdsLbg29!1{m#C)kbKCaqGF}W+_;ZN9`~Exn=9_Qm?z`@y{{08g{rBC^dL9g*wDYek{b%1S zKoI3QW!-?JU2FnHrEO$siE0`@vy!v2f9SP{A8o$Nh@30%E#O~pzY%#LY#qzl7HE(b z89=~V!?_3Cb$5^-Dh8plM3cYAHX%zhY$7`|z5jqy;LVbczt2Bkf4=`knsID&P zQ^1zZ6zEel@!#I%4<{;r*~oUEX0hET;6LzDQ9ENeEnhT&F$Kj16kiB&!5mCSf-wi+ z3BV>y*8!nn8jK}Goe9ZjI^YWd*O0nMa~ZIQh(93CG~Rz0S00Zz7M&RXm5V0{PEk|S zgQ^%em_7|S1+SG;bpPDhvPbnP*zOZ>uA2UXXy}yLG;+>!G-~cb8uR#zG+I6jY4j8L zApH`Jnad&4TsA6vVw!2jJg#LZk8!Dsw6-xCZEzpbzSIf%sLO4ilK$tuK%?g@piy%; zMBk^oe;JQc_xlfj^l7^A##{JrSw&{|Y3r62;meLC{}n&l8641A`MV0-lPq4+xj;S> z{O{ktpWdun%l@%1q~HGTx2#t&jGlh#X^5HQDh&sr!$LW1zWbNv?@$`Ys@zj7gw5rt@3u~gLBF{;V(%I)NUJXR?r$}5x=OGT|6 zqna$Q+)fV2W0gXpSOIpQTH6lFok!If z+*5u3_4CKiU*|uZ|56^-#v$XU;$CU|mh+#^e+#ee{I|+=c^tC!;`fg<9)ABiGw+{G z%{vvR=sQ5{K24q){8RY;AJ?+U6S{i-HEi5Mvx9#M(WjWseze6u1#~3Tu2Zzv1RvMH zCIY@t(4B~QgUQ#6v|`&ya1CG?;Ujp2=~$RNp3?!#@cz3#{`lKHX@0cXM%uLLGX$qN zRq`j*r(pjStWP0WSNCeR{WO^R48BA^7hOz!F1&<#UwCQC<23U6TyzQbMSe*4m5|e% z--q*2)|>P25t_l;MsF$C`c@aA(rSOGFW=#m^p8IHW8Wiuzth)$7>`rY|DcPhNAKRO zPf<;S2Ms3JeQMsaQ}>x;$RGByJ)gsHlx+Vbs_7Wbia}PAEXhG>pa{Vs){FS&>#ym# z=bob*Z@iJZvtC8--Zga5MHkT}7hl5o#bBzbsiE$yOEhxyC|bI7DYfp|%dO-+S-hBw z?-Tor@nZj0Q;H*Xk;ckm$i>B;td(M}(pwo)h=+7BP|{f1PN7k8aj~aBUy`fjR)!Sf zAzciVG?ungXjEKm{fmE!eFp?%!26q>cxwQDl>L<|Uz)$kK|G`b-A<;{cRE^6>lbNq z{#N3UnOHl*`!YTA4&J|yzt2Bkf4=|t{_E$DpTEw3;4BEdl<`THcK%EFQ|CXO|MvSw z;2C+3@cUP`XWCs>_Rjp>ir+uahx>PPQ@|r!w&_MO0%{Z~i zei242v}FHnZ8N)1CY3fpHNqgvmMp|At)cw1ETKt1DrN83v4d8z{>0?TlWEwnVKn6W z>%|wv^&E~IF_L{4P37{B)!fX$fxq--3LtlQ`NN>LRXKLKMgLbgZ5IMV@|B3sy%+0We z$=D!ne4mA!cRuld5vSzdT9GRx#ZwmaSWV z(pIReaqmBlyZs$7-Zr*2reXY-yfBXDJTii6dUcn-=~UQ#f{nDer<~mLANmxVHf^J4 zo_>z*x^q0;b=Nq$>u&zsHCEzxB7NsL_7#9Ue8y}1?(u{&rh6CpGK+V=P3Ug6%%ZeiY_YDaK&uIzlZA z7%R@W(tRxEW!OW;Pbxi^@jeypKv^5!zx*A1{EIxc%`u;UzW#jw!P@Zs*Ul^38zPSD z=TA73{rt5%R?cTQ{{b0=^Iy(?I{%&T3wE9$bpHFy;=f@h{pFXJ(5O*k={bt&>?Q4Gj7T)|EL;l;!cApYXVKV-r+`f=v`G1n*7fJ#)(Qaw1_rv$! zQ%g$=eg669)ZEleZEbDz-NEnZ$YI7QGG7_R)^@cEakBZPvaui^GhROMN7%a(zi51u@=Wrk1Neh{OmL#1S%%5#wAI>9`DjxUCHF9o9yc z-?D>g3ZK+hUO%>biu&Kca{EUgsio>Fwvom-#nPp#8EfAbzyGQ3KaIiZ`~6Lx+!^_= z*nNUNMVI97nWR38n&7^e6;d2*+rFKayt;(OjvY%^Uwt)QcG+b#fBt;>?6c44{rBIc zi4!N%pV+7N)-7Agv4BFOSt5%btA8o4K(F<*z=|!jHj7^t_Yo`L_?5A#EOZ%=8&_cD)! zw|OC-LzROR!`;y*q4M{Mr&oW+;v?Go*Rk{QPjkrTmCQk(f4=^F|MC4dp96mW`1$Mn zhx1>~f6BSw{CDCVqa2s-9De_halsrZ%Cyh?``6~C7Me3>9$m=(M|<|{L6=^31-<&} za@w+Wx8Fbg{@tPc!SpGBZ^1s%^`0O^FQ(XXV(39gWwb_du6}5(GNi855Vj} zA*_b~0S+Mphfjd$g8+3o-Hqk9-B^Ar@j$EjMcQh%p>K6HgpUF5|5S`W-v593MPnxK zJG17Wu8Xtd{@2jZB$yuNEc`StUACHcKq5Raajn{`wwq^ef)j?`TFzy$M;`7GyMGV^H=x{=RchPa{kl#Z@+(>5BIM(>)sVR_;1ZVy8@g z^dGabZ>N>5Eeo?IvuG@pNK93rK$(?um_?1)vNUZe3yrE6#!`vIR7PZZ2(x$=HDb%s zw52RGs$zJU=f}Q%?4Ke(uMJPg^F%k&&T|gq{-t-u_)Z5nhty~Lw*^ds^R15L1G7*} zLv%3nzP$gqHzuA6WAEc1aW0!n0ax?+r}uW%O~Tsp_2>JK&I4UDzW@69gZYqu{QSip z;rs{B3Fp5Of93qA?i2Z(aQ;8d4~&KLpJ9%i+WTKE%R;Zb@@ned9q+BH2zbR%_Cvbx zg_loD|Ajl3-@kOs&yxAyB>pMZQ9s}m{FZsjWWy^9?|+%h?Kt;;_2r_Np5hcmeTwt_{?XRP{wWSa zPF+b>ZFzY)$0gg!iZbmyWfa@CZKWG;ypiq0^`$4DoJafj@2BnCx3P|9Pu8cnm*@Hh zZu2PZ|8~FFe(KA*7URa=&8{k}1^s$4C6SoQyDY>jQ&_Hrg)00tEWgAL2WMMJSAYMK z9zrsR&{-ddDNyJ%ZKYhpTU$NII<`|tGluUI^Z=GBg-8n$}_ zJ6+SJJ)}5=-@i}z{@oDtDXOa2P8sV{EN6X+&CT1x`Q`G@*1ZP^?yKdWh|Vj^&kMqI zP86tOB1Q`2n>KBt-~H})G-BjPdi$-n==<+~pzUne2{^^1N%!)(umLay9c6*|k|nRv z4L96C*Ij#kh8Yx^lSHAXn23?`3MDy4X|RNak<18UMln(-j)@p45?4qWrS)rJBsGGV zQH&IdVG$6b@4rn=yJ&6Q zI_e8Q+R&$%67(rt{vhMF`vl}Kcq3jrdv3rF8K;;&oK`NHz&OHvj6nn}VF~aB#v~Yf zFnmEm$q)ENz!U__D8nGQ9&iiEH$1}9To(GVww2ENKc4YlwRj@Un>8x>(vJERE`K{= z`DZ=r9?deJ^S~*VzAkp3PGtRweDoaI|65xRFg}ok(kaFQ>X?X;D8|ksT3V#Z^ETGk z(*+m&jK+;0M<0LkF~MKOjvb6s^y*3X-ZM#X3Tto8+BJ0Z%{S2%S6m@Dg|x#zime;9 zhIwCBQphV4!W&h4Vd_m{{3GR**U_>fMIrAj?;rX$t!-@giLn9T5s9Z~-j>&aVg|qn z5NDhr;H&CG8#scMf!_FGjVr!U%u8=RxG&%lybl^K;r;vg`~1t-i?2W5e=r|xkM;f6 z&mWwZ*caeK4(F%M4UYTyD}0Rd@P^yw`>CxZ&2#>P$HDn8=RdKJ@W=UY=fBT1{(IT- z)ii3<=-_7;{&u_3z4tvpZ@vAVpMQS-cgX*2X>Or9)29GVA^s^EBah(c|M8#y8#gx5 zY_aD&p-D(U3JyfY$xi54)rO**XdOM`L{91K=Sf})L@8pSeQ{~bTJwuLYJq`#{Pk0 zwY7bxGLBr%A@>%nPrbw7KCAJNCux(T7VkKMXP}(h(|u0oqqYH^iqHm^tE@%We?iXT z{qxxP`1}0x^(S+{_aEPX_9LK)v-vjbd)LnP_7@5Fb(KcDCUvn z0mlf~1nf(h-iG(jV}_4sSci@N#&ok+JXYdCjFUa97GYhwG-%g`PjiSMW2hkHxJVCp6e?^Urj9svu zv+)xq&}W~0#(tXj(blb7>DF6sr2zx_)6^+b!uLw8ODrX04|!G|j|4HIr5)2m;()*; zYKf&}B+Rq&cqE7sE$x^l5}z^sD^3Cb6pR@}Szy|mgb(8Ngtclsk=jBA-jLJj`i<{# zxQ@`5wuycse;M9{hPJ)`FrI~RN_=YItDOHd`L6Td@=hx7R(}5oXGd5k*gO8w_rI~@CQ^Tv89;VsGSQ1J zx`^h?nU~hJpa0JPRN()_k2d33(T}#+eQI?1!%2|8sNE;_qs{BGnm@HOhOvK&2|@n> zGIGNeO2d1^j#EJ=g7FKa>kNy?>Iz**8z!-q{Z1Ipq1XlbQ2avM_5Qm${wttQF*D#4 znIG+c^!|S?^k2j&;Gg1k+T65*&oAe{z<E>86|LgAYEi zZaB1_EVN!Sl0vlDzZAu)F;b|J`Y6dRR4&#nrt*5{R{uxXZ^*uVu=@l#kI6pm9;0dF zFo~8_8xKflXWLDb&gw^(OSOoz@e{bzry?X@egw%y_53!hc)NxFTX$g z{^R?vo;C4|@$<*eU*|uZ|H8e`_)O@w^G>$=^k>E?`iaezDN|;!9dfh#q<2e~ zKbWkvYx^JUK8YV~mT7mZs%Cu(^`i~FhN9o=pg$4w8Bd6D#TT>=aE5?Cz{iE?UZ6bl zMe4{SpdH=^Z{;=6KZx;K}?$v|$*lLbo0?jL5ApqHFWd8h-6wOTt+Mtm$=^{WR)~>YXiu=`v}eyATDWi_-E{NK z;y=5lriT9Q-+n|F{LjxAyXeiI8v4c0f5G~j!|1iwUZd8%dt$rg>K-Ni#AJ*V`p*+Z z3d0iuMWK)rA$`90&woC(`xNglIIl9fVDLG$Yj;V0pb@;YLL8WdmMK4AG9~1RJtN#B z;r{~dTOZO+Nk3NR{TKf(6~;XOTlo0<{PXo^avBbU+{*VK-+%r5;WO6HU*|uZ|8oA* z`ES2}*d6N(yno$!$KBMYPal>u!w$aMnCaht0M*WVEXaA%UDfYDX)OHyx0jm4KLv0K z*2iJHVdh8M`M(qA|HSSS`=>A+C-|pWE`GEXTM+-*Vs|KD52h<2xC3JhVwZ^V2=S?% zV;P1&APjWCCo0-7vc5FTu?_E^@tiJ0{#*EOvHKMLXcq+aQBI#la*;pBi}XqApJJ$h)OX)~N87e-qg5+b z(&WjL8IKrF*Is)qU47M6blr8=(eM$&C4cSOwfwzy#+J2*{Ad0ZI@f<*BQ{*fEd5PV zI`6sI8yYC)q~AKlO1den5{rv1C9*T2|D#8bP#f!0=o{T4pOf$k=vM$g(6?Cy`KP?o z(t1g6TCoXx2VUeKRaXOLQD!LdfM*2xJNPW`-~Jvx{yzVF{rUdm`)}F(+s~hPPWt(q z&P(tP&VT55IR9ny0-^Jt%6B{e?e~xHX5kFJe?9x`0va;pMwW-Fzh3B5jJfr8TDo+# zo_l`&`}rSa2BrMZ7SX48hx$UFf@OrjDe53D6+ha+KZWT< zm|yHQCH}O5C&0(Egpj4PPK4@6^;r*A6 zW%>B8SUidKDRTc5Gon6)@=Pv&I9~ZfJ@hGpe+uXZE@eO3%}v`~{wa5~z0}J36o-rI z6rGa4n~p(2BA*G{bNTwW2M*H5AAQ31wl>rL{rla&vNXOUmz{GFj*c*Csg8||Y^?}~-~vc8e;{X-sU z*hKid`1t$$3+n`H&exysKe|WoUV%3+zW;_Z%+DV`f1Upj{>u5UuqS|@a{kl#Z@+(> zZTGLwKC7pD@BM?khld?};1u(od`9HW&i~+!==@)M{BLs;>^{Li#ejfQOrs6!;Tzb_ z1HD@paeS9QbVmNtz_QobwZV@z+kL8iaJcxVP#uUM7mqp=L0`i3BQk6u`Ikr-h5EyW z?WfR=*mhFC7NRF%IvE^_4h3{FVw+rNiT5w#+J*67$^Iz}r>J7xqiNF~q75Z}v|avZ z`$gB}FTnH^r(m0fZ2M{1^4Hn!6Z}(Hdm6^H=&+nW@;~^efE?QXbx!_n)FokRCKPB! zV`C%r>eZ9RjvGhszxTeB0pB>nm;`K29X)b5`SOl!#7Mv`vUEweF}oNxDL!7&1_ zzpS2UQEvlu-hUX+Y>atKFh)5}0o^0m zecD*xr01nzp)P+pUink~#%7uYeG0~Z#6Jb>J{eBo`wz9Xep|pPqUb)4MA?0wiMSTz z#W5ZuM4K8K=x0B>fF@0vM1T9+Ukh@7kY%KWl;vB99*h69BrlKg7_k~zhD0@upIJ#E zW%(9bODWWnygbHZ#Hh0jiE0`@vywu}@-4KMQm7?)d5p)1QD+$v)ii!)C54pb!_T_v zQ}9_RcYBou%l#hq(||SbS`zsvmy5sbm5V`JWEu4^50ytQCCO=&~XyGPw-D6Sb)mGfgK2b0PKNr1IWXHJJhkQC$-&V<-j9MCql6Z zq2)TLFZQDlmo^NuP)tH?ONI8i-22B^c76O;!tRs!r|2oVN7JXV-6z(W!TRv~x5_W^ z2K#vK-{wcVn%9Z=r(i$Yn*&ba`%f#WK84A$Ele`(Vonlcn+&@|$jw6USQ3kxo0{qJ z%P*(l!-uoY$faWYN!m@M+D*l@WrnaAlnU7^_8-59{W2C>(;cRbsMxXPmbG2s_b;RA zus%9S2paGrGqAz?x9ij97Wo+X3*mwqg zikYLRcTErRjSjm{^&3o|!tM;GfB%nXkF43Vv;X8ryE^DotY$yjEhn`8qRjOiIR9Er zpQ0!R?@<09CFz+=KIWNtJqvfSU+f7JC(^)y1L=<2@1WOSdyU?E|2_KXqmSs5Pd*Nx zPw20oe8O@4Y^dK*6w}8JOm2@3vUn^{U%hgv5~i{g%bJj=l#~@`8Rtp=z$x}c{}k8< zf-K80iNLFypKVzmxXXroeVd?l1Z(8|B(9+-2MO<9jfb$iaM>F3{(by?{>jo49z zF&@7E=(_Ozmw9GCfBgJ){zLXh=fBd~;QVKHMhLHM_j>2QMeoe-AIejmMfa}>Kt8x~Q9F__%Eh)G1*I?LBZKf~&Cn733H7s*thtsQEi``oc>2w6eoO!MZ$F}+{-2);#tPixVtxk!p5kKr zT%vK%m-^@~q_eJ$)qjyR`(mM>Jf~R0+CN|WKf-uSTkAodFMCy|DdXi8%jCNc_9{Nx zlMG$?BgqT<7|M1+wwlr5-k2~8YXj|+d}O_P|8~!o@sV*1WA5W$m{*vOa___#`TPs( z$=9FnKfeF^`4i3zkzx4x>-b{Oj`h zr*@xMp90vS=u?cK6)%lf-xPSSA7tZd_bKQ&Fs=|W2a6+QykZT@)9Xb4p_G<&Ab@8W zJ=*59$lYTeWbr|FBIYTL_aDX+FEU5$ z@p2yNJB+hU{v-Mn@K3>Z3)Mdb>r%>Jy~{Z}f)uaGWeRnReLYHH&5 z4g=^{zx*Zr?1G=s|NPJY&@X@aEBe*1e@(yU&u@P78~V*}e?z}U`0L-$Z#lf>=37`@ z0^h6X|GLl@zBFeP@+$OS_}wyMjb<64J)xIu{P6z8KSk?z!t00+>~MyQ%v{dzbe`{) zH{M~d2|JmRYoFWn{xQ~_AAjgmJR$xmy35~lda(N>e3Q#xL_T`F^3RP8%``Lk(eBRr zfXkKwr`YcD&mjM8-Fr~{XqQOqk1hW%t5AX$Waz=ZwtcjE^=ewaVmU2eUi_@c(i&eu z2><-8mf{@Vf8xPq zth4d;@%Q=X>(BQe-+wdNM7BTL8RX|r@eDDH6KA=Oji0}TxnjJG^FPl2IsYp>zO4`E z|I=RT{P*eOzqf7siXM5SmU{N8k+-P5d-tKme_BG@w}0*TPwY{4W;y>;*sri}L7zf! zihcp7V7pJiDV+Z~asE$m3by;yu73)~3JSJ{fJbB>Eld6*3OECNR~WVt>g0HZ*)kFu z!zN1T(U?Ab%#eEl`Yfr+q=gpg+RF&ZNkzfLMm zy{1@&(h6BZFZo$vjK+xf9|jg9VmL*v%aHF$D$h{9)b1=23V)>QtRN5KJO1wImjZ8E z@s>~XtX=bMVQIAI{b&1N#&i1kV_bax71kc+hp#`L7ry^sUiki-_D=Xm^z$d}mwx^_ z|Ka?X^Pkugjo)_uTh9v{55Iq$x%V%~a~^!~Vd}+t6tJ05Q&U4PzW6fBpm#a{=lri= z6YcT8&9M8lb{+L)oT9p06-^HQDSZDs@%^u%9{Ln>r*^3^=5i?!8rC&F^N{O z4I#YGmk;}_K$z#j-!}4A7!Bet2l|i)xw+OuIDzYzlrKVhQh`SMJNf;?CK7ya;CtJ5 zUUeG#KOMjSs|&}`oQFpUPEo~w&uP=t?vu-(uvXH2D#~HHAb(MuqE^=mpJ7WGr-0oj z=Rb5G0#0$bLt9BncAsMcd6hB>&e+@9MorC4^xRJNxZSKk@oCujW|GR zGmqsh=5eE8TTEGY7Bzy{eqLsA3nOt^B&W#ZMtFYpU-YA`YZB+Uo&7s^7coEeIl+1S zmZPxFf^1#=&7?ZEu0gB*7qT@U^fHV_L%vUW|33aUpM3raFOIc=HR;duCY-b zTHURh9(s5def-I1anJYt-_O5F=Ra@?)2D#!b?THE>_@vX&3Rw{X)MBh8|Oo3)<107 z%&JZPDJI-~Ej{+o2zp}HD4JJ0n&!!H>t-o{W{-6A4Lk8b@`MXN&gA8AS zB+viu`-AlAl2_^4Yp$jL`p^GMKl#bO(@%f$6Z+5p{Qu~xtFEFK7rsb`4;?CC4Tb}xwH@3RFXc`X}9Vsy6p1H>B)J| zggd66|9<{gKK~V`_%rqE*H7lp6!W9)=UeXG|;=^uGZ~h?E zPtO#u33(D~elMf%*@N5Qx-~sR{m>rg*I3)ASHt-n_Lh9K(Ou|!Tie#2_uu95@6ofn z=&a%IIc?eu^`q_bhZB}RY~0wS{wd6l_Hx#z*xVv~`thzmk+Ys7@>jtr4hLV+QCywN zxpNtJ9*@K^g3@ok`G($j;|;pxl1u1UzxXBf>fM`$+%SZ0xZwugJNk&<>`O1blwMf4 zknKTz9qUF>x^z+ceL&W6-xVpiN?xm62O}%BsD$3X4F|?m>^|)~5M;x+$7c81h_Uk< zX1o7$p78UW7OXYgeRs;5vAZv09XVErx_B2K_Pn?@t$n6dY{dKb@%Q;BGI?7Y68ie{ z{U^v6egF0Ihv&dv>(#C0PaVDZ(u;Ka?YD{j$Sbb6f*KkcSf|2T zFAYOaW!aVi3?jvaI<}R6%M>r8PemNFwk!;Vmb5U^oj?77uiGhhkK8^wGp7ugw?hdXmzf3Y0xLjD}u=X`ks67LTtoA&-?>>z{k@lW&2=bx`X z-+vU#_5C;P3-Nr>{nF2$lKW>IA3uMc|8V}x`A_G+?QY`t55>Cm{n(j%{~9yqcIw4G zDY{h!StiRS;Y<6`M`k4)iqARRm;C(q^WWAt!iZC_J_TgmQ>IK~oMN-g8(;q?w*H%& zTWHm)wc^JBGVQ7S{(d_9UPiq9GlTOU;txVChh3rRQ#n4J^QWQ=`JtTi(cV;Ri`$(# zmD@*}>0`c?b9k!yf8c>BG-Bkaxc}UI%P_kC4^!grVZYC*>R;Ob2mJo8EnPvIoAk{; z-om*2@A&1P(5IL+lW_|6kpmw~u=@nROTZe=^z&Et(^LHSZ{2$^;1p31e{A`GB8`%M z%XLkVTI;rsv%DL!#?BD!o;~p>g1J(|o@oLLg;}Msz`5I_chk|LW z4wqXz){(WS`H7FLgmrlTKK^O``24fGBko{4F8KKRQ+~e#oBkMUw_u8;P>}a&F+)$f9Xyc&w#G&|1B+h*%$CGu?@7bzDYxt z$JU4V1`aL19{C$M9m|^u<@NQOBR%R#9@8Nn>oSefaz57w&Lm}s^E>sNHnp#9#Wqf$ z|G)nAf9a{GpH*ECehWXFbx8jD@#p$oPDB3~qkqKj-^>_AOUoX;XWATb`NMI^AK=Sn z=A-PNg6EIo6t6P|v_r;L_V4qY|AHUwBMc>URsP*&A!>%ZucM;~E*iH(UY z#9DT=(6i4xOF#P2k7()ArL^bkJtqARnhN|)$^ZnARLVr7rTKX}kAs%~RmieTE#jY* zXwKvQkFr7q?1QEC0=X#je~@_u{f8to4)3ulmIWR+@Jzrfb~7J|cPO?h<6RZ zYQ2BEL;Cpp{PXqa`;YIxe*WmW=;v>cM+JVQ^4{S5hrAJS{!4jD=RckQ_WQ?KfB%}v z?@)h##Z@XNn>+<#2|2|wD8vL9{H zr(nIVlK`eHiQSx~{gmakn~NB{5t z`G08c<8x?p<7N^0=QZ2*@1v!!Eunw?*MFs#UV4eoiWbEWN`InK#qXtr?e#CE(xLV$ z&17w-T+7rPOT|zswo}GL=TrZfAL2(F*hIMFMjbEYVLyhgTUi@{25GqiK&H-XQ_3{H z+hhq`H^rGo)*HgmhG7$-Zp>#o??336`S|<%^Y!QZkMF;J{`mQucn9Y{od0tEQ+RLZ zzy1DkF5kcIxZ_Uh-KTf3LtjnR{4T!#fPUDYVLn${rBBk*r0l0->8NmO*KM4pv=Z~Mi%D*`O;ry5LpU!{BI|c40e*ZWt?_YP^ zIhOjcKMM81tG;&o_a8vDv*yJ6sPli$|5oCEo0@kjPSJOO%%90qgMSK_Kg6}8GM?S4K1F>B+*fq%MPB7RTz`An zp3h-8O16KUkiTctp;pRSv*r!@_kaH}J@Ld7><6S-%2O%P!Gi~B<*HSzPw_9bV8H^~ zv3-a2TnxEV(eJgjQq0v#R)!SfAzciVG?ungXjEKW>?zQf13aRtPpEX@{2TDH#-Y)XNYvypid!t*ZD2~Y;7~UPerM?ipzs6T@r{}T0{A1SwX(Omh~zAo%Jc^%zd018yng8 z#bG*pIDPi-+ea%_t`NIV&p-DZZQZi9P!8H7{5iy*_z!&)`q6~^Eab-;Me>y0=~$sz zB+4>ERv|w%-%fTSI7X~cABnPz)7Sse!|+e>UF2B}Kae|J;hq<83+4;Oe*mwqin1UU#F4(8g|QY z@jcp&?RrDj+^xD=KGUW>==`7azwz9by(yewh=b3MI7MIfqs?b9t?LXp#Z2)}(T%$E`L%SJ`KR#vH`ZV4 z-h+%Km=Ih;`Ds}t^7KM>A)$n@`}FTW{xLoD;Dhw>#~+Kn#P%IKXoq}SX!GXHtRuCM z{^ei(h33qeOP_xBsg!MRF`6B;eaCkC`s;5*IA5WQ^o=?yG~X6X(-B!}EX5LiCF~~A zb=dGZ)W7Icu-zxww}U*d6l1V+9if(`H@#LC<;akGF*uen4L^Tvzp%OC=WpOQoc~C7Jh|(g*!^$VFvBU-<`b|A$a;WN}_$c4|l3Up5H%ZjCf3P zIp6ts|2F>=qLagC*Ro}=i+_rITx>oeJm2nLt!(!x;S@mzp9J-pP~OTqklnLv9(JGp z`Jew;u<1)LxrDB{<{J52%i-1hx$?>@sZXCi^iTivPt>DF54!Bq%arD7rjyULlD_}` z`x#)!zetF4kmnY@pwPEl+I~GWf@=0DG-`>^E(alI1t~m7`#;J!RvYX-RoY|oeOzRt z;eKXo33d2w4c1kf*!%d~+>*WA=bx`X z-+z4n_4CKiU*kFQF!CM7hdBSC=cn^uiGSd^VSH7TJA`@S{HODuwx9U@C#@46leB(L z?fnmU#HE*9%J$*a<`ZN+S6y`t{qflaVQ!w<{_Vb@Z-dUA`xkzn9Xr0E#!XxKeRvb$ z&F{wgCaOnhpN3|Z$?6AX8#e|z%L{a%sSjm{$NCnpN88*E+i7nop%eO3)c@z7*VEFa ztEg|Ee&S!?-g_RPk3RZTzMp;1Q`vtUhtvG~Z)P98EiHRWWG~=>od4-6{}c5o!u})v zDOjK4bnSoV>i(0)@7(9Vu=mY;l>KN|u})yXDVm#hB;M*g=Rd{n6Z9#%B!AB&^;r}G z`wu>NpSm;t01QII?$onKPwLTK^I{liK!;Dyp50@eUOju#$WfyhrpOx4q6MU&kgt#d zvbJv9M(f^rhjGpq7~h;PIvj7WTSr^A6n%RiIB#m?Lzx*=dJ@%E3963U5ZLRdt zUp}Hgz5FMd|I9P=41eBu;|*$RYNA7j4yE?F1EhCn&RN;)_DNaN&zo_vV}Q z)$Xq|TUgoyY-GU)2y|Hf$lv|x`OnbHFE6GKKKzjTZR76)2kGJ4*q5>}>sg~(V8s@q zO!O&W_lfnnWls$Lnj`>p8nmL}!h7C>h6u%FjHFFNls^!nD$2gp=A>uRngHS$m zsJ8Yonis>OIEwv`y5lLb0rK&#$e)rv1!TVNTT%2vC7Mch=hD_YVcAc>2&gM^TZEgI_ zlK3pDon2cj<22}S_MuEZoL;*MegGKLTz<>dC!woku=KmVw z-z|dO*st5Pxrv^8{y7?Q{SfNUdW-lyFC09W?z(#{y~X_kXECft>sU?eHHGCRDM#%- z1$_$a;fA>bbHIBt!yY))Js$5@6jRW>+V*`u3z&X4*H7nw;uhl10&U^LeZ==`h)etF zor?D#@ERX~pMSpoeE;$NSI-PTfBgIfe*(PD`43qW&VMQIsr;t%pU!{#{o`D_e{F8u zAu^tR>|>xiV-*7i4yKn`4!dQ`t{^M)`{(iOe_OZiroa5kk3h5XwPUv-O{x8f8yhR+iiEy7hg26 zOzE4zC$LPxf(T%iaOeX=0DnI)7=SwiKAI#nE21 z>ILYBqdkS|KSOsn;%LYC6iG8}8A}Uwb}u<2WSZr(taY?1EnCS_qbjGVRWhlR5n0`l z@YPpehQ}UzEQ}g861IG2gx~z;H_+Ly3HSZxzHm0Mf|FpIwQAMsuxIZc$T5hqzHC|e zU;pc01RHqt(MQAMuwS_Dy6ePu74e1l-g{sEq9aEROU!R#9Y6co&tUIyO?csj7s8{D zJQ^;#@PhD@pZp}unKL_V-@Z+LudlxTGHh7CL9m09N1Ou8er9+cb{D_L??yb~)YDGI z+)Lx%a71E>uUffEY)Uvjv76_fdoJ90=aTTlAN>gR!^6twR)Vgu!C1Oq3Cm@wJ;tZ-+PdGKp(jW0BN|*%dt&h|buTV@wY{2rleEy`HD=;0dy{~`5x$Ir? z_fOsx-+%GG>ioy~ub)41R`~gwe-q*Ihs$4lAM(fLPx1(tzwu7^{iC>Fe8=uz&pfj_ zTy@pea__z2hFijGul>EaOS=3&Ao*W$iVwmB;1pt~B6vi^D-xbS-K=34OtZY<7sNFL zpCE=o974+_+7c#VScRtSRP&LtIOMwmuhRPP-r1n2+Z4}XYw;lGBz z!)Br1g*oUm>VgZ-4;Ni@QE1(?3APQ1T)^X4xI8=IQKmj}NLO-&oZg%@6g=fdzDY%O*n?)aWPdtj&86z;zJZkhKt_ur2= zQCrgbXvWsf(sFaH^{4x&p6&zkouc@D0{>MzL7Z#6(?MnxdkDGT#X96w2U5QCRqN5! zcc|QhIF8vNLf>A*kilNXoN9BSXQ|Im*}~V~-#_1f&VQW$`uSt$uBCqdy8MyLUd;2| zFr5TaxktPFMcLEk&nQQ@{4IByoqqoq)cuP-gIe&N@y3mt@ob7|Tb7S?jCatq8Q;`_ z4(WysTHk~|8=A6y8_)(HM5Nh>e3P_sJni?|>u-m9@BMAK^wP`26Hh!7-g)OE&~t7+ z**Gcx&CK84z5{*`_`RK-yOy5#=kL~SJEA?sIie#UGj?3K>gub*l*v=V)Txu@x98)pIahQJ!=ADc= z>4SrFe%tdO@4tUC{yxT=KOO!&s0*D29hTZt?2)t2&%c46f15Tlj`mZsuEgLhK84Gl zE`L^j^U|CA%@{ber{Fi{#3@$8o?`Qs?IMfFx7tHo|Jl8Fe}Ec3Q(@QEUzfGn8D_wS z)Fovq$*amnX|RN)iO>jAMLAPyjs@C0Fx~{?My!C{!bcx{RO+;H7Zdov^zY6BaZq5DdYHsqcU8ndibOr<@WRfDLqXY!@F+*IsiCY#=8B@Axg&%oZ(# zj_n=ccbM~k{Ez=0e*gR5gT5oY`_4N!7p@e)P=EdFUrVtlIy<|<&G0KlUro!_P^zpTS8|?XZ+PQ z#s%j)1F_1lhD`D9d+*wxRZ4CBY~3wQL`HxL_4{-{?{b1gWHK1hg<)Q-pEnQr`3=%$bdsW;=>qhbk9Nt&ahPZP38g~{nmM!Q zhHI|57CxJQ5pKBQ<}h#Wd~H9@^WTM-4X>M?MJoEHfAmw>lhrE{2wjk1>ZXRg0egXddwSL|_mmi{S*B@ zJ-*^etgG4*5vMS}Ppd84~~e>f8T zK2b-Vsi(6-sWz#yEu*bvno?br65M+BmKI}44nK;T>OR`0KWY2WwWACA@txs|FAxVC zbANg8AawoP!@c+2i#Qdd1wSB$aSO46GtWTm>8HZ}FTO|vA3S(K>>tiN^UQE9aOij6 zc{l9-Y_m*r!7slIfBoxU!ax7>{{zgUQDR;&F2xxb`!d9upshy! zALCmuS+Ydh@3{T;@Y!dd0fSv0&N=5C@h5fQ!2U$ezlydTS6zKo_$6X!5D(c6+lkw5 zyAAO!&In83`$;jAVujv&|GjYOuP&2#8;r@#H8{5a3VP=FetiDLL0~zbhrM_{`|NYc zv%F{T7vVFed-maB{tMKBM)LcFe$QvtM*6(3jwj>D7}idDrIWESpU&a)`}+I)=ld_` zA|7Glgci;OcOqzI(tTDgQoHKiNXn>Am z;lhRbELs>EC9idj3m1ijv957pV_3wtMr%VJZF%2Cph;!YN_$Z!V>faRt>bu&D5pL? zf4|nhp`jtnfba29@DalOGkyB?p}A#q*uAT#;0NEp{vV3^pDkNEVZ#M`ipYN+dic@M zwxz@650}6Ct^eE%o1DAug5M{eiFjUk;m=_k?AcuZN%{5jumFtAAUIe5;(w!5hsVI zpME;L_x=ZA^0kx0xbfq{E3dvPzM5=MVjbPxdlAceT)61si^5<2{O7QJTSxf$Nk11H z;q}*FH&UcJ*WdsC_wc{}-~SE%KOHuw>%#NTKOcVlqaTNxVedfO4g1gj{@*_EKo|?V zj_Yr@UNDv0fmi(E7r(%FAoIdO_;s>z*^fBO>{)Zd+3-(w=aM_|-Np`?hqf0FE`Pv= zPF>c2`U$=%xgq@I$3F?r!~P;I3rCFwN%Dqbl$gsJ(dp~24~H+m`dXhak;dn%FTYCp zFAr+H)qO=8*o7QqKjgncdN9%){PGa~F1Bl%ji)KvY+SU+*-oU)A!Y%b(;AE`R&|Bi`$d@&0x2;8*fZ;7vE( z4E^?`Fcx>{F=NMuv3SOf8!NsHn5PdR-haoUj^*-$wy|Th4(;Ql9d)FwpdSai(WA#8 zF2$+hn}|L$Mj~G0m@#9*I2r%=&VT787fZa${reBW)a46&>@25Ae7!SIKLiyEVz9oPfur4O(U!!LkCDAu9) zM+xWf`TM>8#3^P0rx-a>af<72xC!xAw}<@)@ZLsUPLVqQKNkMKd-oprMR_j94;d!$ zad+MW0@f9UGk8ScC9H-aJ7*AEXb<2&~~d%8v6>H5#FMgLq838IFc z+LYLt?%Jx5=Cye~BZ*mUJvvR%tCCvEH9F^2dA_r=Q{qcgcKNq|{a5(@I!XK_?b@|F zeEP{J;mWJ73}?X))VjCVL4STQP0Sb#U*p{x4_`~?p8L!29O78Cw6uhuBEI$Xsng)I z@$E#*4Ch=2Y~nxv^FPDY@C`-GV%4fu;otu4-vaIJnwy#;z5aIm`OrfTVeYepz6*Y! zc=i)_xb@asac&T&uys{?5VntFJHA(7tc|O#x=L`3M;?BpYW+8C*brvTnjL=dgCB%d zh^<}xSIl43^`1-Af>S`>OBpO;0Xbg4dMg(?QJ!^pqMWOHO=VvhC+kz3kE%mq`7895 zaUt_*U+CC;eqVoo|5UDwXCL>9??2~1&VTjn@bgF4;Vaya{QPzK!{smi&c)?V@&%W_ zO+#Lrd-|+<4|n8uCBF`NsehMs$XnTHk-q!R z``U&+@5Xx4zFSF)^50&5CERrLO`_vD6TXo7ZS$LNuEiYh>pbiay5li_OAF#iezx~} zdH?MuPO*MN#3_b_3ACqxULnURh${%@5bY!klUPW*3g8Io5jw>$l0AgkLI^gI(E_6o zOhfudn+#$c#3d?eeg1x}f5QUWQ_O&$^HE|ObK?y+hW2g1DTuF87gO;#|LZ^h+eMt> zIp7r0{_C;FRv>=sXD)xc{;%Kq&oWL?AJ)9Q2DTKyDO~?4`rog=J`@h~BYRa!mz36d zRh~DZT6NlH$VWzzvMFQ3#I(11Hd~ve+NE5I!$_j@@7eQNc(<3tiaFmw-478n`x?P1-a>5aRpDR%_5Tz9jZNsA{)Cu$82G~3z(^QFqN{5MY$+E2 z7a1QGFTNeWi{cbEI{i@b+&&BKix%A~IK>rLTp1YCn{mD?|J%3`IK}Kaz$yNZ;3d+Y z7As{cy7g9%UtQvUd>QQn_lte&o;~}qkKkhiDg8a|l|0LQ=y!qjwAqPupX~>Y*6oF_ zDCuWyMr-wHEFGJ+PdYxvi}U&XzW)CH#eL-a&-qW{na+Rx{PFYGfpQF-G}1@vcZKcj!!e|uV`%^F zlI}u0;AY&j7l@vazM22_w^zcZ&D)jU<~UCC?}~nNzK{3cuC6`dJ^Fo`G)a7sOq@6& z%!Xb;af(HS9R%?MJPDHk&LIAuXcJ+$0@6i-T>y6wOanNEwZ(e1mB?%zoTfZqn5pbA{A36AFh-yQy88RNlJ|<#4=%&@_!W-shBcC{uT87yLRmgo7>vL z`|rOGyPEsLM4Y)Nope(8;~)PBoZ|8@{_L}0|FBl=DPniVk2tXZi!grN_;BGx7lqZU zpAVZhZ4N*C*-yjNsZ+z+wSTYrb!cPpe}3?9($4&9*i-!bzyCYV_1R(L#*K;IenZCk z9uJ>WQ>RaZAE%u-yBCGC#-Al;z1ntwG7=v+@TJ5BBd)Rd_QjC@It34*AE<{Pekjpd zX8rp067T9qKl)KsEDf7qf1&=ZKip@9o}Pm#o?0F+ERVUjV`mY^+G58rWt>(k=Xs8! zWs6-{#Aw^em}HD$hd9`b^}8d+_0w@G=CL-PKdrN^x39myfBBxv^S=L_|2Y5Und9e= zoEI@>EZ+$~e_j4?`OD=`m%sh~@m;@vZQQUKF_#h)EDP$gl|ba4N8h0=LNZ>3N=gHSR>T zy@3!BI1@9+B4@6$~BeS$p&b?MWlT_^ZnN9S&re+Mc5GmiEO z#?c1<;o6qsXuJN)^?&`)e>OL72}_q`akN*x5ZX3(xc)Qhf4jR6gu^M0c3F#UdUDf$ zCuMuel<5ntcack^mMM3!+G46$V`Q4yNKa39_yV!08D}E@ueG%` zEL*ZP{L?@E6ZHF!gv&0w3_dc)AO`kd;ivCFB0YpLx)1|mEMjh7cKPMuwO3!kHz1wh zL&GHo_bacw5@~gQ;u>$f@kaQU|Mf4x2WEy3K6pR8@Y0Ln=RZFQ_7~TMPY^F6{TF}b zd+)tZ;&L-C6|t11%a%bNm>~GVmxxbce;Ly+zdRsztrOty^PYR|flb-YaP!SKi*3mL z_urolt-U__=)*7tcnbZT{TZ<}O8?owrOL{cEXpJ&j@7g80M;bxbJD)c@dC*6#1@36 zLjKvQ_ygs}B7VJ&wKI-YmLEA5btS4}7M+RYeSVX@HTCr`*2CXF-+#`3od5ES@bgE{ z(|BI``I~fBE`OLT=JJ=wqb`5S-f;Qb_61YFf1F77uZH~R?9rpghBa&6!1v6= zDg6AC`_TZ;|84C%!rHgrhdsqaiSJ7NgW?o9PLSgftXDii@rZ~&M4wQ^Fbcm-+Gchb z7AMOob{ zHniOW}hLKMFmFh0Xtj0zY!|&2r;o^%g4$r|CT|WQ*{rkgw`7hZTF{9?XS`kM|PJ``?4916z%y7$-jhP`|DhDRQGRAOOVe)(mv zggXxANkH`0z1@6$J-(-r+4|$RFX}@CM zbwwR}{Dw2hlx9a^JkI8esp+NV8y^`vj>C4J-`79AFaG{1zQ;Z4`_K80^It!I>@Mc# zugf1Ue~B#V@@JImaXyIbMBYF?VP)kRWjz-3S}y;~8tJzok+1sw;~#SWFq~po-LNnQ zF|`e+aQT-!e&F(ddpqnYfKyBaKEdzA3wsLS0Al+<-%EyB06#zsO~oA)C$JdXf?3cW zBHbpI}^-;CH| zAAkI@G;tAa{#cPEM_>QLhmM4Oz_V=6)K0kGF5{#!Bume*ZX;?q7;iEDXcy%%0-SXipK(d_VsObpK8`#RSBsfNooHidmW8 zrvf(+I|{)b)P_NE1+!})UCaYtXe3@?4{a=Bn_wJ} zetl1v1Rskd&m4(Z*l&lIUVKsfBMl!h0`aIH3GcoCUicV3lb(F)Da48xFE$A)SFQ|S zBR~UVTR;E&3*o%;&x0Mt`Qh1To(WBeSN*|*4$9`RD%>Ha2Ype(_$=8On5C{CW#f!s7_&qrOsz0s9eAkDc z{q(2dxo4jZJ9h1i%Vn!%OI)m7)?$s)$LbFydkW|P{+`sH0)C(7Fg}Ii6M`=QZxG*1v5pvo#LJF2 zgO-UkD7H{w5n5(n!!*P%RKhF@j6>Twr`cpE7UJ_`jrzI%4bUkuKE-Ipr+_YW+O+9m zJ^Vg(0H-MUo1gy!IsaSX_v!J+7@uNTsKfK%@<&1|zK?hP*Wmb%y_c4LpU+>$v|kDz zImCmBQ>uE5Za|62vO*zUywBuXDl$7hC{ei<1IlSkq>rv!e?> zpB@h*N1h3vOXr2zvu1|{3mT*^-G-P$IahoG4O;1I4@|!aXI2%JpIRK^q0m@#?pB8 zl~+-Jh4_QI;f5Q4XWSNUyzvJ3cRDRxef3om1LJUX(#2)?!yo<-F1h#;#HkpIIAZf< z{3|gJ<84o$K0R#Nx>fByYzfnBF;iJzvwS4_eTw!J)c*i0(7jXWgX}%C`>^on`0i0> zRO~f%z3A+sC5ur(qd$@0#BEABVOZ|z;Ovh&~m zo>tdoA>t7l zPeSnw+CwCIqhl(uv57fE`v@6JF$jsPP%CyeX`*gkY2q9fB(S`B)-k$$&uCC7T z>~qfor#LtK^uPWq{P@Q|#<@H(EPrr0u;$Jx9HgynbNJowekWK1$Neen7A{9T?kAso zGJFL)3dV}C-;lq@rcIk97R5-M5C8EW{}F!vv!914Q>KK!z5F+cJCRRt0C6rpgk1z< zZ;v>6MEK#4ek6XNZbr=PPe1vjivEkwKbJV!S6_LR{NDfh!yn4;btn8%ZP~gdaQ@!@ zv)?hFzmisH@PqLw_NDj~+&58{wmktp#Jys1USxkzmmKT$+a&EH-@4{|DDA`e-7EJR zAJauw@i?E~*Wceim7_A*$@ic0pU9V;|Hkvf&mTEU{roLt6PG{q>`ZqUm%mir1n(4E z6PG_-{`ULF33dN!igC30&Hre`r+Aq-#nvvre-2Xq5qpZY8lQrG_o)||J)3@?3|FwU ztQQykII#r59cW)s;1n9ag5}s(Qq5bN=-Ca6z!*v2F8X)thdI;l;q!CNY@KSYzu^?b z@wiW>!k&V0v^zU@`}rql{=m=w5>A1&eSkOx;%K}6OLcjE|LFVvL7YPTKH>clzfWdQ z;rdU(TY6G_ib8YU7yeMG&z5r5y=FOesw6y`raW~Lq5=WP>MffMORV4v#KqnLpGup7 zE3~w<2wu?9(TRA_-PS|WLth^X-90^_y}doOwzh`WO|4-o><}2M`s+iPo*(0Le)@D` z+m8X>4`X65hDGW3g}>wAfrH^N{+ItpKUe$q?F-wtcZ61q&EJQ=*Dk~o{|d1>Z2Y_r z|BA~0s%y#=hmRnRcJ~3iFMHLeMs}A|EDv{I%0$2x3LU!IPD@>sm)O=tY$Kzi-k`WM z+Zf8}zb=2c z{1s(P%C#b!W@VFgUH)|W-|s))$@|~Njcs9m^!r4dLhLEpx?KJ>el|e)KgFk@-zWGA znlNcXm@|7$fl~lW&~Nu)13^q8m5CuJJ|T62R}f!7+-+hD8C{NH7(St6+SoA_yn=DM zGkc3Pj?drM`ZGQSzuO%(YNYrlnm+A%@%z+O;rGeUzZz#h_t8<#|4o~=hZWK96EPsM zr)Xvz?I=$SaR0gfEBm)N%KD4Wk!zgk6;Cw%huBjvJ_Y=SX?zOUQ&@b8KHk6Y!{49Y z^IW|7FdZ%_`W@ijwk2)c(hMYff{ZqEzSer=_Wx z$rekqSp_>-QBwXm5+puF_d(J1Nepc68$6;j7yeQ3lbw0|>$tz{9TdK8JR3eGcs~}s zAyd4ca$ipE9Fsb=7>h`JP$*q7p5i0~dcXYr^Zn=i$N4Y$ zrJp~3{<{3(@)u;zBpGHSVKTd@E7vodRpO5$y&=HOizfXuyv87AS^|YUH#{2y< z=Wl)Af7;u3gtynd2mjf`DeA?ZVwS|GXb@jb8i%6zj-U9#BC&DEumr&<6l)NB2`dZk zfWFZt!s0B5zMXaxLPt!ah`-J8NoTRNeSXDf%#Pw{>)!ysPqQqJHulLh;1r)QK1GMx zQ@H#$aQTn%DORjNdpA5|+j|+QS(~dnIv- z?XLff`rq!o2gI+Bsi%`}8x^IxO8tMSQG1oEvQm~!;}0}rV_BMwQ?ANNSvDgdSk}g} zG#jN{m6ft=Mn15tjb&*zO1Ua4W!a3p-&y*7>Ve;7KkNo}f{pb8g_3zGq%Y33ZYohKVojs)U^GEg# z*2K@>;(g$nxcq_juzNSZ8>#sA$>qO-&$#^I@`uYG-;VrY@hR${Cp3GCwyhRNJL6fU zb6)qVo^i##_4B`wf3`^+?GJ!YXdLZH^!vp46vP%7J0jULC=QY9%Nv0&BwWF;3E~eG zPs!I)*2b~4jhKgyRmM4d{$p8x;uMUdU5ZZuoPzcgxjgLefARkJSN=7>Pvk$zo}$&_ zXgmK&GNbd~ioIrctnN_weX0+FQ>=P1Y!Q13eIJMV{ey9|k3bKdK#3YU?Q&JQR4BV^ z)YqsIda2JEQ#NI4{yIf#F>8^l(ORR*=f?`jx@3!!vMEzqf5RzqTZ;Tns{CBioy~Z^keE{PFYGfj}qC4+WXtxV8tFx3XmbbK^ zuFT~WdEV%J{%>>r%W<^HdvKotZ@0bIwX=-*sn2WFnJ=dbY(e8~7kx~>%sr{`7c!lD zw97CWO?`e}e}Dgc|HZqs^B?eJT?@Vw&VT9Cz|S8)e~G{7zTp0_yvrYyyo@uGe zpDus<{eyhr#JYcNXhM7n^ZSJO6tAp#E40z?lixqnnKzL0PvTR+?~~b6Oq@6&;uHIG} zMLqUrJz`X>iZ})RE}DE=q(e{tS;WyM2GD=~zaj<^Ly#oL6Y_c;SLp}#GmVT)%F9ss zJb6oA@AFr#+OhsCFh0dT_9{{BIh^8M%hNA$0e=Q{tDGe+fFoF{(%`1$Mdhs$3sf4cnb z_mA)W{cGa}#;0hIZ&62&K^*N@-UwT^0;ll(KdAlRzI9i48}<~8PeEIii4!JMqwhld)(Yp@P}P44PH`y4s!j^*T+d%a|DWi}nVeEu zP?6VF+W=&(mX);f_u*(pP@Xd{RZ*ZKuk-nf)zWpzR>!iEme*hWKJD8db%PbSg6$z- z4Q4A%o-g}}`-N8aBhJln7bU>!MDNSTtfOlhx?#$}mpigoCDlAWuG&gb{_kMD}V zf4=|l4(xRP>%GzwS=0HFtF`G-MK_!9BVrgu*qNUjwRpa^mm5W*`SFKk? zs}|Ejry|3b^mHFoyufUNsRPXM1n2^~x+0bU-B1F+4_2*uAzb#WE5v^Wzw_n4fv^9!v;O+NpSb*gBXNoau&1c23uEB-Y0WEds^6yy z8G!diKmYrG{xgpDy0wT;F$ro;B8qqt#1R-%La+qj4ao*VzWG-? zLi{>K%%U1=AWddhLAwb)#6A*!L3|=&8^l0-{$ic`Sbz2VGz0NlM#*>o)5M;lrNAj% z|1x0tS8$5QVNU`6L%XBp4?Y}P==aI_PiYOD|Mq_V(4J!1Qs5NB@D3q91^qrTj<)MR zab7{6)4lgV#3>5>bd^54QvY9&CQWxl1OzRJB!9R1~F`)YWLnt9<@qHHuv2 z>X&Uzip4GHtgpqzkh-e`ukM} zyZrfW%HLbtc0kAT1oUTP!Z3VCICA8uaL?Vp32o_)?(#qFO8oxQ`~7d@#?4^?{65j= z%IMLf!l zVHEf)_len4bam`;`EQW&AMGg~U-6WzE5Ctv;r%EDESNd5d9)cM!Gb%)wh!0(g9(FR^IdlvmZ zH55Lc#HIndarhn5I26Duh(oZ9lz4(-3aUS6ev#?YEAqr4)J7wYVc0~5SuB*g%*Pb^ zh;H8JKkE87G%gT(ijna9R1aOc;uNi+t8=%Ui}np@x>Hln((He^vOa z9$S8jUfV|LUs~!?DpdEcYGy@_I#dxQX9HQtC`Hr8P-GYf`pEV1&J=Bu`yR zh3Y<4&C*eOr>qvMJNHsU^3d}$r-*L$K z2fn2?0K^E@hDq+w?87#kja_yoSelKOXbs2k`F;KIeu!;}$W{LS`TleMqdeL9ub)2! zKlJlA$`~S7xcuSrm&>1&r;|+m50bwh{N1DB{PQos{Tw(2eBjqX*E4bAIr43x$uf4H zrQg-%f4M8kw_z^-h7B9r!u)xS^8U~+hxQb0jH4|Wj>?06{vG@Im&eg&jPeN+Cq#P+ zU;~Cl04Hc2yUR*MDdM(#3mR=TQCRONYIWVVi@ehHsTt@8(2=*gpR4SvCZa- zv_5~|>)+S_oPu$*B|b%cn2tEw^!wD&`I+i${z3dd@$?gT{?<*~!-~hA6#kRqXv3bu z`H$Z}Oor*}{Aq65Dt@0R|A^nGWKU7(Gtyoeg7VK^`13i$K*{!>WVM{KSu@EhiWN0% zjTGgCUFAQm?xis!D#yu)^cdT6Mw;eJqnF37q}OtprWh;c&|IF$Mk&`SwY9Otd@Pp} zB~7ipG#V9}%QHp#idrSNHkO!=<#M8=skN6zqe8RIFYzh%!S569__T%SiZ&IDZ=(A! zw~1grmLpvk=wzQ7<{w>LFqnK%+Tle_4oJB_g~}*&VQW$%9-NlkDZ@- z_Lk39KYv~RaQVyRNXV5ge^$xp#y`Go`FmmG;&AGzr;05Fza`{1si&NBO1OUd4KDxN zJ<85Fzkk)de{O7oJ%z=m5Wi1vge|}+lI^|UKL>RG-r64RDd_j9Uj07JK^*Od7@uO{ zBIw5jmoWT*sXfFVBE|r^B9;ZP2&s>KGHiomiS32p7R=kY90z$|7qrFD{;2c$`@Q~+ z;`eE07&U5CAm%h}+Vt=#<5P4*oWgW7F_mvdo&Uu96=es=)V=Uuv8S;36yo>kA&sN$ z`Y%~Ozkl?7|DfNeW%T{2c#vS{sh%-^#6YWl<7-Ou@#$kQBFL4aCrFcZrrg|8kA8VJboA}GZ`Vc?z_1AaN z-@od8=lf6B#Q9IgKQcbz{MXMPKYt6p>GFrmUoL;zH%a7;-<$jn92Q?_9g$CJ;kI6 zj89PyJ131#(Ez_s2~()R8Ppa+Z6$~;6mcdLvrrsE^MYMie@lT;us-1xETb*OtUaVyVQZ7#4;jPS?s+7N5fPpWJ`ldk-LvwkhE? zm7i8sq0cW>mkO1Hu@TA9$SQhCv7oPoon$=-vRmiw%hIqr=Nbh=*|qMIQ6vC!i_iH;_|=W zfBJR*V;t>y$(~|Nc!hDa+Yp~3-Vyx#AK3ZN_!Mi`y$^f>I0Z07!6{~G9PLVs!Egnp z+E&<0SQ}$v3zk6K0d%QM>>=~>q;?eaWdz%atls)E_4%=WhS8+;)OD@3{)$t;?-T4P z_-|?PDLSLyr(DmHbTiI>`o({UQ#_XJDTajy8ArPr@hP1Dh>phjZ{Pga;!}tW1e{{k zs+S}_MZPcXePTM)^sn9U`&8f*rsJE|Qqb z8#V9qV;y>3oujnGZtPm4`w`$+J@orj;=5)$VS5m%=*FUc%=Qxd;6B8CRq(645Bueh zeYaJ%mCAidrE`>Hi@)hOp3jf9_Vt(d)Zf3%*4y`=^B?EGe*VOBQqE*MGm-lFo2`M% zA9{Ye{3Un6v{x!|UzdO7JsG6@y?F7R;fyoRRNvl+Pf?HWwuxKZbki-F{6b#k>+kn3 zJ*z73f61Prt`7DTqa{8C{XP}@*X7@V$iLg#cS;=XNzw1qgb5SEj9YFAbLY*2{mOiO z7Q~cgsV~|V7!6Y9=glwLQvZ4Emp=TZiggMFt((@{jm^qCJKFU-kW!KdbcrnKC=eTDNjlELo+cMx0V@ux3junqx6* z&9X*Yu8JkAwA6@Gstwj`X+?7^X02J)XvW7s%NlLDDweF$ zQX@{OHdwQzY!-V8`h7Bg@G*XME;n-z($^5}+%#|LUhGla>Ebt>$+v#G|0yrqnPOrq zR#@z5jdv(-(C583GU{M zeOwR!_tc-!cls#k(q_(@8)ZC~|K%>kIJ18Lsd@h?>?!KQm@#9*%Q23&^FN+}1Lyzk zh)=P0?FVX40sYz7apS^OS6vmROr0F2Oqrt3qka zVDgMIrq}oRQ`l2b$2=@NKzj<{6wZGJ$A9d5nW1q0wY0Q}-zUmHWxr2-zkm9kajn0< z`d9J$l$6pbQ~SI6sMAhVma#PHysI-x(mP>wOJz+_PC3h1T0L#5QIg&Xt6M5-igLwOHreKpQ1elbpVu^k;-?N{GN(Z) z$}7%)Wl#9|!}mcSKYv~RaQVyS&+n4_-Pm|*IQisL1fO6GNj@V+oGfu(?QWp=i{d`u z^1sXfx%|IzgT<#97RCVcdU?%TVQY*}VP~J-H=X|<3;*8=zfW(ywJ!R7QXEmRL|_(7 zhr#|y_AFDD@zmp~8%96tDcA2dIDA)N1i5^!E;Uzi|?Mle|o?7{g-%2#8sXDM18gM--w4J{*jzB#xwl$4CBt9z79ms3E#};o_k)n=brn0{|OIv{?ix#ZQ8gAzHb^u4_^3v zLVOClOS=3gd+Au^U&Sfj2@~M=iQkC}Ewoxg2tC~ga9;->r|mKL zui6PBPgxo|b7_lmweo!XhLgH=dq{6*qUll9cc|P0IgZ4b;JrAHp^d$YIemU#e}Dgc z|2hA0{_E!t&rv^rUH)+S%jM4#SN{I{-`_(_+}py4;lovz37q2Qn`eesUwJc&Ve0a~ z-+y|)|7~ny9PNdo;~71AY>H2z-yqoCld0c7kLCWorM)X~e@>iuj$jUFoH;U_f58Re zq6;qymt1m@;ENYud~vw=5J)~hj*2nacOEA{O;gUGcMHgxPC1}4$ z#*JfN#PQG{^cN%V^B>##UwGk#;k@(C52v1bitLkVz$rfYq#5=Ud*mBX*S|zLY5@AD zO`91<`zcvhVsL^}M88jk?#ua)^WWajpO$D(QHK~O#3@$8o?`Qs?NN8?@=y2P{oxSw z(DI+C?rZDsBSlI|RH=|MiLSSdQ5q~@X`(lRR8h{9no}WV%EUEFMrrd}nn;ZxRg^QO z=2S?TGI5QPQQEwgCQ>6v73EB+ITcc-OkAU6ls2!WiPQ*Cp?;qZs7*t}9Fh!3%$T@^ z)Efq2W%B;0OF=tjZKcD$i}nDt;pSLH+=@tV7%az+b825L`}}cTeEt3XOZ&?AUlp%# z{*(Bp^It!I{QTv)>GFrmUr~;9`STwte{b2cGd%I+GvVyBCxqd^D#njLE8KtogNPxy zL(Z+8F8`7Nxx4El0C&3!70q|lixoFe*bPq9PM>$-;aKuhJ^{g z_ysV;o5P$rbHW_NWuD7tjy{ajJa_IKtwUbRsGG-nedd5x>*s|zv3|}R zlkz;N*KyOB7|-XA>($TopFMkaxbemtCH4<>=~Jg)7e4*8MQ{q&zYI?QM88juuXqwT zh1wDkr!c=y&VL5Ze|VQ4D(8O_;%F~h3cpWcI|iI$6%^ztm^sO>BWKok#eSTkm zfB&*Q^Yh2gU)W@dZqMZp$XG6ai45uTXCZH6Eppwr$l?D0 z`TLDG)AK&_(8g9JlmhjR`FQ?zp<$vCv{Qh&a``?C*j8D-3dz|_(iuM$+#c4x) z3cr62?))Q8vG#4?6cZ*%{FsRoCx$uDcQ-UNhJ_0k>a%EJXq3FxH7;Bf7RI{9g^jS4 z0$roEA&<7a?;_BoGHIo~sFSf9IfvG9yhfB$AD_Qp>)+7O5N6DriTyDu+EW0hSl<%5 zI(H{t`;X%PC%XQpbra)LJR$r?>?t06I5dkr#o+cI*Tv7jp>h6+Jq2+J`p3hwYL)tZ z@_&E*_umVg!s1g@s;*1A{@7S(u#GyaN!gSUqP%2~fz;& z!MT0@V!d&W`TG0&=ld`6BlmM-UmN_O}@y#ad7zq@|4S8E`NRps}A?>{Qb^yB`wQE&>xr>GkiMk9{)nl*2PEsUe>=l`J2 zf8rExuX{gCLVOD9UnfqQ7-r9z4V<9B5lT2i!VhA5EGv$&P%sO_7z}?{xTrDe*?~Qf zUitv*F#G~Igkl|vf0S?zU=}`q@o%APM+~QW{fSe|0!}e(OZvahhLo3dW~^ zUR>Uzs23!EM_Kd$*iU@dOeaA7h(3{4=v04}zK2I2p|2d1^CbOB#H8ccK7Y3MzW)CH z`TleMLq6dA*Uz7LMylNI=da5jd#?|b^@KVnbuIQ>2ileHDUPw)lh z{KxrkfBA12r(k@Fm%`?@4!lEszkfqP|4P44hv@gIhVnYE%JZhlu2rXP7K1sXNZFLJ zVPe`_J)5n~QteVM#bG4z`E_lw6-wEZ$rlXy-s%~j;&9lvkA9zc&oka*d|b*_U*gF>eYV^mtJ~l z7;*B5aKQx^hsPfKL)f-$SCVyo{r&w@`L_1{qdkSjrzq?x+61TY`{!WfpZ4}$z$qA? zVxssWnK*Gmm_2(=w5M29*g+6KFg!w1+DJs32*VYSE{b)F1k*sfwHd9|n>|3pI+Fh= zsW<$?=Pxj!zSo~P#jKgLfK!Z=f6HmKr$Bs)PT~}P{$mZmD+Vb4(4Io$Qxx_T%`LX6wd$V=C-hO8RJvbOC0T0tLgWt6Yr4ApZxdl>7m~z3#6^8>)tiiHT3`N zk~*Y}4pif3nZm}4gr!ClV!7JfqePhKvP_McwW{3H=P#{CWg(Ui9SZ9ADcxTwFJ^i{ z`eb5xXGMLaDQqlqdkglbKGE*UNTc3>b>h#6W%}Re_%?^oSIlE=K7aY&#n)ff!{0yd zF@5s2@crlf$N4Y!MLfTT==syxxi|2xMLz)48+Ia|gP*_gj_LA;%U>>k9yj^>6ZlB~ z^{?*_BSwr6zZt`aj|dB3Q}NM<8}vTl`_K1ZAN!ASwC6L9c70v+`}C&zeX1ezy8K(* z1^SZz+qcs1(+6R~gmXlHM!bUYm>U}#qMZcoBk&mB03S}tej>vya(#N9XJ3sw5wV9j zj@V7uxQl>CG!oMwjg6nDK7W7KpMIZa((e=ODfr$0G}=>q+8jD0KE=?Me+Mi7GmiEO z#?c1n#R@&mZN9D1Y;u^Yyp)(ceGc zf6jlL|B^@g`J?A)JTLkX!Oe)^eJVcxuk@bSmZf>r3b>*ue_A1;5n{Hb#0@sPit zd3sg2=9B@k3;Tv{^R_oZ~kNPDe8t1r$8KS#HU~!?WBL~+g2UCGLSj>rtKSZBU#4rlKP1jgXcY4mxP{jF{QP%OJV)`MV*L%L7#-tNm_0?8*i-oXKbZY*@hQlE zB#t)XQ#7|CK81b%z(ByNl{borp?*U(vT>akwmFpXRDZ=l~w;0-LnCzvRWZOvo`tr ziUBId24RV|qB$0e?iq1aRx9LZ)^?)J&p7KnJ@orzdkp8A*f5xGIM(BPRNHsF)9C$< zG|-ojKJjbZd+^Psj2FLQO+1~tcd3gymN;km9P#;m{rP_Q`={81??2-u&VTe>aQ^G( zPk+zf7hn8am@#8cIOm*ShWqY&AbbL>qBxK3eTqEB&SO9S{rvIs7qV@XW4SL}{yk>- ze<{8p95ZID=yw#Ss0$;{92I8GnydE%<2Nz2JBZ7_F8`YRZ#V_x*p7*Dw24#n_x#g$ z%I=$f|FrwJ#L*VNPmH5IO#D9?PN6X-=zGa93&x7DSQ3g;Sd44YnbRI3;T5!ji2ckK z!+bxP9Yto3p%_JuPXM!!em;MH*S`VrTV~FhDe)U8z{)Iq;bl zw*UI4e>duiv=}Bf*IzFTWACXa3<;|LW&&S>7Oj%^#OPT>fzR<5=ad#fz7OGZ8<#4*DJHc&O_+{q)nr zO*h?=WI5+QdPgero1FK=_fGCkLr?xyoMIu~9kZu+Gul)5{ZsEjd_Rs|{!ci?gh|+& zbrGkSmHB;@`f<5Rr{Q5n=*;SA(=7BFX60fj_HWsl>Y%2`6FdTz;1?mj*P#cO2 z8%cPE&wsS_Z)jM6INHD|Xiov#m}%2BjyB^{3|0BpzMCEF->*2uQ^J4Lp5o!q0-Pf4 zIlq4wYvK3rn)mOf<}G0v?J0lw*y1yvl6iIcRXKL!UNuUjRbIPZT z4U|<#R?GaEwUkO$Z>fz`q}r0Vr+ms7bygu+E%RsAQYu-!r8ZKLYD?ap@+o7~S%qY^ z%%53Hsbuw*+DJvJEqQy&r;Jf&6_V95e`YPElGQWLy4q7f1{U3p%EH3m=|2s8*zCE8 zK}fu8k(r4}@Vi#XNzs0yz#>%d!M=qorSiCpm(>^TKEJPjyp!>rqwMYPpYK1u3yI%2 z|8f3{b0WPDe*W}!{&wJ7x;Ni?H%!0odhriW`S{dRP7V+L?)PCm{Knh4YpLiU{rpe* zQ$K(F{B`+baPt4++n0tjM~;;5wfW69^`U0~x0rFu4Cg0K7qbGsQY$ z5E3st;tX0Q)}YuzfkkMUeGStPzfcLYC@>Cf=bUDfp;(B|k2UJ&`Zp|CAn_?iGd=}$ zq0^>K59<*}y8}2y!Czeel4BOOE|&Jje_9zw`!U9+7#8aAJh=Rk(2DQlg?Bsu88H8` zb+@#)^=JEue*d>P+LV8I4_l2m+M6RzF%VKfC(7jXWgX}#sJfb9DqffEd zOy)!yeMe|t8w+Wa&$ZpYaVC!Z3gPQ5NX|NLL#`E2{i&tH*CT>fzR!{v`}O#YZZe<66! zaP|8H{TaVU$3`U(&bpxz8`>KhA&s{5k6R z+uFJe|%H&$Nc#XVfcvp z#DB!5f;h#Lsm_0R7jpjFC;x4NJ;nU_u%{qSfwSvn;uKrET>crP{3G@hYu^`~ftA#|jzRxa!YQz}4-lt79BtQsx&E)e`cL8% z;`a&f5AR^B%$~x}e>wkqQhbU`U)_iP-}Km}H0v()mE}ZS-B4YVh>Hw}vM35gz2zzg zsVo~^LQzshjhdn@<%aP5hw(o2bRWR`vKMDrhPQ*4%YB7)l!>HlcR0l-q%O)!yx(?F zx0=y$yo5XRj7($N*fEv;>ht^h`}?PRF5fG@|D6BW`{4Xnb!dM6$i0*2X)ovR=FJ^p z?wt8y{8?v-Y|Q)X@Danq#TQ>1o_gxJc((ibYwwfGKQ4c{{PoSsU-$oJd6+oq9MPST z|Il~FS!bOcZoTym=Rc-1Wa{^yUhkh9H@1cO(eD#+3bChXV;t=$6ZLZbk+1vxv-kUV zicdj%3fMYLm^2~GnLVe#DS##DxBIYrASRK@$fGQ{1M38@Af|x0*Tgt7I?|Ya-S7z= z)5eae;1!J1o!MKYaeV&1)}QeyX3m_2INI>B2Oc|p+V$f1sjI^8lj~oiyqojhKKSpZ zP20nY==X_dnAlS^Gmf_NAJ_ls*{wR8-u0hiPr>*U*qee=(4NBLQ}prv$#+9M<1)P} z<%RFl``5j9e>imHa8k!tWh(XkHOi%`UNDX{Zbq!xtb#;Vl$1Zp@vp5pAFovB^QWb$ znaLJQvsnc@SW!~`I1(g2MfX9uH%JWZ$iwB%Ch~K^+jq)0-q~Fy$%t{^SQ$3W#3ux| zV2V8^ctvXGn8Y+J{+EvF^Ji-v@u3{&@%7KXca8jA&j^42S^rdhIon!?Vx)$@!1-pMLQl#-}iQiZSB%3Gpembjf|S!0286KUVp_y?sY` zd)<2)pQ5f_>?vkRe2NCKfzUVsnt&zfX_EINH$F*nJzih-2M(rlD+RaVNf8F|068lU1o6`!rd-t+y^h5H@#!-6YhyxMfemJ08tJ~=({K4g5I zy7<^u$>)9keBI(X8`sL$-`_v(8{dCrSFa+do0|9yS``FA=0FZh@K zJL~)YZSnsP-v2b*amTX4o&xbHX3w4**1r9L^B?Cwxcl|Ze=R;m9rT1|Ptms3;%K}4 zm+MN6ms@%?{P4;`zFbNKwnvi`&=W)i2!<5K{qpgo1X3;ziIf3)}SM7e*M-zV~)WKYp* zakQQP43z(zDF6Ppe+F~^EBrpy2f-;|Pq9VpDf&MDzKQv53_EYXE%~p%`=4>Nk0Aa) z0wrqbw98fHQladwQD37<=%qeuOxcvF`Rf#|#jHiHMr(~KpC2nA>yj-_%BDqo*|g-(dDmao>?8Pf&GMhi;7siOfS9kvhc_wkIVfa z-)GK$ianRF%TV8c8lR#eFouHR6k<=&kN3~+ntuPRzJJs2)7rN+J_YyXgh`A~p*Tg3 zNhqG6SVE3LsBHvs2E!a84KR*H78e_B#61+3h_(~4PH+z7ZA`VLsK!KmezP$t)=Jh) z@F89QM!_j&C{6*}nCU4##b=^x@%O*_{TJR~XBpDo&Y#UTPLb!0&gcI&*S{P`TkmAl?U?SfYp3#J@?6%b&rj5uFQ>@sZO@S>8E(fu z_OM<3|7Lf-XqRC$n!*>9&+qGR@0GuQX%G4SbN=J}mp;w>{ORxc`#!#D{>^V52-i-Y z68`#^R|CHfOXsbhzr|W4S;gfKm%mijvSq&x$0Rrg>@9LU!}6N4PZ`^2L|NlcWcAT5L$M00 z2cF^cM|+e0tv~H4W<-06I`G(O)31+lv!NRs0TdA*LS z^aJ~uMn)#(WvG0fyd|&q`72lLSpO9mpJHFnff&mT?-KOFB@9o#TZz~LePM8KF=ajd zW8hme(Vw!8vXanS8|#XDj`Smq^w)aBH`q_kQlH<~Uu5q1&iVT%drZ%D?j7HM&VR^X z`8fae^XKU2@3w8b!rHa(hv%OAQ`m$%S7+xQKYv~Rh`d8(E|c3_{&M;Eo0R{Fk4~Ie zj-x$({MljAt&9Erle63RUtjmXjT;!BqCs@&qsJhQ_A76|Zy|6BmwyH&|Fv)372bwD z#RT9Kv{jinVPcpCdkW$UB^w6$Za-oO^aVw1fhp_hA1cx>GCxs5AKS%VBEu|^D^9Z^0=J#aPuzft~C5Yv}(IT{)9eN((CTx@sGMtktrTR{lO5%?QeK=A|kMROEF& zf3aG+F4^i>R?_nNi{Gbx`=f4L_f_KSwui9S_>G;_%YH&xzBP;cvrBlkVGqDMa;%Vj z`CYt>5o2ekvDv1&79Br3R}+oT@9XdHpYK0?2b}*vE^_|s=MT?RKYv9oaruLClgdtF zXYcY?l2=9UboujJm%pEX{x9MB>u(Y}ied0~!0!pKy6Woi)E`$C|2CBIUH`(|IJN^qrL2&Fsu$XrNAo8?^9ZXAuj)P_k5x8 zDGC*KRnAn{l?`QWHd=Eappux)CDfpjz-F;Dwp-ECY>cY$eE!NsEtRX*tD;qlX`xe* z;Y)hD55{{#@eO+y>?G2+F3^S0*R|ML;J%mYlWd80+Eo~)nAPiEObC_$ydl{@$T$CrM~Gjih*?x)4W!BJ zDu{DLtRvZG2tE<94Y958`O`Z0vHt4!X$IoAjFRvEr-?m9OMz2}-lfd{UH_urdg=GG zz3ZO@r+6Ip6yQI!J6itW!=Z(KpPc`c*1-91@BEkc6w8(Zr=T2!?=|T6iE*@vb@lcB z$$R!a*Z+0zJrHq{4?IquT&VPtk8IO&&%f@qszgnBUGtPhg{PFWw9z)GV;(+vIEK+~M4gSv zK2JRHbeKGOYM{Ri`6nj)Vvs*FkyiBbHkS1VO`)&%`D?9z18}^Vh);1nv0SIFeX%jLUn zZA)wQJ=Om(j`rchQD<$6=|WYVSufCBq6R^Uf*o_3JRb+GQDuF!2|sJm)SSC=zRGfq zfofFQgxZ9kwP=R${6}C=LH}U+p0PNkX5UcgjP;u-^);dSqAlu}<36MAY$x<+#90#t z!aVDFZ;1D0;`+ose12OK>ZQT|WsNG=IIdI8HeY|y*ZTXXd&&2o^B?EGe*XCR>+*-` z;9dS2(()($l|T8!Ghy-KI}poyzQnVhi*)wvd9lnol-V|yd99y|xYtS_>3VCMjXr$X zAL*4>Tph-a9V_4X(r*vHCmc0$RQT1eeig@C5RT{kiyChazkBG>(AL%&?LGYdaiZP7 zHg4P;7QpWleXfiiJvyve^QOk9kaMm4J)O({@eatlbszG-`hEHU{+?)0Q3tyU+EdIH z971pbv5hdyLSsp!mZx54oFBeoOQ zPUDZ$A68taiuI>G#mt#Agtu~^m_0>T#~zn|2Pyy3p5pNpPYM6w`L%pG>?s(Z!ugNr z8C?HYd{5fj`NKHcOP1a(@(+Dqu4a4+!6`Hr@KD!(cJKWn9ImN@uT<8T%Vo@hZCSfy zwOr8>sWRHUUxYFwk&ZcC-iX;szjMVb(oOqTwD|mKacwUH)+S3pyB=KjmAye#qaHDLc0BM!eOzVdR-3 zMK?*E7QYdtKZ{|wKU=vj`nb@#I?(V@ntJ$%kuvCsJqZ3FZOF@5ppE0z)6YSigLP>h zj)6IBzEmG+zp44pIQ{f+_0`vgCiq<_$<(}O`29of8Y)+0XDjy<*5N8*S>X!+Ec*q6ZaqODrV23-=~Jc$CKDJKsRo&v+28uI0VZ` zi67nv@-B2OGbZ8YK-hD~Ic#X_med`zK_=;nQXwMpq^{Tmt=h&{zf_d0;YWU-&cFNbTOK||><^B?`HtuO+i_lZb?x!{ z?+JeY7kdie6y&q@^~1xem5igk{e(DwzYYD9#LwS2eRDM;)pNs>i6TDRn6oDk*g)nbMl1pfxF5A~3?S&^Q3wt)`yOxeaUM~@jBP6t*ntPU6munFQAr=51X%$3Fh z-SL`#(mB5jx7;!-v^2LvXNTAuw(l+V{U7&u#QS7D;(g;gvi~=1Yzy<}HOl)ln(--M zPtnFW+PoLVe?Pzf9Q*wzkE2bjal*t2(Vha>fMF592^vi|&N{&j6q_i%@sHR9<7f-! zKpP3#QA7-beb`1^gLnhW37gO{l{U87e391YH(aOp^>1tdPQf_Z5}%?zOrLgrpx>ts z*w4ux`JUZ>T3WY;_ul;^y!P7P<$3+Jx58_$t_`of&hpyuI-Xb2#z$z__A1J+gN}7V z7uzD;s~kh^S|@Xhrrmk%H7TNKLx+1 ztbQW#|K_Hx;`d3u<6wM>WKW@Yj*_mz^nKrv^Y`1(KkkJ;pF<3kZ2w7C%PE^RldPgx zQNz|qQBK%Z{?qDS8Z)ADoQz11u`Oq$X}&aidF)DhEthGEv0@I*<(X`ha;;KZ8%xZ` zaye1b)Y?m3q`RdQ=%iTPMACrX-HducQ(G~4_VpJE^UK0$V;{R89R$=QZ@ ztttoVeYMEPa-{15o#OOy&q;lmM*C*6Fm*=B?t=Y5@ALcm`}^nn&-st@U+N$H{PFWw z^iVE;nEWJilF3ajf64xE`SaN1?`G&d-dXpN=xSbn9XcI({vKX`V{LfD^gOJ4ohY=S+7#itOzPjBFRXT+y){x>N8x3xXmQ_$}d?4{`UX%6COH^lf9 z3l~8@F1Uo@2TbiD_7E`!&=s*PfJI1s>=S8nd_(f6H-AuR4qz9w#nAp3+vo51`ZtQ- zr|BxG;toIa21OEa_M+ zk16Vf23S04#-V=9xUoe)7HWu-7Gx?F{XWs&6gb6d*i&q7i}naQ&cmJx@@Up-pZQFPpcA|;zuvl1wkLVQhyezDq>Zsz8JKZ>Vlw;T&X_`RTV>L z{v(GNpW>j%JSxkpUO;5}$P4tI9B~Wij|5}G{wm^3C`M7-r=yLb^|zFL@TB_!%VcpMp3A z{P{r_O21F*bDZLP#Q(NKXTRvyJHr_IxWeCRXG=NO8NGuzaMPkHQOjM#6G^N&1pl*DmT|4(tRyZ+~d(|-}CSSs-; zhK1pHe^#!t_!O@HA7)qbreKR}j)Q0;~ zvctA9e12I=Uw^z)@mlM*gCIj{EO_FzSDXLEqdEUU~H`<<^dpJSJQh$F6D_rAoXpni42gb88BEi=NrdGiprd_H__;fd)yrg)fY z+q|l_`STZ4)WtIUEr?^u80?ES%#+vKTui^|`RC5ZT$oS)hHroV{O_EH-{qVB`{&M` z8*aY&7O|(`za?>sPd{yi9hurwe4pf>F4)GcTKPh_8IX{w85 zw9Uo)rZl9-`$*ck^Go&8j=oIibG(>mI)~4k`C&F5sYhRE|Qqb8#V9qV;y>3oujnGZtPm4`w`$+J@orTS*H?X$mK}k4Us?C zUW)P&_f;V;n%t!0iN2XSXL(F_QnpoBdp4in*Wccw_@4Ot7w;h48{B)o|MX54&vNHK zcqf#XI{(EUk@q1>)48K(OX1_y&mWP6(|T3P{my^oUGnp%*i(M~`1yN`@<&Tc#3}e) zDV~QPS`nHM7un9Nf?qrTk+tyqSNR(^@ZV%lfw=3V#qSev3W-l)=e)~51G#^1gI(0y zZ@(WVMZZtu;P>Y0tF8)@r%VY`r%u&pT1;7%`l4-`(I91hN>)z&r^NnD<(Zbo&ihZD z8pp*PrE$K2`KMsa$=6PnXUgQ_@A65QK9ywP?}z?{ ze*B1462s&}96H|f|LQUB>D&A@(| z!v^H@{+2%;^KWkJNInbw{(s`?Kbo6hPq74Xv|+bHzfZ&|w&35^rT@>A*;&@Qm8)XODlIkQlxl-DTUyZ^i&<-yHQI7jELo+cMx0V@ux3junqx6* z&9X*Yu8JkAwA6@Gstwj`X+?7^X02J)Xvkv-%HM`l)WiQhza@P94^M~9@cHEOf1zWSwP2iE zzyH*{|4we)el!6>XILp)z=RX z!-p4TrKca0;qZYI`&w#a#dLTalYQv-B+bRXq#1^Ec+C6!x+bzN<+bW-{fPw^_7uP= zqCJJ{Ula!?&nRPhu7C3L2WRndK7U(U+Qjb@{e_kNKKc8{_fPyjC8c!A)c&qM>a-J; zWh_lP@9K<_^iEjaQdv`!Q_eD$R!^I1l%#jU>XyoyqMUM;u{6zAol%nB39DNwYl?Ep zS;o@pX;Y1o^iEjaQq-v5r)W<>9RT+%Qn7#F_k_gbV_A7Tzh6-rl@(QIAm4g}ekb}1 z?_;0%NIV6O#YgJm_fv7){5x@<-`C&XH+f(D{qy}7`GoTy@>=J=e*XCR%QM2|k75mu zr~I{fbBFjJck@ghB6i1|vyUu*|Q|C>8 z{ZaSLHuddKTmkxXlmSgdee#Ly1WuHH;?I6}){XP{qh3j9yQ(XV# z`nP|O{;`SiDV7y+v{$WqA+(u2g`fYSyBl$|V|J3i2gBeZPOj{egE6zkleu;cnHr7yger!=~14SkrB=Q`r_;@i4z> zGt+j>r!=-1O-x(S&b~TM>?8e+J|8E`$9a$U{O`Z_QJ6h@9^Rok@xTAV3x5skH?*X` z`*_b^UdQAA_Y)KD1kaU!XW_BgJO2&7{~d@&Ok0)TKJYty>w8yNawnc8%kUs&nJJ#7 zRwt>oBNckk+d z5&QeL?Dsgn^XuQKYxZsa{ltSeV-I(hd^NiKmt+=~|NQ*@7Ud7d(O$On9^pai_sQaD zyZpmDdQT7HQyik6x|Xim>hgBvrP|ucI_&3jAX`{q2MD9X7wE{=*;s2;KR1m;VQO|KYxDgH6GUFa9m8Sn&j&C-FR$HgD+caT^` zEAS@zPj7188W``DdHN}7W*Pc5sk1!G@!>bZnkOyuq_=!b5uc_7W45pzX;YKdw}7rm z=7{}{)BGQO+yq?xg>dE>XNoNc@ve32KE&_y?abf&5BmEBqv#;kcq?l$ui^Wy-`gN=9k(TAE0WAXStzrRG#fnKE&Wl2O{cmL^goNEPKwsW}x= zrc7L;WRy0qrHRxCP@#UG4yZ08;toj%MqLjc+2`pFW@X;}qb?o&xYv{pxC3M>?m^lx zbF3n6MWnZH@Hl>)Q~Sn#u}<*sG_KtNZ62TB*Wcei+dsblj4wFufB$ma&(+_{6Hh!7 z#GbTeu&3otG_nb55y`OW>GBao9&K?2?vLmRFfar`1BAW~9xFLka4FvaH zM+HR%lzj)4McJ1mkc1^+Q4&;8fqLs()zwcwzx)DOz!52Dp7d7ToitBZSJ(Hcs=15A z?^Aov|DPKFX>9z4&IZ3v&`~Gq>7rjQ8K$5(fMOQF2!J{8y)1m+p)tH5M_3!^u}{Op z`M95wy6l@Xo(uIXD;O@~^ZWYy`iMA^4E6Og+9Ud>H`N33~^37Q?K5=Y0~7!X#IxG{{H#?J176C=5MHZSn1S58d8K0k5AYG02tUqw9rlwPR$4~G1 ze3rpKQ^XzOw+Eq4$|gtUF%HouqMgT6IZNM1`91_#hmC7k2EMPt+&+J{-oF0+{@Fee zeF*OlkuQD!$vQay;rGG$ubnR`#_i`1pQnEQy8O{W`D^{Bo9MdhuBYzZuVkI1#`nCU zYZodnA4-ckW`*+~=fCITzg5+WQ<&ac<5L{s_a?|NF8>FtuWk1q`0LpTdkV%WfFtzn z(TBzl{~JvjF`lN5oIq3fnR**PqaM~g%JG@V`G>VUY63kXv|Pt|c_JO!0-ey<7@-d1 zbG^*PDaM(S)?L8)r`+~1P3FIC@@?aJz8`*mS-bGJ#kEWS)(-sr7;pUW`{~+#SBoAC z_7sLw`2D+M`iI)OdbX!nO+5{#mJwOR9&*%5` zFMLC*L?qahJ zooJUXU8t;VsKnORvxs?+%YQEa7Loroj`mCP?f|QpH4AaH54il_!TZl4_C3F2N44M- zSl7Y*uBF)zze)?H&Y{JRen3n4S@IY^NQ*p6ADt_7OCEh+X_-d)Jrd}XzNojc7Ki$! zkIm(A`Qb9=lKFTn%ylv5U(91KdgMJ?$f=C~1J8dk|Ng~~yiao`yg@e&`YXW?SBg_a zUju&sY1jP+FheF`?S~jPY3yr>wjGT<@!Io1FgG%=Wzugvxkz#e4ZiA=?LYcpD_ zx4j+aiuO}JzpsCIC-5FBCg$%S_MGoO!)K5>|8f4SXH7g~{QU9rH^>=BOwMrmgLx(R zW!NjWE^Uy%KIhmJ_ucm(_37Ow>YBTC>qd9pbuX=1^JymI`Tq0$S7iSwPVq9oJM3$S zeI96h3iJDR2hbuH^Rh(4VB4y~N_5v`lCnASeIgde1q zUqoxu`Xs;R$wi?L)5LyDXie<9nAXLyFy10=!}y@*GRB&|glV+S=eIRSYWbGefA#c* zv|!4+bZgm7yiZC4PO**Z5T8Q!l*|9^z5mn#r&zXz?I|>lc16Y1#P5^yAIJyJf7{M~ z{r=_mFVUCU9pgOmZ)IhT#L)(SM|_HT^WpcYUgUG%f5+LM5Bxq^AZ=A$x2&-)qW?#i z*db6gFNU%r$Z$l$)D->%hWqA z-*b5nO8!VeeW1^5EYv0<_7i=g-IFm6^1*Hbm;}o3zlrf}4jHpx9&7XY_1_`>J7w!> zYo7jFs6H1o;or~K-`_vqe}aFBJ-zcE=f8gb`1$MdM~m{;XP<4SyT{#2y?XU#eW?1i z2Tn0|?47iF^(XN>b@`*YEavjpajF!*PrxY<$H43<4l<_W@_$F}KZSmu%K8tY`IBeU zifIdiZXEh?#uE}eV(oO*n*)DX2aEyb8H`6T#t`udp-=D!=-H(mw4q*f?>ZLr@QP<> zInDe0ty}-q(-zZ5ljkr_adYtdR2KX`9oGAv-+y%-+HwD{k@ytADL6g_^B;?&?fl32 zZ%6pA$vdXcva;)6R1VVh!1si%e}eu^>?xi|;%LuXKsEc=p2F{+a{m;+Pce>mPEnnx z{R`?N3XreQwEkHxl3FI;#cB~ zLiY~#c5W*PX~kCfByH+?;pmu^76mN(GGr} zU{4Wnid9b-PNDV`W(SeS57bryZGu?lVAU}PcEd7*q&l|*)4+SWqzLmP9b|M|L^be5B5d4FQ4Q5sS|sO)zky_ z6pWPur`WT5pYtEciu|Y?pn3+^zqtM-J8xb8bRqR`dtgry;!|`k?M!nyj&^O0$w9vV z8rh!Wbl#i-n(3&&MkdpGC%Hh9)#STrbMiAcBp1v`B3G}o6-5)yEQ#0@wt;M=iy7@r+k=<`@+pygxsj(Z2rv{_#6dMECqXp2sRdqO@N*s9xKBg;O9wk3&A%)AMpyGzb)&(hX1XA zQ;0nU^H<;$8#ZjC{riuy9y#2ju}@t7ZL|DaTLZsOh)==xfPzy@rro>tIsY+?$N4Y6 z3yRmc{wq6!{ro-m`Pu{@thx z(rlQ}kX8glBdvq%DAkFu=lpWAl-QG1F?8p${X^si<8 zucdkH_h}{DQ;4ktFoS>_08bFR3D`wM+(I#i41Wl?hS*Lp9ny$9pv*Xg^i_OA?K5;- z#XCZtX?*^$cCB3hHPaSxe2RB+IK{?|TN$T7dkI zuX8v>R9&Z;qPlGmXhYf@^D$!sB^8p@GJYm4xsugeY9nQ-wxsPbA2UXsR7h6K_?fii zN>*>Fjg+O@lD5Zu%ouf2Az3ZsXVQ`@S-qt;QkH5<+8*;UW7J87WVMW+NlUI|^@y{s z_7p4w$=z0EA-Uhee;Tj`k&zUGka*d#jPF``uLk=G%_|Q#c_QOwdCbD4(Wj}xX{B`-`V#!~dx9p+^ADTdY`}7sx=_TxA=F09@ z(!KZGN9)#Yl=Io&KY#yPdjBdJr+D_cmqeEiefsQKY)`>B1>PBx`z>|(zxDU8LkEws zJw+9b8a+nzufQn~pJLT?wx|LSN@!G53M!>eqF#HTp0|FGYGI(Yx9 zVVq*A*i)$Ar%4rTPr*2a^B?EGcJ5f}=TGa;AHRP=#|eFC>+YWxN4u15k%3dp=Q!H? z0#4!YUn8kKh3T>_&2-rLnoNytI_v@^H!HnkOV*TC*>IW`))y^XWk~Z$p_1L_zX@u0%HIkf&Q^i7*EDD zdZWQSNnZK|dY@m{Ft?V90j2A&exHIp1^z9|+3%CtQ{X;q`$_hUy)Q2RMxDbs&Y#-a z!|eBImHK_+wXLX_s`eDlf1LmN`P1(62Rx}Y`_J`%df&|AXqN_iiiI3UyWZD7$Ulu{ zPtgYbe*_y6op`L{OaZcxHpRTrWYn=KW`rgq4E0Hc&mY$+&DaWAnzmU!Ys+%hW~sFB z58xChVtfk7K|z-jY$Qxpwm3_|pP)+)GL(Lspnc?9*OZ4vIXvKwkPq;fF1neF;q&|Y z`}-$*#P^@_ioj=_|LDGO{u|B@KYwI@`1y-Flgl4CGcL6JwT0~|#y>QX`oNxozlX=u zt$TO++kFqv+O-?~{gXBK_phb>S5;L@&pod=1!9|69Br5XgPy0I_n$-c0jCJ|6oV~} z_Oyk9QN(Zf5kn%_NLXwM(UBV#(F|h%4iR+e7ULpd4;E)z#PVq9wzTMH>0w&C-i zZ~b9Uu^`5$D3SOS;`ga8#L;&7SI!yZF>R55YisKRP7(Y*aU5;&`{eou)ibw~{|Ntf z`P=0mmw$q7*17K=z$wJ<6U#v2_sQ%jeE$g_YKrkG5`Fb~^#7*E&ZS9rsV^)?;^qy_ zYa(%$VWK38LRN3N!a)klMi)_(SW%=VYm2$dc>Xi|J~TC+#|;WGd-QSx4)?C+oNKY1tc zZiM&5`H%D8lu!8iyKFF zA5DIjhL_(YF;)>rTX2d47N5fJKkeQBbQH{e_a3L`Y+f2h3}m% zwEj)(DG;B6{rYKq3bv=P_!QtlmpT7wJpK)xK6@sr23|P3MQ1MiC%e}k zk#D?JR+hcY?Ru98dSffIO&#q`CZ&eZSon`D^v6PpC`Ru5!16KD0E%((b~z#ryAn zsNWCZ9OlQ*A6^GPe{<(A>?xi{dJ_=Cl)FpQzlr_(yIu}FLuC3uI}YuNY!AMyFm zzy1=RV)7h`qmB4KWo2a{KE=_Xzf%4xJl5~u%r{!Ef2gT}J;iG3*(=}_97lVP#L;&C z~`Nlz%H(4w@F?Xm>^&?YY1y4!Zs`=zklJpA^47rk;+vZLY}G z73%+UjoK?;m6Vcf9KXF88_UvUoP1SMO0o%g`?5BcrO7Dys-%=;6Y}~0qBtC5Ep@53YnIz*D!X0o`w#XM&n0oREj|VA z62AZNje9IQVkIK@cz`_y853dRs}zMg<7z&3(YU>4ezVGcQ*0kI{_-a`5XoWt^r zZy5fem0Z-)X?I#l<$k97%=V+!BNjzQk2n_aEr~iC*J4{(S!Itz4oU8OK0nqa zThI7!;OigndH()odk66;eg9?q#rco(Uq65R{B`-G?ef>2JvH>!o3rVfYp!9RB#Kk? zWS!3oFT6tAw(RlqH|UvN{wOYgQ~{@W7V#($=-59}#+ZbuyL zv9h-15}#rgNgQp)7}flB|sM+v7J!8dkzor z`P;PqhEohLXPkof3H(0AINA}<%j8+V{{>#tiu-RZ{5~yRMLqb;0{@v9;!`;P=@|b} zJrBlk{SVf{&;PI|p|^AWLo@x0;uKG+9K`k%a~Y?A->3GT|39_;2b|(`p{+!w{5Pd` zt_F(kv`ePl&d99JQnXm!(u}$=mr|s8qx1QH$o0?1(FVWa`z*@<#(Nu%`OS6a z%PC+Aw&yh7Ro2JkDzt0-g+%5Gb{R&asn750@9&@QKb3u)|75%r?}YPT_!RW>$IoBj zZ`u9G@-BaXUt~PPWUKbbUk4BJciX%6(yh1N#x@mK&=u?hs=RC{ef-Ji^1ZLEIp(mu zum6Qxe_7W{SpF8ABG^;F9%uHf_h|3l1N?r5ee3dnwidP~t+;<3gx{x~RWx!G+fzWd z%{aw8_z5bPq1MpMQ!7=tkEVNEg?>NMsBk7K^13a|}{ zsh#w(v3-7ByTbJcPN8wMZwfd?8Ex3Gl@9FJ_!KVxW@lMj54Gf_5 z`hP_X0)`+-iYKJ?Ifs-N6 zPVutnU!hNrakO3j4|k_bztNWa&!PHYPcahq6eR?EiVvqKPGPu!`B=)*#5a@pXi_Z0 zY%44l#X80q6r%`uhS*JnJo*9KKpO2S5PzF>@G@p%ZxMV<`TPlHWNRd;)+0WJ;1q*z z7Tj<#<5t?g|8R1jcKN?O^1tE~Yp7?>p2CA-9Bt=69pXQ(|H0Ys=fCU!TBrZ4 ztgO-a6pT?w9PRmRPqD9F_`B;r8%c1A(;-%MRA8ri{v!JSNSDu~l+wZ#XAEDVV_8Y_>o0zvPJ9z|xDBPb%I$K_P|(2iWQ`I z93nPhew>)r>?d-#0@{O4J?$g55j>XIS_Iwu8pO1S@h^P-)~>(!eVY1?#;1U74B}G= zPNDV`dJppZPkZh^(Vn6Q$ERTaQ^9exVNVftgL1cY{e$aYT>s?yH`6a%c>Po59*(0u zeWt`8f<1-#eTq7+%Uu3xZ2DT`Q)DXaW;s(~7dGUz+1#1}0foe9&Y=c{1U8GMq1}p> zCSx=k&*v{()LgmQdKI*4F)nm0B78|x<0-l8#yAMj0mA+`p5wqF0xxIXP^`ChPCdk@NcXcr%3%i&7xJ)7i94x41)4(m-m_i)Z`b`N;uLI80sd1_F`03Sea?Se|Kj>5yaTR(3*S$-?fi{=xs~@%*i+zJ zAMkgvrwDPhef@zEH&Ns9lL4p5^wZ7s*@gQ5j5KPx)2g!xeOe!hL#A09+54lhOt{SNk-vYs4%kP6SJ)mC8>VE?cHGKc+8P!JqQ-9FnQ)nD*#HX0g z@hMWAB8MdaYhX+w!x4&M4WUkKE-aRU;tX-D9A2UExecd4nvIV(!zeiQ`CD9ni=%yO z*)8Jtscf*?Q&@ZozyGxV{wFxa($(Ux5d3G-B-m2`r*Qp4yi-RW?D9{c{A1r?#I^GK zx9cD9y|&4?t(1T9tQ$?$y1I%^o;n$RX->lY-+c28?c2AH zRoWO)8&{}o%?@H=Z0|16+6%LWzj50>s3i<4yb51Gz5@sk;B zBeJ%jFAaMb`k^DdkMW&dCKqrX^|-eM*&N?hLHFwO+nPWw?!b_IO0>x zpFE3JK9RSl(3sb1%OJP`d_fsr0qlTnEMOx6UAg*q3b+J(L`ggPrkI76i??y#fN>ah z;qwFg!I}jOsL1-S<+cB4@;kwvLj68%*tm`MAAsK{zyComkexAYyZ_eJ9HynqR&jia zUV;IMJ;knl&VM?{e~RlS{QURxKY#wa{!jIv_}=GP8gbR3C;d{Tx^!%z4YTEb=WG^Ke|_RB!5i+m z=U(d8y*vH(cfX_3&ZRVD$Pk+L^*pXd+2 z|2_5V*Po_LowQLBAew4e5(=(7h}Ef&PqlFio6OFp&Hl zK7aG|2aX|ewAr2lvF73TX~Tvsr1lhk|L%zXp{}-`zXc8U6uh>RDqv4hN2q_5INHf)_buuF zMTaeF>!9OK@-Z8la{BIb6hI!kAP*) zHu+^vv#rFT`a^WzefP=tVz=CU3%&W)-|4BRo}!`G4Wlc%UO|sP_Jr6;pu>0He@A<( z_tN0OgQ-`qUNr8myXcMA|4z?5`;1`sR}Z|JUU>1v`1haTSmuitEv5li4;1_P$x|lN ztFOMwF$pIKesa}-0c>Bfh<$X0e=Po6Uwr8Wy87y?`A*o6UU>cmdi}N6`P;TJ{QGs6 zdH3zzN2l3#q^19`Zg}LsT)`?eh2N*frjv5#)b}~TA|Nxz_Zl)&(4!0Hkd@{A=Y4Bf z2EKp5olWkr=z}&s8ygIhurwJj(%O8ui^~|=SH?)_vu`YLHwtqEU53x^>+kQM@4v`X zoc}og_4CKiUz0m5P2`ElD_s5%UV*#N=FL0lzWc{h-#-1szc*~wue|a~8h7`-w2mP^l#1V{x6SX9@4vWr^p2CrYOUZu8lR#%#-|W_3dGTt_!Ph= z^!xqjdkHbF+13F#LLQq4_yRBnU=;Ew?OMSiP#?+?Cp*v!9>MjYPsASrmf`cae*J+7 zeK_S^8eVpj=&{PmhR{ZiPqF{NVZZ-&@cv&@+n_i_kKV$6CQb_RDV+awi2p!Va{Y_z zzg+%Pedzh*-^x98;`gb9?UBXrQ?#eh{yAM$E6)F)+WtGv{(Md&P_q3eSuMwG(hRbK zVnGdB14TYTSNTt?TWCy(@^LZ(J&$cUBaQQM#W(ElXynM-=$dP;QJaW8>?8Nc5&rgI zKYjS&hoZ;-_D~s;RAId-WA`<6r*Dn85(HL!Kr6 znNEFslHQ*6HVqzhEe*f*R$9M)J>wSj(r5PUS#MIB#>;D@TJs){C0o-E&_z5Mdaw0$e=I``AI zty}3u#xpvVmeABkrqaH>)$}c6G4MTgGxskqFK0aC6{@SNKX=WVg4;O_`s{_oKJ=McxY-?3feXqPZ{ zsD7Vj)5>WJ0^Shp7z+F_MVvw~i$DXcA=pd679!#m@cm?M0guo)+xfBAFrDHQ8Rik= zar^uc%fVU}TYrsD!G530Z{|HxBC&urZUjzo^dHXuvpav#3CNv2f4BcJ^Z(kKfK#yF zC-9$%Vo$;GDV+awi2ulY5$&+Y5Rr{LZd_3j5gK{~z@Ihu^2^@cR^Siur6$ zv9BiBQ^@;ydFwwLo6PT%X{Ak3jWktaBX4C*<)>Ap-4e=z>Q)zX!=livB2*>yqEByZ zq}xW0*HbMrx$|NL{$(a-+p&*+s`UZH#Mxre_4>r3}D?U!GC8EN59>CLy^ zqOM)L3U+Yp$Wi+0#MgBD?YGm_*Idmu6f*_8kg53xu!m=!d4~S^pZ`U0jl+zKe8w>* zMvofFV|3vd7K?KJqwss&#r73_`96o36^LQ6m}6rAx4<25Keq#mz<=;hRmZj;_+IT+ z#z&SeT}oelbwV(gUcGzMU3cCk7=``v-!VPnY;@t@ee9Ugv}Ma?Yid)PEGwO5TaTv3 zQ$Z%m@B`uL;Ve>lCEymUKM)%W-d|aq36o>8R58YkFX|X-`w-6yi~*jB@1148`uv99 z`1DRwMtyuXn%f=bJq7Cs;nQXo;}rY$ z9(4W#-W;Cx@E^6OsG`xM$H=-4?sqNCneYZJdGvi+_QZTz_V|2S&JWVU2lY#n`sI&t z`LPd`j{7cse4gZmhTF3KM)M)lXnuK^E2Ck0pI_Fjwd=p^(Yf^ggtzFH!8eK?tE{Yy zfK${l?~UiTyeoeHmOayk`%lCvdi0WgQo%UI9*(2!@=wS3kL!Q@{v~I;%RliPxAWZ6 zRR0N_Vw%LK=tQ0QyMnp%EIx(bKOp}!9zV(PpG_;Rsr#oR z6f^o_*h$hOBa}+SrEX-LV%FPl6XIsWmH?9**};Q{*p}fX`q|HZMo&NeG~IB+UpSsa z4|<#Fzxw*CIPfSBs!@#Fbof4ek zpZ@8eXcF5*?B+PuD>!~PFozqizkxP#oa^*I#M^%CvB%gxz6Zxnc|yj1>6Mq+?_?Pb zA3mHgzfFKCPI4Lbu$_R7#us0FK~FsXI91*l9s8=FE|k&l3+-=X z2<_3PT)ofl>+kQM??2~1#$yA|bpGq-kDtFTfBXaFFW6Jeox6Yr4H_(Z9_X6;@b@!s z{(Tnv`Q9h;qRW3K+q(Q~GQ7SMU$I^I0eazumqq`IcW3tO_t>WW5btGPE0_P0ggq!V#ONj*;{dnNt32hWmS#yALqY*{`mRZ?(-M2OJ3H24A`>#SG{*XO`kqf zWoX7JKKf`0f3IHugU$bA*T0@Pak3yLH5Ak5&||aCy2WO0J6Gox`(Zlk+9FYC;G|^| zv~UD##sTo~ABK_Rf9p4_r#tSrLvV@@KKMZ5Q1s*24$$SF{D!ds?M`PH?>K(Ek@^Q* z0+>fV$ENu6pZ`oF*rs6>$Fwf|?~_kHq5t!5|Hk9r&fhw0HQ>S$-9^d*)%JwBbzpjz5Ki)5Y z|71V-{&W7ryi|Ck^It!I{QPzKBgj@JKjExI{$j{q+gY}~p1+AfOtelVC4A2+5&x${ zh76^(Yu1H-i;Fk^w|@Rz(&yii!^h~gS6>(3@SRFJ(fqj|@_qgbk?-vNmDJ^b-Ak>! ze|`P+Nr}NYcI@q<`>^<&ojFEl?&%cDNcri~sY__@LR|u_q@7E(o@o&0vvX;n>#Y5S zhV7~FEvSue{ZU3<`-S^A8(>hK3-3~*zXh8_OVAEXaC&w&VOA0qIW90Tlx9Zrt=572|K?pru_L+;eQSF zN9gINo}p5X(}nmH%a*NRA3u$<<}UwyFZySRoy~gc7WLT8@P~vl$)+lA%g0fT&eDt^ zEsbQkilmTajW%DUrGp0!GF~-ZWTF8alNzxq;71AhPe1*X-v_l}5NiH=Pck-u zHr%%mm%F-ZFa7aPf0FnXpRWJJriy>wryQ^1zyJH!jD3uxj~TOo&BcHH;urM5gAcGB z;hsomi;Nf)7=I-Ds5*T3F#DIPkn*I-lX!oBYh*GH>@_A%;P!z7Y08u-Y?D||BSwr6 z+~T!YU(0@%klV@j9Dn0@-@p9TuW0`KyzNJB;9O5#CtEv9L4x<=`|r-MOk}#@OcoG) zA>50FAF}#`vHdlou#pl)+7Eo+R+#LG8-ez$@qoO@9Qt`kjV^qhjQ-| z>qGqgOZE=-mhV63KhA$6pUCkGJ$t}Y{QU9r*X574%U_>=wwbyyM$wt|mE!k_{p)t( zdseq@-D$~^Wq$tn`Fl?J|Hu)>DL9T^DaYS~J;mI4^VuHz%S488`Cnw-Hr{`LQ|x1Z z!DGjcWnXNn-^Thv7b_|9$z$tZ!gatjkZL>kMILd^d0$ID{99>#p0px^@x%hi%YWm9WKRJ1>?e{<66rX;&o_hE0Dev|pk3L2X^@pAR;BGCC^WXOHUtK%D zf4lynb@~_RfS-BhSvfm_^)Fk_IK`L1DSZE7FG2sD>7=t?`)@o^_i4~EwSw=}( zCT!kPSd*1w&N7xZo0SMLst>ULr)Qphmae__8tU7xFU@&(4y{?cR^mZief8C1|8R=$ z6ZW6z<-h+SdhfmWXwRPA^ar+2fIY_g^&6Gc=H+z5h7I(a-~5I~-gX==C>VPf6wX+ReDggAY7Fzx?GdqmL>bEgRGRR!f_=WHnfi zZ@xLjKDEA)=Xm2u%^&A-6F*2pTa%ZzN)%y)^X2y?*sPNdzjywOx}0- zKk%+L+<(4gKf0Bb`}n)Mv7&$N)x8(pb^U1i+fC!>ft&83`)<0M?oS>m-^_J*q<&nk z{eJFe^!MF(kLGU-^hm>44{&-PkB>P}hjHzZF?f8RzisP(AFuDY8^+MUURTM#Wm(x! zjyt)X{V;s#_n!{le;OK&(dyOfsAn&>r(pgwW$GhTQ**%ikMrLsyZHIj_VXtv{#gEf8wy8LA;w##@YbV=N z3>U0m{rXP{Sb+TppHV1Zb=6gL-F4UTH$L-d@7`+mqx47qK4py9Ul^^XXBoR#&$z%Z zIBwY}X`eTLF8%TszodsAdWhpyusuci&wjg?IUdCT#wA9L9?kX?4U9ib5*%Xkq{#uN zupS(rf`6BZ6DH8W0Rw63RJNyJTw}y-Bjk5~^_5qd&_>n2e;33uY0)De&?1hfz37qm z_{q}6sFyP8?D>Eea(*%Br)IR;UuhQS#tCCS%Bj$!pU$_K$H7=Wf7{l7!PGhQ?!&Ls z&DZ{w_elxIu`K79ms@FnjH7M*8)=ev`S-l%PfcwD`&d~;J>mC>`A@~fDH2!7V%;7- z?EI%a{72qHfB(+={&iIT%IU=X{(s5xKg7|VK276OKz^PV<7hko!5(R1Jo?OO)o&N- zrwjGpQMWDXZPRf#?`1W`DXi8~qYk6i(^NrZ~uOD(l*j{4wD#WMA=10U1*iif%$EUda?tAF7&pwm55WoBV?`hn)aU7pwNAf#r zzh|F)M&exGd+*=qD94*XT`|uIP5{?{! zJj8k2CHT%SZQ)*FXT0)Y=+^B4eW4uH#D7n~AuvvZwjW`-2GhkuR^T(w=lAvZ_s{nq zWHaYK&VT*<@$=W^kAJNEwVH7X_d&>$rUlmz8!2*K^yGOPGcq&aayRI?h`^%f}S-*56Xlhj}ga z`OmxlSo@DAze~f*ZV}&GWrNFU)21zqQyf+P>i6$<>mO=s57Y8xt2I6a+fz)OI9YHC z=RY0eKak5@|6_VDOI`kP`6n;`KqiL%vx;$wY13y=3CDPY{5*f&0@}wm7OFdS{U?0( zoMt_={3nWO(@y90*M+4VRV>6zA$ha1Q5q~^X(Tj)Sdq`hR*;0{`UV; zFShBMGiMI_OKPCAP`dMfU!VMj{`R-O@poT6>Frr>i;acNaFQ{L9ou$Lj~+ef4vs?x zz5ns!$HgAwFMs)q_)^MdVtWU++gQA45&hFY{lE0+qmPQ8r&TLgQlCD3=r4c$3(FLn zY-mZ(uzkWKk3A}}2cLX$CVlbc7i|0dGJhvgCNVQGe*_7*2g*0ybQ2Bb_*t*L_8NWh z#TWD#;~Mz=o_OL3{+sN#(G+pKuOBu{>_JwoUX`2M3b9AXoNN8@`!+S5l>KCwLp+0k znL}?VScL6CD{~ug4QT@gVfDQ40tV5*-&SEPwAr4N)V{%s_10JEeEzUrSf9AAzW(;E z>HElQ&~8Xtt*?oMO^!S~YEf;0uO9teMUj1mg+Ng&QUzDc2(v{375DX+DQR0Jjht!yv58 zV*=L*{n1D1c+P-<`26Qze_%%+u^r5avYYkalIcg6Wn+&{(S-dx{yt-vy_b zyNLbI9U|X#tLn zE?sCc$E`kg^cbD^>MOBPxQ63dz((Wr>1?dM`}T3&4EpDP{ug?eV_zIOdW1gvd^5|4 zqo@nt*%mHXz`mTa_!s+_{`T8%r#?LQlEsVZ>#x72rAwC3@ZrOyuBK*R^!;>-V^!?i zyHEZW#IjhvY#DvUzsmw16FA6SY_CyMTg$(?{{5I|!NLXNBlwOxZl|qVws6zAR?q(G zG|lLdgS|~7;}p;Vga2ljg6e@)W`>R&dya95@O?)E+e8Sz78?oOkI`Qgt7Lui@% zNS<*C9s{-)YuIK&a0#)|2-rlxC$z8O7KV}d{KeLP&9p`0uj^LEDG>h$_7ocpr?|xT z|3CWvUsqetexHIp1+Q(zB;XW#o&N-VjGQgbf7{G|UHFJJ6Gt5ijak@TDEk_dRjJX1di3zbV_iA9L~UJ8SEqN z8+Q4&N6xoUCs@4Qqw*Ms=o8T{mDSznJsa)g7jW z`Y&Am46@**D1TQ~D^8(4!z@0;IUKv`+tt z_!QHkJw<2v#s~Hk(0A&$K5aYye`@bvBgY*$W8i_Qs3pzx)S03?sY__n+BBb#gsirn znQuI!-7dcn>@N zMRJD%z9=*{2KO<%FwzD3BXNI+Z$iV^K7X?ISSw$DfB*0v`2KVL6L_TZQs=*Z{`mPD zK0j<+k{5i()@Cv2Oauo z-xVbN76rP{_oWwKWBZBDVnYGB6*^I*z$vCrf9j&nzkK-`_V2olv6I7o{#~NyzsAvi zN!}T}H?wA`J%!8vrr&7a{pZl3FZu3Tt#Pz@UCYIuViw1zSdiI605=d^q7bJ5{*c*8 zC{CfY>kNxX@Cq3tlns+me@|*#VK@ftE0B+K`uy2i6#P4+>n}J3`+XV?dkV&aQ=G!@ ze;w05NF42@2~Ht?pZ2nDuw(mAWlxvCE+_d5f2-@iOh4uK&$iq@^Ed_KQ!Ju=z$sW~ zYBpzhw=P%xC;UF0hCM|Q<#k$>=1r+xtWMi326I9YvoT}CgtVo4G+Udc+9h8i{x>~L zZ@u*v{pL5nrvK-E{EYtB|N5Ww^MCm{{rq3~`ImpCfBpHt($9bXFZ93v_y5P3!c4{y zDygonj(t46!Lc0r)35&fR~&QuSL{!zH^(%Y#^0XR2LDbv(;4;~wQJXI!6UkNzmopX zzyCY^`q#e^jN_G;UlxB%z%%gsqQ@z=tJt<}8$IyA1ML5)EB)7h{+Il2H{En2&1YK< z*nVXH!M9Q)-!VU?n{U3E{`ki~(l37TONps6a^!8aVf}ixX-Mgb<63-4@4x?n;4#1a z#V?rt7aVWnN}4d?Va8x~v+t-=>F^<6xN1hyQa$^9;=k#{3HW`&J>Sk=JIA$bdr8kF zj=>~!OmCP3+e6^&mwhL9D$ZM*(ONz9uJY*E(SFM3_x1PpFYXPMiG2ToS2+JMo{7}? zub)49*2Xi|&)=WC{DE(%pLynay7t;@sr!{ZSQhL~SF)UXWeq4Pt)~AH=ic-4bimn%R{$6Y^ecg4}v&_7K z?JB+u=c4n!ONsw0PVq9oHzo3|xW=b2zfUgztM1Em6|KL29Tc3Rl17c>_!RgCzuzGG zFvQV@T|?Ypjdl z54jF4_XHXK%Tw5R+Lmu*%0S%Q+#^4V(S7^fDe-gk@y8z%{4&|Iyht8CmA?M^D?0Vv zw-R6bv(G-GwQJUjf2NJ>yJ>%2EuA{4dj53&Z#e#T9k*@Ruz^;sT1jiyuAwcPw+8=8 z`E`VoCB&Y9Pp0*ZGr%X)nzd^sE;oEn0ryD%lGERx=6{bS{tjjbee&@-TC;i$eaiiI z?%XYLzO#QP?S*(7M~)n(ZCkg?@4b4>D*3%&M{)9-Z+QLE(RGdUHLY8JHuX@yPZ2+W zyqw4d@X3Vok%Ia_lVQv$-i-dxry&jf18yO>q47BQ-^BPfhtL}rg`Y5OFA(B72U32OlA#Ru{!BX>mDXjmX1SDF^7$^Yxv<*Gnx;Qv7tR=!)@8G1xs+P+`7W`!u-eL+ zraxmB&KQ-}WwU0vlv?unF0r|=+R8}Jo;^cNY)_#Wd8YFeyfo;-q3ck;PPp@D`%m$U ztWRdQq`Cq74kXXN)K&v+s5c*+K7Y`s#5GUx8ee~Z|L{Ke{&W80{8!JDz%PSO6r4qV z{@7XU=dZjE;Vk_r$RCF|R>M;EVe$0S&(h>6kJ6MWkMYClROI!UI@$8tHZ{~Meb$CD z+BAJc`cJm;LZ2y99-&E-rn0^8c(y_A!x%^j`$X*__Qm5LuDIy)Kla!Y^x})J@^?K| ze3#bmuKfJFw9fzPsyd0IZTOYp6e{<-{NLXDkH*msexIP*4soU^7h!e~DVBgX z#VP`30sMh63AK?>?7?u340Avqv$rU~KMcrICE~Jmd@6#=U z=VgAM0!|@knBV`}bN{Oody3W6gJYBeD+NxmXZOCKcX0mGUjC!k3(Vr`t)n(&aF6*8UH_K{;{7l+>eqM}h0c}Y`ine?e;;c6{!S9pl zIQaaQZ#Yag3iW(f%y0+zc~ZTp;0vIS{0dlo(6Q%yKVclSAq{6-m{ZR^pWprseEso$ z`1_}_x$i&O7tVj2|Hkve&mTX3FF*MM{*UT7Ht6m>HB`y5Dk?cee$Vb&!d++&@>~yH zjO2G)9k-)i+PE&zqQCaZr@N(JEp6Mrhi!S+(~zM<<$KgY*AAj5_`9&rKHquK=dY?d zz%k>Fu`HU&k}iL$EC8ANQrQ1hm5NiCz0Ryz@6z7tgD(Gf@csjwV&@L_`!s5d*ie=A z8%*=3%$E2R_>Lbj4+LW|%aI>R86m=eKG!fY%o=7iW*@K_n{06$NPTWHK| z9xvh*K7U)*e+}Yji{B@TzL@jF_7Z=u z>K1>T??2*GKo4#IW$Np!F4bEnwbms|n>D5t0ntdSV$THai0v^G^yW!9_AAIVBS|ZK zep!ulN#gRId;QOxK1(MU&oUi(@s#z(3BI7Xf_>MEJrMFt(*V4}o`9DrZqN0$U*zr? zunMlzJD2UHVyVyX>yP(B-x+`Zuok}mGJMndkF16BUq65B>{QU9rSNMwEe~X*%i0W^X?1Y9HW=VbjA&tO`?JQUwh`wSgd+e4mdeEzWZtz7>#(-v`jig!3ZMTS#s z+_+VASpNQ-E}(t;AMq)cFI&a-6unqK$o3Qyr*M1<#wnct#Je>3itAs(w-DhwsBGVL z?ES+yE`R^H?jO+G@7sHTHgDcVn>KBuO&hn-XPdTa9_6CXcA?v}iBoRhC^TC`iasIF zV{QD5%l0rG#$K^<9Zh(6qI~Ov_!O_a{5r=J*r0P=sVb_cA^wDE)r|sJ+ z>5$+QzW<#6oSXkvGEVXAb1#W59s2ayu%}?00zAv)eoI~cZ~grX`)?=vLmM@EjObs> z7^gsdidEAW1Ux};2jB^cDX8u|Viv4J*Vq+FyWtkmXA}H8Wj>;STcD4`%NEQ6W!P2l z*s!fY8$XI?`24_cTC@JEqdf)teUkVTLnJ;0zSs5pPsj8RHH=d%6?+Qx`!uP7?I~Dq z=lsX{ubn%V`uWrP^G9`jm!ACBz`j#I{^TtS?%& z%8=%hLM6M;e-YMS{XPYI3g`nFD^T8@>4PG^9PkK~BY)>UG0*iGE%%T1b~YC30*&~V zG8{XkKEJQOzkj~}ghv?9NO_9!i-hMm|8f3nXG)p|--UYK*t_KCkDtFTf5+QazZx_8c8M1uw&b?god33q|2EXa_rMXVuHMg2ou*a$S&zS;s-%wVxvcFW zWxcmj2Tb!yTftXIgahCuf9oJx9$#q>&2h{ zANBX|hmM*5eJ|Gi2m5b3a0=K{@VZ)jij`>`?KD0%u!qDRLTn(U-Rvkr3L4-Mf<0It z;1J<4e^NmQuj3efLI--EpVv+8Pb6(&{nhVNu&2PkCF{60m^}sV!^UTk`u#huN7Ol- zy+Q*3#QxrOuB>T+pGsrY!(Iva~q z8;{$6i23{V>qk#L^*n!D^hF|%;4Jy^@V`d0r)Y!zKY|U3PCV9erT|$;n_}K*GV0hA zGeVOQhWez!=Z|ZZW^9ElP1`J=wPiVLvs7C62XKlLF+K&(>!8aqo)lyyi*qgV0nV~e zuiqwUANkgod0dnsq8t#uyAuAFoQ2I~44>cE-`_u#857xA_LQ!R@4vu5od3w3&G|3R z8$W-*GyMEbc%;Z0frs+@fqfEnK6V#(`6H3lus(VD3x1!rir=SzQ;fMo^rMLB?ed?# zPwnNu`+03QtlvT}zVsTs6rWeKJjW21`WLm`=p=plHI6Z^^)GW@YeOD=UVO>ML8^Ic zlQGdBv^<9O)!)JTp)KS)F#pp}KSyJ4zn$;nxU+Ynd+)uEo_Xd4dg%w6U;p+W{_kJC z=9A#J=i=}m>_5RNf<48ceuL<}iGQc1kItp#kAFzZ_(8h-@%gm;38WvYpO*69vMfCD_y57>&;G^>{r4|@d>+lM zc#DP)zESj6F^)F-IFGtxm;a-T*OvQFZEbzPDT3c8j-xGppZxsSbKm8kbIL!y|5(Ne z_iVdkwPpWhIN*;%{zj~`&p+QmQy+Pp?qONvt~>9hyY9N1#_@ynuDiyCl=F9LK5J8& zJ3%+@Zn_hFIo0-i!Z@1V8OPx<#$g<;XZkyNOgz#bNStMu=q&%Q#s3PM3d^x$^M>X%kvPjR(d9b- z8Gav{8c#C6J|6WP!k_sp*LywR{lTlGta<>H<=&6Fz{j9pmzakM9rPv{W?^I4xJk-m z`24>9rf2i_FWoD?|D6BW`{4Z7?hbzbgm=Qv-zcZJ{K0zB3n+hSe2U#P>^jCN_&c*P zj8p93@3`@8mhZog?Z3V3Bl*oYXY2QM{7qg-sm550-`nwe=f1^@Wv<6}fA}sht%J=1 zz7OO&#A-xer187IX7o0`j_31Vxb=T(=5vG?;uq`wgZ*cIpYZQIu=fCZX54go`=edlrr4DV}_YLm*`u&_H zb6lwTU%&5pdiDP2=rvB|clm+mznFhN*6g`)PttW)50U*EaSFDz^7}XQSbT#587Dc{ zTC0Dki+-Pa2|uiu6mW|4n+4=u|KR!;*MD6W`aj$e4zl0GJ(V@Ib7wW}+{Mq1YTB`@ zigxYXt94e76m{G#bk@%0T{)USx3fy+0?vOEfe3qNHZQn!Nw(XI;ju*zgi1XJl zR$Ffvh44`D)Pm<9%>NpXe?zCwp2_s_g}Fi{evxvnss)TA4x12bHmLxS6(z-wfDVLu zYfi_@)%pB!X^Li&#nNn2feu!b6hF?A#HVOHCGW1pzz*-Q=#1t4&EDxFVq+0>W#N3c zcV6zTkSC;G@d?oza2ewYUJ=_thdZ^!ztu5){$#C#e3s%ozW&Mgp8ozN7-7H-#0>%J5BE=a>#qU7kJ0QUx1hYSpKi200um4QODfTc){B2qP9=y(7 zI(L!%UshHY;!_+A`tyXx`u&^r2CdgW)YQP9Vm0;b6>tiUqm8(-DhIg!!Sye$f6{xw z<)?qEXPd+tIj@x$q%2BciiPXqgiLcO$uhMxvLci}qbAKeS68V2&oyeVd{t6PvT^+OW^61=lX3D@ zNh!%DrkheOk@hMK~_i^za&wQ%@dlP=f zxqY&rt`7`-c);d{7Uw?o9eE)$DIsb{e z*MvV94|e{W=b?7T#aZU(57x%d-`rkt`A6hB@m?sb`A9MMSc}Pdj zpM7Fa@s3~;z$LEj*OP86yNYhPZUEgfbRgX_j8o*pb90&>rgS%hW@tuZw3ZG}`e@xi zvN}z9o1?`$u%_Wlcd3c)FQ2ArZoaSE6JT>f?W-{pV5|NJ=ae~6=fmg5gZ zP@;%VJ71MAWye z=L)*6R3=h>u6kj+(@QFMdVSAx`Y?{qazy+b2l zeEqR5{{H3m9^Mb%e^Jls{3qib&@npy&G-e*njh2ogYRqbo!`EFhiET9NF`sBz=o*&uzi>x8M z6YoW~Z(ROJ)*`G+7N266e3x%H1-=vW^9SqIe)$)B^6zg3zfY|5y`ii>-8*6kJvjP0 zdVn9Kcpj2;Xe?X(gQL(stU1l7VcaL9e_+&584qt zZ-T;Ta1xc@#e<{z1=rmwytOC;2WnT^HBCV2!f-RMbPb{-HzipU4J&|KK%jB;XXM3vDGb<-aMl zb2U(Or(H7bc1C7(mZHV-mS)t2xs)Q!8=cSpL#}^5j<)h7oa3hZYdDg}+|=hP*D+sD z`MKpa-cHuX_!`f?bBuXv%no&+qFWc(}iR*C;_bs|!r1Gn;`Zw~e?3jO;|58QM_tA3H_!xr zCf>nqfkx;;UfZ%hXtQ?o#rRe?@s1=P>wW&Vu0ODx5!YX>HU=CMWad-P3GYkqH5dB+ zQ_sF6su+WY-WAWTG~H9fb$er*((GlQH~IQKdz1#ga58%Kt<8FJt>bZJES&>&7(?dT zlg)WC=l^8=X1edb2W4&h^zKdbIVR}lExT#=4>bP|{rBU{Jjn4!4vUW`mT~<4ExIi1 zrMBLGfK!+~1?+()RZNxlJnl=^Kg6|-Yl81dUH{_x7uUbY-f;eV@%2wx9Bp6#t=Io6 zVh}I{Nm4u^t=DmtzI{LA$ef9J87iG8ZAt5W{=!vj>%RixQ=DizDc{G5EX{IJ4nr2) zG++zBoN=}zMLmDJ3#?V-2h@SL3B9$UE_=_VA84e%)*HToem+0TV!rDndx-i`Gx>T?74XY;us`BL-Ep}sZLuSdwkw+4J} za9S$AS%hRM4$W-Q0i-dV}Mc7r{I%YW^be__*vING-V;q&PM#wjWomr#r% zU{`iq*@=b4jvDApTF(vKb~=lkvAw#0iOF* z@cX2E&+k7S;s3iCGkN&oiNb&S^zBP4R<5Pmx(2_0;$GnV_niD!af&t6vu96ve_|YM zmp?8E`9t`I-+%r7YxW#||Nlwe{{^Qw9b#2S1$L_EFQWgCbooq5DJ@)))-|^QNLno` zY2ojK(TpHJXIg4T!4+wp&!4T9u1m5ymX$QW{^IxP#5WN?&fy9HQ$?NGO5*GgJOTG= zeCrW(4-FzS8TPo4yP-VcBOeE%_?=lsX{ z?QU%U9< z9=4l!_~A*yfBN)coMOc~s^RbCo&R)<|Hyl3_v@eN{X5!I^x*guEdNw+9BtSQx&A@# z(eWMliT?Y?zt8ngu7C6Mw_WG2?xBmT|7~pgTH{k>D(q%CQ(+f20C6ik2p0G#k(7FI?1Ix!HOZv}!RfbSxr#NmJvgAX8`Ga5upIFUm126R{nt zUF6cnYG)D>w+t9<@! zHL_gc>gWH>vc=8ltgpq<7Mls&J%Js_Id0eiWFW1B?S$yd1C82HBz=HWSex}hIn-xz zR57e0)cO3r{{H^)nc(}+FQWk`?P&~CDp@!I`1!+ z|H2to$&0k>V8K&2nbp-EjWbZvKbw-^V{(A+{>; z`?P%dTB@s2oWl7}`}t3lsZCCT&jRF)m;D6pAA(aXT}?fEu{{N2!ILIw9POy!04=@BAmc&(43_&3{GCvwgzr==wj#gYAxaiQPYctoIMZ(LQq~=&VgKovEr@#2+$} z!cJ*9&4(UEs!U_9P5iSMO@e)7b0b$soR-tP&o3)bWJzodwTXWg(41w13it<;GcE8V zi&Jag|7AMUU=IPlA8aGCws0ndJq&s02=8Nj=MiN93I4;zjJaKKE{RX!@}I0>d*xsC`}9tTO;Zx=DG*1S z_21E-li~;|W+3(vVmDFPrdWj9PXOPrnA=LHxCQ48uaGe`76WWG%zu>6-}d!~Jq2(I z^{dy3%$~yUKOMjSAx8HE_WK0>)2B}#@%tq4DV+awi2vw)|J?k)`5ph#x_{Tz9Hynq zR&jiaUg9@Q>?t_jiR&MrdvW~>^ir;Wa{XIN^6#b2|1K5zqw)CHbfzc3?1_ZfA#!_2L)T=%@m3j2c^!ZhO@bwQq zp75^Vee(Cu_n-40-V4ru<&5z2=e*}H;&$)aSw(k`yGQIP;QwjU#;vq}|4~1GA?Lu> zBavO=-r_nxfA#!Tdy1Xx_le_ZvrW#JF?Z6=?NuB{``CHkKbQZY18G_Q-CMn1;%H-C z5gX>l@&WYVNX98rn+fyPgjf>+R}gy(i9MnA4}w2P8}#eICKQ)|eMHQMc8x(1;#2^e zFk1_xW}CsZ(Z`g}&+CG7cONj+EC|Bb2{`~p?TM4%`%t#$bJWFwp?Qa9%`%t#_{q-? zzfX-#ClzlHJR#AA;m&TlF_w!IgI8=K{f-QnG;j;UGSCM3L1YMP&Vo3g8qRpMw2{NgQp+Y2iHf^QZ0SPZ~$Ngmq|t zE$^Sj(T49O!6Fzl09Jr<@W-U~4r(hQID^=|pd`=@!vi;Wz{d+4tw(WtoD=hroo_!KAD?-QTh`2Gv=KIQ(&@v`+Entl_8d?*LH2BwpHs=dQfpQo|= zY&;7fv)ee*kLi7WUw?o9eE&KBasG=l!Ox!#oxiZB*tsL%6s!k@J;esGr(m4I&tI26 zS|NXlJ;heGr?B`G;`gaiVyr~lSC{|VCI43M4fYhgH#?QG-=`s0(LSOH`oin{zCmj`TT8J|MBMciT^EuInA8; zjKl!4J>vHty;HX5{*&@|HHWzbeX27v~ti>`1#ZE^QW=N{66Ki@~W;6x_l`hZ)Hv8r&XDL zKcp>G7f`ia%=Jg1Sw*PI)o0_iP@NH+CztDwLbHm?Xa2LN5uf5z(1~RDfyk7mGn73V za0|Yd3dYEFnV-jiZ3vy_^&7iTpNxb0D6e7+oS8XW3FQkuKd)V~Zt|Tc*4NkH-@ouJ zneV^AUlP7!IsxZD3I9m=i1Xje=WoV0T>fZT{yM-u z!nSgJ3dJc()t-XiDcDnh&-(e3y+?NLSbDzm$LuLe`8#pgJKb1*mDp35U4!5Si48^O zm&syar*W|rqeyKf1iQ%fR~pnuEQ0eDz${>IA(%*JSK;&Xdga#7)~NaV$M_V?XJJ!; z_!L!$qiyG|rPwq4IRDM|&H4E69*$3;I7O-2Q>^@$@SVK#ALqa4JAWch(Sze?^WLmr zoC5EY@4wdXKReG{|KR#Bc^6#&)GqxKz8kA$KXh9*@09b)Vq%={{JR|XU*qwU97o%f z@S4g`t18gv=c;psLc-9<$+^f1dPy;(FNU2YJu*%kPGtzb=0ya+&c{ zq$dAqe2QIkU9_jTgKcy;KE*+fPZ7>&=f9@&X&e9D%k~t1e`~hr&!9sSoC5JFfE@rc zfQ~%)X);^^skUV{71kDU45raK)~j28^Y@gtaeRtsUxE3O$LDX``YTSsexHC-@S}0G z_v;?veR4UTKT#g*;NOop+T)`=MPFLEg5y)vaC{2qKXONM{@XJDh20J8DSGtEaEe_V z@5JRFm;YS;b^TjtU$^h3@se+$lH zoSQ$g`(GpbeadhO)A2V~`^OsA|F;Ma2sY4SYs>vGIJ(&rCrdM7TuwqRZPdKa&+E|Q z>YSq`bVJu7-OnOPxQ^uzsnQG<$aR% z$G$1lyZZdHe!l+tUdp?Pcf{X6+h5uK(Y@sR&+aQp8u^a%ALqY#2QHuUNBlmSJq3TW zjrbHBH*Dkh6pB-1`~&;N&tH>Qq8yJi=Q2Nk4;)PFDN0J%p5k_iPjQItDYEy+&mXKs zThHHpdk;t)ZTKS*zfZ8I7-@c=?A!eWKajZBnXe|n5(2h>e1=z~eL^0Xhdg0ij$e`X zw^$ew!$QXN`OUs0;y345fB1bGasAZ=I7P6h$jKm=&-r8gw4?XGXivfXr;qr3Vw{3? zJkEb`ZsT$O+YeZX3PJNs{`FK;{-_C!;?-T4P^#7{wFZ|g||DPzcldN^iSA~*QT57~G z)dp*}w4gZ@lh!0_wE3z~vPw&hIHuZQ&6XB4hhoy2WQ{go6-riVsS(Fi8?4#Vg62?6 zT9d5N=Bq-#8yzW#W3!n=~5oBsY`ulfFS{^R`D&!6-iX!-n2af(v* ze{bNw@DSGwlDSUQf#pD9NPv?LC^gZ+Ym)}4A z{_Xeg^zPMq{(IoSVS4MWcc`qqoI015Qu&bUXx6Ov_?xk#e*a<_N&G%VrF6^`|E@mh zv?G;eER8zv<{2evnXq|FVNF(!Im=kueA-x}BrOv*Zz-(F$}wjdOXFS|)7XlGUi+r(jRP?@Wvp0n7n-qG1o5>KzN;Zz!gbo#9M}Z!($w z2vN6ZeHv0*j#j?KHdF9>MAGVOP@#euPHKsAIZe z1B8AA_t!G&^pP^g!eg|dP3A#gqxJc9E!wdDHw_&?Wdr$}ZT7EM+Nm_e(XNemAiw|M zJGA!Q|90=P_!OO}Zy(?kAB)cny;rt>|Hb>MpMN=d;HPx{8&1)K<7i`VR!o{gz`b1l z$>cqk|Dcn~*5jx2{u__;^QZmi&xO!`Zrrq;CQo^Ux?a&$8y`n6`)Z}Lu@e9xqNI{yhW8S@I~zbXH`yw0Ec`Y%Ep?Yl)bmiQDK z45z@l;PLYpd&K1reiu?%BgkJGM|)?8qn-MF;`kIM%lY}+uJgC5YCpa4#@hr8v6OXa z@JrIEQ;FghD8nBV+N@5}(2l&&qhD#zk9U%>Iu<{){c^v5G&OO2iqp_j7t>W+UE0ohskXMf zPCG3Xr?6T}(;hsu_?SXnK^zPwk3A$4OZfqkQgI5awKVB~S$+PnAldq#IYZRccrw^L zs4hqClsOMw2H#l)j}3YaJ>P;(Q0lTXzquYAwiiJUfN?_n-y_hW85RLu3Co;{`TG2j zzkU6I$N2l_`_K80^It!I+H?NaANrExXz!)F@4kn1ooY|9VZ#=&r||RF<&W0LUlK=q zE8=M1Aor^=WA2RcDO3k*vL8~M*M;9vxct|W{99RFCpd-R3XD0F2)@7=1LxtVP3n2y zD(1lT$b&{w!z5Dd0c{D6A$>~)1JM{5+=qSqqd%~Zl8A-qoIXFV1N&sS5bHl<##4+_ z)X1J_>EFLK`_JXSM%ujxakMANd)uc^KaNGJ@hP1Dq`cSpZ?W^Iw)QYB=Q!HEf<48= ziIW9Cbos~SALqZuKV1KIvGtD+kDo|AdaCa^$X}gV_Uh5A7fqNjS!9HZJ-^@}KVtoB zGh~fC9RJ zy6;=v)n9+VnSo)3L1D_rkM6Fn?w;xSy1TmGuc{KOF@O;KJ{=F=6h_=3$$eAxFQ20m{7+_*z#&$%A@N#GPC;P>e(#?gk~CqI96-#qB@M>;>! znM!$0<-G>c_!RK_G-mV|)qz*5-=}TK?~|XuQJ!su{7b)2Pp^Dd^{>3U4(Z=Z#ty$+ zu0cHQad?>OgSZvrH9sKHLK*e&6P5VD6X=6vT%?a1f&9n;G7f!|_&{fQd`3@wg6`vI z^VNd+A3J=2TrseZ;=#m{9$fT@Y~8vW_a49hwDtZ+zfZT`a=Y$7{owbBIK>`(Cm%4J z)~`Rd_x(TKGdUM=&*!|@{;xJG7xDdb*RBKd4(uszA7;9|Xhb?)3*_n|ITT~NMK9(j1_8RhSbegAE#{L|2IOio9?Pt;Lo>glXdq9#?g zWkPM4r$lR{1h%{k;B=`9K+p*7|`u#u3=1tpW&YWmZL7YP4QyfU|h@ZbWYhC_m zR{mmqif=WJ_Gtaq{5slGY}zKZh)?12U)#=K#?fB63OI$@Qe37O1>pjNhy= zoJY$7&0nSE1&DXe7}!h~OhdeF)=iCdF+O(D7BR8Glgip3`z>hNH^yUMzs2fHCBHKE*8xnNqPml{X^|?^n_fDsO=? zs6L(bs#A}$D$B7=!YWW7bge=EPX1i3rF~{9Yg^X)_&O(XE}Pn8eg5%2aen;$OLq{R z4_|+}XQe&F_aEPXd8YCEI-Wh3(D@VmJ_VeD-x3z_DGn89sK5XI{-5FfuibZ0zEhk6 z_7u>k)1G3}#;sDvINC0M=vmTQ`HMKks;8e#-{8|W;znQ%x6K%np4(@PPWjuW8$Hrk zo;g--jr_OI93!_zo?B;(73C)_>o4?;I_nqpw`)CU$m^5w`}i%J|C{i4n>u!g+O2V~ zeej_rvbAQ9%bz%3Y<;v={$$)^jZcC7C)iVbER2ur`w#EJh9iV~w0+~}_rGxe+r6hA z_7oph#HXM?wx~mJ`N!p-Gsr)#e{%iX`OrV^+Eph@mp(3i`t$`(Q6+u*_LXJJo|Ij{ zQC?SDzTofO?E(;R0>CthOGLTKM~FK6f0c1<+SNqPS4JvQdZDWR{T zN6i(*#F~@xd}2tMP4}AaC zGs({%+aJz;{?eXe6YVKx-=Ma}!S55}Xdm$N*X56}ubNF>Gx8VxKB+y$82Wv>Os*ZYTe`-&0EB!uQCVivdC&nG{{ikjFPmrZ9?fbXJ(Z)B+DUP=KecIvjkIO$T zl7IaE?fO66C);@cW?bGk-&`v*X3T=kWtGgDdA+>(*8A`s^JBm%nvuUd%KJyZPbca3 zsR`wEPRjG9$!>}k>MRCx#*wlqW8K8GIXbJY&eG7NT#DUj;^T+8$z~{JQzoA<jc+WD~$G+1DWySpLP6j^xUW5E5gX4Qt%AV}wpss1;tuE4ouFd-A{VwE_ z{{SC9%?alw$dO@=eEv;8$JF0HUw>Q|zW<~>*7sjOe=5#jwWmB<1zK| zi+Kz-CpMpr=l>@7%bGf7X!=_|M0<*@u&2;FQ^~jh{!P1^ci;U8I0a(ZB6jWVx8H#{+UEDk*I!H4A9-B=;QEJfmbw0=wfd(` zo43pA)i21XQKRI!=U$S{h`Z$LFWkS59HHMQ3#1)X*Uf9Jo6!HWNotTXp`#}LEpu3Z zk+D>XLM%5n_b4$YzAV$k$bnRD>EoB?qp}doCr?W7`;_Eo-dD4IImVniaIk_Nd4fJY z@aOrko=Fe#fXP(kQF}V#81#S1{%s8Hvtk^p^YP1n7oY#Q&lm5izkkJC`1&KB<@=BC zza8`ZsjvS*HbOR@Glw_@{5}mQPO(n*Ada@5zfs5K^2ZtFuYL6U^z9ZI%{basoz(Bs z#*N#8-zS$p+9ZGMKpgE=Pd^7=K~-3vRT|ft@gYk11966A<6szu>B~c!>?gpR=h@G# z86IK%kVpMFv0wU)0>+W>3FXi54M1l>h}rz zkHyhezfZpZv}ym*`}ie({?V^Wz$p+%8-Bwqj<(A`F8_3d_utQ--_QNOcHj51etnHR z{mk>SaYK!;?E253|5d+FDUNnYQJty%E9eOYDANnAf00Y9mMJ$eszDNs%7H!qH?bg7 z?yMNK$mQIcFE>fmm1HZ2H2*g>LB_ZOtr)e)<=mPtH%Zl%WGja>|2H*3#<&8l7`4dd z+?p>pN!68PD>FTP`ji}jJw^CNyR7Fd@Ctt4PyB#7p9=k7w22~b;kPH~h75-<>yLx2 z0P9FMAAml7)Tc%HoAd1RZ||eOf4=^F|MC6T&!3i_zxDM+9Bt~)3cpVWpO1bAdO=kY#@k1 zlyQmR*D2UWl<)_|76N9G{5D0q2(tqy;}^kJf^~{n%)~h8BiLw!e!|b-;}?Gm&JX9K z>G?ODq6)gufKvo}3cvpZ`MoXoKZ{Sn{ih$}XutO{{CXokh3`LM-|_vo+5LBq+EaWe zy=YGX8HhMV4eWEmx$p9i%Rgt9e_a3K`j_wyxc;d<^-m43r#M+Qr=Vs!>93h7wBA`R zvJ{kZvrwJ=Tj~-8GmmLp8=rC3j~t=jC)<;7eya_Gt<6Y>{X-#l)6Y}T8!Em){vFUnQyhhrY#ILZUwb{c;VVwq?h?J*&a_Vnr*z$v!D?-S!_xBvKzu@dI( zLjL}o`}UVVG>*3VeG0nmYepiDw%SubC$2UW#1kS`Kr8~ZfIHCdP_&6K|4g)rNO%R> zOpoo%79-*oihV>oin0zq$0vOJbDjU2;IC^6;%HMBNOUBtf_iBCuVwmoILlPd@odu?qgq`Ok8x{Qkrbi1C$W(ep2VCY%EL*DC0?bDTmkgoHZ~LjVq;*aN@k z=ePZ&1-v5Q4KWW4LTxSBHnyjar+{mKmT-$`8$ce=)DM*Q$$sPG;}>&rmifQwx~pXJ zm?5I}6tInXXwhQXx-G<~@cU2O?tcNN_=E00!JguiXiwqt@5Lzpa&M)b!-Y8izWsKS zy!7I$(z91@?6H^0!UZ?W=b!%tW5=_rozLHznqBbkauDAY#28SjLxIfh@>iSWFTel$ z{onN;m(KZjq~YfhPLWjCd8SF-HW@-iUY+tOV;yA#&4x1n&1y;|qg!e{6=|r+>r*~u zj5{M}HkA2qR#Pe&-BRnRNJC9tpYkbV+!;Z$q0E1?no`N=mRe6m8fxY#o6bbkB%V;}bS&)1*tKfeE_^TyAgmY%=V2W&(f?b&l~&~FLp_vvfcQ-t^w z#kuU~uVH;Hmw)yF>-qZY^>Qn|&s@0RCRs55Mp=L~X$0&c$1H;HsJz~6GJJeuHRm$_H%+@r?J1}W<#+!NJ@kld zLmX}Ht;PQ8_n#cIv3aqyx%=N{#?ij{cHMva_U|w6zxS!^-c_$SBJT%&|Gaqa-}@0W z>z#K$lzZ;EFP(esdH&6vw?L*$y-vDz?HXjD;lt(n>*rpu^Y_M^Zk7A)e@Nqk(N3f_ z??2av>tBM5=K3eU|Frb}!|zPEc8c@G&)?tc{uAseOqXqGp~Egy3N^Oruq%|@PBc=MUq!Qs2^t`upgUKKOhIK72Hf z_{dd=j~wVomCwr5XEKl21kqPaXoGL-fd>TLwYACnG=Ad=deP8F#;5vHAHOy8PppWx zA@mIrY*@2>MZbd$h$+ldy1*RDTqg?O#|?PWd9It9L%3njz7?b zLir<)<@5O1ifynyU=V6Eq4m)}l=+w9cs~9)&p+{{DX^!ob*OQ)YxbsZjtW`E?>~hs z*RuOx^8186tzX}Mh)?l}aQ|)V`U~=bpMT-+abeE?y1F0b@yA!lfB^$L#QE2?OIH~( zWT?FH#=BCF-(B|slT}qd_4n^WzJEUde*T>6`IGqd&SdM=^$+Ls{B1CMigVEaC$J&Y zi64BIoDqg{aKZ$->0vl-zPtR zgPyCE^2hEyz$xAVPSLlI`jhC=xtnzF)=PSH>x;CHbnDhz)9y^WhkOsvS*K5T@*v+e zl#4oR$GRrkY2T=0d$vVdv}L}%#^=ux9{ss5`1oO-!rY$k-ygqM*Pg(K0&YaR75XG$ zjFI*{f7G4=wj0!K^E>?D_vxy_*HDH@5LYlPLQ`T15mN~9u+0V{q$#e2+F1l2Pa(EN z#4-$vXoPVXZUH_YzxZ36W&RDPFkI}xhv4@K_7uf;SbqO8-`cvS&f)xF+~ZqrfjtFr z3dE;aOPm7xuirnz9s6Rsf7cE z=lQGm$X3dK`u97F{H;HG`VQCk|JLsR{{Dx3{!(85M^b!>OkaH#{lDq4OKH|z>6PWg z+_<7KB{3HnFlA8`3cBSgJE<%iUqVq5p$SS+mvS9={8M-zjx-#{y`6T68QzMsH0-sY zaZlE=>5yqd6=`w5rhc7zw49IqCEU&UnN~h}UikPv|Nj1^wc+cp!|y+P_8gE8KKKm2 zR_4hkpMI5n3-9}{pFd|le~D8t_CfCV>8r0JPT}WoSq3>r`D6F4{j!$!6u>E{KN~z? zluW+n4|3hayXCq`_aMC&&plF&bQ)6T_0hVlZ1f5D$h1j!D}Q5N^o9DoUzV%cw$vZT zY@hL`jlWx_PP|K|@#o;U7kK>k{Qaknzf;DKS|DA!^-%klgi~ZXhW3zuQ+x`%KeV+O zcjW+KJm$vnA);Lcu!U3ye8GG{B^qoc6rWJO0=F=HL;3PP%hg$T|67~D!_n)@k|F&$|CAUPsPsAzIo&x)?pZ{k* z|9Ox2J-&at;InJpx-IhY$6prDM_n=UmFe|lar@UC3SqGOr^fRiE@e5491cA&6q#P5UE1~Tv!{RMm^$2olb%-)25C!25Neg3og@b}Nx-zBjB ze2SR0ciwfcTz>fgx%b|O$!G7!eubmOT|22R9)&Zy31bd3>>Guh`v*D#U+HB|N zZ)@cb`W<=K{61lBhYg+}v!^VQxz&%$-09)DLDOZSJR{PrUQ^V~SSHFB={G1J+bolL z)1T1(LO-GXylU2g9>>r$_C1d@>mT{^IzIcw*uUBM@%L?y@#kE(RHj~Ym)eVT!rzjy zL}*W;dkf^N_L4t$?AR--o?ab%e8C48?I{*&e2Rcogg6w19R+cQ+p}2O37?4ibJd&E z#zJw15ZA)&Dj17G@d~Tg6ypG!2=r)&p?&%II@i%xR*v&DH~%-`?>3cwpP~=Ahk#Sm zFg}Iem;C_!QWGi+f}^1O5Jkd9eH7@A&@1HBndlgY1D#%$~jb zVHtpKaq}v9eM61;QmnuW6 zGAS!%+0=h)GuD@-SwCe`R?4y&d+V~+m!(-RWl~nkvKf2pveuWSSubT$R?4y&dyBIn zKE?4y?^&>mi0hF$KRmWS?FYWVyy6 z^Y8DUufI!s|Jhf2NNwatjT#M~B%NjSn5*T_e||;w(f^b0zkdFl<@^oy6x$`lr?^ZQ zNBgUR1?AlYWI7M&TQ$RO4Y{*2JGi`}1n7N|#EUYM7{d~|v-BaLyQrl>G zMr=O=^jYP;*e11~723=vkF}}bC$EoR%$dy{(|rDk3DHJ`{fIvxRLQG)V=|@LH_+dXt}=pR^SWd(^%MsJyh@qUAy5HmPR}R zZG#`EP)@wo7h_jc^ylN-9CF^v^G}>&%Giqd6u>F`{!_lgwC4V2@hKRy$LuM%|GNBp zY0JNU|1Ynd^L_rf{)O}F`X`fbT>pmm!E~AYZo0zu$=6@8ADwUg1LJ6)M*M*UN;IL< zE|bcoLfPE}y$O=?D?O`B*_3JW$0=%yQHxv?wM~$Ge9VB(OEx(vn=+;OH=IH-ho}qB z*JL=)%6B&1+jLEbeZC}*V~sPeyzPJVBTC4cU6B9Oz*w-LA9CJHQ@Vix@Y+N-}wCx z@hN~)%!WM$bUY(RjF2y5dDQe2jk+f7bYO=vWtceEvS|`TO5E?JAi(da%Afm%%n>(L;~K z_!PMN`2D9%_rDOI;x>)pVmO7`Q@H%&@=w$=yZl$kF_+5y$L{&?wu=r}$d!DGn%~p0$4d7IP8bpO(l!^da%?+7G37pP<{OJ;m&3PoWsYtin#h zu!Z@+E*8$Lphvriz++eh@C?{Um@UM7?JHmyq_K}MMz9Mg`VTxlKIY*Z=HGA%#t9EN z#f?}u^!pUPjcBj)N8?k#?-R%5GiF$SnKN;O%$qV&=1#s+=1;j2`732EunVSqNSi<9 zDw)gjRMbVf^2L0hvCYWTF4T|Iwk7)1oX7I#cYOXlH%uNW*H7l}R`GLPfbnha=3+iL zckS`}Uq5N2jK6Y_{vA7ARwWNDS^}J6cWH0&`%mlcf17I%pCZQ5?vMBs@4xq{`tWi2 z$K^kle_j4H-I2WuA>Od-pKM+%_4B87=TCdde}4bM-WBhkMI3En04>-52gD#^2%6-0 zLQW6;2L9Iln|ekj<+ZDPoV+Hd`}mc!cCLQ~#-})XiL0p!Ox#&&)@nw#-|`oF<13x>i5awX#4pa z-m>Cd@aJrok2>*-ikPV16O$N;VYg z*C}EcY)5Q^snSE=ieG4-0jn_V!pG-)oO%8k$Ak71-MjYDSP=^s-XvQPpJM<1AF;N$ z$KbKE_&lCJJ9gB{D%exdpG_5>9$mXgpI+UifA1dBA8Ef{-S8mondN&U-y3wMr1$Kh zeB|#>nzlnewIhu@vCeq3eW3TXI`qf<`5wP7#%I4e&TlaOh4}qBzrA|U?lE9aiym5> z>?!>Ilj#h(ez>O2;r!XMnei!Z)4A=}A91wb{}?d~5TAnU($D{9&;KwtobR^He|znJ z_VfAuKdy;$kUw1i!nN<~-}gV)KVAy@SH&q###q%!ft~C5o6!F!zH%n#)EW?ST4Ni4 ztk$xcR{lKf%^1pK=A}j)AmlV3znHBsFWKx^R@3tQtKX-i$CCX-Nv=uX7$PpV-q*sJ zs(1p=RoYra*>k_jj6o(+KTr9$nrus6?IXs{PJOd3U>yPb4Sj@s7>_@bk8g7k@f@Fj zfB$^_U9$VnefK>mS6nenx^(UgJyw-eAss$^ge+RLG~l_u{(b$QVg2vlpV?Eu@BWC9 zh)?n5I@ya@l}R^XXRx2Y=Oq8oo?hX69e*DJI<=;!{A+ zTd$O{BzLt4*?UTjOY7LtM{MwI{!=hEtkK~N&a^IBfe+8gwDT)BR_}u6om@AQO;D@ zl@(=eHfnPqppu!@CDfpj!A7w()?3litdBL z=f8N*{QdLw*TMFmHLtxTvu4dve^1m!b?Mwi=H4)0-hAu5VqIkWtna^m{^aLxicc|z z@hLhXj`o#^qx~Ilii3LA`}rGW{qX(7xyc{u_vu~6r^x+2Emm8Irf~-9%(L(MX*a>A zgkSL6|3bG;KT!#r0FE&qaV`|gfWAG^l|QsmzfuviX#6wy_|47#+!?T^m~gLjXB=&; z6T>O$VNa3d+;)&Z_CVMA)*EZ(y6Wk2-84Mc@u`mKbeV?yG^K$Ko@vvnrJCjH8Hp#f z32n(=&AzNnDP_NGSM<-msyS{ujz4+wRK?aguf$rey6P&KGG&_nj2B}3VlFQ1@BjSs zFUiiGb@5Kc?~DBY)7tyr7UC4Q!k(g2C!yb`_ul^`_6UfRE(`sr~YzFSMUGeR-&3o;DSUFYn*SZ|VHctzIV6Cfp62qPOm|3+CS>o8kA# zB?#VXJJieB{wGXq!-P z{jrVF*^d1d^>Hlrlb-WG{uf_-Blq6>V6gdsEyuED%M~l#h@U(CPVG4UZ}s~Vqu~Cl zIuSpA+jRbJ*|I}!j`1nz_i63gkA?fM%Rl^fFyiZWX8HX)?b}Jd@%7iH_19kKU;6vl z*=jPWy~`c^{&yz%)9-(N|GkvXKgQ8Mbt>wtO)*`lsx#{anoBgnP~u?2oF~u6PMaWE zn^1*+o8oD5?8@;f%T09D1jz;rRrt3lo(??zX&6+{KbXqY@yyUzM3i}={X?;5Mm)C3 zx~MOU=M3+82O&ohXG<6e^Q3Eg_8(#~&{o684|{Kr3m|_sImbT#`kpj7H~#*qZpGJM z*h?<*{b&DyA7#y&H}yMO+EP?k&y=^`TB~+7P45l<{`>nM-vONCj8Cx{@qp*dxnBLh z3?Bi%Pqe4lbI{MIm%0(K+`h#XDd&j&tcixGp(o#Z9w<&(>%6x{%1{oNG6TFRl0ZYrRzlP zDWDq-a%+&c+DrbWFRA*vAEdVSd#OWePc8HHEC)K*a;S@Z&DGVS4Ij2gT3`F4)W$xv zPv%M2_T>AqUB};Avs)G~UaIp-to`YypOtM}_gt{?f2-eL?=u&<{L!?GapCVDTej?! zTjBSKKFs)#9mbN%D*Qvcd;_-8rQ zqz=APSzj)fF$>mZ^_mUkikirk@#gI!l%a_>%=z+4j8^)YD@M^~p>0KtkDn&j<}=Kb zl~Sq`7wY(aXdG?g*HOord_0lHwM}1-dbf`}EUOGadt1l`@!rq;!6-il3?j<45&uxX zQ8tcY6PeDy$H!b^u6+KZk1>D$eEoIc{b&99t+HapD!FRZRr2&R&*R(I_?@rszkdFl z<@}}Jr_K0|`g;0(qCEw0im$(7e2PQiocHrr&svjRD6h0s{@AsqSIMBuN9n`-VCF$5P4kzJmO=ed?jQNI4eLRVyaQ1ecu5D}06u|d zFx#>W-huJ4{(by&pZ|fF-^=?Blg^z(9OMNH7Q$v>8{P%Vt}g$!MgHH87!6C8EK4yo zo?ZQC*|7uuka*AV{ioIYkKV`5vj1Ny_b=L0sNW}?Vg34DF7K@+PEn8dC)oe_{nPK? zc80tD!Sye$e=?mLzX7&<&?~wAjq?!Ye3w6dH}Z$Z(S|*R{nt|ce^B@bJ+}Uu#`lGOmTOfbz+*L2{ydCT*_?>Tvfow625yLpfJx=k88RJ;v9>-Y7(7B};$7oN!PU^#- z^ce3r#zAIGWQ~8UF_4S)9K&KS`}lF*bY9yw|MTJZi9V8O&*t)H+vNYP+xEy3;uP`y zf96@@6t(HQCfmPDvT6&~ANl?K>lo+%<}JJAmYZ+aJ+Kr<+vT5hhPnLHSpF&PDSrRC zDDOXh{O){;&|Nj2}j`gpH;m_wJ10~yknhoWY&8o>(QLLb_Hgc2`Hr4+ExtYq0 zsT?OG@}qCd8EYCZ^1lCmBOr>$5x;#?k zub>8Yt7D1zSS}}lHPtp#X%;{{8*)_2>JK@4q|~{QPOt`KxiX;Rk+>#?cP;6kn=6 z1>$J?`P(M>V;69Wx8HhS{XTW7s*-M9x=XJf{iS!$0Z0cRyHvS81YuZK;7hg~g{(zfT_{ zt_$K*`1(`%;8OqlCw+tI34H$za-qNf{{DA>{omJr)TLg+`(MKm^ZR64X;V})jk;_l zF>mFN>c2)(p5mWo$OXe$a;5exG$KS&iC%Qt47p%9ORm(Og+_#qGydt5j8AbQ>O>0s zK<{bsEDSh9#4VsdQX31bn?t;xJq7fH^!xM`aEg6< z5Bm9=?H8?)KXyS+_AcU6^zGY6?IH#b7%Nl9-zhV$eK0*UnV%HPmV!q5^qh}%lO9U# zW?cJ#=9LF^+K=)-6!M6tF#Xz)pE7d zjyB_5yZn`(ujelRZ!>!e>_4<0S`D0HC+sOY!v5>>$N7=JY7n0y;1pHx`_y0Fd;e46 z{!2N}<==dLmh=ApouBv5?h}6hKKK1Uou7XHO8PawfBOB?<)7lL;{B`P@NvY^HYI#W z^P~l=X9`KMo$$RX;9sGrF~9I-l*U@mPE9k8Q1veFUB`7RN!K z8K0J|eKwAdU!MQ#uX|LcPPkLLck8XXbjH!%vKeu-v3@G|7?(fJP5#)nJ=#-5KWD@# zw(r>I`;YIxEx!LTj`q#To}$0J&p6uHe=FCfpa13aKg|d3?D;)A$V-0yx8?kI`MdGi znBKQ^Uytvjzkj~|T>lr&E3O4Re*Y?;KMnBvRNxe*<8Q3?PZa3?n}r7y8)&w+`F8A_ z&Fo2o<(b$ol97JTyByXQ+wI*tCh}r-5S~q2DL2pUN{P+h4-j9M324s=hF; zIpzy}5!YdS(4S)JDYdh!Y%88@yL|j&ALAVQ{AceH-#vf-Y;F1avwbG)B^P4;&)jy~UG_k+*05e2>3p z&jG35AAGcjv*FTNfA#eZs_Q8JPVsNoX#R`8G5G!$>e*c}Av%0z;V55omHOU<&hnyezgMLTW5~n~M zZGI;{e8@zZJ#C3Bn7N|-%!p;C`aFgDCzWSm&O0m67R-23=9lPMf2gyz94Bwj{QTH& z>1Xiq!{6f!^H1F7x=D8fr@-G5F+k=6r`SxKg71&ZUu}}Vl05}utKeDv%nQ1Q@}6GE zFFePiT<7w?%m49CsWJ!FU$Up@)Cu+!{p3C36xe@@_vgaNf9XBN&*ZSj=j(tnrpfv1CL`jX9;E!m2H;sE);~ zHp?1snG{P#wA7eW8Y-;XQdX-y1^qsmKkyj8I_Rdt`sW@%Ur)5N4S7osn>Z!`%7&7w?e0SN{I_`umOdpW3<~<>QaPkQZNiP3UJk zJkQIst6zZrC6)nkRzHh}Z6h!9Pp^7jR<3$ZpQq9H zvxq}ljLm%ejsNn?ugfPNe+8@pc5j!^`lCN2`i*$)wYM?fXP*D`ch$ey3m0_$^7e(s;=()bdH>F z`GfDzJHRP=_vx)Mvxg0yD06^Q%vUTS!xkduurT5f#1aCgU_4I+Tw(_Bi&?}lKsU^S zdFa=PTZHE+Svbq`ma;#zGd>?b%we2&!)(qp|B6#gxL3M&?;GqX76!jhhI1A2uFJpY zD*qc!!TpDL9?ve~qb~p3-N^4h`YtfeYcu!1!k(f^`uFcIYk^a6{|)QX@1K7EKC}LT z`*>a5LHWyHHpsg5HBwjmz3)FsN8|g?+4i5X&$#}}^?xq^ovZw3y5O_jztrzjQc9;x z8J38;Y^$|2K^KXTl-`Xpfu(uI#x<3cqMUM;v9!^s1tG9B&)B%8l2VjY&N7x3!!^nU zmgX57*Hlu9a>`l8(ng~eguv1~W8<2F68t_zdkX5KC^PaLBj&*G$qaiy8gNVEw}GeF z!zp)%@6QgRz3%<#EDU?R_LaU*D{#5ce^K`Feg6IZ^Y!<8+JAW0p?+n0^$h9RE9fSv zcd@6F=Any$e~YTisuI0aPu~~O|HWm9*J^bkEy|rb#rFILmHbTOSXD?nq5sM;+GG6Q z_&u+`VXoBf!@Ul_KmQ(=!v4Q+-yvDQev9hwZC>-g$M0qS_3!>0{{1i3@q2XdA#c3# zt}xcM$;lc|i?YXgl0Wu9Po{pKqCLeGu&02DU_{bsd1IlRI8a(%9xDCG|OjMV>VJK zTgg)6DyJv$ejGiD_!Npq#Qn?e^Epk=GTYyfY906Qu&*cEEB!Vmto?vjSR3$Jn}lHm zOoMHG{A|DU`42iKfB!O>n(N5clCQtCmt27TM{x@HV5+X3F1>mo-YRhh!w-lnKnD{r z1Y!!IT9eG(!*o3ubn&sPh{NBBRQ(O<6qV`b0DK3%yKj0KK z38(nI&i`-y_rF-j@7^6a#hb(_>f-kjwr8F{`D6EP#HV;C`hCLsA2xKNTu*xn!zL7u zFdt5aK^R6+PSwVO{EA0J-h^jF{6YI=o%My(@C&AjPXrr_V3QHrg`daTkk0jHp>%g5z^ z-jV$N)BOF9ehNbz?cDDZFz6P%e}4bW?v&B*fnoO@W&LfBF>*$Y8ZDD2PnBn|2NiSR z`;YHGzW@69)BO44@}J$Gm}dF&c>W$ag7_3Csi$sAS8cSs9(g5OU0J7{mzw4Np6IlzASU9Oh%7}}5(Fs6_1^Y8DUufN~x{!0uH9rB;vvt(x0_j_-b3}w-Me?kI(kk50c&7N266+EXko;|RnA;LC}=n$-RQsriLk2)to_^6v!u3t$cN>A#8i1oFX8 zQM9XIJJwZT3<(oS*adkElZdI0f7bbD9P()s?vZZY;Plm4#`S-CpD=x= zpFei)SlasYr{VB1ISD(@ruFxcBPAuSR7jb`*IdRp4HmF8@f$-TlryF3R7jaJ za}y=wv~ev>tj3TCnjGZ32C` zJQnGXA$Ij+!>%ax9r_%ueLbFynfk<7=X3l=ued@U9g04)v6kWI;?Hp*#=j81|Dqv7 zWfJUvs1NN9yyA7Wr>KYA(LVA=^83^`#L*5o#ggcc3Ah9C2H*V>=CYhf1Mcxthp4cGt`*iCqw<`usJu~BI zo8Kpw|Koj{bC&Lje*ZT8!=_C;W!2NqN?&}ZQ3VW|-}^9L*V}J?AUk)~iLbx2ufI!8 z{&)Qo{^oxE`uU494juZ=<|p`e4d|L1v_moO#Ga(Y|6ozKK%V zQf(w6U&JT0J@UEiX|&>-hbWIizB0Mg#}D$R&wrGk{QdLwhdn9m869i?sj1m5ci(eA z;!#{CUAlCZ*Is{HcJ6{-X5WAH9BS?Pvv1!)#d~;P<=kEgz4qdvSIAStN66D7M#xH} ztB~q5a-^)({BSL=95GT>jRX(Ul_Q2L|El4!4s_NPZP{O_%W11Jn)Z$H*cW+x{MOAs zF_iOWIdiu3?9nse z6p*6_4jcfRid$sex*Feqc(?NX*Y{t&WBd8j)cNE3&-T~990pEd@hK`**CkzltSmIx z#+^}8Hf5A4FBxQ@w7kN)OX(Ra6IThrNKI14$Hxrhv(cLQCysUG$cb>q=jS~3F4|`& zojK04kdHJi8;()l;}p+ez3S9rJCEec?j;># z{~=Cs&)xUxH@;n9Px0ECw_B`B!AHFlf|bX)-`m{IGK(Z2eT$WBD1GFBD1C}mf6ft4Q0}b2X#{( z4rSEOVclfV$Xmfb$M}>d^kK9)I@V&0Wps?&PUFvY zj&oUXYpy6J#+;Pr6GO^`+B5Sc<}`l5DHxvudZDxy;(m>?%7JnJHkmN&wY+cTd_jMf zd_0+spt4Wh{|(=W-^76Cj=1}O> z%_bt*V;DwJ*(WdxwVTlP(Ix|V_U+>r^QrUO!ucmoF||)`)kSmzPVpvj3fNQV-q{ZF z$L`$+=V5xxDXi>ECC#3_yB$KjfLBOnUJQ(|WDz8}ix?JOe6uQC2?m zWjss=^c|7)7so?i%F_xqwVK! z>(Ad1M|)Y)5w2d%INJMwKfC;|?-jneP(A5IcK@k^KS=uTs@b|rw$_BFre>$qAiu@R zsAIYDvs2rUk8RjKwc8T;v$kJ+`K>Hic%!~UeGuR2)mPtCdr0lKoyXt1=OE&9;a=MT zaV@OSzJWan{AXdSrfB(y6&g{AJ?RT3YLtmWh&*gu=|M>mS@4v0N|FX^R zP5z?ar<3&i)P(XnC*^t5WH&_%bryp;<4D<*v2J489G%rxXK83sF2!y%@$tjlWHXeq zDU(ka^3Bm1pW>7pJxae%#2IYu+dU$bO_mPp0x|HE5B#PB03OeGU(bD&>5#WN<2AbK z*-Y0)J*>$JKEBVtzkgwk`T7g@_>Q~(Y@y$$yYJWgIpb3hr(kRh?yjn3_rJ-W+M#Bg{@{Wlr@VE&#$S#2H?E-@UK0_m`;AO=AU1L@O|_OxOe zs89GrCj2j6P)8~n>UK?iafzuD{rT?opWXKMLQfzRkA9%}<0t4B&Z z4J(`9oX}q<)P=FM?Bk!;`49FKJA-~Q%EK=Ia=qBo^7AL)6p!OQ4)1@6Phoza!di6s z|Khp-?1#>NCt?sk{mcvU;DZlCKDiIRDe>HOKWsnmNBLg4hh@z(wfwz-&*&u{YXcsu zM|xLmd)sY)l+mL`>t0G*xw&)a$shl8w~p1`<3IZ76Y|L?U*RsxyXm>V|0c`p-P-TJ zn8WjP{@3#E_U*O$H}(DJ;@N+~dTROkO=CQYLiN#J^<@>n}2vDp82# z#^xR+#>AIpnix5d$}N5T(tK1FV)^7r34Wh4IV|iiQ7(%ycMcrPWi^x8;`iRMZO|=R z9nTY6r${4iL7LjrvrPZL?BB*v{)%y|&d1MWWt(H4|NNcH^Fg2M?_atb`1*_Yl8a;i z;kSyshtuDI`h9x+&4^PJYoGgc{?6xlfB&04fA;P>1bd1tGIk8?De!&W$nHIZ-=`R7 zBKc%eJRxEc#3)8ae@_Xo2)gsa#vu_Q>f?z>)3A+6hpJG>CyU8DW_a2l_KmA&!O{LKin0fwujIZ-xV_l%%f6=1FLj5{*vML9={2At<74r91_4`De0+<`lv0zV8 z>+(Op3A+gIKU@Y@R1J)hWkg@%Iln>t(=nfm^YR^S2W) zUc+M*^JN|17j28w+F}2(_Ia9*ndi^P_yY$HlqZ+3lDfJda96Fkm+D>B<*!`k%=5no z`ExI9XFvPw8yP)%4B`*<(DQ4~oVl`N`(CN5<=@ox53YZ4{gdn8a{RPnpLhAM)$(6B z58~XOLI0$FpHdv{lA=0O`&ZBt3Q(pOTK^)KSS?d-VpM}98kGZk{%>MIrrcREYLUyi zHD7L$sw>G>4r%^xYJ!Y$1zIs`k;}O?Uv84BE6G+4Y5s3&f{bwmS}|&o%eggQZj!1i z$yR21`t&I|0(**pk>)zEe7*AfZkGAZRp@{8JCV??@Y@sKP5Tb5EWdGNOUW&Zy8`s-Nx5B(Y_PJuf+af&ss5vPD(X5W9y`sZ^zfA#^VShv1Lu8wiE zufq5DOJGm2Lh*v~cl)_-r{LF#m_h~qptca9UE#N>YzJXJp{zf{Dl8>E*l76pHb(_s z6z1ei^KUo>{q_W$0`?TJJ!&ucgT6ra?mZ+MH*S*+8@EDt7oLsqCl>OcgSIi!*T*!_ zwh7Cu({y8v_OTxNKkFx?pr>|h!!mhlWWA0V`P*^)Z@$?m@4ff2j2w9-^pTxp^5m)V z;fJ5ex9c{?p9Q~fJC6Tb{Qkr!>g#`W`RhE$pW88)jH7M(W5X$e-0$-L#diOpPv4DL z?~|^bB7OSwldfI6O4n|9nBwWy#q!-kInuktRC&5~6PCN-(X?9^?V}6m)=x-5&)Ri? z@5`>r(?z=In32C7#~(6esH|A=jN%k7e_x#P_tve5^LFn8as_-tUVZg7^28G>qu#;y zpNnn(as89)-~9f2>FHk^U{7(fY)(PVbkbilQ)s=jTx2OIMYBFl2hTdvtQ_ijUi$dO9Qge6{qXnC z*B|$oxGp-_{!>%42fhzN9PO@*Pk}hvyJLI`?zz7Iw(k7d2mLbj!()L{(4Wqg8b_Oc zp9+j1#F(J(rD)qgECTix!T(agDJ;gb+Dup+Y_*@D4Mc30`V9C+;VUZO7^aigK9U^< zFbi$xx8`a8k)NM#M~A0}^{Kl$Up{vV~b_Iuffr*_{D zQd@_V`PxG$<59ZNP*1wn8LddQ4{aN0jP+iN?>+Zvo5+Vg>tg@puZwl-j-9+lrUS6??>=u2bwo&y(T{NLjD=eN`K^)7#$5BY1`)__yk_wuV(KaX#j>2Jl> zV>sJg{x4*I$~(Vj`Ja2(mtU=yci(wmUVrT!d_VCHWD`8EzYX7%eBM%7Me}QnhWb!Mo_xK-u{JF-?P}`~wCV!rf^>02D ziuHc}&fk{Gzx*!c%P+r^n{K*A9(Z7peESXKQuzLp?p54x?2Z-F-}C;X`=j4~{Ql?q zN8QIR1^sJ71N}Y~O7xcL-<#ImH`ebL{ZcpISYL1bWN1ffk}?rD$ja8NGHt|?6MTG~ zjeJVd{GECJPn|q1M}cSM=T_r9&h-pm23Z??r|-liwExubJ23ivQhSQ7@;Y#eU{7K9 z3g3UjK9H@27X1BrZ(UEnPmE6i-x61L?;%Tv4lUsniXUWl66%*Ji(e6N1+%Llz7g}l z7gn;JJ-{A_X9T+mVjbjV8gUHG2Oh&LQtIP}xl;TFxXu~o|1sFZOz8t3)U>Bye2O^&eK ze(GE%z<=-O>KbLTd zq`J;CP3pGE5GwNOlusG!C?jY#l=*K~Qz{wVQtPQmLrq?v@+o8789}q5%zv|*QpxC+ zT2Dn9YV!J&PZ{IR2$~IL{+rd5N=CQTdMeUTlh>zw${2S>&}=C4->jxoGCJd|2YU+a z!DoXnYFz&KYwx;!{9(HZs{$ zKo_pqK(KXCd;#TzF))uu<7G#jA(RW;LG3LRiwHOb+Zv`p{Gq@s3XCJv6Tk5BTRZ>6 zDW(#qpgl!5#?cP;6fS?XP5#=8Z>PTnPBDh|6u|VZn?6%EZQQPQ9eQ7N`OoFwGsyp2 zfm1Ao-zSSF@GR{qfK%|EU~<2uF8}-e%kQ6sF4*sXe*g3Puj`+9KDz#m`y%gqu7A7~ z@BhJ`!gSe|7CP)QrBGv=4!c6h4W)OgDXI#Rbr;e~dXr@%#;P(lB4tC*tLfc=He#iIUr1P@5(NxbDJ8z2fC)iWeAdWWdDd2OT zIK^VvQ>*~?@YJvo@)Yod6~G#vf-fg6Yo291!@v{Efrm8Xk37ad4DHzm`%QhZY<*cB z%duY{zg6?Ul=c+8&F>R&3fNQZWGt7)fB*E3xcqTe`HMc%f;|Or3SdCh*UeCS3i?L! z{U@GFzW)~Qf}YzpFGpniw!Mf?@fhA6#7c&()9TeP1bYhd`T9HS`U~H%cTD-GxHJ0i zUz}NXU(W8_zW+44|M>au@=sVhh5TQvCC-hlC)Ypeytw|&^>4p{{;k36Db7LvpTLGp zC!T1?R3Hm^RmvMr!JVp7MtKUxNY4m9ewwR1V>4uFUT68DuE<%PrCNi3h*KO*@hP}p z$Ft3Jg50}sudq1RdOzj69O>cPsL)2SKIJvp($0ZscVYJ!TMLb3EFa(J-`~F=Gi0)p zufGnr|I};=akTl3IOAy3FEjli`2LHtr48qg;uN%}Kzs`7&W3gGF82)@46Nb`SpvLb ziKfUSh9>h%tsGP3gI;{`5bz)k^}`}>NQrxdevn?l{IGIAY|sAKM`;Xe=i{Ht{NF!# zs7&nD3-%OM8b|x}XirhxLtXw*Ti0`xzqnS`so$rFQ&i7H-0W>qR}Y-R`%jn$+m}>t=<>hI|B&%q|DflKVU@0b3HyTI zf7*8c(Y?jbUq63&=KfCPk0U8QMW(Mli~isA*rhaUuJp=sVs2c~n39-_44ASg3I*MA zm7P?UjW3}niO>Y4s7tvHJpL)X4@Vk~W8EGOKAlWv#9pR*n%P2V*u z)t6_+$9qfq?#}qF|2)<8;^W&r&(0E`f4+lw=cp6O-Yb^<{qyyw?*!is-AgX5{fF@> z?$-DeRnnz1a0>W+B2J;dtH1xPUjNj+@*DB7W3Se4#Cvw`EW_a|Xk^dsGO9;UxeE3b z`t*z`Y2A@eW#myFMZTP-ZM&Cf?2mD}8~2&fSdad$^zmCg|094k_3hGC?PIzj&-kkJ zW$yAv+vKmXR<_9KQNiz1HE@cJ#3>Nt+s|J=f6sRQZm;nBwEEeIQ{=Kg^El7^{^9o@ zzyHMhHP?jSzmr_=_dk0dT>s+tpKxBf{1w;4C3^qwNc(@o;bU_0^r@tdZs<^5;MQ8T?OZo44P78?nQ7%dda^tM+d{&|gtLbnuY8|Ni@k zC%0ObFMmRwerA=deeXS`vp)Y_Pn|ra{k;9oJF)^l`xEH@&(A$4UwrYUj;lY9b#7_a zLC9tV@>o$*{&QM1K1IU`l?gNkcDzHV%&7MV><32EZyYjND(w+bZ)|1QbQ7NlG02cY z=2E;O)w550FMcq_f>j&vz?a5~`sp0!IOyYJ-hBS;9Z~t!-c6?I{qpzE*Wbmx|7@+< zqkf+{C3}juWViZ#^7Y@A^}lc5L7e}afKwnga8)Ob|8ZF-_$9$ScY+Uo`hsGf-{#Za zg7a_w)vFLoSbdmeH2Uoi{7Atcc&lQ&P8u`8cv#QxiUS||^6}66{C5N9v}VoQvIA?y z<&R*K*IN0DexDehVl?AZ;Jux$exDGZLgQ#>=Pk}&y*K;$8)Rjde^uV6J;hSSr-*xG z5l7qQf4~3u{m<{ee*X`8ks#B%{)Oj4cwGO4cLMU1>%X#h!u5Zbr2enr@NxC)W9n&B zXH#EYqGkGbDjZV`WzTN zdNeSI<+6MC?$q~b%x`^ty}bJB8ksPDyj*_y<_`1+_+Zli zknG;GTb_LKNxAy!tEG4E-ooz$`}glJbLPy!xNCKMMS02-lg4amCd8*W-sqlL;CW%6 z$oI?rz!!L)=(%cl(|EqvIm1-%t|fXrk5gTtbE~}P`uN5EtaF{sqtCy;f4=@M?fs{) zrwD$Z)-XOrw5Ra(-}?1$_7qpEJw=sttE!R#UAxNQZrx;1S3H__mqFcQo@G1(W2*V? zT?36g)~14=eA;K$ZV+_nMhhv%iS<5yHkVz`ZT<)1@7J?SXVs+>r=X9tU{6s#Lk;7n zEE8lCmp@EiYfApIwL+YNc%9i()YgCR@*mzImw&Oo&LIEOo?=NBN8934`1HM)ez3ce>SI=CX3)jE6{NeJ4%U`s)JA?cc&e;48^!wDmGLE+DzD<{HX{N+3 zlgg!ntqFP)B;{9nR++LXlQ5EkQh}Qk1IJv>8Av}JIVvB0^s#h?--iF|Z~s>2&b=Yv z6v}#9_Uzds4?OUI{P+L%-xUj3@#Jz@xoVZnm@z~CkN@&tz&}^M23EoUXq&LNcArd} zHckHHKmJ3moje)%$7_lcj2<;g{`Ft~MQ*z3CVWR$r~JSE`m5Az-U4i*mvqG)c|I_b zS6_Wqo_gvj>CwF>Fo^Ctwld@AAr|n;%P%SKzyJHc%YFCXuQnTZ-F>(G(?9)_`X7Jk zm6wCfhBgv;06fG#`T~Plz4{q>6<7u_ica{ZllaNDnyvEdue8~y_%HtciJGP^WlHmJ zI7N=-=a@uz*MnXtmm9+R2=9GqJ>XligS3^1as~Yu)3+jN*01?CwsJUoi}jS#eSFSK zF`qWCKL4B-fB*PC`1&jM4#wxa6!xF3jH3;|Pa!@Wi-Rrvb zh@*}86x6*AgI@dYfrDfbVoE%MSP}LxegyL&9U9ZD9wVpeGT(zrf;OXmN6#21;+t7pI|y7rJaQ+x`@9xi{hTK>|tqV^P{bssXE zLhUJh|8e=_Eb`Yj;uMP+pMrK|o#dGqpTgz;Ag|>29KU}RGF(0{e*fdV`28>4d!t^# z@4tL6T>d{-`JeoL{`mQ$?}6R;*0FTYScqF=v$vf`;Hg?1SyjvtrDA73Uzh76JE)2rd< zX^R~G@kg8k2jsOk-cbI3{nvk$FFyZVemU`r?A*0W9)9Fu`GfdXdQd|_U*tDew9tI>$vfz8`a;#3op<|>kj={ckI|E&p-dXVh^|8 zdW+Q5)WBxr1o}gqPuOM9Hsb~S9)}JcQvX(4;D74D2OgAv1h%pC(WSC0x7mo(XTQJA zX5%#HfMrN2j&^t_xsRLfbN|6`7TS3bd_IF_zMSHkwzVDNJr!-(&h~`he>9W1;&%bY z6H?$AKEBVty*K{;>H6W?;F|RHN1tAo{{CY)MJIgkAL3}k?-T4P{O{kkzd!vxt&cbb z{Vt8{-UBhQhsyF{!(_$q;dqA0lf#C~Q<@(xPr?>6&;#wM;UnZp){Q`2`7af)b9K}`7B)i2=gv#(f}F8>#E5#?R# zr2YQm_fNln$Nj|be`$~K`=8%`{r=as`(Fw3b@?OhErkyD!pk2;9Bpc=&#eCs9Jy9I z>a#T|>$a6Eky0ja+~Ry{jZDht11K@noIF80JI%TR1 z#W#&hmo9}33S)YNF>CkL%43f`D*yGr{#SWwzYca7U(2M4lVCT|OWt|sZ8?e9 z682wRZ5@0;-2gj?zVhPo?Gz;u_U! zkA!XF(xF$#Q^Q8cN?;OCkHmv?6>x}EOo1(=JnB}B1f41A!$)cz`PokSwQa1|eBjYK zAlA z)T8+l?6PyY<8 zK>tH0Cr%ufnyp*4j((oL{`zbA;m7Z#KQIl(ideJeH5*dXUw{1tSj4;Xf5NxaZMWT~ zwh`~HT`PTh^_FqK9{%!8@Ev8pKYzx1fRXg>-Ba$m>n^o}c)8B2*W&ZfcOyKCXZic*>+cfYe`+$nPhGool~Q~Ptb>F8{O(0Dz7CvX_wLM|!sU-v$zSUC zX&rHjvE}#_u&40-$K~I%$^Xfo0$BTHunP=vwD*?g)Z8-9C5u4c*+7)T0%`VlHwb|5lH^&*8HR7-6 z&A84?F2-ooAIHaYxS>G~!N1ebusb*kI|%xBV!VbM5TD|QA3_{$#;_&^F<`&|`QU>O z6dSPd>F22deGEk1SlF|__4eCBn+e9Hpl!xSAAO{(`S_oG{;B*w|KoqiOvJYM>g%u6 zKH{JM`JdI^fj*u1U(WyNqmOE=>{+vBL0^9mc*UJE6uu>Hg72pjCr&7TY$PWTn|tAc zh3a$ao_p?wF7|-ToH+YjKK59~8|G#s#+yBRw*1S#{EPk^#*mM1v?8^6wKUdn zN|8N!y|3V;8?dP(nvy&p(B+WO-eynjD!6vI=$pMLs^ zve85OqvCw~!DI9TXm_9<{OqUR`ik|Sv%h-lAN|(XqkopcpXgSP^n8!MrDjL4r+_ZK zOV=*4=G8axjd<+^8~?ZZ{rPuQ|1|Bi|JBufFB>*&m2p>(lPc)XuIve%0x=}$lPTFv z5O>J&1Yis+;k!w(1m+WdP~ZyWZ)8)E_=s6#b`_wj4MqvS@bOza|B6$<{@<|6g zfBg3^{`Q=UrsR+9+xNmgeHrk>PKZwdoMQF!h;Lu3>#`;9Uy^fN{&o2ma)HbLF8{m! z!SyfcT)??w=WtW!kJSaa$K}6smH*N_`}ynVZ#$m9M;cB3?3|B ze(@!+0AK^L6V@~S^gzU|xbn)88qa#$wr#@r*45LeBL>A6<)0g+FA(42AK+VR%G4?H z>8GC}Cictnzy9uj$&EMOto9w14W4-73GIK%lqt}G?U&pCa6533fpW(ke?t6;Uy9!q zIpP+#-;R33^8CXe|ET=eUVE+L8c#m?WQmsr;vx&@FOa|g-+wPJzw)ZqH}y|GXIfuD zuws~xlfZKRD#wohD#wrEL3#pZrhJsn{0Zcb{errfk33oi?F8!cHb!SV_FL4)vDi;~ ze0-n(@SgCU@b}NxpY08m`_HkTPhhVoUV&ce2h5qv|4F9t`%k_FTIR75j})B#rKB-PC;G%#EBDC*H8P0Uw-*D4hxh9@fc1bKE$BGgJk5$D>W8G z4RDQr`?r5nI|jzwF8&KY>{nlYCI5(+*|fL#?6c2+54^<*sn8fhq#j(OBn zd5b!2!}=4UkHE{m*p7UNRj&Oa4<5dkVZ4)JJnT6>ewaI-f4&?3{)P2WtTA7ITpwXR zemvYDYvFru-n@A-f8Kme8J}q0+S9c!ApFL-`jDYT%zKJ?lb(TrM-RI1i6MoJMFn+VYV>|!;AAR&OY$lJk z+xhbod>roCvsbQx&&JE}jqg?T`vhCZU{4Wn2E`Z@a|k#>j#&ghP2_8$F5(r+LtFyB zplD~oa=y8Q3=AHVNf?Z{ z)x;Ilo+6IVcnrsWJ|^`0#Q1<~URxtOcI<#X#eYckb=C6u=btqi|BEj_m%jrpP+cAD zEna!`W%=L#`~Q;#3m3{}U>x?J{%9DVaVBUVF=Ki)?1c^}{xAsk8-M)6A7E1edkX!P z0ylp);vItr4-v+t*biJ|^5n^C3qrgjGTRWcdE+MN$>z#G{nJ0mt83PjX4uA0%%$3b znvc)-gZSjpqbKkjm!tSr?#Pj2h%Ju1(vE?~CzO9e%xx{B?g)7JggWHGLp_l8gL>w* zA8pIJ*eCnI7&cy_$G&`gpa0^W@b}NxUwQx8S6eSnJpQEWKB)iD?=`6l!FQWg_(q<3 z5$d3sugdB*4?4f?q#qOI(>8(M%AHV`c-dbSpV+7R+Gg7-AD?rc&F}e`|5dA=k$wC2 z7iR^}lk<4~{P4q3*|v3O(!J8}(^9pkfc-?o8Iq4D>cojNSnO=tPmqV@h&>dT2Ji-8 z3r|N}g7qn{m;=k~FZN;BM6646_G><-l;6ic+x$N^EZ9@<{p-=a8!*fdAb0)X@<$ux zFRqoEn(eTs7_0l=%$c)g$M!vnBT_bW`OoFwGs*w8`|9QK$Csz``NbDrmb$t_ko{f$ z_xq3E|NQcM@Av=WojAYpzv{I7{Bix8>mPqN`d8|obCrKf_5VS=ooT&Q zub%0-TaYa^DHR$wZd6S|)Ul_mX3A}Uit#CeJq6-u$M_U=wRLh`b+z>C-ybos-+|40 z;rHpUfBh?bsUDF2sGBfhg2u0?tFKpCn%Kts?|%@74g;P9uJJLx@%(T9_kU9?Luy8_GWvN{b&^EPea+Qyk;ap+j=tz4xna$Gipe)X!7ifPSCm zTz|dLeqzx>55X?_klb+n4RZN_{<37rlHyMhfB$vs)&Vc6h90d--hS(?ysJ{4>}kqM zg%TTLlb@Cb?A!Fa9^$UR*Q~~!g#UKX_A^!j%Ni#;@Ms(-(qkKqfz5jQ6lcr{JnHw| z`edEPeT`!%U(D+m9LLIWycmbu$B*;j^Pk=~fB&Kn{|>tTwn10+=+Y-5mT;ML>)BPh z_3I(s`{U`?Q+nWGS!tyA?TH6vtv5dMh9~fLM?01SZ}Z-8$p%*C}F3%a^Z`?c4U@ENP$fhp~azZ>W*6W5+2@ z#W>oFfm5t7+`w>zghd#xK#UMLcB`vr z%Epb`q?U2CUH(h*h|9l_-J6jAw{F{mI}GAebPC@FJoD_I@l9B5yeF8vA7p=*|7||} z{^R#gybJ9l|LC3F@84e) zQLLb_Hgc2`Hr4+ExtYq0sch#F`O&xKj5UpydN2B>-=`N5DDucHW;%J=X&$z&Ct^yMm&jua`o6TYM)`eOphJ^Szdqr zb@`jW`7gpa*W0#jRcvFx<-s1~%dfxA*)iXzG!6y*4?Mi+VfY_7tbU+IjvOfyCQg7q zvE%wH*>B47xNEMKt43WVt5!Y*zw1BB{rBH5J$v;+9M!w=`<%-9KP_K=`32%?TnT%N zAsX|$a=t>jn4_$5kwvwQPn_ZizPlsFa8TpW#{HVH@l+2Q^hHHJmWf>uV_+b9{m z=8kbP`cLDKUak2tnrC^OjK#xL^PrCgPeB9!o#eSXwg=yx*F^r@xy$z@9)pQ+rVoFtB#rWFHbzNQnqg=PSHN+4|T5_*44-u_}r(> z3~`Dj_(tF<#UAol6wr?omoRKW?IdVN5o{@v?FG*DU?&kV47JH9^CW!3Y$u3WSU((t zdDPMVB4Hco*T-+!{0E$(kM0NEAa}j-#yheLIECIfa@oZ4E`PL0{^DBsZrvu>9RsJp zTB)v{0i0qhzKQ=K&8^FSF8?+s|8LtGaSFUU+-sj%9dQa@e=S;n;eJ$cPqKScloNgZ z`TA>a{rUM9?^5yHPr7*De|-P3eN^8K*FU-b&Gm1;mHw>(F(Xf@L4|3h3srTq`u~U& zsHQuryYp7eH$$#uYqnf!&q5 z|3WN`m*j^Zf5bOt>x39br%wMVYv6myVqH-i31Z5*(_AFTK; z!}?$vzA=k(Le>xINnRiyWrmWiK#d&s2HC(Q~cY=(6Xp)RybS=_rWda_il@ICHWb_FSg6F}>flu3_592{y-jC)NP1g1k zFxG@PRx!r;9simK`Lj&Ic;RQd(BqH40KfmZdnU+`>fx#f<@fMUEPqOIiuT(7YoU8x zx4y8axT-tjQw&S-DGWbQyg)IBfIk@4unPD=z!HXMaj}gj;uDH_fM)G2jr4>?uuRN? z_7;j)6!?XYpUq#Kn}FLio_~v@&Ap&|58@Q>%I+Me$j(uhKUyw-?c0mB^4;c$Q&a(` zfIY>g?P^bwSNp8+%UzdM_{Lk+R)Sd$Cl52A{aEhI)}@uxdv$dDm2efkWk z2Os<2vu`i(kNf05|MNfP*4u6c9`PaUI5x@qAAX>*DJa7~@W2C7yRTL;lKQ$jnL1^v z3?4FAu@v^Z1#vKli4Y(8cf|aD5kKRB{Ri4S|7uSGzfbxO#`}CF#$fjfrlBr=<3o%A zG;M2o^hC>KkL*4h_))hX-;QT=AHTpQeEy5MpsZl;n7@C%{x@6c9?Xsc^#KP#9r|EA3&STgjbr-w#ot2x zWu0aI15N?IPk4W5$4Z=H*RK6Zhn&k9E`Ly7Ynl9|_7uP=MkRZSnX(CfpXzGAPx7Lj z&FLPS&TE(df?N#wC6jYI()&mMjEYleY^Q)zY~O*sy@l_e-3ja+W9s)0%Eo^Gs(d$m z|B3sp@4xZB=;u#IKY#r9r>xg;|2uX1B-Zl*U<`kP|EEE6)m2w1K5)yex5%hbqh#0>S0HZdGp2CgEue+WA*@MGdqMN zB;W){!e;h;-?y;u*aREny}i4;=|J4=NywS8t?zlNRFdv}-?rPmy4}U$wn|kc$*-rDo~5#cvPb0)ztdbrKLzZPd=|n_vGlI5X?Ctm3|I6s7xO{=WOZc50hMz+2ed2mB1mk~i z^iwP?;#0`IPxKMccMxsj`t5$z-`fu<0 ze>zVAxz2A2o_YGkus!-I#NQy}hhwO2caP(A2;_e`W)=4Kz5jjusg7;?c%OgLA1;5I z?!VYKS$_8}|Esni$k}vnhTDH~|M~jk>(AI;f8^dL`YH7Pn(^9f*k;5wa$(Faz$R3n zB7^Z+YRoBBf{`t)kz=-?7NGH#DBk<@#_Mm${Z2RCd~?N5LH^Fp&hX-kFNV`_$Mk>v z$A5&M{rkU%`Sa$5`&X@!vkq3L{fwPEcZLTadO&;w|MD;Y68`i5`%lDpk|t^rCgvZbWTc?#b9WcPu`_+6#mLLUV0dg47Z3R}7#>lJjGXkSiu>!x9ro+O60`}p(u7v&G_A99{TVlTIZ1y}Ms1^g8B z2h@E8$e$Pe5d4Qjh*3;Hkajj;JFqJJU#A1*>Y*&m^J)`xP|uBEkqgSW5#oo4+n z=P8yiLVOCuTIG3)NA=#Pp;~{c_dd0RMT}2@d!HVQz6Qp+rq4kh_!$_tLLZ!gfZaUj z3Da+Zdx(q=X)0@VAZ3gT;+0?PP`=ZoKHmHEM7&SR+duaHUo~$*xR8Dd*g`9Qil~RU z{-HV*^{(nSB}dl3c<ok2fF^}`fu<0zxgRzTE>ZNXMBq4y-!CT zf3E-AKFjxCzW?<7x7!~|c|h3LUtfQFUw>r}MV-&>Z(@f$R{huYk5b+Y-TEW zu)_7f2md#8cXx|je_PwOuyxzkunRW+AAkIzau&hcYWXWSKK{?_!-5&N6T1AsiyL$k&-cb z?-Sx^$31LIRw zKws;J{>AeY>(*L)ij%@}#;4fO2Avggv_-GW`xw{%pwps{UH{Gczuo)9yBQgK=$U6@ z9Bn&4!TBlcd)^PY{;zv0=@-|3UH@&O|N8#h?GL{GX5B;WO}_rR{^9!9Xw*NuyAek_ z-usj+(*{^tv1m8T7$egHETEGQp%!bmuYMQ75 zq+G#dIHm<$fW~Yn&0Ee=Cw+1~E>;zT@cq=1#wxN3(IRoeI=l=En_wncRuPT#7 z_NXk`)`s{L_r-gk#FmB?X%yGt^b$Ywk(`_$vpWM{v@1_VSEa`!@O?8;=8xC z1gWhh(XZXt^+){_Iga)eoNZh(WpY?Ld1^R&$`m|ErxL~k+%m&S8tH_EUwO#C4E#%3 zCY3LE4c{bXnPqHmh}vJu--ds$KJnjI{5yua{nV#Lo6<)yKN#&V!S9=mIApYkPMQQi z#oLTe(eC=k0QE18qrEZ4(Jt?OLVSvT&Oh@VY3lkPb>tIO|JCyp59pnKn48Z$ZGMWl zzi|CuWYmfJ{(b+)ac(+`?|;*p;roBx-@5#B`F8@Z|1SSs{`Y15>*+y!ii5OMH?vh6 zuA~DNw9%?I?K0P#!?2c?B~W!b1CZ}e5)QDZ5(1=LwSpqooWrn|76kx$`_?bH|9Om~ zr~433eQ_kKESbDf(-}!DWp{%@_YNo+W&Jenir-mnhqN? z?tQ}DPmesz_!PT`Z2Z$t@g2@noVoPuIDXJB?hCT^3F|#2dJh%917W5Rf$RUi|FQXV z^!?vHoZq6{dGEcCF@E;q&gQ@Q{!{kj)`u>Cn#mtu|6TtXi2l>t{*!pue@fZo^2g;* z|Lwos`~QKvkfN<#Ow?wluG;VGxe8axB%sdTkT*_qOIVs1jUgebK!uz#38*qR$r-1$ zYiVLNhJ>gB6>`cXpvv4NXPnlqrHR!T5~2!J$SIS6Dsz*Zaay~UCRSqrLhpV0Nx$ie zx=)h9{ALc1eD9Nd5S9ncVp>pcCqC$%@jL*}aI>x)w<6kJ?HgFuAKTP6H1F-le)0bI z@t5Y6`2cRT8yJj7=ASx0 z%)^~XeCEfL@Tmnn4?Ien*T{>zl&pNN1OBUsKNWE=PDMPdQ;T+l4|q*;`N400UYI-g z)G%rCBpLtX$Bz$l=FG*vWgdR_aI}wp9D(0|+G&f!dmns)`#n3McewsB5dBNyQ{djG zGnbr+dCv0`y!UBay7$TTzo^f;{@Yal-@0{AxbMCP()#<%GmN9X4?3OpTbJwqzW?dN z{%`A+o#EMMUkpG0`6c1~_dkUXx?TIt_n&F}`2O4WMQ(p^`%APVx&G(&H@80?_x9KB z?tg^C@!lues0;ISk*Q#lDcb<0R(UG81|ztY>@Cf834}ix(^y7nRgMbI+i&c&BVux2 z65@HA?jGFxg!xQgLG~#?)R38oeEv0)Kbyr*u}b|1@{KzD4*YJt^cyfAeGQhXUm^P+Ew zva3%b@x^ldzF&P7C?j#6wH^8P9(Ft7_x54K9K8O2@WICrk16^ohG6~a?EG7xui`I% z`7V6^#b3e~pZ`Tuz+d9|9QiMZ=kw(^k@hw6guelf{Di+2{x3c^8u`nzT3@P5>LZ=} z$~TnlfBwaq@DA=jy6B>x%Q&Tf;^kLf4daZ`J-B`rrR0-q{Y=u{!Xc zUH>T7lBkpAGp|waI)eVi_!Mg;j`k9ff0yt)#l~%c-#5Gd#~7xr{~k&IZ`-yDeu{XW z0&A+qr`VfqtI~h2|NH(&ERc*{94vump?9lT>kp{bENgh z^}m7Xe{TPC`%5$X%V67o_rp(N@hR%2>x!*E60-%{xC=}I6Cg}w&Rhn9D+yLzN{>iP zTon&SDv|(iA3ad^Mt}OBeypCJe~Mp0<4R=N#`D=?FOB;Ng(FVBg|c~E^>K(lgLL>M zOb3^{DPx(mR|Z{m4SZh(*xS#2&%XBl_wncRFU|>(9fbD>-g|vN?|q7Xgc)bf3iA=8 zV%`;t!u%^2g?U$=7UmO1d~N2d4`^2|R2=9Fgbo~eYy1n0k36w%!!3yQ&x`dhKv{2J z`}$b=e;)4Nn!b3J_?hTOlK2$3FJvg?AAJ?P(`L`!@5A0b--kWBy98!_5A*TayQee3 zdv+T>;$nVx;{87CE^&nSb_SzMd7+~%t9J<7-?g(dtowFjxZ;Yd&UHm2_*6r=b{zQL>eHwk|{g1xz@#piekUwp5?=|9R$MX~PQJl4MnZ(at ziWt}u7yA#0Yt4ArO`c_UogZoEDld4X9AjsbA7!na)DiPbW4i1Qj1`T?^3n!kYg;|B z4sSpAqxC1#vj3MN{yF1@@Z3rZY@ziy+Ajb4C;xb!VB^NNa238orJZomqSL~fHQ$Qg zr7PJteEqd=?l{g||ETI8y!T1YQ=G|rpH2#w#CxCG+u;Wi9kA3>T>ldt+4No4f8~3E zil5>c#?jsj+q~=lx|eeKdo=m`-us_~E3aA+cyA%ku}+vUA>4lZ@57g0uGKvf_e!!) za{1%(2m580zdA2`{ZZSAjR&)-P|x%AC))CS{W;qD_dXruy-!Vy z*Cnci&63>=r!H6F%_U7{on*l>MxuOKi%3jb^-tPwR!&ozCxi``-UD zR($;V{5!Jz*}6^RbINy`@Kx|k1a05v-g7}X@7@cMUWA9K!54&c6TXB=w=%$|au=jO>hkvc+W%+Yd2X10`9j!1c^?=(q;D6UMnA=R@l)6u&(zmn+pD?$Q`i3_jyBFyXnYDiPq6{#DfWq< z!u7wTXStJ!mfL7GxZG5CT02Jb_VYWjcZ0O-^Ah&{_wje4&c8O^`*c6fQ()i9@9=r&62H?| z-vWIJ(Vvif6Y5Ja+xdC$C(yTW?!E9w+)bZ?`WV!gVg3iEkx%>)5nu6HTv%z-+qb^& zd;c%Jq);it%Vn5VVD<^M6s|Bj9y!-h>bPa%E^oTpf*=P7pY>GJiL z-$c0naa8?lFYYB}pP~*@>KrBP`p5C9f6)K1b<2*h_M44z zR_2>;Hifl_mA-Z@^LW;7C}8A;PFlo+Z(V$(49msmn*wG%pM3gNSh?~}mF+kyN1O8p zAAW}NsB0M7-?(`@{IY+=9wW~8s4x5eWAwwS3`yH|# zmNKV=UH%-O@`vxp=ilg=f3APK{mbotv{hoxMxD1z%QdHjef{bC`Xl!~r8wFZLv>;H zui=vypo-5{{|qHo1FA&~Yc7d~yt0>n6AOT9Wx3T1mD~bXizIR#ZFx=0zo`fS<5FC1 zHA5x0z||s&Tt{18)ADaB0>HQwms`zH$t`fTNFvwKmS=kS@S)Iy^AvhUBKjs|K9=*6 z-#0T)nOz%y@|}{F%l9UzY&Sn#b^hwN(xfGwMc}v|Bw66?XL;!T@8i$spUI!CZS+$- zoNU|Xr#O$k2k|55c?LTNaSr_r(Z4_({R#9{NO~`5@Mq{52`jI5b}PeF>rj8jIi>$Y zU@hnETmSXF|Cil$ZkUJj6dIe{;#1I1;qreV^1lNy8aDCXr>m|OUtYfVsVlC#zW$Cj z{iCB}f7rFFBW&Ef1K*|Z#Di2|=68h68#OiBX43Ie51OCHHH-3~lb*m7CNMyn4v z<=r0EuiqkZ*H1rvF~-n1#ALr1apqTt?+{Dd+8C<#w{G1f-~Ee?8G5I${{vh9?Ht7) z|8P$@@B9nHk~7W-i_cgh=^02DpK)ejnx8WYm~`gJqvaF^|B_s0$zp@GuEiKPvu4c} z`9mA??Add|X{Vi@+8yfl&pY?L@T*_l8n)q{NF7Jqr}+Lu<=*I!|99PWw~U#V))we{ zEpnb>8Q$wtPrZP5iTCOIPwfZvh3~)B4q@j4-Tt8c;r16B7ffCLk0$xAdmz{UPGtSJ z8|NtwR*zHAGM((#1hUn;fFeuAREsIO_*C#S7*JP!aOCppCZn8E3txhxa~ZSuSTB(%vxQ@%>?5_j%8g?wd4b z9()W*Uj&}tFR?y;vnchN4}vt}EU)zHItu++&QO?aigkGV-v4ooa?JVo8@uywE6!7_ zy8pq@f_*E`Q_New5b-I_31>6D1nvZhQ6XVIcXxc6zD#0>ZKcl7BW9k{FKtvBBdzx&;t;l`VO5pKTe z=5P~I!Z+P`OStJ~q=bpTQE4~bXgJV?pESeeRO*njin~#GZVA`laHIISPM$tp;%J{T zcW$`)>TALcsDG&2|K%@#6aMhWd&E~_-^089Y5MZ9>p$#6-pO?RbvFiipIA3r@R-~! z({VWaK$$_`6!9&L0|lJ&kCQdG1vFcKPZ|dsa*P!v_xFv{axA0u(#A{}c;Z?#Kh*6{ znLIUIc;U~(mMy!YpThSaqiz57Aa|fvfGp>J(f6Nm zugx*ey#Zu}@4sW8*n02tf3(g2WS4ULkK2FT{v-12M6-V}J_YU2_Fv!Z@5WtAb2X7r zBBDp5M5W?|w|CEd8hZ&1u2aPtfM;@u&`y^|EuRq7S z{#qRE6^KDfUmoxHUbC8Uw7a4m!`EN4<*3h_dPZ;0$dA8v+_it#UH62UGiOD)r}kpA z|5_Y+u@}>39PP%mCku`9E7^@{M~=2-u|G$RLakc*UbpO5Lr%0yj z5@>4MCW8`6a)J|J6%_~pHP62VrIIterB+i;l~U3ZoB-o45CUqRe+x<_XLw7krkpCJ zq$fB5#$6x;)I9$dluFLVOh2JLUOZm+AebEL6V(%Vu4Y^t@&o-cs>_c>76yc>iOp`1ter*F^rb z;Z6{VPmyeCu(KH~wm5$4sj(}vEsb^(wZ{o9+R-vS+U;n+6PpU`aImkCF7`U`kCQgc zW~cTzp|M_XU;Al*{r|`#PloM?PvP=!VDgXWDK_BVrz>&q6UQ^}efk>bDKtJsUYC9S zHQ&VXt^Y74#Ht4$K}_qVVK(m4;T<}&VY{2dbT;w^&(b{cv*IJXfaj1;QqaIpm^@0K zD|O7CjWqJknlm@doHZ*5KHr^M~n zZ(v;iG@lv!EAIWPI)&7FL10AH0DXa4>6?9JnQTn0~vSs@D8y%?zn4M+UL1T{$BGx`u<~d?!VrC z>%Fi7XDUvfF(dr?SGR>PzxYPpX@AB)*E{Z6ZQZlf_n*i2`o}r!_6N7W`1(Jv_21>6 z%m3qT{nPUlX3MrT+pw#cY{oVlcFo8Qqj#cYQbt*In%416^M;IRHK`lfz5OBRf4%o9 zo~NMy0los&-LgD1JwKf%E%ZEokCSyh+w&uhcQu*+5=XoD_s{hstvSB_HSI|nHPjh`A ze(+g%{q?uSw%pp<8d~AErBCGPr(X!~z5i*dH~m`%vHj0K{~9*$ZDB9sK4+cL-j~n+ zfyh7J0Y&-H(eWdmzvUGEAfCf&7aU;b4Q2|PzvWAw1XpwoTx zV*U61H^;ZlccdKKDewA^>wlw1{$-hM^4j&Ef#^TdpT7S&Zr1;9J5O;8_W$H;C~V>h z2cYIzC`k!6p3I#{2@syl81V(d+fRK}0@g#8mNbJiEkj1LR4DjEKgEF*pMr8QuI+L* zit9PocgjV@i+rFhIpWnfr!?_(3$K>RdT{*i%k(I-MK|b}-oE$0k3U^Ui@l@Izl!|X zv$qTJT>latee}uj7@kM)7|fKmZl;e)sxbK!hxD;n2H);m*~}mL5GO%!;9+WflCpfn z4^{j3-MdQS*7CdtZG^Y{^4H;k2OiOX$1t@2=m`D()wr8TY?HqJ$hzC#^_TX%L^J>qG9A9nBl9`Qy1<1v`&uHBuI-z}-a z5tEoR0Hz{}LdF|ZucV$gzT`zoh$fg!OVAi@{}9GQPxnt4 z|NC(sHrj~eTu`|V9DNdy?b(K|XQu>5nydl1BZ{`Af{*njzh|XRD-%=MuXy|3|33ao zUCQQ_&p*hCLaub;zVf}eXTNRx-q40`@7wU5aa-FyO@ZURLH6+5eC0u!_zRdg#BJV& zyD+v(9g#orqF&G|Wszt788`Utf3xvXb)8VMRr}k<0ojIB!37O;e!gECmY$3s_cC{y7{ZK1KIGW#1q% z$f6BHZ04drXM0AMeB)Z!lG7eF`YkMvGgX`)VsBzv_^(Ybm$MdKdS9xZK~z4~%~Zxx zK9}>%+b_p3poSs`bS;=`|Q&-;gnP7 z!OlEU?945=_m1Dj&z*Y;+6rNzq-Ho^;hI*ef@R&hueSL{^j<^WD`9>?XTVYf0BEB%sicJ+dx!sb^CvX zsHLi?B3FQ^{{8}1m!(BLRaB8Hz=FMhpw(q*QA-t7uRxAv-xCc<*Xg;DAC5ox|EiE9`${Wx1al7`da!= zao+zv{(SzO*z#u!Vui0~&o`md}>l*jdlV~p_xuDRyA zFmd9HkE&9UkpV1D1KCv;=i~eWhOVj4^hjFwIBmO{gN;I))S5ehm zHg-3`H$e%%;0s~`6VUXZlc~AY3^k!PL3#V=0qK{ba}t<yNW&l8P~;ch2ps7J)(?lL7dfVcZ*t{yxx8x2a7rH{m*{M<^!R zdG7FR)`=j0wr){B1>;kUAKx0@Ec_HQ2VDL_F8KWKZT@R~3iv5-&kFBcIc?FRusX)4 z@by>ah3g+#ZZ^}uw&U)*x88g=EW+5K9O5{dK7B@b_Su)hmQ6c-{<-`SJ^x7h2iLLJ zUVA5;d(OGx$)}#j8L#a)=jii~a@*z4k>yWb+g$$_ov+vz`u>Mw$MwHFN8(&MLH0j3 z-rfGe_v-S`#zRVd|9is7Kl&*S*3U|05a0cUqPMcv7CZjHB{%a~jtUE?nlGB^4qjYm`X zGrWE8e;Zdm{=^pG^G{{cSdl;Grx=Gj;nTfOI8QNFe!s6jy6^1o`rFa*BW!~CJjFuT zn!lFw6yGO#!h4^pYp<{W+!MO~p|W=K<{jaoN1hC);_fH3keR2D|=8-PiSBlPipYym|A^@bb%Vg!SKU3H$c_HOm~AKe;cWzU%VG<*%*gsN{RRO>%DfYZ-MbC4)pva=XXSw!!BI$VT<1~j%}U=Kaw(fi-WALmV+b3XraUr=t05&5%a%TB%bX`G&?V0?<5 zyKwK*82SA^{s%VyJK7naf_{o?#Kydc@hL2hwy(cQKXLtoYYm%xVIqdj%% z6d6N|b24G#gmCV8=ZE*+MI3F{|72}){nzz>-~VJeqVmM{eU?&pi#)#m`1%v=1HS&| zdE@pEw|}_($L(KZ&Hg2Rii0s$buwU=cK#;z|HM}XN=~5wQQ{iU02EXMC9VH^Ser3a z+bnYp96*#fZ$I~z_Dj(_21;7(f4TSRz(3OW`xU=J`o;%wvCaPgoUEtZ*YaEUsC#yb z-eJB6$Qs(ytUSw-SL(?3KP5VNb#8LaF7#R}51h9j^%?JfAAcAFT|WO#X!*0Hxc6zo z_zBhc6#o8w{2yihcXk%%Dd6i`bQ=5=tG^9<_I#hdefRY@uBonnG}XTtTVMiW;}k8*mXkHnhk2{2&glYT=5#z8LSmcBi*u=7Iie#=k3=! zwUTe>uNqaesiRYt;Y)hD{~3J>`5Vqo-hUu_G|WTzB03RkUVI7gHzd5#k&-`sQ&iwp zw`IK?!`XKs-=HP`g^uq;rwzv2&;9KE@8i$s-qGb{=#yw^ zZ3!oh8>cZU;yrXPzw~<48RI_9^*`5t<2OrY&(5jq|Gxk6{a@POLT~Z)*VkYAdR+g2 zTu66sxcy1iOt*iz{cjA}KfCw;6#W$0KHXr?uG{}JYqE5gsKW(+iBHTCXrR>)wXBp9 zToXcx^7eCYWT@Wz)w3qKb2FcnwK&?;qs9NgwNvyc+q=_ept$6(h&<{;1kK8DpJFsC z!+gYNKSncO$C2BopQIgkZnw4V32obUhiz@U!`5wk!ZyH?X9^tie6|*N@^0H&()S2` z+qPYa-^!5B>f|@gTej>7n~_SrY;)_bVQGIa>`DC1d>6+<|I7Mm{t|n~re6%h`}g*B z9*Muu`(Nk92|WHRJ_T*et*{l^y-)uBVUPFmf7J2c-to7v$>LMszMe%3PYYk$y-&8* z+ZrwDk=I|Bzhh7Se){R^FnjiF_(>}^3GlVb^YJg zDc^tS_gb$19992GduI04AlM&#{qgl@B<){5{(StMsN;`uv=1GMHfu9XXH#`?dV$9! znlMy2Sg_yzoFhf%WT}ZJv{f^ zi(%EOhr_-1tqS+vdq194;l6txz!UTLFwGBX#&-|#_n{1U?qhkWBbL1fc*(QANJIYa zyYG|dp1ZA1ZF4x6Xnv@~$Car^IayjMOMBJ9`VdI9juzvmK@GT$2 zbzJ`~Qp5z+{ASIs-xBk{gU*Q|#_K=Jj_Z#{X#V ze;Mb4r2mXm|9|$`S7FYaxnbgjiR!1I&$P8Q%!2RYb)4^_oX`KZ(V>61{5f|0JHO-6 zBmYi>`FFhRzx@55IQuV`e=h%y)&Ao1-{-&D=6wB^e(?P_bblQSSvK@v|L@-a_i(7G z4Zd!yujZ>h3(^X@fSRvSB3Hp%mZO`&{*!_wpAj_m_RGGJ&dMDmB&F9V{px>?4~e7A zdzoNcA z;G4AHfxEWfeedHiZ{C715jMM%TE=1D+#+`-kHftvjPJ;MlgA-#!Csm$>4aMfy1>An zg!{UAkAd(>8RfV9IJ@J3ysVGyNgJq>Wrv~t*|TQDpYmX6Z~tM$`+qRse>?1Fw3Wa4 z#-GFU&%Y9$h41OvXZgGoo_$8)XP$W>JZHFPUjPrEf`|EMUJB2EhmX}k_&M^&vKfx` zKK(*?;)!R&1FIehtL}eDd|s;_cv#bfdnnuw+5_;1(I>WQ75EKHnP^>;M>ewRP|24rCR*C(HR8KzB}hVxv|gQEV^ z3Y}=`v?<}$SKpHFyyd&qA=dwV{Ee*s?fvilKa%@DAAdgneEbzQ64(ES)&Au2$K{X9 zpP`dK5=R^7DeS+#+W*zyoo(Tg*Q`}_)U;wluVfmFHjt$)`IG-Cnr$rH3#L+MCDT}- zfh=vwpA)`)-uu+u^HV-sY<>i;h4dL%-tJftT=hFTu_=)reHrwzasQgnUaD`RGwx@V zkK zd?p~BFcIxZ9%UzxXQI$2pseJHvodVY>I5#81Ae05C!;>r8Ou!2IwlC6br*F-zQJt& zXun_kDfSKjE%FSk|0hqL5?2214xHoIDc{&u<}}AHe4zcE|ARUHMCOZAM_iT1Z_ z-HG!QcZmEM-^%zDe}Pa+U|WC1>@h}|H$iKJkPms(PCNuo(W!}TxBhas}R4z>QVANTnjWT0gGuMhV3 zf;*NfF@$5jnpg{w+6&RRK(5Bgi2OCIvKx&#!ZBY>lr>R%AsQFR-oEyc#HTobd!I1I z`TbpIJX0a@okTCx{j%DK2*|pZ7zRJc(v}{C3}X1PA`-UqU_n?);_jG`_ok z@S(@#8&sa1;J*C92Ok0cxrVxjqJ92*-+KFfxkIS46Ml-=x7zpBzU>@_{vXWtw{PDY zUV7m*oPCLBUBvIB=T&(ACHa`DG`o&o@)Va9Qe#%CHce$dgLKqc%q+* zXJWkl!SDay{O0zs5%*2iWrU5N?6*9&`ETV08`6{gRaF7ij#Vt&hkHT2|@r-xTxc}s0(C-CprejmH<-+w>9qw@DZQu4>gpN~JE ze=dJq{!k8>EQsS_4CtTvH~a6;eR1Nw|Lz{U_o-@?S95)|9mTS42=23lKtDn~mu>k}T*67OD#U;Q0yFW=(+{qGP% z;Jfb-UjV5+#I27wfeTv6^KF6uPGS^n)jFi?=CF3{#_-`spNC~yWq4f9vKgJMnvSf2MvwTnFvHy@THWJ8}O#W0liab)@$%XKb);=6fz}9m%PF z;}G-3INFIZ^Wsads}BPHg9Rr~3Kz|v9xhpA&&dK`%=|*b73pa+0%?~nIyqc=T7j4H zT9$QPT9z;Bxp=|J;r#j2(sRK)!1E$*0r69Xb{=_1D|iJ)dD1Qb-vz>7@}O+QUC>K; z;-&6b?@+XVA?m(#A^O68x23UPq;I9a&`+c-oYAlTzZmae>D(!yHTr*k``eWgXN2;i zxA#wc@>h_LW36&lNY~+^8h@ju{moktpW^mAMEr8!f+otiS(({{Bv! zr`TxcDIjNg@6#IiDI|sr=AEwTKL1?)^e%tD{NkH%_R?i?_EGQAJW0+SEyM5BUw?XEf8;yfq^o56gX_QA7ya3P`}*taudlzp{vJ>3Z}&BpT${)>X`=6 z7(<}Im**ekd_+7i!E+PV22-Ww^AbjTZV=mlhUY0BcvR0*(3UReDIN_^J^lQ!v_De6 z|CLwX4BNKt4jt`3_WJ&HY-FEqUh|?JnZ`@ZbKJ;zG+i6E!%y+@%Wq125Z=Re8GH>7 zU%ntbea&g6+>D;I{RRuuhbzaRbg z)HUoo^v%_a!czslKmGq0e)Dh7n;Ryy^6X1Xxb3#zAx8Jk=!a7hBH#-xah0= z8R+;ME$wgF3_k_#(c*W^cAjDf?tL07zrVNj$A3T9=A+Bs4#czHxGA2efSffy#qK@d zW3Bi3=kn+1@^|gJjp6$1Zo-+08R@$M-YIz1l~)Izwa{}pw&#oT{wVAJXpz4zf8u*h z?^E@Em%n|JzanF!jkVNseEf4<`TFDQ&(YT(+Y{)Varwi3aQW-At=XS^ z{XPEH-)`Ldl>HQD<8NlYH`)sIU6OdQpE_KGo~(A5;Io^@}Cp{^j$-B={*fZ|SGl z3O_{}1L?iz_ph|-T`B2ocOT@B)h+sZKgQo^X@3jPQ$#<-1m64f`rC+4(VqJDMF0Kr zo`yjFjF$I5(BE(CwA}lIwU_ZJ)~sHSINIu`$m54Hyzcktef`(|i~Hphc>WEv|E2sW zmw(^j{OGmU-Vmlwho2(qUyKoT#T6^Ur=P%2;qM=PaBTWd*=Gv-{B!x^^4H{LvLjKp z`1+spJ==eq%*gAv%OCbdU-zFbf4ScH{wvQPUw?i5_4Rio*I&8!iRUTwe_E^?|7)=S z7sl)Yw1QPs%o);BV@|0OjBII*9J2+r0FAebiaA4CYRoBBf{`t)kz=-?7NGG~Q88yo zON}|DN-(meHFC@r)B-f#Dk|m-X{j-%R0&45lw>(i!F!)@pNNdrt~h6@Cq}y=bpW2V zdXEQ_%`re zsO2^F_6M{7=gyrQKK<;=?5Ak*{&g&Cj1R37yS$G(=S2)MD6+TR;`m|t3HjT zYM1{N>hSip-(p`$A6mcm(*JM$;*79r`GPPp&fVL7tLG_>^!}@R3f^HvIRn|#NBJ|* z@i$u97e58=eWIMRd!Kgg>X81*eQ@maZ?yb=8AB#lFh*?s$-kXA|NXtm-_lRP^_S-< z7@wkg?~~6zmp{GB-_Jf>9cJU(g$WZTV7*rTtEIIy%$hYjy#D$-KL1?)9JBuC>yPTr zsw27lb@|)7{B5@XcKyfpp05A7{_FaGZ~A|^2QTd}zW)09D{HRU=#CHlL+*V_M(G4J z|E@mTv=f&BmL{8bBcLq3Gd5D{n4C|L0hTs4n=s1KJ7XiIj>-818DME@tr1X`-WeMy zbxh7D$N)7B8Wk}-PkQ#?;Wdyw4~Pn$EpXEEC|Qp&h?+$XVVf=j~m`Im-i^DhY}7mwsYBVF+qSLi3txBSJZ=TfE3i~LMuUDJ_H zL;Xw*$GWvW)G^5IPg{V0Fgzi+tPm;M^!-#_it3&Mmcv&C;fKgB1XtX4loFYjOM zh45K%9V~Tb@yTPnbYc8tIf(Hie6&OBc-jF!#mg_}_!O1%6tsuaXFxv#eGWWNVZH~X z>SN$p2<0h#7IG#6{2!t`@ujaq@~n%G(5k+Wbe_W7Kc@b-^AvjT)3|Wk?L1Gh>xl1P z^{1*YG=0y}2l+G5@i&n6dFTI5+F`}-d|vIKybHqn?|;&-^?$6)KmDDJ`j7v9_DPmEE`O^1;qq74b{Q8<_Mg7~ zjGgtTnf<}vzrTOi|9$^MJ*q$UC)dBK`o{5~e|2{wj&_Vsku1{&SemTey#dC^w15lH zN*YS@mb28js%fGMka7i+;g}Y10UEQRG;cXejjNg_ssJfhFd2?%0T-Y#8%pz*v(&h% zX`%{{as`v&m=+19$hn&pI*L=S6Qh33M&IXluru;$52ywMDf=>wp%tkx5GQT|VVx;I>K{zW){HZHW{8|IsC`bD_+ z-uq)+L*M?BPd*#od-r4bt>LRk@6qOR|L1>y`(MYAx1Zj{QO18q$B!|N_6qSqOMHse z=BF5a^UvQu$Nun+|IM3shQ}UzQsQ&9;%+~lXPq%)X1MphRbk!QO)3|TasBuCZ*y;S zt$#lMhJXH5bfQ7hzkUAs{L5ot^yuF%e_Z|yxBlbum$I_ZIZOB``wx~ok@o*Ce}+!} z^zB1t5#6tnsXS| z(xL!c_4Z?jd>@z_-3n_RA&k-8(vD|FZq+Zso z&#aU$>hbnt|HM8yO8>JDXDq%UOgwoZ?w4r^bLO5BKKb}7d~@50ci;T|n~tk%P*vxz ztZA~2@!OAhmpR7~;=j^Q@e0mUForho0=xdK*|_)V4EPl2U%&(Vx8BpF{s;OTgeJa) zh~v43!q=c@BuF!#1X9$)I2ZI^@R52X#s%~6VVExhJiIT;+eiN$WB=QEiis(X_DYGP zE#sh<_s{XuMIFX`5%g7nx3BVNpyRJU?RVhcw*&FtFTM2gFm>uw8Mk)-oZW55dr?k; zPeJoB#rMaw?MW;aq~qj{cjm{X@h|1%e!F=09bmmDFW!lVa$0wp=KJr4s(pS#%`!&_cLzdxyP$z{P8@+>ecJyJjH06f1|Pg zb&uP){*9*b-;TMzW$Vsx;YF7O#-*4zaZ*^kcuDx`tF>Xz-oL7TD0(5~17$<8r#*q> zzmGqY`A*W0Ns?1Gt#%b+Znplki2)*~|C$T3t z$Y8Fuc;tKMxCf=5V#9Y^!@IgnQH{1>OVIGJ)x&(9#N+v{ua% z$7ek7nr6I~jpZVr@T08KCQ2D8XY|;P@UdROd;7=I|9o#PEv;h9nuEKjKl5V$W@XO;+!HIzxR4(f5#i z5Wmth5aMS@K8Wadh`tBA--*5k<%8cL`XG3R)cf>Fu%1}Aq&#zh{D%cz%POC@AN%Vl z{r}c28b@3G6eoq-Q8NGh{Zk&A4QP1BfBU{4!##K3A5K4gahNx6ez@(nJ3`yG-724b{ztv0@A}VJ zkw5&M&GbM2{g}%xe`Vf`7X8oHpOIUC>h=f957+ax~Uw`9Xxv%yYUw?i5J>K+> z?(Tnt!|~oH+NcZjbdjlGlPTK(rB-<=xCSG*mFz9ebqRz&8PixsX;qF2&f9P7v?F42 zUlQVZo9-Um`xMvzY*WU3#yY4rL++6Y_sE^)>%ZFuKg9~QpUF4E{1zDYv(j$Hyx7-r zs&+N|<~Z8pV23liobj98jj^?rhBAQVyJFPKZ~tkx6Mk<$^~*r}e=htKAAb0G*o8az zWj$;1{_T8?#_*!dx3R(Tf+wz=#IqHI z<+*7|cvaxV5w|3~cGDTaA-!>Nw~1_lt6w)Vg4;1f6BJRnj@Gy<=Q{YMYM9(-W^Muw# zKGydH@>YgzJofn0;qk|xlKZBfc=9=EV>sG>@x|A|C!c-=d2c=nmH#8v|F-^k`aefvi~i;F-{*fb`-kg4 z`Fk7Re{lasd7^f+bwC<@W>+Ne_983RCnRQkeKWV1endcym_QxN8i8$Kor)c*6(>g2Tfx2s>j1_&3 zbkXUQF6Ur@+p(h~$I*sud-1Hv;i}VThHKA^&l05Zxo*jf1YdiG;Ug~QuSvW!!!-#v zD+oX8G`iJ!?Gn(eUeK>&`7?kU!uIXorT>QEZ$JNb_Tk{QzXJVz{`_eYUzI+x-~Lwp z6i0ghT<_8tGG7+IFQn}0gZxQl`#Jsw(muaY-?ghFY~PMp*70eJ=?P((GO6e)H7PXc`bEbv#)1v zfpRt#C{ZPx7!sh=Bl9HYXy4D=0_ALCEKwz#7!sh=Bl9HYpW=UE^mn zF17H+7}%#6uf@?uUh0T>jgyV?=P@R?#p{mk#TeJ#{;~D{oTayhNi!D9xs_9Jp5jw{ zLruGc=|c7QuWKduT71fJqWWX{9^Py;wK2u>6tBGeW;!QhXJ~k~BHe?7aV2MJ?5s`9 zr*k*O*&6a`9ePej>H&^pQ}~O!b?lr@3(n(cUGYo~_@$ijdi(wA|J!iy)8^tlg^Zor z`{$VHO7^YzO*nAm?Th>w==k&Yz5mC;_~UtsjXY1m?+GB^^xh}N(f;1&pUa=X1k|>vUni$VZR0*3Uy%|nv7K6FqNMHi2nwa*6C)sG0YLRL#RwIeGuYFVWPy!QB zb{OE^@QhD!C>%Jzd!J}$Hrunw5zX6NqK+l!DK=_+PTD`jPjSZ0VeYb(@E!aPK7`+k zzk)spec-bIer|~`;Zz1Z;>*zTbE4lteHm64)8DD@f_0LIb-|yZ{*J+If6h6-hyMk? z>zvq@{F{caed~`?QeO`8@5k?(jab`LW}XgP*0?YiakSM>(G~3&jqji1M7~$xcrhIW z-@|k5C9O;LG=Pm3@w(Sxdax164)97F5nsZo4C}LUgVTPC`BQjD8QMwp4^#WvU)nFj@%!ng*owHT zB1d|8|GLk$y&nA&rmOT#{tR^ddHZII(7EmXe`1b5IZq+?KH+-;$REbhUL)}-?A|AT z|C9wj{!h&D-<$s7^55mZjscf{F8^Hq`}*hWpW1hP|J4`!m+wCZX8&>h%k{6i{?*gN zd!H`#E$Qu7`lFtS z`GW_8-uqaC#mjjL*gsaRp#6j2t+$5plV^kpQ)Y+pc$n%lE9U2D zezM_bhlx{Wg$c}0orAKZM;<8)TB-v)R&HtyA9>0)OLzj>(7d-V{b~J(eyjBVq}hmd zK3U%7+*5d-g7-d|EvxbUSH_0ec}(u=H}RRy^^7##51QRzAMW|zys0g`_UhZ=wb$PX zufFS^nhlrQ=S=SR<_ZWaIer_W3;<`j~zs@Bb5a{K@wOkh51^rR(&fh4fQ=8+Id( zw!eQL|33d+{<-{j{loPy*FRnVj(b$!e_-$C`>)C#)Apv({#Bv%!~Ws>Pv3v~{;RtG zl6#+09PNssx-k3K@W~5M#b>L3h7zj*)gp#9mqbHe*~`C)1wgg3+-inOZh@;s61k4H zyr$*fR0M!=DK58~p^{tRYLP^)qb;v#`8O2-U|fpJt!Aj?7Pwj@k?Uy7Gd+CxQ0T#V z3jIc2?R{ov%rcqhE4Y3kjyB^{!2Ypf#kJ8-5%1`MEjHcTBXO?nKAs#WoAz3}bBA~J z$Xz=vjFC;4v9WVq{06klkCVK{&mJfD@m}y_upXujc39+ zR`R)d)%)xmPQ{iC`zU=CyLRpiJ9f59x)bS+ogIN`e)bhG>CBTy%P9>0UAfGz9R_P% zyJCG>)@ZCt+qHBk+TXl+C+_tA1ZPy{$~eE~n(M+h-)z8nlHqBeziGIC|3272W&HrUw?f4@%6{;54z7AN&8DT&Qlz$9;cvXI@zxY zWUF@pMV5@I7E^NZw^AiCc1WUv*Vbyy6WQ=zE?!j704hTM7Bu;Nxq@2VV65=g$T6FX z7t9TyBIIvD8*S|~&U#M|?|sU;jC^Aw_Qb+g0sFG7?TDec6>(kfyLVN%Z21-8(&d+j z<(FO&mS2XH@bb%$$0K;dfu3lRT6UkTH5 zmYo;ty=chWzX1Qni!WXtE{XkUzhC?7GU@Zn&^LqK|2N!lv)I!2?BO@@=9`G)BEEms zdwI_j#|C-g_ejZJ3OvS$j3<7xE#t~;V5AXed8JqNXy{M!4a4YepJ!4&`*d|U<&;w} zhFZe)*WZY^E^UZSto>G*Z^hh`{yhPH|5$(jgYo;dndzw}dV++cCETi~Zyg!2^Z!k*n-V?zE8#{AQ7GkpECzNG%=@`v^v zm%qOL`1<4ezwdus|7xy(*_tV7+V75?{jdLi=t^VQ{^9T6-+y1nKjTx-4sHMS&HirO zwKP`~2_+(WG)hz|UU)kaJps{gP~=m&8qmN}BD{U+jj~Hp_Z_+a4;?%l4#1zK>uKDR z*X*WZS1#5-rJ?+7n&Xash|@hU z>*?(oeeLf?yxPw`TOCftU0VE}`G)Inf}MH0_U#z>{T6$1tiJz&{(jEEH{bYkxa5-M z64!)&+IQahNXC!PKgtQ0KiR+AD1R-E_KK@ki2ONi5$=6j%{bcdQ@H#|YuSmq{tQ(9 zRM+CsxBmL?S6#~2-?6EG`uO+pPZ{p>-{=2W+<&|LbNT1;Z*<82p6?#Q z+hkBeNltJAtfB%Tpyv6vpj2{(x72FNsZvUMf)ile1wug0^KU_^OyD-cqY6r%Ea52~L1<7YG40&%Xtwk~2Kxtm}CS>_z39c(oske#86A zsp~}hGHuWjFBy4$ui4)DBfby+F?6*5AooEjjC_aY+d<=F`A*=Ox0H8CDV;oj3mvFW zQsY5h>e%~3_~3(2!_sBvgj4388fN0o|Cuvqg_*Nvg;`8vUSZ^C&J_F%(D(>1(pkV0 zCZFLgojG&1)F&y+%$Od=Pn;+=o(bc}hv_qBgc-9~FZhO`{Uv9d5gvNv@vsN?{deM? zBhV#qPzifwEGb-*9^0q| zV;FzOd;2_3@hSWibLBk6NjOh&lf>odKwrtZq}V4X>hB-x?|-1bf9H<9;huZ%4^yU2 z#a($Pg=r_B93FV+G2G?Vnf!e||6Km`CV#n(Zov7QD{=1=?@#2tPhaCag~q4Ia@pmN zu1zP}`ZG}Zb2R<$cwc}0_m6G;%iq7hf39tLeXH7R3~#B+|6|+#yZp!4^8K&x|GAHM z`$x3zxc$fNU))a}oBdDEQ>E0cyZA(TYkj{_xUelV1)L6KK^|C`S`;a@cEZ) zA-?}HnNaM7%ubi|`_a4qb^UYf=%3wop5hqn@5$J2mqaB*)%D%8CO1>fYn<=M&+-w!3%o`n%(9Hn zy=BWz+}-st&Qr`0JK?q0T%Y1-4|V&yc6Z9Tq-=*A*!&x;{+GQ5Wxz4c|FPKqop<~p zELgBGjBjlfKSe9jg$qv$f4cjA?Z07^zhklg)1GjU*FXB)ckk&Oa{04;`@Zm(zpM|J zUvY)VpM@AppMLsP*t&Jsu*g5k+0IT~yQovhxsQIX|33asjP=*$f3z+5`low@KI;EI z|9$?S2>TD0e=h%I47mJv`A=Qg*T2G6NZHWb{^#reiM{^!r1%ttz4|Ej|GGW9VjMSO zQJtYQZ6q{eswE@`rXq?$BSXECdOnqCBs5|Ya|XaPR@*;>@zB%#6XXT&qlrF>XiHSR z3OL$ou(oC&M!e&PxM;^AP2w69e5^0~EUXUJQ+q^SAGv-0`}XboLF_EN=YKO|DQwz| zhp9X}Bu+7Lq}j7E(QEuxmMQAnxVa5wSVyc6_>H(XgRwCfkF?U(Ftkrw7HwM6=f^?+ zkM#Q=X!{(STes~JTiqMD_y3JI-wAKLfrlw#p1l6%+Y%2zaE50}UeJ{vFmcGgS>cI% zZ@evhj4SZU%Ws4SA9zIW3*-0jjN|^yvoA<|mDH})G05$|i*N23+hi~9q93gJH_-k! z{k&oBCw=Y6^M92hue|a`mU}}af8KiY zU5U-pwrvmYaxB(*(G7~c=>dIM|9$+$u^8p0&wuoX%fDgMzkUAs{2R&rpN~Hue?I=A zeFplHum8UOyZ(bQkoFftYk&0hXXw_S?*0D=2M-_0_V_wfH{v(RS5Uq9I8wC*vw{VJ zOqP|Df2#4Xja=4O!Fl_sYnlQ@XDL`9SirK9^3UNQ@hQ6hDZT@VfgEiI7Kfs=b9TuY zi^7+YWJDR8fU-mV6XLf(eXLjNF@8zmJMFUgpIT>M+viyhc{*as`iQf9M~~P?Iyz84 z@E!O!&|Z@1EXTI@M?7Vm@>$*T8&IC{1cVp#@1;KF9qRUv=l)N&X7))MFZvE7Kg93f z+RSUz(Z}CDeBb-@Q!j-1^X7*MxI<_B_|`CfLThNny*lGtnI9ioCjcfMu<*13M|ylF z;G1^dzhikxr40F5kMT~31GHY_<~Ntili zDrCse&40=$m0OT+kUPUIeaw(`r-~|a1z526545^0Eo!Nv zid+E}?EM3+E=!AAs;DAYfCYP>L5)xGQ^Pz{|6!EJ7=yCU;#edM|AMB)+8AkR4MSdZ zhYCLWBN8q9JnDLex1al7`nu>x@Bd>Tf4qm}si&R`bMaj{OpQOck?UZ4+V0S{KY8-xaMoE%!&=;xMn6TKlRp1!E~#uf ze&x?M@G;$b>uo6>&v?Y;`Q7jC4C~fya``(7*B_pZ`x1VN(@r}*Oqw+5gqA<_$+#jxgAG`joYk6fB&5}1HW|C^tpJj+n-Np!B2w$3>A#Fwh$t}-9-EnAn| zGpBrV?f`dZ5NGug*SPlOF>QQ#u6z6Ji^}8ukN)WU`1>ArrGN3|H{rnt9}O#E@1@Px zQh|T3IKq5>UrFys`9xnyzPl>CLR)zkc<&HA^S9r2N4WiVemmqoI5JF^+iQc?`IG;`OXlB0x;&)Xl){;$T-)-{>q*nAJ2U1|$9 zoke3#0B3i}MEiM~17bVQWo%s|UGDNI*ZlZhtnp|HdE)JR|J%44#PP>-_q6{qmh6@- zyO8eG6fkXw#4+8x88m@+h0R-cN4(;;ZrL3+lZHAZHNG;HGOUkvY0Q(&hM=Zf?fMAxi`q=FVB>Y&h>}#hx3yD!{L!X zkWm%+Q_8ualRsOx?G`y}_dar6_x0cPAJ_k=7Z)}!*MBQIitGQr|Kj}c{h#l@-Tt6{ zBe%a~TN1~F?|(+`{>Sw{*Z-R7zd4RJeE@y8|EtF!`Vb^3{Rt&r>s9{#{Y^CkNU&5@ zwo_6{ytiNPwPSq?j8Ac(=O>Ntz;yt2;mS7@u&t!A#dA*FTiJOhoSh&|)(_%PKHtG= z>x-o<8+oL>;?2Loa$?Ky_Pzf(j%+{g<1hCG=Z(+5F(ZF=@9qpAe(+hi;)<&f|9y4X z10S2ee_wxm{e>Lly5RbU>tC*ay8bQu7V3;qE=X$o4ogAv{fG9E@4w>OQJksp{ipB0 zMUJ@r!|gv@OXBwgZhy#q;r0jLe-DBEN&FNC;h(4&uS+|BNh#q<0m(E_fhci}X8;PS zfs)q$J*?gs8rwBY0|yW#&fB-1vVJLg$3RJ|{V(@E9r#DIjZ;1sdOh`hdEmnpd98Wz zCs42Bx9(B*?-ZMXmX&)B%5TM3mb_8sC*OqC4_;jxy?yV0AAdUMZ0_lt@cEbfW30#@ zeviI;_xEAb#_dSEAcIwR9xJ~;&jVk7eEyHU`S0W3-nq|zpZ_)%;`dCx|M2~n?>~M2 z?e+(;(YXDEb_2IRQD=1f8+?s!e~h+U=uOAD{k6O2?;4*Xo3I-oGhx>WRckh=r6Zuu zOmf9*P-n1KERA%_T3Xc6P@lJ7@6<}Zp}%TW&8Ch{S%xp^>HcRN)7gjI34e0(CqNgV zjZAzA&hD&S0eZW438;U;2)FFz^37&V2m&{B!x^ z@|Ww4uRmEX`udx6ajuuHf0({iPhJ0V{nPbt-+%c2%l4+e|HK~L_uujRNw+`fym0%A z+h3qNy8X%RZ^LMR?B4%V^iyQ}bb~#+ZvW4$$7Q^4sjikw<;_D%Ye8{S-zs8w&Fg zpX~_Ed>!7t_kSKgdY2*c7)Qx3=HpNO6*kA@3{%l(KL1?)*w}FSt2S(3e|-IQ{X^uU z>tCu*Bwg2Jq@=EYy8c<{QpLG)*FWRDasAu%Z+0V6NrTss%)C-mQ5{@OBpv+>fB>Zj0Q}{k|+l1=O zWxj;Hed&QFU1EKxB>b)M9L9kP-VY{zh`6>|oKpM#DBFyqznyY7o{h+~sN=_Vn*NF| z=rR1xG4Bfj*XAp~Yq9%G?BC$+!$;J#kG=n8j5O^VAAjN_^!b#yq{ z(FRXl%=NFze$n+$*S~%L5%(3o{}bKO_n*H1^!;};8;{!`-2Q-Z;r17|e-5Jkw|oEJ z!=a`=fSR$oX1uQYEXZ5%3#j=TC2|$KWx41|NcQxm|1M?n_UnCE}YD@cp;04Q_vM`-|IO-2Os6$?Z?WYk!hB+Bi>P|Mk`WuLkdI3zvLp5Vs1C zkXCHyl}uxy2C}pzfAT*?vyFv&!Bpz3WEu-Jkfkm8bHcaJd!M>{e#&?2n7@FwFwR-a z+Zj*6QRm0H1~~11NEdqn_s9DEUOF#L8hjv~(VmcXqbL_+omyX9FTH*5e;+6rNzpj6{{uS-du7A4z?fVa`k-q=({ipB0sUy1mLG>ekQ|k5?w?Dc4 zEzSqCLq_{$MOK)-!R?R3W`Ep|`+N>EP_q5k2m5=$9ZQuM!ZBY>tc6JJg=kzLSL0+v z{u)-{;bpPjX}IpwS$yrf(ggGoxK2` zey0|33bF{<-{7x$E-R*B{ZNYwM(~o4)?a_~>-~!}YJY z-=vGs0u#U*9$r`90jVB zXQlx$cG^FDknt)08P}xjKM*N&X7v zK}+$tg{E@R+ebeZ{U+y9(LdjN|NHo(&!2Or_FaJ3AUH-yV`}5a(unu@r+p;-nb@M)pVfxc*tJAFh9=vEloFw}1Hl zGs{Z1f4Ti{tlK}k_y2@A+Gd2;RQ?*OX3wvnE15cDBqBKyTdkC2Gk-JRNl_v*7RU%% zYzuFH!2K`hDRA$T=$KKTs_U4xt}smSk|u76eZOxHgtFI@lj{fFLri`DFLn^$e`7qvvEch}vsr2C`%jJy-+xy38kC>D|El&$-}hhLxc4dhDa^*- zX!cJS*#CQV4~TD|S8DI&SUHQ?lNu|5STB+Yl|+TTee^@Gy>kRgEXJZuiXVm_tB3bK z(H30yF_hm6iEN7U3A`e&#eS^!K4p6m=WKkq)>R%GyVbj*(%CX^Kl^dmhu;6iSmN08 z@n>_(=byc}E`M!26lrDc0Y06Z@bxFl5B67m-x1eoUw?f4NxGb`ziFPJPxAcn z^~cvAUw>WyDD;jbGpTcwkMDnV|Kj>rUO!y_O6#iIf872fveWk;A}7bl{!8wC;&}@F zU+w+%zYX^P!kArvR;-GOIYU}%%qdlZku9x}W453cpz&5wF=t3ijX9-CFtVjJa?BRg z0yN$#D&`DnsWGQi2}ZWGMvmEnT7bq|Ma7&UEj8wpD#6H>k}T&bc<+}@Z3R}v!@Q^9SN1e=cv?A?FF==#vmvvf=_a*itZ(sY)`#+B%8&^L5eEzxo zarx`(kFUS77P$VQdYJ29u7A4z?fZ`?4}JfY_YS`QOnu?|Z~YE~Yi8A_>h=e*#qj$b zx4*dkg)-CaPf2bjy+ZaJZvPxA`>)*ll#J2|X#QP&v}q?U11wE8??ymbdS`5;)G;}q zAOkFIY&Kz(rFX_gN*$B)2{ORa)LJ8;EWI-}QtFtTPmlqYHa43u%F;VyBPC<>-luq; zg7eY7Ii=1^f1c^SNOg_pw-D;@)V;Fm$l?>6B$9f(=gc|ySoubJI1F-mT3blP1f$-0AplY zzy)X}4W)U@S!!I>G*Jaexq``XObfUGjoDC|x16QMRZSCBfRrnk49B#93(%MirFqL) zYFyPcQ3Xi3g2`}93%CG{*-)CdoTbK9O%Gyx95{gZ6k-pJ@|)w6x_*fh*>3V3snE!y z^E!Q}z`T^l{ikL>kQ8_;llBqn(~vWeWn139_rH%npMRxHaQRc{*Din4TH@=EtQEfg z#_uIu|8V`w^-ozVT>s`i#`Y|}|43`5@4sZteS@ABFs+95q?$ z`;R0`eg7eI#rGe+{}6q%AN#MK9>k|ONIP{iTeaazI$%K?t!mRQbImynYiU^mRm&Yy z#MR1jr~4=QPF2qSVQtoPqUwL3&q2P& z5#2W80P7xz`v7}LtFL4H_BHB(tS83b=>lJlVFq0hZR$5ax|i_w*^l1;GPZpD`TVoF zkW!aFE`M#^vDDWeUw>WyP<_no2(Ev*{^|O+*r9#@;rlP&e@2_4@4wytko9J_zqtL$ z?QhsW^6oRYe-69-w|oCT!a>-fi-xTAEmm z0SLYK=_mcBB>EhZ4UFFtaNY{uYyg%A&F(Y=ook))!S8@Q0r$&1L&myD)BSU_y_*j@ z;jL^eC+z_yJ=N>&YabSU<^3PWm5)E4e>N{%{&>xi#EzW%!Y;rdt7GhP1_9n$r0 zwb!O`VY-9wKV;wL`!C&B`2N%P-)?_!`;W*&w?Dc4N%aG@a{_kz+o0Iry1V}o4##_+ zXrnI7(?zC&O{Q!Elv?Gf;2MnJRkNp$C{> z#M}4&_wg6!59bWlL7#snGhF_-{Pp$6*I(B^T>s));QFWQ-_Q+w{}K0Q)EB8M#mDzw zzW=nbV5#rF-TvVAmn0+I{>1gu?Qd>>RGnd@?63Rbr?B`Gb<=gl)*p%4f^FOdCV>eM zrZQ(P1HqL9t1hKSBqpwk2O||pfVYnxD0`zn{ZBtuPtQM9$1U|-=r+8cDe1lZwnX%u zh?Bh8QL8=;k|*C2Wf z^qE4pk$qsCzqTh-Ujz0+6+X3}r0?NTM)>P>%J{eab^Im{IB(zk-^X7u_c*sOcYOY# zA6)*3tabTo^Mh-TuRp&2#_=F>()ACH2iL#im~j2m_3x-dB{|7Fp04EI^ZkdM$)Vg} zzts0?u7A4z%{k-xx9i_gMyM=x{oD5+zW+*kh3`MGPWFHQ#e1I)^4_N=#_JMQ!e+^C zhEtlwU@kZkm;kFLroG`wHkzecq?(J>NaF2l-xNKRzyy>X2Dmpo<5L_82M+MwCyq0d zJ?2Nyyy>z!FA;-F_`q*^Ext#f?$0{9M5h64G~+cq^&WY&?sR_N+xPzW@t5X?+N6E{ zQC7J8F`3EK<*%!}h#P({w zD&PP5{@><@+dq8&nPr6UKiL=d`2N%PpM$&q?CIgXPZmg9P1n6!tee>XStJ!mfL7Gx zZp zG|}@+e#LLUi+akn&h`!R-41;c^keY;eb#SnNZDFDM)UTIwW4{SYkwP!>j~lb{-WQ= z`=54iAAdgoT>iNH_4UWsU)Mie|B5=2>z~jUUH`7^aeV*b`#;JB-+%i4Q`QIDUu#2ZN_eY zar>9~)8d-p_BXdb4wwD08|Nt+&DmxpSDSdYx))Gn$rv%4Yk>q7_Vr4Y$k-u?3ZBJD zOV#uWi3ThO$Ph^XL4SNs3-KmQy4^37ku?YG|^CQq3h{{3e^3;+NB{lDR? zv(5}pJo#k!@rS>LLwLCZ{r!xy-qXW-pRz6|-&l%1SIkxT!?WLk_dKcHRQwzK<|x?< zfbWduq7OZNQ@}EUi#CR)dNlMW`G(1C^YP#1?R)>H@#5pp=by_T-E%{hy8QL^$JgJe z!?^z8`j_jUqR+ej9c6;;H+=u$`!DrXRQ9{Y-j{gae{#O~{@d2rz-M8z)wbx!7PCDtNuwup4;o*lK3b);Mdswt+QTVU_^MAr~&pjJDIy=+5klrY} zBz51B`~T3v!{Gq@S*70A2y-rG{Z7BnvF|#Gk1%*TX)mz{Iv>|F`+h^~0A2hTaql4h zhq$k->5KW_;q80>`}i||pU=NS=7`L2`6FY(<*%?#Q+hkBeNltJAtfB%Tpyv6vpj2{(x72FNsZvUMf)ile1wug0^KU_^ zOyD-cqZ{(!2lk$FT6UMd6~K|2(Y!_S>*`@7}Ow z+t%>p6HkU&GiQcn%a(;NSAP}Ri&_NKJpUGyO3v_%v##eUpo55QLv;}uUyL8Yu@?7t z^g&3x?3AZp9cy+xKcTR$;na0mR&^TUs$=5#C`qo_1E{jHzqaO-sjok2&n0^=uB~wo=IbwY8R{Y?Ph9`dF@b*Z z_1D*5Uw>6rip+HVL-%l$nIffP20=4{U^&(*FRnVw)J#u z??1ZjJjF5C|IMsj`Xmw#fSJ4hAA9fNcUe(o4gWc>Gk!Dg_>KV;W=yDH1_4C`1u-C~ zIHQ5LpART1C(hP3dGJ=sgkCXoLfiHQ=gM1P#%YPA1~-G{0V#V$GU0 z@*c&$>GiLFeLC-4d}kuxay{46H~!}vX@?!2m`*tH1o=M0E!ZWGbuTJ%u>ezKvsLzU z!@V2R?YG|}|L>On_hx*XV&QI6{+@JO;crv!4#^9D2WfY(M}0P)#(U*@8hIQWQ|mRC zF)X?^<{$kZ>n}g<#^Y}sfATSM9Dm2}pYi)Q|6Uk>f5wC7%X zro#?9EM0TWwc+ktzkYrCJMFk*`tV0SoUXd+D&LJ@EbMHnT;G}=+_X7u+_Wie zdSG*U;DHD8e|f(oW8pRmw!G+)Z&IIo)T`Pi<8&O=HEzUstsk`-WxO%}=>J%M(5){-|SEOBKAZcsG0XTe0(xzNQ9b@TGUOv z{xxJCFL2wz{2MlGNI(7QPt%Kce{p)(JKvRVT({2Kq3d+&yH?z!itop#zOz3=Gv zrAsfnl=K#c?oIZ8i;THtbCUBvZAqKuoKqV0|5mwf#g@&&mE5?^vYwPDZcC}zs+{<< zwzbr4mT`o`xT05|jJ0)h_Q|!pwQkIh{*C^R^*0`WJWe5c6x_k)n)XeU*Gcgs~85m`G7ZknD>=jD<*}M2a$kWM2%* zSog}cDSrH;GtzFm@0Jcf{BSwPUp}uBrqTB?&b#0|d!OPxN55CDv3<#6b4^uY5=8Pu ziZX&^UkqX_L>eVhlo2HRVi02?(kPLlj3C(;gBS~uMu`+<1j)V_#8`+lN~9d`i4Q3zVQjS?x!2$Fp=jD<*}M2a$kWM2$oEJPY5Qj`%S`(hAdA<`(3qKqKf7lRlJkw%FWWdzB- z7{pkJG)kl>BS`keAjU$ZQ6fbdL9#CfF%}|?5-G|El6^6Vu@GsLNKreVhlo2HRVi02?(kPLlj3C(;gBS~uMu`+<1j)V_#8`+lN~9d`i4zs_(S@;R+kubl$4{_$1XQthE-#xwSUGGXa-*l7gR^8cq?zt!Z z?svaS|F+{!>HY8jK)U?$%ehg-TK%=OazKbW0OL5|j5=3fJc$k+_*|74^K&mo|Jx2s zbZ3IHD&t9X=wPhB(%#yU@%ZCjw5xBjJ97obljzXFSbt;v)kD=pFUI<7J5V1xu1rv- z8Bd}^2jlTqnpitBd4%&;PpVu@&fHuQ9Xc5OAN{uu)DA3>qNp$F7tiQ4Tx>Z$IM_gt(n@}gHIw*+_9XvADpX>#Hy`t`2?H@QqRe%wz zyG86^4Bz%W|9$suNWb~b*=esm^Ytm#UMtt9pr7@3txrGy#V^v6cYJa>=GbG?nl)=o zMJExdq=D>U4BPhIe_hFA{bMcE$8}{Y$Eybzk^K>~gE3sA|6~1OE!4GEnac6%0Y+qh z#Oz=U*I0jJ{b4QCwN{zR@#+CaWPil$U<}t-e`Eb&E!4GEnac6%0Y+qh#Oz=U*I0jJ z{b4QCwN{zR@#+CaWPil$U<}t-e`Eb&E!4GEnac6%0Y+qh#Oz=U*I0jJ{b4QCwN{zR z@#+CaWPil$U<}t-e`Eb&E!4GEnac6%0Y+qh#Oz=U*I0jJ{b4QCwN{zR@#+CaWPil$ zU<}vF*I%wEV_4wvm{%ujm}}+Hs|7f=@{(C#g?Tlyw(@!5^lAZ)O)QxOR+v{KYZ!Iq z(W?b0e(=Eu)7mv_(ti8xn+`ts;B>+H7lb)(x_Mpt+Sk99p7?|v(n%+soNmAUwv|sd z;cVxxmZDg2SG_GxIjE(pKwd4tvDKH%0xQg`k+oG!T&!L#z_Dp1v%m`TYGkbpx{Bb{ z0vua?$t0vwxGG7GFQuSV9&psNU8Ex@tW zm&^hy%&U>LRZLv0UM;|}X(hA33iE1Ytqi(~;MD>gTYbqau)@3=SzE=##p=}p9Gg}$ z3#>4&M%K!ps|a2#z_Hbr%mORStC6);OkAv9Ex@s9C9}W^^J-+R47!To)dCz_eaS4a z!n_(;TgAl1>eT`qn^rOltT3-e*20vwxGG7GFQuSV9& zpsNU8Ex@tWm&^hy%&U>LRZLv0UM;|}X(hA33iE1Ytqi(~;MD>gTYbqau)@3=SzE=# z#p=}p9Gg}$3#>4&M%K!ps|a2#z_Hbr%mORStC6);OkAv9Ex@s9C9}W^^J-+R47!To z)dCz_eaS4a!n_(;TgAl1>eT`qn^rOltT3-e*20vwxG zG7GFQuSV9&psNU8Ex@tWm&^hy%&U>LRZLv0UM;|}X(hA33iE1Ytqi(~;MD>gTYbqa zu)@3=SzE=##p=}p9Gg}$3#>4&M%K!ps|a2#z_Hbr%mOQn`-wVL2mH?kGdKmm>cV__AK{>x&vr&tUt7)?O4rw)YS;V+*p6LXSpxb9YBj?{h=Lg$7%SZ{rbD-0f(^YyEFx0Gas2VFb^RRc&wDckx_$){78qg?ks^-u=UwaiIo6-|W(suu z3MMQt#3CX^9P7`!*7b9&Kkv;H==v2*SYU`nM2a}ppLeb6=U9K!sE10mr5Q~Tu zajZY@TG!99{=7F+pzBvKVSynQ5h>zWf8MpOpJV-bZ>B)kuVBIgLo6av#IgRoYh6Fb z`t#mQfv#V{gaw9JM5Kt@()#n;Tz8bIt+Za4ukMUGts$D!ij12OnA%?E|I;7;l#V>| z$h6BY&rXNE?QL?7r<3G*6vw3f_uoG~XV+cRx4-l4bkj|@v~BmCdsdt4GOfsl>k8|; z9O~R&`d_;;_Mex;xc_T6D&p0Wai=vzlUk8+69QAC|Fs(xjsCYC=z7x-O*+<}bijHt z(HN%22{gwdoJ0wv;TR=+B=JL#-$At6z=dW z$#%-~FuecA{%Z%?JBxG1u;<->A=L20GTD( zPI<=TuYKUnJfOIFjA!gdXP<8;%H+crWB$nww0+^6@#sG-wWgD~PrjXK+gN{7P0=>C zJm-u{%O@y|ktNwqdB)?vS+hvnW^vAV^xrx#(Go1UEXj7tGu9s#Toc=7an5+Gzp?(L z0~1REWR_$*YxAR-*cAAa04M;Vi{-YDbvW6LP_ zCa);Qw8pG)Gn&}O`s3bMvug89%6g-W^=Dnmy~zz@Tw6GP|4A>#?>|})5su>zKW>_% zj7eEP~kSyaxzw^o) z>ks|N568ZFGfZfCNcw_Kwz+IG`ak+V9{=3~q<;*xOehIS>zrt>J@jld9)IKUH?cta zHPkX;$%UkKP7FWRpEPMa{&c1IQpoM-7tai%b}tD@U(m@`n5!M;v@f1v)b1rA=?gm9 z3Ujr?oc6^tjM}{FjqUwXSsi_M2^?}DE@}cc4(R@E_n>u>gtRLm&jxO(j)5$aO_HM7c|Wjmpq1Sb#+FB zOXN6H@i%O?L(@!g$z#Y?S7$`HL>}{(9$8O-V^?y!plPPKWm1N$YcJ}BkKup>`HDIG|d#3Jcev_bw-3sGvenfY5iXI({G~_M6X4jD+%9OE zDK2>o+3MwU$u7+h$sMn+; z#{AZj(3jfO8M+#lL7`rgju`#7mW004rq0mSunY?InsmhIzqKUvr8aeju7+h$sMn+; zM*poPp)a+mGjug9gF?L~9WnZEEeU<8O`V~uVHp(aHR*`ae``tTOKs{5T@A~iP_Icx zjQ(3oLSJfAXXt8J28DV}I%4$SS`zwFn>s^R!!jt;Ytj*;|JIVwm)g`Bx*C>2p4?#PYf0!!ZR!kN4a=ZVuSrLY{##2zUusil=xSI7g?ddo zV)Wly68ch`8t9Nzk0G4fOgu~3nyOstWPC@(X@I2$9`olejsB1IhsVnbV|`eS$6xKm zMDvys$MI(zf3ySR_&bij6NiqasCrl#$KTqEiH1tc>Gt?ZrgLmJ-MDH#ck?f5!1=;-Rw?RUcN{ z_VK6gN3*wfY?xJ-UN2gP|IM&DE#pcksCSL|OB4InC^OqPh-#QM6+yzhMU`1~38j=R zSzgAKFgwGz|40AlSH}{{Sbx@>@%UTn;3A78uaj~7$*t(N>VEhdgn5f9v+5GcnBSVS zWcx~ACCqkstpBn8=2yoO%6R;Z#~-Z$f&I@o{#Z}O@pt|>GJgNa5}Ez&yo6H9v~;$- z2omNks?4fOC}VzW&XVmbeU&iV;coqtlc03lej-&ekccpQ%mQS@MlLC-1mTTT$v`5) z>@f?F5gWOrq!NTTQY8b42(!m5Kt^ojl9Eag-bj@UBqGcnvj7>fkxNP{L3kroGLVQc zd&~l4#6~VDsRZGTRLMXh!t5~%kP#cXq@)srH&P`7i3qdDEI>wVFni1bWW+`;DX9eEja11%BEsx33y={Txum2Lgf~(p1BnQ; z$1FfbY~+%XN)X;il?)^z%pS7<8L^Q|N-9BkBULhxh%kH10%XKSE-9%5;f++uKqA8I zF$<6p8@Z&U5`;HWB?E~Fv&SqzMr`Dgl1dQXNR@f?F5gWOrq!NTTQY8b42(!m5Kt^ojl9Eag-bj@UBqGcn zvj7>fkxNP{L3kroGLVQcd&~l4#6~VDsRZGTRLMXh!t5~%kP#cXq@)srH&P`7i3qdD zEI>wVFni1bWW+`;DX9eEja11%BEsx3 z3y={Txum2Lgf~(p1BnQ;$1FfbY~+%XN)X;il?)^z%pS7<8L^Q|N-9BkBULhxh%kH1 z0%XKSE-9%5;f++uKqA8IF$<6p8@Z&U5`;HWB?E~Fv&SqzMr`Dgl1dQXNR@f?F5gWOrq!NTTQY8b42(!m5 zKt^ojl9Eag-bj@UBqGcnvj7>fkxNP{L3kroGLVQcd&~l4#6~VDsRZGTRLMXh!t5~% zkP#cXq@)srH&P`7i3qdDEI>wVFni1b zWW+`;DX9eEja11%BEsx33y={Txum2Lgf~(p1BnQ;$1FfbY~+%XN)X;il?)^z%pS7< z8L^Q|N-9BkBULhxh%kH10%XKSE-9%5;f++uKqA8IF$<6p8@Z&U5`;HWB?E~Fv&Sqz zMr`Dgl1dQXNRrA%H8+)Z?YVHUC(P!&Hw#*xQrDbaF2mrC4)|qUX zH}*=))Z7sOqR-ZYY?(LqO3T#T5ddO8tuxs&Z|s$psktKnM4zn(*)nhJm6oZwBLKvH zT4%Cl-qjwa^Tu9jnVLHSK=j#qkS+7Z zUTK+{I|4xLr*$S<=8e75GBtMufatUJAY0~*z0xu@cLadgPwPy!%o}^9WoqsS0MTdb zLAJ~rd!=P+?g#*}pVpadnK$-I%hcQv0HV*jamZ`ZT z07Rdy2iY=j?3I?Oxg!9?ep+X;W!~5;EmLzx0Ej+Y53*(6*efklb4LJ({j|p`~68+)Z?YVHUCv7gqNY?(LqO3T#T5dfmk)`M)BH}*=) z)Z7sOVn3}j*)nhJm6oZwBLGC7tq0jMZ|s$psktKn#C}?5vSr@bD=kxVM*xUETMx2j z-q}*8t{xv;4~5@2s5ahBSVBMMpq4ZMka6?2@`}FRL+qh!WE;d20SAZ zIE{n}!VD_s$PnR*(NzPUkqMke!USOkm2+f>aK-4V0nf+;P9tH0FoViDGDNsybk%@o zWCEv=FhQ6>UsGK81 zgeyi@4R}T-a2g2{gc(%Mks-nrqpJoyBNI4{gbBh7D(A=$;fm2!1D=ryoJPU~VFs0R zWQcIZ=&AwF$OKL!VS+G&$~iJbxMFnGfM;X^r;#v0m_g+n86sRUx@y2PGJ(@bm>|rc za*hlUt{7c4;2D{~X(UV#W>7gth6q=Tt{U)+OyD#UCI~aAoFhYoD@Iohct$308VM7G z8C1@ZA;J}-s|GwH6F7~83Bn92=g1J@iqTaAo{}*8t{xv;4~5@2s5ahBSVBMMpq4ZMka6?2@`}FRL+qh!WE;d20SAZ zIE{n}!VD_s$PnR*(NzPUkqMke!USOkm2+f>aK-4V0nf+;P9tH0FoViDGDNsybk%@o zWCEv=FhQ6>}D8U&i`FCv1gC;<*9O z;sT;<+5r}k3IvYzhrW#UhfdfEk;HQYp2Y=3*|Y;JA{7W6>koYy>kpl<6(Wh}20V)k zh_Y!1SVSriIMyHfGS(kDVJk!u&kcAM7Z7FB4zP$+AaJZd^ku9+bi!7MB%T}aEG{6* zrX64rsX*XZf9T8qe*I}@F`9MR69+~wwSg0F3m|$83{FH4WKSGK^F#(G=0$WX3{FH4 zWKSGK^F#(G=0$WX3{FH4WKSGK^F#(G=0$WX3{FH4WKSGK^F#(G=0$WX3{FH4WKSGK z^F#(G=0$WX3{FH4WKSGK^F#(G=0$WX3{FH4WKSGK^F#(G=0$WX3{FH4WKSGK^F#(G z=0$WX3{FH4WKSGK^F#(G=0$WX3{FH4WKSGKvt;+*e}B69=3COW*IbisyY2RL{{tJ% zgLye_+_*7af87n~jyvw?#sLv#^27mbvk^|7H<)1vWKDwXiGymKL2!=wbA!+aZx(e!IY`Xvc zjcLo4EzKWz{Q#&p#S;g8LBqg_`4Qa)gA)-1*%JrRJdwePc@fN~Bz(`~5Zdzy0 z^X>OswND}pk9iT@41*I91lbb@(L9mCiFpy-3WF071lbb@(L9mCiFpy-3WF071lbb@ z(L9mCiFpy-3WF071lbb@(L9mCiFpy-3WF071lbb@(L9mCiFpy-3WF071lbb@(L9mC ziFpy-3WF071lbb@(Oj~uMo-|n8!WU*i)Klt_R^4S zD$^HcEjj`>`rkKgNv8JFkZdZ`7iKLw0{3_9zrJ3x?#3I_Ip>^{zWTMVrO$otv+0}P z{AN1uyz|mcH{X=DY~CDpXw!q6?C+hgeB~?Y_rL#r-f!8NxObtXXwmU-*?+sGf5-km z66W8!Wouf0_uck7&Xs@ubGquPtJ1Bv-kS6^!rSk-JzemJKcugI^(*Ow6HiQE{>oR= zZ_fTrxSeEQIb{wsa>!yis3opf^g+0TEL)~sDC@0V`K_HB6o?S7Pv zMeKYNvlbnJ+n)Dd_Wgc&-(24Vz4(%g)6Mdlv;OFN5qhlo{qN36|MNfplTJM0gmi-Z z|Iv?slrFmHLi_!uKI@}wVs}-kKcUx!4&3(Kf9=OMzW+b_>Ce(>UpOtDfByOD?)B^C z@0$2GbGWa^{cjxzJ=w&yi(p%zdT)c{dMUc z`McVVMe_IZS!bPGugh`hqIBn7cgcJ1&1ZWToWChsBCUICNH&$} z%d!?7fgAUK-?Sx}+Dk*S(Z7S%%duzenl~=*U^&M*sV!Ey>hg8j?+A z`ogS5N8tW${pZ_Cx6h#iGjfKTY#a+bWLMRRM9?4(9dsj&`E%>6L$OWNQ-w>4_gyfZM#it-lB5HRV5Fb!B?%Ti+^cU;L8& zy>rK%cczbg_#^4ryF9zDA6Y|>e)OZ$OJBOTyyo*IUu#PP>aIfvWBok>*57-MIx0Qp zU;ba(W6wS8GZ^}MVf~@|+M$DS|33om|9W3fA-b;}ItcgwRdO8C_tE#=ci;5F7wwkb zeZ;%duYUbY`99Ze_V@BLp79KOZuY20{X_c4fBc8^vX{Lq{p8G_be|=Qw}R$!=pf9m z$@X^qw|%xQK?@9W-i2e54FTM6Pud&bR=yxgJ|Nal8y0O5(p4P5i>z`H4?^9fu z_IUA&?QmYtciX1dAU7*(${z1@|L%x17CGu+HLpU({Ud=&OYPwsn2{m9enV? z>G{upzPu*%MLS<99Ug#jJOMBeh9WAVGqL?YhbtIsyF71IA z>!i93)zpnlF?NH4tS;?w^TTHUk2>rZpAiZd}7o`JU^{Vut z|N4-9j!fT6)xVeYyUE9V;?x}UE1U3ht1<3x5#ey#EoZ)G3si}>e8OxeW#p%`R70XdD>gvw>tQs*W2GU zpOy0>eBc8gNY8uj^U`Zy_qz0HdERx}X{V(R{?~um=g3|p?}Ht3$QzRW{=08O`Ce() z(K^=@YHzLO6E~hI#{HOCUD{KtTDRpB#Y{1-BLQV~X%D<({kPq+e4=?wF|M5i%IeY{ zcpo|apWk1+he!^G4r)UT&G9NiL(HWy%N&%fk;9<_E)YD&s|^}rE{$2{pk$344jpiT z;5lAx&=7NJ%rXZhYvgd~fC~iA@oIyHm`h`pIVf2pheHQkAb5^f8#KgR8netn$r?Ev zI^Y7qbG&{>eUp5~^zL-GeD+;md%jz~E2>e?#e!VFKbraMTW>z~%lAt4{3|}ZgB8zT zi(_rfc)0QS%e|ovIds4cTk`&2wEucu-9z7WXnMmN-;hrG{AuaBYp;`YW!#o7mA_rS z^rbJ`YlhE$_Os=A{72Fya!v$YC->cVzkHwKLis+$i{<&dzD}q=xXp->%^7dU{hvEU z{c`Al8zy*;R~t0MTpF{?LCG3996I0v!PEQ|S6q?a@s794^Q!&R$3OnD^n)M#(B6+Y z_~1kAdDPx}zbt)3o>S>(cW#k$rs{iM-}uJY(}Aykjl5s+`gFnh7vLt9`KITYn?DxE z+L)E$EsXV-dqW*^=ztq0c#c;aG{jsQv&=!s+SYX3amS@ypR;S);R#Pn&v^PX(%$xc zoL8n-zH{%_iScX=;NK5wY}M?P{)85A=iVium0@wordfA5O7 z&VfrA%<-y1LtL)nuh;*3@4YuY?|IKn$IAD!^!hjW`Ot^t^<-HiAN=44?L2gPZg2gL zg&u>>Ip??O&^P}_dfn?@o4)qduQfL|?gPfF`&gNZP=nYES&aq#_4Yr`H0I}4$8JO= zYg^NgfBfV0%KcxN{zKNo&wuuFxi;6W>4FQ+PkZh4l5~)~N1^9eS+i!XT#M^=JBQ(A zmt8LB&^S?E`+048!yDdc-x;iHBhDDJ>G_>?vjdkhnB!H2hPYhCSbw=w)Gvn)auazn^~clQZS- z>5r$^$mhrOHD&!>^}`?iP_D0ZgIy2hGP%~$d*6Gsedgz+lTIvy*YT8yS+Q6c>#yy9 zZPr}Z=6LRO^u+9M*MEI(e)N0an_m0c*U0A%zbenwFR|+>T`cjlpZ%P?mvwmhtQ?DO zlyf~@dg-O|JMTy7sQ0{Ae#h;ZKKjv*+I1|p<^8WKJ$5{1f4lxa66fC{=aSRc2KD*+ zpZ;`VI``b)r{DelcM{K&{7=T~H3RcG4$*1E-0PT){?`sn9Dh~xhB>Gu4T=toS4=^a zq~u!zuil36)Il?AO`~JXANtWICEwor|Chh4ljqxCm)8fsDxbB`|6idfSbldI|26RN z<#_!KH~0b!EtYj0@-`X$x4vzw>rb!!_re#xFnvfqBY5$}7w3H`D?!ig{UiCi_?2=F zpIvs@)jm^r)seW9H1Nxw&Wo19-ocj=eE z{AGIblb>wY>RNlv+S-t^zxq1RM?UpJk6f+O>DT z`>6CP`QE6$zx9h>{6ap*{C;~ceUCj}EXSck?K41nZGp=!zf`X6c9Z=L-Cp+%_rvHv zI-zm<`TI}5dwl4jhst{qKk^2wUArcIz2*-_s<*N_(pl3 z>^;tB5LZ!M#0}q6X&N2dPyf-1ZE^p9{`0fa9((L5zpp-*-*cdQQLhzv)R9M}|NPJY zO!wWtL4H?lwbzz^C*Q$2?6AY^^M-o;K>Tcr`#*mF;@(4y_hMZR4G%j-Jr9_^E~M8U z)z1?iC!ak$>Ztdmx4-@E>9DsRCZ9=sha7K?Odpr?Bk1djXaDxM@^|+Q@>%K4G)gm% zrw+&)VRURS$Dg^qZuXyB6-!)cY2-Qb)=LDymAN`=MeH^lOI&Vg)zO9a4`xjJh_ z>^2-rTyAOPIr7#^1i+QKI%`GjHXKV_ZfWE>^43cPz?Hc=Yenof97|koY2-Qb)=LDy zmAN`=MeH^lOI&VgtCfOJ?Tm5|NEzZmh)ErWBTWR{^#`A$38YaPR_&pxW_%t z|3B99#~c6H$1AV+ap|W&`>D^<++^o59|+_*@)iz_aAmIUbw%tp97|koY2-Qb)=LDy zmAN`=MeH^lOI&Vg)zO9a4`xjJh_>^2-rTyAOPIr7#^1i+QKI%`HZ-0+w5%x69` zeO#_jarM<#!{h_pCD&;CwR|4z1@ir3{f_Zxm>r<%G{VA{ivPbZW)H95n3AgFJ*l^>4`hocPMULcav4=XDsfN z^Ly*}CG@jAf0oyB^ar!*_jtbboo}b7$m=|3oNoG3I%`GMTTm=|);FA)G&=IX2!vDeRBYwvBXmGkxJ^Kkw7kN@}&d2aPK`)nZw z!K`{6_H*QU`T+;L%D!&_-694KWV(|#%gA%vsT1z z!x*>`S{gae46c?&rp{VX^%fLMTyAOPIr7#^1i+QKI%`FG-J2J@@CEYu<)7H^EG^N` z!0YcO{Vv5#>(*H@kEGY!{;a$v^u!%@NS9uAna{%>%$OrGIO_bY8-}G3S{iwdyyZf; zGFNA@#Q3(#UhOtF_4EDxu9*CYp4W)JV)Nbp%Jdk)mbZIx8Ydg za!Vu6k+)tV0Itl{Su0|<;aK8wOC!&bw_YLuuFTb0D}wvA^7)K+%I7sMlIK?V(eDbL z_W94JfB*M?PiM&S=?*!+4}SFZ#0%wf&3azU!`}K9qvLE!MW)VL5ytZvOJ-@uN^Ug-Przm@No z`VR(nB7>Gjo+EF$5H5^?{I9$J=rcyIw;(cg){3gPpjhH^OC!&bw_YLuuFTb0D`L0d zSmJU^BhQhyULpXl%+*;dVz)lex?8>@q1Tptg?yJ?*TxP{c!IsQ_@pO4$#UiNwZdPMxK+<@#qlQlcrA@QN8WnLHZgyBx+3=!_9)(L z-ZR5wv-`IWz&oA?3EoC7X)Pyn2Qy(?(#HJKjM~7a!KyXXL|V(q+`&xPmb7iH|N1$w z?|=XM_ImOY8@%GHIdeGGIuZ&wk2&_>;J^=Q~PMgI+zLDlJ-#T|4r*|OfTE}Wp)jU z-~9S)+6}oeatG?~t-J2L%RYOm*N)tM_ub@rrN_znP=9alQ!I5I?Q#F-c0SU7|LEs( z^m`Hdxn#T_p?ki0^Van9pZ~(H?WXT-*-u&HYu2nupOEk3yim@SpwH+3UhCf;XL7^F z{AfbHo2(=C0SvN4JvKDdL|V(q+`&vdu<5~c`)zlm3op9RKC83OJ}*memCqOI+PYuP zGpENPy}s?vJ3qs|e|(Revv9ee)y!|Vf^OSGz5io=xi=T={{}nnlUzqhu8V!a1s9}E zn>N|fIOdpRWi1^w`56p-{pWPKHqNW$Ty>xP#3#q&Upuy7|E<{*n{DOs_k-{Mz|QOa zj<>%vty#Oq_T<6~|CA1r?*Zy{1}?hrqGs>5rn7!=R(i9%54PKGyQQn;^Qu!n+sgjy zZMVCAJH7w^8vC!GFV*V^Tqf^X>H8G=`)b36`{gq|H{11Z^mERK$alM*`<&;>YdcSp z_b&cDJxkt`-%Y-6`u4ZIJ#BnIj#;Ds^e~cU)CUmp<=zUtYUGmEax!-?6SgJI?u zGl3X`w~-f||E+I1EFJQOL(;du{cRaR=h&Jqzx?v_zN6n~uM3`d;z{X-8?G-}vg;rJ z@P|K?b49)0{$^@#MZNiSV>_4$+meR)ZOp(cBSgowv)j!tZ0~@OeX&|M|*4C%vx8s}6isy6x6m{hI4nuhH+ce>y$==}))MY{W5F zH-Ee}Im7&q^yj}*`>x!!xc@iZe3QLL@m#si`u_4=V|{%`&xNVy+PM1aHF7SowGyvN zmt1^_J#YW)XFr=>C-1L5;~CGeb75Ym*M}=V+v5J?wm)>opE_ee&Eq>h;L9Vb^XLfl zXmi~`8HVyODJ7kSi7~%*gInUQ8~yjT^dLPbuk+k?>n--(bv<{to*(tgU;c7hvv!T0 zKUa?**IjqLTz}x&93|IlPU`ubHR`pIeU1D0-u$X5<+_8h{;d_%4{jaf&ceh)|MFshndfh>zi!OP#J0Kq?%i;&T`T)p&)nIr zJ*ww2(DSYwc;JC)ub1p4$EJ7McK|oZ-$?h}yFt!P_hlYa2M@26k==GW1Mn=^kx*-~l@q%X#OWpME6Q?mFd^Q`3LRwQS!i$0>d9;%Hf44~S>{{j=@f z|9_3g|LLcHA-!6zMWNT^(rX}}bn;2*ZSwcAK9_%)T(e8Bk^D6|r}LG6zEZAHalIXj z^jw&F{ff_@`gvPFSa-9L4>x9FV*Bp@w*2@zPp%nokX*k+uNkSILA~gri|kqySN!>k zbc|fLOFy@I_~A#Sjq;fvy{5qV=bxWG@rh5!XXf{_@8jtEVcYWl|1}i7=RR-I5YA@Q4_x z#;maJ*a6%`7|gkDNeLNvM2u8pR#64%Oq&!D|wOnKCz4BT3JM428@aasB z9Vn|mL>SDuZb=Clctjl~{$z!9#|}_Igu$HamXwfzN5n`qW`%Xf4&WxjV9s?*O31(? zVx$_g!n$Jza1&uL=ei{&WZ)4oQjJ+*-LZfNHf~H8{P7Rz2st;;%U`~aox}25a-Qbf z<@@NERsH(^$}6w5@8;~a=N|U`zkmLxe@dVHbh$o7ov=Z9w!F=fV+SZ9!eGvIOG?PV zBVwc)v%GVq8Psm83Z?$`m`L>SDu zZb=E5@_K%!pUZb5^g0y#?e_{h{^;ijx9Zi7=RR-I5YA@Q4_x#;maJ*a6%`7|gkD zNeLNvM2u8pR#M&UH&l$iO3(fhc5!b;k~1C&FOPbxTUfz$0R$8neQ>V+U{(VKC>qB_(9w5iwGY zSz+C=1GtGWm~-8d5;E|J7^%jru^^3lxS*`C?$`l}h%lIQ-I5YA z@Q4_x#;maJ*a6%`7|gkDNeLNvM2u8pR#i7=RR-I5YA@Q4_x#;maJ*a6%` z7|gkDNeLNvM2u8pR#; zm!2Ey{qH;4{vLYEf6Di{cHcdH=tCb$f0FA3PXDZY{;-!;R%_!;tr-wve;cyGx?=~Z zBEn$KbxTUfz$0R$8neQ>V+U{(VKC>qB_(9w5iwGYSz+C=1GtGWm~-8d5;E}l98O=c z>#gr6?>*>y694_*|1Hg) z&%th&^Kpb(Y~Vb)ZZVI*kby_cI&ZVWx?>0M6Japtx+NuK;1MxWjagycu>-h?Fqm`Q zk`glTh#0BHtg!Cb0o+6w%(-q!2^n}qj8tP*Sa<9I?ydGd!&BrOb00hIWAb{>pG{C( zwAM_~wes0#{rg+b*?YzrKfz!nW^b*av6wVB5e9RvTT(&>9=IFOxaQ5@VnyKQ#US(;xq2*WS|Wk=`KJ$KIshDdwNC{=6Hw=b8hN>mBa} z#bPi2zgFaj-7q1~l_e%>!#+>q-VT31%Aeb1%`AzK5<qU&g=dWYbK^!@7R~XXS)@M1$5@Q(iqdjQi3LpRa9h_^{UMrsmJ64{v?H7 z4#g$LK$GA$!%tGBXz*=kem%C_e*10d(n~M3Ym1)th11dp zpPm22$3LF*_t$a99apY_EIYrA?|;72%1*@4@7q}azQ%F4>$&BwxZ(<16Z^~SH_v&_ zbL{V%r#1j`WnjCwcD(5!XIqmZ7UF7o|`^vd5KPKM`l-CAr0E`kF54KxdqyJt1 zyB@*eO)SJ@4zk1;9+LI1>p{PdtmjH@;!lHqqy4`u^y<<-IRmW8ac< zjOpJ+Ten~zrp70(wUzm^qlhs~>_Z*Ikpr4bVareEAWMv4Vhs36s#LrIEkBuqEHMU} zqzwHxxc~FWabn!6zK5<I@ z=b=N5&*A`MRKk&ie*D0+KFdLt7=zy)ALn7z|Eb&LoPcJ}SaJ+cb-U!iJk?luBB&=` zBmfRX)_|*45i~?oI+=(uKUx(cI)oU+l2omt)@Mp56Y+QG|AP;1viB$SdZV|>chdED zQ~QHkh}i0ySFNJfXG$j%@pssNzUBO$Am4V}LPXYpt5y*-L{mDMh;3y5^|SAGUJUu0 zt_P>v!(anf1jKytlWlX{`Kqcw)14%F4qIp&lc*n0Ox+H zQc>$QrIU%686OVBc3jP?R#EFSrIU#m^S3Rt934WOGO4ETp>EprKsxKJU)c8p^)t`< z9rb*k!iU%TulqoIHSYh~7DDI{B1sObR*{PZm;zaPt?yTCmg9=-(_zH<*^N8g5DVBcbWX-{`amhK!*@n1Fl*{&=5`OWFl74 zfBl`MYi7Ni7vn0q=EN`LnDf2weNV2<^$mGF=UeH_Gk+@QWxm*7@7c0-%fssTFM7hi zxyIkWv=(ZE{CE4bnvGSfh=wp|ifnYf=-SBVyQFK0u44U7j$LPI<*IZykBBk0}~S*?;@}CBM7$ch*MvpRaYYS#GBun;uM;%lqtSo_VId9{9&U{W0CO ze!ZQCCEl*Z=jU61;*pyBtVwL;P)$^Q+WT8=S94ywUQz2brIU#m_kY_m%h4gkDO1%dYJH}3 zG7+on{~!PO$F#?b_ptX!&yn{(^AC;J+yGVdbJ2PpOubf@UTZQORaZGb4_{}kh;_xL zbTSbS^ZDETv7B!HWbQ?+F?8Nt9gwnehQCfSq8+x)y{Z>_#?2LoY0SSwr&_7ay_3Dr zGj6UxOb?g->)$zd%V(80$$J+1`^kRVooI94lV0cGXd+dF9yq7w)kQ(lhvj1VXW_PL=dM1pN6EQs! zj=y@H9DNN(->=YXE9tdIZm zMTlI78Ge2z;+uX}~p=aD&ftbenTcT5~)aKsFUg#M&S0JXpb^rDA8F$Kg!}PeM z?}_PqrT+5}%2JOM>tqvX%>Tdc|GITI$@P;?NiW*%MRv}EPs??*eP2-HiFY71SPWmHmil zy5}JSTO-LC5}_`n7IicF@2#NrXshf;MAJPF8Q2<0&X5RoA+@NR(SL6RwMScJKO&m$ zdC0)lNOFcms0*n@-HiTwE2ur%D*F-9bk9QuwnmaOBtl(CE$U|U-&;ZL(N@`yh^BiU zGO#t0oFNhFLTXVrqyOFtYLB+cend3g^N@k9k>m`CP#02*x*7fVR#1DiRrVvI>7IuS zY>gymNQAnOTGY+xzqf+gqph+Z5l#0zWMFF~IYT1Uh18;MM*qDP)E;e>{fKC~=OF`I zBgq*Op)RBrbu;?!t)TX3tL#Ta(>)Iv*cwUBkO*}lwWyoXe{Th~M_Xk-BAV`b$iUV} za)v~x3#mojjQ)Eos6E;$`w`J}&qD^bMv^lmLS0BL>SpxcTS4v7R@sk;rh6VTur-pL zArb0AYEd_%|K18}kG9HwL^R#=kb$j{W7gCG58U6QGPD(9+Y0b@4j~3r8m9lP3bLfeM@@lVTYx+zD3SSC*Ny-&8uHy*I|G4 zYYt5BJ^E<*Ud4rW-N0`2Rm_juiyM{4YDPqAQ8(N8{g3^@PTL+)!uQ^Umz}G^7z>e# zBSjfOvM&ZP79x!jDar_veKCl!5NVW1QAUvLi$RQqNTWoGGJ<4Z3}P%q8YNPc5hVL! z5Mv?ID3PL!AlVm#7z>d`i4Q3zVQjS?x!2$Fp=jD<*}M2a$kWM2$oEJPY5Qj`%S`(hAdA<`(3qKqKf7lRlJkw%FWWdzB-7{pkJ zG)kl>BS`keAjU$ZQ6fbdL9#CfF%}|?5-G|El6^6Vu@GsLNKreVhlo2HRVi02?(kPLlj3C(;gBS~uMu`+<1j)V_#8`+lN~9d`i4Q3zV#j?BO_L*zI3gYRs#m3b_Sq-B=jD<*}L@H+0Ho;F&<~N>1hYtK*j>ZAuc>HlM{9)%{LY<(@Zaj$&9gOui)?ZyJ6TK)Dg}Qc}oS;lIoFTSmmUD{TW9Q$kw`d%HxEFpOJD5`CyC6gp?5bD; zMs#xr*ufaaG5_d4*247T7pn$Q-N1--gch-bF??hFjrE7MP}fyuD#xn_7?J%Evx6~Q zWBrZwhqX}GT4gH7s|Og7{SmW+FzD#xn_7?J%Evx6~QWBrZwhqX}G zT4gH7s|Og7{SmW+FzD#xn_7?J%Evx6~QWBrZwhqX}GT4gH7s|Og7 z{SmW+FzD#xn_7?J%Evx6~QWBrZwhqX}GT4gH7s|Og7{SmW+Fz5U0CG4h;@;ad6pxuT3= zfyZNBovdN5l}E1@;MmGbW`Pyv)yUe)=Y`X&1voabWENOqUX83_)RjlC7U0;*OJ;!; z=GDmB%IAgCs|7eVv1ArlVP1`_VbqmJuNL6g%1dT}73S5*+REpJ)2jtIHnC(DSYcj` ztYOrZN3Ry(*vd<0ffeS}$lA*1h107AI5x3l7Fc0kjjUnRl}E1@;MmGbW`Pyv)yUe) z=Y`X&1voabWENOqUX83_)RjlC7U0;*OJ;!;=GDmB%IAgCs|7eVv1ArlVP1`_VbqmJ zuNL6g%1dT}73S5*+REpJ)2jtIHnC(DSYcj`tYOrZN3Ry(*vd<0ffeS}$lA*1h107A zI5x3l7Fc0kjjUnRl}E1@;MmGbW`Pyv)yUe)=Y`X&1voabWENOqUX83_)RjlC7U0;* zOJ;!;=GDmB%IAgCs|7eVv1ArlVP1`_VbqmJuNL6g%1dT}73S5*+REpJ)2jtIHnC(D zSYcj`tYOrZN3Ry(*vd<0ffeS}$lA*1h107AI5x3l7Fc0kjjUnRl}E1@;MmGbW`Pyv z)yUe)=Y`X&1voabWENOqUX83_)RjlC7U0;*OJ;!;=GDmB%IAgCs|7eVv1ArlVP1`_ zVbqmJuNL6g%1dT}73S5*+REpJ)2jtIHnC(DSYcj`tYOrZN3Ry(*vd<0ffeS}$lA*1 zh107AI5x3l7Fc0kjjUnRl}E1@;MmGbW`Pyv)yUe)=Y`X&1voabWENOqUX83_)RjlC z7U0;*OJ;!;=GDmB%IAgCs|7eVv1ArlVP1`_VbqmJuNL6g%1dT}73S5*+REpJ)2jtI zHnC(DSYcj`tYOrZN3Ry(*vd<0ffeS}$lA*1h107AI5x3l7Fc0kjjUnRl}E1@;MmGb zW`Pyv)yUe)=Y`X&1voabWENOqUX83_)RjlC7U0;*OJ;!;=GDmB%IAgCs|7eVv1Arl zVP1`_VbqmJuNL6g%1dT}73S5*+REpJ)2jtIHnC(DSYcj`Ip4hb!L)w;di#I3#k)(6 zDB9gw&oT3NiC6ub9@zB1njibK+UR>Gz_ATdG7GFQuSV8ZJ3Cd&FmWWFhZV;Ce4Q!; zbNzdOqyk!$_e;9rd#1H?4k4Hu^Vg2$zEF1nEsp-99c{;I-lMKY2=5Dy*#&pUlr=*ilJ~^Ev|4%vPB*U7Ye3JY>rNom@ zGTnI9^uKu5$oZg_`r*0E*UZ1&t^d-jZZ&fwCK}rLg9lwk^hq*s+JUTrip@0U4;^ij zu3y1`ULqC|DI)c}8*lVKbhJ&negy*>j5zvl9Y8w}$NKYC)2*lR`19UOfv#V{gaw9J zM5Ksg{dw2Aevb9$y_o`Czk&%146%qv5y$%Tu66w!>(6^L1-gC(6BZa^5s@N}_2*sd z`Z?C0_ht%o{R$>5FvKDvMI7tTyVmt{tUvF~6zKXDOjuxuMMR1?)}ME+>*rX1-kT}V z^(&aLzz~aw6mhIS?^@T-vHrX_Q=sctFkyiq77;1pSbyHNuAj@SzjMz!H|@OhGt$5O z%fF;YKl;(>F^_pn+HuDn(@s0>B>#6z|F+Y=S&! zcB7V=zw`T^D8N{VMMR3|KCN&vn;&lTH#d*>(lFiL32SLU?aUl8RcqXYz|__;|6EI* zSHL|pp&^>IS|$XhM*nL!Dzf&4O{Xq5s^6{tVeERjTf0g#wV~@1M4m+fMUjFiQ z>ZzxuFP!#;bov)hPp5z3^z=oIr|bVOrY~3&&En~4?b@~D@vp0JVqr4H$3I)NwqZv* zNUKfHfr+zQwi9LH!rgW9i2=EoaVeUhFkzNtJLRGGKEm{!nTr{Z`K<#JEkVPxB-<&^ z=zm;xp0&;5obgzHWBo}7CYA)qEXj7tGai5bh>M_Y7Uzsh)dYoxXGykGp3(oo zan5-3-#ReS5-hkZ$#%*!)}ODq2-;?G&Umc9vHqk36H5YQmSj8S8IQmCu=A{K7Uzsh z!32edXGykGp3#5rcm!>;IA=WiZylIu2^L(IWIN><>n|=l&)Q~j&Umc9vHqk36H5YQ zmSj8S8IM1I#6{3Hi*v@MYJx(;vn1Oo&m*A!n>TMxcinkcI^&Ep(t!sanD*X#@ARe9 zzm(Qqvo@_;w=Uf%|JSX%F|E6CUApNe#rprIbdzc~-k9#+cz zH`)*CiNTyVN^y~w>-b)E$c7FwgiW1KXB zWBqa8npI{})*EH4KU+q*H+e-drZr}bo6*Ml8;`$mY_i2t7mqEQymlI8JpQapxi`6C zjB5+W@n3oo))@81B<@?Y%1p|7qm1=uZOpyN9c4^Cw#Ln9qyOXhA0C^wSnA@jWs}!V zqm0L&bt(5IH;i#@;W++FFTxt5-k8LFYgU;_S#OlF{;Z9;H@TyXsmIp18Ey1`9RI^( z(-uozJhp7|+G&*W__HqM-sFZct}PtLf9XY7W7HdyxNprWGb!thlD0@=*WYz#I_ad7 z(raGxn)J?hygl7=%Pnd1md(usf1CO1t-^GfLFUnJ_>5*ZjWsiSX?~Dpy-^HX$Ledv>vK8iPhdJ$wXBf46Nl5yFPPW2a?J%c(@eHGOF9}Is z(8*Sqs~zUFFP>r4?j<4V3p&{fbG5^q_Qf-d+Px$seL*K%VXk(V)4q6yQM;Ffq%Y`X zE6mjnbJ`crFlzUbkn{zeY=ybnVNUzv8Ak115|X~4ldUjUJIrZcJj1BnOG45Ybg~uZ zYKJ-Pi)R?Mdr3(8f=;%=TGnQ<5lFwRG{dr3(8nohRD zTzwOmWF$$W~WpM7TsA^Oqi3Pk>`ra=V~u zrnuxWWUH$)B3vTJnTo$*vmKgdic20twz@ha!X@&Uzx2p@0vx-N+XYQC#U+m+TV0(I z;SxE{RQwH_?a(w+T=E#Q)zujhE|JIlrAO8i;MkSiE@+x5E_n>u>gtRLm&kFZ;&0e& zho+h0lE;v(uFi;Xi9F^nJ+htv$FAgdLDNie$z#Y?S7$`HM2<5Rf5T=wG|d#3Jcev_ zbw-3so+3MNxa2WptE)32Tq4JrioapA z9hzo}OCCeEx;i7mCGwcR^vHSw9J`X+1x+)>C66InU7Zo(5;@LP{0*D!&@@wA@))w! z)fo{kk;nX{N7fVI*p=KaXqqW5c?{X=>Wm1N$Z@9PZ`f>yrkUcB$B?bA&WLb{{I{Hc zi+q1Vzen+h3;tkn(4-7EwIuYVHg$%shGkHw*Q6sx|E(pVFSV&NbTur4LcJy(G5T*U34N(e zouR8?85HU@>4?#PYf0!!ZR!kN4a=ZVuSrLY{##2zUusil=xSI7g?ddoV)Wly68ch` zIzv~(GAPt*(h;No){@Yd+SD1k8kRw!UXzX({kN8czSO49(ABUE3iXeW^{Ip{rpT6zVnUh|zy*N$5*$ z>I_{C%b-xNNk@$STT4P;YEx(EYFGw^dQCcF^xs+%`cj)ZLs!ExDAa4x5u^XslF*mh z)ET-O1Z{rs!L(t+hV-DscpmkMc839TV%xyi;b-V-SO$f9O*y8pv%Z+0B#_7cxh zwx-I`>W}Yeb>3?1BtN&whvZciF_|FX+$DeWhnRw_dMb(GZ zIR4aLOmu81aU6ff@kcu_j=$shJ8|e(imHc|ar~{lnCRG2;yC{1hK=LTIQ~pLbe5v( z!)hFVYA+@_wv;%IKjZkL9T>;oar~V)bSy>H!^$}R)?Q3>Y$@?!aQvOUd3M`o)ukUV zT894L2l$NDP^DKC|FJG->hIM!e7LEAXX zOZUd(Z#@1c*M~la@F1Etlod2DE?HixCCrX9=GQx6y1z>*Mby&S@*+r>x2Q6!E}@M1 ztvO4!uk=;IY=_7CAM0;^bu6Kb$KQDT{r~K}1-M<+)ir!>40lS67HX72vEUvdN`i*q z5<*Akp-)zOa9eE1`-iwiz+}yEXhUcR0rWrsUic32(v{M zAS0IKB6X^R@TOFefkcGaq6&}^OLCDq)j@bus>nbh!fa6m$cQDmNS*2+yeU;=AQ54< zr~+ifl3b)tbr9Z^Dl(9WFk4gsGGa+CQl~lyZ%P#zNJN+|ssI_WBp0bu9fUWfiVP$o z%obIEj98M3)Ts`_n^Hvv5)o#LDnLdo$wlf^2jNYrA_IvCvqcpkBbMYMb*h8#rc{xE zM1sSd)M zQbh(55oU`jKt?RdMe0-s;Z3O`1BnQ;MHL_;mgFLJs)O*RRFQ#1gxR7BkP%CAkvi2u zcvGs#KqA6yQ3c3|CAmnQ>L9!+Rb(I$VYa9OWW=sG53q`)|+pIx9EAi zpMLVG*!Vv8S+i!*yl;gMKKOt*twJp##$L9!+Rb(I$VYa9OWWHXUBqGcfRe+3Gl8e--4#JyK zMFtWPW{WC7Ml8ui>Qo2eO{pRSi3qbr6(A#)w^7BEoD@1;~gcxk#PrAiOD6WFQe?wx|MR#FAX3PIVC8lqxcih%j4J0WxAqE>fpD z2yaRi8AwE!Evf(+u_PC%QyqjirHTwBBFq+5fQ(p@i`1zO!kbb>1`-iwiz+}yEXhUc zR0rWrsUic32(v{MAS0IKB6X^R@TOFefkcGaq6&}^OLCDq)j@bus>nbh!fa6m$cQDm zNS*2+yeU;=AQ54a$kdSkAXnV1^_K+LB#MlJQmTq!d#Hw1uav*kc7^~PK&Gch*=fS6Bf zj9TiAxl(3gZU_L;X3K$E>W#TlW@2s#05PA|7`40wd=1Q4~xgh{Vn=J=wsW;|InTfd}0K|M+W7JY_%#|_|b3*`#Hd_wVQg6(a zG81z{0Eqdt#;7G4zx?t`Ip=@lO*e)kjyNLhxYJIdU;logPv1Uax7~INr=NaWc;JBt z4WHx;JnFa&@YhfC1; z=bs;j?Y(z6=9r@s-Y5AGWhUl^3h?}M&xbK%^z}};UHj|DW~^4LEXy70KZcsW;|InTfd}07Ohy5!F&}%#|_|b3*`#74w2pOT95y%1q1+ z0U%U8>te6*+TI!9tQf6Xq2mle2RYbMa8*`=1#M}@7V#U0m)KYKE zl`<1^LjZ`FtRkwV-k2+8Cgz3!5G&>drIvbQu9TUW8v;PYWED{@^~PK&Gch*=fLJjv zD7DlZbEVA0+zN^@k0aHY{y0hT!vIF1fG2s0?nks-pBMpFe?=1kx?I_x0KpfpE@ z2v-_S6=0b&f#c|~gD`{A92p{9X*5-UWzGbSqr(ou3`%okh;XIRQ~{Pb6F80zI|wr< z&5=>>$jbG)IOAR~k(fV3{+4N^@k0aHY{y z0hT!vIF1fG2s0?nks-pBMpFe?=1kx?I_x0KpfpE@2v-_S6=0b&f#c|~gD`{A92p{9 zX*5-UWzGbSqr(ou3`%okh;XIRQ~{Pb6F80zI|wr<&5iY#6-I_X{_&4=AHaKB zF5_WPjK~ojM~4ge!t*bNzWw@!p*!pluD{_1Dg1oy=i&P6uM6j$cV4*Tj=u_5cfg46 zy#0<`KNvW0U^x4nvz;9djt)BrGbqiGAu9XA3oppEntuKIg{!W*%0^U>dh>ChQ!L;a zr=JnF-e&7?(18bnDqfEB7ED!ut8V^hpLsg$y6di?FI{8ep6XAW-%n~|i3u5E)$H~* z3Q*+*$I)R2F)}F4ks-pBMpFe?=1kx?I_x0KpfpE@2v-_S6=0b&f#c|~gD`{A92p{9 zX*5-UWzGbSqr(ou3`%okh;XIRQ~{Pb6F80zI|wr<&5=>>$jbG)IOAR~k(fV3{+4 zN^@k0aHY{y0hT!vIF1fG2s0?nks-pBMpFe? z=1kx?I_x0KpfpE@2v-_S6=0b&f#c|~gD`{A92p{9X*5-UWzGbSqr(ou3`%okh;XIR zQ~{Pb6F80zI|wr<&5FzSvr8r zsvTevT>-&ne)Og3KRO{Rgc8dISe7mzmsLB!BDw;C&H6)Mn)QcH$O@svasig53&>^F z4zP%>fMB!!(3fWYp%bz~D6w3CW$6NPS+xT!qAMWStUvUnS%2t+tPn~p7hqYsfLvDX z0E_4f2>!RPzj^b%3=cl|U^wciBf}P3Y!MEibLW>{dP%tJ&O5^+k3J&WHP>7d4m}0DL&FU>TrUmh*YVn`uZ5{Ey+qH1dec6H z_WJ+!JMV_EOjpWT-a+=dbSk5-raYj^Zs;y316p>AF^A80L$v8 zH~$%DoF2B`dh2lDfd`Qnb%<$sd+*;W1XvcHdG;B)PO+Qx`1-&n{h=?-`a>sV zg-~L-0L#(^67SFQQptFd_ws zY>9!?T#>r0kB3oi0HCJSCVqQeE!eB%S64??1 zsktJ96Z0aP6$T?xkjR!8NX-=)oR}BUtS}gnf<(5&Kx(eY;KaO$W`)6s6eO}G22yiH z1}El4G%E~7q#%(kF_4-oGB`0WqFG@uA_a+TiGkEyk->?15zPvN5h+MyOAMsuiVRN7 zi)dCDj7UKuTVfzJS7dNvUPQCPU_=TM*%AY(xgvuT^CFrR1|w3C$d(vL%@rA(m>1Ek zFc^`7M7G30YOcuO#Jq@Rg~5mvB(fz2QgcNHC+0;oD-1@YAdxLGkeXfgF70D*I{khB z7WB9GyYIexc;u1C!p9$fO#l19nFu~g{N%}#!y2otF3*K}>Zzv^Lt?kYK;p%9iXn7A z#f`=N6mVi*L@R{Bh!FU-j~zQU@ck5Lo$clC~09{7HWtFJ7s zQL*MU-Zo}nJ|BAOEh zBT|samKaFQ6&akE7tyRR7?FZRw!}bcuE^lTyohFn!H5(jvLyymb43Ox=0!9s3`V3N zku5QhnkzCmF)yN7VK5>EiEN31)LfCliFpyt3WE_TNMuV4q~?kYPRxsFRv3&(K_XjX zAT?KHaAICWv%+9R3KH281F5+pgA?;2niU2kQjo}&7)Z?(8Jw6G(X22Sk%C0F#6W7U z$l%1hh-QVsh!iBUB?eM+MFuD4MKmi6Mx-E-EisUqD>67SFQQptFd_wsY>9!?T#>r0kB3oi0HCJSCVqQeE!eB%S64??1sktJ96Z0aP z6$T?xkjR!8NX-=)oR}BUtS}gnf<(5&Kx(eY;KaO$W`)6s6eO}G22yiH1}El4G%E~7 zq#%(kF_4-oGB`0WqFG@uA_a+TiGkEyk->?15zPvN5h+MyOAMsuB2zW>BwY3)Du;1o z97_-#BI9h${L%sKP1>P^YxPWbz|9R8eWnwP{(IGN38ly%a=;$mE5prH+Ja`kyzgT_*NY5FH|u7pj&z60Yfg-n4d^*h@ilh)iCn zTIxu+rvG`<+GS!d1<@fgd7)~lBjK9=n$E*H-x93;rl6eN$#gme^K?neE)tn8G#PPNcrT%sFpesu9?5GZ}nvCr64*) zCa+R0btGKV|Ga7KGO?F}=n$E_P_@*Na83X7rnSq&UJ9Z^Wb#7QQb)oy{m+}$E)#nx zhz^m-3sp-U3D@*LZ(6%d?4=+&L?$m(Ep;SZ)Bn6_?J}{Kg6I&Lyim2&k#J4_^QN`S z#9j)bLuB$o)lx^AagAdP8jwMKhL21*FJ#lVD>}FH88pz$PaW{xX!@^9M|$EL<5rY& zWNc2jK@1uYyU&{byYBkNWQ}cCbZ+M}XrSpob-;I{S%128q$j>HZbdmq#^!_@#GnDO z`>g4|>#lE1*4TDM=XO4W2Acj;2Yff0^`}cmdg2@7R+MvOY)-gA3>px-&;I}J|H&tx zBKHZ58ogh5`>nUbm-PIls-LgEnit-F`|WVs?YGgr6_3!p48IDtKkU(?Mu(G6J~>RG8r~-xKhM9Y&wY~pDT?P3eLCl}aL(E1gh>Za3V)zI zF#ONkv=7DK{&ojFo9d{rFYUd(-{{fd7iauZ_TU~lYNXsx5wBBdcVBts6}ngB#&Gn} zN6UWQd+xbs7{2%LaL6Htgv)>X+wj_JuhHwCXZMY8)y&sthQHkW7rAd_Z`$X2zy0=; zJ-x5J_By&wv8(jys;jH-r--jt=l}4-55r@RJ{I`iiLqn$5Bu)BZ#e3RBLiRSIh^(> z=ldySe~Mx;aQO6-Ps0n;n{&=NCmeLpL1EaiVOn?8(Xwa9TW`G;r>R9>g=geC1wE&V zt|wi8J>O4JOhV|zsZ+zBuDC+p<8XS9yYIe-&T;fH;hH~R6W*Ua%k7o!Cy8T#{p8b6 z!t-nEq((OEfn>H*50YhlkZfoH+UZR3iG$9q8!^5 zt9@2tARDQfUt1>~O55am%CKG0d7aOo0rB~)>A$v4dg2@7I_ex5n-gvjg9gOzv!?&9 zyS_15W7`#-+xZL{X!=hb@ZD(EpDrEgiEoTsQO=REIpGE|Xh7^fYx?iH>l>3bwq4P= zozI|wrvKHQN`5CeO98ciX%}-Bn6g{)iegWBjB#RAwS7;$Tk0x`J>_v62}srUJ@Df9 zYjg{WsTn=xu^9}g+P=rk#b+7af?{e$PkC$x1FE*~F>^D&v?6v(P)w~+p7PiX22^d| zW9Fv+(u&wEK{2&PdCFrm7*Mr+kC~hPODkfx1jW=E{c_WkMHJnv<(^)}mtQKLqM`|i6x%%1&$4EQ4L_s~!Frx-%}Q`{i$>l1p`)WL@w z90qQ=WjO8B(`;fsH-9x<8`zJoqijR>eC)gLh%jdV{ll0sW5P%pcVPbk^!j@x`)KnX z7w2DazU=$GH=Pe3M|)WCKfE9KHuQS7-+ue>yWjpUOrJ4b=9x$TV|nJxnc>pQE)DyP z7!ihSKO~H%Ya#m=^X#+Fa60GTC-kIwuDa?tD}>(@r~0#@v_Q=RtHo2fwaeciT-~(;jr) z;HH~yqWwXtuZQSc)gxaMxR0(yOg{85*<+o1%l+cde|y?Ta&rSQFjG;BM8_m7VHrvW`s&1frYyMsAP4W@-W6G2%a{YtH9y?|%jd_54 z{=4q7i+rBfTzjpoKW@keAATU~aQs2z!!Wx3GMcVy97uDFruEJ1aNBLS3kM&3aJciX zJHxy$aV^fjBWr6dD7z(BGO6*D$B9W2RonN(sv+a3kcWoY=efVrD>)d6xE!=paEY% zxQ=HVG(;^;Gv%PD<{SnM_yWRpJlmilYH6A&2SqjKFlfLR5U%6d1`Sb5(@Z%isyT;2 z1HOQ89nUssh+3Lv%0W@hISd-`1%&H(wn0PG(lk>JifYbb(10%>T*tEw8lsk_nQ~B6 za}I+Bd;#G)o^8+&wKUC?gQA*q7&PDu2-op!gNCT3X{H<$)ttki0bfA4j%OP*L@iA- z<)EnM90m>e0>X7X+n^z8X__eqMK$LzXuuZ`uH)GT4N*(eOgSj3Ifp?5zJPEY&o*d? zTAF6cK~c>)3>xqSgzI>=K||EiG*b?WYSF=ewm$dsxnbv>cM1ar^bcp9<@R@wqUiM_ zVLXm}o#QRK2jj>ij|_tcZ$;N8#>n5x-*?}AvJdw~7hNRh+t*oV?QrU8r-!LiUzBpb zXMq3Kf2i9>`{R#4p?fh74qNhd3i9GT^54z#`ETCi`

nmFpV(tg5rmK1*Kv+H0>9 zHr{w+%FnT`{OM1B3VYDs(ew3)3of`o?nSuk?tA2V2fxGMDeOu2TnrvOnC<~NCER-JE%F>J-n(PSknO|jYpfnN-E^~JA8qsoQQnr#|M=sN zhhvX9Cak;ex^kZV4}bW5xb?Q%!|#9pyD)<8AJ}BmO~U%?Z9wPh<38F?)1DG1pLBBQ z(W3|53vh7Yn!n!hS9x8hoN{v5a?qA^j(()vAHjQ$r!%G*-%p|YQ^flz-luCs=bUqP z*p{vd4BLBHxcsuq!@YmMH{3<%?Rl;P4mi+W?-NfvNdu(C5L|y7>N(2@}TCbq9KG7G39g zhxStEdoP}Q?)h*UJx^<`wYtmoh%4!yk$djBhxUBGGhA}X#bKwNccJ@X`pW$^pMCzB zdwX^7vySJN2Mtl%l4i<5QO!9F8t?^#>v*<7L)6kVQx1x1&SB7iFCbjUvke-emZq6< zP*igcg9dy7;X0me&=9pW&6I3kcWoY=efVrD>)d6xE!=paEY%xQ=HVG(;^;Gv%PD<{SnM z_yWRpJlmilYH6A&2SqjKFlfLR5U%6d1`Sb5(@Z%isyT;21HOQ89nUssh+3Lv%0W@h zISd-`1%&H(wn0PG(lk>JifYbb(10%>T*tEw8lsk_nQ~B6a}I+Bd;#G)o^8+&wKUC? zgQ8l=VW|OMl;G5X>j{M=5h*Eh+$$6ZN{r@nAX-Z(t!(B``cY1byy<^w5n*A1w!RsF zlEu`~tiPlm<)p})^;cd-Nu%7ay%Jw8qdavq>o4g?IVtjH{goF|(kQp6N_@GjS%1y< zFIf}K@1NuwQ%;KfKk@sApQ-cSd+*8LzVkDPF1h3q`8JlPj2{mvrTOR0n-^xxm=U(y zZdy*pRF7=*?5z{&nIfH|6IrSYVh@zZMNN-&YwRg&oAQF@EJXG=%4@mXV{tU z2jFWMd|sYg#Wj~+da0bp-))cG!>g~pCifuB`*NNI^{1V(Mu6pY)@g6nWGC@-j*q<-XJS)$q(vNadIUndAH!S#N;xKT%$i)2?4m2i?c@L-Gb8+lgl)6js9pQ1mIFG&Ki+-3rYVOSw2}MBXhpEit)FBiHDURzd(S<>IUn zdAH!S#N;xKT%$i)2?4m2i?c@L-Gb8+lgl)6js9pQ1mIFG&Ki+-3r}O{D`RAX9>C>mnKkvVf z{RniZ_h-LP_b~jK?swQI>`ePQKltE7BFOy|^4urdN4wacLhh%a=kg4a`zcP7^VhRy z&zAGlL+Cj|m(Y29zRrO8c^{2e=zRVzbk4swJwr*aQ>e<<7N$*`9%jBVQ(p*Gu`-AD zz~Flwwxhr6??caV;=k+va_$#_&voxj<^O&4*=L`HBaS>mbiPi(0@oaS>~V7K zg!f+Hy)|Z0FZuoRXT<;T^^x7_8A<$%rstk}Ht;X=g0r~I6Y5GuOqzn`s+0JG}-$cQ*-=;u08P{6a(oR4EO9dx+cLt{7kN` zw%SUb>2<{6M}!9-dPts)^(C!=IdeV<@4owPc$4ns;m?PE_&xA5vHtb1f7xCr{Hb%# z`F@VG=w6Zm^m_R^#;0@inu-+SjY$#@Wg59ge~dNqVY*aT9TO2bSs?~431u3&pBY>% zO_?}rMA2KIw8Z2xja;KYS_uKTl#8=QYVOSw2}MBXhpEit)FBiHDURzd(S<>IUndAH!S#N;xKT%$i)2?4m2i?c@L-Gb8+ zlgl)6js9pQ1mIFG&Ki+-3r*D$-c)%o$Wdj!tX( zPtAx8EOnQ)5>=7La%aw<5^{7}(|>A4Y+$Lotd*#WG?qJa29=Pb)0+NMGhzcv-DRyr zRiv@pnKP(_9G%wmpPCUHSn4ioC8{Eg<<6WzCHTnCefoUv=k)BPo$35|zi`%Xexswh z8Y40;z5tw;o;vkq+1vQHzx!?Y4UNTnDNm%o{oj%Pe!YA5wZhOHcMK2G{tNu`{0lGA zbD#Q!9fs~8&vD{6$on(!{sDZ?0H5dooSsR==hSzl>l=ISu_rzEN6%l!nS-3Goxa!Y-CXvg;C&XJ ze)=idFN61L;O7ygKVOBZFHQ}-&jsIu!TUg0{h#+THLuellx}Smy`TRQfs(bhDVep{Aa_<2@hl%&MIDqzfIAGiXat{VS--@r< z@birLb^9O8&+lKJ`^5WG(6yKwWFKvv|0}w-^XjXwhI{D#1->8RY&v&;(n%-DeJs4^ z1K;D(WAh$z-5`!luiStBG!f4|dGci0znnj7&i(vc`^hIChfnBPUc8qH|9naJ#=K7N z^WJ;!mHSi9rq7G7#P$tr)Ndoa`P?XpEc`!xyOg^)!}D^?Me4yOq@6| zocXI?$vq;^K1iwC&Ix`%9+;Q?;sjcXqp>^na zUt4drHSNDWCw))+2ICu$@#2BCnAM?J?#vlfLXJ+83E}{yDae?3OLCFMa%aw<5^{7} zGe0#WHn7xS)=E@G8q1wIgG$KJX-)sB8L@$-?y^>*D$-c)%o$Wdj!tX(PtAx8EOnQ) z5>=7La%aw<5^{7}(|>A4Y+$Lotd*#WG?qJa29=Pb)0+NMGhzcv-DRyrRiv@pnKP(_ z9G%wmpPCUHSn4ioC8{Eg<<49U^J?c)(G$fL4Nut!g~qw*1`5vQR#yU<#S_i^(hc7d zYhTlUYfBEA^;f@eYy}Ch-huW+^Zl!DWApv9m6C(z`&Ykk@I}*Ty#wuu=KELQ#^(EH zDbAN8!n*o}}vy56U@b zejX7&@8{u%AChYm6DLii{hmk5zS+E&0`GUd+ittd`ER~X@j!8%LZAE8NA{Su`zh$W zHt(a&&r3S}v{SrcRw2uDIgL za0KmZFpBnd9yMxI7(ve=8a;ZH?32COW}DGD@y+BOjgRR)J^aW&qz4Dlv!xz*-~pN@ zegD&@O{3>RjiuK%NUu}0^Z8GsYb%Exc9?jtrfVA5JKQgb^UptD_SQIn@28;i_k4fJ z0kqe`+O&@c-$O8h_U+zxEeqomVF~ejiPa>FZ+(zH|)3neu4MU=6y4Ge~dfm*-KanWx$&>@pB^r`_!8OUW0zg{dfEWlr(>@@_X;N*f1K?3&G($}^T+s}4t}oK z8E2d!&(q@1eI$*~>yY<~-;VYw*Q{aIUk*pWZ)4oQjDs2-LL_;9U)M2J~}1Iz$0R$7*+AQVFPeG zLZIe+bV`zeN5n`ms^WFS2Hh>>Dc#p{L*!0iZun)A^qNd_JfBgLqS z*9{wh+Ytga=c7}S3_K!6icuA>8#Vy9BLr&BN2eqictng8qbgoEYyfUY2-KX9PDwKG zh!`nGRlIK40Njocs5u{zvq=X&|MI;j;Ioll?oqFfi)kFG!Po&kIge#R>^=)CYj^6dW|>HdhL zk3A+_Nc(5s{FlFkr|3R~KVN%|{Ehxja-D*&0fg`(?GeF$>(BdB+;}5Bmx!kL_~Vbl zA#^{*K)OzGs@zZUd3cfL+m+5w^Ij9YcXoUw`X1hUZ&o;z?vdDv{zm>B-k*YQ5}8ZS z0XmoNpV)!!JLpIEiHx5(A^hgozX^QJfUiN^|KJ0%$96w@?$o99EGhoG|9?LIPuXLc zudCci`y5~%o#m_W(n~Le(R6N|_io_(DNl?1S;d%yatJWA*M zZ6o1VQig`UF{f8q;g#P=_}PuB+c-j_ji@5cofULf}|s9(K&{P2Shtyanyzd3?FT(ehY`yh1@@y%7W*G0kedG~`hc)Tmon2^ej$@8KI$V6o#o=b! zfBPBQqx@XjXMNjkw+%f19N9}lU#q-sftvHtDMw2Zbt~zoR3aPGVq8PDMnSiZrA|aju5ChADxn9;1MxWjH-Cu zumQLoAy9KZIwi@#BVwc&Rq?uE18_S+pyqsZN|J#`#7Hr!;&sCXDCbs-8#4TiW;U0C zGGCd4EMgkUZ<2EOofN6`1(f;99ApvG;3g@CZsxZhqjRN&XnMw50eZ<1WZHPJCS%m5 z|L8<)jWx?81!cZ62U)~4#E%C*IX@?xX#SH>JP1-)N(a!k_5!GAx` ze*WiHI`6y=J=14Lx=z98+4<*%=jl2{u|LHPejn{ghtU2MgXplFN2UwiE}xsPM_-S(j8B=LR@#ZNI6?}feHcC@F(7JcbD#g(a8>i-9H z?S`MF)U#(#d4AP9^cwMlSAOCNC(1LEWFKw%{lNEy@I4s(EG)jJ!ux#8qx&p$A8m?s z&Yqvw^ynjx(Owyk%YGK~=owD(Q<|T9r1w+MbDyZkd>w-CA9(c9N5jUOY$E$>Uwh59 z^2{WBPJGRSpU1@W_wLm@KKBVPIC%qKNiUB+`Y5?J#qWi$^_Z0aU(4Wibm*Lmit7mUoFSpA3{fPFhc=nlRWl!-BKm1VU{QR@I zG8gap&DV9-r{{N_ckX#%+O(I$Wpqtw(@i%EyX?G+T+5k5dzQ=lqtBQ7cfkc0$n_1r zUnN=NcyAo-O%!Bh4zh@8s2Br&Cq>H7?hMWR(t&cHBnMfA&wlxi6JD z$Reh}H5qFdekVoB&+ZJUP37|Me^HzHeH$uz7@KX#KvjPoSN2H`vWRJD=0|(b#^%5O z(TVu4*K&{GDD#y$$RehpS$}Ac^)wQO48T;xGGCd4EMgk|ukOFSTlbwbjzH<1dC4$5 z(QT3e@kC?6JEEE2dgTE+gy=Qks6_+~QIt$}MALt?Dv9V2Vj>nv)FLYTM9E}FH2p8P zOmcJxvC0&+h{`@uGT9ML|I00F`cECe3PG%DQq&?U`$WlPM>OlN+%n10A;c04oHss!36csO%FZlN~W1>yQ7=p3kfI-l8`>BWK_6B>fHlC!eN! zAMknJM;?77Os3~3t+~dU;h^#3!y}J8BKuEYamAlxUxj0jJvKZ==cE14i!V+Mr_=ob ztF69z*nY_N;lBHHe+s^zqEB(1;>H_pl#-8VA7t5|g6>)1>lFM}zNG6M#~gEvTtk>Z z_eIR6ztR8l3q3#2`&sb$?cTk6g-z)EJ3se{|4#nJ7heq9(Vp0R55|o*-XvqAL+`xv zZukrRUH%4ietV;hHkM}=@rT3vSdSSyMy?&4c;X4+!;e0+KX2lDO!%C8ciP)vQ+i(1 zRachxr@-hm6}@P_9&-6*m&?5a{H!6_M}e-B@DD%BXxj8?^jxQX!iF1eRNPOY&qew* z?eox&_Uh)n8eV$&CAsFpHGIyW$2|Xn^W`~7#~*jR?61vxitA50KXd%NtX=7z0`Bqk zv_A#+?Vi8i6V_XA{V_#kN8FOJg7C-T$6gaG2Krw#mk0eCOYtIx`?g; z@wFh{KV9U_Xzkj~&@DW{Cm^5jUJY$PLm;3I&pRSQ?OwV81Kioz4tN5Qc|NU>d z?_`ZN*O1SV@0;K~!k?jQ6noNVcna++&evG@2lMlD!4VJx7=%pq|I`7j5X7n`MJ=MTPn1k{M6>?N zEt4D_LaZ`HEuykdluUL+)BkeIn*LJPtevOG(O?x*1AKH-Pw;_D{^ z2M(0y6#bpfvGYCz*Ij#Em~_Y_y5_KfJOhZ&htK_DZumEy_ugZVJ!L-LbK~KM9}Z7F z^;CG^{s-v#!DV3-?NPDX&sURsJTAE4LYjuI15gk6@BI1P{!n^Ne9r!%haQr7{zTVd z#?rkaYpk&b{k{ICaUbn=`u~rA&^4XICWrNDKLmc(58C!I)pcK4He z0r+`YJU{>3efQn6Z}uh|Z$h4vWS<6pmeIricsN{n<&|=e2;bB3E80hzpNI4n-EUF% z`SUscU3a1TDd@RRygvosPr=W&>O;?T;=Rj%{p(-Tb*6vFwE*6e`y4vgzsK%-gjH8v zHLOq9GOG40mlx>{4?Xx$IOMQH@Hp-JMFX+ z?JKdJTu0;A`SdeS%k!Q1d0Hd(84-GI(JM^3eTwXv{)a#OA@rhaR(xO3m2@qMpJnwp z-FtEetwX+6#{0AL9D@cAlKXV{`i1`F-?p4_Zyd0l&tEL%LCQJCDL#Ko3DjCkrn=8x zY~?}9xs8LjbshnFUb0KHU908e{{l-U=vb_d?-Ghf`{zKOSoo!YfU9^%~I$HEZA;=m>TpmB@#t|JDlE9&VNVkSMz4Nd`7XCo6OWyO2ucL(_k2g=-JDN`6Qb z-SQ*@8>5pII)YtDCGw%^zqP`(hg&5-B#Lf%l7WrU$qF68E~FCq(DdJ0;o8Hkk{=R9 zw>-(f#^_{)j$jv3iF|1KZ>@0c;a15HiK1JcWME@-vO-6&3#mjt{P*>L)~s3dte-pN z@87qi`x*Ayb5Gju_z>D#`-E`#{s4Yn)UVDwGYp}9 zBe?Fc$%lm_XrGBuBS+D5qPCXv?7e#R3|C!!r7nqLT@)c%PqXMAjN5O&J?yf}F7p0I z(_YcM-#6c5z~c|3_qYXJGdPI%(Jlty>ps`fy$?I@yc3<{A0XFLjymcnx!%Ehd+>Fh z6X?3jqmMoEwe$1-6x@66@eOp1iJu|$Cfzr4DD{G`HSJ7$e(-xc?bK6gKkS3$xnF~6 z`~h?=XzlLZ>6u=CmU|lHP2mkn%`KJ5Jd529;2C($*YqmMa?_TAo#u6YcV&-AsKugm==_uqeCIPic2!)EmC zC*Gf%dw1M%$A$6K=#-lO!NIKHK>%j zW+`+8TailSL$m&@6|OzpD)}K%bjyZA;=m>TpmB@#t|JDlE9&VNVkSMz4Nd`7X zCo6OWyO2ucL(_k2g=-JDN`6Qb-SQ*@8>5pII)YtDCGz3_u>Tk@z5<&p zEJQa-O1aEIXP-Zau@K!TDdjQ;oqhfw#zJ(Xq?F4XboTj!7z@#jl2R^n(Ann?Vk|^A zN=muRL1&*oh_MjeC@JMK2c3QXAjU#;qokC}9CY^igBT0ZjgnF>bI{r64`M7tH%dym z%t2?LKZvmq-6$#LG6$V~{vgIebfct{%N%s}`GXh>(T$Q)E_2Y?=MQ2mL^n!Gxy(Ul zpFfDP5Zx##pEJQa-O1aEIXP-Za zu@K!TDdjQ;oqhfw#zJ(Xq?F4XboTj!7z@#jl2R^n(Ann?Vk|^AN=muRL1&*oh_Mje zC@JMK2c3QXAjU#;qokC}9EANdIyd~vE3e4&d`6ERP3N8m$bAz0d?eoQny)=PNc&5a zPy6s*1N`^$#~pio*m|3-<=H)aK6q!^i-6Dj^S;w3(DjbZdTb`=zdxqE45q#~Rjvi> zvF9GNKl07;5k}yU6a@%@b!XGw6FDLbRL_pi}3Y; z3(n_zBlPF>*I$=&+`G}f8=KLyn)sisw%IC7o;*2RLHkSm@ehBL^VWPGd&Z0zC<`;` z`9RmuIeNY~glqU(!gzYd)rGXT0oU?tyO!?bNPf^u#6sjf6&|7I74fx!L4yW`&3kSh zh7KJndpn1LbC^&GzEwft8PJG{jyvHpE%XqwQ#*7&w_lLYk*T49OpIbHkmFeM3S`R~a+EK10 z@VzN~?*p$5p8JwZE|F_l=hB`QJU3rE;_DSR(ft(@Cr*_0$j^1!eDfai`CLSMwZB21 zS9}iGCvyJ;Ukl=X^Y}e`^^�_mA9g)v07bo3q36{VER z9CY^igBT0ZjgnF>bI{r64`M7tH%dym%t2?LKZvmq-6$#LG6$V~{vgIebfct{%N%s} z`GXh>(T$Q)E_2Y?=MQ2mL^n!Gxy(UlpFfDP5Zx##pEJQa-O1aEIXP-Zau@K!TDdjQ;oqhfw#zJ(Xq?F4XboTj!7z@#j zl2R^n(Ann?Vk|^AN=muRL1&*oh_MjeC@JMK2c3QXAjU#;qokC}9CY^igBT0ZjgnF> zbI{r64`M7tH%dym%t2?LKZvmq-6$!QX3?-iZbc*fo#H#7ix4PLI5^;47$R ze(Heq#WlyEfu{czODJ}y5R*`$R!~wRyb}!?X!_suKQ5JuUKErIaqSpcL5U{36Ac<@ z)?d-Y*pcSnKfV{X#tc-b6;!kSr~}d$*BpZen(tq+u3|@;@1O65eeDcXs1=mhnWq~h zc)#g)-+fp1Y<~IWX>?xvMcMCx&u{bJ<9|$hNcbV7jLs+X-=_bY^y$;4g{gEd{pFWl zqVxaL>F?;@p*^ABms;jOcz?G1Z9iWVnL%T|^2&_B=jM6PuV`Orer6NT_10T&74L#) z(DU3M&^dA5OL{7e{Sy7ddtbjh>piLAYYp$v>&DL)w0H7*@4YM6U3gypXBxe>H)g&; zuV;4P`$u^GH{bksv9AJGekJ=Z&z?QIsC$Xt$5h$dfP2E%FnFH#Nym@AI%H|&eXe=G z3_j=1bMtGSF?|NTu37T_UZeN&#v3!WNCwiq9r$_;&oyn@bm_m;(Y*W`xNm+=kNxbQ z(dY5%tFK5erN1QddH=beeNKCiza#I1uX%7^xZiL7`>imW?qA?Jcs~Bz=Fa_st87>x zL>9iJHN(%8viC^i@jm4<={nIzw8zK1;@L`a&4Jby-!n2}#w#)}&o6V+x_N&VeJ1pI z@!b3x=6*g`=cV!a^>aU7qH%fekr%0sucz_eI#H+qCo>q|C|12t17OJbeU;Zp;l0FP$wER(5%0r#jzvJ?_b}Gd<9mh6;!kSr~}d$ z*BpZen(yC#!}pIq#joN=YM-h9?m$Ll4H(h;Q|uic!_~~+^dD;>uB*sI&aWO|MDI_r zcX$j}v;La(hqVybT4W;UR}V0v_ovu9Jcg@Tf6e;CT8L{cGLiGE2N==&Q|uic!_}<6 zX8mC;#I+Wg$obU+jOhI-_70EXYSv$~{;(F}T8m8N{OSQl^!^lkhsSU=>#tdVSPOBj zMJ957^#CJ!e~P`sW4N02*Q`IRg}Bxt6FI+nfDyev#opmDT+RAx)*seFTx*euoL@b_ zh~A%K@9-F|X8kqm4{IT=wa7%yuO47T?@zIJcnnvw{{CNCfBK0PpP>Z*d3v6mUc+bI z@o3cq3`=>DN$`s2+32;7&kLtj6EG}dkxB51=h^5rjN0*N)dUPnd67x*is#wrwT{mV zr&SX$EMk#K@QUZz=rxSm@o3cq3`=>DN$`s2+32;7&kLtj6EG}dkxB51=h^5rjN0*N z)dUPnd67x*is#wrwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq3`=>DN$`s2+32;7&kLtj z6EG}dkxB51=h^5rjN0*N)dUPnd67x*is#wrwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq z3`=>DN$`s2+32;7&kLtj6EG}dkxB51=h^5rjN0*N)dUPnd67x*is#wrwT{mVr&SX$ zEMk#K@QUZz=rxSm@o3cq3`=>DN$`s2+32;7&kLtj6EG}dkxB51=h^5rjN0*N)dUPn zd67x*is#wrwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq3`=>DN$`s2+32;7&kLtj6EG}d zkxB51=h^5rjN0*N)dUPnd67x*is#wrwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq3`=>D zN$`s2+32;7&kLtj6EG}dkxB51=h^5rjN0*N)dUPnd67x*is#wrwT{mVr&SX$EMk#K z@QUZz=rxSm@o3cq3`=>DN$`s2+32;7&kLtj6EG}dkxB51=h^5rjN0*N)dUPnd67x* zis#wrwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq3`=>DN$`s2+32;7&kLtj6EG}dkxB51 z=h^5rjN0*N)dUPnd67x*is#wrwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq3`=>DN$`s2 z+32;7&kLtj6EG}dkxB51=h^5rjN0*N)dUPnd67x*is#wrwT{mVr&SX$EMk#K@QUZz z=rxSm@o3cq3`=>DN$`s2+32;7&kLtj6EG}dkxB51=h^5rjN0*N)dUPnd67x*is#wr zwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq3`=>DN$`s2+32;7&kLtj6EG}dkxB51=h^5r zjN0*N)dUPnd67x*is#wrwT{mVr&SX$EMk#K@QUZz=rxSm@o3cq3`=>DN$`rt`8=6Q zgy-^WFir)ONY|^f;d7>J$s9y@u9-h}O#9-x11PcSKiX05Sj=;j)ezyiX8pyUXS%0x-+85UyK#9%z zLp#bHi+PT+8X`Q`tiRYZ?ThOUpu}eVp&jLp#XLt@4H2Ge)?e(I_QiDvP-3(G(2jD) zVxFU{h6v9!>o4|9`{KF-D6v_8Xh*qYG0#y}Lxks=^%r}leR16Zl-R64w4>aynCB>~ zA;NRb`ini&zPRoHN^I62+EMOU%yX305aGFI{l%VXUtD(pCH{xjUol-an*Si;OEQ%C zO<|C{(5PfI2(E}&3Yz(2-zrenuf&61A{HW2MA!3dyr%z2N6Sgpuf%``BR2h)4xk-~ z&HA%dldY%b`)9qW0$INj6BZa^AtFU=)}M7P>u0n6tT$C4>sMmJ0z)iBq=?P>v#w?R zY}TLkrV3>JN=#T_h=qt0u~~oCwXC1b`m^3tfvjJN2@4Fd5RoD_>(9ED^|M)j)|)Dj z^(!%9fgu(mQp9HcS=X|DHtWxNQw6eqB_=E|#6m=h*sMS6TGr2I{aJ6SK-RCsgaw9J zh)5Be^=Dnn`q`{M>rEBN`jwclzz_=&DdPWT{aH<%$Wy$J8h#=I6Jw^8h*Bzr!c_>K zYUYpKh$!|QDAP(rDQ)^s9gv<>G{#fS`itF&2&*o}Oe+zkv{`@6`fI*_{4J>XVtA_g z{S&(pk^K5d4w+UWN~zQeS0Q++>3{4-L`myoFFjo{m(o~MA$Y3kf9ys?zR`*^twfa4 zrvKCd=}ARnJk_kf*o}yq^;hmd)|(PhN}KOr^Zjdn|M0h<;)~&_=J#*xMnv-KBROPR zi72H~D_n)(siyz28xbX~kG=GC$y`cfO@-j8rvI@U5&1?d&a@IyN}K*u2c#zzjq%j~ zP3tdy>i!in>vNBbiV6xfD$%jZuvM9v1}_ z6dJA)9jiP||E=RGC^yUJ9yk4$4pg)R3r;0ER(YEBmo7WY%FXh*$Ibd{)*p4CVo88h ziH=pC=KE*gxD=F|<#UgVstO7XSBZ{Qo~Hk4+bt_M%jX_9{g)0@v;+%IB|27ln)PQZ zE(PUg`P}1X{Wa^4I#97BK&nK?Do^wMOTTuOm7C>rkBfo|3Jq6@j#Zwf|JLyol$+&q zkDLBW2P#^E1*Z}nt31v6OP8HxyJ86u_QpMM8_&m^Zm1LTnfs~N^^hB zL>udLftvHtDFx1%bnc?4_Oqce6Rk9h46k#PlxBWuwDv}O?y>t6q;WMGe>_e9%gu_p zv`u>_ZH!8@{-hUvU3pw;RIoclzz*Iq*nbIOiGd@FV18p{HLB7@-fOxQj#QPr_Ll(LXt!ogNXsg`p9-GNs_!K zlci9r4QiSf*D!3ik|fCsGFb|>+MuR+aSg+ED@l^PAd{s~s|{+J7uPUsw~{2u3o=;> zwc4Pjd2tQHb}LDeydaaMP^%4UnitnFY`2mm$qO=B3bopxrg?D+MuR+ zaSg+ED@l^PAd{s~s|{+J7uPUsw~{2u3o=;>wc4Pjd2tQHb}LDeydaaMP^%4UnitnF zY`2mm$qO=B3bopxrg?D+MuR+aSg+ED@l^PAd{s~s|{+J7uPUsw~{2u z3o=;>wc4Pjd2tQHb}LDeydaaMP^%4UnitnFY`2mm$qO=B3bopxrg?D z+MuR+aSg+ED@l^PAd{s~s|{+J7uPUsw~{2u3o=;>wc4Pjd2tQHb}LDeydaaMP^%4U znitnFY`2mm$qO=B3bopxrg?D+MuR+aSg+ED@l^PAd{s~s|{+J7uPUs zw~{2u3o=;>wc4Pjd2tQHb}LDeydaaMP^%4UnitnFY`2mm$qO=B3bopxrg?D+MuR+aSg+ED@l^PAd{s~s|{+J7uPUsw~{2u3o=;>wc4Pjd2tQHb}LDeydaaM zP^%4UnitnFY`2mm$qO=B3bopxrg?Dz-d>sUC=mVT;yp`tEn|2TqLJ675);dc4(Y2F7h;} z)zlghE|Q!1iylc&fYYvMyP$E#xX9C>R#R(4xJXWCD*Po@?a(-5T;yp`tEn|2TqHO1 z7d?`m0HR#R(4xJYj1FM1?B0ZzN3 z?SjS`<04OkT1~AH;UYPmsqmLrwL{~KagnD%t)|w9aFN{1U-U?N0-Sb5+Xam?#zme6 zwVGNZ!bNgAQ{gYMYKO)d<04OkT1~AH;Uc-2zvz+l1UT)AwhJ0(jEg)CYBjY+gp1^K zrovxh)eem_#zme6wVGNZ!bNg3f6*i932@pKZ5K4o7#DdO)M{#t2p7reOohM1svR0< zjEg)CYBjY+gp1^6{-Q_H6X3Kf+Ae6EF)s2nsMXXO5iXL`nF@c2RXa4!7#DdO)M{#t z2p7rC{6&wXC%|b}v|Z3RV_f8EP^+mmB3vY=GZp?4t9EFdF)s2nsMXXO5iXLO`HLP& zPk_^|XuF_s#<K}kI)8PW7#T9Wi7HnoP1hOa?M zJtrB_^j}(%^d&a6hK`1>K}kI)8PW7#T9Wi7HnoP1hOa?MJtrB_^j}(%^d&a6hK`1> zK}kI)8PW7#T9Wi7HnoP1hOa?MJtrB_^j}(%^d&a6hK`1>K}kI)8PW7#T9Wi7HnoP1 zhOa?MJtrB_^j}(%^d&a6hK`1>K}kI)8PW7#T9Wi7HnoP1hOa?MJtrB_^j}(%^d&a6 zhK`1>K}kI)8PW7#T9Wi7HnoP1hOa?MJtrB_^j}(%^d&a6hK`1>K}kI)8PW7#T9Wi7 zHnoP1hOa?MJtrB_^j}(%^d&Zx>DH2Mtybq&tJT(R6*{yj?z}SLPJ+9%20y)cTW954 zWNzzL;7)`WcKlMUE;P>1$UmiRX~%z~z@)Y$r?eKj z{EF5hzkH~**x_%smKeQYYpJ0tx0dPMzx9nZN438By;EA>UigaEcji3QTK@GnTi<_b z!Pbg*t=#(IpZm9deEz7`N++GtT6w}1tyT7VsP*%~Z?;z7c)`}1E3e$@{*C^vbvlh| zt^58dt@U5JqP5|}54ASF<;~WnzhAJm`I#%XdLGrk)qDR@tv)-Q((2deiq?Sc54E;j z;my|I#TKN`S^tlEJnX;&$8=h<)fzi);`r_Q^;&VKop)Jrftjst!zUcr zbDM1j@yCG3IR1S4FJ3pT*3+x;Sds4#T6&)m6Nb}D*p1wK?=xZeSi*O=T3s$0e&G0t ztyVYYe{{&i0~sGfc-isv0tuhRc%pA+6}_^4s~5a!qZ^RZ(OV0<3omC1h~;kyZMu(um?q{G98 z?QP=^8#dCgzAvhz7qP|Y2?vfDc9Rb_TFl1!b=nWY&5+)#hn%&HL3p&gvsA&`Qa0KQ(s%l5ngkjVOwlTczMEo$Bo%) zP{HrL@94e*2-9lmbm-`b1BMX(7U5GyOz5+H;kj)50oxUGb-HEW@x6N%{6oXW6Vkb+ zP1=74=6U=NM~xUzjNf_j$)kqsNc_U|E9=Jxj~==e;l&BBK4Jgu`Ss9i>%7V2QN5WL z&-h8(@$3IF@!O3U*RL00dM}+1-gkUoe(&r*ZR`X>^4>dNHfr<$uBAS7zH#EHA^izc ze>&ece3-m`dM}-y7%{GA(UZ;xkC?C%zc%uBx@DgcTl67J@4fSzBgXB(@0Z8q1FYf!6qYm3&3tx5FH-mL>#`?W?t{_d^sQl?7Z*09$2*2va~)@lWViXBB6 zN5}13lUwh##*t@&)%6l}MC)MU=NYTDtF`tO^<3 zIx(Xy$Lzys%;EHU$Iw5lSMy+_vnRdZK}GE(%(&tbsPERN+ZNsWckA2jXI;M2WwS0D zcNs*-9`sN5E*o^&5bq=UyS~x&$*!+9u02Ipm(G_96|kcz38$M zjk#`@UR^e&(P`u^%XRrqYqc)x&^$f6Y)&(;OKk7r9dcLjiTL+q@1PYwjl#FknhSMW z=$i}mSZL*P<>IR>zAoOc^xAh)U+do1Z@hwh{-}&@?L)6~OZzm6SJ3&C&Np>_u=72g zAMSid=UZDVcD}3gZJi(O{5QtM{C(xq9ci;|C$DFJ`dmhv2k)0Zah{Xc$AmSnUh}Or zztmACjyQB8t>;$n0}ecF{OFORCa&0%{_QYg#R21num1BDyRX@OtyYWwUBjMM>!WSu z-yv=r?*<0-bMcr^Vi4?ysOo^VSW1g-yXS@H)yq%TBOx_==R~0#viQXb>YyJ zeoHJt-?VSHzTf&$Yh`*r-COImHg5H3^=S=kZQUBu+PSp{t=Cbs&d0Y7X&uozwslhL z^wzIhXSXhBUE2Cx>x$Mjts7gnw(e-%(|VxwNb8B#v#qJLdS`*zz3Z9i#SwXJ*G25p*$Q?QQq8J>2$W+Y4>4w7u2#VcXnJojWbsY1vNS>$Fm*H9Bq3sb{AxI}Pcyd#90| z4(c?y(+Qn^+3CDazwPwrPPcTrr_&>yp6xWF(>t9$q5o)Gr1Nr}f6#fg&Kq>@-FfTI zyL8^S^Z3q3bv~{0Ih}vo`P$A?=yQI$^Nh~#cK*Cew=T>N&F6eSams`5r*X8LhuXLH+<*TlXbzQ#es$DngI-u)LT}O63r0Ypt&*}Qdt~YnR zpT0{oyMEfOTes!9{j}Tq^j+M!+kV{+?{-GFi@ROd?e1<*c6+VcCkrgFz_%Azb%9M6 z*m{9s3rt+#qy^4j;Li)(wZKyg%v|8J1s7Rxg$27W*muEQ796+WaSNWa;8hFWx!_X^ z{(HeM7Fu$lpDeV|LR&Ai&q9YS^gj#zexWG~{d1w23w^QhQVaid;Y}AFvhaQjAG`2* z3tzkN{R_Xe@JEX*vd9k?*>I6<7a6_CF^inH$n}dnw8$%qe7@+?i>|V0??rc8bkd@~ zT=Y+i-o5Axi+;4&VvDV`SdYbaS#08Bzg+Cf#qM2f+G3wAzRcpQFFs)LeHK4@@e3Ef zW$~vLpS8q7OZ;Sso=fbp#N;K;S>mQ8{<*}vOD?qJN=x=$a@dkbEqURRw=enJlAkQK z%u;JDwe?bCmpWsqtCo6rsW+EiVCj{X?z8khOP{dx@0PxI>DQL&yv&c5>AlSGWsYCw z_siVB%*-(K1q6J6*oB%6GQ?&LQ8q0Z?E``6??8YX2tVXyl=(XKUn?;{eLj&2bcfg@gIEg!=L_ehaVpI!|Q(d@{bn& z(FQ--_eW>_=`ssk5PX6iDKYeNC#a7;Y<%3rK?aI&mtlQ5v_}TtHyZC2MtkP+fbypd+%7v@^ zbJb3(uD9ywRWDxk$)9)q`G!9q_w(QW{JGT@U9IP82d{SZYOk!m-0Fi?KW_C~SD&@U zkJs2`jWgGHaE-6lTzAbeYyN)CscS90*1)xnTWiW%A9i1*`|$1;c7JB=#n$e-_R(wK zw)O|>th&yKbuL-w`E{3BcksF=ulx6P=dHK?dgIr-cD=XO|MB{Jt$)$_&uy^m2HR|K z#s&{<*mc8R8y>yk9UFeW(Rv$A+~~%Q-rsn&jrZU9s*T^=*ii_ zdT-SG$liBv(Rqu0Tb#DV<9(LyvqPT?`b_Kl!@eW?Ufp+gzjgZ^-tX@IUHfm@|IGf+ z4fx)G;RCK5Fni$o1CJbd-Jp)l@gUJ zRWa3Q)g?80H8-^`b#!%I^wwIvCCto*4co!X#oal07mh@+rzZYBZWBI^zq%7yB=>F>hmvVliXAV>jdE;~L^A z;-T>u2?hy261fsHzaoEi`?{9&KB+00I{8cTpA^fKnN+dV$~2O+u(a!R)AY#qJr>(heG?pwIb!Bo?_nO;u4aQ z=u((cx6-{b-Lmm=@$#k$mWu33yvpz@P?cNNezjrsY>iw^S1n&{MIB9DT0M3>v;o}U z)o{{i*|^rE)ilv8+uYS6*izrh+FJPS)wk3(+_vcN$lpJIe`@z`zwB`AIPA3O-0U*w zTI$y9p6*fV8SRzp9q5zn>+TorZyyjE`1V8KNAn=xVB-+aP{T0yaQz7PNc||!Xu}xq zSkpNFc+13_iSLtdCp)Lar~0O4riW$}W+rCUX6NU0=ho&;=XV!u7fu)57w?z+f5QKS zE@Lbwu8^$ctTL=tuJNq3t&6V@Z>Vf6ZJKNz{BrsAXY2De>UQD|`A+dJ$L_a1$-VJ? zo&Bu?$AkOB;NO_P(~jtm>W)Q@hfg$5woaW-pUxuA3C{~JxGuUbA(tyxc31b;&>O;= zqFcV({yUAkoqLZzh<}nE7#><4 z^9P-Oe8InWJp01`Y|qF4P5vK$@$YRsAW#J`e^)vLW;b&nP*olXL<^LUt_uP|P(dJ7 zeh>^N=YQ@0D%!=IljCm|i~{&6@GDPG=YY?K7zYA9e0h4h&v|-!$OZg~pCC|&{XahF z^W6x5zmX;JU~FgnuVVh=@Q;5Aoce$J_&<+8&pA1{o}c-TBSa1s4sf9UZm&R^Of6&i zgdouK4!9y9M@QG!c4nqlMz5{xj4aI9*;%a}%`BegpVmMavXU~A&tW7$Ny`6F9h> z@0>@ zZ@@K7IILIf*p#9iO3$^Nz*8Ada4J_nErL*Bf!i@*F+p!Z*94*dp`l2BlNh27!eT8* zbrU~~FI=V42eH(A0jP(W{3Bj<|?7f;6ww9VNs!@g!5zBaChv${hi>q9P(9nbc zObkq_i{OMp@gSd{;lKFwrxef?$BSBJ<)aQFH`71AuuQYdvw}6=%n(U`$Wnl+!J_8# zB8Hv?)KF4TQo;ZUZA+yY%K-K-3fnM);xdFekv9LvF@|0p9VnZ2e4p{AY2cgV_VWO{ zFi77)MprS;!+vOTdgsyW9jnz`t^?H)%y`h;umKZ{AA}hb6AUy56E+h+RMvGdUlKX= zB`0YI$`8(7w?;k2O@e$5tMx{>pVnw@{7)dX^+lJsWj3pB*Us$0u5$gKkCBR@ENivH zC2zKe{8~b4I~?n`PFYrbcvO4Rhj#cE!dBCI);rPVwq9(WpRUL+2Yi z-_0ty4pu}s)9157k&cyy!dBW3NKI>0!C_m}>yf+2*s0u;kc$r5-#RJdY`s4{j@HpxQ{~gj+~zT=fDb)^blEVtdtUp0Y?84LH_~yQ*2)L zXY~V9T{JKm$9=K2i}}qj^Wx;9bHHE97MZV~e&GhJ*Q+ zM}$KX@~9$@hiC_tT{aJ*A@_)-R4EzkOQ}BX3sT<_ zB$-x=j|h}fN;9Tp=hdgMYp-dmlBf%^A(}{J@{=o{O?x7g(ee#(#~4GIU$6M<+@PHI z6OK(0DN0RM$`q?Z2D*C4*+kbwhsl2YS{#}f@%FHNJ4G?9-Id>ryWu1CC56Kz{fMj) zv3E{M?(WSat@SH)#*R{0b2tpqU!uc==Ui=)=18Gmq<4S6g?2x7W2zx8EHY=FEgtN> zPN|>FwS()=IZSJ-XA{+*D@^a_Xb<*^f1fi&n!<51e&x!L!nn#La z&L&nwc^Ja}wB|>FOffrQ$Cl~qS_Ea(&?Xzq?lM|=xu3FlNwatHd!?0#-~i;8Ofbwy zKSf8c(l<59eV6*p$5|%$UES#xl{M-sKeUFCGtB(8RR5N+TO|dAKaVAG6!D!t6NX9U zOFbooD|h5K!-ac(acuDw^dS|iuC|4ncANF0vF22*0w!$_Nt#@<Y+%2N>(R+0ma|V^EVy32sJxMzxpiYl>Yi>x_EQ zjyGf9Aj@0_6&Y#2lKO{N3N|*`Ir$w~j?qAOr|HV?t#uget$WJb2qrE1S{NE;iHhDv z#oWp@(7~#qYY~5gkxIH9KntppsOBzRqRwN85}!8gA5bBO`oI@T(w}|P7ch45B{R21 z<4LW$YgB649en3jCW`mny{T;{=bq*l-MG@Aozt6ZX=^v@0gRfLY&P2-1}w`pGH%w5 zSQ+i{&EjZ6gu&LXGX$%q+V0|jOyT}X!lpE1Tj^0h!T9{PZ8LP8o8+2f`gx}N;Gv)~ zg}7gs{20rqTps~%?pAi>(6n9Z(!?h0FLL2jKzta@Dd^}eVNL8)K5%-(Il}FtNSY4) zYRF4QRV%ci_&r7>Ka2;I-gj#e|8iIsEnrrl9$v#7CKaPDz@{dMrOs!h<7ByK;IYZ@ z^>1gwZH=9m`3*D%Y8MB_jOr-%P;BEh7<=tsOHF3XKF+pNrag0we05P@b4A@tXJq9% zTH)Ir`7@Cgd(FMyb-E>6PxZ~_hguZvN9T9kBbPC(c8e{* zE4{bz;eACwRn)BFUd{Z1iozag>=k|A+`#JnR+rO~&h8xvsTIjY@hwkn9Jhu}F|2RR z@j9pHH{SQ+eKCvl7)Jycc1c3#-%IqTcq5CwT7Fk{ojDJ2jf0I=h1a6W`gNP?ChoY$fYV>KW4oZ@1*3bx46@8i|TOu zm>^aeu){o=pDXZg;96m-UCY?^B^ z_)pHDs!C7?c952xZ91UM<0XX#1e#fB?Hia>HI}zCm{U3#S0Qfvc0 z>q`uqFca*XHTI6^jdPM6S>b0Quc%4}Z9LnS;SZ?MqaL%o%7W-!di%TH7TyfUFxC(6 zW@{3|4_NAaVk;ly58j8x@%2!Px3wj+6=5NjLeaH{DcsH!3vgOnLRVA1e zK_#rda3^*~Q)=vPi}iA+IOFyb-(?YnEy7MxoVR{Ohc^bTfAF#Q5nIS}J134PJ>>G` ze9wJ|H=-FulXhtpHPQN8;Wzoj2FQs>1w+q&(UB1&>tmQ+OMkb;w;}x^>kY%Ibr3== z$mT7cLk;@8&OF-rx8!Y7iUZ;er`OW#I1Ky}`X~doqd!MF8(%HHpL1Y#(J5=GRt)p% z4;j)t7Ou(cv1vej;X2WzX1@HJ#~mkggJQaP)4u!Fl16olSaGFx5Q*?|MXx-i-&McX zLaWY4p+1ER-_nb{@%Ji4)-wo`*qOC*UwHgZ30Gra(>L!#XG`k#{USx7ZlXn-bO+|R ziZeqTl3phb_TRqE-izXe{^05-^)**r7R)*@VzgCX;Jwz;#OO|M+d74jh^6_e#)WLm zbD&`i;Tav^v9Lj)N%bx3t~)33uqp1E$YM~=DLL#2R>QAxXiXb^nB$P3HL(xdFmCvD z%$PBrt}TdCPi|H+mBUvr-|A`mDbqK^HZm82JwrHzSF)B^t127T7`xaL*xX?F=_@(| zWt;2ht(#0;S(1wKsEv$eEz|HjUG<%O0!=(tHPGm%f7qV_SSFCGO?XTb8tMDNMR6E1xVT%4EF*n6l5X;M=|xr>9_=G0-q%f6Bwdh@!&#~E=B7@mz`PqJT7#~-Gs6_ z)r|*LQ&8j=WFvDG{%DwD@!Kvr;q@2tvb5f>yIJ;b7^lz8*3OcqG*5;tUTKRmJJeX` z#MDSiEh?`F%06NWy+(&hiCoNcJbM~y0UJmwbQu?^r3~ufn+%}(;))qL^hFf|&&Cy{ zq&ER1<&fPckhacCJu5-%;GzyT!QxtC(@*%Ux|)N4mE8KPcV1Rn56N)$RO)!L|tMtSHv( zmC_)E(Fq>FA2AoqPZe3)M=n)L9DLpGXBfHi#xx_S3*EF}A;x9tB}pKmos&691t<0;uB>6W zBH`R`DQ~p-2#&<8p4y!7dP)~+G=`I-;B89(Y5`J)%}B6~`Av*;TRXsob1= zoYe0IeMFm1GT0~4DunTIj*TtV-Cg~_X^GYraWL}DQJeO9>a);!d=}}DyxG?>(MtEC zWCyT)nqcGyGsQJbSA;za4SVR)6dxEt9xn z3&aE*-BC>&_gVN_wT-rsG;e@x>65^o4H;fm1MMd=BV>VF?(fdlAuXp@RCQD{zm0_1Ixy>M|oWH+ktdW=zPLWN?ik9KFn~2s4w>jf_J6%eG8vI{UI5w z(c}76ZFH0zEgi%WCdRv(Um%!Mu$MEmpYM{uQGVi>b<@R~b18O7?<3grF9maOg^!oO@AInQVeYt+FJZ`5V#@5U;;S+Re*@ zZ#Q431=wc!-gEM1)ZP{r8>$|%T+iz}Si9`u*}}MYcYbAB2e0!nSwGO;`FpteVcEV& zmF?9Ps7ZT?j(Lu4$D&)n`6!V!U0aJz{FPk(Ncc5!=K-rAf*A6Q)zY;FoN~22Fi$}>D0fA?Z!vh#Zhv&ywL$yzeln87?+E)X zj}rS6=yUiJsO96W9H9R93Sm}Gy=o`2CL1VzJ1vARj;qHGV_C~IYkT2J*{V^!`SQNR zTa-@e470pfeAZS2t@Vl$FPOOmn7YvY@;#2t3@(ado8(0%E}lRa`%j=#U>3+vHOU?8 zYfRvoM&lzs^uy_HDykPNQajh+T2*qOkp*geD0nRBDx76vqkYi}cdzCwjML}mo-q^L zsglQIMVWIZf&Aw4L{x8rAX9tT)-vWNm+kcYc1TKJ^(`eGnDcSYGD5X_)+Hrck?{_+4&}yFko6yl3v}-3g-;+YmF*7^ z_wrPVzr8-)%4*Fb^EPT;&3_pA6^xHjk8g$A-*HCu`A4OV8&S#19%9pq9ah1&K1o^2 z-<0;4=ifz6+a37Chu^N?hJXJ9;OZV98+Hp7PM_PR6*hI z5)y)LaUFf_1YFJIJhJ5*8jH5NSspQ%VXXR$u!`!{76%vNe4LwjV-6xe*6-3@Od^IN zw$hWlF7b4>7s@(B|5`*Vv&M$ATQS02B{=ef?puZ6S494^mXX_}*@`E&cx&K7kpyl8E;$?WeM z!Z4W;s)iHIE*XDKCf;@1lrH%aIbzdAQ2su``C?5^w21|sjX^b+$H z_=*T;3vjP7F+PinbaJ$p&9M4A8~P&M{@4$c*h68RjDaaQQaJa!ElX~zQnOc8F_t3M z^hztZ)5a>k4prJv9PsX_*t-*Sb@w~DAuJS$t;0pTWEOHb|7t5-S;T9s)9&#lmg~Zj zI4Db5ZplyY_Jes(F>7WPno3H==YpkigQS7mP~0z5g34a?c6|7xJ>;RB`x)hQcrGid zz&8-O7O{)ulH6B6HBU&Stm2yVuoW^}vdDbKl1JV1k%%lO(`9S-lzp`&mO$?p&1ocA z@RCExsTG4|8jQ#J_Q$^k_3fXv;w_qeKVh-|(^Hd>2~Vviy+7%+D0Jwjo-!Ix(EJ(y z_t+-Oh=PlHE+a$IK3MuVCTdK*I)|~IOAT)EmxXP))2OynI;h`X>;5ds#x~8pGs6Ed1}`OwP24PrW)NOHE`3lWq+( zQsm5QfRCEW&vW#lJuj`mjJ>+sUzo#0{q+5k;eD=ocMNZP7u>~PhrJV<9d>OBo2*AZ z26jyadw+@@77qxLplGvjVgLb?e+A?JiGu|M(l*L87=~ibLzP?ePY{85;tGG%=z@c{ zOJW1w34PI&5r>8JF75Xjw%5HL26gVE;^S_L-^6Y+2jTptYpk30*|%3gZ~4dGX?#7v z6XqdHzWXsk{z==WCZ`M0TCq5Q^WUO1f8%`rp9C8dgFE>XCM>pdkI3+I2hg7u{*&0b z{bd;UNa0oBJNYA9pKg15!D|mp{LBRe?>~JV&S5t`@ zJ9kbX;&8rG35?A-ImI>kR5LlXzQN_v^$)4@%<23)sRM92;D3=i&)g9l90Cl?|0H$b zMU{-ODW9n$91aAr&h^v(Bz2D1F+t+u0J1=Y2=l+Q*aI=up80wCY5uuhoRRaJR!p^= zyr1WI=44_cC)3lf$=!rcNqj=Ol%nO63Sj|3iC7NBw|fi27b$_PA2H z0qzNedC`6m{8&7@4b>{&_TVu(|8*`{yH81zzd=a>OlBx4L7}05&+xy^s@p|49AL7@?bna<}BVQE$3qW1rL#-bA)k>ohrmjhqTsHFr1`skjz?qwv4w!${;Kg#x(02igN0^!QE+UX zxk3K*tPKksuerCS-w%_@tY!{mCd&lLG?P4cLAu>33pYM$V?nhaMIX?@9bZN;uWt z$WN-q7v-Rk?UnpoNU{4>tNZ&#^oW9THTa)Hp*?-E$3M^#exF16u{L5eTdXlJqdi{j ztmoR1NDC#L3tu}XyC+Vz&7h^}tQ?U}33o0OX$sTL6G1%~t#6hf?byrTjWry&qJ@!N zymp#ZA{Q=a{VNz$_vdS%0dka!bJQn9i#u|k21ep8SZdBU^s9-KbXHf2)=Hj0_Fms6 z_6P@Y@luLFU>kT?5rl@iYYRJx9L;=2xwODrRTWlA|J0Y*ERmjcc7CWarAT{^s0Ib| z!36uWbP8o3jR#YFtV_1Qja6j2cC;6rLmI`}%h1o7KOIGweQD!r*=b5C1b)Vy(0Wgo zEHjt=Ivdg(*=s1xpf$G3>W>Jf`#i$Gs@&AY6f=KCoY+0VY%ech8aG^&$bt7mM=6hA zCGTyWOzoIYMufXiXjqrn|4t3b2!H9T|0XS!jc({5ceU;xu;Kd^+e*biU;1MK55-J) zVQKngV`b_@#O;*MKV^G*PhR$`_B+b^m8r%M@abuaIg_>C8APK}^Fg)sU}WjfS3-UuP8!)wkX@*$V2g4^0tz7HJ8p5CHro-AL7&xLlhV!5qW&J)||EY~dP zQVO;ZMs{(TS&-|QwDXM=ipjfkoXJf|cYc#o&;~$KM<=5CY2FLj7V4K2guFZCt&HE$ z+;4`&w2L0_$U?06_9I;aqY|0j?bYC_P_!b$2y4!id}n91NQ_dpVcKRhecyeQapGLy zF?G@~XQ>Spl3V?{K^s@i=*vMSmVKeZv)tqtSQxTFn^2>(_cpO`aB8A+H`!P{oOfCP z9V|roA$!~tJ$^`BFW!YwNE&;BB5Fz0wuB!f1os1m7JFQ(`o9g?zu7b(8?9cF)rtYy zuthA6*L+NvlxJAUKAL!2^avW(qnuY`s`579kt@ZHJATc2`bac2QJ2SQY-83wBU*d} z7pNFJTu-O`TSCjtoT#Qp){8;vXHZ>>yjovH-Bi=Bvtc)3^)FSayx5_$k%$zJSNXdt zr_F?8v6+O`MyE+6{B4X9sjEUInbZBed3WVgY7_30I{mWJsmwbX(jgtQ64t-qA3pO2;p8WIZPr84}*!yZXN-nvHqdm@sCn`F`>8 zUii~SPa;D(KVR7=wo{n^9Eh2-Mhc)EmoE)KL{zJ_gUTZT}3ayW#m`47EB!5QztG^KXyKAN`;Pi;h_R=B9T`K#4Ab$Juk12}6EVuOUT1I*`mPJO^etJ4(a9d@|879R^W6l$( z>{BFjat6L+XfaCN?Xrkr5=9-NGrb-*jL84(^@O?yN)hYi00x@(+VUuOK zr=b2VcZ6;Px8v|nmW_`LG62oIAbA?6`06#I9k=|>^cFV3?&79KS;2y}jX8cR8aM=# zrEAK`H&mXsj>-M);dBPvAG4IXhG22|aA={om!+P3*jWC32VC?ELD&gh2@zE50PqTq zbsAUO@h;7b8M60}yw=*Wcx4aUfO`6R@gZ@TejNi=8*4MXF`;)E)q1FnY(te!8+4-G z7aS?p!LU z6<2*-#_w$-5fgspTyo_P$GI|#-;ha$WhWYA%lFb|QLt(CLuD7g2Tc<(Iw)uI_Eb$7 zoo*qq&9jRzx9v9F0e*6rfoO*6nCf-kY~s9ctyp2Tdh!Xca9lKfGTcDZ=fvGHG6wE@ z>c^mt$)dv|V=A(-*Rp4z6i?yY@7XV|$j%p;CesgCq9h@pNN~G9`(^ zSQEQ8`8~yoQn|;~trY^v6o@+Mi^sF8{ERB=r(6f+pK^oo$M0oY?yQjnJP4`aH9yTX zw}RbF?t6BwgF1vMPE&KKuY?G06DCYBv4C0jf6d;`oR2c!YDD5Mt0!=76ZWssDY#cn zy1bo~BrOH)yKs|StNl(3?m1evG0>9NQ;XCT_>QYa`DKP=n<#09#JpVt!;*N#A4ScuAox%dr;pZ)PRm}V3`;TFo9z13b}kwV zGxIb20dNd(l4);1)I0xsI;a!; z&7eIb^Tu?B8oHydJU(}-2g4};o?AKZUbcjQ*S8UNk0J`XdX>P$uD6!IDI)EqO_W}YAAy#f&bDd3bWZ0nKN#W+1rI8X$X!+Z z+P6o#GBcm=z6^zD+X`s6;Rx5!(e<>XV^n0JW9@a1PfWdFwVbiB?yYcG_C@&A@giO| z<<){)$jk*>llG=#@vqg}Ogi=GaM~^9Z7su+HoZsGlbK8u(G-bOs+-m6)wB!aQ>p{? zo4V4II~m+>q!L5B3r-iJ*s8u+P2Lg6alWpNOim}sI#zQVW81lBDUUN{+WAYqAt<%u zT@$r~E1wySGIZpOFTJG{my6yOo+snyskX16Z;_`>i)O6YxKgOyxMn`^a__;Dd-b1X zcA4w7zPrgNS&g5l#E@$fHJhEpRs>#l^T@htqHzglL->iZyM%3SbU-6; z>V+({q_xD+gg&=zCbkl^ z3+hjXo@9vnhDXG}JR4JkyBeF{_=oL}eiA3vk==eIcw?ZbhehM6G>ezh2=wA+3Fd$ zt^UwWeyh8R)bG8*ti`;gZDrB8R!bB)!%MA}TKM1Md~U!W!DasLFh$Hb+s1M@xe9TO zpTHmWKhO>&S)1B}&`SjQ6&}3EWymVvUnr~R!cSvd!hgSN%RbnloN4xr)v!N{yW%Da zfEW9`FGQ zNqeNpi;)d#_&yzbeX)ZBw_d(`{$v1K<0*$0In&Zvpl4RNV zk+>z^zkr>TEnncq!BUXoZOAR7`1z^pdQ#VI0eup!==^F|_0b1}9;&hlAgLmI6l6E2 zpMy*LVA!bH92C%Q*70Ulo{DDE#-@d8t6gHgH+*4--_62N1YYyC^<4FsOLEw9J> zq$GZ2r-t3{X(lgdGo3q6Ivh4RP&4>POiW$FDPHK}iDo%eDxPCIEX>Ed9kLlMw+|~u zm5b%ml}r`ycPYi-Hh8X6@nGv{8<=Gfxd_C($w%MkUFXkK2+@czyT@tYN>7_gE4>H` zd>3ileeL?aS|2gyC}RxCYrlRW$*C^Bc&WKK%a|4CiwToY`5p@!5{D)#EFaPK=J0S| z#O00#b4o*hVaOwkY&pTSvWFGNSAD7RG0vNziV}fhbV65wCs61`>J5X0{_WfytEN%a zem+-0q3%zKk@6laKaw4ReZl-0#^Hv+QI>)TjbCPUr^v5OVjh|J1b6NP^odGYKQI1K zO&Ij4^hFi7anl#>2ds_#q*VUDUcjXVW35~LToqbpl`>QbK$WLURl{<5~e(d z2Dc7!A)8szMJAf$ucD4XE8iTSw>qN9?#R=T=dbH{Ptf?uJ5Ii+=3{6v%ofd{CQDk^ zzXUgj6NBwdQGI&!e;)S6kiQ7@hPpsQTR`a+x@GWXTA|c89|M*0)p%zK6*dM0g@#29 z3{HAqRr%wh-!)H9!3w>{{|R$lz*qF$pww-`PD0!e>D4FDJJ?h<%C&Gus?Zn>z5A-e zTP;@!Qbye3nI5$w`gp^1{dX#5thtP_(p7E04HX_a=8%F@N~(##i`Pq$$4zk`$v;Pj zf6OaX~9>DNsy)Ai#kE|p{uGLi`Em@bt~!Y#BxA8IOMQy(svN7Q$YtQjCkSJBxJ4O`@7PXj1-JW$6L0t2{b_T=syj-h%Z0 z!K@7}dFpOo9Qc4@;l{tDFVRp$DDq$!SLk}f)T1Y8;wU7pSTSsTjI|O)@hZBrfG=cv zFaAzG&DyD#5G5yd<~8dp>t(h z!~_it@IwKpzpA^k1{|ZrFoqmQUf@O~y zl9W-WEkpeQ)q*iDewAl|F=ME6tJUbFw7Xt1W$R7l%rQWgS=5}uJZOD*0(BSrTn@kw z*6L_OSw4DdwH=6b&%pg;z-urZz-QZLl>-xW-94>Sd|K)Q_7*KNQ+R+Ue`DO-BPf5mK**ZYj;T4iATV9$~Acx9W zgwmtE$WBtXyv)h*ng6TTN}-Pn)4(6}K8+2>1o}Abz*zEn9h5v@DqrjPuqs^sNZ8Zr z+4s58xiiq5oX>W!af#bkj1CosqVNh?fk;iC!e|EK6dH`&h&--jugzBdHmxFeF^gvJ z=bYR9*L)tl2BM)JtrK}m^%n4${=X7O6c^eln{Di%4tVgz~@Xw;XZ{+0K zn^e4)=cVwD;9_`hPVdG3T}_x;I^ip3d_3~k#)(pt#dOVPc#UuH!n~QT#d_xxc|&Fc zFB9`+l&=p}o0QlZEAdzNEMQzR_`6zCx5sjQ;Xg z65pbRUNkm=y(NK#_qa92*KYvvyEdgiGra%upsBw&;1Z;t(c`c9)p}G5#BI_j8Z)En zSWogt*_fe(=$KyBJUGp)8W3vDOdYg)7^m%;s<#IepkK>}TSAJops$2`L(Rl&*XyWL z?Hg+;gz>SgnJ(?JsI(6Qx9{;%e-1{mbRt(hUpAqt7}AOWUyYJ)8~T};^?MIlglQ|JYpPJi zd*;FDXYMgVudUk-i&9Xd#~tUOnnRBI}(6KQI_;_==S$lx*7e5BLFDj2t=Bxrz_TaRNGzE0i)$#oOgbxIJqCayMI zzYu+CNjRUeg+>guUX7LC5v#Gd=%a_u9r0Oa)@dtky#&QX_cht~O4DP+`5mf^NYzI? zl8^ns*ZAV2dj&^h${E6WlsU2E>o^U*=F5_WNkivxMXn|ozjWcgr)-<-B5n$bx!M;| zUwZ1<73vvyZnh@0(W=k8l}Tv?k=`DpItw|QAgpH9?Khvc|^PL7r+qOZrWoT=v8XENrT5)6l@Q=9E^ zwy|(>cEGoKm>%a+#2$JV*8M8dN66Tj`ghEo)~ZR@0KhylP@}~KL(oH zB2a|mcWFL>nv0)6&Khf#`-^^!G#icg)N}bzjmn5aoGvqK{gKS~!3$pkePcl<6r>xr zNz9fd0cAKxral%0-QHE-Pj@}S15u)yP$b%If=>5|AAbdf?;fbx&M;0OiZ0~sIr19p zald)}lX?@O(e4jP{L})?ne8bi3)4Tb*H?1|qN5pem|a<0KfTBqI4CfRRn2WXqAF&G z;>#t9&>DG{?O5#om}=LZTB^OJWSD$U@?r?jvQCBK8hcac6G^zR$=}xVu63- zCFqn>^J!JWc6gae{Dxja&y>Qvrq9;n{*PN^Cff5 z^SaOevY&s+&wpn>|7%Gb8z#^=7+`}1!GPdl;engLz?!vJSnP13*px~fM({XdP664~ zow!t-6DKkMNq|m(NBH2Wk=-P`(Ov~8(B~-0;Sh8bf^uNeU}8WxRrFw4m{0Ud0V2w? zU-0NV@*y}NmPrlFdTLaaHxq>VJpBE+vACEP#UnmV^h3MJDxo zd%Pd ziV9Mt??na`?JAAK1Od;&LkaSgl)+LGQt!dX5|Ta>5YRXdy|F*L6cl6}l>oC5g2O;P z4$GyLEmnjagiMh4PYv|DKpDzKkQdpq*&?*jIIi?CIl0*)xUefhzy%@!1b=y;y9LeD}_UQsU}L!f_tfH;G(KN~7DtT;G7ViFcK*^vdD04Z0CbIRfP z19$|}pGHlCjU$jDIG$Np@bt(qQAt1_Tt7c21dv<+74SP8S7V^bFi{a6S@6g>uKqYr*H3o3-{CnXP zxaz73%FW5m`&)+4ZqaE98@mVwj;pI`hj{=MjwIBd@ULK>rD+^YzYF;*f6XlTXQ?So zK>n#)EC@soi11m+0V1?PWb{Q~am(kwp=!9#RTjZ?KDUpN0KkY2M>0WN0zl;%FJu8q zdYEh}C_xtXCkdz?ic*yX?rU;nmbxn>N&pE+FUu!WB}@fO;DK5CP@Hv`FA|^yeJg5} zJQo=X2uh3$Wja?N!zXHGq{1W>GfNgCBLIQWJWNpn${;@VAOs4A4u-dGd^t%3{{R5V zM}|p+r(k0c3q^+HAut%n3QqcGp_5GZ;#)(qKsaR(K-SgoaEue6h~g6)(Kz&ApmDjq zAfUB?d<`MFIJOA%#t}-_fWDK_8-MvX{ReLTmpDX}rhrbp!vRBbdvPfQaQJfz-~s69 zVR}&jM1W2cWW8)7MKSgVAlijIBl%A?c`tH%Nm0h(7o)jU>A_;pstn;`@Xv+<8i6e( z7L5aAsk9Ll8DIzy z0Chb>^ml-2<}1sy;Q$6e`Uhn&gJv&!i@zj2(C0T0q+S%|Qwb;-=ra=zyYw9$4lsI% z5XCn_q3ZOZS#>fvadMQQP*X_;gfy-=5eh*4*Yhw%D2nok9HCUADU@GC3Z)AM3M7*N zNB|&2I3$o&ka1u{0DFXiQ^oKF40Ti%84*Cl@ka)FP7gtVr&of$G5@lQSWd5G9A5`h zEejLQ^=tq{l%g&OkOg4dkVWWE0r7PxZ3NRpU~%YAeBVZ*c-(m8R*JAo3M!e9C{64> zL=$F1VWPf_10qLxwkppDRn_MQ!H{R@T>pXt7#u*1?9ZbD0s~~k{0RW*G6WC-nh6DS z89xIKB>)r>1Sr9?6srLkfm3gkAbGG{s(=*#g7pjyP-+qY=W_|q>JMNd!v6PsF8~gv zSQIn~nGpaQ`MH*VsR=L=fck@w4cUQ0m0_~4l{SLd6rKf7kcBB04JCmXXF~;W{Hw*{ z;ZXqFCM7b({#S*b8%Ym0u>n+DEdd2e#RfWME~Qmck#Sfl8nc2bG$=SsUMLw`8ph|EhJU1skk>oz34l);(IIKVP|g_rva&(l_^@MNzRLzDkN~0<~Iq=opuf?u$=M29vHA zz#7)9KMGcDwv!96>w7m`CC?K1o-}0~>UHsZT7;=-di&(Ixhu`KQ0~4c9rGa)A0X(9 zAf4XaUn9G$c#|}%Wt1qqNCLSbLp7=!vmxazS}o7ENmY+&D2wak!9Jx(Q{Ul-EXO~A zbRKRBITmee=ONjD=ubRvrlgCMZa2bVl7pW$1L@fk|Dz|*Ci%@jcKO*_2t2=nww=6XlWc30lcY@)o_7P?n=)N$v1`uKEIj? zo?o&-e+M^UZl87dAJzU_(z`L73nK|F{gQ)`*ZDhgHX+N-Lz$?mai6ZIkG}5v=oeS} zq^i9#F{}hu>^|;~otd=bdYaK*PM$@@MpXpFbfZI@8Pu%Cfgxc+*O>mSgR;3zF2*}Oh0za7s zjANi$IlZ6-l1V28Oc}~#Vm`ox1c*z(*-lCq5*R8Y6`*3uaP8p)(j!D7EB)13Kv$XC z;Mn-`(HSWi3?bQ2VBV6O_bxXZFkFaIBFGRD2pl}K5?GQR7RT5>mvoo?S=7>K!SqVw zMpCQMU$WImRZ8S@UBBlRbvE`key)LO22F2GqruM+4PKIK{;d0Q7(=pH1o1-db-7iK zot*Fge|UQ9s3zR^4H!fWL=gp~K|ty5F6r(@>CVw9ARswHKpLshJ-WMVFkmncM#pGI z`|k7oz3+R@&UVhu_Sg2@_jO-!KLi?sVr5Pv*O>ZaFP}Bd0X>EZH`76h61}DL0#vve zyL{bmhlqzU0{>wgR^dLh)np7x%R-H>w9bm@8l?iSYl7=_ZzvvYUHxZMOgXb#W{!{_ zuH;1*noEKwidei_?uDVXe`05YVjEs__(iHHe{WD|BmWC9lsiBcIOhsUElcC$`w^A715A-UmWD)#bI)gL>GZdecs163#O!_KVwtbU|hi3=TFQBGel z`gw^eZr{S$0^UN52D>}|Ver1%F-C4oGX9F9eJ<9urt=SDVoa((eA0KwuickL*4PKS z0a=!f;{6+qoZN@KTYQ(I*~Nu9;qlWdeq&YePoia1x21<;Io4vBsoR{8`?QJ1mP_3q6?3CD6U_0W1aV;!>{METkT1 z>PO#zu{_0Ry^q)0L*D=fysCa4EK_`y3imX+*3*c^XOBv3#{-{Na&Dz9i!@in%^;Gc zT8fSvMTHi$eas+R8E|3{aKpk&ILo}r?=#qxa7O=E{S*GzM8f~WUjH?K|G&ASzk!8DV*huB zbMM5>H)=aHjy|aD#Tkln{>||Z{gWjPoDVxcJ}`K!xJoIrGco6h!aYhH<@J5p@ ztSam@j0eno#&E|Xm#)I?{xrnH@LqqYDaOu9s9}C|@k88aR^9cKmXz&wf?D@pYaV`; zb8~w-GVXT6aZXYRQo7R%(}S|Hdg|xb{Ro{=oQhww>UddkE?f7G0*gwD2{(iA2gD~j zpYQr=!U4$YzS9?nqEJ%33WLC^>Tj85k3EhODb;@@b`ab`^Zw$Z&x5CLqX`j8exA0g zR@jvO4XE>lcx$DLXrZUE;oSQb<3e>@muQA=xrcnYN*5siJiw->`qX>!KAJGG?J61K zFOT_IbgjCL43}7QfaAKI8&I&)!@uei?>7@D#~qy$m;xU?0BVvu7;us==wLn zO-M+ABauN+M({*Fe}L_0G^W5d8Y-iKe>er<|9&BKPnD6t`r<#6Gp8bfpU;DyM>1$- zZA(Mt(T$f0vySmI8sXb6z4a~3aE+GCdy7W+-sGC{#kh%5zhrQ}C2%SY+EJUQNHE~& z7nT&6ClWCJ_d5L~1zqE?3i6-)V!&V+z~ENIBETT{v-%T_V17M|j*tJ2p)sQ|i)r9u zYuF&9CTH3{eLW&X=FatO_HXRHgO+jE^5<$h%H(Isj5Ky8)|zrH;b-D;a-X2|z~&u_ zPZ)Nf>^JM*(+9a6JRSM^0q{6$A;aaKSu6{(MX*B4zJt;$5ID2n^3Ll;C= z|Gn&s0h{%GC!yeSZ%VZ#cyu<=AKb7N*S@qxf;knKjxp?X6SjjT7(MyqFNCAfkQQAho?w|sY7^fM1e{7b5A+TFg}xa(+F zc}6Z}e85S*W-aN);7jd_TGyc4Qs>Niu2f}U_dkqvZ4<3BCDHvJf^c2V)V^;!qeUJm z6AzPx7O5L@O>wU{09iBQ`A%lu5E^~8$arDx_#CKEa^bfO*q}hhOENFIpJHSb*E9`c zIB#U-CPTuTMF;d!Sc8psG{JLQ&HhWyblkNp3hu5!L0@}YLG_cZ^)VnBkop0B(IFS1 z8ihW8WJqiy$IwHH5o^2V$9J;r_t-jJY6flB-w7WE%gK?9W4P`aCi|2y8Sr^gajX?s zt~+ImX;RdOm~ckO`)l342_>uIaC6)>Y+st$H_X^;2UOrAAEzf~+Q6eCS8{7g!s=+X z>^!b7$7H3QyM(TBZAT=oV?fnI6Yp@kXS5;R;*kJF(SwQG>b=bJ$T>FW9q#vSL1#Gk za(Pv0GnCUTxw1;4-snMPj>%l=Tx1q%Z>%3Lk>tvA3ALG`$Ws0KWs_8y6IwTZF*f&r3?r!bzi&m#t*0zwlN}7C($_l1LYFzK6yT@U`Iz+|9&T< z1?T4GT{K<9#f+lrP51v6 zRC+JNFj+uXgLt?uQ~6q2=`p}S7C7|FA{jNW@<7Y#0M4XKJOKcQ&PtlRQWt7VQmK3b z|Mc85zx1rwCynbJw(>-E%*X!4S>Ce)Q2a1ILQVQw?4h8UwLg-X=XCZ1d0+Q4Imw@X zsJo)`BTc4PzqG1WDb6K4XW?Xk4d;nHUwXavq*BdUpfD2C)h+Bwez-gx>T4#pkj;D~ zHak_gc!1&>D=|uHmkDFq3Cmf!`qt+K9N* zex6tjk}W@Kn2=M7-?T#|^(Qmxo~%VsMl=nj4wAT9m`23QZ|iWjHcxU@yttPm=oD$w z!`fx5Nh_>kI|4HxKQ$(|fG3NvA1aG((Enu0gIjK^M;$`eGwNhGhmH zP0ZkE5dV=RLy!7z3Gx^d6&WSaoXK|)jcBY45gd%&Q}i^6IWwaXjWIx+hfPfI>q&e# zraU$U8p@&}xrjOzw3!|}VJa$JW>IGwE&7x5*i>nUD$*X=1c)&bjtS*nmz`=_z!IqD zJ-Dr)(15!5<2rqqrBknMqQ^MT7|OVSM7w;hS8RG~cQu{TqrX7A5FJu>(V$n~G5(&| zDo8O$r}@6j=`laUq$z%Qk{hh!KX2}t9WOPW{KemYB*Zwrqb>ue28TJ@ISotrdh`(L zo8_#85yXPTt$tP|WJ?yq*?L5{u&xxShN2_=i|x{CgGzPjA4*O`&WnZ2Ef#ng1U|5z z1=*d?e+c(#{X=_%8(r73xAV1>PP2Ll&iiIr`n^5A)G1e}q{yauuC%=S{z5?NJGMZ7 zEk=*qyO~7JmVYK;-zht8+8dRqACiDGiXe|)S|O#n2|v& zd!N=sjVGUxJp9h+=d&n2z3U{)Q}~w6$1G$|<&L7^D;42>mumj@HKv{;HPIru0>COb zHBkDgTcJg`Mo5NO3bTD(TmgLsUpAqNP5uJwS|as!W(PE1UO$Z(BY6shniVO-(>X|@ zI$@x*vfdhPcu{>2nSi4)!Ne(dW zoHf3-4Z`XWR~S@WX0dP<6)3>R96hmn#dJGuHxHO#EjPSSuIb&2(&4+=AvE=HAaa_? z|1O9E#5;)3w=ONRG$Rh?ToM)l2p|m zRe|hU7Z-RoAbY&m<<7lk#*AVXwAAxwh^Kf$TzCQZjALbfYdTY&uW7X!Tli;I#@SvW zxvqZ*^OuUAn~1AjRhoB*lC(!`sOSpxw)=C`@gF%)Va)6FG~wq`^}gCay0<5_gK~5F z6adY3Rve?z5dR{!`E(4{CwJ8+(%Q}kYs@6)gUI7shR18s$G>ssHqrI{(-Z>A(2oB& z;_b*#MN#6h!vBRhx;%cUQM@(L)1h+J@RboY`Bgm8dhhfclMCC_;L%{g^ zKe7gg1)!K;D1nXt-{6cXCq0!R23WqHmii-ia!&9ce>{NZ+t97;y_{T#)c^S7aWpqN zK#7MK`1r>HWBM5scf#FN~(RQS&QOca( ziU{#3qP0GHmDvLp#(H3YtO(P{Rilz}w=ll0WykIN8$^}O@3KH@HHcN;y;e{C52Hg@ zp=^0Pq#%VPxC~&hKeil*_%&B$_4?tc;IVAOb`cP_MCEg&%i$S*um3)O^f`=NH%1@A z!YdGitzSHZNBJzsyrxMPU@&aqF}ckZm%Myg8J9DHfBG5s@7=L@;IF+ zforJZnsVyR;5D!^LJspQG zFQZiF`yIi@Ti=FsGZu4H_tAk$MV#$j(a$PDR9Rv2ESug@>5ND7(TkkF%oA7qUXl-& zF5VSJ`qCT9*B6x5wVIbaZEmENx!gKVbg0?udf^t)7!Ab3dqGj24{#0dlJ^vi-@c=0 z52!jTT1{Wg_IhPQS8U+$gzeG>6AlxF4HaZ>WYbXq^Vf@I2LV|_fdY+1*AMH8J;KO} z#rVgDndUf4Mg)T^ca!V0+SXj%5dqFc#xEiyYQb%@fA&)KNaId~H;-Gk>1%HOVc>{( z=&|0qWC&y-eRM|757kb}2B#D3sT3MADMfbE zyU8-Iwa!Sjm&HI3xPeP~fr1;20E@v?XQ#ayZ(Z{8>*KxMkEE9B`tP3R%dV{4gbip7 zxDk#%ij;%U%a)YPk_UjIk45h6icK#p$z=y4q_Dxs%-ZI96U5?;*0i-(7sn120_ zHj4q*J%l@y8T!c95Gx%k?X`~xXj@vtgRBbwpK8ianl{XiH&j+YaUjAttblbsbz|Lv zITw)QkeP9{_c!N2hxgZq)IsK-&@WTDX`}UqAcZI4hqhPhf|xh0~lOAVnM zTskd+*V@_#{<;FGj26!QZ(n~~aLl@8si{@aKzwsMW*m^TY;6=fkS}|~|51Q-imwAh@#EqZfQ&hh^qeb&s-o^!NW5&B zc1XT9ortP<#dp&A-Be~9kPJ?KHCg7<9F-4pG~?qIu}mfOVETZtv>5u^tZB*4b#=eF z)91N&j22PG4H2JIF|DOfiJ;JCGpbU@f0z~ zx^skRMe0&YY&5`}J6=~-sAKo$BY=i8Q?s`omv zq`t+0c?ABB{?HnbOW>rIVu|x2V)g|VP;HUMqpmBYF}&E zJvol?Rcq@&axNx{HNU4hi5K3zx;XJ}$-r0+nGaZscu{3mx?f#k(q1R_QS0ZgbD-`} zrGpT?3P<0k1Lv=A9b=sZhN^_E(^ckfT6I5X7l+()!B2bc1NM3UVJI~;9>+~?x(5b# zf>(_(B@|0X&d?_snX+H`weYYI5)^XryUAHL@#m|x?@ZkOQu`C)`bL?V$*lEarq8-{ zNDjsJ8=Lo8Xkl@i^l5*?u=&H@*L@|h&U$EC)3(wbd4m56A|6I9kr31*U!?2`nhi927?4E{51dYEf^d5rQI^tG^rC z!Cf%}_07@i;`aQn@5*v3z)ODK#cW_QE4^&d;ri~USvCkAK+=b}CRx8B)4(UAODM;9 z100bYi&*HBWmsIrd!K2ai3ltUOJ|bpx})k#DqTCS#nq{e-cRq&zTf@DPuvwOQJO`= zx_OEr%2Q%-xUt|?dwUL$lFMw}Gzr`mdNxT`Vq(acAjG#mEZz>eKixC6nKy?v_8OjT z1z_X+jMtEg@5b(aw>o%ZsEb>KjSctyjL^oM$1BRbWc6*?PCw}a&9WlCiS<_N77 z;b`KLMxmmJ!dNJOf^qnIJN;{5n+Q(Y<39|cQmZ4O|5Rb~bhJr;#=s(!FG)^Y20J}F zw1kRVa^isyRtGm(;G>{r&C=s&pEb_))Cw)QDyxR!8Jl<<6@|=@!t9WrP`@{nsjuFgp|Z_NjO>L{3Hn1UWYmdxk7IAn95T~#he{6qUN4B9$?RuFwf2>>UNRIUF$-*H z$8zonZibwex0&#feIuFij`unp>Ypnyi-vNPj^TNGgGTEfjA7l8fd#qw)eHK~o?Y>3Xdf~Me86#rMT8v*Tr*TUuj#6ifO0zlC9p_)#h~GKk5TrFlk-m zL0#bTZyYN98xTkROpt+JS+9Ud2y2@TLLU(&L2r=CsnoogaBt zo@S%`xp3{TlF?_@4wfg=4;$dL>ZR;KqucWQ1@@`^v4$Tfc-h7?c zn-kkBnU&h=m^)LCD9enkpKnG-eKFlhiqGQkhz)}o{rA(y#)UZQbv9%VgPG~fKRBFBn zYCV{`YzDQO=y4=#wAGMN^2?H&r9CMxY;NgDNH@t8Gu2tx4xK&nn!@1_Zzy;GD|pTl zIV%}*OXt>Q0eiD*g(`G&t!(e7veW` zPt*WTS?pfHZ5x)gAxF9dX31kzd_4149d;JTdKbXbhvvuqVbjY` z@YUVCaZW06u=3v3ds9`NH{OAEWEmnV&5%o5FzW^Ft z0o$0CPaJ^nK>|Z-inF{UmxALePfEzsjQ<9_;PubCD~P?lx;*R`W4$#!& z;!1FNUBx4o`eDi`eM$WJw=S zVrM5hb&GGKWOMFljnsjq*~(Av{3f`|k7=Dq)OSuOSl@7}Y-No1H`%AC4>($Lcp7U6 zlUGVtnFS6MvaO;GfY5uoNetYzdLXR{@!6QLSsIc46->R5Wk$G;F0mejOBlj@PBC;^ z6mO4e)T_3fE}(@*=gOiLOKsvfLZ+Y7*k5e#NS}lM&zFFcsFXi}5z6>ERfRfs`b&o7 zR0`T~bE-_X9ggOIq*7#*o+N$2W{OOqWDv#G{66uvC`7WGib)5Dq`>k&Vce&{rUp&C z*D4Y?hReawW#-B8e_jbp^#Mu-i|99kYK>!enSsK}4U(C5aF|5El2^(-KhDHOM{Sq_ zkU1iGO)P8rszY=RZkakWX-F8#g|8}A@49$>0_JisNR#n7YEJ)#lK*=mQVvWyS{M+Q zZi1P_-N1QF9|b%GXzDW3WLw5y@^vU-yf^lp4siF8(ah49U+dWcDj+?3PIBe4fOww@ zm^UHH@6&uSk-TLb@Ksms-Tu>56o(jJv-teTKMX7T=Xw?8>r>7Hc&ki28L5ff@7H;p zeG$}Ja5Wvh0vSMHxwPY~SnqPK$X$MGKHJ5$E)AyDRiZL_>Ff{)fdD^FNVjmo- za58lltw#)?W5-)p;KYIhwA#hP@#9naw-upHnm*V;+D|pB=L7Cv>-%Vnu!pPkXz^en z@G9TBql9?eAPF7iI)doXMozz2#_1=Ib-D_XW6q z^THmTa5-|VU-p8G5&HVvy$3)V0bV;ijj6X!zMv$| zs(xIl5A(IV)m)d9l_P)GwCFPBkmW9IfNY9gJuM~tmm>+K%N?rA#AntWzqqvkk(Hl@ zB(H0e(#Z5rCnSLR)hq;Mt!-4IErcfWhG2u@CGgfJ-^5#Wwf6240`IDH8#=y|Le2z2 zJsdH@sf(;bV>>tlwdBFh;y}+gG z+;D4~eN;RbPWGxav{cieYRjQ?jZ3^5ly{?b`UvvBNPL^*o1!zGG>SkZU+byOvZSd% zXd0;ue1l_12QOA|l6mKcH4plO*9>b*=w0V|tKP{}14H_PM9W0C!OwEB#@yHOpQ$CH zH`$d{UFsjL`_cuLbsXf{lUBeQwq>o~GCmmk1=v}{Po4!+kWN)Jw2kP}pXS^AeMvJ+ zzs7zM1plhS+7Q6vAHlh2xMUHf$0Bv_uk+-R zEs1S)ZI3$T?#q*w3qmbA_(Q3mAsYDP-zJziCOPP#K8L%dY6^$!Gds;uLJLDMXD*;t zUn@UNwV|*{Ccfxby3p#Wz0naVXTwADOGV3yMauS=6sHrWBI#-h&1Noc?YlX3VdV|U z;^7zmCGrM&@T51wVS9IFgNV`#W)n#kHeLq-WY)U5U7Fw{;b8vWP<^vEI6eRMWjh~p z;;x%^>yD~oZTc^(`dsxjEW=3$lCQwH4!r^w_K!7n8Az{w^+8K_j=*WbDy=y<0MF1P z04gN%fm4koPtmHkEblrLO=e{{ca^B*PnZRJma4pp%OMGNWgs4^)boJWU6D>hkknr> zr`p0vG<}ClHn+#vReUGR&U!JQz+Kx?jwtYt2_xv$?e|tjw9QWI5<-- zrxNZ}4EFu9NIhPO9{AYrz^9&{lpPE}z{_vz9CL`aUTl_L5{|U7JO9I|G%svAxMO_7 zrm5sDj$3IsR0%Wr!>OEvwMqP5zXMRbS^Jvq`A~>#;Bf^w#nviX%A787*Ow50>z>Ws zo{sSMcx|Cr-+{*>W0rLj%9k+!x0_6IV(QM}5}aTfMCi7<;0T(0KW-as@JgjwOGD)z zac<}OJf!`@NZyk%gN!4q-B*!8Whh=yQxksKU{pB8_hZdU7ONIle863~QSq*Z(UFaD zS7|AHv|9gfA>=}k&A`yJcb4tK$K&8ngOw%fSAc_Dnf+CUvcD3u(xp^{_I&Sxe_$EeN#QLeKO=fIa}^ z`)GH@!jS2~?KR48i5W&ePrG!Q(-bwvWkN2HOtd|K=eXhDAEHaZ`!UyaFBv|(THD`5 zEb#g}&FS)Eyfp5AjEmJkJRM^^?9M{G9=Rw%c@gQ2HR}K3ueQ+JUWFk=yIG4eQ1@TElKj#LL%De;Zwyrf?ElMkp7v0B*cvVxjaU`J4&O1wA0GP82d?SljT*?cKQ4RSl{3t)n6&uP*@#ol zI~DHbulGZO?J$c8k9OzZ_UpH`0nopeD2D>$O^jjLxXlq>mdav1wFL;gV|-# zJ4Rh|YkhAlqT>1JN%FQJUSkA{D}-0K=XYg|DkQphdtT=}T$X&=S7I$C=qnLK^Z2<> z4mrwv?(H|WuU2P76fCu|7COj^y7t8)D;)wk=k!REpUn|j(#Y6|S5STlka1{LgAGBz zM$MN9?6_Jf=wZO`z@#AF-G0Go0rLSUenEu8gR-VRsB^;YqG zwIyv*^eC{~UYuYWReqW0l=UGQ1v~ zXENGvIXgBK3H?*wbGWM0F#1&)ZIRO;UF3y!y0U0!MlilbL%KQ5?`WfL8QKzy_BR&{JpY3>ZF0&< zVxY~r=m%QA_m z*@qSCj+f{O{{~84L--&PkiqOCX^h)7gQ-$pvj@8FH@&Iff7aO^(Y_ND7m9+Dn5MOA zTclnRT5FTW6oK~ZO)Qk3OJMSqz1 zdiG@Mw=})fnHcrm^A8DRM4423q-~$XQBIEsH7v_$MQbYiAejQxMxG7;nb=?KfK@qf zHGG0`MASxbhX(j8O1D{NadpHvuEN)`)^b}j9Bii+@82-_0tvFiPKwZ=5U&9Lk|J^{ zgX}Z871hAtuM6j;Ug_q?THuMc|CEFLt%>Vz64QWX^F6C8gls1fCd0O))9iw za3UxzM)Ov7{XC~GQfKbvH!9-lZg2xi+8LkE2d#e5Uee==P1%vK(|g_VG%+_!o1~S= z7I@8r_;wgK;Y_X)Z=rRnrP9zN*I7uVr36+Hgb&7)7~=jA3F@;hr|)QMphO3?pI;^{ zXxbsnLUr>MTpWasEVXjfvY(*HBM|B>^JKkrKZgV^uQU7@$Xf?rVV|E9S49FKegQ33 z;o42^0%bdUZlsA=JAZu%^=O8uS|eQoQcqdjPRck@T5;v<}QInDT1pD>UM$yHP3W?H) z&|M^zzGc|M*EoeeWTt1!t?~-P(Y9feF0`3g;;F-+UL8>8@pD?CRf;6%^6stwFrqKw z)0i3H`ZgmU2z%0fC@w2+ab}s!3e@B@@->fIx82gQG;5;N`86-ZwW`atDAe1Zq@GoY zeYjO^x{FdSvGk!6x0V^&(VaO+)xsSDkOjm$r0v5+0p@MUJX$vxg|A_OEn8*$ZhF|8 zWxSJuC2xv+Cwmx6M0zl3Wyk&)nZP)Zf%s@p1@J%%y6kWk{Cujceh%Jz&MM!$TWQb8 zFH}(?f^dYKhHq(tok5*YRH0FR{S?z1l1}U7e7o0W@E5-wL&d8WyQ%QRf_P1MV;i%C zl!!z|PxW9n>XJ4XaeCGwd(Up6#Fb9a7wU8l-5SeO$2)527O|9=Te1?uz#gnix$L?b>6aymmKo?ioEF0VI*0i3(CH!vU#e< zJ<;HtYG*`;f}d1{<=NR4!&1%CSNtdTP6!-}g-yuhg@1O_kL$?%!%*$tc}*LNLi@xE;~(Tw^m0`S<0Y{Ca*iPg3<t$n!~LEnq}0Kqz{vaVF=!6hhpwP zGd%x>=??s!zjZW)cZ}<)5KK)9S6Zd+pTYJjHLaXtwNbR^Rf$Yn-!Ch~S_;PO0$hF_ zN9&#;!9{}(Zd2TyhRXFxj2~l1ngxd+jGTHN1q;`VVM}7O$x3aF62x~W_BuH^Q`Yqu zk#N>)zW{rOU804TWTQw5-^sv$I9YDbVuNuTdx8a|$F{W92Ay=ge#GZ$^mb%h0V}0B zDn66Ke;9GF(#yanMxJ(+s^-LEr>L~t$$B*hF6H6=XY?u7$0)7lJxWa!MG~aMV{HEU z;K|5C(J|_(bjrrbBXhwa>n%^Bp=Ov znk5sAR$Wz__>#!xbXS1?sH45;FBL=P@-|=@?lKiUvvhDP3nJz5#`MMwp>LCI6zM8E z7tyR*N;FV&T>bi3Q_hhV;*w)>bPT9@}N=v2*YWCIKU zXHFq`gF&LHDO5n$T`Liw2%ZG9Lf~wwUbN||Y}8c78Malm5W8lR`S2K5&}>dHj%Wz{ z()ipzHKvA=zlk16_-=OeSi5-zX>z|Rod71xi=PNZOJ?3H?T>^ko)}F{@~pJoluny= z4%d7OOEPu^2HBGZBJFW-AZS>dxvHW`Z5}2Iq54_|1}6DuE}VXLU)c<L#8#4Omun>1r-A zH#+94_I}{eAAyCGg#PT4X*M6y;NnmBai#mj@i@)#T{w(>FjfY6davcVKll9 zk%x$E&|f)=10xD{Lx^X|W*{F@aF%}Y4v->v=IRt=O*{iwG3`ur?Xpyd8P;WtW1}$*#o6*kqM1T)GLf;Bu;@s-STvA8zw#~9e~AMYv>{7_6!RH6Ba|e^gO3(- z|EO7hRK%K%A;{yDC%|UHAcq;g=@1J!r)OP^42y7ww-9 zIA>DFSwO!^WbK}u?&jw}!78S`m-h^i9)y|4)HbIU&)bY()d3dJ3VyoLID)5s9>x<> zyJPj#EAhqDRP;tCyh*EUELijy;i%@=OjS4Z&`>JWJ9~zQgM5N{N6&gq$*Ehve1XjC z*~kzuYT>Nuxr@`-r{Jsp=x=9{_~LIEI1&Zftyn8i0~9DFB(>U%dC9HoQ83$J`e*)* zmvoBmwrKJjRr#av!OIK?Qq5}U z9T%J47#Gpf74>Dw^yQO3^Vg#p8lDkD_{xBwW;jnh$B!)<15j5}t zLtvTTgm1O#N64v3Otfzy+i4hZpsuh zvV_uRwpJ)oW3}Ktf{Wkvrz=75dmU6pqFbk|HOpP}@c1*eys{;jU5skMiX4>@nLZF0 z#LS%fz&rHX-;TwvabHk}os;JM)r~lZgQpXZp4XU&N()tjLqb|$tm#vy;{@{r4sjrF z%^s_vuzX?YzDcbwrTlYbzUiF^=(OQvH&**XlWw>wuASpAP{@^#rOoOL8vo-Hh8$KE9mPfar5y8rv^ zI&l+QylC%@rO_SA7dZs=H4-xoK$Q!6!bt~rrM>;h-Mtsli6sUE)|O^@P`>f>WNI}F z{&UZ-Zh*Koyzp&_JFpnLEngBI6pJiZBSW=zHc{Gna1_Y?(bBsQEQFSSPADyP432Az+x0 z0K`_EwH+djt((P77+^B{#UVPBq7C<$O!rQLj#lpH?A_ZxR7#S(YP#cDmO#|+{GB)b z#1;Fw;P6&Z`+;Z=GUaf_6m_el4nbi(nGBS(-!D|`fQYkS&GLV|?W5uyU|o}gq#7!T zB?`ARSy}%@mj4#|^L$}6V@1iy#kI`@e+~$q&|1BSPw^?_5hD?eb!rT0o&0*4A=UQn z!SaWzNVxUt{;_uMKxJ0D$pj#HqPlNtp zlpZqrz=AaSn_9Cwetovv)Ydr{c_d8EtlH)mKFU)o2(-I&5=XWGHAbzQ6)S13oiuRQcDwQI4 za&;3= z{w}wX$XPjt%Jt^7#)Y>>?~b*++_Z?*U0ecvb{}ty{F4ClczQL+xur|zi&L_uHybhe+|*Ck>su5;^C~d?WU_zKs4H0c8joeHT($D z!BcdCc~IXx5y#S5SY~wm$>p(CyrkHW$LAXIFn^5~ZbQ4bT$_EVs$JWuZ!&l}|+nqaFqkEkOvpW?6B!TQY> zA*p{+WhUHT>YE{m^b}Nkz}*TXxwa3RyV8-C#au>Xmh=!UHhGq7FrLty-Q#pq%?CHx z{+p17j6W@V2hB%2uDe@utsmNeLV33YAnfG>+_=8c;t6K=TQ6Z1fbyK)O1jR}l3$Ps z-^-3o^2b?nJ%U8bCXKqku{St15WfN)h|#518~b5$;CjYug3+9!1?)%t@Tkw5EWrhS)~C_d8UGhl?J00&=|5J>eXi?kuPD;`#o^O zADB?C27z92`sivL3r?y?=gP>@^|?JV&luQFS}!p(1sF|j$;^0Zw9R?SY1@$_1zu$7 zwna zPFWZZ#s%fq!L$hviy=;n+)u;W+64-g2GRd{?mqwbM2A9q?T!_Ap1j6+-huPNXW)NP z>9^hJJSC10E_yS7N2~`rP5oRdoB{)zIFDiADHEqu?0>;*jcKghkIAM%SEa&hp7)Id z-W8lf@7@MYa^E{lKmA^q%XIGAtOBU6a>0_S~?bE)HAgp$uUJzX_&bUM;-?0-X0 z-2EefGfdksO>SvLc5wA8Hd-95Q=c!cE#RxPj3PgJUw+&@3?Jm|A+AvUQ+RM|)HoJX zjq6)cF$PQl1h)F$%C_w>w^_NHCx-64refBPc(rS^VuwjpXAikRwm6F3WT)MBzgH30 zQeA^AOMaYkZ-=~qvX@MhNI$LQdlieEa$L}l8w#x`#5Z93C0#~`LJRPe`*1Md+VpeUt#28Yi03Y2>sDDQ|{6X>C58b3ZegTej-=xMJkMo3FB4W!4`} z!lq=@W_ap|&eKP;Xrkk?nl-lQ1TQ{8CqpLq9hS-ve6{XDqr}Ixs6kaH3rXjVp&PMp z6+z^6m{*H7Sqg1tM09w22C_~~8!CB=txt6{J*1FqZB&UkRsAWje{!c57h^T;=(eM} zPx`|!usV)?p4_5Stq34WR^A!T6Z2Q;y-5LztzNOg503F;0g6B0(<-|{$h}2>-QcNZ%jCef zvsK39YXyX*-gZ*~$umZqhDhkq3O%+vgsE6A;^n8`h{+5eT00s}By&S4(p&uZk>+FM zi?9!FL&UF6d-mU*iL19c77QKS#; znqHbc!&7&**XNZi7WJRp6c~5ZYKRMKx+l3$iVDu8J%@O|mcT!y#G=@fYD=A&0ucjF zBzBhC$`9s?_XlalruG@gHc#~3Nq?M~-tm2O+l!wkvEuwn-lACzPWLMw+D$b4K}l_n zXWucy!&B1`%}-Wniue2L_e-9uxcr{tFGL)M(pQ6+cU_&o_Zcr^2!IzJ{ubm7C4VyS z1THH0y;~11c}aa(d(oc8HyArqM-`3rGl|M)#!H<`Zxo`{$|j=oR9m4=flKQVu6RM( z_wLyGMt3scmIlNVKni58 zuu3U3zIV&*E!)VYvmh?cpoVwzYI)D=>ds=6n20-2zqvo%Q4`m++u%*$bh;LC)!Vjb zOA+ZP63yqgqQ0$^^*7M^^yx06B1ykc#}@v=4S6Q+$(T>Zox85oXS1W-(xOVqIx6~_ z)mnFbf$Gg16jWsgvy5QQ{Gs5LszY~&2Hq-liR=|-&FY2nAN$NGc*+7*Knpl1!ty0 z9uyEUIev4Es%pQwl`Y2NT2>CO$V*grZk1L`ZyKQbu_`MPv~ToCZtWq;^~9p3*)in! z#rg8iX{ArAI>u9s=eb4dD;_B;f_w|YU1bW->J5LHNZJoRi*}*17&@hS)eq>U7jv$D!?>gj#dDLZx#_S4QbuQvsB2XO&B> z^1oUFED*rS@~$jWk#inA&zIEaZTq=hSrD==$I6RF(xBWfwfK|H^|qnz5wYLp9c+S^ ztgP%7aX$pM<-R>Z9G90i-1)Z!R+1jM?TV9@P@p&V*L_5(=n86%TKt;ld_DfbfMc`{ z!xy%+L-<^tcDJglmN|%!R%R9{1W<3Wb*!w?m2CR(LLWm^u*6lxwL`H_5MzjJr>< zveGdzg1zhsi>XupZYhp2{<0vqe8bdUbP+T3Yrp^S8S&rv#q;gbqYBpJiuKzszCQ8X zI|KF}%P*=cmCsD%a2R{b@pGBpdOU>JjegLJLUFn+PaT)GY?Kb=HupN9$sVJheAgen z9fvxy;^&QTztoQ7v%*wH$+@beaRJwQ$}Q8l(~7mm1N3A8?E|_!Ah^NOmo(0|qs^Cp zslGCa8lZNwmfr47qwE}<3ea11WZ-%M{dCNc<#<=RZ}j8zX>x#zk678_l9C$+)y~<0qVh=xKX7HPWhU zXNUq(nRj!J^r)?;zLjllLwK_~q(dB%Phe|98i`>-aCa!JCqda-zgIxgpe&KQ$LY8Z z`1Qp(H+4pLSnehC*Rt(K2!m@E=%#ezq`n&|dgO^%%pg==pdV0rBXpPfz}g#+HY z@xvJ8^R${GDMpI4Ni-(__$jfCwDSq5?C{7~?;6a=wp*$E9yX z!$~VP+U4fEuAh%Jx|6M4YxZ+9*&<16upg*fpFGxh^}eSV+dY(Qy}j1p{`$7M>npn{ zoo3TaI$z|6#)nJyMX}u zRE4|nn8hl7q@1G`R%ISce(v82%3EBnRQY|SJ?lYbeBLs_aX*5R46838kD;ZjJ*%&z znXTUe5g5vS;L(s3$F6BcHieP)$e?2-mv7)G9E?$r$ey6j{ed))9nv=e`NYpmVPS<(^|q?TnJ3c zVwWFiaDUrdckNX!(UvzFrRpnjeW$!f>iO1M$*r__-DU|M(UR@JBj;OdgxsVbI?U?2 zbXN$;Bx>q>jbohKZaZQXzgy`0wikHZ=W9G?82Dq#tYYdtHsp^A@+V{Eyl3#NCZW@E zM9yuF1AoOgZ^pCNHgdrzida}5mmiH~V{N)+{*|R)pBuyQxc>lUVl_<_V3C29 zWXlbtVMzIp?y7Z@P>r@)Jf!DtBW&mHu7T4%H#(x;YVG1md5$LgKNCi@e*LMmK7)Jd zlIHc~#*wIKf2V ze%GxusB=b%gTSZKJmk}n8Dv66c&R9djwseX)gm;lWMye8gjD-+{tge$mkP6 z7|TCO{ZmncON2=&$tP-{?#8*MudRJ5_F3YaYe?SellDNZKUos@5k?;vMi@V5Be|}B zJT|FfW-KEEJ74yB?TXJkeMY=^&vdC{lHxHe$rwdUge{D7`^`d+gPz%X$m`)D$$+^_|}g~ zw6^K)pIDS_NKm`ulUh#MWS(OJqTgIYX>TOceMDT~nDO(}QR=T%PnU`&sxG}kzzOc`rtjyYob_4aZG4o%m_?m9wQuDeWb}!jI z&&2xEek^nE*|ARC62m*bRh{jwJspbi7GkKfD~{zGHDPP5T&pRD?|wecMo-*oraud5 z@l{d4$HyNUZDov0;l{h1@_ezyPL}9ecBJ>vZVIvv#3yz8s(E;vVbrMfVT$M4Zlg38 zNhlj#c`fAs01D|gQ$>GllP1y#2OePh8YJIIw#8)nHHG5)@W$T}!Kz!{inf>k05_gU znEWy;Ue+kbDy2`Trk)9-`mdaN)764yE0*8%Mz0*1S);g&A11*cbwoN%#itTMG~1i&8uguwdsZ(Cw&wk>ojG~d@Isik25CMV0rRaj z_f2V+>U?WtIrAKIS<8=S(Ikx}q^t*$xXvkbt+SKrx|Xildz?mp;?c36g=)HYr=u#f z-^8ke>Og;cdR1Jy2B~Et%C_6te$p*Old5lQGLpjLLHk1#Yh!e%=jn|rfSCHNJ(47k_?gdhc#(oV-1a}TiYhoLC4S3`qZo+_W4ju zUZvBP*NO@Nj;D-yRbIPkuQr_oG3r-s9l7@vT#q5!9r0ZP>EMDElH+E;Gn4#1YYD7% zLcaKHAZXMK3FQ6)m7mpPokN?bHGM|c^eybqC}sVBii36sY#eb}`-?V%-i72Ueza`= z09WELX(sYpId{A7F8MBbZ^ERt{BGWV(VvQRTrKgTX0f$MCB= z4yV7j1H^HCZ^(GxhR4I>P(+)QfHGUK&M8+Bptot$-Z73b$Im{z(XZiO_Pv$iy|$5{ z$w?F4-SP7KsvWr#*hQXq!~yl~Q1nekBNTT2^1psZ6)MZzwFpPlk<%WY@vez_a%VMJ zeM3e%W#Y<@x(OQ|_tsy#&a|;7Ej8$CXAx%LApcE z>wUxSqE5?tu~A}tOGFsuMn5{x^sUFyx}#5UF`0HBlL9L}rRT$C12{ErV<*w??dLt? zl^gRFGyIxm-Y(zy(4s;Lf(IT{s_XXS^i2vgMT%flL~%+YihxciQR0gf0Z~$@sM+Y6 zDpn|s8wAlBRS~0Lf+$hYqhJLXq7-Aj1To%~L@4M3qoSjr4uuLlPyh-#6m$R-bOj0k zQP8143O?NWb45pzIUG^`!<2h%xmB>!Epq$XR(;X-I39nEQdmkfodzjdCy+%DVynR< z(tWGSZ#v@M$|)QbMME1d0n2wDwIb_Qv(ey;T_miM5*K1_1PbBg%eQYF)(Ts$u+eVg zF<)3sx5&DK`Gdt%%-t(>yJXE4?!rVQ1M}}zH}{<-sk;`D?dEU&n=hB4096gJkpTL@!q&YNOMqI~v8)wnS@x^I68%GxRcNb-YU_8-c;aA0r4oa4w;A6_31CTyHl~Uhozed;ejXE+nT{E-!;Z;xXHG2yC=nZvr=S~BP zFev-c&Xv6^VmD2xQ*M*@|aZ8Nk}xT;QxIi{Qvrk^8< zL0r%r-`WgY&9VS8r*O||$-!(DlP|cQa@;C$_P#!qwCkb`+(>c458i7kBJkOZrb{U$ zROiHB+Q*RX`PV*Ew^tYVtL{szk;o$qtl$PeFf;kn<-BXjM2{n`{k|UJ4n2M}<_won zZp$X+J%Aho`BYh>{b(-pc#KIN8f8NKPnAcenr5J0r;)d@??DteVmfr(Rl56mrLT0!y+%o!d^#W8=9EF{f#< z*;`*|cEb@`Ir=_wPRAY~C-JFEGEX*}sJb1|`;wE8Lj7E0&)#3iS9UnbH1qP#+qW9( zexFXC)Zy6KjltYc*lYA3MB#^0G zagu#UrBmC%Z7d>I%Cw3~6k~-s^7X0g(g4m15ELq$`@`aE80pv8%9!9jDTN6HH-9fY z`BZHyPPUcinfAD5JA6zr`>Mk2BDu3EGiF83@gkKg^T*v#tx_QgMU9HD8;b=ao6R+cD~hmZlod&++98qa z9|VC~L|)vlURf{oOP#WIl=J3lh2dK{;+F0PYiZ%b6IDF zqiyVs8a8pa_*VU{8cTR}Fsjqp%2w!kY(D7y;L}s+_U8IcEs(S`Wv%4w6}-aLYizu= zbjMg;v|E-_z7l=p@)`3Un5%ulIU{C6G=0|$aC7kW{HliH2ei5|zj%pOAIIcs*4B1? zJ0O7YFe*8QB1nJ!|EYg>bPZ6uM!6LB8wzaF0oxwz^{?;`?BnHnYmcI?9T^B;9m z*@(@wPG|9DcRBR=d}uk613uP461wl+KB>nU=90W-&&_cor;V85hmd?l`q`?%wkclP zcav^?#Vy7$!4$j8hz+=oX_XKi%ijc#;ZRcFK6_t@}O3NC<6MO7N z0BjNQ_|+xen{_O6-7MbZZSSEcD_0R&1d?$p2D^RapqyJWf>kaq;IhZ*`@OS4NIx z+Lsn_uZmYEbbEc%@imyXlt$otpm!Yb569Cq^21%j!;@>vTd7TRR2#8z%Ao$!exR`)l1*~UHJGC2|jg{_SW|uhfcn> z)a}Huxlw>vH*xn=i6I+v_jAp1%|BMV(=K8$N#T=)2WcU{s(aT-vehm18#QR%JZ-sX zv&gL_-%N6s8qZvHW}OD9HGtpa#Okaz@Nz&r=gPE3)f{dCSRTi{bDpBoA(vf};y}=N zyp{)sBOU8=)2SYvpdpraG32m$Tb;DLc3ZNfwUGMBxqe2PFwD94m4W`QDr{Hwml2na zc-cqRJAeb{PYBi2I*?TM{{VkFUJ-tGeX6oY){VYmqg+~9-LBc-ic$S#2lv(6z&$yp z9?@HpwKp9qXY|V5^p%DSTP&8ZjHyllKQB6`v(@^N#z3Oe$A~u6{a(_;*S&QeFHgI; z58~UTa0bLu7Y*VMTzOUWI$f+BtSDd1<23Q&w6f*KGaWfDqp907U1`!vp`qW{Mp{_e5M_5SIOjFbmNq(Z%2g|**77nUZdG94F8oqFcZ-=~U^vgEJp)16 znnuYC**=-4o+NnKM&$YJZgW$qeXq*IRk@9@M+em6oijx`7!0emNH4f&aP$JJ?X3~l z#&Ql1xtAb(vyUp3r$;U9bEkp5(EH53R7s(3$7q)qBLHlOXJ}RT_W5G3?FFDxf@Y3F za>8SSpN%6%(Qhv=K8-+aG7Ea*w43^4myfE*YBmzw zX}1xe-%JAC946!o4-KRWN)ZHztX~ea=mIw9@@AFMpOL28>N?uvyk3Lk< za=&6@Kj~+BiZU;vW7(s}=UYC8lucn2Wc_H}KKxY;l{*JtTDR#~hLb8R zlg9BYmfpTV)yp^9GRB&){awt_{aw7{<;7S!hE~AABA`y{okwsZZOF`amFz(|s{&7N zJpTX#Q?B;YeLF6da4xi)IfvVcPvuiFS^kTd&(n7N^Bz$B)uA9}x^cUXPqAQ8Qn5)i z$VasnDO3#rnkqa|VuOOBrBP61(Nd_W1kz0?_o6fcNTEZT6aWH@Pyqb?RDXRw(iC(6 zqs0Jpc%q}A1uBaabO56iF-AL50Y*DfQPHq5LV%$_3{m2R3Il}edM3C0_I+DWwvlYw zVyPia3;=P@&a`W34aK6zJV@)ekjs%>HuBEjP=TPkg=LAmss8|eDzUm-Pap(olZ;?E zBl8u_mkqw1ICDugT%S|uO*Zp$+y0@+&NG$#D=VmbKE8#I(Z`5@f5qhfRo@$>V&tXV zfS*+d`>Hg(DR44U<~BI{N<~NF$~64A*Pbl8Qt>sLXr^7bZR{C#lB3~WTmcoTg&4j`S-Gcd-05MkIuHjIq!QwzWQW+co}B7nJr==E+mXdz?DAe9gSN506BW9(&UBF z4ayID9uZdjxT>y{l1sm7ckI(j;@&AXmTZ;!qtdr>%8b``4|2Ab66D7zINT5QxH+vP z>uA2>wl8QCMQScJ4xZE^gc1y~rsV{ARkfE{X;-i;>GX)>ZZjlA3bL?R?Cr>&du{EF z+aws^W0J>{QRLDrXSn)SpDNm3f67`g8~zTXhNsxNO@md_u5co~fr;!lik5^(0Z)5A zhND%si)h0B#(5Ml%&Jef4ZS+I!28fJntOw2xSo}*t;QSBa(KJpM@JOG?)h? za^vE0N$`N=FJn|t=@&M)5ty~jQSGPVKM}(i&+MJc$UUjqzs~U@i0;kJ&G@{{Wqe zV@xkuoa*>f$W^SgX`GiWhGM?=2YK$R@U0J2%^T}7NQ@;x#$#Z7sq0HI`YPbgkr{k3 zx>WbjsX5xY`(v@ia^;q*uZtd;s26qAVS?dzU=M&b3ijco(;M9x5uN88@$2xb7z(t` zz%r;u12_j5?rNguXxmD;ZQ#mOuY{u<4_ZHmR2pASYTArnNz;>lcK{UNfC&EjkoO%y z79^V1LLgvE7y!T?tN`M*-6K2}8WpsSAm1#G3o;M~lMMVa4QTC}1Z$fh>d89t6}*RF zbL(3qDD$vPaj~uc z0LmN}=>fg9w~$5{NCR@fgP#8YI?DA*>315R()4R%Z4SlEK3T^sJ{2-O1369$&UV?DxEH5Qd$FX3|+VTyN8)RV!EE465CkC0{vLmZznv~3rt3n zR<%L_1-U=9k57ekSd$0{#yx)X=g6%vjJYXoj0%S-sf;+|%B!^(cr7K76uYVx3Ovnd z$i%91&lM5S8p!B>Hx2M#<4)V4 z4T^S1@o?W1AHJP}F}pPlH_}8&*!tA8UOQ4^j~J;cwBjuispAy-sq~{nr-IeQk++Ic zDW&6zQi`~mPa>RE1{0ptl5tN!yP{$0aro6@i#l=sptOP=V)(f%`|=fWil&ZbxFH;o zo(h6;55QKxtZYTDzHg1bD$YDh=en-j^`kd|O%VY}10S2()2aM{l| zMd!>nKPqB-nBVA{iWZ6?i+h#W2>^HdguMT@tA zJU}bvCFHjl2AkJXKhsxn!U%N99qK^;F-ds76>EOq^q$<8Q;9{q>~j&D~nM+(mD09YLE+ zmu#v#w0+qA>Pw^&-Q3$sjr4iYyk3NnkO#)0$F9t`BJO)e+VPuvhD?65o=?xq@}JX?7fa(w~(X^mLBx4H|VX}XF!hGqH<#C?Xv$8qzl$5d%&Ow}c~RaIT8 z$P=+rKfbgbKK4N^lI^1UJ>+bXqMvzXQgFx9Is8RGEu>Od&o#trE#;hn4(?0DdE8Gt z`FyKeH;N_ktSnb;8~AE+S#aKmik$_+n9;-dLjx)oB>d{u{{W=YJBGKjk>r))@nQ!6 zHhHYnZ7r3`lD_yJ@O<&}tTV#S-5h+I^wYs`w-CIJN^Rvrjiiz1>6*9D^E z2_1_qXKhSU6}bMCFw1gDR`ov$oW&gwCfONy;r5jtqO;zcYjL;K8%owK8doY~%H?0U zK2@E*)-NQDEvMXL$z?=b1;=jHS#K<_489zy#v_2Q_NklerM9wJN=TqK*9zX~{vxW{ z&SR^(TvrmpygzgAB%RmdYS!1Puk`q1hB;V;VtC|YvQX-=IU&);=KZbN`SDW&2nduu z_+56LxWe<=rfx4%$7#^DNcEjLXI0w3;m4t?6CbCS=UjJ3)vjzNi|CgU1ZD(|*&iP& z?ADXPeQJ~2$gYR6AG);0?S^vVw$lMNU=!JmOxg!(g{R~~!yTHY16xj*j*@9W&@{%# zVVY%tsRo-WDE1K^Flx6^(xSe%mM2lQh7TRSHFU$ARC(SwqIZ>+G*R{2I3F4;*p|;u zMXGdF?Ubf;QE-K^`k~L^P_*uvySdiBiF0o}aj+zgM&FHUwf>~LTgH1iw#E(+MIW%ZPTXbl*N`#g#t~Ip6{O>lo#eF+(#kjwxR|RDx$osc6BOX8k)F+%k%kxp^X8+= zr$I81>5=Greib%{K2-H6-DL0jFHX7#7V8^&$H(Q`vbX&Wb!-`|<|7?|J5S|ZP>N<$ z-k8Nr!Ze(>?ZM%jQAv-}9X27(7!BX;tLSfHnE*)?lk35z`kPCV!&`XmRRYQS!MuH3 zpDrq{<`=iy;>i=18OJ&MvsmuSrrMXcVfJ@)8pi6}kP65g0&&JGXgL`^mFFuIyZTBc zq|-wqI8`C|$@$lL&@}7qH%nW6M*XiYezQ5o7lH1NQCo54w?264t!R%lF^Uzg(j!Gi zXs8_pClsnIPz6PbRw%JRCW{oTQfLH`%@L(gGy`N%qckWC)wfsKTbvTwOBOkO!AB}mnp!GqYU9}?G=JL^jifNF4QOF;@xTik8-FM?XDHgA3A;$f! z=tng&DWjNXCJa6m=U95HQj3Muu2bFz8?tlrIpViI&9&RTTV5%5H;U1~LblKk-&^tW z`CT&0hR0Q-q8!q(TRFmxijIIfF-1o}7@S+T`+qPU1 zWI{dOJkJJ|J-5;Z==3>P(n9MS{J?=La8!WUbx$cd4Qf&EnWe?uX=T z2khhL+Lra~2jI0$fo;kzd7=7ar`QzT+MN7CClHvwYrh9 zAVuEiJ;@-{9RpaJ(^;O<<8+o6VQ#JNwgm@&s2#K3p3|!m880L{oKtxF=76BLc$lKF zB=6h?F^qggBFk2|v(aFQR@wCs!7frsLU?089{yOyb5nYOZsfAMn%&YlEsK{9#Cy92 z-M*aUnms9Ru41yjx`_sM0FCcqNaT;%`=~guzqA*&sWOia;RlHk>{YSIKD>T(%+}W0 zwW`B$Zl*VkJd3x#`}0p~dab2`BvV{R6q9hFk74WlDX}yn;?iqbRp5|#49ao?cT@Qv z#+f;Wp{8lA)KVKuXG>_`4ud#l_*KN#kilx^-fOEC+(JP+0pPjh?q5PXdeg0K2bEx*GQe#%#&|5G9CKQAX(C&^Mqd%(ikuJ1sr5UBlFjx2`?2no z$Tg(WD#t_AF`-&nTf-q}9o^lN$&aVpqMg~mW-sL*t=XK!_HF6No-m60Mj z3`i#=^YHv?1&UpGo-Ac!Q4ouJDFsgMMmzE<;Lgt!Fxz1*;Dc@)u z@cZg=yTDU?ip?q8?=C(#1K~(kNSk}eRTn#nCjn?)k|1mNuiar4qjB)4iu7hcHX?Y$k=0^t@ z1J9n{bygmk=k1=-I-1{5@Wj$UQc@Nxh}$Ub=yS@Som*YPWR24tlCHxa0T!b+=Tuel@8IqKOlZ z)bLMwnG~zX6tKRuYP?eMRFW}AidHD9p;K*AZAjSN`_yKsHei%v@vDf*2U^iB^_w#c z%B17nK8CsHQuNGLx7ux@@Fj{?nemLWmBUwBJ-cSP@3f|SYpou1d@7klne$I}r!0QP zId!H<=6P1zR~uS;7GXN}8&A8B<3$W&9YXTahWIblj57{XKWn$%epM=RVZ4Yo){jw- zn9n0{;Xf*YG!so^bn=1jwCCFi&Nm<(`1KV98Obc#`L4vH!??G!9wtYaH~@Ut6xUCp zW@Tjrm>WNctILb~X?mG2Um`1;COGss!sLC`Nz<$wP`C$;(MSaiG4|bQTTQyF5rg01 zRlXxUQo7(=*<2YL;toIq<_mrmKT2RN#(M%j`iT2&rTR>M^LVb4B+ejovBPEv@00HnHm0P`tW|v7-b-ug*3qo}qYF(S<$ZG_}!^8D(n8R;SIEp9IbxWTm4V+22KvM9;G`2PR{Rnuv! zHJe?ud6v+Gok+&A#)%~~mQ$t%yDCM#&3IV3nf97^!9;9!nN2=5yeTgzEx+9_=UKWkMo6Ixi^W8>fcQV zac{8Wjt7=TD=zT7Hy#s@e||ah!R=RLJZnY^Ea?>dp~e|cm#uI8oZZfvgtl(mk<|YH zlsx|cI_B20G?sCvx@3vUd&AbXnj`93Mb*8+?FDcgDEC=Ul|<^VF5}QT6|8qK&aQGn zAI7X7M+b#|DhEtT8J`F1pdz%R<62tEPPNVTI)?S#~hm>Os~9nVh?)gT9R67c7@jA1Vi7OYkigE))e&pl(sYK z`m@a%NX*vo!gi9sXV=QI&zfnjJUXmI>n+6JttBBVxcGkdFb8ULL)53!^(DCxOX4m{ zqnw6cpK5yHFBaArOTrM>larS*l=@BCF?)ywWSH~@JQ@vf~Khfu(R4R3~9j$G%B zC=5~11R7VCYS2v#QR0q(MInKwGAJ4Y57v4W)#^ueW&Jcjf|&ZlHO&_B*(Qc)x3_HV zAPji|e8qS7K;xc%bljr;^c~!^ho_BOaQBsW+T1055 z=o$dAMMp(I6%0_JKqiQaIw}MfD5&Tj^vr@NQJheqJcgRp$RA%P;wt+@66$ctB%yGx zx835gAe!l27itEEj(f=L-=05(dHk43I(P7AmA#MjOk`z-M}AFex(e1kKdGVE01^_s zV?Qcqz(L$o`b35eTFT%8ad0^M==j}c)1J>4U;_i?NAl*NORQKyAdX9gRveN1b5oIn zD0S?7`&XfQc_mPw2w({08ae>Q3KVn@QHm-tKp3GwQI7NgqoSjr1qu{0C_aZpkBsRlOiPwGG zg+5;DfKTFZKKkVHPVhcAVX#Jd2Q{;{mMg2+(sJdk>=AIwkarN-&#yJha`L-$%zSZD z{U$pZ7sQLijH5=S7Xf$k!1bhGGS6gMB_N!gjG!L>0KSnKh%{2ma z8jR3Rn<2PFf2^g6T!W8LDCq9mZjH2_??O`7EKp7&iO4uYe6k2Q&*5DwLDA>5vs;Vn z2&Q7?yjgrnm*>N0{K~_09I(fsTG`1hyloujXWc5{x!@08)z^&E{RYy~##7@M)xxWR zydLBn;N#M-IV9;a+j~88YkREeq9%_|cuv-iNM&GDj?AZT1XUrl>hzJL)NU=F%~xo= zwun8(-#i11eZZR2yA3wp`r;ytL_yh8w~2$3@Xr+v&Rs!uXj8?OcqB}`j6K{Cc~kH> z{Ax_bhd!02Xf}cemhD-Ld-fS0AoIJ^6rQ5#drSCdzdMZaqO^F&x~e%)Jox+bQ#9Kf zK|Slm0^zQmq6xrm2IJ}9HDf#|6dRk?jhK)y`$x)(JysV@k5AWh7@@GXX|86@*(8&1 zf)s)so174F#XVusTE3g7O&s?YdZhB7*0jpX?4X^XK28W7xWJ_8_BVYUtzJVS$l7(p zOj7YskqPh0jPXOKE-x*$0}MBFU+L4Mc$YhfL2;ArAwF28Iy>5?X`Dl;Xwxi$@=G}) zNTn(sPju}B@*5wu<_P%KiIP1&3uuh-ticsgPrbJTz855)ki}K?2A6vs)vfHZpAu5u z5Rq{3wmzwEF@aY4WO|LY#1aT?-R>80k-2uj{DnMoqRyD@c`dDVxbHj}X1SK%!Gc?x zVp$({Neb8pAc63yl3Pt+Y|N<~SCW6{aKf8Z;Osqtb8fL8|R3bnmkjVDvQn#LI}ZKZSK z zmPpB6irC8hYO_R+<#gC?yeTF9NmgN=7>uI)JgQ!+JQ8?wvCGN=5C_ygd9AlJUF-jwid`1>2RB0-5$9l zaZshcMTxYj4})-wUL?WfXMjC@e)^Me-X5E7u{Y}%-rXlWA2ayVciL=UrV{8zuZYaC zZWt<|w$bELO|$y!VqHZixJOl3l^AWocF8+GJp8HaL*m-oym2ZI3>~qkBzy*OT7Id3 z&C#=J5Ik-YWMP5}eO3fx%f4$rYa+{Q9C0v-om8&lfr^dpIx)sWvBSDa3&Fp_8A2uJ zx#tJxPQs8aV$z-&*c#;^Dksk}uk@j!vXUc%pbk-KIOJNkU ziT&9F0!tr_F?n!O@u2-4(Mtd*z%ch)J&&z&<(0W^`=e7@F|2h}^{h!0u%a$G@VLU` z9Qt!rIv-PN5=7c`DZ6-JReevO#a3!k%Qdys3X+-GfeYNREsT6?OVd!v9*+yHi(AP8 zZt=`vS-K{$Rm^KV}DvWu*=sYmNlL?8eQ$DYQV zX?j~ywR=}{Ll&cl z7$?M2p8cz=&(b<={;6$$4daO|qu8T|Rv7vJ0OMJ?y_sLz-c569sM|;!u?oPUT>aHk zlM?(^8q(bi3M2;wb5Wz?P`!b{HuJG%SAH;l(TH17$v1e>n=GI0#z1NOF`55&S z)%}gkcC8Ym;!s1zvMC2}>^b}BnM2PTVx&ypqoi`g-C4I_#1f;DPs|Eo(gCkB60Q19 z+&0|%yN_?cRQHuWlWlT6*dGy3?(>X{lk&zs`mK9){WSK)HoC-K401s&xku(|_Q%Gb zlgCKoP`)L`mj3doz<9@VkB2{^K8-V(ziW|Fm`hrH7W!i)p>AHJFQqSGdow=LC- z-sX8F2>ihrqhnOzxRsr?cSU$7UkY_20UNjBnuTuQX>dj1w~ZU_VxMX=&wo!UpClo! zS4~$24M9YzbMC8=&(D!j?3wN1is_Sb+Gf&!kCc; z#wjG&gFS&Ey$SO5s);Tc-KArfAHKDhV7`|sFx=p)vtlq!W5O$rQkjq80Z zYF|ZJZY~xi4q7PX*s_0X9Gcly1KKCj0E@%^jK<#alp?Er_|9rG^wW#{nTWb~OEa+3 zXYlS6d)^Grr~I6d-<3nvpww8rGRRlxzpY!1r(}aYg0CYTs-Wud{Uc#Z7_*Y@+$b1b7&N8J>gc#@J&+)Ebr3M?^9jxE0L-94&?PJ?( z3XdfN*BBMU$nW5qn>yo;J`{0*4ZKg;f$=hYuxO;=TOO43$_grx#=xhH^G68h^`*w4 zsN7EiO={axd>L8%xjY|*S?Rq>ZsvvwPlm;C95LG8c55`OE^XsQd4W|cCJ+&w$DDcg z`>0%u-@|Wgs`0F0V_?BfPJ7pMy*V{6PKOo6rkicGcL>G~Pa~g7vWh_>D+5?NTc(X- zTd9(EE#dfC^z$dnADvp;>Ne1731}|H(IFTB`@s1Udvo~HjPl3$)RGlRZU@Gc4nX+T zWZIDZVn~7EQHEj9e_u*XmZJApQz9YyEJ~m<qvx=!r?hMK)4DF{(aJltafVhPjGXr!yHw?trqztyX829)=DobnXilJd$(1LKog8$O`W(Z8j(k$?7c1^jq5 z&-pENUMY>!QFGVv#@lUl+2k1i0E{6=@vL^e?N?T{zT0VS3^B&Il0D?*zbd>9RaYU&ISl5@%01clZ`|Cbqvx`-RNTHf2M7b-Ucql%98oauN zZttcBWj6l+T$Pk%Q+9I09Gq27pwC+-IW*e~Sd#B*mrc$jMPvA$X}PA;ZWBH=sm}y$ z8OM;w#b)m$I-a3Chx#Ty==4$8eiTvZHxrG}TFA(K0RI4GXKlWhB>QMiv@Bs;dv%GR z2eCO-`DZn-w(C6>SR(poN$KU4ak|;OBlGu170nw%xI07JPMGJ8e{rNetoFr#l2smk z$MC0ZD~#Vx%VpP{IkUq?)+`hD678j4cq0sPQtdU34dQ!yF0a+C5zq8e>}4O>;~-ZG zSC%45&A8_{Y!H8SOFE_Dj3`)u8TXZN-+oOVMd0+7ovEe0y2WL$X*U~22Z<3@{6l{V ze)3IH>PVgKY%Zc0-x^*OErXRKgXTW^^ISUR${54Lk{9g#WAUpgI=WWyM1M)Q5vX6) z$Z~%Cihf!z3iNbZ)zS|V??=0j-Q&Xn)qioS+Z|#Hp(^SPc#=sVV3#rbkre=YqFZi4E?~B@-y5dL)C{2qX!ZN6gI;xfn#_qb_7*Z2qi~`m1ClYg`r@=2 zcUWlF`dl{mIxWFfK#cL-w&FcV$j)iZisN+N3j-#(cLtYpd#54WB#jy)MKLM?E4Umt zBP4gD(zLBBMAN3ZB1v9p4~X-&=O;b0_h;{{wWn6})wn(d{o`a}a$8$Wku}Nqj+!0C(DEQ|U zjC5?yi7Z-`*STz)nnFukjhl~t7+{QIvt3sxg6-}Hi-{#ImSejo*Vd%iU5hxRXjbOj z85nMbGvs*VKPrRO@AQj^W(e@_T(!KM9oQXI)Aca|hIL4r6M%am9tDm%6k2>2?$8Fjz-leEn=<`i7KqHbp(Rg`Wj@doxA4E(q?__JE zx(%apkQ8tGJ+Yc|TbRq!t)_UfNqDYHcx)I(zDtpsi_<}DZCn7-2_02}M9fu`bsX>pGxwfP#+P?{1bTp& z!*J1DCK(J&y#1VUk~>s*=ZX}#)8V<=sxYr4ObU!-@s8)+qiKpgZebTvPicUW$b$^M zhVLRg)c*Rg((T}xQV$7=05HBOSKxYqn$7C6wbrF2!4a8V0x3rXHmON(?#<(~iYjs9fQPIb?h6`(r9viqW8aEe;h?4zQKzSgZ=lkO4OW`ZT$7 z?(#fg}~eu zN#NG#>b81wM4v}#b|&4Z%-L^Wg+`%u8ldpm)-GMTNv`d!Os=N!O5OE{?pjX zOqqexTD-SLOK8HRY*kF2>FjFKT|ZK?x3`tv-MlBRPiOSGEv9RU z6+wl`1&6Adg7D5$biO1zQM>^8KnA}#Sxez_%KXQzYk4xt_MK@OOrEN8mU+Rl6yJXoDL^hL;FOaDJ0Hk2L*v?{D;>e9R z`{erOnfhbgSjj%++z8nj#t)MP9e^L5S4SKdF1Jxwv5^j5Nn68?JbL!3!&!Sx%T9@= z>Z)2vE#49pRi$NLaro!&t0Q-JdKz06UkY_nk~DrG7|1BV_B?}Jv#0JJ4QyLOa*~GO z_We>mUbWS9Rg+I?grYd@WgFumhFQGNemuT)(ZkJf%fm1H7Pki$p9Q?e*{z`P?j0Ks z5Fr@nb^*>aim%l)tuoqWip}SpZ>%Id6r8wa&d)b$&Ccp|&WV-)KvdxvRW%(?RS zNi=$&(G`LaWF0A!Bejw!;hs0+z&8%e{J$r(QB^c8ETsR-@mkUsoXWJBFRPr3m6>uaNF>-sNj z%aZNC`>O5JFCEoE!Q|8%>m<5~qjk!jYg+m|Og+*?AZU^8JDAh*lu2Wi+;pA0I~5G4 zKVd(QM(YucS0K%g+u=J?BQnZ};M=ySsx`!qwDu1ZVr|zbN zI^}>q9o^sq$hPtM*HCLTBeh18PDVYeJHz~GK1cO{UZvLH3MTMp3ERYsDIbO^bUk+} zhD*ITxIN5I=j(%-(#@jBCwSD4kgD5`m$o3{JRgC_=TrEyi=5b02I^j%zKxdR(PItu zjF2b?=0+)T^&d=Wj9$_hv+OzMUcZ=SZAlOG!fTNNA9Q_f%KvO$IrZ?kiXg%I6H0>Kpjh2&CY*g>m9C{BnDF zXTQtJnutzrR2g|5?$Djv*FHj*e@p#mw?&JoI&3K-(%BubWW}ly#Ce(z)|yhbV~S5t z{MkEKJ(x>xF%NMO=jtv2{D0pxfaq6fzs$w4;r1BsjN*-CKUV%ew9=YHGuok0G0miB z82hP*)%r^QIpLDR(G1O*N+FE5#FZkj%0z+4zEa_`6OFj};)zw-6DR5=_m8^2TOLH3 zHDP|Wwrvkdzna#4KJB8C)E^EuVCc)}ax>&>oJnIom(-#OlVB3%2iYs0HvB5y+r^Gm z!IIt1HjvpI)`LjYG^?QY`t`cWAjg3ri0&U9!26@;-m4xXWL zDyvr}J$mt*`Z*$29_V5{ar5o>){|7wR>J8n?Jib(Y20Oi_oMtgs-pKyd%2;yMvY`n z55922{fD28Yb>m?#_3igDAlS8!F&1CKA=im2At5=9!KhKuz~Pud;9{patiWjY>(ZZGAwfxX;@K;OoKXm#!61SN?^v#!mLYp&%GfJD%zOy0{nH1;(Ba7CS(N@YQw^u`Sy#F$3ww)2 z{hg!ot$_5bYQKa-j_b&+bTW9cqmQ(p(#~mE-JPSNp_+vSVZEkl{{TzTpqPDlCEU6A z@msGdqUvbX^un#k&m{I7RORV>ePtX{EeO5)#WP5ORj}K=-Nb!W_?n~Y%|;uPv(xP~ z_-!s?RgOjrleZYjILRmJU8X@{PA&HchiBW#jAsxO18mW$FvAZm!7fCqJ8TcQC zY4rVhGZd4+@xP9nTN&)QY!3X4RZgK{5ej0GGVbif3t;00x^mNx9qY8KYpKJp(Ftfz zamIct&!u09QdLOfI1Isqag}e4V=XTxLExDC;r#$OtqryM+$V!7_%bhWgN*rMysIX& zwwI@`<I8cn8w6*X_8{>SNony^Xxg zvJ_Cq%zdh6>q&-XU7qU-o}d5#IRn%8dD82AZDFX-Nu z-(C3h10S6RCUqWQ(4m-+;B7xHO$r0cI(@NSZr4pz20sxGiP-lX*JFpK%S1dm@V{gc z++(B(D;c{h2wl+u0o+`;qcIB<%l$IcWSROm`UUw&z^z?Z1#!lJm zjS}tw;xewm?;JOf^TkGy$W_9sa-Sw{6dHpIrG?cVK@Z+_oG2m3$KG zwp`iEdP?byQDLyXgeJ)ng2;`YdO}X2}c~V;DSScgJe$^7>;Z+fgmno-Jck zb$Gc3L{fbGjXz-pq?XL9Hgfxr?8eZi8*+P!&k04eIJRdftKovpmhbhKwgIbqZBEU! z^-GTuDc9XBstGvn-|Ett4SyGrTNol&X<1^MI|}1D_|$zW%H~980}fob(o6B*%z0H| z>Qs{96+!wmE6M~6`Sts%`L!K7#@wRZGwvIhDbI%R>vKk+>1#-YiJx&m>daXK=pSu|_-8 zdwZy^qwyha$WIOA-zt;AY*3vG=i0enww*;`vC`}jvnjYe%ykOThyLE4U zqd>6SU8S@$H|rm29i$VJiq^kL-sx`5Z+O=>#XbG1Mo6kYjj_tx@EyJ2oq+b<@G1Lt%q-{Mp` zdS=zX`Z|O7R?NT;6rZDtFB~t)V+Q>zZ`~1>{Ay}WmtqJ>F_Y#2u7mVtJ;e{AtwrLC zoY^^}bdA6~NR7|z8jCMV-GXrnpX{3IpF1MNoRE($;pjQ zeO92)(^isj){&p_D7<+b<;MGS={3ps0BtbD{?|W&t6e*-R>t1qHxo0+yGK2+PxsaQ zogrr22nzG|U5D|gQ*=eUWQUl1Hv{|gQ{hj~6-eqkc6ARY84b19Mf> zMi11JZ*x-Q=!Dur$;j=La=a~KLonbd9h3j0Ss>+$?5w(0L|@f5E*MV><+ z?xS?3IJdByTU{yb))-a>O{Gt4eCj>ErDtan!D}V8v|0NM3Fo_3F>P)pwp)v9X(WjI zh4zv+e$TFG&X0ZcX1JCWjs-hQGLSRr&z(d{W!~~ca95nD_-8!QBGm5f zQ|Om!vs=nW)^nZ@7zVkfud6lX)=AkYAU8P!1HT^%&_k-&zJ(kTt2M}6hu%T%F~Q^E zp8e~V{40hsqt9&)kE2U<)M+(@QrkxdyDMbnkEzXTwJXT1Z34@4w6hdN#~2*s{0&mr zTk4V7+Z)YR2`4?6k%Y%(EIA~MR838;*rl!An$39XB-$knxpGbj&mD(7>z|V!JfyeN zS=39CWxB-B&-&=dXwYPW5ALXKt?s{AUD!g{Rs?@WNcV^3SX=FC`rlAVWSA>S!^W&| z2j^04b%dHj;X}IWPjXCPmOr)6YTkT1k7)DV)1W~5Ftlr50@_`YGdGIBGyecv?yAUi z%M)`o-KY2@5;oAI0ayCMk!90RT_Kv<;^nT?DV8&htDmj;;)_-g=yor3#^&a9_ZfF> zRa5tKSj*prH?`?c)bKUD33X`9mUj7soxCHD@2r)^zdiM`Lo47WF}IEX06N{+Mm0W} zj^XW6X#7(XM6TP&1CmG1v1z60a_VziE6%61MRV@4?YLvgy&sL1I=JQTG0J}vI%DW< zx_M=hCyeAe;{;=oTAepjzJ~L{`a`{>MMmfBs(S|m0|L;!yLEmSYt@l?e1D*&<{50fM8}03(zwn$vmK*9E^2P!D>Eyj zvk(r>am`WbI#Fu`xV5s9^;SW)*uE8aa!U_~HDhscq`%SU(V%EAVBIRd)e9!hSs6zd zuB>zE7Z$Tj(04~1w*wg&$KP7JbqY2P%f&*noLt&RI9;Mt4~+VZ}_8qpiX@TD!kL+$e6`6@dM>rx6$n%vNHYVqrQTl@pBRL6#U@vWaYLFxFe4`!gU^i z{{TpPh!b&f?|?FEu1la!N4q3#_|-n6rA=x-T)yje#ZFRWtS!aFW{yUYWR(IK^0?W9 zjw%SZl6acs6U0OR02Uu<02=ANL!-qeop9?Cvz7X|@BaXWb6M>NgR#*Ipu))R$^i5O z%-21~#=7y(&LdsvmMeak8w7wcJMdAx53Nj(P1B1`N-H#2B%=^Jclp&)>G7AE%5{n{W&HUe}hPg0HQ zCFpv?X%jrnZ1M(BqYuCz5n6=mZk@edx0Ze$MhRrjK4%qZI&#d$7wGALFb)rIokgFe zEm?ArZ9mn`RpZKfMCHc&L6<`53*Po~m^fCFd36`ari(+K89_G1ZmN+$!+o z%hMeAv9oQbmo=o(-+rAK{hxNTfE}TJ>bcM+Qyh?!%CTYbt@HH59B2Wk=%EyT7{~n?LK4Zx%??#O2^!CtBK-`;VW(=l}6?FuyNRg`19JZ-A7?4)h;At zkVPcGZ`p;x8U6Vc&~Im!6vQe44nr|Q!#-Yq=|8np9amwf%WL{VIdf|d>mJj8F}V0+ zk@5A-V~4j!bEh)7V>RWhz$pb~m6NgH0sJaM*$E+yrChRGG6SB+98ug#hTTVp^}P$;EJFI$Giyd>0ac^%tC^ButM4z$;Y?{+_ECSMJgrcV8_Y-#FiafLD>+q_Fd9UmQ&c8-r z+4-Cb02x$dXP-{z@S@!#c3r;bCeUw8xLKYdhb`rX#Kt3WP}d?a=N;CXy1-B_fKN0G`nyRd9DY1sKn2eTiVs=vT%o{UnF%kQ+SX=f)~r z(Ole5zBt-6NL8G(cRY*_?xy9t+3uD;A~KfS!i;vu#)|&{RB2Q}4CiY$6;-$gJ^po4 z>I#yV5y@)e6_Qz3ASgqO;BiWHHt}0WDQ$%EgMRi&n@VQXUE>g^lHKWUD8kG$5KWpUe0s9Yu0lEW;` zYVKBMV~!M#-xFLG~rw4m@aIKYe1SYa+nKO5-GS1s$9;cu0uRL24@-{;=%KreFKi^$<+byQ0d8k=5R+BY_yabs7<#&_k@)gcB zTSFz&PRoUa0tczA_1MEwZGETP3tM4mez{&vDB9d(A~)lVtvezalsX;5u^x2WHOvi% zX%UB(PCn{&KYKPNmM1F2kUN7~Ehkz*62|Nqe1>qssD{hIweYfz#-iL<+(H=OKgymt zTzwu=Uv7zIa~1r87&2yV0uh3KUGr8CrrpFc_R@v*+H02Sk8t-(3d;OC1^8t7dRL?2 zQjo?wVMp$*vE{XnTv9pdh1VsKmmZ@OkeMe3^L_ZEFMPbVzbB%GG{KkH+Vv z2ozo!=K{CQrP#RU+CTDXhS0R;?EwD(6q-LFel{b*q2c^1Y5d;P@<9#$T_E)BkzOQ_ zAMFZ$aClZb!lGz%TKDOja=A&IeCd39IywEdp@;8G|FkS=a zIIC?rC)F=wu!FpusBSpNCaWu{w9R^1Si^g(9X|Y7z#&NdGQoio4c(Xy*!a~ht7eU_ z-CbWrC(y*q7^`<4Lq1iy)FiafQgu zoOT$keTP&2lSpEgDB4S={chNl22c)9rg;0XDVr#b)$G>(5N+Y&w_}zu1L^Ut^7%Jj z7HKmX^sv%w-bf@6p_al^xmG-qsykqsdFu|| zBZ-2KcrMbaejSZIu-WNX3x6fkymOob+-Gl?@*T(DUT#~tTN_PjnV+E^YvhXSQScRu z7LnpRM;*fs4NPv1w&}=bypH4Pat8{InE)@Y-sIJurKwum+sE`~AK@*qp)}qjc9#Ug@w}UBRhI<82QmqUUsH;yY63 z_ckX^`OfWDmh z`PQ22sO{&8Ev{@W-YGJ!%@DzCe-Fm63oO>!!`YN%QbMqgE$$PX=CI+*EbzMNc1cq% zy6WYZ!gMa^{_nfM$n~h5KdxNqw)Ydr^7v{Gg&x8~x2Hestpaq-plg(0dP%rnc>9_A zOY2qoh0WfVZu(B04bg>PY|a4NCz(0Nf6lg_iz%#PZs3;pQi51D3x#WBosQoPcP>cd zILH;!`ZDEO)?1Bce%M7c9P4k*{oNVo*j#*0Rs@^DIWLEryWY?rnI=A zv(#@E6O?FW`zQYZ3a^cy9OTuSqgKtv>!Q7Vyt;Dk^VwBmfU?PsX99nQ3*X1c$_p z;gB50+#W%%OMk-0AM3j5trzI%79XgIw0ZD8HDeER@~S?akiL%*WK{2fy{hgL?|s#_ zKA7d~{S^$*sz~TjP@n}06i1J~fJkw>Zh58E43~_vyyNPt;~t`})q}>Y4+LhX9JZ{n z(DRzE)~&?WMS#mk?@?S|csF}Hs^fRxRt%y@$nF?oo;h||W7D5pKqNv4$Tf`Cx@I|d zG7q}CE#OSLYnC%8iJiyOi0W2NYa^?~U*7I%qo~Hw?N(%EUAQaX zG9#7p_YmFMsP9#;xA2V2G$FH{d@>}%H#?Vei&Se0BCh|w#Ds)y? zH!z@vCus=ByH_@rb`eMv`=`suR?knjgvN}4NF#$vaqga6mVGn5BhyktB-315Yy>C) z@N#p>t-YOuaD736PQsYQNzgVt|~KI}KP?SKCS43XgiB?Ily@j6W)oNR>lI!@flq(x~ABnbC}vMb~eWKCzJWqRtZr#=nvEr(oB3TFMYVesQ8?kJ^2_#Cmy^C z7;-)4$M$N_PQ}N*cMrmVbnK%)A&Men{@Z>uf2=*Q2j@T$@edp>e)CP@FmOqB^c?6X&Hw9H(1&?y14*)rM2YLlohBG<2>xr*L6Vn~rTBx=6)GRJ|= zNvh3i^gqz-I{}kI{{X2h#g)&8su>Ht{erGfFG=NEPi># zLF+l97IO%0BY9>}p#uT;^NQ0MtQqp<<&uX%zk=T4-sa>-BFD%;xh#KVlaAkgUfk+; zNZGJh2Kc|^_jfqK$-u>AH0wLT;<({_gAs-q?zOKE9kz;zZe8zQMan)s=Fb>DhnkE% z^nJt|K*9Fh-ClAxM~Om$-`)6C>@r(H7l7!~%P&6ctg6lN{o+QwTbEueOtgv|1Bv2&0EQB8AlRHC@vyP3p%1s?)?idOax z3#+?TJMQFUQ?tZ$PIK51+LaaU{5J}0?+1?_cR2tjZrL6G01A#0Sv2nu%Zy|V_`|US z9}`bSV326vPLgD0bAg3yWO)Pgr$_zHTOD%bylZJ~b-1*o#?84w!S_RY8krT<)9KR> z12C3czVCZ0&N;xO+um%_*&W$g!u?Q5+rivBXTB(wZMuR@9Gfj?QkljEK<|U*aro8W zMZVTnH*s6+m96$GkF7FyA2FPM6uY|{eOF5Y-%2i3=*^Q?zZ_%mF8@m-`*%WmNoSX_s7BRh!fIrFH}FJ?9Vi0VsNUUt8- zzDU!4HV+fOY-7DsbpD5RZ>=L=>CJ8;`lkmB-LgEZplJHurq-$YMhLFFTW!q1;gbiy z#QD;CqfnL$eK+X;07srO&YM(|wTb<#cd5%6u9dqwLb`JnBoa#(hwm4Oz2WimuA}Vs z!U(i+d4_rB%CwSWb1$LbRs&DBFL1%v7&s!jk4PaMJp&Pq{Lv<+&t-K68^K&?*Lnlq$B?c!(YF34Q(3R07W|ENUOU#h)MrPE6j`GfG!XGc zMsg~nRq7iZB&2gphT+*&Vh!&cp7`{jEwS^Vjxj(sapgzOGuoI8Vvo4yjC|<$^`H`a z(7?`U&OD6(C;^X!3O>|S0TGc+ItN@H)b$Zic%p{`>x}_pp85@(Ba%0H4*vkSislnp zG%+G8#v{+VcQ6MdIKaWpdPlAF!6ebow<{`abLvHLZF@p%E1wqKH$u(N8Q6X`8BI;J z!u=`D!bcoNSz?g}(3tO^Q(A7CwOJNjUhUT?-V{X?d!+n){&ks>-Zgx9m}AB~fvw+8 zSkG;uZ@XrS+&M8sQ0{Y_{a;Gr`J9^L*4s>DKh)Z!0@6!y4${O8?%5=dJP*RNYr9vP z-Ug8)jfl#YU_T5W-$SV6n&V!OMGT(^cJeXKaaD0#gu7N%+6D(czP#e6hl|IKc(Tg& z>JoI_v*}K;Tw52}fC`i`u<`^SN|mK)_Zn5Ww?%8Um~h-HDaWro4=w?$mYJweaT&B0 z?L2EP=AAyU#yIq?)F~a5W?P%c(q~Z725{Rm!sHB}I`g@_`2PT0uG?cagK?n8J;lb^ zJOIDauMS3jEI{Y-togOOk6gNd39WSblZKE3gzba-P5%B>FIAG=kdp4VW%tetfQKHL z#%cSFMqO?@QDGM77#0XvZUB%zJZ7s8EOFfzRhhf77O})u8E##q3cecPV?Bw_1kk(b zNp*#cq>CNILt$AqjEwSfJL0dW>G^bfl)94XWQ3ti?)PDKz#05%1>w83ktM!i5+DNz z>PvB-cgWXHJhxc*UeV+IHy^XhD?4|Vd%KH#2<|Utxl2eEMnE?1WmR8a?Gse`FHYIMhM^;C zyO(|OG)@3->YVyg1&*qFP5i!MBM-x$xs-BQeLGI2CPa zs3xInJ%ot2NWS!0W4Nj31KMZC>3hp4OtHEv4t>{Pe|I(2 z(ghp^_eW}tsaXcJa0W1@y{X4FG{^GP-h#81%cLxlX(WCA$SB3-3di~Xvz7i6V zLIIjXg&v<1@~xeP{2HB@xPrmRvWtvF0cM8Ctypx*Qb!;+f8mkL?s2XV-YNr1HdN8As z-j$CUc9$Kz_a{;pF+_H|K?BK_^v*GX^Q`>0-E>*5p{TCQW5c=KpR*uR8}IU~eIr+r z&TODyzwwsmo;^io=hCN3U#Ht62nQxoFqr-H^{vCSakCW;pp`qmu=8B@r#eObrmL`6 z+{bxpv&G7h+t1}v#~rH`(i({RSJ8uew*ayX_F?5)UI@sptZw6zEOm4x)ZwtyEY?ll zB+~?pD(5D*>T;m*n&mUZ*F9OK0rgGO}mDDGtDbJR(}5R*HnFj`XE0406*hbR@Vt}0?M3*AD^X6%XdeXHc3waJJDcK z;)Pm34@%7IqZi=%pshDb*l*hhCn-(m;`YXtp5SeMMzW$5wqNHCxt4kv9dM z1~KsBy0)`p1e(%aF#T*t-8G%-2qBkAnt3Bq@hD|tae6`j2H>pN_;4y|M;e7VIJ zhJ@t%$Krp5FP~FG?yV3b+Z0rzNu~mmid7W=R8(|S0Z~%1MT!8Zu}4Kn2+*KtP;WMM z9-%F^vu_km=t}K78wclC`gVtHK9LRmuE<+x66zChRnvAsKJnTJP?eR7;-Vp=98M!+(B)E)*oH0NmhZS?lK z)E5Y*<1A8yJ-qc z$eb?RVSqU}9-aKNRr+~Gv%bActAQoHcF(=G$iK384EfbvdKpi&ds|IL#vdBacAO|K z&|Gto>KlRxuC>v6m975(PFpMw`pBbHmNGEN-g&NQ7GI&uByO?qjI#KwGQ%F2^ZaW| z(=3sTZB;{C$ukI~b^4Q`I0TP8WK`woW3}D=(Yx0ri6c_6?N`Gc%D%OIcVs58OJw&@ zFee|fGtbP_YdD^EyOvlXi1_9v@cA-rIL?00HE;(Z2*?=wsY~=$bi-*@FyHDc1;l%y zD#ek#D!*9vWF>hdvzLD!=zbfwY}TtnfE`NmVaNok{pPP+?Tnw9`@g=7QAw%V^_Hb{+Bmv0 zTo|L4NzMX*Fcf)LZ+rzc$$h1314q=Yt%#JHiI#L|#!f)S-@J;O?B=%GbZ)bMt7)(F z{Ws`M0TC$icklOe_i>8UgT^aA(gmc@Vz_4AEbL{M)HiLX!} zJ5h=hF+d#*QF16``OpASAB7zX4l1?FL3yT3q-3DnzcF0e_Q__8Yc6Z9GKNyP$RLX6 z`i-xFc{EtzSowT&RgSMn%Gq|oFHNNP@y5=}5n=CRJ4dh1k6D{lx&2&w>J5uFv7=Sa}k6e!5I)QC@;pWaaiEP3BWUcO!eqTR2`Tqd;ha~*koyS)n zcM~HwdJLety8h=z0!~^MNJV%rb>x_@%inGT1^UY4Uw4d*v-6+rVQ)Vdzhw?^k*ji+Q4S z&HawHmeX0hg}gr#c3U0691lA6vE<{!hJU}Na~r*xv=i%=c2_F#wY(E7(~yBOeLggf zwu?=k%_WNBNKzHu3TNCS_Ediwc;6+pwX}MCF?eo;LhdY}58FMs`@2;V&2^}}wi4SV z%!Uu_zX>Vq+ z$9As{OvCnqk(>`hM+Z~dUm2~UuulMmR!K>AlLxj>iYJ6t5g!?}7f7<%F)Rf8-e(Dr#jcDFLX%l z{)&<8m@qQA#?m~#HOh4#Xj;6XqPU*Yc-6+#c(MV{*6+qEJhJOeaL4TQ_8NSFLg-UZ z2pKX-D{ns@II7!?D?zwl4Xw2+J>T+j?&su1IsE6;9z!g5S4=tjm_;8U+MND$-kb@h zS3GewvYy`_D>)nQYD*0VMO{K@?KQ{P1_I9rW*)iiT0IM=H0d>ET}M@lTR%S!-C}&R z@Tk#iR(>>+zMG~zl6__onArXGA#b!v+x412U-_$%pYxWPUAqF^+FEGQ!==WLZG#%@ z-~vC5Vl|y|9Wc)dTfDbBa;n^;pF>P(y;o(Y+Wis{JW!|fK*WqA&vWjawPHGpSd?6) zz`NNnlXAKDf5zMVDOqV@BsF(`2BEH7UCDcS1amvJ%SJYc%MYr)n5m-5Eht^w=(m~E z6Jt*$zyPcA2RIwEp4C;R>Ngt3x)7k4-nWY~I^`tr!2yWuKI*@M0n}Ij07AZNbg{S0 z&t|G3h__`fM<<+9y(@cX?{#FE?ZWaV}-T=6;(0rjCRMy zx<$>#o~t&WZKPVurr1VgbyNs0F`u9Bti<|zK`53kA$a$}B67QYk^J{B?x&52%36!2 zYLeOC+qsV(8}99lV!IBPsHUT*M|7iVws1T1n&Qj3rdMc~<$;i>+xT#ETYi|no5qgX zE06F@k%GA9wZlC!fXAzm!sZ@ZhRff;YrBnvwya@Y<|-9TU&*ONZA3%CPXpk@xaYrY5vgeuOvt#u}P+2 z6f7jO6Q3YCrHyiMy-{YD zDFZohK|HGwS}Lj6mo{p{$*JS)Urf!EX3da?ciP$9=O-SOw~9dVBaXywtX^wDq22hf zv<`Vr-zw8N*4blwTxNkZF-asSCAb2z`fK*i>grCRfVtorr`B}$y3+0-DnDBu%mOOw zTZ%d6SHmz1&er4ds#}D#Lx&I}cjbT}S2kbd?8E$A2UCJI){UeOCxjQla>vYL`{>cg znr{vj5+sPKN{p}_`K@*T07N{R)$QVHdVChMPOiVKV#EEsQGYVD;)SK^3uIpuOh66K z%;vS3Mmb}4%e?c8G&1nT-;}`GGH?bl@vEH%dr9Pi%IDrQGBz2v2KvFiL=07g-8rTf zBz0Ao47)-YPSMVNel&KSFJ!Z{u=N(0(xa(|IZ&t96s?6N+6Cjssio3A%%a*8w%j%_ zfO!#$teu1x9^)*Fu!2zm4eQ^}6|MaQWzG8K`%iAAYiLfqs>3 z;_g>T6}FEsKsnC>mN!i-4K8@}p$*QJcE;-AHZ*=%Y-}Ex+zoc#j#*;qEjB4stjPdZ z4csuUF=wJn^h?y5GLc%qvnKq3xHk)of_(GmgI#l>?wV}?MA`jB&VZcqHyj^RT4UP` zrkaWrKaC2chJ2{9b4NqYfJrqLo#H&HBeqB<)5Vy%;t`>7W8dgZ&H)uX8dVbeZT1R9)AyXgM#^BafprMn>1 z_GDZ~;Iq%-7Hmi6Iqydj++D|;J9~nJWz`X|G3b40<+{CAStYlV+#ujPVB^ouuE(@p zQb3@kv?_#c9`_#{WM+>la~ZSRE|;mvV*Wjxt`2h3sSS@TX09RW`BuhbaR~9F0axA% zW7>0%h-%NCztjwYjm!j&*^Hm#O`fvUAAIi&G9$MQ;T(E*$juWfc4K`lbXcy^c%*nF z2qXcFhXHfzQmrlSFE2bdjL#%-$nLL=g?QVFqi(p=RBdZ`Q_DDU{{VWUCsSRW&dvyK z-usMW)0%#I9x|@h)@Yp!+GNfo*u3KdapMP{Ps*g;TS~f_RI--XqKu=1h2y(pII3tm zvf#uNGd3Mgd`^B|f9$DO9c6a#Zw)un54zGbs}emq9jd(N*?u#pQ5TlCJ_uOf0W-TL zv4B87Jk^`oh%|^T;)Y1(apKBVgBV8Ox#07V$MC8RKd6$@CnFEyVPMX0ALm$bcbB;8a!DiPFe**gQt30v7>dd4At{L?wwHcK!*+317uQg08r`uD zz6Rt4LM&`P$mDQGJk@Smj~hL-alvbE;@au5{UMz{TwCgHAolnQl?9n&HNDiR6tBMs zQh+vosm?j=MR#y)W=ks@OLb;Bk)o73wmI||{`w0w@w~Y=MrlcH#w8nue6n+&zKN}j zyM$^tutjF}@+0``ABFCWrhJZkkHfug9u{9`wmup$luH9d6TjD9-wNdMSWk0!R_sp{ zjOFl9o!t6-tF!4aB54-QAdz6Th)9bg63oDGK*tq6dyAOrZKKhbew?mbA>HKT?QU{u z`^ii;R}!jcWKP_9;ZGG?rQL^p6`h=c&-(*f_$@9_f59mLVS?^>dSO3#guw2t(B=eRxyp) z+;hn_qSYV5)2Cv7$);I!iBkB_?)A08^Y@2IqU0DhCH+eMFANB7atS@GXA zJNB$i{{Xdqkg(hvQt?Rt0F&qV)^_jP&rd=>QEfcu`(S^4E$H;>*{oMt&kmO$yO8Cj z+N!5M@yivIvqaplK)@wj;IS={sKwaZ;bx2Ntj`^cUb zwYRr{2`e;;3n|ASA3Bhl0KY&$zuu3hSw5d-E<2`i_40d@S!ir7ZJ@lJp5|GXC*F^2 zU5CB%sP_6T_N%&kRJTY&>}}7&9CyY$Rps&V&fnXi=cr!0s~E3V%s+>p={COQbL4O- z9W8feH3wU{d_&AXOd9tUCh)_&7Vy4E%5>|)sR_`3?A0Br}8k>y@t|!)I-#MpF9T4;4rekVySn_B>;s#;bak+vzqfbEeu%WhF~AEJ{kO zd$RhBc~=(~Hu9KW<8L02?e1f?wOex=JTB+@GqkfGEP7PStz9hS#P={k7-FR(`zjBg zp6ZHpElL8{_=+S*j{VXfd2!@Voj}#CbgR8SIi{LrB^6dU$R%-{{PW+M-b^yO-$=bL zEpF}OhUWhON>8W3D(;^w4}>`fKXL8pT-N4mST#vzibQDET%DW;8SE;?JH+Xmn67l& z#+6;c5I1~(Th_G?plIEEt#zhb4KnBf;ve|8KedhkHPMX6gL!9vTlR}CQ&G<*xQ%X0 znH7-oxH-@FQ#Thf-EBqR!TPxK_*AWTK)UJeQLHaVINYwMA&01@VV2@aV^0-x5!|jv z)xgbnV=&j0XJy`!w9D&_F5@WP7XAx2r8}u=0$bIN+$u6~SsS_aq-$Eu&a-{=i=_(S zY*tVgYWic+staMr81x)t&X329zDo4b+us=N31;5VVPFsE<)ts50B2Hc+YJz#@u>J>5Xv1s#-==lwuK1 zc_Sa~uTFHsOxg{xoRcQraxseW+%R0)Ttg?(_Hp7b#djaWwR(TqhN^WP6ZMxeO&}cQ zebo2^=U8FKj~_RdKWwh`s^3w0(d1H3dhS5z9@JdX5;06UkG0KeT|PY~2yXt2=2oA6 z?V#)(z9*j4cN+cPv(+6jJ*Js*Y~*d;JNt_K9FRT(nrqt*opGxsho{>O?{Rd?w_t9| zoaet7`|F(Qv2`y`^+uhf!PFPI+Mh;bl#PhPuuj?j6+TB}xb@DGHBOnDFrlT1gsHp8 zjz4iV=S@tAXPqRA3LcKd#e4)%CeG3mNq1xIrXJ32f~kkUY4o7gXtH z9d_akg?BRy;N$(YvYTm!R&>tWT(q|12Vlnlw%^K~GDHVfC7WnNu zx2o;?s=>8Bl)GKC=*pXibZmKiG1{~L08OUY6xHF9Zv+*0&M~l5(8-^E-*3nj{uFmw zM@#j8nnbdTvSvq008R58Vrk89@#=-&g&U~uJQtA7BGVb0xd#1f>jm^3y+SneoZK-tS zv=$ITEghn0vo!5=K~^K|r)pN{wh@lSuJFDirL7CdB%J8_*I49QRvBP_6EVM z;Ja)~G)@eR6z3m^s{J!gzteh}SP(&TcDAept0vWK`tRuY18WzF->aiFVZ4dPUpZ1!yCRQnx?t3xPn)QQn*b&Pnq_` z9(TJCpcmuF;8PkVyL+NWx>mbxZSA8bSQ=r!WfEY)Q8Y zzV|-w#+Ea5?UEo}N%T9thGdd8kfKPr&%lblvA!0sI;_jfu~qupw-*}2b%`|$Ebfww+p zqrm!jflaqiN|@o9)v$h5nbvg~ZZ1?c$dOUD#!O*KuaKl#NZ5bZN~g%9f8$dk>sN3u z9!SI*y@l8fmhsLw^%?W48z#6^ERQ@I+epZO?2_HWm+|23j9q_PpsYCOn2N|GXb~H2jg3=t?A{k z>VE-RI96$J(mLgKk;ZxQtflp|HquQBOlQQTnStB5e`m_FvTf75r7V{uWlPBC`&s@p z-_zq&Ac+-9_hFpW?MPZch>=FvAp6V5Z~ST`mcion$JN|>f3}dDAk7I<0v*Skw*raP z_Om=rPylj0DpmoNM34ZDv=>fIyhw(4SZe-2omy0?{Rs-LI&a>J&ywXoCTDunKlowCv~?pXPs zO1Q0N_1ghZp+cAw5IHrR>J4=**xB1irsvFgkAV2p-G5kJ9>>KB%_AME2k)*~dv>?i z6I=ZzNax8aR02~x@_s+MxPE6n#&~1xzZMhSX>4`-rHq*aiNVN>oyCAPs%!gb;u1@7 z8Y#vy!;gh>_^mH(1XC~vY1x>VdS`QE)YH>i%Em{$c^xFiBHQ%|{hH$VpEoWntj_K) zlZItFZ{_Me8ZIAFwjbkzM`y3;dW7B;t>Q@jg1G(OpK)tDMDafyj4ywUUi5#94x;0*Kc*_YP0?PHM{D;`OxE(P6iWMF-t; zjH%9h_o;W96t+#`Dx*j|$o%U%WtnbEq{O-4Y~%x3cfC3#mUNXbj}R?(m?6MIa>I`! zQJQuv22oHpaB-X;AyOO`i9BC_oN_z=0O3u>S>$JxH!}^Xg!;-n$HIuDxYo#9$XIRM zaJ!I>bL&ksD;r6b#(t?RPj6B2r{$HRvDoYGd3s~gp-$x|2$68f?y9yz@k`nIE*T+N z{pe)yiNFN&+u_($t5}4n@)s`4&e6ym_UDmKS|V6NWC*($20KQ1J?PfrJDY|Z6;%HK zR|Nd%*wro>8RG_6ZOot&RPaFiszmxs)7zw$w#0N`ViH4MkjG}+kfXS& zFKd!L)xC|3Y*ZofowM6<+55K|x9NNPEiXhtd36jVTuNBG1@joVVY-rJ_wHqrTlS9K5r6A^!kvUs_v>OGw~X+!1&_wWd~C(r}g~P|i6t zDH1lwq+)OtN&KokDay5PZki>n%iHOe7n+Q!K_@4P+hs62Qx-52@ zw9#qHqQUfZk7VwsTlJj!X#IKrmcrTEWA%N} zjGu-%#We3FMuDT+TlE#wT{Lqoq{br_2h0yKRuaehF4^|k<>hjL_aAftl6dXNsLw59;=E_s+sWd)wpcBa?&baCwnC#h z@+v#k6#5RO6q6!Z-P?GlcwGC8Jr9uWT75fST~@(eB@1yD;H}2x80X{VSzTAErZGuw zS&WW1M0q5S_Z5d9=qClu5q33>+-6(^*u)EVxB<5 z(rJFk{CiX#D%R$Bjpm}R)`Co^Ew_=}e0-`c)%Vi1XslgY8y6tRk&WDEy>#Qpyt})< zZ1;4Ls@&Y&$rZJo{{Yi2WyxjE)lY}LR=NhEsM%>VUGKR*0|ZeX3Se+S8S=;(_|-+H zPw4j-Gc>xBLJ2!taNM9DG37|S@HClinmtM9j!n$_F@+#|r|+xF9z5~z#((I0vbGb) zb$s}`nNq>AA%UAdAsp-t>q1>8r!FloZK9AVows<(clcQxC_l%wWgA)4uN@(_ifgOX z+RGxTZwPt-J!<7{qPP-WU)zSk4I?UTXFnfIS2g0#j!yOdqe+ymajR+5>3WQo(&X)L zb;fW~^EciM5t#b&Sc zOFIoi^s`(?HME}eo)UtG)O_o+{%amwJTr{^EW3>)R&e#Ml{KZ*cIM?(Rc@n?E~F0L zTyx3utQMKk=)F^QrE1sz07Xl6-t#BCNXW)N8q-*6*4lEkwuDC+eZ%_72h|_OtnDDu z46@F)F^MD}NRmy%5w1C0`f*rsa%aUd#&2IsvRzy4mg>Hfu(1~Fq|J4GES~8>31g4i zBzd0r?kflrWaGq%fmR`vy?=PEmHz;=U0LR6wAtF;GEU(i8RnX>(ycGvX)doe&RjOY zptEPadK@>C94DW&*)OF|j%MGw6lYA~g7LvU{_4`T^`w3*4DrEqebp%#J-uM2Byos#XVi=V|?azPCxkj6++1o{TEvqzl3d~uTD#s%qhkA2I)>6*q z8Clz+ZlS-mtRv7-HP~BtF%isJWXY|G*HP5v>V|DGq!q!=%Q5y}U@^GuWAHugiZ>HSc zU1@rat=E8b=~`eSSH9j}*HN-1=kVRNXgcEyrAbow~o0^5L!g94uH>2atUM z;wn^<#`=}bdDqjPtD?V`w`f8?W30me$6Ij6cL zQ)+rG<%Q%j9Y)#VB*o&xHsZPS+BpM?w$-&O8|GxWnh697A~HsLV!*|^7O0C2VB!*(&5u?yeLW!s>cFQeEvP@-%0yFVAfqd9+_Zew=vYO&syWwf0gp?$sV_9!%ezykwcL_! zax876T)fHn@M*0+%I{QUxn+=9#Nr1qvav!(Vw{|F&O20z^lb^HCd*%)Ko|l=J^p@G zGRLR24LU`=(JyUpSpiq@a3wh&W6uY*RJ!z5e?_O+>b9EeUTJzijJEKYykt_R`(E}r z6)7ec7Lwh)vsq6YmbsTuQ8AUWdDt>n_fcExy5_3$*~fL@UqGcy6Dd}>cH_U6DSF0@ zs#-RmEyPyW%WwLVuzgo!-1_rM+xBu#qdNV#>WD3^bjxcqG)}wcjn#MLa#&+H{xs&F z(S|rSO|981Jb5g82ehB`_2y5~)5 zDPqZ^>M`EBKG|Z3fXcN$M(NI_wbCGzP2l7cu)g0u*w39kmYaWP+Hlf~$1E)z@~#-V z;OEmdvX@k|x7481q?il2(VjHV)&sp@v>`z$wOA3B+IH(E+D-AJxCXVzUQ zZP#}CiNC+OnIL#xNh5yjMmYIqx^|1zT1QeW>89L?o*{`w2rKY4Ql&yWXVQv;d#ptj zbTO?~izkVvMi1G_)brY?G#U1^ke{`JKI*??&100+X^rX6eWvISf2XbF0}`*gNFNR} zTsrQ;=fG8+C077s?!yDQD+ahC^%T#x|xc~T|Vebr_|jGsJ@Ojh>iM~*y&01rCO-`d*1?2JTRh~_ZeS8zI7yjf-LwVmOq+X{SSQ$1&MJIYxl@|y zJWM2h8CCMf=TYa4B#}r`xI^0jZmUSTen}w(Hvr?4jF$P(lc#Qo3bF1{*>UirRJ^71 zrxC_7GnEUL_}6##A*J40=(m?syL}$v#>mfN!@Cd4u)Q4-Z6Yb)xxJa=yN}(G zV_|~0$0xZ16`boEndXJAzLVhOg^Dn_E$AvflOfi0r@FkHMDs4zkbP{a?0p4zx#4r4 zlPlA!di`5-acdph&1A|GW(T}T$@6Y_&*k^gP1O2rj?nYGH#q^Iepnx#JpTZ7W;9sh zwbk3gll2aziptzJ2Vv`)zr2Fx7!_m9kq*CM^idtsOPR%@(pF6^(NYiQ#lM9%hzGiTsyH}tNf zyIe#s3jY963Xk1djL}X<0;zhF_Ir*8c!pzdx&c$vNzx70r}M@pcBCb8AM7S8MM*?VM!%*}pmzLdyHbRu2S3lkY}=niOuUao9nn`BHZJ z8ZZx?V($tVqobe`RUJ=f^sOb_4}K;NK2>x$=92L&k+g5fWh#C~iF8(OX~(YYQgtDR zdgi+Bh}v$TuL~-M%M;1Z!n+QkX4bcIK>q+?i2J>2i&4{3_9jPMljrGImOJhz9IUQb zsP4Hph`P1#Ad0ESlm=S>8&OE;wR61tZ z@Q)(ge%Bm-3O29%iLOYGVMFR$znS~RU-aIWa@UP_GGYyfXgDW6UHLTbozt<&ZMtS- zxcjY~F&`7!wGl+Biio&W01B*ePFcuj=&=Dgp0%-Te8dRw7PmVR68! zk&Vf1q3J8BnN!E`{58nqJGrTs+5>3z(&|F&Khe~--wzwU{L%Dz#-Sp9)IY>k=TzFg z-%Ve{udtZDw$gBOMd;1xvajg7W_ffX~zH6Jine44(jf%wTFkc^J)_Y%#_KWQsTN(z37LgoL zwdL4%V#*uARzDui@vbP!UBqk4AH3(&<6Ud3v^%b>Gis1UvijNqCCHeR@gv4mfJQP0 zrxng@^yf=OziEV07R-5EoOZ|_x%{f}?HAjkdn%D;)HLlhMTYT=^ShCK zg20*1ShwX|m)OAn0Oh36=Ozngc0R0e{q@wkxQ`Om2a>jb8rl~pQHIv#@HE*-`phkjmp~fwOSV3D1{rN?6gOiK=R`86$@BMQIqbl~5Uv#P>APw6`*-y1k!ca#)hY zkH-}HC?L-HjX@$X7cAca+lowW6tjD~_o@1&GoQ~C_e(|C%rx7X8^II7w``k{cVOq< zUN}B=uj$yX?d}n*QW?>+gDfF2$DRd7>HQko>KD1YPZHKP0##lzz#bUqfGbaF)ix`n zl(kre#9yi#az@j~nEdODo8({d!ZpW^S=!P~L6+pS#bkAfRiN${j``2!Sgl)Hx*CM* zDDgo3WJ$|yYHk4xa>?uBT}m&OPX&Bi;^t$gHLJOzIsqbp^t-a-G|wDb86=af;Vi zYb~p)-rqvZX5phBS%^RH$9m7@cu&SNLPO;!u5 zble;^>^zYh9j=IPldwzjo^#|`WNw9mYTWhb{BRx?sr zZ7(LZGVVy<18*Sz0KRLX%h5B9dKs-X877IzY4+fl)b<_y;qt3_Iwz&CquC#buFtV& zMrOk=)&yYx0Kdw%$L4YIYs&6l^q&teOs0>l+vpY+@>|U#JlIxc7=MsC#y%A%Sn6Ob zyemK=MkLK|v=O-ZgX!?BuTkie^!}^#a^55i#KKkg24A18KWWk0{pF-rk=V%4NSndV zI39n6ZFqRC{I>f{xo=0UFD8aJxr@W* zWCQBCtK-6BdpmAO_Dqq*;~#H=gZ+%H!fn4BD4{+U~p4E zoi}c>{R&luwkTcO81TP;rBqxzqBRjKJZtrtTPO0U{{Skx)a|6wt;M?dx`0^MJ4~DN z!8zNsR*J`?p_0Zs`0pW#3#I*AOsCu+`Ega<2Y1ug7hyVrG+SGE-I=75f=&R);PI1B zbq7~k--#{k3oWuQhX_@|=kKmQY5H*XV&tqL5ADU%6E!{>^`&&{- zrJnSY@~*@(J#TP{qDyO^)=J8td^7v22clU;YFEOA7isr!Is4C@be^fQhT}}}nR6mA zRX+l8ipD{1BR?ZbW8Ti?)|-BrSO%N=nBztdhbXw*althosAE|!6Dr@7q-vJ4BvN~i$Z(S` zNe2UOBe|?`bl+;8qUqgBP3lOX7MBSP!ws8UNLcZZFhyVA=vOh@!WAym$Mtu_Km*`I z9M)#}x{prk2<_c2qqtm{kbBLKfafN)cG{0p!303H@-aAMkvUE?*pH1oid9w2GRvt$ zX*98$B~KZnm04AA4nnB}WYzCZbd9dC-%NStwbNiZ@VAm&dT#Qn{{W<1b$+pFrRq1H z9D$o_vIx%KF`NQ(T7IYu6l%I5brI#hz%$|VX4 zjirF&1JbdZ*`0mYaLjiz@@kh+*YM1?INUh#7=3T-ilqH5sBh1YCUfwr@U|D^lcvf| zv8MnNjP@W5{AtK8C%2hi30WlC54n-gz~|1g*4<5Tm`jxsru00Gipx03{Yid{?Fq{RNO-U09m(b&X>OC z+$0k%!;~ynKJfRmoMS#!8%?!;pk6GUKVT#z;#QY)1Lc6lw+~U;qw7~Un(Wt2B3>or zF~5oKm0iGrw~qX0=ZbGm>Ah<0t>uEs=&CM8=!)&Ey4;cYy99I2+j-A#mJiQ02Thp7kiPM1+m1Qx zGq=v6=(if(&YI6NTo{>3W<_-ijCMPCJX6>3t#3L>=bq`U73YZ|a2C#X1P*(S2NkF5 zjXf{!^e7}nU@lpQ0~raPKMKM0V7z;lyPjv?3vy&(x&HvPam8-@fvy_f z=f!XU&cdXB8rE)N!!GjanZDEPC-%?N(ijnZdsdcBqlS?c_Obb5wVDN_Hhq88QNtR> zBoRtgM;R)-*DJW{Jw<(`Sl=z0iEYCOttF8_*j2YK;hZ-$(E29#Qq;P$SJbr|Rkjx> zixMk_+6Fj38gnR&rIj+_c3et7Wr+Ogf_>pq^%dKw+^_!8zcW!W&2>*(bKhrRm96JV zN7hqYI9+Ci9eXg%VgRi^hd+s7u>EMxKI)98+OfJ>9^V1}_^c+or;AJZ6fd~m`hE4i zIQqVoo$4Q>T`MGWC(>Zx{7`3k&x`g&J3kyYlDNLa{6 zcIPI#S5!PFPMRr8B&BkTx18t8*17W}7OlGCUwjSTAKE{{jMs+ss;*mGhIV&sM0w+m zY3Uy2UuTCN(g$PPniKDu;aItRWU8;#9}l{t2_?%r@Jet`6_Z%D(KY*+E_TfuJ-9nv zPj&c;==LcM&9qk$45W$}9^L%Sa;Tk|nmKl?r?V-}?mYb~qjX`E=(}Znm63w4nlGWN z#_y&alU=m1Mi+rv9-p7W)Dcf-8)}juGAeDPh8vh%c{-ZcU1^5<+k6ckX&K`q%n#0v zv1~HH4CHZKpV|(yX1d}jmNhY`4CmeedXe|nNY*a}j+-^XBMQD}82Hx;*P0!0-NPI~ zV^u7-D&FbGZOz-xy#D~3oa>M3x8j=pj_S891*|b$Eu`VOg~AQE$JWn$(h}Or^2H+y zExJT7GO9shKFf#gLH*J%Y3;ao$>88NR*^rJ-}>^!Bl#;JbwD;;<;gaoi)BR*HK)v zY4&qT%<;(_jkS0g#&A5dTOOa1SBh22pg#9L@&4giiL}(e(e6#W>mXsf8^bb@<;Hla zeLHt^CDgX6tCxr?Fn%-r_4MBp{JN|!HrYna$KhK;$8!{)=0JR|}_fwK;GP98#g~XrMH~{>6(hbh0 z-&0SG2leJ3!!-8ivtL9sdb25GHN0Sc$`XGwLWqr7^OI{B^X}9r*we0zXT2E3HYoo9 zjb!u-qoyRdju55Y6c!7~$2slsG~i-J4+rBwhjB-r?xw{mfXwwyo*9z$2bRe(@a$_P zEF`zYS5cNEnifX@qYPm8BCtA*fv~)I8zo05-?YE%tuen$@|wF)%W5TEvJ8r@pF*~g z^WmvAquZYJ3YsoEIhBm6^yCWUi1GL4r`u^!L_rZKBl@*;5DzL)TA#+R$!fSnM;mG7 zjN_V?SK&x1Y3R02z!L+CPR?^m&p4wU>FAeTCcpe^{{Z5ewR)9;Y8F!3%I=}Y8PmA< z)^nv}{{Z6&9~>-1es!#14j^2dvSs0hamNz48 zVZFpZWMjX~)nbgjw!X+eTh^BnTgDN9Zy$Fj0l4~FAHoz^WseI}@ zMwejq6|Cw>18W2U^$-vD{A;2klh&Nit7Ioojy#iy!2C^9`!7FB_OS`?w6Xj#Q~Huk z+SI4^Kwslfy^61k?IXp`cEu}xbrOEm@bvV`9H98ql!5cd!j>t0fTQAyj*t=Zqrjx| zNjd!J1@T3mX}mQk1M5IJRXtH4i={P(K2}qI*|l2&0IdH2T+AZqO>z5T%3t(N6syP< z?+}#7F9_oV;ZQ}p%^AkihCH$U6(wcHno0rU$13yYz<=XY z(S*}UJmH_)u`m;oO0!mlXW)Q(&p1b@a|(8V~rdDsz3pL995N!aA_JL(q>5IfD+FlH}r)4o;f2m-?Vd&NQL z-uTwvLTw((cy%Z=`Tmm}4dUHO-QSFWIs3fpT)8mfo>p#&kCQ#2^o{MM;MBF`XrYV- z@TC6$jXpxHKT58@bdgO5gwldxmu5nh;~x-e*H@N3UU#%fBXlZVVwK9j9%TCb1wf57 z-69yJkj{>=VWUSXQJctMVMm{S^~ZT{FYTP|de@`(UqjQNi*!+4Fj6OH$xyzhVqjZK@8#>r@lyPpfJH;ks*hHf@|wF_D~S>vkSg&a0{P_L^jkZ6%&W z1rZuT5=;&Y4l1$X$15@2x9%q8_I~B`C%8>!-^W{mrG!e}=yE^trC4+`H;h^c$1r;eDl8In~~g8j}h^W%>yzn`fz9XcnAPtg~9eP)@<0pEZR#=AK_ zKYl*{0Qf1M`&dV;&bFzEb1la_<98r(K6N4;NAy~zoox(>d33%c=awpPdH8p%4wb5S z7s6QxIFleL#xv+KTPthrHvUw@|TWj{VvG`U{nAMjNBxmY_$qiip0A19Oc#%Om2y?Zz;O{@RS=jYC z?W7(PWDm5t1pV}|_!pNQ+IN#qy?xYHbK1id#jUiqQSOkTUeXQ=H?Bo<4NF;T&0Vf$ zc;#K(DB)BNzz<5QmT7KfZR~e3><=0AqW+0>B8PdNCB8r`Mb*9ud_ zc$v0DBp^R-PHLudW#XxfvuGCcM=L}m_nDh+3W5UsXf}~@*BfJO^YwGiJ!x^-&fXd& zrpFF8k;?t&(yphqn&aMYc1X!g#CJIu7~|trdi2sw%~UqDeL6@M=2i;8_dJpC^r7O} z$j{-xp)>Bj06#yCS6nMX8^(K_t8K&c#cFyFr|xw-*)OL^-pK$S70gAvL65RC$ImsF zCRp*~bIO&r-9>5YNG-It(wfdRa{HcDLA{1Y2C6SE<&X&!ZH=Vim$^02b>5!QCe*Cu zwuVb>t>G+L0eCs&@_hXHs@|;W+c9k>uB~i=HlRx|N|*k&;xYGm)_i{_k3DPc8DVs; z)Adk>-6dw&vTj_O?VTgk#UD(!3oNU1;%91smgAp}25W|N#)}TWt6SMM!a`&?GC0mK ze){weO39$<8k`+HV-%NjLWX~(uvQD7ck6M3+^%*rwDu>%!Y`zmiwo9OrON!SP5_=>aY zMGkG)E=kDazcoz5YZK^d&i-|{v9x{O@C8Zq;-j8)(}Modki1PP=aTYZk+cV6Tq)!c z_G+1u$~!i^jySGiGnZN48AU#a%bfl73sAV4*5dL_KG;t1kfz>c-irA-U^9dJ>N<;y zjXn#T*t{&4Wr_#z(UE`~un!m~I5o*VJ1Y8kuWq&LDebR}jcFMfkY$)QI4AC>FCq}M zw|C7vfn@;=ysi47ft>pCJnK5zjkTqTifef$nn;~mVys!?A7mademqhwZq3zf166J|fqjxS2NI3NGR9!DG(dO55Tb~QXaOIkHToV|^-N(wgmt1Rad8%ASt?$a^ zoR1-%)zWmiVir=|O47@90!acQFbm=B&gZ}x$L}@6wJCm;dn}>3l0*1bxOU5u>LREt zTW=iVjfWU4q|&!xh{tX*PFu{8P99X=pzx&rHLmpMMsy%xp54tqr{7DbT?YrO880r0+aU z_Ke&W+gklT-r9S)66WQt!5*W(me6>?tg@PP%(m86dE&Nu4Xat{4HWSSCb5@%U|{4G_#AoEIWKHtRJqjRxs9d{ zf;)EI$r;HD=f}uaR`$|&8Tl=`k}Dg(p#3e)zj3(WFPY+*(KT+Yj>E?BuTmhnOqSY4 zPC%`5PF8F}*nwgWj~jr}fH_${C-9}|`ktG0ZEa@_&fAr9Bil`nsgg+l0DM!K6~wNb zzSeaJynDN*dvor#@2Sme?&9L9`mqop#ZoRFTBH)Hd~HAcI|o%EsEp zJ(lpSVER`*wYTt&(Z`<^&~(}Uk*C8anOq;3tvq!$%H_LR&0uZSC-|^Gl|ZX4d~MXp z^-zB*t@0JVKAC0gb#b6fR^~)MX><3Ar>VM3n>8p-a2S>Rsb%P~_SH?11MNQc-{D-B zt2Jk`(ziH~=DBYO$fw>`^{$81TENn@_nUlb!;`(Sh4VGZZn~V=TeSDK3wWkycnQL; z57p1Dap!k*?&8O-vijAuuuX3m*Cx6?5b+tg3dhKP6;pL==!miq+2ON;x|!593u$kq zbSSGS-tnt&u6;gLQFEzDJl-3}8Yg8v@I67Qo6yS5?HXNNLvmGNDyrP`$*UN3DJD}Y zNxwbUy-|1w@wzi+Uh(st*gk%gEhcR~>={N7{a_Aiu0LqUHi-;#a7*ClX&$w4r1cEC z4AR78G9!DyxX+iJQAaEnu#*cA3C=u)J|;256^>OhuBVbmk@(c@SxvWAoq4^`ZH=?W zHjq!tn&=kttns79>e(6he|2z}R!M=9GN{XkOyGgfVd-5bqqU1jbW)dBQO3&r?>Hwu zm9`n%?a!VX?mJDKzAcn4JkT1ERhkT|Hjxol+&RJW$9l7=zRq37d#wPIr)G)H&%ny@s4&&X%7E^7?)}U=Q-|M*EK&yPtn(a!Fc{7d(oqTxp~ej345=}W3OrxX^-N|GY@!1 zccEV6`|8ryt{YQ{P253lRBTC9kU{kW=j&Y@pBIv2Jbg2n&Gy^d+~_?!e$&k~g6i** zj^heR@*jO@;Wl>{_OnL7D~2lY`CwK9MAsqIWschZ*3NsFdtA%ddH{d%tJ`y7ph)pq zNi&%;?GASp8RKEcuN9s--Y!l50M-8hyHE0smZ3S5Nt)IHi2|13o!K3^^{g;6F4&;pDwpu0izNrgZ&Snj?s1h#Bll#qNUf*9V@j>+0g$~uj9AJL>_xL%dE)yu> zi&!2UGf^KNwJd+Q|c z^`+fg);fuwO_CHyBDRv_V(sx0>b5wf{UcI-QotZSauY`ktz!z>#=lP3TlJ8z3-Tqt zbUv4U`6;I={{U)H$KWV)!)k_9~RU>vsyhjI$=(;TP+-TOa%@eGR5|$nOv7f%M-q0;B zrm+S-aM*bb8JOi<%#SnW|w-J zg`9UPtfZ2xr|g{7H&HavcygrDMBA~wTNN**O!qNJ^2;Qp<-%`l`SVL^#%xCM7(is_wWZY9&=ln?0S z$Kzb;?lZNiXt%0^sYWB{`AHkRNs)Q-;j0*Djx29{Gvp$2OL~w#6|m}SsI9ac8x}vT zmO$#hxE=ohI?53xyb`;%Wbnz}ykT&AQ&X*b5`$+(Nj`EeE?JbHfi+{TH;Js=k^5Nu z0RHM8$fFDF=T2;3$+`ak7Bz1Ug4cJm++30srDCJ+t#_)7=Ie=d1Am6zOnkC`&8Izq z#3btri3s|Zji0>KzPqv-eg3Tg7+s9Z@+(gN04M8wYkH)o%GFo%r9Y>G&%{O4qc7vdYO}>+ zy{tapW;)lF=+S=}7K&HX%l0AukRn*xNeRvtr(MFvM7IVoV#kR6hIz?9EYu5YxvgPf z$le=gb1M+kayu9ti4}~Gh}b9@80||&autpV8WSNXNo8WV0Q!Sky*~A=dSM~}G@IBe zuVQ@3tVp_+MKR2Gx76I(JAAkus`|+!8Z0|w%ggSoGZrs{&OHTl{HZd=Z1G!ZcT%Jl zQ!=M|cJPtkUEw^AdBEeIzKlFoVE z{3#c@jjP$jZChb=!<>*ev`w{=0GsKYyNSxg@{0*$iJ_Z;BHGw&BO; zQ=b*fDR!xrx<-48jXvM$i*GL8Lc1X;_|@WSHkZxxTWhOHks=Lqb08p1la~9zKYcrI z(+zl#L4PCt0$+XnF8I&Y_*8rQUYXM_+6!3Zg_=cKV^<_O9-f~XFE18ftnV-MHD_o# zjQ4i1n}}dVwcH9x0X@AAYcDib`qsMy2{eTy_oa4R5`6fslRr`0YLVR7Mz%ma6dYFOXpbL2(lt$+sypxJWQl*ko%+R@tTu%BAugj zVpxzH%DS$%+9yb>mqyC_z;~lq9H?M28`6{$!f;sQIj2PGg9EUlqVn5-;UFv)7mxt3AyAjWciDTpmD^(%n{E$;VF z?|>_xE<4G8YpEA6P2H3D%WtULhLRQ=Ww&L+M04fpw5@q>?k=O$J*Ca72V~IGkGs9&rKvf9U#*U)K@F0Ualo;Asc0v(>`Xb6EC8y8hl35 zcgwJm&+2yhX9BZOYS3F>&v5rLt<+}`g>#RMSxweA7Yzh02&Se&kXIEZ%tZ7^#|JMoYQG-WAD=l#VqD3G~Hs+sTH0Q>}V0DQ1=ZInsKCoYw|h zh#Sd3?kXOmq!qIAOd_L`J46}KwL(6Zr+jB?(Gn$GAqaaU9FsP*>7Ps z6tUg_&g}R2R+mE8R`XvmSXk_~j%H=bh2@Srec7*H z8HHyx%RwCJA`EZO<626CsX((?NE__(F-~5}vF(g}>3$3S873zP&QsSP8cPon*LrlF9*fdfs(9WIQW4j)E)pt>KC8n8X$4I-1OUs!* zT_G95fq*}KL-vnpZkKk`?UiSdcI7^)!SwG~_VA&+l*iy|*6tsqjcyVHZ~tMuioF4spdl6#oF-(Cus_YfGE0FLY4eK_bg(w{t}%++#d< z!1-4k)wDfVM3ywvtfjUteck<=XiqbrjnU@w*kV1IQm$fdU*DmanlnFK>{ zZr?iBTVOr8-h8`yVwga759*RR^Q%_3w@D0gzWIk9>EL`mf0ag9R7C8&0@&xB)aHvv zdVTyoUN8vvxclq49Ut^aSzEv@;VUx9$;t8q%jS5lThO{it>;lc(_TUJWbu?M02qQe zuIn>t(z3}hOohNcE-~`-ta&ePjv3L7HZ7LZ%6uZt890fzFPYn)k7~i&ewKxPm8aV! zfw`Er>z4=z^;dQ?@vW@d?wxBm*)_5xfR|wW_V4qm4SxRsr@u!>1pffxDdKKLN!xI5 zf#(9U_TSLHjd5=jI)Sxe6YOc_i5Zh}jD2iikII`mrlqLray#i!rk-6$nORJtJQ28a z*wjh-z6l=DE%!rhYO5MSw<=d0?(Lk@HaC4GZ`3DITf3D6i5l5g5vzgQg}+!C%q=Yj{FcBvt0^urqv&e05?B5_<=*QzZw-BMN6Bxkmi?u7^ZRz6(U zZL!)cU=b$N@P+~M7_E5c+n<$*F_qx|0KO|r)6)ZQBt-J9pT??nD|WZMkx!Z2Dcv4# z2T(!e=WTS^)0=&l)L;wP^XDJ#HBzV6th%jT?=6vd{aZHw04^ADRb1d_x%|ym7jU!o zT^h(@VB_qZicTr3lEU6ioIcZx`s0eKl`phiLf&m!$}wooE5Jg|TioXvA3sXW^*x2i z={=Tm7FfZN90RE}Lep=qxncZi{ppDE?s zWBAt|cTxspa)H@biU5MIP*wrTh+WP&%EX!n&k zLf-?){nVF`wV}59Hs+L!H|+W1wefS?+Fk4xlXU&FTe6#|)G^1_Am@yHDwHW3US&8@ z=a5OyYLp-{Li=|A0Awx?pD#aJCc%gRJoCHZ=~HlunbxW|NX}6Hskv-<4AP=?P)K~J$DbMW9<^DdOd1m# zlZ88epBlbQxr6!kdB@TAONZ*P>nRaLm}KwU(0TW)t;VN&E#xxCu~HWk z?vN0pBOi@D)D3^BYm&L~oHplOhXpz9{3-#_;<+kkgsQ3*-u=sd>iO<#jpn&z?43iM zOVno41)eCCVLtDUps5EPhpi^dU%EEPw>DPy63y=!j&`Dvz|X>~q}5?dJB=|CE2tHD ziPv*&_4pB0T0Qecuv}e8B;+la$GAJM@2zn7`2IU}+$)yrUYGar!y~QSa(khaC~toq z)HVl|R!ttKc<(Ock&n9LZ~`(syV7;(F5}a@dnlUWPTWfg+9P~y0+oXAt zG87Hli5!kk-%E>z<@-;wxk#?J)@IW62h<~i-U%cg7zzmo2bTNjJl1zpHN~`2z4Y>~ z#Ea^$JfDxHQx%ixD=&-VELbOUWOwa~-RYP58qFNqR-Llma4YCyWTjl5fJi!3o`cGBJ<#~=?+<5dP^xwe@k zk)oMjFv#q4ljT-6(7f>Ny@itMG#I&wv)i}hULIKQE0wOf)Y8`bRn%e9V!e_nZM-Q! zXDg7o`$HM+RreP+S33+c$>2-xL=^j=9&jqk4MNCit!*fhXjx259B{<^YO2QK%_Nf8 zuGtipD;88K@~yrv$-Gyja`E{@gwZv*uv*qYr_J0C<3diHyT|KivxpDdxLScAxSmrH znVM1m04V%aQQ)%ibsIVCtCCH91{{+)xZukTRqeVRDI|p%FE<_k0N{)qFU;O z*`~{r=Io=2th8ND#blW*H>-?bxCf6q%^Xo^(Gl~EfI34I` zjyd(kTV{W&?ZnzRByy4|`;J9ZbexTEt1MvQBm^F7Rjxg{=`;N%WQ9s_(j0O-S1De% z)AW1D=TqafZIBnvuNyR(zb9)L#!vUq9QNk8hNJD9QlBehYa9diiOH0Ys`b|dBasL3eQ~Yboa_bs|`SEWhbLv>s zV{1x@u?liRG=O8_n)9TW1~g}R7yTDeubfulaF$fxBC!u>SbrkfS@oRG?( zhXisee@oiIYpGkr(c&~45HDpo;)_Am^et(^{*-|W9BgBQQXz~%dcD2L0LVU#-k;dU zSm*!~-j%dbD)0}lK9sCfdR10y(V@|<1DpUdGwYr!nq5XV6J0}Dfvz;GgkI$`KI59^ zw@dC3>6)xjRGnU{6`q=&?n=7?K=lLoRvS^BBeZmR7Bc8p-}B?jw!LX6Ys)x$h%NaZ zxngrzonaB|W$`?KAon2rKMJ3<&rbR5#xDoi){KOAgK_+8U`BZV0Dje+=wuP}MvkMf zwqM;^FnOxa*;g6%y=-HJ?^m?8?-}`y)gRalL&VkP^a#JYw7%A@#N7pZC?51BSRYKb zKaEv;1&10ot3KRsxBwr91sL9_$E~{v>;4lfyjNeoWlXDrkx_bepI8EW{A+ipK`oO>Ybc{EvxPV^E;0CbHKv$Z^)y!j$2K3Z)r0NfZwfoNd)-;kA+rv^5vAqBd_C24!std zkyy3CmT4a?A&Vyj_8Fz$-}HQXO5faD$R=TxKKF^kW1lZ7!N2JVZiM$1*AVYUZSIYZ z$DZA)$ws58>DHF^`eU0`3Km%+z+;YZPsXDBJaN`m>-(#vdG2X1MVCz0Cb_&if6;BA z;w2dz{?Tp;C(@$peMfs0(SbtC5gzaB0msaWn-5OhK{CfY(p$kJZjvykB~)}5_fdPeeWNMPSe*HM zyJD(gvx+OF7mxaYa7uZM_Z0octm4{BbV3Y;Shg^6kM`AJk=?g$?dM*{9z2@W>5aXt zwF`?CwOdOoKsnsk5}$p(U4S1BYB+%)WFlSc${6Fz;A+RFv?SMOl`bw!5vccDZgR$= zUg;NFW%TyOC1O zH7Vp)PX=jU!bRZV6N6ag$%W6t-q()gUG(0eJ;KXteH1gr08%8A5-Pv5PA3Gf~3U(wM;<{~~m!)Xdun4ZE zp6S7C#7Xf;>_F|n73KV{TsS$cp8o)i_~pH+?0P!SSkh4aCG6&AECiCP?FX|S#2;Fy zOAUU~XzYJQ&m`}GllQ zqy}VXV5@>Vd){7k&xgt7*Oi->{{ThhtJd6aQnZ&%)@O#|=fx=g`$Tsxe*XYUR65<& zmSVSW1Tev3i<}>ym31w84xiENKAn4}#Mjpagj)b9lk4kT(_Pf3)#OWq1Zc4?#oB-t z9+QV%|DS;dX6 zt`i4o;14Rj)AWNi^|CL$wZL^fo0`5%c<1>u-TG`gbE&mU$rdo4BoQfcf-p~(U!Lvp zu9ef57Ix+<&Kxs`@s~TK9Q|$v2+x0z{2aSO}+yu;3^Z}K3L<IT*pZ@Rk&JR`crnL&o{zUoMh>CD;P%BXq3PZrvy46u91wh}W^1_vq%ww5r;upq zP#K&3DoErmiZ&KMcRW)!R!?hWg}6KN-h>fanIaM?2hWINwO4=czxBdx;lgCb{|H9?lh7RSS)!M z1mvHH&&IU3rgPgTs3bFM*|3IKp?hT5Hvm@zo_OzBUZ>T+NL)h*ncgV8q+-QSoo*zz z1F58m2JNbzSSQ_6oL4c_QNKt`ql4m{{xzmCmnG=jHq9pX8NeCI$E{sxwwCeC?L6%P zEAHn9-p_xB6<2h`1c?`HXWrfB$JEqmp?=;&bFw7N#xePJ8jN_ho z`Bf#=lIdM`&}2L$f!}8DkKIu^X?qgs8iwb#7TayuG=%I2-RA_i-P*HSMVrk$h_Jcu z7y(NH#PB|U-CZjEr5E=p71PEyIcsvnhfqGYemTe8SJ65=Qb8>%@pI^7gTZJB5TB@uSTTp;9<#$%D=G|^B-X`qTn}X8f8_)vd z!)@D-U@K{QV`pgHd38Oa>CY3!q2*;}knxOX6KbmEEU!s;U)@q)J9zAHYg6qGBOT?mi0XyWhELif%Cp+UT9y9*PDalP z3kc=+rCbX8meE zAgS|TMij(suVRo#Hb|H4HU}BTK6(79I-G2hBFj8m$_=GgBfr%r)K&Q~*JuW4t*)-# z*%hFXnODS&5*I%a!Kmu$@p3j0J;B%kOOi=t3S~mha>a4+q_))Cu>ou!&Vx3p0+KRR zw%q>uVpJkhsxyz>Q_Rtpr{`7FEh9RW=npEZ zL2iUJgV9cSHR*U%8$>`Ia-1pdKigbS+0BibY8F@MBa^~A9QmuC_u{*Jj1o3>&d@U7 z3YqHC%iD!&z-fBL-LRg28RRM*Hj>1X*biSiW>$XzZ0?d_D@l(Lv+g!Kesr0mg7c~F z^=VV+&dgNlf4tYHF9Z-vYnYPi9q_>f7 zFMiCD5WB(dt^M^^H%>`$c|N5S(OO)vD*kg>1|FnrH^998TZA!N6LeLu;As|2~cm2FxGpj2rB&nn10+<6a$Rjkq7TuT+6 zqLM~%(TT2bh|mXcD~W(4p&xF5cw=#oITp=DN)i{-8(8ONU7k1jjb zhHHy=*ljJ~jnSF5Zve6%hsL=xw~ukIKeIil^!l~hJ+0Em;>H^u0?HBc2i9*dl{+6u zUyu;%*M(1%YN!w4R{B1k@?Fgo%Egm!hY;gn=Q#BSwHi&V?Q+i7N(5wkrTqR??f(G7 z`FF=R+moJM^usT+!8Q!9sm@8xUT6Ll%k`UPwbw7KQ#+t?pg$yY+v8raP3;)myI&sg z9P?gm_L~b>`$E4+V#3L?ZP>;chx;qh&Tegtp7zZ}AV7otU2)bi^yPs_j&9^ruzt_S73cfg z>F@5OxVd(D80X&P^IO^?(_89&PhGibF76zu7%oyQ;ln=OIRH3D53l+ie)fjTB+nBE%k37&`Or6dpw~-N(dkj@swUl6H zGyXMnxb)38#*9m3s5a$s7rMX>=e=hxtt^|Ul@=l+7W;_svB_@a3aPQZsWkYELPGma zaoE(~EceZ5PL-u02g30Hk8=zVK6%YGCWmFRCP}bgzlQu{;0QG|)Li5EQ4S9SAAMWR zpiUK}f_=%mYWRtQc=OwufpuYfXxN(FxEU=Q2V8yKs1V3<8-tIJrC;d%VX5g-sqtD^ z!Q~w1x5l%9ff)p2*E~?k_|Yx)b?P3E>zzBQZT3cdE3x&WcF8#N6|ByGeR%^*)o%2A z_^&MHG0Pd;2>sRR?v3hrdaFW;^#Y{B-I_nyU_8DCuiv7x?l0I35P1iK_*XX6?aVi_ zLVtiRj#zFAHeqm2 zHLCWJd=sl)+8EiUh6q!Ug;TM4_|{ekgS?GAuJcI2SN2zto<3B*)r-=7HxJSJYfXsv zTXfIiR>REHdnklfHt~Ugv8ep1<~vcoRapz|i1v>do1yRR`x%-j{{R^UMD{Z3kJfG}}ciKdodQTs>8}zvQ=(APJt?7;0`VKxc7hTdBwvA5Au=4SjG;R+X zu%i_W>UJAAplvUf(UYC3A` z!RgnS#L;YKZRNR@vD|uN@1)OlduwO<#<)H<5GtM6$Llkfpo`JZ}j& z45OTS=BOvUYyDbVw`k;5Vj|tf&O3ph;a*4OnQ~mT-&aSvdd;j9yc3wM0RSwE{UiSX zTi`25w{Y5{#i~YHDe@XT4-eqOimcL>8<@N|{cN%2w(rAa{jI&3e*B7WP_fmuc;Q)Y zBS@9b(&K6sA0Fno`E1WW+Ua}LLe#DF@d*~u+y4Mc(+_(N|v8<|92c}P*CJ}s>u7)?XkVcZRnL!db@&tX8 z=UsSXW4ub?Yqhg zTlhEa#`NTcKV*&uOE zF9Jmagdv!QMI+1LeCow?=&v<5xtU>GSky+A!27L%jQq3BMv~S&KIx=}{!5vr0bFd_ zt?&vxGAgR-^5p6(Wo;A8!L~BSyyw!jw=C|s`k(enEyqu4{Yk3aT|)#QG{!Ok+OdEK zm!KG}HkZ(vJ-Z7_tD|wK60GvXeaIKg{{UK@OM@%|3%kgzq(o(C)*;;EhV#$Hk$tG? z+IE`JMS1jd8vE}O?s-lQ2PAR*^t1UK+5VXI{{Ul>PR;5orfG`sTF(W%JTn2o&&T6b zn#{V6x6?D~@jmM-YoTgzzWxg5aXyC~t1Be)-rX_+>||~f{{VG&KAg}jwEmEnK%FAE zd!3U@9FpxOP@wHTfM8bH`20*}S>5GJ8FK149B4dM@d4YPcn|7dLUpWl59`s;l+BKXr88oUxk9 z)N2}@!Zdi&NI-)#bW*JVzop*+Ix1vOX0HL3fJp z^p@E36Bb_+o#dZSPHLJ4jo~HQUE_q>G6ih({VGT_xZ{@9Tj@Y}Ug1{4o^hT#_w&Ve z=Z}USANXZEyJ>Hwk6Y1YpHtFB#pHJF^kpyZV;@*3Beijv9RM+rhf|Mq;2NpAs=Oia5(0&7aAqtRe0?tOb>iAeO^5N2DSK{R}6JalPP^8S;Aej zy9x;7%%5D=i%Ph7FCtle%;q+{VNbt0Hj6 zj>mz=9qNw4*4D}dwz5wSJYb9*{yF4T#*`1~J7iMDyh6@AxExWzjK*noxkU<~Du6M- z9AcMA9e|}*TPhSNQ*SCJH?SG)Ks%bM*M@ZS{iXf&K0An|RVd)@?eVBO>gP+4_aK5l z8l10HSbJpMt`)OwBFFnj!VYop^rn_e_YA3hBV)_MOb^R7Q8v3ahptH1T9h(bO2tG3 z0P%1+^nRoocB3p4>nV3=6DxOd8CF7m$pCYj zu)pfdOIsHG9e-x`6Sz#B!^6n>+fR_HyD1jyV3TTzd2p7^a;m{(jsUIBJM+(K^QNGJ zE~C6q%7jY5?(N_A*J-fVn!{5uUh6iu_R>YYu6U2bU_ikGJ@d!PxaU&BAF6d2<8^J) zmsTGionIGKmp7s5`f1fCxHCzJqd>rufC)Iq;Yhmh=DUnAQ4&9dsyHe<{_|E=`o*n| zmLV2w&pU6&eaxhcXUKiVqDLH>zOVvYCA_CE;qS))ePi03w|lIvGe}Qu6W=6u>Z+m6 z!g)%5R(SPGsGO@Rd!gBL#yeEGZer6`Ygf~^Muf)FZ}*qtJBp8R_Sd1Lv@B784VC90 zcgJd}ZKY>L>5h=tvX6$gM?F`gLzR+$g>~CdhlKWDD88(QBV;BT?+ny^iplI>wolShx>Pz%B0RrvA z%1ZI_t<3l9r@|M)mTQR)$dP^0$L3BdHJP;3;<%h!ym!d^C5)(Iq+`ryxTZ8_#@gD# zcXrjIom+)p0Z{$;9M?tB?o9f8d%m)JhvSOp+MW8@vd0db_cCnpCEK)kYxm%jTV9u* zJDnkBiGfEul=sLWWAClF?^<*6s^$f^e!qok9~YZ0ao+9XH9 zw2@4J?js5Ixb0m309Cwq(Hb$qKKE~X;e(HO51+z_+evpXi*F9p7{d(h z{7=g?<&IM0ZrI6usBPH_eQGaB?yD{%BH^NUUD07lQ^R7K_qQ_wp!qQ!smUUBX`R!6 z+_%sDqJtwvX}SKZd$`AXsd^&3G;s1u!2=`b=}b?RX!#+PMsf0~F{x!P+jcqJqMEwc zg;0h2s;#szDMlwLw%P10@mM;x%MZk)hs(4Tt+z(0L-4KmVO zol?yscoJRt23EqaJ67R%Yp<(fz%zjCBgy#u ztC#fc?C|T$4dcNhO)$mEXJn%o#t)b^)aP`H)-k=57mCxRsq?R~;t zGCl|Pg?Hoexwz++HJ_d~>aBF`W@}wj=&N^kaPmG9Bc0jDZKUHJ{VLk;RldKtSf%}3 zj9YP+l0F`SsvlC0KNnNGvyMxaU5P!jW0FTW9f+u5wd=O}a=_(f1*4UmDsl5Zbh6=@ zUoS^8)NZ1>yVG=J@is*6LaJwRkNU*=8l&nBGg{Pi=q7-*;hJ5pAzn9mW~6BP&7@NJ zT8eVY3JabI1bttK$os2R^yP}#p2ziZ00N?*3Z(t4gU&0@yqR!k{y+YkO=mT?E7UF9 zLV<0hx_7^I+VREitX~3r>i0#0IPKssZ3W{>zpZ1CRQyOhj8y$<^GC9fNqDyRQQdp; zF5h`u_OsrhCb^?q!z3D9a^>@$LH9l!XYQ_y`E%vt-ZG^Sax@ZM2()NaZ^@ zl<*I5D#uKCzKmmcSZ)&qn{mz$Wj(727gJcQ(!lKFasnS_0Ozr*D_u%kpz^dif*08% z_f{jwp7qVi@%cP;V*KX%Z0>a#hM@~i7j$Kjwv(R>ubHX(V@YjsEUR*4O}WZ04t;ay zSvhrxTFyO56&lpIMhH2L&lqg^9{KH8FiN)&rM{i0q!LInqw9A2C)e(yg6G4O+~{Q{ zQLNDVwhN81+_Ie8351;PK3G1L$$hWgNhej>+yoB{wun%U*xbW8_*SP)mUt{Q>xd+U zrYkMHkgQ-Fsq9ZV9A>i}bM%ct8{SC9}BZ)|inTcMIXW zw)qFheZ5T)DcDizf0GsEOwQ=M+pxJm)99B#^2} z;<69?G^n+i?_3*ec_%T9Gm*6gFG_+G zmTQZ+d~1+-mP{OfWO)j*)2(L_eM(QG&| zT--iBvY83(-2AGN8w*F*F4bOOh^erL_p(Q>YfGnGKqr<&hrz~oWc_TO=hmQUlR(S!7(h7S4=P(}x>locaWkxuT&KO_#qPSFUN|QMi2M_)|J{u(Q)`t(1}?j3++< zPfS3F`uS7HueUz-l^nBZHj%{(Oiki3MH$W&sz*v|wz^kJ+Cd;+q^|E0IJp4i`PFx{ z?PBvsu(g)mP^|1?_n7e5^sXg8Q|fb~S+vGDSn`qkzl~+(eMXqcXKtI--qGFVZM&4P z3Xmz`Kqn=SY?{KiT+Y`?AhrkD^2O$I$b6!>)Xki z;#MUs;>Hz6n-W3i;ZAsZ1Qv5Z_7F*OhxLwHMJ&w2ZrnEr2XWq+?vWQ-sc>Ypm9Tw# zesuo;^SugqzeTvQA`6yzOrA;3%PvF`FYJXR@Vh#V2L`W`E! z`z-03n~RM@P?F1iuh8U3nnVN_BaOMDV^7PZXg#9%Y^*gqfsb9>igQx-jUJ$gk8(^( zaut_%J+p)Ju52w82FWAYBKxeQ5LEh8QroO?834zYMtk~F`#&z5$ojU$dz(kW`%o@_ zbz0f=PJwWZ8%Jpz<#wyAKx5=rOh+eG0dZH0y~3E*a^FD~VK*aN!UcyX!_a#!Sh_^S)z z3=vH1VUjq22*l)%L(Oqs8IMWY+fmk1+SLuOg&U(dQj9lk?Vr!@rZqmRgH(gS_A};PNp} zYS-4nDQCBd7_I>KLY=GRM>!w9xcM=jeiOLUf3IlK++CG|Iqfq$H~g8q1r%p~7yLB`vpjek%HU zWC2{CO4cXR7>-3s}C|<>X#{hscUdf zu@c)PVsHnRF;?~$S|8~nJV_<9$A!vdEZlb^(~6a-Y5IpxSv{L2v7boQ<;C@>gja zmyQ@8m>H|tH3Yc07D;kSMp9XQ?6CtGUsG8vCgHB4y?>xvi;cO8b|pRHeeB~I1aU>7 zbdI9)evp#sZDcNX!WVcveEU}iC&lB}m#Z3Ml}hT%Yt1_5JL?}7W{|X!G=A}1o)6wD zKVb|VM+~W{Ts%^$o>{TJw~M2sHe_4g%J+a|v>*k1cMKaN&Z_k-KS{dT72+!00pb~= zAz8TdTotFq$>WU1`~JeX+je_R(ey13O0|-BZSF2Hv&4~iER27hn>un%N(7S}O->kjsngn>^Lm4Lvw*ViMr=mGx##pC0NPxn`Mnm-fJqD5hlz>1~S z;=h*8VQzunZ@9aF=D93drnRcVZWdW=t)u{$Rzi1`InTqjD=}X!NO?$seNS0QLZWb;`9)roPi7Ed{jG!lUbnNcT^k zD=}~FK4Emh;FXyDg_q0Yky~+Rj#&Pq@#^h&);dJ@H_bd(3V_FrjrNbH-%zz)nZJ~2 z(n)7+rb7-?$s4I`H+{p-tJAD*uV!=fYl&TtyYCDr`^E)Ny6ea-EtkiO#<&ZQ2}o_H z`pv*Jc-YqE5C=)kZ5{3Sw_Eiwm4F!lb^sieUgs52XQj(7k!13qvzk6$cW-^c@+;n) zyY`0+t-f1%)PO)(wx}Nr<06~s?Rl;y)K&4a&So>V_r~DQ3sH=lRo?&W{Vs za$R$YcYCpdagUk&sv9g~?c$UuRs#g&?HKZ@5(uM+%WjNOq*PG&^6qO*FoyHuw9dt{ z+1;K%KD3)yK93W*IYL1m=^TO0G!=_7?!Z`!Z4aAU$x3`D8ZhV^` z3ck}WFCJ{n(TF4mZ-o8d{{UzR$v-bTiPbP&8Lh6MG8iFNGQ=b+yN)|~=ChU2V-aHx zud>zAuNrv)X5G0)bCH5^Oy6DV`g)|2-n=qg-FQYl%y{+P*y6O3YFh528$qZ`4a6Yq zXw}#ocW%eH-Rb5j{cLKkx?Pr@W0>0%@m}UqR4~st><%(`=jTD8_QR}xsAfevd3`*uA!p`mD)}R z--BICq==53tg8El^{)nVC;bJyibc!aD7C9)$k-ylG_s4ECbn8U*7c`F5(yjekzGlWg-WXFZ>f;ZH2)KFb^~ zT}5YGp*=fr!M1=@{JE}Ph=vJK!pIjtTeAx3+J{ke-SiJ_d3BhZ>uh2;{3|PSane@F zEOAM1BC8ibWtS)N?^xxY?@o+xvUbDDlPX)~~gPFg|rS`qAe%W}Hr2sO|3L5=8f?%-f-C;X8AmT5jTP4fl~NBt#Dj z2L%fG8l~$eN%hI!M~Zl@!w@&}-TBEM8gD_(w} zJH0fsY5F$0vE9iU%QPSmizZe@9=?^Dz3GiI(%DnRkuJ*;`+(WE;qt2+Jv2vr(p+jk zLzY)8z#t=Un8i1(U;dMpD{VczMvI>oRSLNH0a3+yG0J0xU$6ec>dn)4T_9qIPL|VA z@vSAul0kqMjPdc~_fjnG9_moKhtdX_842QS_kS-su<0(Mu(7&*KT(JXC2=Chx5S7z z$j%!+wPkT@V{0?qXqR&=Ge}x%eB?*+Uc^;r%VoIof8w4pS-8(GjiXwmwq^LyiaRx1}YzQSZ8f&rs9%CYn$*(j=Q*Tb;)g{Q6VB zQCttE`1VjBm5^awhJLPpKf0%vIh57A=;kBVdMP!vmQ5n#7a_@UBakE>qMWtqOIWOQ z%WFv@T}s*fS@)BNCx%@1sWy7dsUsAQ8+&!y%A5o9RsfSyKS|!*$|r`{JE(Qb$CZ#N zJ?oeA{E0k1n#^#$)NAcGL)C9rb+8vq0<3Y8zAg{lLr~Q8y(>)}Ha3$M5=UM)K0W6A zYCJwAmZUYSk-qI$10)4PPB>h7c~vdnN?u*+Qr=!)z>ywVz$Bdd4_dxFW&Lx{ul`ei z)Lm&)>GHvKZKX*Cv7Rvs?`|0P$@tQ`Y1TPphDF;lu|Xo`fG5(k7gkVo{l%QxWYb*1 z*_vemLzBSbwpP-s2xE97S>%MGO9#3S9h(C=r_YSWTQ22JH+NO1>51SJPd`@X+*U-ZQ09Xk1LWMpSCy7-vLU`{~V4;ZMu zeWzOMdR^hQZyI?F4-%toDnV`h{F=Rv9OiseCOW&WCefKTg_8>SIUaN>UFMO0qzK}b z0BLi#x4bA&&dRKIVtw}9-fipgrrBC%ju^&TMhjJQT{)DLJ6Fn`v6|*<*it5t$W8{u z%X8=}T`zx4YWPV8!5b?R&eNP@%=%SbqTR}d@OVum-uJvt;5@jiOS>Dzw2(zuN4;yX#(#JFY!8GCld2?n(3EyshC zq+Df}Yiwk}`Fr0Qfz#Su+(x&4pe`?tvaPH ztj}`{h?;%MG+z8f1@~Bao_`v;)2_aer?l%VaF>Z2Vr7pb-uy|V3v0Wp2c4moNicHp z#!9gMufmzr?X?*6NZeY;9ve}$JSGQl_4TFnOl-0ER}(}rg?xJ8RsR4^*=hGMythex zB&hidZy749{bt2wZuKdyFQ%E}3nRW*AF_K^@1^xf?Ydw^;y;OVE0T$icL(iJcOv-Y zuAyh`JTx(+c9I->fkaGB0QhtiZ07pAQ$VgQ9dRB7Vduf(9>CI&6tGFA*yqYB* z{(LtroHQA+uqDd8+SYpTDaCacHSF{Z7)h$ zo(2shtGQW(gBUsI8P7C&X0d;NrRw71C}EP!Y>gv8su*_9tsY9pAL}2eL#5nF;Mv>j z5Z%fB2Z?|g0l+?7aDG(+T`N-hD#+@lLnz1+p&sh+P7Pk%PpWHD9aiF58cSl)E;gtQ zpR>nm%)FPabXDf@2qkwPc?%Bs^s2_AC|3J_r`yGGJ;VO6Ex>GTA1-UtT6?yE?CGSi zjvT`iylFh4S0#@Hjd_W!<+PmyyGu)kBrsvO_*Y@;N#$Q=y(J`p&6~2l*4*Ixqrc+S zfAsA;+;bUVywl1>Mg9KFm6T&$3KlMveh4tuWlm~gBdT7N$xUF?x)MF^5$o0UmHL<9QvBr^lkQ= zrs_I{%%&tfh_i#iZ!Ffx^=6bD6D7I8z$F(rqbuK`IPRP>duAwPkC=l6XT|_x4-~6+ zcxB%i8AH3iL9Nc2KAAsT-d)x{IP?^-nPaGWJ^h64epW~A7qhG7@eec`S-29xek?a zs92k2M2bK>V!Qwe9sW3`x~osp?QF!hOBt1>_3nOD z$02$D0BvcTN=LHOWDv@#@&uKFkN_+^>f2D!bd|J~@fyW!*=CFDvg6mx)p=_6UOg)` zZ6e0*HvO^EO;p_`1Wx(z}{{T8_K9|&B)9nmWA&%(b;w$f=^(Kw1^qDNKY+BSAVdWRQk>8Po`@=Z;_7`@#Bk_ zZf>%-5F?k0e@MMr70E4uq_c!c>VQUc-~10-7PQmwYRkY00z5~M`rgC z)T)O2O`LKMr%7U2AOIY#ErtDoG%=bYQp16 zv5Q>#70kXod?d}16<-`;y70peFMZZl+f)s#o6EFl;ao-TqHR9#`1h-X)-Q;atz&Jg zhuQ{8jAIz`6acqCNWbo*)0#!4uKRb9W>yI6yOln_BUct(E2r9NChB<@OFq)Af=1l( zMLhXD=(wAXgiCx!1wa;&Ex zW60GhyS1`t^y>k&;2tvX?;+zk`P74{&2`jvkYA4tCSP(kzsH00A)u0Zo^|Y4zqZj_T(IVeJf7dHj;z&2=QZ(LzDPsskHma zuC@D{4+TF^K=BcH1dmEtaPskE|_qczv{n@AzhuN|ad<|ZRGo#{@N(Qfn@F0Q4#@#iJZ$;b=I7y`W?jdGa& z>D5woPeeGrmEsEYx?kf7ec{?mDya>B~S8JcNBI;qO6m@0mBW%4nXN%FAHp{*`~tV^Tc z$GUixSiQf#gdX06RI6LL?ldd?R#l8?_QA5-)D|P`_u$o9=(aNI_cu2QBF5j*BnJa0 z&XcI=G1%yrQo{^6Nq4V~H@|WBV!8hS<+wRA-HVy!qravJ+nFmj6W;?W!d%0I~#<)~PK5TMGC({DA_PsNwT#GxKo14j{g%moBZ9Zgi<;`Yp zI&Q+}udh*_NUeM!Dy_N3NjS$f*TaS!c>bdKR$Eoo?k0!9Qe#u(gJ>V$P+~-TXjVsI z6G%htz$9bK{rIiNQFN}C29q?F(_J*Nsde!f6+e|Vb!i2!OIUaeu-v+-ImY%@8DUyn z`WGMTEp7B9xP;AWuMi}aEP3OCO=+}yc;S{^mfkOn6}%-FG355{DUA}!%H`He^CQRu z1p@#m!REF-E%b-fr@4S4z_~@02=fYW@DXqXf{{Tcu9C`ZJBXGgzK4*`*n@uxOc^nNo;YN0@=vd)D3fa!AkVW*Riwojz+U}<+ej<&|{X$7ldx)V| z%wTW@SY27TN4S#4OJJiBE5=l@9-LHIMCKG$jf_mhjy>SVy*UAo74kv^sHSr#y-m9N{wx&78<0j8RkaGRoXq_ z!1uZR^$S(%3n*g~%^k|5(v8z9vJ3)!++)lU&%(MLq}r)QjK^Y|e!z&}XT2)oE6b}_ zwVE9@(S|lW8D89RSJEp3Yp>W(Zr4j|c_S5NGdg>iK6^kIuBq(eB#%Lq!mcA}j?&Ia zI3AeyYMV-){OPfw`UpF4SLnbG!n7I{&G*yRIa(%&smO*baw+3`XUR7j#m-F~Ab6y4 z8U56MtR3S&zPEF9G6@8F)=q6cVKb08E&OX!;sL_~zdkC9N7crot7?`~yd|w%Z3)2( z>S@fhdRH!=GZV#Qy`$(`^e85H*WH*YVT_PL^RBuhQJyM`tE?fv>FMEo?FAo?fuk$A z+2J)_Ubxbw3d%`k`T5d?hLvxo#0uQDqRYBq{^G8DhDSBmA?b)9k~usH%c0NJC-JU* ztZBFMYHbo}w-KRDxQQ5+$C)QJjJtGYjP`|Yns4aKV9~$R2K~S{xL1#cL8yXg#r6zR zGp}vKX~)W}w9OjoYuIB;8^l8Ub21ge;OCmw-E^*!HOm>IhVQ^^_{+Jxyz}KxsF~}g zA=Ot+*j?UX68k0QVhnxud0!p((WA}RDnct0=dX2eCuDV z+4QlJ#_9!3i9m3&95Q-$?@nJ@bg{g!xInR>musn%;g<)F{pcOWHsRy_BW?Pr2HgFV z?^9FEjeiOVqy!8Q%0X(~>o$EVmo^ikMxkaNA_)#12szI`0Zi)FeImDZ7ZHVBvis;H zBuKdww+5@9>PA^4V-T7z2|<4#0XPT0BjZ(P=}wO#$svs}9k&t}KBqO*^@|RSzKj@& zwr~pOIWQaIbLmu&bl!ma2a7$&_*)~DZyNwG>~T(I1(lo8^~>!x+mu;to%a5-u_MSI zzM|i2v&gE7ix@`A?L2+vp-ix>$RaAp00%q*-gv1OiE8COj*g%YdNSGP%>1e@7LhtHmKRT_4fbzM?BB)E<({3|~S50+}~ zKWBRSHOMxOuK`}&o0G^tbsX1@O>e|cFKBY;vfk<`4V-MM$XH5S3NhWYp4^JHu)6&m z?;f)64ACys3XHq{ImSLYtLuFeSkq^+)b3gtqD95Xbr@c7GecdxLWvdZR`Y4B$H71_ zQ{bk!vgeuE$L@dX(qU)pemhBTqFFS{n3F5Dw#$8=u12(*^V%F?)bG?TXj@X61M&z zfRIYNWr_3^5?^PUlp9uQqC(j|_C|41Y`OuwRyS9X6;CB6C*@PgkH@oCk1OqCt7=+- zRhB!6BaY|?MP3(TKi1{9Lu_aOGIm-BYf^tkO>!eo^=-seK`?5-D!hbRSW($Op{&P^>4G1y!&O3U{9b*C-LOINE;-xamvTbe^cwwKeyChjAR|JY_=yN8U0jx5hh~ zL>Ty0ovJgm*i8LE4tsIm^RDft$G1_|L|GAoBMgE&5mfzMrv8`d9a_U~=9byQ59@)I z{J^U3X4@~IfDhkV%4vAcBV^XT5pQrG**uR<)ZOLkHkok@ zQteD|IR&%EJu7#v#JVp~Y8FNUQX7{*0_WW)-9LdJD$n&2m^yyouD~Tx*n{WVpjPMD zHJQ29t}clU6`h(O@9w+*0I^!T5XO4!sbQ8-AY(?`it(5%rX1xe^eMRY!+>E z?C$#FKj|!)ZU@ADQ~5DJb$O!0QA>R`8+M&S6~hc?9G)>=#@00C)$~jKHeacCZzK$T z11TTIyuYX0J(isU+`)&pK#d<8i5=*t6-h0M+sPVSpbkgR9-r^pyEm|_L~Sco)KlJ# zrdxQ}_xDET=lpT_Rt@j%(@#r-ZZ@|V36{s<-n*Bx?LBnviPMxO#+ePn5AB`9@*q^f zYfoGc+di`e?^7<4ZV^__6%M=bL$|-`Jhs<*Br1|f0CzR!9cNm#)b&fmfpx)KGzAFq($d|I~#h))c4 zAN(lQzv;7g{@JSzi!)EuR@QNmiJNO3p^iQo6k5^))S9M8Ch}wV_=dJV$86)c_JL^S zMk9^feiVCYj^m?_gVRGXD=(q?qjCQLCxKTwA5E^BFO8C_$s{5$co^rl;64?*@R9zq zsiaA794fmMEl-Rqo=zXsJx8wTT8!2!rAKbjzQH7$qz*ks02rq_KU&sq`kPONcf2J&;?eI2(pt>f?Gr@Y$tlR?k8)_bhd_=C zF?pv)1)SEut{xj7e+)ZWSM9?WzblBaccq(QCTSYEenlmqL9e zC^Xvuo0ygnD}qj2-ul@14A#4*{hR3BYo*+^mDse7(odtLs|b5JwTtI>e98sO2<25EI-Nm)--MU{Eqnr zALzI%kMa5Y>rts_^V{?zXm*#7w3e}WJMLl(k}BtdGsb@^-{!dIT2FOz)fSev_YRSz z#P25F*;2R%Tb;5k`C_Q=PdS5%|_vWZyh4 zx^hmTuuDFpy@KmNN#>4YnJnH#h4aWD429t11J5;0)Ygk>q-oO)F)col(lY+F*~naE zFm4ByE3Y5YFerIt3V?7B1AspMD=*i`_gymN=2N{IH`+2i;hn#YOwM^|?ia_V7fm*i zTWps_p7u`WSmuxqkP0eY#Fi-uKh4{iT(7w8JcSheayhP_(zdsW)0PA2aa)4|NK`~T z$Irc7>peTKUud^bLE=r~M8RW{5I3JLcU60$$tQKfEn3XU;$2xya>tJjDGY26srOBF z?_?b*qw26~8nxd~52Kb4!nfzg+4M3IxMhj=PZ93wu&TzB#Jc%h@n+SUV#u>pidZPfm3-GDoWEHq$$g>4F86d_#;H1pZa)ySrE~t!1^j ziDiaW+UVmTgIr?vOFaWzxzewOnuZq4W#Yjx_XP9b2D!dOo*mAcab4Cg`NGrcQ#uuf z&CoB0xN*lA_|%v$G~G+UHKLNUgk;!mt@u9={4W z{tt}aU6thDr%JGcQP=ORVTV-l^@k*3P@fGp`7z`BtEu$wvVNb@rTSguO{rdy%UvDl zp1W7E`JA7XR(lueWYc33&+-r~ZceiNty;@yAr}XIW#3ZZT%OMdn zdLSQId~@>8da~%RY!U0%iDj)>L#ItC+Z?GjQJeNiBPxFL_g78J8P!gf-9zldNxez# zbhuK|>67{paRi6ZkF)b1fvzp9YL}Mx^XWGhPYl-4GCi4cq#O)#M<9J+&mh;StC0I{ z=^v))ko6skmAtlPhT~xR@iD+B;t2!fege7qel{6jJ$hC-*yC1y43fh;+|14g>tosG z4{rSa>eQ!7YF$ax8hwq7H*p=Mq`PclHP3Q0f&0xbrFwcz9KFTZfKB#8HsgcpE4_5S zlr-%rWpF-|bNbmx7{+@Hd1LqHmmV9*cHCyrx__Ybtqv9OOqzwy+M4U${1>qO{{R}) zs)SIgp+M{hYDBX~Z3L6eBF7YJS>28Tf!vemE0XGd+9f)S@aWo7Noxyj7Z)x^i}4CE zfn8ljUDsE-v$ei~pu4t;c$i_5R1Bx?HP1Sa*=!FRT=ezb&5N(S^h9mZwmg&*?w`LO zDx1;1((QVZ@AP%;u&}-(^{( zk-HhM7v=C=a^5Ym{iey%beqj$`a4@t=QTG zr*b#^LXJTBpTe&CBigl(RNoyk_S^J+pnswa`ANM(pCjs)N@a%Rfk2&vnz+ zGQo3KvKFTfMZlk>;Qxn8?yCZ0P)#AX#pom>!6)N`Ek@b#}#R~+`aphu?97g1TJ zB)F9lWyiW*K_QRK41M1k%abudZKe@eqf*Mj0%2my%Yw{ctkjkm!`)RqU!c{G9e5jc%(&B^9|oMzdOn0K~Q}2&lQmC)so{z+iJ2k z&fvlzxybd!bm4nzocb4K8b_|`z#F2sE6v2>NP4wbhOT(B;TaH)`hljr77;au%> z8}>N*EAntVS48QBdv2SyN8qwBJBaQH;SDG{{scSa2rK6EKl28~CwR8M%KKjDV<)=U)aTS+&U3ew2uWDutYN5^k~^*{Jl_~S8- ze6qP!?F!>B?F*^zvouoM*{5)k!W$oZW}Ub8kJL6YD_$+FWFmV~KOwpg3%M&5_`8o8s| zP!d5Zy}b!&lr)nI*>in{nZ(N z8sjfkIu!~O)x^Ty-bt7eBSORu=K{23c7<~2J-BGImJ6infT+pJ$Nsexe%-osoJpqY z$Wih$<4Df#9Yf(m}8?op9qxN~J>6(-h%PyYL6NQ)P?5T`# zz{tNgNh>!(^aVulbK70;A zq+ayB@wkq4)U@&8{{Z+u1byChsQn);hFeaH#|u;ZL8Vd{-@}%!z%rF zCCa*=!t z19KQch6vS8IrR9|cA+Xo9NrzYE{eVR=ZaGHa~-$^#1JD~t4Y39ZK&zO5uZOX@c2}A zV;h%KkbM3XD&(r%N)#>w5I$L`&F`+=qZ#zBi#FuScF=UjsiRw552r%uI-JKcIRKB@ zap_w7o~4mdEo8e`%YVj2@1qYdmMfKPbU0k(o;a&}JyvD2Xl9GV?nC+g^~Lf&E;-*L z$31l0PctlXTRg<9iMxAC?l;ThRHEZdypb#>cW6|Nvak)b=dm9e&pqU<%M-J9%I)X< z{OY^Kk~d`w$sX^mPZz}T?|rK*t#l%qK8Goq6%XzM9@Zs8XWkV)4ym@gC_)9Debsj3 zVD}w6cc@ca zw6%_Tq7I=Y&KRA+_nY@GUIb!)@cJ=PVf_T6_Stl9>~7-hNL z9tkc#Rlu%E`b5h#ZyT&j697|o2t`R+C3NNK4>QfGPS)V0*@b`%7oLBG3XGO=T9e|+fn@Ro5~s+}u3cjl z(SynItJ?(M3jmp8AuIR_gJT#8ysx}_RQo5{ZlzdPHIB3C+ZiSC6Y0x5iQt7BV+GDnenR8#rS@-1=yn53(5!550fGfa z{?<7^j%s7g6mrKKx~s@YMLpXCClu{+?z-wzru$Lp8&#WZaI-YS$cc}K&&UF4lc?98 z`sUJG4zSd1t(Oea_~sip%33!->m6;?`m))o!DSWnt3BMGRXy{- z9&L{=#}(Z=KiPJR(i8nI32tt0O6_T7d;mTQJAQR%f2(xQv&|SAyNIkUnn!g^7I|Hc z<{?H)9G-nX6+xx@Xz5*6c_V~s2(jZbNp3dt@+AIL&vno~j)S&G$kbb;k~I!J?sch ziXL6rkKigqQKT`fai~;LfCrGQ-&%FPnb8_zUElAPSy-$V@nd|1cRcn3BPZf0FK2Zw ziRtZPc_zQGGsz+ZW-~}KqsxXKwD9R&9R?${So?inhi>)FBlgd%O&PcyISeo!P)Tr0 zF#H8=dM~f+`n=0-ZJN&hCEn08hYY>9DdRkz*z>8@HD9(c&rx)(<;9I{2J0$aX#5esNYQwinMWw1zfh z*|d@AmKCLv&e4ss^iNSiE`ueyLw!5=>csEImOdXErTry+uz_;mbC5C3M(Q4~vg(Vg zDQ)4ng-&2@F0XwcDraI2K?fN* z^``B0YujknFBy^~_du!>{6fDCRLkCjHU!qwS0nSj?r%rTI@m zaj)tkFwJt~1B&d{Y+lL-JeG|~KXq`6gKs*J_m;`=X+it3P2BZAR6x5e`h~<}3Y$vc z{5w}q9$NOpn;$J{=sFeV={m!!#&OiL40rd_`>V8jJiolu`WsHXzqvOzQh2-NILl&J z1Gk_6R?{uH^2WxX_O3Og>T|4Yi8QKrA9-6Ib=gm9;MNAwd|&YBMoI2)M>U@}roSIs zyDz9Gx{_#a9%(lTlak+5jQ$;@jW3l0sfwa#;8Dt+{QHhYXi4+3izHjXKO*T_$bs;KOA{ zEIkje1M#hwvcahI&s{E@(lpv_{B0iR?xjIwIrHpC_|=^1s6LgZCFQ-`M()Y{Sjx&9 z<_F*^%cZrirfQlM_tGH@ZsHDsu*;SJjAFCLD>U0Vj;wkh0#ZuY|J46w=6%5*30Ra6Ict zVwN%7K3g{E?#Y9Y#{(J8M{L$0WUv8y*F@>aZ6xXBwVv|L1gg&4*Oei$f_U<*xj6dj zw8OS#Z?3IH#Bh7I@{^IY5(a7BpSBnJ<-MFkWS35`Mdkr!1GQW00tAI@Z7!{@47_ev z&xSrHinI1zr$pU#rNuOnvx|`Ep}8diZ2nZFPE)t3Z7pH3vx3sy0zm|86ly-osK6h9 zte3S-W^EVQ{-Y(ZK0V5dXvpq2@W<|5)wHfv?ZC-4iKST!dd5#pbiiF;AEj*fFV-r==kl&ghkJEljymnxIx|y~SLr(osm^BzW0aodl$9s%#(w&@ zy0=@aNp0Ke$c0bCBC(#z?%=uU+r@(7Inq1U0H$ydsn%WXN84ddmZ!7*RI8yj4|{87V!^( z6q2Yw4*VkU)^)rK;x4neNx zq+g9wN3y>IZ_*)2O8&_sBz@K9%dK_^U>UebRlK*CKj_zS_G5IHe$VvRNqkVIRNaC* zNZ9HFnEL#!<5M|`Nr{nf~{4PkZNM@P}Tb0+7El^k$@Gi3aM zuHNXfBO?r}0th~JziQ;l~V(pLF_n6?ft^LMw|=;UbT9&TxBh*d33T z&X=s}cGFtJD6^J1yGt6jORt_d9~$%c^2ZCTYirxlI!*A@^m{wt0Qy8JAp^*e2_JP= zb&i`JtI}GPyRPCQGN-QO_lM>xtJ!7IyY_XZu`Eh>v3uR{vM^uE6|rSkRz?7;3=!*I zm-%D=0Co>GbYy={nn*E-orAhBXUEkC;axmPZEeIc6XC8##bO3~oDBSHjA**==m{?3 zFz#Sk1civ~aB=Hei*IPLq+m&+B=QlE;SN3>vPE$5%|}Na)L2|~UH<^mo)~lq3dY5E z<%vI^oiTT*>kTNGx_>tVp3K2V<4wiwE>yWJGaFD#bb1-?*)#!lf~TDfntUZ;Mc>Paphe~ zx^VR6&-|S0+MUj)Y??!9mT7eDB%77jAaJ#lgHY>-QL{j_860ki8q#}S>MO3Dhew*$ z1eD1nfbR0ZTIWmccV1Zi%R4{^%l)-E&DNZErlj3<{Fnzvvw^qG=5dNkF zh;kHds#EQEsN38Y@GoQaY8B74-lvfWWQ{`)+2quCwDOMq(1PuHFHRT03y`nk0oyy; zv~`sBZF@GO?E6W(xZC2&vKHIh`bMo?bVn`r;ypp9bq&v1YOQN?3|9XDNXl;8oM2V= zKw9cny;(57y)&t^ZK=isZ%%MN`se*))q3uo*V@g!n?fR6lB>A^;{(qX2S)aZuIU|7 zVS9hFTUBq@Bx{1vo(?@o&VFLD)R}FyzpkF2u6ONQrf+roEjoKSldnfH`QH9(t5j4gN_pAM1$qI zcH{6hmE&)ZEc;Y+#n1CIP`sYw#h%*YFuoiyfI}(Z^4^5jfcsa{17PXem(OBwud;iBF z2gYeayRW_azz6Q3anhYG%w4CAJ_2kE))!Cc&ZoKxO@-q}x9a$aGu!&rGyec4JxwTJ zblCyj!?nzPzsjsVI=V>Kx_776H+wxvA(0qkE?9qkbiZZ2UnZ#pniipcmv^?QzA3vj zkqitUQZhO72jEHOkL;sgk@75HjZYYRr8xNc)c%p^{a>Ye-$=iZTc8toQk9soWpGrE z-wt<_JA=ZIH7zPbEn-JVv(ex2rQObrYgPSC!EIg>>GfWd-yazM#KP()7i(MMG zj%#bef@wI)r{PPAX$*=2pgH5+tFEun{{TRBmaV0P+K^o^jDPIO+@I!=Qu+@?8sA@N z)+20qI>K<@TR8Co3LAZ0n%l)ic76l{VrZGWe5`r*ck(k*`_sLVET2Qi+yop zt6#m`P`t3KEO>VcNCyfI4{GgnD!gP*m3T*N@+nqwQzwJ#=Zaw@cqS4@^^v^mvTOY% z6^^l~rMx!D;7rVsl*nZqk1T_Xd@CQ*{XhC++J2R!vcn{DU97Sg`!s9su>2H?jB?%6 zT&L@|R@41}>9=})o!+6VY6*WNDDx@=0UUrx9Cioqsk+Cqtv5!{ueBSke^$BrC99P2 zT~6E%%f<$KS6;4j?S}Rt(>B^W%24VT0ay+C#yQL(?h(K zptQJI2{47+rBt_}?nQPl{DWu>2Zs8Vpv~ncxx4)u!h0=>TVHCHc4FOPNS0#$;0Go) z$3AuG8jNw49o%`d+FwUm^cd2hvAepK+fWlE%Q*#9uFrcI>-hQ5 zppaY0s4g`Z1e^s5aDaI=3eIXB+A=D~9tUAkZRKdK(+;3`c>c-B?@?uKvAI5!+TS3A zrqSd+e?MB(_PEj~mdmJNy@iy`Y7%54w&h?&dpgqQJKH!e;W>(U)xr&=IRJyEKucu{=&UBdJy%pw=hZc7Xa1P2D7+ zylHQy3|L^{7{)&DaFO$%H#O!DXt&F%`$W`dSzB~6_%N#f08`y0ec+n(j<2Z2q-giL zl;6=>!1KS!RFnIw$WrwtpD2=9JVv;Yw=?bMIq&nOPCa*`Y7469b~=KPevtx5eguJ$ z_ZrIkSJM*z0HP(CvKq={oDtu?)A=@j>Vxc4UXNMmPX%1F*xWoPcYGgwAM=R&t9Po{ zrl+LdShxjlA$X2|tT9ZS+u03*Jlc+@?-Hn%$WO=KZ`_sDs~7CH$?Ww+tYr@*gr!=!_MMg^s8}P=h%$m*t!}wNPr+TMW={;IqM%YDnD?(z~ak!`jf!)Cz z@rvsGbER3|b(At(!{RWrMZsbQH$R~jQr#b=T}UE|$&9bUg^{v(v09={jE@)sy{d$#rK`>RolHTU}}}!3WXeF{E&0FDE4OPs8x8$z$wqMGxZN%RGSp z0K`W4U%dA}m1-<{6Q#8Ah%`$^KC>r^e-_PNt!23{PcJ>4)QEv3nTusYf=S~YtEPJ# z=8&AsQ-anI+z)9w^n=7$+V%P8 zZ+_M5y7T70rq6ZPnwqA?2KAVO^Wlfax8~2o9itC!S$S!B4bIhh6cr4<@y8;j=`-Ki zT}IOQxb){I;a#CRDrSH@^Tx`+wB-R;_j@mM-m{HieQslGi%3Mfi>K=waAD-%3gpY1 zEo#QH-JsiR7ShI&+>)8j-+Lc-IL&AJnJ${u_U}^c9dO@ZXCKD2_Lf%n;p4rwj5@O+ zi18$NJ&r-E2yOKHOBpQwjc+J(;WJ!H*xQ13fz5Kv<{9mF?Z+dumB>FyWAn)3tmf0N zB7zd-+9+3XZQg8uKPu_gT^^QsYjL>kIWiFHf5pJ5E7M7Gq8K0(7hIi>gjLAz_loJf z_SvGC?Z|I!Ze@xzOKE&e6SyhuiuC^gvb0FOo9QVUg;C>R5Bb-wb$`>|Excbyh9yNM zcS(ZV0UVD(<>y^fp)HcrqbwnfvWjIYd+=mq{A;I&KP#xums8V6UMkcy+2OjJCEITC z7?tF4p7rfo;QB3uD|=a}y*8#vz__pI+5`x%lZkb9Kf12SK(;+{xIcPahwR zdXw1dB!0}a#78ZMnvsccsYFJ?m9 zdlh3!E|#hD!$`wBaPg7(CPbmVCx+b8{FM}0ZbkU@fN1(JvBa~Bgf;2 zA;?oE+~l7s+-bcJr0Bh4p`<#bnvCD1BM00HtF^(-Ir0^p zK{;T4bnvyqDz|g%>FZHp5yk*VY?i^t)&i~}Xg-Wl_sH!0Ht;r#cg7A6#<96+b1P%K zdkqi{oYj7g3a8U~2iL<|>b19w{ub7;QYU!xK;{Gd9X zKrlpeFWBQgbimymE_qRu}K;Cat;}P)~;FOy`HZdTv@D^zoufY1(q&<^D zVfJaHZqDZtzbDAbA?Kf1H!@`&+0l)le@muaC@s*E7ilSV+!)Eyl`A=cTvl52kYg^wl?E&>zq{c|3xz(OTvM4?zQ2u^vppiuPUk}+k-VfAxee!Fw*J_(JFRNhM@v|qLX$XPt&ZS-b#sC2!(5o5OBF@I2Xv%xJ2!6U z&ZjP`UOj8IgK7TH6mM->;NuzZP6yO2%=R$p}oLdhBM^nZCq zGvW5lS!>+~7PZ!zwd?A3@T=T6y6KWTd__BN?4H}1My?+t8`9Jq`uX|)01C?MZSnsA z6&8c-O*&1CI(@6jrxq-2Uw|{_r|jqOuAQNKW9a>4B1?XB>D!ME^>z&Z0B`F4b&8kR z{+vNFYIhBv*|!4~Q+e#`r|n&%ms{HF!AAJ^&aXy%EzSB--y z`4LZ7nV`|EG&_MVo79&!(jLukakKH;iqP2mQPuQpB>J2hlw*us0lOatTz+|~@`$)s zcc}MPkzJt+!K=<)6xd&!=D`pYRLZ-!SW^d&^piCr%3m+J^zkMd1RsJesr zdTrB@ov^vb$Qsqo^8L3_bvgwLc`EJa86u=Mr`8iNRl2=DEyPvko$W?zcmhSF#9Vgc zH7oxBD_Y4X!_(nh4C9)^*QZ>aGa}clXJ6?x1|zq+)b5|6brSU!l{Lt{DlVaKeOP_5 zS2BB7>LZPo(5PZ@?&ptQYFA2iPf>MOTIse^Y*+-IG|Y+iQ{LqKNCWSuH)&<-+r3pk zRl;sMM_GUjnJi{NJxM|ZTvk`wHRSeP3#m1!VRI@hQEl&*U^x4-Yga7x<2D}5H5-J6 zLE#K?cewPapZO=e+lRWeKp660CaIyY>id;N7n+9BxjRW1qi&PxtAMQYU%M8=?vaiK zVCm_5{{WKkH<>kC72W4f+w?w_VR7SJ^$nH+GO{5Ga7S#_7yeH5`I*BTf(Z9=_GX@eNRn~ve@)~oa&3MGQ(9{l++^PJ;3|%@|ND9rkmqtOFdfgUI{FMS3|MWQ}A(8CYdV^9HuY?l9z?xSzGome3!nAk}p}Mr#(l zgfF=k;Ov+L_w*-<@N_KJcN6#`{#1i-I5^JZ{*FHS zvG#GO#i(>9nc++&`ZRw!(_vUxXR{Hx zn0$H1__f=08|ZYsGV1=}w!v)+%^~zv1fShrNVj*^&Hkf%CLZGHr*C+T?Ac;7=}SA& zVePl}YkvjjwLLv!bdzjyl#q8};kO387hYQSJHP(`Dz-V{cFX`gk@}{uQq#xLWp`XF z`9*(C()+jU&CqSU^N6urVh5H@O5P~{09K)wZ;h3;iXYJmYrX z2=}fU(ZfB=6Gq!el>@0gx$^a?zVtqx-mEXS1$OpXtprfV^*kT>=<9V@FKon*Wg5|3 z=k*+egZ(^pchX*92XhG7VpX32xoj$dX5=GZR2(X0~Ge z%|agTo$(e$u*zQp3^jWnXwhb zzeSVcBpXNI#ZTQpdm@Dj6bCo<<*WXR_F;Pxw%ISGj@5qixxdXuAANZz%Dcz%lhyZL z=$a}w^l`n^i|e@UU-Vz`t_?tT@8sdEcpXKnXzt$a)w0fj{?u)Zeh>Lqq-(|g%r%eD zp3*csvfE>8fdqt}Hpn&-ep|EmSF|Vus;VeeP^votz!ib^&#iui_G78-eX`!|vrmrm z?+@|=*Fdj5{{Sg1Yjw_xp`(38d%0KUb|>zC#(?12qRkd4P#&}P3;zJ3%TM}5-|1IO zu4U{O{{TgnpY(~p(yp68c#~cK0EF77{Wfp(&39j85ryapSdZy0<@_+BxCcP4k zKlRDK(>3T%WZ>KTH?r|P!z0T4{{U$7Q+-yr_bSVwEMv3l?OY;(m>B)V)Qai#i0O5U z`O|qK1>V-@b9tY6aa(#Y^v^De#>Nss5AIr$)lFPjz(ICOk&J4Dx@4QgzD_ z)sbWW08~%(o~?bKU8}C6YEQndvH|J{$MF2>I`eC9{{U^bu1W0&tF`GhnY2v?>*!HI zg_?9+yRiV^H`xO?_0DUpp4EWYdP?K;^xBoILTIiCXH~}JYyf!k&NEk*_0v2gx3@Qg zM%6EESM-JT&CI-(X=P{6`9#)-+3t*Odfqtz;y5HH@B{ePmMtRnlq7aCf`4gtkHprC zr*r|Ntd|oI*Hd6NJ0kjjeMUZ3w9exvOX}xd(%7y3ln0v1KQ*q4T<_XipQmW&$cabb zQ~T<=NZN%B9X?`Uw{I(Ud>x}m40)d@UzeOi&&}3$rc$)Wk+w_TVH2asdHnf zM2Lyt+yR6j{gM6E&%=La{QjG6;<)~;6hF=_S*06saLu@P71!%8t8{dFg#gSzGr#oL zaNKw=F$O?WaNuK)O52wkap{L1QeND;{{XD@Xsyu|1a{@sA}*sPbMHAh{3;Y0tKUkj zmnv3J94w4I;7>mHmOeaJNqrwp>1(t%E%dLYl23{OE3{(@K19_QP+e%yX}1Zc>DKPk zaJfb0bMG4B&l~FA+f1eJNLr4P*PboalkK?#yt!PonDPhWFlx3gnbdD%j^geK_{S5Xg;lmIvz+K2?q5 zo9w)|=?@l~N;6!{(j;m(kmG8ceWGeLwxa=^XVaP5&QH}OK@=G>GD`8t2Q?3@?YwEJaG))4=DeaO+yD~C71ABqH;n-1R-;bi3CsvvZ2xGZo z(malQI3{H|3~JcM=DRd3cE4{N>76&|c0t>7Zdkjx#i&hD@0w3Ox=K{x#6AZy>O9u*UI_mFR)B?$EEc=!oTWSG??b`qjYhG-%j**P*q}IA?rnSi;T{R>+lSUn7 zSx8@&4>|jVW!I;aw}dSxcSqSI@)MH&pnY5p-TAJAp>+&8hgoUX?Q7xA8bvJ=WfX*N zGC0mFs8=Q&KbmiPUCYM2!E?~xNeAfm*Ct7ay@Bqle%9|nS;Nx$&rWNW_Xx2`C7jDB zk|Ij0qXU9|Bv+>T{{YASX->AsZ0#&chtQc8xODo3+_x=btSYV2GkB-O-In9t1OEUD zyuA3XvF-^bUfzm}!QzFQR)De+cpJ>_;*ZMN<+(+U|0T&Ujagx3N0L?5a zr`dl|+g<5@pjzP`>dALT0|UAue7~|zKMLqo*DTK#eyhit-%8J-TU%-d;wOUTL!!s^ z)lPWl1B_H7YdjYbpurPG;wVB1BhkC_UW)1uWyybV^68g}1aHZ~2j(cGL z019iRy^-2z`l!_PJEgt2LJV=L6-6VlJp135-&jm@zpaY4eKfw$^hW9ah|?@x87A<| z(yRStXC;U~5uAP1aja@^=-M^zr*ObSYXi*L^iiCB^**p((6y^ahxxsgl3A2XJbl1G zasl~~pOE<1MZPf(P0;r?@N4>iQQkfWjkwFWqmL&UcK1LZjc{(9oOJfLq-zq*i)Fb*X4-w- z!w=7<(ra7obE-aN&IhPqK+*tAB}`dS;rLd|11XUA}j?vg(JzjkWF*`HO#)ZH?Xvtstc5L_WS zBmwTX-Us3hY-Nf$;do_0@yMlFSY$9g#dO&+h+uVY|82N*qe+tuSeK{SJ;_Bt2 zn&1JqVr^77?kk@TET!$N&PcG)tUpC)wpJUhR(h|OqZ=+2D1f2>z=f2ld-o=>03jd~-dpt>>(`2h>S zX*}`sp!=Unk7qq)dwJKe+Fyl6xQ0lId1nFDf%GA9k5gU7xOL8pq3D;k*Y-EtZf#$D zMWoKtoZ$1@;a!78)-5&dGArvjRpW7n0Ow;4>V6`+c<$qyl6Ir^i)X6bbgYx;q?_AE z69fY#)B+iC@;Upfgbuvww^E|xY4zGi$XBU+s)FmIv>UsJxP3MOEQfQlpcy`-Rb`IP z4DLNV?-x|{eC5L4O}n?%`(Biht94$jBv!HA&m^>acCfNU#~$>cef|FLl@t3R z*IjYpTZ6~EWgJ&y)cQMEoUpL!d0>mUj%#I*=Q;YoukNa-`VXrnmp5HrsUC7fR^*(0 z>?=PUoB82qw>!}Nn`;_RR%sVV@GP-j#^+;`?uG>UdS^ch^legTT{&-}BQd$Syt#j^ zJCsU{xFeiodom8 zZE2>Pn}#7{jS-pKj=*!8={+@|TIrFSwXu%Y=4HV^22pdJzu!}IzMj$aKt`FSTH2B@ zS}1^K`L}acm005WNX+K8pt!`oFt10lLSmE@MD76;+c1DuT9h^>0L4?l$(;Y)2yz4oyQI z)3k_#2sG%jF}L*~0(~g#YO#0My-jx;8MP~!GwB)TyVtV)R&7(D>_y3Ab7`AtOAHgY z>i+$phM316O1F4{{gPCGe&fwY=}jl}7fNY*VFW$BvMikE-^N?~;%e%JXu-z) zvS}KJQ)>EVn`Y4nt)gjMyqkUJIQ#Gy^Q#YIdUe-N+v<8f)Uhx!EzCkPPb6(`+_lZR z&!}~+N3QjGEUx5^*iK=OVB>0goP5gX@2Q^6^=(?m+7_PI*E7il#_L%(=N|C)f6fb8 z@Ahk{;_lsBq9;-Grlq7f&(a|wNA-uiznB#_NYkOxG;1w3+M%MNaW8ZKGi2S$Y60?@x$@OBYS?tpT_Q|YyF8XiBCYD~#ZMuFRXx1&I>JnW` zvQh6vwuHRS3>7OUJ3;t1ZtYfD40!cSG zzy$vQ#a9o8H@Ug`Q-wzpDckjY$6;QL_RFAHYqMx8eSP#*hsWE<_p{;W_g5^`dOt&o z?m352M$BDK&JUd{X2izW^;Ka#vAaj?t6F3kZ`2H9In42j-PQ}+LlpK+t+M11;1Q4c z`0CK|?X}&FwX}tzlwPY34W9*mTWD25m8CguOLz4qg-?h2GiDb9IG`baO6yVdCY9lW z;%7dlKtF{(Iv++DA4OtEe9V8kk0bGM{{R8=j8l-T*7HX^Oi|-t%ERoCcs1Cg=v$l^0>d8)gl%L^N zA4aknBJ$XAj0lhSQuC_td9(CY>@2b@GbDauy5U@nK2N-g?)i{#6L9pUIF;kaeEFU}>YqA(5ii*d z?T1f$KDV*ebqgyym7Z2H&v1yq7U1BT-LF*i^PDEVrLp*4Mt_ZQ+x;2tn39D2Jt>Pl z1HqFe2i__9r@_y)9);HR9e+`|wzLvOCDg8rBwR9y25Op}l27LlJ%rpNxZbDdvKj{O-WeAd zk)9Uax4l<;X{mKOO=EQh%p%nk$pnGdJDZG(r;kv(&^1`~D?z-VD)FAuA@0BL*w%MW zhHW}PHnKXNLG!EB)Y9wqcQJFHuARQ|O7DA%l6dLUv|hE)^|;r;yp9`!Ik%mHI6n_x zy0ke4xGm35#dM|OD&xN${{RZ9x6majR6K!v*Kw=-pVohi`1B3_wWeukTK@jt-vc;# z0AunU&0%i6sX;$dY4&=0Y}1->w>ML++^OS$djZ^&`Bo;|rUC^ePc>$pKN}spc> zipPs?s(P!ZLBZFwuz%^1{{Vetdh-7OP1P-ICa~13?xccJ3PU=%!w&o(P%9OA(&)Dh z?)C%sQ&xIlx8Mq#`6iXe!*{itmD;{)RE}yslhl`8DXyE;gh{8&inH4$H#eU3KBLpm z;oM8`i^&rF$E8zh?<6MK3_H*%+}+C8CC|e7Hsr=x+plT8d(#@MLEzS{5xnELaTAZZ zu~xsQG>yBzN?Bm}{ULw8ywP-Qu8|^&&7v|k5zYY5uP2JDxzlYRWRc(A;PP{v`F-D= zbYt>&^yU0j)xE3hR`(i?jCAcz2~s~0%k+6w_VT^)oO#qvozrYq3w!x)3NUtHg;kZ9 zXVg|FO%}Edb8{buAZSTQ+!7RwWryB-cdgc$)4Gvh$=M8Sfw3*<$u$>8FOjsbZpEHbbD?P2u_d1sKOfQ74s;$Ox-~FEom7zs# zs9m#acd|nYD+FPTgM;&}`9FCRjykKYJF9goFAu>Cs?HO|P65Y!k3Zd8U2Zkj?jyQn zx6Qq_d^iRGC42dE@UC=XmN}(@$(15^V#~+_pDo?KUbI?$)y;*&qccqz%J6t%N2W(2 zvd;;x)xFbo(w@++IxX7D{7rkL6S-9eUf=sU?mij*IqX_5R%l&AZj))6oxIz>;`i-w z@G5Xe;a+@!+G|+|R9AM|ySWHYsqOc7s843EB$guG%(1T7Un3jGmIi;@T4BxOHIp2; z?%t}b_P5sEIn(I>0Hif*b(w$qJZ>IReF85(!o1N2q}D6oO9Ai!W48?3xcn-L_84vM z#J0Ow4(Y!IPs+BOvifJ@=sj`mM(?Wb9>&TkEwt!cm>6Z`KeX86k0IoJe4Obk?I_$v zb=aA$c|{U4XSQ-eHGQY`eZB09YxE!|F?dSF zLvCj7c*Z^z&&%b%Ei{qPG<|!gu05dHUd*=kqS!c!@X6uE>Q#p0oDV#6T~kl$T?baV zHrj5rr(RAJv5Ma5By4)&NjT=b!rBGAkv+5CVWWMKsx3U1&E~eL<+g zZRVZiTU? z9Y*Ht-8ATq-dH#s5ymUJ`)$>hKAnR{gm{zONG6p56RdU#<>QctJs?tww?xf zL|ZP`hALJAx1`lvPRS98?{o}O(o-ER({9;YIX zJgl3?(d9PwUA@)4c-%6dyi#tjZERsPUEITO81C}8Mf^>94(9U48@T7R zidbYZsXKntbDui4v0DvAM3V=5->}E)4}k#Ix0+9B@UFwvUe|Qn5haID71VVTl@br= zVm_q(qCE#65nS7*@2_Cgt~H%hKBqHET1J=MV#k6#2pk-C#wv$U>079#wz;&pib!sh zIgwlXH}lUwooJ!gtZZ~g(xws283Rh|xVpZ3jy@RstDBdW<^C#|!<}Jip=u2tt!AG` zNYJd}7`Bqc`4D`w<|>ayywrL_RgYKE?-#-4SRO>^4`v>pm^Eu_t7(=N$X(P$a-qkF zgpf1eZg6{cs@+=aOtzZtXaJFJApKl$f)ga3a&wQBbK%L!a`oD*>DxMI+P_Wp1Z5_< zT{i6qSBmYzsVDYdu^)l>R^BONnlU6&EQs8OQ;>f8@rznq5#WTtl%7u<LjAMH;lLHX7nsC}WNmh)P4>G5YH2I#I4 z2dabhkH@#pywGjh-eUyqwq-bFes-Ujtv^lbliKR>VlSm;B7!i-(4R^&=G3}5i)o|_Y!;Mq{~QOJ^aUizMa-Ob4Y6`?krtjcITOL#j}x&_S$PW+NSk+5gI7a zF*~Kk8$P6Yd@8JJvRPf3W0P{phGk+%X4(fhuQv;pU*+ws)bu?sT+}*KT}$mEMi&EU zF&vbcGs>{fBl8vB`hVJXfvm)dbvo&{hZ%I-!J zsbmU2I`O;^+`}ZIDKnv70B8&U^j!9)6e9 zZJ3j3Is_Quo1A_<>uYE2jeJLG?cZS@V;HNLeXZ#7^6@b8B=h_#8cc7~nnbsdl8*DK zBq8@s0};XP_aBZbm886ofhF9#iN-lN$FCLJU)ncLNgm_jI48CMKf0lxXq`1_9`k7# z2kj(4{yb5SMP^^uABRq!b;d3UU{CZ!?LLQ(I=kr&YpHrCP&XD3O(nd?{36ywJ0t_Q z#5cr#eXD+bt!Qe*C7XOOfPZyCyY{K1&UUS&oQw`DNw|xK-4{Uim!WHMs@y!9W!63D zZ$`nNgZ)$aABAh7o-2sNkjj!F?8v~6#=OCO*A`bS+bkGoC)TN3siqQcx3+lCA63XX zKPuK{#__#e|+>vs}z_>|^ru12`D+ z6^pgj^{D3A8I1`ix{f|SDzaXq>SiWC9Hu_DBj68H$DL=ER#F=BT<-p5hu{p** zH7n`SbPlVZqTyXS;oAF5Lxc>&#E5z?sQ4esx(1imT{o-%E%j@3m;Oq2@Za!kXYS2; zwDk6~a{vJ+c5LH0KXo>G6JDA%ac4PVp|P>Me|>2)jIzRgJ#MTSLn#Cv#8Ruu7X1s< z_WOQ}w~zpS!!qaN+*G&dF0Z;_;?Hov_wjCtAHJWQPlb9fR_eV2LPu>+ShBV&-5ycD z?orA6g>ufN_U&r>t$KRia;GZSa<0?7tFjKX>0{febbtQ< zE{pwYKj)uIL+NN2CguZ6 z0LN(V-`Ny-oZ|kox7trsbuOrN4N7~PyO}T)_6oj$UnO)pSo*j}yh1yFv zAdLEXQsVYacF`b_;8wuN&NKK5u9Mn_QcA`s>?1?BBxjRVvh~kbynZMuF_FS&@1>!v zTT5?cUK{R~<_~yb@L1=cyA=BSDX|Y9iKu;FAiRENuw$wEwV7l3Q!d>7kE(pfK6M&R zN2#t1o+a$%hI;}0Dd>K`Zj!#uI(i-cCG_N<>nQU1R4aWeLg`(8!&SApZT9jEv6nvK z7-8k)O>_0I*KVX3n)Y1x+Kv1DD1S0_+q65Z?^%v;Sr`m`_@Z^#y0Pgd>n@j1uhg14 zK%X5_L^tWjP@?Boo90Bn+dE6;!VE!N!bHYG>(q*458 zRll-bTX<6UXpd()bFZZ>T!r`{|gQgidBHBV|5a=J-pr^>QM!PK5P z2Q?zw*?5E(y43XeQ*ICI4nKFDDsGDD$fE{cp|k)DdyGE}=A)+F>rTUM*PSbIX$0q} z^q9O@)%-axV^&;@;DX!{=}xy>bf8k-&Rrd_Gljm4pTl)!~jFd&}E-(g8frB8{N!1n@KP98hkl>dU2Ib!o7B z>|Wo1t<)O7v)w6niR{>~rd#{z!R;5LAO&r0q?G>v>}^X{cHgG>?nZan&Z($J?E_D_ z)^FuYRY`Zrb0*lwxY*?J-n+@_zMbv*drQy#GC%LGF{pLTt@`Y<&^1X1uhFn8JoDYv|Nj#Zv`?(c2iwhIsEblM2ft}U+w9zTd;oDjRbJZBm7HP3(YX{x~_ zb4&DC#^q!0mc|dtt?gv$@C;T=Lh!+UGAII`i3RC)gX#g{*S>7RD8w;YHjal zjxtSGcW$T9BjQbSO;i1AxX1CV?_26RF1yjXhMjM#SkBXgU9nD%*zpvc4E!sJ&(b=S z>`dCb5`2~rG5DHX9Tc2+*Y~acl?(f-{E;w3y7ptHK@oTAH9~%xa0BI@b@}X1ZSL2H5WM{z#AJ+4yR2{e={uHtdXsFyXpZEMI9UbtF)*uZ1nlz2lHBi2VzC6=psAN^_J~brWN|JlB zIKuwcJ>x-;w(~O*BIh5oOHDf9t~?XpKUS8Px0|0A67i3Or{2czO|&whMh71+Izq|0h$r40)PMYksdc08~-qeE%Hhx*w+<5CJBY~U97)GrO! zoy6GiEVAKlVs7v%sX+Me5#uBr)Q1Cw)v4q*(cr~Dzo42`Tpv0ZXPf& zc+Vp_pfZy@h&G(7k6s9=vFegXAOr~%0pB_NYU<_-8}uS!gZn^W)jjTwBx=SPJY*Qa z?8E!%?tPZ3!VO9(u&UW?^1DcGs771*lry>z#0DlCaFkXPo-Byt}oJLn&I0#3=z(L2M08RtlREl zB+B>qRQLRFLrXN-xmz9or#nY(;NR_lu_mLOZi(#Vst{J5ti)F78?A$+T4axuWF zyZhIY36eEazC~~jb0!8to_HL6^@dpP>m+h=OVXe8W6uD&xky`dqwS3U0A#PFR$pDK z@0iA!G6vtb8RO2h7ZP5|lPs*If{zhiBb3xG2;_wo14B5Wob~fQNj1z(K z70vFnq9a#HvA+o0oD!Vlf#09qQk`_iHujbhM+m7O=#!0f@@YI^dsw{jvuX5YOUGZ%JFaR0H-AnyH zr;Eq%Ri7>tZQumKIUgg8ee{c)F?~B)nbYWN`ok=nOSc}NiKjpVD+W+Qjib9U^3SDD)-1k~?kuLtNUw3r1VVtE zU<1LICybI}ZS3u}z0eN_^9F^ks*&Bi zlf;rlSQEKHY^wJ8RZ`wcz9TCQ%u1d}P!FK;r>tBi){|o{U~svm}l5)ys|H-ZgAv;g0oW zy8XS%>|{k{+aHJ-fQtu=@$U~TRyp}w<)z&2Ud`&3rDu+NmSeeh1Wb^sId8wcXYUc( z;gH0}UAz`kkUeWlu90)4rOZ>saNx2B5(Nv#ASW2kJN)V_caf|&6HVYH!?%mJ2zMfb z=sha1wqq`lRhN3b&EEeR_;Ej?e_}b8MvEuTmJxNw~$%;Nzv!Hnh0&O{w$I>2ndb& z+)g{!Z0e6|x(<(O>7>mbt9;xd!r6!)QvHbj&VKIoN~wlUA+GQ3vtQL(3twFqtnu?r%ek-mdryd-u)&G z#q+quCp(mm-Rmu;$ze6E(@yNtfC@QpeEb0Os=1=Lv%lU)yfEOW1D=16YRALNE49lc zPP^A`AbW@*e-0MNF~^O(9x?H%GjMk^4hwy3@=aaN$$O{B(_5l=X}MY~F5*vi9%uJf zbw|82+vQtv%yrUowt8%Odt8H0f?50s1;lZY;z&OD-AE6Ib0ZZ+RUoqDdem~`jGLlcYVS$ZA+fTB zrJP6Nxgss&c0G3YtGoLR16#7Un$jq2u901bhM+W#Kq_D1$*y^4Z+h49#MYi9JH)Ex zK_PSBBzF1M-%g)M)1`)OHXFN?mL^$Znnl~Zo=SoL0ER1#zX=aVv z2p#2)G8J+U1oq~t^xY>?ig;ECB$zaN_5es3^RB#}(X{($W77y(pGwuP zGn`g+^@Amyv^rj>Rh8k}?&sfwb=PrIvZ)kBITU*=y-FWwms;iWdp)J2ERW1CDb{ z*=m}M#rBWYB84ogf~rqyhjY{pCAx;$Gahh+uWmb^QaS$saZhRXvZajIQpn44fHLmG zi4Twm%B#aze$Z`u`Yz5}7nbr%c`oFW>oR4wj>LJ*Z6Wn4WxFvMmDZ;R~?U+ zmT5CwTuCa!6{|x#``ZCI=l<`dL7o{c363|Z+GF_ zO&iMJWFh6g6>^s(+cv+YFEv;>(`VoS8Q!5x5&u^{4;hZTuy=l{(KYwERjyT?X z;;kaK86#xfkCsZ%>Rkg#>Dwzv^x0%LZ6NUTCgt2PLHo!9@2*{^o9IQsNoG=Q4PyYbrlJX!t zD`t_g?<=4q=a4f_%!a4*n}24S?9waAr$-W;?^cy?Pmvt)#aJh@okiF^#MbHoJJ)u1 zalkcPeX(lS3-0NWul2USADuql)V1e@gc^K*SKi&6{Leg5c06bGYM#lW+SVS09h0@1<47pLXs}KBHiNTeoBBQti4ASCEjJRD*FN zabCmJ5@^;V%6}bEJ*sF67|q5$;wl`z*EEHUVF^BbA6mp)`!&~ORSl*jc?WSasKN5Z zSi|hITWfWWRkMth_lcKr-RdyB4}~2MDg0Ya?S9CN#b>zr92%~l+U>z?LuR8rvr?1U zE#t-Ez3sGPA7x7r-lMfnPh?iiyJyv3Zy!=2$IG5GPocl`%+Kv#T4rAg7|@VD$>yR- z?Hj5ja~Wkqe`P&ueHXHw4J1~U`tjIv%PNfj0FrU?smsv)Cuy~04&_EaTX1_5gWD7q z@A1hStU8|IoHgs9Uijl53X6HE>$0S#T}F0f%KrdJc{uI&S7{nIMA`!F4UkjyjFJ*~ z>^u2VCD*ziOWX{)dXe93YJa|%{p*SS8&kQ7U&pz2AhrP~k5Tcd5%kujaU!b2aQQn} zki>k)!}!-)m)dVe+8jl2j(sABAHtzY?Tbk#ZJmYu=gVYm&*evBzv}}ZKsmQ|rt4P=iw>5)EL(<=NFRa46ZMZ>PB8~e zBuaZ3B~X8PrQg`p{-Rs^ET8CtIZ+XSA8C8%p58}_l^3$P1j{7XF^5pYJe+aC`?;nc zQudc}q$D;F1N%~g{3;x}ceESFA4u0NA^1jE(Wo^VMD}r~A`tT~8MhU|=Z?oT>U4)q z*eq!G%7t-^Z5_P(d`)A2nVQ_k{4=U0=f8&+@hwk(;3eJEV{!~gu$q4R;g;( zGAwJBNQ7`J!{h%ZJKy-+Nn{-7?wYcEwn8?)z$RNb_~Avx(?tx zj%xg|IQqYKPw^C?yPO}vKfKYT?VpE8v4@DPETi<<5Y0?BhNVS|(Nro1?O&N%(7e(IWGIUJ@xv!CNd;1T7YkOGY!)!rIy_hbk0G;JBi zHfQ6ur}%I3U!6AbrblnYnlxKi_;Ub9Vfawk*vGhk6H|7e?fD8r5(gWI{;GjMMDS0R z!Tu!*kjz5zpNn%sneA8?f4dW41C069g0RWXj_bN32p&$WCgw&ZYeIrXK$BML@5&+jzSozeTej%cmhaeOl+oWpR)Tm)sn ze|tWrooC!v>j2s0deQ{Q?~qU_$ETmdjV^?s5gLpf9{BlDxFc!qr@z9Z+?GI%^?>6P z1i>p0syOolc0YAA*G47`IVZU7kH(q@a0OLPJiF$W_$UbH)6mdozLfGH$Zzb@T16md zkG`08a;nie_j`}wNfHSc8^B@k{qzHl=gGMBR_2@WfXE~d?DIvP><5_g@}ekNv79wd zmF1zF$aBh%TxOHwJTHdx^`i(>d!rxKC%?$j#A?~d2lA(*+C28w*I;;yhW(-Sg;!l^ z&2NQC7Hkg9R*!B_60d>j>qCDVa0kHB8rvT;sUIBix$&=ugxD|@Y#JOSlYn^G%LF7Fe>a;8>Xs^hS3+=0beY8v(IHgZ{g zB13E#KZ3blGw13)6-B2<5Snik1>OTUi09tG_l`4+6IjiAh}Nn!)*d|J66QR)@q>~! zx4Z@pGw0f%>b@PccJNxs6HH_*%O7!od;BWyT~AE3ww8F(CJ+GXMoOb+DxhcMSnH4l z9^T?s5@!w0;H3Tp;8b|5rM8>Kw=zo{kF{ClD7(l$`N8fv9)_~E z+`CG+>b9|I#xDtkkM4lr4*p}Bk21Ug!_V(+0c0M7_J7K!Z|#y>$y&zm$AQl6(s0X~ zY6)%3i4)4RLXWxKqRCJ^{{VN+w32&;zL8$?;Kb-BFqMpy1-9-0Q#hXdDg)vOhu3cE z50Uv(@v={Ga$kl5TX*scpQ?mYeA{A+Ay)ElSQQ@FI!#9;Tu^Ud^96*?xbYmMZKDQ%--`=X}o>YeBBA5!nNCWdU(h)0! zZN*wld%PTH%BI|;@rP3*#$%YpAU(!A9x5TTu+#KSPR`oeAkfPPzBU}AcE)frN4k9b)h4skvsr18UmJ*I zNf;Q;-_h*$? zsnW|)w~lCc*)pn}GQ!R`VEnlJ^Hg^7LX&N{+z^a#GFSIhx$NYyR99vFVB923}kR!Hz)n*@8?-fN>5ni-*4Qw}U zFSw~}sTjv^UyWUbE}aDGP|Y)4MKY$;3KjqXU4&ADb{_MeeL0=3;zDM0SJ^1s_ zda8yq6kEL@!D>a+0-v_3ke` zTi1C*CeX*{+vQ8Yv6j--C32%9Z~?(M`FT_rWoMCMe|Z7=o>)J|tB(mgg_Yk)9xMp2 zA~xh^I}rEJ#;v7-L1m}ksYCj=+mnoyAb%RFmfjJiH0vTGBL!IbCPAL(_uA(v7$#!MKn-JkwxM0H#`O}t~)~S7E7mIT&(6mLJ z$nHjRqaYj%Rh8|r8Z7M+hA~(v3jLTDUOy^@Yi}Xa07#r(ExWUh$~R}r@2+c?>u39P zc=!JRg`8S~-wfPYMQ&%bl~to(G+gc;neSQan`5fS9ItG~1yF)O!9d63nzGZaO~h!C zFiouE#68z4H*xt@t;$))X&SR(cH=3_zN*Urbg0g<%7Lt+Z?emO@7FPg;#0 zm1Svirb&E7BRg6rLZ_a4RQ8VY<4}?aS)Lda=1B=Hv<&Xa^Yf&&1=0xS>L5pu-geDXku0iC_6)PnvdOEEN;gI3C9EB&1sG4Hx??(L%-Bmq&8FGMtn~TvBzfk z4=U2w^aiaYAzI!&q-U2=xcoV*2z{W~cq|u4R+=Ylh~U5p;haW&1;L zA39fRn9sDmKiRe8TcXb_Dsh=JE<+z&fyOH0*V%cEaW(vZTPG-e;rl1xDgoCuR7YUa zGX~13i@5arss-++)_0SCfkKw?DH{vTwD$BE?^CbprZKO#_G@7rC0^-?X5XI+x4?7S zq_4BxAxoE*W4XLW;4eO-io!t`TucFdPAHq?U-;5nr~0B?to=zj$?TC}56+JmH;i;R zx;Lj1MkEOskk6S1m)%m+rn+%hlWA&6_n5aiKDEqa=xfs6B)ayXTkUL=DfxD%2SS!& zX1dg72e^{y{{Vp$YA12h-aeSI4ZU>eSw`m0&_MM$s6WqMjD;D-r>BJ;Yqy%iFGA@> zhV3l?2jlU>J_t-XH$}5ThT3JT05KlY!e~WAdY+Y5JjWKjIjT$l z0PgH5v)A26GZAmn_e1`5(FpuaSgo+&4dfqG1b*r^)3e44e1_amJe4P@dh&djv`aX@ z=Ps3x9&+?RIUc$_z&SkPm>}1$Iw-A zEyd)ZdCNKe>U!U%x?%zD>FY5)oR_LEr{Ao z!yx_yf3}^@ z`81-6KjVk_BAR>;tM7g^yDh;24`t8z)Q}u!^-Is+L}!%<0w3Ne%=ZTXE(gV^>~0*} zCeTM8C8GOWyJzsGd|5}@O#Q}-=?*wAlkfxksO zAY*cjQ)cH2%k%O--$mjh9{l``8yYF(DljBL{{H|vizAZX`NJIfElKeaa5k1d3Paq1 z$WGp*QL&_4u_XSm{{V|Zme*UD;gNChp+?540RjX81LeC7-TriBm?6nN@$TKpq~NG7 z?Y;g7f$$X4@0M>9J7ZDDpWi_x+a}D-E9KaCBOz(%rSTuc&QN=)#yIt;=0$JShvbZ~ z$X?(8ebnc-b4MeIBt$#FJduiQD+tNlLlz|b@l4wOwnvz@ zMtGnsq$(k8qqp&=R0Lgsd!zRXVOcz6O!7VBQXSPIW0v7@_|OL)L?Z}K6q|Fmc{~!w zAPP|-W5??_6wRX_e3QoZ{qzKpfiDa8Lw#J*%Rh}0D(7=-#xY1Fc*Ej^e(FO_;ojPS zNA&Uk0Hi1$lV;Jig2>}dnC<5qGeY9SP=eI8#jKD=`$aL|u&%3Fp1P1l(=svR^{M;n z?lGLs?S=%&9&?W-%JZ5?BWYO(Byryv_|h%e9f1y~AUB_SafaM5Z=cGcp^I{{&EfA- z8_?(= z^AzN^`C{mi-LD$edHuv zXE>Yv+YVYd+)u~XqDKpl^7*P?HxOP^Su9$ zapVZ@B=_&S&Iu&j)@l%WQhO()daR%keTR3*xba5Zxk1odhty5*j=TK1#|HEHa+Yq+ zgZPw%h?ve&@Ykz}SC-Mbo>uz@G9Rz?jLIz^z}%m`^T=u6J}D-u?%h)4@sBK`fAJ1V zOdEUSi5K@GNIV0V?Zt2ShsJvbS%q zFNk!@-i`CT;-XYz5e$C3=zdytC}TRJ8B}gIjCPkBMbIhYj^p%UbBH3bT}DPLaHt=% zut>P%qEL#CAHj@e>mou^qa0b+@PcntC|w?p(OaRwp0+!&wt76@g+AWcBn|a@_{VY3 zis$%4O-ap>6%(cQsr>_20m=ulv4fc+KgA^g%7<6_6qW|x6WE$gte>S?xWD#cjUThm z)SMCUe%{{k$vSq+1?~}N2#8tzAX&;dV{EF%=HtuFOpIVs{{8#5Z4BtxHazxwrMQY4 zZ&~fB*-xfXdXC8>V7%ooU4u9cPZzPF>}a2prWMQ@ecC}datLvISt4dej^1D;}7Y0#o>WjHFI{{t43%a8xAa7Up?P?F+2)` zB(}|=_gr*Y40yd`zek?Pwp#JW&bQb7HFU_Bi}6kLd;S*jag*)S^D=`=;YIbvS4eXX z;?hAfEiGTv!?%nOwv@n=guuHq<3VD+sB6Jc7<7aa+}ErU%@i3KE%_dS#|mt46kgDh zbzsv@S=j{8XZPAsIu-92N_4aFw>_liEXPonrWCkmmJDP}?*xl-z2q>~f_}m|KkJwB zBK-^HLg`<6R6%inC5W8#n+1naoB)0a``B=f%-nJNX3#e%I{yie0>scqbzKc1 ze)-Rt2esY>2~Yhz16^I7{jT-A)J>UA_7V0E%Ro;@BQNC~Nyi1e^ac!74m zi2>CekGt=TIUYH)%?hfwGH$r%v0DMcrEW@dyYt}FhQ^s{{LLL-EhTLi4Z%;jQCaah ze&~pzRU~rhIh3?WUA#)cH2i9NCTqGQd0lQa7R|_L@!6l$ImlwX$k+>A!M_zN!kNw%chWSt2qV{ABeFMV*y*=guNRHam)%3!cdB%f?!yy>AlYSj`8Y%ZHpm4ZG7+f zorwOa%nO|COnMKeBKUr+?^?4cc;RbCFxdLRixY2rWX=eX^{iAlft2XZqryN_x$h9m zA`UkduN{_J?e${BI7n@2+582j)L@3Vupt6ejbf_~w{}-L0bg<39rv53XH?AMp%cBiz6;d6yQN6#Y8G*Jvyfn zeeWq5?nO`fhyVPQnVTlo?Q?E)`Pni4fwV>(yRY2vtn+g?(PjR|t2b-l;%|I#gOVHb zvTpA4bVk54VJP*k+^%@yN|;EP?uVtRlW{HenGB+b9s*IFy)1}`-(eT+aQuW0y-Afr z0b^BjLDFAdy19G4N5)0!PYLB$UwGb@1<{yL$BLZ|x0Pq?tahLjB(E^TokQ5up~^1p=}f%{}yCqLT{;%S4auUc#( z*&7ygRL|CnmFzy`+!#Y-$P(z{gph-C>6Um6gR88sdf|(U^5Di5*dy766NWu;+C>qV zggQpYg! z!r{SuMssz2lJpSM@&L)?&|SD!H_w)E1CGRp`xj!ZDx4ek^b5s=0 zIO%sQU3fZp`BhOe%JQzxAx=dWSGgi9@lq${E#A9zmd7#1x$hwQT<$kBOgRw7qjvTOIT~l2J1`g#$(Y`w-!B=I; ziXFaLBaY*J{SmdSyOOWP!{(29U{F|4a&qoqGPM@5(X_E(bS_xJsJt=DF#qm!{ybK9qs{^|rQ1@Gj>ouAZcGK@gk*|Lb!oXtv z%oVyxc-U=Z2(#ZccTvuT?dU&w=E)4vEBZ1vQ_3>>_cM`qlFef?^_%nVTZ$$+$ z6pr`ua`4hB?j9?dBjx~~NM2?A19&r@}H_K)?^n_vP_=W|XxHyPL!_Eqv8jk9Y17fVUXD}6d0G@^QZzkeWw zY2n(x01)Sx+zrcqwu-PiT~ESc-7Sab7o{yX=%2u=A5PHxzQ_J<$F%t0SyxZv?=#+p z-ZpL@icSxFv_81~JIkneGF<;qFEHs%$>?yde&V4c#ku)w|4l2NJU-<`*1-V1%{V@P z6?FJ1MSqne?nb51(MdTGlRvt~XFzV>KjWz$FRRTed)fvz8)Gq>=k#@jhawc-Eh69Z zIeOa%fbig2^Cn7>LVRDj48)Qbh90lulX%+Qe8pHE2q{+Jo~)$Buczq6sIUj2B^lEw z`6b6?Xo=I*n$Cm{ev)=%wXOJgMz;+X8M{8kbsypjKGPbayNb8|NOUT5{f3Zh(?h~j z$-aUtOlrBSLFlB^hrA7eg{)iOFv`xuS2Rq-v#FYzM zKk#uKm*bJGN9i;&Z9jj!bE}xebAYW&`SK$`|Lh+?kos=V@GaP0TLY{{U5#?!fTksr zK~&klSE}tKq5F`}{@{wlNnXul-=^}AkZ6SrHwOqRDLrh+));Nb2^96945m4B#PB~; z3s)=-ZvhE~-R{ad-Yt!~ZW>wpT0l=rmZ`WU4%h_e=sM>iT{}U-2Of1-y3cA&aP!T~^{_lDMxj>LusaJ&H{l$-uUH~NMro#qvLAmXSb{X2f|n(7)X zF(Bx|cM5IL(X~11%Y#^Bsr$j&Ud%CmUdmISMf?!-a(@c=$vS4iq_txiLpjltVXS-? zoqJJze-XV)#A_yE?4%Z01$nVlZ}}L3i1KBi7}lfcS?#%&m`@}P zzmwdD28*K8SaJ=Tn$t=BHbpB>eQb?w zrgSXW9b<&6Os};y#Y`C_DQ9n-H08iI_1)_kbsB>~L+BU!ZVmUdJsr6x*2MJv&7j{X z-%)?s39q@tBBu`31S9IvSRJ#57X+ig@tXM}(eO6~+^=KhMTFqnYJE;w2|_1Ilr#RZ zI@dG+E`qD|WX6;<^4AAMIk%~@H#)BThRX8-`4Fq-w!Wu|IglXebhXE+Qfl(5-2L6z zaap5=O}b{RSg7pbyT^!mNtVizsNY#a4y#f>p&Q%B{jXahYc3w~%?Cu9;!3pQjbbQk zVa1|lp^p*;pqTddyPZ+-=*E*OoW`(#N)uBiN&37+Qj~70f<}J&x@j;nEUIf)hCxDk z`c+gd>h&7yGOGlr4Utzh8Li%avvAPc&l?>PYi`yDo1S>#1A7xCB@_JtOc?EA{ZTOb z#1!y>*mVq+Cb~6*S|b;S$M=H2>nM#cRSGGy?j9UnPL}7#_v9mABSA5AR{O&^C3X{h zHPp`>?BZ|Tzo4d@odbL|rY^EYe#JAC#6+pQq`ZO+&UT#Fq;w^igVELcFYGqIrKnBb zsHfRY?b9*z=wlO*88yF60GC|^hO{m$@y@C>^PX$X9`ad>#MB-FS&FQQr)VV)4OwUa zpjezcVf)#rdp(~nk)j1YCpQP$&ukT+(Okw1yU0op7F3JR14D#Ad#nQF1a^KGbaaH^n`9 zAlCs7o+!sqoW4a;0jeB_0l*4v%sn==Lv^a=;$<5S1zs344Ps=jDb8yk{kgCLs^>rz zvALLwS}-?w;sT(4>*EQ>qtG!Kt;!pufj;YO_R24E$oKh1b1-Cx zv;ut{YX@?Nw}1XtTfU54ScWXRBSV?4pBV^08F{3K8|B(qymzSgLXatiYL%V`d{ojAR}w|6a8DFQ3r$z%G1WC$4acdzQSMF zO=I0Pts2@LBFwl7sUllz_p>I4TqkkXO-4OH2$mM<5|~rzj)dV;(Qj<-DLPYBfV&u* z>WjzekV|sX`}k7#N%fXmu7)fou3$e5B{xgk&;$9EPI&5g(U7O@&dq)AwX1rtw{M<< zv1@rL-KU!0akV7!D2fspnUwSsDTPQEE23NNvuk%XBYyVF1Z|oN`jBTP%+u1wu~?5g z1UyjhF@o#({7n#zzGeF4+xGom`lepG{5db`2GvGkaofiQ$DwO|k{5ZEM1T{O@-3gU zYu#v$H(=Ax{{U}4aMKi05Gsc8`JeI0-(Ogiy={cwl)og~3o{^@BHdAuyw8$2DvNc& z^EkMugH}JN?%We-j5%SL!7fv2x_4Y8g}V&qllvFEO)mx^f9k?zp9V(!?2z$tjb2`h z!&WTMVQ#{zybe=K9G)#9k-22zD6h|#?_?1JH3tkLDU(T`fyK2~zeTTm*@WJL8{x-g z`^S9#Q0EXMpF1a$VtZ+qmGp-{V$N9bC6nuQIp*7G>fUej3g1PRgy`)1jByT)hXgq_ zGtdqr)H>QCO=aJ7mJ6s1;#ZuT=Ok*ks&)PYcu3F~{frrvQ$4*u_e)LEXLP0LNp^fSO6~t671+=|a4*PDrbSwI5qpSv@tO zc=GQJ&>c42Q$MA=Fk3D--VGQ7xcQUo4+4|v7wE~})5E^9-tIb26))gp0~n0O5oJZ0 z?}QFjuW7wBH6J+Vg}iON?WdDN1f5{8*UyGv;Zbz;&)Su?lI90sWkdv(`=+L7V#3QD zkY#}db$=%n-*^8k!pHSk*Y_2_T|8_DJni_sf-#0CKxeSf)nX1CR}niKWGtNj*1WNq z@k#TsA&0~<(k=hs8a7_*)dgYD)rvi2q)bnWM%!3cf!3cemfD@)i?7c&s(j`?cVoR; z|F$GG4X6soAseK)nVL<*g-pUCOZG2ijS|caqlIJ7J99}S(|UT~2Ub^vBO1O2UChpB zyM~6b9`%A>a?)jU`+(UlJh>&#bBLE=kDE*Gok+j=+|}ze2fgNJRsKF>i-}#NN`je^ z5UegXCu*k{dP`T_z+y9JLjE4z#=PZql@EeAc9u2XEzNuo!I1m|bbN{pDQ!D`{$z9O zKB^Pf^Bu@G;Cx>_0JfQ z7qkO8u4!B41dGpZ+NGp0akGAlod>O6~mQWejS(6Adbo}pr)Cb5ynt2w)YZ&1h?EAo1{38K}KQ~4Lg-q4m95t?cS&K z#o>TVb+&f87^!m{thl}wr!OD?{kqGk`m)oKv>m+O(yojfkYve_?Xviao&2qE|=j8Jt~t=bNHm$=L>(8Hp2P4`QDNf~^Czh^hJ;<)U4 zT02t3Bqr@{2PZbf4&+x83f6K+48suC=Nd(t2GbkZ8SX$UMI8=o6V@p=<6wcL*y%vi z1Ep7-REMvJoA{Y?ul$-eN?VhrOGKOUJCG-Cn@QXcPc zw7+o-GNB9Uei0HRg#E(|A8GHS-uT~}>t0$`{s701`>-Tl`~!>>rOFpU7Z~m*oYczC zbrp#ho&4IieRx4C2Oo!^!3gkd^)o5aIlp>Yy8(BL_4 ze$PjemxGLE*!4%$hHn8EOC3Ffttq4gLVgHHU2VlpZahmNnBkdvoODVSGO(U5q%M+> z7h=fq(ZmFPk?9Vmbtnvzk|Ee|u))!&McK_Wk*;b45mIe5!qUe8BM5SOf`iQ-QEuB6 z%0UC2V4?q1Y34SuZ0y}V3zy}4p007IrJ>8TLxk8^o>S)+61L=sg{|uM4PC#j-JaWD zICe%y-?c0qMX727bSPZiF0ZH8EPwp`$SYOqV2BOD7Ht3G?>1a*9bOozZRRThICbPR zn5rgY_h;wvX?!2F@`o^0Qo(hbm_+C@1KUWa@^gDP_HMG9*52x91#;Vc1IeZ>cz`GC ze)&cwIFUAb+esoMu1KI4@>rDB+G$Ahkc?7`p%HQUhTIGfGlwZ`eBZtQ8&3v6i)1zuyZK(P*-^ zSa{ZYV~@x^Ampq!>rRlD92}RTs3_Qb^7h;{wX5@Myf}h{MK(KjB6xrMusTg7TjM}W zb5gLVuCB!ea>&|(MGZwknROn@BS#f6GDzX(pEc!$vQO)`jM!J30uGq0gRpO-RZ}(K zkUV+N=Ca%Sy?1`0yu7&+SUiVh&Cb^?#DQ|Ts!|MlLP$M}>zxjW`D`2$ozh6^4JR1W zipM5ETrP;s_P6dlAz!;JveqKFP>_6obpZCS$u>NAUV$=HIZm$@kW3Kg>RTrb_>Ojw zN;H_UvUxW|ZU+|8xQMBpyvbiS5}aaDCGlLv*1~sc-O7Acu6E>PN+h(Sxe$AH*EDq* zyG+}jYcO7a@r{6$5!d&R|GavQ)oeZQMP|b9dv&|r?YT-pmA*w5glpPp{AanYqe|8K z4*{9#fbBbW$@8tEE1Y$vqj$aK4`$TptiP3eRTt8^z9IF?l^!=o+DLmZ_TQ=oWiX_} zfofPE8}pun(W-p~opJ+#8^#CJie_x?PO~~l`}^d*i*$NbdYV!|IAjeLk?!HRUhp;W-R z7?JQztl`P_aRnD%+BfRqq0qJi(8-0^gml8_%3njSLSaZZk9%VBHr|#nwyLw-i}Cli z-#gillr-b>@M^&hY0_fH>E#Ye@tr0+bmnLf7O3s4AcCed-MIxC2JIT)= z0)j2BZyj}pKf@N1{mPBJY;GO8bmqu~o|<#a64ZHb1e^5m>|FF;SWvC_)iOD&;YCt* zGi`NTgl`0V$#wI8K9eEleP!)aecUD0E;MV?F+BgXtGS!-wRBn$ylgWBwx;*vsldik zDG<19;#$-w(Lp)Pa+v)57i{Z0CJ@%${{0VGa-Eyp+Vq2W;s$ZqSE}LbR=Mu{9 zx9GW%;($Gk-GYf%3C62TOLJ3~tg~8+z}%nhH#=050&E|*(O*<5uGgd?`S^v_;s`gU zcz5_xFhT2Z(vacvfGSe$o!a8ns<~6jmNr=keA$5U<>lPgicMQ6lH$SYfm1#e3TH)~jZhbyRj@b`tp8sbeutZBNWq8}z8jP;I}|7Fd_wYX8kY*x*VK#t=~>(30aej{V^FhWrp#g7D2 z7OjKYUx&(Tblzek!gi&Wl&6XZ<}md&)u#D&3)PM?lfBP9J$jI$r+h&r4_XqJoQbcW zg=w)p6j_USBjYQ&xYW-)K;#cyJt*czW|tAHxW8!}Yvdb|K0aIj%3G~ZVC>4k>EE>0$Ozt}s@((6g~@UHJ%;~3*%;+0OkN?%8UsMoeBMWcI9hP)?|n48E(R$vb4nr;T{l&%-7H@Sc;Sb~30si3 zjcppa?!#Gw9buQURy5q+2KVe$=O-5TZYe57f^vF8NJCf4jB~;F#&p}(WM8&#zoSs8 zX5#C(iUZ141EiZKg0}c7Uf=efFSiiI4CONQ)!qI82XXuOIJEwMkh5^z4}wucIejR! z{UArljS!-Ml%@UKJTCT%XjWpE-THFo8kLM6{RK2-L_$>V==L-*^asU4bomc!n?o5G zYK(1v`6y570uU9RL#KDbM03%v)RRW!vncGonIU$ZWh*&|*v|?!)%CTsavdgezcs}Q zQ1EOfx8-h+FU+b)$)Rgas4 zR(vJk8(0*mX0|&s9ESq%f&gGBi|(qRmiAx}VDViUCJMcM{3&D{c|EUG!#bY|tMb-g zi0RR{f7oHyqCEExAQ^wDZ&EbWae!SDAw3I}W;6a6mtCV?uyV+f;{dpq@LV zWHR@X*1C7+X9&)tG-ATm$)@dDZ(=QGs9(@_Uyz$p)kUO=a|7%08CDfo6E+q1sENy( zhjN?404M_AcxVIjZV6JFz>x>MBLPstc605qc+nCa*Pn!&JK`px7y4QnV;jNr8MDhO z$BP<#+Uaa63&{jNOxQ|jREivHwVKG%s?oS@^0&d!cD`SyPHJ8VnjWV|UG*z`>1{g` ztl)YN5AYbaQa&Qjn?<4!&cs>L$VL@dtdoBYWvJ92B{ogpNxf_I15CBEEIQr zSFPL`VrFdE*r53lJn%ChN+%`9XlQ5RXy0;%Z)H*Yu8$;UpnmPXD!E6eKb zT-d6aV%@SCb@NHDKPCmR z1j%BxRLTe+Upa$WVLw(p>PxNvWt;7jq#+g!VZ=f%y2=#u&xK6nCz}#l`jJ|D3~r=4 zJ10nZDZ+J!D^8>#{&#e+w@g0&+_pu=W-9h{ihvym!4H>pp(Di_qrN6%B3cnxgP=Xc zeFP+Bd&cplyyETO#lY5^&wEe4zvP4G#^JSt2{TP$i^($?u|0N0k<=#00S+6W15)x1 za5rYwVaKr}(TxPc-e+s zbJKucR;19*7gA;Kj!9F*o8i3a2DT$9?S&S=MEV8TR8nKz3T1q4E##KK0HDvlu-+(2jF* zsf*JjG~^2wQA~&SQxhV4`t#*&_{FGM;StW7K{AAOv1kWV@zoC=&s)VTY~Dq`T%xDpniuQhL0dS?dFbrIl^5cemTWpesgFx8td)wb zElgAX^eUOm?)h^ME_lcDy`T&+*~|Zfq^~AQKR7ecn0UB*vpjpzpP+8L0g~!5B!3@lrQlJRcW(pQs);`Ufa9!)=C7)7R`}Vwtd) zHO5cd-3o!{F@g(AKV1y&Vim$kQ_CxA+S?_vtu3SR&W&`$ud`b3ceD3VUO@`w%=^dq zcpKOW=^sF+^`^td<39o77p*~HnYvB=o|$61uf?yqWfK<}hWaIwa05(7V*C}EmY^zp zk*$`eEZ#$p)ZaZ3rmZ^N$5=Xr^zrnF_~Ty?c?o%BdvODgik}wuFuRDUnM`9^7Gcy} zB0XX$fI6g>8dg~}MF)RrK)96%-jJHS#x7qvv8 z4?u!3PM-S+T@eRgX}!{m6c1OeXtxBR%fmY*TWpD*_Tfimyl%fE?Hi9%GlHsW_7I=B zjeACO)dAEG1iEF$3hI!wvv60Lux?Y=p8l zI1CS|jibOk?7=a#T^K1Ib*~a)vw!h5UoQa12%ph4iy^fwlUNXL7q<)6nzC5Z79wiUi4<(s*N1+ne-M&5o(!!IW{0K``1S0W7!r zwW2(4rTFbf)-0DYTFRkG>48OC$xquC_y6s1~ z4_y^*Lu<--Qe2+c>~^|XMJwSk1LqJOA^2{+2JISkaDM*v80JV;h0jWag%gDRw<?aQ&xj-_jSB%ww_z-JUNB!Vdj(H-i3Go!nBKr~4 zYIQ%WT?r@p+3P}jUlT&&=otBij94R9Zf-zC-HgBgJbr;CxW(X6-l=e~Sp}^$B&^K~ zodMhnqT;(lM;SE2CXBxvRh~PDoGv=*J+1Eg{-Ja>Mv*j*y28BSJ5>-rbZ}Ytt6spN zBsj&%K)?yKJ^j_0KK4b=K}{dF%4-b$4{)Y-8}2^jQVi2vL$-YIujwllzZagw68jY3 zxblAgJa1Lj;%0i>5FMvn2VGu899v?U^7RgbR_FNuhWifU&fYcUayTVIbR*_~LYibH z5aZQAP5+&&tDOXEex)`@&C@q5-CRKK2x2>Yj>z6eMoFU&Hcd2P%~11s#kq#XY zvEN-igjMXq!`=IV@nK$ckyJ-2T_-T`I?K?gMst*;v8?>tul}X(+!luoqgx{ySw(=- zpw!Pc%&vou2Has$S<)GGrR(z80j!?{zbNNtU%buZ1;}2P9TY%rL$e2qLi9pfD!f$< zxr)*Bu_O;QRZ0HTaw)DT_?1a#aay{j`nc~X7{0Ii2QaZdPd=)#yuzL^{Pw&u^PCLK z0q!}LDC}c)hqn-1RW=ixLsp!DmpEpe#j%H})3HKnN}ewN0Dpkj?exA#>`%u7EHowI zyUGDsh6w{$2Z~S|_?F{-pk4E8RUP-YfH>LSno2C(HFgO;)3}ZCSSIH-Smm(riv3MP zVf!LeGea%+;b|GXTLK0jua?Vc6q;291lNN-_05LIS>H9dN8bc{yI{pwY`dAQb^*T5 z*J6BbjtB9OWlhqY8 z?r@P9?I%opV?`mav5^(1@ucA$fj(~ish1z2>SK!le5pe%g3~fXoACDECwZ7j&P%=H zJPH0w%Ys#$KSHu6*Se>)PB)^7Qz=TZT65SVC zU5ay3HG-;d#!z4@#GKf?w3Y6?;PhOox@ug>kjQGlaR|A{<-Di^-Ht?s?sr634yeAG zps`D#uxm!NJZO1!jg0in1akn9Xh|P$LGGrgmF@V7JG-wB=mB4D1f%rjXi7)kPsiOe z6Pl{4H{dPV)!hNADG4W2CcI-5ys8-wuj>M-N4P*P8=$jLQs8jWEv-@?ebdYxs zIyvNt|!F8~EOWHzF96p*B4n9?vJtItWiBMQ7|v<2;$}aA5SQ&plJ}h*PZx z_}TGpNY%tlJ})>cuKp5qMI_%h?SMLEDW%Fvbwb-H@%`c{8{&-C1r}9>Tp&YkW(&KU zO_o7hljBr=8LX%8luv49`le3V5D)5IGQ_#|{wfDldW~yzk=;Px{{W_~*rV3ssNkLz z`;D$a{sYWa``?{+zJo!JD9WUzO)@{XegTp@kWfNxQ{%7ZgYVhj|M$F*x!TJ)aLr*} znnMZAlp=PDEo6qhH_}I&RO9~xY+YEuzR~;xbm^dWhMH98h-M#)2&^&cogk$wVyMpj z#^>JW_JJ$YBl=(Pq`sMEn_-V#d8A*O+){9~E#{}qs-A?0*L}2>F>{_0#RNM~+PfLT zXC~M$Kf}&@zT<^7i>Dpm?!{N28p3lcTYr|c=wCOy4qm`Z)aBBX1M4=-TBexLC1tZD z=X*rRm}x$$Hfo`roQE zXv*}o#g|cXMZ|d3&L883h$FZ%L1Ts|VfDEs-ECt#;8Jgw>S%Kfbi_f%{_KF8Ie5CG z&HBN;@OuP$%)mS`qGfeqfj@tl{72?aH0d?B@y#}7%q^~^xb$OQWz{gwxQBRdAJNsk ze5o9j`I0$?d|AKZ`&VJtjUS-USRTcG+L#~lB0KTA9W`U;nDPuI`N`$7WKX1AS}-d( zNS;)NiCzB6ns!9c#r@pXJ_Ys31ThWFHXJEpVoI9~=Fezs4R`aV=1<-b*4*t>mJPtr z&&#`hoiP1`j#W7m0bfq1?VA>LwHqUqT#F+00^2c^^=M1IB`4WIlMAqs6)dD#Zni@_ zwZMLay$T{#l&q~9pNaP%@sn1uK2)~*skg>#W=C$ZLc8CzSeIQhK#$H z`g_RLXKu4FS9hc(wg7wneU04#?pU?=p3`Yhd0RBIvmHs#%A>m{24=t3y!Djg3w4-1 zbAEBdQR+*TO?EPde@sN#b0$7wm>4@Dq}YDub~ke2!PtEQ0{;Qf4P4_cn_wZT<9u_% zD*k*PIUu>13m0pxT79{b;E>JhM8DVK;3-mDg6h2!GJagF!kpk>#OGda%Q=WMRJ~m) zhF;IemD8$pmRFwIyfufyPD;#GCShM`9G`UkYQ0RAh;6X-H`kGX7J5Fra||G--eO9Q zSy`suGnPnpg{+f0zT}OMLpmy015)>)XX+^igW8EZSl_z0%JC8xUw;pe*5^)DW=)W2 z!AOqeRTQ=B^$%bWo!rYO^mZ7oz%xaxD2bXhE8tD(hT)?TWv{`C3aMbp%5S!MG4g+K zVA4e`QL4axz`J`*$0_hr;sl`$p5LWiKb2_~+KXhl=sg^sE_PIG)BD1!Es9?XS!Q2LMLzE4b-JV1AGjD5H;|(a8(n)Jm1M18^ zT6=)bHr4b-7W+TY(MX+v2htm&DdQI!+Y#>oW3n}Co~?INfn~;pL|(&nOGN&AdZnT^?Qf)Or`Y|bj}(9nTI z5sOQ0B^IZiw8c*N4Q9~!jv#byiPm&LI&@F%Jj;^%`SR~w&vtpH!yk-anvqm+{l9-} z4r#XrLJC#3J@a+6VYR_LEufDXPG48h_Ydq;Uf9ax07z~RW4i>y;p6A z8wcQjdfhKE-W9NljsTm{fWx%DHJ_|tuV%_lD)E-O1!K6I8+9z#03|^(WX{{kh4gjX zi~y4CSNnj!)kfjEW0)a2aq7m@rByo?{rmR6+3r#_?FI>yRqMe zf!apqx#+?NLdteCp=;TY)#3swWy}N~Pw;+Vr2~Qf`Nc5)H`D3Zz?fmY%TFFW3pYAS z6O9m`Y_sejW7f`lzF_^3QU@RDhm{T867NPttB20Fhbu1_|I-YzobFLgwI=x-t=EIn zOi|dVsF|)1&zZ&SByCn>`(snM2)C3!;GM@60&l|Z2t`yDH1AVo*961ZG+r%-VyvcP z4#0&IYt0^{_f&2dJQ0;0jY_-x;&Ti<$4hDqgFY7cuX-2zK&LQm%^U6mT_>(caku5i zlDfZZ89McY8(pnG)@wnB!hk+iEDsNc!zIs98MfZ>6L6L~58=nG_zljxav~L&3~a2` zREW{ZLF%p5m%DybEDmZWTFzK$eSN$h&#o2vP5~XURJ=)dw7akweXoH1x(s?dht%K zXtOGgBQ2_Qsu?8@vu;;&Lx!{8Dr|6&%7!9Vo-o@*f7B!>;|NnFs$;7CN}?Pxo^QLz z#CF2!60`LJH$!KH;t*GbDI1#1_JzX9lOi)ou$y}0AxAu)DwCw4DdQt`TKw~rMi-3+ z!ER7(w@*gt+&c%Ckp>s{oy4%S@?4GMOq)?D3*>%JNU@lY>8rlIK3LWFWbm@8$!e?G zPM7XELTh0q@dmE0dSBlcY*}5I3l(aMgI5?o>!99HeG|LzziXjTUFwdottc%Q(=PD3 z*t|r>3bS6duZ0NnCjEU^r4VKV;|umKMaKuYx>k941p-kM{d)TA8&>W`rGYY;ejPkNl?d#v6eG2l6D$=l z(T~C=upn(s@Au+BXOJSg=CT^?*?WZ>Pt(|8grJQrT$sc_RTeSmgBZ_u>Iy0MW@*mJ zBu)`0?E`u8g-yg?DE9_~^o%ugm_B<(2Q8Gh^U`zgSm6(S>iDEAX&U?%%cg>^-8yV1 zzC8S6fdkJs$JX!$-}H|-Q7wIW5P$m?t5v1->4Z+vW-cjyflBq1hQ<;FP|Ahg{{ysJ zB^mgc$>`g<-hdX>Qgh~PTUR`+knNtw+fk6r1JV+23JZ)#?3|)h?9qi%FpVs*Eu%5G zbizvGsCwr|P;e49^7kOs-NI#ZuKWeGT=qk$46X~o_NrLEDyyAe{6v!4%OXS)l#qRTy!1$ag&K8sJapA9kWHX63+MT^`PN{x$XQchQ2V~MeP^MtN< z!k*887$HZxTh$%OaiBia{|*>~N^eZ#gm*UX*1Tr7$oQssX(-D!NzuIxUY%I;`DS7> zaYB9l&>OkMzg>a|bqDNj%+fxZz?b4&B;by21BW|^#D&nhc^Dn0AT;@63&N!M*Z(r?TTOkS}bZvbg+L$L?+XSQ4)?Qv? z9Zw%)<{kZGK`B%F$3t$uN0qK&3!S*o23OnZe zH27Y&7)R)sttxQb`ZI{D=+%6vkVMG!o14c+G>x5YSaZ`Hwj;LeGZcG_4HZMmVdF55 zwNIm37e0xQ$DAt=&P$9~rrCs6<-iuA@HlukGH~zD3n@hcm(@ca<%ld7jR>$qeFh9l zQ9|&mKK_)G-e-)K16km|!}}}?D~iRIkk95-k%Z0}lSEF>wPb{!MEPAF>bJ(9q*^WO z#ST;zVh>ea(C-T!6U;Y>o8~GjqrW&3sqzicqjyqAN3@o7DU$&yBX2l_$W^G!dg_)W z{*XA_Vy%*n0hex}vALM*+sJ2{@%5(F>+mLgTLr?y;-yuk8nRb^<*RZ>6HsQO7d5l} z!G#ua72`$VyYv~D+p*pKKm~9S{MzJW!me`>>Ait-NdB7(^Uj?y-B;bs4Ksmni$min zez0uB_YRpFM5jZ|YOMjkKNL2gvUIyRYiqTfPK}onQVff5f8EyiBnIN_2Oqt*{H5_H zlm!)g66blT=VGYwX$$C&um1PF2WsRbg*g zxg^=S`BBELmL_HBz4gn9XMH$--Os8IBAOUedrWJppLF^c4;_EKMFQ>znsyszzeW@s ze)|X5{`-91Va(h?`e8|e`d8vs;ukiq{{SCOiy4b26kVlPGM>-xXrnG?1xgP%OPV%7 z3`f&8r?E3`h^tk@vqGIGi_^-mpeR#w8sbwMG(MZH1+)uEs3ut=MB4m zeXVt%B96ILMhEWY11JFafGRVX@py)0NuW-IqrPLLxrF&!lu9EYd0U<|0-q5&j zPF#FJ_IGQVRMQIEJo96 z&31?7Ndt2a&#nT)v8^h#d(U=#J(Sng7amFd?tTqY%$X4_WMgxYgfG00G8C8<+F1%E z#vx#uCDr}gQ?&o^F zBR8WaOPf~WlGemLwC-uKQ&UITp#l4bZFoyjF7R^9MK0?L#!aiUXKMAHva0osR+0Hi z^Hw~x-S%Oz62w%ZmdW@2LZT?3@zu@&qlt^=b$)UUL+`P5h*vnAr^sJ#yyEmw+Qz-I ztk3DD2MqG6Qy51^EJ|N2K}*`ZhrWLL^aLF`upWbHLJX^m9W zCV)?_aB)}IYo&{%l$f&*f|Ne^;Ux!$-}cr_+d$pQ7GC;0aiu&?5*EJ3vin1BvadvM z5mr0M%{N}Ig|jz`JKf>Wr}#{_)Eub8!IWSuqS_-`KX?j1So98JnSa}KBRBXyEXiBa z8dP{&$$R&+O*IJF>8s;!`}GSrz4W}+VOgq-hrhqiND~V8D8j)=Ub>&L)EZWZ5}1wD zI20>;o;P7`x?ZO{ixhZ`wO}3BTTTh$M^XUNk3;?D{s!39Vv#^?=darCv1adw6!-w= z+Tlj97(yDh$Wb`s-W8kf#vlIqV`b+VU)XdkMX=PxXb6JN4WWRE8;0BY?VDlKY?M7gT@ z1EG?4yu7I{)_a;i3Y^3j=;K}Bn3>XSwv6-^KUCcfB!EI3 zm0f0gPN9WTQ_UKj{ahi!Lz;`yDAFR1U1vBj}$ zPs$2!76yX#N>7MwKEJaY6xUi_EKqaHt>x>>Z4Q-J5rmTqF=h^Me;<%yWEOj>fLnWh z3(Ir0m(@+W*LFMoNa6Tox|;XPB@yX?1V)snz5moVFyyNSVL;e$eW5{{Uau_4Ov&t_ zfw(1{qO9q@7q{oD7@x!6@%nJt%b#=EFAhlNZZuVfd}u)4PHx^GhTD|O(KlZ9d7qEq z#YQiksC5W~y~QhBNajq2T)WGMNwq`_j)(jJ4+HNVsCd4uOCQK!mjoQ$mjDuOmjIUa zw+8sjeL}r7Y`*1R_W@c=LfQgswq!9Yhii+uoY9-z3>7|hzK7HT%F7v!2t1#+-JQOL z#CiWm)O$uX)je;Zp(|1Zg3`MXno=Ut2{m*GRRIwJAwfWz^p3PpLPtX<2~9yknhHv< zQWA=EkxILVoPX7HEp)c{KDJJRsQ&kMilL!1P!e-%cj3t#$`fS@c##H@ zsZsZ_`OhkwvV#Yrm;LVf=-S(xd=bQ@@$kO6_T+OEg%L&cfM#oPm~&bhAL)J7BYV3y zpZPIeEfH;@zF6Wy0Pokq`sX5uk~cz~{I{P<;#B7T1QrxZe=-fav0Nr_X+2{-)n^^Y zjId436O(*mjpSnBV$9a$Nt3DzGLmGtq0zx?*cf!5STqB~dPT^T<&GZbfhFASYZs05 z?O(Iv>rhimY@S2S~|fqi&G=5Wa}9l=iJjmPL$N+38MO{3E`b+o9gkaci5w`iN?nsaBj z&V8D1e0ka_f?qpOX889=fab&QV=KOpL($iy=O1Ig#W`$WTQvBLZ-}fanc;!_qj{)T zPt)<{GMAZ1DHMzc`BXZd6HzQ{Y`{io93HvbMPOsj zIwr?ppGl6toc#O=!&XA4h7X}25Roh07_suguf|tM zi23JrU=D@^joa?W(Ak;G?Syu@*Rd&u=XJrg1>ol#j}L(;NE+m(P6wkHUohjT3z+y| z-s_h1@oRf8zhLgxf8o_X(>Mucn=8~oC&{m8D$>3^j&I@nQD4#xeFbLtC}5+}9Q;o_ zZQ6scI7@8dA-va8Qj1i-}kTZ(mx2p(S-)XfvcW@Sn3`s@LZsA zP@h=8YVyb{U5gqGjQ=>%$L$4{%@%7QS1o5zH z%eAZiQ-Ggc3A~WZ6Qif&ex7!5#3({|RQ%<}YuH41j>( z_R(NliV0!MmnBazpJc)&?%p(;KOjo-1g_V4?i4Qu_Mv@GEVrkBeYaoQjc(Og)FgQ= z_o!+Xlj1O+z@Et8d*tsD%)_T=<_t`MLmO1w{>3W=`y#hqGzar}em(^{@vv&&`6#B} z`m61p29-YFzPkmeg^9V?_wS*J>;kpt>ub4ddQnkDiYz&)#=qzur~e0vE{j(ucl5%Y zIx=C1N5~cLaBEJnG~8V-rjiuJ;6jXi>vWMYjQK?w_xQa%!l|Fo!G8Ri(+xRXP@VLgGCJ(yL3TxZxG(1Bn< zr-2b4?0V*u8W~)T>w2Q{pn!jRRJ`RxkCmBC?PB>$CX`#nw^XX(NeT4zLq;Ki(~#4X z*FXgU93t!)I6uFKU!{>I2XSzti4B`6&u6)6!V-s7or^MgPu;Y>^c7_4abybzoqrIy znCX=n*WnI*W&@O@T)vanEO$gTXT^Pq+XEU3OQ6XWB)tn8GI~mQVdun}d&QpaU?tC0 z#0{xGhW!!G&Gq;Zp;C@g*dqFHp!!|FKb9{)8&Xw2?H|@^8@T}y5hbyK4;Kp-vAIl!|%^%SQy7G88^c~9Q7u6L%RNFbgZ zj;Q68UGJFQruLBx3B!T?3`oPmGXZHd%B~uDzbe~t?YZq(wR^7*zMx(fVmO`|_uAwRv{k2ru=P=LG zYx8629=xM3TObB$Oi_MX@o48W08Z?g z7v#m%+TJs5^rRGsGOm-iOZW)+4^;ic*|!6uQH&bnTeqg$Ou~nd#r6g&KdL^MfpQ9W z27_acbEet>00oV9z5^3%1&@2}$;4~A5TT_WQQc$zoRf)XW5*BWiPU@QYMf|mxo&%x z&p`0i{VNH-+!qfk#}eQ-I)MWte-Tug>{t84lkW49+3#M8N2;`z@j>Qc#pE?~^+!@h z?AiqN+1tHZvGHsp;73qZwY@`|&)X7n; z@N7D{r!f9~q-u9+B$#+7<65xG7w3@5hDqJ#cQ05PjQ1jFH6#j!^(UWEwTQLDgX5I$ z+)Ku2w}6)@)t&XmYIsT(^(PD-g*n%ghoQs;0}5-i-uGv|#!~q@J`Pbx#21pjAR*Q1 zSOOJS;7U!`9ZFuT8WV!_)cF4V1bsz~eig7d_QW&lxq@h;qQ(7t-6g}K(Lw!s0t_ts zc2AwM6p}@Ne{U+A1hjNP-+oYL3uiMx1ed8^$`L`A_ z1aDcL1+AkconFUqk=9ciGsQm2%~m%d)QN^&)$`XZ5qj$N8o8Q|?Cr3|FHuwN-s>u){~P3qIKVS% zS>Jw=^2eigH}zzl5Z3L@kBMC`9p+45;T+bw$6F~mV!F5ByK>1}Mf*%MYawg5b6`de z_0#6N7w5u#C;qU{YDf~4>Y20Ze(I$DI6Qp#U1Kl@9hiDKvsA-2q;u@C$)J#~PwJbP zCmc>u5o%ne{5CQaV*vR3iO{N4-kZ<6!qNST>g8xA>8`j~xbQJj1z+E&Ef(B=37*0) zscJ6neSexd`EpKhEGhW1P8KG_9oyd-;I)qlK6Cj-HoLjJq8jp~ZTnVdnttIkDYXTl zLxQKQDhfwE^>rlX_KU}RmANVK+yV`rpsG$bPL`^EXpdh(;GW`K|6<24 z2u0Nc?w7My7i8xe-cAhNHl)rz|3J4_o6OKH1=OuKQcK?XI65D8fjFJWLFKh<;Telw z^?$dunY$O?*i+!jA)&8+!u!dpwJYJOK;ZMU$+a|}h=pVFP+DF*L;btC)EeJEWHpL~j# z65>Sr6bq*Mw>)c82O!gNp>w0CB`Xj&a{A?mtb3npW9HL7l zqxw4ZjCi_!_iIXrYK!j)n&w}wk_Hp1nf1n+(jVy&VU3k)^MSvKHD|=%8-nlq7tOyi ze~}bR2wU~XYL7rg=msCn>yE96XZ6H%jzS7tXsGWfi3C-xI1hHO@~0`jlum7qYU&lP z7~;4%#Zx3coBg{9_oLh?He-yLFY0E9VEa*S*&Cx@9bwz?GFQ?)D>29?_illuU-R)0D@k%9h~CJ>6h1n0+v zdu7zKs=R&vce8KMg(gLrFD#3huQ4G}fZDwEz}qG-Nq<6TBfQ+2x4x7Axe`yN@mHKb zj~~G&N?AY1W>)BB@~^PB-;HF2$&rg++%Iw{Rd3NPT;q%2Dinn&J)xS$%Bq^ZC>pvG zJhO_p)g?*Onv8P}_ED^0rZu?AClMa8U(&6F=YS`^T*!#<)0I+gWx|z+9sW(bmAWBf ze8u}mzD5x@wVBWHkZah3?_wNj_pBhhYX$#-%Aiq)fb^fPSGEtJ^(>b7%(`ilap>@b zG{bcNViSR+kx1CwyDIXIpZJtSr|JVkcLBlO!V}TtvLXuEx;^!;jjKT~>ISo2_Q<__2~_;aK4z>%Wcp} zzJr`Z{6*R2kdfAzMLzdU4cj=N5i{$c#}EZv8q;_cpLAUxsNj|_j$j1Uc2qOI(s&ob zFAFa~$$aKBp!;||yxrHp{ZqP>oXCtK;uA+jPqwkf{bgVf*W2$f1E)<8W}$zF?+U)D zXSitl3jcw-2)&me1kX92z21GXZ`h$rT|O|Y8ozT;$}r;Tyf2cm!{5|7BJGxV3vu~Y zQ8nh|jHC+dr&U+uN26+q<=3u3#gv9Z%vou=Yie@o^+$u;4>&7|`c^Ok4$B9hOx662 zlb)n8ZM8*yx0fsd8Zl{AElJn;{&`oB7&RKF*x;#nQ|a^zbn9c@ErBkQAm>6fQ}+t$ zWuAC`0EG*00ypZPc-ZYA`K!5!fAW>c10=f0tSkwPuhD+OGFnycB)>%@uqu8?ee1+) zLFFEQG~sQWaJ&^A@5T3%5t$s4M69VR$o*O&NhiZ7_VIAgn!@F|%T2d%oy^lmwycHx z*nLy|iD#YnkHgirDgFboBGTI4Mumwmf5Cb`;59wg0R<^>{M$DX@yQ=U4|Tsg2O48U zC{FLGTNlcDM?KiRn61!HSSR9D2*CsYAf)@E0-7H^nSK~C_Z2TWgRT_5{o@;RVs0J( zO$x0Zu|@ghR{I#vl|QL`rd2A7`fn=%DyPC=5*;}TJUYryt<{E^wOP-UAI*RPNtteMu0J4a}je?!&re zqf!M%gQ&1F*7cXy2jhUoU78#Nst!X3w^b-QaPsqgHQ~BZ#s~Ummg`_%ylsDh?1(@x z>j`E%E)Fpf;={udMvC1gQ}{0Ku^Q)th6%}y zZ;D{QMOdNNMt#5P`Ng06UN}85ZqvD={z_o6K#JuLNJR|du} zInytdW6hq&O0gwXfrFg({V7<)TFSV-MGZa9cA0~?_O&yKCz@Q6Q6V%XEs|-jD|cg= z`Ra$iTLkn}AMu0lTI-=jX4i7?R^tUQzh(PM-Y1=o88Tn_OL-$nAKUKJpvq$ZF1(|_ znqMO2D@sw$JoZP}jnfI*OAK3T<_AoPk1pjqU116Zg~NBD7N66oTQ6K+gwl2JKfhJm zMv;?gJLy#_{BfB4yXDnb@z+%@wu@UG3zP{|7nk7gB!CIbZe}$MXw44=3|j1CJize} zl#SwQ$d?LHn{N_ly~_uY0BP*@7qR5&&0X8+_i1xWl8bQDYz@g9tYCTur+%?dapVyB zoPK3+{p5ww&7Q)EF)1g;H$x@@CgQ#=OQ%f~4grH80aNDF1@mgZrp}FE{##{cPb#L( z+!j?tzh6F>1F12D{|73uur2)yAG*o!10Ux9T13ac_i^H1)qkLG zZ)KQf3F(tfO!kgNj>+TlV>S=ic@ww$G)94P2ze-v)1QYWX9kz;A<6z`Gy?=8kYRFs z>6i)>9o0yUoeo~MgClO1_GTzo3{z(xYkYePrAnt!DpsmqxMckPb3&4YmDp>yb))z# z&woD2k3X`F$6W^6f%KRdqJG-G3Sxm5G9W(uW<=STgA&)^`h?G#yzocVvC?-dxs%^jJXKh|YF3jcw60bHx2 z_dxI6Hc40Py~~uK^P}-CFJ>k0%4Q96<@x01Ry#(}=<9zF~DFoARHdoFj@HgPu z#kFUDwwktzXhZ@{%NyuVhjxu4mi{Q6Q|a=g;~Myi529)vA3kl(|6~bAB!x~zEw{a% z94STiXHGV|`~$L6b_JMGzRen9VRvkESV_K2%)M-Xc+(U~ggn~N zEu)&6xbW~n+Cj)?BTp{v09p+0$pOfAb$LD`Y^40DYD4JU!)rP@)oPZ=x)SRb$(fhW zIfwz$rT47t*f!25IW^X7GgGqHkqyZGxS{sv=WLq)fp*l2RTI%AKP^n-CeCblO`NZc z{c{c0*s#rfKf)iX`Z&b4E+M5fp6ZO~(vMHRY=Uggv2ds%+=0cG{It!e*DkSBbvk%! zCuXt<>3M5CyL`sU#=m71PdvJ{aW>|vzjHnb+}f6iN#oVvP<{Qa-(b8xW^!6_=R%18 z?_?YvxlH5u`W=XGo~&{5b07!uKgxp6#o!zNfpYV-)iHpGJt~7z%3N3?yDvk5I_1!| zWHbkmZj$&jgj7?<{|7oKC+1vaEAvDZ89lsK30?*2I)4uLMeW*VLM-+Z*Bn1&Yi*sF ze;GAVrI`P23haSy{N{KnQ+55bg8xaGqjniQ^^U}!pD1M(pTWs#iO6qX__+UV`yWLn z10ZSfH(^mj{g+L_=ka_TCB=`v)zjo9C|&y92jJ3xC^4odn3`G40Dt`Np5O6&Y^PD# zcYe;en~f)r9cBR+HKt3U7t~Sz`kkZxc>p|9-GLp#6Er%{I866QadcdK2e9`kpKJO>VT))0O4?Ol3NS=4b>e|i+b><_TT;hXl!01b!# zftt+zyzb9&BK}DF_bSS<>w>rR><@b~P#af$*(ABC%(RHBdZVsUi@EUF-xDCU9f$`z zKLQB+=3+cP&T`XYwp4NGv_7-HJLoqdh4&_suKG=bYER~Wpf^tkc+YT^GCmkkS5=fxxl72*bZ+!EHAF za`g{y^5tZG$=|6}sqqm$nSZap!41bJ`L9*KDIXlXCIZNrWqH5WwK2pjtH$vluoo$# z3IF%VxhS*j?6+J0PQGSlUgq8$hu%^$#Wk49_S7$5%)cJcOG2wU9lm{ZaZPtNZn9Zy z>>Suub_HH{G$Z+|rCx>x*Z)ri{ExGI&wmjdeT^qge!zVKGkA9-@c)7Vo zVQ2_Yg86?km7=4|Clm7Roo?|9T8%;*#Xi}UN`N@GZav1A=f#6`mFUFFKOwYkFTf@3 zzjK8TRdlK7sy#6p2LNwEn48#vC)&O>Ehu}}xvj#gE+?pwz75~3r331Qro*FlvM)Ri zq?!J2tA=8|Ule^z?^)jXzjfvw@m}Ll({%!D2p|rx`;Wp`N?rg9O(Y)Oa2}it4dplA z0+hJ2dQu7Lxe31bRW69%$K$|!giqF}i&^>4+}1he=l#hW+!x{hdu^#(=T|!~eP&ie zPOCI_Z8NG6WV)izt;U_3zy93KI2%gj-!Q-6Esr|R8~&Y3cd>mS&8~4p_2)Me0+MMq zvaH_a0tKK&mT(W{wJ_)E_p>`FFMh+ZiOV$m_`G4TwSO8g zI)pSytv>E*&w>pJen1XG>9CIflfy^lAH!MU=JzS}t^!P4o{S?PU#vb?%TRyx2G}bH zx@^Ep$PFbQIVS0Aj6P+ENj(LWpTK63`f{>z`rzSDDZtic(eVC{g|)PC6IDIElYxjV z|DLL-FpDqRo3otTDQxLW=L}IL=mUdZhJCYc7C;qUu$2Yz!XKAd3IXa$--}z@ZS1go zAe>;f($|(<454@Az^E2CUR*6Z`=eVBrn&RLRf(@kkrG zs{fz?pg<{CU?f*b;b>Hf3qGgmTzPe910Um_jB5zp>T@6sS z3LYbWY+I#e6e)=;dDQv(B9trg1@YE-`vVjwP(8tRSp}tP{ zmMQZ#_JS^g5WjxvYiCXe;{M$qyEqRC1&n=*tsVadx{LE=JmX8~T$wP|(el)8_} z8Qx7?p>oeO6`NXbI^4=5?GdBR2(S{E^+O_$O-YvAJ_7UFi1$Oa{MNVYcRbNa#D?qo z9qg9k*0RLqiehV(ut|ek%U;mgqK;j|vE}NS_0-IDk59e+8wPIA=5W0#4}P1;8$3<2 zB6HS|OzGN?PV|wtn&KYze_G@yeSTf>n)M`PpWDPsr?{)&={L0+X+Dp($7lTaEclyD zUfn3>u*a zKYkbH7A@tgOt|kEM6HlGhQ!!fn=KGir#@qq{>in;#ZPRN_jcJ zA>epuSsaWP_#O(a#85B@2exvKrcFXyQ_2OGvc>5dJ&rNx1<}x}t00`CRmWG*@t|;o zc`pM%4})_&2;!?14|3tetz@Z?s%H3*e3MoXN+=BovJaz|&`<_)DECuin?cz%SF+cA#O8`Uy)y2rci$rAkmI?`}jd}vkH zPgyaAlpRqnrPmYh-9fk*fU-9_ya`Pe{Pm5k$oJ|9%01@0W^O zQJ9x4#mj*2ukP8%I4q~u~ zzm5Y_#tdj=gmIGU6%IVTEpx=#$H`eyt$T{!fPyMzf3IiINLBZP zuYbaFtjA*IVJzhU!60Wq7Xxto zz1oLLN{q6PM7jwDM=a#M*?T?HE2ZJsBOKz zmeheyUZoq&%5(iYLtqGkmy&gB7zzno{I7yr;Gcq7;Ue?E+(OYJ4Q(H`m`a#&cfB%-`ZHAtS(2${~3U$*0 z^#r4QB_8K27rLTZXmzMC5;5$4m(Sd`NxkQIelDZKYtf8D{|z_qCJi~;?8gH?RI`J> zja4^@E9;__(4;V1F7U9ANt~7>9{F*lP;>Lzt#LlayU-u5)Lr2tc@~)sTL| zk^b*it^IrUo3A`JePE>bmrGerc0)Hc+~b^!UKQbnfg+=skZF8KOeo~$qEDnQ!=KsG7M2`*3tG==Ipg1AE&Q%WCC&-p(Ui2NhV50GoU>OMYdLp!(hMq!9 zJ;ynf$ONH)r;-w`;FiZ3cW@kp9p24)Sh->^O)n={E0$R~TxJ%Xj_gz{^(Il+iM%aLWMsVhC&DO43SZ$6+}rbX-L`9U|McYGD{Ft6MAsQ3Eqd_8#zX z`GK_t9__x)eJGwIu1fv_zAAz7-^hjy(2dr5lP7S|r)GJ7Yl`4X8a8=j+6#<)zvyMs zL###P^kz9N#E0xei2m?K_tE^u5bFS_D^}K&eS|+DJl=GyXE>-V(=6CHysC{B>iG{< z=$0xlqAvXzTILb9fwtG6cF91VfFx{*hn-NjDTNCU;F5fXibXVyzuBp8@ioM$@141F z#BvJS9CKGVK)9Xx28)#=WIOIF@zm-pk8Li?TbPGJbDPUmT`Q??K+bBSVq@Gn?f2J| z<``n?Z-SI=!4FfMUXsBoNq1&3x-n5JIM5l>{je=lS89GA?U`lsvYB^}Jp1QExmB8; zL4~QpNjV}*elC}_XDXRH6Uzd7h%I_iW!**J&5gc4O2*zNXToOl znm}Yl+_^-h7}hsIUx~n4i7tA@$IAcSXbuFTSM}|c1|8x<<(Gw9gxi&l0t9VIh0i%w zvTo9;j_a~CH6NFnrz010lZ28E7PzjI`YDzADe|D{XO_|Gi(3><<^(76(r?<^t0#m~ z^?;2R@eTfHpsc#r_iJ;*1FOCEEx{YIg@>lM{ZlRdfW8dX_4*Hc-reOTuM=o^-r?n3 z53Qv|9x;TF?pIE&<8wQf-ChQ8f4-~hEF8bs3!Sa@)5B#V?vtTEkcNOAqn?1s`CC|W z5c1EJsQB7eVg&Z|P=*~RI8O!^JuxSrR$2_G*@UA0FR@vXvSz0!Bj0>vj0%eflKl@x)!$hpacnP`yu;ZkePWs|A;8zUFL9M!fsr5r3;KdC|nGnwYJHL6xCh zw92$M;OHwf5?M6-LunwW6(c?L|7_9!Z&hTq0UM(Y4n7^%DuZLvI7->j;2NoMXB=h1 z4>%SCA$XmVg3OnYR08JsLZUxRDN`GY748MKjgJUJ0kbw z>4HLV-jLbtB%UCG7w?wh00D%YJxzePpgEoys#T;FN4xM4eYGEp=KjFi^NFk^f(aI; z;@>G>?#uS_1y_dir}0OtAvYUcgkqGSC$VbC7cSFr`?qWt%if_Km*c>-r=`XwUSdOe zRc5o5)GrSR5yHHA@!OoT%7r@wsatIy2od6+EFv?OtUldFcURH`R|>xXkIG`*w-^?; zjO63{P#)>&1wP$i6zY6(LkRckT99I;pxfdL>P*A5zV~Jc3os*zRr>1BVG*l5OeQvi z(kr62f+l(yuVmZS3ugoJx@HdEnuNu*+~u^)He6+}eu|o19L6FtD2$^S*%*A`$!9$K zo2ly=pgxpHoLSGm^wa)!mR3(E%gEq^QrIr`?zOK^3J*+f*iR>Z*D6Wn3rG!{ET_4l zG{X76K#wN){;5S8z1xc7!w&OYam>&E@Dp zFi>BL1kqxOUJVelJY18^ylEBZc5G{nXG>Uy*T z&qSPvj|8eSf#JhE8nnD@k#N{2t4*iaE8TkqYp&8K3-5oXteT-%k)=cj^3|g&k}Pz^ z3S#Z8;vs;i?===HZWw`lS@(-HdnD?>;}*{$aHv(hVyD(YWaoopEhQ=et=nhfYe3+d z>CznGNwW4s4rPzFy8 zDP5N%oO8A@hTJU&inxA7Q(Z2}&7o4LtJ6wh_Xfz~fxU)J`nVL2OHNJf4 zmD~O{Fl!#0K@=`zAF-}$deO-PRQBe7qybW!;ztGQuNV^38EuU4Bb-AAkOHd@-Ui@d z#|7DSQ;9OmJKTLUt^{f=d90BtX4v0=vQDT&7%KxS)fM9*wn7z@%5fdI`7I+Cos|Sg z7uIG%b2F_`JdBaW=BN~jwNb>;FXcpXs*OR&T6mRu>I(wR0U-+#=da%=l%t6X+kAFvZYL546I9#$2ZN-3 z&f$E@-<9~ne=c*SiJ2vhtCASWKbj*9P8-pA*p5n1-=R!dJhik>F3Z-mEZ*UeG;tjV z-xyt!pUZiuSb;>~ayHPPb5yMlz)Ljr(A&Df{i^hjQc5J;N25oP#1KAavY={MQPeIdVgGt}uQLK32;jHl3aTA)Z~s%5a03DRU~(E(71^1_|#&&4sd% zd{10gQlN7BW$0^x(Nv=eG!O>j&U&1HbABfL9m1=W8Tr^oIUuv^8v7tSh+^H>((|j9 zf>fB5dA`)<@ooKHi`$0lgfSnIptS>}>gPOdp)zcQbA(R`cMV&mgJv|EqhX;wvlO~A zv~NfexO`Ho+3%spD06$kd`=e2bE6X)cJsLU2x^K147PbMcLp*YnT}crN2ZJ0(^dFoCAhkig7YrxAd_5hwR`$hQLS4C1nlZ+&O@3CA=J+> zxPU!mf}zgxSY8a&GM;gEnV2!WYfd+sW2*Zk;th;ym+we^gb9LSkJ3SKu1Ak~Tw60# z+qQ1drdUeN2&3nqP0&2R&3SR0nd9idka6Tx;6)^IR+}Mx@;yeGTW?9SZ~y_Q0MsG) zo!XqhRiNR+#S<}}iQAv|z-MFmlo>u@L6z@k8&Z4xd&M|^%c8@caxuoLTgA$kIrTR= zH&H=b>f+wrZFjYGU{)Slm`nO|k8%B}v3%xT^CjtzsfE^Q%}rnkd*?sMqj@UkNL>W` zoN1WN%r>FiyEMlCooh+F9xtpDv)yYM|47C}N~gz{^YtX(w0qT)1)tUt==0&&*%8e> z`{r(Jpb97cSI$!w9OC0?D6r@0}QH;631^ z+uWb9@059d_|a{^`7n|^iv8b>hO~ayToDP6KteWX-$rRN&jEn?q)k;<^~m!`-$$4o zlOGf#EFkN(x{@2~thaqld4)tht5+(&218_vFRHGLWxOshf;`D3=Bs$P69pcHb#qp( zI!b*{SW3tdcqZ^v_vrqkq8w_Lw=?YbWM$pHnyOTn3XSDGg^M7*(17sQf-?=S$OEI& ztY}%)2TQH`mm2w4WzJ)3{y?vGI9QYOCY&iUm?pIhJ%c)NLX8HIcSaMFP+;|Q+F`l7 zV!rADR!XIwVFl9(>wn5|rOi?;wG1V8${eNfvEiFuf1v7Cs%NGBG1@IfOh7auWeu*C z#+c-awSiO}YI;80d(&OoUdPg{LWyUo0Qp9oF(lWg( zWtyzwR!#`#bc{Cd77T3)aT* zQK5e?NDetvB0;ZNGwwvAoM9wJpHRZ}d|pA7YjkZ6ujAk)nj3vnGPj#P`+u!@<9r+v@a8WY0i~G9jsukA>eM94@IO6%GATJ6o z1te^f!^-EnGTc*(LkO$TuYR;7UBS%v{T|;IP@y`qiEbPGT$L|j{Wk_PR7cok2?z&z z5RWxx+&wZ7GQvzebYX0?4#~^?99*i+G=;=ExaVgu_Z4w@RsBBuhdjK)F1Wa%Yx^Dd zt8Hfd#x&y09qceAtPZ}h%7rlY15d}@pvvU4OH2XrpEX>vt9xV{pBgaF0I2h8D9k_m zNcONJJiiSXz*%Q~d-HwYL!%cr@CW=|^FyDGm-ePDHTm&tmoRz8Xo?ey8z}#!{LF31 zz9J1QsV`slx5QJkdj*!#&@U}ULuuMnMmc_lmr$lcgH=pl@xH@FjoyX^a^e-E7Htv7 z`50QG45l)OwIRVpvs?~qX2w6KJljTId-{08fHFY|_oOse$ch_<;&D^WG^zh3YX<)l zQtAOpXPNQWdF*~(6fa)CDr?~tJvRl_Liots?)yWH><|q6GJC8ApG|UWHMTR z=s-bh5>Ms^i$4CVBA4(wV46vM@0V9_Bs(9461YJtPt z9aD4j1Dx7lVk!%kCgK;`N*`pd2n6M|y%d93Qk~;($ZEaPBYczoG=y;jV-XH$;mnwy z4t=5yx*wBmB~7VH0!U1n9r!CE$535(#(H4~6%+$bST?_Uk{D{LwYLWtSA#Bv+w_+Yg-Yw2vuROaWJ6q8-kNUdJZvvLDQQog(STEV-QDSsWlxRtnTs46v z{DYOd|HK_xt4_@6!|P0u=n&FD#bXzn-{PD-1+Z#eKk>KBjM-*G`FaClN}iVPpJ`OJ zevgVXHU@%EG;333^#+FL(e|rk%4~t`xHU6w%{J~J6*`>@v zcj#eI#g$Ryk*0m|3U9dZU=!%FJt&YK?9)JY%i*ZS&Ogb<4-RX4e&fS6yICUD{| z)69m$uo9rn_x}qqApoC)5?2PO0~!u6%%b|&6|{sk1HFz3y^UfyWweB{oKhK@HXbWG z!q_My3&dvn)F7YCL2hZ$2Vjb5h_7Dtg`IhdmVkgbJ@BA%CC&Ahym3r1qZ$K{7UX?zU9PwfQYXMOnSIULe>|Rh zwe)Bx<8IzT^^NVX%N8Jl*vI9>KFBPY>*@98!H-r0)o=l}Sy#2~J+pI`4Q+r2%ix7S1 zBdC+zMLxf|n`yEwz+dDoDQjn7nJf8ukaP!ZWUefD!@G0MXz&W2RJrQ=L#~zS%2ZWQtnYq&q|W!t{A9UJ)j()n&;sMJkW8xEU zpisA(mHw%l*K3tX?1HH!pv3sxvM5xsM)aZFkcRZh#0+`^e14kJPSn6FvER3#02J!zkGg@@+le2YKLa~f7`U@ZWBpMZbxInBZ z@ugxA1=eu(^A6hARJ?KU<-{6Hm1N!(t5mt%uUJu71IJ!h3}2~ukv{;9_iEoV)HLRo zFsgFkw|iM-qlpt>fk%UI7UIzu5ErNz`HkD;x_=9pW3oly7^k8y5L8yIbXXcqOE8Sh zZeg5Dbz%0IR}gj}tCjp-3mZ7i zq=@?s@5-}CLDeZ4rw46Jr=aMd>vKl;a?J&@kj<&C6N$n@*^Mos6d<1cxtLMZSdFay zLWKAQ1vD(00OsH%+!2QAnuQioJ@N6^pN-4jFwG%zRy40JPf;4iuVVG?v6(iA)v{KB zNVN1%s*V{f(X@WZcXA=6oDlimy8@DC8Jc*O_IhiI948gDajQ!Q;p6oM^Z5_*R*Z6Q z>7cU<_LTUf{14E1i0w*FX~zP`YX)LQZSK4g_Xn|dIqPoMiN;jvnqEPtR?(7<9T*#0 zxNyD3F+N%s;Ad(!n$KZE*cGkmkS^YbFxb&#)w`+T@%oQ|-8{$oo5=T;@z@gh!j{^qx#Q=P6n(-R_F79cmFEKS~ClMDWPiLKHi_lNpvi+`YQ z3LJx6P6BH{T-e{iiy=QRJbn3 z?4kNk;!y(b7cu^kp#qEgHpi(|7mkOX3VBfZ4lV3rD5GXLa8NEqS1caL@`A}s)#7t{ zlt(dL6ctuf(DVwllX9V?31;uIV;M7@^pQk)qkB5l{?4nim0D(YGY@7s&6~)^G6odT zx$$&(3w{*ML`kg2edb~cM6132D}>!2B!gAqW0biq?l>}^A*7FPwrbsgE|*I+)hC$n z5t?^JEuLkpPQ0E|<0&|j<>C#g!eW)b)@VSOrke7$3NcB~&qO*--o8$*HqHdUOELEk zjTN-itR?2tvD?#4JG zZrM3wflNwlv@Tz-TFtgj2%%rUPZ10pmXB$zvSWHBsbY?kcMa(7DoCq81%j+rawx}K z3D0--FF}aiDxeJt&eds8O=87B@P#&iJWxf9skL#4c9(;6O-H#KgLzgFHDrv0%smAZ zjB!eb`-*3Euf7q=POZ8=V~;4E{x=&US;Kspn*u z@O^CQCUh_wRUyk>ww^YIDSdr1)euIwNnNm9HXKrk$iKKa3JZ`k+{riXc99Q%GAF7eEL1sbIC~ znaxvuv1&MPB*p`U7mLwEmO@wzslbZmoNX2gX^YjGeB3NUusVf#muz8 znGs4qplXo`ht42OCD@9Q#9y(2h4eDzsj=cpP^71OK4moDJ{0_()GefDuKzL|KwF(uz98{|F?dd?E*_1i zSJ40Us=rq7fJs8rxEc9M-nukZlQPSc7-uHa3q4!JI!$+pL(jOY?_7rtOfO8hnKSRvVVF5@7VeVk<5HnZO4aiz-2RBgH?xwCAn6)`8HcKYh`fXOq6`$Omu?LjeOz+<%w ze-A{2CJ%Zlv8JXdm(M8ABZVaAG;@kxHb2NWp=gc;Uqrf%XQ)-(`b(dC>v8Ip&-r#G zjNK&-sjyZzKIhcvgKIJbP>xozF|g2anl&TGFa>d?!Con`B2e=C;&7`j~XxpDH1Z+O6;WD+)`cl?L?gDMM0J^!KGj}%~X)#yI;(AnSsZ(fuR$HSHWbfP*mzvUzfXa>;sQ_13F$ zC?{p??(N|Go&{R*24F<_pK=S*d_=uR=oEdl8st|H)c8vE_5Q)rNy`{j?i@88*HL*} z=R12Aj9OXWSxR{iO*xyAD6oR8C%q4DRn1*}CL!#h5;p?Yr5!ke*`}5 zzQ19Oj*#zM3LU$6=9P+>+lo-E(0k{XBH0%FKSmU+vggt=zc8zk3|C67z;+A-Hnxck z#5ca!r@mtz!5bPjuLP$~!R*mrW%XUQOdCEpPRh=l#yT%bLUp6#V?Xsq8)=kV1^>-JzVcoxrT z+yrs8c&FrlX>vd>nWqh{`Koh@Juv!(UIEJgL7Hu+JMTj-D zfn)H9K)R-7jD9B_^!#K!Ip4QW9GSX&51bWk*{gM2KK}`$Oi{?=tMA_@ei%<<7K+NJ z5`75;uVi$r0+%;jeB ziqL%?5-%eSqR0=$Avst4IQ?jz>%*2vYIe54YN6%JTfunOW4sD80~yQB6pS0}6%&c2 z3#H~>zN5DNd2QCLtFq*^xp(w$+EH@nO|DsJT_kbh!A_8djV4;A)+@+wxi$sZ<(g|@b67EW2ZW2 zxknX|*8lmc*M&*YUS7Me97wY)089kn&Bn@EB{yF82X;&^IT_te1zr>OOeOOyQc zBkS}jEsO(O;v)-59k`z2+4g#3ML_|laZ zZ%E<)8-fMbuU?9Dk|ytz7aTp7?B-y%jt`a&C&}}lk9WRpR7#%wFBh5tC56!o*6%2C z7?8bl#y@03cJ2!}D@QutmTD-21oMe6DfjBr{HNCOrUE|9GT+$R3KgXZ;Gs0eMmRo9 zPe?Gx!%X1k?1x26?3QAM69O76u-i|~-l~Em>+65ElNcMc_F+%6J7r0$;M0CCjpQ>p zFb&g;Bb)3S`_(sbhz*6?d2PXqD!ZwwcuJDs@xj)ho;K7cp}sJ4oh-=h#=o^5^12l%kLufT+Zpy=b+JL5Usb1{}|`u*<=({ zeh1#8%2H=_EJF2LD6a~ZGcKTyXZWmjEzOg;1?BVNtFUxYjDrX{ZpKH4gtRh_dsPfT znLWODKvaY>?ju|awW<>4(yrlBlLd`mRL$jNB%4Df7z)Lq@So;T^@L*=h^5nscvo1p4enb9}RP4gQ@{-qHkGo`;bK_eFcG}QO*}{g3+y>P4;rjce zYmSDjKEPRu^afK}WTZmLGu(2Ky?Cjn56aNd&0pm^du4!eo{&Q4<}MhKPACU)Z-jb@ zVko~#go4Yafx(?_7alF5lMV*x2H9V%;6E`b9w8-gX5}JW;4vzTHOs5d#@cpjdue~c zTNg_+m8{-O(1;s{%azXsgQrC2Z*1|V!MSH#S>H(#FRBw0P;tzY(%Y_uEJ7^wRq z$QG8^K*Ae06<(?%A^YGd@UkPy4`!aBz?YQB7w9K>B9}bM&Q@39`lM&XM%b3~eAH|+ z)w|z&t6l1`vB7?a$4U%QQKAeUGU}b(m$7)=t6FyKX-c6B49NCRbO(YPA1tJ4dVnAo z#!`j!scb|xg^Tdk{*SmUPUa9uUeib%0rV$cgnD5(IRU%yomHZ`&^K#?%?kFCTgZ7E z>|=}E`Iw(yJQ`PhNj-EhFCX$VB3T47`3p-SYeRjlfhE8mnMU@>ukh>c8M%1>Iv%_ z_?q^!R}xn{wg#PvuiDu>m~y$VHu_c(T$j&Q`&pTU1Z8*;2U4GF0TWE{E~JQ$6Vq_! z9%7XHx3 zt8I$Q`xuq0m&UB^>3bZehSklN4sH?Yhm}nNdBc6cUwrX$a(gb)~FdKTOMq% zm$`+S#4IwKR-A>%Y;L^^Y~nrkeO;E)8ji%p+&HqL1%W5ryybQj)Lr_m1RGH&H3CvB zhG*69`UQ^3ynms=u60O-a0U>4){~&-CEf9;hPB~3pBWTMn@ghzzttnkP%|5(aTkhL zkYYE^35xmbPi$ZhW~1vl!#}N_P#*dmqK*ZFWL@&f6|;{7&t|O8 zKbVnEh6=C&--3aK`VEb6OchieAU#X%dW)>6)tp#1PWR?J9G#*BCZOqKQ0<8am*J8sm~4&!o4r}qxtxRJk%>(qESq= z7vF}sXsN`^+1kejf&9WS1=!a<61xVnuMS@t%a=bwpH#ku@Q>H?eVn zlga*dy_*inypsWQ^$*JTtruH$ZzBrSP&WJuD|Vqzd2|(U7&mVzdd~# zx8;^J^A4qucPDR6Y0!hGfOyUX*9i%|Y9~Pc^{%|8;?xt$OjBoIX zOOX3ukBQRr~LGE|2b3vhcOmEM$FXZEHz=g6pkf+pY(znh~hKXQH3NSIA*vkI? z7qj<@r0yv{LAC4vzh=t|K?mr6IZ+7y>d`dEL|#wjn5N4HG3+!c{43iaWfx=L6n`Tfux{nzn5tZ=vI01!>VIu3p;Z5anJ3=+;bvqr?45L-vS)M2 zk~}7LD?O;HvMbCZigvC*upKd1{9W;%FNV8 z@o&g#rP2S-;Yc;itRhkh!&d~u)ajk=^ ze17`U3m*S8yGztGZUlndGj_VZ*2TM)p72-fG<=fd=us22G8})@OKj-Z`C8!Sh5`Af zV3`B?ve5s`tS=BF8D_Vn;=r42XNUZRW<3nh6|*SHfK%6wfE^uiQ;v!{8zTBD`920a zRdE1gK3l(MM7Azoj;Fgei%+_1TX!uRo_{r!$d)toSVz-sl^ldFyx^Dn` z93XV@aHZM&->(+pWHZcYb;An%clP0br|lY5jVX;y?A!Z8$2bBD4O*BOuPyombQER;t;l1DixYixd} zRpWp=&ZDcZV_E^`XsLb+9Z}-%U$11!lj(NJOqOlZkG8nnG|IgW9e1PfCvYJooMD~z ziRXA5n*meov&}rZto2(=ItHYmFx03fausHhIho3W5SUZS7<};;pe$#@A(>M3EtX@d z{~gN6x>5pg9-fHObytqGjCjoFkv#Z*o8t-8*=J@QckExpFa-GKj^33@h`@W2alR}T z4MLc`lF!+sq0Fxt+^Ox7LXy{U+BKF`=Tqn0%r`UH+pGf?_EYQR&%*bdBQ4#c^#!;# z@6>|it!eRI6E679Rf=~Fdrx+M z0R9$hGMB5OaE2HniOI)*>z6PpQppMXo1yj}WzO~Tz;J!)?pQcOHrNf=^%nPsD%1rHzi_VUPL z*#dn&Y8^K%EIVv=mCGD=cBNQA)I8SCE$i`rS_ovMDD8SMw37LWP0_U8J4&~GT(U8G z2M@KJv4|+v#LUHv2#l*Gi|tGJEJV6>e|a6}+uPRGW~@7;uUj(rz}unui77*+Y&8Bo z_Zt$Gq?JpU+PNB?S&5zwPeIIOhKFV<6Pv0)fP==_)gUEZti}}6I(~|A`&5CMGBFK` zjKrvxX?HX&t%exSmeoJg9=~wtX#9r5Rv@y#_J&faH1;3Cc%4T&>bVh5t0ry#UrA(`73!WJ(p9<2q~Z#J8P`e|nKi|8JKK#*~_B zORJMT+8Th*=o`;vA$6boUn0=P-=2XWdt+772S$<|O_)ffLXmJePAorc8Hr| zB{7BXalT0zI3KTR z8gh_H1*YTipOeho^m@tF&Gub=a$Rnx7dDbeMLJyMRg>k8)K$o@?r&NG$BhLe+|Y4P zYt2CMPs9RzNEZF#tA8!Cy^Wu+xZna2o*sSHx)`gW7UEjeb=I1Cdihoedp9mbx|J`s zl}|X-tbJyQ7%3;IG~5P09sB?obg_7MDqAJaq}eneXN>4p3O#6YTdQwRqyvPE`zc$% z4bwO(CwKi;`}O`Qyt~AKb)R4!j78PAe_)B*V&3I2X|hrJOt~B^!}4g>A3kr&cei|OwSY7s*6)y&-Cdgrwl0mDNaMQ=<5XNf~r14bL`D$ zG&t$cPZxZKWV7UbimlLIO5&{mz1L3R|F8N2BS8RKr%#&&mCTYPS;jWs~~#Jpy(13)Xi%_ zM3a%blgV_onZ<@2{b%g=ztZ4(#+!MUB%O2+TpZWh@IGjuq?`PV)fcFFQ8qIZ2zDQ0 zoYx1gf4%_>jsTE>t0Qk<4f#Qb&51W#c9~5T0)M}^89JFJ=gv_lJ|mi|=BQ{vLg7qc z>A(R|Srfl6DhdhG@4 zHL0B2q;i3M?(0?FuZz8wlUq);f{KSA^nio*ZT z(r1*j=RQ0di7dMOdm>GmSb5BpUvr34Yz*?x{qAo(xZit&JBQR6Cv4Dk!qQpq-^f06 z`KrenU{sdfSAWhyH!qhi`DR1wmK=kV-VBh-G zhT-MD%07~1OUj3=yImaZon5W6dVS@^&ngv4GCA;{pAt}=%67u+6&%Ez(O4R`EEmeF zxWp-W*7%ruDbX*VjfZqG`>0?C`XhV`VLJ8%N}*vCihpUgGqZQ8cO~bU2#VhO=Bop%_BN>;?PHzAjC#zI7>XZgA zn~6*lLV0@yE>ya&jB4v(&Lr6Pq`h_1o5{1g8*)Y(%bsFl7cS?F2RbrTS zv%ewbIJn=FDClN4ln3m^oYGn@4ZGRE5Z#^ZUoKMk2c@}ZoL7aV zU2ilL0sI$wSS$jTp{`n>iRC^2xKvZ6gZ43=i!6LD3@Zp0ifhHoDd~#sreTD5DlHz4 zZ8>wtsr||E@TgeXY?@+m<}P1O73c15$ehg;1drklP0v>bE{NgA$2W@s20+t|8J809 z#tg7-Vv7i1GZo#;jMs+rl6VQ-?cG4+PU%ZtG8cqT`WI%EoxOyp37HEbda~0cyn4=u z>epd+>QlWoW*y>a)gLg9>&+qn)MheSP*XG9j-fhmfH2!kM#9OsWV#$+h7U+KsP#f; z#cy6M)3Zil|(YM*(7MMQ#?coP`W+^mFC1j@9dfFzJRH% zPvZI1=4B*K+LKfm&CN79{M{_;@x-7GVeu`4r^i0C%9(KcokLDGri0Oyv(%OZAAF#p z6o`JY=t8M}c9OV%n;^)(ae+JAyY!^1Vxhm3)NrodfN)=Ck7G@@Aa}cjv%=-axnzgH zw)+^t!>#qkOHRs3go)P0>G)W0fg5!JuO^bxKeLtuYVpRr=X$=;+>HS#+v#{uNuzL` zcH?=MqOb`3#5r5cJ8U7#HK38=cwUv1qJI0BYPYN3@Gi^0z-H!LfN#Zo6r*H^w%V`j z8TKrc3!jOrml^WG_v9N%1_rKFFhhm|$4&O$DR>k zhdpL0F}^ppM?!%7r*~4fo^uoNET-7q=<~4i%`VZ>bANS>9qrc7tAtO#K{>@d-N*mI zePp34wrlNZW-OpvOMI#(iIOb+(MqnwB17Xt#m0hLeddNE!&Pr010=bi-U0IGw2p=i zsvyc0Ti#|G5zao2Yrc*cNCjPaZVz3q zm@b8+(4@1SEdb0pwYRR&rZ4AY?P1{J8uz^ZoAWLA>Onzui2KfN1w6_ z?B-pKT+Rzb;GJlbg%{%HO;x-h`8OE)rqV!P^pmN0Mog($xzW2kQG-DgbQ@CF_ z(*DKV+`skTW5NkDKrwH!q&LH$<(O%1Iz~{Bv}e!bn5vq57F&}GeaXj#TYArGK~Wci z42{8!m`gZri0n7^S4?>xk}JzFy;IUhgtKQ0=~&sxG^XU@?F7#z%$7Z4!{qC2t=Bup z7eRK3ENg{Fm3%v{kz?>&Hy8J2G0kL;l}X@+a@0MA2M91ZP-$tV`u!|RE6LP=%EdvF z*Lc#{wDao#Q{Jyg);d}49yS22@)y!?ski*0Jd+-hNnKda8v)lcTBj0)T zThWoe&x5Zwe%rv*C|s-_Y2U^Zi2Z7QSfZYx46ElL#&w@o-o1#6TYSM#cP%yd&~8 zeFjkdapEB<&@-nlmmpHS1hX|w7FcglmtfZzCw=WM~9c(lGrW4)hi z4o-1mhw$WW-p9Emog!qY6nnEI7BqK>69o(L5i9AJ9nB63Q<{8m%~vBoY;A8%%yagE zg=|&&CwGy$s>M3o^E>?&(hF%zm4B-$5BQ%y{`COtqMA%&FTCs+wLaXmdbj&O3ePW! z=w}T7OS6v8?JpAleDFQE>eBIa|At<_lyrvLlyhsqJTLNPB*{-A)H)R3EA5gwR-*m4 zF&NKhHa(eoO#aI_r}b%GB*sIR=V|MCuosHP+W49MxR*yph0hvZI{%QEVe2Hx$D?tM(XRy6GVp8fx*ppqxgwYe(gO@gv~VrhTDq5W}C)r ziWA7O&w=m0#AX>QyekB&#p9iF@et^|^f65oC;Dmgb|T+pX%vL+UDSDKWo_Q}oS2WF zv;_g*)+C}dytJg&dfvrukjPjtx;KTv&J%76W=H{U1ZD_V z8XSi~I!slvw{j}?lbwVsWmk#bI+o6lmQzKMO;Dro6XvQImjss^iLIAo9OX|; zkVf;WBqO*r9WRWA6Qf2QMWmbwY@LZ6Hp>Z{l|J@ikc1xxrn>DN47TjR$}5Y;XuaR{ z$sz5};Av_0E1xzqxbzXkUzmWP9vi=YI{d|+izVP@R0ekyn7t6E9E7n|L$d(_+TRyy`@{cpPg>uFgO zUkZ%~ckI(}^2|2DCD`#yCQJAqvWOz#7XP#>5H=loUq)a^FxMbVQSP5+<6xZ+>;c7G zxK)|iHOjj0-#MVoq=UyQB_t>X4(VebNl1o>G&6IQRbq^kCt|^1Ab^ADTpf?H$g|V9 zEwFRDmC146s8^=NYiSc26r30wO%oB_OUBkH&us7_{dQ+z9Rv3XJFRAGZ!s>zAdUgN? zKUS&Fo%q4rus*M^@@y}J_~ez`O2PRhuTSL}&mM7|QOfgB+(v^tad!jIi{N~WgKbSVGa&dp@K|s>eEGh{7?7IS z%w3<%mN3hEGytZ%O&6N%x97JJK(FU1Huwp7be$4?n<nnW1QE&7c&*uz)WPW3D`IN7;njOPH|Loa(xp_%E z>)YUx_Cp+DI-k)sdRpmMt96_98hVEtRtr95O{Sgjy|C=}`YHRpYxd3iL8X}RyfgZj z(yv{200Mr~|GXe|^jQsE3~a9Be4aKpU#zr_G)})(yyB>?F&D(%Dvzlyar5L}g{?1& zC7{@&JH;7ZE2Fkv^C7hr$Iav7`?F7`;ypaAQ(W^kO#49o>|b55dJ1%V)(jLbhu5D&V_Kl0CA#` z;%}y^ zR**&XINe^j)v%@N?7t&<=c5)6tC`e@a4N#NM0aYI6!ZFymgo06r}6E0On@)ls7s-- z_Ee?m5wJGm_<`$GEpM~r0)obJ3f;O^JuoX75K@ zgt%D-3*p9(s0YK8e2c)`+#KsxZl1|(cD%)wwM}<+p(frZFon*B_GBl=P+^B8Tk3=P zI>NCd>@Kj$ljR0amW?7qOW<3iJCKtm|C5Hozk~(^T}Gs?8RlL`Nwedw%Ai-_eP(YF zO0|e^y-TgjB`ZW5eQJ>LtD4TP^agd?z{cdCF0LGrSU=KP+3p=KWf3mrKHY#QG05qQ zF4>0&qZz*FN%pln^q5Lc^S?Um^lk22e47WQBeKs_9`0JQ|5cPeQNI*@ZNkHE>MHv^ zCi%C9V^<+G{*IDM#VrpKXsWZQV7-ci=<5WXC&Y8L;n*W>-D(9HfG-oql1ilDqU9JZBu?fHNqb2>jyT5YQ}80IfpkrQ?un~8`d;nuSE|5c0UL6_oPkS;!2x=Ef|D;t zM_hI}L0N!3_B##4{g#MFW+(2Oi%5}Xaov4aBRPq=?}trBPns}o|3qmm!FlwB?>VpQEZw zI?F0<*#jjMlt{pv)KLqC+I)sU zSTgc|=_4*tE)5_)Ly*GgD6YfKi)75s>U;#|8>o2dHV$eG_G|;U#|OBl0itG zWOseL(wYP%pLc8Ue8(_F&ZBY;t(7fzNyn7!5xh2*OvZe?GX`%7K*TjcW3p z_O;sPV*Jk08=NLS556F511pkX(jF;k}AY!G)KD8Nt{^p#riyxrj$Fv`3+s{ zBGu{k(HttZQ)AEIP7~bPQ`?vt&s*_rkza1UEXgM2<U84(&)z%TlO%Fe-FDZfGcSKH~Lbk0@d~c5u!p2-W5uu9>%p{M(KjAAN zS?Ba9MD*1Ql`y&YdpbXv8#_84z>AfoIhQD#h2=xkvF}|dpT>!&^1>bqOXvO-RV(Gc zdG6{Y{TZDgxrB#!QqG?`y7b&N?mU;VDbVZ2W=n|6E-5XPXTUY)netBkFOQ_AL)YFq z?&j76Y!6BLCwjTG^s2`L_16{iSV|DHt>v|>%OJ5U#bm$hb|f-{?*80>6$5GvC&pRn z%3L(UYL7>8@v-+5D6wDwnygUJ|57+0>^0Uzkiu9|`b6!I8HeM#u|eY3m=6+QppRcM zH>8V&IU1^!dHkxuW2|=agb8t8H8FvAn;gWKU*?!l6(rd?@EV2nRC0oEeW1wrb zrDxWrpl4YgFm(71UNx->&#KZ8{V^|EXV#HB*U2T{X2s>0RAkEm!!xOPAtC)nCE>mo zgGvSxEMJZQ69FS@yMY<-Nu#-Y;CkXKb0c}B9`i@0dMT@OC!dL#QNuQo$2cK;!|3T_ zWJ1QJCuKc5!Ni_@2xoj&`2PUFMgLf3Fj&vuU0YioNs^Nm{qOb3nA;ni%p)mSfcNzA)bTCVn*l;(~WS;Geq5SmL@O3d9qW|oeRm5EhdK(-4^Qu zwo=x~F9qEvwI;qc?d7R-(}C;z-dm1AJ?E8(wa|1fX|#P{F*MoWh{`sK>#wQ8aZCd* zASqk$6#I&ueBN{TE9pvoy2ys@>vGd-(DA-P+x6T9t=w;q z^I*a3aa4|6$McdrsRm?QxIh{(e~Cs$sscfstrlsvurn#Uh-B`aVj&?%5obf&=~fdY z=erzHWmGoN-ZqVBsztI$J)<<4{q7OkDaNlsaspbkiwYIqcb}{K9=?ZC-8oGo5(bk8twW0jUltGiP)?_Ii2BEzht z-L%yY_He6%x^fGFzreqKFSr~HyM3|2JpjFldCFawJwZ1BpZugc)i<7S8+UnL(d2w@ zU+4s0O!+~in~iQJ-0JMTruR*8D~Ivty7av~DxBk&CT#SLB3ih_btxmep0KXeahIyZC zkD(R=Z|G>3m*&hD0v-17Us2DrHc!Xpv;M#TKO!of56GjC6T6e4Gf_unt2R6ud^ieN zv0WJh4)z0q*^#DV!XBCxGoy~`0(^kfLyHgz7XHQwsX<1akX@63CpJ95L}v1IJPU~9 z40oTPaSH;t2`RGO?(oM6b2?KH?kU`##sHM4v+4S>tw+>0>IRk7mkck(>^g1iWD!jl z4~X&EQIMVA;<7NxbVD2xvX09)4($p)gFwWo~0U z!%4TK(U(nu+sb}W&Pb;cRxr|TDECEagPYCiXxZ8pu#K^c8eKl)E4)|YUsK;2yN&Uk zmcgfk`l@rTAKZF$_MHEE-%@hV;tl{LeXoZfclmJeDaO@>=hWvrIl|W`LOn8ASO|D* zjiI~-Bn&cCx79(ZHU7#1pG?%S4(MpEGnJ4Yk+JwjM6R`s8bgxANs7X8C*c~93%V zSo&WbQ3(s>MX`eV+*RX%x@%kPSx3$&)<3FU3KzzdDHPz<}~X< zl|aJfG+-p+1*ckpOZPP{Ves?E_s`_>C8G@_b z7hL(h<7R`%hRKh^!rbJH{=kW{l&`vxg2$f05@UV$*bC43V7mKTm=_*plofq#i0q18 z;+&5?y@CqoDI(fCv+X|L>F{&q`5>wISvAP_PAfcQd*2eQ*+4W+am^U%JYwWzqk>no++smeGV)QN1P$Lf;0Tz zp(s128TJu8ATh79`yiAq7CgkNMxj6tzBV-7Z2zWv*0{^#GL!I~=Z=`18M-xTY{TU` z-rqBNH7wlu*$uINj*0~juZMS`;TkPvO>;|P8z;0+ZDQ*(x3{9PNifB@`0|$l&YREvI2zNO5}T=dI(8$ksweNt7K6`0<^2aCjWX{=?NY;_0?7uNf$_)kU%FLCr9n~rm z(TD44qE2=Jp*8E7@e;Hq^A(c1sQttgR9y&PrU9~{Q=g%H+R6BY({4ATau5+)c3wRIas=LG$;jg#mN$_FP)moE^NeJlZyc`u zO3e*7HNvy6f>9H1Bh*@>q)*hCejtZ)|Ag1Pp4lMR4aVf%uQ&TGMxz%rv0AM2A*B{CA>6UvZTR=dEL?qKE3ta*G8kJnx%Amy+9@-m;iA_pT3;EK z`|U&X=fu2DXgy+;A~eD(6E?l`@~Ni;)oyW%S)Fou*xx1!yhFqS3$4Tg0{CuPZUCV6 zr?5N=sjrfgQymReTrzQ+_sjq2bjLA0xR?4x(_9qBU&IpM+YYy8Yu}M~<;ho53e}@s zjE<&WfoO0X&F7*h9-oYE@M(+nT?Ck^$7x}($cymdz{I>#$=2n_(QaHZ#p$ch!#Gfqy)_4vcMysL}z^=9me zIkCT6VvOo?dH2SeTg;YzQ>N>}GgZYlA8EeEZVa)%PnwUZa8Z<439`s?S=^s>hS0c_ z(dpjm4eyaP9wPteApQS#?{J7DkmnwqzJ7@c|KoNKusuoOVG2!Mwo=_Is4e_@Hg1;h z{qoqi^o5V7I_%G!NbGE~+^7yqTt3%$J~u>s7cA5R7M;v*rOP_n&V4f9qQjNuXj6$X z4FBpT_OFtBch9>xZDft4dEC_6e)F&JA&*L=O-P_=+(QmI$z9>rtCKWsz(wq-&!Jb1 zSX!#V?X-zm&&EIEjLm<#pkFhH=YQ4Zo(y!}^DlgfBeumgeMx`#-uZwpVBGe?P2H;( zx=m1JKhEckb}VhN7mjf#-pSTj>sd$&X^Qf8>#H91gF(QXDw&rn6Z} ztyL&a^|o=!=LHLJC0JqVqjUdlLS&}a9-+x zVqqjJrs>W&4|KWilT%*HK?>)AS0F8W+ zn+3zQ!IHrk>#Di0MAOYS4$E*GniMOaFB@1clk&qX7C60K%*u?--etvmaRQ5bdRm`$CjEc`Gvcn}FCd-!`~G!WHB9f?IkTO@ zU6s;Pq1FWTz`jbG)gQ~cw50)V|JipfyLmt{0dU!R5J@}sv4?eS`}^q-pqI3Lv!53 zCWP!fq;)MWdzTLges?I7OOLp6w)bkyS7SHN;~QEbr++DGo_5F^>72myY44Ar!gbp( zy|R7u_kRF<4LTwR=!dtvNeBND@BiNCfC@zJz&e1tO!Hi8{d(`Whhvp`OUu09C}%jT z?Phw*rC*jll?>ULGKxfzUCXo9h@sbFw^u4=Je%FcV@{duqhjBprKY+@H*tp<2hLJO z%069@W*@)ZW@qH?662SS_^J*4#FQN=ua0h~Z_h4m#`$a6*e6|uMcH7)&M$CRXH(~! zp2z09xV?-FQCb649@zGhKJX`Z9v`@kxRi4suAhPX6y!>_L_K;VWL|jb5h?r2``(#x z#&Vs*CFC6X>WVC9ZJq5c?vW>uovtw%zSO7g#GA@&DGg8Ho>^|6oyTBoso!6zT2@fl zZ9gKQRNqmaNNef)_c*w4#hSq>bSrp+^?m?|ZS?F;{d4C`i0-MQYuhM!#qdu>*lWcc zq@H_H;aD^X8K&dLmii(W%14)i$MK94gL~cCtoU_(K2#feUGlhpM~@8uXnK!sb$s!) zp-!v^MY~$b)#L7+o-?<+u#Tkv0o=C!K>{Y$^GTFA_`B-PO@YKVHUmjO| z&s6QPk$I19KhrUV>vRnCtDT_wv8X5#@IvU&qXabK6q%(l=h=n*F>W*%XSisaey!;( z$<_eDEIVfd_+pv7RPuF}57_BovmhHq4oO#Lb1K;^AhvP@r;<#*K#w;tu_ujbLeSog zNat|_iuN`VX2642Y1f`80C-6TGf+QaN(>aWD|aYv#! zM4mlc%}g_W0B)45rJM-F0`RrVHOCB^&dSxK9)#-5@+eq_L-(!iCGO7r#8!-~ay9juZ@HBEaRG5n$m?n&cL9($GR-wEizmRR;Geo-fu=S)Rqo-duIM+I{>*e;wQmO#64RGpmtta2Vc;_HTN7l8uoLE8nT|9IXyJZnUx zm(|MUb+yp!0;FHaG}W$`3aHm zDx1Rre2c1BmdeTqkWfnJkBHo8B?{zqAoqHph-TCTe%*$PHolKJx zO>zZR;>Cd-^%HcxP*cpbq0J*E9~@5qCf?^Sy$ff0C4GT{H|~Vgrm%!@4Zb zrEaT>%4cg~v0&iy`;P%;yGgjB?81-{m5cC@;Ja)Q5#P$%R-xtyyoQ>1&*S&JLRJ54 ze>d8S-26<82|%Utz*DJ3tTYPSyEI=;TUXKBUxt5UPp^p<^GGxn4yB5=GigMF7-Ddq zVP*T3=M-t}NS5+c29XUwQD3MmxQ+^nbuW6A{#x7)N1YlT5B+{ES~;SjMAP%7%XvYa zr+A!$_8@sQ3B+JL!GlJMGl8O6}(LsQFD^Gh-5bz_wb=rHvQ|>_1VMB*D)_)FTM| zmSkC|ruW0&opG}dK1V#BA^eQ_$rlJ(J5PwY$yVDLCZ!5QlGym^M&b!e^;NOILxKIg zfq*Ik#AC7g_2}4fhijzDxvp(O6Gu_GL9I+iMP`F|DF|8qF|f15O8DJz6Qt;q+yb>b1(XhxMi`8(CB4sOj%F{m*M_F+xT z#^Ti@?Udlb&k+eo4=oD`ct)mGHc`vclOq>DvR)~-B=9KuZrSv5_RU`(Q{4X39Wg0? z^UQZHm-$3AUwG;f=rv|9#`Ts>m4nL1AW&)SF%#SN>Vt)x6Z5I$`pmDw+@IMzyyQ=xv|8n%JF>43P}%@oJ5$Mb{02x|J~i@aXfHg&pUZ^IOPRL zz8a#^On0qm#qi6M1VY+sU-`3h$48C5FMg%2#B_XZc!8yqa(y4}&s&#J!=~Iwpm(4@ z-BmC9ty2Ei%^#bNxE#E&dZE>0CFNUm)3d%pL3hs%O*WUJMF7c0-{4!#A%ktt)I>ca zER$I@9L&V_9s`9-jrYJYv@J9BrBtHKg?eFlF{&Jz}@Je&t<|$tztj?wbt{6%cEq&Hlajg1usPnneq0()qu{J7kKAzW+%} zfAmASVCt=H;kj#^@z}Gc%I-+z81p{> z8~4{T`#Q4WyB1Z849#-s{Qim0rtlCI<0f&n^PzKih#*N&w*WAH;F$UZQTL^)uC%7!ocXDHAM z=CwuRc;|n`z}U8#%+uR=8v2HmXdyt1@{K_ZruOAmc->yoIw;UNX!*H&r)8C>ND8&| z^_6_ur!O%x2ro@jKMz&A4doy$7^Xk)JqY`cXl1b>KcDRz;@nlo zyCB36y`G-;6tM~H&%GGjP6PdCD0y9HPk9E8s}_$1%dsJT>-&^jUsVOm_kYscrk8fV zo*r-^&48cu2^^e_ut$31c4t^$dC_=icn7-!+uajIW)p3G1PiLz3=m<*u1EatRU^hx zw@QBh?(2kO5qj?T$#$^ZiZC6w>fdh)Tmd5vkO#1`yE)amG4OZn;$*YDn?cWd7;M7$ zJY^(_RW$cZ9_389tez1y7;Sr99>MvZcpaKnym^+c4ieZJ#mO%@Tm3+y$p6Xa*>)Xs z@jMPXeh`x zqt7h}rpqXQ9UH^hz zBiS6 zQ!^HtW3mt>kK8#fKVu)JmcHaSt=PMwDJ+yT!P%-2M}(f+J{9J^)7FcQv^88dUJi@@ z=lX6e?YOXxK+aNV>}kT9keTX%wj-c2z=Hfr5uMJ-guo!G9%w6ir=2Q)DjIiE_Ue5i zRoqH~+@I1c5duLX207+P$Ct4hV#-RU&2lW?mA`uzI>}1yop3vzY5J zne~WkYeeW}O@+KPy49L5&9KnSg75_hn8pdevN>bg6vcXF`)&}Esql^2FmBy1Qx{-g zp}|61BC&Okulf>f*y%ccy9(pg(}xaaO1a<@Wf5^7qUhnQDTT#Svy#zYHq&xl8$!9> zsf)7sPgc+-qi@YIA`?TOQP^TV2~k=mZD)0>e7S<|V|A0r(GR8AyJY@8-}<9mm|I#w zl;CVUW1^d+!!=Nur%e(QHh zEZU#?Fe6(X%pTCH6N^?mt1K$IwwOqGDr=D{+vB8tS~ds2%h)CH5kEdyoTLA#sJvd< zgEeE*Zg5#uZS-y8a>P0nm)jFt6h|A`w5nq*(^20M6@Zr_dS9VzBenWAME{>hI|L%4 zouzH)_(SlbLa-I9Nn3z(y{JegvZ#npv!|Y2(=3(s#9A>=7Wn@XeE$KH7(KA1=7wnt zNi;}1;1Z&%qxwP~rGf6nRDp!^tUjDoZs;i{<=7g=Jb~9!vuN94^T}jQUXJ%tQhdXV zlwc+6=fgzL9FX|-lJ|+z#eG{U6J#8rq^5r!Qnc}JoE#bX0h~gW@2}@^mVWzfp+7nF zD)Rh;I`rqHck`j+;3I%GSldzD zq_84?W#V%+BKneJxq{|1v_^^g{V)kVA5El+YJghv{J>S|{MQqO!F+~^b9Z==KWjR6 z)ZZ}?-kZq1=0&~LuQ_ZfcdV@Z*!5!nfLD=-uL;yE(#zEq?13gMeD)VMW`#fblF$pA zYBmoE3saiBon#nNzQ4uR8Zil+$sKV7Y)8?1+j&1t)OszStNA&QhBCht< zmCMIc6q>?@aa8!O8=TF?OuSH)9vHG7K_N^85ER#XA2`htuQu@X2lY6R?};@%+BirC ziIgMD08C%?P~&3+>IHT^b1I~>1^VD+UXmb!kj{uS;{;t0gf!-36|_5cY=1_zOEClO zL-l77!u1cS2wbDZ;gchcRLQ5CC-Oew(c*OR0N7AK3|IVV@jr_25QcOjy!NeV4Ku;` zEU#h(>>4K8akEyRv(ny1#ee?loLf$+FM?aElkj(9-!Tls7B zP}%2*8yJOrV-yD0n#Pr=v008lA!S7IextcSx%NhTJP^zxSda-nv zI*m>LH3ptRb;L1i4Phd#K5$EuGKJ;5UX6_-1!7u_AG8#D716u9Xly5gMxQLf z=#u;Y2qCEH=Bh>(XAhSZv?D~C&dNybj6Q)X)Z^D&_3Qtdr8J?-^!SB*kbw^S_S%*L zha3PqgY21AYKZ;-THnM%L>9*?X-y9KpyWZ)I;*xgQXu;*%IS|K!RI&MfK>NQ{Aqxj zIfF}#%0O&Ll}DokQ=WrYoIbrs_)W2*&mB8dapgYTb1Wsh1YH$#Shf@tdd9|ee4Eny zL7!@KuXVin`sE;1KbRPawZ1Y$qjcgSMz5p2y}SmQzo&BJMFDqo&4tpO#Y=nteilvF zExNj1V!GM!Y^0&_Y8&l;EkSW^0{-}Of=k>VzHvXHo>p9CI+ZhW8&_60JMA%SV=z55 zK%wv{QI0qIM!V^fdo~!IMCjFt(x_i*!Bc#|9>0}MFs`B{kQbwRxTJ}qn3(xz5zPUm zw9io94y`b<_4{rn(!|{^ZGi?%G~zGIk2o);+uQf7=E@KF8I2f`4Sm;b)|jW3RoWSu zd}XOoqinWCcdUpJ>(33-5RR_`b1xa9+Yp6iXZ?NEuF{Mne|3(l_AI|fiYW*_Z3h=G z0E_p$Qt?4RN32g^Mm5aC5~k734P(56xw1MAMg1els@{^oUG0l=$aikhG)J4v&zVE9 zK4bi~GaqzSCaa*7C?+OTFb^iiNtN?dqlSc9_angm;mPFE$8iX#(3Tsvgq=S1 zSDz~OwHwzz`(Vxg;go=qBxqA^VWKA|Te|8V)>>l(s(8xw1pRbj3IyF6m4z-+@UhXX z-O-fRed?n6Nr?Krz}Go~kiY5}M<1{JvUKa-{p47SB}-;^E!9@v1R$l_q|0n5`l9Ir zRh2rb2?*$KwOe~zsZN@3u1Xo_1%M!fBk&Lqtq>wlahn)a@&Ksulhtw z@Ap;50}1`-#3Wk+Yp(@P;s~}^t7L4!A2b5OuPFG41awIKiY8(6`eU9VUXd?{tM9_> z?X3@-tDNcecvx43Z7dp4Fl@?7x<>So*2ur*Fh1cS#O78-} zeq%S|&lN}CSIfP}zy)Tg5`B%d%-gOr_#kzms+K=kY?J0Lv%$vpK33pH8s~^wL<|2?o6@pz>juq6mF^kTT7!y2#==uahwN()ZJZ+RnzQI6W7QSX zaDlPT%l!gR8D2?^b<|Q5ZK@c17&?s6gp6Gd4;hpq?0U{Fxy=u>`eYmNyc0(;d7UeJoOJ!4OWGH zL4XJDMN~qQjGn9_i5CJhM`NZEX~|i6Z*<>+Z5q9)P9pb%Mgkc2uKp|@0$?IZkPW;b&Hpv$@gP8Jc#h%O|#$V}iSf9&-tE<>tr+)a8 zLHajXaw%@Zq^H=)F}JPJ-#^_vgZ#x@tSnBY*h?`)U0UQIoLT~!!Tyx--oE@!=h7_W znKRTTDn=+PkPe=-N)S|oHi$+6*Wk$sp)A)L&ycvH7_+~c)TuV|LPF#fn-D)Uz| z!7u1Xyo0p58Bj;)!2`GQAU>x%IA14b^c3y`v|6REt@ay&Qc06&qB1Hog&gMzO$V5| z`*vq^bP63`o7&Dj)p=}t097YUJ#|J3AP9qEvE-fww60z@AH zdldHQk*>J&&pGbsdAzB)cBu;KqP>VjV@0x3Z!E!QIYFN)+yeG}4@^5BZ1xJ!3)IJl zB#l>?^I!vNyRglAjyyEK_5Yau2)HWk z^ev{g%$3R|(}~J&Q9OePhlvTyr?0AaY;Ta`GeiG^-|b(G6H}NZp`*e%a(-EhE%mss z{Vj?WQ_ZbPD7<@#u>Y(7;n1OyxV1niQR?b_|IN(Ot#@%AUbeYR{ccdy{{rBJCZjr& zs_BW07pwdFMCSF2_h%uJ_~ltiwi*Z_6hJ)#rcTIoR0sR1H2>L zW47j=N|FJTZSdRu$O)!9NluTb?-giQE=syj8jv<y?UeJFqD30eZ}zqk9?Ee{alFL*@Sn$lQAbob5bN z%+0Do9Ie}hwd-4)5|zGT=3e>QcFrbSwaTii1FN?jbM(`vnlAv$Dlax(=|HC~4E& z7tl##q3m&WDV^wi7v`@+h|M$E$hZ2yow`3l9QO#&mqORr^~my(o^dfoM^CDMVj?9# zQ57l%JpgOhCcc3pGFwjN3-am_AQyucSVf^Oe4W}y%55pU8m-Yx$q;30;GZ^@WS&hg zGs@vBLfL)iTA9N{GJU_IR~@=! zPw}tO_$HLom0;x=XZ9~?4cTkX8Pzo15x7`V;+HIvlP`xYG&#`2|CiE}d(%t44vqLe zsX9vMWiuTW<_PHW-+(Uu@1j`es;8b)B-EKR^`AN(Mkc%QF4UzS4nbIQ2Nxq^mHwZ_ z@GYsrvMQKry)rjAd43nWw#D(dNYY^Jg--7GcTCmm&OQ{{yVs`5GYd?_(N^EJ1+IcS z;+Z7uvOUs33RFO^FG8?CilC&J&J;hw1@AhG{dOk#Lv_=c%I>J|CM1&n!uNukzBK93 z_sCwSz*q#d@J@LO5MQaA39+Q9BM+QF=_z8&TD*9MA8$WEJuPhMr&|TB%!>wE3vfD0 z9^kiycfIL3gnpgFMybQlUMYk+*hdVBh9Z7plxfGXm6$iY;$1Dq{7&V~vsGqz&c*MK z8()iB-IiS`^-CCAwfTjK7V7jnyl~ zW;Q=yCS+So^hsdWS7J_Y-*yWxpGIon9ozti0Jrz~owxcK|`ZTilWi4HRQxR$aD zh}1>9zuF8_;F!0|>E_K-9~zggQY6*`jW_0SJDUgf?_JKi`u*4(<4+97PUg;7+pkfS z8v{3Gqf#iu#FC+uzb!xHpFKO_yI2_~X%;fNwvz)&Eqn3WmML#DO1O@Qn8l};5}RpI zpgLzyznEtJ;8X^xpirLdf!a!&8ToEYb-9oN(b4VDk%=?s#*Bb?A;%myU9WLa+J?w| zRgwo))1asjPdn`n_L!ApOX6{{$i4O9h4#X~ria^!R*wL-ulMojQJraMiFB0&(jHdd z|9KG=Jg%>+1*2YHOXdp3kI$vXrbb_c{T$)5H{}YeuN9!A_8*h%mw=^qHHC>{(?=g> z#D1;@_B_qew<(0d`e7wT`b&_3xhkd}i+({}x$8Inf%8xW4^jiz#h5B*9+uBX?vFn_ zF$3eGPY@*oj{r|!nS}vUvWCpgM2bCB&xfKZKiIyqXQH4pMCqAn%;@(wpr_~6Lz+!{ zyCSW6A1b%&ntxh;v)~@2^s=OXMse~8(A*uHYF93^C3x`&z)UVrx=d2De7=+?cU|)l^e0(ctC=Nc;f?vy2+8js7C&3>f~^lr3=lfuHZTAmzlBxf zkHN$I;1VqkSP_9JmpBpaXO;P%-E`R3v*h!gWSU235R!HL+g3D>wZO)vBJoka=6G`2Jp+ zrlW0Awbi8LlEa&7uI7OoKe-N%PX#mKguK%oLtYryw-wf3Pi41Ldc=oIacD?M$$~@B z#;&7~<+5Np0NDKMeRkAeXg}I9)t$I#)o zZKg=62OTnrj<)vPJ1ay`<~WkiUnEdK$zOYcQkk&UoZ(bDWJgE(M(QFQRe~-lrWMea z`u%HXkliK4kD27}q>U--<_N8Xd$tBNUZ&Y?N%}9mylxP4-%?fKTRIw%WITE%+=sRy z>5YBi?{3_BBZLE-?u0cwOsY{$HcQlx+1&0(BZMs|KI=H8af=L|NBoMF0+{27*;nd< zC6d)20UPZvL07(@NuuX8kARo2YaanK=V0{FKo^K%Rg}8HfjdT-O-8_pZ_d4BeBKa%Ed%`mfdFH&* z?#`UoOF`7YX&Q+i{?bx2nnvT5^?b(p>$F?`Nas57jRdJ(gWmY22A+IW%e!XR#W-$l z61Sg3_y*+ztPi9*&5eCe2UBjSfk$OSfl%!8#%P@BLeXixa*eCX8P#vLf0RR&Ui?I& zg@Q~e27l2KqyHJE{%;L93uaiqK*^d~TBBW7y1;iW_KnCs0Wzetm(8!(smNHWA0}aw z;dWRG{FMG0-=jq)PbkCZLwfOQKa=w=hoi$HBVeE2Vo0@WxpL4%0VCiOD}x()w?Jit zpLB!C=<4Ut+r-x^k%U)sR!}zoSF`94Hh;Oui4}ar8&MkEE@w@YElr?bab0x9U=EBg zujo!;I-PU=aE4QJquHhZK6hqbEL6WP@a0@Amy=cZy|xw}S|SY|lKu>XF;!Jugu(_^ zKKKH+FXn{tClI|*g z-aSVMc~aSzIXW3$G`a;PV65wfOYAT@i$Ux<^8+*O{y}~^sTq{?`@&YX538OZBxyb1 zB6$_99Dp7MGboWhB2Y@hFZ&V*TmO=2AucoQHKc$QsqQiI236ocB=MAOo_~kN31&Ed zCo{?KqZu_otRgdvl6QQ#%;BypGgg$a=EW)U%>Gc&ycuW>6#_IM@w}l_xPy~x3Sr5 zoequ7!-&{VX=)1E<4($gFOw{d8m1jx0j>yJEQUSZS#oE^6~|inTVs#CE2*6 zwn91pGoHrNwBMo~%DGgduR)fhPxeffy?-2QUAVLEbu_Kj=ySJL5Hqp9wexkcDuSxh z@FFNqc<46CxbNi(ad#Mw81JI4%fyA?MK<-6`VU3Me@e8Ud^LddhoZWaU#zoDD^v)S z{2c|J2JSH>iYW?Eh!9W7U;Y!U z)U|3ohe?y|i#1ijFT!Ckr>$V_3n?P#OXSq0pQF}3uH0}%&ZNZV$$XcrF%bQt(zKJ>t9WqCW)uSDhnCAy)dhroB>KEw) z;_QuzP=4sAH>3>eK2mWnO4v*3V7h$6&zRW~%cP2WEsc_3h|5#<54hyn;z1l-d6+`l%fKiC%3V0S63Fy{Xq!_XTu3Fppzu z4b{7XDr~BP>OQs((EG{ju_V^;qWK0U1;zVa5dWD+>YsscO5JN3u$Q_?o$&b$x8 zFS(ldy??Rs#YU%(#-{yKdC3cuF8cJMKopnSzSuDKAMFME*Ke^KXns7`Tcf;Hg8^MN zKUJUhvYFjP`YT7C$_YWW{Bgg_9&`-$-#eV4JC*FvV`LQ(4Z)P~xd)HBYLJn6zK zlIejla!Z}4{HYgg&MA5xn{Phq?B?Myp>RO696YJ*nMM^iQlA(vonrlaL4wOo%P;tXtEVyU#xz!Q;+z0VrEA>qtuq}?e>k6|4iK`7ql1*t$fQUzYOs9 z7v38S%Ld%P!Ky(pu1pEn#3HTHXUsKDEmj|_c=DIjT^@+h?zM!mU=tC)onKe%%|V{J$n%aHMVN-Dj4O_9EYTWDEI_B)A(LitN%~uH^rD zO6S1y4*LZC40p6dmNAB}8Hp(A<261AidbA9f?j6Su65R#xR(^LMS|YjNb8^9FWd7C zUYFC{)x-9qLGLxuVblg#(VL3{KBxiI?V-CMJx|0^z@IYj&ikb&Y@@9BK>U`3u%(Pl z_BhT=0wi)LGCr6K^F;#726f%)v#hTuBKSA5Z;v z7aswa%6dF6Av@I$kAN-B&uG2}j2bK(pf0bnM^2%MidxWQ-oti_w!5lR=PiFGDh2O| zujilOdW&xLkqy^*Y=uBtxk9aC$Jga|$Y<@1G$C(kKI2IntuQ;&#SbUI;^B+C`*dst zZ1jMkA-9(oMRV~jK$x@Uxf!IrsC#i9;}MWyv=tAsxcbtxv1$+51r6azwZW-G=RNA@6=|N4E@Se(7Qq6i2doi&d; zHFUY>Hpr%_ymkHp<7;;sT7%bpQmX;QyR4*qQKR;rL%;Kv5W5)8pJh@(nBqA5YZ3$0 zQgd#=l|x_tQP9jey|!OkLL)@xcE||d(vX(8$M(EEv}jL zZdb=7^L7w{Zi69=f)-gxR%?@{{M0#;l3&_x06;iL^W=(e$n)TCt8+He(Tm_WTAoj!2q@@tZq!uI^BK znjpM0dPx3GT-$>c0h&KBUSC*4;^{PD5j|sKW%h?TEdQ+Asp5!00P01xTdp&H`jB2S zwZ-i?R#Ekssu%7Gx8eZ^^|$MZnnb>ML@@-X%6MO7G^9}ZuOnf~7>MfN!qinIplI7mg zy@tl|tX_Al&tN7%+=_l|)1K7yoUssVuDNMBP!xQo#~8k>ZAV(&Zg>u@H5TM`O8nPe zaW4S&0LAMx&d6hJfQGPjZzWXsGCm1VAFlpe4eEZ~zikvmyudcx0rvz?noMjp$oS#P!T{CwRYRe&_HT_q*fi*Pu#Z#)_sC!&rbb>1K!Z(USxG(%Iw#I2IoJoe4{wHb#EqBtt1g>-C|N`O-qQoT5n+r znR5LC2ZBm1H{xH!a(2bh1$pjJayUH#3}-6YsjXt!q9WErd<3m9uIGN^lkjQDVwD2` zzF5O?cr6vma2OoMH0(qFGZ6o2BxI%qDmk9%R92~PATM;hnU0CB-#WLna%TANMzbzK zApeq9pjYp^SV@V3#V(TTx7L_*#G7FRWAsXFwF5iuA_7V@MmMvAeo2~_YZD~+)nT{m zH~sSsjn2z!z#W6-)H$HW`Alq0!}gNXcvD0JvcQ$<0J3H%I3{)-iqwZuI<2yuL_2xORRszNjA=^(}!(nqg*6OJ6PrAcF16_JxTyALwUZ7*YAxvxz^qZ zq$FDaJ+VJ_S;Q^N`X(s!5{=Zv_b+#qrD_j0e;skan;FFW&w3tpd?) za5=bL*>`(((*JJ20YYc%WbGNtXL9iO5^8c@6_)*R66O{EozU^6E`6=gR^0O64BCo} zlQb<8$d#VGxBZYZh!;B0-0Rm<$v?fxk2tH! zR%pE;1Fx2|2q8v6rK!>o0&7GAoHoufV&H^aP{I?9ux!o4imD2_5=8Dfas> zK@89CX0K|P#Gh+-{;YacY2)ojQsG|wg$^>){8SRsRUoM|98$84*F z`WOiZ1V69Q{IbY2jDE8aEe>{y0p{8#fZmH#(*SK}!FKkmXw^%(07!s%&VDp#>7stR zr3w!G{*7-p5IsPe_%#6~Z(us}kYpS+W+hA?`p>lvxK_OY`r*L&)i6^b*SUg@hbDon zO6ma9K%dVM_{repG60+B-cm5#2rWZC7?bzQ3&0ULC1}6T6 z*(EXCY?;#qKI|GVj7r)R!!U#Fhc-`t*)IG@eO^QEm%141^}-ybK+{)uT`u-wB30j+ zL5N*|c~}&@bgjMReXPWl>F)MrA$))CgtL;CYQ}hMB|2zB_krz0)Rd0(h?MjdH}S6- zJ-a1o4}|+$z^6_x_nRc0b}ARTTdS=8<(PY|8*02&;EpD`yK|^ndl4gAw%)xPG?{W= z!I;nWhP4q#kpFk(NsXbHinb_2w6Qp9J#Damml33PviF*TE z5Kk$Wuok-*v1;WPPMK|Jn&#}FT>hE}!Ya>;(@$_nWpJJ9PoqPLEfV4-qlpX(hpR-N z5ggZE<{Z~vUV6s55xb{#>NmGjX6u&Udp8ss2doNe!jvoZz`P0u3X!)kG=HBQvK2{a zr{hM@JtBd3IW2(`3-oi+!fK-SxWZO7KmRxEKA9o9*F9{G5tks#@2KZ&;n#vdjq?3# zvUPk?A0IT@a~O9jFuVQD=S;J4YJC=pT$1;xvXEYBGGitBtrxx85OlknGv|kOrG&t) z%Bybl^?>*D{F{irCZK_|juVass)+Ia!zMW^TMqf~OlD0la@n7x+WEeCVW7k%@>O;R zhUu3LJ*nv1xu8py30*(Fj|Qj`j6Y(FW^6WvWR_91sr19H*l}rn6{d3)>37~q&b4`D zM;r%A*DsvcjD?%RPruCqqU0vI z@AAV8g>kBsH*=ZxoWqOuE%9lp1!aj$RUINQ*w%Z$zIWP)StK1KQL!jmbVRchS?cjjMQ(+lkRybPU2r? z>!(R<{-E)+kw^-r<189O8V2pLhQmj0jW4E25(GA^t$w0uIxFXM#o6#1VHUlXIEi{k z^!{SkG9i-UdvqiB)H4Q~=9BJ5+7_*9%tmH-sO7(itsuftpTH6x|AvOqUH?7# zS*n5e28M1xME(%I+r&z<2^@-X;}$a&t1m_e=IQvXr|e5|vd+CI;Hy?3%ZuZdN{htu zpF|t4OEI^zV)wVpb!oWBl8So-N1Rrj+-G~n%)(|PkQY>(>oiXVIuBL*n#5J@rtgFh zyDiL><}*$OIZ6UQ*0N~<%^EyhuQ2wXi`{9PMQ?A+8%;8JMhYa15=)r{K6i6Q;Zrf9 zDe#t^htFS7UWq8!Idx$}rs5QPz20FJVUJGE`x!~mw@5dC!Yu>G)QTw2wy>Q_=9Z-W zMP9`q%b(>ef`Y_(`|~(dpK~7pgK^9DqOaZT1t)L4#x_qX9McRYvRl8m#DGTJZ~Beb z+dv0*0)?I_95F#^FFWTGwALkx?U|stNKQD60$vQ zcVc17`deSCWr~*K;xQQJA}^GsF0xJTG&66ND#Fv_l>e!SAIw=G#+>}9>nHtkeibd) zC72j@nF7(L4sfDmGy<2arunU%MEhE$Iu6NiKKI%kSAY@HWKk(~ZB3^i?8N$T_58d81sI4;`t2OU}cXXXn1^t&z_ z_aSO6N6fjx;WQ7%u8#n#nbA6^(*t+$?kowfo;@yOdz&k_ycw%vDJD%Nb#lMDzsnxP zzL;NG0M?_cP=#dtCXo2PJIs=nKqfpoV^8{rfst4YvVA&W@L2`xt;HMA4}VRCX-Itx z>zqcd%jFgKt2c31ad}QWkapb{ zC`kK1w=DD;jv_`1ZYty}n13Bu<@vq&CSbqk6en_z3L9CXzGqKX2hsS45Dt)bV23v7 zrCqu&1fOD(U7VI+iP4wtU1mVO&wjkzbF~*nCNghwRkEY{gqZ}let9gk&oD4g7Q(Xv z&TeJ`I~!4P$#?`*8W=krORBf*HpX{8yJwE9GA+rK1CrQIXak@hyuQtD{u4-{qP{kb z6EzEfyR@KS(RZ;uyI+O44tFMXMF!rMxOwjv1jGkA&msAs>;I|*X81QbBj%8Ph7gYj zyGx6E)FKB@cT>Tba>aGx22fl|eeA@;{(;AKLHH4C#Ap-@}5vdC0o0 zaUpn#hN0@CYd*q@lVE$uLUWraU9h`@z_ryjFsH{dV5vGL%d|qJRLMDY+cS7vz%wz zfDFSq7K+K-iG6jQpa)@w3MUnr8*&!b1nR)}u^L_8Fad(b1#!<-@Anm)k#YG}+9#e0 z92R05IkS?$e?REYAYw)KQ#oU|&PCQADJ+9YWgJho-04G(nH!fPr**|UE~myXU2B<2 zIHuyRn>Y#w@8+M}%<=EzIT{qVK5GyrZnbT2W6}MU$=f9U-39EW`d7UjV;L^I#_zwm z2NBjzoSnE@k`I5kMU@P)7QGMB9(v{*k&)o&V2JTnt1MTqpo?l>B(cy>WPSw|RR>0* z>v@NZwkrH_)T{?}((WAx-R+oWq7TlGoRAgc`$7+(i~q zd)g=8em}E#>iY-6sPu1nYPzuwX^)BGmN=NK&2Y-|p1PgMftqz084NHOT{>$^JmnFW zs}GuRoZW{x)eIle5R+m|%jFl^7~?s+KsgKe%$TSV-xP>RIY(A*ol7133ZxrmJZ>;# zS?>n3>YTS@PH2vni|r^pb0Fp%sd;EobX@`7+o*U@(|th22$x+8xHc!(*W=X;WOH4Q z@mc?S%$OcA6n(~ChD4)NcB`zi0c>9-llsiz#C)s^+KzJ68n&oYHG3dwG~upkws-_2 z*q1Eao!!i?j}F0A>mp}IU#>R(^eX(1p8c3OL42;|4Y2e4)_iLB%=&mCV`SfCxlY7q zS&U$4UmZ-nG0;Jze<5_$`A&;+vkqj56l_Vl-O>kC`aWDt#1lF8?mjx>WA zPUsQCimw}zt$~ZjcVn`|lUc)F>`MhU($4Xqz(Fnduj_|==v|VU>358rp3wqUM~T`P z9b@c@+_q5mR(&Q_xb$L>IXNDIm0v@V3hhvW@-qhpD$)$Q9s(uv% zoDvJ2D!ewY9}W4c0q5lDPgI4-bfy~P=|-vl_{i#CLwhIhA9r;I(XLa%k&-OUD2g=x zq!m5KFsAQVpUsJM%4=_kU5CjglE2vUJh0X1c{|u3yNC{5xOV1uN^bG0d1|lgIOfdc z1&$C0KHNZvOX?sb+P&z%CV14rvwuZAc1XMs>;ArP!(5Hs^iC?>kFZw(i&#<(Kowj$ z>@T(FX}nT+24?*B2{cius_XAkKUr&^zgKHy{QJtXnUelX?32Y6PL?t9-B!q#x}b*e z0%13W0uSNrF7AcDzKop?aSJAofZ#JImtnZ$*gN(EZ(iz6uy8^-!Y@t39$12Tn56v*|gc{f)@{A#N5 zfKdH|3dqLpQjn7WrD@R@M}0$-Z2wGvpPSTmK($F0P+#35rl;V)iSrk2rX0<*n>q!B zfkmEpvLzFFmhDp^kAM-*SKT1fR_JhJH}q|i`3%EklA|{i=Hh2X3RZ z+RWRs<{n^YDmK3eeln=Xg6ixFX+-cnIgjcp8<4b~^JluHaM(1+fd_TWI_O+-4pz0* z`02oB_>$2?=I7HR8m2zG?dp%zvn|vM3XVa{^h56p-9XRz6XpUt_u^#+^K8>d-7g7@ z%>?`V0f|8-N29?A3RHW^`D~nPxt-=qd=*mNG78^M`zrW$`mC}}Kp zO*9I^f+Tv*RWC<2I}R5sJUKhAvLL_v$dq*FMUUb&0T{vs+Ez#sFl-UvBErh)Z zya5kNKI{zW@}N5u$&OjQUvv3|K%sMe>mWM!na~@X z>|FccIa_i#cRi)%v@`#R8JgWo@*J5C1Bx5n-~}Iu6EC3K9iv{J)F3|FN9(VVB-{*DC>pYJY zr!j0;RaI%SS|cbKSBU`S*o-!0k^RHSEX>)#o-XLhs6v}`WY8uZHsqVlG{n45-k59A zHF8FUw@sx*?!M3T(e+o$qnd;mz`4WqQFQ0SoQEC$8EhHLn9AqQ!HkhU2PuZti%;MzehvX zSdY?!Z0l|UR7t0LK;3J0uK?6K3s9{KV>{9YBj$(!`jdyNA8)<#>5`pQ=@O-wK*ISG zS*DghKS&)b;SOrr$}s*q87w5M5Z5Ton|O(@zXo@Mzx9q8t=Lx9j2PN2g0bcpa0E}q zIE}j~#fHXUO6Ot@6=f3rDfk$}gO!xdWeBFn|MVIQa+=4`=zm?rcF)S($1m7|CY3v9 zx$3Vh=q|--qnG-vgL>P zNFSFAlapy!UG zFqGYa{zHZSP>E^vW+={SDtqJ=P_Zi{aDVC_M(EI>2Tl2>_K}h$cmmmvifZvzocgxY z`cc74Iv8JyhjZ-FFTL_WGMpgD?qD zLK(~09};4W#`^e?x3BRF=Hs+vWazmYRPU9UF1qhVGS1$aH8%dhmVpJoFE5xq!>Il=V={aBn6f|OAZ&va@|tRlwB4lN z8KQ7hwb-|#s`kiko)bEBD;;WDrQ$J=OP~%~3uMkovEzvMUe*>uAJEphTOrIYF+0Y` z6`t?OEGMRnswutk#Y z>+c|VrWVt?Nal2Jb**oG5#z!ox#7uonf~xWss6h3;hOPtLi>BSKECm9o#3n_?jU#qtH@SLp-|$|2UBpmvu3m|c~O)Q^kF9wUq- zCc463QSONb#w;)V@BRDkk^pXHo`goT!)kvtC|KT}S3}@wwfVm0W{nwgs7w zCsKS0_S2(XEyOh)97-KTejM?4`s|&!`)`ye^yu&sb-#$@TqYh z$ef>V3f~&{5f-ptTk?&0$r%S+-;st5vzH%4Po0HjWfI)$a$Xk|GG$a4)K`ZOzZ>wc5SXR0EcejfHZAPz`_N2MENpolJ$0xQH1}L;h0r$fjMOad8TH&)j>?Lh zr7dDOhLI}m>Al}0iL&Q0N#9f)4S5CNq^iT$%1=7+t$sZ^$?%N5r%duWq&;);!Tg8>Sxq^dO(`^u(r=RviO!393iXzS zB05@;zhiwma_GI54+4em*&+A&sbUV44|Bxi3|GLLDN`F>=;zYZXa?rvs7WQW68R7B z&%3_heRKFw_2zG^zx1VT&RAe}1mNsQpdzYmMxi0~dSaltm*=m`MU{U5N&e@}f<>yy zIqK#|adpMApXxo!Ib3Xtwm+Ul!3ARrH$*R@DkWvs9VMM^98V7^wf28a@w{~5%?X!n zy$-Dy^Dq$3RnOW z+OswNRKz%Xj9G1}vN1#RGK4B*M_(x`$gtIDh@(I<&K9eTiV7QDdi6a4<0X;XmqavN+C=@ z`e;pGU+#joINGA=dG9y|HK8Xy#|FO)Srecg%~PEpyk;o-bYGEq(*(QY#$D~J?#Xo2 zGSt3fi0#J_E^n0+-yBC4=K@4M@O2IrMglOLTO=bY)h<*IBJ>WIcKF+@HA8Di`O!gu zN1;4Af18a?;(p?9GD|1cVzn0+!$4y5c$d5@+o!S~BiR_%w1d)RPRF~fWti9)*2%lO zzZTzrIAycylXN%Nmh=#%5*gzbH~+no)w7#gkH=r8LNKei$e%d;FvcJ$Ol*x3U!+S4 zTU5u@yeRs5OR2EL8V{j?>-=Vo)N6$98G7O^o9 zc1?i{SHeHhVipf((>Tu$|JbvYTqTeE<=mlON`23=ZmEPHCe=xva#Omv+H-M@pH$Yt6HhYF>RSq=R?zgmkZ?|i@s+K}@3>i<7#e(I!m=l< zEX1_3)pwU6eyPlrpeAR5QvJ5iEpcN zb}z)BY3dVgRKT{X&TKm@rQ`_=s#_i0!LPawWYZ6%>?!2>!R8RKj83*unsP_o1jvc) zmH+Gvn^b)0qUNDVrDuJ+=~-jcXVg}O071fmg9bhI{Hv^Wd$w)=mSQLVz9TAUNQ)Ov z_1&Z|+!jh#FSz@I#WCP@Y zVoa+x-r;gtS#m|j22Wc2x|DbzkBW{VTM1f?7eUVdGgto$i)~|in4M=0xyj8%UfF>s zbnbiV0;aycOXd@qk5OpPL+w??GvnlKp;a|U%(*Nc$*^(-Ean?AA^0}^lZGn$yum>r z+vRv`zQGki>h*%c$V;r1Fe9NdQ3KeAZf}CmKD{CuEG;=r#>c}OA@MT2Q!OGdbX@v5 zKK;!Y0Y7J4KfyfJvi5qA4&Q;$gIUJi21|5(xya4qa~s|?Wn~czx_$-d{Nizhp=qLp z;j+VDW!TPV>q?Gt3WV_^_NaB$4@|!`rTJ=kdAade?U9p=67vMVxr)~PdTm;%;AJWC zeH{^`dseYzV@D=uE$IKk;g3(U=}FmqlYw%hTyFyi1dnP-9AYpc;8QM+spv_1JNH@P zHFH=W(qYn~38P42G*nQ&U^#oM(tLU=CX^~c#VCnbIF@%HJ7TG}Zv?eCAW7dTQ0ji2 zQNi3z7W#0buJf|~w682?CSnN#*AsRiBhfluG?nHVl0Ex8O;TyhstBB*2oY!E?L21( z%f?jwHBWLY)?b$$VPGS_jnUFpDj_zM{;9X;%|BxZ36>Q^>D;OB3pISp?p1!YZ?|K) zRwAy%s}~WEATMp|wnAo*Wwvl~^=wu`yDh#t3NBaG zfhx~ja{9BvGaQW4R=uA@mHe&TTw9@UpT=IfK^v#<1m?d6^yD*BzyxGoV<+`feUHA9 zKQ9Z@n@y1-b3MI4#%hfeOj}<&RfUC7`kx22MImzqUa;e|q!ftx(5Hh?R@wvjvnBTy zpCyZY=vq>J^i`J_E@UUbynj@v%fpKcV<)=I(QxEe)O(*#gN0lYQ!<kNG3zRBuF8Bn_ZG7^ZkyQyQTng!4zD_nz+>LfUCN%TJK15r?0&!F4jf0>A*u=n;DVKrT;*aJ?Z0JbDLqVdNRx zRihF(h6sz=t2h12;&5z4vwseJ_R$Azk4zhvv6>n#qdK=KZeXxztysKV{`o_lbRrtB z9#oRA_t(gXD}Z&)o<5K}-1Qpr;?*>XML+kYj<=gtG9A*LM(XDA+hA;(hFyD_|j5meKxeqNYlxB#bJw%k57Q7Aq$wiUm zG)D_|OJez(1VgNyOD9et8%gJXVXdu$u63e|1int!yq&3GSaoyV^Z{ylmixsT+-{z| zjkX6i@oDoJk{@SpZ3d?UeZF2)A==UH6A&Im|AF7L@AT%F4PEd$gC2C%)EgD~c{$$X z6>-)QQ}Yj%m4v7R$jr{I@8DMUf893dcAIJ);s*4{GKB)%sOhf>lX+58ox%BeGKwLS zg_DK+XGaX){LGJ0>EX34{I2p8JlaiN@&|vIe%8yS5Yn+ckt&(;69Sh;QF<|CV?VLE z%%Z@Xtt3)$+=_lXS%%+q%7)RLCEo59YNKZ=YWVC{vau*0BRhnkV{edEXi4 z1VFU=AI8RE)yc#`C-6S<5ne^_0%3rpFcsVR`W=X_K4#EYChD&!IF1)Yu=KkE@!I!I zezYHU8o*Q=+C!H%!Ui~57>HW9gl{M9yX12*PmR<5VT5I)(?kotLAQhtbHRt%v2FXx zwlrKPaH`*o&4$5AP>}R~ zJY2{(7To7*^ujrT{mFA3`-_M4-sdajrK(*8MNXS~O`QBPTjvPgS@RP9PPeZ5jjw;wVZ(A6qlW)VML=(c4w4vVAYEKuq3UHzX zxqM1ep5`WsslB7e+Y7c{B>%K0w;8t^CA$|VBeVrzd!yubvZ0|CJS=`&#Ex^qI!X5; zaV3gHf8X_iKk39iwDQLzWe|D7c^UM`Mn^!>^$(o{Vcw&8)p=kT2W@z0>GfaI49bQD$)ofs;#MKREufYQla%rh@?wInW+z7@#Xsz|1#3V zR3q9eOWx;n>}wT$fmGLJgNbi{RixNP*H||}cQdbNFv!nAyZF?RFYy(cTR2*T{}iiW z&qBYpF%{aMGz13>@x=C)Q6xEDoQMdM>^l}6w5t@%q_f6*w+suP3-o{`NF8{OtGL3v z2iVBBACHXN3Fx`%OW%7LXF zZ{mzdbQSGEeXSvWL!8Bra{5wv*=ALSfZD+obIe?}liXf5BUZv{HYrwdvQQDI$Lofu zB4Jk5WTJ6fO9}0Ws+o4u*d1s6RAK1@b<@!&sTSmGsKw95f07%;)N`!RGo~}B{3?+A zTi%cb7|BkVlO#RrpPZgf5+Q<#YAu;6{s_4P(oqbyu7)m!8OBwex2hkEDG9&LPvsGM zj;^)zt6c#U7p-l&5BkQMT?ZETGIg>=xkdDrju#GDp(SAccWjbi`9ujsnkQ6JfYk0z z=?iXD_1{4^eapCg(ORslUmAEM_D?q+%EJZgTHb6PnbNIj`>)DzSlD6&iMqX-jPDhX za;D>#bG^`ahsVl39VB{*nn}1CFCd!_eUn~;xjn_&Gjv|^#sYa>S$8-BiN|UFj&)Jd zP9tSnZK998@tbUy9L#JaBw5~$?W`dof=_8MqM?tveOdCIi9~p<52w)Ayr-?xeHsF zY{^lRpO$Tui}$H^(QT%|EK~6Q76+f?a?Oo+su8Jhg`bsqOw(UDjWJp(^!1*tdq<=T z7U#bneT6Qr&n2f{6+&Y247;X2D=}ztO}86lQHCti!WXet>QN}I7eDf6zpgNTHRZtD zU8~MsAPdiq>-p*hApUQXuz@Urzo!}yuSAq)Fs(0i=eJyfK*>QC)1GciO9LjocRY_5 zLnz@ec);lV*Px`Vk-whNdFR_PoUBq&NU|=?_ESyMTn1UWgM+oNN zXUYJkbg6u0k=c+KwENY=$=9vuRJ1_VuVsnur>S}4Z{*-5tC=->uAN@{N>Hn*uW+ z0B%l^WANCWT&O2=8gY9x)lZAH6U7BP@U@8bTXmmu#nZiw0b)Xk0B0x2+S0ih6%Sng z2%M~5`aAPyWLN39=hE2rqDUaY&mO4O=Van6C2(N!d*K)bl8Zp$Y8XbSE%loTfXwSV zUh`a_gmZ)}tkGjhe@lEFCIjUEl91jOY{e64iK8NxBb!VhE9Km9Kf+luk5_{q-C5>BJ_HXpr7r=v?X>fgc{ z#pTnDM){&}mC^>kfpNsSTcr!)WLzH&4)0xlQ%aX4@+ca=)-OO24*E$HPtoN*-@p)|N0SLL#k_a>()WsB#X4Ky$z%9h{_ ziJ+d&D1PDTW`LnfL6@aGDnvkg5x^L#ADhlF>b~QoFrZ;xwK_?ezhE1~dX-N_LD4Ifv z1|EmE>-s58@*4CiLP;M?JZuu8(4JQl?rVR-M|EHK zoX6V82Og8jd>Yprr#+hIW{6pI*Jpid$6+|+N#~pUTmsS8fB#|l%KgKzdHqJLGH8bE0n-S>pB){!GNXIegupTXFb<<1 zgUiD$Y8Mhai&>m(+D?M5LLQ?Qs_cfkrt8o})GDvX1T>CNGoQE6VMFbY(Hl)p{=-$7 zVZEglW8srp>2bLg%rY+t_8MrfW$PqZ*aC}j8=N3@FQagv-_oTTe=NuFjVAxY2p8On z5wFg{^1WBUwU=)hj}h?>2!~tiSjS%;CGBkE6hK>n`dD4IK+fSEV|Z;O zOnY&zD`4#Ay^u)ZSrDeoNDt5v5Tp5vy-~WGg>dLKi&ZTu1c4 zL?)Rz!!9`fyyW%AzE_KMQTzw$cl?c%T3&#{xu4NK6x7t7r$*-o8tkofKm?bzp3e*d z4vm<=Flza1(aB3sg%opSZbet9d`;C>4`PbBbSD?&rbM@<9}+19`+3L(hKYy@PoY_e z)aR1}c!T0_-dORhEyIa?-Z*`b2yu|IVL_s^T-BGxz>4fUWl}h)(j~bJ{UP4e<&0#* z7bN3%FQTrYw->l1%#;E#M2)nhg&9ApW)65ISF=s=3bL<_B^{dC8?C51D)?ptK3cUY zv1=x-SPeH!aEd+x3A2rxuU8GNXRsNiY^OfCZLxJ&tq2TNk}e%jKmV#%foAFxJ2K9MB{U<5Z0-E@(k2)-Kcul3Wc!RvC-K48@;iytP;@>E&VPM1x5U3FfP z8$v-qD8PEnd!bw=EqPEL-=rue7w(8rxnSU4DSDkfK?x{)H=J@&rNlP+>&PZ~4OG`o zFc6Ki=9y&~r4uR*MbP{z&KfS6t4=${Et(6unI7l;FcDR;gQ(;zP73k>Thz9-sBFpS zeFOX;iOnk4HaBYen*a?>P88BHirA{+;^&lIdNES8*4H_HLv3+hzKtbpf=wxGrEnl2 zd1@eU)%O15x-~2&eQMQxPu_i-lXIXvDXUeRfKO|eycnsnv06{SMw&NWwC`a%r|*P^iPWU4P)jZK*Px&BWANFjguyXsAqMZ&l$*uTA{wXG1Q?Thi%@|EbsTFapuznT%MUk1}wq z_T5^dUwtapB|a;7C^GD1o$^UXs6VA!n^;5ShS9{Pjbyg~Q~!87hCo)9O~`C;U4IxU zsGcUw%Z$xBg1zcDgxCJ6dYS0+IcGSTGinjcv7e$f8Vi!H4g?IF7E8e`*8}s)adu z8Va!m-fM*?&Kri2(-KEtegBOMq}N=!><2a+`iD9e!ge&w_h)~GM8Ku#n{5|5KKK;~ zUm0)~c+L%xh?UeRvNnp99h-3OYLIo4sFoP69W&EAD`N%eM<50oXfS3iH>xq+*BKGqSINWMK#`G@ zHO%bvuaF&dttgzly~T?zw!XGo5T)tw;3iU*#X9xbk}3NO(syhZ=~C_pyqX3@2P zICt9_3%L~8Dpf#LrVfxG)GQtkbyqjc>vnHbpB+EY(2v(ZPj5hCUDE_Kf9a>}C)YN^ zt?5qoOuO^LIsFzPUB^MtWP#l5w?;2Xe(snze+lU%Js@KUMDx(`J@-wjp4n#F^qZ@q zaeo`m8=8n`)oDkO#*zB-U;w_Ns9~PvxF6VTer@fQWR7()Bh6hPeEyD-w4~glq*3|j zCE9j-r`6)^0^$67+bw#IFrq0KZ;fo^xA8^8QIMwlxsm8$^A#lvOxIa19!_&Q-&VDI z8fg!%*5+W>NB?dsAR|7okF8zMK%OY2LL*jAqR5$mg+Tob$gY}NGb>_7+FOJNni^@UUXH?ZyQ-))A&&m)dJzP;U38;c>`>$F<;*s2UF3_BQMe)!swc(hj^kbHNS6Cq(&!p@Un79k`K zCU?x8<7)d`$~>#s_Th?i^5F->sRIcVm3|)ZwZ+s&wTj1vRqu>Z8&X5keC<*Ym^N25 z%azgJR8Rlq+(x{c0F6b}#r}K#4e9+TeUs^ct8ht7`bb(*DOJB3Px00zC3;IPBM`oh z#0j?&g;a8&fbuA#LzvO9;_@<1PeRA-Io9Yu4Dafr_mJnM2$9x?-H8#gWu=cDJ(X8h z+8+F)NZ;hMKPozFOEE5`m#`${Zdu~m^>cA=ZZ3;oZd(kMREUCc`rb|#wJRFI5uN(P z5w)hcUFe61IGI5pAmnD@&3?Bnv^dQNCucVCfvqQQy{Kih&X*Ku?R$HFr|Ti7Z=p{V zR)C?MjP{(vicKBN{5(I} zNFhEmgv{xyXh(b~fy@&R#lm0%1*9fIrc=zsZ!3ON51Ibi(i;4#)<0$mt#P>9l&yWJLekpJMLu2YYevk#q_){5m&=jV zX94OsxVQa>X_0Zaj%_|}*%G3_$>X3a>!3lBq0WvaDwAKebDTsL?~QIW9E|*`J0}K9 z@9k=JG@-H}l-tr;>sK=O99f$J+8RI??wT$jz*C>Yb)=#h^sU_wbU>YckloYBKj#ZK zT*}vfJ9GT|VKbrgVeYAaG@z~3G?jfC-EeauLuyRsRnEJm{BiqOvTi^SbP zScVdXpsjc4Ol`Tr#p!v(9Opny(Y{Wd3?Sr<(b#4#1&4F)eQ467fG<~v{(|r6MOw9h zgSM%=#<9>B3DRa~b>IMdJ|t0eIzg#3CTBZd3Z2d!%KsYlR0!T(NedQxq1 zpMxWjh4!L%SpLKKz+N#)%X+B&Vxd#^N1nEaSUkoC<`&o;xD9`HsH_QmFbO(-T}xvR zybYK|Kl*ypfY(*VZ*Il^Vf^JppTaBWPP))ZPB*N9xs>#vd zn*GD*r2n5HIo=W+)y)q|2Ha!S{=-;9D~2T{6Zbm-5emZ}xhl#;7;!8J1&tWb>WBLr z;Km7BSbR3U#CFDz{ht=;z7hGq;zauevw5{HVSPn_RgFhhQ0c4A%rp@&7(e7K9`6K* zBMvubq+6>}t})13=izyg?8xgCTU~w9$v5G!_U0>DxxPmR4Z|0PN_JEpq0?*Z-nwwe zYi#xNCpk4t#(u_!?HNhJ^H8G9N|z7hGB*L5Io$%&0l)n$TIa#S?p%dLFMf|N+YK&! zNw`med{Ipxr+^VRQPDPCTjXB_bR==`EWukIj8|-8A=6TlwKqsw@E-B3C};_yVYFCh zZPo0rKq^F!wHR|tG+1M?0JuiXyjrt%_8@iv(GGprj2E%~wPCg07nE#Wr%`^XYELO! z@mi*WCG^ng=vCpvZS~)L3GiC9jSJqulmfY>CG{)2{-cDW@u`I6`A(0cjlHGuU{&CT zjb;o5ztBgPDyD>#kCpa)utB_w9IdOJqJeDtMk|(v=EK4-0UQ3|zVtfi?kT@@lz7g5 zI>MYAJ}cy;$j1`T=%xSUOm5S-W|8=nk)B+5-!Z51Na*kZTl6%D?;4-PI(G1NCOqLxc;*@r6nX!12x@ z;Kc4*mH7x>FSN7OJVoD^<+3=t?ORESq3N=r)TEJg{eVBuaP8p3mHxbhkW-a=M2Q)G zOrwNIv61W3o#UMESvq z^a>ZRqYl6;g`RQJwlL`cywU^0`?W74K&Tgmm#f0nOZ49<~2Qcikij=s@xe->a^Cf}irMRJ39cE!HAi?+RR z5272$>zCBDelUqcdT{1%8f3fRR^Pe8McE4n@x+%+is$%dX-)O+mrQw9P8E9b+YXkD zdS1sy@M)ZBfp`1~j)~8)WXJZxpp6nlHT`}iMMZr*C7)l?-c}gmWV1>V;E<5!(R7OnBoKLYGEZdkY^Ez@l0W8H3H;3+pa{nuxrj&wI zuw){;d#M1(Mh6???M(G?9L;f`j|+RZFt&2^{onhPCa^ZlaXHj|Uu_MP%NYT)Ygmx9 zy6COXS0e?%(>p>uL+^GzIRHFVp%U0KGY(_bIZqksQ#mF`Um)$hnsqZlQML8~svTl9*eD!x-cq+!~jg&zn|IS1TW{rmuAQhNsc zQGGZQ@WE;p#UYxN@D8x*?o>q;2M^S0W^r}QKd{TrXrq0Hu-~?q5eDow=RKec(yc~! zMXEFvZMNwST{R`DmagpuDJ}@jZMi;LyGSJ~iSW^DzT?+D?__Vo*0=3A5Hp`0q2oVi zR@*`tv!7b~lVQ}3`{^p7NYDe}_tEL2c=psw(mXeA9f_w1GPzkF3pR=k$+ z3PmG+B}kVWkV$UAMs)?DFqaLq)EtxV^{e`~&G4EEMY5$eATQ zMEp!7)A!q;1Af9@JP3wAX3Zp%k|4q$Jm9&E^MM0hER3BN!{zR<-ADUN=4_{uEB_dd zUupiw!J&{wpIX2`ozg6{V_gkBuxh@fW~D@S?fnTQ_nl0&lbsvO_t$>2=bC@6?#V>ZF361L}>2!licK$bd+BFxaQh$OYgk)of@lI9ndx;UD~!f=KRLo z_57VI#pPB_=WoUOE9L7c(3$3A`kdLZh_45C0UGp754e5OT4Q=+GyA@e-ne*5L9Khi z_uy(cAU{#GcLghEu>|F+(~+|k6OemJkYb)?&m2eX*zBLT?c<|sN;*j}33-&N)|?EZ z`4&tKDj2$FubP7FTON=4X5{6ROBD9)P%bNn_K4g47?>V4e(0BIfcr;|>f9+!H6D{L z8XjCH{0YWT1o_nMqAB-3i$y`E;Dahk2ibkH7vXUN!n`6!1rK*vM!ra>sh-K`*T&Qr z!WSnHYP@@YC9HealaD9u{km{piHJH!v#utEw84Z^?mpVB*7Z+*^0TK`-j~^V5l@h~ z4xOXy4Qr4&kDFVfy`6(O);rqFNUa%el$C~{+JK|Ow(*qw$PjJh7F()c^!AXF1p;a3 zbF8tf5t!B7KFvV1+T+@h`K92=vwP144g?CS*ChHUsGcl+gq6`Q()kiP1{ai!f!rII ztK@c5@GNEhaXYzv6d*c6O%3(eTWy1Jl-Vnb8Kc-RBw#1O>|z$5o!1o_4n;@r^c_O2 zx}*RDk*X7JLI(TaPIiQ7KE9-bUC(FEv~e5ECiB@Mz8`H`qNjluUV81La}h;oDq`Q+ zX`UtWq9u~rvk1g+KI4a|KWlbU&^BqUHgJE))b$$GSlx>wO&Su)!~wp90r46uf#4q+ zf#0)5aMUJ9gNCasW_`vw%>#1Xp>WTi<$s>FHfnYQ9D%^U-7xuUyV;x~ce7$6rLOb- zC!wmmGE0VAau!J6`R(ApxbZd~$s&$IjyP=|9s7$bds{0y6-xnaAF6HNsegFIf(!zy zi6(u>D88D$-V-Ey+Nf|RS%C~Z(r#`DRp~B!o#FNb&GymT6iCh3OH1YYZ4?PjGUC?N zC)agGk>7iPJ>WZm(+VbK_2{rh3vd9o8G7WXZ5s-2L2%{qw7q4XHLtkjF1oZ*H#{Vb z-C}E6$|rnausY;M0A8^x4pUpgNQ?u%)=;qA1yWSodvUFLi6zhZ;-PU!cPw1Tg|9#G z;>yx~iJ3Bn{*Q6o>lE>o1@7Ndt$$QfM!N=AN$*OE7;UmwT^mB{ouF7_*LKEb5G%}m zyDdmQ6|R{tALCFp5zQZY49W4juU-cgd3dOmlSpB_#1JoS3f`#|A_{exxVum);)%CR z87}t)88;tv;_Yd+h@7Q8``wc;F{geZus7REc|6(xuP1K*J@VV{iRxLEs>v00x7HQ& zeoHm(B>y%0RZF5{-@|I;`l0?^tiZ7@FM90z9K_9N<@U7n^d?g$@NdgB1^vndbzR6w zvZH+U++@1>K>&@}E9DwC?^C$a#l+y3fVm#4mX@gZUl6YV^>YUm-hDcVKFQwjdu$*m zu37WKL*U);MVc|(^$K8UqR{REF37OPO(i~;8>@Fah`N;N%f|1h59}qq$M#8|7y9|T z*!gHXYxTBDqydrcirBPoz6p4z2g8hDHF@o@p;-k^!>*U%HKo>}IVhQ*OG_;uz9DHn z0NK^LpDIIbbWt9wvrT_;69tWkhoB;opFnN({%?|?c|(>|b&gBru;Jd85gL9!ziIhB z>23gw8M#2caQc`qM~2$XdecLE0q(7UxhA^G0Vq>Z&PLaTBepUX>=rgvt|K>X9~<@*MaJkU*kss6#&o7~^T(|Zh#l0vg){7iD|A$<0mWQYPB1JSSY7?p zi7kexbzd}H3b+zT6+2E)3_Qg(`(i*sxaxf`bb8u==lCP^Pjgy2%89 zl3Qk0CIP*-!{N_>ZPu;@?q4qilrTlD*7-K;;RB)BVKZWX;;zTN;)4v|4g@`BhTYpP z@kVM?@)ABpU#%chkFP(E+Z?`;a-MA~i>^Eyj=a9Vg%;_-ijGaQgKX?R9^XIplK$l2WZ+m(7PR*5Fx#|!2 zyzX-^-H9B-G>MFrAb@gQ@4G&W`|?wM93`ku`~B*5K*c)y@$bC%pC-iCSD*SfDS{ow-5>@N-34W%KZ|6z0+vAZ5`Xb2StCH=#oonS@_p4a~{a#QB)Qi9Mg z9%%oQYz+TNw(=R~Xw(c=4Jrv%ZiLoWV0XawMZ$b~PRag%1)`LRwi#UXhv*v4|NHbZ z=+>s35FJ^f^;*%jliULOd7DfQn7Bhr$Bh;=&C0SyQTKoE;X<+F&|g#!`-cHejry!B zwQ(nXF!K*%^I6a|$x%9@`2&VTzWWIf)eE=`_hb4&opJjy=np&L!vWwS8NBy-N4N$Z zrLzEUu>Ze|gHiPKtH}EJX+&kZ+K@9K6e-FUNvDkeVcbff)#0kesv)3yO)fd0+Vnvxw!)#<+iHPro8upOiLbZpTrZquAp7 zne8;<7ec05H z8hLCCxs|NuAMHN94l4UFP`$TnPc4{Cg2g(%2So+aC#78UeNMHT+Th{3phWAdYhQl`>$5zQ4k z!4yF)_1x%IiYghY6df3g=@>b-e5b&;<0YUD7{%w{{@4m?jwQeGHEE}GErfoS%R?vi z{$UKXqVo>N?3YMG8&CW8Jbix~w`Fs`MIbN6-Qnb_M}Cm7D7R*<)+*n}uiptC>F$Ol z&v}pwLf0<}9gQ`O-A|+CK^qhQFkG{;lE4dO*N7Tokn+Ke;hL*s3D&i&Htw1iphee; zfn{g|@7zoGFlXGPZWb(cm*=C1j_?G#;E!*uc5QZMg-c^I{)!mHtHpQ>s0gV3gQVn~mVTb1)`q!~vQ5}ces}ohsE)2nv=~grGsY6f_sE9s$81-G zwYgp%kbn-U{xa^w{fcZw?A&^q!ftfBYlo^`Uhe5GRD%ijPn&>81h}x6IZKZ>Obbm` z9>-bT3HFazz+SLNY-2LB=3+_08gNvgz5wuv+rGxgDSLQ)NQKk}3G8DT2fij;m9fkH zgVM~C5sQbNmH3tsPP;GRT3P|()=w&EM88ay19+nJpKW+S{q4jj-~Z(Zx3fI*^l|Vo zHdN;Pl`W7ZmxpUZzn5@>7dbC#zGxSxhf)6;hA5L9-kQ)g87qvQBa*gqyAfsBU;HCZ`H0GDg*7ll_0zx;WJ577Dp2e^UPH<=(TiK z4KZ?C+Q6!^=-Jyp55hZgH~TLp?<@-S7~=+v0LnHF7B%-l>_V&!@^|askIl za+(=~! zoNnyeZm%sXiv6UA_A`$DTT#(QZDUb=BtuWN&i%wmF>$<0UJHyXxv1;NF~eu#VBZw_ zztxT5*NN3WuL%0Ksat*;T8%qJh_ch4Pkw5SV~gJDGBZ%cXBPi3@&T9g6@)e;GZhOg z*YSl{0j&U3Vo(XAhwqN$lpY#mNNf5*^>Vw)?Q#O}t?k7lg)H!{Bd51*)zu{Y?NwpW zr4KONqx}7)kDr^WZBaGT)KL$TkD;=wWEBeuwsL6PhXp78eybA+HB6ar93{L-d)O*- z*mfx34AVRJGoejUb+}aiIDL#mD>4Q76M@q{=e#^`nabDhX%vV$@hAZl?j2_yegUR8 zGu(<>-CtEIr#}ffLwCA1A9`?3r+tuB+5ZoJSlg8L$}qpGZ;dqY&z)8)NeD9a!_xIX z4AbET8ihGrr3iU?+>AeJ!`UkO&` znj2RA4-5*dbwN!pidP*CkA`-;Vd$f>tRQK=HrYVO@L5V}-}xlQiZ6;1H%1SUG@!G) z!yG^ERx}z+zcGtJ;dth26pZ{GA__jIjq}sVVOEH;<1It;`yaa)0p^7G7Z8ARmAK!s zh_3-UzgOiY(XFNb%zQoLeb9vM5y{9y0k&gNBfxII;DM=V=#lO3{V(s68mpLZ)EcQ& zzX>S3uf~ijrDS>falRjKwPq|!{$?MsTNW#=;Vj~rc=40o+y3bVk=oGS)Wq0&A!$r(WKlhEL06eUtuy$N*tlY?O37W%uToyF8~D z<&xjv^vK&es%Ftfh$c~Zdfy}%I*Gyp=NzDpbq!`q_PP&3RjzFrRxzt??3&bqTdc4| zW{Er>h+wTkmbT$nX_6 zLQ<56&w6ry8Bkke;2d=nub8ZpXAEaBEr*i_Y<0{+x67QEa!Lm*o5k5_71K{8C;|m& z6K1~Qw^Y(GiCn09<@7e*JUH^+dau8W4zn=JmKx(^fI+jZcYIfLB(Rs_g7%UzRb+z5Skn5-) zOn;&)c^K!)hE*yz6deV6L3fm$Pen}hg}{d6Rqj>M7+5QXyn5*9PBxSa1Ww(Z7fju5 zg!DlCxU}Jt1C(YBU@@r z_w#qRZU6E}J@8xnF#N3Eh6QMc{q+?%Wm~stYUSfyfyYbM`-|mHXYOy=lRLGo#(df- z_pjR3>c+f&Fzat9SU60z4CjO!bux|7io3{-z+Vclx}(|Hf%1}x*ad^pB5jntT_+5NntC)R?3v0u|@0Io4JV3zH^TL@SHy44v<2HTcLeDFP z?ewd?`Yfx<^#%u8PlxFbWK)G#qgK}UQkuwx_#cB??WgB%a~GDC`*HUWI%8RhPx$|b zv9|!L<5}7V4-h0c1a}Qig1ZJMxVyW%dvFWx?(QDk-3|^RxVr|+PVVpC`+fg?cAwoo zePpKR%=FCkbXUDq{Z`eZjogs`>AVGd!ij2nWq3x0x=F~#TXYPDH~$y8D!DvmLaS;& z_9qtAg&>=F1lP;%1N;rSo3LEorZWzmH+wIUh3bVCA&hRZ(0OCubMcA5O&=3vxWYiE zgi)$=x4_2eBfnihzA6CZtA}shhvGV_ZEDwkIQJf$e?XW2tVrY4S!^Tp0lNdPR?<1o zs@1_S*?wEuC4jIn{hF@|TgCM9b}aCEcOe0U4JfMND)RjF8<5Rbdfkl91iNBu~bA1yTEopnU<%!2BW zrRxIx#QtlW(e<+qzR-F8&Fk0O`Hvz{`K4Yhhp)rAFu5JfCvEqheMzEDyFLa>WlQpR zHSDA>+aY&lOZ(hYMBg#%=Z&@Z#!ao^OXQwRs;Wv?#34uuyhd?qI+XL+Iy&Iwc9r_( zVVnO1(7hxo!91kPG4#Q7a5UB8Nrm8I8no~A#Kh z49`XJTP=;R`fkEU4UD#Iacwuxx;<7;vu%O0XmE+s^E{o!E$dzuyx(bX+U(MLZ;{td z5b$2EQz!B5_&TU{B|zt7nOISrKiXwJVKg$s0%-u=7i<&VMeP{%^wik(~=B$<-RBWTh5zJ=i&>*^n~)x0{7jS%AqDJp(53ABfioTfOh9RusfY&&B>WR61MtaN^ZR)c0<>&X}KbV zVCl>K?*&8K(#DxQo`TxQfmD>=;=NGkI>0PB?S$KJ(__`Njv1V@P%YVg$temXPcMrG zHPyyAMga;B5_&wNrB|w}C13+#xd`!+z6>ANMFEe*kvEx$$s}N&*W4_m>&}755K?tY zne7>cr2baGM(>5r&T_YUaTDf!3e6g~-?#jn&-PWZ-F7>=c1kgy;i^6fySzV&X_$9m zIq#|emNVaP=h6*wy212~=!{nJL=H8ZUv;Rfm#IxF%D8X?X037(gJ>sE#l%Tw7bry+ z(gWt7d>up4r=L>aY}Q}PXuu@eVlZTSWeHR-^S-1IM{6v9 z{XPJnO-FEi73SG^Rs~wSDZ{59Z;ObA(BE3kqlgn2sbJm5+bbf zpXxb3;vpB2goC%|#5s`#jQG2PrSp8Xa8BSwDqWL!zHMq%J<{= zIMqu%s|B;)Gluq@=WDgwnb^cD-p}8HJnxaN%d*FBaT{M5ca++N<2NyxD%{Ybe!c#l z9>;7DHP2gjnpB*l#-dD8L|E5R*5hiVkP~Ss+n#2`i!>Mxs#Y zP1Y~iwf$xnFT;X+Av-@zZgvm3$Bphj^e2nX{o+3UnnZQghH;1ratsf1TyM$nVf}so z^VfOf?8UxUjHDJv7>*IyD&Cw37Cxlg* z2%Td!RL`TQv_n4)9BeSg;51MLWXEm*Py;onWFZ{v(Gu$f0uCg zp)#>5mns&4>rc;v^5SHvzqPk(e2VjI%)So4M7~`qqwN_&5pz!qTXi$}f$2{<*!@(A*~M#W34EbpUX=RAp?NcJSnYsLFStIe$ZYBbkuXb1=Njc~8acJIA?laoC~Tty^# z9^*YcwkuOxLR;)fJX|3g-Y;M?C8HG9=LEoH@ELG%>hKHlb5^Fa3EC0eBfy8-q3Pz& z1LLSyGkL_?%PTRY9YXJ>8{kvpoJSiu;J5$qX5o{#xkFT8NrIMv8Iue{xH3vf z|F=0NwWIm?(KrvQ${gEdkBt3ZHntzJFcH+PQV|KUyNTKU;f(3VY+GY z2~4FwG{u%JKi#XH!lO6G-O}0kPqyR)rBJzMv}1NfQlUoljKr5{$1_8PQk_x0_TZ>& z4DXX4ztCi=8qw;Efv6kn-#}n(hG(l-`mE)hPPUmP&xKPC?B;8s5>mu{LFMsFs4kQ$ zR}~deWfcfzeTZdv`R#&@jkV>~Q70GfFYk<;MoD`hYjDYVZ`zcJ3KzGI&LA%oQ)3rM zFX!*qFDo9>Z@hIWI*QXGCCRZ&1#bxi8Lcr(qC=C!h*#4!JQE(bfNxiv*V@vG0|3u2|KDm%T@5kESYlh^ojK7; zN8D8pGM15kXmr#(!ZFO<7ZFEMjt%om8stHelk&GEiduJ!kw~ZB5+l4SH!w9ULl!z8 z5u;}EC*c#^^{-Y#+(!YyH@dMYHe0j(0asnnbi<#k1kRNI^^>`-P_C?nA_WO%K;=H#Hes4{v6< zcQuWER;|Qum|eZoVoEj{V)io)GzC=&2)jgWya$YkJB?48tPF_X-MfhHI0dv|aY%?3 zGPF$-dzj}q?1{&ea{y?)`;8K?$yd-Uy)B!aR6+8Q@e$uT8@eQmJ*h=*gOIWDu?aF? z``SuD3cpOVd!>8!V@c+lXBh^;pMO-KOB{!Yo%&}VwAkL|FSPU1$(Gm7G-lb3t6B{T zrl8isRZpl{VKN+|jLabs3qI@ey`P^hd<%SXJqgJfe9{YErykmfe&%l~13>$ae$PNf zu89ADM77s`M|z>?YB^`!O`xt%h?zt((*_oGIAkwqEO0{{#T5UTP5-5hZx}TAzQJ`* z^(-Ogu~=etsN~5^58Nb&(EDTqZXqH%TjQv+Y1`qP?rY?qemeObT)AN>P~e-hvzF>D zK-{->L1)IJ#n+)K0S_&RQPz@Ww+LCF~t%TJJkX4rU=+V z>H*CJ?GNZyWdMa7CY?^&V9paTgUp_6z-&st!rr35AKCKC6+O1~wVw?Qz5=Ae(_RmS z)R0N7in;q2Qj$~VLGbtih42({TGM7f!6H{w9 z^cy41<2|q_H+seiP&U=tTf}wDbrekUEgw{C*+!$9`kHsc2_w!a&dvgTm47*Rzo8uf zwe$OT?WUY_%%9E!7VwfAidrKGg^$iZ)+b&>w=h`~tw-(H_r5OZfjudULo3;miYx5O z2GF#Q*dLdj_ImlcTvX9~Xil?sWZo3Gzs5n7AEwj-&3Z$JQt9d;V!H&e>rnG2$B@~a zvT5uM!yAg=K4uL+;N46ImW)LSb|qR{w4Df80T)HBmof^j-87A)zxRW!2W)`=E-?sn zH>p3%K3_a>fQ`VU#0V=U^L71eI5BUR<%Q`#HwV55u#1y!Aj4%fMNGB&lOo)JL zFee^E+X*H;CL}C$*{ZfqMcUlv!2JWlzpNsClP9Fyvc>Z3x>&v>pMG+$;bc9OgG{&J zaMi3zXt?{-GQM`=!O-s8e@NR;ER_{BB2eEM@M1+e(=|tVSS6^F9W-mQE+^47@YzVLNfA&a~`7 zvCaWH;?nm5vzlUggr|6t$>tf(eiCWBD&*4^oC3b)0R=~F?XoemSid!F7yBSS+iu-6 zI$cewZ|Vw_sB8aRZ^KiQMTZdKkTJi^CmH>~+7zC|Co%$(`H za46~HAfLcz);*6PT;X@pR?XOZy{ew5FV(Pl5XO6ztty2)wedn+pQ&PHsZ?1EL%KN= z1{f(gzv7+CzsH%>ppuceNHeKq?x+GBj=-M^LXE#C>}4(FEVQ@#NRBeq?l+=2FQg8= zGf2>%ZwQiPzm9>cv^cuCpjgEZXc!auQ|ij*B-4FPVYT6s=T=Q!H-(; zFL4K{e}PG{AximRZ;Z4p{lEl5=@-B&#M9OfR93)O-}d&W{t+~Y)h}nUXK~=_q0_?B zHfrcSdc)?P9LV<0uz*@FGXeKUMT0Ci8-fHyEjdZC7l(b?t8r1&HEB8Pbl%#Kws|%jy|Z`9F2ufD&t;LD zHkyh<{c>|P=ahs$bn0rh5s1fX<%-=a$1)Tw6wJ+|aIR_pfXKXMT(A{Rbo76B`ynqN zAD$VGi1L?!U*z_*a9-=A&1?{%O57gJKM2SS*$eC+2O_Ypj}!z+adTrmB$rI(L>wsJ zM}JbXKtCE5d-@ci{Fo!P8THwA4Yr7E&WM2YeJOkLXYyZBhE-S;-|W+1lE%$GMmIy* z%dz_M3=ezH|0?E^ilz73Br(Fo!qwWqr!Zq9mOC~(%2M>&tK-n65aY{coNz>T3ObVG z^~rFvG^j)xFy9oez@=Zj!eA4BjrEDd$u6<;eFFLPj zF-`%`Dyq)Q3y-=BwA2NW(M=j=)?bGuvC_AWUJYC@8lPmBS9tlJd43tol))11=?8~F-i zDQ(viP!GnIJ#U#-yQ77YXH}azqiZeaZ@ii5vj}%R^P|qqw`X7+TT(gC*M*M=VobyD za$PV=j@W6+E;&QjEt;d8pNg{aRtz0@l6^41v4eeh8ZZrjNK#^`_A=D zDQOj;9c`#)iF!G*9N9%rrP`ADrn(#PIrD&xo8>HtSNVO3mGp_#ESg`zSpDe~hYiUN z8~yGpIGh|EsVc@|JkKkf`Pm?wW0l*^4G4D#O!MRpFZU8mDRaKa?E(VcO;vRt;Xf10 zb$1h`d*8AtuIKVEd-a9NH1zt3S$!1*m9pw*#@VYSro%U8#Ka|j zPuu}zcL*;0B}g|bKG^+{{cGD7(-a4sL`{empP_on(AMa`Kn2LrpQV58llqQBJEtBb zVJS(07%^G+{yPR&(P5VPE2*6ex`p4@tHRA3;{IWr;RV+IHku#>lV(YAvdnQclf>0q zFWb~+fed26@B)Zd$0^#!FvpXsghG|R;afdqE8CB0{Y+E#e3rzAjptZdF(2TDRy#)R zBvLJ74Q&oOSp|DBcACX4#T`}~)YBYr2H7ZtmWZ5>IJNO)VK{GcZL+|ulaq0GFLfuH z3@EE+O1Cf4b`A|nO}c#t{3JwxuF%c8BFZ<-3cjZukLP4l;-R%=ILm24LYG)NY6l{1 z)0~sPCyVVSc~fDQv*Dw{gCQ;?$f<9Bd3#a&m?9Zgen=RSA&!;k%T2c{V!E zny)ep)GYI@h4l!mXalTqQ%&c^$GRnL=$1<&eO2u|<|)RK4<0$;qlG`sCB{tr&s=u5 z2PH)_&aRl{JKe7IIG-xuz2})rRGb&!2xJPsuV5pLo+EF2+eg ze&gx1q)(172vH5drYk+Z9|8re?<9^HB6)jpIKb#Y`^X+(xEs?bQ-ws6DMzL9SpXP z_y0(&SY@Uhm4?Xyb9Pxe6-9^fZ@YKORMQhc*Gw|>B8G8_nG3v$&Su^>3W|Xs@K%6;<5^7L3)@Y0QBzzMJ$TKA8ng_M+3!l3O~h=?_Yc=^WW8?}uj41%0;Jv(;TcHfNamG`)VI zl3cyDO;{2yJk37-MK5UzQg>^XWCZma85za+Au2wL&Nu2Ptt>_^EaEBS*-Q?U#}C^E zD3>8+0`4xdD6p6+U_O=nO)sLETYRg@r>x46d7&-NRmjo%uvOpMo02=C+L_H2aXIs= zbsutt`i>ZjGelXK1xAT=vH8qc0q#Q9bkErQqgv;j2AAwn|0mI(EtX-|$b7#BV|``4 zJmDi3-liMFUn|T#b)wr>R*unFThP9om#(xnZ?25s+`=R+Y63L!E+&)7RRSuEVmM043~6b=EN<^1)G=VNApD7O$BV0onz`hWgWu5ascP z_*}Z3X8%0eZM1(~b6dm*H@x69im~T0!D-koNh(aI1sy7zg`X>@Rdy}-bUviEALS(& z-&I2%j8lfLBbhY;kzq_zHYABvvve<~j3skqwOsM{wB2~z35>6urub+!%vOC9EY4)7 z_2wzP&RCE7rcR8%M#rLMY#_r(JjfM6lr$VI-}y-GNPu6nG%TLDkZW}ZuHLH=hOdoK zUGv>&lb1Rd&$Nfi&y8O^(VyY?t%5H7;E$MPP8adlqII4URJ(#7xQ`-C zDHydqR$|W6tFWC#%7%UVw&-?N(uqZ|SU3$jv6&^Rm6)<3%j#C`tC#7l^=Ts^tEh*K ztv?*52&1XrA~n>BJy#`%j*Cf-!n0Tt*v9Nr(MqZ!4LkGR7Z}r3LB3JKdVAX8YVLWl zuKS!kt0$X&ofQpnlnB+2Uy_nm0J2r8ciuGCYe;@-A$m5NV)3jMtm!m6iJRrV?Lxo0 zTeaqMMikj>{7R~Ps-*MQod=6fTjsxD4(?4Y>7R#T(AIy)Kx%tFZcsnA4auot^{r@J z+_wtgW&n%*l&Kpccj!1a<67mM_8ha~6Ds=oY#gf>c;cJfvN(_XLPfL<_dr-^yJK-( zEa5xX$fE;QT|-|>#I_5&s1QMK2%omrA&QICx0zZh*#=a(r9Fa zv;32V=6(i1e9N9!r0qktk|%;vm-3x!%b(5UG@;ztHf5oS>n>wDf0&oLuI1ZBYsgzE zz(l-o%bG>E#AN9SccdlFW98l(=-iu@!s7|I>)W24yIbPeT&9uK8^$SoY2AfAXIR#0A3aNYV{PnSm$lb=SdYLaNf$I&=tCMvtqX31mOV#b4q>sh{UN}WC+oYyba9gs5Q4BQS>w2kOG78msLGHW^imWrB zsaEGKReL&)JzYhRg@`JUC;1w4Qiecq^1GL5KHpZ=h#%?Ly(~0%RruFY=Jxe>HpKrz zWM^+i=6Yd@Kjtr;y+bi>hY7aw*tS$n5S#D++r3Gk{1BTTM;@59dQ~dW^CF+QrTcg9 z_vPQcAL!NKK!U+1&tjFmGFA}oOyR|kMuX-#d-8v5+#n1&i0EW~cD zqo?L9=_w*d?ZeG}vrL+UR>faTQ&_&(27c~w2x!3>rOV+}b~~|+(eb*g z+m5Ngrd{YPW9`PtmE)ZaaUt@^?{_F5j?Iyc%6u@{c#7tAC9OrOe(^?z&}1|7Imk~; zAS1~weEJ{{uD&2^ikPD*GLs;a$6}j?{|x%2qMW1oo#!?n5HF3xA02WY8Ao2eB#`4ySA=htWh1i?lGaUrx10MCvUQ9s7T92qZ!j3n1|J2fdYS7GY9li-M)ljO!# zQ3GWt?<}ee?&x(c=5!UaE3py(jHgo}tB=^c){ppA$#aqLFv21BfP10p+_%-&oN`;d zBd2FNGk(9B8fpYngLotc*54Go$S7HSp?RJ`zrUC#e@~pLWc*YOw{<{-Vf8%vTi^R6 z@T7ge1pGAdR9xY(y*}Y}4-adiunW!Gj3#82tUwWZU0P*CPHKz2B|SzEMuBlXDS%Co z#JdoZW1dfD%2k0GF$+iOBxf`i*>8G4puAJ4ouOA4wmf)Up>ISNHtYM8L3r~>^!}GO zkK#JJgY&3C6wy`(gYNBmi>A%&<^I!v34WBX^P6mspu*8*2{~v48NyF+#8=vY;fAY5eF(&R1`_AcpGmDqhk%W?yrK~UHB7pJ~=(;7(JAccm+EcPVH*QW+ zb^e*{qQr+exWE=`ldeqCU!Wo9#znxp(;w{@{?g?#Ud>qJ8Kjb-3^u*0F67Pb6+F%L zfKYu%#uHsgP5#hqq%xzGYW&nTD5i1x)j0!!T0XV61Xqafm|w#BO}TUTDk7MI%%3Nn z4TlOQ^_?q{tQgF>Ij9ZMNwzTnG|1lTW^eHh)gu>U9&o7pB1WMw?Fl_xL}^UBGnYzG zXDwK^KKm{$k(?kx!%*vEAX2q@y3of(l9+0)L5&W62-qN%dnEto;PM1<+4oa7p%HT(Kca*gJr`M2B0OW{N>=Av!3T-uQ<_oA z9Q|-O<-5|~L^e_&+Dlm)fAxlY{wEeR*yFjGtW=oLA6y?(p;c9$8gKp7(yiNusKtgY zCP9jb*+^`$W7z~vpaK`tMth%Ad4LcDmh~zMW|CsCtrsQ`7o{Z|+!`1($v(B^&sVzE zN*;lDI*`|suN0R~GTfl3oQ`-nWu6J@$cR7~EnN+g{+RVCg!#BILh$@?Tz`amd~BlDEV2&WFo=L-k18@9E;PQ*krYN zA5{b~3E0$T2dYzbS&vCSo})vR=SxHCv?aR;GS4iFX%PG6XCAl0UprJy`2K+d=?u?e zGBEfu?6SXv3To|Z4bn~4aE7_^jr>8y8W9Nx64PnyQ4vVYi3gpc=$yD@2|rqrnEBbW z%?ThP^s#aIl@qASatZaBCMl?|i_^kSEy#p>K5BwvJ9dkjRt>P;o2}`c7NZ)j$M@;wKzpK)9(nW5m{FN zU^qHZNanE`oOZ7{F8<+F!KaWVKZ=-R?BSrOGBKM;D#vd*Y_8Diki#8Khqc>mSvxGT zH$8TyeHr&7`-`gPHkb47&=4t3o3&0l{gdtu0&mL}l}3#nM)B^5rK89eFU}J~d{?M3SvDqL7u$1c`P?8PVhn?TJmDZjC`taKJmCls*R-X=L#ce_TQAK;^XwzI zSPu!d3LeuQcl`^&>@Kpy&tUi&jHW?VFH#@RS)(KSmRjkX zgEg!*_*74XhlzXL(TW1wsEV7i{|muMb|#udeD15?AP6=8I# zH|_@p#fK8>#*m?0^Ms3^E%*qKs2vg#;MaSSRB4LU>E%iy$a6 z0~A#_sDZQWbsYUA)a2XXF^6U^#CIrP9^%kB$0SR=0hDcFkdqkWxw7(`2E#iO8pY5^ zb%e;kV$*c;x8mLL?o>v zr^t%d%FMIPdm!=+`rJ8jz6@m>*Rn%;NNzAmHqe;R$X+b+U1#!CkrEOloPqO$qQv3w zlpM>U1?u*7LKbd2NIwFD1}&LV4kLv!6oXp+y`W%kkrUOz4hFT#v^boZZO?sSs4*86 za5?8WKcYPkn6X~>eIz;PgvSVYjuf)9`|fDPQ?~X#!CCjTAaf>9l&tY&ht&$9rW@Po zBqDn(^(sWn8;H$=_@i1wX=Ikwz*m`CAr9Ypz3T!K%N(%)zYA!}?oaSCvb`oUhYou{ z^Md-bA}sEVB!!` zlj7h}5@KSKGLcf!&@nPHViPlSFw?VBGceLYz{A5MBO&9XqT){CfasNZ5aG0UR3b9VrvK5Hy*B!v|)AfV#L#3>M+M z-q|h8KdT@_C}4MJP-q|l&;y2u;Jg2~EGhyLEql#FHk?}I?RQOS#2l869DmJI-j{F` zhl;Lo-FI3Yxm`<$sCF&=)m6oNkiGl|^a<9zJlCDOUgK~l*(h!5QyqJoz6VlgM_^Wa zrmm_~2~is76Q+ph94Q(q#J@5$8X8FDKMVh?`p>5V$ZA1_oypDC70OYyz>?Cp1&I*U z4K7VjFQ8P;!f`}lki4TcOkR}Gac-}}jzS!2!l7a7ppP$CwJI1E2Jwq9j7b%btxsN( zr}Dwil`WU@GPe%vE_yQu&Ix?Rws=C@?+~3kJ~H5*4^`yK)U`C5x*?}6%hb8#?`M0H z)UXq7N91^4jPZe=E1X61Mj0lM5cghvzj+a~DFm(#4PWmSmp||qH0bPM-}9q9K;znv ziO4E!1b;n1&Wo2xB)$&xUZNxprKo^_+SoAONOUq9b;+t7j3&A=vvhTL{ zq!pvbcy@E4EodR&*}qV{J<^6nY{`d(f&P^t!@~S&|FZxJYrNv_8ln<#WQD4T32^vf z``*kzO?Tv$yJHXk_pRpUDmr2M?6#x=DN?V$@%UCFJeH3RZzd#xr^2!mqlD6ii%IBL(iD`+}f=E>L= zBx$)>j~`7*pS_sHu54|f&-mX_RMkw5?5Uda6wFxFiTS(8|KODoqr}A*BX}SZ)S`aM z$=@fb$aaHa#oF9S*>4?@x8##C=cZ%1x+Z1Hm*>JGd4{1vO-<-i(QN2*>?WziX+`v1+;VPQ}?eeU@* z)+>JRU*ER)hEviHA+MP+sxf1x<@AwVy<@piphm4NdD)!QfcX{uEai*$Ime#d^X zBbLzVjvc$cG1tdMs$aLL`P1l`9!Dij>B-2#N!rd?zBl7|;)?zOjXX03i#mKHvZTqu z_jx54e>nqtp6wT~r8Y{Tpnv_=UoIA5^cY}r;H=)+nW9q-Ge8JuzmB#bJsgc-+dzN= z#Iw`RBK*2N=;$(cP#T^a=Yhw#ac7T5yJ&=sU(qU@w4h=r?S+~-aQ*2~ljrwuI@+Mo z(NQs~B2al)OMwr$0^G{x{*s8hi39u{>^!m6sd`l3?VlO3mhbpec zJ9XT z!pEs_+MS_@`>7n@h|Gf*?~$@**?I>E+V0Fdt9(*~v_!*{nC4u+OAQ4|P8>#uIsS5N%|6~O;RM`0Z_OWE$4ytTw?z0CS7|cQRLDR{{s*|f&eoL6KW)&@E2KDq& zP7P|_!R$1lFi{>SkzeNpW+)v} z8_G>$*qwv>)Z*4JoPE^tx4>vhB4lAOOr6i!Cc|kL3hpW-=Ij(i+u|!$Mrfk|Vz=ug z8qh(%MCeA9)u)N`bsWOt*N}Qb6X3C_P$|I=ioruv6*_ozp1LGn4FO%Ja58B0_!uu8b zMuYOaP<}vIt)9R6O3z_nqi;1%hu@6jYagy^!*ys|v%ZTS{EaD^So{>{%wT2e{*ts{ z?bLzGqY9-jQFk$`@sUFrpf-K-tZt{Lsj?D0{PfeKoCC%xCfAelY3Gn>_LJhLz$=(9 zTKIbtJ}D4MZQ)MAKTn%cgdK&j%~Hu?5Tb= zC<%ybs*J8O(xk_m0YSCWkCuvx8o*D<%8{aBgnj$Z=!zjC0Ad)zDVKEn#IVZ#OgShn!U&x>fY_*yxoteHg&CxTG!T2mh3tRYa+N$n zjGvF>6h3aoL+1m`BBGq!R%GYewx0>rlGQ(KZyz6pWBAz_F?8vW7FO%GntBI4L1`|Ao9|Db&HZ!W*@naNL8u56M4*Q zDz}-#JM6f*VbR%&vg4zPh_hkUUSS9AW`FTNAcfxUt@YQgavR4Nsh9b>Zu0jx4lT=! z8}vfK3KO$ahB#670U580*8Fw#AkkqyA(&yK8pC^6#GzuRI-x@W-vqQOumC zQ84$$pO>{RvvP^VKP^y~9|xIRs%~4LsV72DxIFoe*YxUmYC0``^dr$;pPnR+&)!P# zTBC|l|UdcC*ditx9BS2@JF%k~|*`e(9Z zn_DGj0eUyyz_4DQddcI$x(ArP3+TNZssg!pFdtNrzLdnJt(h_9-;-@m*56p)v#wuCpdjSFwCF$sIJ>GkTfR8O%?`retI)eD&{;O$o6;){@$#i zq46s|6jWVyUrt1m?u)f5X|tDmN2`SV>sVcv=zP%(<>_K#?QR4_EEL4j6b+l5`y6&Qf?>v!9n@=5&5IImh$vgeBA|52#^{cwMT7Tr{ z&1GYb;E$(f@3?rk^~WqJEya5YBiR<~xL?PXsK=S%1VUedfwY zwS}8KbDLPQg}0NdNYdh)X?ikW>2{hvt*)=865>Os;@kU{V`{&qm7C~Ibz`l9UtORF z-Go5Sc_(^mBHJdkElOWu;*(@u6c3%O>5@d4H2R=3UC;sWgC^7bvW{{hVkDqfY%j;W zyA^0@9ZG-r`joP{+yPS#;U84|2c(jNlhGLEuZD|Quk-;SoV3LEybInpu!M8NgJyAu zVOjwJBYCiu{57z@L*^wSzCJQ3gbFrBPho;aeVqU*B=;D*;POnWzB>Er#g+FDC`^9K zOmSN;dwZOZ;meMz`MRc8Ge3Fy5M=ASXUR$?%*5-M1e9%<_Q_OZfzJu+s5O&k=SjbSfODkxX|N#0meR5&BII{}l3UwclvArqzr zioPY5Rg7Xk(DGn=HmoK;f5jm1{aRgWCP{oKGrS>Vf4W!{<~$*A&Ly&hpghH|zvS6G z{9APsCD3B+DO+Gsv58)Tg2igmfr`h)KFK_zV#Rr;u4@HLtka?vGb;dO-B^+Qu`=M_ zZQ|dG2n-h)vW1nuJ=p*%9C;o>=#aail%YvJj6{nI-}$~@f{jWvM#SM?iKnFD{p3Jx#>}&{S{{7Ux1sy7pJH$1sZth|&RQuC_jq9CnzEwv&Z)prtJ^bwNwO*B9-x<_3B7Zq7 z$eodsNt-->Cfjf==b*&7XA#e|d~X*(YTK_t=gaJ;l3B~9{b4R5d6Jw@RyxGkyE@tH z`==ExA)8FO^ZH-zl@4Nug~%PozPXU}I}Q&TwW-}d63?s)`qTGwQ}~pB*_2d`sAH6$ zE{@Sy-vjR137O6ja!ElAp{T(J;sH<9o9*#|B(5ZnsA?o5l{FUR@)DO647lb6uk_QJ z2OET?!P+=&ICV4`jWGhH`_EOat$_*`Y}I!b%F^P7JBaPvW1BpL)bM+-*l3@hC!D(6O=RNs>6 z(8eAgZ3|TSiszU%G%wanXd}xSuY+)T$C_ylb#c|shGf#@XHAKszk4G;VK#2K>g;_* zjEgajwp!gXTmtQX_dr!c+Yaaw> z%vSmKn{{x{rx%`2;I-RL(e?udcl@|${YOEf0OR)CB(+&+Vi5zGJDKr?TB+J#clf-B zbGS<@X~Lvi*_oD-71LxsEVv=HpxutlVOTww6IJfCFZgZ*1!+7WkIJp`nlMh(EqlN{ z@p^+mhALSj+9>V|Tm{*0=( z^bNvF(gh*u3?<3We?WOvs?};XQDn`k-|IE#(?{aI1q)*dW5Vf-_M^cG{|L5#*MP!l z1#7#THFi4^u@A#TidZD3`Gxm2i(RxPTEDr+H#neoX5ouq7@GZ0o}; zq|Ht)b7j=bP;&w#Eimh=-kWfF>oaZnA5cKWLb4yO+03o7h{ng%e>DOK(eW#M8)`nS z=juGC%&*fHp{=p?Mp9Rn)Zj|+2pko}MO#zVkx2pF77C*Sw3U%EW84{oSE}H~kGth6 zxJ&$;0q@u=c4E;r?~iK?PKxSYZ?m-C!mY{$(X&hX%*~3%`VC^)MtL(L)xK{q!p*Pi$9ST_i(TWE_F2BYIv%P9xG0bzQNwHvwg8jj^4qm zZPNX{`u9mG9YXKaHc9lDU>j9sGPSm%aG>ukM^D3=bi#^MRZq-HevjL}Yud}4xP1ou zreiX067l_5JbhfzdVVuM@&Fb|khNQ-6+gd6tM*dMRU~auUAQ**`?vaSGNby&U=R3j zG!S9I76>%(a~KIwXz+7bikRPMKH3in=OK{7_Z6mMt zcmafxC5eE|__Fu#S5?vWz*x0L)ic3F<#Lr&iiuU#Oc@!5j}{{q*ll?`Q^OL@g1EDnWr-j5zU8IlHP3>ittfm#Qc6Nv^sg%ao zqydK!a$I#5&QlOLi7rHYpl_=T@-2b~p~omzev_plHchEgA3<8KFeXcYUF%?GY|-+K zAB$bIht|IwvMK>ml)g@iO=Iy#L*pSFRfjU8Y=O$fm@OA|`mpl*euFY(l#T(XFKKnB z%m=m|n{kSF7{BB3J`)T(*#VeZPg_|+w5+{X{ws4-l|uSTx^Q`2jCpcez11JkVj^#b zv(>4pLu?PShL;42T(w&ouK4;BW4yZNmKj?$Apr!jN{(!^QjBrR zFV9ybhh(xTG58P(#^ENw9j&LbkcPGzBR@fRu#(U4hxjYI=BF)=hUbW~jNc|mX;HSNg@Jobz#!@p=X~@NxWW5} z|L!9*g{)w!t+iix&(FgS`50u^_NFY0Cv= z#fe^JJ40*Ow3H)5Nf1K3BnSjO+Ln1zw5HW)Lx2IhySP@#kTV!g5olvj!X;}xj>k9{ zzH6L=KhMiRn&)QoTY>jf(hzjLXHfyTq~2aUg|_gX_(}U*Lo=8*4%~5Zvjc%BTDV;i zirqESS=d-!w~t=N?fLFAZp(|DLZD^af*_j@eC9(BJ}Q(GwAtEt?RC4p08|Ks+9@lT z%CnC3Us8M8a(NkLidtF9;=4 z0ruPxpP}Ef#cKz26nbWI1Sw*>?>*QPO_OC~L_{P>{<-d=+W;W_@8gg`V4c7cjSA5O zJuPzmP!Oc_4yWVV6Q@{zvz2_FINadwiAXF#A5ij6wU`@%rT!4`pg@NNF_ooJY4t0psqMTY%J`;ke$vAY{Ohb_K@1C_@lE z-t^-^=oqmirEkI<6o*kH-E9bDXVvs_XR#WU7r9!*>0b20`Rr@Na|OVTraay2Vi0Na zv0$#)W5yalC+k zG$${$sgRW#EW?#?LO!OZEFPtLZ`sZ#ij5$lq+Kr07V})&VfwW6@y3YlnGRbfq20!< zRG5X)Wm09C23}(B7s3YziyXcmw%f7TWMu-kl_IiJf1B(Fp?QW@`$ibKMKGnsqYqU} z@bHgtbPGB&1(|jcr{WD-$Fq?BrobcBTz1OVTw9PWg{92URwbqR?;Hl$9Xf^U7_;EV zY>Mf3MT!L`DsDzM3ev=TS`+9A8O?T4%9!LUW$wgULyp)Cx7YZskrzZt2IBe8!b{o= zR_>*GkLp3ZS6);fzJ5?c(oBWii~cxj>v3jq!r8sDA<)}(Sn?Gx#mf%0x(Rwk!O;gr zEMMsI+-~(CM>kx7Pv$XcI9+(f`9%nYE?GiWZ=7Zc8<(}E)?bo@(Q~(qa{bskU#dAL zaju&hSat`p4^NrU*wWsK6#WXUkFWdBGYbI{!SP2F5&V4LjNO!f2>pMtcOCFmR9PQI z;j@b%u3|;e1-mY|B8u)R3KkT>F2z-fihuNJ_8rH@ zZ7p8$_}kxYzy0GuVN1Tarq`?E54!a3yXUh7uLLGPF||+LLoXf;9_#1(@~k-n{98Qj z_e{g(*KhIdp56M**$bXuaNEC*x_B+UeuwYNr?TAJ{xSXb2NrJg?>4c$*FTbidVGHM zuv-gv%s+nXynhbu+jsrEdACpUd2jdV;;nammiX`g{c-oqm#%xJ?^EkvZj|wVd-}Hg z^6ZrwbbPPg$dj_!NURec9`XfbuOckiNkS%->KTYVJo_r!u%+kQ5G>XDso+dP}L zYv#!YTl22S{QITU6;Joy_hmw1_q&q=c3d$!sz-zV0io^Q+UW9i=jXm__tO0V+nYr^ zv-@fPHv>Mo^4HI{zxqL3+eN*vJmzw=$)TuMCMKtT>)t=>%((ZT=@S0i=%;V~&%!UG zKi=83;okdhaSa^l-(^m-E0#65H8nMDSI*@dJ1-7jI^oLAQA9s1vDp0gGDQ=CWzxkrA(N z9QkdFFZaCL@O0ZxM$c>e#`f#q{&C4QZk@vqT#?)`;@f8@{81FJ;PJQSwK;QbvD?z7 z-+q+&@5_2$l|1r+sWZF&zCC_=rw_Kh6}RIZ-^bSX7)fC@=JtP~`P~!WnOPh(KK{Xn zJG5c(dWzdjl7zVeloK4+i&MJdBJVj zwvX=oBB#p-@7y=3WlQFY9|iqz<>ed3hVCmqd(Xs~zid4<_S1=-uZVwf3eEkdo0l%> z)?}Ca;LkE{7?bw$uU=Dpdc81z>`R^BZa;p&uBTjIk9n?P(R8=be+Inu{JldD$A9re z>+EKSk0*{eoA}qvXG@;?r~m24+YG$VZ(y%rzn`b{$%t%sxY4ACyk2X3_Zz47|F*hS zx7VM1)923ZT^{a~bEx~^yIvi1_jNBVTCjB7?|VBu{@s6C-~P(hpN@u|32qkpZc8r@2ge}ZP~K(<=r2eH$Uj9M^FFo%6&}-Z5g$5VEW83k7v6) zd^CCFuy)4>4Qa43e_Zqahdghbedf78?wm93p$4A^eRf51oBxh?Z}I(tA%nkeedp7^ z&pAFI@E_Oq_`HqljF#^2yc`%c@qw)4}D1By2G7=HEJ{oh$XpkITmf}X+ud1QG?lHYZ$vgU;x{VD0yWskXc z`s20*-v!)UaN_UO?r|fpYu2gvGcR5J%zvJ5zNE$G-*)Eze)VOoI=|}f5whgIG>^GA zUe$iel^cD#G?;j1%A9W3zZvoQqkX=~{qdFer}TKGL%Rd1>)K84H00mQ69#sfHQ?FQ z(G4>q-hA_~RX#~)o*eklz^M3FPQEzwg@jLBn;aR?FW~2ZXQIc9AJ)sYAiZ_L9qp6f zXngrQ!5^%f)-P5`gv(;vscE9y$|bm zuTJBiUK;qnbuV=MG&L)tap9-_APko!)a3jH=lTE$>^`vhHUleHmmWF4&F$_tqDK(+5R-@0;+?SJzD~ zJhFPo;g{QweJtVI;Vy-t|2_WwFRjlkX#4Mp6MEda;laOipZl}xU&oujxaINKIj=t2 z{cJ|k&ZfTwzVcW8%U*NV@9mtuxogMwx2LY{n;Y?A6KaLuuHEGQ&YIR~nS;)3yw9)o z?W5kkHlnrP3-8{3-MEAM9(;1~idXs;rTlebW1~JZ0`6`){g)<-{yKX6y$=T6_ltkv ztnJ-Oa?d`o`28d4=VDTVqn0$d=G0a53$AbF_Qstvo*L3GaK!AHE&hs0$qQWf!=QGF zXYPH^v%%TEp*I(McOA9PZ}rm6zOh4t9vn4r=ocrx+T{Pj|q9(#G$q2UES*HF>1CYt9X;?t8C8Hea}EamtFPLIVF+ z^vHrOF*iK>)BRDe4u9~Cn9@?T@FDtNfZ@~D1~ zHr+IROy-GGTV5IYUW>HPj*NQsy2rCSj6HMrT~8gG3{R{OGh>;eqiQ;u+v)}eZ=qW;BAF{k~&@W-1>RDN9F$XSWNM? z&9??kjJvl-T=(_IoBSB}VvoW3Z5yu`v8VqHGd$n!bwf!1;luteYS**PtoAcI&D{Op znW5{h`Qfh|t--Z>uSn~=@{Qv+{^e7YkQ#RShjE=haOwNIN=AP9)6wCPkFU9|QR~Qp*Uon7`tfHS{`{+WNXy7x#U~Tq`fh&e zyl#DlF1~g0f$o!hu1R|=Y0{LyPlnE4FfZjrUO;r!XU4bhM+g1gsL$c(%zKW!zU}JB zU1Qh&alAQweLgj3&w<;gJl**{*IQg0y)&$P;->w%&pz5<{)@qXHOxB@@mP4f?S0Sr zwtqC=(_3rcQQ-N~z&n#ZoB87YKj#;mee`pmQ$6S0kTq#xbpPC4%|3|BeQZz9T^XJq zOy9ZQ=a?6TZ=fi~xe3{i<(vojnE*GXQlKe^+`OAp+)fA?4WU%uSG$Eo2N*S^r~%_H}``uJTL4;7yI z@vg3yjS3te|J4g={y+7cwe7|qT=E}zW8{`;LqoO(j*IWUsQa|Q9vec=6@7nM%ylt? z8(bCIb@ZYE|5%pS?fBTw_q;xJe89#h8$8)Ocx~<%>0R$^x^39`fvY~<>DO&s(l0wM z|MsrOKSOEp-&J2c(R5;9M#{Jin`d-fPr*4m6eP|3?)8^XC%oHnY4hZ- z+Fp4!((`7M&L?RV+&?$T%1 zPP-?m=WWAZ@3VV+>_1Mw^zg#DDZho@8~??YtOrlcI`wc#zmj&N){h>2Q|Pp*xA!{z z->nDt%=_@wcmFfu=a*bZv`BoReekZ1bBe#b*QNLNXYN0I^RIr7X1TeZ@$Y(m(zk7ag;z8z8Z+a)JA8s4J9hY%rOAF%8@mMb zIkEBfH+E;e_Dj>BRt@Pe`OgOiuW5Z~LR!+deiJ{xHR|_<2cFGb`PwGWF%Q4?c*dZg zTa0bG`_`AAZP#_~+~E_hJ#bS*zorvD==a?6vBy2ft{d6<%m-tI3Nu`fP-clYT}MEuk?>7?r)y@suS`S2TA=k6HlGvdlGAAh#6 z?Ki)kOYhPA=)qQ9-}?7|-o5R{FGm!;Fs0{j-+C0C9iHvl)8*vj&35KLeyiKdEpGhB z4VV9`(b1=e9Utg-=eE^JvpNU8^IezzPd>S1al@l=e~lh^Ahg}UD}&oi7)Qaz+F$+3 z&hHAFxc<2C<<_f*f0nqiXVTyyJsRElo4el~Uy+EB6q#OpbY|S!U-aDC_`P#a1_dAP z)4Ea7jg$W~y?KYv!%n~WqwA0Bw!YmX?#vZ!d$w&f&-)$kc6n$2{f+CFuk>jB($}p| zjD0GAf{&*)-hSJ#jbGo;;PqoFj3rbA7j5_1_1E1#i9SsRj{wVfS|X zzuUUr{_s7o_50+>Uaz;v&s-5x*vY^1-k#zA`zdW?dPL@@4QGA#Uc$tC{$Bb_+qe6C z^UYfmiha*{zu$4v`JlzAg9*p<#ar%aA^s=kbRM>FIntj89O%cO4g&;zwW#3#OH~xZT{wt*iIu| z!oHcFHT11M!##H&=+R*K#;(mfx9^)f{q}d#{^8!SfAF){2dzJ|GWx2Pv)*g}M~lB! z&skdV=%(m{UmQw*vO&miU&LLN(A~}DUs+EL=``Ip@;2Y)kL|tTeb2YsCr3Wf@Z(2& zU(;~op&36m4LavJ`kuf(Z+U#)rblGI#xvSpwc%{LDQ=yIbl%tFvTiH?FLeHxCIjzF zm~q|F9)G6(_v!DGo40y*^w_Wm4!JGM{$}34daw8KbZha5XW#>4q64EdpPV|dL6=QU zx=;D1OGxVFyN)e=Hz4{w?{B{UbN9d3d=R{Db?z+(y1kV2YpayA|9E3>V(*Txw95%S zx_r-1&ow@uxaj8rgC1G!x!@7^<1anlb7TI;ul6Yj*%WZ=f17@M^p7`xS?1sSg{(m# z|81X~pV?=^qn-Zvpl$1M)BHT+A50INedgZO4vl~QBBFKTypqNbciA}c%|A&UEOzfkFPFI>a^kG-M*fq!_GdM=K9I-1*>+Y`?Z??P)Ohl19Pr>{Fj#fo+rNX?!7i7V)0YmevIq!$@MGz&WC<*^Luwq`t*NC1NYwEVA!aDiBSa$^3Q$Q zDREb`H}0R)qgm8jV=wF8=0*|$9$7Hy&ijVFG34b|XP%tDbWP8If*%_taR?qG__#czsnHiSd_V&M< z?7zF|_uEGF`M`7XiC%B*iRqQyIHt>yPTQxwkko41O{)h#<@Umm5nUVh${)YF(=(fV zZh7|2j=Nqu-8reK`SttXS-iR9QvV}U2dxd*)^W_Qd+$53Cb{4U;Y z@4IWv$e&tm{n_o2q?RC%p3Y$hSj#{?f2RVfOP^9LacN%DJ0e+)|hV{pn>+Y;vOSoYYxJzglfC+EBSN`k{) zyFTEE$2BdkUA63*lwK)*ot6%HWYjZlJR+JjdAQ9@lOH6j?r*THktKK4H%Ci)w)}6a z=Kml=ulpl^-!Q#bgUmj6jd(HdqbCE7y!KF+{LkJQxp)4H8~Z=oAf({i7cY0oyK`y# zC*N&2A)r@l|DL{Gmb<-i{82a8g@-om`e)9dS(%?c-|CL%i%w7YYth&%t{(8}lCM51 zZ2#}Yhnj7Ux_9;WKa9EJmO-tSwCxak{LQ{syqI)n6SpHRTYme(4{!Y9*)e0t!r(TU z{U;wA(DHQNprbE#SvvUr>tFHxD7<;b)~G>mcHh$blUA(~`nDZ@OY-m+pT9q{Tk+3Z zZY=4W{@%wO+T8s>cIeK+u{&nBDk*8bZta+{ecoe>YqK$98e4iOTHL;R-s%;z8(_2I zp=kHWw*&h2ef{+YZ5qrDcyG$GqZ&3Bi*3qMaSnUFzVwJTWx2YSj&Yu^(J`J~engfb zuc2Ie#s$yeSl{Tkym!hnYiTl98q*4996Hf`98;{a{ewm?A(&k=2}^mVSDL) zL>)X5;>)Ek>Vo(6*F4wF(Y!bN@iRE@wZTvGpmQGU=V(5g{AF1e)?d;0Sno^s&*l5w zY45pyHvjfoKUb7#rT&UO+KlTa+f1C7?acKP$G(a4wWTRx+S1f8Z5i*w`Iyh8&@rD2 z)t1nHS!$>jwmVvj%UY|g+OyW!?^&a*qH{POvU{a?p6c5QkA-h*->$A7&?`=>0S5jMr?~bDOsapLbGh(%X&3v z4i{x<#}4JvmZv3VZ_>x1<@lRM{p7XLk7;hp*`ysijAz7icoxS;X@C51jyOKJSKGHY zRoj!1%=AEWPr7lOpR=3F$kC2-8LAv(UtEx`Wy$-qOwaN$%FIA{s?209HgToqLVYon z))cHI-t?}bT`pXIL_1>)*~fpYbNpNK|A3@L8hFd4#D94mFs(l|&HtVBX)Ud#?LTDL z585Q3>AE~&ti6s~|DF9`d;4GYw~{B-Zzun&TjM`2bFJO_Uu|B0#k)a|HS}Iv>;LeH zziNYj87Acn`}JQ{f5@O}yjNxX2X08Ts{i^X2ATB4P@DP>>q1h$RL9VZAWuWLWSx`t z_SheM;!?#k^t{qpg`R33ebpWnng1)(SFtXq^k07GO42vi-*4R(wr{{DB5W)qi`St2 zMbTAzd)nV@|M8{wSM?zbUzPhGW!YnYa8&zSj=xKlzBT%VYEFwdW=j{jh?x2+_bPfTV4+0jh4G7I}xOlJHA{P$vw|M}aO z8g>ELabeTs^)Y~W{Dt;Md**-84l1)2>fiQ`KZCDUuKxVIv_I-)Va<~3mU;cfS_mD6 zWdvz|g^eH@W2lPuN44If?C8{ZEo^f%ZBbg-7TV}Ilz)qTD9&$+(n7aHYcUzCS$1(G zef2KJ-ZA!Hr~Y?w^gp({!`A@WvI_D?2-)^94l(}flKiD)#>)ENl-#HG6_x*L1AXtf z-IeZt_@<&W5+t7~&Ht3XRNMKFZ$egu{jWiZakTcA*1ymWX8vE(^$(W*v#QEJV%?ML zTp8=1@I^ZLKd)U@*8iIBe@pqpNgwt($YoXY|0-EWwWsC08!`B%@L+2EJ2KX8}hid|dB7Soj@;qNxwj=m-_49NuV{;7pZqdo4 zZwcQd?2zghdoz9S4WZIDAayd<&FEM@i@ng*L|HQvW|6O*{J~M=CuP4i{O-c141Y0v z-O$N+lVw=aXPukg$u&Itg8F-{4=MGmC4Kd*=Q@d*0rqBtujaGamuSxxzIO7(1CQg0 z^Mt>#MISzUPu*`1e?4#l!f)>h><#(HZPA~#McH;mTM1t=j-l6~NM$h8aWG|RWN4#BGr-&68q>pl`aQTG_gqLnj&;YHr_Z(wWk)vYx6x$d;P)=0{*jrh*j^Hz z7EQXb(f+WZRJQ)XyH*?^Z<7wHuL<)+_pyFoiKq4)8az!3yhE(@wA0I zmh1F=w+7MgWm?vuZ0*!3fwwt(_N;b}wvrRT+>~f1Pn0n3CNXC_)36m|X_@JCo$dohXHLAY zSXZdNGuQYq->uE#-`f0xFHYyPml*%m*M^J4|DE*Z`do|JpK&+d)5=|cF9rF-IsR(j z_!E6nKjh!)9)G%?Q%B@aYwIu9!9xCFnb|`Bh5YrC>nQEZ;onwR{thH;E&Q*_rVz(^ z63vY=^pCRmUu0&i23;MpBFp)*{pS+yW*PfM4a^1XrowhA^hMSiq0f*^EY2JEDm{mv zq3ib8AAFRZo$iN@T2cD?_Z!e7?UaA;-Go{HReEq`=yRR%?zH)>+jLRwFR<%W#s1^F zZgYj(-&}vo{^v2mZDZ)a*6a_CYXAB~AAHAB|Fg&bW!C@d8~+8btEu`gBHNpz$3N^p zz~5N%f7qkI(`wWBw`Kpq8iTf}2>%TvEE%s;7WU7&H2#4_!g#0&{ucw^b2ZyvW71bM z-X?T&q`=w$cSBn!;cUWzy&Bc%=byD@>moGw@ODX{~DBtZwQ3`q1OLU!n|1We|)bE>}5^(-=gTd2B9Yc z3xs#88TlVRw@b=k_wsLb51r?7C1wZLge+i^S=2d23*~XSN63yRjrAhGwGYK8@Z~ZPzh)}oX~g{~ z??U=sg!L(_{wM?QYK=bX;zKbrRGbU=vk}|EYr|Z^-yq(Nz|QEgF3A7xMfe+4KYlNX zb?~HkH^A4xZ@(~UxfYGs75tmdNjwg40&Ek3J(pV}xsm4>qeIWg-;D9Y zz4V)(y!mHq{Mn)}zQ+@oIW_-b6J&ar_m!mY zwi@^q5syXj1A)U6=cW>0;JK*dUw~($Il7tVkOh5w+ly`f&ZUgQF=KETlf$^1aPCWB za8$Y2tND-l=gD*b!uc=oH-i4u7!jj~V|CH{1C!#ub~a;f5L0InV(Cyhvk0%ZCUb*! z?%Y`oe`n90jv>|cq`#^e81vXRp|d|@m~Bs=Jv$ex9$^3j~ zn!w)(ERKkGqcAuMlM}lwl4B>KzNo*>PkDTT@2a^bk1hDGt?{q;ubN+G{_p7d7f3Oa z1fRV$`LE!Q^>_Vo)*o_$(f`2R{Ovtmmo1cBj(aXe`NP@&rTZWK&21uOOK1N}nYj** z|Ajjs(;D)izMj^h^%rZrkZYB^fcoJ0LizXCnPap8-wd%^{tckDeK~BXCjM8|@ellt zE&1Cw3Ah_&D<$29^cKW~VY?~YPo+MCV?Hl+N*t5EBkmQ?L;qo0g0d~}cS0B1AMkyv z*#}!u`c;|#_^tx_9ln)}B;5_)NQ97YTiJ{&T7TcQn}xmnBH3S*O{bLqrJVLR+kbr5 zZ*ge4dbm(f;70w(LJT7Kg^H z8lM#%|I3MoGqyt7-`G!Wh5xGZFUI`yPg-Er{t5lp58nimtw6n>t@=Yg08Xc(_9t8G zZ%y^THTtlLS=QI`x3UpdcKuQ7Z#;ifUA^|#mC0o5WK0d>-H4bsD%Op{--tLk(OP(7 ztS+;&?Cv1@Z+Oa9vEEAm1J*y^ggwH3jBiJ!j!>8F&-GFN3uO!;WXg)mpR;29wcelh z)5c7l#N%@&;cjZm|5a7_3wbH3;(xmo=mU3CQT~VZufExTqUl?BwO+6;W?KIh{voa;aP=$-P9#4*r# zsH*%aV${$&t#B~FzsQX-ID8)GfSD1v8FeqO&ni|8V%|V*<=@gSM)wQMt%zkKY%`_L zS)=bJaW{sZq;yooyD{F?Yh9?&rOft8#+TrJ=(EypNqfYQL983$vqr8dcgj;WmvlP1 zhxFbV^xdAo1|8MxrEjbL?(wTHpbr|@K$HFL5*q{D4D!bSU!!7Q2p_zNg8{#|C*g8L zTL>F0^ghPiP&^7elXDpGz1YfxBV-P10B2b_ksgw%!2EZS`z^H)Z2h zdZlWA=z0n}j2O(U=h6Bs)@fS1X#L{2d`eGKJ`J-CpU+VY8tg6N;0T=nV_Esdks>__*N6`YT&i4 zwLkDVhE7;^{ShB0AbF7(@37_b+z|b*#-^?Q=j%MLjPZxOG|0DvO`m6&b9~>0^H0&R zHvZH#ML%kH0?(gd(woFQR^=M>nGSuo#CtW*?WB+RDJsX5$TvrL3C2u_*jK>gskw;x zCva>k-i^sWVue2JJIK#Ae+O_l6o-c92JkoYk{2^}2l=Y3&3}QJ6Z2Wk{}~D1+O#-t z`K~H9mx+f_d=>BYetN8%*&746Y~+Gky>|maSiA9U@1R%HBH?WI3G%1fKLWU5x)`VSm7VjG~(1%Gpl{=+yY$oXZ+ zAIMW9zE3paZ_K(QY@W2~wsHQAI5qGi8#y$Bw#A8We9Eyuc(2+epOZQhFckcKq?v|E zcQw(6o*~-DvHItl%#Exg8+Ei!pY6Y<`unZj!gh{}Wq&c-Sj0C|6|?^!|Cq363mZX2 z>u>IVy=`D`;PGN=L&nL7aRhp$VjNYV|8*KPUM$C-e(e&b54(WU@xc3PJO2~!S2q8t zi~5(D|HH0=7^F2Z{(!$xac*kc_!oJh%C`RipCs@%ST{=Zf8ff>vwzmL_1~KPwL178 z*01Wezs6GDsE8!;>z0aZqwqHr_Xc@>IQLYP7LgcJE%sj>Givg0U=0Kwr@HGe)wx znXNMZx4KII*Xi-v*CS`Lz5sooBKr2Q|r1d|6_Hme_Thl3xYq3u~FCkkIcL4vH#Usf2aLZVFV1hsOIG_#=QVD z1B?t~TCk_zGKQY`)=Xk*a1XFG_zuegkE5OyYqly&;%^v}Bg>Vz8NN@^ReKYC_XOd4 zpAFld^bsPrlbJqZ&p@XVzD%+g;F#>I2BrY|n$X!i2&2NjQNr8Iq<9zbr+ZT#6O_#{ zW66#LC5 zTENFI&x!l!H*(U@Jzf;w#(N9BFUq9%K)f4wI=?V!nI69)HZ6|t1x`og#4+lx=yUs+ z-V0?R<_~hZhp<939B}5JT>gc}>K$q;eS9BjtNua`lC}e7r45*go{wv5MV}J2*09Y$S{u}T#n`ZV}8LnHZlL~r4I}a;^FuZ z?hn{MVBs(~fsMg$%xON)*Ky5HL+ls>7X(ZYFgI#1FoWv1|F$5;-5?j750z!+f5f&*jHvg;kM#j1UZbsy$0$wMNV&7zO*?LSHj&nm; z8->#W#>PZnyod2V_?^YroFr}OhNaXNM*YFZD?9$}X@7giAKzzMf2{F;HU9+P1lEyw zDq@Clu0Fw&FD3pf>WQ@lYe)TCf1LGKW82yP&hhV@|CfUNT@m@uye?y{RqG#@VW<34 z9qX^7=p+9Iut?RR{{T;8$bn_c-+m05M5`-9txeXN@@QWd{{Sy#Z~K?k|6;6&v16(K;y3!7&&%V=^nZ2IpA;}%8#L_uN{|2Y>OX(S z68ZhhBGSDV==wKs8^|kX{ywIx`Bzc>uQu~PYxY00{$E@9Kl%#&Y36_B^?z+2|5fGx zu%8&~jj;0=zm4?=_W@^Wp8pvCJWlP@e;u{{R`>V=7Rk)>%*W>XSC#*+&D^Bz%FAFK zxw`fL$nAu^QSokMt||V#3Av__V=9_+OabfRX#4NN%_$f7KYUkHyc?(eL)h-?p#2@T z=&FqWz)g#^vEGw4_XV?f{4HLyj{Rcg`F|Yc|Ej9|C45tr_rKLe`ae!wto0i>oaeH4 z9B}y1JIa^;!*)kii~L_5`j?~mA7qWn%D)`*#t#2eW&M9Ua?+%(c=6=_@ZA*mrVjEy z=(2TT{5kE9PW$7fV1HD;aA8A&f1&L8C-5)gdnT4CfTtlFm$3I>-By?qBhC!Ry^;7E zA!iu(@%^|)SQ^;J_+Ar6N8xn@4p)?^Y)h8(frG*3N}HLEq7U4S(3J$XMtrv*bu*6P zfMfWO0|{dzV!wE;59Qc4Uh6|leo>*np)4OAlK>yIQ7(?LF(wJPB&s9c&4Xgwc&`uB z+~SvNu2J)KA33lrLO&Gr@ec60!ygNrjUJbVu{K6b4UuCCaW8jx~5z~#6l5DtmTDy#mCGbP&= z+iuu~N%9Q+j?P@o-ykq1hH)^!(;@DRp&yyYqPowRYX-K4pHaFFJ+GbMp_H%sPit15lb2FCnT^>-(1An1$tQ|~5lHpqjeVs+^lA$sQ^ z%Ec7CD_mQg5=^ST^4(FJndy4WiY0Hp!9pGd{ z{-~U+of4yy%b1&7%0;E)axxIxCQ0KQQyj-eJi~da7++(=xe@VhM9wKZk9S+LVM(d_ z1LtYU|9LI4!hco&V{cFUSJ(JM{4C_;6M9npfO zO_=Bk=s&e({jKWy59~E;q1B~-8F7WA9;vX|EYr|AjwvLs$@T~4T=@k{?SZv{KFRnS z?1gQ0iTpi(YaHwR<=G!*ui41D(Gn^P8`Ds>c3EaAy81l^eRF(yN6vrXdIgrq(Bt%X zDX0E;PQ?1Tc=i|AT*_;Ivt35mcIbVj{Rh5}s?=X^E9x^_`Y-${xK@?^7w=el{8_$t zW$90thB2T<)SdKO|jP?=Pv==r+VJnopNw$}=e_c%e53CJhvRLvzM~y$ra`Z7( z#qr1fOpK*!oPV$zsqurpQg)uQ^j~}<7({ae>rQRfzcF6jD8@SW6&-(ph$V+LuA19F zGHsQXUs$ZI%icn^xazmRM(>K}_%>mi2xkMljTwhS$Fb?FtIht4*f!xiw`yT2+j#HP zf9kIN2X-vM_e}nJweG3Co&0Zka)gYx6s;{;yH@)`TyYmDWJ6{eP6bQb*QrPcU9$|aK!atzh?EXfAw+vnX#?T z`qw}HQ(ya^F*Y3EMq*%atjiG+Hvs_M4&!V1x4@#5x+cp4Mn&LN=vg}E zdsI2{w+sIk*X*Sayo=D~p-)Rcw%Ha)$4X!Gk;l-(6@8_@VXxuw^@HdDj1KZT{U7>oe zspXW@3R_UpVr?76vH{MfgyP+tC^;eH+#u$S$TL+!d;|C!TfBQqfhW9QkEZ{AFU#^yw znWE+A?ADGRHszT@>>J*4v?B-iYQ@0Y0Cz)qriy9H-3wd|V$u+vhHy2&*@$>KIa&^V zi_GWg8s8(aIeJVRc^|kATTx%@eQrKR z+g73dt4g17H-iS3IsPhA|DYWbQ^2}!#r5C$3gcmA{vk$AUF3hjE-xp>zm!Q9r~?0CzDB%_$0K3EFeW_~&ecBq;ya4X-A@}l!d3g- zeQlZYk9qx3$IAc2`zrXqc#SJZ{!%on!~a&>=>PcF5{h?2xEosYeOB$3xWuyMKlmdU z6H*QGztY1TrGKG3NAthv49drbIbzbk%>2JR`9riHY=ug`YwS7H7qX7AJzDV9Nf@;^G)pQ^1tX1`}$nE%3mOLMoL^1q8!e`PbV zrnmCCN_ZHoV~`OPHb#Bd#OLUmv8F3Knb3PLxUO_yC2PoM)jQ~z9Hu9AXB+fq(6<8Y zk0gBsy06fwNk5ag5w@Y4&qLp)jdgIMkLUI8bNCsF(UH&N8kb3X#2|n@0=m(RsAO&r zJkPnSq@SEIH}K(`{N^)P`{?iGL*M_wm+wh&5cHTfgt0*^8{lw6{2Ou1K7Yd3aLf(b z^Zj&>C+?Ma9OReEEv9%DlsATb>*S|CefqSvbN?>RV`HoSoVSPS!}bES9o5T?{OE4- zU3I&Qss8wmGJ&6^4d)K;&(diVP8MR`ApexQPJ3}Z zNt=@ZY>@}!k;+?tZ1ul+{PP$$@n7@$Qyt@9&40wED#cGQf9nzdwd7m%ZT+cF_4f(( z(-tHwBiTaO3|L06kQ#x1?H*x|`iz3;NzIiXTUMv2k_IAkM73F`Gl|SG^h2M{{5$aog z=rQmC(%!(|Q0xuD-LSs^_5mCEKWqjb@sx|&qW$3$W*aS)30=yJ#n5#sEA*G|TA{^| z&#zQ_R#E;*%-Lx-eRKWsp8C6zJ=|+mTCKCc2%8V=J!RW}bpMCBPFC8#tokFCjWzuj zxCOnfP(JCz{9EoT(*M;(f5IGBt-mSWjXmREuM^ip=>PL6w~U{RZzJX)bowS?hnq=&8>6hqVIzg+8)I|6;DcYW!4o{^5DEZ5(maE2{t7YJcRQ z!dUZ7n$P@!+mQGKV{X7l!BZ;0f7AEv)%H=`f%S-aQ$zOGn2gn0M54?)wI!Nk;H*fD zsWJMcWB{lAqfXi1VG~z!fTPy`<%ug9dxLyui`OCF)KP8Z^i|qd!~W9x4H|J#{9pFU zU!~+TdT-_bGV`Cx_}^+H{gG3nv_T`La2a;9$k;bZ#;-2y6ui9PhYjOMQ z_AS;~$%aBYtHRlcwH4>^O_RDNbz9bF0N&$xTT~?2Cr~oHoR~!E>JQ-!pDT z#=BwsjKJ0)?v23Oh`qwu0E>hCQUYru_KeS=a&jrZl=7vEJ^9il2FGIq<)orKGl-$# zNyjS3mhuVfds%nHyMZs?Tz_GI5w?h6vPnh~K7!?0(%TT{2JxYktRnVC95(zmHsTGy z*-*@Fkr&D&C2(JxRNwx=y+?_k(H^ ziDg3DEvN5NxsPc+;5#2RZuNfG&xx^bZTy@2A2tCsU-+1wSMv_OdhRb1eWUNum-h8P zaMQ32z-F)_BaY=XH4ZTTY|&Tm!PikQ*x`A@apmi;uyE%2hj=%Z^{)zj@FH*eRu5$` z?gl&q*gfJU3S*;iD0Xj3DN+I?rBYfb%Kf9g~Hhy3t^HpzQB zuQRINYOmHEeNVCru0gL-=PpJ0!&!gGnnoY1zIO7zx-tG!_hrzx_`u#k2DDH9L!J-F zorvcNyf@@oOZn4U|F0w&6)`1&^FXW>lp|<5M*g(5{`(Uhzl8bpy={MO>BcaFCsk4Y zwpagJ!0l_u{}q)#l>blZlJElx9ml{-Aiom)0_E8sU>~rgzaeuQ$0k>}0>rstKcfkw zq3pJJ2TS_sf1%%+_&^o-|4OnuSA@RVXJpp@IOi1GMry|XVo&?Cok-eigxyHmiP$zI z`cLGVLM$T#BU4uU+p51BFZy-qJ7zyJV{T;L6&#zkiuS)=zAU3G{hRwo>f@z-*~UA# zhtJafaGO}^`U9&m7ddlCP8XZtYiiu9JzuMU{-I))SdM@A^I0!IS)>zi`6m4z_BYto z++b6~w`V%`P4V37<$q=A->~_CCtR?Ro~@qK+ex-3>ZjKc>xMdSqyDNK)$VGqm&40}jFw^Z#Ow|A3?gdb^nGkGfUY{6oGd(9-+H!Q)@==W6W#vg}Wm_HX1x^WH$R zi=E>S@&@=1;@Lp{KukGX@(1JWD#?H0H_fMb1BgFRllo6AV{c*z??AX4iZv2LIi_lo zKI=lz`RbAVxvuMfD%Oo7*MA?vJbTCP)@DVfYqM6SOPLfh82ngAwTVIdcyE?}#`*2$ z`;-q%U|mQaTCSd>J$zr-s0`uvlGmg>SKLh1^v%n|5tq;e`?)Pd%fMA>#tM(upxiJMiT=Zg0k1vko`-I z&8qT$W!o~=d9nWUw%iQw zekb*P6@ycpBR!e*W75e;H#YP#91B|keA$LvqskZb*`CSv3FCgVofc&vf0U}rjHvBQ zPtoyMJC}UohyfwuPZ)l27IDged6BI<#IW7oc>B`W443Amd98d*o=kjqvRmGTx0N=)*<`9s~aCp0Ju} zVGbfEli(>cOJQ(SZYhDu5&UN%*<3iz4PxD>csDdh8H+>vVER_}%;{5vxhc_eOo3k< zJAPCvDk@?;3$QJ~w9F#>NLlpVDF)8e@NBF6-!+P`H;fk&ypQvAfln&@5b?{9tt(k( z7I+&G zJAnMGc<<0{E45w}=YB!LQc({&$78n|%M%I!LFes{Ms&$a2bRf5RSR+y3Jdx65Jm7h^{B zA?*3+Q?p*oJ_G7IwXaJ5TWkNa=mW2!uq=+CAGCc5=TCzlzC8WAGV(ug4YtNV_?9Zu zOdt82tc^d89nCtolX#Y^}s_bd_4ID&Gjz2Z#%zH=D_oMhJ zqMoJOAGk0zFU+)YTv__SdMw%=T#BAylPXQ$IA6E)Z|0p=?BASoO4@48?QPVvV)cjJ ztg7ozB=rYk4RFjGsV}fU(NcG)2Ki&<_Ej8fBo?@vQuHo8`>#{~sJ#7O|7O*J>%Ut> zZiW3{f6p(_dVkVS8!+ToZN%Rp+N6br`kGnF_XYXQ%KX=5DhJ75dU-52!WU-RE@AqJ zvuN-7qhhwy=lRELIOJ(wx6AiGndNU4Gf4UVfYHpz+gqyr3kWZR_&0)wOWs`x{~u!D zWaZ~F_6F;cqvU_Y{Hf3VkAAsW^~e0%K{*N5@1>Y}YK?c=-yLFq(0%QyU3p*m`KS7) zrsO|c{->x+ksC(kM&Yqr4f3Zg`ccHEHCm(!Jeaj>lhu0$<^cF@LCT0 zkJ{ujkR7-zVV6-v>ukynfbrJ38z1dgPgWezX1ty2uLAD8WKg3zbxQ1*SPjPM( z#!P(&T8dxGd5v?p4tp&h^IpZs!Cu72Da99P-k9%2TvOvWj!|CSppWk}R&I~2Q2iqb zYpdj+rG%N#WeV7(p--@_5#J7qm_xSOUtmg zyif6D^r@r!e>wRw?4AFrPF1Nt$BHt|Kg=P_Kjs-|(=zyvJ@jF#6nyUp#gN%9a5vy5 z#7lTnm=(oi|bL9hl}?d;6~gtG(h5IiP1Z>Lsr>Xdehx6|5* z6DPEy{l$cF*)K3H`$a67_#JB`AFxh;8s)UI#s4|(jfww(Zz*Fz%+LO;BRm( zQOECW-MLnC2fyU8PHBm1DZ<|{|E@dy*U|jPS^v7V z{+8GOgNF?x+zsO0nC!Qgko-|z{V#R-%UOS#uk}#=hFvac?@p<+S(kqUk`~i?R&)Bt zI?B-ipVj)TZ5+>0#Ky62{fF*__?71MXXVaV!rk=O{392zoeI|s*&D}>m%kPL5PBC& z`M)yqN6-$D>xOYLtlJ132bd^e(v|*Qmi+-apUv_Y`??v6A!Dl$t_C`kilGjjO8AJe z7srR!q9FLQ0B>08tPSZAmK`-?s8Z;$;4@%}5@{?_Wh4E?5$7x7&R z`b^!6y~0`nSAyTwO&@a>uFSj+}qn=sS7D zt*h?we=*0O+5V&K-_yeO^4jMp{U5r!Bl+KQ!u`hLyGx}f!8gWsf$Eh%katSSA9cn4 z%kNtcQ}R-gQ7tN$a&cMI7Ro1@l$$S!5cpSI+mF>{i&Z-4h8`{fr}pHBy9qrJA2 zDo3rK%Koe7zc_FB+b*X6%~A3n>L%LIR4*w%RA>FYsqZSX{_?n0e2sY;>4$aL|5Q=_ z6HfC-m#ZPWl;eLAdXyo5BW94o#2_aWFfr!#UqiW@_E7F7ycc5QR8{{*?x)nebZvXi zZl+aL`NNz$Laa6QtN$;?_{W$r=LO8j%ce1sOL@Jvi1AU6=HJC=f3;SNJ?15B9BQlG z;~(Fkfxm!f!T-#$Z@^o4t9kiDZ$mrjtM8d0L-0CCYa*|eyccVwSRVxzN3EfZ*FoGm zUPF!huwJ7~#I(b`qD;BRZ>D4Xwncv`=^()Vv;Geo1p7A)3<1YwAwAfGV#s>Q_?$}j zNB$N|`iLnZV!6N;EAcw|UX+X6Qiz-DM)(}|g(HTpq-{yxd!wH=o#Mo>9~{1N@-2(p zFz_>*b4__@(^h$MIkOmh1H6rjWdlqNeq)nya7=r|xWRSr4Sst4m+cCdZfEIyHsCh; z5w0vs4wi9sMA@PYQFn9wkq1lVut97d!`^~67wv@axG=7aIf?O2Iv4T9cwR%*c$fFk z{8cgwk4LGW@iVxl`?_d;sQ6HPo~~K!jrF;1(T_-q(LyO7Y;04d zcK|;TvIOC8l%0{~A@CV|_iDZU5%UjyDDYF%f9#JJ{aD`kSMx{T%luX@4R!*ZY?iQ#j!EyBZm~nyTP7t zH~1YD9ix5Pf1vi$FTZPBwkC3H956Z5=FFMXn)fV<1Liqfi=_K9GWY0ts!mW$9L~9? z=hZr)9Y21YV&>!%ZUz_{wHM9YHBd_gF-Kp)`m7-&9)cKsOot(ES zHX}yzWjVhbJpL5_EpPsn)&Itv5&T^70G=aqeyd|OfAqa+{=>Gqf_RHs18ni1>YV?I zHug^X*7?7){Yg%+WBt+N-CUybM|G^f&iQA^picf%d-)G+a)@y)WMHK;8tWh8N(y=P z;^`ld)3E_h4jc~0sFd;p)?escAtdKp(|_QH>P_)(W`_k_6#Yx!*+~YrL;kcSe{lX4 z`i@`;;)O%Mkvb0A0eZNw3mA3S8$xp+8-6_sNd!-nlMq&vYMBXlW= z%dtXVy@y%<3ZXuNU8geqPvmD7^eRi=tpC-N{l(t)FVFs?{2u}vQ@Qpx*WbWJ$u^bo z=Jo!nhW;;)z8NQjxm=a;hrBV?9e&ns=F)!zz8vi0@uCg0|cfzI+ z$lsy463)h~{{eS{^3;2C*~A-c@n5Cal)|)-uA!dS_a^;A(RY;ot?DoKVvW%0Dn48Z z`g1AHO;!3|wZ9tA7*A&X4>`wRZ^1WMJf~`K{DZEo_6PrEdzGW+-;M~j7x1{k*plPV z7Ja@?_8a$U9TFPv9O+6s05Xcg8!Oa2EOa14Ee z>9qek?ccS{{tw@OenGK@oU@zuCTVN3Hfpe`Lk>ee9msNucVcfTe_HZi?^S8ShsCmI z8TL=QuFI&>|21iGvG%je3T^V@1F{VJ{a=ofzbfm0t4s9%oV{K9X-Y(?_E&kP?B#!m zQ!0EFuq_&XC~NxHrD%V|91(2=%#F~;Z26z~x`q4!ofL6skOyiT#hexQsIr8tg6rk^ zzbfPZLp%V1w-fJO8Tl)k;*y&CUA;$r>3Kqabu1DrW5uCv5`2hCHtJ! z_fdxJ?NXe7HQoLf+x}G*`XZm?h58S$gKVR*!~S0t`i>ZXD&7s-b4XsmZ^pVZX2x`^ z@G^Xlk}-teSgq~KFDtM$bdS7Otl`EpET5?IBsRwuedLpd{%-acLO+Hsf><;tTj>45 zMgYA8*ctIof~FVcjbdGlo&k7vCp{tf48BHWF@ zugoMYj>;8d#Et;A2JZm+v$pz+coe|cm~b{m{2PhGp=-zyWv>7J;|Jh+=0EtKjX(A4 zyoS6hiIh*#C|h8A6n%63feBK6e)f$+Uxki~cH(yp#7IqiBH~5Fb?x}b&ypIt% zr@&XdH&M(T$^Y~^({KG)&RbRg)q6KEi(t$R$C4=!Ihz>YBJnqr-zg<)SDEw?FN@cT za`^wWn1xpPAMiNnyM+`#I+HLmjI&YrAC+Iq{7!t0a5?nOlU=51fBZRKJAj;25|@L# zQ@DoT2M-;j_%nH!oNUTj3V{(!; zU~YEqOx1Sm+{JNja33%``8jFY@x!^=@k6=VG1_9&V%Z*TtNjJ96>|~wx3&JL=SzPp zD(9k&^-n!xwyoowSgWdM{v(IRg*@BfKOBEg@o2f%WlHAR_VK^E%>V2A`d1g~zk*^$ zMDLEXGL}s;M;(O%Vqo^WZ(f6n$7GQDbti^2b4e~-^tulsVb_Nw(4Hu%~){(uS6 zb)GW#&#Yj7EhI70q-)ij{!GhQ7xq|kGfX%Su!R{)s z9ZFXc=cN6Yt}l@>P=tSlY&RD4^>3xwt}JXj>OJ|pDzYz|(eZ~IY=T!A_7{8fZ(SFtg#6FBf~Z|FCo%u* zq3=fVT9wVt$O|v@(CXAb@NSOaKT1#Hb~EYERnfnIxp5T#!8kzN9PSG%`X6Eyt>kaY zOZ&DQMW1<|^sOoWhcOL2sIB&Qbp4h6vAV~`LQ`YJhW!b#afIAppZw>C{GOGR ze}u0~_@R`{Hf(&5_T8x2+L$>zrJO7AJSr_zwvPNH=!?*8htGo37 z3dq*_4jiU^^}}DKeY}e;{ZGZasS16k{}b4lvi-lX zZ-jEJ63j{K{5O5yUYXOrs#N%ZqIXaBfx%wp_1>DScwhhN;5{*U<|V}YTo zjq(r66C9gH$Oa-#j9E^Q=jFF%xS#cH`J3ee$Rs9tfY){8s8aS9$Pb8(qcFjAudoqO z*|?_+`s!O6){Uh8scZ~W!?T54LS?wocLS^sk`9enIa4Hk*aTRA!?Vz@S;v-pI%XRI zT~l#C@t$U!j?ksl{mK?%U=vUt$`J8yyxDKAV&EXZ3NS73mrslHynw!s#NQwE{=^cc7LaedyM(HpV$kJ54!d5bptTF_6cK<95&UEa3YJ5W>=9J(sg6APtoLn~%&xQG)37d#`CpgdRD)FRjbxhCEy*iGPj^p{7cy<-X zNimgUT9*Z%73JXh+DLx|#kmP18!%$sgl-bJo0U7rmR`yFZ_Z8a>7{Du9m#-Fl(sQIUCRv7=nA8+cnYU+QU%S2C% zQKNpSvzq^osz2t7ibds4d7DI@DbTJueefH_J7L2_`wNVX!tbfQ%x6dQ6Yo=*`XfS2 z@j=Qh1)NIZeu{Ae%nHT10p5j<_fxK^xohX!r0>3VHou>;sh7q7T`A^`HU8&9d=T-p zfEx-*Gu`&IsR+U_+OW`MPP3ruSxwcAenMZUBdcDO^m;V zI|csTEdN(T{#djdkyS76|?`i zt;l1Y^-^hn=-;aUgLW)oy$Cv)dHe&5gL`1(pBy+t`})Tpw2IW%PdvPBEpWUvOGjcB%S1O8?gD4m(sWtG{?R!~U?0;ps_1`+2PNi2<@BGmdp2oNgas~Z z{l^+no%(kyzE|g%Rzm)^xBsJ&KT+B3%f<{USH#`d`1-|7aDL3*)E^`wPb>uEqERjuWhGDZs!;{0y)0jE9B&3$_+v z2NUZkt=sZmv4)H5`f;gpfUQv*us7IDWkLohgT9WNk-DdWoe9v84_Bv2Wx7(#=^4>U z`n!P+=bpy1v?-ebba-)$m^on@V(I|H1H2AmtQ4S}4W1QFt51-yr7A zrf8XO3iUAR#dWfy{wzyKJpouhJZG!^`1XZkYA9O`k9*tWUyMQYv)F9)zZmBN+rl<5 zi}8;b?={i?Z1cw)w4kr%68tNUtiLDWZ7^?vzwy~ZbH1GUZ!di}@G0;?;(s%uD8?}I zOwk+!-w-ixj5#@-_zCbT_V6EI?c7%Ta5>0>2Rz`}(`OmKvY%tc2&@X?#VAb6+%-Y^ z{I{gqqFe(bIBf0u|T#u)-{XpR5zIl6}UVDa16Fnz?~IZc}$%LX{0QurG6 zo8DK&#i8rK4vG5+M?~ij9y~~VkMc_q<_7$4_3E{hi=n@klbffN$n(JC2<**C?ZEzQ zEjx2N#lG3D$G+LRV~sW^-k;ll7VURR+)Y+SD&>{RCX5ZRHWcTEur}C>m^X9|*c*<) zP2*a{#o%gs{$6#0yVEe3JMmF-v9UBk7Yt#RU0ND-*+>Y@r9+!o8 z#4~DBG*q4!F3&c7Rko4ys&u{8dkFujZTdmm;xu4cEb9+lLbrvKV}J2jS)h5Y%-68@ zSRpt3UXfod_Me#%`|5oAquuqsr@mfDOd z?XiEMTwyy@@ur21p*r-Bi>?2ZM<4Nwd2BE*K<<(Y`H#Kx-^e$pFivIbe~Y$<3hWKX zzNvoxqvil&BiS1N$b|(yuI^nXaWsODN?$1R%L{p+CI3S#rt;b!V@@B-m!STw>JO|9 z$EK2PC)yKzj`adkp?*`HTU`nR4pi{~$`i%KT5 zA%E-fZtAfA(GmR*f2^a&e+K3VY+UznJV*x~;Q*+Q0Q2F#3G9 zE&sw!RUP)Pvi$G%%70?5680>P5yNY{uy^sgEb+Gjha>&1u<_`2F_V12>$hPW6LD-L zCI@l_$_CCxe^%LwY||GpY=u9Q^*r)@3mZfLV`|K?^2E1TrRh(lZ*dqW0Nsr34Z_X< zT?YAeRsCV35O@MF>C-(X2@dhsB1qzF(e1pjU%i~b-3hc4YsZb;WA9m)F6G>Q#g(|?e%xIK|gv|Jm-`Wxuqz^IPf-zc>^2{#lOLC!2?WnsbKwM zDb5Y>emw7Go9b;%zY*VDjdAX0IW~DLSsDM9<4+%RR{9^d4Zhzr|18Hp)>iZTR7d|K z534>O@lLXiuoar;pQGyUy~UU3g!_7m`LdbjMH%(42z@usGbQ*R^4iTzn9Vpn7sBU> zxHs5)XpEg<%#H2#_gFiJV#&;sSQlVkC|?!fTNM9Ule(TUE-Eimfs7La+)7H;Zh0Tk zBmQKjKOr8ixZ+j^cZ2KWxM=n$MiMI@aa{a5sd>IdpKJR!p&L4i#l- zM-J@Oaw#7zV%p4E?O&??v*H7^ExVGmqM|~MZF3wkZVm!-Bd|7{Z%Sftatc$mrT9Ki z@_$E-Ki#Hi$Na0v_`|*B&3|CrR%TL84)7_(vu*G{p7-*a&I9T=|G(JlkCQ(6i!b8( z?`(f(`#Z;WJ)@;v(&l>roS=NNTz)t%E@)@aEBzhclEN?%wo01;oDzMdXe<5Cvi?GM zk+vl0=?WN2me8t99tRv3SH8o{gERJ-(ppy{@g~yA1(PW$NxcJ10&`j`-?sL zuNwDie=+E*9B^op+O+bW4V*Ukf zT}A7j*@smz`OBLBYx2^=qD;idp|U3}F4lgVnc#5wt1|vKd*yF?ZAP!xp6JmU-S6q^_=I3;Qy7;e`-SiHvIGU z$zQyVNn2xW@jqS)<1cJ?l)+meGgMIjb=u$RzWq(fO1!t>{|_g-1MnyK7Rc880}iXA z{D<>S(Q~@YVuL>0_G)nc3k(dcS+KFtx&>WYtdDezI5qf<^L$On8~hux2d=BN&h#vv zXFLl(FUn9lI?F5)dn01%fhO(|Wm(dnMsaAAod9~fk4eu%oQU%1PYcgsf4r~>2>np$ zQBxx*UJlg{v|&dOx)}6G;~Nuxj(wCur#I8*a&#RTWs7I=o+6fv#IwK$F8$!}k1P7R zT>|=~)LR9;()7)-Zp^3~1;OESh;?)RobF>*aUD*cEYV^prZ?i~Am@~i%3Ve8iriN! z&W*~4h5M}4pX1d?eS^QX$1#mzfuj+7%olx*VSM8{$858V@glxaMlJ>(?^17zH~VyD z**pjJW66W)H)As8c{QIMO+O+LIin(VJWWJWtQJmrq*iW^)nW;Y6P-q}>F6DR&j~|L zDaP3djE%tCAkUP<;1KR+<<3}9U-^x;qw5cOQH(8M$HWF(fj+KbyP$Da(eY<%{s|gl zUf>?&B(I77U$`U0sE3XD=g9i=+@X1acsKUW|MKW_TrT!09ML>hFV{Rb&ec39pA)cf z(^gTwI^q|In`JNm;aE93eopcm<~tr*=+P+x?uhbe&C_ai1#L5 z0b3V%n%Kj3%XVC~7D)c@wINL0Bl#bAAKqP+Rf@-O3@~7P+_i}9(K_x1{A$0RH;OPd z9GgdAa1aaUKrwB!SNWz;55&Ad%pQd&I&$=gcKY;b4cJ4J7aJR|En2)>JFoa6<(fKr zxR~-qWom~HB7TjCTZ7m&8JXGIG#Q@^cqbK`Ct$+@ZA)shR-B)%9V*V&4i;xIUI&<) zqm03kI2=08DNK=b>*CBm^ZHZX_~W&Q`^#9fbUr~m1M-UC`NX>~690A5$NK1O|LPcj zv%>j4zc0e4SY)iJ=^LNL(S+m|M9b@Xafch(#N|!^%t>pgj}xlFVOT&ny>j&EF8o{ z0p_8i_BZ4+*54ble;M+>psVaqQV%rQ-#o}(rs#`Y@ZbrCE>TteqdfY0J<4hS>a>5% zMLsdiQ=KPNZvF$u1)Pdm|Eg&H1@BTzb5!!S@feQHUwmp>axFtdHyF$`3t|XAOQXL@DO7d~maPwAY%IneQR#%Eb3#^Am! z@;SO+=y}%ZrxvH{{%PYtAaKNgaaQ@84a|+mt5QPPo1Ef2ZSi)B#~^Vx@Qt%?8NPb< z*NgY_#&s+8UzrhS_^4RdB7Uf_Hxf6)wmd1H7gjz+|-0d|Hq^_yeZ2uuy|HP&L=@HriGLpE~x4DdSYJvmQ= zY&)Y~m9IbBK;-x{#v{g-_3>}-_|t7%JWgrMa(QyB(wq@ z7xG(e^kw|stSy3Hz*fXYkxaf!ZG{g3$n;IrVjuE@(r$A~v>?tgRr!RLS@vgCgpTZ{Oh54CG*Q5rKZm1l}E zG=vXQc$)luxfG-3Fy)FmsGU4ksGTY~!I&Jxzrizyj~o$kZU|Fj{saC-@j>uE#JV|t z>vEa5IFVNzY5y~+_ z`KG9hZP}XyUw82MQ|)i7|82E@Wyb$P@~hPb{tMo5G5Nof{-xdigMauzo9sQ^kZG_E z*CP4DIsPu~@mJgBU+4I%-Q(}4v7@x#CykTeHVAoJ=@sZZV{?rBt;e__*%R_cW#sSF zoJ=i=VhgUx+$69o(%+$cvdV|;OW!&udxE|82mZd5?d;MIE`8yMS7Nq5%%s>Q$|kR{ zG?w(0AKkF=7&sX`Bc7ACeEqk?&zS4P??c~7%Xh)ITKp`ZSLKv`U-P?^M<4Z=5s}CB zQ|)DG|4?=i_VtkcMbTeQK80BLP0eFPu7AD>gu5a8iLm)N&i>;@@2co4--cda)kfIM z5`(tf$#&f3l^2;ClEb+A`Rn~D|t8`s5#{%;G2_7>~?4~){n9m}gc{~3QnW$A5I1NI+V<6qfH&F$}q@dtbz>RDU(-!c{Vjm8mp zEjIW!Sw=M3aH~`PxNw~^n-Fjwf@cwFVJR&(H5RBH*sv1Kb2g?a+<=GTk(I5_s`J29~Vg2oA0#V|LdL?kfFLi4k9ya5u^a z4}F$>qW{m{o3KZ5WLd*Mb^4p0XWBi_eBHL+>2AAw#=URvw7c!LStJA!*kUn@*g+c- zk^q4K39(5a774LPAjD=CV>{k+?u{E6m8xA;B_WE(kh?S)8#5`SiP3_a)AI^ZTk^@IR1G0pA->w5Z=G*R?n%@6F#|O8(db z;%*{@P52tVxbMC*uA7(0H$QhTkcTGM4Rg=my#6Mnq*x6S^AiwKkU*M{-I#Gh1A@=5s;&23WBUqe-(NZ~d<&1iWE^N*DBt|sdcLiy&!4q#^2x78`cinXadH-GisiSQZS`}Q^`(fNQ?3?X zr-8MrxDPsKb`~5rzFyNfYD={Oixba%`R?`8n!fb`8(5D16a8sA7h_Smzo`3E|E=

hHh`#U~9+U7` zFDN+qqWi!3=CxvPpbNi#_EdRp9!@%P)$n>!FADe@Zg(TjW%_q5^kC9A>s-U}O|J7& zM})PxrXZ2U%BId3+65TOX{ZOpnsQI|JUW4&#^S? zZ?*gXy$^rkJ^}8glIw5cqrLg|Pqq7hx!ZsB_OI;u|E7<>KLB&{KY#gykCDPZs*?Xj zzi;QIL*8F4Z2xDoKj@cizqHTCLwp=u-a!SPg>e#cGDPu`&1bqxjz1{hjb1Cfw~TzD z;%+kI8H`tGY(Beui6e*mIRsuC;%-Q;ctUye|4s0Jq>W{?U+MsrIsUA!6#e;f<%hoY1CB<6p_ZS20DVNcO^u$-9XpYrA3 z{)_Fr(j2L}a%6x)-fw%_Fcdess4{_oaH zzR>Ki#;&_=`{+PT>~H12QI4;={!8?KY=6?1%V&QaxY{8;hUxW6#ovhkIf!c)lArc} za`_+hi^lI>$Gxu1_@}k2QvIJT{vfy;@iU2qpbyP$rvI6%|H-Qq=Sl19KgQt-wtt#B zXZ;!pyoir85R213HWKpxUErfKd`+qGmmZIsTrT(nSy$0c#munHior=RG(L_awu0hl zbPY{nS;;!;e^0E9@4Mjliwu8l#%<&{uc7OCF8RWD1Ai{~rr!6r7(nn>Wxx7eQhVCV z=X*cmhk;*0-do^1KH{fsbyDla%jdgGa$fL(y-fVhxG2a$(SjVjz2~4?_kOekXnvzT}8#g0Gz zzLfdL*g@Ad<@B%Q^C#venfIJKHdcL`BdkZI+aGW@GFMGr`SRC$j7`(2O{!mjlTkh6 zu{iQKzw7>%GoJG%l21I4;$@Vpiujr}s8J;t9q29g5B1Kfo<`St;wyJ>v@7Tz!{gZe z=Wn$hl;ZGMgHGqZ&i_)LzdR!^pWiutnuj)n1FSj7=Y84u+k#q72S+_cLoO#gAq^W^iG*8soGtut;9>n`|twp`|4w*KdQNUwj^ z|MVwC_bwy-tM{{X`oAuJY1iLs_y2nz0C&?u+>N(6xV7)g!2YOq`zvjK@P1d4{a5e* zl|BF8^zr}KHGg*>{O;G0e^mMTN4p@lf7CWIyW6&~fwR~@m3GCj z2+qd1-wn^gzxDf8aEg=~e`rPxBmKRP?-@o0u|8glISYx^OYA}858FpkbIQwOP(Y|HrAQ}35zPDuO++sOYpa<$)`xPBVrrnvE6&hxkN z%lBSl`=2o`8~;tm@NQWY|1$eu&WG6n|A~zuPNmZQPfSZO^5q<01}zU_<83kXkF}(vJz2(oy8os26u56HA)kHE z8eKMqv(3M>e2(dGzQl~UmM#7G7YrB2%`(-0d|okMe;kXg+y9lfztXX9{vG#u{Jq}) zi|c>Z*I^xtgT&t~V*c&J`*{aPy6|pp%!l6%9-M^tMd~~hng6ofnr@T)+mC+op?mK) z4epQY&xrj|to;>ub`~jL<*Dss_o#NK-ecpTyOKX){$pGJXjc1MZ7H+OX`lQ2A#HSi z_c=#?|HHad!u#{{KYa-sOpkM`Hayqa+S%X3w=MvqKAbTZ-{$!zb)Aar|0Bd~RyhAh zo||es|3UDwj^82nCW%AGIye6QHa~yupN0CjeWFKfytMsWjQweRdU4;^*T0p!{x<<* zlTH7(9z)HkX#Qo7y%g5}e6MIZ;Sb`qjo)SM^jle@eVoC*>w3tT1J_7h8}*p2!Ty-6 zjk+&cCwabpY+oVytP{n0C-kT2Kk2&@jBljHS0(S8dG|m&P%8tdHJa8xjIns z_7fKskAMBHb0XLHFLwNuGyep8gF2zfTDiFAuQ>plyM^a}rQ5#&xDnP~GCfjA|KyXu zab$~d*ks^r0>=$?Os3A!+Ebes=s(tQ3RoHF9^zUgodbtd%|v3|xeWBP}99rEMY z{1@GXeR4fqi#R;fx#c{6lh18D{#wqo;yyP38?*%xUVtk^0Z-OtHq)x8MRh($g#Y@B8mwfg9|Vd;avk zdjTAd^48q(xSNIgpL4|8KRq)h{5I3GV+(LP%spwF{n+&VpKgD={#0}Rme8W>N zC;h8B1NuVNmD=n7x_qwBE4%;S{qRHKyGd-0k9i{U9j7?MBJHX|A@U}c}nq@Y3tBtqQ9EhKf92Fwc1MDlCOWC$F#^+a4UQ- zlKV9`9r&p6_qLH<#W(o)J7Wcf;t$RJSCeZ&RxF=*3C0~XwxRI{IX{Q|Bp0j@Oc$ zND2KP$8ju%WcyH*hD0z3Fj#Jnu`X`7gCK7TUibect8%^Jjk%EXq6Y{?`4ed88=& zuTt{!<^LKE-v!Uj$za{|V-%iqC&^>arUH?@cZ9k8j%ZU)VPq zOFf9^&G}NQ{n?H9!%B}o*W-Ul{=aQ_-0Ss)_>;}YZeT3H9`Z4+4%UP$BmTlQeL3L| zWDS#dqVuT=~Ao#eXlcy-0m7^e;SYw#VMHEC`e;=0LYLyjDt(*=wTaW>?(=@nkq>b9Tn zmlhiTec<#MojRj)qlocu#^S6tCz3b{Nu;)Pk-dPx_dGeApZIeoH^g34&Q~l=V2qZ`!!*q{$u;kgWskXTz93k zpX<*a@HBDmotqqXH||cj(dpB;)@e6AGwz7t*^T!fv#mds=>KBYzg?)2r8Vy&eZ7SG zS9QhG>HoTXu2n0$|JyJ2xb7<+7rM;skNWsq`QuM*TC`JqO4`-S$NsI4zvVyv+F(y@ z?%siM!!_HmseU{y!vER@TO_gT)D9}g{-?hv`CrCJd@eDAGsZA0JSOKLc1{ikeBW`d zzvTFX@ZI3IDuZ!&eg8F<8GpCfjoe#GzQ)!)-;Bpe5U&z`AIEu_FXnywc2r7!^U`6|DpHm zb&bU2vio1b?=n9$#Hn)opT+n;m5|T)3&(Sz`5&H5h2t;8uoNS|nEAh$@h9(y-@d6a zCiu+7^gnS+zZm&#@MVc(sYLv@7UQ2>J@mh|R)?;Ci)nwM@mKEiCm)E#Z-vu* z1;>Bu_V3c!zwMXLIjJvkS!-U}`?~U8nE2_ux7z0)j^5~Z-QaNNduqao1A8x-r`hel z1FSp6Ji@T%4-|Vt8;aOy&7Unc|Mr(n7uZe(t+#Povec8%|{)_oi(r=N^g89PvBmKmfhvf9UzglMejra_; z)3eXNN<4q!tM1Ltxhr?CE$R9<1b(GAZT&5$|B2Npb^KK_{t@!kD?I*PiTTIpw3zr) z`c zU`g#Kv>olXzKFN_4wJVV*k2xhWA8SZ9U(CZ>rdZ@w)XOz_@gl%>=T)GZQYWOMtoJl z*3ci1{B!SrYg|x|X%5`yhV8gvNPN!N^5lZK5!?&>L;8p!gZXN3G=PgixN3;Ik$iZv zZ92J0a^>W05Zns#)Sr{1L2}!y+tegE^A>Oo+ck)>F^r4iZ%`8kwOqtMPKj>9ivCZUN(*!trcZ;rHEli z-6+A|U>~?}Sj*LH>vkM#$M0+1eqvnsoU)DoKHw6V z7k{@nSfTmHx_qjm=reI_6#x9CeirAk%+1=(|9Jjco5^=$--)*|{2}YwX|5uB|4aXR zUBo^kN0#7j1iMErt%OHQzw7b!L#?i5nA|wP@8P@3PWmG5f8~%-P8^=cV}fn*dMUx% zD9?@PD$!fSy^x2C+&B82x~viWTzsxczjK_F*8dw2pO&=)dVLkR$7Gz~8clx8ZY#kRi>b>4`rxo~U9jS^FXdkS@_9U4X< zf68;?W4@9vUD@&9y8XK}_HPHUHipSq-+6CY`#7w-bgbB&u-h*C zx>I}~mw5ubo4c-^HK&psSibz1^@nYX&A3J^Bwy|kW2TV* zlYaiRXYS2Dh-yyNZvA85^1bunDZFod?>6e25sz3q`MLVva=F>YKWq9ZCQ9d|`76cr zKgUR^uU!7W#2RTJFJ_sc6w|KzAIKqZ3x3HNni3juBlyeZ^+o7_;i{ZmK>tR83a$@^NVsGV~I)JATuVRIqEpi$?xljwAKqbCz=L* zZXCJq^&W$>W}w;EZt-{<=CF~s{tVmZvzx`=V}9MZa#$;d_!g=8Le2@#J0YAmmJ1C& zs=r^}`^Z;r{C>L5RCXK<_eMuD{^I`EuV1@w@Ogo}^b6Eqc{u-2?t?k@bo=#v5tYyW zryt94KR_K9uz-dYQyhij#uQhfYvc*orqH7{=J8wI&)@O=UY<)E-~R>}9@*z{ILUE; z{W9e1HIg-3|IRI+HKv3glC`C1CwqL2;J1NWZx`-JkF()9Vq5Y&#pMvA(|b)ht-|_f z>tvPMPi#uI@xK>XDROIkjokiIpYwl;{QuX$-Z0m%F^TNsKmGg{JOB10uAk_z-2ERv z|4z0G<9{jUf1&mZ?#Ame;k+^Z!a1Br{|FY3I)xwMwec7m=oRV;Vr-~mHh|xT&qp}7 zpnu4F!@qOsKjLmeoYTu+(+3_dU}%V`peJSC+(K=K2ZeIZ|=cao$4?GLT zGchl`_A%gIsNY_F^U8f6;Ss0r+!0RJf#ZW2SexVz)ttwshP*DM4o>u6uJPYDaa81U zj`2QZp7A?Ag0JBgpY;4oa5y?2IVX=|yfdb+y0|#`+NX-!liVa4`d2t^Jl>|# z_Qx*xjm+-~S3hE)$~ldAoac(Vr zBTGFbytnCN`-$4sF_~R9lzj^Si*vpKSG$Q}RIB_BQ zxS0NL0oRV@S$2#L1o?bFP2)v&eT(Ci7yr>Xtkt{HKIOhRo<V=9<4iU+b6pf`Y#cF^t^tmu-{0#OW&;Sf73s+_XZiq zq@9*K{#}nh(3dGb{?dAEQu0l^hsUD)!19kjkPoT{IGn>1TARxBzHCu<>fpI9pCcd+ z1^h1_6Rq}?x6vw?fBW#`HsSdG|Ni|a?&p8ph(<4vIZlPW~?~f9tVPvA4BtnD^IzhF;-h>0 zSIGW2aJ3_fDN=8ipZ_y{9g|sU|0{m}=6{UhJzw(Pj80#!`SZ7WP3K@!&EOtRfj6Ih zANPOqJ=V9TcWrAig~jzh@rK0Ja84XXjj_YPp^*oSwqPOqH=qB>cYo^fU)mS`*~&9s zx%m&ng5<-0Y=%8x`qu2vp-EtG#J(+F{~rOKOXf(JH|6UeyPssvm2UriwqIi?>;u{Y zVh8Yhz@d7Zz;o8fJ5GY9(OfFAHHqzjbNzW4b_LJz*dD#Um&ttv|g3FnnkIU-kKut=55wxG0$S#(B(t zuO0x;4RX_&ALh54gkyr&YC%mJ$*oI{oq2QeRcw{xGN&B|Baq!(} zRycvu5JSU{VrYP)dH&Kpd-}{hefkuiXYS$LL-+9Eyqle!)z8d*Y-jx6emgTOIr$A| zz~g~?7QfWCp?}#YTiurPZK~^KolW#N$DVwo{#v3Vh&}1L((jG}b7RMEf&=38^jZAv z*8%Dm!`kpVUf;-gmcKLo8@-OoR)5CJmUAIH$`SHff*Z`ZKf7LT`NDPMF*I6hD#6qk z21ja28UDt$zQ$C?Xs>T?dGe)=xMy8|?0)gL^^LU4ANOrLaHUJ0o#N0iFYpY>7b3ZR z0|m!lvGXsM&zeI?oI`PQTvxSyx%=PRPb|^a^E)+0 zRpk6HBwywf`lguqAJ4yR?O)q--un_y+}a}-7xaI&_Vb!8_{4Y{ez!VP#&u&g-^g_n zxNyAw$)^8IpQPI_*goR>psN&X11>J&Zv=yr;01{VG|Y`{DVO(~DbHgz!t?MkT8n3i z?$GfUx4-$+A>n3Ug_?n?lM@}?Jallu_}g}RyXU!KZ7Ids+_Wt*I5#f1d(-1?{yuOw zetZ*0#`X{4J-b)0zDWZRC6ZL7Rq&G0Vpq#|5t$_djb}@m$uK+729##IvJz@4Gl8aU8|uEI$5| zmY>l^d2UP7|8gIB*!ByyRjva)zlimZaXY@lu6CZr2E;$G*ebVm{|o(-#J}tD4~`T19&wt2ws|CO<`EG!_DK-E1N!tVDBa{1W zIDFR;bF&X?RJHV9J1_*oV}snoN*I6n=AX6?bF)JEH+g>|kN?$koq51y{+BD?FgL;O zi2R@Q`d_K_&tzSizA8CN-n-nt>9#7bf5Io^?Vs+eeeT-bDK~!idZJrvAb&q%1=bJM znt#E@u>P&bzr!=mm;YVP@i+2P9YF1{16R6HOZI@&lQsWG@FoS;pUpnbm~MZ@SQHyK zfBdCV`bX`$#n1nMwZR(4c#7g?6c-ctYS=fn2FiKFSTJ1pkw6zw}S4 zpYq{uIytxCoAI;b!d~~)xjpWSGuzy*3kSdprPxejZWQ}*+ufhLk>GCvp2V-o{%>2? zWJ}v1oTp>nj#KA^_YGuS$93#n)8Dqme*2wX5BLu|*Xww-8_8XxHCd&`6nSlETlzY! zJZ4;qis??UIm8<+M!x+v+$ZjxIQk=3`(4k(05~y@0n2nE!876b7Uaq;Hcs9TVi3rm z5ikKB4`BVD9Gea`Zt{)4V&(_Kil}1{)y&<@!e4W@q4lIo4}(bIw9t}5nZ!M_P2m5 z%j6T|XZnZR_}=68Z#dhk99t6CVxMcj1YBU?u_3<3>PhK$<=r9%hxPI77&*JPl-2*u zxEGTj#*}~lx%7WCbT`kHnp&ti)pxENxEt^)8rBB9H}YNhZ-BeGei67E@ZH>>lre4` zGe^mJgRyWNoHglx#MZq2=5=a!K->VAlYF=Smo58}<4gKh`*ja$(X+PI*TBm>d3Y<~ zxZ#`=T$^&(6f^$Ju?mwfhb{QN6D{y8^0`JS8U%^K?8Z2C`p!=R_D ztN-irHBJ_NU*!51ji{~@MbIBvwQfi2d*fq= z;XOrP<3wX9oR(KyLk)`luke)G`@pJO3z=Z^lqK>M4IUJ3D^&8LPlWSac8 z^Cu)eB=2ZdApT>|O0S>!{7t58OKgAqY$Wf+-xp}V;U&WJjbz66!sCj&p)a8RKx}_o zeJL9ofBWJy@ZG#yQTcX1ltFpqP@!K>(7_OGDUMS%+Dh9FL65}cM~6| zo6Bu~{5yWPzRULfi_w3K(=q-?-_ZQSO2=R8_TS3)e>#Axu^f$HZ!n$$#^3wnHoj#0 z2FIUhYs);e`G>kwheo?>R-pb|w97JAF<}v1WnAbAT7v|sc>3?!b zRqFYxU6$BC#jJmn&--H=tR1yl|ICiG_IFS8IpTnrUoF-DmwPUv|HtoKmwF|!9bxhp zJO9%Ce-JtD#f-n?In?7%HixuNqWQeY`Df23+xQoJ4d%J!bk)bn?|+KVA~=xT>yNzO zmu3AYKGJ-gV)Vb&xU+e?)bUqc@39^dTVt^l+5q6Zqdg$+Hu;#BoD(oLI2LRLo~zhY zyN3KuexE)@+d{9K*ci(f$7l;*j{A750sIqsztMfC)|_aJiNZjUFTW{zj9+YuezBTU~GV?F;1HplVf-rJC?B({LKt7JohEn zANtg{Kbw5EjeZy7wVYd9!GELYX@3%r#F{vQ697h_1$q1N+c$)p?cM|A#|``8`Bt7j zo_1%Zfyoj5k97=lOXjt_Gm!i(b38uBuNQo`pwIA-{&=is(%<#kUIxzBwTka2c)bMq zT4M@$n=`N>eT^yFjfe2J;A>=`ey44D=xn#vHuV^t&QXt(rXP`7n~RaJ=jc6Ie^~oj ztLq4OfV;-Q?{?*=8@_o4pVRKj?F;TazCQx@2XP3G=BC_JU;&5+NVsi?2T<;fq#n++ z;0BoMCx&1TcyA>B&M}Z>{MnodV@1Y#GXFS_Z2aq1$FQ95uV>@muElM(`S&KsZ#Y7Z zam5u9&sS{wjq8SW=cI-m<_dKM>)H{oC(i)=CA>JED~mdZIKEu^uW1m!jr334|IMd2 zyEUk9r#v=VbBb7-wEhv@LVS+L=&)8^xDM{io>`&i-yk*Xk}(uN|F!5dStla>zZ$$` zJcoE4;t%=RJh;t`j14B(n^0#;@i(__UJ~5R+{`r@u3%_u$=a#nW&;O}obrr`*HYNttt$|I}k=5T_dnKF#z+>o z{=fU-FWe{1YctmW`uL;WlHLBO&%d{G{_)+@rp{UQt>`00{$CTgZ)DDR8(PMQw|&#! z+BvFU~E0`$)gWZ4m$1 zJ__EN=(oAr-x{z!_zk&kvb3N3w4=e9u3de0vs(ZOGmJYCnHsTN1lkeIxV# zq~;IDoF8`$2V30lKmV&f1AC6xR$}~7mc_qJex>aHbo|M5hP2z_aN^fzw*PIGzZrO^ zV&*^bQSoyNeOe&?7W@Crz};k%gSq zFkqjwUq;;?#>$sL{J&b`PxvY#`;(k4T6c;yr&xn2fBuVlzL5P}s{QrH=3&&KddL0b z!+*HntsN*k|F^N{nsC|}&y8Vl;(W=*?rTwQE`R>-SO3`OegMDbqt842Z=SfuLwA8y z>JBzksrDanAIf9X7yQ+_|EV#wIRCYn@!tX5O}6!)b};*2udR78@o#+$uN3)9W&e|7 z<`CZv$45C?79W2sb^Nj3S+@4mzT!JL*1xgOAAh&wvMnP1GJtay_>EqNl{)_xTqleF z({t1F>DA+p63?;qaJl7QSmTWL->yrC+)nQ|SR6_1b;gu3ZEmyY#W#%dPsQLrg!>L- zk>ghSM82PpI%hFf&U}#A|2T;G$`3Jtg1cEp@kisR(LNv^MsX{eAJz5VjwM_;+|Tt> zk24k{wuAkRn2}t^{whD79WTdUN90A<=ikCrr@4zHD)9Dynb9^W-}Gjjp4-KG!hTiV{0g@HWbo zsCFeeZ#=G>cy7bv2nOef>z(j5X<2dL3i^&wav~CFkgQ#Ij}Uf7Y{0beZ*QX8*4i?2XmNTd02w14uj$^^87~ zME?}i|I}@w$D}VZ5gNS_1}&dZh8hM)$?BR(I}FguRKl zZ*EUsb~C6m#qn?aGB%F)k^>&{kKY344e&McPqzG@N89-QcG#aK=W`$H`sHf>9$cTY z6z8M-Hgmw;a30Rh-T?k4(sLdQq&26a{aNN8F+04jaQ9%#?|U!pm$um4us)3SZ#C!N zHpKsky{V=CjrHGB=>NKWU3>JI`*o4)B-c<|Pi5VV{>Faxo5f*iA4@;l`LZo;{jF91 zzxTlh?jJ2{{Mw(a|Fx1Yc1jleqb~pL7=LfV^WS}T3^k<`b3<%H+W%V*JdU*E4V?dP zLjUJm|Ms0eEb-|*u&4O$4)sPp{VNpVVx@eObIQ+_U0f80!hg*tjUA|0y>f|Jmeg zpB;8>n9DXl#5W6bIlKRt_zp`u|Cd_-R8xKiK1B3^j#C*=qDyrC@3@FMV2pQ!XI7s6 zWsS4Vr_MTJ=2~TYMry=S7iyij?DF+~R8O^C-Vc7H?O{!@_(LxLHywZAe6aZ1z*y5U1`}N13XFmNyy~a3g-TtH9 zRoMQL7;_Qv=auaLwT+CSKJBC<$Ib5Had&v^+*{*+2R;z$F#kDlzDx29#NMnU?@gZk zS2q94;?L#g-+tS8-2L=dp8$XJBlqwB`GNa*+f-TkzsAG&9I-VUyAU_!_6R=m_ci%j z?+-b?0{Oq+tUBWU1z4b8{%v=#eqf1GUeuN7xiJ7t>45Oa3;|;> zIz5K(zy>mg$q)T(iQ7eg*GT`{x}44b*)N!&0lmLP#$VYtBBMtB@4>6&y7BK@S>JLi zyb86=|AuEm^J}u_|6>13Fe5qeAL~)mzC$p%xt~94&T;Ot zMhfRG>%wrZ-kiBDd>`Cz_UUr7zZ5Tnn2D^39{)o8t$Y|`(PLcyl>5ex`Mpa(l)|c{rG0s_i)Z=D=nPDzlj>8`#Ck3%Ef{j7mdKGasz}Lt= zkCD-uF4*t?mUHAc;N6hj7Y_p8 zGY5=_ueSnxjn+2ucpJ$_`+daT08_$To#N=gZRFce?keiRKG;iPy^Gd9ITq{b9N&4~ z0FOxxVvoI%zx^7D{e~~39DWRcBYZc*;I$#|4f$?77UvLZPRTLiZ}1^j$9|jMmLmVm z^jYaE@@5#8;2F4q*c9@q%rzOyHs6Y$e{X{P)!pE`kr?z-tuqzP+g$A@K27*; zgzHA<%!bpb%fvp7^bh;p^bhCXx>LRe74U2}|14(5Z4-_c>i-t#v{?U;11GJ2g6@KD z5xwK}QTq84Ti5_>3~S{Pw?|GLZmH{tLCn?uFosh4mv|!O0n$Dp)^T-zv*^;1%fQ}T z9}RV;Zi4&f&eXWOcl(NragN#1sWXl>rfl4p{QJ)z21rf%%jL`CDO^tG8GET0bF_c- z*6F|>Mfv2GvU$ht6L8>|zLRYM{TI(aUXQ;a2URZlx+eJbL3Cy2x?%0tF_C}%v7TEO zc(kZ{`Qf{djHPY?=7w?P?yCdt3C5<+B|D|3P_PzVY2i%m#6mxc}3!7u6T}<3H9%!rjAu^li%} zf2rFq`TQdMU%_8Uza?X$(&Mic^><``EYkiLKQiTiR&)M~pSy(mr<(Gm#+V<+HnvSC zq@RDj_+u&kA242i{_g<-)3?Z3MH%i2Z2n)N{?GROZC~2{<$kk~d%$&2kH2NwPNmL2d)C>u#XkS|xB28(D*r^>sH`)@ zn@0GP)$O+=|HS*@eUuviBlhOdSeMxUtan9Bn#_wT>c6<}(%-Z7zpe3#k4fUIxvApi*YP~crOH=d$}lO42cU1IHB1)DUxjDLnl0k< z!4H!$!>#!K=8Jj%%%8Vjuq5D{K8IdSwp6PyEc+uUzB9+Pi5a>e#!%0D>L0i2EJ zwjuuw>rruwkKu91iSzpPYqy{IW%h;7`^WN|hn4q-x&LNhaCnTknr2`HxKBUmrx+K2 zz8ast>7LFTZp3P@=$3h9`3TM_!(+U*a=>w$;BO3XLyS$k$Jz*|;u&CPQE!ShszgQwO?`P3!UTjZq4rhi1Y zKsS-MCfoD3{wEJlTL19gh`nK*sRmrXX>gO^7kOXSez`~XlkY2DPvvkQd9ysn&&f^T zyxHXMah>Zs*X<^Ox4C)kg5YoNPK}|?)VLcQ>vu;dkW=#GL}JL&?>c6M^9FDlp|ALN1;@W(8%-~!^Yw$%)L7hC-;r48|25&A6vpzZX@9@1{cn0HSNprhj|%Q)OV`f4 z{m=EC7+SO4f(=HSGqS(3`G5KBAGK}OFUVzorR`tdM~IuVjuB#rAufkFToSL<_a?2L zPpF<+|b{%ybH*CZbus+%i}Bp_i>af zEmeN&$ukMg4e^rg=lV28DY&8P%O}ppo{K#%wx2ou5Whj+$NeAnmk|Hid~!I*5qTUB z(vR8Y8$L(R_0P8o{hzD-rTD)xCO97PDfRj1k{`F9d>EWxGKX{cKk4}w=04_qzWA42 zx6<=}rOPJ=QL*!X3*y0*(!Xi_)6jVb`ol1L*~cI2__0>JtP835L#fYy$E7{soj)KP zOuN9*N_-4?baZi;kX%2vMJpN-0S6CO9SpUcR$Huv> zf8@R){-)CL*If2b$RF43&%E}Z*pb2;km=_Z8~?6U|C8TFazU_Xq;>?}vo)VP$bc`t z(*4ham?vUW#r7w#H-|>Lq~?_6-E6CNmD#yb{;UG_7iHwizx`w9UH8Kuzvn*q>vrVy z9(g;vcJkx)TMgNK`X`tD&H5sN2NdHgjJdaT{8h94+5E3c^#ABI`0Z!r#Mh#XZ0kRH zI84{6KB-LpFX*Oa5Pv0hAXocs{FCFOoc0^0r`G-#+Z6ivEztkfoPV_%|CP!=HS}D_ zy8f^>5&aUrqs91@^jQh>PyL#O`B(ZMcD-8LKk{s%^+#f>#t$sGqj)XGckT<=8p9_U z9>?*c+a+!Sh8VcpL7=2e=%m0V8-Fe%F0^On=Mohk&_JjLi(N zH_C7G@Zm$p&yy#Q0`7)&r--{@jdk&}eP0^SEc;dNAJ_ol-XKQ@@iu}oc#=b+IqAz7%jbhfrHe zIB>A-IL|e|vhq)R-W%;h<)evf&?I~~JO=(7aBf)rDXTjrHK&C4#`EBy{**o!!}IVt zCH>E1PjM}7g+By+zYTrA9lXdAKZMPb@t$2Y|7<=f-bCk@&K=A%Ki>+?KaQVl&tK>G zRvb&NCD&Xc`OVM+9RCf+_PI4Z{ekmJ=S-qk;`X!ln#~<<$rmN<^7tIpNzfPg+w>3d zE$g9+Z2oQFZ+u^t(|+Oz1@{B_tmP!SL-bIhf2dd1^fk-9@&2_9)U}!YAL}1tWcd7v zyHPxj>LaUN#oByQg9>%_$O~p1Ia%A!enOiY2GF;t)2G*Ha(hqjaW}3Ldvjj!Hd}^v z2p&<#MxxKt`Z&h`i07?5pcP z_Qm?WU${f(kL2}#$h~1UV|xA1W`9-7{?-~Sicbk~Q(`QLUm@Ot7zJ$iSX~YL%{rH~ z!E%j1iOoxF;;Hc6SnSc_zw~WGeo*4Iu`K%{fp%YFX2`rq129*j!Z|FxX|8e^hwoIC!;`>B@x zsfB#uCn<9NlmDes{lEPZ<1>l=Aum;PANjvB^$+ne)Wf;rpKn6{GybIOgy~ss$yatr zxLVWxKcD+@SpP~He|$#N0n17M@qSGIm zAn!V~SFHc<%|6Jw{*Xhe=LX+-e>>t2?Gva0h4~P##b*C-zwzCan*Tfsd|LO_z6}4n z+V%&zb?W(t!ujW7=3gzxe~2knApg4d$oU2MkEVfRA^*kvb0_LC6r2AiR>%A*&0Q|E z|H*-4@0%~x`1=gJGoJ(Zs_UQPY!th~*h=ydyo|@+NIXcm#|=kA>*o8uL27*4P@2_AqPH^z4Zd=l&5 zpkEbpb62@qm}9m)vuqX5!Q66;$06QE^U+#Mi8W)yR~CO+?}7Kh7%c0d1pQ)oWsAv& zTyT;D5KNmtt{i)r@p|zEaUH|hi++>y4U;qIx-K0R%uUR9bC{SL)|~RZH%G4#Q*GC- zoczu&wZ^IAZdFGja*~XvEL6xOrQ}7TN z6H6t319)rV@lP(OtDM4!qw*OA{k?tch<+c7H$LoUZ?9Xp#OrtrCtOE zG5lR4{Tt-f<=6YaKK|N9?h594{^JADg$Lf%-8X%3k+RCpbZ!$R=~ z;k)5)k%Nu7MnoR3Uxs{*;p1LX{*S~X{e9baYfmNQZyr38G54(fn@^6Q9l-Oj534BO zazW|#?-*eX8^(4J*QsFqrv>$JvOWK_eDgnR-F|Xxr2U^l_BZ`w-v4Ji8r{!+``;BE ze^N&$_+;vvrS1QC{w?+Ve_P~>4k%LpC@)Lp^lvWx!&nVt(Z$3+lQBepI=}y4X#7`m z{4o}vP5*rv_?Ye9-@N#fU~Zt}bu9UHvBv99F8yDM{x$rK*@xxEU+ezA&nMUI-;(X$ zO2q%GG5&~4GktA(%znr+&+djlS)Lis1b1C@|}CjZUB39UgD z@He!x_%3RdGS?qvv{@4bIWnti@sY`vij{JU0BDm!Vr; zM`Jhk+fw9jz%$Cov*P);psyQZz8kqOw&95rz8lFost;z*Q~Xf;Ht{v}_y*yG_!5{I zjwkyKVwcP~do#?9<(hS?dF{_pmrCkJg?uz~(n*e*xSZAC zocLmBo7;7MuiJHDuRB27<4QZ~LLGMd`5pfKetz&bzfV5Cfqe0I_3TQlQ|4`EFt&zqt+js)i+e?Okq^MD&MyohayCmEeO>-#dZ|M}iZ;E6&GPS;wU zBmGke-j(}Jw-E2F@q5)XGN0me8Pi|z(Q9{u=Z3sCT2BfbH^cajkMP`}z7&sjjP`o{ zReAZmFY?|Hdn33T_Nic)tlzX>p9&5~u`+TV`v1xNG_W=|eZ8rq4i#}X&kFRv;i7t= z>&*Y>TCccT#;`SxO}-4qSNQzX<3GG(l)^+5ntw@*E*XbmUJ*wi<1?DKOCUc3zXHsN z)Qd{Z|8)DMh7vF}oG{f?bKGEl5hG*sZ^LQjyD=TZerX!oRIvYfUGm$k z1x{r(IAm52tat11cjF*Ftmh=UC(%EYseQh1{;^%c;pKG{^&BxbT5As&9*-YP^kjm$ z**LJp4W2*kE{%)jX%oB{HN%f|N6zRT>rrFhyzUP@Vx{^k!MJ)DSvO$=c)16=Q(fU`S*zRrdVr= zm>X>8gl{UDf5LrJ#QfWhc&X`MeHM%*7B~KN9HDQ3wTj1z_A{@eC@p4B9G?zvJQ_!5=7wf<6R4sX9WkPyGtb zLnubaI3Yeqt!U;Q^2Hxo`p3mD;qT37Q9ng-Gv&w^pGW*2_}E$eAC+?mb%f}HYpk*o z@>zc=SNuiV;r*{_$yc5X-{z?O``o#aMr2JaPe~w>26~FQxuZ$N!31 ze-6ky?LHn0+qIPVYu)}U-~O|{TTJ}hu2GNwVEk4%{&MujfZ7D!zOs2O^B;Am4vuse z^uIJWr};I-L02~a_VM;<_b=eP`RJb=?$fph?ti!4thoL6(dS2CAN`NCRq)*Y-Tk#4 zcNb;<5%VE=phe_=>f^t#{vrM)m;cjqow%p+^KWtgv(}WYKg6C?JN^;p5SN?&lXchL zBZ1!;_rKI_g08Z@E2jVL{T$j)yMd`7ry%QwR@43vOqRC?c(0kCh~u~(|JImih1VbJ zZ_DS{-@47;{~R0Q`_iANkpH=gF&?k`n~oj#w!FrnD2u!soj3Y(#((*4%wp_+&Vi&4 z^0%MoEmr@?`%8k2@#{C=X96xpF*C%|D7HrXgm{?*Gh=JL)rk_!4RJSi4z8R04%f2S z8R9j`ew{$M4JWq}d#t_8^qdzumIeq%i7Mn!;#OJ+* zD?s)WPoVKb{+>Jw%mFipy$+ldv3$$3Qx@~mR%1o-&z`SAu{OwWA7Or4^V}h)42~OO zZ5qJiz}$Q5@K=Jh+3&G72Z*=vm>a>`Tsh>pkDvJ$50NES%*}V-y#~k4OZWPl*TQ+j z?++e4K+UOH_jsO|8{%_wH-NoS9u8swP+JBV z0`|)u%tO{jQA`anA;i@X6QWoU?hm{y#E#5^uSGC7JlD8f{JFrDOy3{#&n2_}?OAb- zFy2qD2Au<$dRvZ7f}6qDmXOM2d?HYu{NI9#`tZ> zcXQ}$w{YGZy>?vfyJ+pGgnaVE4RHNL8>t)b1AAki*}0p7#kv2G`|$mN-{Ks_$)RSK`Qs<>;2NWsPI+@v(F2JH{pB@vqNG=Z#_oikp9;%d?EX z_;_xn4j(^xteBgbS@7P>2=@(ZO+9(~ z1Ugc&iRt$LX6>Kd2Y>zzt5f+l=;qb)`Jn$;Tgv#QlA3S8;CMXF+{~nVin?&3FSF=B zn}5Xhq~)idzvjl0=g+aGx*E6}@-T5+WLf|C&R~pXPV2w4{z>$u>P*pbRn)(A`I-8^ z-v3Q^(ab&r_3idy7Udpqs@s?V)KVSTz8sqOS>P|5B z#Q7n4fH!>ne>n==)-u$8Y5ikkx|H>Y@mkigQ0zi+@z-kj|3@bft7SZuaaD=esxK+` zW%zOKNBp-M@|U{(b@_Pq%jo$NKVWNvtof<=zi05ITi2nyqZ#=!d5<0Tp}oHz<=OOI zcG}7M-g)x7^73!L`15A>(Ptf*`8qHE&l^YG`@df6{)DZ`DOLXO)()VS)sNgKyXOL? zhwYL&iNR0EoqrJhl*Rt;W$mFwYsC6#Oa72J))NQ=vVc0mWF^DmbF-3%NsZ7k7IqMOt&=HI#Giw#qR z|I2Y}&$7P$>YNQ2m}PE%?7Dm~_`kuAT%`T|c{^)d5Et^qG5<&3h1X8!zXIb$^;-6Sr~}0|+xts~i;3|!vW|NUj-2OXLjGLitPu<@VnuPxh{qHQ% z<#21VN|e90=c0cmilJHCbHUphkQK=%j!NQ*jETrc^N`6t{;k*8NZbu_)a1J1aearw z`>;4iYQ*>$f*xnC+y9o=z=s?IS{Dj=XYeyfP8vDr&zPH*kLI?G-^Oy?%u|!chOx@l z;T?*x0j7rede)U9=Z$dO5Nm_;h`kxUJ>nj{m`CFGTV#R1#g^C`#oxH^zXR^(m3#Pb z4!Py~ZvN3j_Z+!oa!lw)IUSBovX+XrA(E=ZU*j zd#94}?V8#?+_TBxJI=g!{4LwahcNl4Z=DtFjo_RjZk)%+^UtCF6l+jvzw2|bXJGx$ zzscWm7aSq9srJYkYVl;mlCe+Y#NHOBZHx~&;Z;ZS8Ts)f&rIi%#hC0F$~Mf${Npd% z^Vjj=$El19oqu}$>dBY7Yl1&hyp3WUzHrn()HTczq}wkXHwE;M>Yhw4Db6+Hx*`6C zxEve*Y$tIq%4y>JJj{`W?Jq|Em`>VoM(f6<^`G`FbmSm(B+eoJFyID>EfjsH`i=UG z$5#W_vwx(^u|6w5a}OV*{vCCdulWS{3OToAjTOCP;{{wkSbszQAzFVz{YT$k8z1TM zw+7rk#ORRkCPv9Tefm`JHZ#E3%mQ;mtPOFA+|B}j^Z3aVC+FOsbz}D@ysL}oB zhd-CvRR8n0Ke$)ld?RhJ|FN#0*2}x&$SE}k{YL!FgB0J5;c$|9XxKy5e>VT93wgcX ziC&S2xr&%gTollg#obolZ}@X_r3%H3zj zbK0ME{ZpL&VgD|6{q4Nm>pCv>O3c;lfA+uC6;b=Z>?v;jclfYkON76@y_mAUa@l|R z><_h3wn;5o%h|C$1>ecb%q^Htp?g``mPG`pB=0zkmdQu@}3{k!lkYV7}+yx9J?`Nw@rIse}_`CsB4;aL9&&IV(ZaS`$YlheGG z`uA<<|IO%g>I}o8*?frSU+D9c|6A?#uay2LW-HhF7tjA%>pza?O3Dwlr*gz!d%=&O zTn5##zq>9Tbv@$)VlP#~{!;&3?=`l+it#_|@)vLau7v(?zuJ?;)Km7)fs3d)h5W;& zuIou|%iFAJ`?uElH_9XK=0E<=AKedr_>TL@uRd{qTt6iCc$|Mz98T{1-(NS4$?yMf z>y?cBquKN2=$}yEXa&X}PfZQG$-B4Rsi_gyehp&>V}@&o<)drifA?M=aMa~y@5tIk zyBr_$f4W&0W(D@Y`RuY~`y^)Qb(!Vnu%FMNn(dGMow)zIuOY5qr2I}`ZZiCZEdKv4 zlJPOE)UTK+xOzuhBwyZz1eRo8T4W)wFQjxpwCTs8jvEapk$-zXPO?tP1qzYcr|;#cAMe14c*)QrPr z%36i}5NfBR$2XIq84LY`x+gTnan7%V#m-U^e?Z4>IP1Z<6PKq%H` z6*(Z}L!KLtzY$&t|2Om1`0NLV4Y4-|eEq1eF0=s$#M)Nt+{ROz1#5Ev{5Rydx&7dd z`}Q?+zszCV$8a~_qqfx7;I_f%`PXv%)i>a|LH!i+Jdn%b#Y?R-b$sfS^b7ljZD8B8 zwSR->yjhR?A=aP;+#ST+2yVmUJ062e<>s|fd@kT~9<^4k%W=s^^Bi#95D)U`{-m2m zJweGW6MG}|lN1NSYi5%#{hV=sTY*p7?l=cUhjX11?tR79$h?f_kk9|>xmoZxavWGv z!`y)5hCDY?XKL7EZ}7Kp;P_*`cz;6HSN^s_@_B###47vyVLPlX+&2&(6PY|eQ~ss9 z7c!oU_5b{XNvV62JTuQb6!pL0b&&JFcmJlNeZ}=%KK|WJV!vb^=HKEc*l}XU4l4JJ z%n!~t>RF5_Zv7m~H~;dDziiK+yfL!hEzGl$PZ_nMfS?_(4U)D!-3?4+Onx?=+w zYe~HR$i3xx{)T@Xo4f-2;cJmW{YQMw%*>3(*eKRU@HfEN5OYK9&HTf8#ogd<{^N80 z!N2{;z5m+}-I^oK?!>Jj*`ERC!JgNzzQ(*GZ`U30N}=8q^qJf;8AP>7%|F2`LT9M1G5x}=>BZdohj{wYsWEpB zyq~J`7V00>UECkpFrvr&byM%5sD3L>elhy5F5jMMz5jy^of?1defWXoL}xQvYv#*Q}p2Ubk=zr0mc7^RLbG|M2&}aew;!&u_NUo+iG67{-$MIO{WI8{S?n)zUm6}kc{_YOR{V&_ckq6N#A?mQAcv;Jk+seg ze}8zQC&T_^>>*qHLEn#6jv2+)@VqCkfqeDh`t7c<^N!l;IA(DT-6rvmmcFY#ew=X7 z*n9r@{2y}c*m)X%Rv#&rAAF}g?cY2&oU}2Dzch5REm0q){I5#M*Xz))%WS{$-DK~7 z!^fxNFU7`xwhfJny!7)g#s92y`&-Y0$CW-+t&-2gK|5`W5;xpOjU+~%FzP(?Vvj4@;5}z?M{+0H>!nLCIC;Fi- zKh}SIHhgZ|QCBbEY|JmO_rJ~|jH61&e-v}$$9bOk$8wE7QOB@$oa(uS>)%r9zqJ16 zy;NfT*^l>=$z8y;o%!3)Myxj-z#%L){+Y}E)b}Zm;9VxZYp-@|a&A5TP)z)%?*CTa z|LpjvHb|G~%Z zKi>cSg8W+{`|s1XS-i{mj{9BXaoFQYezB$Rir9leHx!Y7F#E3uTsM|8$rb;36X!oM zH#3N%U%xZux+lO78QK4mGp<1XOZz1n;}SR1ST2u|rzH3=k$m2Z^*^5($8IkM~^b^{;*GT!>Rp|JGW5w*0f!C9ACeN8SR{|IMck`xqAO`ebaz{wZ;W9P8qv znxC~u`#;Hx<<@_t^gr{myk;Btfq1{f-^koV{)^8tUK{0au77yfO4eYmt^Avq7C9GN zzK0dXgY-B4Jc)~0OpCw4e!=8$U$U<1wfT4X@>%!2dFY_jBhlEIT|be(s(o6XP2%ra z+(PvV`$jl>k<;8Tg!&~?3kJ_yo+Zv@Y|(#TxCJKz>diEwHWaxcR`oXGL*56Ex4}N+ zkgy!J92e{jk7>@DTolZQYfUL&Z-BqqJ$69uhghC90~_Qz%*PXdczf;+vb?NxlHhEZ z2!8qExqJ5XDL8H(0%JqGjUIpXlC`Bg*A4JCg1tcwn*YYb? zq}%Q&>#E>6NIw_R|GXb!Iykn;-w=4qyiYYCTa0zd4_Qvx{4MV1KCVrA%>1%L#Mube z26d*+u+|iDH_CM*SRDM_F$%65xxW53{%&hZsq*!AxF6>Kh*{-4mAnT2##VG7x8Na@ z`I|@n&Dkq~L&*A{Sb#a?|DS-5BRrR=|8*a51K4+Z`n1TWA8hMq#(Em!hDmI8AJ$o} zv5dPj9-?tbooB_&zkK6Q^{?q++hV-p`Rld)cgA*X?1&z&tbD;WVB86|0b8v#^@UsA zeZj2;S6VY_;FT)B8MUj{d%T2TZFqezgY%zt@0v|7$vUL%Z#dCXbo+@N5nK)RQx5%O zx~kCpTis90jpw!Ty3X_;IcE4F_YLdvHQ;k^W)4^va@{-i~5o|0#MX#t?n)UOb%*JYVFr5q=x+fJu!hU~V}7 zh`kAXH#z2?)|!G&ohL34wfAPmgZyM2${hb2hWxmZv4gRR^@6-aYOiq25CgYOYyj0Q z)FX-hD@Omwdz+YFS8m^Q=Wbt?-=}qvUWYbnq{C8Jn{wsTk1j_4@gC~(>-`_r(A4;Q z@52v)yIEcG_^*$@`uuwv^$%-KwH~`ESj)Gu{iWL9m0o{{b=?WOdMEJ7%vCY=@!x;_ zz5C7I{^))BLB#68jaOy+H`5N!v_EKzvF?t=*)%@uF*H6-$YZh}F*wDjkl#l0jS@!| ztcUs(jGwdL8M9!FkaiE>ugMjE*nH}&$R<97@qk9)RJKPvD!hK2SCF_wmiR++KV$xk z8+x3Cj~^E6|17rst*A4VE&d|4m@J-|$NyTa{3PF++5XX+*AXkKPW)$m*NoKsQrYHH zX3DQs|MMP{>jvXH760kJI^eF|o$}*@F=e~g!*1J!ojK*v-w|Y{Hh4EjFTU1ZJUO#vIxh|i5Q}6$H{F9%FV|Mq6ldiG- zUe)ZcIEN>Bx-#;Af8Rds?dv4}R!siy=YQGa{<7(!<_cktFUI~>9inq=CB^?nr^kdZ z{`ig4nvcn1{}Zbf>zHb^pO^{uG3!WiJ&5gJ%m3IjsD}J{{B01JrsRG2bpI2xXJa5= z|8E7SgJBjd|1CCDD*xIB9)wETA2v4X>u+)PN5|!JA^&xFY-Cx)-@0x@JV}VjR4V^U z&YK3{ZwlofbLGD(VgEC>7O%hM=HEF7)A?`u|E$r)cvg(9Q66!`RRqTxz1JjIn&j`0 z2eq{s#|4vPTgGO{J0r&x3uCw#ZskKPj$N1XB>rW`h}B8t>2H(2OOd}CaXNd~LG(;U zE}l7g{qUJ>KuwaCa2$S|d`G^LzBInu-z{fah08%WY>2nPhuE3VkZZPmhN;ml_j{a; zPx)<7mj{-jd9dqF`t#&eC;=$j~&Ci-28oDH;@lj&W1avO{DdS zxbG2;-JAgS2KXE0R!OiokATY&E*#{ZshtDPM|7XBVaUW|;JwvYl z^wgOkza8(T$a^ld^$;`MCoy!y4drjdMiHOhgYW#qxHm6{r}+WIctjh&Nsx`^c`yZ34RT8 zi1SS9Oi8^dt2ss98{%(n8?=C2gLr`SEyf5qsZZLk|+`Q#`f-|2GIf0iFMJ!<;1-1gh=i`Bn%`8LKf z*Rti%|L=bA3(t4s*IUN>i0P`}`dfeg%lG-G?Z0C5Uw!_o{an|7#o6DLod2gM&jmZr z{GVU^?bq)8-~B4=ueSYbcBaYCW`Fbjec_`ve28qlUts=$_zjBDXKpdzZE)@$|98)I zU~b^=By;Yh#4J_;+g`~3Z|Jy}aZT|_yzFA)59H3#d(!)6tt#^5kVmIj|0ix!EI)iF z)=2ItX@B$4s}dVY%ja)O^}ouI&)-=8>+h52cJIN2o18}82ex;i{+BpXj`$C;dyF48 zb>7Pw|7krnqJ5tlH??d(W6fq)r~M!PeMH_h&hGyPj+{LHA333jUl(4e9OIw;PYj## zc_jW zoqyR6ER6U|HEKV3SIB>J=xR5(%a9kF=nudVkMrcWdR@iS;C#D||4p^z6L-Vs+akCu z)icD{XfDQL!#t*+;AhEo7z5GYHJ{!hSRKQou&xTZ9)$Y=d1uAo_&oJd z%}*Oogw=c@UWd8tEh9Unjug3Wb|T(lvRj71GjjqpVsOs6D;M0%{rgfYg`74|pFRaw zgVsmk-><*1x>L$?^WFEa1#d&nhUYJzd!8F$aPVF0Op!CkL2q~Hds+qB&pJ2E?RH)2 zklgX@yI0-Bp6|+HZhKXAj-SEU2x2?O)Z9UTFrtgq<1$YkO!eJdM;&DdZqq!;F zk7LXy?*R_1l>To)T!Xj-*5|Rll6j10yY+(d->ANVZzcIOp97Nlq?nljpKIfK-i>!4 zh^J9*8>=y;7#qRc0E?qsH$AR%wAcG=co!2k0&NbiPpUsHH<4_Mk>5Y1xEj%^vc7xV zzhG>*PU-df!g)R>ZSBEtvdLF`jrRYOxm&`&LHv!?{32dT&S9-7pX2A2m_Nb&dHGU@ z*2iV_JyyhI85@<4zVoN=@oB8qzB7i&cfqPL|15r$e*Ph5>gRl==D&@9#oc($8}QT+ z8^?RF@mGp`9mnJ;@pv20RYF-wyHwxsx-EhMRNM{qjh$0Se&flFg5Ardf5=Zm9Yg)K zuwN7T#1<;(>PKNqzMBMRqxy0dSe*O9b)#6E zS?E>%=5Tul>J9(M?b&xgxNx34c^ve;_5XwCio2PA^vHeq-@kFEhE8h}e6wCYpI1x` zF^J@t0^iMj;khC92DPT}{UPeOiC)Yx|70%8G35fYzi&ZT+WKS9iI^K*gRCZ*Vz!98 z;r@91YhAvD`md1w*(G(rlJRH#&-{VptaIoeiES03e+$VkSO3-J7q|YsZT$#GC7*Fs>;KRu-v?Lj==(D_iMz45jm3CMi2q29I`6NxkL!DU+2T)|PY&Z= zFh=~R*6kOpi;w;2yh{8ZzONSFPv|S=#xW*@>-D_8GsUhc*+)Mup6sowwf@mKu(<9jUG*1w=r zmPr3Cg?#cSh^@wWV+G@%vHjP5kuhH7FF!Qg1AcYp=rxY|w)ww&XEcs~*V|v6_yqx@gv;d_#QDOdj-MEyF|9Xh8=$^R_Z@jp6!$(im=blNdJcBg6^)81w#& z^tE40tlw>0>HhCvzA=aYDYzTP;$;ohZCd`p@vfrt-=+AUoPSy$FLNBG<-h6uFJsF3 zxC+m|9q*+WrlJWvu(ck4^ga0@hefXWr@r6H^nb`DU5WUAKL6XEZ#LYFtgBcbbsbHx zIs9AB_qZDUPJE5wbQWTG6w~7|IJVaM>)1Vnn3#|0R6@S+-H30j@ekn*MqEPtW#q8M zPn1}NkCFJeg>f8kOAZ*uO32|Fk2lGG%0B(AUURGaa^x%5%FpSqTm$$cEHB&${7l0D zxNCZe&CwcD%u{a}*W^4ze#l*qt!HIENo2XJ0oynfl;Pw_UeMhbJq!f_)trIh2w zxo_Qf-@SIPUcD5o4f$=1?}iwh7tc|53i~Wsd>?saiyH*oQ6%5mzj4I!yI;78sZn?N z`Z;&-Oqc6CeZ(Cc0_N3o!5kRsbX$SDA@-){Y_H-ukVBqEeW^+E;9R?aeDtL9bMHoiu|fayc);J_`|R9}&_A?CO@0S(tFqpst=y*D zA0N|qG&L5{PBi|gAHx0| z@|$=~Ttn(t0VBcjthMfv`ETFKlgR*1n6h58&N>|2mepKG&B1^ z$44ZeTtd9w>Q2V$pSpF&j(M4!?}>cg2WvpxeKaHbjabBad;CC44?SAoZp&m&j8ioHyjS z;RhI;2bg~k!FMBkVOi#%%va#xh|3{9jvQ29fgHj<=OuSM><@`rCx7e`+JPm z&9DYX>t8wRZ~gf%&*yK?*X+N1`p@j2`t$cXH0adA_Gf+kS8n{r_8)DX&)XZ_$GcZ~ zTS#q!*#9ZU{;Y=oOIsst|MPFzC-Fkh6(al8hqC-*nkzl_KREw1CY3+_(9m%=r+j$_ zs6hO|c6z}>LT94j?$KW$m@Pb2@s{IAWz z<)q^{pZ`nTOga81edKL;XDFBa^!(2if8y`UkuSgT{^MfeUv>HQ{;!Wej)B7QAHE}) zPyg0h|E2YRt>hm8Z$gM4SUi*43i@AyyCHr-xXh2Zj`MZ@ukQcw{nF*{|HtnHOT8({ zz3IE`waCByefurr-)@H#Pn@Jaxf!U+XW*{%39`=+8H>{fEJeA~rRBD|{yJ-O*=RLH%!I!~748 zO}rWNU+@n;|HoQQx%>~QGgaXEOU-83CXzd$y)QPu+A8V%Z?WtDA>7lOJpPtb{I6|T zxo+qmH+A0+`PW*+AG_f1$Nnelk#$}tH(+M|S#y31^KZ)~{)}p6fehcFbdI@H@fd`1AF5io>MGcZu`pggyevgx54u>%-$DXhu5!TjvL}`zC-O3#oQ2EqnI1wY@UPjCc)n%xEo0y zqu$hn>fr+IC%+7F0-cwjXGi+oj^4d)SO0#u?_{T7m5EW=e_C-j}Y-Bdk+KSCzD!Jz~7MHhWHy|%>{>p?ZFXW*Ao10iERj50e>6T)a-cOLSGT* zQ-pl618^T^Cx)$YvPH+pdnd0i}?{(cE>dKu$9V+yV$+fM?S6fn_|Gq20&ZBPM#k=Ez#ku=r#=U<1 zT6n^UxuHJg_I~s|*0IFmj01NgI>(O}a)ZVHUcGwde*WP{?(@}+@ox9ct7n3%A)f8A z@Js=31D+f5-4KT(xEq;!3+JEI?(=vY&d<@Q(;l0Mc6t35+6~?><+V}#7I~B8Z;nxX zwAK`HH(OojjR=Phy%FqW#vS;#--daQzp2yW_NV3BeH^&rIZkxnoWW+44Z=X3T+EwZ`R{Iuw3y6^4*xM*#F=@iFFi+KQ#AW zRc;=fzmu34;dDvj9}S(i-FEoCyq;o1)c=*-f}cSjwDe6Zh`+@0wQuM{ zQHKAB+|vE8ARE88Yw`ZA|K&Jk@cKLlpC0(<%4d7WP2P&?OqCG-Y3{oUd5W*-6`nz?H|x*e$7ZU${w(+L_vN{-5HsE{T-ignhuvkw+%7%1;)cO3)_e1~ z>%4|{+)NJ(?+s(bcvk@V)eanEeUGl|y{>bj7aReINqT*>A2E-PYrT5T%>m?0@EzwI zMlFzz>#PIP?*?z3cBiJ#imc(g=iLZC!*@m$a!|+TKui87pDIxmptEk zA4gTj1kUs8MmK8lF^6*i`8ei|dEY0dPs?>h4rC1?u0c6R(Uy~VrzjnNIN|T}^z9M3 zr&H6zZV>m)`-A`Z?iv_;`x*FhVKP4C(+oh+=#jC-)iOG z-v3RL`;Yg34|~<{HvT<&+JZUqZ*`{+86+ zwN#J2UF)ynZWKE~j@Vj`f8rT92Gag7v0AK^&?y`^gYphHb8T__XKl}Uw+dJc;xV{g z+jC(-{At6f!`P4WP=`o9IIsECLCB=PlsW#mFN{q;E-j8_a%~&@stV+PnWwJA_@fV! zEB+?yqF`V2Iop~l+%=3hMc9~d%+^l7{wnVsu{80=a5cI{E53%`qmRV1?0D(&n}-gC z=khu0zGsoYnz$PqAAFAVgZ)R|7qaIa?Mt4u`pkUKi0>g$UlCu!?>jEP5pjn{;r#UIqyH%FTo%2Qn+qxi+%i? zb*9L7gIqWM3;&Ky4WU2dv7WTw`h>ZD$>F0OP20d;x4p-3HywfRX3z1%p6_P2aNZmk z>T+k!4@!-xNz|E|p1Ld?E7LP$$$Tr&|0Z8`!ZzfTJx>U6H++V2-@3K=%HQbo=JSKz z@H#`Vd!qXl>&iLC&*1g5z762FIivhN#&y%~eYJh4vBkB>c++KFqOXZ~C2JXm^@MAR zU}5~4;bo{STSqeG%X(zz(bgbV$FEHTw%>2Xo{08ktYsowOoeLs6n|#{0x!Nx_lf{M^&xLKk_cW9EfyQ%X-N*ATW&Wj~ zzdU2P26c7e=Wo9+cm8jbx@L;E;rJJR8sHi>o{h&`{N39$GOqpl#4+l}Idza-XTxdW zBK-bB^N-`7m^1Rz1l&y#?cV@=5V1Y0fQb>@4Y#<4@Z9ujO+4Z>ijlAHU20pbUv2&o zmqSd@2J}%p|4!c+4SFVM9j||0fD4EE=;^bkz`;ClyH4&8&y?*Y_K?`1)kldn0=JN? z&)MZCV_{+c6Th?f@?p1qc(*%!W5nHhaNAAc^ZGUMiq1Wpf2jCI!QqexXU3hpdPd|~ zJCENQl5=CdIePx0`xn%vx_0fl922FA6J9-My(#6aA-@;#HsrkF{1eMSc9K9VTP(5xJF6 zyRS#Z7=+eI%I*JH`x`oL>pMuP_)9GR|FQQbY;j##mgrA?^}4FNv#R=inbq}b$nJL9 zR+jC|$~m2y2aqf@&qDJ&0%8;(B%uiqAR&ZgOS04HAy2Qh_SyHI2qJ=rAOP78zAv~D zcRKe>`|M%ewP{nO<@oPX_Gh*BmzPg0jCgL?7x5z;j%+w$eGKnI9hRT*Nza89V<%aA zMBhyb|H}sSQELA&p5XJ3ZB@$uRG4RK`Rd;WKl4KN565-2_V2!1N5g-#{Ac*@KmM_7 zq2-)^vb_@jhwJI7{h7&&C7A!s@>f>=HrxO0ZU2LJ+GUGBm>UZdkgF5$yFGq29iF^- z7M{MI!RJ{ReSRTebYDLKL!pHa+~-TVrTf7 ze)TlmdUi+G+?edu_96JMpT=uh))SP)`*2@czCFi`uIa?JzRt0X^T6)(0nal2>Ekf{ z`l+t%$M0U?V|ZNeqKaFWSd@-1I`=T#oxK;Hy?GvH-pt|?%T!%w!*lpao`3N|^%{J7 zD_kS42J8PY{KI#jKh*Q_IPo;2_)W}^+uy|G@SRcK_xa~9lF!R9_c=biZgwIJJOX#b z;1%=l_VYbTd?JqF;)CnzkEZ?Aw7=ZH^S1eaE@6yXK7k8izv zO#iG#|7BjHLf_+e)Bku;xt54S$@T9_^(XfU$E;*mf$w$s>QDS7Kee_$<7K7nkMqE6 zzHRfb-uRo_I+DRX*;_9;rkjn{|=GwCfd@Q&OFonUXJlcob*EWFa1x%KkNiPhqk2K zl^el-;?JC}KkI?LN%0rN<7DeVV*hXH2KFY7Nx!FjQ?g-AmrsAYEuEg5jpsW3Uyip? zpDy5ks;2*CgP~4o{oVfdbxyveBFyT??dD%G{H*(0Qj9Ct+ho7|N9Lc>evX}Zoch5gmiZSS(#y<%A?e+~NC`in8~98cwKp?2`TWe%FyPTQHI z8~zB&s9nI-=shTni#P^wjInqx-+YmV2ic7H^`7BFp{;*!*f9XiV8&+?@ioBXy4c_b|gEW7$26!au|ChuK&x3t0C77aW;9LDT{9_ z&(xP+T8ubB-q3FG`mInr@5(+dw=ZP$L! zHMJA@rucpMcCWBElVf+nW4zzN{8HuGzg+nm%Xqd;;N2k~5bMm`Jl_7?`aLx_)#vOd z>nqxXl`)Q&M%+qR(dXZ#q!_$&immyKaa8@-rvf_x`*Ff*SviCOFf5F#=C($H=n(H zjM%>Aud%!~zy|;aKv&-mQs#+7k7*HQKN?)E%WGVD0AmP0l)Nw^QK0 zIUd?D$D{+4n12iPKj&|$`L|I2=VRICv5ys9m(2g-^2zf=?hw!Cvyr$j;2Ly4$^|}; z*MsvUj=OYSuzhx3E5_rNZt%fGj+=$b&&t7lH(YO(EU%^h#Q5-e*IjEBcZ_&xz#&5% z&Khy&0MAmP{%QHDQ;qF^?%tK~)z{zVxRfY;UcY&jU|o;{3YZuAM_8V<=`K7U|Ae`e2_{3fUheIr4e$6iUeI8`6 zp+t0|4zsaF+!!i{|I_*BTsO)yHOu^OrRN{#LzaL2X|{i} z{c|0rIsVud)yUs+`d6*`UvvI_zvkb;+wonK2I@bqYc*2;qpm^RZaMwmZ2{tPPTj-% znwl4deO1Z+p&ik3>0U|ygJV5P*&p;lEaZQ%JWqUQ0Pki2H{yPa3?m{x1>VcOJSw|} zd7^R*(Cg581^aPrsq)?aVg2nIk6rk4y$XAw|MED?*ZH~^ztf(oY=80^$2u)kKJTq_ zWt;JNlk$@CjT?0;j5+Qm)<5F`%J4Vz{S^9t_MtAG!^-=dIh`rr+OCafaTZ+{{XcA% z<*q-uZmJ#sSvyr>|Ndg@Z^M5B?xvFcu@v*qY=+z~+AKe@W1{`!_FuF8&DO4V{8zI7 z|S7M7}KQ8AveIo7vo_ZIFjyLec{gIQDJmOX77d$ybnZqPE5?hmyg2G z)JW(a?hQj@`54dzp?-JVCcJjGxU$x zw(s@;eh(N{hS(eUpUF`(^6akGhX*gmfJb@~MjqV_eYj>~ZZb>(OVl$tfa9H^8yq)x z;g6a9Vh;G4mtpF~lh8TP9okPH3r9~M4}G@=!tATLF!R}LxHtVU+=>Mz+R_rEsv??RofY5&w`{}CI;IK(N8*$pR&yFuJd zam(e6zy0ChT&6!aqWt&PUJU>6&mV-p`P(0bRqL*yUU{65x??r^uVYWX>+|m%?4_)} ziT9f;3md^hq_0DrLw zyuQ*kq-WF~|E)#;5Z4WLclwr+_#40LQ%3*Z0{)W>!%<}a7vnF;fm6!=LOf3K`1APR zLggzil{~Y@bZI-tR#EJ~y#2?#(2`poS65q?o`2Q)UymV9Ua5TNv*8-*z7K9~zpa7Z zrsjX*KAwvY^F}3D8C@5zWlpKwPZjUYYgA7Ddokr_d^gd~lNx5bI~}dv1ll zfu7*G9{FA^%ilkAG~$Qsoe1*XoESJ4+J}*|27Qx%3|r!S(_H_!_L)5f-8!zBHlH2a zgDuL*@SeoScz!7Dr%uk}`BwUe*0R)oiT6MmR~18#*GOLAJl-RgZ#kxbr$LPW)!c;m zHs)p?gqO49*hfqbxi$DP%nh+OmCEOPrq%|f>(6#5#xP4iK-*BqGG6wG%fauH@VTFb zuYmchgmDv&GRplD<8Pt)XY<-H0y&0ke*fEf)z5$OiV$l<41>6Cuq9^3d{FWJHH<&Q z+f-jZ%VD|1pb$f$v0Os_l&gQri?W*hHpH=zL*_E_K`FOXZS$|z^7&li*n+5WTnfL< z&Al|-4Rb!tTJERuiAkH!vHw>CAH+OU#0rt~#?~`FFFumXwYPtz{wKc_h zWmq}8<>SdwHLSt>KRa&wzy8bTHn)oApXHe{W?G4{B| zr1D>DPSN_~cpUbz`i!z~cz@*nDldO1A1jq#uK&q-lggi!mVeFixt6Tl`t!E7|E}}< z!;zj7OTPZTt@YP)Erb5itbcRaY$*Y3`+@rv_(LQkkc|E#3{_P^ zdHb{e#(6`VwIiHF99B8Qiu_OOPfv$^;1Ftb{rBBEBK?>8Ek8TK%RoQ$cD&n}jr%x{ z%8h^KkgB%*fAh(o!jFWzp&oDZ*6+I*|A+3iMD|bC4i)T=X8B8Je>U6y?eqV*{qOd7 zJ>!4-;2!z+#y^`7&&`=@=fe9Rei(kX>izJu_wk9_U;g&jVeme&EHlEDbb)V%YXUJa zxxdi_)!Gg_1I42*F<20u2R?R>|@@Gh?B^OB=y5*V2i;4q*La27eO zg|WceE*=`-VpOi`Iluh2J-dXPc@B=6`*V+gsTmMg4Y_dEZQiJ7>;rCxyf@_dxd#8{ zUEq@J-Y>$Xt}Ef^A6Z+z!!mwu?a5~wzI!V?`|NpmfcFi1?*qrwXI$pw4>3M-7yug3o8y9kx+ zFZR<)jK7s^f0n(}8`_HP=0+jRB%Jpac+_zUKh zGE50DBC03xCa;v6YW?})K#rVs*joOn(($i)^lx1gZE%kNgSXoo?*C`}YyXIG_f(2M zJKv3bN3pNX*Ff0p~D%(rFlZ|S_EYiyt0e=+56x#4^_w9`C> zy(_FgKa{QEhPyF4j%`hz2^(ML1JQLFXCAxF@56qQe3E~|&o}?3?6B;3UjCMD@=B0z zz_#R}$@px*1xjC*=bUOE&G9!m*2ed7n|#N0cFw7=6){xjFYuv z{dix*`&$1L`JzkozvrIPdIp~$u_4C>&t}*g!`onu<1zXqbx!n&#^0tV**eJk%(LAb zOC#ACIdHVk{qa$j$9G(Z->+;`!BerTX8TZWgb;g)KaW_-QGxa#kGS|(s zN8$O?hxswQcO%>l&Y1)+ZKd)(&y;+!CF)NfE8EH2%5_N76^O|pX50O|)~+Yvn^&27 z?heD@U`=-%PCEWLA31-^%|9Pk)%Jfi^S^Z<@{0Jp2Ht^ro3b&NjNhdwzooA&&N;)$ z)KdQq9j&3I2l7JshzvKx`Af_V=TbHGZ&dr=dU{t(Fsb}`@dCM>h__L0CvIoLt5>hW zdGO;%-T-6tr;CjTLaVek8y`or!%?Hfq8c@kD5w+tkKpz4PxNxM0XVL!O({*Uk%v zLhQ_$>*qt?DEMfGZiIs;4+~GT>ZAV%LwHBgcyI276Y%FVzY_5+2|Qp^X{3EWQC7(U>#Nx5x)xB6q@T25X#WBfPZzUdmi z0lu3a;dri$U(fuX7am@-@_^&n{7FlO7b1rab7tKFSIyqx!)8}SKP0g<#Lp1V^Sd=4 zhXLSc`bWTf1I*=R;APfs-k@W@$8#_*6whTID`IT;eeLG;Du?IuUgY;-eksc>^-}lv z+55yHeHbowTn@vdBcXR_ARIp4E-cO}V4Jv)*qi%L9)+`mm%|CRSd;!i zomzTzrn4BfgnEne4 ze*^Ss$B?&mQlHLsW<9&>)2KsXT?+L->fhpzETjK29-;my6aV-w&OgSa44YD3|0nNB zZZj>P{Gt4>WPenOf6=aR{oiati~khcAB+dtyXh9wT1@=wyV(Dg?B9zO+Fu-Vh#6)+ z%D4^{`=6Z0zLNbx&LP_F#8Q>Azlgb6iSd`!O>3?D43=;FFGu;r-MIh3a5wY&RO7mV z`p4MQDa3pjTdm&yT6bY+!S$yc{({&IuVW?o&-_&j*&iIEHA{-xZ;jg`4j`NG{O22Z;v#^do@7_6jx;iecnq=MFb2pY*-2YsMICmL`mJV?Hw6Hgszu0}7^moR0_lzg6 z$kz$(BEH|Lc}%=@!ZUDr!ecDp7{hv);dt@=s*YLSsmsD?+xJW!#5Km&IlB+9&vMMM z9Idg*b+}It_%rA){ruC(@EW%MYjC|P*9|Z?+`hqkE9AHNoVXi)$GMMzyW#tPjz=;b zfX{26RE}j34F28vEuSHI%YU@uPD9)L+;K24}FG$8|cN zjn;&iV~Ute_O;5vmbn4T$v@7gb9guHO3Zu5{BOl|&*kO9>)&o*cHS2Gx6<;rS-!7% z&}CO({j1deKl$lT!|z+yYTaC_^|w;_%d!49%YS>vU$g(CuDXQ!@Aq~5`x^c6=?&s% zUw3iKqU@iA^xs<6f7icc$3*+*G~RJ6*8l0(qn<#!rB?Y%pC9e7wys|J5#&Qi{143g zMBAd2{n2vyzI;W+{)fGT2|frMFqyByeHPdXvjcyH;tlb4DgOs~a>|u2yHWO0%rh1J zA8j`Va(q%b4w@?L&wA`HalL1D8Evvc4xAq3MImNfd8VqUKY4K$s=shqN&nNoD1T4l z3*zqOq?0lZtsxsm&s?0cjAPd@*woa+1^ zOELeO<B1UD+rVYZ~5NpHt*!zJ+A-=}AY{*k%yfIgMJA}0vho6s_ z9-hy0-T@ZH`EJOQ)Bj`$`Ju*z!y%rBxuJMJ;aXO$(ltDfI33=DA70ZL`F1GNhi67~ z-JQw%D&Md-?}crIfuUiY)`GjnaX7@(kgtYV8}8?E^44(w zBRr>$3wN_Y7$fGW;=Pz#YUJ6da5>B^_45xuz~{s8VEPgANk4E}mzpwhI`K1^3KR4^&IQ#Rw_-+g< zw)Nb@7(a^`73z?Q{%d;F(#PNac=WT9`Zvob*I}xEuRBYOd5k6282=L{9kPe=r#SvX zxhOuN67i4k^7td>;kYml79(NZi|bDt%45#tSzzo*A8_W}m>38*#s)(7_&^w%xE-!f z^Z-X;a&EElCwrFi`tK!Tf)e>p+{}5tf1x@=+k*B6e-lro*pTl>-i#PSTWtL6yWIb> zjbqHs+ri_1`Pj(gZ_H8VYnaY2YX8*#su)_dMT+$=Vi(Tvof+C@v3!=t7#znN=O69w z3y+v9ILfy&@yG9L`&+xrU;jAgvUaP`{?*Jsmz8bT#?>#n`ErO zheC{$>ml@utv)#keu~)tsV$tvR(bs{okNU{{3H0S@xu1xH9QxxD)*i6IBje0&&zM= zcOC+ZakmL~156Fpm}B?|H^cZSxd`y#n4quB`EGO`@HOND+l=#g4zW2p4jfJ!_>eb) zQ-?9tOZTrChfT!PeDMV^HHZs;0bI?Oj2&luuqL-hp{+zEx?fQdp2h@7iVnWC^PM1F|z-Dg2SgN=EUH;n|g0%o+lFvuJ8-5qw2K_)x4s%fymtRW$ajp|Hyx9I{ z`@8%x{e*LRW#nJ8e8WmM+kgJ}`=380-;LpJmTLWNj=$#kTS@(|IsU$<}Wdhl96HV0%pZFLh(`*3pl~V`c|MJF9~I(}?w-xqIwAfV}a{;pJi z+D)bOU+u@S;_*+tm_7lu(IU&|+^n_yeBRQ|UD*FrtNmj(NR$gD>fbCs@f9`Oe?kA} z4{iLFl0WpTQ)Uq3M}Mu`-y?XZZ35UB^4pNF=D>*~hP8qJjr)b0;k$3ZuB_g)PB@f1 z6Qg0~^^CAD{ZEI4dFcip%{$1Yv}GIlW>x{i^FbJUJ`wRW#Ldjad{WFabrkrSSz&0- zAST1u40&&E088W8nl&52Cxho92M+hm0FTr0xEs9ZUEws|89H_Uoa7(B6PH80&WQ`B zkz?w8aP;(qjh}4M_4n{D-vls3Lo;^@*8e&3-QdIX$!$YC4Y4*;ubvtP2UwcUfg9qq zX+L#L$HtJ0%kxvMi+ni!$}{ycjLtm>lb<~i2Io@eRbg_Do<6R7%>Y|Nyv@u@!`Sfm zx{bi}pzM2N_l3RbeZX8(hG958cxlP}uTA|s*Z)?+|NVVx|FgF)hm*vK#c_M6qZ7P0 z)R~|^##mbReTn05zd!gq{MUc{xA5*CPnRs8e38Za-`;^MVZ-U1-?5hX--a{OCH1cp z@K@5eRWAPVUGIO#SEwx;p#K^+BabVk`gbky7smG8Rw=dqG1p+R{ii$$tV442S>#-H@e*jG*b>$~3nUe|KXE(#m9aQx-iowH__R%!ojyml?K)w4Ax;w*@zVUDQv z=Wm5g*RDsu6XTU`M-|%N#P9HYzi#!($MP{a{$o9GH`!P%vcK5=E7AY<-dkz>$3pfG z?E(5Ptlgq7i5xM}&t$$2?2qpsSv#1IDD{gNjwWJhgx|4y$v>lOBPJ)s*+id;?jyaS zzVcg$r4r@^ZNNUkxS?-?{avbjVyDaoVwPOfeIrNoT(_T(hOfT*OXRQtmd1H*h_k^*@nPX{A{P$!eZl?Wy0PO~;5hkWq2s^m zU4lyW-`2C+xNXFDWBfLT!!f=a=e!XoPUOE?cY*n-Hsbl&ma#o4_tkc`-GVr{^576- z1H1rZ?6%z?`~YL)>#iWb6nSp^0}Kwa1m6Gho$0>OpTxdoKYBS8%4eOK_sx8KIVP9# z%=8~%Ors7&|EPSV{yXXvhAW1=Bjz#Vs&X5|_W9bA#rz;&?R?5>(~a~_wC<5y6W<|q zUDNNQZ9L}tdZ&oHnKVodZ24EBEWrEdrD4BL#y z3j8a^*HnJ~H==xUI+Ys#Eg0wiT;=2s%NL$Ra|iPWbBTN|)sFw-`e)^FPAwq+*jB`@ zuzbxq%r&+b@Zqkr?hW>1)HBwJz`_5Wu1&G!GHj6eEgGk;*2^+(uO$R2Xp zJcf*PoJuEhIWafW5b!uViSL8ok-v#uIdJj_@Fc6ku?r`FPnijKp5F@t;GQwQ8{lq$ zlOd*tA7W;<@7<|m;;;cOhPkMI_Vf3{p_50AGY9*M{ck*%+%{`AMcmCupMH~9M{+OW zB%u5w4u|CvoAb-x{yO|8KEw!}QO>OQu|20cl1qoU9bf;Ax8{YOc^x=>$bCah4Rc=^ z_YHA3-FjZ(XK;KRZQ$3D3+Ekh*7T1c_Y|%heU5hraSpLNE!(%M{>0?Wy_pO28Jz`Y z_R{e6@Qj={z}*}^(XMk&o<9?w0h4p@$-@l4aPdCh+pk^!%C7NixvijoX|2;arjtwG z!|!_azh?Qd&we27fA-cTj9KGn;`T&8I3&9|_5Ql+OO}gbdE#&X^ZkwCAOHF11?6u% ziQH1)xhbcAQU2^e&Z%5?WIWOIJjDXb#2?o&2W*M>3o(Q~kF@=s&OhN?O4L7V=PK-< zG%wI%>@UhVwma8{O699>68|sHFJ6Cmy|10N-jJiz>@UL%;C;D8#J_y~aapOY?Cl(T z^j(*~#KB~9pvv)2?vK>}PyIyvqcz6gvT|JpS6TjI#~;h}J}r2LWhh_yjQAcC?5T3` zw^II(?3tH%{1wbg&94&~e^jaQPfnQ3F9hGsLh+w<=Z6Y#F>e1epHw5_@5JG(J~a`` zK>lywc=SwcZ`#W-{z!aNLEm!>E@A(-gWE>$uPqS&^tLQ#|M1-##=qU4B%BIyvKc~o7>wyF%4RXj%X^2tXa+zsQQh=Crw zeKf=@W*aZ$ua$%W%QH@j~|3}TW)tVL|QRQq$hZq7Jvz|R4Ejd68sh+D%Cd<-msxNd;C$vAJ2 zi;6L5?|=E3I7iig)`!-ANx!ilV_(|yWPV=BlUu#CTeN=ksr|{a;*vVo3}~XM7^UOjMZvi!Glytk!^^ zCLRC8vWUN=3i-qG$p^#hg)709*PE^o|e9oZF{5`M2hBi?DLV z_m>XblLdF~u!q;DYt^L!}(_wqZUXusF4{`qUUX&y2 zfVVSz59?HW{~M;y?#J(~!ouX^p7-9w{9KabpM(QL$HLF`7b{TzufgltsTYkr*$C5B^Aq`;_>Hxdh$3Kw+%R#z-8n3P31rn_J-J| z$jKD>bj$~iw$b`ko%}0TKF3ux>mOr$vS%c-U^_(|VJ7RAN&c<0{B4%Mvg==^_CMNx zI-DA@b;rkLJ?jtG<#Ow9rSf^rQm_Bb^55R^*X;l1_+RY&zxd#K*mQ7PI63U^7kX}L zv@PXQ(fTV+T-RI6=zpf~yWQ(s*B=(Q{#!m-+A{WzYCZMmyM2weKV+-GX3IG2Y2V0p zv3<4rKeF6N3)nwA&;2ioSH!rj>X($C{jS0ORGk(mU%u{Gj{J2M$|t5qxSKNmpRvbJ zl&|;+a)1=vw~YO#cP112S9zvN_8O$ z27b2HkzaF4t0s6<>1M~z_uXAAKsZ`&L{HCke7yhIfqWR z3kUPN)qm2t#M*fND4s)(7v-6X95sBl)c+>#n%6TK?xt&~J50Ws7Pk)TwHFvc%0zAt z-#!uU%{>fLub*b+?>w|u&(C_SLawLZt^OmfeS;%}H|YGQU;xP{Y07njukTC9J$ow*qOM|K1Bx@!Et&GNrL z_TQPoi{iT>-iBlQ6u56rAV=EPa}S_H7RJt&BmVYL>yZ4LA8hW)%0JkBy`ubc`O|U< zxn8M9))4SG43(f z!O4+u?%rj~tx;wCgSs5`C&nh1JN|1Jy+Zvn^SiKKs#`w)`JA=bpXKl$$|ody7P>d; zuY1-Rf8Tf&yeYz*IPRv<|HO7(F8zn|!{cwPS2gjka`k7PE7!jbXA?0qsH@g+;7&9A zjc_xLNj2<^a#La5Gz?AL$90tNg$Zk8_scOiw%_nN$$9Zy^F3jIjpc9YM&2gITiL(f z=lH$}JV=JavU+4#AKZU6a9JE9{z=YUk%#X?j6Sw$}l^c zzby`3s(kVch>IZd4(uB~r1oxyUAA}VkZ?DQnI2M(sS}u^`(<;r^nzOf@ovUFXEfBiQ6Mhlsmwzkz%|kkuR%P(b|H;%p8)cr|z-yDZ%{lq@AGUNP>zqj?r zaie}^ygl}5l$*JZljB6F|CtULb)4*XBI~Fd;bXivQI^XOp38OW1mX#ESr}!#WPbEV z>bs6Jb{%DAc3ys8KgRP-*RXR(o(v0D^Eo+fh`V_?A)XuIZoqd#?i=B5U^hGd=H}zx zlH=bwEQqhYh<8pY%awn$LjBG60G^xP({uaQ@Ze=g6skLTRG_W(Jvc%Mzc+E{)$_JJ@bXcx;_S1A9hZT}5dA#)^e zHd?!0P(ba|D_DbM%na%!pNpUK5$ z`D_QS3(fXl-u1UR{wM>Q^RGGon)2sukiTc)yY;v(b%RRw&tlep@=%)WYyAA@dz;nT zU)9ii$#Xz}~e=1ITP=7}HHgSn>KZuDhkrqAN#A9daV z+=tgJcl}xZljrw=yLn>oQN{PBQvc5wj?sp^aNpjA^){5vS5$xcvWo5B%`wkZDgP6B zfs_kuk@a^!i|NIM<6r#G>=!<3eBMU1|LTJq!%shaFZOwE|MK0QrJ8@$+CR!Y9312CS@7Ll1ka7<;<-Ql$nr`J4XC{jA3v(!Gr-;u zyKo6yH@ThyUBzSgHToa@9`4uh-?nYqKWvA$LI3?O`#+cu?IbWaKDIf28GqS&_Mz!y zD-eJCAOH5t@RN7esQg{mZiXYb?Va3m^3UZDb-8t?rx9EAIHSc2E5-k)Co}hJvHr_( z<@4?PKK}~xPC3Rivj@trKjMyQu>X(zL#`*6TmS5R>JG$-&dk$))A&!pcuDl{+>Wd- z{?(MfrR{HGEtm^ad3qRc^G|dAD~LaKO$;CgHK&ibPO6B1$*;omqW+5elaUd!rRTz}e8^~B$K&p!dH!7aH`#IX|F zpLKN3q(;ks^5`(ueE^(Bss1ZlCYHZY{Hv7xL3`iVKgvG&IoOVB%ZO8P{0nh3zMgaI z`?X%$G3KFiTuTAgMOfB&PP~WC!*}&vc3+fPXZZyfE5!rN)?;54=EpLuPo?sSu@c@U z8-sbQ((Ol%A)do__qO->rSZn&IM#}|cZ$2&AzqtP;akgwn{=EQ-)BVp&w z{fL7z)*iVE5Lez$?9B^{?|uQ?jC0m}^DVG9B)ZX`Z{tsFz6JM!&J|{d*MXBE{Z8zS zet(f)gm3Ac+TmxjIvZ|<--!ug9Nz1{ci@O@7wUrTH_nE=7mpbJ1{j;&6~T?+t%j z{N37LHZ1zl>X6I8tbe0i@j7O5f%}vG7l$nLi^KlTp8Msf>(CeKK2?3^KI%TFpc^{w z_*BH+!0s3~-NEGr<5AovoC)9m#G1!^OVmNmORo5OXy@sCUl*|@j#BrMjfi_|pY2zy z3;P{+<9Vc*XX-ieHsHG9miQaP+Ypz-d{giXfb%x>&1=k~|J_$=&s$hN@kPXAn|@VT z|4ct)8%d{%erV}!Y{Qe`6!>nmF2(hq@pzS^-__Nha?+o>QT^}ZC*!-pyyU!Y1@5NO z{9kPOTObFN%L?u8?Qh%aorVoMTp|IAqxOvHyv|nToR6 zWU0wn;vUDJO+in4F5HcepK|3dB!B#RZi%Bw%V+)hTf9W^yN=^Ku~K@UHjbZ0lwZsE zWBVJ&CuN>v9Tt{zd(Vy)As5u4nyij=$#oZ_2-> z{C%6`FZpr}$Lscy+p@HM3hkd%|EOjC*O-U>u@v%;c8GkoRoY+G*dOBLblVO#iu}mg z@7(@txkP>%^H*fPgcAOb*2|;O)}hUl+k)lnpK8lzy>$<4tF=EHRsLPXLCI-TuKr_> zpN8Iv8}sbnQsw*mD5?Fs=?wBr=^ZclhuqJU_@CCFnF@Oct}LqlZA1IazK{BUs(;fD zZT(Ze|LbZ0-+c0M`1_yy1oxhA|LS?5qnGnP)I0xD`-k&(CG`K5wm+KXyL@l<|5A_t zz064`nLOYBm&!kK#W07|noaA3TbY2rjd`W^!08yeA*{&(@ZB)a z6!9_r)8xB(2ELg-@ZGEm%pt}7#N_Nbyie!vJ+faMINi)Mg>y384bCZEe|WEH+pl1mSAF;)xNSZb*9~z)6Yw2&#^>F8-<^7>JX6MZgSG(Q4f9Sh*VJk7hotMz zV*QUz|AX1i+57!Vr2ok-uhRd$6#C~%mCx}?tPS~YPWB?-6mw1C_qOwfyUE{ok1@Pu zh`;^fliT4Bdk4dz&aQA|>7Eu_ zw>jo<_GpJ><@ve3-^QI{q@9e>TP~2z$W_vgHHA5*80%%+wiUb(2ZoN|b2x0pcf;ve zOxd{=xSa&I0{Il2r-nEhplg(0D#gkWIm6%N#rgd6&n@p1F*mvvd8U{X1-v<5d|})< zb{|4-3hzQ&rd0izr-rx}$KD(qIA*vT=zosE-hcHNa5fQZgS=D3+}t03C>+kZ^UObk zJTb!1L>vwA0OY$7<|gKQ@#8o~o(^Gc#F=5onOkNf+Sd6vgt-y71KK{p+9(fP>?idr za`(vJOpY7%aXeqw*!NQX&-_X`#yZyxTt~>a^snM0j1F~){M<{_9b8uc#)dqj%tc2z zd-fstBf+U>`YEqJDOuq08p@3H=>L<{qNZ0YRadsWH_9&!VYR3PrIiQzoj5Qv3I$Nz@w+ccNgUnl;?xNVH{#;`ctFRmNZrs5!`Zv*hl8cYSZ&`Jf!tE9SZrpz_sPySx;~O6gO#j7Q@}7<=;f^Kj9iBXTK0m zQnDTVNC$73jv&8x9FL{SH44v4`p){vZ;*xGnqv>#`(Uu`Clyma(U4#zuEpAW5l->uD>fW{(6!B z(bxZ#C_mLdn&n5C)096=`TGM|f9Pj$ou^v;quTX<7x-MY=4-uo|5anw-;}RBx4YcV zDsO)+WPg~g=GVLJmUEM&_Fw9MFq{Z|5$2DOuK~V`mMg&BB=%n;%b#EG<*ENDV!m0P zsjR+U_t##;wZFb%o zJX5#GcY{1rr--{DXU(%PK06+M0lu4`0mDMfjq*(SIk=v@IE-`Z9m42;o5udfubB7B za6p~I;JZQDSBbkx?EjsE`@_Q*V>)*F+BucIZO?Y$bUK06u}@cc|Dz9t$$9qqbKzhH zXKqUu5Do`^W#VI)6RRIwH^k78zh>=bwuN!o2%iI9oChe2zJNJ=C(dSFBl ze3#hfn4I_Z9@H%IO!Yk)7N+JTa_~HP30`I3Y&v>6RK}4L$HL5~mS^hG;|V=m)Bb7N zKe@m8?e#x-jKz6w_?zFio=f>|mN))J{g;@V69ea}l7GeWhq_b?FzTKMVzR&(Y<{L=cq15`r_n?=`|4Ka1Lgn*#JGdiK{XboQ?0V?!($!smFSNgy zH^=(dVqIy>C;iU#!eqI>%buR!82d9HPo3e~M3=CkgHK1WW{+!q9Q*7s@|f5+a{m8X?a$Qzu?0LdrQ&amj6aD(C1OF=fd9t)R@VNE_vW%;;rUMM#z)#{I2|2Cgd?%Ob&O2pSh{0rCD+!taP8S^pmyB~8OjA3c=`|@6Pf4jF|pOpYl<<`%{R6ow!0(j9y}Nh0(Z0b=0U~TovT1w;&l{DHBN)a z;#NqxYmnFEEArkDXY=Rq`t=)pUWZw5M35)q`P}m?9_%@$h}%(4lrMq70pATdbPE3r ze{*!yat+&jv^sAA27r7O!JV7 zkn-`e{JsZ6x{k5;jlkJ3PMo!;+I4rt*Ek->crm=pk5MMS6H~CEW2<3qh`#}EhmG_3 z?Qdhj#zZU2i2cT`zyIR?1n+m>Dy|&+pZwFtH%%TFzGoQq0)FRQ(#LFV9g|-$=N9Ka zUVjOkFkEM@a%~gdCUPd~eBQ@-VDKILh;xyQmOg>?iSfb&gQNA_ecSVnSsBFLFvrwu z*wUXzT+Q4wV*!>6#<#dX7TVm_)%(GTE#M82)F4_v=Z^qB?9_vfX*{HQQV zY(MH(tYhAurd!!F`!!sT>#e`=H}Hk%`SI+F>3@!q7R*;+;W&T0ne&PBp1zp!^S|El zCvF|$MIxqzWw8CdFMJ%ADxcgg!nbIiM$B5oy78EIzbopXg8Re+U-)8xR>&XwT{dZqF6xw@F zC2MNq)}Kn_uWzas_}8g0_G~mMo8x|Y%5RQ;Yv<63!L9=HYy#5pSUP=BfM*f%`;Wk%o_E#nQL-t6K{Utv(;*<0lr}m$}A5_WzL41hY ziEjTjs(imM?ao^4&&8JCGu|EZOu7FCTfHy!I`rJ04Hv-Cs%MjJH{bsC^7&4N>36yO zX}dO_y=P@UqSF2+<{GHC{s)oErIh~LM*e3$bCvyHYx%$Vi^C1qs`s`|3kg@_e$D-KeYa*3|UD25&JUrYB~_J@(wU4 zmwT=%*A!z|dv6_<93tNgKjgU~hUVNg;75R~VT?<8roeAwTsFudMZO!{llLX|rYGWY zh`;gg%0(q?&WwDOE`Rv`t@2#K?`L_Y-V=UCd8WWymd=0L^5nE3507#6kgw+b@GkH& z&R3(~;<0%jn4zoUqj~arCUhY7$9z%5-Y{?0I^b*!Gh_Suk#maIGS`$iY=o4Aw7(J^v1xz4-S+oUyniU{4f$>&=7#YX;%+Q9xBT(9-Is^- zEabYWM*c}>E#d#CUgz)GSJMAn_qLde>A%boFh4d@+?VEGN#ify2m9~R!>h=rfX~Bg z%B#TlyZM`TlIz(^<$skeRzv)&oc^1wnHBW!JQkMvhw;72_*0|(&&15!Mc&;x;5>;7 zos%_e5X%O^%KUwwFM!vX5C(?$7Rq04iEAM~W%i3Xt?OLt zhJcspdfcydZxT5tZT+s3#Ey}j%#Xb1^_}mA_95F;!iJif^ zK`{sdg5ILq=z)zq&CXDrFF;wF(@LVDrag6a@ z!_WYK1J0T^v?+wMLB5t5=4=7xX2x(gpMMT)P2^y3o*VxD8dx3Tb-wxLn*zv%Mp zS?{)bTK_G*JHy&5Ta14OarCo2$TfPy@{3-(b0gduzY_-U-^$8=_3E|CCot&iuf7(4 z#p&S-!tK}?&E=KHpxFk78AxLEh}SDtFT4$SaV~BN>#iC;fNh)i)BN_A-AIf9`b2Vs z{i^=t@A>81IkrE)uZ;uxs5x)s=cLapa@v?||Nq+&PA6M39T_oy2YTa&g$TK@|Vuj`r9^Z7ocuSc%8 zP|vER{*=kP1~Jdz+vJCGn3z-Ia$H{e_^Z_a#NA~1e8it(V=5mfjT?WP#nbW$*L}>g4<}sr*gL&+l)z z$cw;19~f#!S&k2~dk~}L^5<{=;eUjWKKZSUyBg#Vxzmd4UtGSgEo&}pR-3kfKdq7S zuiEjK_CMns1@oD@Wt_j9!#1ZW-|$`gW8SdV4n8zhM0R}1@cv;I|s`=Loec>7G_OY4K(4+TQO#f)kzvldF${$0v%H}EcK-Ly&nCKF*>(DDwSW)`hOf;DP}Jv?>W$4 zTc!O~&i;@sLYpnIzl6h}UpdAJ-2Th_7!~{k^xhz8Bq(_oNLOKmNVS@>i<< z7am*;K?<-b}4e%Y}?(2-;?5zv7A%(ow=KS@ta>MAJd)3cZIv@n(P7YCeJhV zv!4TZbE+M&IpmqbhjZt;^N~UOI?1g z@vmz8Kff<+C5x>QQ?!`&C+Ekhd&rH2amrlF#3opdvfBL5(A8ObhzAk zB^*7CycnmBhml8jv-R%Lr{mz4xi8)s_9=PXh?^OCbSLxyLpt$%3csgA_vCrR@%!M@>A|rn9GlRw!O#cpH)2-F0q5LteOMoR5jVN{XheKAd{*9X z3^*P?uMgMoT9$9?sjtH?h4~qtxvOhkh?N5H@H*vccv zPY=o@US|eaU#`JZb5F2FcdLEcPaO*#`0nffIO2`OFI~rVoU;Yvbp_>bx%oE;?9JV& zu{;i!`AKSv|52t>#xLdio7&$O9$mMxO8B3uiGQZ{Uuyribf1iRVr})8ZVo?FHU1}Z zsHjZfONhJCv+!E9z5A)SRxO1%WVx9lCI+|{ z)>n9%Wb52CY5S+#Hjd-rz6{S3F*JS+&q+TS&z#Dvul!BuAM-7M?*fR>)!*en*$abCf-K; zHioxJxf(M52At!0P2Ri#x6SkC!nw@M0&C+R#H?R{>qfjbz}bBD7sJ?m^Uc>e&PKEn z#x0TWv~TTq!F3bsU8?^32HV4}hj+sSI6ChBkT=u0_4^qUVu5Mh(}s;X|pgm@nXEOh6>PMyCskxP7XL7yL_PM_4 zeqv$Zs8`@V)HO6Obx(WG@?w;i=A$;eqRHy`opLnle=fuMKB@cP83(i6QHH1Cd-ik6 zGeyh|FtGS=D@+cK5tpO$;TtHfzvCrqDc|fl>NOq8F<7ep7svw?^<~$qq&MRl)1PS* z(MGJj{%QGqZrw*^86L9Q{uc)g#-Q<4Ip0m3Z|Y`NKR(lpULKKCfj?yEVYxSdKR0Zw$LuuKX6rB+e<~Z!FIgb53nVjw$f9s7@~T ze9QIHzWY5Z)xQOpJ;&2I&yD6b=C?R-A`i}qo2P}j+1{~N&rJN!-kV2NC&MFJ`!jFU zn#+_0o3b`#`CB5_4eL(~pJ8T*e?eP1=7{|y+05skKmRlQ4zBTjNae3T2j!2jk{lD1 z+xplwY5BxZc^m#6a5o=r|82$cT`sCUqZ}gtj+g6OmcI%2W?P60D3(tdX*s8+ceex7g~SmtEkrgsdoL(IgL5*P3LaZ{O9wU4H0doCAPoF$(h-3(N3$z z|Iu>!UiQ9O`n;v=ANj}1*ng$UPw$udakRg|_GfYVl<#T%$AH73+`j-Hb~WYG)-xQQ ztp}T9ZmDYhKkLsp?xyzsSN`E5{h!$Im27`uZmRS@R6GAnhp*rMR5@xV*htvs<<@8a z`90iLTrT@V<<((-H|uZxUhMzL$3Z?OyiaAXYOGZDe{3Jxi&!%AwqyQMRz+-HIscc- zALV0Q}&mkYmQMF2vgK7_l(z z7fuRGvUSf6m1@Ve1Dz1Hsre@cMLH#PI zOTcrQeC46~^9$f=kY5Y;W^7US7Eg}x5S+e*yjaBL?AdMi#xce)oBC&C z^v_EE=SJ&)<_EUtc3w>H2!kzKJu0-KEQEN zoBc!I%lEUlYa(+k z@wp9e!n}#Zx#qbQne&Oqna_#m5Zl5vE5oRwES|$-#t-+N)_<<=#NT?^UOw?ZJok>T zp;&*jb8rox(SCEwwQ-m7G?G7#yf;^YyPd>yvyQ|QQP<#kwoSgr^7%}9HsseBeSQy^ zTjSBW)Oj`h{3Emv>XMfKE9gGN9&xQ^p3T9T5$jj?7nEuLw?Y07PTmgPj|N~DMH`DU z8lPI@f5e+FrTj7Mn(3t%z>CH4<#Wc$wRN;s|4(ZFi|?k+`qQ4MCjLq+M~Xvv+w_0g zw+r;G?PguAa;Asq>W9z(OYYa!@I2+xI z=VkY>`$-qj{v4Cj$nu$UiaEztpPEo#Ra^f0^S3fPL*qd?GN!BeF*$SM@k{rwh3B)gicu@C zlsImT?`8(Lo4FS+!nfak8zD70zQ(`#HlC1e=E!x!ImG!;RR8Oc!|C7GUw;7GwVK?2D#k43i+9H zLAY-_#CyC zVvpWCs;7K^4&SnF#<_+1q2BVts(#Uy0){AG8{+px)Zfd^w|-ByTbI2{ut5KB8`u+C zdkxdV`MH$ikDM#SR&f3+pOwaNW%)x~+B#y&hz@_ilD9P>Fy(xzLqO)qvf0;9}hpm+!)4=bH1$;m>c48gt_ChlM|;! zoHcyL&A`@BcDSq{2aT7%b%4BKg*X_Osl*mlsz2}P^Pd>2O7d67P!91t&Vj>cOWWUZ zI9q|QG@Wc$_}hQ@$M6wwH`U4?;t)&8e=nanE7$cbH`XU=JGC?0HNh^j|JNhGpS6|A zTYZo6Gp&EI{Nwnqcm2!fU5=S^-I?>xzSG88nfc!=pY8s`Z2y1y_n(H}wUX~<>FeK% z+)}>&z6PJ1;ajJHyCL7r(wCpl!@~8i5#yiO8tDvCzfe8-9iPvMFT!>lynETar~X14 zusQ#m@=s&oyFLCbwoqFC&gb3It$*+R>KEa?Uw;(ml+SN3uXyXn^Z7?#en=adkG0x0y&+qnoDeNyR&)$L1{ZY30E8I8YevCr@M=SD7*|m9mxgPtk zRQXmi^;V zs^tIj`Nv%ET%*h%mD}oW|7y;-e~&h8k^f<-#{Uk;lv>sw`tyhvA-<+>bTF*?=mW%~ zR)uZ5w~YjN+zqwHN^wI$k9m>E3FnvEzE=aR#Q`_96*nYZB{ z%mevW6pKl4E6-GA{AIA8GIAg_~fH@KHDL%0{W#P#$e=E(ROb5$_*##o|q zTOcMm2&|AeY7nQ}v3F;92Qfs(`56DZgZLfeems|09bU_LB!4qLc>~xPJ}a+h43F`> zcMu2M4&EDb;9Tmun#DK&u;ydr0iRZE@E+QVxv!e`N7Mh(2>Z7l{hwS12S$*iqYnRD zd;e*}-t+@^gPc=a&mzxMe2;xO;%|GdSZ=A4DF5i~)8V~8{v!O#`~Rom@sGByz8J%s zAAd~s|FaLSz>Z!y`>US*cmD^m9>h~J4+7s;IP-{gfqz8)P`8z6AIJLPSS|6NrM5r$ z%(bk4T+i!S|B1n&ebGH}6Q6;sJ**wsPKEu?=i*xHF*Rg1q#+*FePNkl!umpdt5-aoF^Lf9B@c zuyRw8d&bsK%klVotb^jK!9B=XbE)f!)??y#_)I*P<==o$@5$?@`rUr|xNtLPfM4ac zEZ_Kbj030l)<76SoRMoXbsO>k@gCMbz#yT_F098~|EFF&(SEMgKmYI};|4M{k}=zp!%{!INJ)C(fE$A4$#t#J9|$zlF4?}Kbh%mzMY@7Z@BqZY&U zkks`y*n6yq)pvb>xXL<>7z{J^@ zztrEc<1y+Jhv_@^YkV91$z1WmMZ^hx{?hVD74X`(#0(bLw<#Z-&mm!3fNvpY zZK3hM0XeFi_l7y9^sEh(e;clC11@BP=D*`@gs}l8%1pLP-i8t1gneuW^=XCimzLj% z{%6jK!ueS^|72gT;QVivk2T~6+Wz9ZX#wtLiR*8#y^|FyB-U*4U*kf2rpm zb6J{R1UwOS2>fUp`$VOuFI;}L@{jLqxs60Vne}I;v(Jt$VljZ9 zSOWViFxJ#JdNZuqye@x_obQh#mPZ`UJ@8OZ!2ihH6Xc7d-0g%<@+opj zIj-jL$)n=9A?}7;<-OB4m2--`H=DP$;9jc&`EI6=+v4`Kdzt+6`7h2I^4)B*_wPH0 z40m$|aZAl(%)jHX;fZg#)N?g^HsN)!&vN&f|AG2Fb7&Eh!#Xfe7Vl5Y&g>iHCi+neVuPt5tZT-n7;ZSFn zICfY*^Gi`Cz4wO?!@sV2XF>g|R{7u73EYjx9Mf1N>M7kf>b>^vF2+WQ_{T#2|E03O znWunQ8phR$t2uS=yyC9nR)IV%7yr2s@g5rQ9M^S>|F)}R%HLY8{kNF$e<8jLA)8>C z?2nPjd*Zz*j{lr{fOfu*JW}zU41Xru)@FaP&&)nIe--#{JaSTFBBkH;b=hxi`x$Z;*j+9v#JEQ@9GUgXE~@_+XJDy*aH?RQ*%wZ5YK zUq-$-uDd*+_+C9L>LT0?o|Sp2{9aZMmTSCq%w@&gTg3fxAMrJ|mVczRT;=c?W4V`s z_hI{O`DCl=Kl$ouCfg#o0g9Z5K2Dysfk?l7H#= z&yUadzt(Dhrv8sDH#|pBW8$Bs;!m5DyC}h;K>q*f)Z;*omBqHd?Aa>fzm2j#j9-_& zn-j_fm1CHQkBRSYrF=ES#`qeDtuQl@x5hYS{F=Cx4v_A19vyCp>*4*a6>6XWC= z{zmay@UULSe~gz;pOZ&FgMIa<@EzM-s4`4ZSSX@$eU;K z+t$QX?zMJk-(TB$>t9s9>7r)8S-Bm`322y$^7Ee< z2%Cq%E)WNXai?~{mUEWeG+XpR?jLZgFt5>8T%%k~T$`hOsWkpL_k_ENGJx~nWliz; z=lv-I)*}}a%co3Pdv#01ToA7k^Ry9zfzMjt*KBU%x$!K8_qBaIzTx^d@!oijslxLX zC;xPRVsC)6u{oae-55?}gK$4vyx#MkGcTWYw>mP{RH6K3Ul3#ByfBifxMvIcZK3wJ zHZs}K5^*o7{1wLy+gn&3&t(;HI4;+*Wqv7ZI~!A!OFwVR1{a;-EV)~zXrYJ88<}v1W_WLcF|0^wj zn&q23PVJ?6<7Nru|6$~&Jvnr)uJxy9vM)S?jj8oeW8CZ+TL<&?*D*K3p>S;#_9kCr zdtl#w*ZY4K@6l!)H<_;FoIa*E_27M2&HLv3Z^}Q+7tQac{6{-1UjN;5`A}#(yEm@2 zlta1vnI}if%s=8|x%Mx1{bwAqp7JF}7tsIt4nA#%4X39|`X9uDvIO>5YK!r^bN!kh zBl6OhpVIml>h-1de?BMMXz$38s{JpGEPuY8n%jS={atMTnIFz=+$htkw7=h` z_Wv%|pBT4B$sh9M6#GBkmj0)W%eh^x{AIiBx@C5;cyEAtAvWbc-hJyF>Qc_B$H3Ys z-xPd}U9dCGg9BmL@P7EIj)l|kGY%k@#(3KFtEb@>Fz@~NPAm_f-zn^Z{y#KxM=?3#WSFaCc*frGXFH4{ z?l=QH(JVOEpP*hm&N>d`8pa!mBbxnuP8b~?>qNV-eBzMq!v8vscJx@_6nJg;Ed zJa))3F5>&uaC*YV@zXo$B}hmh!*m_q95>?^^nTY-`vH zOJM)6RR0sxR?YgG&c9;$w`bsp<(cZcAl!}Xo!NE?;%^5#I>E04jvZlsfNucT4Q2eh zzxy!!%YXb#@<+N?8U2g$$#vIi;veL@$>M-T@jvNPkSo+H-=^_@QtuU));|}j|8dA? zn}^Xpb~~BdD#!n(EN|=UaH#)IY@6hMW$eGj%zxIa+V!uN{`WrC7G<~{)%mC=j6IzW zH^6%%OcUC?(dE-V;JfC9^K_SZYq&NWr`!AC4EX6LfoUa|3wh{#4I&2SR}stdV9Gde zxc(_GBGw|~yNP+Ga4y$B`aikWk=uscHO%RhanJ~xW4Ie~;qcf|@X$CWhvl>EC*ZYX z-lk#b1$|h{$(LZ*n3s0HO&f6@IpiW%CvKI;5xJn0rxE2-4{(eP%V91n$KCMxbPV@- z@_HtWy_`@UEpqE{o#u0#M*b~w0iC&YHY@)j@VC@Oy!=(b*b;{;%n>_hek@eJ$(^^KPsx4yP!@1gTu?IeDr@8E$E-Uc?Ke)BjmH{`>yd15@1$IWh^(xAD+sW5Q zZk^}GVw8M8A?k(DE$uwp=Xra1k9zB0s(h89^@nX|Wo2`^%=jl}K{yV~(VTyYa~(P3 z;(X>9=6n`D0^beq5x4lw@wWx@nYf%S$S>#P-^X9;0Omn5|9Riy_UARk_i+9bbF;B) zn{rC6jyM}`KL*amv1=wLj2Fh{wXGq#Z_)VYy@?MYZ%U)(pWlz|%$!ri%rGAkb4c+w zF(YcnSbyP`&=;lZ&wCg~k6bPrbRExQJ93+G-mnkUH`WKl-BgHIG>|G3ZRyU$7gy&UtuS$?zqeY`C+{+JuebO7XuB99B#+PH>k9Pu|k!rb_p zDt*HA3g&#|^{-(cGe?tOTW$GvzO7vgt^d`ofAx-k;%Qv}p?*Xh@@s9Qo)qhlAK4ds3;e_yD${Op;c4`uI7d&eNPzq0$#POQQH%dU$y zq+v^FC+6>Ju+DCOE@l0#K8!6?Uw-yZvabP<{|68kSgilY>T=g*wk%CNQ4_ILYBHdc1b{9*N!&$h_wQKS8lT_;=4pVOYD+WI%kufP5I9&aZ1 zTns`&I8-BNA=$U*+K4^e%KtuwCKJ2XLpdtX((KJ)R8>{^I4E1huD{~&mM=-xrZ6< z#>@A)%(x|SHurE2&+VNa1TN)9g1gxr_T4@TY)+SAaXg1uAL40Fg2N%5|J!fw5gv!v zkAM0&+y@??7#CuKcs{vpW)ZVvJ}Sl;hw$vQwYZt8-c6Z^GO3pEul%xNc1U``Pb42><@UyP5o9{G(C&CwUEv zDDTum;9R-J^qHzheS?H^BPvyYgm%yNCIu{8?;kJU;x+^_=)$ zFTVvmHsrG*j)(Uk4<2=aZeVkqpY9fNL$dx{x7mK>{GWU$$a7&UMg!Y|{6oI}`+WBK zosRkRyC3)S8#VvwH=#aNul;juG-3xE82>zud#3t#LEUMCC;E@aA4|o*GCL~TU+XRm zWqc{L-NiYR*s)8Ye-n384u6vBpY^tXE%o>Dmu-bHFnhk*@)<*?d~uAd`9N~qjQmKz z)o4F`NyOIZcm7_N{l+yoCJvlMGqL`^wB^5uwu$@wF!3K=$8z=O zdNS|NZ;;__k{#IhV$O3+5pM%dp4k~aC!g2+H-?E}{fQ$GU&EzM!Zy^~{^YtKw~g-4 zc>$T>JR&W?JjnKxUkH7a_1P|P-5`d9H9+rfW6SR;w~fWxus_Ci@2Ly{t#n9zAIvB)?I6jcpK&vGJX@s z*bsZ+-#MT7n`P&+%l%S?gC`3Yk|E1@6DP^o5krxOp3`m!x(z~%gz4{ z9jyiOkG~7s5_zJWp9uB#_BZT{wR`qV$^7?y#qy8$@_Tq6a=Y0vJ&wVN{lArctNX_J z0{OGp_V=+-T)yLzxb;3S)&Cp^%*n;JTF)(TPRdb+oQ2vS_pu#|>tAaAr{h1XYivu# zI9&czJO5UC{x{2CS^4{2Xn($6GY0=|y8e&roz3~{Uk`ldt}hUaV)+{lqpSUq_r})o zm0$nrZU0&Lv#mWMR#`d|zDFI2b$vEB7ICwv=Uck|*IWNozOgTh^{@1}%4pW#bXV6~ zsn-=H7F{3Y)H*gJ5!;pMx3n)OnA!|SK* z($~M%^2K$d`EK(6B;o^YSI4s$!D9SR9CyX~C-wM)u*Wan@4)t$+J7(d+_>#R-d5S( zHQ3*2|JPdo-+c0?@S`99B(#AW!u@q_YuK~XXB7QLiT+J~?G|!rL$A)xmpw=uW^wjc zcE2+A51*CwbpHdtD;BX#<@5Q<*?-oCOI!bD`SrIyv1L9-IL{U%e-FZ+wi4sN+Wu$$ zEY;Oz3H^AK!~RL?Z*?j3KYW6DM(hsPP~sTd@16;Jkc-OlyO~@luD{OZ+~g-K*UGf( z+^=K)hitBAb2pJEW#)gi_2(Ql8Rlh1Ii~y0FaOy6ocApEV^a5sdfp=RKgRVs;fv*a z_r1U+_2K=9F1*)3&LDel&(+iVH7j}UEh98%$lz*O=X(i(i=MYoLVmTG$f2H~#zelc{`t4up z)5Y=EgZ17hgu zZE(iShMrq}I=*(}dU42*M~1kTG{@xjy*q%x=@)i|{BFEg&#nG2aBm2h*4sFLSpBc( zLHXpC`Td%Y!;M?L;MThlx`ukfh0ZJ5$77eft_sIP>?_wy;%SIq^*mE&z+po?5V16U z_;A~c@@|gZ5|>@~6fic#yrTYVw;(Sh>gT_Erv`0}hyUviFt*G|^$d9=Sr#$3tbaEC zA9Y2XO=--f1&a>Ub}7>loI%pTJ_I*$}iTx8)bi*yoS$6 zm>BaL5d)+BmF{{4L!!R#LgD zT-4+{pdCS*Kd~Durt9+w$NOndJTylIMHr}~CZ0Ot?R)gz?G33Rxzqo~n zkHCFe*$3bUVJzR`wQ^WVRJ$Cj6@22ZJ<4NGYA=i!YHqd`d z_5WqyupP7W1ntH=RI-tYtsxKNJiUSYsW;e%I%S5x!M=9btC^kZx)kk=_z^~h>rnE! z7;|sBAHd5$bLUKWG&K^KV`}axus6itfd6I=JUCuoum9jgZyf9M$3NFU;`g&PFey8I z4u9^eJgyvs5qqQGG0uYhIo>s{rSX2MBi3ubPo_)ac%}NM&%pB*DxbEDkN4v7*V3P3 zLW<|V#;@=l2^J&%7G5Kn{~1>f=6tdIvHVEJ&0@Sa#E6+ZY8}9s#a!8fF)e&v5Ab=t zJH->T=1R;jMU0IwIK<&N=MC~rVIRl8`BI{sDN%kY`QzpDm}DAdRF(42*Ky(#ZN5c+ z4}KFDXYrIPwpA( z*NCU0{EGceE+VZ1@*AVAxlVw`h~>AUzv?ZY^(Xd*_eskahZpL?@|k<9T>lf3Q;^#$ z{?aE_D?R_4@%0SmzP2QzRm65Gu0bj z6DyOf|DHR_+sVhe=a%yIUt3(~ztc4~!x_8<>t8+X?{)F5bNTSM*Y`H;|K|K(SpTS} z{n@U?wiB&!={5x%HoT2EK>3+~bdVG2BL?y_EVNTCRZahBj2R zqdX?*`}mt2)%Dn4evQhk(f`qk=i+s4fBC)mT>gyWj)~9hvFgdbV_JY^jqn-j(fx4(si*9PR&`Pd*O+ z?Z-bZD8H2dLArIU$NCGy=68dCEq$kOA^khGf4u&s?5~B&XPcE8f7``9673q;9g+{e zWt;1}wf$ns_xqHSKeDU5T;Dd!e=FLbbFESGM_4uVYqj>LkDF|+YfQ}dKP)u<{XPqg zKl+TSmA|_c%d@&HwtV6U({i(T{&!&h@g28JXN50Q-@l{w&vNTO)>esK-qio|v4plr zZJzWy+pQY?xA+?VRv$OO|3R)Qt%>xZVV)NIf7A89oc!VXn{tV@51$6-jp1P&7vtOA zz~Q)_Wm~>CZ*e!@Puw`aE2g(V{7;x0@ZB64Ic++4qIbG1a$U1g@?Uzc^jM3Ts2u*L zE+6HH=0t_Q_daZN|C7Vf@=E18c)j(%0PdE0?f*?@pIIz5##}uHdx*H3*e**s{x8Hh z6Z@v#`oC@VkFTf2>%a5e5HrIMIb(>sVLm5sYvx`e&PJRyIH&#eF~wNPRbx4oUIgZK zVjd=*!|U$?hjI+qEArS8TSMFpaVu*!tryoD^G6YP^91;t?%`gQ?az>Ic~9P(co*{M z@tMeP^Z3OV|ChZt;jZFHvqgXE>(_U^)zxp^^}6c4d%LRcttz{!x~jUnrtY@EW)vQ< z!OVjJF%M#%1&A3TfzX7&fNe0?6>snT#TOYTm1oou61G??$)j^JBQmBhzG3J7RNt?D z{TtzLcn`1r6?km;dG%*&<1-q!j(B_UT#OA9KlIDrzOC!{On#5oOWqykhr9+p9$|cN zpYmwoTDFb#p924$ufOByE9QwLC*L_>b;wtD^4|Gy3dh*Q!>|dwrS;^WVvfqUQN;e{ zYW-_pi2DQkSvF>e`WNG(ov#0K`?Ve+AKkX)n%s`Phx-rTQ=$Gv-wov_xptUGSTP;$ zOC>wn|9*G(a3%g@Wy0O?-r2GLmf`)AdiWDPpZa|E>Ni`nyYWx%|F!s-0$*d_XSf>e z*@n3(e#7-OdpY;;;vV;lrT4%R76;eGJXWu}evYHt?a4kvKgd6Ud1wBDte-ib;`jEO z&o7&&DnoOYHkJ7zi1#2@4f!t^KQ@kwPa{_bud!ef!;a2^izwZAV^7>49GQCmf4kL#x;QRX{eKwPm?B zw*eMqE9`BPN%p)pcZ%^RCg&^Wpb~b+axWYJ7N^FSMIJrMNB4{JoaAMO8^?G2exLRm zV4@-8wTIyy5y@Q0>^}d@eE^&{{Qe;FLc2b^CE~DI|HjMP!*1x#50O)PN_nQpc>~-H z@HdYqhhn>n_Oq`V&41>UA?DfTzt>L;XZ{_Z+yB<*#H&{OJ=xW#r4Pes{Tl_o?IrFyAc=1^~yEBjNj>O7!9s}TUT-Im)8F($QNJh zhDZ4jdm-dYtiMtJYn_}VW(|0}Bo`nPfW4utpnM=+r&0Z_tbg9`Wtd)6$iG!*tzTUJ z`JC~6o9*Mhd=B>G67cmXuN-9;j=X+xd?9}mIa%`dlb1z!n-ac=-?9IFO?#amB+eVp z{Y4%u+n@c~)TS2Xzj4kO)+TY?pe;WB#Q8WEQr>><1)LMaOa1Pnzl67!{2@JSJN5Hg z=e_azS*N~_{ZGsy@i&W+zbhYq%RR;%WX#PK=S9TZu>Y5U_hzR1AM?*^T}S!T?)u}s zJmzZsFVz3T>i=~|w}#KpTTbn?$5hNe&nxBof1x9oZZPoRa@v1|xrus0dH?quOr{fz zgmLiB`kZT2fBJ2f_dkD@R@dKI=9r>>13Xe{Ylchm?=C+WD0pDv8fRU(otfHL(f{eU zdDi|U-|FaJ>36o(c?cKUU(ES=rvJ4&|I_%+@%SIQeLU>Gyg%vIGu6N8pP>##y&~7Y z9BadVYQ_FY{nO?7pZvS9X?hOdO#TOQ(wkr2-)ks*^=|)A$EPi&qfPtEaVs9fFyBUN z{*TWh@6Al?Kd(P;zqPj)HYD20cFBgU-~QKKzwv<=@^9C*i!m0|9sdux^!MIA5_Q+Y z{?7Gpes=pqdO!XaPeq60-){et@8%yO?#AoanKlQW#nu_lng4}3(A~#Ie^n#kAyX}CJ z)BAc0`d^_7XLdoW_E*xc=2-t^%&^M;oSv`C`rlmZpPkgd2flw>*VX>t-2Yi`{S$-8 z{kN=t>^zTrQ^@^N_qiIZ8{I~H*@9@op_cWuVscAed?^2_xTGtr9tqdw7& z{IAkK9G}78$hR-wz#Pp#f3JC_?RWf8r}pRSKI)1db1mYp%sb`2lTQ5)j+xi9HSoX8 z#rPY44Q;vZ&%ZU7HblML;svgMD<>p;T*9n?BZhHEVrfnQOX7V!4!#=VO->@e6tOA7 zr2q#*jLsynEV!Q7m|r4~6!R<*t8#Jdiu7&bZpMMTISo!4*5SCDv1h>DAit#X-JH{J zAA#?N*PXt64mh2&%0G3M{5LoH#XoZaI2}II=(ES+_UJ1;%b(v_9FCs9BEFmBS5E2t z;b*Ib@gY{m`DxDKISfM+d3*3Idk!MUC7zcDb54ox2KDt14us3&SAnA;hRAR`?;$_d zTi!otA9?6Fhxk0qHFXZp)(=jeYm>LcPshK9#*lyV{$P}o)BO*Wi+hpBx)b@^>HO#O z`ncNr{*B|0hSw_QOsn<}aWS2)|MLF(IpX;yqo?~n>dD_m`wy`-#*t#&DY^f{Y}47* zKUqh;`rS@^6YWp=kDMQw?{dZc*!!2b8qaB-<7oVM`;Gg#?d`q?IMya{G3$5wsY=&z z&v?!C^L--n_%1`fsbzhAdZ)-ScFwb8z5~oDtar0hz&SwwhR57_)@MH#>y7!M$gAQy zl;4wlD_(}m=6#Seu`I8jF;&LkR}hzigK_zl%rO;X>+gUY#y)4BJoN~;n2CblMtB?K znR46>^G+SS)u%W-<4Dhti_l|Zd}mvEBEWBRANhzk%NM};5a&Ui@xO;0 z$Si~Re(`W9l{fnEW;j6Z8~2aO2W&o5`;NM4^4@>$9%Y#2{^VOYUlVfjyw=upO!{G4qlgEx1vUk?EMqe9!AdTj~`&hkx+w1UL zH8CeVqx3h%cnz0BjE%K{{#hL0i)9(!K4C%QJ;is$@AcZ>N&V!D^Yxd{fAX^k7ehW1 zU%Ncxu(cVvPqvy2kW7k{8^4`Ef?KK;k_e0 z32S4VH-@vYylY(JxvZH!|JmlM_E*V2u35|ZM6MKK*{nS3sJfmq4dwBB*1rTen)mvQ zo2TGqSuUIiugT?~w}bcd;JuV}?@;zt$iJn)ja1c7tc%7Yu6yEEin@yDEWT^pe(~PK zvXmnbpMCrdbHnE?%H^{&FQ8+pe)qv2!{7b=KZO7J`(K8Ym@D2-t=7-=XL+w|p0HeE zZK~S8^2{gUJ>YMIvx$A?{qARCmWb17r~dN%XB&v0F3X=z*56#O|AqSJR{p-u{{P9( ze;WRy=RNE*_4l8l@f&IXC)Z7$gVOo%?&2D9q#6#zbq70}?vP=3iA#}QVCOUBKyOgL z_EPwjY>zAUyu_2keKPq&YWM%yUVjshoF9)oK(*~AAE4_$r-sjG`}zFd|6k|)n~(a> zLi^u5`SZ*++mFB>YCfrM=- z{afFc?60+#$;lD1O7Yyx{${)7w~T$Be{R(Oi?=KfKmE72qK?gHbX%ve6N>N5{#ev| zFSWnOiQd@$Zm0bPZYKIN;xjQvP(A+x+y5#0txEq--?iBPdHv$^Nqy4T{%YiZ=tlcF ze_FMF)n?5r^8+l@Z}WNgO~~gi$e)i9XLkEvc5)N{(_HjFu|bA+Y%G6;A<`UgZT+*| zCd-=pf2?nO9k(X`^7Uu^<}&H^%zw(?1^sva`9Bx*|Jl+1Js#Vs|Mg?+%ZY=oRsCb2 zH>|(d7gim(89vy52gmL3;ep%w{9*iiX)n14TZ_N#BG(OaTeYhHDR<8->Yw|;H={Vg z9Qi*Oi*Q?{k^WbXzf|ep+rc|=2<_=~{V}K1>Z5nl(F=V0O#DB@G%=pz@u%&PCu1jK zP<+Sw;GLs^d_Ug*>W3Wr--Z33^UUkFJ+?FbyOsVg#)NhB#+<6Q_xfJU_}38fUXb(V z-~Rk3%cB%=G#7xI;eN(khr*uV`)$3S1AFqDupMW9H}Y&$+%Lqo7$3~r;JfJ$lV43C zztn(i(o4Xvi~_fF+Vf0-?}k{LQ5@&T`tjSi{RW;h!@N+$6tNA$5XJW2n7RWjO~3tyYlyq~<*(lk4;~>87p`TyxL%F| zYs;Kcw~(Kn?ViMM*YP*;H^kkL>!zOm&G|Un@xM;jpK@ej{J9=-t|Xf~(D_RCXO;ft zYiTC&Pp(PH=Qh`$bnR%%l>47KrW)Zt-raRCwa;|c!me$n{njVb^-tQr_3F2NeKYN^ zcYw2bSAGuezd08jF_gt2e@W!Fpk?LH9@M`W zeh#4CC2X= z<#YoGkI`WrsCv?d9$B1mXJ5z z|Bko$(z$9FCu5E&oQc8dA3kUIG#P*8Sin7FBR9g`+n2(VDPnItHZ>CNjt-f<9(};_ z`MKUg->LfqDL?sr)Ikn{kC6L2W%Ln$U&JvfINQEt7#!lLT}L*bB7Lwd8@dIsH_Xf0 z3*MWl3FEpE{)U`46MWVpuNL!f`S`mWt(yPjyU6R;KEh{=&qw@>zT>mw&>k1t;qQ3x zJG~&=1GnB=$-mD>fej^5~|j}=NTf7qrCn#PdQgJ%njEp zbIJL>!1?8U$MVbTpYy*c2RVs=+tV6Ma>Qi~*C#)7&SrU;vig@E|IqRc5ol03nh2k%f-|F_zH_B(Mj#6mjf49AUi)T=*X zwkUH@|6jMiAAa=Xe+vKj|NSH^-oMhu2G6PSM)_7w7e|AqS7lfQ3r|NrD?KMQ~DS*(4u zYX6ZgP}=`(4<{EKI9{Soz`eeVx$*s9d8vrAVL93UpW|_uhpDQ5?xnV$*5Ci;s{hIB zleb^(P35wB)jt;G&kslbBz+b0XeR6bvqPJK zyZMLEd-*`u^l#>Kn$Pk_{#e*VtAM*P97nDH;geJ6GXIm|YfNgj{U56iBj*(Ao=N?RXRwU;+};=79>xHK@4@f&?7!Kre>eQ|Rr0SFxEuEo zmHj`=KgBiCdllH6%p0;SiAMF zgg^IP_}%D#Tz>RuTlP;k>aS{l(T2wM*Fybf_mUt*!r7>!0iPH>#g9k2wq|bF2D4 z`3q;L|G0lK=~D~-hmQT93-(9%?GL`oSvCJ#-G5dyw-n@u>1>9hcAc+P`LpdR@=<{c zN4cWT9l-fO*m?Fq*mUBA_TN_Ge>*NBM=SK-vi`Gt=Z9fM?}tgBdL8=b4*DGDiT&+k z(MbNwzEIzp-BC~fCZ468_=o%uUG#r4{=vSj7k{c6fBJu|ebJ_x2lmHI?H}^pXb&#! z|KhtrY^>*_55imEs~H%)7N&q58Agoo`0yF<)(i-H!rV&hw`~f)BBu>)k6!{G&f8(*&aL6W z({Vh9;coc6%riya9_7RW4u?1zw&mKx8{)Y+|DYcjpR?f@@}UTmgSM)Dya&8Ey#D^v zQS}dbZN|TRsQx%~qEBU$2WSG{@f{!6-^%(A^Gj)6D2CWt{Ikmb)OU{7Bme3w z=pVw~w5fjzSH!if_1s$gv%LP5hr5IIM;x^Ed0`j&{9k!`r{OfnjZz2yL4MX^?27nb ztMO0nkM-)O{VSYEMg5KRPt)CJSO1?${d#}P-!00{hB31Dx#TNByNRPQze)6SMeK~e z6Ap)%n!*Pr9vj|=a*KoI80U@oRJ=^X;|SBk>my#r{4>Pu@IJpb*3rfK=?CE4DRd8{R=r%<9F|FJqLIS%|XNnc`*%uvL88I-#8+pDR+p5tz)9E!6!T(kNjEr?9-0y9e>{+ zd5-O;uJ)-ROX?~(S^U*YxKP$xL0=!PCewIQ0lSPM&Tjo9SnYiqU`&$$Flh?oO#K+*9 zF>HrqPsH-%@`rph_AW=(HkZFixDdyO@LuMfBF7AQ zcC0MB#^s;qno466`=2?&OqLp!&-IB$@;7h4%jbOl7iD6+fth0ds;c(0F6IU-*S`$o z^YcHx6_y=~`LVJ+plbeAtv?_CrNlLX*Je3#jiu{YUd8+)21osk{^z_f9;AG3VEk}j zv-W!*Ghb*u`7@jA-^y+*{}$?RU;Y(xxUu~GKJ@=je*UxYAFIfBGkyO#d;fge{~Ryl z`@dsp?0eG_o(YFzSXEueTvLeyrqChs{a@D+pMrZQrtSuE-@GaPKLGo=mG+NJ48xA> z{{H`cn14RjRr8PU&*VCcuF3SDh4xdnEy#b)kxeH)5B~@FZnmHAP4Xk3JKx9kM=nqL zfO`(zl24}We^|2Hb57A0Y`6iw3&wS1zNu0k9k+`Tp2gl#Nd9sBuFvpk^&Gxc_&7T7 zKdigR{J)*oU)Xi=JqnbyMbB+miR1%koAAB2U-x-CXR&_e9Ij)38SbXq|HF55T_&#B zJJGiPr{{FcfdrkKv0nOWnTuupl`V!pN^M7<%wqei`k(PW7gl{2?$Ez{kiw$oy6v)^D6Xm5}< z{h@n0tbZoQft*y#O+^e2k2Oc2Yh-c1dhxe<_5bV-Z-rm{>0coCU!VS| z98>ee{_6$Cyqo$rV-Tl?ks~V8p=aCvXMgU(`v_I~pUd)k<4;|>o9!>_pL0?FTG$S@ z=N7(kuH)i2@QEYfbNNkJzjd>)G?T!iOg*0h#sp`?T}P%y!@vLK&*3+}|2;lG z5FUk?oN-`Ggk{-7E}UP71IG`F%f|R>z*!TyYYrSgB#xOa;Itv1%{}-MF96>%3XG0( z;cVVzzmWsSIB&*{=3~-oM*QGFfLLRe=!}fTK-cP znrZ#S%vIT+wYL9s`}=RLOR*V>umw(0`7ZWK$8Ii|n?vE=BgKwblKK`cGWoGZ(LwL$D!JP?dO7u*&W zOSNae4s1uwKR{!MK@oS1urM+26Yw$Pz{hO3WPTjZC2vFC{=B>b%~Ml@{vg(6qLgE5 z67?OwcG_@5`acry5oP~*5NRA|9Tj@eHpl${)D|5zkf5n2afU{$9KX}mhw(Xr#Aoab;Ptrr*6q# z$~^S+A5tzdCo+%3zsW+MKL|?4=*S1{SA?(eu8%Kb- zxo!9x;BKZSnM0yzzt06bqp#}Bf9^MY2FBvWy@r^ZKa zgZ1BY7I}zJ_Og@Udm(;DxvXmIFZVy6hu0hDN#x2w{f^tw8D%YkoFJb}qx#dBQdU9! zkk7^PN0Cd5yf!9Z$f=UBGZpg3^^Cmzix01`^)5NZ@}iu=`Zr9Cm1$)gZcuroa6Rkd zHOr182VIn>d^YBaT8uW8l2XCJtPfbILBf&A6;XJzE_FZC71RJ=Ek zQ&c%^*PpL* zVhF3&zsWw68LFd>{9CAhcI5Ay*#86IlbHaoX?gz-Yy?vKzD3ho-y6AYJQoH&U$F5a&)s83}3e^K`R0)I2l=l>*fOtsSfGr%!-bN_!6 z=ifs6v$(is<rnVJSW@ z**&7~_`Ug2>ia*I;GT6C$O#e4>!5x<58H1(YP09`+_EG2H=o_!O}6$}8_V`zr|qw* zpZuzcd%nW{V~(lK=dK}-)Oc9FXFRL`zs-uhV}U$3EB1_qP3N!SxQ@S(XQ~7L)0*?y zJ1le1{zm;z+>Lxm($8Thw4ndLzu$79SJ@wYpVG&lac;MBs_c(e^nc=%d@k60vH8Cr zn49s*sW3J%1^>`gI6ZiAn*E#nD0S=~ufONi4*1!2z((E~*f#eUy8rQAyfe9yemL4* zE!baff45qHyZz6;)IG6XUQgNn_wVc3f8PG@d;Och>(D=ZEyjgAmp_a@%;)jvS|Kjz zQ@j)3s{D1nE1x^9tp7J<{xL>Ld}AZ|$KUuq`zPo-t%pqhDMxk5{#vmA7yKXd(f>pL zGjT9n&s_ie2I-H_{n=*gxc)8P4DKJ;&)Sv$%>A($b(x-M{(9Fxxt@Ig*Y8R1qfXg^ z{s*3W=f5HLX6@liP2+#|9HtlK_5bYmZ--y~`Cpo@f9cZMbEfj}yzT1WhM|WYG*A40 zjtwc!o$r6_+kLkWhb#AQ06%ddoVo`Lj$$R8Thr~oM)QyFTr~1O92o2a-e!N>{hyD2 zNAoY)Rc3QF8-HS(i05yo{j?GDcMjT_f8r~t(EnIJ`CCSiKj}Ar_?!NqWcQf`3*cswylrL%`{B`j=%F}e_ z@;UuJFmWB6HkZV2b2@V2Y!=^*<(L}zVk(S0nF_;?!JUKn=$-Me!@dhI!q$^tMV!qm z;anCiL7pk_+uQ-x#&9<;!_}du;jiz!3vA8X;n0~r<8HP`k*AQ#;+dupP96N7=6A1m|*T#E^!d!2hcpQ%SzICw~}cuGjyxKWUfoJ&A8UflIC4zr6fM$N@EhatmC{Wcd8zo*1`B93RiB=Zx(qj)1va zJcfMHd2Wy=>g%tGp?My@dHGFv_3d}z*|TRVo7fwbAD^FXA%~CWl_J;83(qqJ3=Z)| z_aBYG??cWK>-Xj0y~)SxFmX4Ck@5X?zR%6L+Ox-oKe2e)gD?e7n8^n>12HN8ikxQ{cThexna)q#Hob$qE*k{Wz73GTNX|4PbE)R8bttf|*J_EOdGWd*IL;M_n7ZxbVn%es7$sh7( znS3FaR)&}1_jTlt&;NWqk)y`BX;_Yb7Pdxp@H;Ql>f|-7fAJx3xS$<;MxS5A&n!Pp zc}UKi>GH2p|6AXD6y;++Cg^L76YHoq{$781{(k_BWIq3^>bEg6o*vE>rIAw^vDfXXDCwGJ${re)XXWVb%{&NLboqGE}^#I4K0Y|zhQ4o=iujwhmrp#?tk-X{*#xd)%H7P_AvQdX0ZRyr}nEI z3-V_{{?3#AXFuL0Sh{{y=)Gcjl(<%Y2>UO6zpIXb@1}|WVfCr=K^)GR{GlJ0_v?th zD*1l-8JG>Tl`PglUQqK3^EZ3n*#CB)bN)9mHN@65^MCXlxj8HKyYHXRWU&og#Y&(K&z9Zq}h3H%1Ujr>Y{=PUZ7+VDTE>yKEbY&>6A z`}6V7`_t?1MP4h@wVT^tNhg>6I9>lIhNoPgzl&03e-!0eS#Cq<9BmES?JBck{$Cuv z3a%T&-i+bA5Aw$BB)4y)-9#G#hm~*N@o)NU+wuP`gRj+|jpa>mf7$-#wQiqP)!$0{ zJGKA3zJ>bNhU+7PVL#qEtD66f{7?Dy{7hWSd>w!COL5OAufOu&evPkx`s=#2{^!H| zUyJtuC5O0&a-VUT8~-l1KOcYL1WW!8d!GF&ss99~<^k|I#FdOan+$!()o>2^pbWDz6+Q;$ggi2TefOQPAN)3FuAB?| zj~x;g=a;|!wSFfL&gir8aCq=oIDvQA$ZK=@%30;8Vh*aUySIl8+jpb>y~t~|*Unq_ zhHd*!h2AsI!{!rTCr%sI^{;>abGml@wteA~4cqbEpM-(=aP8{gd9=1(-yJSbTod=r zrd`{@TX>$;>(&I~WtewryUsg=$=TNXc{p+DbhtWsQ^)-$*5>mA{pz3JfYWCEw$0%j z@@<_!AF&)_ZvJEOyNJhv3kZFAdgMZ7{6%p+V#neh+3xty<^JRO1>3PdjJIHV{Iiwz zD}Q!rJ+~@4LmZ> z#T#SXF~|oc?wE1mR<>W?6U(S=|FL_gYl=w;tg>%ky?Pn>Xe`GR@i#k&x#2Sc7v#Jd z#>)fT82CPzKgQ$Y{o=VXjvMmk5J&Uvci*B0L-vrzhR@9WQY>2s|HkL1Pl&tWJ%+P+ zj@(lTeEPs&0_BfFa~PZ8NUrU|Ki%LS3j{xdHXx5pS(h~<;S*R z9rv6E?gnd-n3zI7pg+)l&Eu^7>W{cDqf|OI5VIBT>C}&Mg87>azYtCEy@Pq zPb4FRvx)pzQD!h76Xk}UxuX6m`9q8j%OgjQVPq&*3>V{n*ONcS1(ZEA`haCgE@|!8 zu7AhgBn}+N29sgS!jdDafKLH;kmel9jN?!K9M;bqN&Y-KNBPITN%xfGuf~uV6+9FB zc@@S~dpGOIA0A{Zk%LHn=R|y6%gzLBFx?h5DmR zUFd(Ge`kRWnRqmq_HE%`u!l3BllF!t`_I+UD-k18yZ<{r#&IXiCn+pV)DKK=i1!d< zUb2*FWy!J(u}5{~vl?QOUH`{);^Y}Z_vuK)F3 zy^#Dr%lA&!-G3dM)2aW5`MYX3emFMbCz{>%yWd`RHsexmTgUnrZ(b4J{?qT1jnS$8 zO*^0C#2iq`hR^07-;by6E_+00+6}ZHqOYk!|7Se$=$(^s?$sav<9E-3^X8$BGlTs_ zJr(wUx&HU}UrOU|e#Y80QRV-$c4Tdd_Mh56+ zT>da;cr*L6_`NmzyPN$ld|I9LS8x4$`}Gbz=5eR%pY2dv8qELozy+;CUcGe#+rY;G z-yr;AlpCL1GLD{)!PB!1vGz?@KCkP4F8X)+`eRv}uOjv)xnsUXw$JyQR>yxMa!;+s zGx_@47;`L?{eRzA{eKVkOpcAXev*HKehz;xB-63d@Alh*{+ad7Ea{&+ZtT;$t+wX4 zkNR4uAOGRnSc{w}99#P1&2QIu|MmIb$p5H(l8B2kUt6R7znT0o8QUANk+uH+t;j#M z^Wr|_rr};4G0%$EQMY~uF2~WN*Oc{-fBwxc!(0Ce+zsSFtLs1MNYZDb{AfY{C8y$i zod4HH?*NZ{cvjlK4_H>_`E>njXzYPua5}WV^v;3nsBQLtH|Ag3J2c+8ZeHl0yKf#4 zzfCvfKXVc%{6W5VH>jWMSnD^7KX82$J9FdVZE(vNwq)SWb>M843PSsQwn-5-v(>Gs$+vb(HZLIv?=w5$De)rc! z{}r|$*d?AD^3@zg8#h4K5O*{DL4v-!X8){$xbU!MQ2e=hF5uRX$iF4!xg|Ap^MaO~2a$Z3O zbFr|u@O$<>%k=u0Duo5tzbM6#Fty*XZ1Uzj zefl)=&%6l4(lA!8xH+DepV=Pe*g-qlF2=)+=LT3A;$?u7dHM2HtinX6gf;Ov898ql zTf^VPqKqPc6pzPvAKmddTjeXDer^4JAF(p#Y$DH%<(gu?Dd)X04jf@`9uB9NUE)fzWBFYf(3*t|gi5K0?0Vi37Yh zLl3SBck>Xrrg%J_98T@uBFw+FvtIptmh|ol_K!Z_Lu4PhP04*F?k$Rc(tn@-c3khL z%1^;QEzQ4r?Kc}XFQ@hTX)C2QOgX^5&-%aTyyf%p?}~G6|7$EN)}QSs>^u5Ejibad zH^gK3{9gq=oksF!Ipl!jX?Q<5ZY`7q);439$`3d=0lUnPG&0H(*EX&K6) zY!RnS!rf%}8_68|+vN}MEw_IaFo44CWH>>~jTiAe{2pZ`PMwIUAx6gg*vFr^9>eO` zJ&p(R`uX?L<2{w~&)Y9tk>slN*UE^$$=83Q{`Y4p&dtZ)`&4orGEP`17Q+Vx4!<$>tFsSaD7;=x>yJ6h1^)Ef1&>y&A+SQs&Sqf!>^D>CgNjop7fkk#BbHv ze~5QUxR|*A`+i^GYz&Y46>L>2AG!kURN;21KP3EaZT);U!>z>c@ppOuH;fL;co2rh zZ`c}}C-eU_{0C3bCr@EF^EvCaf8fF8j`#nC^$(f4ApaKRzhu%`y*>f1U z8~7TU`5&0qi1-iJOL*Q2AFTPP%>FTdu=#!qyiLS7MEr(g7qXr5xJB(}+E+)aG{ zh<*+ndRHuqYplD-JXqbY-~DXXrq=AgcH3X%m1?g4Z8~>7tnM2Oy~s6Hj6t#ga(wbJ zR6n)pe=-aca7(mrakOjyw%dNq1=Tfu{PX(%{L#DN|Nf_+g#F0n?Dk)k{bl-jwf?<+ zV2j!CY*&N%$5?ii|Htj0y#D<+kA~Y1hFhM0`)(dl?C1LZ!DO4XYJV)+1&;EH`Crff zC;KY1zYBZI?H)hBKKo~`?XUS<|7Q4xZjau>x|`YhW2~i~{W;g|U){f6GNsY_Yt;Vr zz{BM0PwmO<|3>S-mHE%-YgB(d{~u*WBmW1vZCaH-?bc5$0qdv#t=JbBYy1A{zk87{ z#pOTSPu*t0|6w|W&4IZcf6EPp{be5RKc51t)v5g9`saS%fA3nQ|6lqK@HZbEylHxB z)W4SQM!wemg2${}|N0AC!iI~MXRh7#->&|x{8AnIABn#>ICwOZGll*+)AiSX|7u|D zdN$jC`@ucK-jI86@?p3;HWIFn4ho+_EX}T4u$u`Mx;wNp)NPGhae0_50j5jI8OH9)H+-+wvVT=g0M_+u*%nPNm1nwRHQzop2s` zn9g6lsN=Wbcp*k*19)C|&CnP3qOb8pI1c=b<%~j(sAuEC()8cD1iqWIp&xlM#*}Z$ zzCRCN=27?nXd~{vbx?dcSKyl@9_QZUFT`atIQBB;jAHJnm*L#)Z^F^5FT$F`UxttN ze--v3-_*`CUx&fbmkEP22rSOshtC3WHpJF2&l9hJ55w{^{f zr{f7nL`)6aHU8DZaR2Fuutev84?21OtnfuQ&_DOUBcL2qxb8N%5YL0}hR4(A&%&24 zz6vkCc@-|={l@*sBlXe6&rI)&@dx(*o9_S0_xUROtDgR6+`OIZKje7I?ax-%-x=f( z<})?Zzb)s~a3%hu=QQ!$W|LW2#6IwFjD*EMUH{?t+-GzBb9rB1&Hf|aVEA|z!-iyz zVwD&7=2q>`cIt1|{%+NuV{4Qnig+4gZ6epNa7~%7$b3iiBN_h2aWsCN&isvbw)SrN z#iIWy;&Fu8p)bnIRb9BA_sw$sDYum7g3pU$uB_5LvF~kuaBgru+EI)lu5sNg&MjW& z-+cfKjeWNJ^&96|DxY()wtjLWSdJ-+3#XVZ;_bZlJ@7p&LGBh}R6Op?GdUm_yM70p z5%uc74xAkcrjG+s2gIK+_@#D}xaz(h9ufbLG@|&08yKhrzUaHQ-&IoHWj^`Ff&m{hy zRGYqd@&s6&m%!LWtc^HsfVuHA?)~=LZ_$UV^epT*)~~k4vAlTiY_Rv(i+I@-Fev1? z83*QO49Bxa#LQUSiRZ0&2gGE^+VI80A?202i@lWjri8fx&rOcK@z3M;Z(2Ew3u6Cc ztd2RZ4q=b2*Z-}|za(pOe{u9hy1$Tmh{@;Zm&LVDky~n#xu(W|yBQl4)`;I(eCxnM6+d?!k@_!kV?o~{&)TP#9cx@Y|LWDxcV>(igRyzOciDRV zte2P(_IcI%Ck})d7GDqUBk{H7-?y^{#N9l%U`yQ*d^hY)YgyHx6Xf4um3s5 zKF;lozwkDY>(1xJzb*IIbotLV|9Zv0hrj##AB8`D_D-sg&)#YME|mt5~d8Cw|vW5CpCa$l+1!enxS^pS-{aw5RG57252K)@nIWh5Y5<0^u^dTIj_Me7- z!tqh9?EmI}UReM2?(whTjl|gYQa4+`~5cka3^>=J((+$7de=ZuN=tE%`szBR7)ae|Vq07txLSJGK8> zX+QBcyWzv{#`@cR?V|aBy5RpI?#BDS-S%$+Z|!XL|DQj4C;a1&f2{mW(#4}~(@g(n z9G(7Wa%{9Z|EQ&{mr?+ z{?Fennk)YYaj`4*jtQGw&;FQC_NVX#v*7>Xyq~Y~hq6GrK!@w^*wEQ91gyr`#8fyo zct$vcvj0Ene*?S2=NExhh-<%9{i9v^Q@4J!(e?!D#dc8d?9~59ypETn+%*;PhndJ9 z;(6Hi*=#@MFZHi}xBNnlKfNg>XJJTJfe?c2hd@VB!M`or-d ztUJt;gLjYNZ|LC2BQ^HrWaPgYS01U+`1iSy{%{D_`FQOC=MC{XH>d7|Az)_ijDDMP zNDYp~&ttFBcYDu24_i(Vck?{#y$IeL{|)D%$K%4>SYD|I`g{QRm-Xi^r1<-qLx$NI zntCKI9P-&rp&e}B6gYgCAIkAJ#Mdysd=}5gHF|vbEcgxBKfos8TK@j{>!;z%=U;_q z@wof&J}^G}!^amR?_H*U?4>?{x!``oH`V{&Zv3Bfj{A@DP0gVFz2d#0+%%tp&!L)g zY5k9b&(!O89i@@}xr8~V{M{JgJDiIp;y6n958^IXo?@KbV@|d4uO47(_~Ak8-t)TZr@g2cyJDFZYv(u$r^UXF>)&i7{?7Sf*J)m6_t_k>YwSAA zsd&G}2%mktR>jY}r>cJ5Z!ucN&1(Ib0f38>m(R-)F|B`Yv z0kcB<$~ZAM(07HOSH1PwBf0GaA`HL6fn{U2BPAPEQq<<{8D4Sou{PtTscPy86==me(4L-Ae z9^$%*c$*jCyZIU%I{fa-FTX_ItKGr@Fn&)APCovJvA=m-jA!PSBGzW?o?&iAM{dOT z)niN!*W3eF+7_%$=AAO!P2{@qJX7Gi8NAaU`EQ8F=~vFFA$)(2d8dHY`O0I1h}*HO zdi~Gw&*x+9b!+wh2<5Br%hXw=r&A}4I2-Czl*c#Be%=ywti3n(tF6QsJw%)Rcs!Zq zl~7x+17}p&>*e}s8zlV?docG-?xWkGH&f?j-b2c%gl8BuMl>I7!0iMZ2og?lj};dqC)<7{wH2X zY>nY=C?g{O4Zb&-5zCHv5^_1UB7cl`%J4RNHk3zM!?Eo-^GV`{qKqN7&+#wB%y9iK zIl3yYqv`UGvWnNg16)nQ+2FJ1oFiUvDX@e~kAGO?#M0ipCM=72wD^23=gRf__b&hV z{F1ROqeA|&PpbN#wlFQi!0->KmX;3&L`cdzi? z%=o?VZ0dpW;Gj*C4N(p(tbfWxlWXh?$;(XtXeR&2)#3Kn$47@2wt_SZ=ey7ju z>mSzsv+u^Cun&A1KeYC*?i(_EOB?h&fo8mR@m(KrI zd;r(vHW%|u*}F#Z-6Hu;iqG!re$3p#kHFB`z_?wxGe_p?EH~;kGaO&;_*<$Yh zVSTiJS^xSgTfr%@tt<7fAK2Q^{$c%_q37Qo13yUz^Pf3v+-{j}Cr!8ia{F`1fy?oI zKKKk9`2VJt+nN1UW&e5q80=UFxX zOn+j&5qZ&`z>wI6P z|K8PU{(sm1Qmi(v{n=jst?IuA)CSDUt|Q-n=-WJa_h|C}H?qGE z;(po;jr^a~k!$+AMfux_{?%yw4Zm1z{}SWi?+sMNf97)hXIuUghmendv-TVA#&jR< zue1xQ#{U@bHz)9({<+cqaB2K%7=0Q!VSqCknHp7|rCWH1@7m-o*;3{H?*+F^FW#}I z%;kLKdH3xD!lP8#AM0QzysJDvoyXsoGanFROj#U}`c=>AUDD@dizOU|#s8J_iEDuS zLL2Lk{lhkGN4^#I|4y{m@?dVBR=?{Xo-gD3u>WjuoffjYS^UM@@A!k6#$U*LLzzTf zt`+^ell@OPnKtkr&UsQb{}#pkRpt4&xOce5-mKDp-Byu)72~J=S$ld1{m(LqxgjSZ z`;TjndvLevcg&1%F(urL>?-JE#31Fq5n+-XlM~k{uXWy7=gP_ZP`~RMl;>ERc&|T$ za|&5~h6AE~-p%^O8;1VVSV8tEPN}gf#l0n$_`6}yI9Iqfa(hSipuV$vtxUJ&qdntw z;jB5JoMhAMPkac9μPIIwYAkP8Fx^Q?Z4H7owj7&ck>#I-#mR6tIsS&Z zsr>I}PoCmg&R85@@qh0#>#KyjL0s$+xL?MAvl)$CH{&DM!^8t})Oc);+>wlEN z{x|b*<1_P1ZM?iKZ0O$_dVz5tygy)hri8mOzMF>=gW(Hs-Y7ptY%8Dh5b#O$=0CAD ze2#qnaoseU|6DuzJ>qct? zdbY(e5jPgUOdivWv1HuuYpdoQzxOz(|CX;m)32kgxKMwROX@53-$MVlJpbud{xa zG2Zs?OZ|Kwb;Z7kl&huD`1?HYK3M4gxIe`;@_pNXe)7M59{!_eaa#XBl=0sU{+i{) zZpatW-2bro{PpNVH~n9JDZYasTPXUdqMej%CB!-S9;-y`1z9) zhP!Fx|M=w8IbACsFzzYh4_3xZ>i6epX8#diLu?IW3z8A9QUBt&$-fjaQ#0{DtwvuK zKJ8*08nu5N@hKJhH{;HFubgA9@oazm^ZsAFX?ghhAKnhf@s2XfwV0XN-yGxF7=OJ- zB74tlD%mBO{r53=MZAse)X#h9i*);;p8cO}jSBmVeBq7!e|+yz<#*`+XvhAk8h`hD z^S7DWf3MsBQMNy4vwr8Be;<4|oD=P?Kb!kD|G5@FMj5i%XW;*t&Gz$slyV!z`=T{$ zzBXU?elE)&V&b~(eOZsyfWPozh3?2dlc5}EJ97DF zxe9IXdENU@p&L)P|NJ+dXJ~&jA11MtNhX&3|5f&9H|u9vjr4zV0Os+Rn!2ek&#?W? z>YwZOvwr%jDLdw~{GndbiTokgM?U_iht3Oo&+v}*rajQ$zkFQ$%d*c;#f z`CV1~ec91th!NnOo(A*Z+n@XnnH{+au|U<8*&l8{l=W}ods11P$8Y%lL-~^8GA*>f zy#I*zW(NE3Zes0RC#=xFeExT;fA?U{5KGg}{9CgBigclT{*li{Wt8wImRo94^EMH%6`)t$33sRe)XH%cD@#HPV+#YVRL7;h|3KhZ^|mIr%X1da`9a* zPl$8N?@QNtJv@W!B9EDSoSm^?#%=TZ#r=Tzvv4-qnX&A}h>Kg@dpIM4I`?*ZRU59X<@0b5t?tbgOVAyc87gzzCX<$&`h{~P$8gylisH|u{sTjI}AIjqC5DD0Co zHt3h7F+W?5$>ZR5 z=9vN~jlQ>i`se@qmtoB(tHb0JZEDVO>wn@^cs+48hJ%Uss*IxCX8V7$`t>{O(NUC} zzOPgN>4c}LU4P6)Rc`+P?0xzb8|{A!>#taMJ`d8o!@RKX7UZAi$%6c!m;2v8zx}K5 zZ}0!7&D9^^{>#`=@70UKr1c_qk-rz@K8WRefLFtN-DUls??KWpRnKQGKdIuGw4vxP zjR$?|9=mkER_043-;LKT9}0aVd@pSK)39XEXdpL>mo*#pH?#i~@5KAV$xoW?f3vNB z*!aMQMBmR0{Xgu>^%t3|tL)1*+n3*0*}oQNGkxCekFx&FI2Ubcn;Y$of3yC#=e4;s z8{^OCHd~}x|Cf&-&gE9?_xJs*pJwL&S_y0o{roGzJx%^;`fn8ri2j$E*#A}juiS3a zXWB{8o~t+hx&5y;H?aTalmDZg_LH-Qe)GjR7VR3==XZgNV*V(8&oh5}7r$Ao#{DF< z<8SjR$C5Q(e?I>?r$$bZU>B!gO%Kjaaqvi~oRTon$O z<+Zy1r@CD}M16PZ=c~f1gP-Er+L!;W)V~v$mQMYT#9dVBf4={)e#XWRv7h2x^!ZO6 znb%SNk&{bus>1#~04_)?Z+6<>uKcZ?`&>(f|EKr%{vtNSaqPnQbNMNdG z?0@60Toc|0S7bNi@8l}c5p_K3g2cQhyo~=jjunK zJ`rBY*QWB~eBp0aUmPEPAM3HPWBF?o-&HI=#=R{b|DodSjEk4+Uv(CI z4Zy@O{{7zJo*1iMCVmKeMtd&SPyPqX>9QPo6?R8#jOS%So+)5Zm|yC|rL!@f?c6y_ z6=&ysD%Vd$4Dm1i&+|%&=Z09GbPyY3brIV`tP43a*jC21S0P@k=fzyTK6T5Bv$L=^ zInzz?vvKGYTsMyQVZDzZJr2*2SBl4ruU}Zcspo!v9v(k_tYZrv7eHe31S$mfOb3@F_(qkV=9^~yO-wiP` z~e}tpK-;@FD7r(v-eM{b(#eFM*rzzx5j=}NVR*NC;7KsA~*E#+M_t>@g zu7u}lMgCUxzm0Y4>yOy1B+ud;=HE8f)#LBEyvp@+e3u;U3Cq9@MqJ{bHohDF&;RzL z@c;hie}!eoJ__&Sw|5UBe;4}_W8!(ZI0yW>wf8g`fA&AQYkgf5HU-xX?KNQ4qCMJ= zd@}oxUwFs0eRy|*967b?O808b@m@cO#i_l{>Wbg7{In)>n`V0bec5%=#Y^Qb)bD+s zpMO~WPwa`|R=6K$m=U;l?&f3d;}ed(!5ljaT#IqkSnen*C*G(1-7q=6 z|4q+1<+?!Q`t_XP-VrVc&*yldf+MH8em*Oo(bwP5#Eq=YUU$*{NxW~9bKfkiKdcXz z9SibjLH=g@O1>AB_rLkP|NP<)zYYKLpMT8uUEc$KSn}WXj!oyTXSj~1z~fv@I!-SC z_Cfy_&rIeIl^<3E2AAq+q2gGWW0+$ zxV)Zb<6p0SesASqUTH4P&iJ#Pjr9M->C@u;Gw#}mjfnoB-2N+U4%$n0G^)Ry{%_a* zU#P#e{(t|#CCJFu{jbE|Sl>?ff7o0uVoA;B|N4O~X|1Wu2J3G=j6dgpx7NSnXqm5h zChccg`Ez-{`?)Ota{03xm{a$^xc@;oL&~Tb?tjhd-*@X!7#O)}{)O*>{$>6M*SYLW zKcr-!#u{q|a+70S_Wy6kb*7WdjsIhp_T(b|uCpdwzke4o(kUJOoILyZ`**qjxmP%w&g=L6*Rc`ADHQQ@%Ie5nQI4HM zpDSYU?Zw}v-<9m2{Wp&U=B8sCJ6V4of7=-IEmiG*uK$qJs$1jlegLoE$EY~JzW75o z;!nf|w%Y%vz-Pu-4UZcS2E)-iCzaQLIZipB%KC@*zuRQYeayValz+^zBwRf9AJ<=8 zANR5J@83l}sABGM9=13C=oc_7$Wvkc^<1(g&ED{O>ea93iMFSGwrB37|Al2o`>Xsv zvaP8vL|v|UF7qAubMt#0b@aaiJ7fLCwmW8tIY0Bi6GjGos%vDoxePFQ;PSzLcNvkF z!!hCSeyyEfPyNe~-;QHPTO;*L^d*RcDE3o6zPeubm`_H1&Ataujg>`xnqv{?2+QF0 z9GiHy@vv*`o}zx`ph2va`Blh?phNNX7?)QWxL0z~?vt&Q)z8>9*6=v1=43=k>-pkw5nmV0akky*_k9c%7-KsldEX{FksV zz}HNoO#V%-8^g#L_l@UwVvd)p{(tz@qXJwLKh+{{>@VVL*p6{<=;ZbK=NB)&R$eJ` z-MqlTGkI_xKIHyMT#&WDXk#2VaDXlc&&2U-NATSD!^GGia!eWChL{^3IsW8J<*cw+ zm&e}}H;eD8GqyG|bTx9`M6Mg+aBdN2!(3Cq<2d&X&%ohax^YV5&+&A8iOr?P zFl&E5@?3U0|I>ZsVC};CqhFbOIB}xfuk=}G=Lq2Wq_FOi%f4>w)K5MUjz^>Q=l!3r zKj*6vwney@h?fzc4Awi&yr$g#RgfFY$wNa~fcw&cza77`jMy9HV{#l1%QJbw`&LOd z)R#Z1L(dU0I~DS0`AOu2Lmf*Z&rRZ)fjl9%)?#2>$bmyn8)9L6&U&9Rj}&=na{2TA z(N(eC_H6Ho567@Ml2Il3<9HhXE#<93ed#yiZ}2xUH}CcJ2y19-rhfaYCpr(UT4huZ&!nK3-9<8Qbh3)>PgGlq9To~d8_Dy;c* zb>g)V?+xbFz?frq3}55r==|h<-TklL{$H!8opKl^XQ+Tgv`biMiI zdA(oD^Cu_ICjUs;|6%p;-B^1+b~ftwSOfh=d>&$Z=nE!azH}wTW4IT*?(ugnqHg(r z+%Hz{|El)858Lbl+L?v_rEGu6w-Rka_kS=q(?;c*X+Hi{_1m1WF}HWaXK(z4EsB1p zM*b&@+ZS^<&1=njoBy68Mg5lP|LUX6|5RoFvhNzz&)>@SPdDs;FLR;(>i#FsP`m!u z_sI`mG5+FVD9OKi^MA+neR}uH=2Cm>Z!YH_eQJC^rCaO2TkUU0{*~p=$H-4rUVn-= zXzg>~>wN#KH~zlo-F|Q{oVsW6yo3Rz4d2E6UweKN|KDuwf5d5Oj9ZX@%wJ~DF*ofu zENqO$ATE>ZO1-xoQ*$5?A4I%xEBX(|Uw)xE>i<^!AM{_9=l@Loe;o7N|J%*|hw`V@ z{`b70&HUe{H#Oe>rLR&ZNavkC{y+X-KMlWM`llNGx7qq{RsY#}3tTtRzh~$6?Z4f? zg?SEFmp}FDryrE>7FwI9%Rgeva{EhMH_;Zz_5W_Q-^{~*SUe5kC?Y|5!#Z$8KD)V~PWtd*yHJ;ZfD9XT62jUm3Xv)PE|kKuQm zf4tu2p?n2tp2YGbzi_R}^m5{Tv0Rr$#%~kj=Zc+MESww{ilee@97S2p>lc>-o?!|2 zDJ(vVxHRIj$FH3d--}^X#>2=6xo*zcH6G`UXI{_tI~Oo{D_GVsF9Z3cCV^p5ZYN+{ z9QPt@3v*4Sd{d5(84rhVA6MV8TyMXB-gaX*aw1O0-ju;ODxW+$v3~p8uswW+Cr_VQ zuBn(;>ha@8@!4<>xp*Q6&kpeakUxXDvyLJ+BRO}z`tmEahi!U>bZp@ezBYnArow`HJ_~zj!zde2rml$aN#Wo7>1arSHghWB42W4eZUu zffL3Fgt1=sk9y`7;uV3n5tmKG+!Pp_$ae#d8|S-mT+W7zTf;|Zfj>h1oPVEz z`{wr0CGq?`PMkMvZ*BYghtH<XpTc}s+2No%?J`lC!>{vq<&2oFPy3;NRz=d!Z#Ew^7BIkEql^U1I_ z%pYaAorL3vI2_AgvBP@bMIp5Ftfim++Q6UF>c z8P)}IAmMPLydbxWwFNQ*{4bvO$>q-yVQzp463>-A*E?QzEKk>F@+Yr<@sS?zz!xOpZtA zwW05e`09<|#AJ^ewy_18Oy4I!X-nM4BP8nkdi z+z!whMjd^MA=$NdeJpFCe%VZo9fEn)v>OsU!aw+rw6%O~nSr|fLLZ1~^(yA+dTT+-fc;5(J>7uWT;cJ&G5nX2Re zu(Ir4ma&ERvwW{3J9k=tnL}p>>}vG`^sTv+|BCU+&(t0N5Bt5U|I6)PO>SuDx%Kp4 z*M*ba=XOA}|8o7GJk#czt3Uqb`V}ANvoda}@txiA-#W0nCHseV0r5okejn#_F%S8j z_uKNmV_^w+?#Xpeo)r4d)R(X^%r1!jt=Mns&o=CjcKY9Jnbz!YvjMB^U$4{7c1IR1_7KlD7zi!2Ud@VMrzgTy^2CLVf za!b*MYQg_S{*#&NpFjQ?a5u~T+))0P<&W#mjr3p6zk|w?)!hD}Ptf$+=p!h#pJho` z?1KJ9?2XlTT)a4)$lq4lKNI=u_D|}UZ2ghrv)%f4qW>&sS>c0`52@sTrCb+AWgIw_ zNn%wVhJNIY*mu)%K9%*~9XEG(&HpQz#oS=ntIGOEyYtU+H#hDh?iaak$a!-S93t)d zpE-xynSYE)xg1ymUAw?XBc>j)Hx^fi4Fwz1-eIsfIXP>VL04-Qf2S@_{)y!{cs=90 zF8`>X$d@1eFzxPt>Yvj3Bd-}_3RU{wT}~iT zh$SXg+uBlHKl79^Pi?dLS8%=5;y;!g0JfiYdIS5rQT={jJNlRHy=MQ_V2|9MsnCC@ z@6Xi!^*#`GMwl1Jy3jY0eRh9I#KjoKrsy~0ETwFqEa1I{%QKzMusnW`eP`v*RsGB_ z#=g@yYMkA7U}vA(K87wcd|t>7)%_T=?0&z`elO;bk1u&9Y<}3><@G)1k&i_2Sj6TP z^DbiatIpwh#O=+RV|dPIDSV{GufFfN9Nd4%6yz4|s>dw6SF`}6+Wj(mvr zkK8uKZ=-Yek!2+w9o8XykLAo_{mdox0=cD(&y zJf4Q9&z^)Y9-$oIZ=O!wE9IAp7#reHVm!{`dmir_2@l8aB(Gr#1{jZS~dUk@vnVXEw05j=Rb9a+=fmzt>XB` zfx{eAt*-x`^UNUx9+SAzQlXa5Ij1VVUf&y#0o`Db~Nn0r-$&JWNIq zi(~j3`@L$V}Y!QI2qRO z<4<0!gpE1G{8XIJEFbx$qP+C{NPa)dD$5@$!|Eru&XS`a>YBX%MdZ~HCWvxtDX@xM zFWgJ3BW>Te=f!?-#^rJ3yUF^W*RYTB z_UHY__OskZ?f3rA=RbW=;zp*wNPSoAH?8hJv>C`hY_T2K!mhi=v;0fqtZ_e6!F3}W zQP+9yDgKsy_A>mewOrKUoW@H3-#yz3XjQ|z5ZtQ|K0KH5nog6zm9P+ zOpfDY3@fYO62}a&Hr&Tc_k!n!*BPgb@z6NGjIP!F_4ohzR6p@8%2TDaF+b-2*^zTm zcdG7x;&90Ea}{~S$cZz3&QcCUj*l2yCeHAbN2S>L3+zIOdTfe);F$rFivhk3Vy`7{;N# z{Zpm?dwy!hM(q7Y)Bow8myfRG|66{PywPr-7xs(Wf9={IUe-+QuZ8+;+^YJY?~?kv zkgcvizHi;k{v-awV_Q6P{q4v5(*1bPo$uh9J=xv$XYG5v^KbJN!&KDs{}}$p+FzEx z9ycexrE2|kI{%$-sNDbc>ZknK1FWg96V(fUjLWjb)xf<;2lqGIr@Tz=Uuh3(BL8e} zjC&;RyMlKY^$z@Nv_FWc(Yr)=_k063DI@}Jlamlfsp->UvY97VVMe+TdMbyfdzU79}AqW`M(&raKKvNx95ru_AF z=kuVv{*vsD<)&wZEHBG{wo!h9(wwT5S>}H^iJU~l+KdBtL!8R-!86wHzDGd*=i_f< zOh1I-dF**Rv;PfGL>sE{{+rkD`&zmE6pv?H@AONo23I)>%X-BU1!hZhptyw*jo#AWjdg*Ff-|(MgcpTwsn4`+^H}szno5yQ$2oJ@x-#bV3zYlzs@C?GH zn_Z}PWE6LdfBR>~ievmg^>>V!s|@LE7H3tT$JjE*MDb1Dt1`SEmS?|F*Gt$N;BG8_ zZgKFmW_7RW^zGEod@ziczr)zLj^*OK8K0O84@O7B$^Nqz>vk>+#n2shgY%w!Hf9(r z+U;x$^PsFgu`a{dIFHPv@G!*05DVjZpdJI0^YUBEM@5W_+7$bus{fDOJ5vjV!Cwx$ z;Sa>hOyKzojL-D?AAj*U)jtU=&Unmy#rwvUr;53zCc@JvPfMkFt3cix?pG_%tX7=f@EV*)*rR<8#ra1r zk!6QI2p=C`i!oXo)?L^fHiGYFJ#jU}+e93W@=XbULmW==8?iY2?V~f~ya7%^2j(Q6 z;j;@H!=s72F-FGNWYK=-yWt!!&;K6qeUOtyyf++ouBis&pXR);y>xx+^PhIM^B_up zANCj%IM$&`cZh9lxvN0!NyU%D5dqE z_rGCyC>J6|hG&##f7@r}m{Lxx+W8^b75iMz!29C8yvIMY4$7a!k?Y3rdXyc8uc0g< zhK4*^Yzq zlw*p|fY0QLDbGKbzwD>PB?Byw^Y^R*PDkUbc@}+n`P^%B{xN?P@l!r;ynf>6)c2YX z*8l7qAAegHR(}t21UgpIut!Dz8)m3zzxTiT0rH#UW9=#ALq7hqz5bXVckdwbPi5~} z94@WDgrmn=?9*@dUdv&?1G+JB#MpVnTDeM|YAaAvM2d=^iQ@;+tP2t&&~&ha_+xdv~O z?SIYo|M^z`@c8|}OTweH|`Y+`_B)0|5c1Y{*}l( z1K+54=;`#@3Q?t9l6T?(2o7d@;41^SDcACI203$ z^MyY4KY#R2_{V?xr?AE6N*d?c8UOv@94GFk6aAn3Hio$|8$HiQROSB@XSDYrY$VzK z`a9b9nSbJS+8_1ozu6f7G>6`R_VYdGcKomOkEXSNac$)PTz_RN=6)}@R6bX3iR&YS zVc(4-nuoKw{^nEvGp-T+&99NPLTB~cq zC&W!9xis_rFPFc0{mh4O3b9%G-}3!uAAAMem!#Ks!T#St4x5Ov@%hn?{2~8u&fjbH zMq~d2W0sxDzq#~(^j^In-UN^TXpYq5;A>I;@$uh<+?MRSD*tOf{;#Y3;tQCC^(P&o z1^G|exEJ|B+Fk#Qo7&o~uYVpuejQ&!X&trT|6=~pozM-53$O$4-|;inP%HZH+B2KO zh6|AWQU0(j*6(?C^7U_Ra6Pxa{=@oh-o!Q6hW{tsSMvXnr>52VThafSvtvy=9> zQorQ2>y(Z)iTYYfoP*Zpw1}oqRaV2b9Yn zzN6ml{a5p)wEpOS8u=Ee+S7)`R4Bd;SORV+nVn z`Np_tVgHdoshxJ`){)1>Mv0uGUHNN^jn=6Q+3)2^`=Y4*im6MGHuhGH#fxU@b35tUwHcMU%yT9}L ziIMRDe>IYfM$ScVNR#ir&;^0&u#r4yLU?Xm-2tlkR0Y7 zJQvTCdM@MRv3n;1%gZr6#UJ)9@i$+8Wx1!m`ugkiINt()^W5<_iWMO~_ZYDwd?wz; z;&UFWv-9}Kjg()?@=Xzkb1B>d_U6&#-S7~6GP^JJhGi!{5Qbpci4T>t#`}u-Yw~pQKn?yW!Pys=m< zYpMUn*`c=3L&eN#Zw7UK&2MUY~^F^^A4de0wFgbbq$^DZ0 zn>ZN17U#VGg}o6rrug3SOcBq6J_fc!^^!;M=rQpL_VArGJU`nkt{seHdKTQ{d8>%~ z(eIdlhV3v62d}l>d# zj^%Uyi@!_QK*RbhI!OEs?`1i>#@b)(z0C83=LJTH96sLv?X zj`+FN@plX*`_p)mOwO|$$@o(Ld)?*vw;cVMx8Jc(E`Qno%tM&BpP#w@*-o3M9QUGr z)fIK6eE#_}bff*g|4}zF&dS>L=eDuV^uh6z|mq8-%+_Yppx$kK8*2wh4XOr2p>%S0%f?h4oK< zh0W)gTkFkP|EC={f)V}l2=DUslYX0tdrVx{|&xo&{IGg!V-1ourQ(O~$(YoHs>303( zS@+nN`Mu4j#2Aa-UCnhV$kEx>zjh;+#p=ExwZEJGAGNWf|GoXrb<-{VR~ViO|IerJ zahea4u_WdWEBgOW!rlBtbIG1}cE|tXy{q9A-qlr``K+@0{A_kEeX@+TH`4!?9qpU$ ztBWxJ^PQTnpFH);z!b@Q#1J z{$2huc5dxJn`XiOrfl;4r>cJ6+lUb?*Y8|6ehp)nGui*@)jt5P8}2`f>qDnVIhimQ z^zM7K+h=0`(f;q2{NXcE*J;)M-Y{U?Q0>;gb6|hi-G49~ycOfn*q>8O7oS_LzZ3sQ zFZSj<{?ZNoCm;X$;{OpYN-}45)?bokb>t7Zq^a9;{u2|HWSV?)lyi1e`QOM-)kyy& z&yCr{-SdADW8ig~-a?s>9j@b)^e>LL``?sf2R4IpF{SI9>pzxXs=NL_@|EmIj=QHbg0A4$ezOf<&X+1Ee0YKWoXylPecoE*9k>g|8Nw|M{W z#Qc&^x6AfNFYr~l{PF#_Tz|9nSM7ho2}Rp!CjJNVC9!_ypCXQD5BQ;c{V#zICjDA* z@=~n4q<>rN-eT_LL@4V&#MnsJi+Y~LflU6bO}_crxBqhg8+8rpAI=%Yc{Hqj*XPJZ zV>lec$kfV(3`-;Y4EovSgYJ!(9LN!s7qL0s|MQ`K<8krvv@x}@<#${wc2-{^cTD;l zzZowf&x~)HOw-(n_h?ROt`xu7oUu7(WyRPiu3I6Dg2m>Sp8`%{hV?6cPA&H_Z`Kr5s&6Q_`KxM5se$ipP0(UidS2CtNYMmQJp z-Qalim^qvZREs|0KjoT=YpmRU{T=)9+QZwzxqOYBQO}+|HJr`3)iKUGBHl)IR@DFO z%V&6w;+b@hxNZvU&8t@h4-YG|r!Ah@zkB%-JU77Kgum7PM*bV&Z-71VxEkNL*Jt5z zV*HMH92_IS*f7@=@ivCNxtw@#hVKr9U6*?kHedzDpBy)w6D!UTD*^5s9QEekDquG_ z&cs=*?E5Hud;@0 zWyp2J`cL0H27D0TPe*&>!MIufy|Z=a{|ev_R1WY4#0fN-|M~cPJN?}5`m-Fj&YR~t z=!vigdQYv~EY_dbPup2*krx^##cxZ)D$JcF zeKBty>ZU9bR}SPEHYt@)}Pl;oly2T zZ5Ha;@IA=p!rw{f=5Kn}&3qH`Bk&!#_+7du@on(B(vjZph~Mkp>FYn0HIM2)1N_0I z(Sb1a5c}rCaU2u+JO(bbyW_xXPFxRHA6!QNS>HLT^N7jI2!H0#B~rC zd+o}ZaBpw`m=EG+&1FT!To+uzW-@I6kdmVK>hvS>*tpq=s)SsS9&u(!JmcIoDu~M&7|6v{r zmsj2P|D<;Mcx0F+{w98j3j3p7{g?a@^k;JHXg4N%H1q#3H@uI3dM-QzaW_Bu@sBl+ z*#EOV{hLvLVg4FTWq(slz-r zf1vyR>^tJhj6=Gy{nu{)r~al-ZI=CS-Ln6zKa2j)?Z1Wgb1y0UA8xZJo7>lH@}a&y z|LaW0pZO{B_0Kq?IHc&ujsB0>7=NyBVrnSo%k`(d1;3G(D6gNg&41S(AzA8sMrZq9 zz53Y?S{EAo>EqA$bm*J&*qAs`I^B2g0uN z2SRWEp>Xha#8JEk|A%llFQKAmnK4!7tJ()12j-G- zTTSOV^8avs_}Jw0-}V-tFOV~oIbD`N!XCNJ8r$Eh{FBa$oPE?utMpID+~l^oKBK;R z{_ixG`AmAA++TJgI5s2aM5$Ll*Ls1^*@^MCxtrS`E?-*Fe|7<5G}HB8)&9FgVFs@l)>$Tiza`%eIKbA9wqxOo3s zTmIJ_H-Ob@vHgy_sG5H>9e?M&(Y%W`0YA^A|5Hw^Ch|Y^eUtS^?i*gq_g7plE!xdI zpp2ipj@`QcO-_VX#*XRdV|vZ);(gSAhN8pr_gRb}?J^H&iw!+Weh%?9UZ9pbTx*nhMeIF>a!n$JO-NA{b|C)2UG?y~zd4px?~)!egs zh__%|mKX(l4*Q<-r``IE2ZFo~j7={K@Ao0jtvIgzt?%P+#$Ul}Erv@zisgNMHRG>* zRk)rxO~k8m{4?NUfq@~H401W?GyY~yrs7{MR)yc&I;d{H_dnzRSH`XeVq;!7&kgIs zLB1O2)v2nVJT|u<42A~}#tQ6>usM8I%P~dVPA%>xd(QMReNc1qzZ`O*L*?8ztKwYr z`gdR5Enc249u9?Pia}Z&((+7kJg3ipaj38@cy{6~>>56IS0xcJ?{ec@J_u5jVrb<&R-wmP&R}HgWuy zpgw&c<&ViV%z6B-zNnagt0IpW+iUmR8Zk^yAsbiWIW*1{?eAp#y|0N!vil49&-U|q zd~Dga)K8`Q+0TZlfy{*r_xAr~%X{JP{{A1r?>_oV{LW;zw~J+)56btCqW)Io?@ZU9 z-Cwkey2?KA>=J)2Ulx37u7C5~m)kVZkNy21o%uKY1U&Fr@5IGx+@C{xO`qd6yspvu zCl~8n)<41gI=)vB!^pfv`a9w_gw3$;m|ur{Bj2a?&sP7ZK8<~u{uWM@`|^2_&D-BO>GSaC38WJAPsIF#G*q|4p`P)$+>pHyo|tVicoe znA3Fqi}k8}Jma=;{r^F8=EyOg6P~5-$Gf!{|CwxGYdiI6{*6tBIZ(0xbNqkA^l|Jg zv9S!tn9Is{N&fX~{_8p+{5sp^f3NyK_{}QS1Hj#MGydo9UsQi9HSI@6#wCHWfh|kalhA&m4(@!bVGzpDM;Yx$#C--`AR^+@Wrzwz{T!QBXUMSg6z2nJ`T_<^pz_DSNpxve^uwz@hR7THAbfLtDgJ=Bi_yWWA(~} zmy_?z)ZZljuNaGMBYzc3*JS=}k{mjFBwt3m{+G4SJ!SL)LbsBJN4?3_2%{3MS5LY_+C8V~s5o`62Bih=z#i^$*Q+6LQp+&HrA}KjptV^5=bQf2YhT zT}LYDKepbu-tXH+`v;zZkBjoR>ilcW(VOdVb@jiM`VETN1s;ENTSB*DS5R}R%>LK> zOz5C(*1vAn-zxS8-<`M)Tc`ivove?o``^s|Ra{NL#aO;U@e>K|*^WDI#;`O-KRE`b z#xZ%==U{fg=LBD{U6&t^SR1`Ixz6qSS<=4NoH{Pw_o?4NV&WPL72bD00`o>=qWBdO zdUH&9$ovgC4$7|M9v>s0SIQHo!+rYPz=O0UKVr5661Ug(I&7aOS?SHb`Eaud|_3Ya80%adAgB zA@#7RiIvuyBHxYixbbv8AINRIq9Ml$xR!SO@8iEg{DH;!N8KmGoOte>=JU_jeA5FA zf1^5|=#Pcx$DarLMTl6p1w3zcI%IRm}T@2Tw?aR36IF-mBr#~`;d@&0T zFH_k7{sXLyANPJ~AA~1$TzQ`Sj310Y^L;-qV^%W%6&E9z8hAOym{^^wRg!Nil?o)?JsPy7GZAOB$$R71u+{6rT$X)5=kwbCwrzgh zz695UJecYB$$jFOi--+jod|f09OLmYyE}3}_Vaz|f4}HYZlJM=TN$;H*cR7cX#M*? z{!O-eDBx~V{7V!1#~e3u-tyGs<7AkaFqY)a;TifXU;q7lo$;T^_S5=OI;VOx|4!Wt zHKr=ke^kb@m+kk9|N1R|wo8qv#XBF%ZzNlP>Pogl z|BGz+s?>Z+)g(TQ!P*eFe>^rJIoS_H`>WUMf7H`T^uMb5hsEbYPWzx6bi@DZ z7bey~T#=vb=P||{r$9VPV^SXDjDH9JmHch_ZW{d`1M*!exeq*^6=NITUTCuy?WfPs zHvQS5{jJw`8+N(KD=ODTpX#Chwf^*F^B>?d>aqXF$H~Scr$5Iv&Z~Zx&h%e=o6W|b zSasCZ6aANa+=u7yRz`olCgmIF0XdeAU9KZ0 zUrD^4`R8(?X#d9dOx8d0^5ehpnr#EeHn&`VS^r$dl*vCom&%`Yk`E{KKY+7~^2TLE zB8%F|AM)2Ywvn7!>=Va8_VP11WAcZ*I*eJ`ewqKr*Z-IwSJ(D>_J6PC4|(|-bow^- z54rm4$Un#380JQ>H4bQ8of2H>p=|3d(q=t^z4{X21RdYLI z-Fd;CB|1GhWm5UC`)&H)4gIV1pL{&dr~S774SQ2h|1Hv=JYM~fzl;-j9_Bx5zQ)fT zLsc{WPHoV9y=m=#hbP_^{cRnp?td`9O7G`C?*YAM%Kwl4klP~2d0S6f=|Ao4k2M$N zdyt^BMLFhkJJI3l&i^9+w_1PDK~1MKo{RlT^l$XqBL0IMC)B&`rvGuROziKn_Wk|J z=>L^`S9Vi!prw6I_lxqEbI_U}^jBTA!}h_-#nF&+PpckI$9fY%H=6_#llQB6{};>q z6ANE{WR2CcBBu`c8QG47XODS1;oRAKvIYsAHeTJ9J$drf-bFDtybE|6$KFUSkIAWs zq)G8J@u2SfJiYc*yx4Z$yom?&4r)(5|9(_rZy^S!aV3w(-Onb+Zf7G8uVr_o&INcI zwj&R3X#FPeEW?6rQJjs$+re$b+CyM&G)IQS@#P$~ff)ZBUuEO0<0s>|gj!P}&kePv z>=$r2a-7;zn)~Lg*OxN<4S8=O{zmXP%T9cu@4>sQIkP^SczjE+H@6gbL#++^srhaK z->Pk$@V~z^_z`d=OXR2dUVQxtTj&4%H}+)brLKk1?|ybq;;3KAH$C7@{8{v$zgzJ? za}irW*WF;d<~cS+AHQ`Z+jaeb#w)Del3`$|f0WXHX{e1=cm6r<#@{*ZKeWu-0Ea`{ zR>7-JvM{zZw=AE~{ zNOJECz;p2)!Bl}83Vcd#pl;^pe zgYh}G2DqHAFMqjzfLuFa&T6hFd6!iFgU!);a$wQg$bax(3j{m#iPYvw`~UBM z_uK3b|N8flZa)A0{o@?*=d%rS)y9jz8^_=7O|R>$|Fl!qzS`(AC)Lg)|Bd>R3`2uG zrpK|t#ctMo(`@~?Y_WxOE^CZP{6c!nj;pUjj{AMh=0E3Ws{NCayC$v=x=zUYpt(>S z*TH(h?|wEl@mS)aBme+Bi`=!U>nS$*YliWgv*}1Lse-_3;@iJk(b1aXqf1EQsPFiCstoeoY-|iugQ8?db{AaR# z=;8CI*Yj_568f6{ptNYh|K9)GBUk45ADNiQKk9&BSFJeUHK*{Ai?3sr%fFeJ|F#a8 zALxB*f6e}{CEv|2v#sZcbzSUq{H?asxL|Jfn?8U}5cP!KuK)RS%k|GH`Ug0N;alXa z?tcB>Ci(5%=c0Zrd|2wg+9KbT**E*@S9V_)u@LvE>pt-jeEQqOH-56AKF`pxQ}Qg2 zodiFy;&yn3-4mZ3d^`Ey_1ll%ZE2gHgP^f}`>wVB`j6pm`s4p;Mt}NmHKvSz%k)xYrvcLV=*)4qLM;xHC8Dzm>D?2B1oe>5Bas{OCxe=`|YZvV`+pYvFm|DlTfFPnedHyik`j{H$yj(*FU z``^L55wpno#MWQM+u-|evHmoh|N4z?;(s9bO(*LQGOn5YOX&~RhTLElpAlJ7)BiwD z5ZBXmThadS$M}QasA~U!8LH#|r^XaHZuoiL8`}?mhuTwB+i$1;S$;p(rPlg~)vS59 z{V(W*dTH0qyrJm%S)ztqN?0C>N{z^?(Y$0+MS*V6`u6DW ze#6=5e|Nd^HvG?>>OVHFt|y!R=j#vpS1bG1WKI3~Uq}A0kzBCOTegnbyQcaV_!`g2 zf^E1+@C0f6%kG=L{y9%~vi_#+H`oXT{gZmkd}ns})=ATY)!$Q1{;!pIbi=cK-ubp< z{-ye_;%dToNQ#%y?~;Q4FLZ)ddOYmw_2HOec9Lt<4p;j@e8B;uqsIh$W8XUQ&67M& zfB0g;ZeStz{rebFP^_pOv=~~lWqG?44wFQ zj4jK14GH$fpQqRx#n1#Cj_i|HXIOMM<}0~wUQ6zosi`T=fkXRN2Ww37rwjgupB$T< zoRoKJ#LVP>7LM!NH~!~W{P^RK+3VM@@>{t~PQH9TrEw*#A3<&di7QQx-cig7_?q$2 zn~J~jea#~yn3kOvcg9$~;WNN!*iZ9|fX|S>$(2Da8S)re{tv_5Sl$c9c5ya;&r-{A zBe`zC-F!~%DgEWOr>yQ&QgcdhIBET^o*#SYKiJrQ_0@OI#T#T8I1 z>4>~PxEtY5a2f;Dn+p8D51h^Y6WRUI%XuvFiRA`*GI2NiPH;-l=K9_9nzuypDboL? zC%k4=GM{{Ih4!(#bdB{`mBje>$~PptrDpEVtNY})H(Pc3t3dAr3lp#s^qagSoy`9M zsU^jDEh*{0(vvohg*sB&-t_i0uaV?yDYn00_j!?@E}utH}j{FCM1D0r>%;Fv9|Kx+y*{zYQy2kwekAI!5S}FN%0{stFr^Q zEY@Iad1vc?j72F9Cg3B&zJKFnzAVm_{qS$gPjCgc z&U2~%g;=@Lz9RjX%k?%_+#Zr|S|rw7h5j=={$=g2zqHBvgMHFw{x6nqbj$2de0xgU z4(Q+M{P%ITu?%A|*M4pOpQAr(k*z81_&;5Ly5+x5cbyMDcKqhSM=rh`@HqGi7#H_{ z&@Olx%_q~a4(0N%nf%cjQ;GjsF+93vu}=8?&DS5=#GjV;*J%~zoUY})oqy)PE4Mj{ z`ak(e)?Ex(r5?|Jau?OHf2dL9bZWK!tT?k)u{K*zTaBr$C&AjtPyaUD4Okq0+s}Fa zo7A`Av;iN}-v6-`d~rqn!*CS-{ON5L>0hP&x9NW&?-28)75#nvCk9Sjy6Ar@n}0s8 zwiSL4@t~DFBh+v)AC`YVb~szSV?<+V#J{#(Ivf2@s;des)?{?~HB-N^OIFNyuBHLDay9-iAm|2-l#pwLH)^iO>c zb>^SbAM9S4{#&O1nEu{e{x#~Grd#L7Tz(Sk_Gj2N-L}8>?7k3(P2z7FJ8ks;WB(6} zU$vX|kq<^Y{IQL5zZLy=-`a0$2(qQ5|J0Uh#eeGi?Suap9#rg&>h$gHFLLDY4F>jL zo&MMLKYb(gpth98z&nh8gMBaBAEv)F#vhP>mJ@6C_`iGU|FChYw*I}%^~dMS>hoV# zj(^qBKXciGoavwZY32W@!hedp5gwnv?S9|!56$?$S^VqDgIn2+hvd9*`nl|Gz5byK z7uWwf_Gjw1W#8hoLB4~J3GzM9X9EVq@G@49&g}$W1H!o^CT#Y(ANTw1*|W8Maz!wP z$Smp|`M%-1%vY%TT(r~V+Ms`_uIKm2c2KSvpnerPApVSCpK!nFb!MxWZ58}Q$u(8m z2PdQPXo*SBBX^C&UfF8Ch!e}Rg@U`82hJwMXUU6TvF&iJ#-t6e!8P<5+zsQ`F#dwM z`ABL_Szd~O^^kUsTsanV%7AI{--PT>2`&bl$|lJ})2{#Y!(-~SVfAJfXIsu}4|#M9 zZ$q6Z+PFXQP_Z^n|FP#2f`c*KjbnAd-cW~1F*u6Z8OvV1dX)fa97SV?Jj)FLn#MDY zx4e1tCVTPXrTkuGKMDTkr=NbxUP;?}{Daq*1Uo5Yx&PTk8UMsLWEI!)w^xv3bO ziGXAA?bSOMLX9cI*I2zH+qc{q;4{E;*cPnAJi!(CnESZ<7R=_%{RPYxjXU+C0YoBA(Tt+XV z7Vfa%Y=#wYvtPH%P6&_7`x&;xX>56U{P=)iOFEhVn(qdzQIr1XZBB20iC~H>w@h>S z16CT{>*KBWb-O_Fw?S{Gf6VcwvRM2$;CGtHAL?vT|4ZMAcLpmG=wdmFz>B!-YLtKT zMc#mEasKo6m1aTy*_>}L{}xCcDXm|Z$SA|r1pkxD#m4rP2c(^5p=cCYajke`JWs?k)Pzd0)t=MXPV?7#-!!nAY6XVH#5=YVWYA8ve} z*?sx@^t=6wk1l9_lxFe|4963}+>p=hwqS1FxBkEF@xLQ@8O5-G^AOseJ$)p*C3PNK z(VrYF;9acVm+f1w8gMS2--dlzzhup7I0vRguX&jH`k%J%&z{ZgkBpN;rT6piqU0MQ z*A29-)BpEr{`ZRi)n-#W?U~e@5`QkTGRQcmm-)wMm;CEh|FysGp#1M;|94*5pMAP! zX}06yp03AVV-*$kk8algqW+^gqv$D}>L17N81Hw(|MnfK`O3`)Z@EJ(-!S|BO{@84 zJT9SeEaD6Jo8`CSsN}l|{*Q%%yWxJVy{`A;-{HFCdHgLn9KYYr%XQ+z#%Eu*ecs)^ zJ+*gg*8Y)O#5$}-UBC37uTEbH_>A8Bf11%BJdEk$W)oD^e~G>2zRdRYw>mQLY@_|T zQu1$Cp?~D385;j$`|3-qVSiv>ruHZM{FX|-X#Wm(w%Q-PmOt2R&FsIb{MW7jZ?65Y zeyE?q=HfAhA68g4Rw7VLPK4M^P|=h0^VUvkMHgNo}d(HG8a9_>lU#kD2JLLVHPJe0vQx|xH)ZMi4%l%K>o9e&3 zPdEDKCdpf4xo^y$)sFt)WjfVA|Kk7tb@snj%vWqfvHxH#kT1>j&s6_7clT0u?*63) z8kX^2-bOzETk$`1Q0xtH)mf&0r~Pk5e{lQ_@wX=N*R|)szF=Ea)Bl^bZ~Q6#0=28F z`G4S{xRw;!x0(Yp=YIfuQ)Yi{mblRN>tJm5$$U8wd9RcHJ74;}jej!_^Zt`N4cTNl z4f42o-T3>0T^6I}S*`R>*6*}^d&gY<*t-^GR=x3W>~HZ|js5?S+Gic=m;S$2YI+(@ z(y(sL=3f>0+e-el@;@jJyAA&>75w-D!Bc2$sV4Eqbp5Lu|4P^2R{YU=2Nk?AzTyJ2KzhS z7uvCB+H<*&zZLTne8~QNl;eKbYP)Z-{rSO%U}I_+8Qm}NnbBY3rSV$=sN)CuIYuuT1{@M&r$Z>eopOhjhB17zE#_X_u?6i?R)--dAk+~hGjt8u-LO; zY&53rcp2Y%o&>8yMJ%26sXb_8W%U0@>r2@)JkB2RH@g;RR&Q!d^Uu6`^^@j(0fz$q z<@Vz{p|7FO+Slg&AC$Zk%QPm$Q>i& zKX4q})j-S_!Z#o1vp?60D8jZKT%JI>FzN_Xga} zI@t~$TdD0|zjI!5^*o)tXR$^3mY+IPW&Hoysa5ek9cN;gj?c5Tg7qO5>2b>^6L+#H zp_Ss29vdbprIX>3gl0l7a^I{u^Og3yjQ@T9(f-)8#+s>d@bKg7NB}|DZwH_~U0VUqJ8+i2sZ@qY%={A{`}_TWCPFBM|UaxKU0n;v_X*%|VT;G5HDh5Pl|6vHzE?UPqU%i1VKADISnF416mNwu; zJ-3Z)8`|I+&iQrTmTqT%`;l+|ET@ z2hWPn0++&PmSm0uP8YtK!|6ME~A$l>bx z*H_4D_3Z?|QSkGaPoX>iPfn+t{t*jkLunrj zi2EPRPMtpg-bMPal<%UEUoO{H)6WY2AMi88)>L-snnE0=QU0&F`1LgZPh)Pb^7Th+ zBy{M1VhnmU|5tzeWs*zesK(M8@|hImZ$HMLu~EIX&H6{2U-Ot$=>HdIHe_2Q$BosQ zBCk!zb#pT8C-|EkT5qb}`isp(Oq`q#W$S+`|B1c%`giKix7l&UvhSCp|%D##_Y4djBnfXpVm8X;s2?^|HK~Qi%$Jdn?&b!|7SY?jozl))X_g(|5Ln! z^v(QevJLjTzH9J*fk^<5)v5mRZ~yWyvws31R}{)cw*2VIbM(Es2?FeI(ykIIhJmyq~BSo>P>U$6APUc~=e#Xpy8&DC80F}dE_ z|B~CO_3aOv_m+dkYC{E_O~{k1d9ccSC2}mq-}v`kE=T-3O!c{F9<6}KQCv-EkF^AR zj_29ZHfLA+p7+Lm0%}vMpCyk!=Qbe67=v(5wp!~Y^q-o&jJ@-z#$53a$vwtbVf?Uj zc#h6jdtN8)FCxw?@nrIf&@QoGV$B{W*Z6k8;IQwUo33m(8mV2lIy-dlxFBu}J@ccqJ2px^Dc(csOtB5`^cp-+yMGC`#x6|{ zSQ|gTmRvV41!vDxhSyl8IaD-u508ZY8{bKNA>!^4f0N@0z~L<1`O!Yv+DSo zfV0`CxEt^`mixx=H$$h^>UbQ#en|VJ`EH02%a43F-hRse)LKe0CXB!5>G|^PS9&jb zfF?sNsfe=?+)a)}%IRe1Z|J!jg8%u7+}MTw(>@q8&EFERNt-VX8}{bPzHD=Xxp9n5 z+=7h=_xP6Qbu#}HYvIp|c%Hof+GfD`knhCjh4!Zh^B)XGDu3;{)8&uXin4K<-hcRy zYm5##EfmLx{Lr8A88z*Y4fz^p*X!SmQxo|IEs!57Uqt?>EDBf{>gIJqe|=x(2lACM zl>LR0Psin4EBVJYjDOy)%i+BL{>(D|({rIsZ=YIHDgO^pC#^&IPc9_I+X!u-5AvG7 z7fb*Cw0?f1Ke@xa{bu8@=kXE2bAj)AvHq0NAG)j-UCniRjSstRqV`X~&8RQOF!^R9 zx&DtG6ZW}2;BVZvA)igO|NVKvhS%q4TVlhh-+^s@eQp;>yM1ndZ1R?2G?1TyK>%xG zm<{CVL&0i}2u}5(zUTYc|9;aSj7N^|kQ_IflP1ubnoQ6f>_-#&D_(|s6dz*u<@@1& z#ngmn_;b={$9vzs_D9EWsV{X!db+&`)HyCSVq8adqx{9mO1ZOK<;?{Or=w9Wo_ zSLc7P_}{;Oz}}+1`@16lde#3Aef;~;fBZT9T>o9q=!gA#@RrCcUE^(w%-C0P{T~(| znc`727Y*?aVv+b>g8#+$JwD}s>v_8l49fLjRB7-^p0x|C(*~M?d9{J-ajh^Y=17?cV>_%>MFr`XPV& z-G8mIbkXXe)wRFd&3~s$H}qdC*tL~1k9bew8d}>a@jvj+-j36s*ah>iDE}Q-qT{Hx zIlhN-|HD^O*GRwF^|c9k800nU5ARae|8)MR?W-&ZzLT`gbblu3pVDL|+GlNS=6?Wh zqe=3gu`ZM2XZX2&N74zH(?#6T6aEv-rdu|BkCipGX7Q(;LWc}SM*Y3J} zARE3WIWStR|7GJpe0_g5GBPgwbTa25a9jyLu}?jgX6>up$otjMzk20=0mo8>{&6gW zzF5}2)(cDKTp9l}?lvw*I<~*y>rV9#(@%5#ld&=E-d4q@?YU{WJe+6XU+1IElGn(u zPv?JC{d4H(T8R~GG<{IU+U-wp4n=+`(?6a6qCN?~$TxVs_P>GOXw`n1{Owf#cY4<8 zf2;O2-wkn6Vy^o07^&D8A^!o#hmM^#-7*<}>vKAH+v}f-sjKP#bowgag!aMQbUXi{ z;aSat^nUn%cS;>FU;nAq+D-g>!7iz9!1^M;qWytBaPIEquIaCGJY93r{TA!bOv?XG z?f)|Q-);X{8~SPgq_Us=bpDmeAJ!P>Ki5C?{UrVaetV6aXDwYD(i2t zeSa@~UWh}fJ=$jd?N$4VUk@0hcKu&2`n2}3$^2{Af0g6G7lI5=zn?TY|GnUAz{dpK z402!bF}4PnZ^`j9evPjY>9+A1?vr{K+9w~F)0nODMi>&O?QvQ;rg z&m{NF1$$Q1$<0RhXWAU)et*Un^36aVH?G<~F@Ivmo-2aqfxn^VRIDvUygcA%(l|H! z+z+0HYd`wtcJ{GgZa&(T*OnqC?XsSC9z3-|b6-#s>Tswx_3Y`B?78HEp|;cIyH_=) z?s;?~t(2ZQO}+nvXI5s5B~Gn5M+83v#$?F}!w)&F()Kr9-LCbZ93AuQ`)As&*Op=n z?gmUu`9HhU@8_DhA9wuDpR+eVzmc3eKT56}^4mNYyv+-JHqY0bH-g3S{5G1uMQbG) zmc;Y6jO#J4Hznsr$$Mk?n@10CXRA(ci2Vl>p?Pm)3oWQgllEU_nDbQNok5`&;}5>T zYIVt0#`BXsOS3`GeIvPUR>+S!RD%bHvX!US$!~2obXt4{^85Vc7un~M7v}SmGDflw zW=3&0@~%&(q|OxI{!4t(aW}}ooOf60m}!ljfG?rulIH7??VcNZG#>h$)U!}pCH+_0 zC>DwQHUX0)=ef?Wg|1H~?q&BzFK1uN_df8{QsG;}vlza`a|NwFvtH{;eIxiAZ{M&s zmeYoQaV;1V#RbXxYF-k-u5>d0pu>QSleh0Ve$xKaKG>jiPCNhSH0*5t>o^Ej#^n#W zZ_H*idE@gBK7zNJ^`H62uPFaiz6ALJRz@)_vQ<8l<0>D*+L^Df!W&_}d;9)3b9yQD z5vX6IyeF|%c%7Z|k7W7x1k$ddEaBmO$uj3=_ zlSh{vrs@Y!8#`cW#D|po2Eu-@!Cn77fZiYCXt{20egyk&A;IN1J|}MdnX;YX_D3gf z2h2yPU!)iilci6kzLeIMQX9v75bs<6`$>N=8k&y=dJV%kX!*RX$-EAMNOg=xu{1SewJO9XU(+m2Odx!U- z{nY*-$BX9tkmK*t{O=Y2Ywn-${leBuzaIvAXplGAMTU)iTf?u-zylMcJmM1P3r&f*g-G+KMSQEi~1G={rPTBc`Dey z&Qn$G56u}-qyNSWjG@G}rM6Yk{$NbO-Tdk|zn<0O@BGI%f4!K0)R^KMv&9Dwm<*X^ z_D8?vPj0)P@9w10~2WB=^Favf9nJXnERqSv%eg- zpz@-k{*~$U4K~|#TDJCH<@zW32RI!t zT&kZ39F*zmz4L!i6UdjFQ-c@H$@zpCqRzx+Slv`>v{=1-KxCH@ca zIlOzb`B$a=k2aZa2$_xyS2>^<8#x~EHaR8_%#C4lEDw(1ZF1RRm>m9Y@T=e#4%i-h zerS_pJ#2sR!9(gd(D9_cNwhNrb0TtX-nP4;f4yygk>GNaf7Op@wl+CmImS8Ym-e6c zpw^k)BbXK5Gx#9mmYAu=Ksjgodc9uje|wGsYs>gR`l@+tET&Ap1LhRA&cMkPAvcAc z^LRN}j96zSw+%<10i{C795bgJCX~;+6$P0NDu4(M#+0K_Jh@z za%9Z2r_ZF_kncwG+*s`^J0E~Fjhh5$6Q1G)sN~NGy$L%%{wSCm$Jnra{!*|vQgcd= zQG4n|$k!6EB3es|JT0ErhU2$2&&&9z;7&%Rz7jR5WPfU0>MhBSaU7Jq7K3MGD>MM3 z!QVMQl#hRr|G{_67p#rb-^MfKCz0_;$Nv+->3|P_{(1fr&$VO6wqM+?{dh7dxSQ}z z|GB%Tf*caQfR_XRYt9+Lbr{xVS-`{y&O`7l=kA`+m>m7r+&0A=H;%UnIf1wa436cz zu`P9}^c^Jr`L*CQl~0oPZO$0~qYLtG5u+qL$bPTqpZDMT?sR0E_h0j#D0Z!X?Z-Lh za)dcs=s!7F6bs_x?OPo)#?5oxFyHg}H-Dehe^Z%&Trk<-b>}o+7WIvMj<;yPNPpy2 z`dr5VwwnL39mYNM(fQBb*~Z_`nQSZP|0oAT-@vvo-{>#(n+62SR(Jln{H6V+lH(@D zdpY(>c?NoEA3{Imdg@}LV;B1m)+Vhn1^$M*Q;gTI|K_i<-~8=gbwvMS`|2Z$@-`oT zd!K6ZC+$Da=R2cl-?*(!yx6}x!Y7P?7$1 z`=8E#w>{XB?391~=>NMU|9jp4-PaCgyRRS2V?wgF zbu<3QB^7Gt$%AgrNjQ?n>Q?n;VJM*s}H8Qm6%ihJsJBF zzYrgdVla-Ls^$NnF4eR)Xb(I|v0eYWMf>qtV0-jAU}=amcx*+seq5fj!JnCK^?dvG zp*1lVa<7-oKgZpq{tv_91bz!`@r1nSjw*}hN zq5ql-8>iX79QzZvn_vH?Z}d;c+W9X%7RR~5_{Z-T)o!yn-w*x2-}ArI@mD*tV1Lc^ zADeXc$bX-so3BW25m}owUf_O)iuQjU{^Og=)c=i-a_RBlXHvh$D*Z-yVDI&8aQ`)x z*{$Xu*c;mCyJF@hG2mA6m+zCC(VsX<+E%OiueG^?ZzSzM??d~ z3+nTbFHY$uJm~)SI`U`JnQbAjjpUYVs4XR!8~wYG>qhh%^4{!HoQ>q93%PK%O06oz z=;+_}EX$X}aWFi?eOdqEzgFx2+xEX`Y!Nw7as6-S|IvImZR8&^shR#$r~l*-$metK z^*{XII#%GcL}#laf6DYvo~jmKgu#9zsKQe)*f4yqo=WptND(ioh_C5ZzVE6e@hoH0gH{Vh> zv%hyqezQB0C;ix+(_PvB{hEJ9&zbkXTmSm+|Gxw7M)kxH(~-3))xX&9CjPif@Gm~s zeg5TZNG^ZXwky&9x^2Ii{{87Lk6RHlYK*`2vj5H6ue$y>>%Z3CD)GM<=Em)z&f;IR z8L>8+!v=haVQJFuwG5m_V0tXG_gEX?4$}V5+j`e{MaCb@$NU2W)~39Z;dJO@ zPLs6#(dQEml+o>LssA)SmSAqiMze`Y!Q}+Z%jXY0lP6__z`S(u^VmT(;JL5l0)E@t4{J-$XXNtY~L~?k{-vegC#=^E>5N!OZ z9i)6GwEm15QQ$Dh{Q?d{_Q{K~{o)SA$=^0`GVLF`EIQK6u6~Z8MvF6V?f@8XKvtID4jbtZ=C6i2$+)>(olvP0nq`Yp| zHRu0y{-^E7XEK)hT-hdb$m<^I7=sC7jKhySJ^t?AJ~*&X1b?zX@Es;&47=hvZgN>+ za-v=P&H7IpDgMRVPv1SA|DE*TYVeiIKbLj775M}I`!VLnM#-%O)(?JyN9wk3m^PbN ziboS#Bb#lEa``_X*i2ooBsPH_l5N0&XMJ9}>Cs-T0$yVtgdK6KX!h_r$h+&-$-prgZKP{lR-Q z;AJE?4eOL)KV&QWzyIUkWUE$wuIta3`awWU?@O(yI72Yq!%tV}x=CH}}JU@gw zRO$MY=Fo{4nv(YITt5EaPqADG5Z>fFHEn{=5JN|>NibE>UzfS*0r6yZG zPmicfG(FyGE4^#;zhC@swwBpc+XEh{L5|3ri+}fV{>^sz+b{YXAI{AB^OwKdv>?c9rpm2GFhF`hTNcVK!+m=fBfG zK694YKXd&LbEKyHr)HDSPio*0bAXn0?eD7ePwnsc4XXGj(LLcYa?v0&KHc%aeA?pI z9y%s+Jdw>s`KvYQN*hD_GIP`5dc1d0%$JbQzzik&>PWs+y`$heeHk#32?bROozjjMr9mU@0 zT<8t|*QI~4|3;_g`Zu;gas6@shhf-LTf^-Cwdcrtlh0eHKl#?s5m|p$efy>IF?@~e zN3J>VMn3^_qXPZGVZl$-E%Rq|Vt@I)-ac3r@5jXl*RtdCJqYLcfe~WPY>~F@x-ELl zpV5o<^*t)|zsmea)=+mKxBKeHzvm0?w@m&Z_m1B>n>`*KH+&M~7U&eWeUiU({x|!c zx6J>;cu@1pbStxU()C}*vP=Ez(5(|TN7N5tGR=Jx;76v{I_*sVZngf|y2~0V-~PF}Ww+r}rDq#*T%3x!&7vABx@gRL}?EeC-Ic0M|$Bp^tb5Qv%ynD%`K)ZF=+5N@*{VR%`wYk z!}(bIMfSmN{ zE9Jk7FMd-+&)_|mcL{QV2r<%#Rrm2v;w$S#jx%dW_=^dI<`*RNk^W8iKC zZ$oV<|B-v=)$3Q;=*Va`BDJr^LOvWYI2@1vQjiS?3x8X#8*-W- zQ|IrW$j;xh-#vNHdlCaQtPfZratV~hHp4NEbv~3DR#&p~l9xwm8|8GEhsf1r{uSx3 zxlJ6)lJp;}#eiTZeBSC@;@Mr!|6==P@{cu)>y`>WPiwfv_cL6TVQ|=Ite0!M?~xB$lTNqHal@|as0`3!#c@2%UYppg!Fsy zk!6aBTySte@iyQik-2IA|LfBKk^SScKSen`K%T4$^f#U{UbN@Qevj#oU1U0{d?W3C z4zX>p5A2(1IUoL38!Np=_tA4DPi6rt6YYzF&0){==gW46+dp~ll**qwBLBd8P`~)` z*hI(;YBYJD``>T+M_iNRRb)+Y?8lhoa=ATnHT&%!exJ?%Y+)(?F+Pr;QG5t_iS!w1 zo*UK)%b&wKQe1x;@G?pJc|EFX>(AS6pZaGyK0TU$Cmdtu*rPBeRo7qo4|YfAHt!^J zH|omF7C&&_!GV@z9q|j<-|+) zkvm}Mi1^9T+iLhf7VMO~Et(@fe52My`x?8^xI&}fJ;us-Pw~;&_i=@5G-r<->!5w& zCn?XdAM@R$wCIEXg*Zd1|GLjZ?FF^d+S?!MU+bd((0#e&pmx2Pd1Cw$cuCHC%%vCf zr@jSk@GWDR|BGDVRof>XQ?x(4AHCN9-^Tp!Wc=s)FLR{C|1(?0U+ciBTr>GQe09It z#PCxY|65;tooYY-i{nrJbhp1%x57s*vJ3rl^}z=!|H)NW^nY9at$fa#TroMzoOJ%L zDu2n1!#%k?X}$iG$$x5E%@+IL`|slxeL8Q^|CRdfX0mqjSIcIWhmFA?S_Rq-ZM0QkgN#569(7%`c_xJix z{6EL;ofaI_gyO?p7cEubK(aq$L(q3)H zAkjZZ7q;GQudCLqahjp z&8JQ%R%UEuq@h++8uJFG^6IBo*|TTQG-r)KS>&Jn|MJI|vIYs>M({O?xzVjWYiy+9 z_=w_iXu~i#lM|EKPf1)o``MnSj}HI6`T0%u!w)|w&Sq+IDjOdk4>%sd^62|YZk;K? z@$ekKUAO!f&^FefABWs$e6!( ziRLhYZ<_HRcrEJfQ0vO@7}SaS+;VhCTjZCqb;W$}zQ*uAU~C+R<#}@kq+Zqr@!u2M zd@8sb^4m;E?wWDI*No}D)#9?6QkK^y)|L|N4K=u)O8%fc7MkN{6ibuDTlH_PIbtzV zi({tP8jGbm21j!j5GR$NK0jb{?n~^CcQ)BuKL3jJw|qAtZw&Yrp&5B^$o11GvjW|^ zod3o4lO%kLU7&=Pwi);pga29r~B`U-R4qS=UVdrR{SK*guyeDL(Jeo#TP;MZU(q_hJ$9`{()pV(ZFVSpWFe(DHkr=eW)j^a#}}TI)ZJ_w-)>z~>a{ta79J{P%qS z8x>b0I2iwKRQy^V!yE271=yR=PN(hrJMtWl zb6AXkc&){My$$>3nR-%&_t}v2r*8Y-NFGSlYZCtZ>hu+jRjbUd;r~%=W$>T4Z@~O1 z<^HENg1dnqRk!Vs|DZ`X{fEZnzew%he$wCT%s0*@n~UIohzC|}f4zQ_*`5C>+FL?@ z@=q^K{910i@UAmyf6TT2?$RHAcG(7BZ@#=UpKH;U^|h$`^~Y*VHTVA_uaQk)aWr=3 z{$BZJmHKy_Ctk|dWWy$1E1my|i}q6f(uU4=WO$I{>HPP&fw!Og40^x*s!S4pMQkhj zZr)w~%Vn7KOTQay^uMR_uS)+{ocS`zapSe299JXTSa-^D-zY{$a5kFPhI}@T$59N9 z9~Ugcr9+zErr+!TX33eN>wUrg`sR9`qr&-*d=z_bA87Q;s2z!o6YQMu9Jhat+&+;V zxOG%&8tvA+G`Y@VdQDOP0*6|xl~{%Uc(*eD)0QA#ra!~RA9)1cC$&GZw^kgw)7Z}% z`X@Piyq|UTuXgi4=C^SjP~`+VVWa*BJ^-5Ry?Mas(!&1#v;XVgWdj?BO6~8>7fxh@ z`>qF_6O7ar9ZT>N$~SGs-*Vt|?|(?`->t$+N?&Nur2jKb|7Puj=Uj7kpW^e^ik)D8 z+ZMZF&6#}?OO(8i9qPZxEb=?~{HsHM%VEwu?ydjT>Vg$*mh$fQC`-hxIW^WTa%GV!q{yiR;;hl>Ju?Pk=hd26aLMXoU>zw_t$%p^C~0oGZlV@p)ow4o>RPy|1HlH zJEg3BFgLEZ>Ney?P`knFb_P4kZ3pG&u--sxr#JdB*TiG-Z+J53&GO8T1^;6HeCvnx zF}&Yf=)cF4(|)L)uRhH%e|YyU`cGU}J=(tF7Fi`(Q-(TLDc(CVJ;XZAPcsI{T+6Rj;aC~J0|9!k`ZFb0G-GZMP5xfj> zZ}2QBFoirdp38>q%NH*c9rOM7-!~iwgEJ<-QO$2-&(gmmE~ha!4$q}7RgUv9G|cNa zud^4=Us(ODmtiYyz6d|sXPOvx$45~Y%WEIu$I9goI4$ON#H=u%kqz>*TvlOU{$6-!nffQH z$Y0vfyiCX!X#*LfGKD-XN&DT%zlGGtD#)Ld|MPxGJ}}4T$op(QyG`daIK5QJhgmw$yz7R@bypg zRcZbro3r+PV36OeDXcB5hkB2-?|=7-{?K5(-k5Xp|o~aS^K`;l5^+6L$Fe( zls@|k^FOseG~bQS=O)_^W&Ss_zsNZ;C;#4W`TsZn{U5S__}Bjt=daIWUpM#NqHPr{{~y5xu}bN>qcx5_jJ;K{r0^egB5q|(FOqXr0e;4_Wyb?;g4*T!4CO@^e@5g#gfBTj(={i7f6T=EuRH#3@3!7(Q9Y2;p_X}%KA@i z+wDZxwb+8kX{LWD{wCC=0vE0K2mg=fu>oh(iT>gI4<1G_sp`wBw*D9WPt;eXZVPKj zQU3FMjc-d|)BaQ2*KM$&1Clp3=t6b%Px{eK|C`N!&Cys>|HJRRTkul!#l|Z4&++#! z{>`tl!Ec6QU%k)J0@;cFyX?S?Y?t7PX43z*hx$?yJMX9d>-^VC`tvM*=i>TTW`9^M zl+N^DU;nV>oUhpy{V&c7dM@y|k9*mc>pHbRkp*@7?=%7@vFFyI$hV!g-^>2)EPQ=_p)L<7(49obR4>&e=qw# zlk>lm@xT4}L8<(A`a^5~t-G{Y>(?PKp+CO^H;?I<9Fuhf{Uz!!ebB$*0hd3i{W)iU zRa^i2;eTpnf4Y5a{-GRSW5?ZR1V$#uqvYrOxL+soBVcL#c_vrV#!h_4SHViRzV&>#UAs%1WKDlc&-Y#+I zMTZCV8oy5GcA%r@lQ5hOF?eFwUW3N++-Q7TJ0OOX2p3_z>-2M!CY4LM%eEtQ@A-uBp<{pj1O^yogMld$yya8up+Z&qyhP*aUB(IIe2_0_}Vul{0BWC#n^*+GK zfSn1~#bbiKvD#C%jrS?erijaNd=52065I`K7TTwd)ds;1wd%jsY|8t;nEG1GlQ37} zn6eHB+ylpaUZvv?*7lg#g6IO*9^BGv{JM1hag67e$v^N;j;*o0Hss=w_oD_@z}*-g zXPF+)adf%-K}Mwb8u)A8o`ot`48tNkB=QB^9pes$tBU-k5AZAUfLu!OR@(naEBY4Y zd_DPZvMJz%g8XU5|7qSH}r>t=c|w4=k1DFoMV6IpveE--iF01-@!1^keeRWS6zqAvwPV_5(oX7UnQQ;UqyOrC>$6QKw?(@=<-gln zJF&I=kLyUy_2gh&e@^})FK5^KvwZs( z+0gKs8D0PIHEoiZ3-QI(=f4a(YBl@2o&MX2{;^4XV7l&ydX(up-;V#?hoydR$FV4G zCE#l`7Y^THZWDi3$Ri_uQNFpv_q%Y%1C>#o_&@MJ@I9;hkfR^JM*I3sypQ}ggggih zu^j41(XVigZoQwu^k1v# z-dX=`ylniP|G~5LgZ>s*EVqBwT-<0pS!4XEf8+LK+;-@Ha+`&5Tq@sRH?x1@oUUO1 z#%sH@KOzszko_~)erNs<&2>|df8Yz0F9M%-G9 zFV{7#n*M1yZww!R{c}hBtd6_!_zT}XqE9xne_YpL{o8Q*a_~dd_djiunmsNT>gZqX z=6^TipW+x||HUWwi$D8iwrsQIyK!CH{cqUk&|>ipvD4MBm;0I8>EC{R)Y-f6|Lv5z zSq1`9UdLa+U@;#wCz8(VdiaNC`mf89Is41vWlE14|`gZ-CY~?w~6T?r~HTt()t8zxqgVQNoSJJ+I+poNn_mvpzAhv<` znXT^oHubll+nP^8{V?I4$XoslX+zI*tsJA~)FP?rOMX$lb(qh0J8!Z7d?!S#HO}uq z16?nB)c;TS3*JWJw$v!m`cM*6Caz5W1dYi{{gY5U z%k0HV`Gvp9b;CdY=H9gZ$tlC%G{)|K&YlZa$8k5{amJsM>&AHB$D%I(gJGyjf5v~F zV6WKD7yj_NVqk4}hSsT)F{B3BLdRS&_J#4cceZ(`^U84^f}>b=Vs-ZAxeeKu7bF*` ze7kf`VtmBiG^dT!m$Do;H?zr!yIMnv_@I3gPfZHTN0Zio%JUJVxo^1E;(2zz|7|f; z&xe!8G&wJr9l_N65c20dOY-PcX@8IC^id}1nC1OnDmWXRQ__F%M(yN}%4ngfk2zc4 zN6$iUQtZv62b%k)9sTXzTxQa~zmMT>tOgeN7|p#RTdRE}wc>c+qx#RAHgp= zuh|;!fWcXCU{LOr8cIAY*(G=Ow;c&r$CE_xAl+x^2UMrTrKD zU{U_0{IC6ze(15l|Mctf-76|{eC|4K?qIAnCHZ=!RvY+4^4C;df3)6If&SiSwnhtb zhuZpwtORqzI8`10|GxVF%l`8Bzm3?c0dg*d_(Zz?wcNb3j8-Vd0W?! zD)QgfCSPY7w_dxDwFoTFxd#_p^52z*x3WiLl51~#wCC;XdZ<_%$Cmm!Y3m<3X8Jw< z?g$NRUAFaDX_u_O7bV9{)%m|w@_94Y=jK2Df?WQQ|A!nC>rV+T`1I9mTLb21PX5iw zfA@XAo%PpqGZWV!*ByQ#%S)2$$*L;_UC!%lc5DB*{?+OFkG~gRr`KP?r=@;-*%Av$ z_rI2U!1_(599LhkTtm+Hg*zTae~0-;s`)>#g{f1rR`SYs+P>vnm-ljfki3(|0_c?)^{g z58tn&{}XF-pCaE2xXsYY{xe^;_$Zs$zjfNDA3p!pzERnNj}Mt+zCJx3uFH?jwLe?w z4^O8u$M)P+V}ZyJm0+k>#05En9`E@ zXY0VKjCw6@|KejMUV0+rDcI!SiiOy0%+nL>&u!F}I(S=tcf|I(toE1dKb`2G;E|wV zxB5pv#-Dr+dv02uqkXpyXaC2a|1w*)b#`cV_(` z*ubCeIZ-e<5jS}#rIJo4V;A9K^Og2=Vig7a|svzvTRf|c|d zZ*%_dYW|NcmxpaWh4>4$4A=nT^k&z19CVd_W3WJK6p%NBamMyxJXlNE62n9O<+vTQ zQ|9asx5+*n`|BgY-F=Lmtn*)d9fE!E+#`mw3Hh(U%Y<{tg^wgJmVF0cTd#4e=K{t? zF@1VZ`dprmU2bibwZA|xfvOLoCxxG5&Xh;7ujIHLv#qT)@Ufk<`}}W@Uz@Mb?JDQ@ z#(9v>1)gDf!Ggc+E%krknD|wQi}s=a1CmE#A$3Y5c1s)7f&oWkad^p3L7beno3w8^ zaSTJ?^iOl)SpJKEwF&Wfi*x6(dBcN**tT2)MkM9GdBb07+2Q-bFq$Ih!)b{_}Pmz&X_ zcN_vd;5r+5ZRYP^8lD6GW|8Db8f?gMub5 zWq{%pLq*;J`CQWfg@-@WHo-pn`m^ZZ!6*Z*uO^$@@xS`F^u5dFKlm8l z*YP&a|NL#gB!3UsBKaMWx_8JQW-arb`Oh35zPwLxYN7U)-fy&7a$M$;`U7ozZOm<+ z6vuz*aif!u!GQc-Hvg^0)PUldTFw7r|3BR`ko}*M5B6{8|5F@)t0iapP8I&^75#Uh zdj@}nVrK+*?-+Bn?-Uo~Ix#WAfT!Vj!vFgnudmlz{N1oP`5aM9e>iXV=C-5ySg^(B z+W%nbe_V3RTzdSi{w_W`pWT*REBq9T$vU8GNO$Yc==iPd!XxlD@MUZMqoy#mn$byg z9qd8-igT&3{(%eX_xvNLkG@Y~{k=14Id1yhemnZlwU3N7nTsqnc{(S5;TxsP-1?KR z$30ko(FKNY?brOw>jaatPW-&!a#ne+oF3S}o?owu{7vWoPRWaJ{(Aeal^BTT=_j5g z`}oQA7xvXR%r#=Wsed1zsQd=@UQ>UE`%WwuNNfLx>%Z8<#CLg4r|t7z=F;E~UaN)wMSauq?rL8|zA4xLi~4t&{;M^o zbPTKaU+J5SKe=xH+u)zFU;XAcfp>aC{}qAL_T`$hYwiv2m)e(J*szKS@H+}GM0`@72gOZktuc{BOP zdeO}PRMq}2oBy;AR>o^wG;8120++4L=AYJ>3VyP*|Es@UZ}Qo36E);7ISI(m1x}Ef z2K=^P+taZAr1PI^=jNZwqQJ`){cpYUf28#P`t9n}51C z2oDTj+nJx6S{n zWIgGn{^NO|X3GAB&${J*zM-gV|MkQF0WJniM!WcTYX4#XP(#;bCN^Aa`}4@HlMUmK zegxhFneFm7#m>$7zgx#2;D2IpzWzIIYTmZH4e>Yfdb(|&+CQ6)Oi7%1BD?eGVf6n( zf3ua|e*7iXKhSY~{hPCY-md+l-==`0Df}$Qjr)hd&6pi+yhV;2KL;*H&MOXw=Y(@| zOuu>IKKA2J{tnlgPsPrq?a$kGzhEDrD+^tSW2z0G&`9RQVDJMNPla<_3tt6W$N1ci z**xM|$#a6wA-B;@Kacb2E%tx04n6*!P|@| z1_rE+)sq@abJ>8!QLKxdAE)+I@&ij_^`tlt=H-=PVdVeUuc==pId&Y+LtFA21E)hS z9C_{!g1dPx^`%~r>qcVmdc@6r{-#4K3fV3T*U(6HZe=rJQtrkhHqXEfZQ)m7S zNDh<1<3rinb6-oY8_BnQ$!rL0iO1uHyP?Juzp1f17L$`0q2pq5tWChykc&oRh=#AR z@8usz9VxIghLzEKs0o$it?}y&)5E#6j)!A#Y-@O)u&)@LWWP=Odj(q`<&DtMbI1&w zO63eRL@rg6KR(aUo5%%Vwhea6QOj9ZQ~ntaXqncNv)WQQ4#&=s`v&ZtjlZ|=^PfC6 z`J9${EpwRp57x`@JORT)?JBvJpFhL4t@}^CJ=aUg_2Tz>`*rxQmHY=+7W4JU`{y_u z%kkv$$B%CjABoTZRQ?>ga;#MTkr#*@K9L{7`l9+xVf?)wo6{dUf{!fDf8->!%Nm|p zas2;r*`Kms$hRr~y6F>nhK)b#fYaBv#q}>9FRZ`REK}@G#rFLuEF0tP9 zmwaR4_Bq=E|C{Y@7@hs;Gv!*1v9pbJr_3*)_EdUpL%aSCbM0#klJR*D>EBpKs(13= zFeS3Sg!PB~Ep_?t>Z4oPv#Cb`pW^FW|JT3Uf_=&7VE_34;-haH)?cO3v^m(n_UGn5 za&%7qIsv4-`Ys)`pMGzv@5Fn_J1Z6^ykk5b z-rv5HPVhMu`>*l1pffO!;348t-S(gR+xef?o|kXL<^Ap3c5Ewb*zWv4T60RC34J=H z|9|`JPuVZQ-6-7yUvxo#&6|<>w1WP<;`|qy@5eA!p&i~m$#;{#L*w`pzmM~*VE@PC z1^wTTW6P%gH*hxo4IchK&36-R9~+ZS?B7o3e}k>0@6p=+tZM%>>wj#o2mDvG|CFb7 zd=h^`f&TAf`|y0T`3JTw<-cC`AAFm}s=Ao}KL4Uz(s|VA|B3UmAb-g>0RE3Yu9mfM zrNmUpOBMSFKNrTId+ zp17^ye;O97w_-Wa^B4rjOLEY#0A_yN~UH?T>QYO-1`p?dC-PH2m;%{x_N*O8kDg|NH2jP@9}_m$?k? zs_Oh}*8hIezn}j9i0u}ddficMoKJUMi2B#O?RP^AdpiE%$kp3Yr{Z)2|Dn&JyQOoF z{W<;X?de}LNq@y=DK^ING5WXY5QdonPh-9!WPsziR4&N+=~x@jDXW+p{7ReyXCu$e z?@N3q`rT6Uypr}m-g-BFD`WnX#E&BUuQjt=e{!EdSX0vL%~mx%OYIfp(Ptp{HljlL-%jTi)$9GNo4@QT)SH2}j#G(TSq*fNkWy|04 zqjr|o&*J+1R!d9I`Ej|HToc;&r2oi)R_!}3Bi5QxERDym$rWL-dC!fZfA2C(jm7U5 zNxiFON@LYug{~j(TBEUj>eL**e_SCc)M0XbjK;kMZxeIg2yVskE4C$HOYj` zka|wvJ$aJn$O(CEXy9iO&4hnodqzeAHb-zaF-MMGKVrC>7tb~4h2^?=q4*nWOpQOE z(EL4?(`Qk(;>eop@|~;Mjr+GerH*dDed}`G7JvK?e~oH2}UPkYZRBmy~I=V95&pq&j33!B{-e%oER(h zYq>u@L+%Oqo%DL{DQo}S-IERd2Y0hn@Ey(1)L#DidsXefUKixQ=5!KFnPCMD zH>mR`kzrncjcaVaS}rWDV+XcRWKRRmE!+!TVvVhY{%QLyeF@L#Wc~Z?Km0NKPx7M<7UQ#2#w^DMmCyg;_&X1S*&UG6aG8*;8ONf*QU3-{%O9Ow>1AoW!iyCx7PTzs`qF)*o5xsO`@E@6-C{`mO7Eu7A|ge>A@{vQ2%5)z|;+ z;uCg!ifzHxm>+*b@SRV?IS|*}C>EvGBwr)S-Zd6Ch^)J46Ub1r}$Ievn|D^q|;(y_rP~st$XW#6d zsFzmIzfBi6TPf9H*ItwytGO{jchf8SyHCB0|B2Jw8Go%? zg{>&|miArf1wD%PhaJPlFSkFi-xw<&FUAo6S!#bavwxb=znT3})_;9Q^6vI`qy0PA zzR;tF|8u7456-0B{EOqP{*Ih?Lv5)uJ9TUs)2jMMas2gfbOB$_WLw66#zTIcZ?|N`%A<}MavtXXlp~qp zZUon$xP+XiyIKFpJ*axI>J{eG*&XsEYCph1=(_9M^7dKhmQzo$h5SR`y!zml;BLmV z<5F*`ng40)<{^t4)!F3%_|L?F|Paop-UGP6OmdHVs%d6lY z?!y11HQ@^KhuT(qZV8?x@jt`=>T$~vrX!rgm<*>c%%<~?*Age%GXCv5}m~(|Vz1MKD^PWe7x;5lZNcnHk zA^ZNy`wtxE<&Q5l#|=4StQM5ji1Ip95gU`_x^Z02)YNy9lg6+yPr%&-oDTQ!EdO_9 z{D$s=!0|d!ioXfDZ#>5ib*9L3lh&Hz`9Djpo84CrXdVr##X}yAMS{Z_P~O{kbz3$j z`E0-s@eba;-_E;dnDfZP_Qtu?eeDW%Z)+YwT}gs1F4vV|X2JBj4I_!|Bkj<k-(IbyW5yimv;r)${Pwb75swh8^6{}~s3b@FKi(=>dGTw5pJa@D z{_DK0F#b#Aod#ttr{lkr+(s4nFQvbYtBo)FRoka8@M`X#uvnP?jb4f^9_=FKZ?TQ^ zIQCLG|EulKeDJv;_vt;{FUR)r{e+$mc2>C7=h9sJIqg0K`jb!k_kaA`Y~{-3D(?+@ zX=_fm@?Y1Lutr(^qkY>pwo!++Qia z{NSgIzTm{4slLqM+tfIdTuZK+Zu}n+eo6-Uq1ZeRWG5(DF#P`AJIn7o^vv#s`# zYs9Z@*P5?;gZy2!|HNb9yI5bLpnvggc=TCT^#7#&Z{>f{T

(^*6gdo9O>V`y;o> z+S^~6_Xc_qOO&nC!^gY$w_n5g|GjoW_S^sR*FB^Ea*3;}zFngKD@LKfe>TRg$DePc z)n1BrDz@o#`%h`sWd1ee&lkU+`pjgj-*Uz0=JsD5`n!G6s(rO#bi9-C?9uqowQn?? z3Hq zod5bRiT}gKROUMKJ-(}B5AT^QQ~5q!{^=Ma!%F0T+4#Tf{`YkK|5$J~oyPyY#-971R?1wO)4$BN_|WuE z!)S?}?0yjNFX4x*FrN{}z|0tK#;;Y(hhz0*tNf^cgR`-F)NfLFPI|0e`{2pU=0Il+ z-{81?Ah>1qr>Gv~{N^exBRIY?|=Sdt^^Djf+9@0Or@8WiX)1sXI1E*FfzQl99IHo4%ULgmB{>XC^@HfQo_bkzT z3yh2N6x(9^hwdGhnoJWK^B&VYHda4MF*hLw&it@8^{dy}^26ln zF}w|Zrru1E{}vqlO!DA-A#wa``W~-dzt(1HKObMGdGqmKbXf2<`<57O6(11VP1*&`!X3D`O7zLnb3XD!!_*?HU4hqCLs;BF)~IWAZma@~xN z3id{RPbcpwrpD_`S-u*>(GU;y_~<36-vOpxb-rj59m!7KJCz-mm>#t&Zc7{yJPx=V zjXz3z)SilYYxo;%56=ZZlVE7twI82BJrTX%w%oT@Fhw?Z88_xn_won&WAn0JA0Us1 z>Wq#3Cm*Bf<6+J=k$>c1QM^sS#*jm0k&LtFtD$y~J!d-q!E1^q6P}{>7~hT1zX7RN z#B;#zIF=`G!}6ji4<+(f^DX)sk*qfh4{Qt=Ah0`z-|_rAjq+LgSwsHoJ4!!4b1X}+ zy;%>IN}uNohDhg1!#qM(8IFc?hc6$K`gG*cYLq|Jlw+RLf0NVDg>OQKbPg5gf8+_d z#=qZ&KFCq0qi%U$9Y>?HuRrry6Xm_@^q=RG>u3q%4PBG*x13DYMmza4C^#z{7kLJC zujE+`_#obkch>i2zmfm-TbblLfN1{&o;IB{;c-2VZ^tk*&G_GB0r^SoI0+kf|mzs**yT+ws+AJ?p~F1TO9_`E&;fq&^{{VBGuYo@M! zw$8=1tFZo2XUe`)W3J83KN~NRA9M1@{8MxCS7qjGU4K5?vMT$S( z=tBHd`J#pX*@^!L-I@5m#bWA@e@^4%-VW%W=glx(y-fdKb^c3zPm4bp|Fvshb6`jx zRaY0E2x?dSGk4RYJWh@q!Q*^+j`3{H|299G>mSYJzt%4! z_9y&xTxft@y!qXq+9rD6DnV>4~~all6}rgXEB?Yk%z& zd{i_2%diHL|3Uic^!NFve>1WSF9o6oAu{^wnN&gZo0UjJ&=|GbU%^k;lp>3>_ocXRj(_S`s>eZK9BZ2QGM!53f6 z|F(F?{7~k*tLuLt$CBaWlN>jR{@u&|*OmWj7u4YYX7pEVDZbRGpS6}h z)R<~D|8!1BoTe53$F(%fjmGuC+ULE%;!tC0_y#x}$-4^9Mlev{2zIVl{qLpxBbScZ zdCbxJ{!h=Tq-(75natfdZ-UN}@ZZ864;$j>?d-pWGC%a$DNd;a`A^=qZs^bWfg5sP z0<>x;|KB(NyW`kwF09JtZ@V93)t%rURNe&}8C+Sn^H1N)_3SzOr*HPZkAGG9+s^(e z_k)OEL~`9I{zh}X1Wb+MJH$Ui9vq34x*sX`orHU$PbFNVn2=PrJxY$5E*19Ct)fkV?O^tUT_e|WUXKO4Lax=EwIN<;^FY=Ve}=?% z2aa!%{8IO_k0lojIS0rI)6f1>7bL##`}agfgyX!k_{Yl?rGTZi`K8Q%U6&n@50bGhc((tLZxo6;10auaqpSeQ&gPP}tdP6c_ zz&3<;nZC90x49MeWqzsMFS_RXZ#Qb4srBCmyAj<)j-y*Xl{_}&xfz%GQe%(FcXKm) zBDfok8+x1&TnyNj5F?}(#_@Y6<$KD;*m|xzx!!L2)B({GREHOA&I!5i;=}V9IS9bx zj7h#6$IQf>I?`UN_U%3L_p#hNUdxL7JomHjCLZ@({y=y1TD1Z7dy4Y@qYthY9k`YJ zTYAE<9eEun!(o8O;Mkz>hmLcB|2)?X_!Ib!Yt@d0e-tl5{*z^f=TJ;XovN_Uz{jr)|dH)ARCV0P* zi(XUI*7fTBr~UZsFxHBn5!xb8z|;8rFB^Z(As1524mpmfHN|tv`k&I-`;Tlen@3_> zs(*rwN#`xGZuwiV^geeLa|7RFBemdv$L84cu@RDIG_>KzX?L#u50U=A`@`R5E0#;X z8(CX=DgVK>c%B*XGhjgVo34udck$7ATkjkfldOML)}Lbgn*Rn2Q26m~hP`2}v$c%= z-x;|Q=H=Y{o0C6t^7ma^e};zFWxx3IzYv?obMn8R>))4PE217)UH@_1y6Xm}TU1~F z`Nr4%$mw^R8x!9s`)c2KObOqsd~3Mo%>Hb__6OoKaQ{famK5|~_owJ}P5dvPZht5k z6U)6$?50Zl<{uV+aAJQE12bPX-?xXHHoUL)C-{y%PR21kXa418{oj0Tdssuzucq@K z^`@flr-J`y@y^j~$&L}JQT152i)Fi5{$4!%IQx9~Y4)l3vj_KI)m-d+*QvgsKKOs& zH~g;+@kAfv3gh1^`jhL%^nURX;KK@iE!y86%eNROeJm98or-${lAs}4U7(TbeA3vKmI-{Kl!_{->v&!X8%=bUu~EU`>*#F?7uSmr&a$y z#P+FwL4Cv%x6Wqgr0(nRbz;)>gU z|E=BpPx+F$+|K`<&v&19zOBCg&gS`d_U@%*-D++Btdux&PLIy}|HYZFEzeDo(zR3{?l&#asJnQdH7>G^#ANlYfl9~Ggw?OY@P7mdcj$#?auoo{wMMlc>D+b zBgfEeQ4Eg9tBd|8{Il-=?uY)>O#iG(|D3m+zw+_7bCRo`TsOi0zT?tfwK-PrUZ=jf zs{S`(&(s|Sf3yDd41${f{oWZJg5 z{9#S3qW`h}^g{nj*I$qSRB4~J-sgW#+vfb2U(+4^^Eyz%ZwSf zh|T8t5!%^5)D&KG&h5MD^RHL^uPT46c5tKo^ZB3RangOC%SHL;$89_N{r}%w8=e;b z)S3fb;2*Go)Ba<(e(3twhuHrVTVr{A1uFyAM)5Y_W(;HF^1^&a0f*zhA;sW07Du*n zFPJ{?Ip8U{H}@&ozG42{|HL-j$F)iOp6>=*!R!UGUDSrj@c@2YG0VO-31-0bW47j_ zFw7EmklRAOZ|fJw2lbpCPoGpB+RQ~fKl@9#4k`mZz$ zwEjf!9Mog^h&n40qh4@mS+?N7XO?3{AIW|5yIFKE= zd_3ft2>2SwZ8NHQXvP{bIpm_?95|VP&*3`iQ(YOqZn#dBN}dbj1snfIPe!we zNx{&_z5J;E#1Fhpp66mTd-C0P+0^8B)7rm$_gd^fwYS>w-zOU9hb~4pV*ZMa;ofAt zef+hal;#{U96*WEXWAmrT|LOQUU-F)+bCC~K ze0}TW+nO)Wew}T&;@(OtT(eN`` zn2$yN11ILWs@Rej$M{=hrL?8b)Vw+WKYQ=tEyt0h_x`E7(!Qq|z4y+{z9YSrW{tG6 zt21kKBoZL}1q~bt666wu_W%JBhHxYZLlTAn2ultDx*38~FMeNSWM$W_?ym0J_rkDo zPNC{nS5;PKMns1BDgqpaJN{rKod zVQ%>EP|BIbn1E5DexCEE@ie^08dUVZU;C^-QOC*W#xO1T*9&1}fzb+Vl;(yprH@0_U-V4zV77J8zlqae|3KgAZ=Lh_jnllH z??C^$rUU=iw$`-$pX2!d+u!_k_0lWr4SUjE{ztBuj9Uq8Ohf+bnHev0BiUIsEf1sr zZ~Cl1mq9sr;GB-=}l^dF{|YSAX(nzpS>NHhlIozW(t&rGJNJ zI&PsC4bwkDe;6izwH~(UAN%aPT4F-2cjZn~i4g`j+rG^egoxU9azaIkxlt`cJ%R zkp6|wG2&H&`oCi5oof5Xr}MhmrvGg@zdPqpf79Y)!lZQ2KV`QX%?#4NBJNLF~a|KqVtN%-5lyv=guVMT*$o^Tn z_pJL38~(qb|D}fGiFUg5zn}dZb34lX(=XbdwjX@sayM+f7?-Z|Pb~bX;cRZ-xnF(y z#pl(L&rW1o9asL$C;!L%3(qn@{*gZ<@G@QK&udI2TwEc4!6HGY<+zSQf5He!e!EO> z^1t%{est#3x5v%@kF)(VRwJmZ{{jEnB;?NG)dle2pg_6Hbg#!38Wm>ZW%F1v!>yUKt3xJ~_I zX8$F{$B1vOHl41Y{@Nk^w&@S4*fma$Nw*Vyrcd-*Zz;oe?9Fc zei}CatN~tI*W(AH$p2R?j}3D<3jcw>VLh6Q{3`T| zbX?l*0?_Lzfsq}QvV2jbQ1bc*Y)>VZC@A{urbtRHk-G`$$+Ct zxEU}s&>1$duH(0aH{mxhGh7Q^M#t$l-EYUb*YP*`ns`pSXHffjp3O#BEgndApKJz> zeG^@jz5qLp^=frGhVG=}7ti7O@f||w|M5(xkGj3Gee%W#Uo_$VuMqC0>{omH&O_yO zrduvx|7m~bgx8oNK22=;g@cw;#p2G&=dzFZwdc2a&W@EkB4JFH9eF9+FN}XV|BLr- z@_08f?{q(V)sMOh&W1cTzTE~R6FF~mT>NI&95KAkmQyRPc?)gM(yN?06w-t7VHuQ{?&xj95*w9|q9l(&XH1}-U$8F-_>Dg@q!F#y{X z_=k+IvGYDof!`_fboltM5?-OOv0Lb0v2}8bkn<$*RFnRx$rIz&Mt|kEHXG0UbM?lV zw}rcY%j~MqThOs~Ufk_9rYz45xo+-TovE+xUQM}e>hJT(KNImr&voPLKRUSkc-;<= z&YyhcS^rPhphx8#mb%7b{HC*iY`F!%%MgeBHr1KRIR(=Bvi;lOZm!L4|9HaT+`Z>H zbim}0L$1sGJFN_tKRMq`OZ)N}(AT2>o|;%*E6QoP zmrkAM+W2pU<++LXQvMv}eR8=9JyR=b+2I;113$&Kc>hY}`b9qc;nAa6@&`Hb{wF7d z6?TTub<-6&s|MrtVPXqr)-KnnnAND^! zF4vJ={~x#iVBqDK#J8-?zbnx9oyo7BkL`Dk!~Pk^|DkUs3)nk=Dnw(0-l`hR#fe$g0f{Nnx{Z_GXW`5%A2Nv2<2 z^?$~OxJ`@`xP-3u$85V|{{2s-|Hr@6OFl(>h{^xR_h?=FAGE-pZQS{9`ah=aGoCd) zj3R%7{)qpB19|0C9iEf>t!V`CCD*H!+IcciWV zj=L%C`g**(&>wu?Z~bA6CguO0EhqZ>U!GL{+w_rPz^DzB{R+eFAJ%{GJN}$Fau|ziunqxv*z#t>?PH81$pRtYft3AH;ZNZ%oMk zgbyYm{~34Uu+$rU-M%3eMl{90lzVUi*8j(?f6)H!PYzUDt$tAGzpoyDv-*>N`HO1R zu9r3M=xA;`wCjJOnV^^C|9j=oRgXDZJP^Hal=-K=l#k2&>t72w{?J?SzOO5z$$!?u zarlouI{pS-vy^N7+b925uEEM$KE(dfID#>4;s5-bbOO6(MEfK6+1?=^+p{N(^#9QBe)PX&?}xn@hY|4){yj-I{{uLjarnQh{uz1&`$6%axQ^#`(Lbl{ z_m6*RY|IxGn3*=*jO<^N4}sMS+gSJ;VQL&pQ_B?o#!hzJjgGs!V7WPdAfr=F4SwdcC6=GW%9vv3LM z(MD_B+tU7woH7pvEs;P<;U^Z^$N?SV{vT5qr7+FXvW((?#Am)<(g7~yRrS2(>sMv zajZ|>{;K!M_Yw7UlAUC8d-q$z*!`@!SKJ$&b{cxH;B2F9nY zee&DHeg4eB?T6jxYq-nee&g@!tIL_T@kbx_+6Sdg)4zRmhc^17o>0yyWB3bUW5Bu? zo) z(40tXHLQ0l>Ptvjn7rT z`14;?|LRx2s($-VGnK!gYfjgn z%pZA84nAQY@+0=?w?X=MKlzvCs0Of2RL{=b3*Gs`nB@DgrAu`{?cO4 zcLv%2o36vhF{=NgpZ{fJ&PQ(T6z#@)w6*U(?f0gZy8k+8=|)AD>r0 z|6kDm3hJ+8n`-N|Kj&-y7pnjL=+q`{hPhE6`^-Odr?sPH{RPK%=5w=a4O=6; z4VW9*xY)Udw;`|3i2Bc#Pj**(E+01C$$X6i^j~sEw5@+7{fQa@$agC zZZRx~^ujUM|2Fwc?3I|$>H}qssc!n;eCl6w9e?R`SuUgBp`Y~E|6V;#ZQEZ~GrQMh z{ga%BN6fFE_4nYdqzg9b51nv@)tq8HH+>Mbu4_LZc!)gL4f-Shq;{GDXm;}8gIRbtLe~Ml2n4CDS^Wf+iDKC?rf$Wj|aXikj z_MvrZkw}Na2ZQZh=%yME;+KkL*6~bm_Cco_W8D|$VtlaW!-wH^z58EMJN(9d+PJQN z`^1m~m*nH&IHXbfzx>c)`I*8N552KV`wQKF)q}EF^J1%+wD{mk+pInmvFEgrXC~)m zNyp2Myr{9HCU_hDJ-26Lj`3$aiD7SuU#~gxYPIIQR}ELQt9r+r85 z@CD0lW9Oo6_GSCL8#PsCPS*J&prg$fcg(`v1oq~K@4v6U|L(i$r=NbR9(?`4?3lpa zSS>4#4dX-YnS0-UDY|HmKbV7Mhppxoarekuk!iA~KjppA`1p7Q#-Z8&i0wNj2W(B9 zfvYI#M#qiz!D94aZfs2Y(LcBw=D8pLZMm>pIxRIjUqAb{aK@f@uor(r z{i(xN*ZaQJnIhlKy<4_fttpQYI?l#pm(&5F2GmVovqFDQwWYLd<|euzxlGyG*z%`J;MziT6tRLoS_B*B>xP(f=9CQ&jSCKmP02 zf7X!Ir`9Db4;UuK&hU0e*H(Y|PyeabG zar}>8KUtl#+-B!)eQ5g+E3lTx@&{jZ`K_JLhV z`E3d;3(xa>GB>R*;n~*pryu=YO?c2rwXZdlceB3r^fUGU3b-5bTETbrx1US+&ME(8 znKYF@Q~5hxe|!yp-0Sa7%Y%~ZPPOQN)HUg+|M!!>l6ynspXyG955LEkNxZ^0zOyXt zAAL)NUu8u9hkOdj#}eN&y>{kcjqB;ye!Q1_kBvkkGua*Li;o3qoXD?@rH5jPvUp+O?>8&Bu_@6|KJ(Pr55?adA{|3V$;-o!>3l<*wc1|0(s~?U(juohN9IebC>q^>2&$;71+*vi(8+-(8;`v~hL5 z$@3I`F571wgLmRQzC^nxej`?)`Ua-Etv!0ORsSjb9mie!FWJVLKVbduBLAY@*w1JC zZ-PDBx8A;?B_CjkrP@{%;`Ogi9(?$Q@Zn<|#{WJPp?#uqaV|Bmc zx%)n|nz5$4PkQ|++vd1zzvs6;>)#Q}Q?>ijp|R!v8e99yc1CT#Nq?+K$QelZ+s*#(y+S@KYJ=7JLLb-oBdi(Ep`7zA(DBSonbW_fpG=qp^$e zMHbjr>i-ML|8;$-pO^pLb4~SMe`6hqb)UUr{>e5E`~%obbbvDcLEXWSKcc-M@sG_G zKaBM!)}^-grE{`wv1YaSKm6Xgt$)+@LpShoEa!im@s|%o`DKc{uKZ2z7Gy<%jR}8G z_8s9rD(_AA_`QLviEF^ua9nIWzxj;#yHESfzkl~*I+4*?O_v9WUt{1J==gMbBd-b{D?JwPPw(zTs-v1SbyAgk>Ki=Lb?Js2i0~g}8r5s-(YzVRI zh+jwU7K>vq-oL_eFE$UNub6M!J1sn@p5MLEa4O4$RZ-0ri({9ym8i)?ehTH_ur|Cs z@G9k2w@=QB;bcfb2GU^eysk0ihG1UTSp{_y+XE7!%h-+otpd7tkHZd)Cy zFRMpC{-}G--}|JM{$4PQO3qzl@26ZLi3T&h8vU&{ED*S$$Wb$i{=Z;YsA2T4JU14D z7bZgd)XP&%`UiKx_%Aga0ne`K()n-8`J|gzK2CDofK#sZ2iGIsI={v0_WX18`sue) zzMIRwH{1;|&^p%WaY8?LLu(f6maknY7MTC`7(ianSkr{X>AlYHk2oT^%->TyRvC~o8A2$BJj>eklV_1%9jQ^Xa|3=%x`oGKaBJvDvqBTFJE$A#TF~XvNZHYW3 zE%Oh(I-fajfv;tg0aFoIS%ilG5XKe@W#_xTp#(Nl^qpWQN zW+d<*;6mt=%e;2^zuNj8_?6uEz}~3u8`Ks!nUep&%keIUuN@Vi!|#z>3;q}GF5~bV zgGWufQvL~JIOh5zEKbf(tC(}& z4{D$Jk6f~fg(d!Vns(k6orARjE0=WBL&bH&=)aZ$kA90>(`^e5`XZ$^P z4EW9795vrq?ib-=s4#7IO=;RcbM=3?zs0|6+6e9@`DeSf@7E^`NaPuhXW-}6dlUb$YqYt| zR<^@2{(Sc3dF8v2-G%R_dT!%SE$8{}e~f92_d<_< zv|suk@o&fb{9O7U{e2R~-{)j>`*Xd?VA1`A=$~h`$)Dgq<-GyB@|gU;qRl@3m#*?B z=zrY#->7^9zWxx44f?E;cHohMx?;W~=bOQVfg>FzDm+KGLHvJE; z+w&O97+0V3cK=hx=ddo>J*BTj^W3uj44VJ7HlNgY>C%4gYthfH_U9=2?>mOM4gQOL zoBq>p{oD4*o}RfFHvYo%7Jbs(_2?eG`p0goF-lBz-0@#545-I)(7Oi7pK_)|I0Z@(5Y zzxCYr@?W{;mdB5yeRP8|{^306`fk0>x9h)4_7d~=IbCeul=strJnwETf66|W$Ml~# z-l+T^a-(1S)BKlnsO!`HqD}N* z`&;*sgIIbo_tyMX-{X3Am-dy53O*d8|4skGIPLpAy>>x<&V>3uV>OA0F%!#W{8m^! z7BCr+tA*dd-b4)-Ff_!n^&WQp(o`$2od4&xpY(h+c5V3_#j+I_PdFQE$K%_E2jG1A zyV*Y26V;G?K6*?FK#ceHuWJ#Km720^_}IrA;$&Vx8HtK{qX${mjA}iTMnGE zE)_X*cy395+dtl0y>zIqVYBAF*Q#x2_oRAMcCD_j>5rTiIbYBm`>(ttL+F2%wWm0| z;TXEozw#T|yn-cK`mW{h5G`R(`q=Iens_fTE?kFP=V z(lY<6O=dcl!gJj)|Em9l+-zyzbKN-R20mMT0=x!t(zZhWdR-*)+*pnlduGP;7;Z!u z8N-dxuD{oY>iO;0v;5~fM(77@3^{4E*)h-I-n`l0fuC6p_QvFmus(Kv#_BTVaZEBj zlp}?H25f zonQOjtA8SXc_l(t zzq(mn`Rt?W*7Zv{uZ`sX5c&Vj*Vhv!G(C&!)7lXD8{u|}b%Vd7{c|@z6g_vPf3Q07 zeC_AhzH;60zSe)RNaY$!9-wD&{=2UKQ~rN8`TyrM|NB0Bx7zn9-xQ9n|2`}9FN{Xg zf7Y3vy-@QXzI*JQz}nzfZrVR<-v7Y-bL0CzWGkopm+rXXK6bTPe;+xheZ^Pwt!Bzs zqkKGmul(isW3>^pjbqzm!wG9+_vx5(U~~K$t}WvlVV{-bzy17a_xlX#KlyH?A13{S zI#bdoZC>Z9|GHl4_Dj?LF6|$%0@!Ch7Tx;Kwaxkerb-=yi^TNZ*8RP%F#Zrl5t=xY;>pV^Ur<6Y-pSt$n zuXkNa$2LAOruA>=lQwRB^e?U(cl_%%;vFW_KKxSq@P_lB*PMD-fx&6xztaCc%J_T! zj{fa~N66!9;|P5|uJJ!&_2N9|4SGj+{foSEPul$RKIHv(8t5H=|+zQztfeSv)>gTPHUHA*|;ahGWNc{#r=7o z?<;ss=lmJN+Fxb-x9Zq7K^=*sJaqQ>)8u*oS)UhU~;iB!=EI$2t1%3{m z=J@$^j^8-9c-wVr!~Ih6-V4=#a=DO4M&oR9iTFL(n&)gIcI{i>V^&m)4Xd%5oHNDv zNB>tG-dw$~e^VX%7G{Tdzvr!CuNp33K4JrJ6K!!lZQ9?ozsTw#tvYUTe&IoUp4;aC z{Jl@BA1!AMSel35Jggo*c$n))-6ghead!5~b8+vUVQ;<_7U%cB|Dgw@6FjG}Pcr)C zg)`OZiyvAotoKuH42#oS%>L*n#}iIqHvNGgc!647bL_vcMg!RmLE3EL#o>q_ct-j(vM{mnB8Ey#ioxObMyL{x2kt99x~jG<-0M= z&3(&v^VOZJIo9a0OwSu|=l+#Ke@}QB^UEGm44=P!b9>v4lh4-I^Mo%2=We!L#=8@r z&^MVDZ?^My?_YN8O;0S<+b8aM?DG@(9rTP2?UToLm)XDmezV&rHqd4K@hQ~yOX@>Q z`{)mPp61@@t3m%S3WE~4WWcm|y&lwBBJz8I2?-nxdvd(+EXUe_$#L9F#_=Q^j@OTR+2mlVJC*n^ zh5sXXKLPmC-i2oTB{=AH13QUsxN-1muD7^4&Yt-P?DI+H+oW?ryF* zH+%d;2F0BFe(?I^wVu5HjGwRP@GJA+`XJ8<{u?y^UD{{7fAQ;ISO4l)zp8%w>T{jP zznp*N=IJAUcE$Gw4gL$=yWH3MX^9ExPych_|FT_|6SNulylMMgL?iIttIR3rri1@Sb*9of1piYf%=KK?lS}=VS_i7BJ3;+7^yu(Y zthIOsZ4k?6i?L%L{qHya|LfJI)xY_h-{>A~x$6J%oajGe-*5cq z!~Q7S$LAH_W%>7L_)OgX#80+#&qvR6|7F)b#_^|pYE8{`{=tFF2mKG?Kd-eNG6Nb; zev9PSf{w&1)<@A)!~gLl(EqsePv6&^rMA@1r~ij8dt6sJawn|+pi4OZvz9;e<$o#V z-?;P7clE5ruG7q~{u8-w=AwV>wOH_6^)K!pq<_d}F};G=vh)35{wEegy%6FrtTn`P zMqU41r}FiFq2-_JDd=>MxBYi6?yQtUqoe+fp1A$vQ`O2{w<>TrqKlZ@wBLLApzBmg z|LmuKF$R0Brj$Qpw*MX9yma2saf|&Z`tP9j#~J@mZ(h@SH46U=CvNZmIQ0KP{eRr! zzx&eu>ddwC)x|G99m)T;*05iEE6}7r&li(;Y5@Js9Jtgu{!J|^mld@gHfj0`Y$I|I z%oBECY5!rrHs$b>=zlqV{bQRGq4R~PxOd$l%t{ExNWbD^Ot)p3;h(*NGHZ|IL+ zJE=aD@kh~FvU`z#&>!FEKTi8=6!{Z+i`LdY@yF1?byo|2#Ts8GQ_P6;{{JWI6mUHR4#yz#4$=lH1v^8S;*={QO7B;!;#Da%> zo~@n_wpY5|`KmEC&`a21K^KZ|y3NLK-0#m%*G{;7bUmM!?&F`wg8pgil_8Vv|7wf> zdQKHm0 z@E_oD0*k|a%PbGZOKE<5uE;$>o}HQF>y-P37`tNvUbdLi)#|~+2i1cI4;)itIcdF{y=G*VSRoyACLRD4wzWY*kJ7fIr=SQmxR&(mnkB@}0Y1X3g zoEdkj?Pqsuo-}X8_+iWOo;j}!ecb0Yx4hQY@cuitq5u3d=E4;ij-jpne)La1qZog3 z-7K+yKJ}{!@e}* zjP{-XoqLvdlC?78f=U0*f2W**%0C*{qX zzMB4(*U8#;Opy1v_xXNqspYr<^XBjB7@dosf8uh$_&)ew7`(vWaNh7Y4<3A-aCj~i zE*PGVc`S9274N+wOwaNoCW}nwbzOgEPS!QNz~Id1`t#zcbw(3w3=g`d`prN7ZS^OA z_RH$u|Koo&40pVPjpKmvSB@Z?7jkzs`_JFVe|?YE!hgH`ir=6Dzc`yO~ zpSF*mt{C(3_$eI!6PD{H@Fl(n6XW%ve)E@(yV3cc{51XLf5w3dZxc8e!`0}1?&BOe zalrQk-X^YNf3y0?Y85I6Ku7vl9yVM5c=jaPkN*3+-Z1^gus}U)*|RhMu~v6o|EK)_ zZ1MlkZT^4t7k^Rx@0XU;I%<;HQ~HOleH*0z&xQZ@8ou8BrjD%`WdB5bD)irR{U4?O z<+W25KL8hF_7!b+X?`s>hti81Une<^cDj-%54oNxaJ@oaL6l7m!v{nNNVuJLCq zsEbwFjZd@xtL%s4Zj45ZURGFM)UYYQf&~39u^iY7Isfx%f8qZr`>*2#_CL;7`|t<; zpOAl(l0U(Bu@CuI#!|dbPlx|^zQ&*DHvO;Sn?C*@_fO#84WF{p=95VOdoCTUF5LV~ z{=LxqVn0{?2b@N8{h3ey|6J#vdRnEgaIXEAFJ^%KAAA@4;6HQ&KbQ7>_@8*MFha>D zcDzu%{ts*4`|5V)hpKqJ}yYmP79@=Y9y6%%@Sngxel^%os z72_WJQO7^ek#xI4=PPwVext9t#>e3Gvu{_+w!B!qadxxx&SC9?1>0;G9P~wMs8F}Z z@i^{(FZJ(DC(q~jRve`>Ol zJLuM(`-XKmH8B2D(%(wMdqwtns%P}`kzW?vcjgNCqyLw)_%m1eT)xX;a-DY9*??a#RJymb~G3XCF zIeY`MZJq-CYifV>(#6-fajPs=0CkIR(s~EEZ+E+<3X+q;=Ri(X1yrkZyXcg7#%Pv%Z?bX zNBMMOo_&764?G7p$2Qtg-4@%UFOuixhabMHzNdba)s*_)YD@k8_kU0f{o%uJJk}mD z_Q2rS{_C$F*fkMj|3u?|2hNX=e#~`f?pkh)+jkASqx&sChQ;d1qeEXsy9NCb zk6&eD3kG1(KJwmp|CH+|#xn3m!sOKbf5GyRwDo_rjj?is9Ao@mO2<}j#_9w$+mCPO zX3>Dn|6eZ8* zs^gy?_MA6{z4_`M`EDX+8T%X6?Ue6EbsrTc<^r7P0V7_-LzH>crE!H@@ z&#uilUOPUd-`=kjr)}gYi1;M$bj;>=lI?@D?K=MWp4~R}e(?Uy{_A;?X}$E{lz&10 z@WSd3tZr06e=+~iVentfGq@N%3%S~mf7G1fdDMndej3}0=JdB6+upHmV6><+<@v+q zPX%{l?;W@s$L}PJjqozu@BClmWx&z!%(PF((LT=#`LxQeDcdjm&ofjP%dSDT@Q%^` za^scr*Di{0$#vuWTk|ovyf3Z(T*!gU{ORD()uVdHWtKlD@7Te@527rt~*A`TKAF`md{h zTKT;D*QWHhp!B!n(q8kYdv1EgCkEI*@-f@B%6Ws2r0}_To?!Qr$XC+A{zr!Ua}KXSK2FXVa-`*V@iDHiSq{xJIY{MX3`w!rg0pZ$+<7({?k?RIuw%*(N z>eyuP8VTz>X8-3){&gMyX8Yh+z(O$p8DC&}4gD_r|MH;?)t}mTd24LnCVxk1AIuEf zwomp{2Q6>ak*g=9AG7YGH{yHf;(s`D^?0@4YU%8{ykFQJ`XKyv^8fSA-?mtX=+iu| zKW+Vo=4yGep@;sUOE3WBxOmNCC|UM}K4a??vQB)(z2fSO43JU3W77d)?b! z`s01EefqV(bl1(1;@?Ym-kNCtd9R?qtrvGxd+dFk7i#}wIsfpv2f3RRjKR?y#e}{*V1r%ZvW}|2Xa6ar*E2bocnzv!;K8 zmjNH+-;UJy8DVU|*B?$tANqT`Ckmv zLu{QsQgf@>f6pC5y&S6{WA7n+0C9TTz}kEV-X=D~;r#UIkz(n@)FZcrV(ymL!ej4- zn=$N6{CoT2cFD%W*Bp2AM}yhp#TBj=~vO?h5J+`P@UBv*(}q zd(0907=LQ;w6$O7K3XrGF?^4#?aBp=erwxX=9>g>^M>WRA?M8o!`RkW(%5-=xXK2du^v za#Q{fzbBp>@&~*I_!i-9ptX#N0i!{^sDv9aUS1sEl9>Eg?fCQ#qR$?D2RI(?vuE%; zeoJk{d9O3&coB}58r{R^+KgV8Tb`z}{pf$-NAmjyf28);y}xlF|5JbN!GnhheP`$! zhv8Mae1;{_I2i^g8za?g+~ueozXjg=j#X1|6KWh+CK8s$2(*Cp5pP3 z8dH&brpBz?sQ&V={#tdWYFs5)8k7A4eskXDWYtXJ?Z{x!@_iJUw&?T*K+Ui z6Jjj(p8TfwPuJLS^oifL+Be2~KRfL45L-)z>0di6clIFv&zeJKl1KeyOF*9PN$Eef zNYnq))c;2r|6Gqa`5*b4EqsiQ;d1}ul2mhQlI^?wlKgu^>|f2ng!}(E+Na+As-x6) z^M1#EnEgMj|69*{K7x>cLG$H)9Qv;1aDD?L@#$P@b8~Ygd*w1zR zpY{Gnz8lsC=`yTIvT?fk|4RKQa;!Z~^S|!wn{)Dimi_N)|8FrL<{bziqtFCQ@6&A3^b~4)eeL(jM!_Z2F6~**DvF`fb;LhmC)X zRXP5`(~Rl=9VGv~#?YD}sziGLb!tRJYYs`Lo-`)0H+i7j=XLNhHn+R1 zrgT^SZ_Yos9q6Mi{xz=sH;Vm3{w3ZCS}NDSHw||a_>0A6>rC~(XV3nMZ;ynLAxBNZ z*<{R2`WDOSzW}-ts!+zd5Jh*(ZEXYQyC|*V@LjxGwz`JiQR@gL7d{ z0vjc)l#M^Qr1@^2`c8{1zXOq2^TJRi3kV0fQ59VdC}~Zv*b;haZH&`RS)e)sKd~AtwzrWXN?9 z^`Y+E_Iwwdd-Ui>L2oplHn*D%@6NwJ{`8Y-R*^gB`|ru6*U}I2Y(F=N++HQ{ZPDi{#^?dRsO=^r?;h$WO!AN4%b#Az&?L40F>) z|Ktc+Y4u^KgTt6H?yFCFE~2GJRvYFi<+$NJtlel|?_}4L*8>{gV3=-f2XsO5Dq_Q8 z>#)6g=FRG*6C0|RkK1PZnWLUZ8Qdjk&jf)iBt*FS>kkdPO$5 ze9E#&@@0c?@MRxE*9bi@a_5AM3Hoo7KSBTGsBu{q{8G2?m^q(kXw!4u*zfrsmwl!D z6Anh0mB@wSIGd9Gz;S@bSY$c6LjF4r(4K9ylXI;Yo$6Q^8}K|Yc^;jFp{euN)NMH3 zI?ha(G^0`B&i1c#tPZ#xYd`wW`$ijqD~a}z8_IPvfd7#V;Oh7XuLss9uzCD`^XAR! z#Y5}GFRP5FH807h#xeX&9KpYmL{f z_7`)VFiIKA)R_Ok8I|kb=9Kdi+AaBydaX{^!DD8xrE{5QC&+)(_MhGHuXC3r{3Q8j zYy($=j6Zs0Uv=^0lRaw;GQXev_xe$`9@zb{E-AN7U~YJ}ur};1?+wTL&D$r}P1shM zmOIk_xi3DnHmP4Ve*3&j^#5|Kr5)Snz4JRy`A`8&x)J}LjlTE$oTw~zn*ExjXqyN(!x{mnk&1G+|k`*W0=B46X*l&U}Jo~RL! z<=qhbYa98qA&nId;-{d><8H2lbC;UZBt)`v5p+~ z+21+G_W8z_xZ0%T5AK5^q)cNpXbD| zc}s20hy8<&w$1Xm43j@gs1KvHCB>x_!+Kb~cIJTYE%l!)XOceDCV#s0UwQ(1mTh1L za~=`p)CnDJw*ED&edXM+zRVoF({#RPQ8^yAX|2^N$aQnNIzufP6Oszhu9S6;> z+<9BE*eqjG{9ARVCd~iP-#eD;CU~XU|NS=B*nbNlf204xnH1Qke&g@g_xJx3Lm>7+ zekfvJTwjjA{vJSo$ULp*(yhZ@NNaw??33O-$@QPSRKfq`-fHW=*Vyy*2i(mh+xI?W zOC)<@f%`vg9~xVqWI)Pelk(9>-f(O(LAX2}*YNcZ z{!N09q3k;7Sijl1XhY8_o@>A7`?xkeYd+g2*G)b4_4wn@ScvxFGv{%uLt}Y%BG%6Q zlbZ$_Z1x|li05)4hQ3U(bIpg1YrpYdV!3?iC;cL}uDmRUU-4Qw9)EYN2)TE>o(wVL z)0T54a4`=bd|iF@)mPPzKmJ&KdEay0P)kN}bjxqUKI+Yo>w>%%_rATK=G*6=82nF$ zyNPFd{i=k$vDiF$ZlaDA*M4X9tu9`_Ty3eoHZlL)Lw+0K5bRltt-e*fON{@Z_8p_)I2>>b zgXrILYSej4^j`LEr>`BexMJj(NpVYyUB)@S`H!`mwMv*=+xt51d+fEWW1vs*yK=_X zdX}%xaeaSM?O(WYxt0FmhjRXz+YOd`a!~tT z%e>|#@l+rAv-0Q~&3DXylmDQHa{l4RVf@EC<{CwT#Sq;k97m!*a9_~m;@xK@|KV4# zf$kHtd{~Cb>7m*84d0>XK)>K`oR)b`;Ad2W%C2#q53Eq)`Gi$deKfl_+V8=P#Jfd1 z_I{D;W)T0A^D4^(j;)ql$cH=pt>5ofN6sG=UozgM{D(*BThyImjC(A;B{Cx(EKbXCL^I!h5`iuYZH^K%oU(~?jefrHm*gdBo z@Bb#ls<-jqp)#hQcw0W0d^}nHYx4iJeV3DApXKiZp2G3Ja{FSI0gUbWF*9(T|PEQz-uzlK#od z?>LsgtE5Lm2vF8X&r z|3h2*uUP%5C0kZk|Luj}`dBl@8b6t1`UKE9RRemcnlv3^%}@+RYo! zy{&Io$fxrr-?FF{!Q}M+N%x^!wbFU26H6NA>>=@;{XJSC{tP9;@xI zQRaUV{eK+oKfmpB`C`c*G|Be&d~&FI&#;G+kU#K|V${f3@f5r@TmDhABhz)m{+`Z1 zJm!2B{uiI`@H@o*>7f5ZR-a}r{=Zm%f@W$t^knyc-G^_wjy8t>^Bs#{f?IvV*3ir+ z$^W?Nqb=33t7ffM>l($>$qAvQ+ z>!%JVhS1c%mhSk%^&wev6EGv??W%SSpa{ss0U-Yv#|lJa+0`_VT0 zQQH?Enf|g)m{Zn}Zt*{IAA#3dX#Ee{j(HRI#(00%<$CPP{;STEFb@w^7eclrdfI^a zcbonBwAvrF-t~0ppQGSE9OshoE`g!3yfYd9f)B_x=_27HO1K%vP=w#e{Y5To{CVzA z^4}$E3S5n@3%`<{YxhsMebr!6EE9Z;V`Rdv(A=K1d1dXx9+UmywC!@+^5q(x%Wq(N z-LLEXoa_~y=ic-jwc*Ek4xWJaz0TA}UTcbaT!uwz>%Z!~(5KX|N%x=JLqS(D|1)53 z8skqLDe_bV#)No#m+@b;d!J!OHYvA+*Fv%wygjGR6T>kzoMsfWUun4`_Fg(DtW98R zh?|qUBFEG1?>pqZ(ca_i#M8-t^WedQ>fNiydgdQ2&7((;3fv7?8_%Od?i&w1rQry` zD6Ce#jbvvVtc`a=1)U!P(r+*8E$xlVPWA{J`< zGCs+19pfZ+TGY9kK>P1oj=49@uGKg-=)aBs)>{tQe*G7A*PbCBNwTQl_#@}Q-GKFY zsgL|?@*nley71r1z|4S+5k97u{=k?hCyvcOIE|V2w|XtWqW{8`h(;_IO~TkHUyj}5 z&ve|4FgJExU~l+siPe@0I&I^B`Vs9n=`XN7o=3-ULHkx#A78zc_`aS0B_o8b0dtcu zdGWW&i^J!SRa;K)s8-up``q|Cv)aB{RDPI5|1*ZA8D;(9U3q`-c&?L8X8oBl+)eaf zZM2O4iyy47{_d6kS^bH9=R)qCw)S5<#d~=kAM)}v`%m1UjsJ2CC*k43hvvGw^SF3m z0{k~^f42O4md5|?mtZIjUnA_M?>%Qs!r5>>a5D+ZGD!aC95;Gijn(nz*K1a^>Cf_Z zkAHqb^ge9;88rUNd1LPh{wFX&QQyijLD8@1D}VR)|4I|PYJ8N}6xKoUmF=her*WCe zpP-M%cf?cqJ1_d@l>gkX`LxNOE#}{pzmxb$ilNkh+jqj|Yy0%(HQTOce=^rC+u`3< zJN9O7{txoqsO>)O`)~2hvcIQ%+r*J#YusDMSZbUI_t4*Q?62*q&Xm5*!uM17f56?0 zOaGqlrn~)Zf8~A+ zu)m*1|JRJ=Ngl=j$e8xCe`lz3&UYTz$s^2vj6e6!SPiD9$^VCc(rLr(&rBzM`cGbJ zYS>TO|Hqh}y>>p!sd43x-F{GZ?th(W7PM~C+DQC_`u)4m(A z^*MZ{N&gp?VF>?e%|pKsZ`SJ{f5W#tqxZR!vp=_4{C-&bS@*Gb+-SHPtusaZYxMz( zhezHGyM}ijMgEM^ep7b!)4#g3PmQTE{>HPZv$WgjJLsh8{~o4)ac|lGH|$&CncZuv zw~R(=eYc@cqVo)x|8o3C>3`(RF8MwBmFY?JdZZ#Rqn=&pU;ORk*mz&wHNEd##y_6X zHvfUO9!LM^xBe)9|>bO$STS~FB55q|(jQ;vVkNzR>?=nvW)rvHw!{tnas_?AMvXgmu4gK4Ek zS^b{we?|Xz>AmAQPOdsr(npBPqrcboCw*S0Z!_Kyj)>=i8Ron;j``hiN$;HBU7fl1 zvGi}wao;56&#?acn0K>3=41SywDzTEfTLkcaw6xj5#A=@X~5?NE=K+mt~X4LVfGw< z<5-=%)(gv*uHjxiJN~Y5J@e82V#|}d%4!tnu{L_uu`ngrA{!Gj-3^^p{VH~azZ{`ljg>i(CJ-{ww5E}I%> zLkmiPfP2a~@{n6vsKd`zW5vPoprMLgk-h(<<(w&mtHP`l! zT|HIMP4bI{e8_WN%PHv-PY|xA0_`W=c|Mp87}{N za@92GPjm@RrkMZM_D@>=6vLD_9XoC(YCnl)({sU+@wd~GAM^LJBQFUv6MWJ`vxX@v z+ppUIzhln;@5A#Ap939lJ+(u8-;e*133pX%%H%`H29pcqw|V8g*YpgqaHafbeEZSA z^bP4&!8`T*yBu~N7SE*qzi7E+>T&e@hRuJ!^>0Qs0Qt{4BrJ{YB_EF8>(5HZhKb=hH4ese-9X1q!~NHvF7yX( zCi>E~{dniVt@d00y0o9Knev~>rm6gyr2ds@Ybt-Adigt!{{6JhKeZNAj|o4%{Po+- zpC8|Md#)RNs-J%Gd3Ec~eY-ZrA#6`>@k#kV*1UgmVEegdRMCFCx4y~7XPZNz|KlZbK9KZ9xz9IcQVQ1X#?K=KZvwe}}gYkQY&wme%ME}_TOy~dT&#lk!+Z6gapcdS{+I3hbqNpANB`>D{>IaeAqq_Q-phwY zA9J<;(Ray5vc+hMd>UI#9}GD@NdNV@7(D)?_FwrtI{5!R-%&gL&DZ$Xb3U8?qBdyl zx2^r}^*8A0T-FnY%OA(ywA&x^G5#6TQ>?#REJj1Es8QoDCI4@=n40D#$&1qd7)1Z{ zpD}II|B!#~hii}j(EgftuL|!F{I9sS#jf9=2Cl`8@;i3$f34U}Jt>cOdz~uQCC7Eb zJJj-v`5(pp8r1(L|ApUtQvSzL`ahTX$Nsx;lN{lvlqWp;(QF_7&$^w>J8So#_21V( zboPbSzoARocA2oX+F|k&dy@Vs&SC4H*LU=9JHWilFQ9n*wL~Yq{J+NXI<@g1wAAK* zXybpL;rucg`4f6m8~=&c$J9TZPkQ_RwA){-%gWeA@4M zjkDhs|MY7)@At%g<(_NfZ=RKosl)sfwZFvj`NsT%!I_W#uXy*c(^kv;FE>mM<4l}d zI1a;eyr6nZzK%A>UpN!1rxe$g@pT=89Z{YZ@E~5RioYF0vO;-bggvl%zHsl8>c>Yv z8Xo4`>cQ6!tNZuw8wTcHfxW45IJu6DVRO!3yX5m-%s;rB-~ZllH&%lxYEAv{z15lG z?;kAh&38Xk-+c3}<9LMcNp-9&h7XSC=8Z3`?XRlO@8764U)UkKE9q~!;cKE_fh|~c zV5P7w%2ko#@r(~R0`g+KXnAhnhb2~DYq?>RBAzac!BMZ{v-~}<27#eT_$0#~a1I=X zV=?%>9@l8!_neRW4GVP4@Bj_^hv(YbSIr!ohcllauVbNKU$3rPoN>S9w=Da=v&f5A z$L5LA6Q4Jo3LDP!o511tHLf!$R%X9*4YeTo&F^`yI(O@=$5kU1Ywbr~0rnr?{7`yR z*=Bh>YWvv9l06;ePg!Tm?Q6#-V7JCNyDS?ne^l29Sx4KA_Q{tNJO#Fk`b_2chwq`@ z*Ya=1Ff*C93i?|~?xpyAg<66OP3jq=-okKs73(Z2ZGep_Z3GUaX( z?biIiQ{gB7qjGF*Y$7Hxy?QNCtsQPH+VPfqrl(zzT~;`cvSvt^8d7b#vA$h z^pF1?a@|BO8|8;F%nW~1r|B!l*nEEFa1*=ubIs!1g43(6ILX_Z!u%yO-rN7_|O%Y2WSlnjfe9 zSC56}cnVKjdUrzMDDfAJ~R`n}Ppz68;}@_p|M>8eweI z3M)5!=U{1k+nj8fUj5ti-TX@LGxa~&*v!HIMm}cw3+0RK?|)oHKAIN)+oJ8)v;S$y z9`g~l*uQSSwA){NlNRms4Vl~BT$|=xwsbmfX@5HZ8>-zG57~FO=f{>m9=kwZH8Bi&fU*QXF(?67t$K=GI z_Os4ovIDG28UJe2e`fbPzq4f21J?`9bNuiSO3hyOjUO}?ADPE_ghDvz7= zw~{(jiT~D~Fq?$$0$4X%*56U=uX?;g?!>;9Kf?5wz5{RgJ9b7kIUj6iqkA=s<-V?v%^?1G6Yg=adKa}IX;3--HR<84Me>7J*kef$dGUxxLcJiGWdVy`ji(EnPVw9mhC_?}oJTnV*qV$7T4 zPYgfsAQ>xSm>RE#tUA;mRd33%GCx!gzji<%!t>ZWauiewcCV(x1{$Ds~^`i`fuz3Fp<@Bg?hPL8^kif+N7<<^fzp8`~48Qh441L_fVH4atJ7{ne!TWy{U5vcT=}v&mOb=uTf$Y@{8NvOb4~ioZ8YTHYVxHRHlxJGIQ9$L z^z-HX&sbe5`W*d^z3wS+9~oZ*21Mr_2jY2gI5rwKEDrdsvVC}?jsKhUm$5?joaN-Y z0k4X>8T%Kr1N-nP};A}@~C65|Ed zn*r;O-xqmlURJ)VNvuDsg?VC(?OpqfzvoFZ4B!6M)zSm2=d}J|7X&{^=TH3W{E4jq zk0yNFEFQ1v->-9Ck9+Iq7O~F({6B5q0`=&F*(>?a_u}teKAvJ$+l9NCl>dV|Q);uN zee$)xt(bJ$>l(g`E8aQhjwt-N>DxKa_r85L=4K50XUF-I75?oNyKdY5cD451D~7o_ zt?`NZV?S5@L*Mxu28SHm4y`)t~Bbe=XW} zE&D+6WnsU|_Qr1O;QyM=|N81p^P%6iZ+-dxHuDqmsDu2;*Z1MSe)4Y}IZTq@cIy9q zw*B8=Aj@y_d@bpw|A8lwZ)=GErJw)nY4`tk^*_;n;>gYQuOI&n(m(1ozp1m$-Ty#d z7T#%4`}v(s{*dn`Vpr^0*TF1wUH|j5OxMyeI)b%N9DEY`*C6=^#$|`;nO;Zgh;*vZ zEs3>F%Ks4aHH!VU$MT=dXaB)kJN71Q!j-*x`$`9lY`IQE3*zpedOEZ4*+{{M)D z#X2TkqL2P@*ldiF{@U7~kM$Q@D0KIr6aTxL{N>s!w{92~!M;rxas0{MF-ZPm2SBrf z{BPJH*d_1{{2%de^4-k#F`|GZ-P zRTvBK3ZssH%v;!BU^sW$d<^S<+~@7p{5Nj7Y4>~Gs4!`Tzk!J^3ph_rUxUFt`jC$HSkz_R*V;NH$Bed`D=8Czr65aDn3fDKt;^_E`JGnBJpkK+i4RWqMU z-+d{?)R!yf?R>nUy8GRi<`1~7oHsvMU8s9^@1}ZF)S05Ll;@>U4F2}r>hOhQYTuvB zym|jWzI&;src~s)0nY>WhW*`py}5L5D}H}h?MHp9!&a+?oE>_u(OHxJh|{mMSU$CV zVq5t>HEdGO5sRBsHwOA=tZJN$jgi&c$uWPsZqYvb9jt-IvA`(VSn8bp2Hr-v99`$Q zgnr{6`BK0)l>Fzogox<}Uc%lp)xe^!%5RhTYJ>XbJ}vmnd0CiN<(G8-Y|dQ~dQjA* zA^wogNiVQtbg$TSj=$~voiDFg43*pmb^Nr%;aoK=5YKXZ!*c4(p?%emrZ2Vy{dM90 ze(jTQFX+!@)_C$~vE@x-?wD(6Z&dk5EwjLp2pBjvdXtO&n5ro-pIt^a|oiCR+2 zg{krDIaV7yTgRMFTh65e4(DaVm>HHV@qbDG@Iy)eQDX|c&|>3-z?KCL?c=MLX7T@> zjK8~GUHbfzKhN4A}qmlK^#{#d~UH_e~f8(wHVCeNdseGpii$UIX{KmvzEcOyP{`tO5 zxgOHBhnnaEXITJ@|p!6+u*!^EAM`K_hm7!i_B+H z+P^)z@fh}B*1Kh2ly<`S`gfcCRqOSP5q8XM|AU|N-xu2dHA7AGdGbHvW9rv`>PyLQ zY5q#(XU=|#pV#cB|j4?bYuXP%3()IXuIe)P9c>rY$z%6D&abUyU2V^$Yc z>uagAb{PM;uD`o1*OB;n4*LJC+xL}Q(&Y;JLCt@A$Q3F%)2n}zPo#_gJM8CS{+Blm zXH&+%sT0*k|K3+@>?6X~Ek8(}64(EQyYCSH_1a+cb29o*(3RF0Yd_{>RQ@NXg#8ox z|C#IO7S#Sz4Jp}3-Hyw7sH^wYn{r5W@`+`DOi1y-xHKb$Ju}P`=mTHx%Lwn8P7=)7>U?t ztOU3T@G{B%_4753#&ws3r%4!|uvuxd+;X1f3AMk(aE7&w6}|!6<3C`nlYVVHiT}m6 z8OyPfW4#v3CH|;ul3vaHNd9PF9|s-QK8Sd>x1;;AZr;Crp3S?&d-;31ys6v8wx{jK z+kU_KcU~Rbe|#0tOgZ;$^atKA#@}=MLPzGu+I1#lQK*Nb+DGK204HF1Du|`~7;dn5 z_d4b4SZe1rzKmO%{}+TW;2z7@01c$^f9-=etIuv&jf!uq4%BUMHlE|c^IbUphT2kF zPVaDhg5gw_>KWE=&GUxp+TH7(*9MGDt~F(KroR8d>P-2$`}b1r3}Jbq&QzWI=J18% zsc$Q+zmZd-`}`{>h0$=(U*KsXhX>=f$nx7L=AY_IIj$z*m%!P8!4bwLof9U994M=7 zOZW_3#TuPl;g;I2YsJr2o}6FU)C4^BiMqc>K%k=oEjD zUST#gc;>AChnEGh)9YwZS#Q@Dv!FvVC$m1ziRfOt>QJ zqw+-QzJ%EU|3a=C(X`jsT6}Ou@@Cih1F8Y%asWPcS#Zbja<>hCbM4-B^%Lw&IsWSV zkp9QIGjp8WKQ4=g$^T~m$*mLer)*#IRq$WPzi21czu>I zANq0dYi$=<+{Sp;?dODb3!Y1SI~V?I^8d7b_dh-h67E#s=I?8ngJ@#?moVv;AMnAB?S6_#dL3rv4r0%l6UDN3p;B8PBf&DaJy%ljp(z zh`*`d`0JZ9eJ}RFa_DT!bE@l;|L5m2{>($r^r-zme)*K}hh625%htjC=hyU?fAOyD zgU_b?H(dTbYw`!VkN*uErm#4yYi6h6hX}gp$Nw&S2K&E$Zu}p77yD844{$NkD{TCG z7zL z?Y8jWAp4W}ci=B%kFa)RJ8*;9uCF`I6!xd{NPqperX9aVw1VuJ2l-_DAS>k5m7btVmc0Ff`~LIe(38%y0C!a5VZGyiL>zvg@&Z z6OJaVz^xG?wiCGfA1q(nf1!B7# zQ!~Zo&#Q)+Yw?@tx&FN1+bm~A&uI-9(tf;;Xd%mp#1Gti>d9&!EMD9EM_y&gxdHuO ze#m4>hxuQ1Y>U1rdhYFB`dezbjKE0|PxrhORyWD!OLH82p4wk+@%!fdJ6?x8E`|#M zGn43n@h4AC<5|G3kTWD?O!ga$K!3ca*NU<|`Alr1 z|4Xb6Pv8(roK1;m;#%Q!tk2*ORHx3yiugNuiMU^5W^J%nI~?2m2s4!EfAuMHX@H$@ z>`mm=AU{vpCzsJq|0@iW1Ac>fjQ*1^keGa|^B!C9za!3&?UL*(u6@R#JCHZekKeDz zk)SwbT!;mzMd5j+*mN{uW`v>>lBF$eF{vCZB7} zmL2Pv3D*N|M%REFdAVBl-b;y(TuwCUpBztt1LD~{cO~+|Xxrz)$8NQ~-!kKq3zqW+ z{=5tCCV9Z|{d@PT>-TR~s|+{8*sZc!O&s$s(0}CWi5x#o`WGLh_9Z(T?YGH)-WO~P z{fB=_`7=!ZhP=ybRU!YtxyAa|Z~PgLpw+bhiN=&J_PY(^1}pw2EPrX|8e<0 zY{6;!PxttPpL|&0V8GWP$HCO-yvgu~$aC9MXKLMg!`-C6yU2gll45OOi@H+ezOlcf z{uAvS|NMAbTVmabeHveE%VPa$(%;A6Z7jc<-o03Vy0%}hU3LFIvV1wLna)##+xPd0 zYuyJL_fBH{)3XNjf7-tLFsJg5ahTFy*Y$6meS7*Re`bF0kN3?<{!ICAbp9hB48ARL zN|)bg;>WD*5tpg{o!a*5HLGhNyv79lFT&llw2wcI__n`S)Lg)K%Qtbp$A9fHaNZri zobNf_YBodt9r0xBpC?8BlWRNl;m~QD`u|4Dl|c+ZbEdIm%*^kdkNt0IR4lPrUG493 z436hTN%j;rSJJoJ^zW|vf4u9Y^zWwqRoXvo_Q#XbKDqoS>3_t>O@8G;{aTpR{q3>1;HNh~?<9ZTPBExq{O2;YmcRJtH`@2c#I=Zlczj{X ze?f0k`D3(TJj^(d2kqy?e{KH1ar>`t)?IuL9_qltO)rtANm*gl+fu%p?|$^q5qHC|81$JuG3riy<#6erNREE z(*B6{!3n@CF;-x0$hSq_sILBJb61)aLM9H{IgD z$j?FcSMZ=Ty)-MD$nbK5A_jpeu@?~QWbaQvO+(gAnlIc|RU z)$gjGetJ~>;m04VAAfvQ?Y?+Gd3#<^PMM-Ml;K#2hmT8t!o>(5v&{PE{ihxd`9Orp z;Wxv{Xe?uI{qp<#dTLWCuZCzf=yAPa5>k#3@HugB?CqStvt2KI+e?mhFrEv%0Xa5e z{56iEA*%@(xi{cL!!iW@^9=**zw32wL$KzP`@D?Nuy)7yy7ljY*Gc*S@qLT+e`Ik^ zVw%(m>CG)bZISxixtkwaJKpxV?eon-$RCYOL4Rfcy}!Nu@BQfC{+S!+s|zh{(HV4Uu%ZR zKh5co^`~6_@*EW7&ze}ThwH1~Zuno--!A<-=kt#8zm5K}TSDKK4lkY#el?m;Se&`? zpLi(nc!~crFGm|8UmEzjVf;6){F%0&jlPP1~w9?|mR2uk2xbDP#Cw*1msA zF^XpUxgFtb+z%MvnDHC!zZHJ=a&O1mFY!IP)6b;zFTNdJx$9O%TuAy}V6CO^C0bno z{mbi$m|u5@{e_PY-=)T}+?U6Un~g6%!WsK!Tk|JBnbjjY^sZvMZT=_e^F!M2_4nY1 z9&CSwj^F10h~L`u@9cM)qx~0cEL8i{g`)nG`xlLOlFxEf|D$Ttmwvb>*#B1AUy7IW z-nLD`{>yYQ&;1wf#`tEC{6UuG7+fiv;62;;UW3>hJWBk^>$&vz{{?Lhqkr&R_$Rr( zm*3j?k9Zq2$Txw}#zN8m(>nk1b%0?~#KMU>uX3op@d9U8TXUCr&xBf*Qt2~zj zE?N4g_RV#~i+4|AX|4{OON$ZTS=2`11bo%t! zKiSt~_Ns6cvRfS&lk?VqjY;-wqW9pL^uI3A!f2mq**b@H@tVzP5fIk7NqP^#Sar_O( zmNVzwnLPg+PQFJOZ*OF2saSCI3>`mBE2b^N|wxo&3T zP7b7ag73|@-HhL6Kd#@4{@{LO)4%N6yI)>0%#Fol$y<=)sddaU;;dKhSnSfSCr*@O zMLKqWdYAS$8@`~IukoX@Za}v__vQT8a$>#vz~|7u*4jdbg#XDgAH&;kn}6Q5lz$;p zb6y%`s>xF35gba5838Bb=bHToixu)$_XY05o}(N(3D4rStP&0Wi;#8K*w7?I&UBexP=o@%8B&hP!FBzszc^ z<@Kbc|Ij}?K`k~gZPdJToM$ipm-8RvA31YYDOXhQ`1?8(>qMHX%m6&v|q%?JMtd;@#jc?eWc|^K<3D{9HZH`QPn{6qB5`FFBLP z$>f`SV^6{O-=W5oFfpFfMi><2IXDz#yRbKU*th+*s9@ar~fC)hPx zF78k*gUlxrT>rO!Y_$)cjqN+8<5(i*G$+9Aga2F@B42w6W88+VN7$ zdxKwu?H@O-uKwc-|2^3jZtIO}|Aqcv>fcTKYcBeCY5$aMJ&FD&*+t3!#kZm1htfXz z7VC3^{g33Z>0*DEV^X$X+P^=?@gJxE#2wn?Pv$T9NixdiD6uJW*R186?!x|@H2s6) za=Llwd5xg4?Ar~yI{En%{XM_^TBbkpfje!u?Jb@f!TzQ{k`J@|H1@pW+?4*93!jg1 z=uhLPdF}3hn~r}w{m1x|Zvh+}Sd-9yN*)g0<~Qny%-8zQx0&R)I(hZO9vM=$@9*Wh zlE+DX4UcR5oXei_IR9SgSk3jn)D4hZ5&yyeivM@M?C%VXc zb6o%YTjazKL+t-G?_SM%!1fE4FDhs{^&#w|n(nPuq1hDU=zrja11}MCRMK2|oPRIm z&l}*lvW|k@5psHcwdtdGs*5+S%;Nty$Q?A|`WOCr`rg+6N&8=T$C^)`eEo;@PqmYZ zxfvvXMje0jkBtRJOMGm6GLHNk#r_?p|Hk?+8!FM1bXe16`{}>5KZ^bz;|TqO6>}PY zdiB4Iqe*#Zgr%^xkD5>VZb#UNl*2~&8^>DcH?G6KknLRT+u}Yu4nK=OE8T0?J4VO; z)-&wyd2D}$eRBlO1`ngJM-7{ZGb(Os@lnU%5G(eWFu!|z6aCy}THZrfb}saP#Wf}K zXv^gUZI;K-u&yia(=|Mschr0Ou|Lm_bDb+Y=6PJ3pZoaQUw-J2=5dA9j&ggEzQPN= zeQxW&+p6Qw|Ke@eEvD|+k*I}4o|v+IV)oQ}3Cs+5nWzl~Rz&w%&KJ>u%{RE4h|w=D zYA9tqO2*%SO`%Sc)m@>U*b}cKW%X!ON9vAnIFBr^&7((;bo}7!2Ud6LJF7$W zgW+!eU^dDQpVJA?|KfwzAFwdO!+;}Nq1sU7B8mRjzuR@-6B0%tFgaiXdhe@hZnnv|P}?a^1A>->%CCl1`6)Z*`&?u`<_zT(4>#^LO5) zJNYxP5$@)AZ5^YH_@!dEmgB(dkldJa`(8)d#}Gd8^(l?%koi|FU+I6N_rLtUb3Ww{ zd1HEHs_-_*)0F!q%`5nuz|G_wDnqWyKJH&&Z3Znte)wOM|GZPk^puO{5hBg5Nx{wnIpeQ@PNwbyLl-_748 z`VZDD#vg1>$$x=u3x3IRv?2ea&%z27^2e|5CV%_!U)%auj(?u3B;)ywT(kdU?f*=2 zfBg29^G0<=Os_YrP4IBoJaeJ{%=^fJ2LG#_)Sl<8n702kj{n{JSE@VrFW1<~GA~VF zZ_>GkUz1B_HnuV_I{oB-#`5UiRL9AVSsy;Od}zJ)XtCzBtUtVOeqOw5de2eXCzlQF z)1Qahr+hr|Ogl%vl&@_{|5N^-%0J`NTK}8M|9ZWfu7Bigs>eed$1eKn8zSJXc6@2?)@wicTIh|BfUf7|>o_z1(t>Ha_Bb@p`%CwpP5w%JjP75ApN9D# z7h9eZ@|860Kjy2S{WTr`x%(f96_xT&@`+em$V9Wd<6Q4|&$a()KIm`xyNBH;o#Zc= zu3`RH$T6TJf8CZv*Z7s5Bh6ce}>T?a%xon`zY(*xb0JK1Kf#lt0|5i z`o}h_%Ne@HB-j6)mRm*fZ{xoUH!iz=CAnhq1l=gTM^pa^S<@ze@_p%Ej~Dh||4aQV z-X+%mI(9uj_6PNGSpUG_l)i`_J#<3$-_CRUs#g!bSsl1cUuu6{^LRToSR3=-Z~T|; z{6g|~=8)H!>bY->@ppZ#)`b^({@dCYO%#6HX8a@8i@E9_)LLw7pL6}jf0Fc1y|18! zp8Wv&<2wbtbFu#OH+a6RcM&TZL;v-9Zr%L9U~S-|HSZc`rK9~v9W3ei`Q2RSkNF&= z{}UH-8I)|oM*sWSAIMhax-ogz=Km+(4ejGwNA^%#SJ#a}e|1j!!S-*=^<3o-?P=^9 z@sCUg(y^Wl`-Altyy+rX%af5q13&>QAU{=}NsM*pMe|MVf~ zpZ-6o^WVmQwVdj;|072YGN#T)gY62Q#_=}soBy4#HpTCe(=~G9fZ36~o9_4D?OB1X z5l+XiS*Z3G**6I@$6PM1v^)XCW#gNEjw1$K=VORiug8m55t~hX&fe{(!nTrMC2WdX z-o{+i_l7-h*W`O@nYlXI`>sd(^JhQf>1`h$hvT$*=YR3`>lOGY^5*c(No=c*nNQMk z>+oAie|)3#g5_Zed`RS^S$)FuvQR^Ym^N6DGPdo<>0H8?fZtheb#{n@lYc_b)x8Oe z((;TYhRaz^{Ugnx&n3AvXz#Y+ZKy?a$7<4m!TIw3mlm)8WA)P?A64Ic`)&38cb+HX zJB!)Badxw0Z_M#1^Y1b6L~EIr{9TmirltSj5}<$jy4dpGG{;G~YrrYk1`dgQJMnHc z4Lkj{jlae_@JaRz+Noua>r450`JH>|U$u(FlaANmefd@(aP)aS4}C~_ocYD04sPTw zEq)gc|5}k>(Ch@BbK?4ml;_4{u*zLPoHEBRi`cB4L#LQa`@5~S`LO=;dmI0wucJ4i zkKiN6f2{ZE(Es&kU(f5+xa~LRUphlU|NKrK7i4ISe?fi*_9V{xxsbmzhSiC8g8s>+ z_u7YVCajIi-|`uf*G&vgZZqZ7N%DHxyH-0c(R0WM&sP<^?bxugeU8D~ykoJEz}_6Z z@@~f5kn`q;l)s96Hz%%~E&A;3m;EQdlWL_Udtt?UuQ(ns$sc$`a?9H7!vFMt)iJB9 zr}e0v|AXhEU-jG#UVr+ne=+`1^Q~O}{_TJNo9fU1({Hpss=c5I)=AkQyd!JbVE!+^ zN09C=eonPA;N{@wWaH<*JJ5eW{@3{;2Ag@CHm2>He0loD|JaQWguihaZt|PjP`|5d zOnsB`-Z-`;WPLaJANM%U1w0G)->hyM-e=VHXV!b#`Z8?&iT1DFxsY)*_yvw#|DayS z3cQW5MXCSf;t_rK@DVn2?E{?BzxxlT@@Fdlrt&|@1+9hC^*8Gq9rO=$^lhn5llyIL zER+2~eTCW|28Ls6wfev(WBFg!9{r$x7J2!JO~e-dD%(3ogtk2X6zvlep$1v1#n$vu|lk=l!qXZhmFBn-2Of zI(rxWpJ$c&w{-n%OS}C)uKxctw~ucLUlBeej`QDfoX&F%{v~`%8cW7A*(pzR|Gh6y z{`^Odd6!cz|C9&c_~@;IpWYU(ZM))1LCev{l{aN)N}E8 zcbok2wY^y9S^L@Yy5GD0m-?62zN=*i7{XpXa^dx#g>HZQrKrC;TmNhue{jniPamk3 z?YL2a!NHpGs~245Gh1 zmk(uqI@W*2pFAJ+8rr-5_KszL{fAs6+f4rK`|Pm2PsDNh^WP4uT``LPbF<~}D&@9PZzLm%4WPrP3}ZiPQ!9{un1D|GX@&i}CZ z!(8+a$GDAVe{+x1NH_j3YfQ!ZLyj=yrPE0F_9cTd&CG6}c>AJl*F;zIG5(GpV%;1~ z{(|MzmAuvom9N(lZ0svykmCvK%R@gJLn-TnB~tt;IpfAwYbT90Gjv@3lNUUcCIM*P!Cw zT(>vTY{)z2-t!5%oQQeEKN7M-=knjsy8lLfBt4tIi|0trh^7)>aPP@pI-5lMdM3}F z=l1b;)bwC96S4KlR_*_zzsK?6e|g$lq?e zq1W}_xaJVQUm=E^us8bqJ*x|1@k-*bJ+VrQemK8@59XMS zZ(-4k!8w=xAC>>PpA9_DmV{~6Hx{zv|o?IXu&U%77nfA-$RU61NG^Zip#PBIfaaZYS(&k0WEOy zy6ugOZk9k2NTB;&Aap@obeE8X0D&aH2^ianbJC}NZ>?IrzTW*^_qX?!MC+mH-u-oV z^;)Z{R@JJvtJvRot@`KR{Yto-|L@;_uN+n6xls){ljWl~PwE|@zvhkSMboi1o23)L z;HD~G3*G$J>pw^@ znr>!43I89p_2VOH9C${v|6|?E*UR=*te@o^z*<{L>n$AjS%2}`QYq$>VnMM+8!;iR zyGM+O*b?hp_BXYzSpQy1{ZE~#(*K_Z{WEvpmOq8hqi+$Cf8~DG3H^2;etZ9feY0>t zwrlvmvSV3O8LgzQBWA-Q2A6vegrSiWPVt+T+5#sMQ z|G%{V_WBajrSI>q}B>fZXmDGVkw)GvM#e12Tea=qb5}M64j{k9xHO_|qCzgEpW>Mp) zuzyC?KaQz&o9PhG3fx99?}rT#^S^XhvJn&~Z0JAbji7x?Y=2G5|HsZ^{hD_4&1sUx zk1+&m-kb5czMTAAJ=*f^s*)&xyCWXIkwC*Wc#<$Tw}_|0Cu%wb9S{Zd&Hw zm?xU@?{lfo@tX|mhJTOR_Yc$Ze~<-q+CuE_m#;YXudV%=&kFrR8+d>8CVF*H z`?F1gpCf(bxl^Qz3jaTzMLVKjga5WzewGq51#R_TA?vZ`Q0}>=>Hqc{|F|!ntM_P$ zKhg%hU+kCJ{wF>evNlZqL;gH>i?w5j{~7(y_Z%UkJY(j-J>fI(sW+XuFc$qm`e)X@ zM+p1}Ia`B1d%Y{X5&a(fG5R0mfD1 z#?L$MhTqB@CG~G{KCZJhqJ*W0=Q*w>p37R2V{@X8)l$=s7_EQTPwe)EYMtR;o=^A% z^b@%Ra*Q~|bp5^;>>C=eH-UBV@esB~<5Q27#x&tr=4{V%eJs=7_|<8VAHwKaOp|B( zb;UT_eJ&$@ea#oxGLf~+|Rd6juQdf;kcNU zmV+kd3i`}(GhX{?_3Imir2-pM=4tW#ENiRP7BBDDeqznU%vT+TY|q+7#{g`a21abZo71;z-Z-;lIeIqqa71NoD&vj`la{tM8DDg8z_# zwbTy^j7E~b12@t)nK6e4e#UHulW~k4U~vbZvt#e)n9pM_*Kvw7eemGAVxAtSjCdtA zNIVaM@HWITl{4U8b;quk4G}aKNS}9MT^M@@eE3$dIF_5n#tc~ zIPPVq*&31mNIYTBD)BYa-wBt44iznXX6RpZ0Q?W1KVw^9%N#?8oUE;8O!kAm_mkyi zEO0j`KCoOjmaB@IaA0ke>&EuN-B|9b9hS4o@hVoU&U6r%y_u7)D?rF z;yYfgo%_17&hfWxyHXw;*3vzp%4ULi+#A-3!%D%cEZUziyYh z&l1Pu*uP=_yIt=77we;S+$6RluPip_S zwV!8k-habaTpatKckk$X->M%b@V_6I@!xjEYhZ-_)85v!d@a8IZkKO-mx}*bQzVae zKmDs*HpoH2|GnQ5epNkd-w5-ZPX2s7dEE7fPX50c^6#;)G^el@S;Qa4UH>8etaZ&S zmps?`kDLOf{gdOCw!WwMXtI&|>7Tg%@Qvfu+1u}m&L)c+qLf|tkp3s{C-^M* zCvaN*`0udc=lC|D+5f~vCbd6bFgaB}6yq7=5AKBb3SVRr|CeX?(?4zUAJ@_zxAV4E zhpi66rw=|$IKlbtZ}$JIH}-oxtB5~=VH{@v!GE;5U;jt@g&}I;Kl+Jl^7=wSU%uQ3 z@i#D%2W~sQa+v@3l3^#8%Kpo87k)@f`x(2^{?i!Rbzn%*4a4NWsefYp%lR+AM}s~% z(o+9`yK!8`m(|8MFN{ThnEoNhBX%(RY4^YK_Kc~27b5=)_5Y{cet3w!&Gn%y??~Wb z0^gw8Q>qIEw#M-_HMRzvO~TQD%@L-izD9pXtttJ^`cdP$C8i(oQTEhCsq1E7?|Pm` za5el+?3nsfiWd{pwJq>5vtVyz=lLAktM3Zi8T&8UgITuhZ}ODndRK}igEugGMa`A0 zm+ig4K+GYBVOz4-aqO`(!`}4gKmV57o^ek}Ki=2(#JzcEZ@+Ybo|Wc>3Fv3tVeKb( z>$CbMWbpWtuXUB-Z@}Paf7p&~TgBdT-EfX);n&h8a5luXpSAof#M3>F?fn4#Im?xy z_Ni@_N5%S=>jGn zfs?lR-*Xsx9-FY8V*dBs=|!##i$w%pH|&N7UsxR0Fg0JN`~_bXc?^hws!oT+G07Pa zH9)3GA0N}(;B7g6*JG>TaP(aPx&O?!14A>8{HwpCe-r;tBL7kUXcYaUTt$hm!M{Z9 zzRd5z_h~4U-f;a~o!+OTnh;Zh8rGC==-V7M1yUp{%S#%)e< z{we$a@+TKz_-n6)_8naLNu(Y{-wcGO1Oh&^nw^)$ZyjdPsmZ^bZT9ocN;oI{^;I?viI-%q}# z?~PgOMCO-M|Lwo}cF+0`JiZYAd-tO&)eghmgnu3Wci7dwj$!_V>{NWr+ShQqd$|3* z{n9HMANsWH^YZxR)c>q$d%Vw|I}Q5&3~cT3)_*3o|0B<~_vLife-_gJw116#Z$*vx zRU$UIGq5s(Lk}SCnqqf9S_5a#a_D$ai>)*s7Rvq@WNY*La*1x%C z{Tbp#t_K#%|BKcCp(mv)k}v-#%754X#gV^9b^H|<&TBn`*MD}~`e?`(?P<=x+b`{M zd&uVRz$YuF4?ad%3g7#=Uj0L?JL*qexO;Kn{6h^JJ+H98c0?S!#s1(MvxV9}?q}i8 z_4@yd;eUbGE^Qu;w_Vs(tv|HU`q%AG#x3J23i}saj>n73z8>8F*ti}){Hj{D-)l`Z z>ARiFTrt@G)pZLT|EB#1{^*$1D|-F*`LXEBMoj#$6!JGM{%^Lw9E(Z%AO2^(7r!L0 z@7nsqLBnI@@haqRA@L7zF+6jS{8KAH`ESNpe}>HC;+{-OP&*k9yLD`k#j<-1Av3)Tgi^H2EyP5O=# z^Zs`}Y>)p_Yij23r5t~smj6ZWD&dnxoPQ(d<+SK~tZ#Vxk)Or#Kc2Dgj-EBVjN@+% zL(_w?39L=ROQhd4A1e28;3(`me3q2UM)`5T)7Y~kPfq>ZgwxUWcK;I7Cx!^FAmWFN zLGL)Y4pqGr;={3}crx)-;>qM(m@^E8W1(UUxtHhJ-`e8u7(c&`TqeYb6`QvF9=-V+ z$a~{B1%HM=D==4*(L^I?*S2QR+oCwNx6#`dI#};#_h;SQr~Q)0+zyjV!$-t3#ES%}kf-xXt4kl;sE)jA*d{OrhNTg%08EV0r{)xVP}1j^=alW&@v(J!cg6L=!!*V} za17uHpb>o^{oh8PbE~bERg=EA)%AVIU!B*)>k4JrGkJLB@;;mIYy09ve6JZXNn%Fw z)#_`6=}o`;y>X50)AitOzE+Ko$PYk{fV!^Kuc^ydA$^WCsAN?#HCz*Hs<70si=LYcE6aMiN6(xu|Bkyc z-VU9q+(k);8ovuKV|(z9fsHBkFZRH0vnO_&eUfWDS?(K-pTA(W_)Kq?`j_K+OIQ(d z-PrrCII%9{!5n8(W5OH{x&{N=@+)ytP(t3LYTW=(25> zs$*7H>e%}ymA6W@;)=Oph1F*(<PEON$Gq2pSmv5L&HUYu^|7-QqXt(fnJ=i|Gug8pL+V~ z>K|uUROdf_tGZ%iK^~k3mKP@S%Ye;k>fcGnf2sTb+(+lVZk5ejv}vj7E4~Y_F-H!W zf4`~x7xqWj{?YB9$3^~@lmEZ_7f)CJv|**|`cD2H8~t|Cr%$4rVNlua{YT zf;D5UQ8|uA>#Dx|1(eiZ=cRK zaBVyH_y5DjAJzY1tuyL!4eNi_24657f%{wGJG(zIssFVc_P_Tdeqyx2_mi&wcz@WK zB!5SL>v*{TN&8h>oNxB*dp*{Yc(29ue;&2=2M;V)|1Sl7a@yv&MOurGwf3c;KYRAI zMOpvm8^MM0|5CIc{S>;f6yl+kYQ^zo0Q?3l<)k||&+x!EDuxWqse*NTMId53kU5Nd|{mH-1 z{$zo{nTG!j-Ui%EoBi|bi>s?Y{Lg=)K2+Q3U&Fu<;|G5e^o6^zyf|@)JbB)jy`1gfbi`YH|**|mItYy{oO{tH}|~RGK(C4 zn+E?+>VLGgA08;j|LC39d*UDTbB@WIY=-^qdGC_VIL7+(xb0^Rnr|Wo=^w_OSVia_ z_WktFAo<^BxZ+XtPqY8`+xHs5e@*#6X!sRk1CF(c^>p;aWb41uVL8^Ywc24gY59|h z|C{tn3}DEA>3>q&p`ZW7SdrgGSS;&f#=z?WN33J~@$c9FK3>z2KlzF1zNG&m*V!oi zzy0zn(gDNlFECK9!)pCEbKv9j9ZSl0Ga~(*b8ATa58GpXvW@Y-n(_BZ`5*duE*LWZ zf@kGDoYtc`{*%Z*>macfB78)`&SV^a;AyPi!O{4&31^eAGdh=QkPBOp?ol2c?n^X$ z&vVR=*17t(lD2-cXT)C5p8|cpLr{JjjiZgB?Mr=G%Bb>^C{~>C5f)noS4}LM*raj* z*za67m*xT8A38YsGR-j|&&XP*wV_F0 z@o#%aVLsx0;(9#?J|5hDZwq|x+c@-fPip^+eH${Z@%LJDb^F(l&%$En)Q?$darROA zKh~4T+2VO9h`*DUhT1LmZ1r!nd3gJ0-`XhpUh4{+i`So8abi|joaXpLfBiYbS{36@ ztte>oPGD51XXR~~Papof_sRY0%P)Uj-M#x^b@|G*>e7|#)qx8~9CIV=jbmTxJXfG{?G&TD=Y$K=AX->LgC4f@z4(H_|*v_o6*jfb^G*Vulu<$W1N{?*q>{@VD@ z=P~1n0s4<;fK!Wc8%6%X(_|b>U~Y`3d@LO!(@+26w<^bs;a&DzCwAa!oTCO!=QQ{60R z51_y1jSUF{*vtPspPFvom$m#2>;I5L?i;25^L2K;<_gm_A$6D|D#I(sUJOE{cLXKSo-&I>i^51UevsH?!$Arjhg$IbIQ3g&p9#ou{^t zeVoQ$vW*=y!2bCr%YW$FaqO?hVf_EgfBUc1->-f~bBTDk8~?{v|FQmi(AN5~iTy@+ENMtv7+*~PbX*+uKv{zm~)PA9wu&A7-)opZ1gMnDwI-mJ50P zS^NG%D;lp5~WBcOCLNeu~BMH z5l1GLFRTP{ea-8{_x(8ZPl*rUzESwEj`92Rh^zO!YeW9A>mFtQ1Kf7>Pn-So^X-Pa z`PQG#vp?e=Fbw;w#t^Y{^)G#_ZFv8KyD8&;+utS+3VCgOoSODmY5xX&?Ni;aLG;OW zLR*DXH=L0$Lq!Z>kpEA;pQimih(3IX%t*FuANno!)7C$#>5}_>^!}#}86RW!w~fEI zbH4vEsQu;mgU4#}|9%?>&(krVK6R9kU-IB>vpkg4c%wg&Z{<2L`3iZXCeP6uZy5jj zcMF5YKmR5_%ILypc8q)~2M%jw#9=J{#JQlMF&k6=k&kBE-W%q^uOz6Un3kR{sx{#`FKX;fAs0W_sz$PamA*61nqx#aZ>#we7WX@H0P>)>9{yA z+)YFO&FsJD{`cPc(loDTUh%)d4k&JGSO#L7IYzBG@&=D3r(6-xoK@}y z#=d@D&{xf}&|g7EdwXxih7EUP^b~(h*TubM`*WMP7df|Uqy5+h*a73xFRv#TtB*6e zk63dv?AC7Z@bh0)U;pOo>fyr&)fL0s zfW0~W-dm0>7=eC_e_#<-Se~0TZ*Hho2kwVlA*l_y{#3>=IHus4BZgftTDczs=TOks z^M%z}W8;==BKo6{zu-UcX2Mbw{9no+ybSg+@aD|-f%%OXSshCOgJbw!TXT+c+RJt_ z`zhJfm#ub)*W+mBxbeSLXDZd5ia0sf6DOYr{b-A9I_gbD4AkPHtjlRByIkMKe{KD*YYX|8JXpP^Hva2JUwVh}Gu@T-o3JXT%g{xkCtJpU z$JO0+j++~v^M*Q8FJ7@c@8&1Zk?Y3zlX_FGlMTBlT1k%@9q7~kHK)P9B&<#1KV&>( z$6Dkc{zv{dzWd8+yV>*48|J9wzfxBR{q^=P;3LV6w%)D>TjN-^S}s-^{tn(A#{bR! z_pu(Vf62W*?eQ1x#@;vA39~-sINBd`N*n+E&kaAV{^(D>WAa_kSL5*CZu4m*r!D;N za*RB?OfR+kO-lda7g6(vnsugE&?mpL99tZx&5u3D7I{~wM|JkY^F8uEDSf{WEJgT^ zwf>8~97X>;Y4m^bn$_feBYnHUyf8%nK921NAKHz7;{7S}|4SFHRy*ImR_(lSt=jR{ z)oKTOZC5MuI*ej}e3Rv`mZzkboh|HId^O%{PZ zI2_fdvbAYq8N>?|KT5G9zD-_C`rcoY*bqozM*G87(*4*{`S-A^ywCl7Z~t#ReSTj2aoanFy=k$(dT<`Rr^e26L+ZWk z95h}t>=xJ>uGKXRSWTLx*8h|AzxQE`Q|w(XcwTA$ z*6mKXo<9BG9RDLN{SPJ}_>AjEvA=^pa*X}3&1%cNVRf4h-7r3eAJX_Y>5ESKEsp*A zUioKT8axn~lVS4THvfQc04p>peZ9ZhQTP8+uYZF#iuot|m?`H?#M2~81N>jG9#5kE z4R%I+ll5DF`H$3nztDfYXW4##FK<^<{-XWi=T9Pk{pMfVliM_; z|EEnq*MY+4P@WnvH=b(-TusK`fVD}#`*n6rfuV4pC0%3ZOU#bvI{}N6@Hpi@Xe}ar zzG;X)&b)0r4nMWEpYvQdXSGc{{%CRI$o-IPC_TsWFR<5`7=JpCU}yQc;F-ujljG4T zUhMHq;>cdRDq_`TE(c=C@%(sq=Yg7D{0=>*<#BI+=OoXG$Ko0O{vqq>eUba%KiXCL zF!t=YcMyHQrf$FI2{yjam@jPnS5arG=>O<%wR1rK*KOTWtv(0HYx>a8yOZZ8@!yQq?E))9{vg@`uI8B%uaMj3c|v+H zIbd)a?T_Di)_UdL>7^g<@LcY4*f$tKd@o&(TwGTA}15F7tcqpt}z}4 z?;*Z6+!*py@*jNcI5U?w$!Q^fU}jve`7_A91BUsf%db?wxbREm+L<%D{rVrQT$BG- zzd??h#PiyxWA$sHYh%1p|ND6Lmw(<<7-XAg(TUR>e=tP-T$#I1o+wa;hq5Mrk|KYD3bA#UaD&uTi$Aqq_ zu{ZPe&%-ZnSGVt9tImJuxp4H2!xFZi`qc+7T7KP2$E$;vZDW5a{cXo@zJEsbvZ&Ma z-o4A!#ZN9*?|gJ+Wc?ds8Twc{`w1HVVe?PdewXFPZT#0Ac;GRbKK{?zL-$9rKf3XM zJjefWnSVO{<90$n`~OLhzoWMti=(!LZD4kh=2GkIQvufPXD-jW%bvq{&p<- zquBpk6Z8hrUo8Klqu=%al@c%pc>*ViomOr24Vm`L9 zWIh{X{cAD!UsxQ&*pR1&_`T2XyYu|6cOGH=mH0e1!X_{l1J?h}81ClG2YjPp_FA&t zSfgI9^)KouMgEpi?4O@+19$Uh8Bd^CYKlG6evhq!gW0E?FumA@z-ZLC2*r)f-Xed@ z#y2hBO-uZ7_Qdsh^h$dyV$VSz9EbAPsE-{p9{s&g`*Z*Mo)2gc{jeKp6YYn`SVLY) z{wE(t(AWD2!!fx3M;ZSZ?{V56^mDG8SnEyv&v^N}I{yr_zZJs|o}*oHZ2N`qUt9a> z$A0VoviZ|`cxnHG!=rYRV>3!@!NU4qaj+#`|0V|+?FT;bF_{)BT-WKIiQCmYvse+SOM&U?(7bAiF}W5t& z%{_4+c&KsdH``Ba*z>R??1;tQsR#{~Ua)$N)Z-4tc;clw`sH)Gu_~+{CwVT!HcMW#~E+()9wx6{ad9(e& z|BU~dH=M`T6#VCTLE<^ymS`W(7M?*gyv?H5(*Bbg98~?kk*!{+X zJM9}s>}KUBz-CK!n|u}3o{H}=@ns4hM)#x|mnjbpxhQfDiXyMg*SRhXIVdb1F3gSR zr{Fj4@mf<0qu*oyr#AVysKsgTuk)uTmcK#c&paCV(USkyTMn1dcRtsKEcDkuU{b(N z1(uLK7>!}{`Q~J|)s@=x?n}batT$eSK6`LA;D5+*1BQid=H#4o0QttqeK-4>iH++k7rR6&-IhhDcT=>^MfD%W%Yv} z|CRL>dNcLei0$Va?tc6qn7NaDM?NL_A4mSirBB_c&>LT)KeQEjZlqJv->P5dcpP*~ zKmCKwS*rFQegF09wYLu2cBFdk!r^MK9kcDTzuD`z^M@U`nDnE+x9d#h?XenLc@3#W z|1M_#YfWW{{_p7fdY|`|&#B%gg^Z>7XI%b&lKX$%!TUY>*L88P|3mJZVfIJIe;xn9 z1D*T@AH=$Nr+=I;YWx3j)xSI5y4LFduQM#pLiL~W%wU&?o!PK|Iltr5tJVDnpH-WVvxy6HgEzoM^v45!YXO^&4Z*(f4^Y`lA2(XY?I=uoc)3*)HhQ z|0iypNo!flZ~yMKd>-IJux&h73%G#6_RrR{JF4~jUyxlydwX)cU?Xuq=Oe~ybyC81 z!j_8IY8;pJH(8yje)=~*0~(^^`!@P}t+0_meu=s^#1pD4IY18Go=5U?T@iLa{E*NPQ++$v;?-UE8_S5L`uUanZ{`Yh3{x|Pkwx7TG zRu&A-u=tz48@GAvN%Mbl9XIq`nd3@wF`E9{X5V&~@wa~R51&v2Eo6u~Q<1B2_xX3Yke2L z4Z5)(+;H)6Q|E(NI%ftKJ5qB z6ft}Dms?Ik{M*0(Ubq{B-BiE*?Qg4( z?|oWbzj4dnrKbO!bf57mT-ZP8s9Bl_w0dK%3Mqa0%8=>Dc%6Z~Wb_{q%|B zfV`hob4&JSFaLq5DCtX1?46qYk8I46Z^YUY@%f1DVJno!VNaa2^Iq@4_6=K`^U5`0 zG2@)mMtB>G8!JZc`E9=bRf?Gx_#5)%G-*yk-`@#rP{bQ}U)I{~Z^JSlymdl3F=?;( zc%B@N&;MXVOTL8HO8KY06l2nl|9jt~rVrL{-I)yT*!Y9Hk?bLZ z%tvYdiT>yJX8TL}Kl$Z9Re$hD->TLcrf-z-=UKsjQF6( z{4JFJdBfg3_&jpnB;20q7OyLn^4^T8f0m;CZ`?Uw?SJp6;cE2|+V)Mq@MPdKO8u9gy?o^-N|Gc_?|Fi1T zgumHoSe)=bO8b*@zK$C4hP1|+;zwF5jP+FW3s^_*N8f#kt<{fb|GxUxpMN*KW3tbU zPCxqLe}s*_(Dj#~<9*c8ALjpb{Xcm9OZ=4l%VF!EDt;A!k zIzXK%$1r%loB8^$sehXEk+nAc8~opspDXjdzbp3tjK%l825{nq0{<|`{@-p`qe1$A zRQkjGZ^md~SUd>92d!a5@%8hKHPwVhn3MN}LyFEqIffCwA;{Ot3SyrThcn z4A>OcB(}+>I49@hx^$jv?Kg4|kOM-#TUuud{TKA-sC(6*@4Ah5MF%B$(Yg=q2)*Po z1CP#?=hAiZukASKI1i83e$RI^-uQ#Hsr4rP=(H!H-`4&dg9lS$n`+FYejBCzb5?Uq zxS0Z*LhSw-a@M4CGpDQ`j-Ki7-|YWhT#DaEtbP>wp6sUn|NRGFRQEo8sJuNvf7OXO z@olsHYb-~|deuzx@y|S%_-|F@14@0Pz5-tZuE5&p@6En$E59|{ANTp5Yu7raDD#)~ zi^)in{viGb$3}bLzZ2xPA)mU%b;$vtn7rnBV)NjB>-c=w0b!qT?K#WE;Q1LM{_XK& z)tCZnBMgqm%E953d2aBPCZT`O>=LjAFIvu?7wucgmu!!{!W!|Gi&hKR`eu~zA4mS0 zw>2IQ(uby_gpu%ypJM(=r{5f3A4i(C;iutzH0p0yfAa%lWKRuw*2zFodfmX z8q0SBKb7qV@8kF~mou0_F4JzwBN+x1^t`@zmr6T$stWZO5#v;_vAbCbzmDgQOrt&Z(WXDkB!b05D| z-Fa}`FgUjz>z8UyO`?D92p_O`?SJQ^tJSfKZ#dp2a@!=FP2{=p+&7*F=hFwbq#LQD zCEW>T5#5>aiZO<<4?Vq<{U5Z;@jr0&Xm#WU^}QE={M+a+cl#el`s9#uU9fQeM~<5E zw-EV%$>PiI+qnO;@cRQg}In_~TEr|HRQ$$!+|ZQ8%A^OpYKnGfHt&fI0YpgNe;!lb@~-{&@Xe5OBkYigjeZ^u(_-(P)(xfjREBQY^p8ZMnt;lzi)?YT8zt?8}a$oo# zO}iQzL1&o#UDEI8e|7YiX8o({|Iz)wrR4u-4F?lz+W6A`{iUx{F2?$|^4%=M`fJC3 zk0$?h`uCfye>a=`;5OOv_&-OiJ}I?+UKaiZ8^>`myW(%fhTZmQvwx!I343g#U1l4x zDP9^_oAgYNq1MmxYdl8$s;!6TShCR!`sBOuxS_`tLst`j#QqwGe%QY37sLJ?r~Sm) zWuGaIG1>a>Ap7sw&DXteG=4s&gZh6t#-Cg_{rnH&Bcs^gB`B$eGDd@;_+*UaQG9Y5c2S|My#eM@~oeKk$vf>F|9lF)xoxc+A0hzkmGUar1w` zV~r#K!HX~1cjjC1A0rSUrW}yvaYM=Lg8!T+VEd& zoh9Z>@dY@X^xW*@#BnwxMzbtHCcMrg6v(O&o-Bivy2z*U>=X}5JLW=P0pWnd&h16 zjB-(pH~!=!nil=G_LF;sSTr~i;^p-Fxa}u@#7c|rM+~36;`jv?2fS1pefoHX<&_Eg zx>vZAI#*G@_P=ac;qo6jZ@&EMEBlu3bI}4r1h!`8^$o&nmGr@_tgw6`!sZygmB-gr zt4~{w5_qiOzp_o$r^|6m+~|A^7cjwY7^ zF$-e!I(FMSY;4)wU~q`l=WE`mE`NH_;%>x>BM(L3ZxYrfo&UAvbKtuBpWUv`erR=5 z?wX&(bJE88?kMzkn~%d-EVcZV<3EhP>N=6@rlD7|oi9CtKB@IV@TqvnFgsq`EUgg_ z&_B=Z|1ht0ZMGbFt!4xB+~7a&qpgPPF?mWdQ1U;zA?Wj7ZTuho$eub~ z@He<2ur11arGBPeb$>(O>rACN*6^*-2O3{%bF=-_)_cZek@-izaZREB$=Abg^wZo0 zj_3D%oCC90zE9AO{$I%a6ZvkCE!B~e%o1a_za_)ApHTjq@(*V3WQui4mh*F6Pb?OF zumcal-&k#_arBRJbD^*7zAN`Gj;()2Y5%(xk2-eg^}3E!sx2kFjn$M=zMBhPXDYBa zH$S*+I2*?-DmPf@)07|V4modH^zU-@f5f<-`pc)Qf0|t(zFNxh5Bkg9{>O>_l}|2a zyxIe+4M`rUapzz7pXb1jzqY(gZSr@{=67NGCe%NhPJZBXn)yHbEuVvI66}OWkpCa2 z@mK#nA^Lx@<$uNIwbh^f;D?frj{lOK-pSuQ|7WS>-}BwL|F7CoHWu=ireJ@$4UWC* zTWSAdOAh1zuw&VW|Ib>tulp0T@Xfy)_BC(fLVTAR_J7dsXaD}M4L_~E^TY4U{@-et zp6!>&`TttA&1%=S(VzDE3w<(*{}Ju)=)3>aJFanVzW>*Io%@_k|Euf&;r{PZ^Iy6C zpl^m3dHtJpWa%g5vEhH0`lpk>kTuuou26{>MIx z*S~CQt>9O7fzKe8--v&P?Zdul|CE1cTglc)J&%avYx1#h0^n&JXQS)w_|=;Ss>2qO zXI+o?Y0}?#`h08rah2tk9hd$gFaVA9|7qI4k@F_Ex$KKZ`?3EPTmKU)&+pQpAN{|O z@uv;gz&`fykJ-s(o6F+{eb04c@tQvNzw+JKJ&VnM|C8fs*!;8Qy%)2e zJZ<{R>3;{lM!1*;ZbsM{^G9+H_2iqxcb%T&sKitRPG>%bCvaK%PCu|V`VPwRJ&!W| zXRQ`6b0xlE=-=!Q=$yxVrGtvNr{u|a)pe8YEw;Me;+r|AhsB7&W)Lf`@dqj9DIA1h zafD4^Z#i$c)?%VPd2bSZ&mCeh=K=K5f67}N@5H_G0o``h@9F-)n6U?gH);F9-DJ!a zcq}kjBaA<_ROF{FkiMRg;?~jrHC8)Cv2rjnw#^Dx%h{rW4_ufKBT`aJsN+==#+%LLw8 z3GSwRSEEf$su{~AqS(6enAe&DUjs&gTsC&hb-Zs6&Zcg!t}WWnvzq*0wjZ2<_#U3N zZ4~|wOb7kPd>1xC#Na%p;c>2fPBFB!{vI(f%ZEe0o4TGW0;^9Stl1Q=sC?f>Psb=X!1Wfa7z9s zhmde%hFe)jjvm9-tT&8PKmE_Us_$C#AGv~Dr+O~AXutZorTyUWkXvweq5m~zMt_yH zdBsW3*F*a=?xxTDGi&c1?QiyfKl(aveI}luZej2Q{aMUEfu$>D_k`hLvaC%ge>whA z$bZmqd<{6C`FcawEE4_8pS(A+{vnSHwVR@T6BwM_CrQWj=pDtjYMnPq`}qd^?6r4< zxd}{->P#8V=Czdf#_LTT&bS<|yLlJfjpqZ4x_yBW0#`&%kx}R`b^ky0qo=E%&8@U| zbDwpo=`T0`Jr4B2$vphk9pzDK@;^KVehnO3w54tS7uLq=LS~*UbJ>xbN%@(4{=Zz{ z+43{TkpF#Gs6X{-wezj0SykE!wT(bNzIcAef1UiHd#0s-R=+q~ed{~l&HM$Q>De() z*xbp?nW+zK-(s6!x#|<8=Qx{?{=3e^mRsqwnin z@=t7B>5ql3f9V-5{;&H=^Z76Q&u;t|xBtua2Yl(pTz@9l4d2R0z6SWeo&0t3*U5jv zSUutTcaMFC>9+aO`9I)8JZ9_mhub-hnW*ER&DiaH`$zYg9klKIj%vg4EpFEk@3nLB z8~eJZN&U>jH>|eStzP?&oES~|8{bU%Zi@Kh>VuzD+uk{mX(;avbQ7(9^gS=g;`-mO zMV^+TAKKbqW44XYTkOwi$$#`o#@|FgF-FP$)L4;c!hUP^zwXy~*5i*2TgTwH81{ym zNW=R-u3>-Fa3X{JPvvxpXEx~Tw}Qt;9siR4xctAvVmAwke=gMi+jH|!^4~4iv`p*Y z2W}moIR3lP_CMc%87Q1vOv)am}WT;Tli=iHkM)fAxWndtzw)^xvfX z558`TeJiq<{J-t;u7UbzvFSJc|7q!8+43na+2(%-9wzEOMXe|0-Ap-Z98=|Zi89_N zJPtSt@H5(b9-P4Cl>UsKvD@Q>*~bz7qW*4QaoF^{M~yzd)A}>S&ykn3&QjQh?yH9^ z)&4Yj4(d3gAJ4sQvDb)eTD+RPH-ULzFI-N-B1AmfbLAv_g8io2Dg}M&t$<&kPDnYQ zx6v1`Dfa2UZPtz00dZdMU92ai^W(OE)sgoS*2Z{a%<*4kwd3-;O-R43{lvc=KjPRD z;?a2>WQ_K&II%A0xS_UM@U^G@~P!2{bK`u_fd>f?K#RF@5R^Zd!p!pW5MXA_PBej~=e;;7*cGJd9}Pk(^F z;W~2V1jZ)g2?DEQ*KxmNa_T);25Q-W6B~v9CgFeXiGJKcE^%TB#1XW2Tb|?IjeHsQ zo7FV{K{I5Ib`BKn7s$oVuxZk!m`J*Q0%zn#}m-PQ; z!`*nTDaYPKZ7247sP%+zaP`${Cgqn}{YJu*86EXq^qXixdoX=uP4%b1lW9wMGUMwQ zmw1Pu&)@!=w+p(Z{FixjkPq;9(f+`^31b63$@)q9URb4e{qOjtcKr(`(J@PoV^n+L zj{)rmgU5R@k5G@0JX9-B%+6~+7{o#I4|pNyM8C&A^R@au-lcu~^`42JxnIvP{itu0 z3mKDKBhOKjr1)(V`ExzcU;cBPUNn+!C}=D;{ZaIf*TNy6Ov=Y)Iti@62bQ-(?-%cz zV)@?YQU?xiKY4C0-MU_Zt5Hsys4t~_H-@{hTsOktq?|W_%i-D!H{MFv1$)21F(fPl zf0Iv4c!n1JyPW<1)YFE$nO#}O=BytzH$;D?dBo3IAENV%-<|~iTh9I$?bPSd@399< z^FhMO^y7b>H~s?KMg6wG-vs|(Cbx|}!}Hl8JLI?_mtEphQHjY15Ex5?5rFUV> zr5n2Oryn~0PqwD`BH=+pCoDk!2H(d%&pQ+F-|X&<)&KdQ|Fp1yhwJ~K8~cUO5BaP2 z9sPd($D^u$AD8jR?(JuPp1u7}_0GpvOb+_@M?AK-mScDRocJJnDHjV-FU2#*y5Mf?C~3Y?JsXni6xp(zis`$q>taf zkp3s9j@~0-M&dZyA2~5N-*5eMn);udH_&RMuXh_`{I^}&<#knyc?_HN1+#ZEu4l;j z)BZh{<4Ap+))LzKKlorA``gK%$AE*7B%syZ2_)9-xx|6zxc~8t&2?;^o5Zm(k>AE+eq5KX z&EE_7J$|pp1nX;fM%h2AJ2PWu}9<0EHhdo@wJi|FUb`A8~TZB z^mp>XE`XKsoHmNZ_QYdT{ht)4&Db3KTNnz%=a4TU=sS+Va5u_F;O{kv{+!XKzKC+Y z*!zW^EORsjzeNt%@^7_qg!a#XyCKhww(-Y*&B@o*-_g!#^uKT?7J~+BLY@n9y3qgh z!Km#ghlFy#Bs>anbn3Y{o`+|rm_Bsu`Ev<-6XQQ)aqpnN!s6fk`X9^=`DdcG)71~I zR}T$$bN|8pguelU^T2R7*Q)1F819DlXmk41NTW7c;I~#7wx+H9aZWiujK|kn{i*yM zYeUdiyR1F*TeP3HJI{~C|HS3o21B;Vv zmg3rc&SJr5Eynld7j?`yax^@!x>DypJZCX~r*X39e&R2^&u!8tcgG<43tp2 za(sn@@1Lj+-#Dpl68Up}tLOIMzmh)u!FZ4ZWmNtzJb$8`9 zgX@3t-IO?&jCC=e4Lr`yt9zn|FiXy*P22f&KL$R_`jC9kUetC%;xc@e}8d)YxRqBUI%OIg`E`}{nd~EXI1YD zdGh(D)PJ*Q_ojIhefpL9LjA$oUfP=d4{ne5?)A6$)NJlo}O*6^K! z=0E8C&$)l7*4aMzpYMa&h-vUWaeU`XU+aAn|9hROB-6(G@|7o)Ki31pJKi>1tFZTVi`h!3GR(0ft<)0Q7sMk*Q@m+rX+vz`i zl}`Vcb6$BoO#dFRZyK=eYrA;9{qH$%`tv_IQ%n03pNMZ4{hL_gMUJ;&T`=MRtbKAE zdArN={HAXn?YVp_2sVd2IjnQ)x`=V5b39+~(Bl7v9p7gE53;}GzNY;j{nY0FDc)mk z51%lu^=HlZKRWsze;CGp8Uyv~VE?=8|HWH>?C1ac_kfGL{=8!EM`^vc8~@NLo&Iq> z8@jeR|HS%J=7USgylHvCVCt!S>HT zJpc3RPrv_tzgPEgU%iF>bNcpqi&uOu%uPT4Bfn>&Po1fVKh7NZWMuoRjXrHVbn8U! z=W_kO?DO(?nElz-|NCxO{jQewH|;;iXBYPBBH4e@|4sVTIn{WZ{W)m-18;-97y3K& z5&8*TPOTV!Rz2>~2Tl4%Zc`Hp|GM4(JYsc}#^FC~>Zbi2wAnZ5>zsIfwDuE&iT3tu ze|^3fPx^*+`#$jxbpJ5@AMu|_<4+;~xvz_L&U|h}|1;`EmHt4C|6;YjoBvX5#CV9< zNy+CN3kahatw97?y2>%*Zi<}r(rqBiJ(pR8js5oo7HB& z1%6_UVHLoBP;<(03|{9298XFAdCPyZ-taYE*QCg^1J=Q4c#S3A**0>Zrgeg7i@&?K z&F2b#Z><%K(Eb_AS+mgb_dG+XpXuY&f0OjT=eqIwNsb{&v2u&O6H^|w{n7u#&Uq&N zM-2Ztdk(Sfh{cmngV;9tZ9MOd_a!-Hf_~gTsQ)*gd8xX3_nKjDEYFSQxVaDZ=6;R6 zxpnJ~^4&D)(?^Q!+j}zJ&qbXnum)g*;$8K(y|?|n-rB?X)3#`b_V!!kzX2-*|B0WC zXJ~)$%-maLEgH_(a|qY0I|I(c`7iJ{`n$pZ;L3y<0ykvatYO6%dp5AZkq4v4UQTu$ z=lC7GjE=RBZdsR47yus4&)UpX)NJNY=(SU|%-**Md`L0_^>KWj`wm)U)cbL#(6 z{xyag&-9!D`frC}Xm(qTN_?rn;%#~};cm>H2>gxeJl)t^ZMXVPytm_Hod2ldRMOXb z75rD~zhUj?TJSeuv>_(^r~*0t)FZ|{=+X!1Y#%lh>{IjduSWj|{Bk$0D8+v|Pj%Rh6; zp!r9*8yk;){r~KNwbdW|(YLCV#|%rD_#fNOAG2?vYOGD< zyJ2tmnw=(83*o$>d+ zeEjU6aobPs^I`t~p&KVEa{1NvTd)1`lI0Q&UjbVi|A%iB6-O{1C9id|R?nKIt#!U) z=lz&-9+%2-4ZDte0&BzXS|g41Q0~>U*!wZp=C#E|SbrJC|7rT4vhBz4|3>vc+WgOE z|MRSlzWeC?{6CE;{_Y6tZ{7IQm%Zyx@ZoyTsE_yI4m_{xf6K@xS*= z=-*EMJN@@f)Bk*rHm>~>>s#E%vDF#mprQdQQI@vII#`4e||FiPt|vR@B`fw zwo;q@bMWSI!`!?-aQ)|y*>m|l^bY%~xf3@OJKFZH)s|YI{k7LHF^j$abQIjk2=*Vj z5#jO0*8i-#j$(i2epeq`{V>ZhL4B7|?GLUWH2z?F_E^59QTiXg<@-yvc&6LT!|iW< z+iBl*Qj>=m%0l^n6L!eU(NVW?Y}I~`ggY5`^0}b`@c8-88%(S zKicfiQRQE`Zsar0=l^YQAJ_NmvnQ@+Ss6wDc%3=-KlKf?>`?cAm&^V_cC#Kz`k%JY z{wI7+M`|8Uzbg(&?ArhC(dl+>z3R2pc|XW;L(LDz+E6FRHl0g#N)ir- zI4QAn$1uELxCz7B@GQ=!c(~^s-XOFB-@n`Zq5R3MBH1%s3ze(F4m>xY7 zJd3tE*1gWg!@p)_3-{f zox6MY!|J6scdIQypISGnKL&3YAHgFlgu7{Pzuwod1LW6HKN$Trmbb#OHW8~|W4S(_ z_jdFde|~q~x3N-NoX2Q8`E=-K@}htRTW9zJ-Vyv4_%r2PX|%tM|KzI}F6E?s(_8u- z?vI%NkuWRn&qQq1_R618{~fhP!4=wi6m_JJ!Y z^beRSwMlL7Z9h1FuP61I=eq%qY4eA0H#Wxxz9sg*Of|aZ31ONWofr31hprv34qZQ1oxJ&Gb?W^y)$My9Rj*$^SLkoowofbdETma`A6Q3FQA#pzpP(41Z%d0>=_~-WbOXIJUr#KeF07=NGL1_Pu+| z^Vd*IihMV!DHVBd68;9Pjcs6Y_P=|yI{Nz{S)IJ`?m3SduzV^)3ra@h-2`7X@5R0^52a= zwt2_@P5);pA;}hFR@k4cZ#Vrf@?OU}zpwjS{3*pF>X?+Tf$}%s z)b?C&*OuQ9uRriY^>?%Xm||0g!_l+S_qK+)*~R^K4u5tM|7%+QkJePe?~Z*R|6?KR zFa7+lj(-33pF#e2H~#p=$xlvv+t2?E-V48)?^m9s-jvp?W3766>))(>hR^PPeDa%< zT*32A{iEwT`Ah2_?du<%{^`H|lKH7+{jJIW9sfN#^2hwo_h;dE#eQ7>i<}~RZya%( zMDa_rRlo;htAHEsV}InBr+()i#}I=L?q~n}WcFv(|MkNk4zz#VHhQhvd-KT9^`Ee# zVm}T0YaII1@W1w1-k@;qw1jBnc7 z@40Sz?QeXjLH_T_+ovt=zTI-_>`=}RVQH)%H`;f)GY39)o-XX~`g`YO6POMpmj^j4 z!3KfH;XQM{pThob^1ra~W3<1Vw>7pC>fe6xpX^&@oZZs+pM2lY*`K}fm!-5n_%@`U z{*_KC_BTyM&Dq zo<^9Pz}n!46vu&=NVpuw*m&GDur;11C$KfIEH+=bs$)`e-(@5Sn+HrX5!HhZ*5au9Yy&-=%<-hSn~Y4FUX=3uDORVNPsGgWOK5~_>v)Xz&shAP*mmTF@tC~D;f)5lB4Ye&+)c{e5pz8A zb)x@@#rz-s<_kmI{D=Mnd-KKTU#PB>*P5~#Q)#!+P2Pe#>Cje zSL-deN7;VmzeulH+s2>#H_Gcn{vWlW=6^6r+)wVG zHBl!>ZMOCn{4*;5ZM8VQ*8jDRYU|)BXP)vu=5q?G#m7pn-sH^%e&2EB73J~*=dtpH)kc#{ zIj#jB4f-yhF0Uas{pj<1*?#A5=Rf%UxnqV?dvlL+$?$HQ&%BlJHeT=QrHe0Db7wb8 zMzVaH%mnU6*dW97A^*r6^h){L`u5K1pkZzfUAG)BhQB#(KJu~K#*c=-IeYV+YU^9O zQeRpgGRaW8{+&Gw?gkvJ&%dSogx+e(AMZj9D6bC}SU|@M#rr!3ko-rE(aUpCG5?@L z`pG{u{^7-EROe#O^aOvG`WL^*b4Dd>3~`Y3txhe={rO+l_L0Bkmj7weSMHn79ed+= z1jh+v9FE}wz_HYQHktlAbP3Fj<87!L1-6F2mFq@-d!C!U7p&%#;c=)d)u#U*e!;s2 zmVul+y?BVgI9$F*E|JC2ztimhtn(ZC_nX3hgW7-QgSV^R`c4UBW#bP|f(6Swl4Lb< z<@%iI;}5?jl`AFDd($|lN{q?GS z4;wzqF#DH$q4hY|_Q#$Z_-yn2Pp$vintZuFsW=odsT7ZjHO_jyK4EFdal>j($zd3YUe_a0y8+%y$bq&|q*3bWmzU=5HpUe2d{X_aU z*0f@b+Sfn4pW|BZ@6!M2`v1}7ztWfPS@T}t`uD2CmK$AbTh0sJ_&=KCU+T|J|8@GW z)Z;o{BK_~!n`0yUpYl^!L}&JM`3@Iu}qHJ?2mj6_sQ-d_Bq`C+4#ox3S6<@ z-){fpXB+LKw_lfktQ?%l)~xNa(-oMNap=p2!p^d12exQX`^)u*#q@tl`>$+2$Miq= zmRP54vp=WFf7q7PGG*n$0DNF4&sr*S7U<+K2s19vj{lc~f0jqZPaa|2ZCi z>FvK^@gMbJ$h+2>!e^Uo{kN_Eg@w|Xur~09`lz#i!=_(a`ycrfZ=;I~osRE0s{iS- zk#uCzKl$GD+(*U#1nY+U@r`!K@lwve3($pevQKL#&9saiXpglMLX4g7KC*51n^gKEBv$!taL-}*; znL#)9%SE5O1K8{l=T$s1FbRPrNWV*WaZcycKK-V-E}wVVR_!U_Z#)J{uA7K&dptD7 zMpHf;&mCgXO+g|qzpTpl?!$&7kKd#Ji77kQ#4sj?10l}`c^#t83^C|=ZKof`Xuo3e_8el|Ja6Wd z)nsBEz&E6RCeH{o6<=@Z|5vW<2WFH18S*Co`|7K&3}<8YrVMNIAadUr{^r$p4%CgL#f~RlS7C+Hc?|oF?Y4o`D*Ry z4b?L|SKC_4mqRWP@6$>7Z_CA<9^=w_al{&m+!*A$NOhoOOWchZgXPCD+a-TTV8-NM4xryh4O#!ANFVD!lIs6oM(*3 z;eYB=)%Xn4DaL2Ad5iJqoj05P?>S>EcZ|*do6cO&9PsR(4|EThoX9Cdji=|&lPBf{ z%NygEFY&7JkLPO%T#NIUcxb}@r^Xcem%dnIm?7%E$DFhF=+$b|+uN(zGn-6~X2rij zKV&4!5V#k$x4_U1#FgM_BH$QC+FfwYCraciwWJfVmOY#%lLCCd081U>qDT@lo{^xkN0V*a`IJ zl=bgI+7I6>RR4dI=->S0rpDB5B=Ybzpr^diT1~%%>U$}mmO+$ z@i6=Mu+^I?=bx}Yc!ut6_}|LIO*|*Zbn11>SJJoRUMH#%YvS8*)M;n=3Ee?$McUaj-A?lgSQqtO2$f0^f= zF#pf%+JcJ#_u}{%VOR?Mj4&>SmvF2MSeF_LBOFY+mS+V1B_H=Z$7u+c!};bjA7lFX zY^AKkvA!vi47n_69}r$Se%qoV~y%fdH;{w z{uP#+LpddcxiLD1?TP+hA2Dltf8K-Nyx-c#KLc%A4#3`!^9KCQedW7(P`!TjoUj3H z^p&R~jWL*jRVNKcz&nz!Lwk-L*PuAO9V-rBjQ?uOQv=2VtWb=(Q~Z5)T#;I zuy%s6@!TMWNl0{fPUb0lKF^A+$^ZTOA8hbRiP(Td5G)Mqs=f{$u_B9y<#U0* z@pu~NeH}L4V}A>eZ_jZ%(f^L)*mDp54(}0jrN*+s|Nj0p|EZnUFU|Jn9HT?%vtH|S zr0a^HsXcu;0)56O>jKjsv!*M??SHOktU~{2pL9_<{=65t+rirGu`RGQ>n-=nvxl~e zZ{QJp5!IlQzp}?LV&wgLL3PobZ^$dd=J+jiT*P%MD zZ$IRp8Qsh)@QrQjE#HkWt(rT(8jJswXUqCAWU-Wg-jzNDJC(6icCMU%YV2S;|EYG_ z8zuIN_wVI@zPpI_FGT*9TmF}V{sWB6m@4eUiEPKwR`gbAi zKWy@Lgmx_x{l}I6KY9>Yn>zo@pz&7?st-Lc%oVFmWs#JLCf!Lr+>w2Uj?R?al#(R<7LNSZa#l_Kj+_x_qmkvIl<4eH|$!+ zDlCruu@L^x?dkY`S@h3h_y6(0^}@Sm7mFX^%fhbJJ9Oj!M2`QHu77shH?(0_j$;2G zx)C)TYQGNtcfYCE|J3(@>03Zw>n|`ktn;(knyBZrN$Zz7$1$~|YV6HF2zT>TzMgOT z_`WdP^s1&Nc{+0V3`PyXvFVz3jI*xp9x68x#3!ko|PrppI{xgdI-SvOr(=IXp z^IZ*Vk~8e_^%rsddB)Z&ef^-<|Lw+q`Nm(mu4Vl#bRcs|r~f+rx7_-lZ!E({X!@U= zkM*BJ?F>RHIJc|K|5!}=ZWH&~ zf1F#4^(XbU`Vm{u`=5L*#Fn3A{r{51@Jsu*9RJg|&s86M`f>H@wL{fb<>9ed#)$L3 z*M~~Bcj8^==i2@jUZ#kDP#;5cz0LE?^|NQ7XEyaCrvG|H;)T{DXRRX^v^>;IVhqfLuF|HG5ci>d$Qi_ym(Q-MCU=o}vterCb@ zefVE^#fJY`%Ad7X6NuPQjo|nz|HFUZ5Db{Fn zfMgmy#c}#Ac)DIUitB4RBzC=)d^Z*YCI7%0tM#$o{-(YZ@!xglHYzqvd>S0Z^KV=I zAG>GH_WaJX*V{FUpISUw&tY$I)QB_BTCNJsd+}bpXUv0ftTy=j>wPZ-57K7e)E+&f zZlkWX-&Y-ePdqV=@t?80tbMb$M?Yh6_~$IH?sJQ`+xy6M z(jfYCmiL9YJ2(^K+Rs_OnP&g{m^=O_YO!R#h(1RT+ws-U-WTG=bKRtjH~&#*zWMd9 z$$JC##%oPIwEQ=(zI`Cm*SlC-z*$AE8|aeKRkDh7vKRQP^K+`FK<>POz^YKJiY^io!-6OosD^@=WYz_O>C#~L_ z$w=@Y*KfDlQmlDzzw)wl8n`s!Y>W?|Jxcv1c+&5gfzKA$|I|GT`ruJ$gVy2_HWZv+ zwkeI)>Qfu4nUixS(}vGE{k*Vy;P-;Z)t)5(w8v{qdEbQoee?bEJ^V-R8!$JjJ!P>0 zKR#9+Gb{w(y?745Uj4g1=d1I%SNvqMBl}4E-u{;^v-gj2M*s27W&caog}(wzcC}-RrS$-&_Dn2TXoGI!#)I-;cLT4=va7&gr5M9W7`Lo>tq`GccJZn>glJe zf0|ucuepq&f8n`>(ht5}PW~rX5xHl;##}b6$vGQOZp6$0sWd0%F+}!R>i)#ON z{MWEOm_Hto@y|Nw3D!R^n(U2Zf9|+!c@{NBg)e7+zi8*fE|#5ac6(i4Dy``gld|>9 zyl$z#&5yyCNo%0KzFDtnI(BDo^}jbhSN+)!e_;2M<7Q7q?Bxafrgj?s?>Oxrcl{~) zqV#{{(-r=AM}PSG*C_sflmGHP#*1D5vxd;?|K`8P^#7mT$J)1lCmP>>F6R0-@s&K5 zh5s#oeG2Peo&0t32M>s!##sO9_>Z;cg|9y^w*2iTKg@vj7wkOchzWZn@~ebhBHP4m z66}v%oVRP0`^NUA?ZWT6M$d|S7H@V5-H~qi8R%>dS_E*p+r%Ids*QD=$ zP5b(X?CNCW5AuHw+PW=uP}Qe4Ce%M7k4m2B#e0uF|HV8T`%&ya+L`TQcq;K^@ZbLH zM_gZxA%Ea$MzOzZOp|@@ZF8^ZvFnXLuRVEcZ2IH0KgL*nm2|Ug>6ZC_tJTvv@V@2Z z#4lk>vL4^Yw5>mdkD2d@d)ZIf|5UvnwP8B;SM<#{dHw-^;aG|E)xI;DCH>(0*pDLrF~+0tzpfe3{-7KC$B}-sHbwX!fu~Vk zn}o*^c7|i~QB)&J#|bB6G0CVOh0o%3r+lw#4Y$Mn@@I6vKcmLzq~CZ>!sUoIc%R3N z{+gu2rB|6pvW^P=b$N0d4_V@x^qcgs+sw{a9yjG$Fbj%(692T?Cmbs`jomvZ8pU&x zjJoa3^X&PF2DPU=*9y-emg>*ZIXe~>gZne@V+;7-z58^2O!_>Rnr8LbmsqRG#((`; z$E@al9MFE~Bdg8+C)W&pQMMn9h{vJV7;b4}qaTL1pIS?vCnjN1z`JPt9P1SQAMY(Z zOB&05{r~#ivxd8=aW;T(%D;f%{PwrMt?q-nu{u)^>>F&3H=f>>@ClAlfOj;WMsKC% zqwyHKVYTdU>g+gfAmZ?TPxQs=*Jm{ktTtQ%*c#P~B4*EVir*^_iO#Jt-t}5m&?K+T zb4SBt9hK$?$=@^-;Wl3Y&hyQ%Mxo=Ayv$5xnO8=mJ<1i_G z^hC(NWFTQJe7PxEnHLTAMk$gwQArc{Q_1a^bhS+uAA$xh)c7@q-Az_I19II6 zYvFi^jKN6wi~L*sZ8(Jws5O=Ne^UJ$^x03U|DXEN)78)BR!pS-r$K)q^UpNsU;gxB zou`QL5pL!q!*<;^9L^oXc3G{ZBvabkF?n8o^~EO|bH@5BVPFyt#*RlB|F26tjXfjs z&jkJ8nHt06xGl$V87?Q?vlR3ne0IA!_mS1gN_=+f{>|!N!2Vc&^`kFcWV(zo5`U`p z)O78SX^j7J^WWo2|3J*gE%qN+9Pj|-Q^!VIuJQll@BDeS`o-s$jXraE$N!!DFDCy} zuXJ4dKj&F2><@5r?vK^$1a&SO;#3xcB1WZnl*g|0H*qA+rSpC+;#KLqekXQSpZ8eT zK4EYai!oceNuR%E@8^B;%NqXIxa}Wx{i&nh_5YK`f5h8-9dhZ`pI6y;f^F-MF7Lkn zqZo_H`JnX|`P=A;PX2q=pE~`=8suc_U(;BB?fQT5`+vvf-P!+?U7c*}a{b5g9pGqc zJ41HK0Q*Dt2p3V?FcG(vEt71ULH5sV{_+}A zX}!O&|0Y@gFa2-)Jn&J(1nO@jJvKmYL)O2UOEsU`nrFHGDH(hM?LYcq5dVRJA4mU? z>t+=DyNtgOn^k-|=aKMlRAbJJQ#dQ z&7ooPPyY|nzYFm{+w}j|_g-xHo#6+C{_4iRjDL>8|Ih9Fs1^UDHb)RiW$GSWY31 z*}yuv&*bxP_Mh;xSW~%R8?k!kW6i%-|Aibi7Sr{3cHm_!H;L6l^6QX=hP?AEo)gd2 z{BD?v6c;B)LFBlJnj!p6EvhDc#c;KzY`Jr6FTYWL8%@3E==6gx!QRkMj@NP?n{@oq zS7pAq=-;;X2Yv4^?=$+@aR-J)Df(Zy5{v(@eq)2R({eu8Sc35xwf(BMWcNo*+j9;1 zIF|iSpXYHZ=*Rds`~S1we4(5-&HvrHf492!`TN4*{LZj953JTy;BVfzb~a%O91oCl z^jONBx;-shqWIfw>V#ca94v6`z9z0bedfnx z+na0nJK=G3tluq9zwN<5Y!wD#H2Lete=+{AT7JPy8#+Vi=WFdc^6jXvWD~W^f0I7= z8S)%4F3A6S+m9mu^fh(tn)1*2&?}6$AA4@4kVkBXJ=gaM1Haq+LU1>%f5T6iZ;W@m zrrDNilg<6BEvF3p82ksuE95HpPc_<-o^l?Uum76uFZD0^ZA$vkL+A31+B0eXn>}$u z`7py*TA8qUGpFX%)-|U$=sojukRQv*13t%d-PH0=Ew3Gy_Lz)*R=xAl74hv6<6q^u ziF`Ma`^NI#9JkyfCI96dN63xzyyX&89&6@~(Z-+ltIl4^8Asfv$91OT zHiQ1S{8#orV}t%FzkL~p|08G0Qp$fRf8TWa;1Qy}PMzB(VK4$`6BvcG|MfqAWch9k zH)Og_YZs=+a-WW={}$T+-%I&!mW%#!wx1j~!j1%Pro_J_3=Y48aRG;O#V|VOEdL8R zg1`Dz%4JhrH_rG6o@P|~j&T9&Vw=4W_vdE>2B&xz&y5p!o`jJp_%Gkfb4F-C^vN@I z$M9mK(7$Z8rh0fP<wk}NjA{QPi}YdeY50HT`U^HK{t0mdz7JOn z>RO%4p7no^0i+mL{=2~1a9@sTS)QEoIK{IfwgoNlH~LoB>~q=Fsa>P2zpS_1`QzCC zzRrOE>h||2{$Kb%P5*Bi_J2p8F|XJE#vT7j*1y~@{^pE-#5$(2{-`x=TeptyRpT4f zST8Tvzro$a_|$6=#X7|Z>whlWF0Y;ZrL~T<{?X~5SkoST{ioCakDvUJ7bDw#d7Y%T ztM@BM%w+aQj=zSDQrIrT?4SR!>hG(k{_5$BiO5)s;u+*SX|sQ*trPZFZkz1d)7f?! zMn7zF~Zb`AEFZRCY#?x)@(b20JQM?wF= zL(^FQ0N=FPe41E855FeM6S`u8^(WqseDtIEA7S6r{N{5}{kPBAH7_m=|4oDbIPu?_ z-thLrm-I)(U;Ekr=o$HmBk+IdLdo0+`d81z7maIe4^FW2KTKDS;eYqze`+DAwp7B* z;1~4xAIdWm-vBs%Cg-rR-|#P#zlMF_a)g&jzK7+kar{lXH}HkZWs|N+&(L-0J+hzj zgwqF$lVy_e)STec`#rdu=p%4g;A(hR=cl^;>(6a= zyp8=H?GV<%umr-~2vd-7Io8Ig`IB?}*zeTs5wBPqOWaKyuRJ*``qZLo(${@M_>Y`I zfoB5CbIdUFj*&53jM>$0Z-9|8pF}zP(y`WB9Xk{8TF;H)c}J9gA=&&q1AhP;#-B$H zoi~NK(K|1I|9wuwCS+}Qx1K9H;O`5XZS?iNagFT{nGevz+r~p}@?TyfoJ=AA=p6ce zko?21a`q?Wh zdd5HWPdvY={|=ICGkCj?{5AQXJXVrrVdNHH{yX}n2V;zE|L_aXb>lfs0^i`c8(|xS ziSYA|&++5?hT|ytdQ$zj(D8rjM}JZMY}V>bq30*izYC==ei9Ea9erv^J^12w%1c8Y znKVAy+p%)d1g?eO*gmqlP`>~23$BSV=A2zyjI(1}${JICP29uvJkReLpT6#Y#OZ@+ zVr-{ve{}k%SN|-B{IL!)$^1*cX61}FT{EfuInMY$^|a}>=T{_}f%RCJ{W}i*j{iIP zUu^wHENWc)-{sKdLHwNNU&%E-c(Q+YT1=o`zkJQ|+N7K{u}%rrhPBX$De0JV#J=ns zgPdEx%ykpkofL=Ax9L2??_tk3uwZb)k8{5!)(PgXKRmnlu5#%+{(e0FhrX-*rlnc` ziT-Wc|AYL``aS2jf86o!=)>c_{!sVpVE@0q?(yvZ=k}S5EYtdP{w^lgLXv*z_#b`K z>7P#j`n=QW|KaoRmWwa;tiP204{O1Sqb|_?h#0JJEMe=Iozl<#`SFUstA6m`eq^y* zw`0b&fA-!y(z^b#|Hfgrixd;?Pk&VVYv0Yo6Z>C$YrFY9w>71+OotCz|3s!`zlF{( z*Qggk|C67+8GmKYE7#wLt-mgo{Jmt~o7A};d+p!tmv@=1yInSD(APJwHdn7OyOw_B zckb`Uf93d-6DREErR@LQw=wRqZyA5ELDTa8oBq$9{0(=Cd5swV;y$*hw=4Uwn49Z) z`th{?c>g>`W5}Osl3EPdYlVirVtufL@=so=3jfW4x3SzRU>KBB1)jF;fcYC9!v!M)KE~EmQx3_%;W&QAV>a?t z?02rA7AC*>J$}F91r}5Gdt-g}v|-#23>^R9GjB_hjXwPMyvhHT_jZm&ziy-Bfxsiz zdSEpE2MZ&998>N4?0%I`ET6z^FE<}bABiACk1`ZuR82`0GW%PKYl}4 zp^*QQzG|m&KbRoxd6xezUQPNItW(I}^^fmVpWgqx`rwm$h8cT3VQr2j>556LD ziGa;8ti`YS+i)HCKf5!w{#}gzU;pw8)%KISM$-R_L4Tb2XBzbHSe_yJpL{hLZv%$q zU%ZZ!k6kgIc0O{$u#aQMz9c-2a5Qmj&nYlC8gKpHJO1AU`qE3-5wb7XFU~0u>ZGQ+-b3^ z`Tig4&hBrUPj2=vYxu19NBoI>{-#>7px*BUJzhor8{34@0ZUU~6S=~PPbr4LH5r@3 zJzN|2TRu>u@9Ura*I!uM^BmNC@Ag&l2mSq}n+EuwP5aw*8S4#kKYd!SKX87~`bTO1 zXC2wm&wkP{|EKGJUkjTy|E*`eku`1GA}`G}*B?vy^Y!qwey(-&FN=J%*1lr>p_4z> z4SdW;S^w+wPp5yo`Gc*KPBO768=W{Zql(| z7Z{r|*NyxC+5gDT9Ao%1=ve-|!Czdt$jR~YVQ&iL3dcV<7co*`LhO~vi$ zm^f>KS{N3Wzo-f4vf6lNk!^Xea|1TTP=Aq@d z;os-K`CQKz4d#n9{?we}-|v6_`|7jLKdVk&e#0>{hLMT>Ut?H+=Pb^?>J-?ZcK#Fg z23$?T5P-MwdOuzx%JX}GFNnN2fjuxfBD{ z3T#HgXV`VZTiM@?oA-tH$@VKRtG*Q9Lx92gh0zAD0&h9C#&IBlvk|Uq0RMSjC4c|m ze`IEq{zvwx7u808)^g}5-;K>p%!6~sZ`hjno@&dbm((V`uimSj|Ggg88k4U%@jbj7 z;Il`e?rVXPyph#|Zp?<w29}W84`3 z53Cl`xew1*XRQWV@IrI^zXs=1JlknH-G$N*nuGXnDd^vMa7{ekqboZ7BMiW}_Sdxd zKb|uQ{WtGku*n9y`SP1?{}6-19~sB~=ey;8{O9&G zYbIOto$X7ujvu*eyxswMY$B(P<7y%<6<8a6@10^${_XePYWC2^>hGWbxqWZou?OvS zP4PVb&bf1lVWl{h;d6Fe-reedk~5!g*R)n)>lCBd|NZRmu=``*Tz{CR|BLP4wEu%{ z>^u6t{t;^=UH|)9X1V_0@;X@l_1&p_`Q=%Ep0U~%;r~0&JMVY=@8dSg`V-f5{6880 zOMjUCIc)tU^lt1s{rl+ZUvg%&`Tt=1+w2d{VZTgje}I|jXaD@oGk;tC5Zq0|8c#~! z{p8;D55CsyMH$pZ;iWYg&j)uuOXv;9Vn(|+6AC#r2$*J{-D|D~LNw;I-e z9RFYO9n;x?p^0^i@PEO9VfzfSf4G-5b^46wb^4#!Q0lW0{ExtENB)K7l>eQVOyA!= zlYG(f{m)7CKXVNJFW*BWf6Lka$I1R9uZUwC+%FGoLtq`^8-R?VF~42d8Za-y*Vy05 zr+2(e!o{TPloMw+=R7`{bJxVZ2~#6F`Pp`TK4xz4`}O?d{F6q1g<(Tv$L9H^w&{Fc zOunP(TGywB*RZ-I#Ix7uyezIaG(XvOd7tiqH+65$rITowj+wIHmn2V znDSmk&WQEY471-D`+no!um5*n+h39ECXYj7{I5QA?9IRZn_+K0`>cBI*t%-vF{}M# z*D>BvTZi!!hJ#vC^xGO?Ivn4@vDY!$D%-;I)kJJEa5fRIG+RE!CS}{(vDWajEuOB|`Bb+i zuD5(R+#|V~68~?td2C$zVRxOi*w3k3XEc`m#-ILonRWgXX4B4rqX_=f*a$l@od0|* z>;6}5C;Gy87yL!9ULmiMVR1}nfnO1iqce>D_A9R_Z_FO^|EM)JXShPo9aH1GatUJ(i`Zy%_f_M1+w=RZ)faGFMXahlk^hv-?Mw)u4W8N zH+RNz1zFCfLHw`w90p6|@*!+nYCrNv&cOSY>jvx%alFGfPh`x^LFKri)|6v!z~3CZ zRo0nuzY$*cc#Gk|%$^?B{uuwzzpGC@pJjK(a5k$?ZOHgK#!|d)eH8OgoBXX+{vP z-TcaM5{8}lI_eTdZX4TsUX;LZ*xxD7jj#~HY23>?(AQgtsWOi3`nT)<-u@5ypM?K4 zc7d%)Vs)VE=L~!Ez%W*AaW?;Nd6!&n-p-i6y75nTOzM|T|9A7>xbuHM`?D#3&GmLF|fYAv1KicnoX}(np{Ym@ZY2mL8_dh%O zX-vBQpJ@G2GLqL8mwx@37-CcZbo|fSK_~y6{_FHVJP;TFpQBwahRwgq>E2lXqLxyd z{ZZN+<*{rJ*&S}Tc&(^*`=g)z^NZtF!{E>h1MQ!ZW_euF-+P04Q@!gy`>fWKU+=cn zF#8MK#g=!$Vmn`v6Qs^%Ke_)Ec@_VE_TKbcj^jA<{!_=t_E?s!u{Lj_q_Hi@V_C8- z4M~7lF7Cac01^}za03Vm06}bAuy6wj65s-m0ymJ9Y*9Kh=e%=Hz43b@BP+XZb$9i0 z_xjMMx~r=)D>EY^V|glKRQzX{|GDXZjb~d8`NuoujuY@$u5dSn|5>z_=4LhepG5y8 z9|ZAV-g)mr|KK2YQZF*?3nv0nNw*oCg~rz3BlY}LP^zlY7&FASOak0$j$ z^!f+-M%rsS(*Kg#Rwe$yZJj~;%g@p7@c7d>{$EOYb?(j>fp+;%>}Z_)8)ko&GPnF* z%3pm~t-yBq5AKb8Qp7J07>-VIOg71E4kL)JLcFypJMNG7m)C9J$W_^O$?og8|R*3t<A<5^ozUBH~|NQOh|NDRculoI$zptLU@=V5DsD6*|29}q`a5Y*JXs?C-XfNlz zNthzXNjSdf?o-qT@_Z%Ai(~DQ>xbuCQeKt7%#_%S1J%xRj=O>WM)kjBV-?LB7C^Wg z;l(^(5O|yz{{x0akN9K6Hh7=WYbr!Mm!o57wl<`s>=nLtJ~vVm7Xab?={X9XE{g(QDL}T1kK6(GmQ=Y_!tk|1Rs#IF_vL zT{-`O)non_3}2)F0$&9l%GQnb2j^1CpF>w3wmMT!3v)xgsXdktMz}8MQ8a0oE;|N( z4GfOH3*!|u=SShYM$rGh7w%2DTmm1)k$V@aokgCTX8&Nq7&G~9V*k6#a5r4H%WB7Y z8}TeF=|6BoJ2G!9*!UKKL)% zEc^fSum4r`!=;}NtiO02+T}Uz82yC&3w~|mzft4Y^~wLRTKwPlKS+O{{pO}&Gr(sA zrpE9N&M!}x`CsLH6wSCuv7^@73cG@UjM5fzh2`COeU54FMZwqBIw1jTHbHEe-8a; z+KX`nZRTfPNq+-08uv{({;vIhX7d2)-R=`tcvU)uw;CZkhf|I%lbWdcOCS_LtWZ z#;(RDPCBX``F$YpH#ts~{FCt;98LN}PJO-mZU6t^D$M5}myXE(3 z=D+WMrTx>-|DgYKUi7D$@#d$F7|L4vpLbcl8^)sbO}yCCe^38S|3}aNtHb}=tF|Ej zp{s;1JM90HhBFa9W&pdJ^pbRL8vVm#vb5tmkGIiX|0%B@)j!WKeOms`7cH0lY3q}E zoS|C{_W$%dr*zG$zkX|l|C79ivYW!6G^PJP*YiPkqZjH}f8S{OkJoCj7_RAsk?&?B z?mrRt14}b3{v;WhcvqMrixrQGKT}tP^%-Hqr?CBY%x@cXrUf zxvtm0*M|Qb3t=_S5?!qZ|L*`x23;FIf_ibG7qscW;IFbQ3>lwgW5`IeBjdk#w?oHL zcBX6WymFxBJgl6zb{h6)?z52pqrE9lf|Ex#E7h~TRy(T-%X{Gk_ z5W5DKpn4v*@7(*!FYTR)I&PZx4gS-ypKYys9D$lZj)ckGq^$Dn}a^fBUmqJ)n(}p%gqPwmj3mzHu%kl z97VK8uA6c54-SBj#u#gw=5E<)@kFi`uhl~i80vemW@)YLSgz@)`S;j(O)JCJ|JoPt zRR8Dy{-5gD>nE!{hC{f=^4@r@D61J|_ygq&>Cpe8;dAaW%mEmPz(EXPBZQf7Tm$v9 z7}J9CpfFCycg6U3S)3p20{sh*Frxn@^0OGdGH1%ULCzd#7tD=#A@}Pg}r|o$@(N|!33hWM;o|66}CyirHynWTKGI~;- zDeZ42I}CTz?0*>jM~)u#qi67T7kOSA|0h;o3f#@jPd=B{} zDE?z_s@qL+tmq%QAYV>%{oTIu>r44}=*pub`ET6#o#)g1Bs+T;|JQTco&Wm&9RtJM zUHb5)L2L$?1#+Jl#vy9_e95`=5xxODgMD<~uKUt*n`j+6%D>f`|5NWiS3P@!oKmCZ z|7!K$RsOG5|F=IkJPhkZejC;goJ!;`(sy4+a@>HyiT?webJJ={`8u*^j^;mbKIQs* z8-c@_u793YG&cqPt#|*9!Fjop{;^u?zuxrM_uozb>({^Df6$$q`cJ?AkC(r-KE$=y zI-6VnIbksw>6g-1U1#m8{|>YNsMA23qwH_q^?TH8IBG%>Lket7t`TKEOVwmht{eAj zg1hudX4?G*Zd-+w><8-@O;GgbQo zYyV%(H~5`b&;Lv;MLZ*ZO!j%=x1Rst6Xb0#e|q^_`?N>xzy1E>yh7X)9j(3B$e+%Z(aRuJd%)e*X(^p(M;k0^jtT|r>}Xc-&veQ|9#T16XW7P8%h5u<6j=T3O%j%|AxF>&;5ry zA7E06|Hbo!Pk9*svzID1XL|0AV;=7VYeVdgymEm%-w66=#>MeY_Xzq^O{sqW+mQAL zw7Kil8x^!VZTu~0TDED(r?lSGd&xMmgn!t3{<)F%r^`cR_Ug!A?FZPk!rmlXbcp<~ z>$;)Cb&o#V0ZBdRH#~;Y%c+#(d2Dne>gio;ZDNjvc zvcg6IXA>X(i}QX=_Ko}j(Vm@4wB_xmJ~_9=`)6-}|9q{BeUNpB2aO-8zXuJF-zMj} zvG}O(LHvi!#>e%p`Zw+Rd2fq0y${v=NqsD;&J6MKdxd8J(;&KU^sjTt7V`emb5Gbm zad*`MO8t);Kl|o1^oQ(fj(@@O%|T-|4>;Wi{ec6{KDrslzjXPauq1(Fi2RV^XUqA_ zdJ^LX@8HLKg{PXfe=u2#7S~=fJWsto?d$*g$8S~_-+R^Z4Z_WUkFh)*h6$LYe|#5` zDNnte+lm|+WeyOZgOppvo>BFsZ0zLMAeV?^9lZZ>^hZt`pEJkX2!msD2v$IRlgl&$trm{ouJ)b$B>Tdf{XcRw{H?69uXEe@YhE7Yf99)6e_*MWz(oXa7V@X$ ze`qbQ0l1xF{+C`Z>sI+1f#ZYzSvztimGX!2d%l~eEN9~5Mi2WkEeR82*qX=}laF9; zM7IfpW8Zfg25i*$p+Wjqjw!?9?0)WE%j-gIrBov=(SP7=bRJBO^&k1F(C;Nb*w>8a z!P)SiYE~IN)4%75f*&v-AFIEmAx({&v`fu8)m4EB=2_0MZu^p9+U|Mwamk9~ppVf>+kaP<8m@gA}( zt$)x`%@59hxt|I8k9!`l98h5kH|am@>+mm#cM`TH-;?-z9RK_OF`sq5kh5d>-}!a) z{QGl_mOmSz|EnKgQO*r&0Fiq`HE<>vzjED>2Ss=dFdN0k@DEXUO8AXNzLY-*A7Ob; z?A{y)gr+Cxf1d0A&F}nu_4B2B)~$c%@AVr${onlbx?`fE&Xd-xSX0%ODt~{ddoKR^ za?P_H`R{$}OL>nn?HKOH`V%H=g8sQ@R{C?gUH|?seQA~o?!}O2R{;Atv>3=zJ z3TxPib*1VpQQ1>O*fl z-s=BRUTgW@2K{gNKcvf>{~>hj(*EGTw*GYwHlcL*WJiSEknQc+?B7x2&;9oOr*(6i zf6(6T=YMcMM%$mt2?eeOJ~3Z&;9z#AoVN0JucH5%xD7nm^Iz@%=;co@fBXH%eYuhi zL;SC!^bh=RZT_!c87`&NKZLDGy2KO0*?7D*=dQ8;z|lO$HNxN&N8J~-F40Ab|G0L= z^(*zCN&7$b-uYx7xPOzJH>$5=K87~`=LN&vJeu>-!&jD5KIOV`Kk01t4|&=L_nVEq z|L%DDmhE${5324``1nJQ8=-&p`d8AI=b(S$;~zzT;BvBVJ|+Lx@}ZO^NpEKiz5ZX% z@dl!Q@L`dUq)q=M*1E*|6Yy$0ce1|*a^9?h{2h?-9pt}1Ur&GVvhs&uYb5zQ41bXE zFT%t4^^xl)=prAnO#*{sM`0vn&$vyK^W7vrfaoc{>j=)rZ6C*Y(O$ZDi}%lZL_E~@ zaJR!k=aT%Dtam=!Z?#>7S+R52YxQ;Zy*Q`y$);O|FB5P2G4Ay?m#xi+8!Ly1#m4J) zO-2{}yNx*5m+Q%c=Z5va{L1~x|3a>fEIU&Bqs9-0byE7HJ)XBYe&+%74`|i(5RT-r zDd#Zj|5J{i91&m>n*ICS_}mM-VDnwh|KPe#Hvi-vL<5;o5G{_f)^g+oxT5^Kw`G=_(;Ht82U5HWh<^W??Yo$3h%mO|GX&Ve}@ z)j!w`a@%m7<}Jnj!7;_$mE%_(O>}el_06{%7zLekyh525jW)>H2M(sz=aWx3-5Yid zKHf>_Kjz<`(`g|1|HQjiKPbg151xD9>C@!j!SgrmnFsr)CRL1en*NpR#^$f2zeTHY zM(rqQXw>}EFL`pB^ADay|0O(+a^YAX)CKc#Q-8{S7q!&1HyeLFWOy5DOdWdTk(!3c z3uAQT^g->W!CF(IT{{;zFX%qzq+I_d|4|Q%I!g8Zo|7r)&vVw$Z{0tbM4ol`Ggq=+ zwDVW57W3rtZ}~DOhk`$AzH>P=jQ?)`=7#0X3Aza^kJBHt7W@xwKyO~3DqR;?9XsY+ zHAZXX;+cm2>M^dQ|N6hd@oO&T+&?(Dttx-I(qBJ**H44~Lw61S(y_z-U-RMf)sFiY zs;_+kt)-2X>BqolvJ@IMRZgFNZr|HM9a8@apu>FIxV z|3lCJTbKVcPi;Z|qpodjW4Z76*&F8!4`bLGiCx)Y#YeLKqxPok|LFB!`FLcPH2fAr?4L{TzbYNA^#9^F4;#vD zBDb$(2Tf@IjMM)%n*3F+c4A%@Q(*7g%Je^r{y(^`t0Vtv-mK}5cfTJ_Hin)*`RaT9 z+ty&4=s)CaQe1ij{vq(;gLG>8q3vU({0$i&_UA0}H}IOd{X*uK7|Z;>$$#FN<{3-* zyIt)+<)#qUpvJZ|@dsf41OE~=qwY+&f8lY!)>zG_c<(cWf4_b^^q=2BB2HzL3TcCIZbq3 z$_FCs4>>`=-53sGME{Nzar}Ui4oW;&XJ|CKXH7%0cy zkVlI-Tee&^@ad@eM+c&AROB}ycM*6CWCwg5|Lry02H!Iu*>ke~j_W}-`JB_==gSt^w>&>f6pmPOM|spQ%n-o|_|Y zS`O38zbxd#FRH_@AN9IZ_J7a=^cS&7os(UPoo#h08d#B&mcuFI%Oo4>`H!_|+kcdw zh&g4w>{H_Bg8yRup{vY?>Z9JroL&pME!KZn|JWkp)e-#Hb^HT7Utn%B-`P2Rm;LQ? z7&dy$x97|n)v|*<+-kY^m@fL^Q1q< zxt{bN{lEFq8$JDro@#l!+2pVIE{$Or{p*^7FQi`zBfdKFZ|}qVt3Uh8|B?A`t^1Gu zg8$=pJ~reJ=eM)`?Z-da`q%G^qO(q}f7Z2$YyLa(&I!wh`iSemNq6pQe;s`7A=$sv z=)cqYAIN`>Urv~t(kEwrwj6Wmpnp%>f7AXh?XNsaszzVgFK_KKw886Rv{)JM!Jcvy}apa!b5a*xzyeJjP%1X-|Ls z{MYo~(_gJOY)1aWpWO8Sp+}xF?9I{ZCx+&y3Cs<#TF=i{E-Jkxj`p%F4QL$j+v3$s#qu8t+%Xn>kAJ+e=o003Lw*RFUV;htk1Y#$zkwFY}V+<~Fkbz}-xae+djs;AFtg*g3Q7Wt)JV!M4}$Wa}6IgRhkBlCB4{ zBfL%g4mu0lhPDz8C*IX@8)$p<4~{{(q>_zU`Ye|19CS-ARC2&zhXz0UUW%P+ye|3e z_Nin*ZYyk8*BRp8z%nQZN)eeh$ zd!4De-TK*!@#JT&uX8+Lclv|g!G?sr&Uo+s6}X$ASEH#0{W1UZ7(X%hh$ol*=W{ks z%#G$g;TD*qSd;pmdi-tkPd~y@q&CP$(RKYxYyR5PbOZ`I~-y;e%JI z!*8U#ZKBetq)YNM@QGRlXa; zQQ!}5TmP8=wpS(2S)u4a+>@t4Ul>)<) z+o<~p`fKZdImtx#)4BZFEnJ_|3)mFe7Cxtte?EuxT;5}~u`3fW^4^^F_(7uAnE!h2R?>fS|5-K~ z@n-^SRp76nqm;+2$$!iP_^AK&i~o?UYOa4<|M&B5O5~`bCPo@Zwvne8KlhgWuiu&{ zv(*d!(|OG!Hhhi28Hg2b;Qqnd)L4Xsj}hj^z9(!0@qOh4p*By#$Ov2U+jM>NI^hul zS2LJfMEBYM(KdZg+rR4TuukhZ|KGHHH$PjpI#WIUX$~&mdbuLkk#ZNY&au8JrwsU) zF7l_1|EOoyMt`4@=VpTWr=8oDgNe^9^!NL9rvK=lTvC&af789{y%{ zCi%IOAKQK2b}sQ#_@*cIe-l5+Yn^GgU;jKOJ^!UWYVGNNz4@>2e|Gsd%KmZu&2i6r z0|w?T^4X;PHu@d78qQHqia4&}W{NxqPv{;yALjx~W52=AeD5besP6dJf6{$^4OpIN zmp=WvXWugji%F?}mxf^u6=RY%_@*UjYqzj!}2XvzKfv-|(>!;jOy`u*Sc z?X2r&SsrxF9$(8fzPs+WJ@&sxQmrZIU39w5#xI`S#_L~>U%3mwd3VG=fSVg7e~`7v zS>YRzw;@ZB<1O-6|F44lr~hZ(KG)FYw2>CX)S8U}E&Y{pUCt z!`vj>Bx1%Kv)!WaZd3d9{-0lC--WmFJS2hZQ9HD`4f}_;v~N+1FZmPT*Cl&5Bj#7{ zOvuNOu8F#RX`c&!1NV78Q{UIZwn0B2R;(C$%6Aj>dWQ8M?P#x*eVq1Bo-y^WHi^lm z`1>BqakBRX``A&rDWVn<_t>-YJbI@5yV$oI;}6=&Icvty-wu;$<@h5%OVDN;{gKOS zmhtC#k98O_|KJo<+sk6ss=s8I2%nGP<1gpmYrfo@;`G*r#kOfD;@|l>hV&me1TYN3 zyL6cUvVYNIsvkuj!{GnjXU?jg7#IWP{4i|9J*QKik%XB5-vB;`Ys%U_Q7@=%{-I4` z{d=KR&6$n&V!|pF^q0q7%)jbtDwgXQV|=Tx{ras=^amz_Tr=|L+kFv#=lHPcP?>h8 z;6I-AnRl%1n`T>BoRK!~J8yNS%&!A&g24e_AN==U|2GjiQVNdGKK!VE@91ovHsL33;Cbdz2LvQj_s-b=uiH<+GF{Fn(H6* zr+Kz}$Wh2x^!&yb_51G5yD=_~la9Zfij!WP;1C-3k~b%={k`SJ(RZ#9hKK7DcBi)dovz7Ca^1(3GhOM;!O)7t&rGETdNBfS3ZRy{=bbn|I>_LYm(_BLzhD2^)_+#{+s}VL|MJ&PDSzfcf5h~|P71rJc|7^vY2juRqXk<7_GU%g zb`V=b>^9?X6w~#4n)n+qH+LBJM(0zTaZSX8Y3tZKr&j3Sr!6nfv+td&p0@u^nVmAJ z{fCdUIsZp(KAPhXTcL~o4+fiebYmY;`{;4DXXm|pg#S72%eo$VVBYV$$G@VTzJGl3 zn|JH8?u*U#@v|9F6FQOLypf` z{?qQc_b#{`maOBMUCv2f>Rk8uQ^>o`DE}hg4R%6&!p`+$6aV5dMz@D+`y$&JYRArt zX5w0o*w1l3Y-u~6V#(2-?3VQ2fWD{aiaJ)_PvCR5SO4&r@8@ZMmM@0fs8_O`C)+KZ zuW31W()9uD?c&ck5AAy#8BB!dzNoPbQ3I-$g@gS=|NdOQ@41fX{6u@Z&Mg|AVxK-9 zTi)aG?i4%UX*nPE3wPu9lM5xDUHfQy)?xk2CdS?!@X3sBC#=WVfdvNnc|pZ=F^o&(dA@h1t3vd?1m zs=Jitb=3M3)2H?gc{uXikD32+{H!;1dxYCDzgfr^-do#!9*otJbj!Wq4KjAZ@DA3e zV<5m#c-{}N6r7{YVdM8)E8sjFi@?~S*F0B}`LLcwiKXd1MkMkejq5r0hbnMzISw55R#`6#cpQIx?3geA+X5Ge& zKQK$+I-t9KR{N{uzrf24n}5c+U^tg@{@dtJ^@ifP(sP2#5UpFEA%9~02d_L-?K4{3 zVVD|ldAqD$6MgJHzif1q@G+tj=w^@8YigJN$IU-9)s_B4mteu3T@9DOAtn44 zSdw$`o$D<}OVGda=G%If>(6-fX~>^tuyxRjXvVR9rTk&N{n^+n+WGHikMFGh+aG_$ zXpUNTgY+Nw(l>fzX=mp#rm;2oPqy?FtEyS zf`%P$HyQuOy_3@a)sL^__5YOoGM{}`U3mXxTd(Q*zjW)ewO7+0n41@WO?x%AAihtt z{+F$Na5%sF%}3SmzJP8Ep4g!D5C7d(zMn$I+k8wj{$cWe+V$`GZ+-c%pZ|XTk%#ba z@bFs7|BXt2r*3#Hg2Qj7{G|>113h|}{Z;CpZTfHM|Dk{DnCy>9?5}43cN!M`2TMQA zy7Msod(!@ShjN(zEqq4tEM4^fN&EMe!F-|1r*4=AZfA zDC5s-j}6wazt&>@`~H*dYx7S|Y-n#B{kgv}{M?iKzoFlr{=%C|;Z5xQg4Rdn|tfHKxAzlOI|e zDUS|qDX#+8)L5Oz?A%Gq!yV5f-8R>iFLc}q?B5fHCqmbNPkit6J(b)d$E~k;zg2xH zZ}nh5rT_0qo11?Bb${)=_1}#sf1r^AR~~fQ30jl@#kUs zCvm57^cQj#EKL{ry8=r&2l>yw@xptTE$7YI98=nk>%VaRoY~^ZmgtIq0hCj@GWuF_c+!v(&byiZde>O$4|+#K>Re?V9!bM(ZHBRo>$tCPNQq;{&!lf zBI4F}S*$#AMG!X+j0H#V7=e{g`>DUI+l=WSY)8=XB=pC9V0QKzo(6k&=hL?`y?HEs zCH<+E7y4V8%W>nMWd51IrIag1F>P|)4u+2bqd?u9rAyq;bF_~i><<_TuvN6N>->_% z<&SD^^}gMa_boq&Z#8dC|6que(}A5nuW=(Ow~Jc2ME2?MZbbKzq&dhS5~ zU=7fRG6OtL$d$l|waK68OUKkdSR&|KbZTwI zv5o%7p+o;XU)%VV2R-5QJl`L@RLj4%{_{Dzj`auYrZFX)S>S=7|2>8`>LP!!4Zwh5 zSLgc1M%U1G&J$tZ{Xfs6r2o=29&1lE(lk%-c**NNe$@suS;D@++8|fpxu*Q#x^evX z(+BUgd^cao^BVFe=7;{l-1u`kK8P4k9v}Hcxv1&htUu>T1|NbW* zR=@fDQ|n`6(LeLZ=l$E)s+*SMh8l5KKe}R{p8n^#{%!l;X63(H*37p5_v5cIJjk3< z|K3dd|19#izIStv|A^Hi;N9s*t{UzJoi^$JpLMKEzE#?b1VICcbi{{yf%!#C~k z!?>OsHc z(y99mx0CYd&>sKm8n8QdKH+eVz4MGc=lt|furj0cKlh&+{$_;#kGzS8t~{J%Gqf;& z{ZI6@f%LEKF8>d{_F$%e>dW%Go|At4=WYLNCi=(z*n2+ZVo)q+KKifhv;zOIaQ?h( z8{R{}&XKKSc8|U%`-j{SJI(G1TeQ@_cRh2ZI`GoTBxjMg(toM-T-V0{-vVZ%BmTwSJGndCAC9xBbJfs>e}tDw_#3sa+?#=8uxr4~ zs9*0}ZSYP@@(cLUpGkD6>+Sx&f6c$-lk`Bt-56iRyesE|*}Twm_>ts~$>;n(*CAbZ zz`x^ok5nrJyoSZNJ?354fQkKPP!F$lQQ;k}EspfBoD#&yQ~egziP7&m*1hwz<&dyi zQ>ud`eZypz9pl;EHuvWo*1y}tHSGyA12(H8{lO3Z><{GktK#0EQKwg@KYTvr{QGww zcg(@0^B?_t-6WrX$D71l_&jTFl3qqlDXo$6jU;?RfwhS>1PejV8?N=|a+w!2Apf4$ z&F5LQrUC=N+UdLF9F%{=uvFj{c9VkyT#nVo0++M%tYI0z%-F~CcPtpDYRUEodrsRs z;Bn*vII+D6YvB2h{GPyLIo_tm2|al<#p``g7Vzd4e=|P8TKrfl+~uoK|dJ znVUp^oOAp|J^#YUBw7plTe@iZOp;6}>Ce~BXj8S+;2) zyA1~ucr36gI}PWhd`Pwi!FwD>%|H2=0&6pj{`Ndatt!j2l=P`#M*=fhAfY&k%j%-)(C-J^W!f_G*_gGzh zjo#_7^I*~1-yB6pH-UK+4AnJb^qIq{+VNF2h2^z@XV3_-?aQZs=X%Kt#df7H~n9#<3fZP-7h{@vC7 zXzKrE|39=`H{fnUcb-@O_&CD;malDy|7|I~(>3q@XPtlSEctcJ|96l1U+_7{`jz%C z?@@*SCvZfJW!C;i=WR?vt$jkIvKZd-#sYt)2Y%h5gNZaDJ<-|0w;lm;bf=2V*08%yjOw|ER@_$bS>` z6Z?O!{{iI59JpzI|{77Xdugx*~TxtM2cO5wefizzW*+qBY(X{e`ImZJA?9fE6bm#RXfW59*Tbv<_4_H;Ky^^7?vjN zd5f=88_IDD_MP+k5BjisQw`km8I(td`%)i%q#cXb>s+nOdyZf>V*H*rC1{a(>qh_0@t5s)p}(Mi>Fn=%e#}Yuui5|oDaVJu zUu!Y{59)UlICs!+HzEIW?YS2I8#Vs@uhe;h;QM{>xv&y07h(>CySZ?0>-?7(v7j$s z3$H&!E)?1wM*nrb9m^+E&_8`2c{DBTnQa{ad!PIuEzXz{;0m9)FG$rhcV@r77gL}M=Sv`KRZ^3JUgVKH>%uOwS zf(N^dpEef^-xTzJ&$CO_F019m??bO!Z7J|Jd>ZtxxDI2;pW+?=h|hDJVf?hc8T$`B zfp9nEqA?7N*LVUu2G__EeeYiWKI_uV*spDk&sh5lpx!7%;a#{cDSeqDX}+gqyj zLvELG{VT^*2l}I?5;#cWa;@fDg9;t*bMv^xpOXj;OjRp{=aINE!K0R(tp4H zU^ROBXWt3=v!?ssjeh=n`rF+6_v)=TtCv1_J=Lq{y*`f@9eC}bq-U=5e}w+oX8%lL z|Aie$dtLP3e4Sk%_Ro(j-_4&X-wnEVt$z=*f7|r`+-_n2;=e8J?_vJ81$&3n`<-w9 zxy=s#k9=)o{E^p~vBWja@ssOD{zda6@-8a#I?Vp0jr?E3{*3n5dj0eBXzcS_|2&=< z=3jB8{9H~S&H0ahrltRlI)10UmHy|_|DtQ=ue)Ng=u}Cs@;EH`8p9+6J^_pk-y;`}&iggsbspo| zRBMX+bDO%Zt~W)l!g<+0_|!!M9oL_C4~4fOMr`-=^k;jK%|qs+qz7ze`NR9zqI08F z(P>Gm_WiKszkw$XUUA!E9{T?<{_E*)SCgF}Can6Mp{=Z2Ve#&Lkv@VGg#Zq+7w z8UIAG0i#XY;2e9g_G9mpec1h14_M71@=Ac)Sg=^PVK+08}>kT`w*D#sk>(g2pKi_@wA>pu~1IO$*twg?@ z=%4yl!{|>~fHZz+sHDGX=b!P=Usw7o=aBx%Y3aBH+L?U)!5k>AtJtN*|5IEza(Uc$ zF6FziIm|g$tRFpd!GEL1zi9c1YTSga;Sm0V7O8{OHvbuSGlc$VKk8Ps(Z6!#h$hLy zl;jJ~pXPtR^$l)k-;2;O_$teHV;H@lKd?TUd%NDp>VAm$E_|BhVSUEeXSfn znBp@35_p@)c~jF<#P`79Sl*kIV>K`Z5Aco$<0<6tGHW6kV_3R|{83(>jGv5spgaA4 z`-gW_U;Ddn3v)Ay{)K6<@kD$Q3~(1&AlqW)BQJvg0t_YZy| zuXD@#fA*W3!W(^Na{-QH()A~=PC5QNzWe>^(ESJ0Cg*Q|@m_T?@HdVAIj`D4mRIE} zxm9jouWs1$Qa9+cFK$-1KfjSNP>zf8`RDuqre}!!-^ld05%}*#!|S|e@mFv=G5_b;MDEnm6&$$1ak<2aAJ`J{Y(19paN zvs!n?ZkSa6A7y`xvcJ?%OaEoQo3Q`M^#Z-(?$ z4?#Q7zsFecTjOW^op=vg6h9g-Qm1Ve|0DkG@Qcw0Ikn6FgP+%v|HLoGccb`kBlzEZ zjwbg%xIAcI|9<{`K70Dx-ts!{idUN zeX1IBqqYo(GY|b6KWM-I8{LLqU3zEY=R$YfEb_0^f7ySjDH<|=Ui;5OZ#@kg;HHvjl&WFv_GY8yfrxO6W52Y;b>u43QRBJ$Wa=K{O2OgvtDbLic)={TI) z7U4hkoPvk!8s()B)`r+NIc^F}2IuvA!Riw&4(wU-=g6-@dp?Hx+{*p~>lg8F(UR=g z)uTV{u{@ievwi&W>^@JiC;QxK4)YqN`PA<;W@{JO8*~qj(bvSWHq?%aSbWYklJO6b zzXZIM$H}=i)^|xcjOypf>sj=_*YFBC_lB?m2`5D^8m;Mq;i{H2{zc1|XqDH&EsyW{$A z8$b7;_s9N+Z=8A4b7?MJcKLG-jvtv9@-O(QN&h>^bpxL#`P|0;!r;8*b=cb0pZ7LS zko$&r=!+Oqj!mZ68gvygn==-JIsV>hjV0#4Ieuz~HRX@z=;}89Hu?7tyZ%@8wZH#s zdsfR$qIdq==|6BmdS>u9JbNCW-IIQwA;$^l8Dsw6uN^o3&ECIqhJ0?=6Jc!}d(*@O z9IxW-tY-h@_5q97Tz~39ITpg6 zFO3ac16Uk#%Vb#^v|)S^^iNKd+jd=Z{NFL$&HV{?!yLr;!8qM!p657zo^>_pPxE7A z02?IUD8^5}o1OpO`{eEFKY#OyW1BV!{X;{g{9VoUA4UILVf}mgpZ2&3_P;;=)4!;e zo;)bIv)TE-U;oM1KlZ=P$p6$L{Ny&6n-8iJZ=Wvw<(}`x{p820hps*@J0|q=ut(bL z->`p%>A$q$di{9&qfP&B(|^NfOPrtnvHwdPiSQ)h>%j+R-^pF=y7_SXhyL*qck#c0 zC8%}%G`2Oie`o1G;~#8(^zNrU`^58a^R=$)-}k@a=0EeH@tk8~od4mMu>a@jf26LJ z)1dnhYM$V?_q}TJr>DOSM}PhLhfMD2f4%u1pQ3as;(p^udq9L_nmfi|B`Z9Y|z^CtX#vWdgjmwY#E{-37)f5K{x!at$!Np2!T zvyV2(Q~eHoj^pOje|Y8?pJc`s(|_0(oAF=bf4;uHX0wi;d>l^GCAKDLI?=jlA6l*H zzs>(XD*n;aA2Pj==RN<`GDos!cKH)FBbbUM%i%yRgh}MDa5pBy^D$(73;mCi|NIYb zGx&46(SH~FoAqkPzxesU17sNp&LQ6eE~duK#I>?dB3DhyPXfl@`|*1m^FRC??Q(sz z+4t{r5%Zz?Q(1ob9xOVCkCQ)#y+FBBET$W=TpbnPHOvM_eaLf>_Oj%A$r!xU2W@-% zgL*OTM;?d&v6rRdap;5 zbTGp#2y{kw8tWd* zZ8MDj!9)zu1^4UY{cEm<&>!Pr{4w6x$LBHsUFmP$>wnVl`5qgy93;d+8+k~ce(Tjt z?~aR2>ld_?cr$1$uXDlwF>lb(u=QvB%P$?2jEK5t@S}3zjG;fZZ`TZ?f7)Z+LjL%= z4buNS=YPra`|LcO=+tOyx7CxP&XLneJNEGASu~wtjKhwGBeq+%8 zr=sJ{J^#q#Uj8PGXWE-K%l`9~uYJAR^YD`E2qr@}BmejGw>|mqV#3{=eCKrGA9SBN zIj}uO#JhLycl7s&l5HF|ll;G{XMae~E$pv0{Wm{X@_*oCDD8judky-(c3RA#i~Y&_ zki+cn(r2RgwkGtybm@PZ@weF@+equbTJuk? zso=k;Uj_}8alm={zrp$R^w-V*yB+AyW4dWR@UJ8vOD*5kaF@3F3x{;^v7PtX5W`vL5DOZ<1|v0K8Z&qMwlAfHpNFICfS;0|iq zbb2l6pFB|g`qz6C>rwAd{rTVj?r%%^SyolG5^#$asLhSFZA#@njUHAz{Gg|6RTko z7@HJ7jT{C!Zf^ShfL&wvD`#KQ@!bz%?Wex(MYp%_d(PkM*a`BM2#1mKr0BcjGj=?? zN4YC%odVl|4?M{;+p%N+ix-oO0b2t-t^xh=KGlNNPa@aYqH^8YT&3~*{u}ciN1uNm zTl&uUV(t?D1$jv>J@J)joH5zEZBM;#b#|T*R)KhYUaP!@7MHi0G}K;d>mR&?*O~%b z<@sSWzm5K5{#855*2}RsH8zG^G+=G$gRwY9CatMq2*^i5E}V?NN$Y>l*+=z$UX%Z+ zKNc9RjKN9yZuoB){i)88%>(0V(qG&7B}Z+nUEsu?TZ_-~me(DM#3z%!p(+~VVivBW2WCb18^iO;H zF4Xb|+*G;FzDC{ozw7w-Jijcwm}nPTXyLzd{Nv=0`{U~U2S1$Wy<91O$=7pF!rXZN zom6|Th5kL)P2gqD`}yL|>RWf*;kic|ShKngmeYUO;KB+K<0NN?c!Z<V|bE32pa=NhWs>98>+reO716 z#(4V2lv){=oZ@lw)_6SS;znEjq_D}M(uysK7Ow{X*Sd2fw4*PoA57|{=f%be|W>& ze_?-+OJkJ(i+8Me??Sduq5m(LFC?E&cp_pJ;je4j-}P_zzsZKNx>S0Oj{cXf_7}G1 zYTMt`%38AV#xvE&+WwrE{Wp#Mz1rii#~Xg9IQHY8h5o#*)a$C5PELO?Ud}tU{onL| z^Dh20{_mYuw`#NUUr&F*Z_Q)Rf3xr(`~Yori9c*+|8MO78{)JkQ~jk>GozvP%F_7{83tns(QSC2Y|te`*W^1)Zn+IjE?>ta)FyjEnU0Z|ll`*=$qBzk|kt{>eqr#9zQC z@IN_ch_^@<6!EV|sUH{^$_D*oTaTmvQTDg$OQpWHtNqi}{s#Nfj(|9E9O-!jBNwW!kX5uurgK{JzwO+Mtj6-mq=xm$CHy*YmHsGs#!t z^1AkOz?mO-khXhe3&jiSNFDpvx>vPWXA%f-y{w;>(81 zh+HWdw~_D{l)VOanC zM}7=q=j5yic^&2*SJG11!uKj~?Vf~jf&(-wT96$WIq&h}}^S^ir>|Q(lAxDrgs%NHk zOMIMYo#%uOOZlUGMKkh$*YTIvjiUc9>#z4KTlPQnp6CZX1G(#YZph(O%fF0Cgw_-O z2HM|YeB*rWI2YEd=5gdRzkU8gPDg*^=c4!>a{f@3C<)iF&QrdZe|dBQsxe+bK{UF zB(=f4!mKz}hc?Lp6M1GbZYQt_tI$8WTgX`>T*)f*|J2dPs+TXFug7VarL`JAxT1@< zE+_h)p8l?W^17a%wJF!X$^V;`{)0|urN7_(_9M%EbY1z6u6|^7$87#@e||$Wo#}ke z>wopbD;XcSS?52VyO+NSznS(9$ANC_{b$Gh`>I2yAIW=Yxt5!K|Jw}nU+P~m_Z&k{ zY3l!5UH>_C<6M5n&haxIqrta#v-%&(cKIH^!_OGHZk%tk|4aLe_j%gvfBaty=g&zuZ`yy#Yh(Tbd=X25 zox%RVH!^|$gZqhdxb5xwzdv_vfAe3n|9Jj+jK7Qh)%Wk~(e!Kd^FKTP4WmEee!|;~ z@jnwUqz#Vn?40j-_w7{=yG4_`G58Je>?LZ`cuXmm~Qo$;<2u0MNR~c zZTi=@{^5@5hj;%(|2<~c@NwO)$d_YnmhHs%Q}3Oh+W$emZ}CXsf0k?|#+1&r#Xoxa zJ6Zf~Uh-$r>fxY&I;J&ZyuVX@$1LksVgCc4)wCm^zg@>aQvCV83ojdO4$^8#|J1pq z-YwXjN#*Y&hIx4M9mm=tuC;4Iw$?Oa=X7tv8N@ZwPWs*V-#-7;I>~+>{35~tIR6s+_4uvF zY!ydU{1&{1)qDxu4e?z2zGQWcvWzR*p?&f|(B7iuw21gHM`FOc&o5`Z2H2Xw-(*}y z!c&kFCHPLfXnSewSIg=9sQz_r=uMJQhx9IruwtSiY~2Qpf$uUp6|DwsnS7cT{q42< zH^b)Nbq3bLKQU&Fkv-MMqPjJD_Tlu8jLvnYiZx^YJ#R=Yugmq1{+FzF5Z8i>A)iUv zf6V`)UE_6dz`%eB@O1<)1x5xeM$G?$VYUYGIrhKN2JJ3dEuUC_)|>m7qjLVauFQ|b z^>Cjl@~3=G@I0mb z+5Zx2JUjo-I{(e_Yi?S`A9--V}h_rG1_9kY3b|ESI67`B8;azwLL-zvFJ8dH-~wKXfeRRm!nJkMUgifLu3UR3G2|yt@A3P0M*> zHiV5oavaU8e_yAX|Ni6Aoz)-x_pere`HgR-Ts7_V|FGFKyaRC7=-=&=$YofKWJT{IQQEm?XcASi3aQJR` z8s)-C_!}?=hQ-nOxIVBs!qOzXO=>&vHo~Q(`_`g=@DbFyTCe_njH}l_xo<97J|EFt zrt5C>KS%?E>kr0cE71SVPp@@a|KI)Q!|JzRd|dtK=buzxeEz9@Zdadu_E|;Vgx7Ap zIaK~!Htf?IhQnbUK8sprGtmG0pVru(tuX(+{O$Lje*ZNZK!51<562AUeQGlO>&V-` z^7o(>hcVpDb&KWLJ9v-r+djl~O8=kU#nU@_#k;6>9e(lrZnpgOx{(1kuo84gXdg@Gtk0SgS_IszrB*Ok^_K*K3{2#mzT-yJ# zQzr0#C}#||;RySu+5fELpVa>9`wv>1%>MIr+IaN88P=a1x8wZJ%!$NgtB@L%|U`|&5)u!idoK44n?>s#OZPW8i`Ke78g zKZx|QguTh%(e0$Sr8uvBC&$Qlgj z|LL8Lup2GL9XN1!beR7Ckkx`}lfSdr-?{$UihXK($=^xsZ?4bsFJTtSxOvzVYS-2| zusUIzX#E3|lQCGd88{vLF6@J24YJHl{VJc0?swYc|Gs~ltJsq?cRq*UOz!4gC#!qJ zhj*6zy(Py3EWcv;PAncy&Xb7Sma+24g~K^vI8+lh=_|I^X`eP-f6-#e1NU1TnAkaS z*}E*C1NDKTeo$aCguhUn*)bKuW+c18^?i@KyIerd+Gj}rAvdz$CGErPPvHHqTk%g} z|AL)$nrhJ3D$yVHpUe4={Z{)1bBNv$GN>{B0i9zA{oif4n>zlTFjU0l$^ByO^9~I2 zf^On{N1txLDNawW6MK#lccc9*J=Z-c*NtOl>O3}J19n;+sTc!msC+lV<#?VN)}MSF z(SP7_sGUQOn#k!B{O`Jy<-vJ&U&7irwg@cZ_o4ltG&74j^g7q)ypZA6Xe}eA+{>Pr{2HgIm z;Pyw1pBiPWM$gv@gJb{4F}2f`|C;xy-3{1(U@nA5NjL#=o(LyW;0E|VpAURZnahT2 z)Ai&_;r@(q34Dzm$)ocJyN*wZx9R(@=P%E5F-KkJpS(Vz(FWZPqd(UF_HW47GQ5BC zx&&WrR{E!A7WlAX^asWUx%P=+3P0s&_`+)+zw20=LWXo5|0TmfkxNQ=uMzam|6qdN z{OC$`)t)itIm?g6I(F?p-(NgC{z$*Smw&zdulL1F6D6$#-NkW>?tk!GKYnOobLc;1 zt{cT;Qmz_*_t|4MHU6f4KiXqAPwPGEsA1sP9QUUmw)zONAxGHX)9C-Qai-M2L;sbn zVbArWrJq)R_VusJZsOe1i%(T|AG;-g27U}|4S#RZeF&xfE8jukf7@-io6`Owk2!7d zseL0KWFLvno4*AA5k6Wy(+K@v|0n+i^UCio{)f{3XpUcPV3%Wi@#*_dYlz)5=>O>F z-{@nV=x>+Rfgk371@G4MzfJ0Y6t=FX|DOMQ`Pa)o_Eq_+*I)ie&CY4`uf0z#SNl)j zFMNY)O9@lsx*58iYEH$u5|3m0-%-P1pR&56rT@FMf5F&1^Uj&-;s>u**X(^ka&<@i z!F3?_FK=}Huh)Nw-`U<8F-?nc68}Z-T`m3R++NNU>*{+k@DiI zT`(qm>|W7Q-+!71pHI&llyD_2^H1FqXkPm|_Pg=*@++1v#BezKEIz(uc~5d&H^q6E zB9}l)jiKHrZ{tv+W`y?HHeDi&d7BmUqY==-u!B4frd{?5=b)Y|Fpx0X;oPUk0F@EVBJR@s3g#NL~oAb}w zDK|;XO_~>4tZ{JUZnJW*7fK9p!+zAHlVe}{I3T6P165y za(S4ZMJ-#ei<4po#72tv2)KXW!A;2>@8ZJ_J_2h4CMo1ExnuSi_C}Z+!>a|B4IWrf{xF|IVQiRB=1Djk&U@aQlK&SB zZ`XDGWByC}SMD35J8G9*`|yV1(HC#LqV>qvrEzk9bNo3cQbTVK`P;Vsx!scgZ2Ui6 zxU)L)GFTv|{|g_yQaz$Po9**|$nZDEt!`EwTfW|&q zk^gjmv{%?m8?k@kJix+a>_w_E1@0rTA9i#+4VWBq+<==&*9m7s&YQY^RK73aY#fJ^ z?&Ut+6~glj1l}nD6kBH;-gHuvPzD2m7OGfBsKnh3SZ&b(zo2+@y#G7&fXvsW|Iym$<=^_tKk7J^ z@h|GFYQ5O!(kJ3i`TUgYPfe(Itv*!HVH^GFKeHnqGMr6Y{CUanIM^hw8t#U7RrPF* z{Xgg~jwSu!fA8XdrWV4y$KSL+diq~``d2)(z&|)m&#r%nj}()Nd=rkL;Ju2H{+jyV zgKs>sD)u*gL|%adSFGj~`~lByBl$ZE{vcwDVP^z}N7x;(0tGfE|0m2%jlaqF+Vydt zFg3c@X~gAQ+>?&9pJJQ2jrg6~>ie&;NzM7!I~dvzkS*vae)R7TD5e{+aN_4WFWzt& z!1byxLyZ%~%sn2g8Zq`Cv1%|A%5_672YvXxU^#F+{|&f|otD=@xk?)SYfnkMsQt34Nj~aihWj!w|*Ps7*M)KJNenxm2@Gru^SgspeyHZY*%f_$WQ>=I7se!(H z{^|c7^5lTKv9)k4oz?6#zZf*NH?`yaIlc$_;kV1@;(4c7|4GKr_+p;sMSorUR}CGr zEwC@@PsC9@*G-&9UmMI3Q_puie>wjei{Wk@!(sV|X5>F%^)eph-WnTXv`9@P$KBNH zU(!E0QsOx{E?NGapue@6fAY1|&)}GrQvT_`Bd2Sl=S9z}TTKaqsTmSle!B5Cp_%!i< z)Ta%aT}%EW7w!N2*MAo6KVmkF?3fPnpLdys)k(JbxdHwm){}TBosSq$w&%G|vCzTm zoY&gw`6OTWG>{^&w~H?5Wt^WJ6s-&D?<%}xIruV~Wg z??1ozM7eF=`pELyd}uYKwkiK_clpMoF*iaY!cdhJ?Hv8*G;BGA6O+058`xA_R_|d}t zz<;K9gbVw-w7;a=XPaSA|6kAX`*`PLf0yq~W1DTa@w3Kl_NSj8ZvSnS^vHy`5iM+>NUuq@& zi4F_YMW}=%Afe`k%p?_4IGDYm4!} z^4)-aNce|&?*G(#ftQ?a>-e|qp|lT(HjDVrL6hAff1C6_i~UVo-kxD8BmYg_i|Y8( zJjdUK|C-}pjsE9?KL}ia(FyArIcumZRsPO0O4p?v9+?IP@gZsh97OuRY$x6k2wCh$ zr_+J!`u<1GKe;ZTL)mc1uCNi=*X;Y!O9vJ2CAO>DAzT}uw3m<f9);e$CdrdF0;P0w~>QWdvZM%zc<}SKU~Wg ztUtxY*OC6fAC8)Tp05l2gH_p2ZVYPBSX`cu>hx$%(;92cgX15!{>&Y@Y`{qQ8v2?k z|BTjeL70O~H#YyfpI=Ux9LHPbwYN6hS5VJC*aGt1aDKrs%;;207mrzfkpq_hW544(r)UX!TgCpt3lJ0WPrM_`F=|cKdKqO;lH3ia$bS`V!h%6Hmu~oa{hBIB`_v-AI~yP z|C8{4**|k7>`&?+nI^fHXihRNe>YhN*2R7Y{zbnF{sa56_pIS=(tfD=?hW}9{d;aP z+WUoYY|#HK{gWdnXmXVNi~dCyk`=7|Z0kSE{Kqqw^tbov{ndZ_ldn`iz3)!vd*qm8 z*?9hcz<7atQ8oWOU!8+*3=5-kDGv_cBmN$CP5eIz|K)bYuhx&%wW|B(`^M@2_HS+q zHxoH%gr`aPgt8tK=RN0*V?lJi?5gwdBH~1{Fu)NQ(dToBwVlOb*xB{al~^ z+id;c@%?|O4jnqUA;urLn{o7a>DJ|m=YO-)KXsgf#@;o|(QD+j>G^-#%fFEC$ouUm z|HqC0XG=S)zx{{r+kRQ@VWaiW%vYOW{~I^{_`e_j`mX;|mQOuu7(9M0y%ViG*Zy5` z8H>j_4yVT7aBcYX>i?dyb9P_4p4^D8ORkUqp^N^#`_yvv<6r!5%hR%8&sy4Y?fNg+ zl41Tgz3YRmn)K%`{kPe_UG?uS_UBs9|IVjxRlA?DdRy2#WBgxhZGSQs8_oXOYU@AD z|KPMbpZVwg;T=Y2K89jOk}jSJPe8!uWNu~$^j>Acm3QVml0vG8RN$n7Ei z_tO7;-D;A3di(Q=S~%eLOZscGKkj?+a>4`+#-Dc||EPN6^^1f1Mu+}G|0B;ldD6$( zpUlU0SpR`_+y?tEIi1MyMErN2`o|JArz~C^_=?a!iN9t#N_!gphW zVzAFc{_9I=oeG06OV+?4^ zKK7qqhdc|rgzNcU|Bm;0f<_%9=56%-kDh;YM)6gm^RPYLu4Df)JcQ!Q;BJVSbG?7K zMtMnyJ?rCGkKkR7_ng^h*onwhLj9D$Z6q9rRWQv`}aLG=~j*Y z2YJz+Yhb@cFN^zJN2}XPJ z#~zT==-z7SQmQS*TIu8Us94X)g|kC=oqGNE8ZE^hB06fJKd?Caz~czN1r3DV>*Fcu zZyxJEZv4&u$?aETke{!Pzk9ag9M3Wh{f+7$+eA2kgbz@^%AXNf8}ey5{wDHjfW67j z(SiOK!G{>mg|%HWT+FQemvKDS9yxA=zezG;=_SX~Xs$G0@S&|Qa>lN83=7yQt4WpW zOf~0!wbmb=Df@RU63^rqn2>SK12r%3togq*kAcP6_3W7}R~)Awv|P&{#!oG)=J;pn zA1oy6I1m0W=O5h+oo(rY>-uZOf8V?7ht;3_`CnH1p7)$gF|MxtKVbYx-YCV=a-7w8 z$Z#>|jDI*ExEqhR+3$pznUw#CJ^DR(6949!P|v#Imf z)b)8h_lo0VsN3WB=-Q~^6WE&pEDiU8(Wx;u{@v?VmH%y~{=f6x?^lQJKj3o}<6DRE zfBN}N(Oby>Vf1&|Y90-)LAUw8X?2pw+vNOV$1(fQu>QHf=f8Rm)|>zP{?}LjZuI&8 z-}mmSzVUZ|m-e!r|9knDbe1)g|EE%}8~Nwtn=?PSFf%DGWAB|l1_p<7P3(>Rc3+<1 zZ{j~|Bl6-rZucI%@?f?+kNUzW;CkT>Y!zaCZD^U$ytlxtve4i~noaDZ`uS*$3^9QT>ff`BzwbY2W@Gq2f(G1A;CvC^gMRa|ga5(#BJo!X{crX4-%SmT!cUGLa__n4 zlI%eS_3IyUHfXPxKf!l#bQ;Ngm-r~=sh7Xg@4r3&t)BeZbN=3H|Aj+VXXL@02M0Z_ znL`2n&);)hd;P0l|J7UnF7d~he{v-qF%14F|I?ATPq^QEO8G}F^=r3o>hr62PSv&o zc{4}Y9}m8Iw%Yxxj}$)~6@Q*Y|0c)$wU6H&Ykw1e3jGV5ul(~Dscq%@q91$tH?92@ z^cV9PI!Mg9A6Iw(1@i#*dg+4YP9knL2m5oky`NFyFFgMz<4B(t`xlJOJne7sl-{9n z`yG4zz-wjAsja8~dajRzVVMd4;usj&4#M07*2CL&JcE4?yiCI7IL5)QjoBAXGqVV&ii$J|9Q@{J=Z?}Vb7GZg>%l^&VSTSA+GHCCk$)D|H&52wP7sY zysVhI$#?kGc-L!81-`~>4rLsM;car>8^h&*(*UERdQ-}Y!83UOVM~NODEoK$)8Nh2 ze~d%-*|}0)(WbYb>=yeC&23it3)~G@m58}dI{r)xjrE^q{`Wlhi)z=|C94Sq?utA| zzW#fjTXub*W&Wf8!CF1gQ?VBqO{~`XNB=Qz!|0Fv8NwhB_@7@;T%Y$RgZ`tPuJqT| zKRG!SuZ&o}VwVX6-RNJ~fppIGPpA2D{R=aa@FHMH;<<;7f86}pH8?Nub&qBQgi%)mz!7rQD-Xp!>>M0{PmDc#ck&DH;R?r_|V=4Ktoe^s@h9M9o&Q_!5zV9?@cU)-2_{x2D3$K%fQ zGk*VxKEW2`??J7SYB zd;ag`pUHV)%o;p3j{f+c{Y*HS0ypzmdI!~UHeN?6Un8tdjmZI9qyISaAMNNG$K)Ka z_pW7I$i_^*fH~N|Zm)E+zsB_+xErq9^~_TBll$+g{_)NqSKq$le^%f8+wWF){AhRe zgB?#97UxQJ=VJ|@Tf_ge+iF|WPSgGv<^S1e_V={<|E%_puj%^xANuhdUnPEBEBiCn zp5toFf7FG;|G2~6>vvjRTmR=M`+K#=-^(A?dSmWCz5L%;{^!+@KkLPRU;XQERsXpA z#{<|xbTWK(d|bynX79D8yo9SHf7fgLnddjK{<+@#58g`oZDdCb_dlI@?{v~_2j!^t zt||QAysH`Xmyd=E7-oMQdimKD%N`wn22;zNHsg<(77F`=dQ%rHpU*h|!y|7VRX)5j z{!M$XADR4`V*Jy_f2NJUw2hy&TW|W?2>qA%hk43>&$;6HCa7)YdS1keR_dSd;xPIb zk4$KP$31SpKc!q&LAP6x{&M{=)AJ*ime+Pd{DCks%1x8nD!xblkT@!TjoPm<4#J4o zxxfi>t*)m=6zBEZt_K?w{}~>~F%oty*A#tvo*ZvO?ZiEH?E7b)nR}mq)%(^S0Iwx~ zOza7v3)qpo6-$QckPOm!w?88n#QvhTRJ=R2Gv&HbO(J109AD$u8}K+O_sz3@JE$-F^|2SlHMGkfXmS6j%N+EwiRf>q z1^ZTvVSi;}f+U`8Nm~?@7#(Mte-GAvTaNP^q8NU8q z`uF@ZmLJ3X!8wnGeLwdB?*n_@nG-k8R8Jc2y0jIh?f(%yXUx_@gm?a9Y8`jvqN-___Ne3!I+n^_hhK$XDdJo4~6Wrp9nBP&G|-X8EY`Z)H6@x zv&w(P15@q}_*XGj#diW1<2}Y#;-?Kp|J$Aa`|)pY`9E&`7aqO0`qQs| zZEF3q=YMqdjl2JkTYv2%8$kcTC-;P5Z63=Qny3@yb*Av$Dc5yTKkD&eIdD>2j>UO; zz`j@u{d1W9KT7`wck|tU`GMOGN#~YsZ{L6Z*qQ2w_nfG{_v6Lt+u!+ta5&%j=iSvm z-F>Y3xBK5tzP;p6Oa3q3nUvijyP&r3HtP7pKeL+l->CWT`*$0!pa0eKKjM$)J#}iJ zVdKJ!v-n?D*#6O8!~YZhho1hs`9Eg$KTIS4d->DLANX@C%HOYk`y16i?fF;vgxmBF zFgORVJmfy(3F8kdWT14X+5G=K|Hr_3MMn-!Kc;`@i}ZZDc5?Z%UhBVT`KU_#Mc^=mVTt@R z9q|XM6BSqvFffs$#;_d&^`KIFHFn0Y1@9C6=kEjUfUSv7OPk!^_wRE!FmEk$Rjh$9 zO*VHsj@`1Da1o=oJye*w;BAiJYV0WeFY)3cacA&2%1gms>z~k{9CzdSZX(Z(>P#7~ zrdfx`e}lhqY|dR^a1vIBcF1?o?BAay$)MCX&k+6lch>>(wMnkTo+kTNTsa zk7Nr|gN-@c;Pi*h&UmSJ1UC4n;XcU82WA`{=K=eu7SfpUhum(if6P<4{&`NBzajGv zhGQ>vs?IMP{${z_aoTV<_6)=3f8PDaGsaPS=#>4dzLehC1Y_eqbsfRr2#4eEXY!7w z*W`S@&Vi%(@o`Tw{uA$=O|g2z1JE}g!{Bu3AN+TWJC4oqvp!%$yv~&8djan<>-u|+ zEb_nj2iyw%P-m)b{L8O^yYc>c7Vs`h7Y#eYT1oE2G07R|IOcQ&{lztLY>q$Z+UqoFk$=~(d^;o%HIGi;0T5b(r{{^cH)g1pU{V%G{RM?osTrqD`(tkY; zTZ1{zKRTUwKgr@*=}%)c`e5CaW69{8_DjBjXU~bJh`%~NQ?m^$j@~a2uLV|Sa{kMh z9%~zUQ1;FD_3r=b$FJx7Cyu8v%*=1W(m3A6@fm@YiKAU3JWb@TsekA5;81i;pcDZlUL{RuPA5@uB_O!E1)YIcYeYrRw|tZaIAAg9CTt?^%WK4g7rg zN;dlVeg0P0{u?#_egD{x{ruN_ygK$Td>p(uPy4ri?&;)DPyapr_x#_>zgmvWPyT)N zo8PE@u<#RMiX{71!T(o3cQ5~j`M=jn{{gEK`Zs!e$dzIJQ)}tM2QQnCYqbCMe&s`Q z-Iz8@|L-j8&$B*w_3`SVHw3hQ8xg2tg zjQq#m1Lk z3OP{k6RI&~`Aq^xXMKryU=?^~|*xM5~5>6vwGkB-*tn#1W zzjeIE3Cp1Zo`ZTx)FVRP37=#5Uhp~E8@0!|49s&0Eu{6IbpBPph`DCoC!GIz^q<#z zhW^1_d%lW#E+c*(ar>C-z{bSno@7Dj(YbP_E4;w!<$&|wd zj0m|_z>L^A=`M*!rk#JTENNhJ!5Jt?@c5xuV4Ru{WG113|hnex2L~u^mpX?ud=WHG3BeV zT<=jg3LFi18;i=ht-c#N2;~&Z& zIn4gndvy5QlK^z^s6>5sfI4;pTzsehxdKVbijiod<~>$l`L z3R_7>`Mc_OkEsce^(*kYgAg%UVnS_ptc)F6FyP&x22%eJ#ZwsWD0XoOqs| zHU4|yqMc8%aq>*0_&3;_@c%vjhFw#{f5o%wIR07tS8jc?UGBCySuOd~+dqT!*ERkx zdNrE8&+s?AzY?}L$FBA_*YbW$ygyUtHS<_bN&j1A{g(_o6*ZiKhaH>ec$rD?FMhw{ zZj>)4%Li*q*gKOK!tZ$7k{|rWPoO*^Ax}6L7#sgj|J!x-v(@*h9r+ae9PRb}*K?@3 zm|*_d4}1?`Pl)|1cz_ru`@iewOWm+Nl5`Zd#O8M%>%VBY8DU3Wyf+;!hmGaCX&e7O!_o!L zB(OTdj%e)%*Wa=1uD1@8KaC%D*Q6&3pbOKO~F0^?%PZi`5_h z*_P|li!rxD(U`|Ts#PUN^rxE(uBjVk_k9FO60(mnLm z_n+nt9MTl?e=%~-q_}Z&|M6Tmt3Utb-2vm%?0*{lW4rL5a^fYqkmUurw$fT6d$zLt z>Bpbemvv^%p@n|^d;0JBUp7_9zo*|hC7*rx_S{dG@HFPP%kSLb!?S$Vx-PwU=kL^c z-Wy?V>>98;oX6+C8T8+uKe}7E8@C_Ok&MG4Re$rnACL9F@h<74`uDK@ zu^D;BLAzt?*&qG*+v%@g|DOJP{_o{qFaJG;FgOp1E{6F3+~3OHzB2x>(fn`o-2Z;^ z%R8%`Cl->wdHaojGw7eQ(BHw=9&(*L^zlOfMvo^(KTQ8T{D$SadEau~jPSpnxN+L= zmp;6)_TPnb=Ueq}@b2zwPkL10e=prr3{wSY@;@4kRrVF~>pyP+niLFdx ze+U0#i!*-biLJf=fhC(4{>Aw`;XNW>jp6Qs|K$$=W0UbS;A8k57@EM%B+O01ig3T* z8`mLk_+DHWxDs7!=llMBo~NAuyNxc8_cacXy}@dA81^K5G$GHCS@*tdA9O|J0sBYV zLv|)?&0Q&%4H%o9XO^nPO9!mx(Eg0cQQaxS)C}ad3EYkDblc#w$Uxb9M5MC9vFc^~BO_y4#ae9CFd*vHgn%2PB+|L=eDVfD%F&kf^Zw5+kE^(*>U&ML!@MD7;HoH)*e z{4@1>Ot=0^FC9$vtH7r?Rz>adJdN>tzM04) zJUO<;fA4#Nv87MK+^A-kjThVp^{bYnwiaV9=0Ez6++p+Ve;>JmjBiG*fAr6>jsCi< zKecLgoyJwm|DfyD>i;kP`dih1`{O^a{_2juZS8+C;kdkhT1|fsUwyKWlf&ho^Igcx z`nod(t`UCh%Kwwf-?ixfl3_MH7fN7a3JeH18hspdqdYbGP0pJ5&+ZG{PKm$a|Ma`Y z*wBt+b+|vb5g44}9$lCF==*oflFtLVhhpwN{rpBJ`XeVziIrN-`M+(?bkXoP2kvZ1Dvt+fAd7XE+wooDhp zagV1u@PV}nEKOi?bRJwy!qx=F=80=HPDgpL&DVF}%7Y{AuP*xUTG*dIr_R)mz0Q>D z>fx6#JF4)%$S;=s5C8tad(}7p<~!B@e*C|Z4{f;rP48RDMl9MjeSYEmdHI6EKB#T6 z;<}>$(*M)c{};|b=WVsvKhb_Y-z)tuZZC$dJbC}K`hWWVlmB3j{vXyo=ww>^v!wq~ z^w+QdO8-wk|2_Tn{1VFVzq9Orz5MCrkLYKc=|6!dXw$#Re}kU>^z~EKGjE?O z;tkG=*FU^rHKtw}X@60lVLklMSx$`6f5E~iZ%YyXrp}b>lPmWhV&tA{;&;N@l=k<8FwfQJ1NVf3v@@mjAu$_-E0cUZK;dypFzihRp4qCnwi)p7CE?F+|T+(f7*)01~&&N6Y1QsEk8{l{T zxAU^$)A+e3UlZ-yaktfB+$i+7@Az%Ug(M6J@!&e<#XHni?}T@0n z>SyYHzxKop!`@iVm0{zr=au;iy?XfkQ)emgyGN+^V$VeX=vRlYK2^_qnt$jB`q^Vx z8|Htvf%V;5LlaY7C*K2(L{=Cz#|09+M2t6qL)&6cWV=&)5`DbEo?RPo`LG^-w?k^z-W4t(%&gdYuOQr`{8}S@tPsi{ncoS4&;v ziFs|O|GM4b>mT)!l*5MHFNQ&B^56bf?)UsL3AYmW4B&2p7YqLD(!a|m=V`xwaQ%@V zZR6KGl=Bkb!715yzsK+#Mt|g%S-g0ka``MFk0z8q!^ST>kF`JWEG_-}e1QW3uf*pU zCbI*xI>v`$N`(L!ZA+S+FOF@6&yPRK%r;V0>UgK?Y{)0zL{tr1Zsr+4w{)Oof_9gHw zU~0-5Qwi@;TqEpW08{MYwCT>tFnA6;*2?>{~L z_w)~+3zsaLG<{EYDfEBR-sN;$O<-rNUX-vk`0eeSe3j{_^Il`V_Fq0_@6~dz=e-F` z&SA6X9(?05<-Os3J^B8U-rB|fpNIX?MgInOqdHSbza8d(DgAGEKKg~>Ztkf5{eheE zvALgOxc_aJ#R6Q9cD)_n27Wo-FB*8p(C;}GI{qm8AOBJGuXnfXUat3h3fofWy#I|f z|Fe$2o+rj;pML!P`uFtT^FQ+3tM`@IOWpsq7XCNK5&2p* z{cnB$tMC8Z4D)}$bZXbz+x2f@alp}=&VKrx=S>zu$4*m^zHy}D-QiL8ujj}>hHiZN z5B(Qh47zrk{tL#U#F{*P?UmN?FPs2-<8k(b=ij%O+EKN)NDZ5Gp7=ZS;-BDCj`rCk z`X}~B%v;2t!7dE5e>7I?k~N4w%#;6kzdr0(*|lb?=Daa_U*xGe2SSXGW8#&KNdNbN zzsdEdM)N=84_XcW-;DO(-gD0l@SpRdV_brcGcIlp_?J3wj_3Rc3{EXW5*9}?p?;3w zC6^(7jc_=^?^s*u-5s4H$Bq3K?uKX92fj=n{nz)eIcNTupNvl${O)rW^UX0nK9|g` za-msV9vO}AMQdeqyz}W>)qXIZlIi@PK9c9IZ-9>x-sa4{YWMkN&-Y;e`#sj4<*kW4 zH+Ki-Mn}#&?xwCQ75Q$wRu%W{I=8=$(-RNBaIfOb#9M{MA-2!+N&fn?!pG5n>^=37 zYm*!+bX{->ab9x3eoNjK;~&f$wSM%sV7MFNTl(O?ln;~N_%R1RH6EwL=5P)89J?pg zF!DBDsE%9in_=T`TYs=R=n&vW9A7iK|JQE4X}MXx&^>A|(bheN*J8b?C$;dxy_s(A z5?-suW3lGGmQH^m!&hVd6|1-TVUEsP?hEG9=gjA?Isc&(O+$Z&49iX4Azv@YOm*r1 z{f|GYKKb+u;hE07d%AkTZGm5w2yhe{#%>E5bB^+NHTy4f z+JL9=JT;Diq3)6Y501wE01 zHRWGF|HJ41#G9w9|Na;Mqq_eTHCDUppPOm_>(_ty`iK3u-uy=nb@?H|*O(tt7#eUi zQBx}8X~5wmY>loppT00Tj>F0C6eetr#{^PtoQ&gn%IwgidS~yUHy*FZ_s#o=li0uW z)_;FSzMFsff%M_fzulH|n*$v<-i<2#KY#PR|5g2DKl$mq`G3geOIxZzkMBtOz59Y@ z8GrenpZw+x`){85|1|bj-#@nMeC)4&{=fS=au>_7ac?|yFi|7Y(#|Km84 zY|%e;=gsW9((c>4cQhl7EGbeVDN+1RFjO?h3x%0`VpF`OglPi-IjHtA3Hb9~JH zCkAPv^tS{3%>K7=ELT7CSrNnZ%eyyW4Sne0Nr^W|{)_3K7zK?B;_(SQ#zsCO|8{!( z8u_3U{mc90y{fmR`(H36e4pT2w)mV&5=e85Vi>L;rzk_7Sm9N&S-33dizoC@Je0V@KpF zaE8R&q~)KCr^Mbt{2hF|U{d^;m#d%OC>#1HtNiOk{7jpZIX`ftZIK@TEbXtQev`lP z_y;=Tn6l42%?Uk6`+IL5azl?!t38uZ{sr3y{9ca#()?d9`P-=aZ@;|hu{FTH08^u} zXB2N^`;1HTJMb~#m^hOVvxb-);${>(V=-(b?oD)$=9|(uHufHgwG-!)nr8KX`uSYf zvwh2ywEqoqN9n&n<>w!xzp*#>WQ+uVBje)7c#`^`-+S>nb9E=*TaEtFDEbd;%j0yT z^jyyGRy}Ga@qgZarN>J8?`)*Mp+{#BQ|^7Y`N$86?{9|9e>wd(KmDH^JMEY+>VU`8 zNGUiO{ujve9y{azoh|TV`hN#C-&AyegvSZ-a-ItSZN-21CH?|hCaZ=ZyDM z8apq(G1KF@hIsVOwcsyH`yY+~7kV>lUq zkN6Al4*yJe&ifX0-B0lj7GpQBU;9gBRRj8e9dVSRBPDnhlYxSDz}zSEA?1E*9^`#p zh+U$wZh)@=c7m81<`3f9DDQ7UEE~-~rPt-26G?m=;w(0t?)Gb{h8OT_(6TQJJ z#p@Tl9M?h_?o%8<63d5rAkI<7BfgEc%|BP9{T5?ts_2jLZnzGY#9o2Ef_N;t&ZYW_ z;6kv@tm|F4SK@o~824H17F&n*@$C!V2i=D_{0nhDI%d`Je=YUvm>`cI>JEM2``_Bg7+xL3(ijE^-zQk0 ztN2#tv_d~tBY&%*zjE@Ad25T!ziWWEPmh18{UaHGW5}^!y5&c z6vr=O%%qt9cx}hky>8$xWLORIkLz^Cdn_yQf4${zBkF(r`mXzz#kN7IF=`Y?Lwt=~ z8<#&yaT|uWNpegv_Dh1_iE%iLnG-NNjG4oC+k2;B{hxk52e_N9XfOMM?O~ryPWxXA z?j}3^jlQ~xzMuO3fBWvSyTJTYz`5l7=XIwl^sh$ne>M7FUjNLK|K-O2Pw)Mw>)5*` z%yaqp&#v)L+kaCv{)VL~_-D@h?vj54eGD9&*LdAN-VO0Of~m1%{!6I;6ejoSJ@kQU z9lU-Rac>R=`%Cm%(>duI@cWI{zgP4!&(s2`ufR4z{rnHAl>cqcciY_j6?+5jrr!QH z$r*)jsMLPL-K6X90Cp$w)386Wg;>IqXMau9{;1UcM%zDm{hk-SFGct?_*G~h;(8JL zzh3rd-v4?3%UqDtpYoc_3CedmU*-Il%b()@?|=W#|8k4AESr%3FPFc~Cx0b(4sr0* z(KG7bk~a$a-`-n&?(wS^usOMI#kHx#&t>+9;cj%UZ@%^?dTn|AW3R^;-Fxv+{K|?= z*Y$5=Yf81BzGq@?rhEI7e&QHni}Zi7Yk&dJ{416Rm;H%t674Trf0Mpu-F2#;Sd>ck zCwV8fdDHgabQ}L&w+@IcZuU3vdCg*fNj_x5uE@XSib-i!{E6EA#MqEWJbs4X?c>x6 zo~9U9M(#=QHwnHi!rvI?#$!kfdn0wRKEEl(C$E1p`k%aS>!hOdhzumwC0akFo$Kvg zk*6ZBG>(bJv)L$k8<8WlSHv#fA#3bw2bog}@og-h5U@G=jAAjEyDG%#U>pO9WuPTv z9t1nPNc|!+{kH@;8r84obRJJ+9A#}GW};a81@ksV^sjlQpr3?wVatQ0FdHia^%#F*GzG&X>+bA_q`%VbCtb(%UrqhQTM&O??;t%=-z4^lbzZ{y zCD+I=KELEf5x0VIBy`Oj>%fd1A#2$$iq=oehQ&*fxFEtuicx4sP9=%2LM#*NWGtgB z^k0hqC7+eY)kyrBi2oSNs9gPup)hO^aWaavBmPFdiL$2(`BP2*SIhsU+Fxq?w@WM} z#u5U4#>+o`pUM`NrsHLkKh@T+b>ZDL%0HWXS;q6P#nCJ#|LfiV#M}@+wfbl){>^{S zE$aSGF-)Kj!7}+$;s=2S+danWbA(@;ME*^s{AD~6jbTF>qIr{oED>CZ;z^3$ zV;H{@^2c&j6_&mZ$|yc>8|s=a^(*dXOVV$X*nZ}iGE7&w`Nv}7aNcgF{wKXD{-$~K zkE!H8tDEIi>0kB@dHsn#H<|ixGxq=c|NGBw!_Ll0(f^yV{j+`io2C7dQ%ZdJ#LN&I zlVEA|zgorGh>ue4)BkLlmrDL81n$P}Q=AT-m-p~|;bu9l=o5`&V2eIZJw52?>hox{ z{lPp_pCQjwy8bw}b*z7zzwN6veeUxmUHU&;1N?9Nua-7PrS@+aydfBU`!4nK{f7Su ze7yJ??T_hh|4r2X%G*CV{1^LQ#7>`N{?F@gPX9;Fe>wkUng2@p|8n`i!~OgF|DRj5 zZTYnHf9CvOod35XFDvzK)zPcdzq!6~|M{5v5&sa=9xP{n@IPe1-%L~gzw!V1$JgB5 zmye{qrW+G~a}4orO0|Cgxp!we{b}q7#URnvN!vd&q5Tr?ri}d=Y**U5uveLnZL;mp zdh4IW+VqYdMEsjWVN6A@rX3h`>&ajLiu2Y4{99AwPl&Pcac2<2Mq_?N_?rX&6bz2= z5wSLcx8Zf&*H|@*q0xQ+F1c>^>HFe$B=_R}yng+!X%hOMF^8F7i9Dh_8Tq1wcQ79d z=7l~PUi$(6jPcwK;3GCkZmErkaTD{J$xz0hSnaVCjEf_As955hocHl=LT)L)4$n1K z!QxsEhgllYV3`^>*&vO&wZ{p=I=4L8OGA|ES_H=h365${IU z->`<9U}O9~W7kBunGxbeLM$B9Z9J}qI2>L#T+X=CuJbv@cj3K!zkg-p3Ql;^i zoKpdlr7>?vCpM;&G5)F(R&IZq{^S5w) z+~P;b{!i}No4W=4XZ3g4`y>7#riJ)~7zc9@|Algl`|ckHzk&zI^D;M%r~gv@&pe3| zvj*?(@^ZlL?O@CqACsh5{cL|L`+?sk-^y>)m^Xn}{rA{ACu96Y2V`FaT_KSbS?g!q zs6N3ou`j(1WACg%{!DiJ={KjW)A`)b*_eM+NA~hECI5~7>{}J@UR(P~OA@ol)6bXd z7P^1?_xIiMgX<+O5@Q81Kbgco^K@tRH>> zG*eQn9t=yYZDM3J=M?cb8ncEa@is~RDT`U7c$x!#4M6@a z#Pjx#p~k@Bd${4hLi#_kFER1)pWznx2NONDvi)!OX4U^i7tP>*AnxY##a|cLUyN^E z$^Z3D$65FB{1wp8$NL}F9(gMMiFMH588b(Gc7mT*Keu4%EBN2m9(kVG{%JXJL+TUX z2qP!vD3)^TWbDe+?qH>N45I*t2aL*cK?+U>rmtEFZ$7UNWLZ2 zDeA3%H(LK2xHp3MKF?uepNn*Q%QNNwj}Pl`=iG7PjeM*dejCRjU@_#l^!lr`Wt!+; zx^}AT|DA}hU+el)GwYu_fHNy)f2w_&{9mGW=@GZ(I_*+FZ_VKGS6VeYfh9KI?uoXa zd5)R0f%%e|tA=?R^#Aef_HQNoJNeIKy!~x4X#~$A*q-X~FRKqKZ;(&;EwT>B{qP^W zUz77OYcy_;;%Lm?PuA{;q2V{^y9}En|JHkKjlSR4$#Z%Ag728@{wKYP%m+U(|GCWp zp(M72`jlML{dL0~PBAxn9Og*e!*x_*4c4FP@VTgb9wEV4AhwB=8{OKW_7L|%V;bmM zJfGznYq|Pujv{!=+8&oVYng3-~~Ej-6{2)>*9Nt_#fKh7K0M(*+VV!zt@ng375p82DI zwF)tgQsZy=rzFRek9k8Z4#!`{EAr)}>91bn-;4O;mD=BLnB<85v((R6G;E7vRTP&( zpRUd|N}KyozpQ(6J)3Ldmghub-01o>*RY?xzEi+|>H3++sv8@zJslUeNjwn7jAH%0 zH~QS*!_#5>58WFGypfgut^bLEAg0G~H{?HQC(a2EOR4pSI3>(4C725Kf$eV+-j^I$ z8TilYPxxJR)a2OfsNr4p<^OW^OWrW>$)4MNiJb9zv&gVI$e(ic^O{~~sj|-EK2}qI zOZcBv=WOQ4)c4u@@ov$Xw4QiAsI`8{E#>hxq^)+)E-^NLUGTYk|ARlf)-#&7uvGgG z0!P+t@=xXK)XCqA&k#S$<7NcEC$dB_F@lQ`d<^2$czjG2`NO5o<^KK-8%rF&di%sZetj?6?z$&9mOM`3S$tas`In`BwoNv)Zz|f~$oelnwYWIv zB)*Kcv#|dgS%10yzwqo*m|GJ4V(RFBs`)RkpZaA!{s9vz7>_;mn)^xP)9C+y^jQ)wvya#rkDCdl;c1FpizkEE``{Up*^L{n?XDaC9YX58i4o3f7%kF>UcZfY%#{W@D|4!_I zsk6WMZME7T)!M&FdlUPUz9C|s*pErhuF11Mr@H-l{ZmVSdH?7AKb7(?r@x&3{`kNC z!!6#vVnY5$&c#{RpVI#Coc`;pe=$B}(5q|IzlR?AHHRwf-{ZjE^xW)KI+}#_pL*zj zvHZI*c1_mTbRAsRzmMK#o~iNnKV$sVyZ(vz{~N`BF|L6&OT7LyliI%vF>Dljlh~gL z5BYde;3czvdH+mmzx=N5u<>C?-ZRD1t5FKPHAlPh$TE{4NU0u?sd!&Y(D#kl-&o4nwdvh<&pj_#Mqb(r4SN80V{XFO)XhBc7>+ljj|jE%?M*t)Wm z#KssVNA#IO+>PXs6s(NqO&W*a2{@YMIelLelfTybna7CZ&loQ{)=3N-#oi=192AA)v%d77ymyEC_95Rm|Ei8$SXZ_5C-3(1ROmh>f0>^wuAg+p z`-oNhWa&KDcD9h#()IJ743m#s*PKfE*G%<~zP#ZvF;QF;$`gxYW3g$1j43aF0;a>T zGAI>?^TNG*_r|@(zb#K*{p9YveCU{G@Y?fHtTST{vboCU9bXa~#CIlGp4#iz_b9F? z#Q2f65{J|H_BXnI!?nco|6|0wvHov#{esIfI!TTHYs6~H`7g#O`*=TsYc5UyiiOta zD(N5Azw!7hzDadByWULlN9Azd{!;QUAOHH>A36OuxBkO_Uk4EHhQ3JqkJe(-jLRJr z-4lG5DU8jD`@`a_#YVG#=c#3Z1rXE-#_)$CI8*2KeDv{jhKeu{IiH=@M|27@oF!Q`Gt$$NL z7hgrn|5wTW<-e?P>>JZ{n_d4LxPMC88?S#KyW?|hp%2tXJ?Hu#4ud|7Hc)z6sYU;6 z_W38aKlEQ-t}CmpRXDDVwZF2`f8f=O`oHx*V;80AKjsa=(7Hqqe48^J{gAHS%$8#1{4Oav1l< z+ot+1|15kCDx+{L@4#_hzwayGCzH_sYmYw1I;)S@Aik4G2FmKV`3^16UNrmk>{87!=)SOd6T1(O=JB z-$mXR#*#?lQG^&0A!fx-ZlAL;f8uBY-=hu0 z-LwKLXE+wkDkzAI2e)zY}S{{Cn%?U+Om2U)rAP=+E>~dxwmdd?&|5Z4DbsmbHvOX}IS` zuRHbVoIC&QN>QAL@U*vijP^rW2l*F|zsb;aoyGW1zM+Bjk0Gv1z_l1&LhvXmYm$6W zmE}*sUN9~V-ticD?;gFn@2)?;jaahypQDEP=k}|cg1yNi|I+mb87X)Wwg+CDj_3bT-*?2^Xx~)d{x`^7_3YJi_YaKe@4vj1v5@x}twi%r zss6tR+-S4Xf6R07e&Bt|ga-0oTxYzW*Khi5-v2rM8CFDX9ho;%`gbw;*G%?LF8{LG zp96>+s+btf17(;S`YJU(jh+wpNX#0XyXRxt&}Yg21-)=-gAQ^>^pBHcBf#OD zcE=u^aEI{^$f0|*>r~cI{?bmBxbAh(|M`!JzH7Yyqm=$_@owl>XhnW0@keL$fBp5- z`R>~-qv4-7`pEc>SpO&HM*S1j`QO$eHg~Q1cU(XB?LDH`PlEl`4E4)@m)`%`a^lvs zw*P`nO&$?G0ez#?@oYZ(uNlTav1?~1{pamBA5%X5vr+!%^qlE}IXIOtMrGF=UT0j4DG5v$K!Ld8nTwDKZ zcQl2$VPBXXQjhhAV)ajT`_uJHJV=QJi5ydP_Ww6q`*+E!jRe`a#}pV%9vam2Rp_O{B= z*#1uREXq-xKlD2D&oGXK#k629DZ|^Ou@&(;eXGQ|@wf!!8ln8DrGAxL`hC(4kzLU- z-fKD%@3pp?k0G8jvea*LO1Hjrzq2Kux5g)TYP8OEP_koF_{EWsdI-!jh>=_2tz#WYk%|E#~==VD?U zr-TElks>$rx&k=PBguKJT3et>v4zCWam@;&&b6#rTK4|<<- zx$)OHK5UEi6YU1I9eA!(|94#28hA+J`bbt!;HQJ&iOH(J-tAXxy3X_Ih62>~v?!@J9-2Qt% zjk&weAG>SM?zjt2uEM@K<&KYe-ZnWWC3w6}^3P;MJpMd4S@O41{o~{cb3=KIieM}< z${&lZ!Z<7SoPU^u>ez*!MMpIKZ`-?*ROy$%?hO8tNF`K2k> zKPu6Gx%p3?HMziktwI0E>sP(AS><0o{*BfD>p}mO^l#O##>+pkZ-j3P^)G%?v&_Fa z{VDwoJ{nQH41JH{qfhcnCI12P956V{LxubHdH*DRmIve+=BHBZjXiVy=^c0P<)Z@q zyWIGTAOFT~vA?LR2Ax#w#BBBtV~Co(Bkk^Bym--R)3#Kh{u^*NxVP=}Y3~=y=KuO+ z-U_#g|79hkuD`^?$_rcd)fXUlz7M^mT*u|Ea2<`FYL%vjMo9q%UVj`-}O1 zrmOv%#s3l8|2h4S_kZQ|&w0T6(K7fS3wo1{y?HpyEoa*#%(al9aPhkuA9-JS1e7Y{{Pd2{eb;#!9e~H0fX8o;ag7!x) z|6>|%%=l{#Bel)ACbIU(Q>5JPHmm(-lD2=7e?e4^8I6}(f17RN zAKO>NiqzZwoof7v{Oe9!j9_9CoQIqjjE!E?@6`CXdX3l`VsJ>O$#c?2a?WFK!act4 z!ZDta|3z?LUjLN$f5!#Jz2TZZ{8EwKpgIj@1N9kPx4h}z&%!yLv2G-04c6ir%Z8X6 z%O$jyF>fTc3FDfyA+C+C)rUMZT)#gDyoKbRsjdF>ck^3Kj!{45H->ZJSmmAQC~OnY zSJD2~(`V{R|Mb;{^)~vDy>D6kiC8ZV{^n@SNUoU=x=hLYMtJ=(usv93vUk&uDEl~{ zrT*iPSA=xaGQzW+Nf5udXy#Dv*!s@um+VaycZGODD%^te^3pJOhV z>@w{)97PuTC+!;j3%-Q0Ze-K=F2tdb-aCOwdG_XxtREMw8*?4JV67Oj2t4-Y8DdOa ze|`b6Z#1@0G5%xwiG_;kC*DtwKmEq)YtpficUGW($qmGNz$=V(qw#ADccbm?K+LL6 zw%_Vw$S)J}gY4{GQCUc`A~pW0@9O<%mo&q9Pf zONJO3;zSIyV%QWrHVjD?`7`?BrqXzw=bx>opQz55(*KTLco)9i7LCagqbs4asQ-ysk~lOqwExY! z$3^G=^T4Yq2InnsIB$W$(YQg@um41BHtq{1XbSa@O7w4imoE9-Wbj|QUOUd~&-;HW z=xM2#` z{5LiH*N5@6I5qkYATc!lAK3!GeId4n&jkF9{4c1_82*NNt6m|;C39GDY)g&1owxC4 zTuRbgOn;(BSFryF9u7$zQdczpkxu1(DZfE%e+uqq@z>&iXd5{rdQb3~rSu=gAgkY( z_k6y%%gtZYC%&P2``<#&D%#o=+E3p|E&8|ELbTZ$;D3>EtCRgxOZ%By%KV>_XQ~SS zN44~q_kT`*IsZXUHHrUcs{K!S{iFr&_p&mVzrk-8>mQ9;|H%7)`qLl%*s4=kr+*v% zJ>Uz7F`z#0%fYeJ1ved`;T^ z;_+IX{P! zNsNz4+85esxSA+NO>&Lc8O7bGFM$}E1dC&KX^4Y^cZK_W9wmL3y(6#R`qoPAFYD*1 z{{+8e=dI6c?|;gdju7`IvU6n(S&zl`3;HemDfD|V2hDlpn*pw%12I1~0C%%)xD$DY zI^5cm$UStj!)flJHaX8ZgZC1Pps_$0D+94Wt}xz>uh&Y>Q5EVJ9n;?zWRZWy=It(f zAI{61#j?N`M68jvN84Dr{al|GIbA3E-*%d7V(K3qmVdBQ>-ysF!W zPK>?AK~j85J7`1dYT)?CIHO|iCyqtzd{0aEtwN8%)+?lcwt+F9T8S@_Qfb`cK=J(3 zSBkq)oK1RN*w)LL1IEX9@a4b!dNXl2H=kcr9FC`J`nRnOS;l{O?2J2b|Ckf}6ERT0 z$_TC|@JVU$=Ue4_GHYF~{|6 z->UDzbM{Ux8()7h`Oo}KrRHB7|54C~eXERb743ie`g!n&6r2CJj(I`i;5>J)v95XJ z#Vtpi&s*SuIRB6)rb_>?_UH9ajsBPSKlSFu%l}IJUk&|#2i(nHzxX_f0|VWj&vPrr z|Mu=`=bx|m_`4j{nvNb|Ibjy z{$?(%`2R(*5k>d!am3wx`pwtStB+`$Z2KoIga2#Zs(o(G(rq52oZxX1-%xG-A7XCo zKTg&2tM`A@)BcdL5FOsz9Zh0?l(YXgAl{Ane_DXSF`veCwEw1K|Ic>%%iEv$Yt?tF zKBb)h)aNvv{7(X|=c9QcS>3BNGpRLz-x;=M*xtW0et?@gkn;(S^ z@8eifmxr#ec80A(>6(<-997ys<@B#+od39HRBHW2)|2477Cn(=2K#rqwST(Mzv=3- zc3@)x`-Aaq%(k+UYa{xPFl4kJzhdhTTdwc&7&iN_B>7jQl>OUtqt~yqOi%ew9;{~l zCD6Y0Im)#C$@M3(s{|`zxCXOx8;5@&4kxZR9)HE?)X)A7?*>*z_67G-_G{v;R`}@tt}7P0|0%6K?((@<@vEY4{zs6!LSe&h_^_vVW)OS?> zQ8}4>bHLVE8`v)IAFHNld}NX$E|6Ikp!Igfkfe%_;c5q<3X4(dnr$LrdHy?+4y?(LW# zr~?!m|6=`5YzE_@w4CnNd}EAx#282@*A2Hv>*m`3ouCQv0bVWugDJIQ9$ZS@9?d{mZf8R8VfcywhEL zep%KsC2j%N$FZjQFCV|)_b845*H<3ZrVEzvq`}Ft^jh%HT z9*nqw`$KNv9%6sU24C@&z52ZvtE}`-42k0Ad@LKb8PD?^{;tck(~R$| z#QZJik~~)&!z}$@%lOx${_Xg0R{Ob-|A@z_M1S?DUufF*nbEiQnfhH!CldLVqW^UL z@%&4Rh|Bw4<@!YE9Po@6v#lQ8H_}}Co|IrBYG05cl%U{N-A&!Fl z|Mus{LB5x&pE5*a+r+V7EC!60mb*^zHz|3tKWFccxkpc5 zxv^)!+Z2(1PoBR*KB`}E{guR}DJK64W4~l?|7V|nA-J1j?GOExLH^cSzt)lTzu=sT z%)iCPU+4ti7Tyu&jMDA@2k<$s-@L1O{x4QPb%=V5Ki^SF|H$i~9Qk8&Sz7i_i~f5yv9>mQ=4WYGT@w@!52T>dn*{N?|y61)B`a5C`28~(=p z^MbYEdBN0ZsplBy#{YXue2w63_zw8~TPyNg@jszX{L`7l zvrO!SQtfYM`>USzPc7|dj2rX+Y#2nIDWN0UOi9109fjix_E#JnQzgF^p)T)1F_5bGeC-c9|3o}sucfgPPhd;gVmhN5~<~NReKL0iM z{7-y%J@oHb7vC>ByXx_Mz}u(SALO_O`*XUmI)cPCO1#JB(m%p~|V`cNq z|6yI1*ag8a{I2Uc8P-2{-a^hc+NWZp^52p2_U|6hi`os%)BdSkf8THdF+~0UDEcor z@gs&YQC!T7!JnX=Ylx*0{EN2Jus@2k@i-u2V|;86p+|}RV}1l;XZQ|JtAfG7IrgDE zV8DqO?%9_w90f zW!vrc^%QNGZRa|-jQc2M)}ZV+F$T;GdpJjOq#D|%a`T+aP{{v67c`!VJ`-oM_h z+y@%qwx7o=u^qrY2XK!ZZ^Zny0dp2;~lkosFoqn zq%XN|$2_-j81#5bw~Zq>#y+=J;B938H1>hrYh^hCx*b8BC6=dAp25b__Rj$O#dBv- z;y)bOkiU?}?I_#N0^29ofb~4L)%9NMbNzRKL%Rzc+8yM!z{W8*Pkao?LN0t z?!;Zc;dt==h#P!x3MICC+{Y&8PGkR!JNXdD53&E~H1&OXo7kTKOyWf9Jw%>r= z`whn|d0zH$4@4*Kfz9PS#zl{_s75*W@?x8*wj6y`MIxe)ACT z@z?q7a-X#6EaIwMazDL&Ecx{Gd$oT3F5TZc_zU>%ACBek_+I&L^bN~KwLh-^H}>D( z@h$A@2G@V{r|Z&(+FziNGW}o6_`iPr*1dfF&W}+vUKk@{bB8cy9K$U2>pwj@?l!*V z#{U8^p`@$Vpy@Ht?ghm43HMJz{qnsj`pfJ0{F?WF!|6Y#Kgt!A{|D~D{|H<@$$#L<`Ko~nY@bR88JB-=AWGZ8^ix6pzG|v z)93h)pKQ13kH>Z!xEbto+wV)+7yJ$H#WUf&-h|aL z&u;q9$3Gwc*)0EOJNn={@)Tp0!?onqBk%bR2)`x=HLv#-`DDlY+ysm^Bd= zUNHpFyMZGJd2*n43m%^5{CRm^o;%`>JQxJ_#K-GqOmWy_`maRc|J?GAH?cUl$6~w+ zhF16HsxKTM;r6f<1g_;Y2SJq*ZSVdTJ7Ja#h(b~MzJu0r-^Ve_CJUC3V^#IjzIke z*hl}E??BG^99%I5LH?uXbG{BO`5s~wJk}?#-}heV&q!KVvdWo)0qGc-8Z6iTcUk#p>68QPehy z-(Ro#I}kUz8v0+*GUPt^=riC>_5y=()_v1{PPRo-o&|mb=ddkmKjW5cJ}8)iW$@W8 zY&(PPv|H4A+O6Ny=e8XE!EHYLgWGg?r<9wIpr3HO`EZZh+=u;W>pq0`AA;W+rECXL zaytaf)4}boi`#){+mC!h2axk=?`F6BhYi3`5NCm{2N(+AD~PM$KCu^y!Qeje88~Js z*bJ1!Zs6RvTe!c57Y%AQ7?iFtFW*(!& z{x@AK-8Z=B8|*LY;yK`kx_}wN_Dv@?oRgCKowx@ju`k5JeAm6&t=|eHZOFHmgY~NrbzGeZiH7kJEA?{`YFgV2JEC3E?!A4?ofXCUW+kzJ0 zd$9jCN@9LkF50-|{Y z;AyZeTff#V->}|&NqiJHkCh^hY96+LrvlDut{f}&YA!HXx-D{ZzUR4xZZ68X-vg($ z3>)`ZE?em4Sot0Hxh-4Z=1RHHeX(?rY;#b~S-Jq%u`R`U;Lhe?WBK{F3)~k=7NCsw zmtddgfKmHwF|U8+K41Jb%CFt$i0jUCpRtsU`(H)deE0bx9CKTUdls_v8_s=-bDu1j zkN;HXODX$bbN?$n&;75l|J8gq2lsxl5ba!u?_Pj!_T?wI=i~YF+$ZzD1g37D?DJT+ zxpMw*^S*R{`w|;VzkQ7I<1gpAkLLPobLZk7Y;)$yxsP!C(VRK%!#Q8NkG}BxEa%Sg z$6vS)Kj%K~VTrgNANu{j;#jsX^q#+dhU3q^aDVw^p5MN7AL87HpMK%~`U&nq`4^Ob z;qk|xqr~>f=eYKn`^(2T|2G_e{F(azrJVD}fBEQhoWps@yAMA4G}^c0Pu*Yanv`~L zQvUfv-Dmk{-t*z7?$6OX<+|L1^CgwbW?QJ$e0k|C7Ez3k9^HG{k1@lFvUTA9c>P`8J<_bNwUNze?+$ALGB8#0Qq$|MmS3Pecz{x%X%I zBl%o){x`-irr(<}&=VgB?0@)7#1D=#IiL2CHn;yJd^g%KRsJ9LFa5&w1*QF8jrKoH zb^G)Bm0zaH|CslG-v2@aQzZX#`kUSK*M5GR`?o*7@0RUbJ0ZBDH}HrxCw?etiibo&P$3`5_Zx%&5^dzzCs9)ISC zmV6ml8&;le{`NB`aJ>G`@2-aan8%GV^%ZBMxV6Azg2zetkGZCTER%Kg#O|7o^dHvy z$*Z9Ca9n2mX+Oo-6T>}NDfp5a?BC|bpJ>b)#T60j!5B2K@zGAf3W=?+I2nuMA^qX+ z)4oZr2YeFoG<*k2eGaAdoyU}f_whXAgV?=!{ZromYmn=Xxz-GeXLv=EKg>5nUjzU3 z*>K`UD2ZE(kL5bfv24M8jL+M8>Wun*I0psZOHld{Pblf4k`h*2kA(%^w(v-7h^~kk7``Kl?w;fBbii zel*6iK8~F7#0tmryy-6d7f*1v(0S~fl+Xu=!L@nOaLJlCLiM9Pz-z{Rn5F;u-zsrd z1v!O$&ZYIp7qtfYrPdDWw&o<_d7J>YWw6b4UeuUJ#Amhsh?o|5X5CP`+%I{laL-!a z@1JGPDalnf!SOf!pji8*pP(1=ALSA1PwX#=k$BFXe|kl>;}1@{-kXQq4_6W21ly*I zJKW|=JBqenaxfvk)ZUwY5?iAm@iG`!gE2AU`X9f!t9e713r6z6JV%bHB>z;B8%Fbs zFx~_6#w599UO46|;rGYm&$t{Rw-n=f6se!Ok?4aJ_>cL(bc}Vp+9iLM=9scvQ${(-lGhJ4C_QpF!n2R_Ob7}@QwBkYkxiDUo3x^XVAt_zPU#E+l8Eh zotL&&ZomJ>nByS-z~kR`?lVqW_htSQj}80GBONvzQx32{x-McLa-NZpa1-aLUVF0p?D=dPb{M{w=O+dsNzW4GPYvC*(S8N1~k-M`_U;2ig# zJi6tcJ{om*A6~;g?!(4&x{bQWyw2z4Jg@nU&&#v7!@c&r+{^0^?K!?L**`ma)*Ze+ zfUV#4UF~;Au5o|B^|6$#A0;=QL&Ke|V*h5PlMlQ)L+Tg%ihZQ%8&{nu{YE%?Sp zw!c{Y?BlqP8d-m}{eSZ2kUKqk&fR%%RlYHNe`@@B&&Z7*v7K`RH&0<~8{?s<*wZxb=U6Rc31C=y7RZMdfKaw{?6S7 zO&e{3ru#_Glhl6WmArmWZ+ZXc^auXidEtP@x$`mZG`^jWaff(zU1zt;{Il)cZi#az zG4ODn_sPB3XAa7p7xrhKe}o5f`fDit?YVf+?Kltn^v69Yd)*EzagOJC+=KHyKjIp% z7o6WM*W}y}z8<^Jzk|>AoZl_a-?{t1ow|80k@0>mQ<pd;6~* zu37&XxN%BobKTM7i1qo{5j(Sd_Y3udRqg-!O)%}>^*oIHXzEj=zl?sm*#EHY$IEW( zd2Byka@&5q0>7{Nd}*UpvOluef9jJ_o2H)jhuAc*cWSY}>S6!XT0dhR(?>6T=k27} zb_(ZV&*lAJ-u}($Z~Dtp-_`^M_2X8pzR zH|6+`c({r5zkOG&>tEWo+Q)yQ^^;!X^{1JRKUsV9ncyEn93Em`7{iA67sJKG_!q&^ z=ykmh_Y;$2aaja2qsJk?j>qg+oEyX6h|hrUqwm1#%Ij~+{%=LhE#WPh|B^Li`bgFt z!~Z@tj(?mJn=*rS1Rlmd-%q_F$h;!;D<;H0$9IH#^qgTv#GjL%Tci$~YyAE3xeE0Q zMz03?U%vY#;&HSghQ%_(d>O5Z{#!@Rh+eJzr0q2fiD5$oLqj}Hgc%ur0{pOGM+$K` za?WFOId3ZV()US)_UriUko9lk7FvnH05(AI79Nj5Jj906UBJyCrw*_)#LsY_I2@Mi zhTCPF+b_zA(>5WD1$hadka`7xMZrr+nFA%=#y7CB~#<6dBF*bi*KU{A2$d*cx9L;jlR z-jj&QZtv#zTzr1nz4>_zIaFQ%gY!agHO#>xm>a?3;JjdM6npcpfABtHZ}eDjH~3bI zZ#ei+zq9|I|6X6e)SGI5-~IlI{MQDog5;0Gco()W8Gqq5j0N!xar=oKAr3;X8;#Y@ ze@1_-gIhJ@uePb$tL?r`#CX&ye~7Uu#(#`C81&f+^5;+Q{ij>J4Y(V*PvswJo&81| zSMfJ!D|n@wm=xhpFDI*{|G52pk78qW{-^FPVtGH~A@cgYbEI{x_K+WrSfY zHvWd$Gx$%^(jF9WHud;*naeMRg zV=s#u)BcOdHKcV}y;f@diXYT-Q_=orsh?QPa`R6)`jh$N-DCIWmobmo{K>t>d}8z$ zaGsF;wa$O6{}SdY)}`}f^e(>F&p(%*U3PDOO=!Im{iXZ=w_jc$pV$lc^V`?%-J7@W z)tjH)`c_J--&EM?R9HCgp*>?#>#w2yJ-~AHJwRKIIOH`Ud~uYcHen-4@64EnLQaf`&jIjHukb* ztUJnBCLHe`*z*==#@qBBKO_Iq_-i2!4RJDtui-UfE-Y3DO2OmEG2ex2au1);I*OgM zYgV7V-;Vi=J;!_PdcX(e^?R&TWBQ-Gp=+M%x3T%56|q+)GXCrMUYTp~UdVl`!``2k z%PNmm=82r+oQ1d#X6IS@It*K=b2{g{Qe? zdHSx*f1Fp7@6-18N=`}4dz}A(3t^m=;M0xQ@ZeYF`iERg#lfM^lD_L|+RuAsja@JS z#9k?pzKK{A&%0K?=}2YwWNH%tA*i`1k4F8~+A7-|=uY78``@6z*sHS|y1jbOFj zjUmPw@Hd}{5Seiu{MEcJpI4MH}d=H z*?#M*xc<2PdYyGf7%I^t>eK(zq5dzCH*)^>i*=0h{?F+zMgNMaDYU-~Lu2xfzCG3B z3iXe){?GWIjM+F5`^R{SrPVJoM!s8lnb&Ha|MmUN!T8?E= zb@UBiczRXvjiuUu@X|5&hd;gNde8Q`yZDEbm>d4{ctB#$d*42N_{7=JFK<4^yGPYW z@8htTZ$J1T`46r5@qw?g=j~bl3}fJnpP$FL=iJyu!DL>;cQ?cMvp@D;x)*#_8uPh! z|JSDrH@dGk42Tb{l>ckn$Wu4+=*N=%zwO4(y8A!G&Zv|Ao!0+rvA=@t0DD7ZMuYu7 zdHd1N`S^>^V50VSPXCFIA&dVZJ^$zZKQaGLPJcQ52@QB3YCiwc-Y}aZp$*e9ri1+1 zj{gxRL;qGiT`@b<|7~qSaqzYKKSI3tjQ)2U8_~;T>^N>-E>`J(o(TQ#89nH2{o?+g z*KgioUFMXJDNtztS{rJuU-F(-vHmXkQK>IivHrRj{}Ste#)ba3YW-iu?Ei_jKk#K8 z#$PZ@z#B+>h}8N=sHX<~moaciBWCl`Hts>ppxGvWC8m&JM5L^|{$0xcRV+wj@DKIG zpLAS6K4P&?J?@5>8IO(8630GTeB(6X6k>g$F?EX3h|M|+b}j%njRBul*d~IUMfER>yADTHmk%;^ZpXW!Ei3%oQZjf zvd!<0FL52$l$QNIWMqP=q3*=Z?%^6RuA5wzIfwbd?K-ddx+~PrIV)+i(L4DlTl;z6 z!i~f3gO5ISU#{Gnng7-xr+CK&#?fHEXj|2%oA`#+cT69#_aV!gn5`-EoSo;nv+nrA zp`;Hpw7(0vU>GNaF>W;15b+m`Z?Q?SCWf~VjKCI&VWSut#IErbqGdh zJxV*L7#+psFdr3<*CWAo<6XM>f{e&2DP12 z+=*b>QvKhFF|qn(tSAdJw%_C;`B6|ndwpB=-Ch>d(EjZ=b_c$Zwek}DFBm+?fnlGY*lbJkRJ?CI#_=Z} zz%X+xH8-5{tMPJ(X(cgmfSWO#3^8_9@c+O5VY%t}e#=3ZiYtS6D{jx9$MJ=y7aP`o z${EH!u|86G&i@jYq!C(bO6 zVN>t%XM85chI?Z98ObX}=s(19s$=`B;r~YT|8%IIxSOw*ErDF|I#k~Ok&HFnGSR=P z;lJrH{%lV<`@{4i(?2+e^Iy1F{_MGpJjWUBKYKRm$MW@0ME*_p{y%nq5Pm;mTZob2 z|E-F58Gy}j7C4rNFQ2-*FCQkn>+K(#e~7c$j(AqIVZ@L8U|9T!2Z)=2AJK3&ijVOa z8r0E8Y!0srre=Ko3D(AAcMN0W@jK$HOyO}@=iL_%1^-h_|DG!ObM($tx9#*}xApWB zw{-;N$e5How~fdCd|Ur3_|)h(NPGwq2ip7JzFfA`eYs+n{?k^(|MtWA8~BHIOt44A z`o9@xSEtC;p#_+CO>!SMUF;hW_X?WsZ0$;X~zq+iCbyc}{$)BXW-a z^2u1z_sEU@n2htE+&cmLKhRJH|A&2>`5(ixdHpr}UqT<|{jap2(|<$xKP`Vc&+D2( zE`PGE|5PLYCtLs8HM(E*aq7x~g=d*y;Onh_Cm4dm?&yQTVCR;z|H|24{1?FHnCUkE zG4GPupvBt%|g#X!*!;5w!hZ(kM#W8fm~Cq(9s%2f6V`;d8iILu0N#fpRV+urT?k_ z&UE|-aa%F}vCT3MaD57Ty|&+D1&FBu9zf%G@SI|h6km`W(?=k&Z48?e-Dh!V=u227 z*AgKORr~lVLzOced<9jncYi?Ey>#sh^P16Ydhlx0{4`4M=BJyrET^95Oc9>LoHU&Hly z#tqTfCnymMMRHH!{Q8kj$rEMR8!L&aVeTl&FU6QRz~N|)DaG6f)&?wpAf9gLm|1nl#KXOzVzX|VvpEUjm;~FW>%EsE_9C7?({4rtbhwh~HL? z{9zs_##`lg5d(DKuI4#S^Pgb5`E61Av&bL8-3VW4EUCEv$$!>X>lYa(FB9r5{}_XY zm=}ISx$!reApf&}l5weT`-$l>{7pUDPg^g||Ku0r8L<;7H{={~c!(|Lv3dLl-sGy> zk88~N_U2c_{E)aCh1i#XK>*)|yidRk@Vw+$k~mh;GlFkOV&#p6!qAvr9iExErgRWdSZ@irPQb{a>v9$BcP{xnLsn7x%xt$7oq- zHJblR&42cs(mdp}r+?x*<-4Q#hZq>f*pYj@{vk1MrkMWuUDgi!{)x6<)^{uLe!+m_?0a-&p9ddkBeErjT{Ch9oE$RRIdfjpN z**ER#r}KU`^S>P%y&-s;*KdB2^32$!&?kmr+Ied~>;&3Hh59$+o^yR>>vj5ncNN%w zW~0S=HTUh1N|ixiVe&zZd_12CPktS2x|<$_n~_ zG5wpdC5g*tX*pk6ruF|L!1dQ^{~W|x)^zTF&dF*2zuKAV&r57xVtpf8t8)EO`p7>M z)2ZnM_4fa>j>HzO?EkK2{1tz*TgE+?KM_p`eN^^;OxE~YJrkM#m_J9>$>m>@!udzm z&1V4qW9<>d6sdqe5R46RG{_aLc7Wkz`2P*}u@OUHm>ju}*YtkD7Z5We_wihGjpw{w zq3^?R+l0dmIH|8JIqhaQbM=91EUQA6(dok7=s=cM9TfMMx}Kicp!Qc9jFjejF? zWq1#wuivA1FUDf2hX1<}uW7?@m-~MZ zD}VLTR{2KFft6kUkmmUe>lHpgA27ZV`#Z)su`j7t)*^p2&y>cFv3?}|v;Q^66m_(? zpKx4({wFH`I?;E``J~_D$`s5DV%>uf21kSSFE2n9K}}^r@zVQf5F`d?-tj8 zYH2^)W?L!#Z)E>l-BJhICi7`Z{!DfKyH4$QyGHhDKjr;jR{xUm4D(8T=AWq^|19O$)ElA6u+`h{)uIbniN(>ur2&Y zR%78%hZSr~7^icRUrPM*ychm_{f}0$H(_6JGQ{K@b_0lKbQ1Oz$Gw{R2M~{y&vBgl z$A;Z8;CGI~x8Da_g88lZzO??;?EP={w~c@Mz#H|Id7qit|KD_+cYmAv-8lRI;JLpG z*5=jgcPP32>}cB>#>x7h|5V2Q4`OU~jqV%Q|GkJGPdjicb5g-}E3_-d+h4|yh4(ey z{xJJ5ub*R-9;dwjYqkGs@qbn7fBrLFt^b?rB;b^Q75 z6X}1Mdu9RtL-V&OFP2*WGW(uoz{Ge=jo=C}KP$!t*JZBOW4S-_5vYAZoQ=IlF*x!L ze_yac3~NJd6Rz2o*I$TRn#ujY4!F1Qe}b$PdyI@Db`V6LAcTV&i}B#UsHZTl=}T zJ_M`^b4aCeGsI9FLw=_HSB|*8Ye!w*^<(bv&3<+;Ii{G)N%1zJ6pRgG$wbddR_ z{CAuHMrhdH?P)=D;As4h!kVv`d17x@KxB;lIn61Bd`%Jm5f8!h zZ2$h-NA%rXgNy2C|FiAs_7i&}V+#5z#{U72f%=KNvGI@VFE;*+8`y?eDeF&ayqh)0 zfxE#wI{Z6=-j8}q)lZyFEPsfPvG(u1iF{L{TNd&kaqfJd#4XGyeO1^V*2Ys+#&Wut?fU~ zwZGK38ULyL#CoX2w~1w{U(1hpi_Z{yV0eRowK0529Lt8h>-jg}Z~T3R%VEhlHj0R<$QDxaSi3_XAZ1V{1@Z^*svJO=8t#q<`j+GWs_94Rq$|&#*VQ(|Oh=dHfmADQ-Xe zCd>R&FZxgSe_nsy|2h37_J_o-HW`(YKYN%Xr-c4z`VVuX2VS-3t@QJ9&i{!nYVwD% zXVgcpKJx^Bqqvy_N29T9mDe=?|L4%4?dowel_oZ zQ_Rgf$?-+J4RJTGSz>KO#x&}G)4z$oVSF3G<1qJt^u1q$!G1jc{AYUS=mCj?Q;Gkk z(*IJ-{;yU4HybL8{b%;mOsk){MmmwhoN*6`8KHlRrQ|Q=FW-u-|QV(>(~3~@5||*eZhZPLyVe8|13hZWzn#zviL)udU3>Z4J9^l?gl@@vvaf-;=>_J7^AGQrxRYLwOfWsf;iw%z8zZa! z%lP**N&a(PjTjRCYml}-ZT=S8<$Nb|UiIsbldb>IE=cSq+LXop-}SJ+m^XR{@i+PW zUv&Lzy2-yJw-na2E9k!#)1_JQ57f_fd+N()j(7&4Ia}k`Xxt#f(6F?9#ncc_Bkz#BQ+iD>Hq!qZ=OwS-`da&MruRSf zzl1(*&6uTbs(%&g&B=V_&wJfKbuT<8a~Mn82M)vRxM)q*Y?FG`zXAWK7;h-;*G~Tn zTTi(^1A8-n)jq+aW#KW6cl)!@N*d#_?i~17CCCGXD7l_U6E4=#wmE zLwrS)hprxTeZb-nx1;%^7!yZh-stg=>%Gw@@j-f#cS`E;cpSsWh;GX7;kcpX*m1qu z@^)|y^DMD9{@UX=cXd4-Yn)tL*R{_V?*5Bg`VEYw1I&%$c}kBz-$$$s=LnY66RrMO zU*>Ix8U$GU6h2pr_81uaHp7P&r#9`_M4uyHRPCgtNM}Mq8=y85Ou7BVGFiS#r zYD*jc3l_s;u~4>|cf|0&ISJc^z3Sh6?2 zJPueI@}=TA80UsDZWtdVi9^GE;uVC410U->#Mvme!9UCA0w%=cX;SwqcvHFEKYyv{-^w5-YQ};E72eE zV#H$Eyu)`DtN-mUV@2nmH2o=_=aSSvRrLQFZ7QYzRGNQEwZ9zy7wiAL{^I&)-v8zG zpV>}-#N^P|*Mt1$)K9~IaL{W+FND5E8%Fxc&%ZhUsr``jLvj6|F=Xst*kV3&IR~G* zUOViL;Qv+ftI^~S=a8f5%+4gnO#zle{qFSjGtQ01y;ppV%qN^z@Gi!y;W|LM`sKe_ z%ZV7(&%9SU?*5x*!1xOmDOxkxd2QIO?0xG#`0!Kr{Z3skJ9P81qg^z>|0__QMQ$nP zmtuMS*=;#zYb<-fJ6rG{^v+ucFb3NHcFq1(uGIhJzdf+yG#?dX;pjSn@t>7h?XPg3 z*;y!qjhDgx%Ij}T|1$DjRcdFjJHt~L6%T1Q4I${)tNiT#h1 zwP9}d^R>y}mZ5I2?K~EynEuUk)EoI<>w(c@GQMGq zO^#A06CZVt+lzl6G^V0qZgl>qJ;rwhTu%x8|1hyPCDxzJ{_jH^744syIsdb-7?<-n zVs+B~AzuVOn`Zj2*?*H|e-XDNw2_iOHt$&(_=+?vo6>1L)*tfv6M8i{X8mqux&Ge( zJjzVLe=tWQ`PbTQWx4h%uPZ&;eHypM;;bZ?8s?U={8EO^kytjs)QEj1F>Dko5-=kE z8GTkUIq@^PZ*}PnA4^W6}?bMw(%cmC;>&?keyrWnRX z@Gz45N%1!Wh;zeuHjHaSe9ggtx6%FmR}_oG^T%$V0Pe=enIV2BY>aEe_YAuoSNA&R zoZ`NnlREGXIwpxvTVn)h?kHkzuDrbF&SU-B?qhiY$6P11HT&Owedg{xy&-j<0M3QE zr9|H?G5&mqU_r<`&{G6+6VnKN-Nb5na0yzicV~H#``h z*?6i;azzm7Bkc;d!LTtgrbco~DQ+gg$pIgO*dKz+ zVU8t_m*I7d9isfN*c^|qlXq+E8$Ks7a6)~G(+Sv|8tNxbf;ohq0H^Wj6}S8D#*0yR z({IEqUVnbaUH|E}`w?=Kvh@7ZtG>kk6Uf%o{6ma}#_nnU_HzuTvj2I5`n!NRhw&4n1%mezw4UyZNTud3{*=nSDt-6HDn= z-?!;8=!LzJ?ti`CV{ob%f2)VK-46WAyM_6yQug;$*&pJ=$!P!8YJZqbM*Fkb?5~No zpZ{(KA8r}{tJX8~+8?jekcN}7R)0f1{EwF3rN9R+|FfzOFH8T&{y)Yf%K5KwtkUv_ z{~ueQvH#6y68k!YrlWPbMvcGGR4#w$Z`3V}SKj{xePXl{%iH8!ZSq&w@F;7dEhT^W z|8Q3NUw;z+Eh65{+T(4)SHfEv{I5CvH;(@KUqY+{7Sq2)XS{th__`~}KgPFVEJfmP zVtVAhyoHC)eOoCf+UWnW7BNAO3-`0Ub`Z0{uW|GME0 z;BJ7g@o{d}5NpF&H^kfUoE*2h4QIL}UIt^{Fs~8u4Pg`f4KNbO2_$n>YWxMK0Ng`2 zZ~$x*u@#*cwkbve@3}d4Pu7cv9-VV15PwB5F!vP~Bm2P1gqStJt_%Q&W4IfQadQ~> z8~BnD_ePEp2dD4Gap_;l?__ao@J@?$!}r=d&p*7TI3MJh>IdG2*G>Y@YwH1Aw|@EV ziH~cc>+4*LeSx*>%fQ~8eRdw>$$!WFm|}dnF3Yv{U*0@+&tBYh%q^8={D<)#p#h9P z*DvH7?7f~=7+2nC=ji=G85fH`)Jp8hImLoloEPFE_-|xfKjYl6{raAS{#d`Z+pmG5 z&d@GjKV!`AMt-J*XO;g2cN5jman8d3jCCV;8PFE7Hi8)v>=1HQT|};`3jE&%3>kA8 zvz?{dPmEdI{xtt3Z7GyLe|+yh-QsO43gl1cMa37z^xu8i`A0|S7#I0!Dn#=f(vx2+QJZh8Ee(mep>7VhOlK!i1 z{)y+mO8j4{|I_lH?;##4%ltQ;>pyyH&>g*XqNM&g)7vlfQbzyI+h1A#o6ht<9mZer zFvQnHzH{@V-z8?opGV36HRJi`s}+mg#|!3$XYF3~#V5E99$OBh{dlL?8Y%fl+ambx zL!C$6;RkA4sqCemRsH-o9po=_b`@*C_338|SGn)D9Kt=s+8{?%7_VgP?A}WKuk|p` zl;)ZeTuyjjGTyvy?@Yd}uzuzm5PcdpWET4?=-$-9Q~LKr{V#d_YS&0VdY?`f`>PGH zQ)2&9>~Bi@f1BC=*6icYTwTGhUdI1duK#2IA9GiA{OElnIsX-vKO0Wm5ZWf5fV_~) zpVI!1T>iozRKfo@o#kJFTqz-cm}e^M`Ui10|Mo}XZrbIUW|zOSh5xhYf2y+;`aetY zKe5}~f}Y23|qqcxt|>8^(+2jCilO@W)gWxxv87l zK(Q@U=)2){#lw63z|Zw6hy8oJ92Q-X_j4_p_sPA6E9SAsmiW5uy>{Nd#hwpkcrMX3 zO4U!^m&H(^OBZ{Hy66$ zGqNUFSlap!^KtFD*%vTS5_`nspft}A`+BoGco)9%sQ#09?gaWl-tFm6=+M@O@%>gm zze!`l_&K};{}I~~*Iy0)Yg`tKr9@1Z(iX8if$zN>F*y;>wL)W_rZf(d&#MHwlw;s> z;`VEw>KIGEqrdIFvHbbt|I&Cjb)ng7N%9G8+m@pB^2z#EAT-FW$D^%Dct z#+X2o^NHV3U-?UZCJt%y#U9VE8ncRgXZ&{x*qgmK4!aKEbh6fOaV;nxV?HqY7a9f4 z+8U71u;;(gmp2siBAA&Mz&QYuz>=E^H0q8CI_}6@v-?OFtmGm#6 z3+O{R{U!Qe&VP{MHRvC;%Acc%0l$y&;Vo7TF)tAYLw)JMU-)w}xA-||>Bg1rFJF9u zYl`3Cb8Hj>R;5+m?PL7=xU%m25qI+q36Z@yu_VYWYn*UC~ zKC0CJOE#=<%R1L+{{&o;VwOgFXa{j-y$o(QV zins4<-|U`H7P0@BH-?ylV)nm1Hn9F`<4}$NHL<0d&;Q1DH}m+D zC&cev#Q)9zXgMB&ffB#_#QpE$6BHV(ul?QZ{s;E+nj^@`hxG^M<4S0jK3q??LGDbh z|1+;Y?|-8KmD7_)f4YWOe*MkzOqm?zw~Ab)Y{i!FQjcptx5+K&`qs6dWo~zW-xRLD zG`sxQer!Db6AM#L|7N^G8`s$X%>6L#W&Gc<{O>{RmaO_G<7E&OppQZmL zHV5Wk&ck-UmgDJP_!xArd@;M|f3oba9f;qQ_rKC!TK+a0{i!_xy~|@q%GrO-j{lep z{}Ao&6g`a)3XvM+WLuQ zqEEBGREJ2eQ{UFUH+^j){oiqED`MPO+#8E^kVtEV5vGbzYV<*^XN>>R#%!kvA5$qgajk*v=PzQ*HUh>;;)#-GzQd|-0! z;GgZ$6Nqht|NKIX8;x~y7;$bS2DDTDC9RCylCAb~Zho=$ZZYUqJ&_83lFz!vU_A}N?rT$m@#^f2= z3;O+k|NFn)w>wrA)GzUy`IEoDU(`7d-XyqwUytjl=%Pmd}2hRfGvma(||1-V}ahZ~Hs$edU*J+h*)APSzIsIHR z8|ja+dIF|Scs7}TlJ#HZ<#O|1DgIB+7w>7JL;de^cy#Snc{Bp{s*7RJVH8~ z9pf+U^>m+)e{+t%=9=;`PKd1$>`a2mV0;zDTA;+WcuZGsZgKzh;fE1U$KQ+GMME5nbdxx6B+l2e#+6`MB8uuEM?^X=6avepJ1WnAHIqEzxj`@(z^Oy8|nYF z@3(#}=YMG=|E)Rl)c@Q2yW{_!v#tG8-T!(0<||j8YZm&G`MARRo63vI{#UlCnEze< zY|Ytz^8q%?{A+x|GS;6aI{)_qrKbF=%LtI4ogqyYhB_5sVtGbTY z$vlo68~U;9xc=3w?H4*kTeHv~|Bn{Ciaw17*eZ3_O(BvI36BTki-J=xDeV9hQAS;0XQ1Q2ol?Z&*MJ4H_ZLG zSH}p~cu!QP;-s|ByngK`>j%R$O}GB%942!Y?OU;NeJT1I^fY2U!g()i{JO2_OLE=M ze>O*$&O-j69w_>tywmE@_X_{;S=JHi(S3Qg4)wSBm|B6xGt&Pz?dRQJKbhm^t=y~l zvxpaL+^sA({)`dH_A!6t0CE=%Gu}xQ=Vth+{&URSLaIyDxBXfBpSX>XSIXmWB-fN- zaU}1Q;d0_wIM~Ovwa7_j_=95OFF9^d2V;*2E<$3mYA85?Rvl3^A zm>bo9EOtM}zQp*SVty&;-rH~P4Sw_yp$-4vvBb%V-oy4`J9_`5^l5@uVVoGoc=4s* zKmK4yb+V}bVg9%3>5ug%IbCVLRnPy5N6~s2`=%EDZ#%ceE$&%?e0RX`fJTVLF&#U| zoLB~l?4X?K0sZkAi@8(Se&RetCym-K_>CIc-+>%yf^$OOGS-vi(-K?2WMm@WvhrV} z^_d~zyLtd*&`qy-kzr;5k zAH%=C@K;G<+@z3QyW!iZ8-vMl2Ser=6AFjWx zJ^DPe|Fc&4*U0skocy`Yk&7gmg{&n8a zHEm+YiNy(P0n{gR{YS>K7x9X0{i%}wu~z>V*Qi3@n>@?=UwKK^fIyG3uHki9^pVVc zqVJ5C|Bcjt+D1lZ6#k=igt!~_Z?x5!|0PcpurGq;i10JA#!sA$$KKOUuz6eLlfPGO z2$fY~zu-N@*4W1PrQS&$Ag_PM_dn+`nSUc$kJxmj(8gLDcQJkPOK(*)$QTnF zfN!BMTK@0kxA9yw{-gooh>5*o%p292_?+Fx_Fx@So>P1Q@8R**E4vh9gZ?*6Q#-LX zjC;d#EU__uPr3Rn#sIMnHfF~AS?RCy$~MJRpnl?C;_>Hx7XDv-q{aQ=Pw%^pr@G}` z8t;ZOr#$^L)=s(hZ@IFwV*BZPH`%6rpt3LBev5a*e%5w2xBQc~WbFSe?YDcZB;S*E zNs}jlpHu!){2ck0v7b%=gLY`NzW@`~b!ofMn!X2posxgs5i4K$q%{2tub^Hl8GGa% zVrfWhD#5-0OYW%T9yY9umAJ?AdV-%x&Iv{$#s7+%;5~e|zDKb(CMS5_zay`I z*7g6JcaI%ox{SWOi8WzKyW=0D?m zEBTDg|JBUDHvids_)Rmh{&`E8XKKkf{bRPYUun(sD%HPp`s4hW^Izb7>JwAU|3~i+ zYRnVHJs}21a5#*C0xSm432sKO@qZ5cc9Va^$S4kj_b3+Q!HcJoTh`7?EPDTL`sjo0 zQKJ1rh;zeOH&z$z58JoW>ZkoRRq~hdc@EthK%Cj*f~VO%dKh?`LyrFxON?~-Drir5 z-$YvfWXyl*WA?M(%Jo0{bM3A+_rXV>xm7(IWvs0KcU?Q>I)@&(o!5pX&wyc{bo>-k zBj?cnat`mZI^(iZ{Whk2M&GC7&zu9X{@*Eij5O|eIsYI1LY3@4#;{ghjH}v;)4hKBthl~p8^?`(%wyR{Ig{J3bdzoT ziB)PDyeYKETt@4#$=Y1xf2!nvkbcH{*tgo}M;v1hY0j_MZ&>InoQVH@E&PJyGyapz zddN%bSjxF)l9x%&`(t8Pn9ohF+r23HoNd;AzFY3)Gk%{jXZRnY@=0m=7kIXg{zra` z{O=3@Yn%MHJh}B(8h?>>DgQ$y`Iqw_`BUX?GyDH-F39443}ZTp^G}dDDfuHZ%=2I+ z|7YI+%|HKB|175eQQxe${ON)3G|>rF|7V^n*1v1?fbeZ8{kIYFzgqcA{iodeb79<@ z-2ZO;Ul04s@{aL8gbPouO5O(MKhU+I((Au`?l^2O+F$+f_aDcxp40t<_-8|Cu7ds5 z4D_epkWK$=M*D+tOG6wGVmTONWt!kWsNWKst$KK3^9YSMX#LyduVL>6BfuCP9%mCU z13vzS;&2orqu0zXuu^da1@?hF>oGYT55C)vjp1+d`mN7V&hY-H-$dtNm8mu#i#+jq zb&x||W^x{tb13D0%LVN^cvh-O_8scn#eIYg`U~lADaWWGB23VMr zk48M^2G|>5ZT1W9=CI;#E?c}C{QK$s!Nk8X*OTR%vUl^G;BXArld7NbcesA9>*l(y zZZR?}9>)Lur^UJ<{su8`5dY?1*v>z@2#ibe4e~7^zLED+OY9nrzs~FQPZLK>Jtcg* ztvRwSazCF&HAZhc>2{j$!0_md`-7QH=P z1^;(m2JXh!&3Gol&sFmOsy@Ztw2X8Mj>d2;S>#W^8l~D#e9YEsyUMn|-(%mh$e(t` zyFneqGij_F^i>7=HyLOApXR@*=KqP*zXLWN|CKgc9)!+qymkVyqxdiON$}LBOU#D` zI_3CCxdnK{Ew1y*_M-C7uso&cpL`SlTTMK}n_tE>wu)h1P#TtjI0xC6Yd-%G_8Ier zxH{u;z29&%MfhK^HXd_>*fxTn!1IRnk=Qy?2hQ=`0n?M$Kb!mi?az?l=MqilBu=&U4sDODXGykReKfH_2#9M~>ced33!%(mL;nZG{n_*p?eI@!vg1yN5 z-(z!f`YWk_=KNQvf7Da{P@f8ZbNNRW_Kw9-k(eqTpMi74=vcfPo^vss2}- z3;w}9vE6+Q<4Dr}Q}1qf@Ad8N-QGD{$yQEQv?3)Y$;yd}RH8_c zqLLM@Kv`LqWLc8auI=6X*l#^gb@epB0Wbgo5G3aVelwWV)74eg)m6__xr28VyVG|1 z6~F6&j}6b|v+>Ln`ZMNC^r%!#7`F}T` z7wnDq$(sLfEbIR){BN`bJ(1(1+3ine|4SD7=lxgTJ832M!KCHCn>(3zek}Hn>VoS1 zzpWnsLBGa({L}2e1A+-xn%6h}6YRkV)4fmf+-U4h<8IB;|JCRp;Lx(fpPByxwmxDM zx&1}^3*Q>p8ZKj>`5r+qFb5>JCw}#cKUP}*?v`(J$6NlULi=iKO}!I4}F*dXKH)IvMyH z-VY3djg5Z>&f!{*OJLjbY|94{p2z$1_7y)iIq0vojFpeWyzFD{x)z143OR_kYA0Y$ z?e?~;V$vWdeqINThUf5X9M>Q8UwAHL$Ijte|Exszd^=-opT43J{J;9ZTQ_}Shx>TW zDz|+16Usro`5%6);{G#lTa)@#VF%s0TexsQ=Xar^(1+%~8) zg`7A4C;4vvNgU4i?!45wfzMjwSh@vX#{A**XX89;=4hM?xo-H)s{ck5x$uL{B>f)t zb`ziBpN(gNcbI!cY8`2A8{}U>ejCL#pav4~4POf0!EiTe?T5B}`^UsCqx?cvWo(0- zR*=80>!|aj?RQC?DCM{6>PkUwA#Z0T?-O_xv7uQ0 z0|pPgD&y0AU31@1_j~=1Z#KZ2rT8B*#-CgR*+6~~U|xPB2FBxHkf+8lFj4+0Vr1+; zWSlu`Jk}<@9_I`rVe&8c*)heDywZAAI4;-c?Su9?{mElF|CN=$F!zZ3T8@OQ^Ix(2 zoBqMJn)x@pLzVMy-hQF}&FQc6U(SEI{Eb!rpaxR0-#p1>g6~!}?+q{?Cms#Z{)y!e zIaC#2bAni#*Mhmh58oW{xjqMu;Yt*zaZ;a?asAP1`VZ@&V8@QZ|6p{>N`K;FJXU7k zjl*u<>d)QG1@qn3p*?Q%shjk(b)9<{#-kklZ9McE#olnN{qq&$Q#k%{`xr-Jgox7t zz6akoORUAO2;QKFeyxUwPbrr#H#`@5qS*x&^szg8vbE1n~o4q@aVw!~a{&_}Ak9 z8V~-@{ZATa$n~%4-!&&UyMOtEiUj}|*mn~Z|3OT6o%EmbTXpeAu4_Fm2J2g5 zUIcfq$Gtuhoy6n3PL6rp4A&tZgJah#*2Zu)`W(FuI2=8WXDMdK+VRKp_NN5>u}(#P zsy6&2hj6GtY-?!7rX^pnY&mc9KlHiqwqHwez2dLaYhVwmzJdM^a{$)p{y6P5v|-oX zkmp18_*@*vzRer8x1ZnuNAv&u4X52FbJw}m2Y;pQ4y3Wr7rAje<(r&l^}ihb zLyjBCb;EsNZ;J3Ys3!&d%^H8aU2qO+8FS95B?0iQ@B&C;J*x#M}HPHKqh}!;&* z<*yt0ZhZT|rqm+;E01h+|0e6k%@sh1b&f7Fx>G$o%ZU4gd&_GU=(ES;7ZQo!AL`3Laz5Wl+PT_xTQ|g3xdHUh!XCbeQ$!(Hb#bZEBj*+hh7#Y7s?h(sL!{dhAiSakM z*Z)U;99|b;b#Q-phMkY@DZu&U?dSB*`H%8<_thPl8~t2_IZ$Lh%lua?|NI~6pLo8t zdDV1Viph!TzXA*fa2FnXf&4V;PuE&P zy$?^R9VB|{tmN9nYYIu+9&=RiNw(B~vt@#T8=;fz^Qdup0{ zf7&cJbKwHFVBIpeV#_+W{y?YeIxXKQ^bNX>{(Dk~>Y?i%dg!`_9_haP?~?y`K zs$G9i#r9E;0=_zp&w(FxUwK+^9^!9PA6xeIH~gQC^8bZ*4etq`d-MJ8s9zPnE2ggk zepc_NZIJ&J-*!$!|3@zW_3^(K&p)cKz;p10HJ<+_a{Gu!+WgBc=3<+ZeJlZbYw7M& z?qC1-9}fA#LEl8)vg^Nm{_%9HbNtEp54Ks)$WhjNLhY$-w*+_70RBf!RkQ#0-aS0Z z{%dvlLtZq_!zJR+Rh&Zs$J^1q*z}?^P)`%_UfTGG z{o=>}{pSxEB&NT8o1mDNLfe>gfz5NU87vm-j}_Q^-lm{! zfmnL+HN@1&^RbQX4_@c-Ho*qcwPA7{o|mnCtToq^;Qy8TzjyCRefDKL9;lvbBL8b` z^v3tU6#Y>j2pF4n9#6wMQmiXwHKk;W^Mbj-xeY^I#2uja6!8aT=&!j!5L?&WD~7vC zur^wg#{LgT9`pf;*`qGaz@uSz^4@^2EpCq8O@FFe1XW)ywyYOiQ+9P|NkEX|$6efbZ6xb5${ zv!8MVtcl@EKx1GTh-rxM4SR0(c-&2O?ZZ}5y9zQ`S^j}TvG#$%Q8|Y_tTJDU|AKxI z`R}^A!)+YeLQG4r%S=B+y20eX>)Lk7tGeAGFHWicgB}MY?>lKOd=b;1eYEGN=$}9Q zzyEZLcdjbvKd?@qyXmp4`X@{OtzUR{mj3JY+4Ntn?d!MFKe{(>e&jdP559Zm9(?!I zoqO^XX^I%P@+)|~Q2t6iRO&#RfFJ(M6_YL}w8nedpG5?#K zV2eCAiitrTCoikSz7)!Bg2U0{b`P<1z~1m4UO5{l2}t zeb7Yn{umt{<5I%atTo^V+{~wpUCcxbscfEq!H~VWq@X`PB$9LTJ(|hFHNq6DdHTTu? z8}hr!EigJbKB{JtJO?+jI{W$q_OyK` zd>Hi2K>u)!TzdqxHB6K2@4IotZ9BKewfAmyYj$sPOWRkwIV+aBPv*=eCg)x8Iea*C zk^5x+diUw_oo?>hUbnFQlKXu7J-7MftueQcce7kZrR;zDY3Y+yKcD)wvitw&FRdf} zlXau__1O9>W&PKT^-oxz=Iw_yeX>r4Y&CZMS&sgQDP{40TYeY#F>Ku)bcFGjY~drU zmjAP~Z@%?X{zt(5cX*i|8wr*n1HYAXa7$o`xEvNR@a^SDOwJbC+m45ldkEzhvcMH+v%IS#RStkwK_ z&E{=xy}iOUx!E$ZMIAvl~?hYMZzg$E#@{`FzUp|Ewin zy3bY}P~LAM{}Z>{g#MGBDf9#^+xR>;XSI%0lJiE-ua|mMpn3bHFNwne7H881 z$!W>4O88*&C8@)6MKK^+1Ign<qa_LxJ8=eC$N7_e?t26Q& zcnrTY;wTpdcVqGVC_ei4m+t=rcf%0F;p<@yhL0C!W||J{=3 z2Jcg@{Xe|(XTja9Ea*RQH{I8jF4gFtQu0@>{c7lMdR4de(Z4pTBioAEYoGv05t z_D_!ty3_Xty^T_S{x^H0*#3z7ZToSbvOz~`yB7*{f9l9%U><_zt)P9 z?+cJa1^5sAfRFL}mSe^0Oc_7^;hn#@jzeEc?b;#QPBHy~(MfPT{<(q=A%;hACdhXK z{w=ruuy*2Y%=7VnGx(pinv2$->MOAIXm#rkfrq6V<7R`4H)-2atIXxY&`}7XC>+=36$4-LHvawCJ#y=;u&Oplg zt4rc~AFF+5Vr)Znyf1n4`b_z7>lF$5XIQ|Yk{NTTEwo`<95t&guI8(xBNHpb^cj- z`%{+wAy+HxINBqMc|pAq=u_ff%ubQ{uP{z8=gt1ZIlD);-MH7^hppk?_&h#WbyZ>y zj;(#pKS3TKOR-%1>K1Rg;ohGjo@sU@21`3X%ZaH zI%0AJUvp6~^nUy|40ZT=Q+oY|a~;f8!ZxHGeP$;yHfh+9gLis~e^Fcv^3hnWr*rP~ zH)q|kuTObAO@g!08dLaxQqG?wE(iH=jtk!A$juY()V+RXoJXERKE4XzRFO>_;;$N%vR=Ij$1L;gCx(waw_M?*T4OONdv}4bKYS4qx<^hH-T?Q^SJP|mp{dA>G)%eVr&$# zHo~9CaYGEwSAxOezQ^7WgR@PrH#^<2hsa~4GKn$NHZQunukSFPPy7q94Zz35SQx?4 z2&P8!*!Xk)I>_{IxYqsyXTyEX%c3%`IGken2R;XFYP~6cecnE4KN0Ew%TM16?h3de z@JK%XiYH5OXpQE7)S9Yh{xkV!d>DA0Xujl{-|L^zx~X_Bt!@6D$nDQww$RO4zL+#q z|48-r$3*V`C|<#QBK(u{pUOrS`!gSZ=p5yn(K;rve@36HUjHPyQw&=Htc=vxm7FSC zZ%D8*Qd`RS8od0M|9Q`?+u82zB(R{aoW|C`SvtNl+rj^z9gcpSm-fc|^F zKIgj6J&>AG54h$2InGfKUhViddi`7P{_}Ya@W0iv{;VW_Nu4S9?DTt4d|O9fd6EAc{y!bl!Wu1BXF=~* zpWrC|pQQe8&_l;1ef?jF{w52PN&Y7i|L63V`2};%B$|JU`48XaYK*RO{BQNq3vTY_ zCEgc5G3Vdn{%7?+LszN3n%MS7-hbGTkZZNOIhRNC@5cVS#N1@Hzo)wW1zde$PD{lF zn5{pS_&@N>s6C6iRNK#g>rQ@iGx-0pPUAP?vIYpU$$ecDWQo7z_J_&>=?B_zp3^z6 znE!!;YDN4<+rVAg-C7?}WfwBpisR2U05NJh*8;DmYYD>yL>L)=9WiZ3O{U~J!|vO? zG0q@7TdoiL_DnoO_M_u@`%|0#s5xcxm(7RjQ}KF1eeob@=*Aia8=rw9bCC}C8SKI!&lP{ySx#Dg(_e6aD!K|fjQOBjG@;~$?`fNJ2 zQT-2X6w!Z^;BJ`fCayE(F*s|_0)K;?Hd~`{-R;&3?gr;jn~Jy`+21fEb?dL~;B~~^ z$bIY1cJN-!WdR(B)|xqZTX8pveMxfAoE+&7`D+eK{itJKpB8-0X?OB&zdMDW;A|8- zgFH6+JtyM)j3LQ9KO}X8%*PyZ=lEJvT2spBzbVLjle9nhH1Rt>LoN;0m_hCfiN_)? zE5HBy&DWRuUAB_z#$xoiK5jqcuCX|v)nyR>w_y|L&-U+6KeqU?gO8iXecnF*4CGXg z<*$=Dg;1vlcm<=cVHXsC(mP_f8;ciI*ZzL-6Dv=u+{Nt^FGk)~`PcDPyad({v=wmlCQo;ACRu|)##2&KhpFjQOzul7Ez}>`ptv3BrO8%6d<0t>++P^O~rGT|T zuA2wnKM}sQ*pbGa7#H#U%Wt|P`3v76%lIok%=lCI(&xQVd=&UpYfUA1DZy?D<_0=` zr+l*!#n7+nGrF;ZbWb($aRLgfur<)KK^y*e~g9A zeVoVr9H{k+3g^FS^iLz^--+J-XTaU8Se)on(Aw*78-sH8$3*YH;w7rHe~8!h_E+Bj z?DKyve}>JmHA(gM_sK`7HKloJv|fUFuE0{&{cuG`FI2Ep0W*wC7#e zzglO?o}qXQ;xvHUkY53YhkBuP_3vrP=d)Yt?b3do0RD$!`yY55V0?CaOwIwxk8?oQ zDVo>l1Ti)6PpB`o(Eqe#%T4$Gj0N;l>=W#b=F-ueItia3*Nx(Fbc}KSIQvYijzf=$Ejvz2=VTl0nF-kIUv|M*k)$-MP$_Ns&8Be}?2J@YsANzJTl!kVBb~dw%-MGV{vNhPT%op$y0LltIsFa41-;E!y2sV%9O>8R zHWy;e&NVdR$YulKm|n+ocAnTAe;w~rI|;V5Vo+pG1xCc;_w=pdoS%2`9RJ+-T}ri& zIlB`7&slTKO<%NG=cgv|zt-|H8fl*!(SOh=jsD0t0o)C0Mge03EREHd!aic*!OjtS zw_OBIN3Sj1qBd1Kuje!Q9AI-g+~$kjlGj4=TlhQ{J;--+-*VhY-WkEc92b0z){HtX zIGZy*9}RNS7%m32pn#k4HKQaKhkbXdu_BKJfWKJc{{xTZ`iFXdlGjF_Wtf|y_WR{p zdk&t9{58PZXk1?7?EjRQJ9FGfjVY@yWwlk_O04$E%j+7)^7sRbVc~mftto|XL=`7A z1#FKBq*8wY*$lvLwQqwik|D8UUjmdv9 zW*&<}-Jm!zV7Iz%>?jz2V5QR9hs>G${f?SGz(rW@5|5M994!7E@if5J;HP*x&2s`d zkFLSJcvg}8^Vx>GDR`DWFK@q9>Ho`5uidL3o>!%RuZlj$4}3cOTdI2|`asJEsPq8Ms z{3#u3wg1mN84Pu$4of{KZk1qi;I}mYi~30Q+ql(I zz$ zH~(gDLKZl-axS*H;{BZeOY=YT-dLW22F3pmUYEKL694LxwX5bzu-Hm^{4uvblrCe5 zKPk?`=7{X}ALHQ-!hf(9oa9>4b+5`RWmDFiCc`GH*p8+D^^$+mQRIWRv|!j3^9Q+wK0($3Dw^^`5c&)|OltWjHBW9RKYZ^!5D=ky1^Mf?Z74V(yaA0kgn*H@Bv z7xsdt99b$Em_r`EI*q8I`CHGCh@W{C}a%|J3En0UCq*bL#$C zIVYGIs{ybQ54=iHEd=gBw<{mSCs_Ba-ct@J;NF+14T966)6`h3*XL2f+w zv9C$2RqJg?OwsaZAP)bV;BKV86m#C-KVq-Ud!eyM#Ab1?#&$H0XmK9;vgO&Mw~E8j z_ty5$F~;Ms6&nWc)cc@s6#o-qX+{b(Lzsa{^cOdKfLyi~VOYD5!zUn{fLeQv*^uPMe z5ANDGZ{4+fZ`@UE<#+WSes7X}Id)~_t-Cbxvpaa>8`pE=KDP(_{sI2K?|Nj-h;uwI z`@Ht1{y%l^CNVfyzPs+eef!Y;@Z-~b{EOzlTE`!?rYg;UrQ{#FX&5@GX#VFnH*&mQ z^Y3J6ANg+Pu2|$_^=1c{P6e$>+aHsm|D4B0*+F^#l`i@Cw;KP$mLe`j@Dg!enj;>A zb5?3hRipoaUuJD7JWq0;uvV4qYt1RicVoG8Qq~`>B>z_=Ki!)*Kf3czzLNS)M_9M1 zM{3C;hm84pYgvD^n*EPB1AG?vt(W)%{pR%H{qCmCTjv(Eopsy4y21W4FA~R9bKHa) zWrD-eaX#*LU+EE_)+V>8Yo+^i`2wk{J%j#^X$$AM`5Tvs-($VBwZ|dWQH}otK34dH z)*L(G=51&b?9NR2ercXtzIVNRgQ4raEbG5kpns?2P(lCsliEZv{gEqO*KoD@pC;1! zFYEeS`;_?Vnkj!8lQw^K?*CRlzxnYi`~S($k^iMNFZ_5g6N(1YeHYo`9q`CoX2@u--um47CK z{b@Wkp8B^_V)thMqTXj5e{7dnvD#N0o+<4`66WSK?#j zxW}mxlVkfHXQQ|rwYPOFk~InO1-#ClC)aswfj-~2iDP;D)J-}4%kv-d5>vjYTMJ@Ga?-|KPyR~wmnJ)FmTq_?j%p&iTi|f)e7n?~66}q{))jX%B(mPQYYOh z!Qdbt4f50gFTx-G6N6*_2OTgn8m9v`1u-{`oml(;$53bL%zfZ@@bkHKh}|(vk35&> z_1sy>kAwTKy%5X|V)Dpq0n80^9B5n_Id1-mTsMr(`&ct#kCtNt`|?Ar5`8axo1b6= z^gVIR-W&VLcm8~T;2S*F#`=csff4v4Oum%=HP?;idoc`y=6><{}8<(_>5TY{aQG!eZv@`|2W?*xl({f(svO|j$k}s z1Ma%h!<=_%{7-ufc45#NjnhA&jY$4lwSCa6@3G~9^6|-{__pyVco#q9Myh7~FksU z$v^Hvo}7TQ@$z0Q|9TztLf(EO=?{F3*|}!>5~Gf}9q}pJx7g}`tDS20ZngHW)-O)@ z5Bbf2wamv~csE=knKV{e!wsmfMC~EZl z{nz{8wA}CW<;XLRVBgoQ!j^TWN~}Lxh5ye;tzE2VEKg6tR&Xa+KO`YP?a`;&@)+f1HoklJG;xfAC@6|3og0j-EEf{0BcB_z(Ce(vE9$rMc1D zWC3|z|c5%xdV80K@w_j|VQ+qX3ceTxlPf7H8u=DR6D|Kjzx%1t5t)gMzo z{%!-5G7ct425a>+rvR{1?V%0*^m(jpy@^@&$Qg zlG%S#ng4Zu@V-4i|KgZ_|F611>C>9yj~te}zZ3WFy%9dJgLpiz)Cv=qB7x9ffm#pIcq4=$Pp_Z5Pk= z&&k`*=?`8ZpDB+O^PkoTj^;Vq!4kKIU2L{7x3G_Ko&HQ8>l)h5Me=9*n)2y=8IVuj zZ`YxXqqc!`g6bxo#B0!{-#`(HVMr!QK9DgmLxXt(MF$QSBLtBeKSnU~d>#w>YD0 zH4d-GkqZOopT50M|F?d3FR@yCSBoFoR*sv$Trm#G_{Z@=e5)GsI_4?jZhXEM%Ne4z ze3DvIJ$H^N?j}R~#rzky55N2Vd%b1(uj8xjtR)5>Ehm3z{D*r`W9nc3_zu_7v{NYS zD*NR7NY>GRtTCBmM|ibe+BW&$A{dT#$)|#RKfvIq9x^>K{`#j>|M~u2S7zxyb!kKs z>wm5EFV+5T(LK;Z#;4q-$RDnOKB;&6cpiS`+BXb@$zRBEgZMvXRdd(`OpN8RBKF2) z7?=THe~P$)LirDRAv{x`ohJWz`$l)$)}Q{{2mTh#(>9O$xxB#EHJf&9_V4!d-+G-c zG0lkok>hMK@!y*tpSd51Cu$!5-xI8ArTM3v{NtRR*BG(lqpF#I^Y#(5Pq#lp+}-FL z@qe2A74i)cSDelM$?2cdKj%M{Kh#7GIZS}J0j46tRSZ0nTsLOZ`!z%*{dZi}5b-mx zZ+Uc%$o_!k#SG8&7*qe>p3m(#$Um^xhAWBtVST_k^aJM(+(Z5w;BVj~fXzR7?0?`3 zmTdi6^3^PGdvBd{`)?j`U41*;7rWZrg0;)tC$ncu&8KN@y5L?GZCK&f?vuJt1H0V5 zTZfb$u&0aG|FExP`@c)RjU9{sLvzFIa;uNDxtUAnyQSN{@N36>{Wa0nf42TA_CGXo z{n;iwZv0n}&mrQ|1b3sp$$0&{R=(?2UuEw9F6IA+jGF(iSpLVu|6uWl1Z(AW1@slh zJ@R#EoTl(tJpQ%#pJM$t9{tbTmpQrx{a@pu|7zjCWe3)Z|MWkIrOo*tx>fl$-EIL{hWLvBzoGUjt8jYu!0-H`vb-E!n$Yj~Z)XGRztx#s!zFQo1a za#?s>O+jp3j!EqPpHgQk#NI=l8N}-Chw~DvlxyEg?DFc1YdVe?U;i`Twf(p4F<(cj z)c7BhZ&lUqOZcDlm1K;V+l5=H-E(;>$IbGT^bzr8b`SB3towf$X^ zhpX?2=7lPjKi2V*zL=eZcdK^%W4;M}iu!--QD2a!;`TLf)MfYV&3(!rYe9)zV*4An zUPg(*v3-^Gq#jin`49R)??H|e;%(yRQFo~P=j|)brjhjj_T_80{p{Zy@HaaKevu#c zf8jCg+fUCY=j?iHZGT6cRq{f{IjvYZSYx`kDQbXfFjY5Ttw=-&(M z4gA*;#zy_v$K@F4BwINTe>Q&jW@VdvXIhK>-)i=Ey#Cv8{JDEiYGMOh!#p;EwOP1! z1+h0>{X5(N!QvPV4tZMOJ6rXon4MmJ{lS_`;#XbAx)!oMrM0f$vxmxl|1S=25`54s*L@Z1Fz?R^>xA;{w=(_5;(w}j{S}Y@WNsgRL-LsL z8@}sPo>ks4IqtmN%i3l!|H0P?|0C*AAf8m{;B~r@9=v>dyeW$_~Hut9M8qABL8FU zf5O)Z9rONs8*37bKkUyC$ByEUz=;5-+X~~q>-K)BeS0|A-mt;V{tkE>ImR`NU&r*^ zlbTEzpE1gRHT{QuRVw~jYy4kpOkI>1C34=^-~XS_|B)V-*ca?w<|U17-3H@7XqWpn zA8a+)Y+VH{d$XEcMl;Cspf8lw#$FMaV zJAaS=Ryc1zr++>85AvyNXSMyz7P1&Ea@!dG#`4;rK2?In zX=lxtPVu*G80sRX$F9e7k>>`rrB2@;P+W}Vv?108_#2PGAs$CDGQiOE%a6Wc;735S z0=nt{p{EyFuZlPu$(cj!jbV7K9X?miJsflwpIl~548{|qI67jdIELI6h|Tkd_8;!CzMIW6D0rj5UieLVhJO9{DN6noO) zxB6c&IP!n@^@GfJQ?C7j_X1t*8+F5b@fd2MmFK@s$uXn(WxTAFkU#5dvHW*RU99y3 zohr-VXUc17`A1uZIRZ{BP5!$DkHhCg@^8;AZlCfL-g%e%<2(Q97VlV9cm0#KeY>vS z`p=$QssDCear>-41wM`BkM*T8>R)?qE$wR#Ce%+zmw(iWE5HYcd{T~!i|IPS=zs3c1$XM!SvUCTeCqsz8dR{ucMJ<|MR*gq z4CcTQyvRfuf8d4G*1(*V*dI>?_tGl-fA7`pRQl_CNA`fwAIB^XUyu1ub&jV?3H=l7 zk-Yt!{yG2U^5?$;$f|#k*OIlLSWimvHix`_R`DdL2X%pSOl*Id{_8xnP3+dcaQ-RQ ze|$DD81_73RDf4e91H49>2nJ8zdgHE^k0m<3BGJ#ZSXUncGyZ?E;)WceA~d^z~&r_ z{TZ*n>bd?7?-Z>+>{zk=4POR)_3QSvvzFA}8;2BYRHpyno$=`Zj3t`uX0z0efj<&C z?yX<7*#E6U|IvNO?tdD6Z*%=$t=c}~2=rNt9gW=e_MXN3uiwr6=GF^lB;lc5w7(1e z+qwTci~k?78~Z*|{iM*5iJmN`Kd!N{iRqu_e+l}QdQJVWqwkHLmr?(Xenu{TIsKJy zgRejElJMOW;J;=2Bwx7TZqzQZK6^Qy0{zeVe{%Cbu_7LCW3jn7{*CimbE>xZL$Uwg z=9qHxA8JPdXM^=cx%Eekvq@WjSzFDTe}T6p&Y%wQ|MtE&4*pN94^g8d=-Mf!f19a) zG#@1J3C+WQs7*fh_vbK$!qtfw@UAF+4Bl^qA&{()9|i(VUxx z^|yO%i|Z7pqtCSO0_-@(k z{80wO|Hy7YEo>ZzY~s4eZq)hF>`6Iqb+f&mx4A36FSI4kYLo9_l;5GZVtEjm68>Md z^C7<>TY2DB!^gkpI`Z8}ZgIqMd@P6i&n}1W>v>$x?UbB#Mi0Zrl15ebza0I6w?W<; z;%b<~M(atfAM9{#7q`02m$v%cHjj@vO#d#y;H(!6&IWlt za^0N%=B&?e6V-w8IGeuv=a}Eda@APg8su&PeTD?D0=g)zly*EW#|8y=gX`0N_B`8O zczntI{Prp1ionbmZsvE?pNV3{|CDe3kvGHQkH1T99PZ;9#*lHn#_r!p{L;p()E4hL zEWZOIf)|bWAGM~mPou}5eDCF<`=-_c1GWZZ#{4!B4#hAzdu~X+o5%Q$)$^C%TKngO z&$99#>P(g6KVYm9+)bg}#`0H=|IDvSnJy#$#r;>E0DD{7H9ZjNjau6O!#jU=i+8Rp z;Nx=r5AD{e{YL4(de9&523$LEVzjk|*3IZYzF(%Cmymzt$_O$Fd5&b5vMrc7lX3fR z*W z%nOJW$9-V#8+i}Xv&{Tw^v1Rk{11AToBuf`Mf08Y!?v}|fA(B#Ct~}|87TG@XfPG~ zZ)2bLKOg^A<^NO2bt4!F=5FCO$?anJ8{%V1*gxA&?{WVkwFdehN-f?Z9oQ>5Gl|{7 zbLB^j3Ub8U*Bmit1$TqFjC!s}|C`L%c0BdpS;@r-kfc=a6X`|P1{hg(K`1)6Yx~HVWd7&P!xvPxiu`}5Ek*yd_kYLo$K$#G+xs?? zxPi%@`fFohTQ{ja(FH%I@fu7^)7n(OEj%iD*qs?qabv+2KdkKk_p zD7c#`;(yHN|M9Uu$IJd;ZVx}dBQ~8Df7JS>(0QWcsOuW5|A4o#?-sJGKVqBQ)?YnR z6Ib<7bK;+ve+|2w7XPd^{(thGVs5Z*y!HH>T>ms!|I!97!T*iIf3(YY6O?-|SL3<< zZIu2gw2u@067-D6&Zx{N9w#{m>_DMy4a~dZ46rp^jXgKI-`7#f+c%mhy^OZDHCj$J z`Y+vj+kLijuX}&S0{6kRx$e{DyWEm3H$88GW}aRt{HNbkBysz0kzd+P@Lk!jz!nD9 z26Lxf7x_6bpZeqW469de*XzBoOQJcLIz#82@EwT9vvF)A{{LkDdN*&wDfY?6-L~}{ z{{vQMim{v|&PCs+_nQKr(f8!6(u*`1TmM1tQuIe|8s@nX3=Q(v08_&pHUpd7`m-I( zVVUHu!FkPlW7ir62YE(RKaQq9jvxQ#jOL*ce2igWtd5jnYznuUw}v&QJYDqLa?O1K z8U_4__>7S+Cp=ej-srw=vEL`hfVuhc%~SXHpPwffno)6C9}AY;7#gRI;>d=#v3RkM zNnU+^O)xbHmI~k8>v-B$eA{yD0C6mZ{C`Yx-%M~V5b(fn`kTWI5h7Zd(&;Q|0-0BPCWb@DQho^|Qf$#Sa^66mf+ko$Q;2Cncd0wzK zWE<=MRvCX_Z+fLRui=xFR*E0Ou_M3|85YHAPkDS1`hQ^LsNiq*CB6r&shZ?}7_0q_ z+>+><`R#)*-}kdr|B30L52W<^KkND{i~j|=ZkBBOfv|IvJQx&J%e{}1|26#bXW zf3E*>{jdH=^-aQ8Dmw5?yPLgfaZ~)SIsHe|U$GwkxR2B1_6On{9s}d!Z?)QA$Y*2o zx6S_=lS8~)lF`<- zb`J4x)Rw}U5o^S+p5KuA5yMTTf2{weg8W(S-%|V!`KUMkLv3u;Yvtm96P^ClEzBPz zvLL)|@}T^#799^+JW9qy~W2rSl(ovoikya~amw5k4l!FOMa4W^}!UH3#N$_*8aD z4H(7l^B!F9?-_0H==_g++xl;Zd0O??X#QW&Ht0T?y{h5zcksqHTCatEPW6iePC?s|N*)jC{MvYwR0Ne2Z!HA>D*lpp)OnxwB6$ z$n%qD6Ki9&t7NN~n0Arqchd)N{Hk zxsFuNL6?ozzgJ#f6FqNyq4>#a#{c`bkD2f0gyg+p?wcD41_w2$1|4fpoPXQ}gFv-tn6V5^cjZ1nt}HvTdFlY3=O z_O?XU{xcU)1^c5F+yCtIg>LThCFH-U*#D_M{(1is`@5C-|1j_qz*Trm%%S_pNuxPx zG$&2z_0Q33Cz*HG2 zKih8YWA2`;{YRdkMy$Wetv}|hUE)5RHB0g&Pj{cLT;x9AxyH4f-IA=;Dy+Y%r9Wv} z$Ms*{es%nxmHxvjfk2##Ws!ID0-|pjn#2-t||2mJ!_)vFg+yNLd^Xn_`)+hde zyqQ_;Z?4~D-BrB)!1}9R>yKLWzvUPtT@m;9_@zqm|Mt^wnb$j66JB!9UVrD{nw*Gf3S%w@juRw1^w7%&vP$F?eKHeOtda{J<18NX=9W>)TFSv3$bMG%Xg>tjUkR{9T(^h z*bB+8*8Y>;ps`^f;@eWx?GDzDD!l_lf^;=D7iGM=?0asRPUn@HRh5uA3jiITqw!duGlTK_D1QcOYzXE? zW2G9W$Nk8)K_9noKa6J-1MYh|r1+H*^dEXEeJUD%jSC7^2iPk={#IuxIG7_5S^oc7=GQH2$;pEAbyNH(l3u1Q{$h{*dot{@Xa%?UwhfrR-;w z|IRBrq>nrKEXa5k`Om`tS=+ZhRHJ|L_EoG#!YbwZDB>&gG1Fk~l zGLg-~95z-vPUSnnVAMnY@yxvaga*VWdh8R&1G$Ir!x(WpcKSbi^T3U~x~=?Br2o_O z@73?5=96G_YHk0~^ScgtZyr4#agVE_?|1maGdHnPKPmJ+D^>{%1 zv%rw}oGrkPh|l)e!_x)&H%X&X8EQ|RYtF`};dneZaeUi6m7w|XU zu8sW<^|b%_y={j6?;APn*N)~78NL3}ca=3%1^e69pjrJ78_slzA7!tDpeluv&R{y)4!R{cBH_NO}i^Zu(}ZmP;(KK`|jf56HV#h+2P#%w3*rwsnzq|Q|7 z`5*I!#Q=2NOyAb7e@l)3Zswg-9RFC>A6fg~DEYH7isPS^>>tD}k|Ai?IGAi{?`cm7nqxRum8y3K5p5{_LpML6bqo3nFJS*;A4QBkud;9 zz~gEtH)5yixX5{51B^BskIOk?1u%AcpKkFS;Bu0C^_hk5famA!gN91Goc^QvZ*kW( zH*?uG_wGlZxeq^G>}Ibz=sw>*5@?pjfB2?B*AX&DLO#PBY;&ghh?1?&RhUb04~|Fo z$uqj;8T55wYv*vS>?7YzCH|kg_PG0a&T7TyP`-5B>&gG^eQ)VUr9bm|@@=BUVHm@a zSOMz$sEtye{s(#lI)jc_$L(g`6wP-7JdMZH5M!hNyCmNYXwQ5&QiEzOa^d*AI9=y= zx+6E_yU8cR?APu)`+03>&(k0Oj|%PvK2yy@gPb-V7vt+r4L|zI_1@E3RGJUxoEwxJ zHjEue+=w*7R&oIuy@q@q9Dc9KxToTJ0;WeWH|K%5kyt6}O96B9^ING)gV?ZOX*5=k zxUj{8b*u4AzwhJ7j2-hnIqqYbSDs(@u}h!NKOR$gSM|kWEF)g!7$o$+{H;7g-rdGN z*Pt!98PsBu=cB#8$3ua3$hTl^V9Q_pt|{%~ z-St^2llI(L{*ZTu{82&vO7(x?*5&Ts|Lecm4xVp6+5!H*_21fWm%3Kf%73Z$`Rpd> zpS=Cj{GUbtBmdQnmv?FR$MO#hhRN=4!~rN)j&hBfI3Wj3EaTY6xv|T?wyk<1Zyz{} z#?c>n#jZZTT2}v`i*=gE8Xy)4{ipSwyzZ~#_#+R@RmrP^+&6{WSf1 zP4G9Umdejvw3u?9r7MH<(Aq=D)cAzy6GQN}s3ro_JsR z{|CY7APLBVq%CVIVtNZolo$LTI7$o8{%w|d^e#T!T2zjj@Jjqi^;Zi3wj})&zP%D^YLD^Os#q%%Me5lWh^-Hw= zjh}D+^jg;+sFzi#|AP-NHmv<>)?Zzc6LrneO>RN^ayM=M9Lb0Csn8}_|7NlOjdol| zfuT}X2)X~2^sBf3S@RG? za%4W2GWw4?tpW0fTA#YQSF!Fzwu}v-==~V8~cS8eoQDA)SJ2f%k^(| z{foIa_dgcvxZM7*_)opd^^edjr+;<)cj#|!QRi1~=8~;~!I>fcm8EXZ>Lc#+9p41LjQJ01ZLF!0 z_l(;U&)r(t2NtvQisEwAX4G}K?FTzj)_&cvDMfGS+5~esd}TVP$JgsR#>+tp|1aP3 z%)R@;G`D!mbzR>=zUnak?P6wS=VQzrG`PH!%x3T z<`obz)+NHA9x+))@e5Xqi^Nrf1`D&@n=6X z%zu^ok9Nw<|EREnBGUH z%Ie=N^4BZhI>eY0exnH-4s*Yp@VFa4Kl$}%R{fu){YLWN8CfSE5_(zA8{$xWzqEhI ziKE}98rG(`|G3v^4xjqATYJi`KajIk=bps=EM9+tF8F0#|J7=L1AB8oYG#$}|Hw(& z`+Pp^{T8wRKbST{);}E+YW-1a{oBgx&w8%EYU%&x;bD#IM1JYm|7YKH;yZYK*TVHT zj_3Yw@k7E--$4IA{I9Lzf8h6+75qPeS45{xMEL{ODfa(p{`b-TC(Hk2{=ZnBv-qFl z>(l(d6UqNmi~h;`ul_#JAs_$Nv42c`-pgO}aIf`Mxe5N)!>?}Qo|5)dg<9}dX_q;8 zn_@mLq1F`6*|nS9j!XOLyEV)U`eJ!fV)~=~17f$}{J>+>fD+t|{K8hSIN1O4>K@JC zBDq|;e7z*h??=TaeJ12@k#7t^EBc9L8^zFgT+a1NevI=^B+t$3r&3=^^V}Hr=GUKJ zNKDel$HUgJH#n~6@clma5m)@}7oQu0@pL&ZTf|A(UP}AOHB;PwU|MwBROsaYooQLw#oPabCdA@Zn2R_8+k823-2d18N&DL zpc`=u*y@kRQrbtZ9X{8$PkAFRCuTn|6+{O)D$-~ako-XG`{ z_*7-x`fu%9ew}LMzf}8tk6>$feNmx(d-rnfZRUO*bcTDtO zx&H42Moah=a(m{)8>CH7&6bJ z%y9wUmH)B)-IE+3%t;l=C~-FY5BYv2I2o05lksF*TK-W>?k(yR;ohQWYkR6McpkW( zqHFYj?d_M+KS_I&uYKS-?gDRvai)HiIkUp}<66~ko;ND!Kjf%M^0t&7|19)>{rWNS zHpc~Xqu84Pcl?IzUmI|zZx0Fv=K_D#=wF*ttL;B>=#a0453AvS;Alv1(pl%9EcE|Y z^6*d&ylgdt|3|);I%7rhU+ws_Z^kp8w`%Esn*G6dtH6JG`{nJATKV6`Fw~c-(f-NX z*YT-V|K#+~HvbgM{~5u_0~exsOpd#L%bhlc`R~+2t6zoZo@7oK!sH)@*;A@pXo26LYQMpUrg@ z);RXRw)F?vXJJ{rDqxlV$yj>yq(E#vgH@vG^Zz|F^^ls__4hr~e^s{KGNo zFUaTE{J+Wb^jYekXukY|uhZf$$ZM19zeN6%@seX@{EryNsjPn&Zd>90{l7I|cs~Cn z^N-56=O@}Dv8?<3I@w=Sng7z{PhOYEWck{aEtXtiv4ZZC{`y~e{8?Cmwn*3#ju&iX#Y2p{}79V z{~g~HP~S{({hP-BHXdO-r9KZ+4loI{e=Ci$;1JN!>@ zGt_VLpE}2K)!^F#;3oKAw!jha8oe)mj^dz_{5E_ zpVMFYB!&N0AN)~r44)SaPA6-9e>{7YLrte;J0B}=8jo_D@LwC&B1Q9(&QZDsQ@tb3EqO{d3${h^8{6Ebi<0|hu+yzS*F_x8I>~1P z49=ztTinL;U3wfjaD1*CoWnJ!PsR9z_uK0JWp`TQEnY%?O%C*CDfJr@vYRDdi_N3H?o!AuRlliWqgcW zW9q=uBr)tHhXwLw;GD*05o2Ty29D+E_Im}d5Z)R5YkY~Vr#~^5@FmExC$C@lzE~W} za9Nj$)v{-GNewB*+DLvI)|dKHF*gzaACPZ0&$0HFKEvX?A%;|e|BR;C_Kcw3dU^gs zzMF2THN|(den$7~B(_`mKjuH{|GciH?w$Yn9~tX}Hh31sK5hJQ4(%o9<-Vx@b}!$D z?@^il=%ckir+tZA+qXG-e);~hos{ z`Oo+Pe1sqPtKRL$^w)J&;rPSGxAqM)Hf%Z+`Jo{DUjDC2E|VXmHjn1`P+2y)B_04W zEHZAG6~ob#lm9C(uCf-7Jx4JH(KArbDqwOf_l?&X@o~0Yefyy=k^X^h3VoP_?E}-u zZ{^8%GRB_&DviI*KgiRP@U-UdCqR|eeh1nyF$(q{jbNX>%ZoHs*V3pzp9q@A$Pz^nQR1} zZ4m#XkAXIk{MR!6^`?Kl=HF)Vf8PK4%3nVIsJ)Y2|K|Lc@E`rUlEVeLZ>o|1!}9&w zk!vTtEmTN<;%wj-HvEa?Ne4#b*n?9InSYwi|9!I7BvvW-zoQ&C($7-;kMjVXderas z%Qp_i_9txPV-HW)#r{Bk9{8=%hOK`zrkJchircTW{<8H4eEIM%sQ>?@J0mrmfxF@T zwk|8N{;Xtwvkk1Jus*>$tzdmt{rY3&!8SK-?i_s%-%b0!`NEfyBYBqmX6kn4r{Vtx zJU+{<*tc%X?Kgt{q>Is+>rT)K^a9;H&02*1&FDYAJ3}R@ zW-^!1CZ2y6Y+dI5^cUc6L=J79iSKD4{!jD&*316M``kruI z6MgS|}WQ#l`#0eyL9JA?k&0?4u+@shK!-v?KMxTu~7@SY$e&Ob=JK>h^ewxaE z>rOovZ0j9|xx7s2f!3!>QEvYvKR) z^TWj8CpM*@e`L-WRdXWL!9Z;AB6CW>USMBnCum={Vr~olE#H5%3k+gf`=)Pj9(hvQ zJ$?iD8~n%luB$uU2Eo%LwWffv(Hu9H>qhHLZFa~#0(->bp@@&#KKzy17wtde``#aa zM(RufYjfs-b*jv&j+P@}w3=ot4o5bdR zl)6$sy+OVk`3d&sXW23~C^2k}TPLykkkbYj8`P$;I5}e6h;1|Ot@xWO6004OIvmCA zBM*62`rEqd++%%zi&bbG0iJXneDj5E zZhgPx9LKZ5`O^Ha?bV0>jsCV~L;HVx=Re)zovTviuUl|WO7Cp#!_R`8fmkB|>#zHw zGjU9GC)O10(4Vr++W%_WuO$E0f8@G>%%<@lzI9g~Q66P3F3%H*K2lv1kAD{ZW9`TE z56_UX!1KZXar>6z0`c`U`7{1U?i3U z|0C405?%3kt4-(IqCTmuebYI``e!n?j~q1QN8nG2_%G}DCwlCX%c}pb2-b)An+*Ct zrvK|Vn(GGjrH)@movAa#-~eZXV<&k`jstsxA9CWzxxqUZ-L=Pe+}TIxwZ8?rS@nNf z|G|f)<{#A08Y}-jd-I@X`UAH!*7h|ARr&cB^jFzbJfPVeCjYgJe-{1MNdC*)H@um* zhng(^IsJ3`Cwil_{)LXIWPc>j$v*#p|A7C14|m|{u;L#x&VREO&vo-wFHN=oPdyrt zXTlc@zp&&-mu;`C&Ga3u4p%n&uNCzl)|p45`drut#>j9+%mY)@f1anWTreugrReQn zVq=)|M)I>t4X3pEx7P6oK1l7`Wc@>X-rKra)<5O!e_(I07DxXtJ-zAB;+`7~9{mq%!iC^ zY5z06?~T`gSQGOb_uT(XKYuO$NBHhb`CrTV|0e_gK|faOe~bAq$dK1bCgWq3f5-)B zUrhh?QipuJ{Xfm@oN=g8$?$D zYl9!xEry3l{?oq3wT6v}t_#>4;0}3SZE?dzV9Ot|Hu_9$3-}v5m$#qOKjAm!o!=aA ztHjTFJI~f8kZ;4LX5qh;2VT4RZD-x|1)DquXC3h`%Xj;4WlHdW*H`$COJt|0efTlr zdQ#-$3j9B3ZLj-e&guee)mZo+bWu#5kIfU8pt6qRS|46xMe4sZU$^2SELPqfd@|;r zk!N^YMg2AD{Rdsjwa;^&Zm1E&oHxYYNG+)=I|5b*?RQ<>A^4jv{tRbhd2a9@*c_dA zcL~1YoWwV^j*-T`;G33wE%M!_@`t{c`J?+E53|lxpWtm0{Egsn}y^d9~YOHIgare z%p(!S%NeUr@=PE`d-cVQ(0G{(1i=mi(jE6ms2EJO9mJ^|_n1XnwHk$**4j zT^2hie2*!36ku)!p2|Fv!TxV`{vVL}k~x9|SA%a*4@v*hBxJ{@Z#-{aDSXeMB>$~S|JeWBD)V2x_Kz94nzM;oFkA1WMRKF&1%3A#ICXc1&zr*)@Z7Jlr!TLfl`$zZ< zgC56s4O!M7+i&m7?a$o)_Pnq9%5pc=8-KCx#7n6Kfprgb0k+VKUPp#CUv~M!y_jQc zo-z3|U2Df1A%FJ%^=_XS8`x&3$trrqFzdRG0A|KxrEN{Z>(qYZdIS26YYtqe_Zv#wdUI&L^y+ zeEgicNcK%%9JTKZ8PAq)3?*hf?0x;LnP|Gr-%owRc?!=+=$+PoyVlx-En)lCez$)Y zo|F9!$#K&mxl@3@=|aAn674GnM{?i@-Uh!lXHkR7zE|7rP)~@M4e{lguNHn?_%xBf z+uFAp7K7sNWR4r=y+N)Upa15e#EIl*xpJ&eO4s!MBk$d5pR)tsz%w_5$JPA$(+lEm zenQ?G$#?U&U%vG?8^po!O}*l15HDv8++y>LrRy<`l}ELy5L@^6SsWel{X_D7q`qfj z_gA7n=BS>#lBdS-4bR2@OS&l@2J|u-XnrCYC#kcPHvXU)Y3`q8^tUa>#pthNRLFm9 zH>Lfgwop3#&3?vv5?5BDePD=o-r27_3El*cM|uSOU5fw8jep#JE%Z0J!uAjU@fXc^ z3K|37>Et<-*e=q^8( z_b4&{)H?rV>A%k3>H4P@{v)PJbQ#(nOZ&4wU*u-5SggE4-Kla_&HO)>_Q9j$+5f!# zoc)+z_cdM;`nzjB|wrj1M zxpZDw|9!f0kz3flBGdY3&GF6d-A`t?C10+VwK4q2=1a!E8_w=c- z{<8QJ=xIM&Czo3P!S`2<{|!Dp5P!fpG)w*~t^aG`zl2Y#^S>GYHLCw1E?g9UVU4xOkJPC4p$qf*M}6Uw zP5-a%-Q?zWEDbt3pa1gt-(n8bv9OKCQT|bPA}#*hCi!a0`G3>&KWk1=hYDU-YVw%g zMnAQ#<*&?t(}@1>y1if56)leI^-^~W~B!}I+bV1Kph{5PKbXS{$deyyng z*Gt^E5%>?_-X=o-O^(OI{()|?UomcmxEfg>7*^WWCdBIlE5KijZ}7*6KPbfTD5gS= zL4WbQ;&7~O>PUawa65VXLaUtqf&bbBcZ0c3f3R~jer`4&YC>sksJjl=j^a9b@kLY*trYLOrFba^>oK2PkEkCp#d?0xQ* zZ24NAJK#QBxzEj5u-SbubBUYv`F44x%8toEt?~!I0rec|0e^++dg>F>YZq&<)4z!r zh)Rb_ zOrdrW^50Zyzw6o#x9Q>*w_bAHU|+A-@dxh1`c|-&{%NftP$(V8~n~b8s;^m2iK*Q`;Rz1o}I+hEnX`1rsSLWpIB?^iTm~E7aD_)a~U8m=wpKc zf8%jDhReYgc`R6;#$RhOappbn$6mg@?+%TihG+Wt2cGcs*Rk5|<7+-f;{E2v8#;IH z7L3#msq2KCMCs#Sj{bO7h(CDx7xN#^^O~aeaqljv8q{ZQTboBj#onKJ*T=|5mc zRKKU||A#N`5@TaEr7WKfF*F{Fqx%UqhyQ`W@%S9v8|S|nmi#%7pN}Yyl^Oq}PZ!+} zQeO)EQt$Cc-W$|x8+m=#0qgUv%x~Yy7P6r^ZP2F5kLKW!aWT1*tzvHk3u{=n2J-(8 zKfZFW-o9}+U)~KiMi_75AgY84lQb&2k37_Z`VY0Z!gr^Jv%wa=@o1aW zluB~_V2)}=|M@LVne}%m`?p!^|M6;n^SP~pm6$GdcE1$g+9vn@v>CGALfzzS>%Vm; zJKP5|X1PV(E4jYo8ZxGHmFw@~^~YqVe&u%f6VnCeApPXZ1Ydf|K@`p zoBwgD$UkI`eVu~x*Df`5isxV8Zfengz$)T-#q!rF$2A9zr*oa{Kg2(fN7HK9#%m1b zy~(itKplXflXLxB)A%3pNe9 zl?UGF+8XbL_Y{7`v8CJYxdrXRZuXiZZpM-=?&H}j+imgwGip|3iP$9w_QR?0MiU)mGT$>!Nr+FnpYmpA$JjfFaRqg|58M z(^>SV9j}J|#qI0*LdOQrBd$QO1>GJ;qdqLyFQwb>y0+b|Ki46(sCII!ZTwO9!hGED z;U>R}g16{l-6^dLqvr;nUT_1F-$rXq3GPPn-r(EJ!6z5oX{lXRP5%#xUGux;mq6Uv zV$ZVu0d=MXd&8UnJf7sCz&(fyGJfb|h#FH@oJ|tXL=7q*tM}J2o+!_=*rT=oLgJHy z@|`2zsS^D`XVmE;-8?T?UI!e*ScAU6+>{&tqYwLpmrB#0=cKMeOn>rT#DDtTzKo3= zvp5B|XXO2C-qLq~jHk=L<=sif9?wF)6nQt_zGA9&xeWtdZuQYN^#w>Dm9Lfe%JE+% z{s$f&dI2)od8M~N{)+jZ?SR+O{te}4B>$+{hWi*ZkS*wZ@UGUiGx_7#;GRhTTKn<10sF&xU>N%hy5IMrYe?wLiB;rlf{UD#(u?qZ;Tq?+kWpWziJVpLB zhesp_QTxOkQ0`Ta6w5z#5A}@dA;t4ScOb`>9D^RQ^K84m`e&lHj~Y|TYZ2YS^YW|5 z_*as@SpNYt0-Q-X{r_5O7^2S9xjPqp&Kt>PLmZ9ZY>MzShRM6 z+;@V#iQCrw!uiMEu~`4c<4?Wf`!F8-SC94$cT+t7PL=*Ad@wb~KkvWkp~*e|y*K;Z zzTqQc%aykOQNysB`L7=Or;+^E`|y-}gX;6Y2ds_H`|kbV#NWt1^86qd{K<#?HLZVY z(f`PEqqcD2`k%*O_tLgkd%BeU8{7X`*I)ItzZ=>9^u_bs@;&R^^o8@>=R4M<+W+O+ zUw@|4eK_kgx3E+4x724;QV!Cldb! zzdlbilnUt`|T zybt1gF#iMAY_w5zYxXMEbB1|U8b-VaKFi2|D|SDX+_ES5oy)r)PIogGb+}o}c1WJt zweExI^CUOUH2H37j{9WJ8p&g`&COkVT)us|?3V9%=)O4kW6}6U?~t+mO5?wtxEuIl zM)#lV7xBe_7L313JSXI702YD&eSA^&k%z)^#F)JgdWW@fmGqC>=eSTe%X`YUTXK7# z&Q!P60_1plpHk?Hj<>asd^gB@({^DC^W@lZ;08i0%VPTU1z#k#q!-wb&{y$=V_*8; z|9IF9NS+(uZ~9n!YDoT{b4MkgU)KH)JwD4Asm9U~+t&CtVwS)D^xXaY_F4GuK8cgd zHIn;=aY@N7VDW04Phy?+9FMQD=lXaibKvlpwHa?;xtDM5yTioaB;%*!q4Wp8oVGkb zLXVgiKpV?#Qfd4R?^25X3Eh>?%JE;g7FYxDr;H_PNZB}7l7GdRU~KV2EWnR-7<=XM zxou0_Up{)@+oRqV%fNq?+TYlJ+s}c&xx$>5SZAotqTS=$!m-Y)JDB?k`JaHhQ9Rn# zu-|cITju^N&#DZ8W*BeQ;EMVmXaf5B;}}D{SDd2<c=|1@g+QC|vqY=Ea>J{!Z?#C~zV58pVxQ{6jqg!Vh^Y1rbH>yh@Y=+;E1 zCi}JWf8S%l+|U-+HDA5#-^3v|=F{a@UF ze7Et*oX_N2tYy)fXY~4~Y5kY)HkR*QFaFd`Q*Qi|I#c!ae=h2{DBsUX9le>0-Ga8W z-fykGSoK@OmxurAe_gfjwfl7WZhogX=Zhoi2QYuOzb^Q`tMETo^8Z=;iSHeBkoThR z-riB)vlZJ%Y&7ur{wy#qW)Do95%Vy>7c!RGl0B8@qZl`yH0a- z=(VwJul7BUW9;O)`i$tgvL3*B8*km(bEE6>_H+72{Al^yxCVo*2E2yo7R)1x#nCkx z=XxCX@{e^n>M*W5`BL)AzF@7WTKRAJt|x-4>6Mz!hh!~2BzbP`x|RFC_q?3&bTj#% zb*4ZM>RE4VMg2EjjGT4!Z3`Y@NWNEBe_w=4khm4j^4c)&i5gVl-sqe>gU|c>%Md^3vv9pXSFZgRZ@yIV(q|-kQ*O5klJQK%3|4RJF^HSHx-UoG%vhv>bgYeK-&g67{|bWpc8Ues~=3~N3D%#_D~`HQ7;Xc8e(lwPwJA^T|@0PVb`tvQ{g5Zo8^$LhU(de(&b@y7lY8*pGxy-- zQ+H6t2{oy}6UY-1%U`YI&+m7^x8BcRPyJ(aMYZD(U3yevFwi-mO^_k(r|Tc<|J4`Q zrB==}<_keylM#v4Ghc_%l{!o49MOM7unxc1DF2#s1iC`8H@`Po|4fATk&h_wbqf7U z@ju4B+VM}*ekG{P(rupaD8>#n%`cfI^ zpJt6e^6!{U!|^K8Kabx$()qH%{D1AcYZd38YUjU3^B?I}M*mdX{!FFSIPue~sY3t;ct{Kfd!9ck)hu zWCNAAe9$*}J%xJmi>3Bd?*CR?lF^a* z2cogUch`uA#{LJBCDmQtZ_+~R|B0;s)R(0GKhqV}`akmi3r}W@Kjiaoy8n~Dd~d7d z{3r5Q2mf=k?GM!@<>POy!2kFjmbq?d7sHo4vGkv=Gl2E4ZvAl(-(7nw2FGfG_CN3$ zY;5$QPVvX7IRABibwc9cFYAWC*evzepm#7vx&8qSDzCpSpN!RcQj9#-6bXLDa4~8( zs|`)O4(dh`L!($3T&L?D*~+;Dr(?JrT#x_)^PkR}YQr%vgI|X+ zR_Up?b*4=B*&LPDf8?eJ-`fJ8!ki%R z(fZhN(Uvur;Ia8NOx0*hjEMM+A{3}7Yu*<;M0rl?9=ni zWrKQB_;!$6dO$Kj;~g59rd2{C`*Q zRLEh(@oj+q|6b}*egEdMLoKPtk`qVqnW!73n9XL+Kg}3_VAx8{Ket3j{q3jMDmxAC z|1-hU1-=mb!{$4)KkR=c`>WCXm$$F;+jz-;PXC<#oM%$(?`F(DW97eg?M#1Vw9Y*~q!PZ#5clgDLy^-x9kHy)3d$0P3gB_`BuSVFPT(9`` z^LW_56RmyJnKHkSt^sOW|8<<-=B6*2>*lOo8hp>qp#K+ABYC#u?0N5l=~CN#v0Kx- zne9(sG~X@Wy4w4`WUUm|OjyHDPX5z;H{Op5A2fW@(fV6`&g#!D=YL-M6Kj7Khd9EtN(j`Tff$xlKj}qc0E?Vckcf#>HpVnln}S@F`S?`%ln^-{Xfl+ zKgv>#{^wl(C;ms(y<_*k;5o)O`S=Sx8|?p@vw5-muTMVken}nAoc^k}a{g;P|4lXh zyKm%hwDthjzw-LyfcWu|>&EQd$!h=Q^M7{z+a-Bv>V>~RofVBsWpCejQ0INK1E${m zZ(~4AJ~0S}p;3Gcum-%w)(ak|pcosu*8a|-HVU7Ww;yQk zbG_vB7d{dGLM{ojuPN_-T^9QmFvqBDs|{3O3yN*tjq|duLmXUr-}57AJwf^3>P(p~ ztJHtge9<_A#e+1SZZRQ^7vY?Kw}^Qy)|a5)Sm|%$ge~h#`LQg-3VOX5_eAsD5OXug{WA}c2WQajx_MCW5LWZ&OJX3pu6i7V zyz?Q+@1Z$rES8C!G*&B0W1AM^1O~_I!z9P#nvmlL_u)A{FNKc{BF_b`*O;m1!O?v@ z-(!4uAO4qb|7&1xye|%8YPo7S=JfsRm}Bf&dx&_0^5f5ENNkZl_keAZ*t3r%gqT)D z|7!S;7!P?CzU|B^|EQH#uKi`3*SHTpo#75JkB-j!`fTMnv<17BGF1itg*sE1H>3H_ zu=b{Zx^GCX8|1k0c$>MMOWnG@4v)R@$60ggOUa4z<(TD9Fjo;Q|{PB%1_%-YJt9~l-#YFl))<5z5F&6!^ zOL(rH{YUL1>WMna|9I=4R%{=6QquIF&3}#Hf8;y@HbciZnI{^p|67s%^`8HjJ1Wvm zvHtn~?T_v^J}I0JW#~NG*Ci`>4F*-{slB2AS{s|Fid<|5+T# zx_|09clX@8d-j|?>&0suj4{#VWRO5869m{Mm}r7P1d$~&h@7KHw%NV+W8deg>gwtD z)tjRv=EM9Z^-ND!S65e8JySLD?T>;>s)GKp{a^Bc(B|aFk;s%X>@W6QGuHo~s{D)R zkCguPlmFw%{xz#@f&0rBpUWJR_J3kOPWk`S;Qw0szvA(e&;HE+I?Gvq=o;jwOe|uZ z?ceGAm*_3yQUB;coEwXUQVac)K6KU3Qu#-@Uk?8ZMn?V(@c#=$$Epwe>xP*T{W@9W z$hw4U2*cmd-^jAe5hZI2o})b8EBd*tIdD(jhkGm&)v5m}=sVK-l}<(n88e?S{WZ@N z`8(lp&RJ$>5?hAH=*W|kHCGX=T;J-D9r$ISiPWu_h#_YI*Pl&Pc|DDQz z`k658P5MrCx?J@$M^F2i^@33lpA6d({bznc+DP94 za_zu(!2c*a`(L}h!AHnF#r#r;>&-YfhU)=9&9Q-=6sQ;PaDwBE-w+vE-$ayi-vbc{cVB>Tw3%#>c!UxBe?n zhLzr+DdQjI>wn^DLLU^MKe0~gmx}nN1p1fCf6|}c&qMt)SO4eY|1Bshbr3(6)&Kji z9&x*e4?2Fk=(<5JY?T=9`W#~HNPS*zl)(R*XKL*H*Lo0RRA}gV+8;CS4f9F;;ZJ{Y z3%9Hk9%GCf!Q;rD`KFL(ssQ~6k5C0KkEadBdqr2@Do1j=dJ}*8N`an6(#2;7R z{wEGhZ4V|Rum@dAX@4&HAD%_O3VkVWcpS?eJ1&9#hG7$WRl)y5&n_Vb%0tMG`i%c( z%b)R9|M0V+g7aUk`JZ{3MD{mH{*O2M*LwbY!}vvc#^3Fi58deKn}*R}b6<^}e-Tf5=t7O3e^dIW^cP((i~nXW{?09ESsv!lYW1HW8@-pE#e|#_X)>8Ce zi*>Wd@HLG0?*BO@=7x4|#(*athifX;Clmd&5&CC2>woz^)17Oi|9;B#_aJWXjAirP z%oX!p@35^WYSaH~`n!?KYALWA)7&?U=egxO)&~1SSi@kQV)UQ8c8QzSvPjp-zK z|1rkB*pMr*KQG;S&&^o8(M|bs8v1R!TmI8CA19~w_UA>&JvD7^3-D5l-TY4Gp7OTc zNnn4hl>WhY5ZV8`k#DNf^|$fA_`JAYr=56`^S`w(m;Ebkf7<`XAGMbM->zNY{_CqL zVSJ_hm(0JZ{GlB+mA|!?zZzfDvHj|4hD41ocQ@+9Ac>ss44^CY5d~ zt7=VuesdSF2R%c;-at<<`K`y=uleflBG%^gde?HS!?g@_%GLo4!w%-s5*&b!-N9U1 zJeO-pyUgxNJ1p~19lZ4rGZwo>aXIn7_x}PWN1wI$Id;x>dq2G3cjD{*J!RB?jo2H|o;G5& zLwovw7S{j!kb{b4^3mVM)nUYj5!*QEOe_Z9S1$e4r{nG5S^UTEk-ow{&NpQB7aISJ zS#z>T|BL=0SiY^m+3XDMXPu0DQ>^`Q{Sxy!$NaYjGDhDM*#baY(wDJs{_v;&bPG2F zcLPipaX5;*(S0{@H!MrJ6?BL4KjWqT(YKmo zsuBD@V)2WBsT?oukLMnls~R-_)Vuv0M=~c-HbwIP_KOGZ)#y9-{_X3`m^X%ztzr8m ze_2-j61&FBOOd6Jq50-tleO{uXV;n~e@m_3;tlG!Dz1MuV*E{p`L9&^*GvCO>o;Ae zIr`6dr2paD#~P;pH>3T>9u7*J8;NHFT#d%HVU8)rzajp{t|=CWcz@9isjEZ3G(9n& z{%^V`_tog1x<)|!SpOcgF{brfKX^Sqvj6BBpf>t{5AtQtTshx;vt%A}nfLj1O6C2( z0{EI4z}ZXz-ezvw5=Z<^DeJ$E(;MCAUrl%4?{1&8{KtQ7xu&kf{=DqRNABCDTO|e! z_sf2G*f9Iwyf)1}_07U=%{`UczccLr%!432E;5Ycvbg;zw!iQ=m4DtglFmPqR{oi; zU~|6CW3&-AhX229{m%Urd8V3Gf3w@4)<4$%YP^uj-}=bkt=D(Do$zOHqmS!nY&#LJ zpFR$~#^b#%U4PVv{?+(jI5wKK{_7k(T{HZJ>AA|3y>uC7G?)OCx;Ixt3!$2nMx z6^liqI0(ha=sm;G*q+!L_2ny80_TEb*K2}n;Jdlbh%h~A{YG=_Q~DR=zja4%xb>HG zEk<4^PEF&oaqs1t?7gi6_o*L={fWo^p6X1A+~7YJ!qXF!{^HXwq5b-A(Ae?Ucj}Si z8u*X6_=J*}7AJAd^eK@ub)Y}v$gDZu?be*^cHKkpom-#LCoX-cd#j(Amvv`)T`TZ5 z+*$^(9qV+hvhQ$fPjtIom-o4YBS(RsIpzi)oQiyKY-57G2|h2h`#9ou97T>Q%`xTU z-bnnL6UaBU(=nbjrK{xBw2uK7=}ae3qq<&wm^*}Bq&SU14h$T2ZEV#6)1ev@(Xtul60?y;Zp zwO?rt9wP{&0e)g@=kT0<^K|TtfFKZk7<~;V7eCwY^_J0d=O9eZ!|39yY{dxJe=WZ6_+I$8a(~LzM+_KGg zJ#MG5_U{$jUn2L^55QA>?Pjgo$)NLmpBldK*_Y z_J6aPaX(SyU$gsv+0U)+yY)*``ltLS@;V)VmHQu4`D6C_RQ}d_{vkeHV=H=WMwR%B z?sJw~DxH6;(LW4NBfdiZr|)BnB(WpWU-JLHu5AQABjvD8KpzIIP4sMteZ%_!$CKc5 z!aoWgmlOPy(L2)mK`)_SN`K?Ob%=M<8|gWjGRkytVl+&Ct32m=NY_LxX;I z2DllGf8%wT(0@M&-iA1vR^V(_6K5k>8^*dZ3=WQg#c4mW-tD;vTj(Xk{=Nj8>7@g1 z|MkP}murVzKVsSpJUk`2D8xSP{Z`g~#=aR~>>G)9a~#+m#J#~YjCaF$IvSHiV~}XP z0L8;dz6_6jN#Y3Lo?Rn0CdShkW`_3#H)AnwJZ=Zq|HWKVvS%6i#r-p^>!VT64wWE;mG~t@;$lg-vL}XqW2nwX69_!B;xiI374HRaNuv?FaK)`H)&ZvwsQ-2Ya8 zKk~u_Iqu~W?c2SV`dl~Sy;matb?xKl385S2hp@N#BY*!B3q)QOT6o%!PUZ0b+jq<@ zrQ~x#y#g z9kEYCz_krOyXf8kbHkW7uim_MzrKH|{Zr%l_vVZ18uv}|ch+Y9tAzi`kw3NM|CvjG zyIHodEcsW<`UOv2ruJ~G5YsEz`E+8#>uSb{9A4N zk3Bpov2G-`4X`!4uxrSd-~OM@|D2;!{YP!Ynf|X-{^?wkIq#(N zkJ6*K{X3WbsrK`Tu8>dZ_-m~EX+8K%FdYd-UG-+cag?e5_FOnn)c=*w|CH)qDsPSd zRnPZ$8{l3f-VJc)LH`%r4EieIXNa}oxyRvn433qTwNUsELEmF*B*9O3T!XHete&)f zpg8a7*KJ5_8Ao91$HPboiD;4>!ep8tba82X^*Cu?y_%qy1@S%G=g!zz7Rw$h~kCL90Bf75z{dEW+X(i?V{n*niZO6J_GbIgZnqbho88!mzu_@4I6U7A zTn=$KwEOP7bjx)fex-hM-+sa0Nc@|Vg1y-(`KA;P(E(fp^V(d2-&TCo9uFh2XvBB! z@i2m!G3?E=;LjE;jp1g(vwQ}dKTj|=d>)(l29vlpR<4@*hma@B?B2QhU;8%E733WK zzxS@vjrMhWp8OJ@>viwTLAetVu8ZX)Pm%X|OIeoTc^3bv?ObzAS^bspUw?$F*@ZE- z^K=rchj9^dwO`wC4*8}|3Qn(B{cT4X??&e{#gpnh*@~FhDvNTlKkyXgP7(PN%1XJ?_@B5&#y?Zq zjz9VTDfj=!cQ4%U?{!`cykCR)cNF-!z$?U!`gw6O$zO|E7ti;x{F}*mH_H~G?Vo1* zKlT2f=$2N)>aick$dfikPfhsR?#29X*HZphI#KsNaQCP?c<-p@Y$A3ATSBM$ z%)iyre?RohJ-3rwQv7Dc;3&pMFgV2DcsvgOMaZ}QE~NjPeOq+e3iQuJ-&LDNa;`dS zDfW+Q^xveuw0`UVxou0`)Y-G-AD~?H@5Mg?OMhr_)8@}{|M>bFH@|DSYdgL^tZT|y zf8?Tn%P*aR<5{@=d&JFI?Uw!6;#U6L=2q>84dqa`Yai%!oybYm&Gn_kk@Ys6ams(R zmC*)Rs{Q%mi_MYsk0FKXPsNL{&G(Hm)f%R|3=!mna@7k{#Q@?_q=sS;JU=$gWkP{XLz3#<%<}WdBO}KjnXwx2gWe zv5<_1RR5;UJeiB5agybKP33>>s0>d z_x~j0y)^kJ>j~m$1WV&_GKT*Uf4^dJ1RrJBB@TI|5)VNevf4x$ z@5bm=-}bkiS|6}AEyT~r)`7S-im%bwHpJI3r?P70siL7g}{Hzxs~1i;}4mC3VEjx^Jd>jzuP$UqvV{Ty^8#2SR0KI5$Bll z{#L=!M7~!!XB-Q=#yvKPg=4rHe+@AxK1w+s3&+39e7PFqM&DCz{jcBo94m}J6ZLuA z{;k)ykLiELhanb5d~br0fnNg8E5Fc30b4t+pNRhT*JEB&J3Pzqn($eH`mG%Qk1con zNj@Ts1(Ok5ukUb&@g9EXcdM7WujkJ#xqg0!#lhh~=eug>-*W38 zgS!!3pz`^@-1=*+f28$8U#s!_UylCQNctZdxvX{x*eCilSf0 z_}&O#BUl{dmD0B0KJhqc7j@Zu>+gE$pRxYSDU^i{}-bFcb&`JmosO&wZOPo z|F_}zyN;!9%GBwOF=>|l*ouDzbZw!wZTt3koycoirqKE`yZ`6+tZ;MIEOs+jE_5@N zeg}-tY{3G3@y$1G%2(4R2F&08@wNL5+vmXk@LRv0JKIgiSpIhT0yi5mc;>b(bMw2G zxkVekcT2XmxE0&iLO!;;)rirv_DHu|cLFh4&untN_(v+cetvVU)?fU0#q7nwmYm1_ zJh$yI+Vh>8I=96w>>Ud7JeU0|w!bnit&AVxorL}!rv_moQk!)l`&;06*D-dFc$~EUl>VMa$P2<}%3D0< ze<(KglRehP=Esg~E%N`4zb@-&{Ldr)ZelEL9mn$WjP5hm+qiD}4X^7nejOg_<9U7S z@06Ij2`x$)f6SSctNo1IlW+X(zTxo_^r?$q-S81-(e}o)pT2U%+5krbJWasX08bNQ z+z?yi1vzTrK6MxPfOc~<>a*AMuPF#r4Uw*@#F=1=0b z5C5ey21@_^lk#4+gSZaL2^rUZ{BL1CAk;ta`z3BVY@VgoZ{M+fMDtDMlRw1W$efoo z|1mFSCGuxIV&HTkzgaEhkHloDkp9;GxXIfz@_#(izmfA_cKaUzLv#M|Wp@s- z&#pYb?yfw$;cmUSC;MD|UP}LKneykqq32N?I?r$XhPcl7xLo;L?)+PB`!^lw4g$>+(5xQ~rzf`LV|wuYaHZ zwOicwy^Q&QQ2`cZ5AZ2^eo!$i#If)i?h%)xeZ}?W*!73e-S)A}i;wFe|Mo*i6+BId zapU9K2yQ6*nCQn>X8iG4osZ`Lu5oyYs~~_ZhY+Uru*x`nz)4pQ_=1wS(!uW{P2OvB)jxLhdPFm)Sz=UH^EpKNDwV^yfa?{-bu^%=LdL z!}v{;!2X-IUvZ>q|EK&P#&!e!FX{M8$6xIKNbLSLzohez&9gDqJzf78e`NZfYVCgz znHc0D>V%#||8K4E7sT+S{9pU^x9RhStWlFUw&8v`Fr7< z?@HE1$@6+Gtv^|}krpZaJx|G6)%XT<0sqmbt=LV<7cb9jJqFn$>v~+5dm@YUS})4j zbKD#L)8vWj^ftDo<`QsJX9TnryXq%j31^kaJa_LKmIIMD`^t9 zzvse!Jn#P-qJ1EY)8E}@#Cl2WoAgyE7N?QzZ$HhLH-@EQTpPr@@iA?9+=}D1C%QeJ zhVgBJpZ}#|`BZz-<=5M`-i9Qw|7r`Oao$OfVCm^#{1R(ML)M3 zYg`W}-Mc#wSKf8D^fAj3Jf`2QSjc_ufw*JG6}x~`*q z$uEC;kawyU@`rs{DgER2hd!;a|B0gs?GYK9zx|YX-H=(KyvXIk@}D{2I)PQ{CSEB^ z{#8Q%eDZH6=qa=iIhpXXV7W4QxiJ5~d5>5(GM)`{$MLKf9FFmNjDO-A`0i%OpNU*Q z|=uU7u)^JC|~ z5n!~4{o!2Bz4DdLn`3zlyjP+8%~wCK+m=25ruAp`SE>4k(z>wxSDGg>L!W6p|5@Ls z^{f8-^F^))9y#Wl>KlCGHV-}y>jSP4c+UO7kt<=`80|7?`Dyh3%HB2Zub=x_-RdAM)wHw2e?NmksTltoD~$w13ftl@d#4F>oxMXEqAWCW`&3 zSo?bstB0{!J5FtIfB$lt;BJ%`lqX{QQ@QIe+Wp%Yr@4szd4AVv_tmWB?#pi%x$oMK zM|Q2!?9a3<_Ar({d75L_+y6?fKenTp4cD$!V*j3t+*4D&LfoMRU5GJsuW0+NF51^? zQ9s{dH0Sr*abmwOY=2C?r!@NOds)`oG=2TFb(XvSFGv2CVt*;d|Ec`rcuD2|r!@b4 zvudvU$Gqw3{GaMSss2YENabIu|5I-)bNyEj{X=j!!LM7H{v~=B{Z?pCs{gQGy}zym z|5GXYr|9We(}-?OombX3IQKq%)#E)z#+MUJyyO7$da}i?v1g^v4Vz={#yg^VbS>g> z718yye$phRe=h!8cNFn%IKO4hb87#=dO5^0;5^9nGkn>&ChKS!H#&Z7O)X=|udlU? z+L26uHhY-PsopQ1r+)r7)X4g2ix57MF{@)u*Ty>DIBqFB^R=HjyL4@=>uVeTeS;p4 zfp{cl4=ttrGT+pQ{)UmUcsGiv@$qj2Thr;*omn4nHX#ydEb~YJe{<}?pu}#u z|8m5A7=7g4y?*F^d;e7Zf$*LG%f~rTzj_qULVSka&(0V(@U=ZUK5>%Lty zU)orx{kiHV21v&Qp`U_1xvw{708A!`Uco9MN*)&JF=fp?nCL+VnUw_N>K*Ce_1?^4^Z zYn`-yrI+vP3Eux-d@}>Fa@z2p*!rUUU#$P9ubAV$>poIY{x0Y~kGxr{+~?E3b92`m zQQJ+K_Gga6T>Q`VC)e<$$o~YVlGxt_LlSJ;<=ekkZb$B^Wj`Q}(AS7HwA-!TMLVB= zPuBcXkNSgs(9_fG_sy{XcOuVMsq6n#{&*Q*Wd12O{&c?JJf?Q4l>VeEXd&}^JWq2D z!&W2v_e7Zgr!AlD{yuw}v^%zcD$k_+CpuO-{_^^tL`J9jXR!b0(mzu9>viIE{t-S2 z^G=cZrvv#p)o+s6EP~!hYysAss?(~Uihg6Bo4(3_#nrEs(qHEFI`E(Lk6>)rN8W!g zy1n*|^^xr}bn(dkq}P*vRNuAlPmkfTzGt2BrWlK~{*?ZO`A_pqd0D_Y+shwa7w|f- zsU0WL|Fpc7<=*r}@p+343chpdNajBm-CEZhW(!O9x$9?sllIfS4Xr<3|K=NimYXZP z{T(5H6=H9od?)|&nu=Qb%u#^Yr)rj5n6;lACiLCl*TZtI!tMcbdRe&#r`cgFnRImkTloCiN@%xcJzT=mN}${sI&{_v;&bc;5xl(O4@A`*X?P7KzKHdWhuCqr8_*Wl_HNQx~s7}+?xx1p|8rRKOg-Wug7?~82`oXw`a)nHvSZMgK^uy@t+|hnjn8BTm6)$L(et; zR4)0KE&rLf>gJ2~`5_>Y*EeDlxw$CoswQNTzT{x+J6N|=9a{4?L! zqtQEpy^F`c#f*dEb8lts5AA61{BQJ6>-Sinl>Rd2 zZT>CB|AxCMX8$;NOJm;TlK;)re;dvJ3tE=B^~bh^csGK%Auh!*H`p6aMPuLmg50n^ zjwa=)$lJ{Ir^=ni$sfkx(QjlvEW--LZP4R@!;$zs2VCE^pP*+(x+!(lJo!y4?3wRsmPybEU+-lF(^>^?m6tF*QZYkz~ z9&7)L*Pq$-n=RY$m-*~(;?F2he<}9&MH{cVsdHP9KWnkiJ*8{nQtW@Vs9)ZZ?W++V z0qpx8|5MNQvwq^ARQBYyzozm}Z6l@5Ka*Adr0p+F|ERYAr!Jl4rp*3Y=QsLGM9)d} zkCgu!!+$}?B;Td{myW+w{)m1=`O_l*b3ivUJWZMUCw;~u$AqRjo;hDk7X6EP5LWJ4 zc3jv>;1eYeXBSc z>t|U@NLee#JAlz|_>K<5SWv8U@=mVl>rsCX@=x(!9UWWXA1`OK z$Di01e6AMLSD3dd8P6Qo3IEwYl4|cfS5o_>jWwkI8svx~riS<#$uGrNHNe({*fuzB zKhq2B%@(1%#mJGIR33-Zg?uyX&TepPj(52hZg_{}oWeVazu7*t8@QW;!52m!7TbJi zge-JsSPP$|F5Yxu{-v+Tij_XHpjrpnik!z~|&T%<@^8A)yZ-~2*cr?V@ z(4UG;bH!lKcs7EEF&vKNdm(m4aW(;uBfeP0;OI4bR?A9U9LByO&IV<utUtM<>kQXJp|1I_n%d`D<&b(ZTt?{@TZ#NfThP>Ns<+k^} zAKc5XU!L*wFSUN@6R9(Q{eq7vF#h)4=^xYorPNP6kF7PclrsMR2;9v= z%>9+hpHjyk>7jJX?EiYvUwQ0|+v{^nnfwtQF6hdMtc=@FyXR`Jf6y5Z8_0lqJJXIy_S`M;m^^EjeX_|Mv}``rA`v2Ej9#xmtY7{j$6 z|58`L0XAO#Ovd_|dy29%v%gjDnfxd2BJe>Zf0?SGxq8pZz)Uf&ZO3}ej<-@oVB zf1@GaTQdG6rjd^g$G(f_zhdKmgt2VU=hpwfe|R~j|C4-IW81IzSoJ|mU1iokb{@_x ze{{YBuhww>J^m2y1710EJT$KU%zAYk8V$AI8aw}maW8sNdL%ih7$20_oJ1BxxU_&(`*is4C}YJirxdU#mQ#v*$<>5wnsX}2 z&BPo{2a&6{-uh?g_Y%h6k^9G!7(KT&*ObJzkv8$$t$jS!bKc){^(WC$i>?19CT3Wx zC-yJqlP;!z#=2@D{a1BYZ^J0C{xN;r)+)v7XWpHj^Z1uxoY`MWUH@2nOId&9(*K)H z|A|sR^G;3qVjA*JO?O|;nBl&dHPcO-JKIfLFwf0c{GH%&X0BT3=Cm$$^V*iW`JGGM zg5H&GA@Xo7>05>49qzl%LEuczyG1?2Zt;d|Zt><3w|L_XH+_Bw-un$=!0d4=cf2iX z|5AIH%5d5c*I{FfDIQA>=p5_6Hpv%FyV&@#f6rSt;69%^OL9*w-Fjc=q)*8HPI~}l zkIAZL$iIm){^}+F)AlE}qEDIszFIodeLmOnOu;`w9ixW!|3rr>&Hs|tpVB|&KgA#= zW2g4|e=7gSul(=!Ia#y)zp?&nKHtPwoUA|1|IVDN2@g$N`P*@7y<4%T&Gin$_ha)D z=BOnCO{VDxR(-sdUbbGp z?-8s>&=L7QysO&!C1+HT@z;9bSw{N>cavxQ1^?AY%u#?6@P@Sl6!PVz3r zl2HlE|2H`Tvi9`ENIM@vKA+RUm e+DV_WJhKpZ?aLTan|cT>0C2;EC5qen;GL z;BJb@-?;tVu=`59n`r#^UZVb`GPe@>PhK+qFO~nS{e}3y(c{0_@@KNvKZKl8+46_| zueqoS%fBIDc1GW7?3;4sKk*qK-jy!@CoBC+o&VzY9~z?H=A-Ky_*Le^g!Y_ob^axN z1&=E8jLr>(#y|0^oLjT!|KBkOt32?2c+647=6}w`e8ytP)kFS-w%~hAUKN}F!ZW0a z(1rY+%)c|2%y+YwEeh`|B>%#@YFNM0iQg1|U*q+UwEl@rf9koh{p070z?ySB8eiFd zoa(=g=D+=S4k>0u@F+fBjKsLXvB%@cUhWf{bHM$A_%bR(YA1iH9sdDO!|%j5hPXF& zo^@^KO~c_AUjMcVmfYLia;(3J2~gcMu|NEDbGO@aZ3p7%Y;%2r?a_NjuwLbwmD|o6 zrPW`J{!5I4#Mpq%ubbE#v5)Xu%$8F5`X|_3%nnn>^-rzsFKPR8_y4N>9l*Bqx;2OK z&(klR_^)%FTe+(Zd8k_5(jQvg;=a{x(Z-d?CA9(=n`Lh9+9ht*>J{#rMeT@Xv(8PO z)8eMiTIs(0cCq`%^!e`dX|oYSXNH^k{SLQc`^$j0(SJd`t+{~xnYoIJ@qf<+=9bcb z*~X*&d*!xQZpQK-+~0v|nzd@rCux7z*taGhQ~8t1pWN~%&_(8{WNu33e>`R?^FJ)w z`n_Aww_N>|>HM#@$tL@sV*6*g_UBapQW+BHkm{dazXx4{zq4`vKlL|yzfD@d^aba$ zeEw%yo57A5{t?33(l9oH(GdS|Y4{6WgPMLdvHHK|P>1{5jIZ2(z@NsP*W6a^U#E2A zn1+n*8R~QGgB!feu5A8G_%ohM6CER#zdgveFsE~|>p~0&TYm(s4c03b>qhKM>_f)D z;GWo+fV=TF1G#Ty*q{D+?n58jHS&OBZ)p=o)TRVvOI02*6DKTzHXW0<*qC<|cN9+r|zRCSE((ex4I_7aR#|2As z1o3Mmj*Z9D5MRSQQjBY37@KU&jm5h;b^nZeI||%Qh-u@oG8V^1urEHgh2Um<{wE%P z;BkB}!OTeP3zm@>HiP!prEpqUUndFYm+qlX~;lUu^snL(`9cT=_2hc6-0< zv+6(mfa8I(K;?mr|7!Su*^brjuhahFy3TB@SpJk#|5n)X`yU){2>q=;`|qF3kfFuo zug3C%Y=ZtlY+*6^8@HeF$Fj#iu{iNNiq)@kh|2%NV{#!V@0G%T)_(N`d7h2^>6S4jaPlq5ws*`_j0`{i3{C^C-QH@ZH!B$$61(f^O1!FMBT z71e(p;XJ{)j-@}bQ8tEcez5URtj(j*+Zv}T5B-0C|1$XNb>2JUM&CV>c|YIym)ulY z^AGFJuHU|+TK+3#{wt;aSxbq#Ss1=kzPCy9e=+&X`!QZFls7t0K>ACY?E7t>(m&zH zX#OqM|6NC3i~U3L&UzY-_wm=P{x?jG#fJ%a72s4XFO%F8{7RC$X}pa;{)Z8NyB%8_ zcy4Xn1w7Htk$rxROgnuL7$CmWbyoC_P0)A%>7z>6RmSkG@y*n^MemMm4XURXx4*>t zzv}L_ZNK#i`?uEXzqI|@SNzvve)lD}Y}?D4+MkJ~DTV*_Uk}=?p%aQtTi2iC&Hl~Y zQ`6?Qx-XD>YJT_GPtN|Hj=$R4pHlhb=ZbXxN#|ecPO1K(d_Y}Rd^(vlN#$=Ue^dQm z*Lk(@|5Q8wYJ5hI!>AH}!I-AwQU3K@+~U69v)0X9k6gAZ=D5$ko$9{dhj=!WPhLi~ zpX`-;->qMYTvBTVUsKHg$F^2Wf2&{j$`|&|CEHdbzRsVJ1Hz+$v402zf1~RWmg8E)@HAYb$TeB7D9(m!7hAt1_Y8ld<)AGynKwjBCablX1(jDq|SsF}4{y{UGA1 zi*E_O2J=7AM|6Z(1Eag`ML$jGSZn%Q4k_YkNYhSWW@2np%RsxwF)@}6>E4MvQd+hZ zd8JrB_PtB|3%REFn_otb1dL5Tu{DCVfh`jl8=f2f#xOThM({U`gM+v?w}I91{xy9)J;oU2pW1{iT{8p+T zWaxW*~IQ?s))Bhmy z&Ti(~=r;06mB{}xUb6Y#&L=7V9ea4n?IIop+vYPrW#B~&J7Sm{VpaAahm+u0P@eyG zD4!J9zcp@V>H2>q{CEE8CH;OM*Tyh5ioYRVh~Mt>P2u|)ho;c_m$r*w3xi!W*ZN!U z>zce9d7=3}t~FwePrmv|b8bd|mfHa=(9WCt+_sy$@t&Rd#%p zgHK#1@>F-9-{BOUusLUb#mtVJJnp9+#mlu#Z6tZZOr;lY^1@bfH73S{!E;WZM1pWx6p?e^FQ+zF?JLAnDukbDK@bQ zV*j4E?x_3xtJ&_G1>J5La!;8I5xc3ZpJ@+_ZS#}E{?7Q_ls_>ask~5ssL2qq7X-UX zV*iPsGn)eQ{K@9|fi_j)jdS}YzZH3e=RMf#z1r3+~K4<>~Xr3@D&+EL8@`mk^ zwUd8F)&yz&M&p$J`S~y8or7Me{Hyw*>Ov~7bxqCV=sehg)W%@zGn?b$G283qy7e?K^`NEbwezO9W&MqkC}VQzPV?(&#gVt<+_j$h1aUBUvkI8W*~f&F+K~A zzg@&lh&?#+kqE8q{nsIP*V+?3u4j0Q(4FgLVs9i@6lh7B zwgKzJI5woa&>Pp*oahd5Z4&Iw#t`?0*Y*QTIrDJOUw!_^pmCc@@K*c3 zNqj)@f5iF^Y{GwW{l=5_e#HmzJ?g`b>)(MG@Vb^v#{ZPrU%RQxkk^T0SvJ_Xfd?s8 zKV!r+lK(lDg1o|alK*R6KihqTxweXo|4Qj^u^moE{ZIVO7N5V)=ui1ayH_FogSJ%K zzDkk*-H7j}xuz`cm5%?O3&=OcIRUhd`#+!jmDoVU-UuH@*a|!MbTb@Sx%^KYg~*9< zHvSdA*F5<%k?Ma9{6wYwpG*D`^Qf_Jl>Wrq3_TrI`6hBx@dLvs7w|DPmj4rp{(@a8 z(EfuL-WFYd5RW6VE4^RF{QIlLyD_4Q}T@gujA>@{Ib+>!+N4b{Wp}4 z)*qcd_6@(AIQc}E&TRkKXKPb`Df)lt59<2i+td0(pH$KRwWL2W46O&B!JhEZeY5HS zV#EK*E&u6xurJuyDAoSVHKeTX{JP$bb?vPE&pO3sJqhg3D}3&$&;BvZ%|`C2@DFDh z_CKTXM6*9r4oUw8UM^q$Fuqu&?I#AO+WKSrN454}8QVe&m3d*Tr}EF+&Qkdwcp{7$ z#g34VQ~p!_sK)wrI4)^&oPr$3B(j_G`U9NV=5`hVs#$@rhuxyUWpr1=xO&Te#TkM#=v zrxST7=y$Hf|Mut4K65kM=4a?1vi2Y@MldlR|3VCnY)LE@>ZO9A7Yt42eZ$j>?uv4@ zR~x*udjz>|C%nIOiBiEr@6a2&icGmz~ihH+|4G5c|%N2m(MdL zF);l3FE{%o#!dfi#I6bPZlX9hz~D$usk_AAXbc?2zOg)0w%1rUx7@qe58Q`0k28FB z;=6-yF58F4bG!FX;$SkcI`F^YzWEaWiP$*dpLoI0uzZ$3obSte2mP^DN2T@C#~Am& z`TqJ&J=Xa^m8eZR^-T~c2 zuR&kHT-oOH<%xW@c|d5bvf0|-a}hEYV?BHPGhSi5u8#YkvR&g6@?AO~#Pk;o4lqi> z7ZINr-E!@%{rUL+=8GHScKoZ{X`cLt3G5@}MJ340m(;Rb!=YL{z$X6nhBkYaIpju;|9m(ss6^f%1Mj;nh$ zullz3fCCYX3S-0&XEO%3a?l;PcQiwWm|WpL*ZM=Qn@r3he`+!Qjy)WdSTpv`if!>2 zoCx2dIi?c5(ezL1lKc-*?O>RDip)Ry51iW1%>MS%)sul{`RbSJo~BmDFhSNQN0E=} z&a+3VXG3SMRR1;m3;&B0dm!|4vCBkybKL%F)<3!QZ>vA7y9((4s>?%%m-d#w{z~f~ zyZ)&M{TaK&?9YGxY^M9i++MW{ds}h#`cKD3vObLM&y4w83jZ-?(`2(hFP7X>E$)kN z7P|#qXT97pdwXT_M`)e3{w_p+vpw1xKGC=9SHF!@Tep|e|0e&4(W=J&&i{a_sXyEP zRLuTRkMSq(^!Asu{$w7vevR!vDgD*Pmd?N4KA7qssr<|G82){#&|zwfpa>pS%D0=1ceY+0)$T^S*H%r#H$PM0t6u`;Y(rt6TL;yI%ADzs&wg z{9Ah6barB75_>>$&#qfJtc5(5M)hsI9^&B8hbDen?0p>1w0@%rX_eC7c+2+6FUDs+ zuXxaP6b~b|ooFlwzsp>xa)kL?I2ZDI*fMM}lyxj?<@{c*(O%>0@y}bnI4hs4{`OP7 zKF*EhKH@%!eM6j03(hq@i{+o{_1{@t{YEphixnGxorqmxc1rq3GzPu;dCdN){yvR8 z!hi5oCVRSgI+-kLB>g+jZbI&^cEr5t6(76C8tQcGPW6P?HXR;w(}9>m7W;<2_&Cp$ z;A(uV8;yaJ;A^l45&&;qT ze{_9=k3422!PkU15RrX6_A>__!~IhDPkeZW-+|A1(2mKwh|#3)v;A4O7rB(O$Ny)u z5T_3D-{d-Ffgk@r19wx1{~7nal<`lQVR}m?@@K~CdG2rDekJm%68TeU{XZb~4P*LH z9++=KWP|v7b^Mn~f8uL67K-uzQ}~sQ{+cTs3WUn%@=V_Ns)Yy1lqp^5TmBGiAuV$tM~Kc)14 zIrFcLKVou-*$lG2PV#>u&|l`&0_`8Zg}jIb)*rkt?UcE-KI8AL;BGvw)aUhkJgPb7 zijDv5`8VKKYb1Xv;Xj#Y)B20*AN3mlDg718T}=N=>7V>JVdK2k`u6}aD#W7r+)GpE zee1qnG+VCi!ZqSQcFBE@Te+iq!-a6qZ>xv?UrqlXyf+}&n*=wcv2LuL%r|uqm?7$e z`PRQJh+AWJF4bpCvww9SA5q*7;?)$Ye~-ir0zD)8%Qc>3<3A-2UOq+6DIc4`bYASU z*FUA|zg*ie=M?qwHNY^4T_xCM)Mir6`bWRZ+kq>vzf`*ZDX0BxAIs;m|D^Sow*F=bFH~sCIQtgj%d3(3*?Ovh!DSsFPH=q2? zXMd4cWaI_$NmOQkUjxioI{sBomrH+7yuaf6}?NdGpU#i=p4Gn3K+b z>HMF{zXJAW>c#oypH%);xBf6W`Kiypou>x94x{>Stk3YcnEuxWe@eOjk9y5NYmhgJ zv2NOq0e9oa6?OSARz%+F99ggaH@{NX`Au#O;_tK^Yl1O&(-Iwtm4iy@jcYH)B02T$Na~b2!hWO{>K;$nZWw6??ybEkYft*ZJ1xG zHEU1Yjpd+fJ*LOq$fu-h53Spd%cX0@b$&n5Mplh({ZwGO$vET;_V+I3+Q*5b@FgB&x!*yP$< zo+-w#G2Bi6UCk?H_!{P!l4BnahsUS|UjN;g^oaUd=|KZ~t6v_Yiyl3@f?k#tX_$2u*9}lOJ`uWd&!V?KE?7Vn8 z*vQCl7Vk!F-QXq3Rc7U3|M&mvo8OQam%v|T@SlB)K1-fe-$L*!SdKJbzwo2X<2rAC z222arjW+&&xW3admQx}AKg=9co|k1`NB&=Pw9Ea+fBu)7wq&-qX_qH|su_O)QvyGT z#6s|WW;ACX+HoQJi%&Vih!x_$YrrjVEVmp&ym9J^q9f$iKiZBW?ipy$xHWtx^a+kl z{#yH~J7tgm_0XNP-*ujlvc4}V|M~y&zPtS*hYQKyt>BqL?LYarbp9Xjt1h#`r2Me{{UmR{p(_ST~K4|KpkdrOtnhXVW+EYsUJcZ{UM_`1EB%=HEBO-DJ&w zk6zy{Y5pI2HWXxTsq(iR`NMgWvaHbjXEHynzqI);rGM%3U&?)jM5uaxOc$)!P zGYmXD4Sn&j=%U&Br|6lYTXNl@dS_y{%dLN!&dJ!Ddl)0g=eH8vl3;5*hRGjmE-X(^ zUX$y@I`P?G+@;6Yfw|dNcK!Sg`<6oXhwcjp#QsM-Ll6Dm)XB|v*d+T)zWObmrr9Z( z%PU*|w>FpB{zB`IYWjb&)!)M$!bR-A-|tratkC+8_F}uA+Mmr{o@rNKvF)Xsx$H;x zcjTU$wR#We^&9lw)c#(K|H}1$P@bgY-{!Hg_Lo%tB|d|4=l^=kf7&~@UfW*L{5NIZ zbobTbnL5{d{f6^?E%l#zx8L-XQs#f+LtBXNle}`iPrc1B9slY07dbbH`M;3oel{5N_$ z$^TmO|7ygYX%Rmc)-uG`WMFI*11^2W^^(6Q{(Ol&Y5l0r+FD5Td+7M0!^$)9d;K~A z*X6xw{VDw`;6KKRrH*Ht>QIz_(ES7-WBM-7sSn1oQOlXU$+Ux6IX<6kT94ind4PLX zH}|>fCl(~Z+Ze{i$GGvB8{%yYkHfOxgE6Mc^VgMzslR%(!Xc8&-Gl`3{2rh$Y#d7(0=F{+5-PNur|DRVWaOmV2y## zAqK}VIU4gu&-ah?yCcBU92G3hamCjN21k!2_Y`tWaesu@5!>d-9nCq#=ZL#GjaWC# zFZK5IL&4ts{@(v9PmGJ%tsUcwVtGdFu<7l86#n0OZKvue4dVZ0J6i?& zJG*0{=kxO9Pc`F@<9y8cFN6N)o?LX#Mt#n;68Zn?lVP7{D$zTrBV_9z>yT%PGQMXx z8UMNDFWcXJ0oXgi-T7Eof= z5dV+9e<<-b6eBl2$G_nOnhcA`pW z1A@8v8F6m1*FUN+W9>}ah}c|X8wQUP+Xr>vZ2gyQw6!<)w*I4SuvYCi-Mf_f^XdP* zZuXxz=a+sj?3b`VTKvr99p$$_d6xAV?R1@C^$Sh;J=nB-?dU%d>X$e({(p*?{;B<0 zZQ-Pe+1PE}YkTpZ@V@*%hkc3m_uRRsP@mU-Q~Q5){*N{Adr|&Pgz@*O%b&FU%BME} z9A;j5tfP)#zx6utH_5zIZ2q4zXPTS3WMSt^m;vrb5B?U`LPtvW1UiLMi@gJSK+$K?ZigHcj>k8UcM7s z#ygADukmaQbE9!@T96m16&RZqiGRa;wrNZpVnnpg%IY^6T9I8G1J!3f3Jyno^-_*G zVd_*ra|ek}4>oYc8k}(lz&~9_ULo(4<|`BY40uU#G-^XP%mIDVC!Qp+A=FpxeP}uO zFW?#I*G4QRD}N%YU#`XP^uETpe!);=@gL)w^glS6#rv83Z}syZSHZEAIsU8V|9QR3 z+_YuPhsAMIzWk}Ce(h(_o&8b){olM%{!B0d=KOqaX$W= zEq}&i{gPvARz>R%qoM8VIsV?g zeJ!#yp8qr#U!n)(s$cl40{I)yf3@bna_8T)ew{}-SH%4?7N142Ac(_aF<8Q0^G<1879XDl_ZUM)`=R*!H(u$_JhWm{psq-} zdSuV*yY`a{+tqFGb?w0a<~t=vmF>6P-0imA+~a<_vD@dCQu;`qDaNlM4Fd*;_kMA^ z1c#&XZWQCB&kWu_=YGDiProPFGAdht7h8W2(?Wfn|Apskzg+kB%v}06@7LP?64Re{ zX3a4Kyp7l$e;1s8_xS^XM)j<}+3jy;{cQu+#m<@9e`!Zg_|NR(Mj48IsVi3n=QXS^RHk%Ie(hI zkwgE;?*D$^ZEXEPJ1FB^mpcFbeb(2KSEHEyEqqU%^^Z#0&u>roQu`-Y`>8jW|C6!( zGTKzc|C3QxXfS^Iztr}VM$(SR{u$_&wm+5s76ae^UM{P5$H?e~ee7xNPW- zUZ*S-enUGB3UzK`#(%Z)4VUM;m{Ar|=)O`PBVC zhH?%cBJ%_>AAG6x3noD5O*+<&{ym6k(?P6Eyuo+gaSqrS#Ifi&v(dGm*&uzQ{ZP36 zo=clu=UMvUH@ROJ@5V4Sh+{(>jhr*a&Fv(vO}H+xZuELTj!!>0i&!@r=f>jQs9#cJ z(uBA*%<<$m!NYv;F=>cFu36_6GF*sVD&wS+l$VYE}!$#CkUm^d`wSUgV zzZdzAjDN+-G*A9iQ~!R(eyM`~4_@6-oQ>!4fE_Es|2wXpK>S3=t~~Oe`AC^F zw;OS+f*kj9I+oogml^MdI6H34|F=F%{?q5d9Abgby!<2o5sMScGtL!~U#f=uKm2T1 z#=ByYFvbO2H-5)|v*pittN+5&p$zO^z2)EVvx`lY|KpARGH!r9m3R?bTaYm> z6g$?O`9J8noX?t|f28#rb~mN}WaK~oGo9dVfUA-GND1af;<6Ag;&CGuh$f1}3VE?{GJ+}vAn`-MJ?afAF&A(jnkM7sIwEVB#87V{>dyV3U-cj)dhx09F~ z>c!qp(G2^?c&xws+ySwV^uSJ{y1m*A%#IwdA)0Of7|-<+YeoAT*J|9;50IQc!?|A1 zXMfV`zq^&&M^pQ61MJ@`x4m-TE@$qkuiflbd!P>|xu;V5dwKo`;>a}Sh1q>=U)cUA z@-WN(P*3~wc$B}{_LsE%&6$5}Eg9QiiN!g3@1#5b@Upx6>``9(|J>dsZt;)bmt=pN zsQO3e;3=8UIMy?Cg-^u(D?T%CS2a7U>5#O)rt&Y#&n5naRQ|{I@^t>G-};NXHgOao zrT?j|Z9Un5Q@#?XlVk;qWN0Qzg9ljNzNF2zh_3+_>yiTe0QzvW*GWcUg`)xffbc@CvW0QzKC-@-LE>2zC?7|7wKxt%l zDb>LedKYSckmqI6pZTKbFDK@P{&MD!lDHL;Gln>vO%l6;c$|*Y8(jO@4T8-f-HP>p z?`7tx>XUdkl0VAuHrNwS6L2=jB_;Tq+lt4r7&j9824$bVye+wD0%=KT)fBJqrV|6gb4d25$ zxQ~2j`hI^8*X5b0{=Ih&i*CUfH*x*;ZnMkht3UaV)pYIp^1sTLWd0ZZmGUWI{pw#o zX+`{<(MbL=E`$Eep<=vVF8}XB-IVJA{~OJJ%riy$Fm{dRn({I{$Y{_;=$^5 zid`)xe+u<~G5(9kA7$kmiFL#IMdyoV$p7&|fB6nSx8|Gw9zA;{>zZ8a4?eH&&^edK zjhKHKujm5$(&F9Z8~?&zHJJZu#eedi66D{^CG*{!OZ|h01$Ykpbm7@$cWrdU-9%2%JMSL2Yp+MJ-EwDv?L3Dq$Qq%G*ONG>a}z$( z`H$~9^K8fsJ-;IF$1C!Z@q{4@X?1S?!kx0?&jznck%gEcLwi|`=9STk9yd?>)39; zy)W&({q}*o{SL?2v;Dlz_Ol$@&u=vv7%%hPynX@o55Kq~?UZt&UskUFSo=Q({v$2p zSSvARWH&H4jL9On5y6jmd}b9{U5!s2!B!3CEHBLC?LtB9!y*EinG1-V*H3 zmD*qR{rSg#T0iCE#O?pB*M1JVe762`?#X5M_|8+{|hPneGcdb!{_ za^No*k6}FPA6@Y4F8*;9Vrgt1_w=u3{--TE^qKd|3pPsnQt#>g1UIAo?C~)ctH#GC zp`VQ9?HR>l<-eBJue33m8tv^orlt7}!aa_;l>Xqg-x2FY^KJ%NN*QYF7VfDxiG1~I z3BUF+{I2>{Ri_j?PAr2(=StQfdLQTbZ$av_dg5oI`df*!k&SU~h_&(Oz}JKrILDZ4 z%HrbaaSvlN$a`##h`%qXKlV>^yy={x?Qg*v(Z*OjCi_l3%CtX=9p3!Hu!rNE_PbK* z4|LAcewn{Yq<=SZNm2GD@ojJ%ur|ctME96yN-#Ma5hJL_tv%7B{UP6>?PvewtN$=^ z2Mqw*FE|@wY$ToyF*YY9?u}t^G`EzGf8*~B+#hr=U*A_;f#6;E-#mSH{BK_Up^BC9 z_#2jipVWM$hNF>l`cESts=kN*K>sfPe)A88cQBt6{f14b|0VKj9lLir_)X|Pd<{mJ zx)7_WT=|oa|3!DCJ>HK^87mk&vHYus{=?51$E7mcZK;a$(8JbsLJ%GjS^ z<6q=X6Xnl%sh{#q`?R?H$<_bzEcih8x#f@Yr`~%j7%eaNQ~H-Q|7||@Aw!PXn&jYx zcRC+8asK7pSZMs;eR02L^It9auhjXMxSQF;-FW$^{5@9wmCOI7)^B6xQ>p(f@XN%S zJOeMk{l6cuz1Qtu@7+5&=Cu!kXSwq7hC20kc0bb?hKVQ2y{#l-nyt(6Y z(VsXM;$_~Vt|!o0iG3l~g&1bmbqDwP9(~t4!NOd9eIwL==@rX7kner>uMdt}_XB0X4Q{vuII=mjdO!oFp95<;^1W9aDIV)bprhx>Gx1aP;I{N4BS>SK@-aRo5Nn@e2 z?)e;J?ZoThq9$>V8W968#@$e<;=do64WW#$^B23r)n< zl-$c@e@f-=Soy2=x$5RW`F|{r{%`u%m1j5ItI>Dv!lNtW#{Su;`Jb_F?4M=%ubXyK zY>ld4_+IL)PyeUmkNrtocPf7h+5c1dJATI><4cy~|7V_n@jm~y9`17g{>MMNwFBLL z&KbY-uSWk9pFA-$0e?dr2+n;DDZx$gJi_8LKW(-@%zXN~Zi=xaiVZRTh}TuTmevni z86B|3(tb$kUkU%U9(>|@E-*Ke&8Zl(m|Im}@_G||%&NEQb=qtsW}eq^bROnh?B79b zjXxf{S4^bJGJnkX+q1M$z%MK~8;`dk21l_soo>yEZny4qFEBZV$5FhEVstt*=1qb6 znOm4`j>j&?S6n}JMj2<|F&WpwV;^1LsmJgc)0fBpTg~4`J3O%tILE(!`|cib8w%9V z`I>bVYJVy8@42)E{RZE-VQR!jt}$&SCzRlB5bp+iiCYn!GuITcH;iM^b$$cBCzJk# z>hHf#8}Au+{K2UNf5Uh;$TM{WI2^&>FxCyvu_xB%7|NbN9va4HA>QR*A(sW?(^zg8 z^^3;;u#2DAV-OTKlVEc~OdG@P2u6qRz&q(%6}h|eAC2@+{6%Ar zc~5Qh(K|AD{H&Yu_1A7icdPV&KK{4*<5)MUhpKF-75|qif4YbI++V)<+)Z6NQ{`HX z#$TcO_c7NL<}T;y=Dy@=Kwu6K(v*@~9c|r`h$7zJDm#!W+OE4*48Y zv2U=D{2@M3@58rP2LEyV5tk_QNR#D%v+18*{~_RKh@m+&^w#nC(2zgJao@nNIrX36 zTWMu6` z*Sr0VuAi}5p8x*BJ$?7wT^hL}+vSm~*kikSMe!(tLHPh|%yYrMoOwd*&Dj3GI(pMR z!@G#nxpecYyZMlqnh)+V^jqS4vh}ZLzrRF`n#WS-jRzxmmgkQo{tYoWf`vid{End; z7u|j2X1xSCcBsLD7iRCZj+dPI2&-!mZye(~DeQf_l%4&|C z3iY36j=x6pALqYA_l_pHkBAWgCS=Ntuic!MMT$ouro><04g3gWyD$b$i0Oj+2k{PD ze+Jnx0qB3_*)8N}I6kKRjCCW}7`C;9_G?Ta!zFo~j^vjj4##jdcAxZ2j(3jib$!=< z%2@vwTL026Qg8c5T7PrxPqm;w^GU74e{F5p^Z&M5+JC37*zNxPKmNkE&vENY}`*R`t zS0n7-&8mMNVu0t;|6~1&>(9rpp1GrU26Om9CNKRvPMv~Zg}%#=ZVh}aGLFXhfhKSJ zZLCdZ{!jJaRR1TRH%tCj%YT~V#A7JD?wkvM!FXN75sDw2J|ppoH^%>6uKv;5-|7DC zkAHG&j}do+Z*748xf%U$bBp3%G)|4gF5OGzB()yL&x*kpXBc*?S{-cjp#`-0lQ&hGQJLBa{By$q^ zqxut{>kao!KJh(ztmPA&NzhH?87*hm*8BR`oaho<4Y4&b{-*uR2FZ1#SQCxu(tc(= zusA)g^%$P`%@5cK@#QsifgZW8_yXhBM zovVJSBf=LYbOs$rj}qwL3rv#alOo>6<7Xt76l2&321jGt(7ztXxskk6;h9Z{i_z!0 zhx^=`laSS>8|SE>d2<-UXD`~tyhDloU2W^kYuk@_HvPof_}o&4wGkUIaUbH#I-|Kh zy#JH<8s^cF{1oOB4R{&iW-_rS0fQr$1jFAjwvB&>#4(7T!8=)p#kmQ%ohH=(3Nd~T zTs#_ZH^ko@BnAi9e!>3a&C`ej^uYbI%J!?jgZ*MO2VaI`;z00ktHA6UWUNZ+8m z#J$1Z<8!p1lXtP~XH&m&D|^@Co%#8n&q=JCD#m{@E@~rxmhEf-9{5jgcKf2h>n4{( z#ueay`IaEx^xq8`tGH%Zy=?g>xu%4!mC;{u0ue8J{0*;X;L_mJ%fv#;+OPB* zKjUBfjTk!gX%pm6qw0V27P(Fsw+nt=Vr52NC|-trr+(P-nGkv zXoh#)e-0Y)8orTbROU~t@z)IgKX7lrV?#XF1elOn-!E`q%$}jwi5szv`IF>0DN9_+ zF5qz#C#ZAZM4J*h~YsUat>?` zXvVrXUE7vd|CP0Y{XZ>hfYS7TTfcCPVe1UTxtp$S*XyzVNb9f8{$%v4wErcRGW4r@ z*?<4^Khxcp-)+MC`Tt>R|8182d+|o(o|@Bw+*3>3f==X~O6~s{>x!8F&Hj+eKehFy z^55I`3fP}2mA@vx>ox!C|7U8`C}e-QgLT8t%(o65;!~LaI|omP@y|K1Ui2?!f30`_ zr}cB}=C^;R^lz^InbJQ${S|jJ*8eMdbcDayb{Uu(&P@|w{nygp?f(4_jCa!$)|>qH z$tHgVVP6&@EdFC|PFV}U2W#WC*B^&DR>rce8&J;1w)t&EM)7{6 zXJUTtjh<7TMayWp#P7>`doK2c+)=9~&P}Jpuvve3i|dknNEOJcsoqmLv-Tc?p+c%%6U0H1EVrxc> zhr5TXYCr4GMSs#o{NQM}#IMQGev40$z3+hUTyZyw&EfOC$Q?s`Q!B7a?Pq!gTSLqc z@iqO7TaGpgh9B*+|5u6G$kqN64^O#c7T1RVS=zsr@(yA-7^i}9JT!ib?iDj2v1$Bu z!4!yJnm%*jY2epWoB{oaC=V=-T(|Ou&GFA9@7EYQcK*>nXXlNqpO~8yH_mw6jmO>y z28Wm%oDUBm=8fjws;2$)EwjJ0&xo<1pHBTBq<@AV4cFO6;v11;EtlBqwa>Hr|8KzE ztXjXeApi53t=G2a9Dh3YO_wn_kvabJ@xNePB00kGU5@UF95)xQ&Q z>kHAJ_%+JDeDo)OR?Gj#?;lHYPGSCIobz7b>WIzb_*Z>WWle@HERsJx$Tih>>8GOO zKbC*>_0LM_&p0s5vn041;7>LK z-*S=hUl3#F#MzT>(@$FjlQMVye2ri8{}}h?8SsCMrvx3z>s5^ZBJpK_PwC#&i)Vn{ z0S4wGW9H!6)8Ahq*HfZ{QGQu@mJ{5KV03)0C*WfaA3Fj}%q;i)nilu`-AgHd;l*X- zjRIE4V{SJ8^n-lg$~CLq*~{nU8`+jVemCB`vURmQOKcHyMGml|gZvXI&%Weo|n5W9}Uy=XLBF7Z*JN$me)=`|#EVuX2zR;%gn5PTrKPtb=*FPsC z{~tm8P{Wu=J}F>9mTzitfBx&=u-^PpaW=r#NKBVIiXYjyF$zp*ggOg~4X+m$nI>$m5JkXuslah^^60-sR~;TvB{) zWhKsyU-QT7|6J?uYS$mJJ;HSFT=tK8t$)(`6MIlS>ED5WWb18zU9#noTfXgOYX2Q4 z_V0P?j<_kzJ++|AE!}#r?)^Uz{SWJWyj`^csqH0|e}(NY&9J|x^G|O3dp!T|xVbMw z|1YHfoPTmjVm|+XoawnF0ul`5c8_nKp{uev1 z=lpB$j`f|ie)`}WqyMDzH@`wc@09<>2met%2~Hx*|0~!E!v?_5`}3vSi0{7xeq%pB zV~rTge_bo$ULE}3mCV14cf(fUu7<41 zP*$GhGvEPTrx8DsiJ{SRmO**L+W2Sf8`AofW`=1>=?`A1fd8l`slCZ$jgDKn#<*3q zPjM_m)`*@6nZ$FsFUP#D7(4D61A?-OvMJWLL>|bss2=}3-?i3bK^W(z{q%atIkg`7 zkU~rsU~Cx6g>f4a{0Z?Syha?(CdV91as8CHjB~1Ej^iyEfASwjR6oCuF~-99lrgH~ zukV!o%c(Zw*l#ZO$)HD9-hS3kI;j4lIk&pSSDs*uinX6~5PE?|mQyOm;&fdAjfVRK zb3;0BAKERkYOD=v!zDJuZ?L;E9*Ui-f7N3(JZ{78$sRrip$+Y}5?|$Ph+823$bhY} z|K`mGWl2cYGBJz(#LqB}O(pdc zBV_oSFwXpZQjPqT?`_chWATJ;yto$RhsO1JV~i%!oHIA$L6EJ z-Gmr7<9GfYedps5R>^;ftje7KjK?d{f0B24U$&oTbIJdt?59`%!CQ)H(fPB!?bo<5 z$mJyQZe{~JvR~rE5Q}5D7~Y!+49lWr%lx$u$n$hlWRJ<82Z-^)@{Ef^97=cJ28km> z9E;?F0#1cFt+Y+r|18g#HvxAeSQd?sbK>lvJWo8$bH=Q}y?fy8tB9NPRB~DAH#1fZ zu{D}+idYyt&u<4lXxpBj5z_{E804PP_&M+01H`Ez{)XkOe%>QyhToB^{Vab6Ijv0p zXWNZ7jOnv@*-~JGR=dSGw)(Gl`iMUw(tqOi+gSS4`G4TSppU`gu_wTv%tpMMzkEK$ z{jdN1p9vntVzmfHMe`&j_?rW60RKJ&nvP@ncU3Sq@7&cV%rOPbkzi^RM~~j?a#z6X)GJ&lalyAQ5_QZ2JhVpyJ{)=Z>9QwY=0=n{!y>>kJ)eH^+(!%Z)Yj6 z{wdV|v@0Jl$?1^jtUb+31`*!({?(biG?PjgsE7*3?wNv}Q zjES~^8{S^*ZOC=DzohcFGW&Zv|76+fXobvtz_y&lxL0%dD zV;cNGY3CcZ@8dmkUG{n&-pe|q9^Kcf{(DbvBA$(pYa=mkG`AGqa(k2AO2{r}U+U2gwn%{4~M2y-11YolXa*ZJi8 zTJV1?H^Mk+fc&xXS8e^82U^F=UjI*vjeFbgL=0LRTSotzudcgM$*og9|3Ak6`_ixI z&;I+zB|lU~I~ecA%Yh!my9#s_*{kw5SNk(;3>A!j`=)C6Ph^OV^BRx;55U~K0_KL> z?U(l*|HqEypJEy`-w|cTM3F!BmVb3w#3|F{jdJ{8fA6ekn(@=@o$(B+wTHi zr2BB6o4#na+d8~MaXG}G`1mc1-4f$TsOy=G3Hu7?-+Ia)=9aqp^p-pGaM)vweBLLI zuZi0)IiVQ4Ccc-a{f6Dq99%{l#=S{s#`o;;*qv=Rb|-cVthLqlkYE1|dh!HXe^hIK z$XGY9-K106exU)^Z~RX!wZEqJ=WP4`qK((ww7ISBi*FXW1zl%rqJOL1a$?*6iAgiN zhwX!0En4)*t4_Mepgx#z!r#40Su{xRk2>27&XtE}NgPxI?fv7vhZ zM?U(u4O|nS1Y_~D@6-NApQQYs=&|Gp(a}=-dl(yjzED0X&;O>nF4qQL@3p-jd!Y`F zTVGE~f6{9F@n73f$j&18i_ZR0$A7*km+8Yz``_g2_~C!Uwy-btSl1tdonj252pePl z9du{k|KV9;XToN<8vj0G1f)FA{l@oazr)V`d(!$zH`@|gX7m+kCg*|nC>L-|$uoiO zlbrrZyc<7%V?MFDMdlOEJJJO;D*JDq_S4@Ag$DSyT#A8wXHNoQGIIfT1)JhDE=Y_ccHMdmM9zS1XKNI)A#JeFD z#cayh$H&B}Tzz&^WOljj7uw)^yDtE5BW)$NNO3czw!ib-h6J00cLZz_aY_;cM`_r8 zW`pGNl2|tvcDp?nVUzURvHPd7mhe8KsGZ?jk@gE#$NQ$t_WlO{0}~TNe=7HJ4i3f4 z0Pm9RQsR!o`uKzXiOC1!fjpmjztc}IF zIf*zpnQgc4_L!nF+Ryk6T>p{wx#%zVgjX~BRo8xs4GBIiSqo;C)93v))UgHsiW*MN zWJ0y$-}s;JQF+r?`BUrqcaH3H#3se^Nb1Ove+k{sB6rW71k+JQ|33!)fj;M4{lE1( z`buc(o@)<{^kwv3=={As7#FHYMtbt#hwuwRVjbo0ACU? zO-1-$_}zGje95hX`iGFuY7~7s-sYc2z!iWTUOV+1XUf&SB3$ZARmo1Tvc$O3AP9omSY}xaC^j~k?si)_|bHt}` zlXy3s?egB64{i(IX6}OTkTVK7u!x`e?WG$5=H`^gzw>)pKQT4L>?qFWJ<8k>`F9!E z8rH{W+q&AN4ByN1%ZQg_-_5;z1KzdwppSPGwLdPW$7dvFkJaDjb6hdT&ja9t_$_@u zZjpAd{vpKoDMo+cU72$!yKNgg|6BdCFGK!Kl=}Arzit>2VnZ0GWfw3ffB4`3>AwH5 zO))mOCKwc4mpC^bkHUNfp|8fV{Nq1_{md&x{EJ~}Vq8qX)M)z!C&O~MuH|#LU-2|3 zBhM3Sqj;O_dU#Ge6ZP_VtrF}R(fWTftUoHXKTMYOSH0WcirnNuhZ5T$ZMU=`ruN^| z{`}F+TX)ob&fHTAyODe9zStlu)xTpKr0|#Vo9Xa&K92d1F`;tVKT`Qyn*Bxmzjd^~ z7qkDQ^^f&`P?soY{q^^+r@0lqYl6OJ`mf}gDx!Y`8Gtd)e~DB3D||>b^gpHiuXu@6 z|C=2ChkEP36Gi?|R_5~m2HoB3Od+NM{0~3SXVPH*cPf91%O9NsJ+6asF+~6MF=r&l z4{h3duDUkYWd5A%GP#%7!_7V}*U1O|e#U$K^H$b)N#ASlL_KN!8U2yc-}6}!{$oB8 z!}!H^DZ_Hg-peAzb#i{f#vCxB{}4-~*C<26bKcJ^??n0ah`FHe!Z_nOo?%><_A|^W z#TX1a{<`27w)i%hPl`Aj;!r%^hOuvWepX|`FfL3l-mUM{I@*p}ZmG=i*LD;!Px)QG zerX5WfNx>_#N_DMi^dh`$NzCNY{25{Q|t|O=o9!K^up82?#SIi|1P|*g!WtgJ%|@( z@oKcq8sDeX_A}-W^GdON*l=$6oepAeKrhm@?R2l}IO${EAl}X1%ZSO1{r+o*#a^!M z(KhM&fdA@he3T5oIPB$dS>}~W&Kc`w*kfW8S3^#0FI3C`67V5uv@1i?-4Y;D~r`_GBHxS?Afz(-#`dJ5K+HgCF_%<5% z261i>|Hd#kwQB!s;BJ)W=$|b56YIeLlJe7?9TJhgMKU6>dCH_k!f0!#N_^dEaYX?Lq5fyAD&`7gy~X&i)cKeHZ!mTUaWl*n#ke(nM?dJE z*Ld#toBuz1-}zs~k#zm1?!LQz9((N#&Y5g-&R~#44mKbRm@J}*5|ThjA}D~!h_Gwy zXFv9PPE}V=-^h7vDr_R`UaB0YS{(kL_w!Ko_sl)iIrT(*z z#6Hz|{xe+(cB6*+H)F{>H*@Lyn)Sbq$=c5U^{l_>>xrkX;p8*7uk)6F|0r|)QA_!f zX9{=}a>g(x6M0{VDJFk!zYS3ML z&;~oF>o1dU_pw}-MIIaK|AhzO#KCWVl*dNP<8|b)G5M??<+D8U`Q)m<*>oN$zwgCe zx&F~B<if&OA=g(U_^i; z`C`WRZtCLM5jTwT!^pMxpIDY!&wtd9TFpOfPvU|O-o|qi7b7?t#l-|%4bCY>=I#3H zJ)RRsxN0)%ujTo2SvKUbEIBW-_?@|?RQ^81$#VH0#&Z2%>iS#uMp&WGR`KeO>@3`^* zF5UaoOK1j98=;`puZu9|2MTi#qCdO|LIE~ zfAb$PGrCTu&$O`rVd>_zZtKzAZ~0&81GG6k-~40oL(V%EtC4Y&`d_P#Kc)63wLiti zUuu8Hr~NGye`a1j$z8(rRgw7jjtf4Hg8lDqzE>_W>}36)_W#)Tzv20fXOw-)`B2a6 z`q}nnhOtrn2lh*c@QL5+9bE}Pu-H!dJ@+z9^0w~=6N zJPt?7@;Dsglnz`!tU0EDw>jW*O)=lp@xIgW=Njh(j)*NKvA)9fmv-^^9LBYugX_ld zG?q6?xoLI2WqO$4BVzoF??c2TTP23W-}=#b1HSv1rJT>v|GUC^q&DL}m;Q77 zCpLro?E2ZC@gV=slWyp7<^3-h1R0;`KYz^C|9hDataGPuX%UCV@n3HJnQw}AppgBG z$G?70bWm(ah5E-lJ2svx8UK2(=B>LAJPLKbT>aPUllqe@g*J{HIQDG$>`yFzH0+;o zrI=5M&si_~YkFtLT>7W&jkzSN|F0pBNxAwTa_VL2eI@dPj{=+p{<8LFmZ?G?J zkepNO*JM3ftNN4ghPjzKdXZ-eIhzii_*F0?#G-KhOS}vJe+kUWRN!)qUuFb+E`08` zhn<2$A-~IZpZAIQ8NtTbIpAsrz^6tm${^OlX8#Nu!!nnxS>=|lUgf6FnjzR5a@{DN z<+bFOQoE-0=Y5pV`__^thu9haJZAq)zU9XvCP=U_BX@&*_6N_geuB@*QGe4nmU|Ig zJ>=}+J!dbsiu~heP6qkp_aS!=kCgxX_ZRLGFrQ-ED(L@O>_38TjdS^oyTlwehEJK_ zxXgX{>Bq|DVz?X}e*p%Cn44VtPpz}=Psg(Ue7=Bx30N4#)>yu$z-0qWPOkd%eqxM- z%Ojv8_W$qF{=@t>=6`tC z_Fu*7Pn^wo@V|aBtI2)v@l^2xr~coG<^P?(<%auu)++bK6y%<2y!_7i|M~u6W7|>q z8R%<$+y7gx|3Pe&l$H9QtS!ubg`;nuQvB~}`zLV=X;1MzmhXSGd{egmu4MmNOnw~y zlUPj+;xB3c*QWpDc2xc@`mObotR++XC%$})v2^{-xM=?PW1=(Ep~)Tpuz9PP{j+hU zYl-6X|9WsP1Z;)yqIe8N9{k0&R&Xl7|I7D8CR+P9BA&Bo?@GkIw~M}rJ(`5}$L2uc z#1PDfVQsW;iM5I2^@ht)J;1ddC!(B@ z&1H;8JbEIuh ztp3UMhEc-tYJ$@-jv$G*6RQL}z4aP!_lPZ=9=rgKo8yANIYjIY^G)G+@{Z=NRo|_D z2h!J-=gg;TF#)T8FK`5m1(IhbBMu3CjK(BAhlg;~7?y^dH2mN2E{dgF`INUE*+r52rl&Pa#h* zJ)I~M+%|&sxn}ZCqfB6X_^dUoKlRSqKjXXf7y8PM7Jsnc=zooiAf^+}`M$N^a?d6B zvk$vfCpNkb$OBi4@t;rsIUY0CVl}cqbG9sY-z}S|&rVwr*{^u~)k{9>6x+XZgJ+-z z)$70J+bOO8_uf1tw$$vwrVjFpC3e&7U!nF7`KB^-sWkbSHiLRuy8iV&C2pkr@gHyy z-u{qJB+>QK<;y$ZGA1nkn`!?u@r8KKF|vQeCk0zzW7r?b<6<_oR`!QHFc~%{wnbU; zv-|%VxMlQtO1J+p*NxQE_erR88S=}~zheF0{irufKMT))#M@LVU)rq1`7c}lYu*1W zuh9HE8uF?bl;^wQIoAIQ>?OZ5uM=}d5m!Ro2|sMBzL7hEc_IIca@&CaMgAv` zjL%<%`}Q2zulOC5b>&f~%s+A+%ALY;iRnSvJD9r(NAk!#dP&}x*RCHNTUT+9)nCge z4hXm#@Z@MtsaLKQ+&i?x{O~?rC;6jrT___0aVSX&(!140CEKgpBE=TLpGUk7)zt+*OQSofq`;Uyd z$mH5l>SFisSiAYZn(=oMYe8a5G*^=6Yr*e^6IT0?du(mP-1v z{_C$w+W#=#1-CjWrw!`HI!HZuj5uy^j=VoD183ctp;mWh5FZ|gF1XV;p2bIPlJ2o@ zJnBP!&;fU2_?A0$_q^wrHU9+H_vTYb{M+&Rd#u<0sr>x@mqPmw^}lDuMl0|?mD>J% z2g}}t94r6p;ysVu|NHCT-1o~4t6$6f!KwduLixXEuRG;FW$vlD$UU{YUwr=dUhZV{ z|1Yhd8T|UrIPqd zs{g6}iyyyC|LhM^OlWvA^TC_;ko$HlFq$rRe|a zlN;Ti{`!Gid%7X4wi^LWvR6w*lW3 z*qL18bzA(L}=^8LHRtBz>{TQzUUk!7g5Mx3diSV`%eErgiH}amme!n{0)OIuv(PYW)p^q#QtssZq=hcyFY= zc+Nf^yM*&c`&zuu`ieUIyB$Zq0S@X?^NGAIPOvBfaA}qe=lO8Xwl#9k=VmcE{%n@L5m$Nr=KYaAMa)5C7OJ;$AIsr+#xoed79GFr z$aBK6^WNY8;bsHBB4dZXP8lz%s|$2sQz(W-wepSh;u z{qM29uB4A^H2)BH!(2;U;DaHqhI}`~*bukE_P_DGSMV$RJw@;^s}$3MYc4&!>Yf?@ z%a!wzV`=+OyCi27^Hz1D%nlrh$C))}b|~k@vtAkh#IU>+-kO;r`y4oAh?Uv)(@w#( z?7&fSP2n7Qc`gl;JBB%=$ZrE2(5&gglVdoXwntr3E;)J(ceCfA;~~KYEnmCR*Y$d+tKo5kuLtt(0ef1D_2*dV-)N6N z<#ZwMi*dq$*9IIfAAb6&o4I`-G4#KFyRg~) z_5F|C@?ZWfKH${jb~T-*$~1#fHiF z=Y4vu&f&aY%i7e%{3i(}#CU9oA0hrku_e)W=1IYMVs6OUVEd;^<#T-@?^Kwr!jWY% zKcMc5*{*M#*=PDaH4f+Bon#z9*4v6%xbtu*v_mQN&z4_m{S!Qm$01o;v2EnL$0>RI zlC&AlAMS0z`-9+h!84!kzX*OC_ z$K-eQE7wG*qi>JjtE_*o=kJL1kA1}7ai8%!b+(oL8ReN`&IV!;_@DN*-#0Rs8qOWQ zb3(^C#_<1q^pTshb%`Ih`Nu!`qT>0F>!8Lqwntna_w)n{w176h3CIy zp3(VqwCCT^lF!^)Y@4xUDKf* z9;=}9Z+8FJO8;}oS6P|!|5(XyI5Fb)z{#FQa!zqwQ=|63{Q~))fIVRzrYXSHkRQe{ zD>t6>x`+RHA~~jrp&`G^4&;*J_55^V{VSLkU|`lE-;?m+_*_)HR)3SrMn9Lkt_oh} z>6>TnA}}ISZdbsz`L+J+5s4Y4vj*YWs9hW(McqAujS$*w&k&}nl zOWklek zAny|2$2$X#(t6k*ZR^^OfAZCYd{b6Otz!vg64AI&W*Qo4Kwv*;A+f-wE&kp1+m3r&hbqzhB_yAotW{^#3dF27Uwh z4kpt0uZRCBt$%+1|74kenWIGZXV|0U^1sFYhg|zF@p*Erh1o>1X`epLM6Z#YV=qQosB7cn}cN42*$XT`V~Z=3u& zkv89KmfT1CjQgcbaM_5h=5POzIfD0g5_4lbEjY?|9*G(8oGrkL2oH|OlL)s9{@cWI ztCTPHN#+!*51-YSi)WRbRetYq!#=9(&A zf6W&|3{rwwvbN!I19D9k2^F#nX`aCjf_IR5^8ygBE= zg>w!#9LgldMy{7K_+8}_t5dJ~lm8)G|4b)CpZRy#ZLep2FURnHJ9XIfS$XR%*QH`$ zcDeUH{K(DS=5aTE%w&&0?g?|vf0E-Z$N0~s|MB>%mHqk0H($7aP5nypxG66rZ4t-3 zj&;_tUiR;oUU1wXe$UuTd*ca&ZK-8Y+)m`~7` zO#7Ele!2QbeT?l7aek$Yf5jN6{TY1Pk9dya2CJ2C<0izs@O&e$?*-d5+V+pUHN-z^ zy{wLimwKHjHvXwU)!1LkH(BxgXXk1yzx_eG*r>SuO;$1af)fSTOts_hKH4moe94(b zE~Xsw-_z$qf={Z2{snA^%#)Be4(H!^{MCE@XMVRz^*?+58+ipRnzXB~KSIv79P6LZ zmu1-Ba1ZUKeG1IK+4j%w$)$hA^gonka_u-y<&#@d-fQ80I@39tO882fR{^Pymo#B6!-#d6qd2+y&(=&7%&-mKi2X_oH zHN1}4n?1m`5chKSYAZN;^jQT*!~aoE|06!vbhlv1q9E%suz{vSJPMWu&q3TxcKuCP zc_ao&xOZ^vLX{DxbLYBQ^X5p|e2(sCeRZ9GOSS*wUH_S5 ziMf~rj}rJ{j$+OIcQ<4CT;aYU4o9xRk$4vA%L!nAm^;dHOJ(GnLVdX=jdfD{Q}-XC z&q}nvyKXjzeRnnc?|SS%!t-SLKSpE!QLg{tU9Nv)+mSHu z-8Auqr~Ys8$(G{(pS`X{a!-9fuhA{uh1^q<$p25@X)*tAYX9o*e@g8?efmBgQOEh0 zT+qV%m&gC|<@Bj;L-Xd$^-i?^+SiA;0iG|{{2Ryr1b36i|7!KLV>nV;kI`|N1^~H%(!ln~e6y*3*KMA%-g8WAGh&GWjjoD%*>AJ{#h6 z_`hLoqI)HW6!&v-zm~yr^rPoxAL!TRB3pctsrH0^1gRUQRJ)vt1 z&U+f4ws9QRg<khQ{7c5ed`YQ*J@!BY^CgH!?lH`^`+YxWW|JaU)dr!J^;JTqd{dE5Ycd$$I zN*(Jvs}RLAeOdB9|I3n3jLT8MyCm2e$sYv_%`xI)d>$#o(mdR`I3FXOe;%)T&`QA%)t3UZ4a_OJ+o!3S4T{BiC zoB;m3#8vp6TsJ-jC-E#fr~S|TQrt@tYeAlqzy1xln;pd6*giHHCpP|tBZ~83*8C@Y zT49XodODx}$K$V7_Gi_Jjc)q7xqgg~p8Ru&In+!4$u&|=|DPFXl`-Dj{j27ngG~sz zX+z%>w*M!G&K0$PwbH*}d#InVKZ5luGX7~7%qF~f_1HanJ}i7DmFR!Ae2$aY{wZ!{ zZ0sNN`tkY7>Hl2gzwc>xVr$Lj5<6nw3)tUk?GJNQm1_T=zfgQd-2R2?Pn^wt;I!CB zwH$xXfX#^Y!rGraI0=SHb%MVijSRah!<{m(=4$^!_BWP8{ipsZ-Zh#Vv*y28|Hoqf z9c}s742vZ;Lf2oF*dOXi(D_LJle}Qs{-x@la5u5&Wa*%vC5$1-tk?r8PAtq(*#tnjJAui_j zi+;hr@c+FB_9_0wxM_fadHH`Yr5xp|dF_@8f6WXx2#gLfG6TSh2}TC8rUDy7+>QM< z`RA^jmvYH{^B5dB#M<=3_B{FhnLNh;a5a49ACSZ95#~AmFY>(n#;u!$hvwWB;BxSs z&wd|qmym;sddRk6dr=naFB~>m^_MY(Ysj(llrm8+IeVtgnjvk%->kp!@tFKQ2Z#rn z?#^C5FaJG9F0Kn+ZY}KJWF3Ep@19U>3NSSXgbzmZO?~v)r*7e<75<#za(E56Z?HZ; zJJ>4oQ6>5>W2C_P-^Q36bL{`hu|Is5keD0t`slNtaHj=xqx%oyh={=vY&d+NEqHgF zpQHWQV*!(N^zLcV*+TvQt8jCgAELPbVKnz2D$9HfqqqN{Un8IYC9OYnB+LJ^>gWT^ zIjR3O@jZJVB7M``*QfqxX@^?+-;|)IaWzf)66b70P$+8$2eZ6Kg&CD!3k$_`6?2 z%bo)Hnq)1=YrKt>>$pDT?`XY^--@~Mm=R(_1RtW@E#zs5Ic|u%kvvJ@ZfR)SRulP2 zeYH->Z`Mtpf8D9>Fs{jWBY7gYX10&_Ve>sbp5q!?)@>!!KauygeCB}3SAS_IkEJ1= zMsPKPP4eG~*^%Fwc&07ab_v%FeecXUbNm*tHpn|8zIdyT96fge>lWdPBzA;zq3*c0 z{ek9B()YxbpGIPD(YybQ|5;4ZuG5&H;ccQgua9|Io+;(bvFlKd;dbKqJIa6he9#ed z6L2xW*a&_m;fL_c3pe|3dn2<4@KGVrO(bZmFUDDJGxTK4Jqm;nQ?&2kZ`xSGR*R zXPbPA**{`#sPFaCf9b#Nh+l-QV_PKck=VcN_HP-;#NAj7 zFSdX6(m(2HzVUB%CBaxESUqchju+w<+F-LP(f`=~T|@4TBu)?e%uy< z%kkZ$qx_B!^G$68CP$7Z^!vsZ|69)U`?GKjzc-wC=C)r@%pAuN+xzD8KEaN3g0F=b zmUY0t96}x?^4{$DdAE~XPT-?i4(!XLmx_HEfc?Gt2zmN|Cn4@+0rEY~1TPKqLlMXF ztS~t`OlvJF(TIpHV5TW{+>h4uCw<#WV8s!&D5DQfsff8%IX`r3mwi}|2_N- zcpb<*cnrCtP=De30iNaoYzf^f;mIKLLXTdE~a?ef;ow^_fvu)Svu3EUQWQ zeO|kJ{~oTX{Tprl8;$XI5^Jg??-Fq-co%})H^8WT_~|FW-7J^y{2k|_Qf{21?lie? zDx81w*&pIy4j~RiEDJF~#Q5;{VV?89<%s_e;XnS*Yr}UtXV>Ds1Gg1Rlu-|l!^u~F zX$yZ1+o@Rpm*am(*1M&zf8+fJ{k`-LNDkc!{2$fIFSh>>pG^V(ODaF{YtjEje`4x? zRsS;Ef&OOoRj2-EdoMP;SL@%2W&0?{kNM?!)K9to{{>sR-Pbc$yDz59cXJ!AOq%v* zo^kc(Wcq(o`;*uownfq&`TZ~P{FB;$wx8FjaWwy$f0S#YeSB{bK2qxc|NP@0ZuaIy z^30pg-obvvzf0uzBV2Q9oF#Yv6K~UW<%r|Ez#LN>TQ7{u`isA}%J@e){$KKH(eF%M z7|r!xI{wDz_#18gli0^NvOn)q{ki`tcm2iOQs!^t{+I8RPn7w04RT7!93uO=cWeAf zKYMPPu(r1KH}@-iFTjp=-t*Y-KXOUhz9wU@m%)$Z*Ymy{+Yf5FSl6fWbzdTT9JHsk zv$eY&?R?t)s&jetPu6f4%VFJT-#MSip1{Y=Jsu^ji|qd>HZE&nxh}B_G8g!Bw!diV z*x`9u6l)XXZo+rqM~EwF@HmqO#Jwd>?4LvDJg!si+2iLdEMLpf`{aJBGs?1OT#q%K zj9KUt{r2RMq^*|s&*_)ucYNp%wC|sDaxd|LL9)IKSiMel*?;fY)@igSM5pElQ)bGlBW9Lo&6JT!YS$~N|=g>dv zCpns4N?)_@(3j$)uU-F>AJxX+#tRq2{I~kpaM%~-8vlj#-^O1U-+o=od-Og%hX2bL z|C=$kh@<(jb+h1V8i8?RZa3m-XkX$nQ)v7(T~p4j1cT_GDLl)ry7j;Ce^}pU*`Iv< ze;Qc3lXuQat~s?8TcsUBKjg4~p?%T*#Dte(|MJNvk5;w%m+(?#j(@QqVjFnAH2d=$ zHtRlOpzRMk@ww)6CV5+kHdR}gY5#h`@s(gj68lq$eA))PuN3>Id2imfzuEIox$V#T zlp>$)8r$Dm*q=UNh*)MJ`GIo;wky^@%^jsU6l+I)zS8=?-1fKnv)q_^(&7HTx`iD7?$oHbSo9V*kLc9w3T8JH4 z+pxirFUD{%#M9gahgK)%0P?$B>THwi$cbazHf@i(updx6rMx(=1d}rrc$Ec977I3I zL@+ywQ!zP`V+zm0`we?T+z$C}_&mh!@HuXQqv!UEK`BQ$Xxap4Lp%)2;%C;}*}`EX z*cf18ZoeFW?((@Z=U?W_qFiE)DC5ux@clq$z}?{b3&U+9mz+DiM(e<5f9t8kX7ycc27T|w?mk}J0;AV2m7d#N3 zOP=Qlcx`+=>>Q2<<=L$)El2T1`Ri}x@j7zf#PffcTch=_AL8|Q;#UApXq5aP?}B{hSQkI+IP<@LHSZ@kchimFf0FkM#jlzAe=D8;CxZX| z2jrgm?Ca_7ySYtn(XN3>(f{jD^>~|=_*R480k$lk|Mgw4KcO9p_+L`{pUklnasK!E`+CtdaXQI0vJW7JCej`G&TB=6FPpd#!H}>F`_Dgv$Kb>=lewx$Z^bdALnu8Wfa~Ta!lBIhI<3qAL!BI?P>#fpRIB9dzk-yxiU`8UO1`8k?-D6{G>xEmRJI{s+4C3Y-+ zT;fsi;rHR(8HcKrh$;Hu9f<*`TsZ{zVba-HCC6n8`3oGsUOE7uKUfZ@aV z0H5DtN&270vhbhzs_{RsIgfW=`CqR36MMt=&o%y+#qmKd10SDDVs^yaAdVYhaDF!~ z8;M8bKmNvjZ(jQtyOhIojQ{e;GWg;Dk6c%OyK>wZpN&5n&yC_?h_x|J8{?<(*c#!o zF+Q9Y%}LdX-yX9g_XB@(#PV2qEY4B;Uw&)ZU3ZhbBl@iRjPdhUTmSZl?K$-?>EF0N z-~O)giR$}*UoY|!%b4CJ?_d~4l>5tK_X>*Z3=De;!DzoVr@u{%4LJu{}BLPrm*?%{)`! zw-S5dZAW9f;uyuA=CFUU{UP)i_OVnf2x(A&;C6_jwR)m$!~uvX@Ax+1Itl{{Uv6pT>Z<}|0AfM z*u@<3AB{XfKfFEvguaOEf4$m2d;Sr=p)lX;{C~~Qf6`B3etp~KR-*qyF((k`yiwM_ z?D~%<`GS|rT7Q*ef1V?EkF6i_jX$eDb-teVZ`RWJ?uQkNyp1ex{Z+~Muhsl7vcq^V z+nyX_osYj)Dt{yRZtOjL+2@wH|0VCuQTko{_`Cx9M@-7l>j#1@u^dl|vjLwAFe}88 zFgH{`=LO8=t;oB?^>5$E9o*ZG{7ui@^WR?x7KXo>m&wZSczi>+Z^%=_Tuw@=h6ng9bQk_imgHJD&(Ca z4^8jjZFy$mX`0QCK(;dXZiZP|}GlF#%AWl}b=O|i`Qd!_xKYyUA3_5bwHdGN#>7u=2D zOAMm|jEUfIXDk;>OLPum~uP(l3R+odzz z;^r+_Hze^ta^A%Lcf$=AiocLwkNclBc(1XT|1pfMJnz^{?Zxg-$-*x?eSL@IHmyCU^1#SGtn1}eg;UDP#iTw}cBCDnTGd8{UWK+%epUffk z=f8a5KK%SsH*d#M|IF{+`X`<@1-Ht+$6Ts-7|y9&8^>52#mDe}VrS%9#`2^2SN;pX zS(cTf_ga~;KG}D>H>W#jjRVLM|fQj4<}9pxEhUZGp7`}C-i&+aVGfQL>y3! z<;%JfWy-VpJz-pb%QF>^za3mFi|-yWH}Avek^W%D2$_3_e21mfzmWVU#Ka}HmajkC zL@_mrLrT7Tyi$a_$-pz={O+!1aNS(Q8sEnP8OzLi_RQbBPUF0-jO|PPGVc+edsIdn z{P5)AVC-A-Z77d{a@8nC#^U1ku71XU9!Eo7oHr=L{`-S*M)}W|XYbnc8jraVTm!B# z{uy%I*mrW*1k8=k6P0k&7(Y&o$1zSDmH{rC&KBg6ipmq*j$wC_Bd;}?l+QY{zE%&$ zmTOgi;sdhV-}KM=P2$y2|Hzu74*gF)Rl~jVodX*y^k>R=g2n*o(+!6wrSiD_h;XZA;w${^OtSy^sFs=HNTAeEhEz`;%+@3Fi&%2giF3`*-6( zdtLfpLGmrwul*&kw>#5P9q|MMEL z;F0Ixjp=-={=~S*{E@@{*Sh`nxiaUU`^aUb-}Sm%>T`+KKUdKIcU}&<{h*#zrtP!0hlEJ_E5oPkw(UWhmDSu|oRX#QCtyPGD=S z%xwEZd<~zQcpE++^G*>f(~0xe|HK*H0iHgpPVwvBNK7T5U&CZ$}hy;cub8P1+zk482w*yD#jg? z@XU}qhxwnFd+O~mjy8?-KeN4)_UCg|BcGTV-mg49{&|TDGAxdKSFBCB^^c!9TmQ`d z?CbrtCi`#Oe{4iNhq)b?&wxk1i^C5&g30e$jsK(4{g3%w?3i!=Vf!z6#v1OwOs*X# zqI_}%*!%M4Lp7i5So>c;ow3n<_}NVHDJT9r^=;ZS>Us4$i%*$;=Sk-OTn$bsj=zn_ zBf|cYF$W(5#~r`3|E%vOqyKw8a!-9TYo+9#nuFX^*5|4NK9(?n;t%Xk@%_?o3_n9^ z|L7;q?|)XmG<`GbHydsLcPd}oz83Aj4r_<(_>097Z2kKy@^NxZi-Pr~|}#=sH;b_qZ9sV(~k#Kjg3T_?u*(pk?WOC?k~Z z@AGnWFUT@WKXfbLeW>yWM)M4{V&p<8OQGeeuJ~ zdfEFj$p=HfpyDVwr=TpWw;glTKcDwz;3L|KiR`ej$5bP-6qi>A-Wu)bJeYVD%wp1K&Ac*~k2z%JJ=a>+O19f5xgM zrVBos5The!4dSYQc;1gcjN1T5#iDpV5MIOo>^j6GEXK+hVDg>i@g8ztB=O_^2fZ12 zrpRq0SQv29NWLlg4U7%&H-eM#Tr~kN1MCd{I|`l~Vs#X+!!q=GBzq5gAx6&io}`v26xdDndNu*codmeAI2 zE4lrDytKvr+H=C4ymiK%=)>pMS$s~*Z#}2qdF}+RIXl=I>_;v1Pu9(_MdTY1JCI}i z$2gon#=!m*l23dIdBMoh!CXZ0d34j=$5>|mEONN8Z;f|HIc^f$YxSoMuB89X{u9en zt^I8q1|N{+Ey=R~`Sj1^>l~9g{{*`Z`~UR$eSBWJdruz){fXzF5#uNsqyDdS{1vLd z&A(THGkP`h%>Cx^q#1K#3G-he{Tq$>cdX=d?AZFN6#ct~Tw$`FD0BT$%KE1i`GGso zj~({^G~#ZS%oCkAIhCxxDwVJIMeB(Q*MF&ewQXz%>%Usgf3f|)_~5F$@}R?!Tj$!N z>w=jf56wm3eMdun#(tsB>(5%vf4Sx#v%eYjsiXe4U|nb&FUku;9E$SS#5^(acg-*5 zF*d}m_`FSmXAztWa5!?FBiZ|?UqO5! z-j`5l|51(qLCWJ&Od^fcJ8-T-1^`GrE ze#d`P+fn5yG44LUc3FMwA#4_(J2U>4>VIMVm%hdty_)!IMjMaw_P3m{<*a{?;vKEn z|8f$0#ai3{C41Jm&%XH%HfW1meSD*vw{?Y^wq&;Z3^<(6zMJBvFPrBY@s4xSPh8L9 zlNJABOlHyEReo=Yex0QIuS(iqaW9^S#_We+YjkfUc$!>T8My}gC6B++Jye3D(Y=G; zPZ=+czlSp8PvF^3lWKMeO^8* z_lWA($Q*wgPdpd@pZV2g-3-4okHY^U_L6O*b+op~RsTZr1qXn3X<&?;AL5dP*CRU0 zdEaKf?G%sWc|7p{zMg}EossAD_zR2ekWV4tZv;=lxGrJ_jPH8iv-t4&ow0=I`dszr zeS*D_IHB^~C_ct8HN@5U53XT+T;8jH>w3lN=zq~QyqEV8qht3V2CK2;$L{>ii-MC0 z95;fWLEfkiU}A{3Ax1_%ijg_i;s3+`*?1bcRr0FO%KiAil>R@9_hQP$Ob2kng`uATZ%?sw`;*vDs$|3dn&<$BxVZO$g(Zo*gyxF)JXr-?j-g{up@cKzqYs9 zh~&GsA2k|(h3rovGkFH-GqwfC>nPY?9ru~zpO~K!a1aFBYj)Ih(`>0670)Qw($+@T zRH}c4><=+XwB_V3xjNkC?mc-ZN4v-RUobcJ++*1PHecqO|8ljz)g@p5_n{4bd*$(` z(%zNLf4TH;H0R&3l25#v`Y-*urNI0*^2(2cEZt6?J-7a=9wzIhTK2#3-B3@eU4K=g zf3j|{^+c8Hzf^v-=8`$k+u|{_|HbT2+W#DPYCGyV{!ZU(Rm=^sGJm8O4(@0`$QtC9ThEWW&e!|`=5 zxBlE~5M#rfQ~X}2{l91!4*P%k4o@liM?VAo4djwAEJ}QwEdJkR zd!M?gOPG7=8#jH$LFmVSe4Wj=J#p$!AG5}w%(s)<|5{4_i=C%GxkCT*SlAz_m-vd( z`o9b9Pp%uaQJL{4=9$X&zb3h+;7b&}HXTXl|LpaT;F)~9kNjtBuVmdL6Ol#Htf~`Ri#v&C;MKK3h)T-W8)KcD+c*I9@#o*}kH7Umh%R)I4FXKJFEc~{3vT)v5J}L0l z9249PaWcTf0B@t%8pY8hJT}DR7-q&_M{JH@Xn5Z9+sHY+PX5C^EJN@(EZhF~^3V5N z%ESh-o;9d{DeZ6i*vdZhakM11QeOX`8Mxs7^w$sE*5kY1>i-jlALe+**x~w_dm!rn zE^ytLeB#k;t&=_e^Xb2gd6Xk#$&Y{Ifg%>BRQ*?+4(v-beu$Uh*okpCR;J{*lWXxm z$CG`c`|VneQME-{|7`o$jd#x_o?9dRHy#ujvjxUqcK;K1v-O(siz#l8^>6GTZpfb9 zALTc`v(2OSr~TQ}dC+5STHLWd#n~w42DqC(;&D#9v(T4p`TSj}{^@;*{UL@#Fn2k| zKRGvu!L$G6DE47=>`yNF?ZQ7$yZV`j8N;rWj~|IB^##pfQAqq&)q{7rhTVpj}n!!nqUD#<}bJWna@ zPkel~e3q>_r-%irT)yClP*%Ve+4BJ-RH**d$lud@K=vctJD9JalKn>`_A~2G_kbH8 z9~_xWH!f3S1Y9@U8amVev7>uWRr2HYxA=_xdfe(%On&^VmDGPS$!`LV%3^hfw^9F2 z>~}SPEU{Mfuc;3=_Wz{*SKmfe_`jK}&Bl~`$JnwX^GeBh%G!VC(|_{fXwDHn*W~uU zOYW(etK64U=DRtKS2UIozkfSH>d*d4@{M%kovkC0o%Hs!#Qrbje@X3Mb@Sh3vj1Z_ z|H(UvNALSMg5r3|cay#EB33%Vmt^|i^4Y(4RsUC6oeRH3W zX?P47*B7uE)r|isi)XtZ)-8(4$lU)i*VO0VelK!z%|9!SZE){>_>ueT-#&6PegrSh zwVkQ`&tZR89@0G;_hZxr!PUtA4Ci70^>_4Lur<6#KZ@Bh-Qm&i@8miw59hpYh4M^Z zDqr@(Y5Uhl|CF!K<7WIj1TqiW9tdNC`A2OH5{|rm z2bW?+EXGaT$TqjBbEmgg@jbPdFLhvkDSIwo59V{vHU2i9O!#i--!&hv`8S0FMC$7? z14ZhePrkI7w9yV=28h40csbh1cscCI|LlYKxN_bQYp_jnUs)W%o|oKfilNaM5Pj+P zzPMZ?|NH+8hr@WQ#rj!qiNC&Gf8I|H1BrJU#{^^F@dx-5%R43b8D58&s$KJk;8PTb zqv!A+jYn;*NZ%lw-HQ^;Bij7&bu8xUK~FszE@cP=g6}X`m#X#zs<>@ z{ZvW+p9W^*&%oVmJO1-q{m=D`jvF20@%R_68__F`AF6$b$Fh$9V)`H3p9as5RjU3g z{wx|B7$bAHFGW1#Gq>v4Mn9$utCneh$djX(K($Bt#$OZGN{M|#ox*t6@&8NTukHqN z^9(<`74*B({x5a>W%oaEH^DxLolqNMd_Ckm%(j1Kf8zH4@!}?Tp!=9|+koRHgZHMV zMeyY*$_F7f&Gc)KYyX)wbu1l8=Z`4DL)He$7=*TfXku(vHo3y-iBu@Q~#fVD@xWoC9Z$!ZU4q%{H67Wy-oXn)YqSe$DAzs zN6r?(&seS~U{Zt|hS(PJ)!=gw-~ZoxAIQ3U*6Ml5d17IV({eFgf**zg;jd@p_#8iR$(rTnm@u z|7gZLILtl0t@~%$BaF8Ect2K){a3m5A20Hi7e(Ve;?ptTZR&p&A6G_P1HS5d`k&Vz z?+W*t8i&Amq>rn_{bwQlTYYpm@zD9Ob z`_W<#_P+0U)PLgPO7TAw>VLIwvAwU2|CKVsvz2N8$BX?-{8MpV=<})F_)FVAfBa*? z&nw*j{{3IDPszC4ap8V~i55R8ee#!OjUsyE`zF=DSZ9;<7j1^dXEe`Ls(<+|D z$mv-m{@r-R=al5S0D7P5e`1^8)$z}q!AcRsVRq z@;fmz{z%=hHLzTlyf>lO=>E^v!CGc~PS?u1X7=TJ98N0VW0TVMuZ#W(?#AO`bkCsk zpzf2s&G7&0I>*~GoHLuI^8~Jq&dL3LPTj zpBl^8XJg&;WBveg-G*@;jX&~38pcL^!I586{G0I2OIgvg7pi|g`Puc~+_ginNDbt{ zAtu0ZHaL>|Lof!?ejay&bDPnQ^!vqr*T8opyf?tsWaBriJ{~i{y@1A%@E){X>tkH! z1}{0{GR_Y9cert_#3pc^zQfO$uf`MkE5G&IP{+XxG2Sol89M9jppgE@mM`Qdp#MXEo8(?pY&qlE} zG3F-07&%K)dKXv!K`_o@Oa63-^ z{8s;8z2BkZKGJoL)1BSTAvRCh{51C+mTR-ef2sP_Q_V#3DbBG|J;$1`*MBzQR)pB#6-oo)Q_x2-#m+-mW;v}h}6V_6q)EVSd< zyf7$kj?N3g`Cghts4vdZDoATHj=9nS|=gc6uZWx;kcA|Ry%V&Ss9*NyZ#(&(l z`oI1+TJ|TFPktiPf9VhDBeRt};$v-P{bxs;BqFZ;{(7yc!C zUOPteP5( zG6kL(!@tONo*T!oH(B=*$I{Y&&KY-{Jzw1aIu0*6Vsq*tKZA=0&to!v@w`5Y>rqUP z{TJhOs;z%B*4pNiu=O{8SF`_MIb7F=wX*qAqqV;JDRw#Heyk3x7oTVQjh{zNey;t; zXx4u`$>+QA$vafBua&-9^|23w_wnI6AnVP-I?*XV*SrGIPa5tbF9Bp`!_N5pZlZ}c%S=N-}RjFSH%qzYk_rq z0sMvVBfxL4>t?f$acFzgV*Xu?cea`HbJdXz1@&*?_T_Hc@_9l2s^c5#zW>|My2Z`g zyv)ttx?)WCzqK5HA&;!bT?HKg=O({X7YuW=Le~FkYvjLx6^YIXUdP`j_hK#IWUYWTjLv_0)cKLVCygs}Y}xg49p=H!AKjF8&)O`Bn#cUU^P^w(T7)j(m{YE(|&1)A?O|mx!(K zXnB{Ib4q=h8gnMbKz$3P)jyy7eD&W13=VmM6oX@Nbj99~JBWA#a)Yow#EtSf&t=7m z?0K~wNsQNiha=`L_0d|6Df~u#iM46DbKbSwKIcx}JqP?vE6!aEG4~LEW1LPfH$IOP zzB3-mIQSbm@_&2`iy+^9tlXb_^B;2A#Ko9KGUOGP{m&k=tk|9LJP^52BtI7dz$|690qJnxO3JLS&zT&#Kh$$LXi zA;z7=x1Xhd(ziV4;}zBP|Jea>s~_9tPV}4!7y;9FmfPGzUDt6edW`Ykf_0Nz6Ujdz z`85+eqV^)XPi%?V32z&+#(%(?33fy|TjZSBj!gYGdt!K*4aQ$1IGnBS`{h4K{;c`C zmMMnK+aE2DWwCtPB;<3$(QrFK9`QGV!PzQ!xN_{@0jw<_ApTyC{`WoZ$=Uv;^#9?$ z7I0vB{vKa{sSln%Ja-B0PrJ?f@40?Ja5u!;90T@-Ii@)N8Q-zkSa$!{+WrWqmd7Zm z?eMmMyja=xWR&d>tmkYzX19MkVwWSp$JE>Y(jE~Hm@U87 z^{0%CxndOhpFB6Y=D$+fKdyi8lkSZ9r=IiQc+mfh`Mi$fPx`0G{HK_k%GV#yFotZc z7v|Oi>%VYKH2>Aw{*|kLlS%%SM;*Y(47!KEJ#{bsc;#OF7oY!ojSr6a{nCFY{^SO5 z9v6X2iR({{#~s{1!fSay?~{)&gZKaO8s)r_>xd!gd3IZ{CBv}oBmaE~ObLDiqa*gY zi2mhTe^EYhK9oQ5e=kv&C-R%v6z$u~f=jvi^tSx}0Je_LeG@ntv-hpTR|Ox`5Br;| z{?azS4xLypO1YwwC_9p0sQ&%X{p-(q+y%%|jLksQ-fSndU7q&mf7aG~?%TlRy!7qL zKFZhrY*+TLJ#Q`SZ`}XZzL|Iw+tXzo(O&hCPfP~6YXqBtV+JRT$I%$(hFBHlhrxAr zt>AM!N6sC8e{^5RgYKg1k5fafb(5dehuE5g+lKYEPd)2T`MbKoElyuW5&uKE`|ncx zALO{vzRIjWIdF)-sbv3CFaJwD>L1#DjM|^_$#b*%nDU^|FKc)b;~miVs>a^`I(Kuo zo3km2GpH}w`+_Hl|Cf9;noo#(e(zWG{=ahdkL578$c76Sk^Aj}TX*JWP5htsp4~)h z|M{D5xUYX$<-VA*z|CnuTwh{QK1L8QW%xag^fihS`ltJD=?;nKasFZc%0qWfhPD1a#tgzbCAa@Go&Tel z68x3S-z71tEdR5tt!&)cQQ|t)`JdDF&usrv;(yHVxt@7iPa(G?@=NkNb4ptNR$_Bv zn;(C#<@nQb)Bfk!sCNBTkNKDU0FomCezoS#+m5&yS*KU9{@np?gk!h6+`ir@4qL17 zkNDO%vu6mlrI`NDTE7TuvL%vZ;cuUP?Edn>hj`bSoD$Woe{;3}ii1A_<1^QN^7%Jz z+TuCxv+t(3xlK#QZ2w!!^_T41h_fPIM)ZMuBikSO^ZvgCi^cQA&*=YrXMpSbWPPl^ zGyli6hOLpcv%g1VYdNWW-)?F9XXuydW+nQ!5$nxl?Wc3B`G?HL#5QA-U+?HSTp!jy z7C&bhurXNs@ER?HYhnFg*GId-Z-ZP@#EKxF(pbnhnW3(DR&tYxU)KAn)ko_&3V=7z zcxdFK6GaiF`Y@RQr{<-9v-3reX+AOizZ2!&V3qt%{ID-TSp!kDL;JRTMoX_l; zcw}5$s7ctx51Rf~AS@Hu78YM`?^qaWpZuMlm{u!I5{@8DqysVvP|tM{-DYo^ls% zUy}clSY)Pr;$o6KQNY+(z9`(Q=RKE==g*OHiOC_}1{fUuO?(c&^IE;$ zkSX8VNb7+A%B(-*>InxM1o*9~<@^e9t)*jol&Hd_$c zgRu9c?J!)SD-9E|FJz{iMPQA}Tqqamlwg5Ar-?kK;FVr=9- z{KspJ_lD<;Q!1By=4&$h7RIaCyTbO5_?zL8+wQkl54;ZN@BcQun;wrpYkwKr(!U(f zx%+>2*M6yIcKwMd3N{(f`}VUZ?Vs4}U2en0t?uBBqsn;$o|}`mh{?(?zaI97^&eus zsXXIf&U@Q37WRiZrV_gujfWbKze4?gb-2?#9~miV|Eje=*8cZl@AK(jE&HGNl~U|~ zE&9LbF=Evjc8ogi_1yPkq4wv0w9U-Vm2dv3Rr_bpf3>K;l;L@|-g-`qyF&BtXvkMQ z4A&(bU%BlM+rQfJpK$7w-~YO99GmgacA1Rw+ri=T@IO!7{g;niXYX~_iFc#)cmv;W z2xi7GC-8S&x6JnE^YZ^|y`AA6J~y#Ny@R)L zAKG2|EwlZvNx5Be54ng6?LW#{|EPUXJ5j6sPqp$-0*4-WULw4VU^Q+Xag8lo-4AOQ zDt04aZHVDuJ}Jf9{NnFZZW;W?+)X%l=|0wq8S_?d`*Zm23B~*5kRRul;xqkv_oNe^ zo)YA19TF@M>nZr6=y|0c{B0lNaqNG{p!|KnsO;%Eh|dA{bMFCphoqGH$MWmF|K^%G z-v8Jdn$K)?%T@nCC|DV0C#eMqqbobp{%{^6#|5x;UjP*}*PSIDK>Ho3*S6fSe z5qv_>qkQ9ktnE)K-}qjw2*T|! zbXM`fW%%FhnNs~v$A4=7a<9Kr`#W*$Z-^PekFve>zOLCTT>tI|W`}#bya#I%0DQW#Nb?F?paMvnuoxShAT{6S1JKH4pC38vX@vr2bBu?`qxNYWdS?0c) zG0lDP{S-H+aj9E>W|PQRd$Q4eF?Fioeu~B4$HV-~@oMv0GIrIzD_#ckrs#ynzeIa7 z`5*u3K8@TrwqN6sdq9uTkt4q+ANx;_IFEaE->65fqosV7nabC(>Dy1*#kVipCT)MO zZ)NHq_s1OHI+xQX&~|6eYmy63_C$VPBztI$o9mw1j~`xRd7I@LElb7}eO3NGlhwpL zdBBj2m3%%s?UTtrIdEQLY_Z>5{lMUk@$a{q&)u%!@f`f+JinLt^)l+8EnjREguf$;hJmGIqoEY1;Nc9`2LJR_bXmT&cyV}&N4|H{fqeaL z=S%7TSpTmMb?RDz`iU`g0{cjol}kQ-_xZ+uG5z1v;W@F83sdnUhNS@?jmP0AK1Op; z2_^^JPs&^4u{aT@O+)luu{K(+a@*K_ioX#|o5$j8jO0r`yejP*GGuB~@s`&Y>RG$KFMj<%lz?nd%U z6_9VbCptk}Qs7gL{#i^t*Z3D3AsDu?u|I;78iny!tpBeLce&wbY7>GwSLmpDu5XFvZ*U)QPr_c%_xE$4I9tN$q{=q&1@bt-TCU4u;? zi}`P?^?x+v=gM;y+rMkzd#c6yqgwkbNa6EVlkC*ZvoiA3qbX z9q;mq$spE*SevOcXSgZ&@F?GrbDPKQKksq_kAO)5Ze-}+!^jm|Kd^ zkS#xM1FJvV@Da-9a}5Z-M>%R(|M>b`?QinQX~Q;DP93x#+LZT-47PKQk6bHln|uE; zS@i!{|7pS17$(JVIQ+e4KXVhjubeo*qu4dV9TV^=id6~t8{%X7k0&}=VE#P=t{cIH z5buHyzf(Tf=*RI~EdzL;V(@GjGq(OLCSUVMc{~lv^<^6dg|Q}n_VgZ*4>@Ue<3m31 z?cj*9{dd0gC$TDgm&C9&eCD|R+46q|{)J_#FE8;^WcweA?LSJ{f3pnkyZP+#Gg{r_ zqxH4%-_%;Z?f>=kfm&6E-cMfd^=I1t8voKU`R=WMCsO|#&&}~$U4D&R+4`3p zIrRUX#J;s2^1+l`EJdrhMMj_mmgZM+%{O} zOrmWJHx`pkAjJ>J?816>+Z;*S6IjCMd8+5Op-wS*mjM@J2Zyy6DcE-oW!#QAYH201kEw(B# zyti;UhEHG)st9+(7_l#x@iK`aq0YiP@Pe`B%H%UI6+ch#AwH-7ey_U@T+jKN7Zj(H zh0!tIn`536=RB}Hqfvk1zd^jwxF@Xs($6*Oe;XH~|AUvjT>wWExo)U4;_p}Pm2CO4 zx2$0N3nq`;PLf|uaWsmDAUulzbtca*FksU*6E`1Yi)mG{Zsyv z+~Z&HC9!Q7CHtdXH@Wq{7WOx;f4=!A?tiww1v)$SL#LrNUaSsW14cd_TrPzihe_g|Rxt73v*8aSw9p&mhw~{ee zh5gOf{-*0Xp3B?+@LucNO8cMppB_}~%Rz9v7$)Nv^2q>8(sXKv#N&5e+3OB4j}-AS zIM3_k$lro#(d&7h{5A4y1=inYe~9@xGjPG3AG(r(uPLAy7x$4C0i#~y8fq6K>PyqMZkx^Tuqd-4|$ZWT>=(|?E+39?&Ejk8FXzuy8ee| zaGWQ7<@*=UBz-OY#%I*?JjeDUrl{2Qx3y$3eX-9lh!=7aNw_?+2Ioo+eK#kht=JBQr&OAfhj z7d5+Y7X0MCoU`36{`q0XyOeV`-*kWfa=v@-!_VD&fBQJxA9&EkZ|wbdk$m%UP6Yqw zYG9uD8sSDgZ=AJ51|7#_`TK{{(yRLYI zcg_E7wtKAn-|wP)%}MyctwKIL+8N?DdCp=LY!hi0zy1jGuEi@#oPXCK@8LS++6h=- z?=#djO6mT$O6AvT{gukMIF&z^*#Bw!kN^1JyJ-K$%Kq%?-j6-&rI1^y()G`F=9U6( zhnSmSt7%(n6o1_aj(>8>Ec$7+;v>!O+cC%ZZ@@d+-y$c~>~Q)m23YuoF})< za^<#}0v?;jCGJPyYJwfkA)j;C25{nh^TP}`bIk&6mkQ;FHm!30tHl1v`ZeY&_4^@P zUvs_5cPz4TH1@y#r|WR;3ysglbWOP-?SJBQ6jKte{f&yk#h;pC&zafm-x;Y^d^pPyO&3QPdF#{_&L~Y7moISE#!0kOdkv} z>!r%)dw1rGRr~;btm>DgkCi;-^lb`X`LM=TLo9||6!t%^(Y!joPGeAi*4g-O?3pzl zs|py5cdEZt zVoX85*{;z4zQ_HtH|6+m0Y_B$A9^MFmDTb@^@aGlcbNz0`tZ=WD!5nzZhbPbK$FlLfR$~9i zb7NQ_%HKr3uOjwuSNC4G7r2}jU~t&ZY=7z3(AJsuhyO93L81CLwPj+6%>Mq07*0~x zq@R*=yWNkMwz{)}7sB}BJNm`?zgqhf%8%+#UC%ZC&6Xq>6558$ai`r%}A*P{Q4n~CSYT>4k2{pC4jo>T17Xy~8Kf3>K;&A;X7|7gf3UaXM)8-o7Us{Vn? zsm%3XuK6$5_@4&e+L?>zm$d#WSO2P=|D_HUu769dzsCAYTYs|tcV1#$3G7VAE#huw zxP!-k1s~08`50D(xuf{sg2ju#w?do^Feku&u>A!Cg5UgqE$}Rcq2W>gBc_HqmR?DY zCE`G&T>M@O-Wg(9_m>X)S@q|6J|A;dS^aO1 z4ESrc{w#;>&o*IxD{Fs~Pkhkr7tD91Ts^D@>tpiuykeNF{dv!wmjgNXACpc0mGg$! z8Rm{k@HgbT`SV}icb`rDM$ZeD1pnh`xR+miUMazM;QX1vi*;Rp9lLufr+i{Y#&Z9^ z4Hz8mb1nZC@ise&w~=*v>HBZyu+f-Xb^Z_X_6P?LaZ>1)_`Bu;(|%;X$w#nO+W&lZ z)~6Q!k8kF}#7{T)T)b4xxoVI_ef8%uiPsbm}Xlj4P zOZ+jlzkbdrF#qs<;_a>XB#v$CUB#4_zW$ZmQiyesqje|V_ozqzPg_3E%~&-*iiwmK z|6YG~v-=!4nfY5+__68Rq{Q{_ii7Lj^yPEiC!d4cX7Oydbl=*t=bsIT(|kK`mYco; z&o8!H*Hg-Oq0du`{a3y0?@Hi2R>^w^#J?!cLH9)ZK1G5nr_Ly@M({O~`^fZ2?=>ur z?60_=AcjQlu_Mc58H(i*T}ybZI$JQHX`K9d{^2u-RISjnyIf)-iJkrOr>Fbr) z8s59KcZ|jVi}OiLPQP2MficKm@0)5205m9Y~lIa=iTjLaOXc8axcLV^XAn9 z9~<}aM~}IYxE|l9mv`!ksY(97hgdFipj^G*;~V;_t4^H^{BBgh|)}ne595Y-wb0(wBhew%t!(*x7uLo=Eyw?+t{tukTr`5i z0ZxXv7UF3#Id3vCH-f7XjE-{X%-^|8>ify`Z`}Ixn}OLwnZWj#zo!=VFUH)M{Kj_T zUrHbUe`21Rdk=|iRP2H8 z?;`zQj{b=qGJBQB{wkh?HY6GU<&Hn%@kYS)LcXYEe3n1{1@D+kU!!7voEf8@IMr|4*DHpJPS#%`zZ7s{wUEzsh>Wia`k(eId;Sahi?Sz*eBv^Q(dg_|z8m5`3@^juOX5d>i#g=+AmqRyj^@dmXVSik z4I%DkCU|6+zlnGo;zAVv@%;A}?%{u)xZaVwt`oSsOT)mquw3A5c)j38yo^fQUvVdV z26FDKbPJX)LT;-W;ETB-&rbQghIkmBC(jP$^Y>-oA_b#@IxbkU(9Hy|4|#8_4Xpmw zM$^ETLrxl=XFE{;V)-oF>i_7?Q<2ZIE`c+LxSNB-)8IGT?<%m|M|!|*oB?c#A85f;Kr(b5PdC+Q7D}-ai)p7xO=imVCZjRSW;Cyw~V`xApeF z&Ti-wAJvKj|Cv<&-!*vGt(N`IahdwR5kIKF|G#YSQ{*Dpjr<7TxEU)BBE|q+gMOQC zkH`1}@pEF+XuI$+J14$T_($zOJD<<~@%(7npYbsN*)y2^PwSudf2#lQ#`?#`{#dTR z?HN-0qjo2?zlH5DF*oF>5e!9z_=kp*&qDlR*Ui1M53RNSE!?@veKBn+_|JA!6#rgx ze50(t7LzNdg!r#=+blzlsA=vC&uz2rbd$!0D_s9HAs#km;SX-wvN?EHoqI-$_t@Ui ze%qQ$uNe>PFRoRS^{QfG3>RZZ`5*5s5J#iedYp}{bv>3wa5%i*|0mcQ#pRd`J+d5} zH>^b}KW%^L0QDjMg!dS1KUD+$TXz~qc&FkdASeYVIwl^49eKV zy_7F2{O4^+_#Nb^O{hdZ-?xd!--gzUVw3a9C+4Pg$l{lJlz1BQ1xoB9#5R3wgz*vi zL>v$BXG?sBM{rRP!;?{`QLMk<8qu!8cLN`+`dU4odR!+T>*4?8yOHPjbM*$I;mc=yT;rL_Um<0oY>kyZa&5RK)Fns#tqjR^70Hid?ktP3 zTrC^leff4QBwy+z7$Un*pRHK^t!$B9Bl&H^XbaKJ^85erjT6EFv-je`(4ICPO#gqq zby6@O!JqH-KVSQ|44swh!`P_9_^1AF0w2z1;&6bSAzuwKE|OPDa!o1DMmT2z2af)~ z^4JFV;g_GfSxpQ5I*zuicJ@zmJ!Q&oY}=k`E5rsCw|~ujhcyPxu_Aq}@l)C#8AHI` z{My^%wzU5g>fhJ~ejTj6^0hzhmW@B%#}%&sp*ttV7Uq&q9XXd{{Fx5%9=)cx{V{#A zd-bTcjrax|JBnq)cq?)I{pa6Lv<(%_x$qO(S@48v*Vz7}+5f~sysHikGC$i4owSB}h~#rh|FHLrma>XG@U2f5L# zUQ=cu=hmD#Qtk-KIFB`TwtU6$ymAlU0Cyue81U+JU3F7uO$UBSaX0sXV`E?0htJP; zXZy$a9O7%T=Rd_dy>e^7cQXxTn*7k_xQE{#{Psk0Xc4c&zRF(zo9yIR{rF>9vJNS- z|EbsbYr%R;a2OHa&7SKAvF?7~Z8*N!V_lRxCE-X>3G26`Os;3gVESi&2H$> zK1bij{XZK1*KZf@3m6E+`y~1|8uIJme`Y_BpN3=KFmToA-)eAgr~Yro5)$2reZSH+ z(0eCE`<{}o3!xD6LJi++c-33XL4VwKN-Y5z}*{?8YGO8Yn)s?mM=#kY9I^`ZPANA|a> zcg5`Q@?U-w?9H-+Kjw{pFF&x}kyqyv$P;dx=C!hCma;3@|7GvL`JVKYC38{s56J%t z3=!k>vM<-M7JiSj@h8}D*_-PcSbhT+6W);!tc~Ji!;MS!Lv9&z;#dx;jm$p|XKF?FW$|Ltq!oO2#{n`H6_D9?Pk~<6B4aaK>#%A-)!{G1P zuJw}krXA0;zsg$#UGetsS72&_-IiIUB zc?si>vHW88kL{^goNizPk%LJvD8N)?jeq99DMkPFn&RWHochP}kM(~&+P@8a3xdCi z?4RVBisrw1%4hpa|3>obX@3=WQC$CWwg1Sgdt+|@$9n#$m3-ph#4cscKQ{i^{=~`E zdj74Z|LZaSvghBp{$XC0xi|m(JCW_r?HB!mDG}TaFdPSu`8-p=fUy3ZPr4O50vreN zAoIZqV;B+IQ^TY1zh!Gy2**rk?{z%_%hS=@={kBkUH9`_uKTI(3k-|04mh1DQJy5O ze=2Ez#hdW?rh@}Ub6qi46rYJaJ;bi)bCMIs<8Fv^!TIiIio3~G|5l%S@``cdpiR~^ zz@G!o8^tCOD}*+X@-yX&Ji*eaoW^Zi1Q&GfN~^Tz(5w3y<4@Y;zu>z;`%eRh&7l*D z&!L=b`)}=UxvR9j+19?@alF>s<+>mCf-9%bT?WU{InF2OFV)q`?C(Swf0Dz==N%$1 z%HFO6?oaQ1;5HoH;&C_NnDLw`2X57h=1cJY@c>+f9cPcBN9A=sT!_P>N@&DwwQeBAzeo%b(szg6b`uZcW2^r_NMTB84T z%8H}zuOEEu-uviFH*3RX_0h77sQ(3n!}99ne_gn1$bB_$r}#1_i~o1Me^+le_Vr?; zfFmUKE8c$>>i>-wfPM2myLz`j<-Cjj_aD}^xKF>H?!KGL+*AGIO8?mZ<&OW@hddGI zpK9%2T7S-k>cg4{{r~>I{^e%;IA7;;%ystc!7i3L|E2w(wBbbP|Ip8V{h9WErvEv$ z|K66_I=K$Cm%z*K^Bi;k;O7E8>RzMN^=Gd5%Xf2s zaB~`#sJ)i5)!vk{|FRgi$zS~QYQf&DKG7KL|BvT4yZKv|gWG0m;I>(RdK323`t0?H zKQZ6bcgQ={aCuusd*!NsJ>-|Ge<2SP_h*6=C+0@6<{9`0{I582-46-|J=(*`Z@UKP z<2|Fj=V1E};n(D~+>e;7RDRn2b=E)QSysF1{UYM)Q5;SZi{*dxxh3l#9alK-*O2YdERD_xmc1;fX>wp`wF;nXJqtEgj-(RLZm$-%be0d(< zgAdrg)93E55g##p!~VDB8Ps+%pQP4R>RjjgOPitnh3`h@r^JUHe6x5~`nKhn`TPay zf2#ky=8uZFZZh#Vz~c~qW862$GevG3;kyC$=C{|%cVjUz;!xz>avUX|Rz!ZW_HTa# zJ_h88Vfl;+3&)1d$lalt1_k?`#*Sf1&I18-`{#aL2-zLXMLn z?SFFMyniRo#s|l}jcfm1?24T$ef*pL7aM=%#32s230N2&M@v32K7#jQjw{K9waqdA zRHgDy4uPYF*g4-vrvK*#iMt^_?wmU_a6$TJC;XziM~&Lk+h69G((&QrT|65rJjKReA^p>sn=hk){!zbsfZdbvRp$7MF(c*LfAVSx9tSpL z=o$6`S?xcX_0QG+^_1UE{0;K?(f*M`XEfxKPiQRcuh}xwNA2gt{;7R^d;DoGEZX<6 zv;Tq@oxt+h=cTkid2lKj|HbBCBD$bZ12@JL(=uOolV6gf_J zBP{d(Uiy2;$D({Ui``6GY4bk`nVSHBvbRqDf|pIay6_&e)yEzB|W z3$PZ=J%`-abEdn+TURRn!ecN3_J+6&#I<>?oWuXW;P+wRq|YGdRCfE9y8chFJIVTw z?R~8OlydSw4sjvI&qMiqcX7P!|4Uu}lb<7(|E-?>k7nd=9egsJ(Vm(=jP0uZA7iVw zBi~f9^>=prGe=d>74+Heo0{8K_Cs95kCOkP*#4^;{|_-!<@#SgpV=t++rFB&!!2um zmE?Ewn4Q%B>V3`eJ8LEQpVwd<{oM15+6J*zz>?vpx|`@*KK*NIJL=;wmB~;2?~Fwx zF@i$z2XZ}4UGkIrc9D`)A66$ztsNI9@zS>(EP)ku!=RuTCW29 z19@)L7r=MEPfGlu9{M-8X_@;L_>^Q$h~gz#@sCpF&)>S-eU98wz|ox7PxO`&vZXt*pl(iOd`wMwmQe(N?Cs?MqY6?hKJF2By_K! zdp7=$b*$gFh<@R_><_Un=6$w4<}toU&hvlS=V&?cxm3QkjkT$@z5R~cEp315V4|z# z>L2+&m3IoZ)Q`P@!SgX%j$s+cu?_P7nGM$eF@}NL6uT1dPlBD%HL~2p|5*k;)ySt$ zW)0qB3%Wtf8phk|U*EWfAohTNTi;hZ=zfAv zV#f{5KWJ?u?ICTq8@b$n!h3B8-O>IQ$hhXZp7wxGzFTDT+@8Kea*eeO%c7rSFW+f{ z@AIeL{g83MZADIZEq9mOd1Ieka}++)YmaWYD-Za*9j+DFq6_!0y32@DXrkN2J%0H;qB!zboO&!Ma#w9EZ=cNW*2N3JgN+$iVGd3R^H`~S1| z-tToBN4o!?x_fu`Ui%QaJ-PG}<&3^OW zur=Ur9Pza5c|TV;ZrmRmF)<8(18#tFNMAgY z|KmU9&~@_{8t#X5@a1qXKV$d(nOk>#Y=_^%d_@-f$8GE8(=7Y&Y#fUNNoR0W3$`v5 zrpkG2JT2oq?DC#&%jKP}pXB)u_J(mr9`=1cK9lS>DVI--&t-4~hFln?`5$v^xa80D zU31fK-v6KU{r>qbpR$fQSoyc$)KbN~a?FjLg}(uJW3qM-@{ic2A%6lhNc$fU-_72u zhfKDW+aKG1S^h-(6Z63PEcadJ!9pMFkNgLJMc>nV0%pV4N(5|)&CV4oAHm`$X|;eX0j~C zVQ2Xlg zmOowl-`_dQmTuO+N}a0mr@*k-JnOvvl-nQu56s8ux^wA$;bh>4;lJTM^sI5c=s(yJ zFfwq;7{5#4Zor=iFY>P9I(;)^n&C~r@W8!tMrU|eI70uVY{%+65FTZ=;a~#OLY%3h zj|=(WvY|KmPx-u4fvMsB_5T>Lo%GJU7Z{mJn%Vweb-Hx#awWl zC+%D=KX68df3fy*{1N;+H}BuJvaV<@p3uIhJpRdpgZ8J5H(5NY3cjgae=A${i+7># zg6jsn5AAV%f2^7H8_8{^eI`@u8Ikwgz9eA3vFody{dcaIM6FBm52e`1UJ%D`T@C zZvcJH!OAIo{NNH>+Z|kSnXPMn0+gAA< z*T?DptGoW6zD<~^vW=@`H|@#(_t~OLY0APn|88%L?XO=fZ|ZUUVaqgouimj@_Z`3X z&sFCXD=%b|}Pv@L!cDs1h{@vr4sEmWaCb@mLuyOWd{FnU?pDjA4 z*i+NfAKvrWQ)OSnXpcX5tITFIf#gqReamZ%$%7Y8!vQ&i?O@W`CLf@Yna! zC-c5cv-T~>elyxH``QQL|0#5dKGvUd{Xd*JHT@5K%lj1fa2)F&-S30Iif4?2@zLma ziHqc0;sABgheN0JJ!5$<<=6m^Go16Z{a3yon4P>gaXq|RezpCFfBeB00|va4T+`e% z&MdQQaZj?s_DL>t7qYju`P2=SsH2F9A=k(=rDtH^pD9LrD9ccM86>q9M|KPbgs2d^8A=#Ily!9%_X*Ve)D}TaY!zRcfLX2n%;iW zYTv>-4&-V&a`U)7i(h-K;yPi!gzvrSQA=ui+>&nS;6M18?&`n#(kA(6YYa=$EPru} zFci%?TIBz0(f?-o8Lui{1-99>!rzd`riLBD`_!b`+oyB>wZhUIGfwH)$C2hx%Q0bV z&ZOoi;+2u#l6Q8z&`JA!{ZX^krA-(Tuq_wBz))A=S-`u%Yv1f`apvavbWzvfpC`?kmJ5~!tOoZ_-#C?8#Xa-viSRZ*zexXh{UZI{j+d3+e}9o4 zsjchpUUqzw+R)ln?`eJm{1fsWgwKF)n#~`Auf5W}SGwo#`69i3`Aq*G34haSm=-u~NCSrG?>~2>SFfI= zS1SL-vj^!pzE#7$l<+U5|IZB@11?5*n8(hI6FfI%4hQoSf*a7Y?zeTE4S5%wI)=9q z)`t9Z89kL>e6O#zDckw^9S8L{AClSU!>1hg<=Zg(JHEm4J^d$7jYFP=>!v*acU~0- zi+BLLmRa^qau1xw3Vkyh`rB~M|H}IeP5ykpZ(jP(cYdG#?ce_+eZ66Zy{o+^@+)N6 z0OjA@%uUzVLI)d|{Da%dd~WJP+8F=Z{-z^6wmD0&G zw_6m;ihA}}{=%u#-~ML|49EC$T#@2I2|ws_qB1x5-_!hqCu2Cv=RKnR`!oKByZ&!u z`Au49=)=LtzrbVk)c?ra{>Wd$fn3F^{Pnl|v9AAUmVf_V zTdHk2W3tQFCDxJN*B^MR%I$6IXkHtK(*7Rbs_*i<_CNBsI{*7#{|74n&=1k!EY6bb z2Ag++yKxK%V+0(w>3z}_-%}haFf5_-QC9p0-va*%Y0)*g9{3Q>=)aW3_zV4W#vFa8 zq~|QHp6hM?_tyXDpB#a^DVINg(E__}JU-HY;ou=Y6Yq)s3m%B_qyDQmue1MPV2-p1 zORjOpHv{p`)E{h3=)bH@-raMPJ5GglppUD^}qS}jiH;d^PacfRp&^)DP2t{O))1 zVMiPy_-!0-!+pov1l}fNEWqE`y=`glHSyl`L;pT<<7C=%MSkQc&{`&2P2PI6+=$Ahn_UHKr8*OYMqihV9V5s z0)x&z&u}<_&5;fp>Ff+f2i%w4_p#{v5YLO>uIpkWh_cXs$%lJ!jsMm1V-Htte;*Hn z9e*?TUda0(Mt50IzGlDC!Q6-I=_~u}kUw#qbaCy+)1kZh^L8)q&nai9 zq+H~T^nRHQQuC33p4%KeF5ASi}>X~%(!m)I^<-C<~TsRz#n@?`1=6koy)=qt~ zd0$aGP?syh`P>xG%SE-pDSi8UPuQ5d!kW~zD(1trBZjM~Z@-$FAKXmmFJH7Y4eeJ_ z+mp7`sB(xe_4pz9lXh|2bO?9Tk=onuq=SbJq#e6<=-8PW8!rjF@-lUZ`{v4n>%#r0 ze!?e#nZb9$H^(RHP8Z+Bx?ceQfWD9Ads+Df_(t~RMZQh;XL$aS+U07-+<+UZyVj6) z?B8X4_y>+1N>^@Q7uE-}>*@9D7wP9$;^t94&&1h- zFYh(~Up!6?jrFOy>6&A6^gsN3WuBV?HnCI4X9+U*|qEsgum3S5r)Ke-1U zNBM9l-ImMZ{OdCRw+gRe-xg8=0aCL%4|I{lUZ7I#eX#Cj{g?4Rtd{JzFtj9Jowc>pKTpZPZuZDbjDYmWN$n_kow0n1C{?1MgBzlgNFgzf&K?ai{m|9pF7)Dmu^XK z1@2L2_f;ZwffBjRMJnb{XVK@&;#${yR_6Eb_fYWeXMLY-31pG98m4Eiu zrBvH=wt~;-lF#{@_32t`b2{8qoADvtmv3>VN_sVW{MhG*ojLaUaeXlQckBnkS20-o z!!%(w%ywpeWNc_}+TTXQ{;~V=!E~;_Ar7xm{R!|$P_j?_fpx?H_XNsq9M_ zt?|cLsK}-9Y5y6n^`}x#_c@QW{d+j&FL@1h{r#oaf5zT<+0Iw(e;b=4?Ek5b|L)h{ zSd**rXJq}4)$u32UF*By7Y2!cu-H=B-xRSG2D|_3YyFx0{Zz$(`qcJX)^`)!|J~R4 z`*hydihcFhwC*V1ZTold@jdoBG5{MyWMY`%2Y5wW8M4^HUcCdUjXQ^MIuKVMLK zF6M8fH9JyyFRtHQ<5-Y?^Nf{I%4e|U!%58iTdLSn*IHkvLnkhqt$5+eC5CBfe}2!t zBjx)}?DE)=v1yyVSXhjUvS;7bJ^s&}=UnsPZ}?wx^Mqq=)CTKhD+7ze@uTwQ+t`IG z7Uyd>?VB^&AnN~;!q|NH$;Yxwe^8W?2yMLK_1Y4jdzeUnznNZ<8s z-YEZpbN)x$a-RD2m+4v)-!DI~`klFbF|~I%*AVSb-6$Xbi9fGvA5Ql6;U4{@^Ibi| zar(}=g6HO@{1@?kE$PbTui3cH%EXreR}TIa)*R~p^7V7iSLHWe7B=YbFNLjnsu)yv z4e!GLzrTKI<<6crr{KmR)|31B95eG&7@G2b$I-aY*tlubH(WDJP4>Hz{;6@{lzhxN zAMiSsKCn6AtIgMYDj(d9`6LV<14o1W0U0afwt2_bm~TPX?HleQjnWG6=Y6 z3;RRJG@sXR)<5QB=XAaonkSB%Ir;`Ba5oE1E*oX5##{a3fA;>Chkx@AM#ATv&mE7)ra716{LPz=TW`C{{2$Kp$t&uA zQW%!O%D>+Ff3Wh`u{SvuN=g2e>rY&k@gV<4qW+d=Ki8jumVf82kE?S3_jmm%xA$66kw4FjWV77u-5cce$;>d;vcR28pXZ3r~Oas(^kdS z&G@sdS46$R+wczT5u*IA`UiL+`sI7}6RLBRPd%dj?>uP}_W!oUnL2&vyyC#}J;T_o ze?5)AgN0r-JoCRi|8Cs5W$}mBp4*)M`CopWW^A03Ha0qbVgtAsuoQu}$@m-RM}g<2 z!i8hFo8mn?>wjPx8->|An&TWfPesmK`EO9Z;Wxj0=eqWk2MoW_Tlu}|f4%9y+>5>N zNbdj3`ac}Fg>9_|`&;lY443_(T)yuUT>o#l)#O}5hKr$}EA0<{W-#Ti)qaa{0xrvW zbi8jJBk_~z?a}6A(f;N7543#ax#`9J`sIq2^t%scD@NO|(|-wb^ZAlS!?>7@72E6> z+h3K*Q zn(^iT?rZ&D8|O8TkqBXmFS z4f${Bd8YU++=%voj?;M)Lqa+`z~BVdCO;eRP%WP}s$iO`?XR&i%;Rr{uqwz*+b?VG znVzQoQS4hxCb6HkdFf{`h+IcDhWzpLdd{w8%n5sN%gfg~+s_nx^L))>LX%H^mh^)x z9}LlKaoWy1d_){A57LeMZu6e<54dOz}8@6H9ara|KzQ6R({Qe zTJsT1Qrew|_bB}}!_2^U^VRfkEuZ}-4_Y3?MuHoLG8}g^$vAI_N3~n;675eK%7i-y zyEtXQVN)kQ7`SnGcX;L9_AmcK_66{c+{1>>_rToefD?!7H{^dkb(3#y19#(TetxC6 zOX9YH>*k5LVZhvQEL^h4%3rud_#<)1{6mJr>J{zl^C#NZd8lm;V3!tFO}2Cl3vK^YVqqn}P%9??1n=G>*G* z91dJHaL`zMD7Aap-)R28e9gIQbib5_`^EL}ZdJYbf$>!Rckf-7K!Sz3UNYT%ZuL74-88_f*;KA`2W70Kyk^kUy zNN@Q?zsEU`p|0bvukz#F>?}W%Kd-tPzl_(v;JxW){=wT)&SNCXFWxEFvA6oe*F_r< z*K5y}gK6*8BWZp8R(r?p+W%Iq|C18<$O!)(2!4*rex=TP?<3ht|iAXKng_$7Al9yt<|IjTRpe zj)L0TXT|AuF4d@<+FPfJ>t`feiH%aP^$6YsiwVd%$8iC73NITn9Dg-=9mZ#Uh#>hjXcPmVX`cnRh&m_ip!Rls>q`j1LT%sWjyCLNOLQ<@bjC&G|jO zqkJp*btn(U7Th=8jX&dGiM%*>GyY3XH3N$iT>w*cjG_Cc(ng@Jv-d% z?+MMZI_X^P;^d<(WBt9P`PQ}km}_PEQ(Ws|{=fglCuvf~-FRA;TjlZJ-})D2mE>P> zt%vfTGyhn^6FatwTI1i{i<*o z=)a$R`DIbZ`uomDY4wq8j{4L7wDqQ)TZ{JZI{rQFLu)^a)0NBj_vqaI>``d*TE&YT z==?9*dIFCB8pV4$+gvXWl=`&(;+8aZ!MADIv9$&NjmMP|oo^ch&#H9ze_@V%^wr=t!Ea|MtBRdh7u9AGW6-ME&g+#_x#?0@f1-6>-myG}BW_CKQ`e`c(jn|||$chbte>pIzA-N%!^vmS%_Z+ijsPs7YO zCMIw;KDPXxVQtWvZ4VK6o2*CM^M21UIq}=S#c*9)zjItF%LD9<;cwWVco}}?S+3=0 z^Sx^Mw2`-K<(q_R``g$W#Q4J&Rk4qha4@pZ*!9v}G>lBX?s%EJ&z4OpY*V%$u{E5v zyt1Byv-G`6tnc|=l#}g21r8^!51{;&bsL;}Mw}wk=gcx2`h{l26p~M@O*j(1%Ur#2 zZF*N6E7+1(Z(8RzYF)=(e@WPl3TA_EP9LTCdD+N2x#2WH2fHD7DSqeOpYEKQ}~V+_36 z|K;)vKce!nK9BtJ7}{-dsMhHH7zdKwl8Ll)$o)8TKkDB39fnrEzmxKy&ZT!FJ_Nq} z3ihos|G-96-eKg*k9PEP_w#SF@Kx(C{UjM)V{tb^{)3T0u7kzd%6!rH=h6Q4l6xkL zCBs5iBH!UNv$AskpH?hAWUI+klbbHz`Ty$Y=O)8mc05Wio)J$k%O=T@7m6?VN@+}H zBli?9@TJOn@vPm`DNVE95Bbab13vYFa6SAdUJLKmo&2?THTj-pyz)f;-xSV=XKRGp zu{!3y1RHeiesg*yZ0BnZz4J>w-|+-2kjuo7zhGmy_cQg<`||ED<&%G@IEf)wJM{is zd-d|M@=~3+ukxQOzpnE4g?!xB2D$!}|4QjQbR8K@`NZDpI{plIqkHyVcCNH*A^Y>Y z^M9n||3oVvEL^NVF>jd9Hm@}vdRl+DUneZgXs*9?w=Y!2sl8kG@+a!i-TV*S4f;pd z^*5gDZ~cpyJYD2pt`atlm6Iv)BboGa*uOI9v(tci3pbiBZG6UVex zaq+09>3Ev!=ysn8m%_7g5HktgannxEum0ZUR4>`XGwA=O>nd-`+C*BN;dzPj_a51= z^jC!AzSK$ndb?+RN$YROKi)quHORl(n`gw=C^;?tyNEZX^1#1SKDsXBzm7OkCdVHZ z7^A7G%Z`1!ghx83JDlQa+e>)1g&9xOCcRGy1m5qFyfJ zd@jNVL_bh}OQ*KrS*~|of2l9)fbSd37Pdw`Up1D2IpNl;X?;h8){!ja_y12oyR2iFPm4|6h{*{hKwd>AkNMd+PV^qz}H`WPXO>tUo@vv9Q0y_!}?szc2Y$ z$oW3xf3Y^?b)hHwOSS&vXZ@dlYFXArdS3sk{qJiHUjJt9IbYEkz$utdzT%r72>xN=(c?Dvi#a|5^Z(tiK29Ia`ciXe)K>3d6et*+QLvAt&dt9@Tx(*Kbq-T9w<%^Dv0<2V|Pp91INm>T1* zfy1=4Hw?Uo>8U0BP4O()o#OB@S$@WUXHFcRCx6SQT7J=n(H^-StL@L&h$D|pa5h66 zf9$mlFB{I2s9n8U!Ze(*3ok{8ROd&Jvxp>B}bI;~)>3RPjb2q0)-VU*R za4jBxNjxyJX%pY+mcHYUZ!)o8W3$J`&N=*<#97+8f4A9~ckJI~>6`R@sMmeD><>GP zg9aWN@HUe_`6OLwzn0*z`C6Pcl-Vr25BwF;o=p#1?D~w^@UJ^34bS6qwX@QLu_0E~ z^f@!_H`pDnk>5JvOij{r=ZQ0QOFRL!MLS0xYmDzk+&!1hSY7aI+BdwakMZ584Q85M z-+i&z*0G<{9%d((?S1~DAI-;szrlS5eji`J_rfpn4zJ~xg!2Zz8|S*|NQ=aE1D>d% zq0W7`!l=9wpUmr5&&=2R^zp+qd+yw{X5)G*?}~i5wc-ze^8k*7^X>Rpz}-ABTfN)& z!QFWI#&aVd$FY`^#`WO7iHGKUfky}48~hp6g?sVtQE%tpmp?;30gpl8{uRpkRyd=n zU;FpMjSZI!TNCdMZiqCq!QJ4GRlUpyt3ELQzRuy3#h+^5;M+C#5j$oke#6(mfnU~t zJC26`IgPj{%rC3^;j^u9BzWwqp2}~_@n8zSrTW*_(O6II3>F~!47s0=)rU41?q=J$ zT_rzK_8&z$;dH?2V1paV{D-II(6w5_7HnzUmE}S2^M7vb5^=>WOmk}&YaWh`{F!~^ z#{tPdc;LIX|Lz81YJ|HXep|G?pL3spg^KppncrYnz}GB4zb38I_t9PJPaBel`E$EG z+qHc2_jc3&#hB=({Ng=x|A#*u+z9U$c+ zuGLGHpEFLcTjC2qjz)QB#W!R4mn{E?Nphg(p!rjGX+3Mc(IgoL9@1qq*usz{uUy>a!GnB0efga6lHm`AqvDhf z<14F+v##si;VwIWOED1j3_L#m{zvWib*;0kzwj{BH`b-6PaoQQ`MY+Of8c9~3)tR% zCtYr=Pfy@0qi!9Kjjx6=5NX=(+)RxPO7rk;jwL7@kLpyGztr!wVknYNqw;HSzb#D9 zv-Gp->}kFH_IpjneZ%~tLtE6KGc4LwDJC*fAwWLrg&B8zr=?H zcgdQ;`qNYS+=mB^``09EKh)mE_$cq+PHn>N9Jbg`u73~{it;I&_6LW=e`J5uoip_h z{X6y(o!cH9Suses2;s0-l-zMjq`Ank6t?z{eQIf|E7-?HjB}>KXff0 z&YNquTZ;YQuW4a*lRZx-+DHsFb4|DAVyTPOS5`ion$?5W5fms>7l%44~!{g2r1 z6RrMkUkzJ)wz0nD_UF$Qo=@*go|gXbu3}HkJ2q_o59EN$0=F6eQssYN@(+7=*o$NT zAJ@urs;m7c{#zT5Bm4V6<$u)G#>+6+|Hni5KZ@u2oi8WZQSJZg{I@Y+el2f{n6qVH z*V{Dy3wdU~z-s@$ZT-Le!n$Po-7xu|;a42V@&DPvZxvtjgS6mO#ZTSe{g=I$=`tF} zCI9tATYp!m&#)6rUopTLNPzVBz>r*%qKEx+3SF_y~XY#7Gh^zAnd%VBaTeA{qv zWj&!RU-)fD*7I#%qAM!~OmUt6kq>#;GZlH~axCY=y)4Uyt9H)tlBER|@uEe0_Y^iR~Di2KVdaV{CnPHxU;k>T*oq=;I@Wp9ZYSqLoVw z8}p;i@5(OCb?y^`Bc8eOxY@4#C|nKpaxgN^cOxDFy`vqnZ-c>Uku9I{_B9>J7#@!^ z^{)7IsEenKXTTQeIpwi-+a@a?-zGkRi1UGsJbV}M?eiZSz1ijUo3tKhYI6Se*5hVb zdzcRZKY;rp-WNX*@s~KBJZO<$(s>E+1@KKT+&AzJypT^6zZjeZa0tBq`KjS`ZarzW z_aaUT&Bn1HN%*nA%3{9h+K-tNl> zvrNb`pqu&sqx7RW#}}vBwTr}cvpCJu@8Kw)JZ9G{N;3~FsJufriGGpZ_}@S z^P4p12=PEemLan$_I$IIWcjyFaiex$DPwEA{rMIe%*`$x9@DEb{+SEjU%j>e0ew52 z<58K+^zz|Gv3>#@ll!;Q_l$$y`yV_`f68b6RmKCq8BdCtr1Ezf4^D-@2;DT~A2NN5 zI9z%fe?u)FpKiJS!~`nOzY~hb6!*Iu|HEBAWkvf_Z?I-IUo>`DD|ZN6gZw`#d5(Nx z{n>G3ugU*w53h?WZH?>pT7S`liOIq7(G-`n$SmhUK%N~F9`Tg;W5l0;yq0el{x9TS z9PejeGji*Bh-f7W=A@g|~$H zd}jA{?%HX7Z8*umgc|RS@*zIdYo+1;&dj$4ril25tWPeF9edO9xZSwTNV{syN~^=F zHLFbi(^l~9bdt@Izr>zuZfi+TAKt0tHOBIPtk<7`mS0}~`;tG$HK$KXr{WC9P`hwn zUDv;XmOqg77d|=4H#t(Qp)UWr%AfN551DSy^|1bqr2Ltv<%7v?yeob~@FD1H$Ohp6 z{kO|Gexv7I(Od+_h%BVOv^DxK{8`*briA_%`Y$r8MKTrMmQ%OSr&EeC28Wk(JXX>d z<>m58Pu#v!;#@j@>$I2IW&Mf%2lq~%_d4#I{tq??Y$f;6@%hiYyDW8mmGTSxkn#mj zNxE|ViKPk;(AC?-Th()_3;UD?wHGn``cuB=d(EB$>vLPWI&F5k6&y@nzf?Z;qqr9%|kAAiNvg2+dE$87bA3X3-^ncf( zOM3JO?Eky!pJn}PtjcH4vs%2lV3#`WBYLSnoH!omr*r=smP%t~6Jv<+#5mFT0;6yH zk}mr9c&I;hM*oFd*$%}6=Zx(hyJ=VZ=bt}ct9|LO(yxE}LHcS6y_ksg#aJ=lLbm_0pFMK@WGDGk9)DoM%KKl&-+W2&V zWm2c-da%EZr}b~DY=?%!T=SjPxvLM;=LNRJ5-y>O{GG`4ug-tg(irQm|5WGyFK7P0 zt>d3P4ExWyyV`}T&UgsJ%?}*^FjH|T!FnSbW3H6-&*6}N(|0Jok~saQZ<~|Xo|uzw z_xjV__`^Q*-NGNzw?EEyTT#jXv$bKD>1xB>{(b3x@jXSvnPN<#kNS1rKLjo&Fg69( z2yvrq3|7*)zOCnV&(ndY37!(t^SkoDT7I;5Zj);JkIMKfxMd~#iaAoU-EhtEt64uJ zo!$2}lzYfb(<`%{!Q8Frl}g9;;u+7+o-1_lvMeM&f4(^9bS9tsC_i{rU@W_{{`X4=g+Zz+_q4oAInI>%0W2Ng3D+BM4ZI4LPW6sw54Rjk zhqQ*kUC%Y@=l)=?8`sFo{L^X&`kil#xxR5T{VAXG&YgwNIpR#smaiF~>_1dj^S^?z zQ9pD(JZ@A4hvWP=q<>0!e8%QCj%S_w#_<8cLdMk{<+ba{|of3$XwxU<|ww* z9N}&_&p*Dz=2L&>zsaj^I_>FAp1J%1@AL1!|6Tgs zq<8vVeuI2s-L?PTE6#ZX2FEZ?dHh?yfRE{={XIYLAGl_A=6F-vpcGvX-9*3+4`H#PbI9l*VM15oa$N!;}UmpKpZ|=&c$z1Ad{0~?C%jF-u zek>LKDO;;5>)#%=0qX(s+&BRwcV>v^3=RSOn#7r6EG`qr(N+2Tk@dthME-)m1Z&9J zgnVXx<3kM@xOC+TlgDtl)tsqK_17E4VN;)0u3csF^1B(+(^KPyc_~b!VlGLJ!4t!Q zoO{WKNGb@8dTrGnwy(^#@!HTyeggOkFAXE)veM<>Yppe` zD`12SyQDTeczD09Kj3e`))1!(xxE8yj@G}%%g*KVQoIl@$DOzArF_=W29rPe)XHc5 zhi`}S!Hyzp%jNU`$%EVC&n=@gF{+yBhPhwheIo z8)*6Tr}t_9)?ePQf)C1TYf1ifn*SzG`?vm%i2Rx0<<|&Hi2iz0d|RQ127V@Di4rpw z{03MPYs1p|SJr>g=|etxUKz(Dd2?U-Z{xiyIvnp}_{FRvN4aq>mk&k-OpWPR*4A3n zO69YjIfkY|vKnq2#f~*hjbhd1_3zZ}vsUh%r>%|!*ZWxfK=Li=UygmbV)`ua67{$D z(lfW8wFzU?m}+ke2UODkdMh8iOM~hSh6r2`?E?mgn1+Xi35xQ;B+)jkOQhpW-5qyR znFF-{g?7ap)V*kHYcI8ZckK_3lzhRAz76Al>*XD`PlQt@Ff)dI5hkK5hmG;pG&mmS zFHhE9sNz3 ze{$)l`9FHoKSsO$)%h=(SCxNN`TrKIf6LFWPg@I){hBmqS6jw4$X`DQ{KKq07fg3_ zJz@C#zh(KiK;J{Z^YNrKW#Knf`72$9@1(z7@I#umXm;U$#hy^xd^$DUY*Ji>t-hxZ zy(i8isQ&~8#&~87^AQ*t$H(}7LcaqqlW`%w$57h%U&ej~&ZZNFB=#kaFL9iYm(e+| zYWYQ*XRa6PqiXv*UMt2M`&-&4{tsgOx&4RzQE6|)T48%9x2=T^6*i-gZ)S(f^RoPW z*yQ}ablp6MJR!bq92V{9lJF)@sAX%$YK%6 z_Iy<~2K;{W7B8^p!Ne?AUesgT6~*h2uLfMrlrN_mhQ@F>vZ>=6o$}RGUH`&t>|khi zT;1o-UEXbc>ZApGGu`4%IUm8KPd>KzQb*3gWz(WVd^eJTn;Ul|e38wMTf}AKm=JIw z=9Ac7 zFXiLM1Ve*g%zTwUzqGXYZ1Kf%zvEfEVtm|l>`nIRa-H^%_o95a9Xkh$_l>yp!4IiE z;E3?`V!L-73BLNH@-JMm_l!DiHr{*xzSh!Ze?|25_h5=txA-pD>TP})=fatxx^wT& zgVrM6RC9}b&i39f)vh0yuQ~j(?hkZ7UEzmS-}`T{IP$~l|1}o91m?oc3KkWPRfO z;#eEnoP2kQccZWmOD2ru{6{7j-bNT1$J{vn1}x5C<an2k!{pf$=fElLpcU={aQEC0?PX0%1tn&OHiTcBh(Ig*cU*mr`>rYv= zEvM7gddH1-SO36a!e0hw*JoNckWmdSjj2_<1H|3qIrcY($&@?*mlN`T#+>gBuZd5Z z_6Dzm3wwae@1w_UsYx*rO}^@W@Zcby!NVYb@ok6v<(+tM{IhUcF#b=-Zyxf0 z$tvfXvo%O{X}Z&7_?}kzd+X!_t`nyjIE@a)nEF|`njJfL*gLcSP1ZWz-gd{tiRwCYa}yI-BG;0Tf#Sr zFAUs@;TNmp&-AUa8h?Rtso*3smZe^tBw%24RPH%mV%C-g#^>?dzx*lR>%w(o*qI6@ z23!pOZZJNTdgk%grT@2I7WPJIjbo>W^0~i(_p@}oQ~$~*-Rg@Qi~RumclP&iG4fu= zr2p{U$Xek*h>z;Jvio00YyXe_wneqN6-H`67zrErOm#_F8LJZ>=fTk zfw3N#{~5h=H1;1K|L|pccj_m$H>&PGS0wx|f15umO8X6MFdUn9h(kr+ zyPuLT5WgQ-ipBEpInLx^0*5pC(@*VQ&FR|ozG47w-Mif|Ht^h2{^GMM?R!qJGd1Tu zKFIP7E9L*pTs89FtyTOe{Cfw)fdeNF-BNnx3DK}oi$7j&zxvDotCX% zDXh*H#>WGX!H+AJq#KIgbmL)j+JEh6YSQnfhb?K%PoD2W-3NnHIX0vX+cq0U1zs2Y zvhctJzNPU#JoFC?i(`B@8Fzyp^g#2`)bZ+BdL^GCTsD+X+wkl)admvC_V`eKOt|d1 zKFji-BtN8lw6C4_#r?T2tj@$J@&A4wA1AS!@P~3x{=4G&A+IPOzxzSO2EgZTW$WJN z?OUw<>9fEAmA^43b^zB;WxgBIM?V_Iggk{g;G1B4yBzsq=^<1Hr~H^cYT<`0b6MZ$4t{6!op!_uh#%k5vZ zv7S3*_cHGd}=pO08M<@vfiU$5+OnCD?LKgI6 z{!>2BO&87vyv=tRcQak*AC8IZ#_}lFC%=0S@@LAjZ_xlJ@!u?2wao5=c?tRVvoIyZRst*e0f;PMS89O$TVUo zz5W^AGR2viuQ*e}x-43{$lePKWXRUQG5(O(fxxtM2t(5%jOUqFIBdj=BbiHD;vG^q z@-=?-k8;9dn{)YVNY5f_@`aconZ?*p2 z>mSwr7ba~O^^d*R56LGD&rQZf1lA_UhH_3B$GCuX*`)g$NUQVz{`db()7Q<-&x4Zz zLqR^}_(7dHa6HCT)&F28byRh$1bo>8DGxvDxsZSMqYWY>GSJ<1eHHY0f&Sm>EzP0%=zViNe zEaZ=k?`rur&#Uc^9cFa(kMH--@3cOTcKOxuU$MVc$N%V$|LXXg*yAt0l@0qVXO6i$ zo$n^}fda$Ojs7=hXRGn!EZY4z&D?vzW16y$EB145>YvETPWwLFXZC;p_qPo*)9?QH z=QL~of~x$L{sSi}_MdO&f1hS7o2TFIe?8WG#`OHQwtML^xSOJ1hSvVJ2ao>kMgOum zQK3tMfyv_soiey^INSKjxEa%{b6WUDLjNp&cghD`P8{9j$@A6ny$w6HTQ_Z0ZU16# zXP7PD_zV1s2aX*wY(|}8T&&u# z)^ISV8qXN+=4kT?tK+)*&4#4`ce7}Pe-FQT?>6(D;y*ol{#e?jSRmv*d(k}ii|X6! zZQ}esB-uth4)c}jdGY{LbK^m?&duq_xnt?;>3=i-;j(qB9B*UyNF%-*!`*yfcpsh( ztk3PIZH2#*xJ>V>j`%yN6C4E%cb)Scyb<*`jEU|&>UeCi9Eh8Qj}o2(!=}IkW5)xJ z6QXB`!vuDxjJt_=OZYXx;o$cqE{Es$Qt_sqraQN9Sj;BkfEXu%@**AYh9B1a;)V@z zyK!*R!(a2R(mLOb#{n=rCKy|-^A=}Hc|@G4HJd7a*`v+JmG7~1TzvcP|9xoO599~d zhHK~w<_Fe0&|VRHE6V?I@gggq_oi)Vw>fGb_vJdzPw>pZl~BRPRQP8Kz8YeX$Pa6r zHtM&)%|tAaiqAHlB~9n!IXE1<7W@hEpS(Mlf3oGI)xXe!i0lavIuyi@s$=_u8TuIJ*_!DAE(}$m8h@eg4BgLma5t#Fi=@hQrbSnD=q+ zZT|moQfYrUg=pjM+P}cms4wV`X#Y6#%pvP9%Jlm^mCqa*X#Wqie8x$v1zqJo z94#YVKJ7A=_3v6f+>XmHtg|*beB-#S0X14Pz=~|xzB$J>{Mh(z?!b8?3=0^X+fUlk ziVehwQY^$1hfIbV?nW|!^@Q=qIsi}3N0Py;KY^9GqBQ{d)1iBTMKMkrrD<-yZu0tt zFgwU_WVhdwtbBCW@Hxmn_}@%6O6G#6L0+;}82(c7-}ygWW-$JO8wdIPuF4@jct_-~ zwFzUhH2#jX)Cx0n&&t?ebI{~1XX@~|xZ^mY{Bw$@MIMa*!0E82v#zklu~t$4+7s~9 z2uoymq8G*b)7V&V?eMDOk;z%)>MP>|dYSIF-?n^Ku3jaa&5N{hjoMuGZ*PMS=S6y{ zbRnC^tNgFLS6)L#dHwk%l@IR{V=<1tw5k^gVQ_}ePo*zhvK%os+Z0X$3mCU#TiyUEur7FApm_J*_t z=Zxjy_?O7j?lpkZ@qG7PCq`*S_V`%uUjHNJ)Nq#{JQvvTy6V4M8h7_g|3n|!+PKqj z`xX37w!!ATzwi08jbRY`|DN>E(Xu}bNBMgi5Bb`Vpte@O|Wn1+a+Fzpn zGxwY?*-^vx$@xi|G-JQTl=^aIv)fcBsQvS!IVaLzzF43BwxNVWpf1>oJJ~Ti*Z&Qh z@(9;|_MyWAvcEOnyq?;GyV-qZe<6Rmj=v@6SDU>q<`tM8^TUk8`nz8!`k)(|@(8#8 zL@od8HFwf`rPx#M4^ca28+?rM!so$vpr!uDj*PtqnGoZ|?Ku6nzl7Z<&b`@xO!kqlGjtLwjy+uSau^Zc^)ALfebn7>f{uUh|V|BvPPU#A$z z_tTQSdhYjW zrr~bf{&!q4ri|-Gai+reKAQV)*A-o#{1%QH(<{->^Y6?>6MCnOH@g=)e4NqkyWn%| zS-%$89K-pPFg?}sqs?`$w*R;of5rDOc^?z|3EMx&S6=*=jmLSZIBUH`m$oy%rBj76(GUY_@~0mgPY!-fY?izqYX<+Xv|me;!~;Wo5aV$XhYQaVQ-gCH zqyrywxVbj%Z#rV%_TLac!41WdB7PJ+HXPt;z}__8xhh}h$L8xRu9HUh*Zj2J@;xei zPhfX$J#EeS5yz8&Q=#nBiZz0N6s{X$I^n+zj0*LC^766yB=N@@XTi@ebL@~w7ANYV zFgfA3{eB)iIO6X)b};=gcdl_V#P|PvTW>rHKfh3XrmrmBQ}F}@KIOIXEI6(wusLwY z1aE@bip>U(E&ixoho5GXa5vNgf9gHOIJpZ(C;Nur^f=WDuIQoh@X-F>O#d$XU>~H5 z?e*5qm+m&&HGI9~^|?5O%y;`j7%R%s^VE^L;j4xFhWDcUoA>Xy&sq1{@7}RA_@luX z(O!srMU`t~h^-9Bu3E>FrOPseOt$g+D6V5+0bf(sKhh)8FhBCjsx<5!6`4*3snQq<3Nz)JmxyZo`Pe|P1Bt*W_sGPNi+ zRP9CQ*IK`QQ`)w7hpi`jj_f!7npWXqIKbdc{`4coqWaRFL55DBGfV5hO~Zk%y12oy zI^xJd*1<0mGWN2#Wsn`nACt@CZrQPGyQPDV40-nQ>3zeQa36djSQBJp&6(rIQRcWr zUt^G)tRcuvuqp7RMIED0;drBb)|~gXHu5}j75Q5p|1oAxD|S@K--vg}dQDk74(ztF zz{>Lfw(5Ae#c^f4BWpK!Q|e8OEn-r^(Z=!g=_A9-P%q=VQJTif@ZAVQqr8x#&$WjB zUF#opAr=+u$+`1qElqQClhuFYmQA_sUZ&?y+Ip40V=e!y<*QF^ee|_JkB&0&*MGy^Wb90VpW%NAQ{&hf z@HCFI0V}b=(r|W6P5IftRIvXncyz>pLs^WQ&>8z9e}ebM@*HCMo`=5^{&)0`uKWK& z2A1TXUF&840e*j-akija56}L8tnClORsN34dmYCG2a?8&NZyM)lWS8D|PvQfBr^w7{B)4 z89Q3srj9L5d-YNCZjswp`9-5(NTpYxmkkJ*P04|x2UJj! z{+l0c5ccnC`4t%#_NSsP`zimb<4I2 zv0!Mx&de63hI09jU-Frrp?$91BHq*|^80?0zMVeZ-r?`U(~t(AmSIu!%*HJn&1VU( z4fh<+qr7y_eya@LpX1RB$MqDpS=M!Zmu>waTuk7Hh;iZ^HDG1jK2M#G$!BdC8ToeU zOWOLX-V@(07@hDra|SO&y_OJDO#eCHRg1po-pnG-)C2ju;SYL{YR{hVaUk3gX)Mmv z&$NwvuWEnyW#iiuE++f=@b^763{J+*z*Cd&8EyvLjU8ZS@^9ULZk#n4Pg73My<8S} zn~D#y=khP|4SwJzY`7{6Ik~CXb8jB-U;*K9bC8N$@ST?6K(?P*)ub9A4{AaFTchxcas?3sqS0lS0m?vB#6 zDgC>Wuixibg2=kN53U!o2D!}P7?ckZxEtj2E6Gh;6ZHFsEblz--h(uM(E=-b$G+Vz zizQ!Y&Yfj)yyN9l$x7!BV_Zl7JJwTcj@BXG)p0v6m%EOC+W*?aCdp-Rl-I5P^A`VT z|6~0z`Mq*^QU0mhXHE75f0?Zps`t72^Tuy;;NX5+6BaIBT&zEEm$CL(oh8GGGldL( zA)Xz>j_TUfufI$mPWi;zDAvd?gxBP{{g?cI@$6n9lO0DnzU2Q{uRp)E^4sq>73*J& z|DM+0_Z44y(w9>t_ugE8e`)fstNu}~zpwwJwfk#8G8nF?V;@d zi`evC^v@z+*&GVH#R%9RhO7MDm&JKweV4~Xm-Z*lPf?F?WPh1YY$?T=DY#FtkIJt3 zxAphZzy9CfrvLcEC+Xw4Co8-d6V(1Wby-vTU;p~+^ude+b zC0)DY@um7Z{$`2W$T?lGPgd>UHuke`;BB)1e>`)yVoyy&EKbKJ7#CBB03W`QtYPQwpIPd zZN}C4U)6tI-h|wZbKmy&!TKL~?w3CQmY-jzZ>bOTY5!kx_=a@7?2penPFMWH9AR#@ z*PltdFS~zeAo}M}=Ks`X)6yT`e@{LnzLm~0*7OJ;LpH7^$o_9A`Uf2Q^d+|Uvi<$b z+0)XjRSV1yQ>*=cgT5wk((0>aZ zSnC?k*xF{l^EyX9r*-h0<(p*ydFFfvTK;a?M8k(jJR*E}_yTwC-z^{JUB&QdHUA~C zo0hF#l|KALd^1Y3cH4&HI%Q*%B+U(BA-)zq=e^03(}f$C3eJHR-GhGse9h%H=gyh( z)l_@N;zH?qi;gK@PPOt+Hk>YENjcw5OFDPG&f*@ywNvojz=b0`&Kip|H7Okt?goqy zTsC2|G%f+Y`_Ftg#M{6p3GYAyd^frW2M+a`J#Vi074bFVcf=1%42>VebAZqGABHWF ze^DGkuUw0 zwCBmg%Y2#I?_E!IioL}*Yzo{>#^4Zts=(;?A%Eb+ znR8rxJ1XCBH^TOZ{9ABpdHU~<|B~LD{&ALP$SvfWrwLBK-r7HKH?%S7R)`A*`DfT< z+IN8MPhXVFi+nrvRmNPA?m!7w#ea)a^+vz;zyEtGf33b_?kfLx3j02sFmu*3Eros_68ff<@WG)cys(mJB?KRyS9J5%vbj{{~f?jipkSzM$nCnP&eZcFY5uS-Lt za5s|AFO}BtgyOCNmq{KjOC>LbX9RNz9);iV!x<-y)<5Jg>8x%xPQ6`Ob10uR2if_( z@{IhtwttP{;&}`y=Q$(ppL5&5uj4pLa68oh)_v!vYq)nsWrCgb^1++(TzzAm)q^$X zyBWfWs_b*;&)7BU%>Ty5h%+U=8_Ca~g&ku3hwf@!if4jyXdfZ;^HTUV*b#=dCW5BO$zp_`cly=$vkv*j2Uc^(< z5ICHl(&{tfi`lo#u{&TZxEDwHzkY*p*=sSTy4SyBT*Z7V%O9?Ry{Qp*Ma}h->1=a- zI@f$DUAx_!Y8BhPtNvFf9mL+Z^e&XowN1f$q5t^f9fKp@72$0n-cfDK=|SsX=)Z1n z&pP!W_y2BVaGOF`{c|+z55rmh>Wdq#|GTz7_N_^|pCfLIz}sNU^CP}F ze43^#ZhUL(pMRdZHvQYb|98e7xP5o5?Z34DP{-f#>u1w0#Y+y{U{CWOz8f$-)4^DE zWB=w|D&w)U{SO?5VY90CZ(+73mi_;mh&}cDKc^4A-RM4&Zu-Bw`5*od#!N9zhuQvH zhd|M=7ItxbKL zWj{%E{12=Dr#k=hxT?y(9`%pv{9~P~$RFeB49>D)C;e^HEUO!NR^)MK{qt?^e~X=?^Jhm5;9CtCphG2H(5VqEp3{T-_hCWf(;_lbf30MiA&E6#D<^yNJE^vwqNnhM?~ z=V9M+ZN;0uNf+mzXa)>)sXlhCc2x-OieOg{+O= z>}PCFB6s6{=<(dk_e=LG=}50bX?iLj96*b3D){#B=Yf|2cXRg21;fM~zjY>^67~a3 zOpSPJ{J!(bfS0Mgb=ux<)rAd~{(|h3JRfmBNOPw3LOOh-Hl5YES^OmAHD}R$!)%H=c9bbr3ibXHtUd|_{qyBY4gsX)OM3C-W2tqe)z*# z!(-jJ*iIZN_sha%1GeUK#bMd8Z+Wd!Xi!^?&>GyXvDlYd7};I~M4B z@i!O_NBPxiJY2bdJw54omL5HRU^pV`O#4LJQ17SazpKQHqAkOh=NvcT-*aDI#SfT$ zfaVhnf1uZ&e8Vs3XWch0oWS*vo}=gTo7&_DG>nq$^2K_Kjb3Z5alGf>rW3jC9=`fT z+m@$){?}in{nv9l!~aog^RDf0@uu?lvwpF%_-6a4@!*H780`F?cYLYGmjdsSd2i;Q zR9vXo-{g76@Zwc$-{4 zaj&>mNw++GvgoVyPx{Vr%F=HN+e75-d^e2QzT2O1P5hx~w{>+}2i^XI>HnBl^sD#h z;QPO)^7#fj`Y+lD|4I=rf$=oR^3UC@Pi^h@6`%B8di3y4F^^7&8>_$VZ}N1I<@;Ro z@!wPZ%k$4-F-hJWzj(@I=0@Rez}fi!Nom!FHHO2fm+uSt10Dxl4jeeh*crmzke+MU z#DgD)dw-kZarZi2K1(m2C@zv@Mu+5xV@X~bHyL?42IZx3xcozSLgYHQOzyE}*dh75 zbN?>GwR{gRnEoR#-!|roRd6879)Q@7fzM+_jKJk zJ5F&{tg6+*%Yv%`|LItp`@&v|^DN8%O{{ymf4R{yHUH4sW-+34&Eicxd1P24)}I1* zqxgj#PufkUv;M7Gv&!1_z@Y<{hI9=&YHdxMlor9A^O`n#sWq={+{%B$be7f@TX$@2 z(mGVS-s!j26JN82zW)5u%C8f@T-Wj6)BK;gYJQrvn(s?8?!@K->#hGEP5Fbo_qkXt zzuNxQ@i!X!PkH?ZpR-T+8P4A=`yu`M|NX}BFuSiD%-9_9-w4kV_?zIGAjVY42|I_5 zUedpNl0Q*?gJLSXu7tjHKQ*=9RG#Rmo%OF>!bNv2-~az4UZ2d_6YmK21}u(Z9)T(1 zdr7`;^nClL|8^~Zv+zno-Tx1E|KWbbq1zvZv;1`zx90xn-2RKjGt`s)V>ru?y-9ih z)06!Le&n+K^RvbEvgJK0?52T9d0XtC?|i-{z4O^B)latHabW+Y{pqiv_W!Boi#Fy$ z{`55e!QB|otdPk(&x%R!C* zS$i**>?*@&{~hZ1FUDudHq;;a7qYTizT5Pz9r~F6m3Dpm`~UlW^V2{7+y6};%>2~+ z3(i&NZRK(sd*t}iKVnQ*`YGE&CA-I){t@q5oqyH&=krPJP?bN0{T&Vz_GrcWra27P z{;q2WvpuVK`#&5u!E+P(8oE5ZHeL6hTkCiCOaH6Lm7&Z3zfAckeKPl}A?v?I`%J*~ ze~b3dz3soj-OOIIFzuAzX*{eyF`f#HHux9A)x>uU8AoH72*=R`KF818_cXQ-GyII6 z%@`fK2F51i!Yyy|xBFmv;vVJkT($ga`*$95J~n-v*?1|&n_nBw@i%i1dm?l|#|gTQ z)fqEr@(I}_`R!>rcV6p^W5Vw9tnR@b!GAE`@iV?Fj0rdsxN!FCIm#st z$=<7nguA(Dyf_wTO7C^@;u-Tjf~RqrD%_2Hs`w+}hvD0Ne3kel!QGs1ciatJ0F*ad z_!0b!eB=L2+$t6)N|+goGbQeq_|6~yS%>_(KMMx~rlz@BF+fy4b$9=x$C={0fABf4 zfA-i@a43ZDmh|uPjOzBeVs#MzgJ)lhQ^(?b!0n>vpFVUv$!l>BQ2vfx+wEOB!`VRn zg0np8d_s6Ak7we%2>4#{u~L8ULvT1#(@|lq@E^A;o(OTb;L5>IW`1CCGSL3U$6$VD z;cmp4(IQ?2-jR1XcxZpoZsE5!-=f;beVX}OdA%do{fOW4W0rlL!DVC5>Ry-n+q0xs z{};b4&zzsGN12@Cx2N?qO~NBZ8@U}@K9w9pCvZ6CC&b1cwtC(FajS4Q|MDwq8}mci zJ^V2|FPnVvKd?`gv*+jk<2QJUVm`;*2D8%7`9J?unezs&889!)Oiq;L&-@ch(=74V z%s4ndeSctHfx&SsjxaY7XUgz5v(pcXMFp0oFZn~?``Hfm9;PN_k>5R#L;!MG9b4R!u_|ztgcMV+4s*S5n{v5w>%Km$tDL7;* zv8b?xgU2EL6!^U)16%IjGQ8wV;Y*%9x?|XyzZ;j?OXD_sUve3aGUR{9le>jXXMI3! zKgqEG9or(Tjc`6(2gB%mHQPMUey1|<43}1e%fdGPoHKSs><(4{`$BZJNaKNpEY>&+W&;`UtPyPW84qqY2Why zfXUv`k-z2nHx}~0TK@Q0e@r(VgZ01K|8MsHqHQasd;dDs-?*A~8@GgFP#KVXZhyW_ z^>+>X31=O7pH=oXj8^^U3-bX60~^&h>)O*FKVG756MmK6|8_@b+)dT~X?Eh_w*Rg? zax3xOMvURXjz7K|F?odSDaoJm_=~xYA1C;Y-1g}9%IVvi`#t_=AA%pLYX6?7_W!R} z-%7vv!=KaFYi_7M)cIg<1{l7c^^OD0Jb3OK_d`CRo`=9RoFJ1RPpU(eAu`fR?WJobbej(#8VuYEE zrx*L<=d!2IUAH)`(O$uQS$VvS(fU)~H}D%hIL?9p0ACZoeGK}30ql&WHJnahAo4xK zMg&&E_a&aU<7)!DQ!T&JZqe>>jyA8h|HzNO8QYq*mp+o^m#_QCFmxgKCgZn%yTba~ zRZmvhSbw<}&*;2>eDeI}9N)i?cgR-Hk8+R)gD-#0rA_Hj^D&FN1fB*y8hB3*>l*fg z)phIbHykQpX*l?OSo|QX>NZ;WOXU+kr2mI+98WhMHK)3Jjq)4T8b?LcgZJDiUUAC0 zsQ3dn9=D{UEhjARwThFy@9JU0(cDnnsOyR!)!2F^9X@+39X)p}!K2eG>;`3D6PAZ} zTYYY0T6bY<+JEgxs=0B}utOJH8x3z#Lu@AeHS+PCZart$u06ORU+#VT-Ei+(I;J!n zP0H_;{HXX{Un_RhEBOsyJiBk-xO0B>;z9cP)f2;-yyU;`hwqC2!F%J_8u8!YvowD$ z951)hi>GaN?X`GuJWkci^i&)Ja0b9Z(B3W_OUWNf{vFTmg-PR%gct(1&1ef=dA(@uh3^hC8~dScUj!;ZbOlPny^#C&XnFIsxr- zQJg_{)m|+sAC88b584vG`={c|pxjrAu@ydC&M(zY)^4h^$9wYnJ6C{XZYo$9`To?O zo$eV12fU21M#>}ZMg3`W_vhj_bl+ic=os&fJ@09HD*pz2H((3$*ogX?|F7@|hOOS) z@sQT$1zVQd_ZN}g&){y#_I;%Qda5ms^X5@ps(EocYfBs2fexlqsE3bJc6eqL?`S-g? z@1zfAeQL6iG#q8V#%O=|w`i9&!k>iAyeIj$rIBx&2jBkj?C!<`X^+06K5)GfL#)7_ zD1Z8&w84K6&zaw27|Qp&D`N>vJ^FaaP0nELcj|hjZ0cQkCh{nczXrvQ!+*r_;2yj# zWh`1{{?*++@BZ&jb@BXZhtaM-bwU0hw}=S{24=(dO@_GvSF`7+uzteM>^ZW}xY3A} z2d;)VQt;b=MS*Y4_-`b8`M%sRJNmt9gK#=}cK^|XCcB6y==@}kM?n^I9~>muOXPCL z(>sPSe66&OyK!vglb4Uvb***CRpRtn96{kz;L`!$2%eF6QqgBNrZoQz52<_LKi^k6 z;zW@LvbdZU>?GJD+5yfoICKsiJ7~}G>}j=)oyFeG~Dy`@VV9h`0*OMx3S=8tIwP_@U_(!{6GhU!L)p}jy@BPw~*Ia zuJ<(l91ByD_ai9($9nzwrImj|`dxWUm)F0z&N<|NTpLUI>+dtR@~>L|YWurgXl&Ns z@ihL{*K9Vf$+b0GJZ4iv#qHQmV{VsWB3HQl+@qyDq~ z@*dMI!nf`iob7r?@vZPqdKa)am6%x>i(`Iz_;CE*7IE}=Y%IpS9|LKB-qmmfW-pjH z_6PKP+Geo(AKNq8UZP_E0E1L+|0U;E6?(L%XRqb^4{Ro*ZGV{~>_pf<-27{wqfYH2>kWUwC4N^+UA(K*yi;r}b;@ zTl$gyQ=iS;d%m!_SM9$eZ~qP7+Ccmte|-1z^y$3X+)oude&i9pjqr7Joqyo;e6*%HJKNISU9D-Gcx|@J zE(^a+9F}MH|G<@sZ*`#h-%$O(-);Uu@umKpX6&42KI73Yf2{jIVl2FA8|dmwsY#zt z|C`}%R$N#!F4iCPP4FG2+k?5u7@FXxvHO`{#N(Ptza;(U*i-UM;P&Gh=fLJf-ubzV z?QvZ+r>mA&}wRN!*f!QW7-{~B>zfX_K8j7O95y4VIj=UCcwX-8UoYGvA5 zzpLQAX%hB^cv8--BYqwEjqzFXUaRXi%g?_wt-Y|ta5u+l(e+DrE*Kuy?Y52=q5h{;_j=XWW1_fk z*L=M4=W@RDv@Kl{cM$QT+|IA{M{U+{|C;qBeqY-C-s6Yq@#DvtF9QrvyKpv->>Z*m zybJAPepK3~RR3r2Y{>r#|BuxxxNUTHU!-5RG@0k7YyBv1K^@}QYal4-5=IFPjSDszlKb|*E5siE9 zm&;#UU}*E|AV{P)p$_n{ledf z`#<^<-P`)v$AIhNxex97(EGo)@dpNJh475dcPZ?ReuK%eG1N!-XKxW#N|+mcv;FWv ztGJ_jo_}|3PI#w~my?@s5lkt}n*n@XH1{^Q@e(0a*mI}H|>>I3n&d@Ssv_*u&GS8{pbl10WHL;NI{ z(;bpocQP)r5@+g()(dcp#4`+R3^Dw`(SZ8_cLQDq{u$qIX{_Y=&-w!%2fiD4YT(Bq zFX|ihr;p)=Bi*eBcPu~fMIp!i?9cGqVnm7$XQ}WxJWcgck*|v<$tyO(OrK-e)hEf^(OypEgeJoTP=TV*S~7}SKA-?vGdY?;{%z!ePQO6 z2!08V+hqI_TH`H-Q~fr>u(+<~x_sC5*Vov-^?!H*;rHbEIBZPvU+)DzoHDzXZ}=O% z&!z_9g7iLy%dxmqfx+QATs>Y7PqW?PYL(ajfsFq{*N>$gje8S(FZL}=7yUc*@QR&a z?ClTe|Fj+NY*?59>i<32KbD+dCEPmS3vDR&ALF6^^Mrqi@8ht4{^_%o=?@<*O5d!# zYqq@MvVVfZ@V!=L|23HUlTX-h@&8W*`|Awh61uBD7`VW>xt#F%N36HgH!h?libXb< z{pUdEKUg!vf{l>Wi!e+mWo`@ z*Cv4cw|6hN+y`#|>Ph~0XMY-u{BsNu?U~<=Gd6kFschG(w*S!m57sx)#sjebRr{au zSZ#lwlin6SmeeLy`Pa$*UX_2yaAbFk6XuPMZq^?#F|p4J`&D=QzwPyBr4x6Lf3Q7g z_9fYGeUBaXUwCfD!vD*6(f>2){q*_LZ^xwk{d?zw~Q=_y1F-eUs*|UsCvA zY|S6T_1|$f&OuY)XTaGQmIlm>@6qDy81B4pE8%Yf+wJ+WPtdc0rwLvh%Qx>K7~}bH zj86%_Q!T&R{-Zqp+^?MFH!>YLp5?mFQSKq@^f*Iw8h%szj-F)wCVh& z_sgb&j%s?Bmpc*5Um$LcdD)LY*SIspn;{?ll2fb2XR|47y|O!PZrG_~ds=l-ywvB3 zS>G_?^!$mgWlV~{ z!@$eGWV{v5@e}L5pKHV`bUeWUbXsXn-Z^InTtCE>g3qGxe}$hbV;Ed#s7W{5TPkfd zr24CEc|H!cPp7u+)LxDiaQw~iw14}(>u>abf9h`-F0I*quC!N0FN-)B-M4=+7P}dL zU~miBFu?ggSJ)TE|6Fn3jP(3BejUx#BEA&AOY`qX;ch~9m1SP}_i)R#o+a+yrY#%AIaX&e{-%oK1{}=FHLEh_ z)+p-;ta1HX;Okous&+8k{@Zul6(xd&L7$!xXZ4HqYVzS+gdjQX9JdK@~58`|686AORK|U zNa^{8#(KllfGGtdNen5lH9LtnrFw%IYHU!N*WxbYzRt$~qkD7a&CYEiyr(dzaJ<0* z7ucMIOO~kZ6o0b0$*w(r;`~aT*VCTIU-WN@%{irN+%D)F7e`=f0cs_cjyYaU} zai+Q}A1sMsYJ|Hfeg{6MxEE=tLj}774t?Ks?O*%Qzjj^SpNMlsyLlOv`t!f6bC-V) zxBfj?`vW)!ZzHe&GIU$^J_FqU47U8Su)oX%6EVW}&zXCPc^-DBI1kSLL_93R+UT9b z?i%O*+Fw6kdfDu{X5-Da-1z=-B<#QCZ{eaHY^=o`>t+5qCIl%de=_Sp`qSj^@|;z?zjZ)yL@{?7DE>6jy>|5et#&ienP8B@~--%J^^ z@_nvpEk?f{gZfjx^=}vdZ%_8WPrnuJX46vB%e(6TW3m3*ekt$8*h4wyi!m2^<}(|Q zhNEFTmd2!AWA9nuXZY>=x;M|@Y~sGo_FUwbpQ)B#ZGXm+VQxlu{MlSA_UMvv;6acl zXI6@{2Aw3!m)KjBWKGOlWP!_}cs8FcFa74eJ@02roBzKJ)wxi~}(Yh<+2}$YT}h z44;bmqQVd8{~d$lIGX~G!?UCh9vAR9fhFNL<-k3mYY|6jILmKR{I7%J4~qJtL-bbv z@Uv8G^r0)nxh7o{m(E0~zwzbt(f(fNJU;$^_TKxysv}7s{!?dmW_RtKotbqG*hCu} zFu}%TL^RRH1Op;Th#;a6A_)*lNFY!k*f6%|yR+}7-{-07>eKgfvu=_&Kb+6G_oO;q zU0q#W^_(jD;Ul}~RX*5x+G5OaLLWT&>th+1!{wO#w`ks^z}af?j`6y*18fO<~a4=KE!Iq!~f&J-6-b9 zus6w`wWp4w_LTN{ZTtUKxl6`hOrMw=))Y`oKCa0lf87td-59VLQp>GG{iAe@uI){x zYt#Pg&@I{euM0Z)+UN~82J8oO!VtrB!x(d^K@5tUWa<{_z8dPciow^LveWD`E!UtVLhqek-uyR zSj#Tt0V7|Ci6IV%HKCXrhIwd+fg%69A6?O$VEEtL-zW5mL6LiKU$*|eI*c4S);7?$ zI#a~%#Bwn7QZY4)mMsx{j@AZ5O)Jz(H2rh#5o%H4S$v-zdv{4&PMqtM|1X)N4cM9^ zZHEODbL;j^_y7Ih@4$Joh9dH`{r-#O@p*x~KY}>|A8y~eA?^RafBlAge-~U5`P0>P zPH;H?!g1#R;e5dDe~}l5Id86lpTrOmv!prSe%3jo&huX>`oEU*Z%RM0e+FQSaO`Bu zf4=#5&Wf+ySF679`nEp$rxg1q*1!6@`tyH0?v+N`{=j#!xoR{2r2TL6yUAPj-p<#K z{|8ZfIL;A6o9;NVC+K(LjajpaF>cFQk<@SUIb#fe!)vg$Gbdn)>%Z~#KkGv=?@h>S z!*>DphgceUXZ%0FI#TyKfh#)V+rhT@^S}W}O)AFd9o|8V*M)CmeMuk`29~SS+hudwBz%?{?|J*-G^Up@%}mW-Krl~zoATg zy5_r!_l5nx%=@t#b>7+TLhavvZKsSk9bX)Kg~uP);#-h2DWCso^OYSk-kHxz#v{jV zgy+c~|0?G;z7zUl)FH>gxVd1uW?(O%cxNmkp zLH|J3Lrf!c$>)E}^t+vLv%gvBTJ|WvWG!v6ss`C# z-|kZzQLyc>8wFP*_!!!eYAdQu>3{omrs8tc-j#doUdwG0Y*4j3`E3ZFqtEv=c`T(b zSf!Nzx`t|${Hf2!<7PM};Gkz5bk#rtjKS*$N*$N4>jJyY;H zykF1LCSK3qa&NSsVDy>mhPWHcSJQHq`7?mIxu`rUrTvZot&5tj~uJszh** z>GeJyL76hFgO@FPp2$}gzDxO-U;bkH%y}5bcp2lLxo*~VBiGD0$3Mp%#~*7#aZSPT zw;r{uSi?$l+}K!6>P*?#W!{}q=`TOF*1h@mTW;y$mT~JptJg_BSHk}j{j4)}Jmk93 zdQ+PFroB&VPjvu)bHc}g1n*Fz{?9f3Dv>|doJ;bCl&*i6*X0B;WzqPrgudNhO#d>s zO)mY%T5zlZ$l8FnP-}_!n|sgiBd^Ro)IhusOwM(!IR#7&F*u{pp+CPIalhdIGw98K zqK?u(P_OSfjy=PLWgtx{Q6OkJvMOMP=RVAJ(lJe2RJF_ut%$ z-(I>WFCI%hLaR&ozo<1OH4@P-=BfGZ1?rB0PrtojeZ`-B&KmNAxorNS_o6-j@7JI4 z8+mVVob?fTuVQu-i^@6c_m@w6?ZbZr8mxs#Y)+8DI?sQ_^ndbRwV8iY`fC4J4y|nY zH~qlcQ}O&a{i`qB%ms7nrhl^OS4;m|`-jB{l(jQHuZN>wPQS z|9tX+)JgkfQH#g2Bz{r#gX;ez24CF&$($yo&{tm4M^w81iO&|l>p1X=>Kg&OKwCrz<%roUK24!>=T$9w;q z_c3>=^bMYEGG6KWKgdDW`hUgItLi%!zdHTrx&@!Q^e<#B^}h?B${By+duPnUcvwdK zmC0}`@gyRUvu5Oy8b5CM(_+a-+TN4k8^Do{5|52wRjQM@^%jUBlvzq^>O{< zzpGAcaPNFH#Vy*kT;4(OVpwCnj`GL+u-0G2{2yN|TIg2pStskPW>|j)Thr$lQM+An zF(#jajWG<4T$g+|q1Pz>M!%`Ry<&sL$9O&d<9Nt}vf5bdtDyUYIgeTE^W=KSA+Ueh~3k^CSOZ!|GJAwttsMeSSyD9O2I}%^B!aJ zG46&n{<;zWlo*`gN}{|p#K(9%jACE(+kTDL`T7gI=6O{6i2sSjkv;F{f8A>wPR}tH z4v&W%5B?h7n-Q-YC;c(h&Wh*#TWT8l|9Xr888_n`{~Ui-H)xb_;=Do4+3M*~D$*%FY9R44}cgS&_DXBFj zI^=}r!9m?At3k!wH?{14vj;QU0T~MaMV^YwA8{asgqb zjo?I3Qz_QJzr7f7{{%MXe}N;h8cF}}U%$HNz@}IYr#@hPF5>;-_V;?+&4XVax-r~8 z2n^2?k1gTzi8CR+$Jq0IpZxA|H^9@F4zYeD?xqhlqWXUx#I;YQ9v0g~8qB|D*Y%F} zN&A_z=LxR64Ll|BI;TG6!k>`%Kl?SG7+NhtsOZy#1{31ZcjA11`c5vR5oHqWix zzb;&>ac!SN!s6UMuFd>8rL6xFIn2NQDM$X8m!=hY#4W~u==RYJ{l{E|*2Xq)8^}qNEybmO9>$YnVP{=C1{J^6soDZpo1rCv~P6XOHj?mHI!|b+MM1Un}Nl z|9JdA`cC8bzrH)O#r@^I*&)}B`f=;qe&z-xp387B<%~b(WGcn~#@t7gTjt4$b(j4% z9mfAVuJ09pV7>f*f}u+N?-E0(ru-RRrV{`Ar*qc3nM?L(>VYEuXXbX&IN9Xz|JF~rY`ScC9?C9DFAODz${7?1IT6V`XSmW=%7S^g*H(rMKEGkw8q_u0z%4Wr*o@o!?@lXXA+lEg{n zUjKi-Xuey#V^zi)x{>q0<*Z!nabLj(Mb1V3rY&li54k4TlsG4A0L9aA{i)YS_sRXb zHcQUw^|l^N=_|G-<-f-m(U(EFsJYyUqCJmm5Ji*Hy*9r zvEIG$x4(m5z(dEfB|Ow)B5U4mGt5mP`LkzRJWBLN1@ce*li*$|*FVfzqj_ymx2k)K z&qZa&6o13Xg) z&pLJXKVWc(!x8+=aYy{s3Blha^h_p5|NNlVC90(VbB#Zf5ow>;h^5INb8O|4f9k1x z`bX>3>9`2ADdXgC8T1Ra|N1cN)+x@A`+WMBHK@Wn=7o6pVnCjC+B-3QRS)CC3RA8Q-y z_zfV}kUncjus3!t>~pmr&%Qcz-TnMb^Vc-n{8Nei1-uC7OT(V}Ib@>Ezps1yZy=vl zDe`agpX9q)I4AG;tCs$eF@^DDW6S9CfBf6d+x01Z`Y1}9e+ub;$ZNv83R!aLBvnN(Z^TYVu8sv{`K1YymzhMmMV^rU=_Z84*&;cpx5n#Xx^u+OoIOZ`^WFQcYtFJGF@Q)P5XcH^*{SG)qj30 zr~1F3{he?8(qbLV}x=~O>zOR>(>eYxJ^ z4dxTE|MX#GuRp7?{)p$zQuW`QP2aeWX3g;V47i@+Iwi3qghw)_>>T%*zb8}tdFSh~+b|M%H~uiWBYt0dQj$xF}i{H$ z56px-C*wS>HEfTp-SnF9EKeh)pYoqFRB!n+owXjepN&Vc3H<*=e{r6Kt`mJnz2|kC z>{SPbW4uoEp6NcFW5cm& z%!7=XQnz~j8vObGKl2J${FJfZINm4!5w~XUhw~45+~X$$$ZZqHRuzXM*C9SAxdRv{ z#3r#eKF|NRSgM^%VsXhe`RE%)N1jn3{jn#$<`ns1Jn?pc+6VOIYkXLEWc-r-nS?JD z(r*Y7IBml+yZdJhxi%+~{=ygM;zM_fs69>bLN|p$)I< zzlD32xj+2r4Y%a*>T!*KerG7W75^$De z`WE|JkM6nQ(Wh=;ct|if`See&{?9f3O#U*TQ(XQi<0AXiLmsz4-BV2eTo}|G6}oN! z9WVdo(hstpCI3eluT^^_8h`o5fADwM*b+TK-2lC8I>V1Qd4?Us zzSjCTrSJPX<-f`^WiOS#WIYDC*bjURaVUn5$iPbwSA%nw3+0CkKe@L){?N_eyu=@4 zJr~8B?D4T}-oIDwIh63a$>fi5eru=hOKZR6&ait0Lr}Q=Mnfad=O)<4@(>xVUja`nHp-*S#f?vio%U$%jkJ&PD0 zUF)bH$J)R8^hP;OUWWIL);}vduFCge#r&Twr%p${@A~_HlJ^^*|8>E(0k?SfbMeas zpKXSJx48ee<&ITsd#mArE)x-zKwe0x#Pgx-j zr_ugD#+G9LD6vrVnVINNs@4BeM@gPHx&8md$59ruJyTKdJsz`6p&Ov2RMVe-7Tfl&o829k2f9a{NzR zht)g&yY$c+_x5`qyCnw^U%^~bZ~D!uf9Z!Q#s4>B-W=5CS|)2T8*7c!KWeW-W(5hIYC?E_fUJ4_dI}Q~J~wDgPTSe`~wo zucB?tHJ7Z1yqzOU8#(?Z*9~wrtS=SoAL8RQuMKlkDc(l@pS3(VI1VgMrTTC6sSV>E z|I{DkVI})?|;e@u@e2rg)$6` z-qR-|?&;HEH#RorMxTti!Qlr<9-Qbst>1I)*_K%TtZj^A%kL88FVveVQU4IfVee86 z`k_yv*jKswkC+$g-|Y5Zf7DwO{X0s`3-lgy@+hul{QA$ZH+<%O)Q*aIkWc>;1C*=( zZvby2{aS|p&(?pX(68qFlhRkaqEYjIBl$0LZ8ZKlj>A~SZ__u~`&#Lrlzz(pRQ~dh zI~#|!9)BIk2}5i|z}x_bVVD#ftHl1cwsT*r_A?ic zyf@$7x5?U3&GsA5en6g$T>b~-iM!e`~+-R&(BX|BU%zq^;_k3AA#wpLulbUD-!cV~RcW|?$SPdE^aZ{bNEZut$$MbwVQusekybRt3?0in*T!FW1RFCA3_{Cntw|f zf4rtz^yN7z{b2v3{7>V5rTG6@Yl*gW7>6a=-__JVoUhHsu{k&1+d198bZd@`xM*S}0Hwg0!eKP*Izb@!P zUL!smUIPrPzfSB${5QKX=x6!`#OgOnjK3P~Uw;uban5aYdwLJZ z{20%X_U*I8Fn#>C8#O?F#kb@yo;}dmt&dCd7-N#ZJb&!Y4QTDg@GR)zF4SydeBH1& ziiEZ)uE@j1jyjh0|{vgi~0qqSFbAL67wPei%&8K;fge-bhK&M216 z+FROA+r#gSW8H{9XJUyoepoJjzJDXzpH2Td>R*)7{$Mwu@0V>wt@?M~330+$F34N0 zfuR2Sa8BZl`t5xw{BP9wCl+os@HHGqW)GVFStnyl@iwakFUQi3q+4@&>Sq}P&cl21rNdM`3WwxJsDZz!9ZfRcqTMGYkwVySute=Tr7=2Ex zsMhCt9oo;lHHL%OzjXUA z*Zgbxf3ora!0p2!e@LjkW^-duV_4`m37!&(;21{+CAhU)la;hm;TG32_SR&L332SDF4V)*HX| zu;1N#Gzj@V88A~e&I-vNee&daBl%w|`lx528abO1-?YX*rp#X9K3m?d$4iKRux1s<>O}Ydnx9&I*AW&1W3EyD zFY|e&^ff+FEB#aI{FBn3obylG|F3uak2xc`o^88(66=v4)wYW9fz~}nV=Uf_Wl_sPwwWuwwkthB+ea>vRXb*5Vcz@X%Y=4RU4p~*1P4F;^1pyv} zxmbd2tC*SuTVv<2_gEeKzQV9JA=jmxr=6;_!ga)(r1Vq%6K_OW^LVUgkiTVEqv<+~ zYl>~i0f)KPbRPHe+xCjFQG1_b+ppa?|M+_Xw#J?zI>680{#ll1j=CY%b|? z5W8lKe;s1|nd_bM+fSSTbKPj|8{!6#s{=e>{^>S+&)0VEggb&w;>Lzkg|20evFFH3 z@yoM8iDODE7%@JLk3MpvW2179`n-`hNAMGj{VFbnF?N1K{;SVl^D@d~!`Qpj$>8&V zlZk79Br!yuvpfo!d%ZWo?^r&BB&N^n5uYxTK65yj4_|A@&>yWifrLN87yid_%tJhO z;bC{k$1`5~<)O;bi9z-48-Izb2@{>E#%1QF}+ni{ljN3>sXs$YyA7X z|K(Ko!Q83t-Or|YTXMVTlf5?%xenlAbgY-o{|@+N4PVm++zs>Fw9Ed4)R$te8)>&- zj#$f%*uLETPnjxZ{PzO)m8<_1>ynJWSpIa3s{YAGKbQP-{Q>0133=9_ zLy6C*ME_SxzgqK8O26><(|$GEq5AWGBl)j7S;s$rmui1hL;q##pOk*e|5X0CmZ8m> zX@AD^zl;;HU2#p;`e!`zKc7oG?WaDU$HuTHf}tUH2FImVlwwj0pYqlEZ`^;s^R~x8 zC}zcQCwt^s{(8Zo91`Dd(gw6QYyH=#_P5_Vu5Bo@{n}QK)ggb_PLDgv)qcT>;Jo0L z!gb0cJ@+dAiN8_bMfLp;#H+;bQf~iOqy1aMx3-D@W%HFCg3HjHCn|r$2eH-=aY`nC zMxU_*iytj(UxS(#Z@L+)=LDZmA^!{W-I&jmd&c9{XT!Bu`Th_4R<_#yAM>}Wf427i zSK=3{+5TG(@4L%`H>F==nTvntlfNyH2kGBv{VVHo|KHv-IffW1&gr|I+biQeDKUDpvi!)GvW3pYI{7z(*3 zey(1l*WQ?unt%W4hP19_B!SDT5apub+`VmyaA7Z?-P z`}vHht`uub;W>&`(KspbG>l7PxMH>{=a~nSfUq-jDN}>>kp}IpTxl8@mDSR(_B3H^$%+{nGH(% z%u$g`|BODl@0kCl>%k?-@e|^2WypWI`j5P{*g3}<@j#X6zwGg!=;r$9-;{oS`HOS- zaNexN{Fm~-as0pj=&IUNMdm;8$?zI)e^g8VnQo)~7v^Qycg;5cr|n0dr2RkX<-Zj^ zNW+X621M`;#D{o{h@K|~2gk5|wSF;hH}3?ziJZ5bF>+0mKL*E{|FHe;ad+(A>0sM5 z!}urehV^X9ZNJpO@x0)@#o8}9UgUbkF&Ry{HxGScO={tPAdaOJ`qKA#`o9|O-yyZD z5+4lLE%dPygHcTWjQ*x8KZp<3{4XtMzAJhC(;|5<)c={p`fa^uejEE={q-N)znSkZ zeyRNa7t2#_zFYIrmgax`#r^jOU%ENp^_J}aC8nTS{;!|#{YCp7VB0uG%9MZJQw#YQ zpB>k*4fg+~{&$TrWXB(vSE*X^7yDmV9=)13{xNUECHL->*(Jw66n8`20R2VZa7G+R zk2kabSMZ1pmj6bNzjEpCM&2&z(=7j2+W(3CFFvr!=^Q+M|6{ZIUnM>S88AO<+W$%a zD^F7Wr+UI{NZmJ6{Ll1%F8@m#Vsqo2f0^4R#vYW5KVYuAT;reE`+c|DfWtYN_>179 z$mjnLSRIKUCh?zk;CRZ_|Ko}Oe)QQ)sgY#QF#enE&wVm>)Hco4{>eQ5aP3zp{xapW z&)heAR|=n$kBzmz1iu~dGKz_bzvBpa8sKh-qtSJn$Jq$hhPWKuCpaA5pI~q#j}7k= zT!r2%)Asr)&= zmde(Nww{u)Ph3r~!PFKLJIo(T^aFIM;BXpGpE-LqXT)aBt5IhAiM3gK0kx?R=V!hg zi-BA2jWxjBSi5a+eBF9&w_sN}-ygkwN^)2*uf@&5tL|sSktN1QYzguwSPq2yBYjD% zm+={HgUPp{76;}tB^QCj*cBra$8+U3^V;}WqJGn^*S!=Rj^bwIx`@7FZ4%6l{0Ejt zpRIA?_!`CY6sLc}=V6g}Io|zb+$JCEQXGk5NMhX0KdL~#(e2Ns&s-8>2eN;2w4djs z@41h8Mc%!#MLAaRERhlJkqgJf;}e{<0BSgHIE`EL4< z-v(HlHtd=2Mruu=rc}W8p)TH9VvO(})}NU&ko5o6N7qrq4smYkl_KMR6!o2$SE|wDDi&JSL~#+rOd`$IfChy2@f zOVxiP9(Tj>m*^wYjb7(X5dE8r|KxAI^nXg9@}e?Rs{G}We|v`QOPzmTSN^lkrRo^f z5&7(od8-z?uU3Bx+=1F3a*xfyb(num52o}}{@WbSy=#UTaWl-Pd7FL@kO9{vmNhH>32pX_+n zA3Kp>J?YoN^pope?f+`EpZRTQ!_)t=`Rexp$EEl$&)X>9Qs6Uqrnsc>`CnK+iQnbc z+y6tn4eKk>*UZ{lh3FHPP^tfQ#?lV=hd;gP7W^7O9Ce*TqMJH|<+<8M8_<$d$*x7>$cO@A%hZ~Uy5|5aqA%J$!6mcNw$<;Ndc zV=9;bhwC!tAmLgg=mY2m<#FQw&o}=OJ6mb|n;3Yh?^P49ER^7sb#*85Z3+H;#>H#9!}%Xi3VQ;pkid={ET+Q0u+Te9w_uZMmB_#as( z<)hDLz_B(Uc02iZ}8RBV(dmy%4F*TaY#ve2M4Aypb zUZ11?t$viyN~=-y8Jk~&dQj!iUw09C zZE%lbZIEx`tmT~0JR6LMuRga?a#1iJN3QmBZNhJzCC3f&T1XukpUIy{59YJ5D{V%C2D63>ofbQZT$Tuvr^ zi^qo8{c|73_s>!cj?Z^P+9lBM<#*@)n{SKrTRYhn$-VAtO!4@=;oAvzpbGRG-Tqwk zuS?Az?aS=;3vWv3f4L4meCFxz|IC{lnakA$I}z+;O*4bKFRt8^k3p9uN!;kC)1S;%*dUqcx_q)|BSF*?p}wL;q~> zwYcc((7FXle3CJoxc{F#8PTy5>404FCvkm@UFLNe^B5c(lhu|#(#Y07tS?183voHI z{wqcQym*H99vgGRqfg!W2R#|>&&U64`qqBx-CXop1-N(#>4(rL2R44y@z++vxc}r4PSWWPetB z{wrpGrTnig|Bv>c6zquLM~JT>b|&l(IOZPAs4+!Mi9bJe{^#zKIkVi9IWy!wJs#sT zh~a?^$a_2{NB4T1wDx%HiqV(275r`o?;Hgdr}LHdPp#z7=x4WoFK`k0+D|@(_Mk1< z?cZ_bgj;!d$gMwdyX5v~)8BR7e_vmv^#|AA#LHNlviYA)e?09sI>q{5bKa<5MBdNK zmI{`206=zpQF=m)%e%zwq-SWTsEz#nvqKbHR2V*V$_DDwGV|Nh~8_x7}9IsLy& z@lEl%t^AZc_gz`K)maAKUP868%Q_g`2L}Yc*8g8_`^(Y4^LH*mt;aX;o!&R0&977YCqn$Emi?c$zj^1sT>7uQpFVu`=c+#Q z-#hsDQyX%WZj*YjrNuwAw$ux^>@f1x_?Ty{#y`I?jpGj%|C4rP`Tt}8cN=n?Qm2{y zWqc7mSA+R){`X7Vr}I7!c6K`c^3Q+7Ly0_Q#Xs3+AI+QrECFygoKKs;{t9_WiL0^v zHHM3c@h{9-c770xqiwb$7B7T6ho%+A|?j%^;ZIYY5@&==Ip#M{W)1pDycUmvhIJjeU>9(%ss+bH_$ zy0;)#&1OFbSo`$drOkmyzCH4v`Ej(SjmG$ax$${!Sm#FK|EyVsYu20xrqg&5wZGNl z7%j(5JM&o}e+BEuFsDV&{cgeCFb*vE7wj2h)&E0|cnqC8{W?c5Hy%$xY=!@?H4)B8 z{T1ep;QcS3Glpzf7+`Sxvn5`fg~`cBpYQZC#OxKv6L32IxW=jV9KYY^`9kz1w}p>k z>s;g8;bU9U7M`bFg!~l`M?5Y`p6&S*-iiEDnrv4o^c&s&eDtN>595LC*Qot*|99N! z6uFUOIr=}~n1sKO8GnuBxS_0&$K1<#?1jg=mvcBy%=dQKoC!9%xyJvxi(915R6PFH zdn}6TtJ>)w#oQO;%^=U!^r2WeCL<{n7)q3-1^t(lNWr)`^Zf-Uj3JE{L6E*^uN*PJqcaawR&vw z=)Y>WzaJPb)-~jO!`ftm_p&*wf%9M5|FmyZhQ&TXpVZ6#pga_t|E7QSg`2f-POv}X z`PcMqE$3g+nR({_lzwEh)X4rx`41jXV)oEKa4fk!vr(J z+#Jk_BX|mrquFukC-=!$v)uZlTN3OIuL0ghuhp3P9*@6KTnDfe0jHA0+!eQy{BP?& zUeNxp=J-E^oIlz0?Hv_c!#2Ize#I9gSS5LeZ~uzJkMuh>_&+wEyBMC&=h(AlPhR4l zT=W^^tCs(P&yx2ogFfG>lJ>KX743IxU$OqD9WVJ`vM?CM=u55~?`xQ`@=Le$NK5c- z*LwXkUjL8vM?C(>FJg~2UN|CoIp|l_`d8lPByG*@e^N|ArvG=|mOH2q{Dzyg@=Wm2 z#{OUCTQPr^`KRoECH^n=hqS8-<6mS4@|R$%%-5E?{o#F^-2WzW37=rL|8FV2@t(;3 zcf)UKyG&kd=YObV{4pjN%fIkD`i7YQ=WV>~-hOY2o4xw@EAbEJCJMgI3F`mNCx6u# z|9nO>_dj(+sqNp%{59}dGcL_F4*jpCu747LVROlUIqeVn)cgN+KIOPBu75vXIK%zN z-~Ntx0OAZy7XK)<|Hsq*z@sSsVdE>Mk1?2I{xklJ$Nrd1`lnv<*LtT-zM-m`=UrZ`z_S-MsG> zD_(^5X)6D(*uU}k=Nckg{)lz`UK?r|}i zyGC&_Jg4Uq+>Btnc^@$|_@+WI_C7xeG2Zb#iuuleETyl!F`gRl?SITm!!3n#DgSFO ze^O^E*pG(Wqz#Ta1h_fb$M#_~ZaKbqUgi%zL&kS>jANVE`*U)w9OHBSv$<~q`piSa zSbc_lQeykp5N9Ks)|V2zjmO?dt{ddgX~DMs;@0T-sMmgDpUmgS`cJuzJDRtm{nkm; zjv?*_^#EXMDm7+$IL8{Pg~^qEs5*i^tdSo`&u_UpoROWoTa ze=OG}*V1-0T!fbs-XCmAJ=bY6WY6|?o6yO_f7Sz4+_xX^rV|=G{)uz5@y8ri_0T`9 zh}W2mlJ|f5kN48`(aPW$;TBfxHi`cm?4F)#Cb( zI7ec%xUcv8m-fHfH({LTv41KZ|3Q|#9*Omzd>_QQFVFl(+|5klZX&-%x%QWRgJiZ0 zb!Du7ROiuN!`vzYg6VL zf9?3rEXnNxj0oyPDZT{QYTyL^`rfHo?8q57yahi4jm8DHfdjJ<3EHnbTW1q43jlIm!*WrE4DgB5iHS)hP&RnVe z%lV9b+-&~;Li(qg^0yW~$+xC`wk5bnskN+o^{-a*p?(sLV{Z08=jk+R|hXb}JF*vo%1;Z^rpGxpC1;tet9cHz zWSyimH&VCD_|3KVH0@r#OO5C!^`GMRD2=|=vXQ;uZG4^^=DWdv#>m$KcSBxT`}f~D z0{gN19Cx_3VL1hU0` z&)@$hf5KzPA$d$+`w8SBOzgE+f9K*qX)(_W=lfAy<(pVFs1WX?YW$ZMl@`d*d)LgP=)Q7>W} zdxqL)evT1Y7aE?9p95cq`KQ?UpA7PsokK9&{#d%D#Vy~q26|QPk9hu79mV7IoquE9 zX!8%{H=q3%-ktVf73Tkxeqx)Z{C_>Ybt?o5I&NY3+lb}j71+lM1Nju<`4TkZ7^aY(K3_3>S#eTJzaCPJ_f z+`rm>#RxFJPiFg99vKS$w=L(0yU}|MUt#Sh?&;Q0KfXJ;=Gsx$E2b~GPa;1<5^v=i zo4yBb>TAg7f7pC=hxo~fU(mi`JJ=5i&tv|_^!ctw@vRJVAf4^MfILVy-0?f7am?or zEHi^~s#N}O$9l{9xs?8A4x4QMFKYl18^Krz@g1y7WxQd$q!#`!es3kRUPAvDl0Wu; zIqi@APu9k2u79i1|I(h|4@~&azGLk#@vGCPPyf34=$pjiAP;>a8PnHN)E+3#6PvhRC()f)-NC?JW~!6`-{h`E&t5V^1;+;k-cqt z$M&_QFKucP`zw?0h1<^@$?z)$IiWxe?a@6F}Z!Wj>tNf@hOWx*V_J9{ENrR z2(|`T8Oft!c6(yOs~xXc8NuNIf1`H3$K;5ePaFxKfxVp9YYdmey=;QHQ5t-f;&1F6 z{>!oCxiOu914`+q{159(mD8{`s*?Pvp8@)fde!@i)Q6GGgLYhS!L}ww99YLL_q-OH z$H#~c;TlYy$K$F$xnCb2lizy(M5fPNHnK@wDaF}@8dJW$l;C=z_S<)~)St)uPXk|L zd2SSI)82Pd>&eLRlkVwgzt%^xn0Uae5X15)=v#>$G~$FX<&t@!~g{;Bb6c?RFz;-W?9)33~Lz^z^6m()Xw z@F6@V`EGpdvzqkzo{emOKKjI3jUo;#^>WaD@<4cl{rr|Cz}-yo$MW}oe2@6=ac_t( zGPe!$DVE6p_*q9V*E8>8GmQVWU0b9M6LVSBQvbxc9Yt0>)@?)UHn#&fWWm}X$IVYY z_$K-yeCXIZ5KFK=%fcF7mP!z z{Idm2&85%b?f=Kn;Nzx%8; zRpI;>>wnQ}W$M3t@~3liZu=+J9Y%=uU@^qZ6~?H{c+)o!{yH zh+KzDceW^&0CDm?h_ws0L+~BR^?MnE=e;<-S1=T~PX6=wA+d!TIsQ9x7TA!*#4EQGv)nXmhUE4`@f0FNxDSKZ2 z7VQ4cE&OSjTey3f|2B$#EAxBnUe{6P=kn*q>Hpf%ySFO+UvB#+y8n&Xn`ZRCGoR8# z_J3L}HvM)OF%66ljc;fSL;TKB{A1RVgYMlaGu-?wx5P&;`EG37Wa%H#;ofg-^0)HX z2DfPEa`*YF1#Zfm&)llx8@#`$KI6~k6&pVs<2KIgG5#kiefqg_`Cm(2e^~!d)b?Av za>F?Ff7HA`+s8eKd}m}x7!_K8s)6NShHzMce}=~ zF_&_FWuMnt|M7h*S$`A5UhnbuMau&B+48SsT&44GG9F5?KbQyBzK`eJ`_Z%+Zs%#O zpHis*Yb}42ac+XKk^DAlKMJPB>_^E@LmSg$X?PqpP4$}yZ*TIP;Oo^E%{V9b<2u@? z(QmoNo+Il!+$;a}*@o{)Y}}N-tff-^*H!+whUK~=jC0Nl;sf!vg^VHo)=l)X;q-Y9 zzfE7R_rJxS;5E^6_D7=MF$Q>Zh=no|!R-_qPL9$O+YEgyGfyu25AA!O}iF&@N>I(@8Ljt|2BF4zo> zM`(?KGr+%S4jqfvzKm;i1RRTEW+XRF9{MjO7f*z-@y{V%htK{M|AmIdilb*+yr1W@ z>EB150*Tr4-KA}e-6t3mYjgi-pTx(N2Hv+y^yPUz=T9TrUkd#(VsIqK$VK7N{FcS; zz3HEp)c+deW1LF)dLqb)=dsCC5&o+zTOR>q0r}&%z>2?V-1sM6h2xX?VnkPY{Z&o< zL!0#oup%alBCme@b=)~6wWao6Li_}{8>=gzs}_{7KodT?2qw|zh;y_>a9}rkLYjOaY0Av z{8vr+E2RHY`kWI|{-^S1HbVW!AJ=n+n~{7Sw-i4!d*uSR`oIRk&SYRE1Y5&AFHtTS zU=D~&G5bfZ$1&!)X_oPS=+05W3&=YPE{N^qduuM7&_>_>Jvhf>#E#gxl}8>0pW2pl z7c<(M-Tq8F9oP(yzmabbRcwVC)I){Cmt|G|6DAV-eo2rAzHnm0)K zY`7+S7vU}VyY+Lze&L&u{*>o4fs+nyr7huBwLrhnT1A{?EmK^1#|}bxX>j zZ#Ad*&Dn=@r@24==?(XXKfUSx{FlGh)&IqJFJ=4}>i4LA8U&x zxo+TBhtIef{O`<_B>qwGF?;+?1pg<;f{Y7`Tad5x#}|ly%vij~z5nT4xA6Nx#H9z3 z^Y2HqX1K3+F9%;z{a-HsxrV$vbR*2aA55L@ zcAsfYzA???|E|~kYnU0qxOfbV+3jLi!p_wH2{uOZ)fgs+wr9Z9(9Xvu&&kBli2ZMC z0K?k&d+iE{^}K zF@-Hx`?-FRH4Earx_&t$arky$Uy606SYyim-yUL373MaGV_(cop?DUp$)tW~evcr} zmbH<_tYg2eo#USO@jHI0j}bjvV`~XLqmz%m#mzJ}8DVVvGXws{$H5I3!+kOO;e9QJ zZ+ma|ux)IIymOpOhqS9eUwIL=$zu78#e4qOvi;@KKXVTCo(}#Xv0}wn`89GD--NG` z{IT|!@!Dk4{>$F(w|&I_a2?KN%O7*yS^k?a@7Hnsuf0G#O6~LyvGDoY-+J}1;B9^) z<_0-#_6hdppxb}h*9<7Yf5vj;8w=W{zzt>Au>LP8G-h(DPiip<&cx@ckz6K<*+}pwK4(h64rneDt0AP=6pvK_CZ`oPV29a3 zHtucTpz(hUcyYl#gf?WgiM6Ms?L7W!`-!_T|JUa8mn4@i!gr#bzX=#2i^WW2|4Ync#S^LQn5^!l7P(jVv(=8Z4G|FqV}K`39VPJid7F8SPjy;o!Zc7HwmUzB6wxLE6~lJ;w@ zt=G%{MtleTn6h=AmRtm;PXvQgWB>cgqrDmQC1-e<@<+LAHvcOzO-oUCtsMXR^ab19 zhcmx+U+)?f+)hj9Pwv~+7B_FxH*Ut_Iqv;wQw3x5(PuN=tYu#TU$fLLYhM@i75VT5 z>M_n-Iydz{gBQ*2f0rD@->+8*@ z2HYXwY~&lLDE_wjVw==2t!4Z{;eSpYq@2 zNO4B>ls~H{Wp=&VzmYx@Uxn&8+Nm}sZLee1>p|*5+8@~Xosm9M|A*`R^He|DbGg@T zGSO%5iHw{#z}iTR+~=iO-_05~o_A6EsV^BX2|4kxo>9CFF*m3)MeL2_yE)-*Jp}HC zF;v?aXTopAvoOy3(APzXe9Y1M$ns8bALxQMYjN=25Ucagm3T6q&)BkJS3tvPbDx8L z#&tYTJdbS2^%^5noDY9%+`2G*){mSNN_->l<8Ts~GV@<)Qj@V7P^4B$V z5qY10k1+jIhW_DwvS#vqk}dy&>#?zK&&NL2zZv7Siux~p?k~?DyBE(BTur^{%eyqN z{YGD~Hq2|oJQsQ7Kj0)dU--E&d;Tk?|0u(cpA6{y*aZD=?XTzj8_VD8L|?FYRh<7+ z)*3heru0=0*c==7R+Gy5TIPW2+dnD)CpZ5)?sozwW3`yno?%{&?09;>5y1A*bHEn} zUdP)&JP!MZF|H2ScWMU}UjO8>|Ee+n1)C_#{y!#lr;bRTn^yRpH}? zYsWW~^Z_&HCF_O~t0VW|TE*RH9_cOTd-B?U?ibe~}Z)h1ke3mPwDX&eCM@zp$Uf81V96to=OCJWC=Y5hhFe#{4W? zYs&9e{Vy5*e1AQU&E58OSa;d_EBLiU_G%-4%(2ApQ}|65$A2m9XZ{1Xs(L?t^L5GUV9WZTotRKWjhrhtait zN?&yzeK)j6lCAXhH}e@Qk2CvUeB+V+eVzFK!Ix9rU*3B=@I~VUsr=cvvwfq+pWryX z{$oxvwLNPy|EKx~eD!vm^}FrI+yC<2srLhhb-%3hxh73=d0w;{US7=X2pp*m<4Uk@D@&O7$P{Gco;A)_+`|HA4T+-@e3s z`qk%&ZSM8|65xJ`zaUS^>uUAC%9Za&_DN)aG@||0px=(1H#Z;O76149A5V3Apr4BM zKV_1#Tn+k^(|qes!!}6mC&AMw{)M%rtiF_Ca|~}I_>lNo{8n3D@6me=SL2^Y8#Ua+ zWB&PaEXG;*>r?tE{~-ff2aWP!@}s|1ZcVnvFMm2`(4O-)9p^XMI0n6bi~jQ*$EN5# zf34sT!*9Ju#&2}L{#PGBxL)R}CE`{Ap! zcwncu0gl}}?Q>XYt{djN;dXgI^EoJPB@5FcHI*JE-~5N1`l~EbxDp0tzD(q9FOm@SalYC z##qHxV(c_yqc2)*CdCiMI3c`8mFOotZ%q5EMPKksS^b|ae~GMkTQruP4BoRZ68_tL zx;HyExBL-nzU}Id6JG!9f(>Kxm#_VYZyXo9UNAS8G~W$zILu`wu@dqWJht&~&mo>5 z;BKIE*InE!SiZGgoAG-K_y-%iLjDU4KmM)%ZT!f1%o=~C%AeFa6MR?x{^$4Gk|RFU zS!E@MHk^g6bU5j;a{q$cp z{|A7fdhxVz^!0t}Pk$7(z$C9t&_k8!pIq{vYy4e79?zGCae8GQtbhA6X#6ow)cgbPodiWhmiBe zS(BIYd|7-!4iFgyXk?pp+ zWwBhu?U(C-O<|s-AFl5WeyZ{I|BB=59qV$vKWA#g{a>u9wgcEI<4bn?x&BQ3Z}cmw zEHYP1h7X?p)hhbmm*M&9Gp(Qgsn_^R=zy2tC+kKf@sQ&F=b4N5x;g8*+@c*rj(Kx5 zcIfqW5&!Qxe3$qRzI|WO;q&0|dgvO;cJf~QU4Q+b($~H){U5J^%Jn}Hcaz2+GG%(@ z$qh2!Oj|NL!ylT;f8)nL^Ql=}j`N7t(Ni5ny&zkS?ax&IWa^(v=3lEV5&J?c{$>7e z^S@kqc+-uHK6UN4PnJCYus$Q@q@``tv9=WbFMW^i;amBB9n(eTziP!_na`)3^`F(3 zsuq3IS#hjW`YT8Kr!V@_%|%YU?D(&ax0lGBH&`b@f*Y|6IwWrx*Gf+;(5P3^!aCqF9B9YYBng=gmidaA^LI;uVbu| zSR0Swk>~TB`MmJ%h#Q9A`s{z?p-roF`9lJAD^Tm$;nZrjK29rM3d z?Kir%9}j(EZ&U`7{@4HHqsm{96Z+;of0geR!_s&japJ~*dnWf>kC!5UtTDvz`$Wfx z&QN_a5%kYCV9N`&zXSL=`quyW?{B!RM}N%7bwdme&)fLR$NwW%cNIF5`a^UG^(g+! zcSqyoe@vfv297i0PsV_6VEz~49EhbcxwCyP`Q!LwpBL(XeiLo+r=R-hGf(1C;!}nX zeJ_sl_nH3gBu5WrDq|}wf5gW~-kUP?&;5~GCCNW=J-OOX-qdUS-$0%h<}rFWGLWJF z3(+S(*sqo7U+Z_8Zt#x?&Hl0T8h8qdEe{n#F^zx|W)e{%Ald0uGWNWKc#G_+?n zb#6y4@*m_FbHdPmJAAhzv4?OC@j7Pz@ZNo}mso34Y^pNspK8p1wbVcKPtylP|J!Ef zyP+MJqy5CCNPbM%yYwHJ&!XP`2kl3-Ra^Vo#s1bc%lP~sM@3G&4VN{^{ANFhyBl*RBS)%i>3ZI^+U4%*PcHJ>_#tg-(bUjrEJ&azxHoS|$zts14Rsqkw?78VSciu;xsmrofV-4B9q5JMA@{yD}|H&8_r~LDKW?3ti7=PIg z-ZVo0uJ76E-udtoxBMt^wrWd}m#a^82K#HW$X_k{e^>8*!HC@-9&+z~^oiTseYj}< zA7Re9I?TV8PsHjxS?wo1uJ{?l#V8&`F*JhLVcn<*E29`2;&HIyT!NEG@{-7RJTb-| z*UEh!qm$A%esG`iU;Iz>K}Favl`F_p73GimP5mrtyUHBmbzX+8E5~U6@_My{1*_w2 z-q=P;Fg&U|70a&o>UFk0^%$Lu@y>Ob-KT3b)dxH_vFIl?rL4ZxMqg*@JK%6U{swrQ zT>RgMyyRvV*!<6Z2l73%-^SLb^`=;JO5(=O_2w^D)%h0Y7r_U-I5W z{hv$z>%Xm6ce^%VhR6$( zzwGw6qK?#|Ye(H5{`98%;p9(lFY8Pp-wpTsFCWere}(w3J}9pzz5XQqZ28ZoZ~sdf z|Apx1>i;faPcERQlWh2X{n6E+Z}Rp3!P`fp_=?6^6n6vsjl>*${DJ;-Z1)}yxbqKs z#wCAazzpS*f73OpD^&jwcOiiAfq7djL#{&KG*0%^~p|(0KiC`tLe$Mj0}iL;st+=aaue^I!bzbI39KVDtg< z+<+Gip8rz%jkQ0F|6LEYMkD3K=0D0bm!-_g^k~{$Y+Ai~k?G z!5lY?1)Oo`2YOJS>XOQc*KhT(KlmMRA^mIqPv*qg32eLQ;Rfm7Z(C7Ua_Y1Y|79LQ zi+`&wP4!;#{yxpI`Y|DV!N`R{#AjgY@!8`547+d*}k*$}p7 z5`7H+jI0A}-VlFH=6!lTv7z;u+ueHHqvP71pJkg&Li&=|#^Y<4?`DnUx-kq6_UC=h zn{MR1$!h;je7}^;mzcX{-GUfI|7oA|#^Y~Lmqz2o%t@0OkFq#2W2n7|flCgOjP;L? zCHrF`t_(YYznSNP&j@j7i8opd)?<8tgDHhRbMM68!^=Iy+u*p;;B&I#yvTE-=a91p zF=eZVB=70@AvJjh{G|x*@o{_rM;dH!KU%@dF<{f#n<#4a)12u8*cac){yUJU(W$YOpfr} zkH13vSN&}M7~L16U+(xXL_g{4%KKkpP{h_q?81MmDt`6oH_wG@4!Y|PZ!7*K$XfaI zhk-xKC;xKX>m=sclKMrlyh~r^m;W2Y-q`(NUqAhmEq|8ZC!hY4@$SbY^=jXvdv0`W z)IE7J;$C z{Kq;a^B(HK%=X9EX3u|V`_(2bSO3I3P5B?&j1yD-4&6EGxY7Puv->;uM_{mzT<;J) z(h=9AqAiqV{|F}8+e5@35VsubpIBBV+W6aiYCwE%^pEYjdPeX``P%=3;BGSQUtKF` z{KI^Rh5Qf974k#xPwH#VT7Rp3t-cCAm;d?9*#E(Jq2yjcKXBg#|9mz4AM#v2vq=9l z$BEYERX&v4{y+WaU)-FnUsv4zIJQDRQn~cw`?LKY`S{OoaVZnBdA=+D2sv(|v0|7c z?)j{0`kxl0mNNlms9lx13d|>z?a?>L>O&MqO&!SBSmA==fT(Wk$L`Ohk8{~E;SR})(!o5t%`6MN(FH*5TH=EX7o6KlXViReRb7pQJjtOCCS zK6X#*O|=7a)82PNYQPZFA~7fIt-jQ+z{I>HwgnqwM6?6Kcf|PJIml;f-Ki7uowU`U z^1f}*XATSI70?U#XZTF+1?z*_QN`#>oKSKFFkXobzXgXQb*JXK_Be{c zE8XNhe0&w}lo4;Ou>EXL*8}}Vp7|xZhq~Q`hdmP8C&r2AS-(eP<)mF*`pcFrbMxje zD9V4!@nJEZ@$z47T+|vWQ~rqAZRGf8eeo9LxG{WOM*gY@L$?;!96^l$V&Y^RWyxRM z{zHhb5O4FxKfU4h1AntuHegGT^QH~8V>8wRdB#8GpZ0XDf42*+9kQQ8{$u*(j(_%j zE&9J5wX*gK#zw#URzJD_O~1PM)cqd6_ad&*j$B_{50yLqt^Jg1(LE*VACA9D^iMx( zYw_M#|5l>^DjEM$FD^^|t`8Fnq&hdd{nSI`Pptp@9`y@e{^w`IdS8|FpVkw^dz8U{ z)5WHLM^G25>%j#bCv2yznG5TG>;H1~5AS1Lsj)F&ZafA_-={wFUnTv|c{$hopRfO= zFF4Q0d|ul8$GM7fM$Fc=p0geUQtZE4>Hm~|%KudU&R{Kf#{K)7e|5{YuaUKx)ZENr|LjBl8`hs{M_lXJ z{Z3qa+8u_?dF0M9SuY+(-Kj8-V_rOiIr2R6arF#eb={AyxJ%I2XEE2G_H*ay!7g_m z>yNIX%W}T!(Is~lYmw6ry5u?Muw)BD=Xy{sA>V26d!;>|SLE3qtTDJ&nyCJ#My`L=_f8*N}I zwkNi8>Fu|CH^kpa%pS4&@Z0Cj&{+O=Ztso5ibusWQ zd=56|VSDPHBCmtIS47|5E$}h}8)WaPZI)|`w0{8Yxd6XxCH!Z-7}o7!oHM%)jK)gA zvm*43=S!C@aSIjzcO!gGc%Q5N7vQ6=Hvh|QKXW{)o~dm7RjPlO--fxVbgX)uoX5{e z-YOZ-z|rxTjN?si*R}nw4H&qNJ14Pqy5qp$P)1|8FhSR`IfbPRP(mj2;b)%#5kCu7aV zBG1QLtpDtICHjZ80r{TU`tJf_aK!Uv)7R@%Z&Kc1q>-R20g1O1Wrj)P$<2J{?%Wc2udwoXf^G{4O{#`14Vs^PH zrc3P)jz7zXSL*yD{hTHD_70`=f1}!8sQ(quT$=q6>k-ZimDpd^(7&a~Kd&h?|CFnL z%N>6y{gnT&i~N1LY@z$~i&-+>^4UMcUl4P07x_C!UXHrqmt*e1iy=AIe)puvL>R-IL#*$^YJwn_?ea#IyRI+;tCtw;aRyhnVAU;XiRE9DDrD z?a6P?-5BnD_~Nm<_4KY_XKeoM!~birtHyqP<_3`)kk8}uId}Gr-gWn$J_z(5zZ`Z~ zM{Wp)#`2XA2h#(3w=u5|qfJ+bue%##x5N99{wUsU_#bGm-yXjl3GFA%LA-x2Y@SYF zT)qcp<;UxL<$kvR0kFn{m~S3nO*x2d>>tnEZ~y$wJ$^ANSfO_0r?hw3fxI^d@V!eX zaO)3nPjVlAg9iD;J+VW?j4Q@xn_!YI0)P7WA0v+MHumzVT&MSE(%0ualy@aI$9x~$ zZw20mIGyfCmxVstdtac+`L5OQzx>;O5O;%mN#1WGJ`VY<>xzl&|Ji)y z2epw_H2$V7 z{L+238fhzKhX)I4^sbkt^Dtd^%B>*Q?RWQPyepyxF+%6l^wkem%n946? ztpDFZZkA8xeI_;n@odCQSYDJu{5M-*vc;b()qhrJYG`QGz5U)4ckl{vH%VMKpZ|~F zo2Y$NyY-*qHhfMI=BN>Dhhk&ox6ePKI2^^uDE`WDA+{&BCXo-p=g7T!OvWRh?XfwA zze(vE&#_PW-!S=;xe4=n@I%;di|Jx7*YubTfd4!u=ehT~RQCLhXZdrSXXLj(XJcBf zk?ZXG=A*y<(pKcTK(33f?<#KpI>GJm85+kAd2SH5U+wGGFmAuG`+LF9m~NDB0ww>9 z#z9q2s@}9%FOMFKupLD_#GJ&9kaM@9{S05_8;`TK|B@ zEVgXlX?DRceE+fHZ$^L%{rUND$Pu71w&>m9uNC|f_-F4d-}XxzmDd)_A=k~m%ZGv0@!u?$Ape%5m-=@* zFgSttRpfsy`k$DaP%A-jHk#9Bk9^}Df75H28_gfjJpTOFJB%5VJ?;z0AIFQyzsb0c z*TV9zI`mP{Ym%$Q>nx5x<^T&k&p|(z{;h;QpHr^>QQe(;{Eb0RTl+`wTiW1tJ@rpF z^!X@j^ND@~k1C*_Z~hri`$wPXyO!JkqH9D(GRI$``S0?>n{IgQ2{4(XP1F8t`J)V) ze$O}m*!gnhpZF|dYI=dM&87cu_&La)Uv2s}&&s|@d~ znb?R`x%>RSc{^_?i%zy<)7yUuztLFryG^n(s@Ol|%?;&#p3{4b%- z6#X>x$1nzMzr}~ccY8hkKkCCO-v0Gim%ck|id)*YM*KvR#s5`m`zNdaFKvJ1@1<_2 zga0L;{+YLFv75H&3)NB7M}8B3GW3f2&VzL~Z&v-OM#}8$!R4<6p*W1NBczzp?ti8vJjAy&Zg6Si8jQFN<{* ziofuF`_?sk{9F8g8FJkaqm%7_WsVu0b2#^;^N;d^wzbXI+mR<|jeFAG?EBJLG$uV)DNq-!<2I{b%#3;AEIX#jsUA zpNjmK--gBUd0BjZ6&q_(Ys%j%aw2(b6wjj=n*^T|a3l$aXBa!(`{U4$>$!g6oPpn&J{le~8`;jOKGivf>z?R7UhAKw`c-LW(zW+!9DS() z1$@kU)S4lWs@eYam$smG)fTtzBIEp<-N75}f}znI8H^))3XaZ*ue&?ny zF%WsbB*x3S3#{it3=U(wwhi!`d0=a_M#WXZ*hnrH_%N$UU+gJ)C&Uh3!Fck!bhHI= zX8MgSr@_d`6Zhg7`Q>pl;2Ueikbe?WBre6rIT`QFs5!zsIsRPWH}2E=6N*(KE!iY5 zMnd0?m)m|~ltLfpp|3H^%>KW6`J8KOYX!ze+a}MzyIWhW{Tk!0tpCg5f3fyoet1Lb zt5$pbW$PcwYsGp}#KKu_s&gBY-@w*rZkz8U4-RwQ@H(j($KSx>5O>4eQ_Ok8t^F1- zajXMJEDmru#K;}Jt$A=v{*K}MWa4i2^&D^qt|FHUb z){m=={K@l4$KDs?tPp)-Ij9dfCYZA(#FTs-A>`1~zLOu@4IL5Gy369lxyylR99ruODKQV%Z=u_7PeNY4Xg~mT=7wUhlJB8YVavk%R zsGKmLNrIs$-2OuJ!?~>ar&9h)P7yELrS^ZJ_S^W&rGIWcy62uD2iniR{$Qp0KbQW^ z)qb{(xDC#QoHv;pjrw=&>Ai8yKc&*=SfKuwc^UKz=^x6+6U0eNng7bAZ!*)2@<%Lc zq4|G6V%0jwH>3VFIky}&h2+0b|Fdni9)Br)Zv)VFY!|FG5) z^QjQmF?HrlHw|0+nd5?Id5F9>tv)9T{lnLgbB353=D7Ln%P-utSu@>=HLErE432U9 zGk*(n;p{uS-%X!6L-zd7yf>7&r@tXb4zM<)!~2Q95$p}HH9g3$%4>uMubDN&EnlH*<8!XxrwA=mKUVYHF<-(Adqe8!%G zd*$3zyaV55I`-CnJ4T$#{a+pc57UjDJ9h*hbK*j$oAu@AaxdSX_f4BQ3&&==qi2o@ zod;;^1=QDKjaXuENT2QBw)+R%H$&U*+fQ0c@t${pDS=_ox`jvk6iR}M+-Ti-Q`>9hJ=YNg)zYH~|-u~zl zeV^CF{~Wi!*8VTjQhMfhw|#T;e*&Sy zH+2H*j;+OB@IA6-PvTFcAL6DHB>q`V{+AN}{bJ2RH*@K{jCqJSN2%r3b+D@O*X;NY z+p6ugdC&F}bN<`a+v=E4;OhMwg1b3<9k?5b)nvv$%`a&FfBGLX`B44#E6&5?U4V7a z95=+v_}`NM#&WVK_9n?$gX6?U$TfOBF*OO!#(wiUyEeMcU#r+398c+|{HH7-?@ztu z&-AOk7tLj4HD)kO9teG6vu`QOQZy~i**HlF!^V~@X2o~!mnGtqD9 z^6_`X+t*)Ydu!MJU8qM+AEv}`Js!kj*cv<3c#i5#UZ*iqiG4$tcHHx^d^|&ASHxN< z=EmwwY0d(V!GLd%xo>^}&g5s*C*uC`*nRg1b)y&qWNfV$-?K9gSPFf<7vI<3$8@=2 zUU>XOgzJ&mf!HP4?ZW>G+FuR&=LdS+;K+jzk56K3NvxjnK#K`l++Jg{##iMz`+)fZ zYTbUuX7kZ6rT;}%;CoMG2EYCPkOzZ#S2$nWCUTl7f7RfBKKUmusvTIBT8_W9g0~@t zhWHsB_lB|2|Ex2mI2*y*2+jsL9FM)>IsLs!F*cU-#$#>-i<9vi7#w_`OB@bycEsMa zUO6IIopR)#wX&&`iLY<=@yA?PHg+D3-Eqh698>HKVh90)6a6N}Mq>>AyKnp_UPtAm zxcpIvQLYQ=ze4g~%J^r!BO4dF_|JSemD2C`7)8M<@;Bo8tnJ5*cptWp^{%W2T^Dq9 zx%yWzkG>5U*Mi&hoILFbJ zI&`+~3v8Nl7F@;I62qW@XRwr`Pl zS+sPqJAqs|7m<60xSkE$zL)zJe!JA&7&e$>%Gg}s?H5^ej>(SQu(iq{0BR+$>VR;?0@>n zi~0Xb^?$56GU{5|hQ(*c^#<#gCib@a;)AayiqnyPYX3#+lpON+A=Yc({Io*!YBl@+ zb<}^v-3*UDahWz&{;O<=T-8bbL@yCvBiNEe zH_G}({5f0YJ09kOSbf^pT%yg1>v`|;jqhfma&c*4kVQnePdx78jzO|vh?doocmr@^czNS93-}Ku{ zzI*QNIQGQC2=+!WD!@hX9OCyp&Tr*4Cgw395=S*W2Yrlt$5^*0Oa6$z=|KE}F&e?%AeLa?dh370pKdblgg67PVGcyl|9bR)t@t10Q{)`7UZnpe7haM1Uvo#DaSPWjaf{Y16S-Bnqg_;Z{F%)c^Izm% zY=`3ZAD=I}C`cQ~Bfg$<%*!9e=QE7_a|u`c!uewMKKH z5K}@N%(PjvG$#tME4{#9GDqOa!8303SLCVz9)?&OUPBDW@--_3N5kW^Png?=+ulR1 za-R4b#nC($Uhujx!QJ@0FL=g}Kke3M0B>^>^`?@1H+=qToO=e^V|f2Vz_57SO$*!shyabjGoJ;dQG^Vf{L9MOC^umyQP&+R#cd^f0nM4e>RD(BI4v za~*9zHF(}VfQ>l_{K|&!Hw!)DW>_zacpBEY;=b?UEu5R><}R2o&m+F)HgH6wcLBAm z_^ylao_vlxANzr)&yXYbUvBFT}7|@Hh7!|DRxc_?&0I z{VesV_^h3%aiz7Z9?E<3xt(}d*0rKPgEssD)ZOAWeE+%VS8l}p%vrb~@PXF{EIRu6 z>Vuo^*2DX9e>MFd;*XK{GCxgy{Vx-p{?fM9Zf46o_xDdfkTJdH9DGRhJHaniivMY% zw|}Dh|5E;|PD=c=%`yI`e>2C;-MHB6%*6l9{z~gsCvzbCW&vkr`X*F4_%U(2ae zGWRx<{JsChr|v)g`d7tp)1CzOQ~EQSe_GCLjNaRibvqx$W}0pM*DL-rndSd=vp@Jv zd$rYy&7G)u@8fU$X8Q_i((dX#;5z%Uj*R@jvH#^qyvzU3-g~!4ktEy0 zA9c-LJGwW$n{F!^~R$wzSqsT$cK7-wt6^X? zW(_ek9!Dd`5Qk&yw%*q=f~g^f23QHhjwsGXF*|~zAZAB?#8&uULSOVC;km~kCHz-B zSDfQ-?ZFp{4~vYyc^gi-Prg~}KKXW;`(*A{Zq}kXUPpsWm%Yq>H+TIK$tlXbqQ8^x zcs@oM$OGzWoSQh#+pt9LvCN-8{uuFL_WJv*2W1hkR4h zy4j{ex~cT_I<8sWK6Wy%7fN4z@eN6)k13&td#jmV*4fUm{Jy_T8 z%;#z!=JQwNTlZfP%SQZU;ztE$g#Y1JdWYCHfxn49B-sB#e;S|ReZ6kqb@Rv{zp>|! z-^-`JOO(FKa(z#=<*Uy~eC2pQzT*X8e|b;*06}}>X@4B_$6$j^Z@=-={B!!>^9#1p zsDD{=G_if;LuuQu{_<4%arD39Zo=`F-sjpjyU+gA@fQdGWiANswEory=fk-za;LcY zUv~|-I*D!L^GF4;Y&_m3GXKMzQ$D6mN<18t_s`ZLXB_1Zu_5OlUDSM268Gku=A1%& zo92GtZ}7nT4Y?V^`CvaaMg0RcI}A&!RFk@cH53KoRtJ%_B29XOwl=QZ99a5spxL)?(Wk9nuDY>0EI*-;Pt z%o4}EQM@NO7`!uaDw2x|*c!#vjEc@D=Xl=Y-LT!n%{)O)Ey1y1ZMgU9zPmPZ(=`IO zapb#<^Lte3|=x&06_SEY803zq*>Uzq*FY|8bX|bo(~E6ub@jfB19*@HUDM z;y1Eqfi?fBw*kMS*fZ>NyKepDZeR^2eyC^QrqFL_JR$LY$nQ?X=wZ8w4?2OoR)$f( zJP3YZT{;4rd=%?IdyCp<3b%huwf$wL(XY9@bDaHaY27NfV9PSM;go*cD|j5*$;5s| zo7&Xbzh)Z$3$_0x?VrBmZ`Iz7ZvL9(A~U1*=Q!=ZN&ipZ{?~rS`%zYk9gy#8|4n}4 zm}ULj+IlBe|C{EOIpyCcH~sBp^nX-c+~L-p*y1)dA?G3Z5%s_P1wNWT{o|kRllfn{ zZ`Uq%Ya1%mPm-)Zx&|lfulT&w2dKJ;>Lxbt>{!_RE9dy9TsX`;610trJ(}Nl7w3N> z?uJ;sn&we&+e!6*Fg8EG-PS#2X#Y0)7N0&?uk!SN?!I*}(D`=*dox-2S8o3EJ@eJS ze%QX=E!yxyGXE%pV~{_@-Sj_yki3i&{(BW=9?UV7F$^J}#bR6_; zUCz}1QQVB+Vu+c+yb??d@d*}h#Gfl3MDa2~&PTb&vQ|EdnP6Sf>%7P3^;$wd(``H4RH1(+V6{?!Dr^t8RA7>)PD+JI=cmdoD>C<~^m}xvBA~+jwfwZ94VHZEZj5 ze*fpcA@LEuoE)8`*{c#QFeAIPa^=8Gk`1M@YBQ3*tS3!AOr%av)dLn6P zJtFJvnF8rcz8Uz{HOGwNZt8k~A+q<4nLcra<~K3l0*{o3q9ceu9sj8>1U6>Bo||ub z+`UVVxk=P#1*{EhdHP*Ck0Cxo{aGOn$6`2$Un%&m`YO53%rRBW_$!A0IzCdzf7j4Wl@~?MzxwODT@CWbNqn2MxHcBw zhIyr;^FMlS7#oRgBhT+dK3CvvAZJYe9PT@zV;u3P+8%TSxEjW^QG5;K-du1$?x=L1 ze*Lw?!Qu5*;Bt&_`Hp|p^KS&t8Sktf{m;Dt{j#MSf5d*-n2TcbjK1MIGRdEjR}bM| z0?r108uKS;e48fuc3bmJ@f`RYlo4DLWno1ADRzYMbaYPIyG%6xi;;ge|D}C-$iLuy z3Xs3$n1AG3rulCeLh>k+{I~Wizp;j-$-khz6Ud)@_&-KDguX6x{fmzOyU4pV1YDTB za{>G(U*c{*-=pc?4Y#{z}>tXl{`kwlSDkqiZyH8lJA!ZE`!*S+oOGY4h+e` zV@Cv^bLGZWIc`O~8^y_JJR9baBDO|xH_S72QvS0H*IZ(5#_%InhH-OLMads>& zj^cFQNIs=4lE+GOQ#AoMq%me*3Z{lQp`lkp@~-oN!Rdc;-@miwmD=Lt-RLu;&6h)1zmH$9c(bhAI_YQNdhSx)>}Iokie+22dm{<^Nynp;Zzd-40< zm~+bPf6_M?k21$_oNoS)?Kk!UkF(V+-?2u%sb;>arL`-^tv~ZOEknMlRc_t!&B#~9 z90%sRfs9VZUo!tN26D;YsgytFTciG7%>KWT_PUN?U~OKwJ)MumZYOm{?9aCM<1yF% zFO&YS^U3=!DLc~iZ{lvu{!N{K_pJjnZv4$zzQnCP1ix{H_KPe{n$V*?;Gd)X_ikD6m)P*bQxl{Ej<){Kd_G!5{!PBiIhE$sR+)oKhi<#$#lB zIf;pLLU9d(aX{G+rxW5F^q$p?@)0_UyU}`yDM{#)2MPaY!uZ?PiSK*3Zs4~A_-@6$ z5ksT8sLg5BOa0m{da9nA{u;&M2wsQJqnupl(Lba64?G)S$^E)jAbp8}!Td2keud?d zsS~WYVua$R-wYd?=2&9PFUUT>mNOoV$wSi{cu&`Rl$H2)evP--F{TF~ei*-9r|;}H zA7>%-6Ipx~j~9X6Qv6Qx4LM`qg!qxDAMQ7NPagQ_7&C`;;~DX>BOejpOEJBCCt_-7 z=a009x{rTl+-BiY@Pje#qC%B|Yn<+PP(J%Gt6|d)mc;Y)gtxpa<9Kp`B$j^o%H|o?f;fX$iW%Wf3EvHQ;gw4ObPQZHMX6R^VW;! z1nVI&W&~R@>Xt5F4vfqi!P+oS6Z1d`?glY#C>Qh`d8W>s608a1-4JWT7&yUw;BpwV zWotE`eIt3M7A##1tPW!1pseC=h|O6n*c{0_h3n0Dcf+=9X6zZ<=eu=Wza;O=yi$UJ z0X}5}v3VGKhGi79;^W`yj^TxvXUcFwnd~3! zkT=6vV+UUjxuw8Rt=oiLT*UpLj+&kI!vCSMVd3BP=ePWrP(69y?Ze^+o2>og4}bp1 z{jhg~)`7iMXjh@VhISlYD~Je<3bMe8=9Fq&8`ld*!x2Plf#XP~7>h>E6$@gR7_*fJ@j{4~@%Wo)+!~F|f_sLi z@faR?9@m7H$K59M!E@nH!vC2t{%jwkIs@dU-_HbC8Ll;6PovJy_%dsbR3J`HU2t8o zEzsp6dm+<_biJaU$9jDIvM=-NnAGj>*?rStST2pe+Q9a?I>f;U^2vyA9e#Q7x9{?6 zq|%I&evls~@U_$at2SWG!=y1`#MdJ@7R9NkP2c-bJpRUfD~zW?J39Z1&rJMV>QAO0 zTKq)J$$;zP2eWJRkxE(bXM+zr@L$>W;OL)c89tBS7<|yoR}rPJ_I$L*`!LuJ=9}qb zJ_~#k{_bc0Jl|yk`Win&u|3*O^>YgjV1o8%qOX3i5Yr^Q^!&Q>?5?AqP5g`nwm-_- zF5r;D^(?jh6VaFU6w&|mqtibc^leIiv0dy__Oq7xY5yMg`4?a5wKV>B4|iiM7B~J1 z<$tdB>)i9YSON1t6;B5YjgM2Kd8UZJ;avAeIoCK>od3M1c%1N9ePsva1;4k-E`Kuh z|2f9LK};Kqd9!lsIyZaqLLU$3JaSBR#ybDw=D*4z%9io-ulI#wIBaYMvIOIe7%uhg zr;b0C8F}>}z}m>ZLa;U(=SHzO#NK%PjoedT1MxY%Pw%^zZ!BNX__{gP^~do(e*70J z|JW|WAE{i@ctYfRdjAW?C2juYqF>7SNBNtJej)NdUA9QwG4Y?ckzmY0J_hIDv+)>{jB7U;`vr!T?AJHTnxv)VQ?hg4KObj?}k_! z>K}3+SR3YD(pWZc+_TruHQyA<_YU?8mW5awsh{z5kjIK~bU6OTetRu=mLQgmk0DdD zvrg)41dc{9Fu<2=0oH|e5QD?mE`nbXOb+7R0C&T9IlRwzk#o=|{)g9yYZ*eEn+ro1 z-Rb+S?k@D37wAy3H*iLC>=%!kEy5&RP9Q~#vhyY}j7 z;9~xR_%{FN4ju>Y2J|mnyDzz>ntJ|&bzN=4@}`LPx=&(tx=e?{y~)c!&H z!=77*+@m*--Sf9E&}Z#JpI9oR-+Jksw3+vaNn%_a=F~DfJngG$D>d6nVfK$d{`v22 z#oqP7drgJ?MR7geeoYL|;=5A4Ct3fL z50hE{_X0b>T)T1Ye~G(cOb8y$ZXmX}i2bpU{r9Q+XGO2crhgm;F6ZRHS=oQFUeeV3_%A+E>UHn=_*=RAN4H?jGS&Ck9?k`66ONRlGB;BMx)-8T-3&P3j}-tTY&BM)WY%Xz|a){NZ8!e`c3V*bls*<)dd zq0yKt5&X^ZUj>81aslqfV{+u0U~3e&V>p`tmxH;g&uD$oI>NHV_~?E;p`Y-7x{SZ7 z&Q6KXxv_xpU)9m+6Mhk$jfr;oq|R`YioyxQ_e35~spvc#dN#M&^>EKa{yO2Jz$lV(BwCMoJE+3ECg} z$~;a0yc7QNNX#;M>G?l^Jcw`Un=i8c%+EBQZf^SWObq=`{+l0AFc9oR{4(|bo!ea! z=laggt3m%-`@=Xx9G{aLf8+U(o&Wi?pZO|-eOpA=$Tk1B-`L}-ky}bJG(KKU5Z6kt zXPf^L^Xjr=g`FRulM<#tnxRV|D2nJ$iGlN#XJ8bj~-DwGr_29R z@!!@%TmQJOaLhd(_4yQ~End#?9KU?VU#Z*waP+>&0f|-Xb3=#whIfcr%kO9WnjM4u z=a{*M*k=I-iG08>ll*_5`rqbfF8w3U@uzW?CSLypdxLpx`cIU8-}BpE$0*2&SC-N!NJ^(UcEo*I9R-|0uYpYVUWj=#f~PPo5+@;TNF>#HlS z{ZU7dgY!lNce4;!62?&?W`!RnP-&fyt%$-F18tR<~dXFO}&8Qn3{kPz5$p4OR;BJ7!IoMef;A~%}2Fj z|AtBJe{=PJ!vAotB;zj}f8x)%QF{C9MB}d#`Fko`Z##a^xfQ=UU}V|N6Bui>65^ZvJ~|0eRk54k<~HjYO*M?UzY*YCNbJ^iv@GW#Rz3T+OV{cjV| z4}6u-zis^U-A~YOAojq_`@g9Ddq4IWQV(@@`Zy=4{~P_O)c@zL_|C2VsUq2b#JK-r ztX%HlPv2^mSVHyqR-9vm{cU5#{GS}Fl3yxD`ZlLCt$!O&C^m-rnZ>D5d(yq-?s*FZal`u=q2<;H%|CJea0X4Qm%jeNqk0*cbf|y zXO=$xYp*u?eUR=o81tBOdkf;&tZS%n3oDkp*((=#Y@S~uaG!B@D?7HkPoT5??X%C^ zHpDFync(S*jF2@&pGp1i_lRDOC=Mr;zRDSvQ=5|Phir|KYkPw{GaC0o{qS-Q3{L%Z z)<@d$(wE$mTwl%C#&z7Uw}F1(@ea1W%UbVk>y)SR-;VHOL@_$7i{C5Kk1W1q!N;f{ zT(80JN<0mHa^i#4|5jd)%q^wQ2iNTz^KsXS!%^Id}gQit)Lwe8|%NfJbs) z^`k%^^8CN|e9(=JjR`;OeJ9)g?kC;;eU$(C&=2}DOaHe$=#V@`?Tm-=2r<>s=fN{+ z{V(~Z*bjN~f7VxDyJN==!%uC`D0WKfk74}9(SFuJpAvE4lb!$Dd-iIsD8{vs*fxHi z6JIA79Q&U-|5YaNnO*pf!^@FC9%Pq4CkL8k{$*=FW8btg_6>4NS>CBq%>QikwSVK2 zKg6FDI{!z;9*Xav!EiRwBhQ0eQ#?1Uzdync!fSVte@x~oaLV}cPo zD6%n!{58Crjen)1b3fbs51#SzKfV7gE>S-887F1B$p6Qq{m7l@aW+`9Qsp%MPhtOO z8h^wCF}E)H&zLqfXUBY;n^gV(Oh4k?1Ts8a()4-|6y)dFayTpZ@oF2(N#{+5f>iXPN&Aea^9j|0-YNTmKn*JJbFn8UJ3U zPq6=p&i`58ek)k`KmO(K0p6WFYy+?HJj_6km8?AO=$Z!v3-M~b)@$cWef`5BlT%`?ULEt)&(jbLdgO9Z16#nb?U zqcL!PcC|aV3l>J60gi|C8P`VgOrf0YKmYr0p}(bSo6wgWQh0yHf|2}K!1`23zA0c% ze7qaBhxe)f83yO@=?0<298<$s|K*3h<>M69BldG|f5~P4ApJl5g?XmdtKCKF@U{}z zJW}^t-e#M}{>SV;`OvSY9meR|u}t3Dwbm`IUFkMA*GS(@ z#{Tubv_Ee98^@*2nfIgrKg9NL1^$J;lyv{g#?y_GH=*{b{{|}P%h1M4`J=XLeLhbA z3-KD-AKC3ciTu;~^*+h}t%!-E<4wQ+4tySY_&;=fVXS5F|1s81HvdB+e-rupKIk9Q zdHp$pxE{2(7qb5(HmC7^n>+d7tZN(Wl<(iF&oZAB*NfEopE)LVXseSwZh`yX!}x~S z^bf(>&<03*khcX!?SGPMIL-b|j1K!munk$(zd*+^J)Sx>^lQqT;NCRQf2%roN<5aT zjve7XAkqJQ|8j4n`o6BE(f`@|pZ;Zwmw&3~to!`SIj9e~o3#Gt_~%&Te2_6wru|od zwZVF6u|~$lt06Wfz#Xt0=cUe1E$idm5MLu}wAb}`F4uG(b8Xh=Sf7?j=zBgU{MWG} z<4ng`Fb>N+{_21Wm-z|V$32E%(`|nbe)Qqely}ci2dKzTEjT_|7MGoBe6L_x$%D2Al?o9 z39K`^e$!tmmhn(!8}o+e(R-oKPQQys8Q2W;pZjf|1iu=@$I)*H&Olv^t@gb{P*<3e)X6j z-_KUA6_^{rX7r!;aZwbf(TbQU#N(U?euEee>T5a<5MxO4O|c*RZvy@g5B6!fNdJ?U zMqiFajK7q6GVniF`=j(3LnfTNY6C80{u6s+ac^|qbFOEe|BP)zIl%Z=^*xjWh0T9r z(X~%hmzH*9X#csvOX$Z7u62O&Ak@86_!a~I&oZ`F2Kt5Y-`P<%6gvMD^OUOp^dja>P)`ZvuhQTcDop>0Oa3SH zL;WjG{V(77pYVTX@PF(6YBy^Rus44K?#A@2i2NUT_0YZj&u{Kp?+uAJ!~9Fc;V{Mx z@fu6MUnZE31IG>ueuUT!#kv4b0-Oos(MX;t;7}+l81IHSnG;PXr96+8TZ;4rLj!Ei ze0x@KH~P%;pGVx%@0TM+%_8>@@j?S!59%ZhKL6`~e?!che@Pq{($^R+imTx}Zx%ex zV#%*$v0f}*5A{EmfA;Q$$-ts zxjov8cYiII8)*aHhu9m5pMyFdj}3!Y-w98IKd6&*iM3g=cD2Oa8A2J-zcqRny5<>o z5p;;Bc>=6Y1>@4-eQpelx`!|RpWAo-S8wZkD>|*zh58yAj|*Q9Bi;>jObPDB+aG9G zIM{naFgK*jzGSQ$w$pNI$r0Ej@}Jj`g2a7nK&(i{*wH!u}!l8*i&o%#D9n{|;t<3dxC|MO$yqe8ssFFtp3e}sJv`&PA$DL?b+|M#{19MA0M$=d&H{3q>K`7qt) zKfnJJe@O=W_g4!S!!BKwwf||u4t+E6`d>CRJ@Ioa8Gkcr{s~U21pXJsOwzeUpK1EK zs@Hgby3M~h)_=yo$)$fJ@^^a5-#GeT#&iz-b29zU96J0CA>8-o-v710=hpb3Er=6o zxqE3>K6SS{qyJTMOGWlyWT<4NeNj!isM z!v859e~ibd^HcSK+AF6e-loLiY(?Bp#^1z|_;BKKO#X{qN7e#;t`4}Bl|OB8+Yrx2 z*H)|(u(e1zf3&q-a5G$={Tdymzda?+1j|rIRT@0cM&D?PPAm0>^y`8BC$A;K9BF@Xm}5QlxMZxFdsu{ z=o2#{xv1cWjOs?l6FG|i>yjIK@!XA$zH)DgN3yngJ{f+fkoGhGRg`A*JQMv~{eK>q z42gx}F*nVOjUwmgfWbkoqW*J^*IIztAa;W|9Epho9FF3xCddEoVYDNr@t4wW>X)Kp znvPu9_$Tg0=6w~?oNc6 z(_Q}<1wSV<|L#A3;NJZl&SB28adR*-|4Xg^jiX(}`a9A1GdfY37d^N8a!lHfb)r1_ ze+u6t@;{+Jefhs(`xf`N+|cL$h}MecO-8TSgYY={SGyLe9U8m$-G z1%E^Qh{kXsrbOeoYz6LySR3Y@;`+l_Fs$$RS&zFpb4srPYs0Z47#x%##$-z^pVjij zeenG9jjMuPVZBm@xE^1I^Z(6%esTZ(-~R*dhVgEYLrSnMFWuc&{eppEj2B{smi(|x za6^pILk!BuZ-{pTeb6u_$Czgd_!Gqu5g$YBiMH!0bf$-pv&7+a0f)nTcOLZ$y=dMm zwp;Tw;aR)~WAhLTBz1v5hEF24g|u2PoeSvm9^Zv!`=1V=?j>%;n$^JX{MQYR{C}?Y zEb`I&@9}6Gmo}h$5bvh(7;;oSb5F3(jM_h1fIT<*?5`!jF|mzZz4-Z9Hx~Cs__Q3j zD$m1D48G~W>I zg*8yYEH2`uHwv- zjQ%I>5B3H89qf-Z|A+LiU1J%Z(>Ef0cNclAd~76HS4029hrs_;2Y-~*?E_5THHmb;aEew>#2 zM=}1Nsoeh%(`ELzLsw6@S+nQr-e8)@UyVnjdRZ8c#_%!zx?n*R4-#UiiMR3koR4E; zF>y3cq?IQ=hdLk18ny=iO%F`ylZVR3g#WfTnA-8jZw06ih)w`~(d4=A-#so{=C9wY z(YE02HB#2=m@Gg3*+_lCGhw-UPfzIc8!Z1{_6Ed+gRazD1byOoYJjn^m=?s|)WOGI zhx~Ub^o3sJePg1(@AlEarYhejM{MvWE7d>YZNs#e!&edbX!zf*dA&gO1D1!L03W*4 z!)N?`<{#qs*z^N2Cx_rk3~S;sGrT6>juR&%*Ld`0{WZg<5Qh_Dal$g<%T2FWavmv0 zM{z9Wq5tyLpc{HQ;JTmCCl1~WhxrADMxMDBFJHUYuSR`a^_?c$e#W{n98@O$N9i-h zPBaIpjsdT4v0weKO)xdcMFd=p{0x7S{vX#BpF=zj&hcF5L&T6DeeC`;fsBaE?`-owh#wfpu82H?Y;8fVt5f~W?sR{P$Ky21 z*v!`dmNPWy6TT1LgSZow8JI_T%>Uv9j*+8(rfT2n879z)LLJO9(izhNfQin`!)yd;AGrMsUrk>rW>B zQ~sI!Wp1&Tug2W&J-glheY*wQrtyzb=U-S4Wq;}9f42Fb(6@Co;eRszrq}%2uzjoh zbT)7|8RXBvYsKC4^xYK9NaNWvf@}HZKktA68AALS#jr3=3iCJ#UIbVX;y@NG^?9a% zKOqK%GD~CI{4DvUh(S4i2Jvn@Zie(VR?Hirr8%S&che8twBl>tAm7vu!TZby4rpsl zm3sxu4(p|!!#q{L{QDiQ1LFev#On}eavA&4=fscT$M->%ktE=foAQ1TKbHpx#IQ+D^Qe(I?)Av@|}D;&^Vq=#ytH z-_z3N-?^bz!}<>Xz4=}>JL{xg;+shS;V9a7nsz?5V;NpZW7z0>Gv1BlnSzdEHj%w| z4!g&1P(S*n^V(%;-_8Sjg7)*ewVyl@JP_Ww^^(#h-iW!c_#ID4>@Ovx9g@z@);YVUpbef1T$bn{v9v%c^Cm%1*^ zR}zjTo7cu$9`#&pXQ}p|eE1)XSCPlX+uwuwV1Jql`qdp5^YXuiasShKi1Av4|6!`z zUrzc?Ej(N!utfg{n_j^8)<&q5qY+r84cm3ZWm^c{A8wSr4%h>Gp5toFX2F z_eq~Qu%h;F#oWvs`BQUcx8#i6){fW=Sf>*GOXsKRMCxB3KZkSozkKs8NsDS}`?-t5KYezb1Ga zty7+X9+}Xmy&~cNbQ*tkU5%lxE|?m>FXFtlyy0GFHhrHmQ{xGm+)!PW`YFp$c8L54 z{I)Z;8`AKtvffgc;B|jI54?z-2Wz?A^X2ThOh?w$!E%y=@{;(-nQLSW zxD@fdM&rGR?-c%59L<;YD`MjWemcR>(6<`;x~-hWvf+QrM`hR?`yZ6GGW5Ncfj(p4 zJVrbM#+P{f;+Y$L`O1yG9E+{}0ahhLe?=w?=BIVC^sZP>Xr zWB*$j9*dd(q(2$?OSxy`)97>Ta=*ejIr3h7x5#*(%=~BEo3;nU-}t={>L<28z~9LJ zhdmp*O;Sf1kaj05t);M<50|CIpt3uuowBr-+*U+{ExkUoQ8o>`D-%Y_%F|S zT{;v0Gtss>qVnJ94@nNf^2pz*mj9)qPrQ}!{b*0W*z>6SNA-Wky2-@<$;iJ<>%ZhT z;(9v8<9{a6AH|%sxl`!;Bd&J!+Kq1AhE2g5Tgv{o@t5t$`JT`Z^=1gLJVZ57@f|YrK{T=BGE(drO)+e!Jh{-|utIvAe z1MI0-*E7WTV!kPhcfKkaeE;P5~5GKI(E?!wJZ<@6Gr-Y{wDAxnX%8pWqvoJ1_gZKE4n8z>~rI5^uwDmKTim5<{do zBE{d_ddL_@i(So*dZFDnHW22Q@^%xkU+|oJB)K-R{bgGx?A^4fq}gA@?olH9hweuv zw*Msb&Kr+>;ax9{O9~g#@|Ht*XcI@h_4ZUjQ78+`Ds}Eb?Xj| zAa1#0PwKjuTME8}hBs~v@ijG<-I9$b+}suQZuY`8?(;9_Am74VHye1JFTY&^>`l{q z?|)%#B(qbS-72uP=OO>aj`o4cf5xK8<$v4ib3@5Ih}r)Cp~>InyVtot{LkOq%6*J! zVfsiSf8Qth8>jy*-|=tXCP()_ne1P-&(3sYE-KoN852@sr1LvZ{HUFj+JMh z1v)(OF07Ax_hRT<9qIeOcEqufcZ$$A+cw|L@HeLnn}chTOEw1oXTJQmbtP{9Yn1-l z!&}^(Wymp=>_5h>Sd41dy${aeP1Wfz1$VLD9`vapUnT-{q3{Q z1bY(~eet!!zg`2pjmEUl_fDr@>h?!*Hh~`ia+2$_#(?*0KK_e7A^ukV_FC3(^WOur z&|&9%78qHr&yIS{)_$TqIq4Jgq3=;z`fp(;e*JpXy_0uW`qm~r7Dk`%Y<-xE|54nC zjp=AUBI|$VjWT>q80$u_NlcpoZMO+;VHzt`(e)wk5=QS-Vu5k4tO6U60bY*e#YXnDRw=DpRy*x|j2+An!&e3<~h zlVkq#TiD6S->CfKm~Fb>7VJ;BFR(a<=N?{k=dnj&KPiTfaw8%W@|^!|58K6Gp?eX= z08Pc&g!`sO*Djcw`--`VN&XZw|4r7(+$m80vd_u4O!Udq==h&Z|I0kWJIN9C@hInB z{u|~e6a7F|mqGr&Z}cBO9dW(SZwqEFy8bfe4dc`9K^`f|Ed|U?5C;K9%>)e|4 zn-EX$rSP9IZ-TkZdF|(4wEuY?xBQp-Cz$^U{fLZ>ng8<59Q!)qf7bOU8Gqx)-~RT) zZtG9A8RgII(R+f6k$5-2X`E;}CD@kHUtbB%L zUH{?hN8sUzI}E%H;{XwN!#q=WUfvTs$l-e@9en~qANVNJVBRX?qgZd}@D*u4ZSmx_ z!~nv*brlvg!XzYgY*tW9{)Rirz+i#r?;scjy(4^y_LY`2>#0Uy>^V5ej)b1r2pgV zf9ATW?z|{DZ{!^RtAJzCxaRNA{FAshz?rBY;H~?5!79YAx$0Kbw;<d+$ATxubf1asH3#ApaNrxWfIgeSNb35M5jQ z)BIY+u0OLOo@J$$TE=+>W7*K=sQ|hS)O!w#DjTyk`Moh zJ(V>z!}#BS=ZI^5cwYMdypMGwc$)!_wL$JE!{OLb@i)vt#WETb$FB7c-*W$gJ=d@{ z?1OClA9*q$_SX~5$A#BZHU1=D#{}b_aoJ6l$T0@_Q;)be(HJ*T`4i{-Cr(AiNM!!~ z^`D=*ZHMZ@`5p88Z$T_2k#Byy6)JzN{Ri$I7axG^Td+T2yr#o<@V)Wf)2{U)zY9?L z6Xv8VZ2sH)3v*BDo`YDM=x7NY?9%lv=Ve$LUT z{83q7TKO-rQi_y+(e|sXpIrZ^x4&HLPd5H%qu<^4Qf#%v)x@>__Ps#fueAOr28Zk4 zMC-rgm9X}lYWMK=lkYvC%ySy;2eT^;Tb43)-_ zn^^zKwf>pTM;*@2;~IaN^sjQrpXsFk#>xNP9gk%nd*u2()ormRq_6+%!|y! z&ZQ4~s5`*#aQt1z{r<6sg0mq$W*AtJ0n~jRb#eapBOhoF_BStod*y}@_ms5lSz<%( z;s1l5AA5Wb@>c=t!gpgC>V-TKTSFYo%ioY+3OQ`~o`O$-UdQ*k{`{7_^YgbafH@hH z`z%BKk9#4$%j16y2Y4LCycnkFrNrzZK8MeodwkJ#0MmF6u@ImBG9tJjz7u2eT@3@V3-NGR@0o{f z(thf{jrUt!&x>2`26O~sg6^ZgJD+r+Ogr@Z!tF1cTWZ|ri@uRP-=fOzBYV;?&iiz* z|JeRR+gN`4(}zHR>-jq50r{(pg-_;wNIe{ZnQCQ@Rt|Ka1r*?YQP| zQ2X$B{{t}wp-pP~&;MG)w5e!(BKxleYxe_VGf(2z%v-g?E!lJ$_?oM34e>SRXEEPO zn*W8EqqT=NOU#@VI~e~&ZRs<`|3Lf=$4?ygpG5w0jZM~{a{GUZm4C_je?R9x^=Gqh zOxFIAzW<}|<+#_;1#3fmJoR;d)N75d5qh`SLS(;Ayiff0SBYVhg?@wVB~tC*hk?17 ziSnoZ`aZ;;o8z{$)MoVmCi7o?@RMDC_XBgo^}ph5t@~mw;@!}HkN+WVtF-#(MDlkd za2}hea|!;1I2qzT4C4?UMSu181W$v!R4k`@EwMAKLop+AoplgHBG1^7^=TO`kLMHm z3IC_r_^Xq+oy6FLKl|oJ<}LJj&SAZ#N0AMp=j%Ovmh+nbO@0_QN3WXn`QN@gMEa^;{xe3woTpjJ^DWWJ@cV&JczsfVq@mo4!fIu<19WD@$qP^8r3~K zo`%<<0|fXEJg0sUJqGo8AGqiaEaQDf`fRGdM(R(auYS`={2Jz%3gR))ug6$0h-cxi zsc%waT%4m0sE!mJsNhFF{Xh+l(a3-U`@Y#YJj@S4QC z(IfLuwIW7NJ8%%^9(790gnZgR1RFf_<9xGZf%|U5NBt1(<;6W5_v&m?1%%Cn5h7M``lC`2G*xWs>}t z_mO9#cu#x3aQ&G~|1-u-P4g)9cGdqG-$v#&`dRxcT%+^pf3E+Exyio%5VOJcEz|l> z+5I8$KTiE)qW&lDCfocY&#yhZHlhBte*0#hLs0cI(NExW);cj(Y`moDU)k0_xn2hS zFQL!=8n1s8!hgoO5gUTv|Er!(xnMFP>HlQ>`>{~q{J( zE)92iyb7@yz|On|UgpJZ*NOcgkHotW*Fj9o%@@7y&I{~WFdnZV&PyNmFOPo#t_3)h z!8gN#(;EwfE zuggNGMVTAuo11uN_8H%m@pG8B$}l{p|6T>&iuWF)e})jB=kl{|sc-MCLt=+1#QrjC z@f`Qb+^^k_jg@MfiR?eM9<|S!?Ssd-?H@)begA9MX`4ythdd}H|LYO!b=9FC-M4EN zyT2eG)rJ#W#XfKRpSN+T`+ULd_j><5)%*XcpwApc`S>5|x|pX)ZL{yg{HyM`80^0$ zhZrUHXEFA7lL4iaKNH#i6Z*Oa%ryR2p5N}a zwACg02XwDw{F~2@{tw#8i`#!^vcEExrRnHuOIDqocpJgoK>uf4oKo9A80#h*eS1H{ z0-61rIHZ|2|0^16-K=lsx-aL>PsV?V_g@ufYTQ@z76dw;>Y|zbkLA+;Bz{PMmoeOo zVxI#HH19LU2<&KzoAEds!P^`hJBzAd=tWl8WKWr8^^b{y6f-RtT7 zaF0Mbdadr-o++g-dzYBo&sY>uJG|KDiNld!1Y>Ld86IJ`3;i})M!uKjGs9uL8``v` zZXOZuCU^$rcy9SBGtpN(jru5~{yg<%;yV4Aun+1t^;+(o;BeG$DCL;zBKQX0%Gz_h z_tf|Y1OC$~AAgzp|19j{Qz?Jqn*Yov7R*1)%L?R}I@ZlN@;2}7Sp59goLu8Ek-5fS z>-`SbHHhzzM_;?M18wdwur>#89TU8b9C1zzj^xCpuL1j&1|0bGJO}l?3usF^U$a#Oe_F9kcu=-Y%5mp^PY( z{4XW{;~IZM=tuS?a|HFl=Vj|J{p!_cU%IBgo0!jjeVyd`%UEgAewc{=cTqN2%l&sa zFY%px`uK~h{n|&7wUBFiOzVHS`=4?0*pI|8QUAzA|JB&bU=F9xzcI<{^&D~ch|MXk z|E)h$*MQ>XzsZh5^*?=&gnm?qPVax^ZFc>eSUlPD`~AQ5F^}?#%8GGoKXrhF|Hbe> z`s{}={#y~NCG}fQ>Scxn(Y!}$!}ZsptEsKomtk37UhU8tV=%A})8!_m%;V=qF{N>0@uwv zPa(cVc@b^@Y1}{apdI^-J-jtuq>;&HSeCg1+uw+|L= zf2qE_Lv1U0+F#<@|4i2YlhB`9``hpT^mq4r#Kei(|7x!4H*B=wmD>K7^nZT+&-_CC zX0jH)t;m~`um6Gg9D9}+9L9oCo~!+}SpKtaz7v1B><^jjznSP)0efTLE{jhlPyY+~ z!Z9nhWgKe}6KKJjpWN&v8{Ll$Z)TMLWfS58>39hFFa6MUQm*G~f6v5!UXx!k{}cIF zsQ>52Uia^7XN)N$m;Q@-;*8Gkcx{@J&waqoYb&vv5y5980UjM_d*yZ@G0 zHwEs04q#6)6Z{`KXVw3;Y}*=%H8*?FqGbNtS}Jlh^n08Cn|v##|2H)Oce8-F8_JA{ z{g366zZSE`Ffj5TI-KgPz`+RCf#0?&rbg}yR)(=^^m-7}keD0)Q_N2EIXrLJ8H<5~ zvI%|gK(I-QPfGX?eoXQBs}r2O?oBukIagH%ct0+#NzQKDzZfRP&*^A+-K+b$tXz-D z7UFJvoxDf6fI4+Q;GdbH^ywEjTrM%Tf&Yefc-Z9`C$EEkTYS4`c6%+a_!^eCZw}4Q zX?la)W852`W6G`z9oENs#oiyr(lPqtR}>X*}) zI6>S3l;`vOjRFtSHSE6?XB+q)F}I&_bm+UTs;YEl1bk9Z*d;j@}JALP@JA4y(8{ljVZ*%zeG1oxM4SX97 ze(xau6Z%1LtsmHgT=QS>aFO{JV0BVr%uvRJ^Y1zEHv_TCC<>G%K^oOus z2p$o*49OW7kw252f0BDGkM%d??fCu|o_YK#&%5yrzv&E=@e(VEIUsQ_-}QGo@;}@7 zPjA1rb8_=vaK3*2G4>4qGmlp`{y%#;lvV#Crq%SHvDc3!W}nJ)mFvamUvbI*e8*oP zmoT0JJ+qACeHKfE?@ZB_QqwfF|B9yJa87gXen9s3LgZgm zo|z0w{2%bo6yg7=zqZePxooc3pI0B+DC000e;6$!9LCOdG4)p>HmtmQGIHr$e(4EtKG6~tCRJo4Ev8wja6>;!iCdH z{|@3X5?5pKYYZ0?)xU_f@%ObH$`h00%W51PUk2BuUXR()csCwnW0)N~8m)wW!hb)$ zY)qx--(?(s{04wJP>>H!^l{34)eCgZ%Ek4Ie1yEp3pR)4yF z@2-9_#%55TU-;kq{{)Ytu^Y@M_zv~bw;9mNLVq&tZ$sRdU1xsMy3zjL7wXII@4N2W z+M4{Y(RE&E4*iqfU)g)R+qI*N{Vtq8JFflr?p~AoS{LGzw4YUfU8Ma-ubguAC-=De z6Zqk{{p8*NGi9+yHn&u}l|TLHe;eHjoa>y@@n3Uwx7e^&?6)#Mx)u93xE;XbFlW%& zhZm$Dk9Rc*o$W>sG}{L+2JNSBzvK1=yn}zA6UecKGR!{}<^PGEGvWK9%=-E*xIeYy zFP;A0+l-^G^Lx6;pJL{Ji0Rk4X>(ipMdo?&{BIs)e4zZ~Z|gvZyZ7v&>l?oBx*pze zS0DBupVUdg+X&_cd8LTIVf=jg#yHp~c;7)}KXYy9s?M)0^WS7a>QVjZijz=zQY!hA zN>^#=HDUt!KR)`5m13BUiR7=vJIO>}<$Lk+pEL%6Eh%UF6*HlIOTJS6PY3!hfs-o^G|p}{l&%{$3NGW zps&6DK@1M(2k|q}`Ooo@Y5rYBZZ^%!M*T+R1^F+zzz|nKbTjn(Wc9D~^-uDY%ecgP zQ3m}lpXB;!aJ@n zkPZ3`WvGvtEmv*3#F;cnOhUuC2u6qa6OTc$@`76du7&XnE1%#36r(9hwY% zeOJWcnLz)P_Tt^;+f~ZUwDs5cRBHOH|KMGGqbfFweQwvSgGKY-+8^5BO~2Q@V>iO2p@%>KvraB`fa{U@RC?QY&CCj2O~{cAnq6wKYQMDkMcJEGaE z7M0EZm-K(w|Ax6Kh5wNBd@3V$RT}6T|$k>gW{AQLgrr zPa!=o2SJ~;Y%aX-{w*Y`D_%m?8A+1h$nZRfNXMf*hTN15&K`S!o9f1#{T z)*qWgAy3q{NuGX){Qm~I4Y_`7WzMN&{Dm^=1Dk&>kMP}a3G8o-RXNfA$6{l~X@8$+ z|J{zbIw|`Q+iUSCzw!GoezPrjUCxgH>y}&ppU(1k&hn*h?V-&W?;p1OD@Xe`o~m|V z0e6#0|0xIkaIFj1f9isP&Sto5VqiQjMlmz|AL@<4J?du`s|82F@S9$-l#;bvE zDezyZf6)AVlFx!ZKYu@rF`)ja;5zQpw?+Shy!!<7l_!xl%6p@2Y3*-Ce2(hFJKTa5 z%b>R-J`Ca@AM0ui+Asb#doLd47sk2Kck}=0Ka2R#v>o)>F$O_??H4~?7XI%CW+vD8 z=l2uUS9Z#;t_ygXp1qNE(&oZGC;Dj#`#)d)%h=@Di+TJ->F>L9$j{@j{c+7d#S|7U zf8wBjxc5Xb_hmkyKlK>T{3o_2ll(gj>cpig{9 zKJr&&PX_r@to-kNp)rC4e^6riHy!z(KK>Z%N5*^%>rWi=k87f=r8(9gVs6scKhh^= z#P>ij46qUnLpp=7*;{;ik{ zemBYdP#Qx;bTh;x<>%p zR>{8jlR00xjg83V5R?5Sj{Og9Ia9g+O6bSS|8>VVyLHDlhvU-Q-zv}7i48;gIvIbl z*gwIQt9Z=H%1< zO35vScg|pcuDyKHeZ6R{TeR`G@KNIieOUgVs?LkLK2RMr@VfWjK2?Z{+%V}#@jo1jMM&c61MJK`ZxCr zrJ|qB{=@j2+=GPgmVN)V3%O-ylKic^wpVgYRkqh-yhBEN-H>ez zu{nm%iRyK{me40pJs%9Kl<K&Dw^hTY%5U{FR<>RvzCnC2JR%Oc>Iwdy=q%y6>MpdAM(RkRVb@ttDt*D47)}M4 zli%oD@;);2qecJ!X8B=Q_7}?yqy8xR!5Lqmn|Y=3q%ZH2NBa+7Jb_$He{%~~e&?!> z>~Lp#+odhmcKTS=5AQKR^pDXuiMFWUEW`!{F@1=!VS6Uge!<=Fy@luGukznw-RK;l zy({zhuf4hpn44X${yJjiaO`Io|9kHo5no#=`#;M6lRdy@2(AY0D%1Eg`i$8k@*uy!8 ze=LTD_{U2)|1;62|2~l6S@_TXW-N|SCWZ2+_xas|=O1%P4I!>r!hgeIVGSY{VwgFa zR4(fgK49sS_~)O|$+iAUo+GR^6Rkh5$6mUtPnff8;`N_c5B59jv^X#2T>mnS|LI2G z`lZkJ$HFu8t632aQM|3^# z`p>DGE$&M^`^CIDQg#-~>}ffeqW?ABZoz$)nTtBKp54s{gqDrJGk4qZyw)M*Q0LA@ z#0QLw|CW2_{QICB>CK<(wx8OUB7c~RaF)D}(&PKopV%d|%+Jj=EqouAo9Aj8c6wSm z|IP#JX?$T>w!fPBEoFXUKKk~5Ie%VC`zw(blXk4A{xf?K_#0{e*8R12e&X7R$5 z_HRa>PL<1{{yS&s;*|Dp+_TM>;XAATGxz%?DeY%m61j)>w)QVr@m=J7=1L4f?(=KT zz5uTE2FhP{i&ia9Y5$tqO>#Zj{>5v5kTTZ)tE)DS)Bl&OUnzZV?O(NRL!=&U|93yG z)^_>+U$J$)FB8hY<(t;X_~STb-!HFNGj9K}V)J^({6k_CDXO zTLoIA10MSIZ*}!X-={h+*v|C*&)T|8GX6M5*#3p9mrEVd{SRX^@_jhwNpJoS%Rnnt z|K5oH3C0=PKX3Vx2!FKwo6yfT|JeRH-z`F0P)}t4wRvBa@X*>nd&xqn$NHS@-||zf zyoxJ{j?Z37itdn=uK1JK`-hAh1`>T&^cmJ3*%l+x2f8w6!ogaUufAO11<9Ykw zg%tgZc3iXND#nFa9N2U{PFn8sKQJJQ<>2>~inj@{I)P5-G1mBhY5?(W*w1P6&v+i? zg^pt#e>V}=wg34e*E4)4zyQg66-Zy-jqOnTbX4bzp0j;X`T-9!=wFuxy9H~MPx}j@ zUkd&k{lmb`=h}b#c)C(BH;XHOkUf;zvuRJszW)qtIDSuLG^V5d$KLII-v3SY{A9cLuvaj*<<9ef2Hp~xYyp( zIphx9#QrG9{^vCE^xB>wF8Zv`>@U&%Z%9Y?pNxHzYyYwP_5nZMY~0xq^A++d(A|0d z9{4{upTS;v&OBL<6Zu>E_2^PhNY(T9lj@YovBX^E$iI5x!8Fm6qV zp|StO%1CS*!{$WFDfXOo;5oTZObP2@eOi}bb_8ppG!purH^elNR|)_9m?S^SKmIf( zr{M!2<2_bD_1I9(+xlczT#P?xC>bn@)`Q=nXMPCo!*+oZK$ z%h5Kp>nQ#1XZY3|K3mE0BHwXG{N;jG@!zJ?cP$te+$TPT{%-u3 zM?{|W*BA>YJ+IV6^hMth-OBUBxBuwXQ|`xIm2Ov)=8@7iYWv$Bc7P{g|3};3`y89kjM6v$Ydj{^(YfyFev@;6^GN4HJ?2Vn_ikWr zxCYz&NFD$CZy$BU@I>1mXaA@3pT4?3fAq2YzG7`z#$S|vGq4-vQ*>VO-2TTg|DyaC zTF_bZl|NDXM|w|*{E@!RQ~vD*M({vKgTz;Dyo2wTWvtWx!nvM0{%y{P{~+f1Pyc7j zzy;UT*XEAiIe|Dg$K1hNh;@VGQMAka89d5&#>CfP4|806I2!YxF+6#%0r&W0*?#0` zkyuz|oPU|*PdVp*Hu~L&n~_WYQttkmLH-2sSC2k4vEM3eW#CaL>{2Ti@%x#pZ|6jiX<_39tD-mMJlZ$9*`|MKmBo3~N^GbT)t3*GEFbKU0JO1GwFlRMU} z{$QbvanyLH)vc-CgkOaoYc{&0@Vi9iKe5Ctvl`E9*-h@qm6I5Uq5jtlyv$nE!7@?~ z^&Gx?&9gxC5$f=d!wT$5G)62}p3|Mtdxc$ZZDlX#tI z`{v+Fy5kx3np`{%_e=qwg&5w8_;SV;OrF?f)$YYUQ1+|Eq~_Vws5k zUwNP|XgmAA3K(_1L$v+d4%MTK^=XCMcCg;-Bq}#qp0OphzqJ1=57dv_e~>=wvG#8{ zP$TbS^N7dVW4mylV^HaB-Upmin*Kw62rWPEHyKWf?~Nb(zaDv9ZG5r)8+UK>_rmtG ze}Z~Y*N^BwX*=ujI1Ki)meKcFk61G%|LwhZo%Ln#-t7Mk^_x*9b^pb2XY-HkUsqc( zZvVycYx7Uqk9V^9XY0>iVDI=o93w_w+k8dwG|<1AXeajcnYSrj|B`&5hEI{B>Sa-V zj+h(8hj?6$$5uB89!B-NXnER)`98*fqn|$hrHmhcH=p&n7cXDCha*p1%Y*d%Qiaja zSN}Y9|4hpGHy+wC+W)QcPWiPzU;4r`i91A|`jE2;CR(vX#bEgJjwlc zw(&om#~mBXG9OG}(nPKsHMD-uB?~9FJ{UW?q zD*p#@N}*k5{P5B&3w0J-=O+tV)j4C_p7w|VeAuEmH2K{>Z2uJ(ee?fV8|-NN5BfM5yHvk_2=@w^_Fv@dOd9{I_HAT@4#Z;RSe@zg_ue_`mf{=9g~%_&wT$bVteH5cy;Ne~Ag_<; zY$c!{XZxAAaW8&+=L^H?S7TeGT{y~jm*Qj5cFLL^l=C+6wD#+>{vLUPAM;Uk!C%B! z2=wt15A%3zK)#Kqze-{wm~YH{^2{L`njWTpwRZ4-<^K4cM^-o<8SEW_U(wP z{iBF8p#B51O<#6rADzo<{BQ5sGvW9@int@q4;6EBKH!t@<2?GmQ2yKa+kSel@c%n} zSFJuFw5<&E1*=4Rh5rS1zG)zTZ2mJ}li;8{|5Z+5Kb=GV@i~tFy={l_J>Xwm^F7Rc z&eMRe@z4KE{ZHR#%fLC;2+Yl)TgULz+)_vGo(S_w3BD%sEi`;M+!yF~)ZRBkzYfb` zKcn9PrEhb{KbHF~ zi~N=KfX_=EX8o)CSx+z?qGN>T(fPM}^=enKr9#G$ z>Ov~li=|(V^>?E7C-hBE&tLyKdc9xl1A96V{|xgum;RgZpE4}-{QHo{A2H9Se-UrP zadL9tOh)}H(8cf!&l`XN5u6S6HR3@A6hGa-|14v88^elt-B0i#z6|5+6vF@hkwF(=ZFj{MWb}!_Nx>LdKYoDz9~t8x z@cjSK<=;f@ue!9u{o&7lcVB#mSgO|$`#p#M>D#r7-P{dJ+?pf!HUar-a@k*t^*_yo z^=Bgf%e`@az0ltmSNr$j8~JShpE&lv=EJW)Kakh{rv-6CWq;uJ38mP7a?jRypIDpx z_g_bPPhbs;pZ|*G(RvHTq(O^$@>fx|V-7o8Fwz2d@(T zmwo)nHy5H8(~hDsXeg_QjfvV@WId2;wx@<1kNBNMo(5~U$81VYR=;24vn(&qcpHs> z-Y}l&^y%wv=z<*)`xx;_(w1gFv1zNFjpa%~zf|of{^l@ZOb7`3Z@2rHpw?ZUl9Dip?}DHLxw-mm;k&V`2TP&Gk24X$#aMq!#3_`tS$5>aW#BLwYNm%BCc7^C$@iQ<9@M8wm*U|!*~=K z{{c_)nEydpd)|(o=b8GS@eP`gTk4?Xl|r1Gn++1<#$x1$I2w&*!+cVq-^TlDJl;mi z@;d_hLj19N=&Jaq%QgQ3IuRK~`4n9Da!q~X5n1KSr^`Q?&*Y!yKd}`*$( z@=x*_MdI9K;=lEo$-i{^h70T+xf_f%n}63J?-|D>8~y0}O}70;pU26_f4)O8{4a(+ zF)_wp9y9Tuc%|MKib3VOX5)XM?dSN&NB&*IcoJM_hVe(t&CrYI+J++MKQSLR9;8nM zo0WU~7sG#}H&y+gjsEkoC+dSOVEwcCFS;hyU(UT~{UNqD!c&Z=6)RV|ty{Oa6#Oye zNsjd|I&S5>$o|hZ{*8{wADJU*>qbI9l>gTMA>XLmcwfF>XM=g4#z*qja!e)tKe7I2 z{0)xD_z%|qsQ$(H>>Pi@nPk$x>{@{Tpk9Wb{AWBC|KDc#;v*g z^uEMl%QgOoUOaOeQzos>BIrkTOo_W_?cx#oXX69L0^-~Zf0@?*w!se11I6s*+x}ei zg|A)@W`CvgzXjj9N<1R}-i7j?^iTCS%U*-_jiq&~qsM7~XzIJ+b|be`4PxCKxqV4;Or`7J+4et; z5<@iHGX(pGBKMzywZWdm_FLKLXWM@qfj@*f5VDQ`_fh|yy=1Z5aI8{w_X7RD@3a0l zRq|(D!&c}!OM>}l>*rMN{|pafaUU(NjbU;`uMteS>WivFsvar&5pgusPvod^aOA(o zpi6n)V;w#(m0dIa$Y|(M>r3b>9?EzV<#C8-@;Ii1|FMog>iOz_PPJQv^VMIE=*DtS zWT^Ve&7Q;WT%ykf<*=6UTx5})n-1x(%X6vpE#`-=i5`zaKL%}V-j~92`_YFVC;ezU zM4u{A`}ZOKp2X7dwnK}FE;f6Atq=ZK`g}s)EBrq6;n|OVW}K@(kv<{Dcp;|7m*ain zY2?RqEw4T$#o6#&{kF`(OFzZj>k9y7fHzM~KcToF1d;c@8PdVDJv2GO0Vq>ovv2HjAvW>qwVEOqy z7;{Sny1Cd8!|~4?Mz?{v$<+V(w0|Q0i)}h$pSHL|7FR>~?#EhFComVSC&ZpDJeTXa z`OmVgz<0Dg=yd0ZFY&k`se`oB=nKzGE@YVh<(hvYmom^NrY72cVs6^*UqEh+PQlD| zJ-+GspFK{|C$0ZaBCnjapZP<6k61VJmM;zb0~7H-?*8X{Gxvz*mpX+#%5m3Vd8Hyg z1M$;{KLfrAUbmn46V!JT>}yhdDe7nG2ezRc^N(`v<*UbTc=Smu@^6$Fx(VbDF*w~% zdweV$zBaTMv@p4(}RQYTDFY#D>xm@zsqCD`)X`da&v_F zrO*bS6D7L-=Oh2iwf;rNznuHA%ky&fe?U76{Wm|4IP#zUlRp3Qk-ygvH&AkSq5fR+ zufD$4)$FUwIQ}L}ztH~IaX5bbC-f)R{|W!SuFd(AhyI<6zs&1TuKBkQxu&-4uTeQg zUBb)%bp4As?uqm->TirQqj{$kUt;!OtBcP^@jP;!`W^K?J4)=ERQ<07di~vJz~2nr z@bWZu|HC%&Ua9CG_xfgf`)%K>V=p`Z+a3XT!?sVd{n_XT{Pp}xZ-2`p>=%IfIW^Ec zY5Mj(2Xhnu>2LpV3*mc`y%F~;*h3xw=EmNG^tq3uZ`?3B!LdO5%T({b68f|aXg`+H z{*-P1oA7_~{3rHdCfffiTN&3yZB}aY#X0{&77_1azK-eS|5)^6gPXl*z5B7@mk?hf zm=*Km5Ob8D|A9E3Z0#ox%>HBZmUC!p+ik_hczlfcIMV$;95aD!(A&kV9-IICemv?M zQQs4NNN)uLl!-pEE#iAhqfg9@&hh=g5p`*mOoQH{^i^94EFzG{Xf;s$Sp;AgZ~{4tlX%6gUemIKPQ?M~|UACY2(^CFNZ0WY91MjgPF-NF} z7faus=lWKT_A}RxU{yRep(D~(#$BL4OJdN_Uzzb2@##tI8pX|oI2k;LZ{Ni)hWqBT z;{6b7<9)z#&FCm5Cl`H*IUralkC}1IFAwyIoys=;X)mq53LO7+jiVXeC))Tw za`&X`qD?zP|L5C&#iEVpfAF0uu~3nIiJlw(8B2*g8yy?+-?-`=%y<4Vt_m?8{PA4y zH;7j+{T!iBT~+PLsWQdpTe;_7RQ^%-wYdH^KG}Y2Tie49cVY0d8y$V^jvyykRQ@pz zPBU!n_M9Fsxx<%;W6I6{xcmRSU~bN7pY)$|XYZfGH`DL|n4iV_A|!W|_qWJ*yZ*lT zD*S#T{krWXcx*v#f#Da7HwC#-2Km#4ImmqxbLwecsL9DciC4loQGom*4u`lIiSgxS z58tJb`N!BRl)>azy8NZQe}();QA|uO`J002n1KIxk$Z=8T;lj-p|9^$nEcO|eq8Gh z`L8^W>H+ixj+cLogC@Kz!TQHoN8x)Y{aerOxq*>E_cP+yyd&Pma3LA!|LgS#Ks|z5ff9KfxF>eV_pO7d)FH`wEkPK^+PGKsPE@|4qhUX8Awe z=ii3yTivH$e=Tc3RR0ql&ErI9&z(sB5 zK|bE}^_Q|G^#|NJ_8Zam$F2WnHdgVq&4_{ zL-!o}uHpf?$b4(@%|GK`vi^amlkmS7|I8jM^F3zy&)h@&wo!j4+@7vOuC8s5 zqwaDPKOT8+>&aTT=h|WY@2?;B&*_*^8*;YsKV92zI$6l;nK%A5pM$qu6kvbJ$Ns@M zHgP-%Y2g+}8^i zhzu&k{~OMU^7vm(j+nfApXskVvekY0%{(`M)pyfo|Cgc{dOWXT<~B-HoHvHRAj8-`iVR9$BCLr_U}p_x1hq)cb^eT@%okxDV)`##=1`rsll=Mz#UC zu5E{RxW+q(2_E%}TE9x4qMs2TCEET%`k%2O$OH1FlI+8yqTZQl6t&+ikj4&5xO{WkuouZBFd7&Sc7C&76W@!zHK|JpPEeZP#I zXYLjJ#-lG^yP=V1?!tqs!FRZacHTd}q=j=~G@M&uY}7@pq?>=ort_tchKA~__93G*D^e+ z*oIQiKhAN9HIC_{%i^W&EbCzeYclN#Xh<*D${LoX8Z)mEaeSzf9vlp+8>!Cj95Rl&UKx<1fk& zo|k9-t>3ZLeKLFYIQ^eFiSpIIOh2POW--iEF^0=;u-XGyd-`U~gnUh4O)4DsBHMwhezx_pWM>nJW9w zRPO(h_In#2#zP$aU)4d32J4zxIr2j!Ai$ zkNly%KBXSip)xZwePVi|{wK!l;qyDv>~B-)|Eg$uDq|_1_LtiKpuCJn{)KhTEcwTI zU+B>yd*xbAl|+yC1iUc@)MAGxgu>&MxjiG7I5pNZyQCi>~)U)vO!w;pFCbDHff zq5sEtIg`de^;of0WUzn6wf{cVcU^V*Ec&c|9(th?8rEheup+W4D9kPapJ_oh8;lKA;@mXS_ ztv7yDG1+s~X@e0THD2EHHhi4ymsd80Hog5qKnC-WRQlQ4cw;Oq0>zN>$X zd870hDQkEf^L_ezT2{YXxANgJJN^6jZn&KXcDb(?&6m8Z^(S|G+baA-u&su^UigRp zfA+rnUy5RR`%nGe>kaDFdsPGxR3r(AY@q_aj(#OU6|2E^Q(muv? z5#L2y(GH6b=F@)kNiq7sTd3?~45<8TU8%K#xxsIZJ%f7< zD~S7+ZC>FPtnE^{Z-V@n>VM#z!2iLUmVc*k{Du7YJ_dj_1O5LNm*9Vk4fyYMbE>4f4MLgQ9(I@%cpe zfJQm}Q;Pq*r%eA-UyZ;rR3`H8Lfh~@#q=-p-v|b&R{dXzKIg6+<{z}9nEtKA zf81yDSl;s=Fg->e^7rJ$-OTc5{SVAoE&5+^l6M+1|6^PvV+r$V>G{7|{SSUsYyTi8 z8ESZylYgG`_6X+qn1;zsy8Xa^0T&(XAJr4EX$;$1-Td2Z{S&vl7Wvcn^|o9N_D84v zt+oF;{BJ)04_@wPt{db5P4hqT$-)LJZhyfJvm7?zdf=nQHiJJH-&5MX*zOYh4f$k# z6x=v4^$Dh0?YV00ziQ|Mr!ye+hS|py*Gvpa2Dy8U}4hfKWwFQ$LdW@|s&Y&LGR zt;PPW)PCmU3Ew&-_7`&B!2UM9YujS$56mm(e_4G_){)|8K`tA)gWuUq?(mjnK9ts#^61!MmQ``i40f0F)3-5|sU412=%$e08k zg0Tbt{jKE~d0qYgT?0~c3Vu@hN_)tUc5DBF9WUL4**%i;X1trSv^Uf<$RqxcZhv0> z@4WSo=DR_h;di(A;Daz1r1d|}C-@xwRva-cjcZA~qJi-**JHV0_Co45Y@Z01xqZ~GEmH+sF^%K67^ zVA>M}SO>+&sNEs^hL`cU2*ucl4PyW0yy0^6TCr>Vxp0loeWSPveSU{N_yC*Ec&U6; zzC`;S{?kr2nJVNNWGz4WTj}dencjo_66*`-N9e*ZZaucZbctT8>o3!#re9YF{c84S zf=$3Rmj8x&*y{&;^JViewrdV-B%Wgk@r>ZF6Cak$$M_~OIfmGx#sQE|1JAF8ezV(; zm_2P2#6{)(ElwEXpo}*uZicuT#4Q<|E#Xc51(Ao8$H; z_L^Pe`!(Ey54sUIaPUwo|T)w7-=6)25Z{^_yKC6UyT>FO_DTGa>H(m(QQM+js7} zNmFLHe}6Q_ojw1fyZhuJW0`pGnEs&D4nut@*!0=9c1-)`_ob zU5Y=##}?=x)_L>eFP6WdTS=DI;U1b+i83-S~}Z{fQQTSH7=JjeatTkp8JtCpxP zl4qLym*c;l%dh_p0|k6gCHh!nXlzE;7Tm`=05J)_9xxw&vQ9YQetC46@%UzpKh;GK zea@C-{KfJIeWDnW1bb7h{zE(+`WNwcJS)sCly%Vc z^^AYzan$Ek_J4Z*wLT*bOyq^Ss73Qn7X8<0Kl-TC|3T-)ya;-}wElY?4PUza4#+pM zS?#ZM|5Jy`IN*2Pk^g1=5#`t0aFEbVANVXXs5&$-f@%X ze(l$?vK9#If|JBWpg-sDTgLcM_sO*(mQOkQlf-}YT}?hK%b&)!EQX)xU!70oe%gw< zZAJX6N4{Te#`>RYg^c!ZtL*<`>#wjzD6;<8E_kJ8j=xy{H$wl7{^AR_=snlP9```@7pF{!NSwbJGC-D>ibpuh<5E+-zpz8xo8IaXG+*M7Fg)2llpNN@%|T z8w~p#&yi~tqoejZaKno4>Co@+Kaqu2$)DnG3g>Iu=05&SUCFszbq4e^F^RzA;73~- z_b2B$cfh`-jqA6(R_>MOCdXwzvJ|NUd>_8M*+TY?N&E6_|B+joj{-F#p1n$9#tHTXm>J}8(QnQ}tVwEjXiQA= z-B^7E#B%=twubl`IVU+4F8z2~{_8$*IIQ~-UBg%*Xn>Z{D~z|DJA2HX{C<${!C0@S z|MT#9_wLs|LTapizuZlp~$ zw%_On`!*&2G5_I*4&PDA{&Dt=@*MP8hb8Lsxc~qA@-gcvJ$UrgP5XMbd*{6m-QiPG zFO2J-sNdu{{m2JH%#GAzx~@5HF5Wrsez|wqy^uOYr*EEgYtC&FT$1DfV*M>_*Sh6` zPfF{6X6qlVL+fRZ@}~O(Ql}}YnWc56n7>ExH^9rG|Ir8RN0I+8znSJH&z>&-6Zx;i z|Ijy{E}v)neoU2;zf%1_Am7s>-_0?Mn+pApXQNh{u1yqc!?l6L4fdFSpLsgf*MCml z?Xl#z`JW&E%nu>Drkwt%XZ)EwhWb+ANfG&r_0RAV!30J6uU7iNqG*2<>YqyVv-Cf6 zn%O&+7=HzLhbr_x^s&~J%GUouj-+piUGjN@YNel^e`@9bUBOjW;{S7*GoML&&$5md z;aEyx713%Qu~4FVa>1{)iM7! zV*ZK8U%LH=f06utzV2l^*gwr~f7<@)(2wj$(L1lJ`~&Yo9CXV59un+*7{^ijVS^R3 zznIUQK3mOAPRxf~3m>oDvnyaoB)_^`o8&w{sCicW`1|GYEjjP6;dPbmzk2E8yV610 zrrvJ$?*bmEFI_P!))uuzktaTdHSx8Xto@cVHm!eQ3&-u(yzs^sw6}5XKPY&hwEnAh z{G(o!u8$7~z8-6pYJa8v$2Z9I-Bj?uG~53%V(n-Cq!#&~I_)=qUG@I2C4DR0 zgvC?cn6JNZ|M`5p`{#egxcPfeNiCfdZp!K<{6=fpz>2c|zjoq3YXPwy&c1jeqR^&3!p{n;Z4X zI5&C8p&NL`)~ixeQbLp;&1h|-@YL)xBjoz{?+wh;(tAKRqF#_9f9vb&Hk@s|8gA> zurAH9|GDl+t-mU*KM?;l7;ul#A9DO+QE zz3FvTqPuY3>t*0-Nwb_AZG&m;}*>vM6R*SJNLmyqXoD0wmWioU!W0a2_{GH)f_iC9-bxi z&!0K&y1JIR_x|&d`>SBj=gpt*!spB~*`j)rH>O^QelwQ0azr+73w4dMp%lkmajD9SCM+C0` z`TtJpNUdUCo67Q!JU7I7uszz|YT6&u$9<*bU&n;uKRi!`ruu=w%Tw;E#H7phKX~=* z`E&U;_NKcex#?#to#)ma+06by&6=40z>VX?sQhr}0WA5gd--i-5&BbZxMp{gBgXi)P6; zRg=lvEd0kc{2o^N(PX}o{O8&KF@4sZlC^BXx4W{gvGvN}%|Vd^U>N)uZo>HESoQRV z9}RQ-XKnx05jwR{_u$!;#y@jglo|iA{8LXscSZUSF(B(#Zd2p068*USiC!+xf8<`F z>MGd2FsOMST) zg4rUb+4_WAv{UUU$UpifEr0R+_u<&FZr+-uG9Rdn#_|{UBaX-OZ@KXo-&e~1s8|0q zll~#8N7{Yl8P~r%F8&A$bSO@uK(Z zwSkVmHxK&Oer(b9wEO{gQ_B9#LLa$w()Jgh>Dv&~$3C9PT#mr>$bR1KKX^mFQNWyF zzZ&#^_fdS8(Bn2pZ7Jl~4E=(BuCo8(6ImzE(Qm0r`(K*n|FG|u)EAWae>(JioFc>y zn(KedoB!~GkDj`k`3pXt`kBN^HX&%Mod?qvq|ta z_udHqKkyLd*Nxkcee?fn4u>5wWTUv_DJyE!3rh-@b|MHyvTyX7k_Z+V)MNU(Ej+Y$or2NUy)Q$+xSf ze?FNp!F@Dw9QCs4DdnS#HOLY5y^mjI)c@_s|JeRRO(JVQ+l;Z2Q~a%#`M2k%oj$IS z#DD7XKNjo%?jz3`|J-}wrr7J%+rQ1W|1B?NLB4pbGyJdA`opj{e`ftRe^-|qH)Uc| z#-HUH1jhAs9{)Nn6Z^B+`2X&L)YTk4-gSS!R_)w2(0`VDhPL!xU>IOmtG&g2pNmFu zI3DjH*Ce={2p>ZHjN0Y2&v~!MM0jij?TpB#>(Doz%eKS+wvfLh_axT(eoV`j`s-r! zAIEqeTW`y7i+#IS?HoSGpEI9|=|i=HaJ||ITm##_r;oadoOdO+!A@E8p~mN)^9K|E z72_L;uaei|n_u7%ypIc8)Q_o!KHk3>?LTtssMeKYjK^YHi1(m=glr`)WwjmnZMVg| zWoxl4T*rN$Q~b;yzdmqpzxRO~J?2x_)3e^)`1zuH{`h8i7M?l$(>XU|=1jM3>n8W( z#Zv|6jQ*;XE2PHIRJVQmW_RP-4@u3cBJ__%{J-+#C+6-!Tsg^uk+enIq;)tDTYE0~ z70#lr3!kC=X#J0^_32%SGg>UJT>B9#L(YY)^fksdlK-=qZtx7>R zjdN%`;@rK{np=xHM#gcG@vry{kKfB_{F(my?Z1!R8Q>`(clPu07ycKK|9Zzi=rb>u z(Tukl=p(LFYW#u!mByd7pZo^TEASsU1JhM`$)Dysx!tt>*L*8}ZudO4Hd$XocM%gL zb4RiH4|vHtPw%;Fk8Zh}Pp@;%(D@?L@iOPu%YR^cp!?GEZ>{qWa6D*hkeL$gCm-Y- z`leX>Yo(98LFMR!o?)??G5=O8{{cVa^$)N@ftTPb$D`_yEb|}eBVSTl{*3=7kN^4P z6SrVp7irnG+*TO>dacTOsrer=26?_JHWm1fUz$Gu7tw!}^iLN0c(%34+FJ|#ofm(R z7?rO7)_;E|%(d+{|DmlxW-5%o0)DhP|Jjd`{Fj>lJMC{w|C{f1@s93*od9MA*a_HN z`0lsw_K@U!Il;UyvHe9n2rxBP)q-V56ESYygB9kFU|6Q(2tBbSjzv? zq2C<;Q?vNL_~1R_8^+JxmK^(=t4Q=Q6$HWDD+=pYvyGaZ8c!@!z4}-1!H#O{w*7u;sj6XKSuai0$|o)2wX^-CzFxw(B~!T5So$k^H%Kj{j6M z|DwKVZ2#@JvNyCbYy5%qj4x($LN{tEFx@r5n9{bl~40tB|2O6vY-E|##T+{j| zz5Zyl{f{+Ny#A_&KCw3~ioe#Y|GI|0bEtJRb=jg|0rW}I6kxd5maWPAg6sQZYmS-ie^_J`qVh?7B{nt+dyedMXZf99_-ERO#VTatNf z)UIZ|Dt|BSOy;pM431%Q{4?lll>0m`hqUE+@iVyJq2J+u3*--VrVI~k7-4Q@e6EK6 z!k8T~N1G1Najf=(j%OX?uzRBWs0Z~~$=nZJfMXuR6Sh6fRb%#6zvR)_G`Pd{ORfox zBd9+O{<<*7!=Efa&0nA3ar&f&lhV`oA;yOoA*ET0e!2Ef-!RX;H+qzNZ_Ft7FaKL9 zwS}}D`rMhD=JPzS8T~P@Lv5Xy{*oPCZo#4j#JeOhER9=h98cncKF*4G>mS76cSd^y1E;F^c-y5#dmEf~Y?Xk1*+VITQ$7A;!nJ{UEI`G5cM&in4a&$Z5# z(SP;gE}vD2KInn}=O0{D91-3@Xq2OmdRY3d9ycWSJb!sh<4WvHjrZWW7bMP#90+zj z;$d<7^|sXsB(F0yDG(rEM zPeOl^e<$VpW*S@i!OuO7LV&!1_|9zU0cxuMAXQ>_1SeX02mJV%|YyyPGAU#0e^<)1YismBZF zKgbp^k)`H;YilfjS@;k7=Oj-|7XIfk{>t$`;k%#nfmJqMNPlAvvm8nB{0CfcvG&_B zj7RYG?1OXEtFip0`H!*m{;1Jz;rivGlk**aw>{1{Eq@p*z&`<#gYl5J{x3KFinTv0 zedN4Ze_Z-RcvfuwJ1qEcMBHNO8@KS^*elNQck&E&PmHwV8lF(JT~02=}<4Y!(m z1=tz>mo0t7xGo$^FgCbGfBFrm;Y!p`uXvjMH~hCOUIyd-KP1t)~h_Og8#^cUu^!#I{wB_ zpX@&T@>93zr|ot3f4cpfE^jO8e<|nx(DiO({XZT0@K?3Y|CTrZQDX;niujEmVoB0A z&>)@Q_tRq*Cv8>x@y)dQ<~@Fdae~DEzlim4_PfQ%bwiAao@0Cfetq%bCO>};e%(Kz z{~vu;jsJJ?p$Fs(Vqq2!Q>=A+w*Q-TSKQc13*Dy^=ee0{FE=IrfN%3xp55=s$^433yMeyh24ehLdTGjup@W00TANEx>>z^L6iSW+oOKfMX zpDTIO5oDk)_d4|dcF9#}wkvH`!P9TKvOBb2`!AYTQ}KsJ%0Ftn!UvGI{{w4n zJom7y^Vc1}>sB0j;?^8PZCv2!t6Tr1?O$7eWU>FTj;eS4RSSJ!*!DPzEs@faShugH#6U}O8T%PI2yQaH|T{Gl2-L1ZW zyt&FJ+_T`|a(^Dz&EWoO!RC-}^4wiApAKI>D;Vu}-Qp#S7%Q?Ea~!Ke{KsOlhMVDk zi7DN`bJcC%w#AMA>oGSP2TS4#_|H6@ z{<+UtTf@tS=WEP=@ba9*9E;Isy^$b8+W)`3yhnTu^4uuaCdqSyI#bv0U3M!@3C;$& zZkX>zF*nQkUvl6G2B+Ej2Q}Wv^A!KBUY6CE0>-BIn$LUVu{V9b*3{rle6JhzRYv|N zd@bMq>kn^se-#~3kNz_~8TWq{`j;PFr2Ysxq>1CtumYxketjwVZjg6LsfAIXSJAKdRGyy*<=>J|fLvJ$Pfl?U$T8_QQMSNnhKMdSAS^{Q4yCEBe1r>h|vW zrM~t9>w669{%i^{9nj_zKgUA?_={%&=;K7 zmH)-Y|JLKXiP4(9ZIQzo)80AoF$4X$|HFOJ`zCRlk^Yxb{tx;@#D~#n{}1Y)!{>@P zb?_C@r_>z(Q>)wmrqEwHxQhMT?Dc<;smT8rup-{a&v?Ka>i@_1E9U>KX8f-bObKvG z`pq(IyY}?|PhPa2xo;-U+d-Yv%J@$g@(aP2T*Cic4gb~8?)~%?{NJ_O-x~8mOh@}y z<75^qLw{>LEZ}-F#D7}R{&vtm+P6M_(&YYcb^AApjia_vHv7NP_D8eFUpfA-lUz5Y z>_6nesT6+zuhvu;|K;e1xiV#c0Skm&ox!H9as6M+{^ItvktFcCj>h>2m8Ac{jI~heLPj{ZEvSEO8?i=|CB4}DZd_AByrEtg87*K z-8|ZK)yzND(hqippHDFFED_9RziR2XtNvMZpxb>i@ymwuznb>bwtyW? zTiV+RhJS#4K)cXy?YLY^TLS$nn02!&)ZXyVAeLS4Q`<7S$J-;cKd|4S-{F57$sg86 zHikIAQg0==80vX{%=9a+H=W9@*SoksT!VRnIvIK|^3#}JwDZxq0+ z+YcNDuq9_s4Z64f_KsV;c(KRLJdoNKh+ii4S`bgNSdxBY{>Tjt9H9^Q-SVHK#Q1jpV$MZx!P4&wUxAjnY5-&Q|&(=0Ebh^h#bW;B0z{xAD1c z{4wBd`mpcuH;TKdtbdIE)%5@BeH)~{-aBsU{BH{MUt0dE>HlizTkN-({%Pd+E2V!- z|5wv~#MtZ6Kc-88WvGR|%|GS(-^P*Z=j!zDl}E#w=D%|EWBIr1xRr5#PV$VE>VNZ* zoDr>e4+C+z942$O!8dmYIK`XU>t)^vw1n1{}dxDyyY?F z3wTz^{xrU3(Z8@iD%pR=H|F!nnZDW4#peG;wcmXHwXDBa^ghj%|E*|$7X8<#`KO%z zuQdLt3tj{HYb5`H(^#@|IWZIqwseWVSa2oq*?Rm#@D20-0r{>HxD(Ag6MXH!q8O%z z`}p1yxQ|1Ejj``O{e656_CdqrKxB*hRax{;G5H^odQfNw^1c8g({~g2nCj^7_U~P) z{lNVoS53X`SFB4i|3Uu`-aZ!j>cPwE_&-SAsh+p_5BvZxKu>u+lK=azALe{qjs7?O z&+cC2{yly)*FRW8*4zK3_`ehDSM$jPUrg)$Kfv3Vzqb4P6I>ex-%=C&PmNxGGL8cO zSm1f=Cu=?bo6-Ky=TC8;elwvh(T0bVozzva2nyddg>fjrbQ{<`Ixbc>1D zcy7n|%d8F8+^18Q$hZ2l+>Gxo@EdD;-)6^uQ0J@}<4>^#J(6?hV2E*{%^U|UjDM|^ zJV4ECe>={9Z({rR0W+P!|J^J0r_Gy=69*B=*u8^4iN{|oHzL0Oj^zb$xu z`KGz=#xY$tm016jvVWVk{;HO~#+4cu|H#_^S>rGB_k7FxM&E2$p!S@}7q*d%WsSd< z8-L6Cf1*tRxk%ez!A5By{bt0!%eB88{dv2VNk5Etlb6hNiw}2;&6Yp^%h4~!f3qjp zSHRJD42=F)tW3Obb~ujF24g>KU*lZJh2w1$9>cZrKj3qK+u?b|dh0oy@6hk?Uu;~+ z2V^0VE!%H~{K4jqvAwWkf^LMqv~kO=pRak`=5pEk+_BIVw1eb7$2%~#9O=gh=H$ zAdcpdGK-w6SIM>JSUECy(aWEmRcxtvHaP-`ccIXE3&m+Y|>KlzwxrlDC(3#HW@pi ztjfKJS71NHdHDG{W6H zz3E;&k-Rt01b6e~HuK+Xxwzfux>=*Or9#dd#o-_aj^+r34$$$>u@>o{jpBPoj+#Ut z)js}EUn&CMQ~TWD%@gwcME_LV z|64@2{Y5Z0GnUMi=M?t;s=e#ooE3|_EE$$7zGkHUtCqgeRGIO3f)Hy6$S8|0l*lAa>tu`swv&hd%uG`S$;)N#otvneuIJ5&vH^ z`460f`CMaPY$f~Sb@l&;oGX$4r5^cT)_>V!nk+WbzVVMKOAa$`_2rx`ZvL)UKJL@p z_z!enj6Ja!T;Agk&x8LTHPhNj{+ro;<*E7{HO5@r|5%UwYyWB7!}b{`DHH!_rv7WS z{*CD;HkSD_My@|$8!?_k{s~{p#Gg>V%6P8#Xg~Z}_`m-0ROTFHQ$XLPt*V9(JlAn*-Llx z@jZ9z(Oq}xuEfU#htqpqusBU#f28gITId7owEohTDDDWE&ENh~9Rr)LKK(au`%=!C zvo{DNSE8R)|I`})u801T-j#0Zx3k@cqsO~1 zW`5=7Zd;=IQu^6+VKen#+O|MH;TY{}kAEQEH((*uKIC;VmL|eT*fZ?erYH2c-CrDA zVfSKd_=^tx7>i>3lWm9pDyx)D$dk&H$xyBG$2wCSj~eqvzAcP-`d@6E8lEQDiE`fX zCpc&K$aXdE_4i?G_%}X}&)wv94DWM0rT){7@Doh!@P4;bj-xKrj^P6mW4FA6-v08w z_2t{wxY1vH#<=v@NfX@RD{3RyoUFcD_{Aibh4*IzLyPCCU5)mcZSCi?sQqJSO?3bH zY^%zgE=zgNDK!}}tphHsXiNi8MB#}IGQdIu7Bdv?biI=I_S`RXgT zd)L+wmt`DHVo~}XJ1{U3t04vkF&n|!#Qzaz_V^f$CnIjEu~W+-!?fBzzP!*GZ;FV+fi=UVF^TQvmG*xb^q0jh3 z`d#rnIR^Syo+$PpYyYFBPBHq=C1&2!v)+9=egb3hCUcODmzL{Bw$J7FQtC}Ha_1C>PjK+4Yy|`|Bc{oR-WBJol{Kz0B>V;x(s`h$M~~88Itc=`)|ni ztH^Uhtj#gS;4r_9$KLoHH^_$*<8uaYCAFq@N$xP@sM&MwVBo*XPoX?z>Hk%GP`4yn z^F;a&n4GT`%;Nb<{a-76+^6|YypCz{_(#nswk0+G%C-OM6Txdlx=nRnZThbk`dP+5 z<^YU2tE7JmYT!s8m1}<%`YInI^$%*%#bX@$BVZpy|04&G-HWaLO3lA^UblsD zX0)M{{xi%?nts8%`FX0D^B-_3R)fplrIGZX3tkB_a!#;5hQ$FdEA_wD6ja-yl>GlD z_*~?!sb&7V{BStPNh8}|YyT5F=xwV~?T>W?#vk|`%WJv$zY_nokIL)+_#G>af3yFd zKY#A-K6zNN|Fh69H~#c~8Q+F&sY3tOqko#o|4#c$>)%fQm$(13jDPsCiKj9DdB|O3 z{&e6`GJj%vFzf;jcXZiBrm`|A0q2 zAZtQkk--0A^t0IiSU;K{1-_7a`acW*;U9sozu5XKZ~sR*|BKOId=Rl<_5UqD{=NG1 zbMn7rq2EaVSBJj(-`@TBBi3rS7zTK5{hufQHJ=A$De;?P-+ZSX|9fHlVOjrhL;b(V zv2M6J>xXuVf6VH+<;H)t+>QBShMT_ftjbA?;}2SIFCYK2>7V7yMby6WuT^J#-kY4` z57vHc8PAUV|BcW;A)eynA07Io<1gEWlp1k9q2!S(_ITb2D$pQjWE2*_|L=sT`94(nd=w0v6CjbPrm%peZ6*p>pr=z zZ2Y?s^B>1BF;d><_811sPorbpV`Thw#8mB7d!2nuY?axmcus_W2+x*dVIO)!@9)r8 zz7bo5HFbyoTnn~R{!qs^tp};E;NuV+4fPYY#MZ!ef&Q0Y$Yq1;V86;aIcB&_)oXeV zv2x8X~28$C!NXke>b> zZrrP+4_s=eW`c362e&d*yf8=VyI>BVmUMfAQEHkHbNZ8`D1rFZB}- zxaHWchW7uu!<*e(q8~n=Hre%EKOX4Y+EisKANgZ#mNpsxsxx(r*!U|a|E605Uc~fZ zM*XL?dwz1Lxdon9OTU)!j~pk+&v92`|E$;K^)L3%N=>Hl?X>6@eW&d6AFrogDzATT z3GFQUzftsU{%5VTHk^N+LQe`GHAjips~96qntve&S>zw`$2>14_qI*R|Gg*oDNCxy zAXkO@Ki0p+;+NR_w0P}}RyQzC`(6&nBADDUKZ^&2htvG#qW;OO7a^N5jzP$tA2{vQ~`wQ~ld-GWE zzaT!6@F}1EFU5c46|KhqgWRFWms8IF6R*Fx?|n(wPy1i!a}qyETxV*f_^6WWs`o$D zLf_V(VOxj)t3w~YHTxb<*Y&F}ZghYB+q>@To_SpNtG^I_M7=KX-TZJh@*lFZNNSd8 zT&ClHwi-_w%kXgxk14VE2fi84i~sbEp$}924_{Ba`~RnO4M$IwJK|q;F9Z$?Px0pt8h&TG{`Gg8^PU*v~P} zUhLHG1~#|}bG~vLPHro(|F^>iyU^p%_8A-Ix*6-|x^SwOE1TN@>J~DM*IJ)&eQ^lzi;^dPF?<2Rog*|3n9n+1Eia<~7p+8@iM2CdpHiYHKP!5>^d1m2XeKi(w$JAZc<^#*d_ zOkOt2E$LlBo9x?T-!;_!#{8$a7yX7Jsr>|ujACP8iy9^b+hD6>A2=G1zcFl;;b`zb z*t6b-<^9B!czVE@;Q2fc838S&*P&m?_rMqSf$^xr|3=6k^4-vuk9;9!ld8V<_!Q_a zT*GxSY$RD9BmT{;{^xnx#{N2g4Qw9zQpKNS@gkeo88;=CM!yNhoUVRso!7%Y{8irm zG9MPcr?uy)KkJlR+|%v09Nk5G3pA9jZh@tyjR#$Dpv#S(_PP6J>!OCY-)KSy0XIq113dO(%($X-p5e82`gDJI8n$uod_zo<_gnPF;h0 zaUWu2c8|p1`0Rkou;8CmO$3Uu}@NSQbmj-x29g+6aDpY`?OX{YyDc$seD~ zV z!ba*7(?7&7VT_}_5&x0Ty&C-!k3Z8F#(#VZtXLYs*Z8_pz}HxPDa(P=Cpa78Z-Bw^ zI2=32^@qG4a_0Qyt+(C!!&|~T$NHyS|MwF=lU@F{o!IL}e>To-=-a09X7VKc&-d{> z%SykT{I`q#fn1yHV_Qo8ac)TJhM|uObfn2`3He7m6>D?Zj{}`I((-5TP>#OcQ!W1y z3mWqA8qhf>7#!BPisZkM^sh7bn(2OQOY8ruQa{SZlg+=-KX|`d+t2%C%oFbw<};bE zh-s1cK_6N_+Pm3Y7Oq#UDCIW3#_lWA|G1~{H?sZc6SNUIkd#JzPh;obxDH?z`73zG zBJKa}*C)h1mmB}qm!<5lU`sTK|Bded1b>=s{7;-U-EAHOo?7HSqx@UH00Ui({q_5Q zA2ZJl7W=cq|3do{@>Xg5Z5-V0 z#!s0jHAjJq)^W5y0DQ1TF58DUM2KW^FA9A$dm_LVOcHSQ|AG6_f zH1|z%J)Q^5OdkDzSgu>+T>-|;RAHc|9O%d7v{7uA9=Fn-9{T1t9 zywl9h^WB$ArZ=SjOYtAE8uk5bl9 z#?PDVmh`VI+W&d+AKyO1?{2@2|K0PVO#H#doc2NE<{>cH;HW$WW&!-?|k$D?IqxWvBt6WFYalF`5(3v>?`meco@7V>O@tt zf4ikl?WfbfB(CVgai6%={ToKu|A=pG8Qw)(t(g7)^{RR9lPO=gxBvYC{nX>XoEjqYM&GiJ>v7*d z%lkEZe;#sUCVVb=V&0bAS`*xg-CC;!x#{pc_=Xl9_|}aPyv_gp{T=t8&p&bV_byd? ztikOEkC3~gRQpj62ss82gJB#C@feE%VjnRxeEToQ>>Fv;B*1aT5hdP-t^BlBfo$`Q%?$+T>}{2ilw*Czj{L1X>@ z$E!yUSfR%+?n)i0%d9(s92uaCZ}n^Gf7H6s_eMi3Q;L`y#n`M6yv=gdmy#{^fx|(qsnzE<2K|FIL^=L% zGe2)e{ewP&K2qG9^pV#;1Cr~8cpGAAB=3#nvte!1H8>T z{{H%pcin2K3s~46#pNG4l4`ZTetY%U-Ffn$s{U75QTw+Z`y-LLk^NuTZj-~}?Js5j z>N8rae@*|etyT1Yr~QTNFy+Ua-TymI?|1KhILeKmI?)Z>JmGbNw`c^&5L^jo@nZxYm@4bF`R$8M)4}uQ|_gpI~}$jJ2%H2Yt{L)K3z5 zuSfn5NB-@s^!dJqZ;|)Qqy6x+*D8O&JMX`Cq$vMerT^w_UdC9<%+>Q03zTF3m*PL_ zqJf85=RaHvOc~d~CHz0O{tCWuuE#w7#joKuTkIP^O7p_qEuJ#Zg)lf0?%Ys2eqQqWgU28aH?AqbR0h?-y?y8~;I#F63~6d;^!l zd|;uU&|f3{@1}pc8K;zY{S(EX&|a-MReSuw+TYRt$(ZI?rrh{3-oW@zwfu)KJ*)iz zObv46z-K(UYlcJpLL3Wrp!dJ;6WhBL{g1d0Fx0TG`)&>eEJ!K)tC;=&&Icd5F_XS< zOLwox#s2R(yTh$NwY31x4g34;_y6Pm_2EbE^BGg+TOweWbiLmy`?nVQy&?<9QCVsI zQw{%Z%@u0o%DP3@IfBvW+9la;k@{f3R3YCGm8jT?k@IgHf38;l;QClsyl(4{mFG4Hj(Cn6HF{jshxysxT%U>DgNF z@7?(JgHG@5#1<^peyv*(eLHX8_#6Jlwt~O0x=*Ybh3lexHUA?%N8^C{?Y`h{fTxkT z7_d0WJrOO*3!pLT=-3-V|E%PBN!xeT$RFfi?P`@j3U zI48eVQsWIi1LT#-!hhJdw5KxYAB;cX1r-~my2bRxfP9nO>+v>PPfF`bF~?2Ff#Z+K z|30Zb)prd)#pnzOR>JZ{EZwwHWGQ?9PhT{LIKdUW)&%{9_;!}|2brawJe|m374$(z z<+E^oW%LVcHF+7xS^iYMvgsdvuk!jI{2#a>y7u-7_xzRM)u8i==)Wh=ea&FbDaG4g z%luPK|D!#~&C@S3k9ue9k1G3rP->l-{3ZOc_V_q>2L1B~=Z$!r%RX==Ht*Or>VKsN z8A|5gYTKWdKVU#evkm7T)+6NjIxV@rz#o;ZX3W3f%W0|0sr(gwo6h#*pM61DPV~w$Us%hLY=mziPwTmRNN|JeQYj{gq*+UEZb|BY{n{%fWD?-c9}eAwe8?+q}uu>S`H z+W~)Tl266&15aTXl=ODQ_419R)vB^{z}DbC`RyUjM*YC{jU|uEwYyT!hRmer-&)6? z)@-VdzP&U3*{OHqIkeB(Xj|ZiO0@qF^4-*F{|-q08?*&^ElFGGqTdR~S2F*l{SWoh zPxF7?hNa@mc-zfczu5P2>GoIK|Hb&9rce2RU17f>^Utx{r`?lhFU5yc-2Y?iuhsA$ z8HUDhx8Qqkk^inEkAnZT=i(s0+g^8h3w=`|Mu_{lmcur?|EU~(KF8j>LH@4}eO-SS z>;Js@5Bx^()zf$H{jDAUdnW(;vi>;7l=?=SIsTRj_KvZWHjBRiZ}a)gwZz{{TYfD0 zM!UuFALOoqexZ&rJ?3>|_(oRFuM%t%V=oquV!TVn2FA#rApW)LjO0|ac5?3M=>KZ{ zpUu#}j2jh^KgeQM`p5}WOZ;cY$-VBq4@bNGKS&)_+AD?rukgJlwDY6tjPM%+?y%#`{>Kl;A(|)s(V-aSqs>^!m%_ z?~pnP>jkHi$eUsolK=I^U-Pm*r$~*Wv6CjbuAwy?Gp*J?z~>j>sw4ab-YuU0s?k3> zmqJH0-~Lg1xbgkJY+$t;_33BYk173^XZr)z#^)GO+zc=^9&dv!Y;&_gcpdB#oVRO$ zwMlR|`po#4+A*w4W%m%LgXj9^bm-I8>+s*?#$-#jO_o2+cY`qw{bG7b?O8i!V-WvW zLl2oQ;@0j}{bYC?#q8KQ;1b0C2=PQ8lkop-Ugs9rgm9hu1ns=~2=!jgdm#IEt@#ga zE5{F9_Bp3{jnoAdJF5HC+DOm%xeWTb!R?362YuRtQM^psq&_XixGm0!Z^s$O(s&kf z;UKORa@^n?uhnnZE#}2Ipq$g#mpucqQ(ylA_x+0f_*@b*3vt#rgg)YlCSQ5WUwE#U zzeKKUlYhtuW73g~Af{S?mqHx4%Kj(r$i_`H{W~`v$pg6nk^a zZTVqGVZIyIm0ClbjbUz(`v&{Sf3r_=nJ0WIKmJ+g7dne$x4ix_`-}LfBIA$P8(?b0 z*WN36ZGgWq3{FyWD$aKU%#GHg3U~>w^DK_xx8Q4u{+}}UYx>i_JFtm*p&t1I#veIM zgFX?OdC1>0$#tW;qCND_+53`niL#0@R9gQdj}da-Al9wAaisn`7oMg1w;uinzS}s; z$p0aEN0YB1!3hzYM|qKV^3Sk-OxlgU)%F9k1AI|T|43XPyNvwV+==J2HXY`MNVim) ze~>2#ItjF6`h4Gv?H_TU=pWN@mFTx({xkVIeeXhD^Do+%=ciXo%#BHq9{yyPtz4nLo)7{4p-HE&B zh-b%hTc!W-?e@%73*0~DTjWg_cIMjuY5woO5&LN{&*(4F@ul_ulV>k{UK)?R8R1v4 zSeLHVHpzDrF@5@3z5i>=rDH*c(f^2Ht-rLz5rWvS9sj$nLrtz0)Qg7J7xq8$ z0|xsR_Pp3QTYuQ?kk|0tk4Cv|m-Zy*BOAYx{cHA=J-d?qZ`Yg6jsM$E?UQ^apSdGf z2dlFGO7XuL>tCzkYwfA0{l*J>2L5MRf5AR275`+NDR~axPcT;4hUfeK$1%tcaThI| ze@oGyv}mRqH+{0}KH+1iRm6WAsehM9KD1)5@|LsVBnbe&6_|x$P zYaM;heAhq0j`O(pV1r1`J?zK0-vwO%sXfGV!B&lq5m)2y9sajW{;4Be#v!ZM0|5p7H+v^u9jZ)4=l?tB`yUl0#Z;Kh-P2 z2g5n8vF!&RK%ehgqW#3(ATL84|HM8qH=4hOwWxrrkYj&vi}O*ul=~hl;bW+O{DyDY zi^cXHxf}O}-Lc^lo`yW9$@G(V_wUza`d1!ZZkqg=>_Xnp-1|Xfp?dj;j3Dn#Uj1LL z{hG(1wEX@4>-_|C6KYEd{)X5a$$cZowp`r78d58e=f>x?L0u{4yzzJ&{+IJRhYy6< z1a(4&@sHYZW+!rNQ%`x_6zLz+Tfm*0zDe^RI1R(xAm@(m179Pxs8DZ8ju{@uFgdoh zHAjK&5&g9H{9(84#GcUC@%Ue~q1$cf-5TDfR{b}4>jYy1Xn&eM^{dx^vHaim{ zexOepsDHAK|EEG|g51Nm4+{{zbcObhNQrT@;|7t9FehbGNG_U=Xx-@r4clE~GN z^kFUiKXAk1K{ltJV$Epef}+17n*Y-DWBEsoA;kn#o_~ND0S*JY2y+#6NYobvGMJIR z^(XqIne$&(`2%hh?KU1>e|)3n`4>58&|cJU%1Zyv(_e(&$jg@WbF6dX{h0sdYy|AsdzMxU51!)sM(e`IYxal=9*Z~LbleawHv_LZ?ep<_mkALlj=NlxZsV<3`$ z@`?O`PL-d>C{^PBljnDHv45@aO#j5=-^QQCoOump4RO|d?C&>){`&9lxtcn?9(;{;$HKua*8E_0P-u3Sa1Z@-gye_}^^(+cxb-zcr}+E6*PE z{^gGUy_Wcc)|v8tU&v}0W3~H#tCc_0PFgNF3)GS5K7K;#D&6x~k#vluHSw4EJD#~O zW^HsIee#)`x~z}#X5VjXEXluT6XQRq$J8}&*)1FR$pJfs{Vv%qlkMU|5B~J=r{y9G zCP%9Gv&SFozP8bS(0vWkfBM|g^Y5Q={^_~AE%>v{zB8K>|Koi-Z}#6m-upN6w;*TW zU;g%vo4#z$i23&)@8cRd|JK{?uefH(9Pev6DRhrX-Jor9Pig&!S_%bp%@5N>H}0)}zU%(>&iih9*KEPv>@8{kG}8XV`wU9%m_O6{f8h3U;#kyP^lKn# zhhdH?t$)n^R7{M&FJNJ^t-nx5Dw!u?lNOG@a_g@&eb~mD=h54WEtr3)BWR=P{6DK_ zksCL4l3RItgXmx%*F_t{yJ?$aTfCJ0-w6GKxi3BcHj}>T+*Y-}7W&M0GuCi7=s)S} z2E_k~@deJ8cn{cX9{Ulnzy3e+(gZBBVuJO*+~aY~mJ>(oWZLz1UhXk$4W1=*K&wOF z^RmN#kH_-z)`orME zS3f>{&;_; z|FgbSSReTJipHPTC{fvid|bMCO8P31zdz)={TGI}ky=wPQEQ4dr+~fD{5QSBl4AeK2k+UPr2O0D~^2YRCA7Z{6+?U1$VBBE*x;&#l7# z$V%V%Uw}_BdTF~RXZnVb3UZu5|8Sg_(7%S6ML%R|f0(0%uFWsi^nZBojN>oJn$hEZ zkv(2#`}3avYSF*(_+xv~#v1f*vGLb^HkL3uUG$e`rpfX6Xf6W zqU*Phz|{!8#{9kFH#Q6l{Kv%C*g0;2rAe-V&)NLUiqV0;SkBvz*WwuR*=tRzUH*B* zs^lR5@YgFnv?V+JYTAG3`T#NJY)6syD{iEI`?pYUwuk<+I$kOxmHQw0K!Mj`pOoqU znE$M&1=+7b{;xg0Eo-FX>c92z`ruCy{|9W-tx{7eEq_Lzep&Au-14L5gyK1Q_fqm7 z$2$To_>YUwr!Om7CpO#v)1i-ejmB)=AN#SJv|=XLta8)AkV|JAo{cF!&Uex3MFBjR7cU@2~<`uIa0 z@~6+JE&kD=Z+)ivzn1Y29`*>{cB9~SkK9yzb(ZyC@6SW-h@1pJVwa_64{Z+T_516k=j{Ud|~_M)LwH zUPdu9*hfAiyD#3_Io-;2w0Duu&);LYZaVZk{BI-qTP5Fygt-E91~E3e{q7=k751?; z+>LCZ&v;Drn&~#o54aZpdCdRcB)I}HkE?wm-_H8{0`&31R`IqCwnrsi5$v7F_rr7k zI=ipf7S|oeb-u>CJ=^HBP4vkWwu9|!Q2S%OhW9Gfe&!dE+%zFh#u$>svh2HPiPi8N zVon9|CLH(mhU9oUhF1``5**I;`;z14rxV279K0~#F5Hls8TRZZ(6@LhXyV8V&8dvk}EHnRD`+=hXe-uNJ^gr-RMhn~Lp$1tp{{RzM zkNiFRRp??qkUmP&4|4?O4V?G$My>j9#kN-U9?cXbp1Y4bwUGV?+SC1U#Tfs7k9M1EpskzFOU)_78^CYy9sIyn{`W~-%Dw}}al58i z|Hu5V#{RT9&$id(JCZZEe;nceS$}y8@iu&S%4MPa8U0m9uhTc!b>y+OlX9eOvUc0n z+KTp9@;}AvzgGKyI`q}I__ufe<)*Ef9sG!S`rlZ0pyPjMtfH3qL&$fNlm9o*@wfO8 z>N;uMCf-^*TM>U*u{tLCE{CBl@H{yoc$o~%>^1b98xozY4 z*RlbR2dgsvkf;2ao~kDP(V?&LUdEB2Q*w&Gz_%6GpfVdatNq7s6@46Q-*v^$l(K(j zuUJI?_v{UeiTgI2C%uKeS&9C>OIr5;m>bwJX8*Lx{!i0~4NbfGPqO|8A8GeS_OIHx z+15Yl_M44qYozesKR>30YfxXRT>Js{Z&v%;)@-CH&qi*?^_RES6@Sf3|9pFFjT!nVv9DixF{kw=Yr~YtD4n9ylLw|T<^bh;oV%=@h{Zv7<3JN&1uZ2YW6{#Hue`GAq34#61pxEbmakGb*R zsW7%H$7w?Wi{tOHal6`IhvW7;ay!ZW9QTw@-wpNo3P+kNV<(e@_zy!_iA>q5=@qwj^b#qC#|gT%-T zZ)5Q?*)rZFF|+?6mks_$amjE@us2$JO1BoH(m0ReaxBLU^4uJf-+>E#?&iHKA%=;2 z8c84TqH$8&q6StHLv1GgyUg8?;Ji$R6z|X&`3p3p@0pWZ#!ImIO=dI7|5?eupz%&G z6B+v7_>Z`HTK>YjdHQ#rT?>8F_3bkE+2<1r4$yev43`~f2{w{OU&Q$ z8WoJq9Q2RLAICYzeev-RU5Ixs*M8JD0?s4wN3MrV0B?hS!4}Uj{crhM&?e*^$%FsO zvuyLvzzuyb=1rp9NPQ_;6Sp7qp=)CKPq*LXx|02g>yW<-&$}wQh<F$|UAU zg#8s`NZ`k%kJjT8h%fLprr=B7V|irY1Gd^z9$y1r?JnfA!ItMez5#Wt@LU{|pFY#D z7zc#@kzDi-o>L2bdoS~Imuvrl>xYA$9JqCywk~<%+t!b7bz@zM{pdTNpkx1}^4EWB zkbSveOP71+gAd&LliO4#eESbdejAIMFdiZO&OG*I`rr7E{;Ng*ANKe{*5&fJ8}t1j zzfD&9=zrw2*d%K=!w0FXdMsKA`QL;Z5YhTa{W^*NDfYj#+W*s`zsW8Cehq7S%-yww z{g$WyaasRm;vVP=r9WBx#NPk@&4wFp>WXvjtL}4dYWG<;ZRJJvD@Xo+T=UiPbKx20 zqkfb8&&YRUV@UA@@GW@1D1E2Z`G4~qf2+>!mzq=ewSU^o|372(MK@-`H&Tydshhds zn)l5o^4E#~AeLh>v?T76j4?e|F8;Gba94;~K&DLRBd%=wrTia|XVo*ZZK40aqyO{g zKjweLyM2lKc--ew19DB!xs}?V=lowO{)}9Q z#0^LB=VsFXGtEC;%y%>1&x=VcKg^YwGs8SvyZuM}hT&qEcgEvlynW7Er~xPM@xQ^g z1J1*)SDQic4mj@r+p~cYAx{HN?F)<|W`_|pjaTXjbB z-Na)J7?jnpO>N9!%YEA>V^sYs9=ihj*WY8dEpy#?Tnv1Sng?BcVPe}Hy{FiQ#NLr_ zA!+kO{#jfnJ~GbP!5&hqM6hcZ>y~G6YuC#){#h261%0j`eOoNgAllHV_9uEv*9m(C zn`>=Jw_j^~Xg-Fx20;?TOL7lbT*$VpIm9@&Vp!~Z@FZ^jNOIhK?+%>rmpnHEg0~UO z&BX!kKYn(T_zHbSIHwe2~r~_v)GAZZyY@;%u)Gc&dWZb5Aw$k7q-_7#<|n zKj;tB1K6hLAJo&qy?91E|Kb_I>|mSb|9Po%#eNlRW~=0{6n(2PrT&PMTD#2a!D8)? z=U?EKAQM@~U!hEtAOF0zi2Z{xtnX!*R_JZPXI44?#`W0Z{?~pryX<7heWWshIo{hL zSpZ_W2&{Nc5vXy-s|7rOzrvFiM z3NeKhy-%7x{yY8O`u;Dr{)7zeJiXt&`@txQ&rSB&n^TgLZpa;$ypPEJct~=(phghz zIKWO2Ljzm|{PCSo9QEzPcdfFX-To*h z|E1`o4Q!WSLSTcW=@Sb?e>d8oZHn6*@1y;cZ9gXQ9>CumxZcP18|LJ7mVd~{PRW(} z{+N&5#QD?N?gJt#ePRcKAJA9KjRT%~`B0yJ@%}gd_eo7s)p3c=gAA9`f8D)OS5JJJ z8zj#c?C)z2Z_~%JNxnq~&1&dxk{S~9CyDPV?(=xRnEY=MY)=;ZS7Wo{t7@VDr`7(a zcA&rDKo|W9O9od5|3|(4H~29ZAJkkZ#K;u!zmJ}>%KhJ4Z@TaoiT|<96Ym$Zf9kdWWBT8Gx6qB7J}Kf!Vf(9D|CU<+&_;z_nM3>!Sn)jDpJn}F zHFUKORAv1Ge|#4EyHfvek8|HJX4#tYH)Yv3Zo-`D9sNtZXXXA^z326_+|w@W57e2m zd^h#l-{t1tg@SuuBsR9|)faOmH;7&fpnxoIgEBOg-<3 zpR3pC^>ST@euw{UCV#7d9VcD}F4=M{tO z=WhA#%rLI>@6eBJF;R`r(VvIo@@;kSui5u%ydHLr*#gNm#1#AUdaqp*T`$jpKPb_I zi7vFZW1DCDl^0$&i@#^5;A2DljqjVZpRux#4@Touh-V^(rMMK`Y79$bS;W;K#$|CX zZVele#6zDvz3C1L&PH?GAkU59Z-~L^V|3I;FAv!$*yrIKZ$$CSkvEosg1$Vs9$+ zf6V{0$X~!V>X^eCL)RI=51{SZe&hr}|M&Iob02&(I>?~OUqP;$XNtRdDR>*JF@^Kz zZUA>9d2T%3X64y+ZuP~D)E%lvdPut%{m>sdj{lhdS^6KCi2?CPv#yk3CS(h|&CsnA zK}TiPKjrA3e|Vm`MV^an{`ch*_e3x#$jNl|iR4BQEXp~_Lvv0rCb|Wt;k4U(;gFlT zYJppMZiCmyiXpUbIKmnS{hC4lo_~0O{oIQ2&l)R|M+A9kfUyByA*=p5C+}_RyaCC3 zWI1JuwI8@1&0kVp{$u$A&gCfkJDN{`wec9ZQvE+9n5?*ejK``xtRK;ozNNZH5e`yHhnz*rsp5T@=DD=fu0}#;eU!gbO-7e zK}OQ^&t1Xlq3=*1OmPYkzvMYM51o(m>GnhZ+j0Iu&9#{SW`CR$oDlFuI(K3&GrUPM z{{rK9_MTw8GLFAMr;hnY@w@(gh8}xGK0k>woCq-m3#{;_T^e&&9(*|CF;o%jy3x-ZG58H2+KK zpJMtikMZB351pLIe=+`B%_*$^4@ypmEc0(3~{(Ebnl zD1-h-O(T3efVx@0*Z@a_W5x8(;O%3)HugpH{jDw*-&b)&`1aS{+xB~b55asIjX&cH zF+`j@txfIO|5?^w<@i5y<$TGX`7hUVW*d2();}7L5Z?K|2d|Bf7B@)q-};MoSqA&# z(9b`rUlj3V@onP1H1Wy*dx9yueBL-#PI%_Wek^ZN& z{ac6wXukiaLw}Q7I=Iq(v1qFJ0T4IxKl%`p{h z5)Rg9C4nY#9k^Z$4C z{}k4cS^1xJ{h6oyFFy33K>ujJw@3VC=Gx0{?8N!*(@6{6%(cUeId$Sc`NiL~=9KCN z_1#-MqP+hjPx;Fd|LDv=+Aq-a;C-|B4_`UHS8YW6>G1I22>UZ_f5q#MJ?9R&X^UpN zT@q_MB=&JB`-{h6qtkXOZT}Xte`>Y=iIoREt|1P%Pp5zBKA$;RFxv1;3+Q2rK`+N;d zVs>~O&j40O&l?@u^Kre*4*d@QAwQ{KE9EcFcN26u*24HEh%r2@i@oh6V{^6FgVZ@( zGwXG#Bcp41Pmf?){oEaVdp?FpznS{Z=!1&pQ_Qcx!m4i#^Q?Y{$9Mtmi=P?I#rWPT z+~et`=_7B5wTJVNZ(Cv?!*0*7{fgrOkCZp4g#+6m`6b^N8lFL8nG&z^SPDI^@vA=& z>jXXqF+RktQ0pS(AVGX9iE}ZwB-i4)8~29=YoqyXknaX{rVd{0cgKfMCeQNsHiEv! zx$NC^t9T;6&lp^^k2dAl{xp5W^tBHX{+m75Ncl_p{S;&7CU@BO$oGE8mx`;GtH zX3#&@Z^<^{Kky3Zw`#^8FgW{v>7(sLz2)^8@=`(?1^=~!&@9ulz zc1f)%lL?cXWLv%dt%iOc^Itvf@6a#3{@r`wuzQC~=)op6g#9A`X;~ey=H&0Ev5tGwYnU$`>@qED27OV-TL0#_qlj9#$b7H z4oDrVgYM8x%^68L5$~#{ukZ5b8-KunfBgApZtmK}1$}4j2YyE52$lO^^CW4k0pEcf zl(-P=$}IkuLxLqVpDFyGpbxx%LOUD%@6I0baennPng4~)2{9;r7W%(1my^nj=DZo{ ze@gpbZ0(6{EBrql`renAGyj(#2ks{Ezfb=5BylsS_oF#wl5<)8uhZB3{4Gw^oQnNls%PQHhhHS|zjyR+WAtyS_)n|(-}6(H zmnLO@Hp2efd+~_deqwLY_5VS^qX*l_+uyPMMO)W!A7$*{V)l>P$w|J;K&OKJpQith z_x|nXu3yYJg!!vlx&EUqEA>TTo2LD*!1f!@@@hZ$R%!hK{v$>c^bKOAz?E4%6#9lg z)jwOW2<`^!F4(fE^;eqzS?L$pyA|lys{bY~{Mt?Ho+EWR=gJRT!QRMr+KSmcK5OGb zZD)h%=MjHywf<>m`pZ)JZftI}^;cf}x12SKZ`U~;7#hXQ08gW~n%YG^#|^PE$W?>? z9$!P;1nhYIrH}J|tO4*mu@?%S$F%|O>(FO^bok#=`CBDxE1feEEHd@9%_E{yS+maU zSHq-m3qOaqYwftd4r90Hr=7ts6tJ`OEhhLF_>hsO?>PKtf`_%aUawc5CFWcE=HL8$ zYBS+_TqEB%$}{X3x1fXPdB2>|SFEV_&mb0wpKpU#LWD6<34U5VrLTj!#-+E5o?3`QWyFZgCn?` zi#IOtUR={i`Wln-m;!rOeq)YyDmJ8<^sRPE%>QP{A7eTezm@*4RsLZ2LC$0OH|!1j zQu>p4EZ_ez|B+WDjI&7oO0^$#eA4pw+sk_aUlZrIVT~!l+r0F6oa^^4GvCds3&7l% zZCW_~P$#EZ<3G*+to?uV&I$EL2YupWB~|L5a`d178sQGmfBsi){3D)xz~gSHZzBC$ zO#hXmk6bs5M@O{rzZ`uXyOs5iwS{`ALE|4eH->JX47rJVCBFua1Nz8y1B^_c)h3hw$e&cr_#+Mf%}HpVJaYpuH-7HI zHr@X{KS|#HBJ&Tf1zv~mn_>LN^pp8CyZi%lQ&{&%=PK5ris;uO|BaSE*5tz&_xvx_ ze&nIDJTs<$uRXpo!u}{X{z~cJto(n@97Hx&{ZUE(WL^Js_+S0}pH=_XGyZCo zKjeCi7+ z|AQZ^HTVAm#{%q4 z7XDMF5r2#P53Lw~c;9x5zkIX)sv9?Dk^5xg95?ej!75U2I`N;p;y=J&wTt|Z@V=^QU^mu{TI$P$o@9`xY>VwvQCKo zZ=uGN;BsuO03KwuKWpVb|r z_)j(ecl6&#{a330mkq3PqsD2z8(dS5{asG}LLNe3UJO5LxR@CKL41wJ;P5)RKElu_ zW=1hJp}v&I>?qzkh1tRLus$_f9r_*qw~73%l)A{kxiMdv#qfwH$6w+f(^!Q4hyM${{V$j;Li_+*p2t1@znw!o z4ENwX&-wchE5bGYXU{^u8|oO$JMxYJ;}`i~xL)-0lIpCaz16gz&*pO@TEeeO4}SLT zOxll__aDFd+$4wx0ZSuWjZ=@r!~h2oU!(u^*dHNoj(E5p)4EbV&kgh4=>CnnSNR;= z-$?ovlfzbVLi%pVpMrKYlRj$qv`YR=9*urI@`wC5A-|)Se_(Hl^?%HN#8QoZ*6|1V zL{5=J9v`}w&+bUB8(?g1%f98gv9096k=!>oA6#~;FJPRRug&X=X#C+DNgdyfAOC6o zXKjBq`e#tS7sWTJ#9N@A5cQJRQ>K$r`mdhxe@W`t6w|-D-c%iE`mbF3wXT!sihy-V&F$+Ps!{mbt5)1Mt;?7*5K#|ri_{x$bSqJK-t z-%(%F3Aihh74j1Oh`A{>{|rhkD&(~>oQ>{lU9vvG-1K{SsCN9B{6Vhp%uPS+)VZs~ z{JZ1o-Z1xJ9^T0MiqU*6;}6&yYg4KAvyEsg^b2LS`uW%JASMIW|HzSI&#XuOA(NHn zKch`q_Hz#Q%gsMe1=FUulkDv`{fj&?VXS2s|Ml|UFiRMdrS$(Zsar?g?`7BQuQP(V zxclUxd-C*!yZcx$x_Do)zlbe?jA!Wot5P3Md0d*l^?~(&CH~iI|6r_JKNQn{_0mVK zvEAndck|XeZnyaRLF1_Spj1B;w?BhSr1XEa{U7SN`MP`HqlPD*OKF^OwY5 zoxLmg8{hxNGj5~t4;cr2v_Gx?s-8Gr zDgRHa{ZH*e|Kq8jx%WODY|G2;W{cYEEY;{5ZTMR|}2R=0IJNg`D-J|@~V~`)i zGkiQ{wfpP5r1hhGRtqHak}#HH{?7j=KpGy z{Hd?g=9|v^!+t2^|Hb)6&%ekcuRb@mU265e#r6+)2yQzz3`gc|P4>n(V{m=hm|5^LVOZW$9 z8|JhA91yx@+r{ly9JuDnH0%+0Li>D}Cb! z;y>l$uUYlqoUKcWj=xW*PIB{ib^Yn)|Bn8}oKt!JA?{}EXTE>+9<%REcKDzAxxD>d zPW~06E_1lq;lRK6pV{mo4~@6i>{_l5Emw_fX%Fx}Fg19Nh*sM7ka6#IBd@pZt>^MGUacynL)|00=1UI4d{ImRXa18OWJm^~-pU-0bD1B$fOYQxc z14E8CkUncoNX*FO4clhRUt0cmT*0>*Hs&ynY(JLI(&G=d7wXtr3>9siV$>Op){(%drW&EE# zeT?5Iyg%wA>SyvAG9*9n+iG}KqObWX8aw`)G5-H6@@?{mx@XACR7(FSPs-0figOwA za}M-H>G>z!|G-`K{*u(0Vr?kNg~Mm0^nVulNA4cVmf&~RU6AiBO3c4l=OO;5?`m>} zx^_opUe>i5?#0;KB>Dr#v(T?~{?%MJULU3Ozm2~}&VQx)zta43UT_80SEm2U^?!(A za(s{Ezdp;$P!0WGivOq$XY(fUN2&QA=a9FDHKXL+tWDS&|Iz<<1bcJlK5!S++h3@? z#Cd_VVS^N(f0%;}GC=#n>=?N|$N699`C)Bm8T%9XJH-IiMjtrT-X8|t2V=*&eLoyd zV%QDrf6ndRHVZtH|LOimf1^eu-Vt*PurgOAC(&8K=AbUzF@~$9pU3>i z+EdrG4amVB+CV?GzB}`<2)@~DYkTKB=-abe)&6?u4+#D$#2;eb`94q1fsayujBy-% zE3E%bHV_X`c^S!ntkr<484~^wk?u;l2HLwkSb)qS<{;%n>w?;0598jA0H|4%mmx7z;rGtghwzuJ8~_H!>o=yS+X(*G8p zqde5n|HbVvncoF#OpFV$$KIx*9WQH2;E+@H5dJ52k=2ay>rdEu9v@@48GSZr6k>Du zANZOM{SN;jQ!S7`tTq#3 zMivLrcozO!3=FZw8~3khjVY-sb>MuzuQ#PQ9L8%rjYiRru|XlH4)HdE^|3e|+SH)- zgZ>q%t)a02l_!-OU_Ipj|7Y(#`>QyT_Ti6u@4f41?cKfCYn(_n*%(Z+Nk$+LNg^Yn z5J3_W5=kP8oRP@UYw!Nw_H$iTT|Iq{PMDL0trzo~IdgiZI#gFzS6x$8NB+y^|Gn^$ zSA+i;gE8iR;wb2YRqT!O1^tnOBXJyt!tMX^+i%?Rt!wb!%>4+ztEW$o?^f&$V%`Y; z1{fUVmtu~o=daaw$7hK%lW!3{|7Xv?!}k#Ho;ZOz%>V5EFK7Ij>!%ks?w)(V*$Bo) za|sb^!Ji0;*J%Nzv?ru z?fes&1b(db{D1rMk>)sKt~21j$e*$NIePw$YwP*NJ$mv&PzqPs9H`$aiJ@#@rI|`b*5u;6udtdG-MFD3)=V>mTWJ z{o(#~`|uu-J^Zd%d4y&0Y!%mE=9r56KYRR%384ICOq^QE|5EvH5bm-#vG~ynW$*dH>wKd;Q9dyc`v*PK*aFq<=EUn#D&drT@!W zfAh)TAVZ7Dzj*xXNxyaAk!wEAb%%0RWouYCQ#_S7cVask*IvHzPNz|Ohtk4-(p9`};i-+yXAff+zu>Y?c7|0rj-2I=={##G}=eK9Hf5rCaZ2H9Y z5t|Wz8{J6%%Qp+RxH&5hm(70@{wJH?iT`bt;5Ql1{=<;}lwE=sss)eqpZ=?Ha#!R^mcs+mu5p!|k`}NMUXY zjzr7Zy-k|&)bB#`Poy4~;Hoah{F*~%a>4t$-+qA^C@z@A{gD3A4J%I0K z+#8%dJ||i0^Li9v309@?H4^WydP_{zvdoM?cc1Q*{Kkt1m7c@Z!nHC z6L1s6r_kSmgLxz*KZd_2v2f&?xSdSj8{gS??X-_~1FX#j#=8Oj2C;7XuEXy{tV`^# z!+WYtpLNjh%6;8{8R9)@LyhUv=Qy7D&#)!N|K!I+Z>Ws_7`r>>f3{tC%J)C>LS)mI z--371IjB1IIoEb#x8$nb(|-WZV2M&n1iyi`5qt))HWu%u7k&+C zdkOMS#;St($9z+QR}Prv1Pdv+3X?b3+Zg|`Kj z*rvz8+8DO==-}H7`J2sueZW?6jF~TrxgT=ze>VRSr(@%9_!#ArUY}p8{PnMwz6|1b zJpYluP9WzLu{O*P^y2j!#oYLH(fBu>fAQYd#{a~9#K6Itq}UtAy`dba-uf%CSc=Gh z;X&YTD&>EDe(d_k`=zWuHxb*z`ft3*pIrQBafAx3|Mgn`hJ3u6T>3|;{a=p!AwDGJ z(DHMjnEbsCtTS;lmFho?DKm)n3+|-E`Im3~HU7JRIEc)TC-|T;^}l-bzt+#kRg(BO zx%KaI*WXfLKfqqLb>Lyf`m24Cseeh^q&>tz z=GMQYOr7+f5550&e9K>d>(%~cn|?;j`l(e}e;7N4Hfq}ZX`@#Aug1Eu^}m?>q3?jX zGwapI!hXcQn{DyA`&+NxFkKI@L#C~V?Pn~0l3>My#=am1bXUbmJ+j-O4 zUx=s4Mc?iP{|wp`$8#htJres%TKcV5cR7ilBR*W(w6HhF`^+w;`z*be%l?(m{*#M- z>($+EH}FOBEp?UbZ>7-BZWr5V?JU>+R}THJ7tC;z=1ddXY3Q#Z=7zT6ab$m&x`+=! z@c?S$PJ9Qp{~XW$ht-G`lcxV|PE^YOmGIy8;eC#KSlWNHJy%%GSTDrGMqpe*#VFU3OHc|It2QFa4W& zQq$_6^=d!$&;Ez!%F_R~LXWKF`0u)Y5V=U`H=-`eGj&zUJ+GU}8n_*CCEMUbUgzd- zSn8%NnByh^Q?sybgxVe|M7cm|Ia-e z-RG8P%JWGr)*r!m2)Gj$-f3E~{ed7HGokM?M} zR@=VVpUmdY=lPyc=8U`Y^rq{+*DLD>+h=iTO#ikv@m!7eZ}fc;WPH?*5(g->OY6z{ zN(_I*vr(Ll#;f@)&eZ_lq4*Vj%o~Xf;O~h~(c^CT{BIHqC&9R!x{jF8z}Z-CDdw5# z#P3V@G&h94m+!9)eaksPypZ^S3>)O@TnqZlv%uU4K&0&Lcm!^m)$JWd3RF z8^jm^-hr`2=!1;u=jwmjMnzV5`N4RJ`b=%+f1&jtLf1mfIq zjEQm4dBgdW$^YsnO4gwsJVPGgb9&$!@8Vpu`FASn|9t!>{@PIPEHGal-^F)>hOK|h z4fGOuVs1ZItedQ#(frRf|8mh6n6X$|MSUzUHiy`jbDErBVJ0i^^dgk zpJSD_|B0bg%!tPnzZ&g&w!e|| z58v$?v;XS6*9{$)HgMH*DNn9Ey@mMjmwZ|1bz(m+tbbAe?S6PlaqiTY7{8`Q`d2Rf zr&9fI*|ybg&A}GYw_^Q|F|yOPUu~)8BS^phKZ-FZMgOct`*YFne{kNfiLsuPPXB8i z2JWT`E^6nZ% z-AoT_Pp#y?={JIL$->PD{ssE6##@07@3Aq0zo9-LM~tcQ_vAg97#hLf7zW3%Huyb3 zU-her{s-@j6aJHUH?l9G990Z7WhJpG@q8D3Q0@_%!v7$TBfEphQ-9y~LSlo%_n2y9 zR(lln8QCLw41oP7XZRU){{;V&#Mhv0(3kf%>QLUEw==N-zAV498hU)$y?pr=u>f$q zdLvi@sjt*o+YoR!Rc^oR_qgYioOsq(>|f2lm8<>CvqAq9W57s$pe&z|_+Nr=ZLHsj z|LZsX=0nGC#FBXdKQu8m7UPE48^PZo-_-q)8{Yrq{rfebAHF4L-F^Lo|J5)B-Y;9N z_N%{9^*+W!GM-WYM(z2}=;h;o`s3(BQ@`9)SPH$ye;#)e&K_scbKhfb*jMPAQu(ja`9FMTNbv8nuT3F; zBxXjH=b!n}6&n=Esv6IK<}iAL7&koL@__7nhrCnfV;{QpGU#A!-N4<9UI?-w=09T6 zZ2YrxOvSt<*ESFQ+>n?zhPfe53-d4FcD&Cd7yrfdWv)f*AM=_q?vBh+yt_NX-CTWg zGr`=T4#nml-$hJOAHQMuc%smzD$l7jOfjb&po z{1uy%jDIN0XFTr4VinLn+DmL!mW()hw+A?{0jcXD@SfU?O0&N(N3q1+vATNtQXkKw zl5@acGgeK${ZAVD^p(W?PYg~e_OC+rAEQsajmDr#`hVArgA#+FQu|vP`qDq%erMmf zR?GfZ4*g~OSHtG;iCcr52Wi{ScsJy~pZ2|TQ-9dymhb;X*4Se9cgC7n1$;^TO>I@| z|M+Hi@`4=_C-{>|@NxZoDqwBp{g@-B1B@5@FZ*J{U?;wZ@02rRV5IGT|IPU6d-vzR z{>^PV*(N%k(V+fC?7j6_zV@5^HQhAce-zvQcRlPYxc><4Dx&{|a%HqXd;g=D8?J5i zcd9Q>WJLl0XFUI!Pu_BE=P!9ZyZrIz_td1{expNtnU@}4bNvs_2`;>KcsJJXR$vx< zJe%+5B38{b;5rp&vvkjDxAxR#)xEL)tv|QbE!w$Ud`GM+-)r)3(e{<@3*;VJ)w#}n z_00_L11`V)@_y?(>YJi-mZtv)JV+V+KS5u4R(Ln7|JMy{cAroE#x2>kI*flU^uM6r zKtC2e7&^P@If4bD-o$t}a#oy7g13P_;LB?~9AA!Qv-IgC?xlYRF%~>fR_RXApXh(` z8u^1fq5Co8je7Fm2JE*Kf0DUxO5~NlAIWBw)qWkKEcEl4ICIARJjHk#-fkxAF!x5$ z{z!4Nvr4geJaKTah)1`c*V6}XWm!8zSugz zHHY`2wLqTr_w7BlCfT`A`{RBK<^20J$CS34dI{T4yuxFAAFaL%`l$Imv-edKmjZv0 z#j{C#FZkd5NZyyt-->7P?~wb?fIGUcxSNZNaiei=jsSB*9L{t6M_R=B)QW!Mn<2Kx z<9mF&NVA&s`JFjq@;8$I($If}Z|>PI%pbAmCipTB|E)W>#WkPD0X@mi>*C+%w>tUF zdpPXB9hcgHp-FHf5_iLJBJkTYFOvB1i3{);fpEU9*qq&`4um;b%KS^y{&@Z$M_z8? z%e*T5nG~j33v&Q_Ni+Y7c?p>;eOkr# z+Zc)NQ^EMB?SJArxTXw^4%Jovl2|u+^pCXtU#kAWH8hj=ITsTCfA!wykMg=rt@!WG ztxIm@s+A&Z((oVgQH<|I*-Oln&Hr=wuI|B$dx#mQI+4mOT%-P#=zq29e|aza*7_Ic zTzbdKy%qc_u z`*Pk!_m{ta;g;@st~Pqw@DF(#J8Y|Bd-wMD5Z@c)RxA7KqPF{P(yS)Q3pa25`3(AI z;~fw7Z~5kuJdwx#RL}7zt-u?oQ_M$lKZpIfkp55oZ!c_X`R0G~0P_4a(Eh&sz`xyR z$n~*g$D@YY{~PUps0DrFTj3$$ZRIEOQQ$GkZO>qU&2)dCG|6o{w^#ec>wCmdi@u&i|72e36ZuX%?{{mCThxtts)%8t z&T4wUon!r<*nf@vhc?+B1kcC&4{58fkG0#*)oQ=dz6fj!b-{e=PqF#OyoQ1+z&g`* z?vh};%GJNO0t;^S2=iKW&mC_1g1PQ9#9jUvoudG$cJu9niK|5@J z7xhOe?dMu-@64uu9D0TI&CpZeZQy^=Z-g~>fcl2~x6KhIh5ihQfg|_Kj~SmMOpC;> zP}~l2I+u}4O5)uBYomFlJoW~-o8%ky+R+bw8GL&#ei_uyd^XjhFTTbRepBsvE#j4M zkNg$gkFUvl)#5)J-{hRh|BsM6B5uF&N-qA}!1y)9*2MT5UXM9|%K_J1S#pSnLW27);# z(thhFDeGg6*geBQNUR%Tm~eF8VVs-l@Sou8%AEhbJ;y|+UbhE&l$U+EGPPyXU=J{wkf9L@hei7jJu2lIe& zXS2q&(E20uh4FGQhZM6@8UM3BnR%=H+zjhp=K5#zD>*0hHExc!E!X^43=VT*ovwKP zTMU$Xj=#*Cto1Jqedfj!tV$L1kEGwnpZqhKE0_=HAEB-h|MOlc`j^Et3Ygk5`d_ie z)Mpfzn@0XwJfDDR5?he+y5-JOe(-uyjr5PfvwiMQfBwY1e)d50DUF?!=wHS7kNKF0 z!};ai^OD*ha5=V47^baG{a=heaZxv)Yo1TxvvHz-8PD5Xu)5V+|0CAM_W!NOIaP1^ z(!Oz^|2C@sC)%I6|Dlasa2R6WrmsQ$4YUgz4uJM&UR&Ox_`cZDGjtH$f7|#b=S2UA zc|N}8*wkYF9YgFF#`ux%bpIgohu>rqzhPr%F>W}%66XfvX?}`I#-H!sefgBw?F`qz zI63@=f^l#1jX(c4JAG!14BBVL+FuwGb??nX!iO>cnQz3-^v#ey+s1Ncvx#ZR9=nMB zhyJ*j4zG>>8JCr@aOB;2>|gopKa9UotpCqo+?eAzu?c8@SX+|&`R#A{=m&dUk@nZp z{#B^|*PY(%Rvv3kZGR(vhPL-PYtM-OHEZ=rZ)=b3_haqvjO{|6*f5Ca%^qJv`}+@V z_mmFpyG9RZy>6WSpSf+)%s-8L4t^6GDzOS`M-BXh-{ea<#NLqK{#j`J^}S=~e%sqp+FvXB%>$>)mjCsT zf0RAM3|jlwAofi;{GZIl#>~GDojx%Y)D2blElvM5y@N7{2QeufcaH`Aga4}@p*l$| z^e?M}(8|((Dxtsc+F|#vX_MXbg>yuYH2sI|VXh-Ph(oeEWb0q~=u`hQypqXj)Bk&5 zYb6csH^tuYI;JnWtL#}KY!3UnitQ)O`_D)8TYat9U-{>{h@HO;NFyiusHmCI-UZ#uP6V)Cs#x;B)}mOpb=|KPq|JYV#&a@(Je zeyo#QU9;)OzbELI$A4-2|NEAuZpxfl(22LD*1v;3l|uisbxv>%f_0|;>tl{cjKAb} z(2=E_ej}}Ay{;VLbL2jCH;>Wbv*Eq|`D`o&_o^A?Cg^AM$3*|zo=o{O#9<11w`6}= z3I9WQcUJ83E!F5`mKdwKr7Wq9A_cbho`L|=ZUF^xUsr7{z0gP3n-)Cj` zrD3zva$1&gwUghxJ_G*`p0jea&B=SspJivYC-OTv;$^iBRwvd=>o0Bbbrs#3Iav5R zYD=Z<&t5~cUlRKCb<-y#*bC-Buy2LwGYQw;PxS96-Y2g9DEf>aJ$WHMWb;e$96!h3 z`pvOEL*K}$YiHb%OFq^Our`9hxrpDu;oP%4Qz_{GhxHX7Pl5|dL;pYTiL;>}DrzI! zT4MY2(Z7lKAi_5ofBFj(9G&L|!RkY}OHb zbJpW+B(@E4HjHtz6}X%&Zu14i9~?fccoJf2-itI|19Eejy$^s>`fBu=FJPnmQwk10ePlW55xBd$TP)$R(XMS2I~)T zDK-Zb>*DhXRJF`WMsBwf^?tTa>`N z#@Aj}#Pi?ypR{}62Vgr&ZU4}dOUg?%mjChi=UV^L@ZTWwja5PaDAxa#%0KceF*C{7 zlMm95zs1!Py#wnnu@QrKpU9^&+b?X{|xHpLF&wZ8Hks|w7Z2#%HJAi$3zw5Zw zmAe1w&*C$>XG`!5Y3*+@{a{B((SB=7t?ggp2e5vt!2ZVg5MpcJ|K5H4=~Tp)S&MHL z3)|o6i)V}z=9iM^|3LQlRY#wo?b?3km0~{>n}4*8ip|vX&!!ai-+J?(<|og;{xCL$ z&ZP*Kki~zrf3GA4q5=Mw=?h!joYhA~el~(Wu^;Qe3+p1@kl)~ubp!pb8SxsL<@&T+ z**T(ezRLcG;3unc|C8r8oJYK)aVGyb|HK9r$sfrx<^B6XZhrvtuh9Az+A+@hpY@9U zKU~kt)qe}=AEtAe{;7I%qC*G0rULz|mh^WFwYyyx_m{1I6>C4SO3d%2`-Noxo9L#w z^)Ky5)nRMV{;qp{?*21iZhV{@S<^T-%Uu7qUp$#w|C6?pA4E6LY=1ub%MUiW$#Z8x z&gpuc#{bz2UlP9+TXyK@g8t79=h_sPQ$hR3oBYk5|Mm3$R!jd?Ut!_>N2&66)=vxE ztQ8A%y%d>UJ^jz(iI|SAF=~jZ(Qlxs1DIb%^#SfFsn6qJ+{$RJ6uqA~8{Wfz2~I@y ze|bjs0?F?Q`r5w}{qK1~_^z@1M@**3BFJq$>mEhr5$|#S;qZE(U{$>C66Q8-4>)MQ z5bP@LEsPNW+g4)h#{S6S)5(3ceTp5-|4#hVF@D0o1Ad`?@nQ0}9@s%JRC1Kgh5bky`ME)Zg(8I2)AbyLgzdi5M5}m+8FN<*_!5ccb_l%QJQF@eTD&`Lg-w z%lGJbzsAN;{7qW=$+zsp1gZbK)b{71{}^#&vd3R}$!zQO=f6VqFCYiVD}37?#>kKV z6W|^S&A;`7tsY~uMe=fLE-B3`wRwnmn+}OxlfY z;(yYQ>`Uo4Z(|lab9MMn=17nMh(}f8{F^_2zB|y}E^Hlo_meFNj5i$m!U3EsQ-m$Aq|o}y{71y#NE@Utipzi2p_u+rtp82MP+p|fKiGcOGrRr#*8lZu>PLzGQw#d6 zv+>_Rf4BS7M<2WQZyyU?ZBPB^H=_UJ_Q&+eXN}bVYc>C>A^(ZBvHid0nNsMVSn=)?8a|BoTwz15xP{rDzUzPGiQ_kP~}-sa!q7f&5A9E@j^ z-F_K!8{_C)&iL;_yqnnmsXi0^zMFU$%`Gr?{14wbp7HIL?LTb573U(mR9~oGyEc^HB&L=X@ z%ugmhvT^MHBE~Mw_$%M*{3z6ZmCL@I$mg;0-}ubdo|r!K&WPVIOa83sz8>mXOZxHp z7slPU!|M4*qR+gM<*fg){+mz#p#D>9{fqVZ(CNqe_&L~bw9jncVdv8IzjFG&3%1q= z&qgKYV6v7~rhl~~R-^Ek-+z>=f9LbRe!uA_H+$6&;(tx*Tv-3x0H4yI@U7UAy(>$S z|CP$WLh@(pm7Q)U^l`!3Lnl9kJ;F}pi{&A*G|T_I<9fT4XSw|-&$y<$pz|BvK3o2_ zUEL$)_uM!nb7t3#{gRJ%>s7|D)c(@*4!3O>W%2*sTZiS{?Y9o$-TU3Pt9zxNna7s& zIrsKpFTnq{<9FQuytf1XaPGetuanPgyS7hgv5x$o`PhzQA5NRuz{q*mKQbt1UNbie z|6}`iUEi0={~puNZojQdItJirll%U>;p|rADVybf*s>h`t^1EJrcHN~CQoyVx32*1 zcAZ;4uvPht{Z+#HXF9ONnGwu`eygGPqifTbJuX5qHu&Fu%8{7@)= zbnvb2cQ79`=8gF>851WH52Jn`^JoBL1ssUb!*e<4 zt4~bdss7D$^esPDQYXHj@6qGGDcc{@r*B7cf{0BzbNq!*j34~}@(pl}`0xD4C3gq; zC9XcX75Fe8|A)8$Ioi*dH~IK)<0a&pLJld(HHC9Cbu{8qq1-5wnl?9FS$y?OiUq5JpSksxzS zmt*`e#{aN2M{p@JcMPw_++j&zjLj>#NWJT-YsHqOt#8e3fX19z5HifnL_$Ut;Rp! z`cHr3uZ(Xa`bF{a&(;1?<=^1BQ|`;Jrvz+YDg0Lr`iq9%|nSUQr`y1W=9}4{+H?4-P zYf8=aZ^p$Bu|i-QjPV)bS0E+>2k{7oaS)ra;1tvjE-^+}28UuS#@GC(T{G03ZDgCg zjn*(BzsLD^`}srn;?-N&h55~_j-!mPZ@=^d$4$naeNx`|@4DRQu?1@XG#{4w8R!!_ z;<|%P$nZC6|Ji$^Lu|=r2PTe%c5|zz_+O-s>G;paHk{G!*#4sXYknKH7j|sWsY3f{ zv*&x&KBl(l{s-qBznNwql-mEq-7r>>zBBRf=CZ$Sh0l=mTjkiTXT;&*{Z=23Cs+F$ zW&g7N&qsev?*_NLbFJ9*3$9}opIQceJeZXBZ{|ay{e(WR55@n* z*iPex|3!9X__DMg1^Z}snyVbO4UDN z`a1^qx@~9ni2fLKNNXEo4~kx?*dnW|-cuc$*QL^@-qdwZzXz~)l6F1llP+^hbt9g* z@>F5{E6w^x{Vdcy+J6YIl%Rhyt{Y{T$_K8s{u<|*%jUa9Z7bxzQr6$qh=t!W)T-~q zd&*sZE17?>|CKnD{*iO;`s>?n6!tqF_uoAR4&|KN2mDKDv-jU}-_{SjEz3QIA8`a{ zmOX)(?m9M^{@0U_2IT!Cuzx=KWz^k%^8n?~x_1BWxcvujACq@odwI(}{`aW6{_2)I z%lp({2ZT0a>x1rNyz2&hlFZG*HW+Qi&h)wwJb&f+b)ltsFX<=mmGYzTwX!~Zk6fb- zBe-Ynw>Gg|+3iomf2HdGE03;slfIgYwY^FB;q$MiyDz7H<7O`T-hDN5rsOmGa{9M! z&Z>pJou(@m*8c<}gSZi@Us;?Q=n>Q+I&Vy7$lloNe__5;*2^AD?F_OXvppHk+mOFn zY~{2ikC=@GF@|9~4&RaEx?lc7Tshj3GKd@3*NzZ$v5yg)5pbU=*#&Hzv-X6H+n-bHxlQDxu%d?>Zs(JV%!_x zZ*ZO9Zmb@Bk6vf^`|)1$d8VZ=?~!~`cpuwbV*4M%Z}2t`@*Xo;x zjI@|Hmd`0*tbkD=7Dv}5#>y|e{>1!Ot@V%bd$Rej53yNut$&5+_dYzEYW|nX|0-{Q zPeLr5ZpadigLB3`6#SN7M=Fs2rHp^B^{?3a!#FZwZkoOgugSNmT96O@bp&pp0`SU0aT z^q*SLFGc_Qz0xONFy0`Ko6yZfkFUY{SBm~`{9iBq?^MX0>-RB5+An#g{QjTUL2roP zL;ZFf$e(idU*o<1*{_rvwc3AHtNlN2{MmgrWs2zFwd8-v!6deG#1Nr9J=oL}yZJ%0 zuS=eyEL%J7iA~%;M;m*m<(;a-{wvM=(>zmbPaG$O?a(&!8_6E8I<)v|vqS--;V?mw7n|I7U-_odd(eC=01N%`ZyNAgV3j;i)gzK=Y!Kj3-v-MRE1 ze&vge<*pWoMt4<_vM)CSf_`-Yd?3 zA&&>%DKadg|JAoM+=|X-)ceDlf4a^j{)cw>D6YevbQgB}GuO`JI0yX66WqHk@f_mz zQO~~m@&>RfPu-stK*=r-WLOt03#MzKO|08{3XITCu{7$Wi+e7;NeGYcqGsEZI;O&c`b;q5< zca+qB&po*$|6ja|y5s+|{$RU#&2#_N({A9(X^DBm`o!(8rT(>e$4d7Furk-m{!?EdK1SosB>ID3Y&Ph(+ z%c?}S`uq6bZtvoEyZwk$5+Zf1}s!!-qZIK=C47K9^Kxjw%12#Axxj5@JUL zKf>R=uDxTg*u9QiK33NJ%h&#lxr}*QtNCyA`yQN?d_$$S-!KG*yI@=pyQlGT*iVXI zQhWkpeMIud=vR~f7_*`p^KTfqt`_J_%C}?X-|*;QkWI-vS2u1BrX{%WLL<$&@|(ZSv>E>j%hB#hhe1=JFnlf56>#{vX7CF`NG-XJQfkqgwQ3uFCv<=9o`T`Z|mMAHR4ev2IEkf1Cf~LI26@tJ36O zx%{8qe(GR?b;i7)F2?nTN3QWNMgEk+|K;lc!V{clHP-*ik-w~4YyV@h3()=$;@xmv zp)5B{C$4|5?H3+MA^-m9?f+>b;@tpu6Xp#0qXzoNQO1IiZ!U>Tfi2kMXY4yuvwa79 zG5@zbKZaMpbBwhu&+s0O!*{wg_6_PB#~5nF_#eH;JX5rFv+iRLYd`Tf5=XFv`FHN| zW%+K=>|NQeue{(Gd+fwO&SDyfP^YRVatiGCJ?JsxycU|ez?+t11gw0g? znml4W;pun5Zk%iU$xl+ZD)OJ?Li6<75mP?R_?O#$K1cp%-YL?_*ZxxbU-MY)7Q43D zw9T%>TnPLwTj%1~`N#He2L>qH{uFE$W*4io{VNUqrTbUAFXv7ZJH*!uXXI@EO5kRe z?s^Ko^S1ar_IJjR$YuXq**RJh`~N>DFLIwun(3D9emSn}|BQEIwxxXg|9aRz(~LjM zgu2qlNPmv^=@|dh<{aKd`y1w-+M378U(N$QAKodp*|GKywqGz2;`dRUi}`-!dsxq7 zf#-;eDZ+n(PbuR6S>FEEeg4%n@H4Pv*<~Xilzh`IzN6aspNOZiKC-j)TUP%w-pz;V z{}TLJf$_I?+c{VJh3~TX&-@?Cr}^#we3o@E|0A#K>3;}wW*p0Z*0GlTuYI8NpKGk? zf0eHPvHlzDAGOxMO#i4B{k>NYxtUAn$@)9*=S4xMN%T379}#_;*SYnNqDgQMwCKzNj@xj&7Ke@)`TL0D#Y;vD{ITiT=VcVB=vatM#`Cr$3ln?8x zuB(-{-|DIF!8=o~zl@u}_%7#$&$$_MX3KH>bhlty?!SA498Y_6-G}^TUX>Bpc^MmK z_WbYMjM=l@>gFbSeiZi;IimDC?{&$4eE)(ai}c+CU4p}TfOoecKBTpq=WB>>LoChS z&I3|*?~(mdmiMWDXpEX??%O%D+_#`jtc+oAI#};? z8aGqgI!ns2tp3*a^Ecz|Fg}msg{(@!H29Q5+6+E8uOYV~I}0YdaKIW4L+I(d5}|Y;yc8-^bq*^rcTH`hQ&T zpWxlS%noxJvPI_kC6&dzPn@27s{*+}SuJu(&Wh_iC9!KPZo2J(cup`i!RHPem6lIz zbMj4;yd!!hd~e2bSx5N3RPSruRnE$_ubb^D6S?KrCTlbGP`gGOMK+b#etEY%o16ZA ztee3%A~+WHtJpXC>SN|T`UdGYd*a%9ehKo2F>fTcjr@-?IGZnxekQq=|2%#N*Nk~X zTus2(2;N3xkucM`1msEi~owT3RoY~^N09{crAV~p7YbEU&q>*-G2IY zuH#$j8^GD9%@X#?3dX=(n{C^$s2V%cr7-RIg^$q*~%E(1o)ARA)`oSc} zRP*_*io*d0XXoX8iWdM*z+$q9UtKT=de4078vDj$3#2@+dmZ!gd^>ZtTekWq#H`>P zj$(V5J-NvIt9AbuoByQGcpJ=rQ)>GaYk;^vzE9YXa?i&QG8~5WBWc*T$e~^}l7H2h ze;tSSxoPuedfApK|CnE@5%ZrkWB#{xn*1w8{xHW$4{{!5^Z)46+k(A$58O?*{E6wm zfBV>tJiF~qBd?S4POropwJ|ndYZztMl7IR1zclTC@!I2<7t8Yd$#qKk7jzlwF~ohC9^>0uule7G7&o^67u-#q>9fxo+5QRo>H2?}#JicS^49Zs z;928co-5@4j(f)iGax<(!3=ntI`Jv6r;9D0xC!~K*p+}EKzWNr!h4FHAg)F2?8F}& z!hWd>w$vWR=kxWhH~$?&E-m@?mpBZz(YM7g62wfz?YH9c%3{)_30A1KB6k2m`C+h{x;wY~9sY<`!0b@W!?zg+ES&Mx(L@Eb5Z zD~EkIm%0Dr|FyP%l}dm4(Y5ZULrrc|mi>|62+m!5#{CHxv_)h`Gop0nbu=T&5_HX7-Dz*Q`-V5JRcK_$I z{}!`<){;KIea|OIW!n|8D9TPVhnS zjoDnvo`2(s{}bQcZyH<1`~qh4ucQ1^%%A%IHVk&EJ+6-Q3-Q0%o$XwT|EH1jpR~)N zPq{Ine`M;v%||!8zfGFtnhv*!?kM`4*O`N!VZS3xx9HZQUnTnghopZUyL&SD{VL^u z#?~_V*LLnw#rpTI>j&Ld=ySRJuRkFl&=kZaDTn`q&NoivPuIhK!LBg=3-K((pR58d zh4>U=S~{?wWFNEve{=u+Bf+&0mt#1U)$3VS^EPGse=olnme@EK5Szv@J*(C$PKVeX zzT3u~=UZ>?3eJXj8ICWZXfHCWd@!y}9C5HR!5CFDB6+XUX&Hn{cW7r)3 z4#C>sy&jjNWisE9#O|A*Khgi-n+We!YyRV2l=~ve8$IhjopXAl$C4-}QupvGuhkBq zvTBEXb3mJ##$HZvHnJa*?~-A2gk4I0dmCJTY}4Yi_I+HqRvS6rE8m3r`}$28-<4o| zPB6!mpZ~hYqb-4TG+TrI78?V~sl4*-4DBwz{n8Hw=t~Y4$XWZQS#dKKr7gu(pO&@>+?)=MFD?e7#s3IHOF7XxA{S5Bi6d@s*ypg3zDz&=YT5s3=0D5y z0yDu}L8Y{xd7^r7oWyfH_X4|d^1*=Xy^jO&Q;1pM!MG;t=P7ePr#o>5tnaAhZJ)sxk;AGObI!P=k$ycZU$MR?N*)74{#PYw^<8N!8Vz&I6 z$T5!bq&ej8E5!E*{fTjwwS#B5uD|?yjeJqI{+Gi4<+fj+%dLN8(MHy?`r+lckAQS!HzEw|Iep?9RoflGe(cLNAMbk z5z5j2!*>|}20DMF|8XDK5%(Emw4i^OTPq*^YS}-IUGH)K^XE_8&fa}F*S}o!1$QIk z7k{IiuKj7pe;05!vHi2q_{aQDJGbGMgqMVOYRi8CQ{#E~L!r-aoev`K)NOo^{Q@zJ zh`TxSU|g2!p^cG8dG@yzM~=E_i#EHzemc#4KC?;u|H6AY z?Cz(vQMdx$R&4Uwts% zu3AU?YcBc6@h{c>Oa7?0|6$tvW;gfe;~FE$+k5M2|2O{^}SbCgSjOAEb~U?qW-q| zlivTLb!*)G`w;1WDC@uK+R(+lj%0dFzV$!Bkwc#=1n$L9sh!q_p4U$bE8VqjKgyK9ec3QlG4>1EV)yW{uo#IKA3FQd2>#D+n6 zVssemhWF$4(|0HFXn@jcwY$T@i~!N_xL6J5HT@n;_?zZ>7%IoeIIY*L;&MXY1!wc&6)9j}*2?kVb3@?M-L=uh-Nd8xttr?_k6 zixOWf=3XSL1C}k`Z*hIHIq$C-_e*R{9`m64AjRJV+m-iaX*u<6i4Vo&apW3%r8sZ8 zloel(e^>MldoRmq91_1D^lK1hl*tv53734mxgTVEtWDD1%G#gw2j6XSNa@hGP5%bJ zJr+L)4H-fu~@Hfwa%@Lmv%4gFTzZvU|Bd&K^`uffOQ{;tsq`vED?2>WCcvoTk15Z_% z|MuSK@Z$-7@q8k4B8&ey{>-x`c6;z+HvbEDBIWo$L2QBj#Q6xHaxGN8CVj@aNia8> zcZ#^1eb+j~Pj8q5i`ij*@@!wa+=p+Sac(YcFIE1fl|RHz$oLaOB|PAa1tu*xe5W7lc0kAs}md574$OXga89nAw^Via!5q;uo z_-u#^WxvC-z0!C8em8rJ z`k$8nt$n5o*!o}X{%2k($}#3mG@Zd{Y8_M;sTFX6ru} z2K!x0OLN2MS8M#Q1K+8AOYCy?I#pl!_j{z@#ynGg|8IGwC_~1J{E@oIxKE7#?~(tq z*PjkxOT-o~w)xn`p5QcS|5Xfz_wk3{9=}0f0H62o;P*xO#Ge^rBmcz;u+d|9= zaX36`!GFh?XNq-<>mAoOx=wryN&9KzJ&Kq)!Iu%g$G?}ktP*}nh_)O2(*gn9~bdGh4gs^?JqX|yDy*0uzwaBfA*vG(@A{W+GzeW|Bvx*uJJF{{_J-Y zYJWEWXFpqve%HM|cmLUldr904a_GwQ9NUP8Nq_f^gTY2W9_(MiCs2X?jehER>j&Lm zKKa~z^!G2^(%sL3zdx7#z4`bn=&EPj4(1tx{e=GZKdSwG6~4c3r2VrR;~#9bV$&UK zf2N#P*^()L%i;eP#38At|7X@u?QX`B?Vcw6Ns47LUsApOPfb17Ret2KKdu4p=0o;> zHA9Z5UA2Dpe~Gb0KOqjr>#8^Xdd$B<{*UoUzxC=aT|c9>v)KA;dO}#oy*}iWVa4H(dhA|9>o?R9k4)Hj|yAVUe@|tJriTtND)&HtF zsWkS?obSIA49vy5hK*DxdCs-V%k?0Cq%Hi<|L@yj&nIWR6J?6E zU;3c{{Zsf(PV*laMuuk`g0C^ZqQ3`u`AG&w19=U%bW`ND(Fh`5bzgqNvDf6FYd+xJM zrL~{f0?MdTJjmilv zNBPl%I6o&5_lfhr8(1dA>-f1P7#&;(yp6}YF`f?Q-|72jfLnUt{{4K>t9;>7r;N2=pTjpKjf=Oq5tR{ukQL=?f$=sm~}xG$@u2iKhpNU=`lJl3%7p= zGD~pTk^aXVQ@`4p$~t+OQ49LH^q<3r+TA}tnopm{ubJQ zq@Dk*1NfGjdp_v%t^L5T3C5)~{i9U*UyA%OztzO}t4{YJ>A%FS(7vcSkQh@&@wtV@ zzvHgrZp0oO{P#!jT`h4Zz}eV6oDbf{J;T(W=LkteXu6P`d+~+%pf$?W= ze>VEuKQSIo59&@_Mm74Mm>BVcq@b@h@bcO}F69sONRCIX+b=d$*hQO;KQB7|s!yx^ zhdj$ZxACu}|Ml6*`0qoY-+dq0o9Cml7f}D+(d4^vKmR1h6m48)-)gY^s~YwDK}-#YV|9DcS*C+{wK*fmBao?+{%aS|04cQc`1^QHRgZLKa)S2TY$V= zKl~`4 z%J;g~r1gJh^FMR(+4{fhYF{e-dl&FFjBisa{ja{6=~i|&i=Wf{mSK+C`krU~`)t-! zH+2c{Ej5;ZY3Kg{a5u!)FwYWmFEPgx@ho%Z&-XZ&CvNcBC16yZ2~K7E{+%c{$Mp@J z66^|N-w4(P_BWHSZNt0W1LUOQdygR}6)`Z!2fF2X#?#^ZEyfJ@p4R_@^MNgKFK{=+ z)@Zz&1k;nmyO|>~YtAAs6zd}I1AWEqFlNpZ$%DnXHY4!&@jlld`=9rT>#^TT7v=CA z?_Ga=#|k3cT@&@}bhdj=R4Z=LoetnU31iwYz^BWuLxK>};x3MhSnCwL>X}`R?0R1QM z-v)mSyOF*8*fB1cG^oBcf zL2)*Wb0fK?E_O-Gn|mWS{5#E8nVY`W)t4!eK5-_4Bk+^ec>L9tr@T=u{!`qI@lAXl z%l|h1yRRJ(9w%St;{O{juE{u;GXA5lZVC2A`Iq%z%p2lukYh^D9)ojs3;f<1=R+_y z^ot|!&WYRbi}Mh_yW((I?)K>@(M=pf3G#>erxe4`CpaIIKlNz8<(~=iBE|fdJTYS2eG<{Q%c^i?IzC~KF7`pj)(6c9tZXF z?-@akDdy_>^(}BW*k}BfhySWI{$W1kSpU+}zrp-T9Ls2|?K&Rw_&QDhi?2SV{&V5! zg|Ozw>whu+uSWZoM)lYKwEdr!euCj8ZzlTRC}Z7JF#c)jOF7fmBKdppz#jLn&%O*g zn&huzeLfKW&u;$^zOkt{|2KO6rKQhUPmk~|lj4(f|B+Vyw+?8YDenIz-i@pu;N=SU zKWXW+TrKur6ZCBi^Xnhg*#Gtbr@*`^#MaP8$m8&x6Y4)OjEvwI6f;8{OAq7Y<=KA) zY>hmd#HJw*La-1X7o+y@D6WRwXZ#z|@%Wk?^bY_BAU1r#*|0p{p>>n9UFV_C`U`LQ zbveF{<$odm>tw8&GU?}TxAjA2`+L0Zq;(vte^z7sOKm@SrIP+n+x}fw`rO98J8sw2 zQ!>Va!;&!_JO12PC-M%tRDmN=eAoEnzqIX_ay8)pa_NsZ`&TvWZ(>vTHhHs==Ci-I z4ImdO)>PUhH+lPCwe9cUZMfk62R_UB8!n4Ye>~g&S2NF41MQ#H82{M*Wp-ZLY|Yo$ zj$CZiS+nKumC;)z+kfddt*8C{hpji=7gJ{inz1iL{6!7$KPBJdCU$kR|I@do^U?dy z=)3uV{9hZ+TP$(oAKG-)=Rsbj{8XNe?Y`Cz`R%{Pm)Y{S1^$&)ogAZTZ>{KW>}hk8zM10w_oGkTvbLYAs(-)+6JOU7THA?^lwrlc-Oyc^1SzK`z+Iix^iJ7VXsY&&D);P$H(|_x0x4@OQSJnH;jS=*tzfU;4)S4Ck2s0q7Qnk5PXbF)WH>u^2M+&%|Xk z--~`nuHRP^pOav5Hn1@izxxTj0Fh zcxjtkKiKNl`M?AOy{iXt zKung^y8Rb2;?i)QQ(mN-|Nn(<7t0ovIi>Sox$>u$^oi?JY)tlAVt)C|_2)HWZxw4l zV?Qz9)VnuN!uST6l4t!%GyZ@3>~qNzz+3@;{l9;?A2+VfdjA>s&o94rfBW=b?&D8C zbD#Y4Gq-HRD#3Rt&-J-J$d=EiPj!F)*XQmZlk`}+ex>?SBl-8$tZ&^vzxcxa-xpuH zPrv-aEm^-}4F6A?JInp+>#xJH7-h28-x&+$xk*!}gk$l#6wpQ^>UT$8$&dr(ootrmro}2UC ze3WSs9Ez=DEVl*s=6}Bc$3i!M!9urbV~e~;-sRW3ZEaiKf*%&S9~S+9V-d=%AH)B< zcWrlzv0q!Vbg3L`HmsFCjN89z+j=)^(R?>+F^)xu<+}DK?=MPplcwD*ZqCvLZuYVT zZqBlWD6?F~G}wMICe7^|-MpWEaPyWga^L;5$Sq#G!jF5xvl|Y!x>Zf9UDMhow|4Cs zw`nummAU?(>^bVzH?Na^TED*8ZP~IZtnt?Vfm7YcceKH^Y}|l$Z*W_-vP|auKX>M& z+q`)bp5N%UZrSYG+O|ml$1>sq_Mtnrx49iVTHVf_ZEhD1p~10|P?}2}d+s`$s_vA6xaRPB*k3gU6+#xZUI4_A2egE#c8+~}gojrZhv3=*x^t$tB zd)@ojk2Bi;eDt=vG&JBYT{!J7Ul?##E}oGxvHtby**$j+``_!sL+-}#pu2f}NXwwz zhJ}6utm@s{m)*TPIBs8Yo6(p5nxwcJ$`@-bZMOY9yNBm8QokQCB>01sbSyM~YzdG+S)(!m| ze1CcLtzX#(h1ySyi}i23{+GM|tj7F1TF3TVKk=N+e{ugGMP4!Or$lD4@6-o1{`k+@ zRc!pNT(R~`xf1x_-kX+wJK}r9_NQ9gzvySH48|zYZ)ubF*53ZViZ~kB8JlAKLjnJT#=G(MT<=>^ zdoJy~9#2ps`=|APuqW4$em?oz4c}Eh`i$#hewar2AAa2X%6$gk)w12sJwG+x|DkbN z%yvH3{!gEQ@_haIU&pC3{~K{I^|1fflmCUsv-}Se^o@rz)lWQr1d-@-r<1tU3 zOP=@d;(znzxXG|BPQfu57>6lyXX-U_=}h5oxySQNHx>7)MSq&Sf3~!V^`DM7T-cUDO--GX9A!6u!i}IK5UiR1@pSgYCAs zJc)Q1=w z)JbqOxTo#mZ`PM}r>yeVzAbvs+NEb{Gv6ieE#7{4H{Z)=vgnV#^096pZ^d73XJTC- z*TugCnXP^;^@od39sdO%31bGJ%zxz>obB6goYfa(&-wqXoTqhn^t$Go3YZ(dkI&SO zzQhoy!}ybD)Td(KzgLI z;{4lq5%?Qmoh9!SXm7r--F4hJ;W}=1dCW}`14c0@#N1qU^cz|(9s0n(_-cxK2Vc4J z+f#RLMS{QaaW|~JJlmmo8~m0srv%f$Hj3QI zBY(Ovo{SfCLh|eIUBEHjW-cC$gI|yK3s$Rw`LDjh#>t;r&}ZxmiKSJ-{J)XqH_avg z-Xnev=LU0A5kq$pNAG>+Js6O9FwDQyi?L@Mn3KrI#27Iw!x%NXHszK->-Ql()t*gm z?VgRU3CHgKgPG;Qf9u;fyQW9D03FEZxC|^{6`vm{^xDYZq@en zZdF^e+upr*jQnGnm96XCDjX|X*Sgl@yMjD8$-1LGYj$sRKW$!vqscAbvIba&?PJ#8 zH9K3}vQ0m`A6tHQ%YYNwc(^U_zsxDjqcuA>xTU}cE!nWb{j_1VU?|=oR*+&al;;i{ z*ef_1%9>4^HUNKdaE$yrxPOmp0se2phGxM59zM8t%=&j=|6aEa-v_KCJ_YB!dv=Xk z{|*5Ev8HK_`+3dJZq1t2z>RE^wKe$5u_o@{x7V#)wF<`yIX7=^7M()mfcIDbyuI1Y zUcA7~0qGxLY}ZiXD+x$jpm4cHu&DQDg49qZjU3+B3SzQ-|t zF7P)$z`v?%mhsE_-J9I^3l_Kq3m3}yr{&AhuFUoS(4oEVyZPU{d5F3C-MsJIqQ#3P z#!I~ZGvCpiIrH3X*hOaHJb(TI(J$ip*Kv5Cn=uo6x>jfGU}UCF z`^HU~`i+}Bb-J58c{;`m^)bBydI#V0`4^Mj=U+~CpMCK)j<4J=z{`kk;>!_h^ABRg zfFt|+KPTb%Ot7A!2l@5y2+I8RZ~t`v-^c%OAAS6P?xVl{-MxHvKcoFe4j*v;^U)`W ziTsItWBjK-f9#H4>y~~zkG1O8_s`w&qlYAB@}K^!)J|DeqO z_;)?HJDkz}KHz)!AD`#DczyTgWwbxhzfSjch4-*dJU&AGrHqer!#skr{x+E3h#eqX}aH#YxO zR+P8@QJG}lD^ND&UVn5?rT=Bip9%WtmpuBP^jm@bXD#}lYwn~elgG@zW56s3UIn&6 z!7>;Y#OId@-;9bM!Q({yHU0LCjYB=g#-HyJe?H6LT5u&Er$W4n{^oxg(?)#&yk8!D z(z1FJ2a}e57jnqv+yCe4|4#N3+7#+9?PEL2qo1bzj6IYwpP{#z{3H)GV*VXtteZX@5EVUkd&0 zSD|Z*ZL7BSFZwM-cF34nelHz=VsFH*=5213+TR#2B8~mG`NYex{xPnS+5a{S9`WD8 zR&IY^w)ds`+oW0UA76j(e%kN9gN(nk4YqyI3fJ@(sGZ-||4RH1X8)o6RWT#JUEZIe z?@s8ik~~w5v3~~JsON=R+Fyw;&87czA=k3h19ixzKVJMVUrd|le%Las`l071dgNkc9r?g%B0V@JtC)qU!(f=|9bL&F8{*>eT=F3e4_ck>&C&< z`e!NYZ>)31*P?sXQ2)%Qe{4Iu*ZtJCM(`$|e?8qTXj`;Gru{fBTj{pO=v+|Ngp-l~pft*g{0yKbx_@1gER+Rys4o-2Gk<=lbazRub%ZHL}V+PLOO zi_i)E8u})a{yOxb^a*HapCs?Meo8}s)zS63w&n3Z7MlNS`dZxDQ=0;QL-i&4F?F3x z>;DQga`->Pe<{}gkY@_Go0-6$v>!Pj_?FH1{%-~_O2o+sUIn&M!K)xv4Y4lF-$cBM zU~^!TAtr`&cU{-GGyJ_5?;?(+@4_j;!)VSYA8!Wt?;=J!F)_6Ju>Fih!{3@`YL1+V zvmt%zUp$Y1mSJj${o&C!*e~~%u39e76U##!4eO>ca2W4~xE*_VI3jvmx$? zc$HX;cR04&vaaoaTWG|x#Pe5;AxF{({?-3c@zCpvF)^bX$+OHeskT9 z;^di5oS`dAnFRl#SYJHn?P!Xf@t7Nrp^@iBH}LeR7fbmG`s{~^{`dH;2J;`W>oS+U z{wcCjeEYgr6O0XHg~?%+%YGl{%ZdHV`^o#f4O4BFwDl%7WnP=TJh4l`Zj5K_n^d(? z@weKE&PZ=e3_v;L=D`A!KhuJjp?U-!Ya8-IRJX#Ax1JlHrZt)oF7g)ZMjmGT8^#(`{Eg9Wih^Zk`Z)iePS_r%0?D;E3NK z#?4_!{{jWIwzW1ONe=VT80xybpQHUDbS|7qqwaW9IavA8~lr{URR{Am6g zi}|DHq&zVbq$P4EOaAl%;~+6^e9R!h@er>={0$D;oGF89-G1h^P<%*b^Izl#^Kpri<{~viAWWM(Q8}ne~*=@m>$e8CDfAWCwpT$0krXYuzuNrw5^*ca)juko|BRPWkM(~%_kWu9bBq{wtQT@x=7OwCXWbL#n1VcG zd?m(j6FljQ`|dTcrN0HfQ~vw+o5$|?lRNI&D39Cj8NPubJ}jpH?$smr_`!Ae=>9Nb z!CjMhaKGR==|8W3F()JA-Q2l($=$he!QHxXQOdE59%J<{dHw^Fzp4kQ+>$kU9IgMR z|5rNy@~!`-|4@fbv;Io#n^DHT$*+I54Lp+lfAjHIvUZgs|Np4{uj4%a^v_!I-?EL0 zyOA*$Ij8Ns@*OXSd(t`%wN~7#YT1$?`?z z=f7jXCKYPG)mO%Fobg|F`?Zdqx4{>s%s+WomHE%;E9Rv(_OBhl+Ay|_wVmgD@`tf+ zwj!4VZ6;=CE7$(E>gb5#R)}Nq-(P0i-`Agbl`;P$e*^tTpuZZ=i@muD_V-0QAGuGb zAx`GbQM|J;_W#)a%C?2?e+}o8<$quqv5C_5Sx5V))UyiXZ??F6_BXYIsr^@S6K2`} zu0FYuxBct-2Rv^nHi|x?M)-fG&1-V=nofdtW9Vo5zc}Y49}~u}Q2#S0S26yJ=iYeo ze>HUzcT+q2eA%Ysv&<1jlarv?;9eocpu7mr_Z=>ACmrCivF?d;(oV!58^d1 z{@zXcavI_-FLG-SZgl&uAI939=idDrzg+&;{*gh!rbxUS;An_>A!de{6k=Dl@7pE6uZ1`@TY+r>-UW6w z#=cpFZ!uY3u`xT`5$rcK#>^A9VCf>k<`BpH*>Td zxW~50K^zaRufzV-51ao^V2Dhn3ctuWn{M4$`MU<|=*%TM+&4b}O9q|TV%TKjUlfNU z>pygOjZqWf9}fOU@F0St5xqLW{k7J#_yx#o?v^_jzv3{=y{>;UWb<7$+{_RvAW_Mw}~=P*1zzM^4cG- zon~JkKH@iEX~K8UkgM{2Gvuk7=Xh%VZyp5B1+iwB=V?9i zJ+)u!kQf+RkKFW`ufWDP!yhMOn11|6f!~Swf77Klw~qBdeb%u~sLwi&2O7M0*3n-` zza(?%@Yua~r^Fg~4`1W2@9BRe4?S~3BST^*W*dslzs&x&ez$Y(_E%&66GuRQzxwO8&e=Jet8#&!4guM1J8E^Pe~e9?ab} z`1GP1t{xAW9~iG$I3UE}JPB7bbX zD|h}e_ZsI1>&ABwUq=4##&_ey(Uda(h;_)t|JHt+e*+KBicAst0y$Hw@voHs^R2(8 zZ>WCa^@}>lzgO=VXH4gh$=~18`d=;mgR!cz^*`oA{ME+-te5<$75}mR<7xbfZ7f&* zB=XSKRGdrDzbch~rO-b&0?gF&5yber5b399oaB_^n#;K<^E2K0%k?CiKJ!a8AAjju zfx9_+>q<%Tcf9If$y_XL{jK)?uh#lkBl`cxmeq)NGiA*D>%#W{v>8im8o`%nOnLp* zmA?N3Um>ybQAT6V^BKmZ&@=7rR#tuIxX=G^9E9zgzI5^9%Wpno@8z}rHb1}8vHz2E zwdvEo&>LcR7kKl_E44Qmt6)uyj~Q@H)fyf;0tdh+il#3cM|@??)K$ZS99GX4y6 za%nwl-+tn53};08x1T?B51v1Ej4hF?|2u&7(z%-3{?kE>&^YG5G~?fB{%c20bG6CS z4pu$;SL@YXeryW!f3Efur&G-S*3>=h7?Wisj@3u;Epz8c_$}BL|4nQ@`}@92w>)p@ zyrVo|`vazecK9mV-+wyri{N;YcPdswd65ow z&UbkGcz*joU#!-W5mc}w1;Kh5)KgZ*D?daf%Ti@y6B*#8^F|K@*~pif_w`g^1= zg0C9iqe4b-O_z0@I;~xgQ~kG?{;}^yhg)}Oqno>8vHKi3>t-M~`l{W{Zs$eK0oe%s zpL#>S{#Ti=zC_}A)As+gg>&4L1v8P)Qr~U<55^8425{GvQ#tj|QrgdY%bG=>r|=Ku z!&v!8yv>VOZ{5|=o61Ki_g};$$L%j?{hPdKrkgZpx~^$Kc3C~WJVV{n^nW?@v;Du) zKO#rjPvz0?A2|;^$}_>kFpiAiR$vz+wq_|}lh6JBJHet5D?^+O@iT(60Y-)8iEZI; z#;VzJbtf<@x2619pSOx-h_RW0I61_^e2W-5#PiI=Z^oz5XP>#wyIqQ-!MoalotZIP zF+hf`G29GsF?>Fz%Xi#+b>GcKT}f~FvF5T$FhQDUO7KD`OWY0VYdfC00bq{?;3MyT zc*-5e9&6vN!xFb=D|yn(uUP*x{;x*=>pM#Ke{K6KbPm}t_1bxwO6&J-m(nI=q zqW^t=M7$_`rMy=w{uA5{Wu{TDZKMoswtC1uDGOht@6o-J?W3$b->*5Qls;pwif-lCN!{z|e_@T_e`pKy zPm8>Y&lR>moBn?2LGqm}WUJWifoJ#+@ih2NUljf5{H_1lnYktG+MoS5)|ut-AN)-g z_da=-Vscpazk<(EKlpf{Kl1X4JOB7n#p7>&^C9@kV;`w}3rS3u=ch{ek2q@1g<|}_ z@nV}`TZp-7K8rk0h%v()PsC&tqc7i4S7H30yu5|jHyx7mjrC>hoAs#A@#`nt;Jwps z@cx3`L4(AQb|Pm=qL>;3O{{V&%4@%p3JWAz`6bH#OE=l_#e z8pq~C(0{7Y{>*+UPyVOTKLvC10j&Skn194>J$?03jt9WsTzh)Wy#^L8^mU2)H*x01 zpWOfOJACtt9Ywyf?D-$-ABH#Ly)^nyHQGNxzwr8}dPU;Dv;L~3{_*3c)xcOx@qCoI z|CPKxf_(u#M!pYKtc&7d{P&{7)dwC>xV{wV%1a zvgOaC7th2G(SdQw=0A&9luQ2gJnT>KT-khQzm4zgjIsWs@xP31k@nN4vm4)C^V@H+ zVTiv-Z5d+ED8v56@4v$wD?&dP|EWF2Y=)Wkw-)%zXag?S{@dDb>n-J^?!TA=i@B+S ztseIHU~m2%*x!Sl6Jtw^lJs8z|AWT6$=(0K4q9dVXQS<}jJFWWU&}RB$o|_%|IfUp z9yfK~&oY+d&HuDv5cb8uAF(VUPpOSP#<!tq_+r;>Lx%xlMJ3s#27Lx%-hBJRR$ceA*MIp9oj@@3z|08NL-lgecZdU_ zZf+P5DHp}65gkJDH->{CP1P|JA7T3l$;&CY624E%=y`(vME`qU83+8Q@op&Ny{>6; zpL=$HPv$w-I{e$i-p*Nv;jgTYR2lkY@h%39b%v(dKHE`d@6b_D-DHmnKKz`ET^Q zkyFR;05TRHThrw+6Z}udD2ZFc7#_kio{qgEJdbDNcV>=puf!8E`n78R1;k&e_WYka z?>pDryzYaOKg=`3Ig@MrtKI)S$RS1?Nxtz9d8G>Q|H`&??*BgjBJi!wr|PbMrSM-j zFl8ZM6y^i@pZJ?Tk3F;bCFiX5m%N|N|2n4_7buxilqWpiz4r2YoUK2aFUGI4S?e!l zp7NH*#*`p`D&;@Y4tfFCf->a)hp_$^>i<&P&$a*8fQk4p^q*?BKjx8Y>wlxj-8J6V z|Narg36_{;m)tOH6F2Z}6Kx*DFK@bQ(1p%ICp_o#KFPe6`8-zsGS&@oH_zX^cJJT6 zaR2YOS2$j}|Ni;{$Mc-)?|*;O|5)z-$u-XZelEHfW3inBZPLH=?3x>Rc-w91{*P2ebTbJ|0`wvYxMeC3jJ=xTRe9CWYAC9_PG6$kB9zm`Mwg^8rXa-K8@IYU`dw_2-zze*ax(Bj_`xi;g?{gnV#j+_azA5*sHu`?;Gv z|M)xJ|EA&p`74*YDf4DYOq)jbKlz08CEiVz{(Bx6#w$;53f~e-!x%R#f6~V(;#ei? ziq2u?>lNOMcrNC}z@HJ1kB9baojHfb@BE_=iScIa+wgMjUxK@-p#OKH4(caRTVZT} zW2~ECclZAJQta>Th;@^_{%pV2jvP5hB(6q?M_+;ceg4K_!R_cbqGscd&ULi^HzO}n zY=4y;Tt(>Xca`6b!xiCwDVv9W zMm!(zOd_W$v;U6={#VRU;=?G$|JC$=jQ92%UODI&ACUgBxp%u;vT>#Rdd3Vl8OP$5 zm2PYA4%MSfUq^eaZH?6bsXJuyRet}Q?KukRf1CTaxix()-tWgby4^9)4d=MYgxyz9 zNne!Oe!<+($0>fo!ta*W-_Ib9S6L-$GG0p*;2*xJZ7);I> zlR=oA5kew^1PFu(wsG3qKG%BhU)8Ff)-aN0Ml+JI^0Z5Rg<7?$tM0C9_WdVv zf%+QBSiZ;h$&u;*@<0AFz3|Z+c^qPm>lyr+s;i#$_x}Em(#-X`_J7tx zzq)+}DJ#OOy{8``q&vki8y5_{*C>0geUAc5rdFJ5HNLf>;ydG085qM$$LgZCVFqh|thQ>M=~&oy<#ba}?Ptp800|M$X- zai6i`YWj_0ZN0JVqW1lv`@iEoqz|Cm#9j`zCg+VUHFgRESWVyG=W`!y@9{m<%9Yw( z^ocT7j(%18(QN;N{s!q91@=Yq6fDCd;T!`u;@F75R%Ab*l?$I>#@pm)t-RqPavqnA zv!T96s=M&HmCFbAW|GnW>H(OL{zQHaABWcT-@b(xPN9s!X@>vctC8m4@<)?<1>bea zA8o$rzN?lm^XQz0zYMALR<#TYvEhtyvg~0r2J8azmfiNKj)Y-|G54K z2B*T0J{Mq~7`u_yUyN;e&6m&Pz8#0@zn5ul{YU*lvqRsSl1FDKJ|JT!41WVgAjigG z?u0p@j=jPi7(PdH7xNjI3-V0)xj(y;d_%dM#WZ4!^s8=5{4b78_W$m~(s%bw&cEfR zD#@Q`r#)x+k4~LD*wXb^;h~{&t(v}-EAw_8{BLU;A8JYd$Jn-G{P$it;Ji>{{_!Ei z9!496qyO5xx6_}dJ>$I5w_0v=GExGe>bT-iEZRR=oi?N7RvuttUn(!_J${4|EM+p zcZKa`{MnDYg_Y-%x~SMNwadT=*=|J}p%!#}=B zKm7CC^y5FjOaJ)xVfs#W7W`7$f4TSl*Y~~L_m8}+{tt*}&fMuX49uXO9kh1cPhI_e z>CC{ng8u2-=h6k?X6~sT`%&&Y+MnC5|5sEO_!+(dL;ld$3->Nt-|nkl_f`LWm50V~ z{lB1Rz~wl0#owV0DvmMO9L6Q+UwhbR?KybknC)lP@_#(!pYdAWPp9aY-jSs{)Ea-{ z-e6be+f}nKhrK+FTC?c`rGTz7yg83 zLo4RLnf`;j8A<<*{_oZNl;uz8&a8K^lhm_aaeMam3hSOxoFqj>GxFYncJyN2-p)+@VpZ@;jQ zr&Evi{R{UmrygM*`48?sa(1~dXej^hP<`mjrxh3W{Jl$h?xJktlGV9CoAqt#5I$CW zWBt)ro;{`Sg}U_|G|%2Sm-gQvesf2%XIWdUU;X&LhyKuqz3R(O^%wf|KlraGqjIcc z%52xzfP0GdzgFL#6EBK2PCHKzbfwdxd%XWl+IgiTt-J7PTE=&5*!X1sTY6?yTG_oJ zt=D(M)X7-U_85Q0hw=Au-f!beJAJ&o?abYd+;;lE;@oT!}o7w8@IntfA4_amw%O}&pS9S_J78M*dgF+J~*Hs=Q_^ce^BT9 zAG5#C(s%yxoo@x7;Jyapd5{BWyzQUHLlbC!t){9_TpEuX`%V+i1^w!$D6GDF^{}=pcYjy)O6K#*Sn33AA8qhyO_lo_OW3lgXp7(C9#r_-nzm+SOsgwTlLu(bw zW^Vf1i_fRuDYnh4@4cB8ZC~0F{omTu#{Lt3uk1H0@Bd~08+h3vdK2SlV^z_=B5x&f zoS1fwxf$wzUzKq;jgEhThpE&5x%%9uhQ~j!J+<~9TPIoniZxS=Rray++@fQjr2qNb zAJf~L-!r*fJeT*}dgae6pS+p=<*EO0ov(%d&wAAY#0?{+guh7$8ak0C2%xs3wfq=&JX>U{SReV(>>yc^}2`fQ`h-ArAB!tZJ>sE1#XXG-UkU){aQ>gOD+5I7-^ z#q(Z4pE>0|KZ|z*#%S9{i|<39*9z-Hek(uUnD+K4w!YpWS9Gl(vW|S-OMdGH=f8UV z3qGoo|I75*|IweGnXz0kZ$8dCX*K>OFfgoF?#2Cl-S9E4qX&l0a5kZjnI5laiPHF zaqM64{pkF^a^L#2bjQk}>w-SCYX2LC|D%0Ir%L`f*2ekY_}tcsojcN!@Iq0-+zv2eZUtz!bu>n_#yWPiH+98{s+#2*lNdb zDi>l^{|gc8rElXs|5xu^@^P6U{`VLV_38ikM{i^YN8b?evDsbi<%Qyk0k!0akuRt_qzOIiM&5SH`)gWJN;+)F%!5`BG(jQeW@2^v{2MEsV}rme(7640s=KK&RBMW9LrD zMszKmlCDSY?lbar5|;+d%spXdF85zc`woAeHgEql?by3Bbt^uOV{sm)%i`1S!3*Xm zCC*LPot|`}`*b>S?zH;bnNH^ZR`;L#C%P2}=x&e2y(#uh&FcyIS+O5Mzx(P18#mf< zQ?Y$c^>;oo^FLYj&yn_Dmo>+vn`ng6teb33XA=|dS{zHaU0OMe>N{VOPe_;NF!WQl{T1B7sZ?ZP4T|r|6`W9P8 z_5!dKRz5!yevU@_-za@=BUmPlgMLLGCCy_y>>uEICe!$n<9n>{Kl?R*Cxu-hHdnvo z?B)AcB`42HP98D7J=K3!|2ys8ZQb|(XYJl0z2Bddydp-}E$&IaBEP`dP>%R#{f};^ zUdcNC6B~_r+I(@F_JN~D^NwPh-TwM+;&|ul0Uh<@zkamou=LBo&@j*2gd;iLf7)=1 zJa;>nw{xp!KytKSF~m9zPZY6mSc70tj^F0l%T5QHRrGI4*Pu_kuj+ekcwaxTEQ|?b zNk99)x})EK`2l)G zGkgdK#Jk{fu!pTWw;>&njjl_32zBE7D8^BB#`rTk9raqgoA|cYuoG@;cKl8K_V@q(%Nyx8 z&yxQ~&xF0dP4@peTl>tG8MaCHUsdc+wd}8k6{+EWAPx?;t6j2j6!n>%wEgx^^A+Mh z6n)Mo1AT0Fo5kC1qpjG9%l6;M*%iJCpKrd8%|4qp&;RfL@?3g-Nw@o>;8~+Le)NOC ztNRZwWiw^`XO)K=zRVO#3*=y&gX|KPWeycbVFTDMFdVkYL zX?@q0tRq+S&qnBjgIS?iVC0Jk{l8uPCw~-i$Li(3Rl+SqUrdjXeq(LZ5&hS(F}~(z zX}?5Pff+PEYL-8%&Y(Z(JtxN^bbZ9@@oSI2|B$bv8UD9?Wx0*e8SVW8-h)o8vGV@Y z41KG|WKrYt=k=BEr2q4;Pgz^MP3+kvc{R@R5BxVc7~tPpkZgZ?wqr~7~PpE2P2A&p1xmp4qWE_~gSbpLs0(}DDx-~Tne@yUfD`@dmd z(3?#s$oe;H*M1&@gnPE0iD45ucIkeBo6$AXQS#9-6kbQ6yHJPSSDlgzQ}i{~Q{z8r z_-~HBm+-h`F1LMu%=-fGO{ci-`<%ZAR?5Y5$Qpj-TvPkaj_BWN7QT(JGhWxXpy7KI)aG- zf8!XMN*-CRu%2YcJT{}?uq z_SN{s_=BMVe+hn~S2D|RE$o?f?7!e}&MGd&arx$BE~wYWqz27$JA(db^1u2S@-z?& zZfgH;pZ?=AMX|H$)IXVj%X2w`{9C(bMf$zrZgRe>Cs6+)k6*#(b?Dz^-mN}wmj4@} zk6#q*2soRtTa=G{FST^#igcx4I2e_?uJ|s*HL&%Y^{=aUE=q^)SKOL!(+@v0o_lq)=rH}DU z^^tqvX$JL7A+sdQuRIj?TJ#y0c;?$@ZMem5)Ko?9I7MTx*nm zVgI*!yv^QL(X2tA_c7YLOYtoxfxn+xEY=m-sHI2yg|=x*t$9GIk-1nzt?BivB?t)hxn_kKb}1$ zyyHc+J#aqYF*j_}_tIN8r2{7qE8d=-RbRo9p1cG0W}nUZF6rWo5q0y-dG#0U4E;Z( z_+;<`W!YcO-s(}CPNdG>bN2tRbQf?&wEL|353UIMjLUjx>$mIRp44;Wg5hTH1AvS9 z^zx3h?);~z``*QLr5ML9pBwGF&}9F;s&PK6d7-|*1c4EXm^ffXY5S?mo#{x|G28!$ znIHBy`$o2i*Mbc`+sEs)zc1K%H*GtwoaI>`2MZSVKg)Xqc3}+m_Zh4E(=Yzzsr203 zeM9^M?XdrYpJ6;2wLkJ)_#nd1!13tC>*<2__)g_lTHdwRY@g#{|BUg+epcAf%pN;F z_Scc)*^8D=d;``#Y38FvT`Xg?V`}?x} zJlo03_V@MYwqy)l_`ARjjcxr|d&bHCMy?F=Z;a9YKNA0y*B@&VOhT*u5B1Wo#sA~k z|B0l(v~#uXVWwAVZ%2=6RR3fTY^VM;L%E}VEvyZgo7rm?q*W(3dYeVJQT>k?F)PGx zU_NXeXZc6$71JGC+<&7dOiwfN-(wLCum49(nhIVQ8RNf@zspbUb&PtQ??3o0mxw2t z;eXmwul{YZZoo?nv;Qk>hyokP>!iz2zRsS_$RJ+w7~z_2>s}9>?2^k z(LeX!IBYnRqr$io@0WboTsN$XbZhV|#H<0IPmXM29D;Kp)-cz0=>K}n>4Dy(hLgW8 z%*q+*^5DofDHdgU{6lxVEIqYs|DYT+yOhJ6y1NEFo~1pnapE5Dp5S3RGu_ZXKki&< z{;wl9PFY)N_YJif`WBB-^S|?2hxbW3cVLAA>qGyzc3$s4(5GJLesXqAWgoV=7BA(w zx3$*b{8x{E{2z<|o7i|y&m`u}lB)gRF*X$(t?T=&-OxKsuQr__%EmpgGi6;u*E5zT z>SOH}ad528EE9yutCkPY3%YR(*-?&>Q@J-qe`@?&$A83V^YvQ7nb#LMC0~2VuVwy5|Mt~<_<>)L&3wPkcU|6B zlRk3j!`x2Ji{FsFDDO{2xz_dnhWvY;`^j@aRj@SvEwkZaBvb7Oc1Ay9)5QNM|4sPY zi!vFPBcI_nDqoGuDXs}?Gew_qt&IP1`8(?2KaWxDybSLL|MLwP_!<1~yX3Pb?+Sis z!)B0s#m@ccer?BXlygm0(~o#2<30bKrw$v&ncNr;lnZ zBln_=otON);IlGSpWKe|2_Tj&woohcWg1)(mO!j9hbkf2mAtj0cN3) zHIic<+o5!=Me@gDR%zWbcD3YxjNx$eKbG<5*$(AiASMzxtBIiRc+=tczh?U1f&41* zc<}np694Za=akBo>01n`ka?rXKXTW7@t|*r{4Mq>@rKEp7VUpF$92k|?mJ!PKW~OU za;{tc1j}LA#`S;Uw!Ue;d*84(IR*Y1_}KjfduK6JGj@^8(W zmBQWp$#t?8$-nWOf3QflmNXtASIX;uGRi;vci>Wp`2uF;lU2(+=8bST9f}_V?uF~* z1h*J6%HxDxo6U45Y(~4Hj4q#}`h^Sed)R!W_49#95iG zZ(Nb{=X$%%E{{E&*ehUSxK12*>bd>RUCYgc37pD!uFwWI8y%`77 zsq)}j4vVJ8s!=Q)VR>Gi@rKFir}d30be^3)&0@;$KGb1xaENtJ!B%z9yY zzy)2>z79Uh@ILB4wBORcLVKyJOn=qJHHvF9kZy@K`35_L^&%$DF^wZ_WE>ruKr! z-t@_VYdT&x%uQMTWgci{WHctY-i(be;q4*!-9cjngIXL zGc#ADXWv>UpHT4G$JH5PY*5u`3UX?8`H6Cr`^^(4)ndBKkxO= zKEe1`@DioCF{XEBy?7M;vt9bvD|6pWe}CcmwCvE@tlL)f?6Uql5`A(uIhG{*z_eBi zp4R!&v#VO#|JBM#S>At*&zkhVfsd@<_AC1T$}{WJj5QynxjRqgJ+HR^9U0C#qyMZi z@GfhGBOdPk$79eS&)8!d+kaXA#Pg}={Rh0)WLkf3ZJwL{KjCgZIJkIH$RF~WqQ8Tk z0qa6cWB!Aq;mD8pm7TKXat^*5Tn_oEdi7luv4pL>;^u(s=lr7LL{irw#a^V|Wf{BT zd)RV&C)lrdGi)>9bNI%Ia{Cmw@j%~Ei*M7X>%@JezD>&e%CnrKTU{^kK8LNHA^%yM zl;NEL`n}+8>>2l4^DOs0wvOX$Jcdps{-oWLzT7Qa7iCupmt<==^J(nA!LzX!O{D+( z1LZ?~WBFCfnfdxB7c1)&{ChbbUe?E5cNL}qd~JcPiTE@X46olqAChilI(?;#{g1ls zKKfHtxheWn;~zW%uT2pD%|CF^-%;~^>}%KeX3p7zK4g7o-P(?J&OP?>${uCqv#z?X zdvo#5XYsVne}Rv~?NVTDJPxyLQM$KJ@??mOif>W#Gi4iKocp~aY0Cv-hWZ{^rf==a z?F-pj(VL^)(yMb{BF>xFHMah5R4(km&2Wr(G>&ZmH$%)CVP=G>;X7N(JjzEa&ofqr zZ{COIV5!8z;hsNR$w}bf!jWTi*_b{nc}KlwwtBtq<3Kf2R5MZ?Z*m;&Y2EiP-%^>4TeayiMSubW{wJn4_J- z8N|7lbF9rS#lr!EVA!cV|Iudmhd72&7idFy{U2itJ+mvIg~pjGQ{BIM6_ z=s)Bo8;kx4Px{ylm3x~Nx8&Jr&keLYBL6NZR}&Z)uqXHrH*L$!Ux@S4sqg-g@5GiGyr&#f-+yKJn!9)V&A<5ZlBMZsJ+o@fD#gGd zuFd!9+ph+O=s!RH_`P9upi8`)hl+JW{a{zf8O8Otz}zTy71ytbZ#rcY!XM0kutNAU z@qrG0M@}lwOLbrEn7$zgEe{d4y>)2?|^D{{C9Fg@tZsUeXDo=k`E1!0!D;*I~x_d2KoP{WV7K+be%r1-%tj8Mb$Aafy=p|xH-`26#a!CFS5EisUzNw*QrWx*)IQ#g;>|4?X?4RqDPiiFjyFmnQY@Keeb-Qg`(>ID|DmG7O zH%i~}25wjNXDc@2@wUIViaxPVs=uRd*Zi05|1ZqlmHzh9{7LP9VqKN(|M>4aE=#xU z6E3{(LfU?DPg;EVSoV*Nefc-DAEfodEj7FT ze~RnR{5ehfpX&AhfXi4bJVsgnooM}YUFYWX{F|?*XWw`=tva<~h|brD{zv>4=W%3y z@cK~sA8}g7(tpb#m9efy$M&(Y%YX1PwefFS8(J=2{_(hGc)vn5%Ozi%<;ONpcYv+RW;YsI> zvGl){^FJQzey0 z8(`tzjPJ#){NYN@NcPGq`pDF1JMAp?Qrn9uAAR=sT^|eYcZ@+Z{og0tM#bM4zL~(% z;2(3mjpK20%o_8XmEzY37YXLZeTCFPEF8rN$k(`Dx#vDN`>*?vyUOdIqR)8aYYThL zX#8h*?aWKeKQ`v!_z&K7EI@@v?VG;LpCj@AN!ij2e`Rye9FEWYU%A++@3)>xdvV*UdJJ!Ku`d227K)8AYqXC3w_^P_GX56(Mi?54@1b|y-4^pB$0;%lPR8Vrdx{)W z!cYp8b@3`_hS?;k3T>stYj-@&8%}MtZdt*Fl#z`yd01JW%wJdp9_6w)1!yrZbsgJh_OK*TwVkwQvU=d! z@tTnTw&#}HBHwo__FwW3H7oz?k$==bD2&h4{@)t?hrD?0h45ueIyX z_4lE8`a)ifar{HSAg7b#Zpbq=&G09IQL)%9!jOQy*|dF&`2{-;@3;TvBb7`(eX}dw ze{d)L_z%a>?AzaA}m{vGjg@Hfs=yqk!1bNKWz^HCCG z=gO^XMvoXf z$lbv&@Hd;Se?$9E4syQV!e@I}Kjs7a*QIAdpV&H#8Cazqdw1FSq0>i=KK^dLt+H`` zLigYC;J<>O8{B_CuY>>J`e;u2&7c0Do* z&FDXSuOBG*Z@c0ZSxg&YM!vSP!k95dynVK`1+1amn( zEnc~#h(S+YDB`w&X`w#Di>My(BD=2bGYrZ_VNQ^LZ_awRpl^5_uq^r!cL%HqxEe4o z$Wp_Q=-yn#ccDGhPn~xRH{{Qe1B&OsZ@cl0_>}g+MWWe+UePZu(PG7(-t=hE4 z;^$P;j~G0RfB&O9wr5!zx;z%q+y#moBpS38{)0BZIpCKxmb8udZbn!59CCSaPMN?s zu@@3Qe~#i!n4P^&`#brhkee>o{a7u3-FD;lJnVb(_1&%8^(VLe-Ea(Mi>=T8xKnw@ z7>DTp(gS_gPx`v;!kPR&#e3Be*+@P9&v@BC!~Q!__SaU@pSSyL_T|WDgAZpM{6DWO zKAryX^vmui;@jLw=zp4LG4huey2Wt&@1l;&lXCqnI<~cK_WzOi55IiqCT0EW;>~O3 zhc_QY;l~JHi~A{9zm51`ehTZa8UM>jc zi?e5>4Lyp#GY0*ay>K-D*V>-Vl{K8P`1R<&tHsCUtQyJxHx~X|-nC{}{r~l4EA?II zuRQ*o`O|%GulBz$67GingRxl_`L6VzIj^4o;EPtQzqP{h#2U9)oi>O5E(7MLRrLS- z`ZMX3Pu?o#V6yl>n^}LY9RDf$75#U#^&j%D)#D$yn;FZmDdx>z5;1QK|6-VjSg)01 zfn$&LEWHODjpJrA&c^O#ERE@5JfH6ww#IQeJX85mkLzxZ>4`ckv;&tDN257Ke`@^O z$bYeKR`$p;K817M1GSFPQ|!Ia*RGrzg<@Oy=MBq z=W>U9W%--v?DI3Gu45ZqJm?iE9I%rnv6+9vKeDu^Lt{IjM>m zIAt37*`FzW^X)dke-@9>FwmdMe!OEu{`bN&yo1wW8LI=HjG7S&a;o$ zu?(%9{{#DXr@#LFnG!#N0|Uo3Hv0Iu8|i;#-G>ZleEl~w{$LKk3PgS#k8eZl8)0%X zo}iLXYGnD-4E^AVTKzW+i^V`H&BX+-f9$@)$=`DS!3cmEayd12`9mz79>se+ro688 z(6@Eh!1}8-{^dIA*?-FYFF(uohRgP>v%I-GdOEEA?b!cDqF;;|V^Tx@!T-A>pOo(7 zJ1X~~y8qyAb}GM=ubqrn1D^&ChxG&o2h5s|7yCMuCn@6yV-Kvc{}9KfG7lruw{=ss z|JUk&#O5kve%iVJdfb~V_uIgK@c-2QpLH19qg*yNs{fE5F?cQ3M*R0Bfb9S42y4b^w^Q~ ztm-^^{HX2=m-EkWG~c&1-~EzG;$)EZ3^V2;?mT)S)Nj*YFq$-sZ@?7zjk5$>kZ@!zSK59RMI-HuK?nyNVZ@|)W|*@f`|`FEOb zA1?3|Et-EYI*rhGEQz>&AJy z9sFHxuEGI+%cU|i!)^S;PME|WNe^~3p?)g;j)y3RszQ959Tdz1X z$V9`FaP5(BDLR4&d2{wV$|p51%@j_iPkULf_Fb?hn|E)uXE+k0{fge74oH{1rDr4O z5?GgrTeJ82e#3znK1H+)lauL#4+)$I&w{VnMb0SQzy7dK&kb6<8ZajF7gyrVTvi!wJTHc20MC$r z!`a`-Ed}pX@Bh{Em%JM0*OL9wa@`a*_{nX54 z(yQnbW&LB(=ND7_-rv#hSi8I~W8KGbxb@#E{~K68kAqQJW47kb)NlW{co~ZCL;ua! z%`toQ|3N>F&91*C!ugctU(jEr{7J2(|I2^>&-CKQZ`gc{CVv_k|FQPJ+4UE6=)nfNWc5*^Xbhsw=@1FurbnWOy}2stzpYO1-{s@4vv!v9G&SS z7ON)XXTT!oXN&ka=o6*uc0Y6{>J3`d!*%dFaczqJ)cC_Yx)JIO)kSVq3TVJewYS*dIt<`Q_^Sz35-J|a<=s)d=7_S}&;+p$p z@SQx=H}>I!3}4NV7$^8v9GesQf6C?Y?>ypu2_sSX7R@i?--H)&Q!g>PybTnqgI&WhA zH#`1dZ}wR1n~Wa-J0J`J`NA5JKh4s&=irN~{)07Py-ud}?>WR=HXDzZu<_&c%U}IR_FYas`Lj>C@~Zi7r2W@$H{_KP zw#INa8E+Hkkz~CW{~M6MFzDdJ8fpC_>nEH1 zy-2(p;ZZ!#6!Bg%?nYP^+Ka#OzV3r_(pGkMZXKdIPU5hw2786IbIu+xl{QeWMeKuL1 zsmJ?o`*TVE>>0dd^dpweTXWti=r3IQk@dg-{%xawUU@?7dDClazkm6C@0amLo${|} zSC#(rr14)n`|o+C6z`^q@!zHxBG`Me+q>=FeLclD)`d;Kj86f>;@{Zvd?6Q_pkE#r z+vl{-h|y3l{qRo}<@pv@ZQhWvLw4PK5+xs&wcTUmgsr>T{x?FOoJRDw-Tc3;XOH6R z|0>Pjw%EsU67+u;Ih57+M*6?y()NNk!D2C2;8HAB3vpE>7m3FLRs%drS8umu?6kC8 zac-7vSZT3h&MBV>xr)GWEMBq1Wbnz0rxgdM-{L4A=sTJQzqzNJOJ3g`$!EjVsLtIv z-pz#@7lmD!X7Ocu@AVmd;@u1gM-q4uj$mqtH*-^Yt-zaX+q>Q9k*CSNd~4aY8>QC>yp?-7QGvGn*qV457) z6m+8hU3YuZN$s7)REv3m*6jK3-_Mui0B~6!Kvt`~M30{a1HyN~^jzCUW(xvzQ={>mL?JD*H*wz61A1xK9Coq`nxZ zLZ7M9zrf{`>u8n#pQw{7@4TU^dQI5P$zYlF%y(EJqcZ@IIq;@7@R5kjM>!qgZXk^8iN07 zGymBh1MUQDiX8*Pov}5hS5{=GVG#2*lLc80nOBf2HS+wzS`rfY+wx-npf#M(^z z%no-%F@jGh2TM8jjen~hemsvc;@9|o8ypR|nnw>Ef8+iXUDq}9U)J!+Q{M15xs3n! zYme}G+b`(G(Xam;=pVmvys!SJP;3z9<)=9QlAA__J$_rzdZh}p8vNOznA{|4}WOu{?|(W z8?FE3T(cNaIi^kEZS0t1-B|u9?rTlK%cITzaq|BeFEzLS)Bm13U6$u8_Q;9a|A_Tu zeJSn#K0lAke|(UpFJ#_DM;dMX$@yn{MviG$(Fc65pXmNiR{CHWZJlRXWpk3{S1Z;( z*qgiL0vm(=MH`W`)*kq$O8*0T%vAMJH(VnmQ zydX>q7?o4q$}=T@sShw18r-eUjryi#88TeD}Sx8}ZUSeh4Jc}ekU z&KsU(P?#TL-B>>}{{?;8^4@|Eir6;g_0MzA19t=clRanbe^18!L|KoO^H8~>lt-&Z z|I6~{pvK~^e9_R~r+iz`-_fzFpid4iuI)SWxqQ|S43Bh3y7NfyUtWLn`qx6`66^){Xfct&xF`GW9fg?Z!va8p-(Pi!{4y4)Up4^*fzrdJI?J*zmyLCpTGZY zT6TE#r0Bop5=X8fo7HdY*9iS5HjwdQ%%$<(*3_XqOo59*j?J9)j$<~2HTg8hvmu|< zp{}EbJK26(9@yH4gjPhf#IZufXJV0!p}<-s+>pg{Lf-!aPt$Uf2kl`uoX zuLNcW`ru_O4vw%j(7C2^widMB_Uc;@!?Ec4)53oeYscF{yc*9lMcf&~-GKQ~yWX6w zJx4Oz@?GgUt{qnyt`YCX`XRcEZ}i`u5w?jKLVJ{V3apG_W5CEzhkkuu+>q_+R60kT z9$mM%L3$=)196S@LH{Xlm>SI+^vRzEePa3qeJf+w9N}(+r83-2#Jd^6{ySf}rRtSG zkyitozx(0FW`BQs?Y;EWub)jXFYa+WzO_>}+BVq#Jh<^^ z47bA=m48+H-@5M2!a0zGroQ!WX`lzi1&1*gUUtTZoZ~Dk`vCLY%z<8uy{u_xtm>C;4ll{T( z`B>}+kMqBeFXbBde~oqiE!UUU$VmMM3paPyuJo$*WcR7N45{URU)A~fWBUK9?oHM= z=c&onf1j`V*8jU(Kd@Np?{zF1^ZNhj)bccQ!|e3_fyKr%&H6vbI{%II-}tnJ>%Y*E zrsQwa{_pbq&ywEsw^u$)e}8R>V{8ljOT?K8-8}06`MzUjxCUk>G3sW8MsZjXF(-E7~(fKX6Eucc!WFZ#VzBUK6<3tmBmS<#=xzg3l3d)2>SwD)#4i z#$;i>&VA`k*uSwanJ*#U6ZxOd{W~$)Y@%HL2C{53-e10lZA(AC=ctFi%Y#yzkgc>A zozC>SvGsq&+4X6MVtZR3txqK%n)UNYftkTKW4?8;FqS{SaWEbiA}}$;i_p21bsskP zjPSF4O+G1mzH-lF+~nu;bLNlXTy%T1g))iDR%>)01ocGoQ%c|NQOm(whrs z``jXf89N3?Na}TTmLUBNAq7^kRLPlt}G)MH|M)JPCWm4n?~mU zj;r8q6dy_$8}K!jZ_3WeJ>_wu43|Sp9OZ1QXa8Xy>KXr9`#*D8!7k=CQ{ESC?;GF! z51y(={*!}~nE1{I_0K;%JhlJ3-V^$f%gx&Jk32XQ7`-;GKk(K25A8`SR(w+EZT0ZK z$tT5ps%QNfz6UwmBK>bb^0HC>W3ARJ|GZD^ukG9a4R<4a%E|6C=IbNwi{n}p&qi|g zh}NTHQy!Qv6Mta*=l!DRp2vTA^c8uZUM^zW{P=_NN-4M0#fv>w@5arW(ih)-X>}i! zKa%&4p!2M7F;B}+O5L8jXh6xZK{X9wKcby99TskGFHRygTE<#V{HB`^|S2%C_kHhU+tp5 zIggp~MWN@lPX28@yEDD>@w~#%Y5knQ{+s{5&h@|ND!Ino|5!c#J1&z`Y0z*Ra}-kr zS!$S$M*|l31-S&Kh8Q06K=BBH+NAYo{rwrj^*dpiC>Qz&cyR0O}9Kq zjsdxw;6HFIff?DV_%+n|tn%zZmwZ;lrMXTF9MLD&(kaPKFeTJM4kcohfkgp-azSyy zBCh~-6Z>Z8mA%5c?AQ5T`#G)!+>OVm3Czv~;sYvR{k${l1hgp;8i5t9bI%xUR; z+zb2*Z2-&CdAZB_|LTm_({U7-3X&p1M#{?8GP2zobUkGgjE z+fnV`o?FUwon7|!(zUqfzPpNjKmPN~vvc>#xAiN<$iJhy z+&*96Bh22P>jXD22Kzsln~Hrk+g7trX*m09fx8)I|6NPonrwewjBxjQIGq?f>N4aXdstPYSs{oc>Xd|Dh56iyS}1^e_z0nUDo#|AhP&4f znHb|j&a|li7j9iockbTT@1FAP_NB9Z7gA^6`E=;o@wDsmKG#*+tbfj0HQz8d?{EGn z>#-I6do21dxSJPs-rFRGEEUfcZ`u_^PWY4yJ zyX0$R4eMw0v`0ForMCR>dScD{bHnZb;BJ0B?awXqfBxcMpGvQ-csJ`%w0~s!)~-7J zzwPM%6n*^Hna_;x@|=wm|BW>M=-=d*`n~c?y(Qf__VGgheoPOS{;gOyrUQYk0dG^n z;=V&19K*>}@E}pA>rG`Wjml7e*3Zj&m0jnZV2Zwtaf~7FG*jb0zWnF=LF@yumh~Uq z#@2PMqweco@hs=;ExCMo|DX)Hys_Q+Pc|sCKV!cSe-rogAOAPsOkt-tzo!1{hG|Z@i?qNC$@Wzl;ryH6HSR^}Y>h+3qz%_J+wIf2#S< z+g-c=<^7lMxeaS$`K7?tIQC|j;cTjMPwBfMuur4yKQU&F?EhdDCiDIW4z18(hLL}K zn~VN|pQhgN5B+Dd_rDy&ZM6BX=tS+&f5vnFpSAS;^xHrDNxX?Zm-RgM+A95vbpd{= zS^XDmS1b6x>(;rFY#M$22mh62Uim!Ma>zf^;fLY>R_*^6lxK>#GoEMaxdiUUb2KT> zl=iH%@--SZMOYL3fN#y2W&gptfO8?o6gZTl$M{BnT3Wewm9RGF)1?dN6M3gNpDv&8 z^p{?;TvX(m>QoE^+HbfUtJg6%#EIeBC##mLuIXv%%H>W=*ckk)hb`{nk%Ioy!s@&| z=Ut=EbI1CH=h6GmL6rkb!?iUV*PDM7ToM1z4xAsd|Il{&ANZW={+IQytHS?K{>rVZ z)>r(?j2k(z{CFnKT}UpF>8a=H1*6xi_l)7*znJfdp8qNO=+q;>e{RwHH#i6XJ~l8a z#J9=cbO%-?=lm)BMEuvit(S?p^Z5IBv-7{#@E7&dcl-NLf5fJut$ZJ=e$YStDC_tf z`l`Vf|C^z2m?hzq>1)VEKeopH(Qz$&3KQFZ;ur0@x>vuBv`u`nRsXq0|A_(A z$oP}&7!If7_sfO8>zQt=i~u+Q8C4$K%~hPlnBTMBJVMYu{1B z(SYCaaXzm+Tif<*7tUyw?Fa0CZ)!j4y?4XfdiHL&aGsZpzK!Ga$8~P&Jtcy5j ze8JQ}pFCZ}4FbzV&MESFaox*IPgigMkgneOVMP1)`jfG^NE5qd;z{e$>8<_j6d{{T*)S^a}JIjhfY zN=wK=RrpigAKr-n_4ZKzT^WQB0!)r4? znw|de*Qe8>ou6dhYYlz!WEsCaA@U!rnXkRk`_KFlx5}}2;cw4AQ}*csANwe+IwKvq zhW<}%saE;_8s)#3m&r!|U!VH-^zzb~4f{WTD*bQP|2x(HivN9)aw1rKzzq-6Z~r_^ z@%j!9gMV@SjK>iKvkq2F2`a%KB2-&SR8j=x_99UW;;4f=+& zDf-8|DE;%_So^;t_s!a9-+fi=lhF^3;eRq8OxZ6ZTN2kS$CQ1?T=Lh*j)V`#eN!de zPWa|^k31gsY`$jSLfbh${8C-n|MPRBAAa?A@E_k`MZKfVf0V2E+GLm0clclBZ`a3T z{{Qm#XVORd4sD2Eu#Nmz=Kos#H@}>0Yt63zv5x;_pigX;iCF*eUL*X+{H;H{IsM{a zo=VI1u9Zwal1}Qo|GUE6Jc;rL?80dCziiJMi{<(IzyCEY*}hVJ#t!WJ&$3->a{Qa{ zJ?c1u{I8e)_bTsMtQ(#&{Khc*-+1%?KKT!JT~KTr<&h$u4ZpzQcj0Vs>h$_tJmMVOFl^d`McjKrj}w7!S_}A7c!^3|BohrMq2-dcT~KZ zX6OH_hj&uvO~;Qk!+*8<-wOHXW8&`sBlSP%6YpkFSQ5kCDDDAqU+#VPz_2Zy1KsK7 zS02yhq_8FUE5X79F6VUrIm4FR6UOEJg$pc(0dWjG27n(U1_Ia4o;|I6RNtrX{_#~h zC7&ww3<~o?y>k^mhI+vG+*F*Kx8%R%nT{j-orcPu%W>m^{%bSdFn{MQ#hIZGmxKd7 zpg0X@2YT`|4=fKA^?;SRuewhvHd4I*z<$GceFOI6i z@i~q4e=PJpZjj@(TP6RuXg;Fwn(%+i9I*!Gc%8e^B=Gv~vA@AZ%XvOo@N7 z^D;hq^op!YWPQQn+;Fbzn`-DE;5XdQQJep{U+?}m68*KpCagHS)?#&ptP8))Nc8O< zn7+d2(OUmUtJj~$BEdJKHf#RrWAw9G|C7~K>i=q+lkwC4YR&(v@4u7&qP=#>{*}f4 zKhpdU$A7ifpX0QA{3iSSTMjm@t^W&5B1a6^1qX3YRK5zI(Gfvb1;gx z@^|*_^nX_KpYwBT{Ex9tLMAlp|NOWA`k(Z|hi|w{w6)T{^*0&&|8t-JR`h??)|-ZJ z0sr#a$HWS(rGK+-h2v1JR^QtLCxed8IT(-9JAsvR{oU&0p6OdF77=ueIRMDkz6frPmf?vYIn9M^d8U$1<_lX?8dDu2d2 z|Gmf3gTd=rHdNyiT08&7S9$%P(D(GnRr-JQ#_4op;Kr!@=lOFEr$w8Vrk&?Il&eWG zn{v#pCrSPc=$rp?|35GGmD>Byf(=Vd#_uc2`MAwh&M9J$TRfXlca zp8-zQF+L;je`DppGJT^r%Kp3WnqtgZtQ%o#EYFnZmLlg=CH9TSz}b6czvcECY5ySy z&}ie|E&m7@lP78aBj-@ec`fS-t+=UGl!-f&Jd(1-KaY*=xdD^hE48^xhWgztCrWG&BDX@83xm`mc_< z{zlTjtNY)m{?n-Zspfy^N1myOcLSy*@Fm2I0ha=HWZ}mj$p<(s9X@l+;=_>Z;)?bH z?p?Wc&F+1$aK7c0BDYlWyU?RpI7iac&reSuFI^(s&3A^qxh2e#(NX>QDh+p|x*SvU zAayHV%=3zoGyUZkQ_nTUj!|2P*FdZs;?oT3{~BRio>9FKCnxHQqs66B-LJ`~3buyl z$eR`GpZ-&penz~Ta{uG~gYx7Uv3kFIm|maxy2bCQ#JZ`(yW!gNYBN7@KHzjZg#)VI z|6G6IU9EZjw-xjMQ>MS+=$5o($Euq8N2B9U+!fO=F1r6{1O6p^N%EbWy+6L~Hs2E8 zdCNYX%WxmNIRA-ZLfpGX>H9mz7?wdpS}KWiBA=iYuftva>A=T?25O#QcSnnxJ_1Jbd< zZCqFE8D#Zbz%O3De^u8!x0S`25thVoBWeRNVIrRt7#wgThSO1*t$TI| zKjJZG;`$!tV&F~ztB{$<0~&FP%-R)9mfqVE%+vHNg`;aBLF)hGHLijTAH@-Ewt zpby4{{x4biiP}S(gqsnTm+}$62mB6g4Ep|z?-g+leZ#=0JqLu*1iN$n%NvSEqvupt z(D$QbiVQy^+SEb)?30u|TFNs;dD@AL2>Sk<;@xnsG*-+H)+=Bj?j?1bGue+$a@vtzOU zdv2-b?TQrnV-fb(cG^F~RvI>6f2VOgZqZJ;A$+QaET)%!mfw~_dtoKc4JZK3`_d&whY*d+RZk0$#s;`~WmfAohKG!?lr zvj3%0uJQhp$BVffZ~b$9&zAJ!JHp7m`chhXd|g}UKPmE`eY=tICl?ia%A&#XSp0uu;lHx|&(>-a{>N6*f9kjYlcvvqwOD)9-3tHjl>U+BGyZVq zSo=+kYwSOhVgASJ|F_((p&OSlFOT70bZE-5=N(5=(M=+*ioGuwmPhxXB^}&x zI*(&W98=-An?l#g&rZ?zIVdnmdETbRU%WR?{O9tug8K}NF-I_PtVi}H_6h%Gd2H80 zrXWvTM{<3ya@~E1Zky$MjIf>aZp}Mm`Mojjg+12p@&0Y`ZL+@!JFmT$JMIR0w*L%6 z-}g85gSdr7S)H2B8dbMt{z@&AR}vise=mj(vzrvV)ef1_`uAL-ZX`G4u9SJKRxZ&ffJ<23)4 zZ;CO%2U^wtv9ABIj{ii_?@;{t-O3+)rtf40{}gLg>)zLQd)EJP%XQ)Y=;;5^-czaf z&aHy~YSE8*o2AM`Qsnc-pdCH8B_42(eORX zu8qR~<`XOVjy{zg{z%{H1RiI&{jZ=E`%WBLZw=Bf>dMc8hheU5ug&{!M}fO3=a>@a zCgX03qp&&PZg@WSpj!J6v7U@ZRl8|Rx4zB2Mm{OYDSlCp^IT>BD)_8aW+M47;;W4` z{$U$;ooTt*{puP2N}Y}o0)xji7v^7mh+D-Rua1J0(v-GEcc_!#JSDDM>Y68olKF>S!!T-H3{ zmxT6}{%aPi0esFa>3oKZ;dzz2Cw$C;C5z2RYq%WMJ@Cyv<)Av|GFfBC*c;AA_Y8M~ zFS^wK;6MD?_)wvL`1Db0)6!MTivBZxj9JhRJP@&ZxPG^w8$4Z+KNCIwKV|xFemFP% z=Ffj>+5W#rdS~VPPseOj@HZK+Quxt4mQ3VuGJg~LiF_64uHCmTxo!d<#{M10%$vb~ zF-O(<|4!jgo1t&tozoWDn%iXkGT)Y8EBgWq-=N}=w4(oGrO*BkPNNz5$8*EcpSAk^ z^#6YS>-5{d|9OZnbh7o|=iqVv+o^n27N14fjW?AK@RgY}(p!qXg8X!Bh~qtOO4pgG z9C=_m$Q?L;@j}Bi_DR=ReolEmWYYn6!~erw$4uUV;W4a!d9ZZPcgZ8yxeI9B^(VSB70f6bp0woV<*Cff%4XV^|B%Kq9e`m?vnr#nve zck@fdH`!JGk6-`s?`g&|#f34L&smK2^9DU~X6X9xXUPh3A&>ZXhH^Tp`PHarizV>o@;hoph+OEyk-&X6t z@WYcN|G|%eBeQV~o!<2L$KOAgFXr@@PyJ_lX4X#AA4c-Om*d^kT7MR+O7#uFJ;?88 zK1Cf{;s1P6*5B-%^A$&Ev8}tGWB;4+{|+aAo}~2`eQ37-ixjgFeW`x@i(_OW?^EDv zc|P0NrRPp2zA?+@0b*03FNptSS07CWcvxab!%U#(zBd z&vX;*F^)-boK37nyJzoj+;?nE$mBTMbB1AYtV+C3f^%GccD-zJ{*7Dl&WvrYWS{fz z=JYYabj3y}G{2K}S*ub}l$VbAQA8K*M#0`}#o z@-7X2bKfvK#FLpW?8_HlKCpN;|NO@{=^w(seE;nij=}locWK}L4)Z(i*t^TR&QKu^cODq$ez3YurHm~9(woddxmN0IPBOQ=&#!WZ-bwge)GRixlhXcPi!BqlV=N@5aVT7 z8`XR9{uPTG6qupzYv;{xyYS-=^~}RWn~kRN#ZdYaJ^w#t`fq(WN4T3mo6gp%@h9$$ z`I+?oH=NI)&_nFoZ^zmM?q*Z=9bw1bCH&2~n~uL}R{ll3aV+aU{_Xkj^vzE*#Ftg^ zo$;M3d4H^qY|r=dULWlrYyZbef1C6^Fz+sFeLasPf5F^rQM@6WAGN<0{k3N|r^Wl0 z+jqW`z5mtYzxm>J!*PHKS+#ME$v*5cI$>B-c8t_ z_6xT`PO8IaiB$$(g#1VzGwanZ5SEK zf#dOeJJjZkVXpf~%RSL~1Y)Xj#9ZJxL^lf?c`{vx+YW-N@^BC$_4ZhtJ^7i#FAYh@S3 z{@PCaXFc}cCzbvz%~SX$%&(JuJmy<6%+~n$fBy9Bo9X2RM+zU)c+(%r|21#7a5v&x z+hfZ6Yd#-s|NW3WQ|3SWDiP;qxc$Ff!Ag}?*>l*UM+wSY8C>Q-K@qaV=$8hU! zJo-<2r|7euGT*YUCTRW*qik#L@%0DJrCR?EY(oX-QHouIu3o~%guYW?XGDkd;#sgG z#m{xJ@-u$UGxzGyp8TKvhrKCu7W;4aDU-3IR#v#1F5zy>RvUia@FV5;^lO~w|Jk2nF#zmZ+^ZbTr=oZ9y|U5m zy?U^)E&BUJ)p$Z*()w@r__vb2;cYH@ zoRD1?biDMrVtRD7eEruNf7V~GuqTB~LcV6+FUBzcA1vY~I4&l9_Pt;@`5&=i=tB?racEH#Yg#ZvL~r6!TDf{0D{q1OsN@=T_+- zeDh;-)PVkDai?r-D*Jym|NEFup8eN!nKtS_<^CJau;6{xz}WcT*UH4Lzk28s`-c3E zCdY?af5-cjXRtIb<@1r&e?9bF7p~3!?HGUji5Bms`;7S$@hReqB~J%_zV{Y}Q26fC2|A8rd1&z(Xv+@aX()f;?q$Qd7&b@$X#;*%_e-kX!rKr7 z$79zB+oLkX^*Mg)wB~In|J~4@3f;}yKDBmi-lljz!u#9=ca!J%fc(s~nV34zcx{IA zR_Phq*QvN-G5_F!yblj7UIS&XDkcx~59i!@)%5MzLhiM9|Cx;Z*UtXG_0in)TW~i+ z*6PstZ-)LZeQ!~I{~JyJFq<{{iFA>O+wSj^ZWBMOZ#fJwk~(RaxEWIV0#l zqtP$h<~au&M4TS$m+H1_9P>4FtXB4aEc82XoVV{REUqE*Ji`9}netTC8voJgukF;g z)jfy7bGd#O$!y1#_OBC}A+QiV=b8xT5;C-XNV6o$npm#dseU1t5!(7l_uJeO$0vj|3 z9Fq24!{KPI;MH?_@8>=^8_O}3_hc|ncODI{&yA>HX0{_>N|LD@#?#!O2 z(M!jZ_EzN%`=+EBTH!1u-PrvqYn*Q#m*>B{&5ceB}ZGYnYAMv^A2~Uidn!z2mU{hzEpiW3{j}!}(vp$W+h&X#SU4 z>z}+qW&UeK{_$+1^B;Usy#}iF&yRL5OMm>^Gim1HS+-}kOaEk?TOt3Pm&fk^Yh?V{ z!^tBx-1@V=!LKU!i+}x9dT#DMlM5yfhw=ZKTp3~gt?J%1geS{9)eQgHIva=mZ`QUC z%(ndAzC{z}|16JHS^s*H`LEok$vpq{`rjK}e~tFPf^T=7+A%P7;4eZi&v@p*%n{d* z^&I~TjEt4b7#=-aT#tI<8RS5|U#`dSKc%t-u4Ib-knx@x|MBBL!`2XkG`}Z>yotS+ z|E{a~`xI;Wqf@-+=Igc><~^D^xURjCHM~Ri0^SSv72jy`tt2+Nk`KgeP5!M{lqIi* zpU3f#{O@{Bc0Ie!ySbjT+^Qqc_dZ0MXcuiRy%*|#v;F72m$rCc;^_YDeQF$hAL9n)t!hfuXA+pKVF0yH;{JDSUT3WkiMY^M01BPeF z^F17WlUd`u{(IHuV;Nu9%>1uEx+OiMJW|AW!PnR*|9!Cf!}M?e@n0^FhuQxEb7SxA zydT;x+iK#!$>`4#-$qyOfA#PmWt!=~Kj(W`$F+ls({#YFH5SiCxUq<9vn%6o$SZYJ z{*1e_|Hr;Gn*6_f`?7E-S_5t7|910V;D=b#Hf~k>KjUv}EAM}ueJ9*5UZsDyzEuDI zL!Fa#{Z-5ViP-$!8*_!*pOS^pdB`WuaYMF)MH|BlO7$ll93 z1Cx#Z>HJ#q--lkEWksv?pLX{Dh{hg_%e621GPZ^oG~`Wsm}Aa3z69*ZW%a*XF=NQP z#9AeO%mw**2jl}Jhtmbsb6&p#H;$xZsuz9wmh>&k^gg^{^+M;u;FWZuzthThX|BP~ zfPW!w4FA#p&q(K|KH}O0zUJcK)zo>n$KDx^_n)$M4=A6BVO>-Qd8bY)4o%Os3x;)} z&BV-se&?O;n)09gBlQ2~SH!)!pKj;~U9MMT_>pu*&qM!);tx>o6=48*j`53q<&b>4 z7liM*{NSqEd|!3mwz}{&H@g2#7XBZP^*_@38w-8%O#NE8o3X6_TJ+7wWbt6K&XL~( zN76qw@!lBaA`Xspl)&GRJE=qdE2CFq|KmEbiI4?8UWXLBWk-H54c&)hZT)97`m`gk zHrVd@U+?>G(J#}v#-Dy??|J1LzMu2{)!zR<)A$zctTFy0_5ZndUrqo1yWgfc>lWDf zGSB7r|DxUr>VKL3!Hh4t9{HGr5g~rcfN&mr6sw7~5LgdzEBq{eisbL+i`xqO6ZRRd zA3A$PWu{wBDq@4(mb~44_49P63$Mz2&d+m^H-MVV|S_$3>TRTHGMjNn7Bfz~Fdp zt7$6hF?7g9ckjU$>FaO4O<#ZiZR);yUeAMvov!^yxfHbrAqT+T#Qqbqs$TsAY!&u9 z?0Ou@FJ(6SG1}i>S=^Q0-teI1_WwCsZ;p%oaffh~maC<}qh#Bs#;H~I&wA{??X_A`TB2y276ZE-Cx$>RA8lPo2+t2ztq3%ln89Q;RfDNiO|I5fVg}gGE<^Ck|3nTAq_@Af;tdZ%kS^rxl9LEqp)+q9ixIDxP z3!e767~k6SU(fh|u;ruln?L+Dy|dzd^|QABrB?rqHu_k$|JCBZYWnow$IQp8-SU^5 zo~ybycx*+rbxqHvv{L^+KC`mGd(nnZG?y#SZP5H|QQ2*2-FbL&Lt4@0&l7iMhxYPa z*FLv6d8cJZIeEL&V*DM`w_TN&)}D%C+wBg7% z_J6^SuhSy^EYFmUpUa%Bmv*P^SN5h3#U9*yeZT2Vv}0N48uM|QZ&N&iE^_#)>RIm|N z5BeF`bgyVn)Xg(?9(sbxOwpejf8&|V69qqvFaMd0D#uHguw@N0uf@$2EUH2-(p&(HX?o;M)AW4H1=ud?`=gFd!Z!wyRy!p3G;ZXI2p z<9oksN6og>3-VD#+q|unSOsx?H2T&j+LGJj<*6s|LGA5-GxYD?6aGedz>fBwmf!ev z=F|H4Z?yTpdPm>p$-Wl-C)R=Sg?PAG{_1i4Fko6_+e%)u@Hw=IEi&Ho@B7Qd@gMZ@%?F0lbeS6aKXc}Bq$>O0 znZA?xU3{qi!S}n^7-IYx+u*%w{v&_lM6SQdF#aR;e@L9QCiPD+HSjhvh5ef!af?RV ze=XKd*8iH3KlRN2c&z`C_-``MH{6YIDL22otr#vI8^-V|^6fdEzueX(7^v0GN4-ibC34m zQznLu;coPw>!JV92j~(z0Spj*psmD?sDA$r&pE7>LQ=sfY**>e~&t#Z?=BnV) zVcx%<)b+Phy2q9?JBzt*)%fE_sDA&eNB@X-N3-{v55fHcrmsj>*?LLX;9>T^>i7R< z^q>kmD@5i-+dU}xHT8NbOMVP?*zs}FijZX)-( z2ZeK$j9ZDH&1^r*EmsBDKX4WBU@VOox#JEeGJ!bE2I->dxuIgHPQ`KI5<^i!hU|L9ISr@e)C;6q~lZNI$N z?q7L$y`WFrAn=!z*?a+P&M9lR;dAJle#Gd3{@Kf2j-jzW4_ICJyYN#%m%Z$k==LcV z9OHjParI~yanPW_9&zidJL&MP6Y0!ASLzfW6T=A{D*d>xy#!n+dnNxVZ+vcgnPhm? zu^#=WZ2wz$bZg7(@4tNN*XeI>5@#g)2(Z(dPaj*Yeofl{E#3{j-@*>roc$4>(JsZb zskQ&^yw>4%QL|~b$NmZZ(d@tO!+bL7&z7GFpHHjje@LAE!rni;{r{DPN7J9Cy=iS} z1^+clf295|*n8ghq_9`$*b4d2J}{j9!~JT_ufKBt*D9}FE%~!eI?QnNeGkrY^rZg~ zhZt;0_z&?qzV5= zz3YEdcLig`{`FgNoyEE?7SQr&;Ue>Fg#{x4Bpv(SIWL;h~i{%?3*VTrFx zFF2>~SoZ6i6?{)+`g^5+91s=+J*-#dz@>merq5tRcrLKh9B;~od`r4Z=wIk!eAi+) z7U@viPMu8KkA0D@-uWS2z5PSFmXB9&|LE8FuivR#m+cw!F6Q#Ea$lmWp#Pw&pgTgJ z_8Fhpp6UDoJ_zhepT0RIZepMEZK89bLxRpR)Ccl< z@+>-RE&XH8?uBXA_78j<@;a$^{gvh4c=DgoVtwa%Gua~D#M@BOvl?ChG5$Zd{(}{5 zKmNt_9n)t_2LdnSmhk~o-W@uWw=?Juk;RhDAF9oME&79euC%|A{$mTN*a`AC z#%gor8f}lh9=30dBR@;{s_dx!GX8&~eZ9cpXpi*!?x!noFe>lo+|NF4d+wILX~xd( zbU8ZirlK!y$QW?f@1#41PRCI{-VOR?myh<;qE8G7zLn-%U@!yt94mQ2h>0;24^pWM zpM3a7D}8o+j{hHP|7piq=s$WO-DTjW^IV<$#~kC^fLGz~7=L_jUp%-|8p}%mE$$0t zdDfnz4$ezFUp_C*DdkUS?0sB^&VQ}`e<93Il${LY5C61s{SP<(F%RvQKeg!ZyLKq; z;X4n-0U;(x!~?11=kZuKJZrH&@>;LO|6l3b`mcm>sb~Gynt$dV8qgX|{(8*EpeK8Dm^p;fE@#Mz;It^RLVzuIDLo;dcol|dHm z*tab$SpRXFw|Y^UvrM^fw=65IGmk+wbK>%quUXzrFBW`qOjIq}S%X_1OCR>kH4O zU;Og_nV(`ucZb&z>u|`LeSH0|JEZq8m3{uL*V5l#e*Q7~@Z=tS7hX&LR_rPje5A?d zLPl>jI}Z67g2!vgpSU*`{x5K2h8F{8{v zx(@kQYyUkVAJTC0rxyJa$M&Z+t5*~!_ma?A z9+!Vp^ebai@BANB9;hRdqxguyt; z(`!TjTS5QI?Hh`FbIJoMZjN@VHcVLAW*Wf?*r5rZw4cHuiZm_^w8irHvJ>XSB{^Pp^SHn1v_X(d- zmwZ6rUpgXJo96$J+C&-hI59T8(nAsYqsS)+`J<(x8nP0$BlRO$ao?LmwUa$>vU zY*I(J>^;`}{gG$MCFOg4#r}lP zZpGPk?mM%(eJ!vaT511`cb2mKH2O6j_SbgPui$RvqiNy%o4+UOtHb~E#`4SNw>P{< z3;3^5`cC)%XYW0?>o}5h(U<8t?=bhg#O+z2|xC#+T|i6O=M)m zml5<+u^uvgS;xAFU*z18e*TH(t`g^8%{k>Ua8@4FC;di($&tEEH~vp`dfW~4>7@P_ z#Ub|P%r*ZqM%|s!yE5La|L`JWh*B$xhW*vw+( zAMr`1C+BMaeD(k3q3wvv@|N3OcR={E`Cs)e@K<5|i}8#?{imA#FO$FLpsNv!a(l2{ z;tGz;Jpev;NalQ_&zLyW!A7uGsc(D$&)s%+Mu^qz72SyM56%oBALuQ2135u?wDa42 zZGsEF)q{2LJ>t)s+-bzh>7GLV(82$W+@8a(wGH-df8=><+i--%nfhT-bQfZsS^vGz z*NBhlLEch+yBFmlUZs7i8~WnujB!lNO&{>wT1M+bI(58iM$YR)H^odzkOe@I>;I=$d~NW4jFhueHC(iBPEDv=`0K%( zu9#!PzH@%h)JH_GVU8-B|5<)w;|0&d>wH&#tMpMXtM%{kHRuyTT}VH&K2zoXr?OXN ztjWlXBXu(`e{H^%Bd*&#FZz)D=d<`hb`y6azKn6R@gqJA*5T1U7M!=rJ>6H@47*8m z&uq*7C^jg+cbLxz#sT;8(Pueieqq^JCMlOc`g?-4iLM)dhvg4`@~+KAjN@}UqA&YN z#l~o{v%v%T2=+NQgGcqR!{;pdG>DhbbMXW6oW5xBq4{%SY9jx%o~!Sfero=Qug&}1 zcwJ*!VEw@Q0{sTDt*L!1$E*6HVr?V_q}Kr(?>Bq8ne-)2OP2a4|83a! zw1Aizkl{~u9@m7-7oJ?m5arv>_7vi+HBf^A)hf87gT zTL0IaWtr`ti~plX4!U(8egM1!eX}d0{`*izYA-5{|8V>#>)-l+a{LKB%8d%kpCtXp zkyhl90^SCBcr4D%m0>$?!8Ptt^RfbEdGrLhwF2Y+(cGx};jv+FvXB2Dtwx?61xCYNc$^5@~2oVG3eD9hC@LHT`AY&jwQOM`da zCB$scHvbgU|C@*#V?XwoF&-J$hH-CXd~qCk+#q9saQ;c#{x5?3*Lk;a{}1QiB>#+| z#(9L8q@L+M?dLh`{acLw zRW16Ad(%CsF|&xzw)RTuf7POIelY#M>Yi4Ya!u?9UKd3@3)W{D>;Dvdd)e$yh3r4{ z|C#=6adi5o5u0UZ)IEOk6ge3YCk?;rqlz!dR{u5N`!et_%v;qmc3sv8^`p&_6PCFN z3iZFsh+)HcGHp{`vIm?w6&Syb`2l3j5!fH1oNN`Uf8uFK{~EA5%(=jQ>MRR$F=Y4z zbF4q|^}m(}YKvM*`ycn}R>J=N>bgDdH?OXb?XnfLzivUyez8NAVSm&$0{wQ}`-inH zbULnoi4_pcjo34FPhmCepGM!t7yay|j6bp6a?Mku{dFnmZvj3^_W+x}hJGI6J7SE7 z+^@3#XVcm5-S3g3=CdQffGq=k^FtV>g~we@gUH|F_4B|j9gL?R;5b#1IZI*x=f%yiH-sN zLg}lXWn~dP#6PPT8n1^5o(AU`-ytr?e*9kIn|x=LzUs0W^_Hcsd>>e?f3H(Y-{G2| z{Qjp{8jfpSKk+~18OOdIMTW}wha8amJW?j;b9OG6VlOKMcY|2!vM!Xhq4_`knw&lW z@dMDOsXyXD&8Nq?hyTrc@~3Uf2J3kh6mIX7t6b zDQgAQV->IMZIPx=(ncBl)P7d$?qM$(Y0z&tz!*A-HVErKCuil}*Z-^jTTi zGkF)D%HaR6jH7|NkUjmNYxn`n1rgSHcrJA+&!b#f=v)4funw~E-w)p^u>i%;Cl-R= z(teV@{}Zne)v<5?Z2S{z^RK^q#T`C;&_5sco#m_lG1QaPCwVV{|7`WooDE_BPmVv^ z&l0vHuT_fv)%(DbBZt%#iw$D2Zjg&d@HalkR1;!NMr8nfjxp*bnYf!r^P}!5 zus1f|)3m>gDUYL}{E^rh;aCp%r++yYeHlwR)apTek()%C;ML%?4QQ0%YFP;yp7_-7}v(IHc_ADyoTpk|B@pukNgSyUnq0KbL;!^Y!>+& z_j8>`O6~t4&G3As(C;2^YgC;Aof>!>bd^-rv;)km@8FXY?KOBw$!0)2@uhyI#R z{#pM|j{ir*1yY9Qkbg=38SCcN*WSp`KLqnwBK<=8Z#Ma(W8L(M>gwOC^leNoul}*z z`p+u;7pMI%G5$uNci6eD|I+Fo;v;~LLd;Ft_UFED`iBKWkSIf`^i?NPEHd*9h|a_{ zuINw2uYZf>ztZ&UN1EINU~i~%T^zm?V<0?FY%kRd$+O4BNX{?j4l9lS?dSHo;~i%N zyR_W=7fYZ1y=?ZUH1;3*PFSDxvz+U{)Yzs@~p|V z()-^9v~e!|Bb@)~2WH%xO4H}}?3)sgf%~+04SZ=o^L;GpYj!<%|GNpSQnBlgdc zA1|%_?+W&ah4x4K4Ju)O|MhQPac_NgrYiP-#=D7ZswLVV&Hl=GH>Q7GMqSW19ok>h z^nbH`+Bd~NT_OALi%g&RsFmXXdHual-ADV{eR(Qx{}&%ZO8?7_%QKOzu=&5z^Ix&@ zKS_UI)3DT);-Yf<-%cUVR3ZCclgV6@eIn~s{!zx&kFw z$a2_kO!gL%zof$)l*(&i`76(f{7$F;2zC|ns8ZvfI1rZMoZm;L^GNJ}i1JJMxu+2S z#!tvU=Vys?BW;p@{yl>IOCsw$-azz)9P;-7a#ocy|NUj_=kA@qeCWQrbuuUaVY}No z>!_6ZH^faXwftwEDdIwU#|D9?S>x6McS0NvuU*7CgFdx(_>(4pVd)sUEBKNxwrmn? z2{A1ke~c4zv*(uJNA@2*fY>cQZVTeH+`@InZehHZ7Q|~I-i2*GzW5k1ZT<^1*SgQY z+Ui;masrmpdh+x+z&p|x@IW{qX|Y)<0$F}@(<`fc5{L+HH&><#0@uq^$s zkss_nD*dE(xL&TY+#dlqBe)yTV(b_`+X#EyDda(8PEYcB3Hw5g|I0Whu86UFP9g5i zI@AgAIOLztGS(n5HO!sLZz-k*cp;R9_$A3}1-guf!T2(7%Z|L9D-PUDsW+)L*m23(D62*KAww{`K`&gn!df>{yEb_eGxnjc+@? zi2UyX=4MMRa5REJ$%3g^Cj5!To)IhuF|vZ~P;88x`}iY@!}0o#Vc!Kq6Yv7PMc>Cf z&+o{)9uwiQ5rXrH-sAU-CXTE0SL=V7`XA>;$`zHxicOJo!_)}Y5%)WZPf`6+@_WjC zV028Ekt4A>`V8YL+PYBJ;PeH=*qcb_r7xI!bb0jmCGLQ~7QGY2TTxp#=OtM$=AdtS zmaNTv*>ruW7$fDy%A1~l$uT8m)pDp0Gv-VFOW7@MuJXnl6!AW6j}5^*YF_ zV=I1yd)o0Ieo1{67!kZDv2rkPkIW!mudf^PkJjC%ZB_ML>Z;U_sMksC8`JNo^HOK^ zKh2GL5kBzSt_^#jxCe}FlB@oWR+4}EndZe`fAJ~{TKBKkk;Hf;Y~{GYEm z?f&uCFT1I6;DJ_9{kI|RH0!S1@h@${y5ld=|Fu3d#~*E*QD3eQec}=tVgITp<|fD~ zRnM3={u;0I*C4TOVmU$nb)2YQ*TzP2{4WA?vq;uHTnUMaRru~!sKOg@KSU=>V zuQ4@p%b#5RFG)Y!_&59w+v`Gi{d4mF(_Ne0juU&`g}c~Kosj>PX#Xe<8Dx&exN6tF ziT#5%CZj%+l73CcCHL!>f8##>`b$5jsr*mYzpd?)@>l`+{q{F`t-9&{-7NCU&N=^ z2g~9AME5!OFTel2#EIN^c$>Ee59ny}5TPVSkErDcY&Zu>UaEMdUZM z`ldZa`k2~JO09p|u;TGbS*q*9T>3Y0Ypk!3fBEnGdUSmS^ndbZwvt@>5BDF`K{k*F zvp?0tr9x<@}K*O$y12q2<;DP$3MS8EbL0szlhZkzm&%m z>N)*Xnevxq&sP6w=Km92=Om8yx-T}k6WwQ*gn!0E&gFkw3i(U@o3UPqPuaD9kHnj4 zZf_NQ33E*{#}u(9{2fLt9AZ<>H(Zo=7*FO7@FRSmcoJf0h(WREHY{8{E6vPf|DWMH=3VuPK*%$3l7+@IQ~C%ACDmtUq|pR|BF5)@9Q^I z&+^|8tPQ^7aXE^q#&f|pYW*)!|5M%L`4~5f_4C)EpX>{8HlmMtTZhU%!{iu# z4|0sh`s0NiY}MK6CZk zSd1Hw8^IjO95H-GaU{T{_;=`UdnOp1DL02b?^ahK{kmb;GJrL&8K`p?da!1IUaxi{ zug~MZ*euPCWHw6tR~?hbixP8KzyEyw7vjHdveU<}@V?m)Pg5cO#V^J<3E}rpXIi(Y zYdgn%=7LZktClC@p08`(kA28-{hRMD?0@9{4sbWbLzPRPm@LNlU;Dn*lUn=d0a%=?SpJP$+aHZ4Vh1^%nWp(1(*^GHEtp7Cfm(Peird`I%Y}pg) z>xg6NVCz_A&U3ze?!eD}g@kaJLXEt!=u~^~?>5y^Qe!x-s77ZUQ%a z6EyEkbxPiPUL&1Q|E8XpM*dp4xc*@|Iv`U?pRud?8+|;6c+`WSb=O^+xFd3%>yPWC zIe|EF)5uSP-1K**J5WC6Cqe%L?N;C>Z$baQgL$rfy4$tEhR5%-tbFDcuCx4FXUMGr zn&g%LyJq^NPH%#q%)`P<@%n$U{1-d_tc3m-&6il`mD~Q=_}{p1oBIRu*4e$}`lB5B z(VlCr4RfsjvgsdON76@r0ru}k#&4AV5%bS=d97c6%HDPAEu_I?MvM@@2IajH=!^a& z-{iOBJtmP}CA8w}tMqf%|LL9@_rcbWWuM0D>)v*UZ*#9U>Mo1^Y3;vK>c86dALh1T z|26%)68tkZiR20LdPy<%FJk5dqk^^(A0gXl1@?d9X+ry#%yoYLy)sHHUYyS=IsWUh zm%EVtkNf&U`yX*PFM|D@e)&CjE|g?{)V{7ZR>u3`9zgZI# z`{|PB*@@2^4H{*@h>@#68&Ff5Pf`k{C}r9nR}S) zgZOt5vdrovw7;_+8nB0NYVIXNPRtmxiNi5j_Lc~VZ^q18<>f|Z2Kbi zt5lhPwnaGq881sI{|})I_u+$LzNAaYvqa3tw?_^r9t5_WCgk3<_%|CEH)id+2v>4r zl50`Lu`sR;-#rO@iDGON%R^kr@Ztm4J>M_-67`<%dQP~$;X&6s$QV0o-R2#;BdpEc z(f@-uIKbWD*Lb}b-(2I))SW|&n|XI{aYSO@NS>+PJ0yVQUx^JPYI7kPh)Pf^k8a1yh3~>xKM~4zW9o3&dxr z{|GJy_xRp>!1NHe#5xds4&McREr&isUR&;5b9cMC+`&UfA>R%O2I(@^TUQ@mQ`-2p z#JfS6Cs6;S&wGp$#Js1B>v#zDm(BnAb?Y~7^QB$h@0s2Ixm5En`*1e<=PLcck6pn3 zzN_`R_ytxP{zP#$9&ZDEMldvpJEPZm)Sp}j214;Um{a|^U~=RceOKpN{hq!XU~K|i zjbe6;&MJMW@74NWw*F`GP3CZ~NA1H=a4Yg(u_}sVQJhOO-%~ychDFzcaU2}tZgejk zZH3JNu10K!-j*Bbo_vOSsMkl$hN-sOSU*);tNPMwfI-(X`ZcF7OI#jeZnRt?uMKCz z=Q@44xgM44_y&0`z(3cz7XN^JSovAr@V{Qya)$g%ZVt?;jQwCfKl9Cm|6`0pj1{5( z$9z)s8_vN$oR2=^e_y;??=E&Uxbr=i)qe|}LiBVVX|uFn_#fx7jj2v;tF}gvc8dAR zN8fBN#HPggrbd2a(wH6gT=Df!AG7e9g@5|>ly3Ft6O+Rq zbMb`zBp3gS^AFv<{&qL{aL|{Hd-hA`U$F_9{jZezKZAV-QJyyIQ#_V1{=@N>cKq3M zlBcLd`oz!>OB3aklGrxEf83MYQiyjW&*4A!uCo6m>1X)=**+N8tk-b-|FAd#+|2{T zywM-AH$O1vR0;h*N#DjV>tABOWT9_Z0rsD$5BcZ#zqO^_?G$`hX8(V@@X+o5_8a%v z=bytD{kHpGFa6e?Ks*R3cOd_c9y#RBpF8F5B2FgpFjh}mHewfJIUCCVQrn+0IF0<_ zc#GmuSsAj7e=BcT9%5N`9NXirj*RE5ZUqyT+n}2Et?n-PM z(^pOZlz2B%-dIj&qyK!pqMnPGe~BfK{^0w9^b_<4wlDka6SV)c$A%|e8S;l^OZGpz zCdU%`zm3_De>*Q_{vr0Jkp4B{=bT*iUk-iNLnwdbTc{V(5_+t|VEo&;(bW2^?EFg_ zrP8OKRBZpJ93mefR<~68{7xsZ8k__2$zR?pX8eWn#=e^|rfu&$WmXmR@0CEGSdyW| z`)=}w8TaVNC+^X|Kh~c=U;KAm!};iwF^TVd-LNaD6V}x|yi3f-GZDy zcJjVI=W~6)L=(?51Y00&Vtkf4*opNC>qFZio&3FlzQO%#W9Z|B=-&k{sKeN%7Yf*WOMq)j?O26p(-_vl=y|rPju27U&$uhS0Cb&=ZY13SI#YZY6* z;wzTg{=Wk_A&uoi`(--&quMj|S=v7t=O(sys!cQgUwQjyNZ-a+Oz)>dU*g@Y5dY8m zT{qmH)_%Dn{7)y^`o*qas{9if70%nin74U`&xH18yI!jN6`Os9)<4XJM=Y`CHq`OO z{;xSbn42t}|BvyBlk%Ujzbubn$Up5q(X)`H5tccuN6LQw!unhy`CmT*dnbRegWecz z(=teTmVf?9GykzIsYir$7uLUB&(;6-Hyv@WzqiJHvgfOeZ&Y*sJ=T9#_nUj4SA?~p zKP%FQmPY?k(4Q zuiu@%%G|24{9*e`dGI~H&mVC;q@jI-&r;9ue%ccKpFfxRzmWaa{KTRD$-3p(Tk7!_ z)61kEhZ1?kigu7wR3fO|p zUr0O#m{1)}mXdcNzU*;v#L5x3-tBK$9 zb{V@L%uPxD5BI`W63|y0DR`4>S}wtwz;`Kea?S6N;9v8vn2(xA{3I5D`L+Bt%$v^y zOX7W(m_zxj`SKVKMeGte=wH2m&DC}`0C&^qYVoV-ty4RUVB=v=6W!P!y}mAX)kuG5 zzW6$A2hh;=itE2v{_mi?^kr9ye~mGt^{Ddh|nHto@gg|4Pxf{K4mur#|iY7dcRY{#UB}3F$Wuw*pJkA~~eE&XjY;yAiC7 zk8dM59RCcj}$Q zzkm7d@7=F{{gS(Q{*3zNgE9BPhwI&!n>M*ahxWV6m(IJ%Ua_ zONd!4_s=EfAFJ1L$6uU>C!V*SE{+RE>=E*!Jw}Ws#blVQ zEnWUrO8%58|CgFRu{TNmgKItNUuTh5n&q+aC+GOjzASPe7=Nqvul15k{!08Qn_B|? zQ}fT|*T2%%|GnuRZ;!j^eM!0HZ#Mn66#0`+|E$#bFINAn#QYn|KhkF$7-DWF7AIY2 zf4A#I?0Eh<2J~EUC5opRgY9kzd){skd*jz1eD@(@a&`LW@Alif`aZwY-rwmuhk9HO z@HKa*d)0m?yZ-fy^zS|A+N|4g2N>fsf%gSk^^gWJt5- z(gk-8^JUYmR(F3Iaqe)Pn4BTR<01BD1i411fSc(by$8O#g#XDOW`SGn6#7yxC==_2 z-{W&EBlFQS&duc0SvUR&cresiht!+$OaA$+VvrPnM0`&t=Ffckulfaw=Reo@)9+Po z{x5d?uN3-UFy74@e~Q=0vewh}Zzac{<$B4s{u4is=_EKZPC0!1K(315%; zDTvny&*>BLewZTHpV{a~J`LhRq)hZXtZyRUg4J z`=6MbN%J4tT)y(>U&@|J>VM>)_L$KBv88TY`i$6NQp%sY!LF?GpSc7De*-;<_IK)9 zq5QiF-}g`A^&udKhwSn-gKsw6Xp(q0 zj8DV3H?zn!wFUb`d5_qZwa5|m(dVBE?#5!w5Q9_GcoBG-btrQ^;_$?{8)8`)GgdJ* z({2m$M=8z)>uuPU&kfaiza;QMkC3klG{_J6KP547CS}iz;AC)*F@E?y`RyAU5Zn^6 zOT&o4^I%~d<(kY&Ka@Xgf7UL!={^+nOYcD7!_ zoTM0*m4rVrJdOG+fT8gioY;rqaWsO7P#lfnBlO7ohNJQC6Il>L`Ir10^o?OY zjs1D*AJYFC8(`kYTVTwEe%Sl_;lH6jh!~GP@t<2Au|8RUne;DpUj^O<@ow51fWK+P zvC*CDza%=l>cbjGQSGDtTCpvT>) zZXN5NyOC!qeqL?X;rvr>|F>`79=|K?P5jpr=0XG3M*8S1`|7BB`go#j`OCgnsQ(F$ zvr6)RIq6%@sigij3Hw2Yyr|;*x19Ww$4b#(KrG}ti1U$F|5SWl`SjaipV2X1CpJ|2 zhHGK7<@n7ef3xYorN|!}qavHK$e*7Iedd!QUZn&60LHMU{Yv62^N8Pjuyq|gdKlOh z#0!+THxq7PVJND9#j`xdvumRG%yRDEm+#?x+wQLs17}fea~30J+wPr0!~Q4rZK??pK*OyAM8WS7sY3YL1KMu zM_I|gJrmwjdYSyc|CjZG{aM5}81siT87nATU(7cD{apH=)<^dBSDN;Z$9s1DcjLaT zQM?=dUiI`}#?mu=#MXa2%DL^M#*uz>D+_g#c>PGMjjkJYeaUxijTy^7`i#=9KeN%d zZ^uV|k91b)OPz=gNxiZ%^?#!KoO^HMU);ePnr|ttccrnM?a$m0kv+$3JKp|ON&C<9 zJR9#k=I(zz;{)!_gRbZ7PaHp$nEw?omz(~JKK^XJiRY6{`6o6&Z+|52Mr`gS+TY*$ z9Qk}UT~b@TxA}*@0I}Cc_I|VdmuLUCzH5F{@%iMiKkBn)zvPj&O8Z}Z`{&PrJ~1~j zhGJ>#@7l+5`+qi_UUYwW?M?UjvGHhs?sE8_PIV4O`XBeg#xikb%O9?{s$u`&-a(GP z?TtNN?x>G2t^e)Vb2lKQFrcU&;F4jx+mY zTy8zNd&%@qi?gJ1f91&kPWV5F`{)?f_2#!n4+`GIa4f{NtX;oea4y7yFh&mjY|Pih z^)E3emLDnG`j>f{7`wG=wqNwU!Lec2-N!sqYY~rTlWS=oa;pj5Y?3Q~Q zagQ->h_|^qdPCyF&ORgVhFF<3QpUq)j>@^jvVqNsH7Zfc@=xl8IraX0V4K0%C)p*h=_6e-871Ir`V$+ZPe{?1I~SEA~rQ(*Im+ z{YSVP=))@tf0EFx6({5IHG(TvtdPa;H~q+T`-qp|JN6C5vt1+_&g; z_Xs<0y1d#jsk1lG###dXLj3bSegE`_sejGzFgSYtSx1`hLih3O{&K}A@LuG5gik%= zp1e<=8L&2Z&hGsPJtzFO*16KP`e&>S#>F7c$=WR~|CVnmqE`a_u>F^V|7y}dJ5b}t zqL(Kaf86&cYtD=@6OVsl_v(kQA+PW$9rrTE3itms{m-7sM?c&6V-BIlVV`RXSeqDs zL#&PFma=Pn*7{LW{;6*_v;XC)f5|b0TvLX>Srlx8;v0S-zQOl-8A~bqKgXWtQOcCR zGr&+-?2M%zf7$qNo5UXejQ;U_`wz@&JR6QdtBX>`KXHwe;o#V>rG- z`X_P0*5}Hh--w)~j8}b5e8T=HI#(THwG)%hv8m%TK35r1uKcm@Rdf84#`CfVErqY8;^B~){>BQ7Tcf4T=FmN`ZGyi za6yIzBEDpmzW6_@S^xW6j=6vP(`ypH@soXD3O0-Fr){BFr)tvII7Z%H;pvh-b3-hJ z{f9AiqW&7t&&U6T!7JEv(VEr%^j+`ijPYEm{%!J?*qi03|9t%OUb*9+>mSOx=VdJ9 zptrwWx!)o_F53EbnEyMn2N!35|L5Pm;okW8nE24m=3Z_4yV+gsDE`z6**l zTKn&dMt|ou?hjv?{-4+0{>W|kw$uBMme&8V%kSgK&}lLLy2l4!nE97-Bx!#$eoB?U zb%S>u>&AR7#rj{4celtokocOoEa}#ND`Ebvw*1ege=1GPEq)$eF8%MT!(R*LX6J=( zpVPmNceS`3m#5v=_*GK>jW9PU{clSte`|pcBhG_Zk`2JCtV0YL#)DzLrsnn*!K~~* zx?f|&VEs*AIOknMo+;u`G#<=aN4(ArALoX-rx*vPwF_ex@otFqI}e?J^Uv6$aW^_Y z28@aBwP6k`uHlJ);gP>%XHU3?c#iRHy65^`1K#KP3@|vv@$eazv3E@KRegK(fZ$fh z1LN#){rep-ImEM^isIee5gjxDtlZttCoS@nM@oA)`J-ek-x@pZ|ZU z@h37*GRBS9wHR+j^e&I-(0SBj6#R1%lcmN#CoyV>qcNOJLeG!Bjpw6t!`i9->2ZSu{I(Q_*6zKLSVa2~)l{LUl)aHLN{PnR_` z*U|Xdb&a3MI4!W(`n5FoKKTvOikJ(;Kc znpWkq@|=eMBR!|J+^{n@BaS@Fr)5@5jm9+KHNy)9{E*)S|F)l6;;&#Hw%kkRTcppp zZK6$S`nr*NOF^IcrHHes^>J>9yHV^7aX1a`d=IcU)LZETk|Se<5^H0&Esb|$b`M#X z`0~r1-U{#^wm<#q+4vW~D(Z$YYa)ycW7a@d`BCZ&M~kh2qxvEh#~{z}o;@cx9e*$5 zd|F}%^&yr}w*IGmRogO6{Y!iD`z&Kh`dUWDK8o=}h6CcgQuv>n9&tBYuObcwa}g!# zCc%F-=qLGq`eX)nQsRL9n8P?W9Z+L#$K!>uB;{G^Q5^GlhxWBJ^`Cb9h5e83hLTsUDk8K>4*8h_2pHa3F`riVuKzD%CGx;Mp8{iTp zo(;cO#`tIdXCApqjDPEYwUDvD`lpxOalzd@FaH@UMsi{2kiQoZ+b!~O<&gi}e-_0~ zgdV9jL)9xY`g4}~$NFWV`8QktXB=eW%I=ND{qIqf|18cgwVd*=(*3Ve^UoaPycOC1 zd!PrH{&NO0RCu#_jdM%|`hOw$Qz`zHcb3`aVjP8+%FciJ+TY>`atvha|HS8%I{$XG zU3W*0A99V%y<$2Ru{XiF*$x@+t?|Ki(HS$wYoPyT8-JD1Kg${aD~bNlg2sMft|Z!< z&LKY&u_cO)(fm>t^JN3}+{ry)NF*){+Mn@Xh+m<-ZW}Nxf=$7FVpjA!#MBUH^8~S> zAGqFG=3vtMio03kziGIebo#&5|1joW(r>!eBKy_ z+59VGN9Lu{)<4F7w(%FP|5p1y*P7|qAEtj~$de-G|Dl;tSqrMX;y!k+33WZF`(1SX zTaR_Q@$pP>sS*-=h^M=>-Tj@-`=o)0DBp1@1i|RoP)RR^H@RqzuF|} zCsMlzeO2n$@z=cl!}R~?7(K`L@T;=@Goo9B{Wn+t7oG$APa6B{QqW(?{)e~L?{e$5 zU(tS8!Ty)V|8xoX60={0`rke1g*P6wE!q52&ir4GJrL9-?Nn>rNrqdJMD&v=7Ut^(^n=AB|3`c?gFdGwFZzTM(pfBRjxui;Qu{c~^gu=s>2 zPmTdwRSEr9Fvgq|1S1On*UAX-An_Q zqVaAd4-@=7`YptR!Slqe@IPbBT){Zzd_hbJfA6kcni@1ac#2cf4f?)d2C7c`DeNC zFG`m>ww7P;GsMb6?=~z=60NWxhitmuL;9*lS6z?WiVx{%5;;z67RL8@;Z1jfxui;@Z#-C8c{H4k$b7*7C_iNv4IKyvOfKooT(mwik$@Xub z>d4A}?4$F(Mbwr02MyE0`tm>4BXl6CPkGMXQGcF1=bxe9ZHzH(;773b%GLjh<)8U& zqPC36OW&fFC!>sZEl2y8!+%%DP2{;K8)S<&TeoQ300aCFe6 zXg@nS0C|)cf4p8y|1Y-xNq>xRaqyc3@+V*WH$A)#-4ECs{(wW!d{cI=IHBbDZ2b2=O+Ie}muRyyo|Lik!J=`hWCH7W%~Cv?0dE{K6yoR@{!^ zcq(uF<)a_UzvpRBX?{A6W5KkcOyt4%NICvP`hvHiY%QVvbID)!C)w+I{*b$j{p!*m zJq?}rRF2nSk4RGfa_?$AeD*f~zw62zbV=%!nfm9h%X2bjlKn5FpJx6w`b~(@ z+Bni0_i^CN#wMrT-0Z`s|1J8y`3&)w;lq4r;D z`oxJ5-*`7f@!?EOz;-?TqB{}Tgj`d9po^!@J;>@~l8 z^^e}3N?fz*SZXt%o`wI^x4dtf{xag&DlLDC(Z5Qa|MJPdrJ_FsddcA9mcw$t&z{M&bns% zq|7oWaK7~Td*w&>6PrH0RPArHc`T*=t-Pz_PkmBdQ-fYcaW95qX1GqI4sQLHxB>O? z+kHKXZ1d~M=-mSHFRA}%ELO_MO!~?1tQe_xBn2UZ{sOh z-dy^JJ)h0~6Me(miS!%ZW@P;fx{O>G8MG^w*Dx@|F<{qh)q56e-vqd z|I=R%xtD+cw&He{(EcyJGy15+#;JDKr2QkdLu!AD{5Z7HR-ym@TWLiK;>c01}VmX{`fuQEP%4*MhVHk64XvrWEMQT|r4{$IrTCma7C?bztv zT({00x^_J3_u1yZ9hauv-j-psm9}v?{1f+k0C7Hw^}m&>|CB2K?@YA|#-tBe6|Sdu z?%yjImUYN4#hgvVg%GDwJ5sNh3(R}O-4H*+*fxqwIV;Z)FG8FR_YYhKj^!fy{jvTt zvge-lF!jTX#I2FFE%uZ=nEjg@o%uh&WBkpv^>qk+#-W*cHYd5IIuLh;?a3Td)A(t; z8_hFC`ps?F_ky)`?Thl9(xQ-4`Sf3zKA{2SU8F|B1VVnZ{n7+(UHt{=6Ljua3Rv^)HK&m$bi|{NIk;r)le7^gOm_!vB@j|28wWPJlll24^qwTZQ}+ zizC>TGUxy5;9uaY@K_jP*cGEnT#ez}|0);=)~VoTMBlM{xF)*2VrZ|lBT$BI)9C0XUrzn-altapcGLZ+*Z&X(QKa_L%_~#zK zcrPZ(h_cGQLaay3&K&b=SQ$GSPmCu4-x=maiEn~AS$%N2|J(d=+!xQBv__A0)5>*^ z$MJCOkd6M8KIkZ&mRkx(;B5qR1FVhaoYLG=ymqetlGxAG2V}O>*p6ar0HKwVej5Ih z?Z5CCF#zCi6@Mb?!+h!7b50+a)sGzIKCZL=82g6xCw1v_Qt=!=@$d17A9F=8e@vg` zj$*x~?|)X`Y3rZ-lU9;G%lVA_u>9QXk22+Jf90Wc{<}MGhz>Oc9awW^EG_+P{FgHR zjsQnr?fxfyHi!Hv)c#FA_J_p039vWK%+JR0ivFNSilf^OQ?*Yb!*c;$% z7KyoG>>Im=;}c-zIk}-{udpKkbg~xokqOP z6~mVK_)gdE-*R))iUpHC$$p97504RFi~WxHm@@j`QnY_H(j$1pdr{rj=!r&#)9 zvqLi92{w)MM-lViN*sU1@?XyUpNs#6N288dNMZ;$K8VL*-z%m64Fbo@JRHCM<0~Fl zqhnigrNBO_F{kO1(wGf#{)~(6%4m!1lOpDhwpHrR7l!L2eUD{JqyNS8jmMGe^c#x7kvKAo55%6v`M|!<_&D5G#`lTe$1z2DL&X30p)21*S(GNQKfvP9&PM(j2ZuN$mV>rGmh&!S+TcE)Tj2NbBQ}TpGnW?a zeO70@HviX0a*ywxICmQN*8q3J99BtCzyr5gXVWk!Ak z$w!Pm#oo6=`9t}{`w_MSc2GN4IR`(3+>eiGFg%M_WTx-~J!@ zg2bNc@i$Q)D$o9!t^bKFm9|iCzg?vt+rL+`|L4PgUy2|I}dr1jp3z{YmU-Vs= zei$Dsp?{w2J?}o)^od*Z$zR;Djx$l8UyAxa*mKd)+Io|K#(3g>ywV`e%nO z0qdcd5zFIr`Fg#qKZzS5CWRQ3!^pE~^AGVW#EUSW6xXTD=OlO$*kC5$6XHGMVtN+_ zUHfzw>b*`dIE-O4^K4$$-`j}00p5n#8~&I_Y7a0!#KK(bxFLIN#-2>LtJo*Y_a=Xs z)fhFv))*FuG>Hw`@YyH8-dvQjT)y5I(P#O&&KBGao@Kn7yEA=)YiVxB+8yiYZ-9?6 z{w0=;@WA?*ly8&2zOezkqcL&rjgGjUfj+_A(Eh+WV0l9Rzu3G<_}JoeS%vh~ry1+N z`rf2G&pk-|&vInMSn+;PtN*Y~x3}y=%)gi1rn;|ve_MY2gL$Py?ukxIIcMWqWnTSA zlj}ro|NjLyEa#L}&2vR$_hA`}95jV>9C6>;W#O6#rM~f0x`+ z9ur>e`Coadj{f^qjq2B=LA{;4sD6&?9w($RY!o*m7$d>tm@Xe*mv;?YBzPSA9-i^o z9{s+j$!n|h1<$lv|4ZBdh>sH)0C~jxcP4|Qqu+Z$IioU5I`xQ%Hw?M9V-$yh^gI?xznhyr^Gnrs z0BeK%QiidS98(hKre1PQS-vTGrt6Bkf?PRb^E7)WkN91H4rTnMrEfNpLi|hp1??|6 zw-Wp_u0iByvwGn(sI#!1yE<QI> zY5z2NRha(O`-pqv^Gj*m8^*d}pYz|OpB+BgxbGI<{>&p~Ii)o2jmO{+?*RPG6U4)j z`X+u&#?tfkUk-iwb`j$*Tl=px`iyxM$#Rpi>~Czhgn!Zc2=7Jj1npal{MYZ_#5xdo z7TDpLb82>OQI4cj3jNcaLor4?p?~W9Wc}Iufdlz#yjgz@={Jr54vsAJl|26nz65bxB%cy6A~no2<>S?`{M_dz zv0;EIp&jmH*w%<4;WOl)SQP#z{$%6UujD(7@4`4S{APQ9C-%>EA}`e-a!d_K-4ma} z_qPMf!f!I34)H9}oFVO$IsfNc|FlCd(DFPH`dY?MUDM4LH-%hJM$5`fyJ0`(E#=Y2 zyFre7!N#CWL%`%v|5j{`k9ULn+jj3zIw-r`!?T@(iph~YQ;eVE>w+|=7N=2Hp9+5? z$Zf@Y9nhs$``^-zzjN)i?(kI~BV!51|BW&1!w%$6B$FVch!d9o&&ey`6C^&3mvQob zW#pgcQ%K0jC8QtnFZDv&tMs*xSUq5Vt5*9zSJ#R9m;4J@PiC_}m16(Vz8}xO`RE^H zyq#z*8{3!|^F6vwT#!6-82%=%XN%LnIftd4e;XgP#(lFw`UhijHb(hRZo(hjDt5hS zEcmfrjrLdHbAJAb4^aC$?CCF{{k@v@*HZew_FLL}eZLi-RcZF$7mfZ(_Wyixpx?dv z##+B8y!!s9NS7@je*}lOjPhUQb-MXS*E7|Tzl>Q*n|U-}R6zdHe`4`%qVFc=zhd~8 zZ&>Ug$n7-i&kVYh^*=-UNA8? zPUMvW)@96po0uSrDYFjwmDjERAjZJhJ=h3t^fD%m#^Pbz9=^vPb69ha%1vNr>>7{6 z4V`bOMOoHJ+#1U*b!ymMF)y~FpSSUC3X0AlNQ0n5 zlXb?j@j1rpG5V%|(l?vW|FY}me(@P?tl73==6}{xhOU`I{+zPBD8v)z(7y}uUyT2o zm>bPmM7`5vJ@V+E%tciW{XMs9g^tFAss8+5Rs2g(UxsylE?y0>F^0jxQ7|GNpQFzb zdlT1#;&;MpjB}&d8^sXudu%5=>Uv?7KI_Qp&DRg>dA0s4-v1~wBKa%(9&DZEu{4y= zg1s?0jr+khT~FyV`?xN%wV534-NWuY_Qr_afc^n*GmPyB(0_4FbYb&x`v2xv;GSPC zXKC~m3#|4K#q3zwj4#|Pl7E)T%BQ@kKU4QT;@o)RdWC%3(euw7Qws|Vii0q0!V_RJ zFvrF?lWEy^&A2Jt7th>9%uUgb-yQsTF7+ngj_F_OxvIDu#I{j<4UUL?Be|x4z0sUg zhRM-m-{^3ZqgP^G`gx79eWd*K%@|Lf2ji<0{^cF{p0+=E`fC>c)jt^EY@km>v0|jI z6jvazTyT%iKVGOZI#`Js|f93GcHWMB!j*rDAKsl8+wz~+c1qK&bk8E~ zm+(>BecQuh{}b;rr@4(!$_A4UB1=4;J+1yJ?_`lb_I>?kAO}|X{CiLGOg(lTz{=3J zrFo_pFGl0fT$j91h-m{{3HO^BPDbvd9t_XI>+gB{mOUp&*yi5Bb;go;gd9w)d%i=Q z4RJT`fTmz$a9^-BQnx|zjvnYx)C3LhFF&qKDQIgL;8CUej^whp$V)EF*E&; z8Kh6TTRrxN{PREWvkeuG#9UI{@}2F7&77`} z=9I_yJaM;yCtvMwi91ivKBE2NW28(Y{U519VMex`D~f zl`{WukCX6KVfjleVkPyT7j6F4Ig^;{mEHc*52Lv~-TM3BwPWrLtp7Ib+7#(f;T&7d z`R@SY+^jVJSE2dmD)P}YKFtX1fr1sm8j|^%ERIVJuxa8y^tu{#BH~4E0#CyAH{;|G z|8f#>Z{%2qqd%{0x#XIlKXFYzu{h;A?{eSB8oa|iQ^+xeSU0C`{JUUlh_l&$^pKR{ zblo|@;W!idSJQ8e4ZCK7CZ~krzJCvao!NNyGn?B_{^XN$zES zqht84BVLD?m;H!)!<kW-4euDFi=V)IvS7%}Sky_;A^e}}fc+}P;uJsc7KNSCo} zSWm2zM#MknclkW|=lvx8-F4txJ@rTo9v{~5a?o@3MLpUg3% zWh>tQyyp&aH>AV)ocIXCNK|M3SKg|Fzliwoac6`V@`jv0rmq<0W|QDQlvlYYbpW0t zJtwXY>N#=!uwLw*J}-I@>&@zMm44ipR_nj&{g2o?${~{hBCjZ)41*%_8UKmBiSkTQ zj`10PJ5wc;YkioIbDo;5-X`mc2QF6=Hca{UOFv;s~A}JwpB#!(3pVjD0)a z--Ed__DOnwk6hz*yQlF}_#Ng(7@fKo;c5hP)2Y}SiFYG;r!?nOE%7&UPjgZ6{^-<% zyFW7yz1i+jwu|{sJN~X9#&kLLAC5(9 zlWhG@`b`e`Q!M?4`>n2-`I!^4Ky%8Vjk46g^zjt+|MdF_$>XE3Ziu}>9tr62#NRvv z<|b|ZlipJFzg+FVlIUAZF`I8}PO|^Swtv{?n$Qoj?2{8tM7l{EgAqy8(+e~qHO>vm$e+>u;YYlZ&>yi2?d=_nqFae#<1-f0FXg=G#inzs1!5N~XVY?>6^`H{OsucuO(< zC1wWJe@Xch%QN~bxK5;>Mde+kmQU?)S;@O zfBxL{kDnUOYK)SFZmpmeZB> zf5qQ@Uj7r0Ok4^vBi|l5AnVG@*Bj*8gC`H&cZi7-`VB7w+skJe>xD5|Z2hV0QC+VK zjs$B`#;6(lVFGL12W}F+mCi1#U$H)Bo~h9pjd!!-;xotfG;>YeL(ChAT?0JK!-a7- z`E=S%Kb-@;Nx{SLT`McgFb@C6u5b599Gu>9U*7Q0sqb|O_PQ-~lajk?%cTjo0~nof{O>_t zt9VZ>blfV>|Ef;|#{xQXUUB@3ewX-}5JyD)OY|_&#Z(^)@lAH0bs;)_R6hS5`!DzL zEyLCbPRG9^>xEVNs_(AW|5Ek8tr+`;F)^7%1bu>8D}B%OBx14Vz*$Pq;DwPTb=YzDb51VVIDVp z&hU7j#JVA-M&sKMcLR(Ka!x7s#;z;g=AvM6^j=dh;_c5bxDjA)Xv<`5Z;b&1-=Og# zJ{QlMT_eA^&e$&WVGAEpCgTBqMEDJfkD+f-V)a1pur(dqpSYV+`IqmMQ2!x)vm@zx zEVKWKAHaCc!@sUiw*8gA2pl>{6lRs(OeqF~8Jm|I0c5nfzrP5qFbK{!k|E{U;-mKa>*T*Z$7{?drFdt_L+>#==j0t+_de6} zi1iTn8|ufge#!A(jQ$yahjXl-XT2W9d-4-~Hl6;rob)Z9QisQooV$Epu{6M-kdJQU zhB9mo_nmFrvRSYv#Nv>5-XpGrHZ8`EvHVSocwg{3xJRrC@hn5Yo{(3;+2Fq6ZWPy} z^wQ}6Vg27j9~yxkM!FhPhjbaAN9p&B%(}1l9+dKZ{?!)Q(>IEJee=(Lkn(K z+Mg(=GRJY{=HK(!M_z9KuN`T`ek;FEAm#keSbXJ-|6KiF^PCsfKXw6kQ;z-pi<5Kk zE&L$+XP3hMO55w++ZW5SKdS$zu>CdJ|7drKu9ac`{HfAkiuSjh6w+sl^#8p1;STq~ z_6GQ+;4{kbFTrDIqdKMV9P`Y9S8T-V%(h|gB;{Act3@vdgKe%E#Phu7Y8?{B>ACsmSl=0U z4e^58r@DcuQH%>QEX>bD91PEiAL+%um$vDci`<6*kRlxZgF`j~r7I64USYRHwU! z>ur2TXe)i@z+z4--n%n-S1>>PHs5EtscRnYJuU0cE|0w-R)-iH#;!3OjplzsOdsq4 z;=1KP*D=JDIpB7j+UKqgwK~SUWm&>+Q@=ciK22JNpW(OrV6zVChrSeEZ=Ja19^za4 zp8QAI*=Hnf6X(+c~|G#V&-4I z8~UGj0CSTKf1>em$jcGY8GkDH6VZKGZ-R;O_!p0xk7Cx~UX1a_Fwg;Rra_(@hJScTmv>&k9?NT z(6^3X_zcb&OXKcHyJBo4&y>g4;JhyJUvN0U<5>Qw5#-+F_Za(xIk5UBho$~m_Gb8t zBR@f4`{h02Z6scer*CC4%#a*WF8goy8J~wa9V8A2aR4RqUuykJdzqiXS!{r6T9}ALZK!=r>=zzCGG}3I^Z0Lzj=(K{$cw(o_pw+yQ&!ah2&58{cQa&yk83cm8Q>_ zTrF9~|E=-6?jd3d$Zu{^Vpnxd4Y=FLcW@i`q+hac;+Jf1`(N8b+|5hwc<8e25&#*h$+MrPVcg^%mESZ^SbAr7w`ht-` zxh5X}2;1V{+~%)$3-+e9ZCJ23(?2|ua_l+qjg+17d04KQr*l$9evkMdVrjTvQ1eVF zmWOplTo2!QckMbCVwFh$9O{tuaqbc@Oo#=}gW%!I&`(OU~-}*wK_Rpq&@EyL- z;}_p-)p$3&mRNt;b4DxMu~_=Vz~quYB9FXm6WIlsWJi;Ae5R26yF{!F`yJ?|W6)WNz2T4fxU5bpHUC&09ceoy zy6ukh`=WL*T4~z9lKhA5&pon{tw(HG>Fqy~V=6`a%f8x__OGPRP#u(6n8{3Yw3v2uvFE0sRqt#td-r<#U;%`;WH{r!y%C*1%0Z*MJ`{gwF% zX#2=z|EQ$>HQE2f&MWrNnEt6gVt{D-<*%~#-!$~arn~~^Z*T00d^pv%zl+ZZxR_%7 zKkt2Z+`aetaeXiJB_(`M>MscWO*k*Y|8xqusVNHzjX#djQ2xq!3G&C@OEdp6j&SEp zkHoWJObh0dVeXjd_YCL!`D=V;&R^@C>2_^XT`K1)D1TX3mrN(AGXF9Mo2(Cxm6pFY z*V~#kY$I#)@K}g`-EgDKF*dg`kD-1u{rWd9Q>`Oj+rDM<7LQjEgUN6`R;FU~pW|IE z?)`1`z})=VeYmq#e8buNZwGI8M17xp7%l0;=mX)kqUiUZRlk>)$CS+|2{Th9&N%zDsd8`& zL~_>ZRdg16)_5j%CR4Z3*gtm7__FT?@B280nfj4E7ayZ`U8V1_C#>7m`qwd6djDe_ zt5_Cut)=TOncpGrw}^ZG8aJ26&A)|7Zpo1eCy}>C@i+ITA4F>ui@jiZq=aS``pTCtQ8Gjk!=4o^cxy#-3Qpy{K{Kz z3XincvTdyWtv^_M{a8f*OG7^s3zs?mB&WQu`(o-}^BM1K?*53A2o`~MmB#l#(Bd{?%!}11$XnZJJxbW z=RAC$eMI_6fHTcSpVy;%DdbO~{uh0V-z|c^#JiDLH!YH1D(ruYv!m|&M-MaRpF;gl z#sKH4D$Rc@oqnPAH|$L$D=3!(`O7}bd4|uGD*vtj%Xmjy{9MO>IsD(7?tyKf4)!+K z1-zY&d)L(77TXHW_MYy9)O z>hI65|11~%A;gOzc80NA-dVdwFeAj9C~gH98sJNaB{6);&AYb+OEL-UI?GH<37;p< zWIN;C;GEAJ?uAD_%U=iV{j~YpJz`njLo6A??r5wW{oVv(T8};+bM3JIwZTT1Oa5xk ztH%;!hWMCl^cmac#JPGYG0x4$pMNT4x<7^3dbl?Vy@5Hqa_PUz)&46*|F0JRb-l>t zg52)5{;GEUOYRu+=VXyTDyzJFD^mVNzLz5O57w*6pUA)OkggCH8;5n{E7`k9?Tv^p6`4+awyZ(?k zSrycOYD2$jp7qb}D~MMkc6!)_y)VJ+`RZ3NdwO>J`^&Gab+3K+t@ts_wrt00*x$M5 zF`xZ|{kBr}*RcN`gFlx(PTDQM>pkht4O~L(;Ts|+&JEPbcu^Z~b?8U7SF^d|SdRVG z>M5W7IpjYV{XLjlcK~yvaV*rgP|fz2Z<#<{;k zy*#x46yjgr3)Wv6`zM|JJzK>5&$Zr7>{aZ?x}W<1h$kTb^x-c@{pXv1!}YJlF=TuX zne(W}`JdUJE+8L5gio<`F4ogRgF0vq{gZP|vi^leVE<+RB!--GBe68h8@0D-7)ShC zcpO2@8eEej{^K4o8*4V5b$|TRyY8cX9e!RhKby`UGDdE-E9NGle}w!S9-tWg>j-4C z$u-47Qbw*!|Cg1sT=`py|4n0|KyIHu;dWi_atCj9xVur(bd{JIc<&X7Bj89UJ zkM;bx9#}8>9N$r0KZ*qiI=pB9qvuxXM|CAws@3|>7+=-ue_N58PUitHzeQ%nd8Sm} z`gM`4lMW*X6`nQO#-o2Hy5?oHeV1!0>O8T|1^kVypQ(ST-+*g;&BH`|3jKlJe&qEt zT?dj@Y4k<*`Z7n@8smX{+5F{su{>L8`LB`K|17g&iz2;Jur|1!fw_tKSDzYV*1%^D zpW2T;e$6v~H2<>ZU($FmVGfFTKRoa8JL<>eabjjH!rDYQ8)9#ef6D&zI5IX+kp45+ z-^XVs-EClX`(}F(+eUq?`RLQ{spYqFc}$1+T4NudK35+9eZbwQJ-WF1Puu@wFRJge z(fW-2)YcC;Z=V9*23T$5+m4nyOWTHR?CU|=%G#?u{)JYe{nOIFgSFh{!K*Uvx?y{J z@^}_`PU1GBPqLK$mxg{5bE9S%f0svF0(n7uJM-A zDX;%O0meZwH^^fqxqZ-HQJY!Y=`maX`(bfB!0l+voG0^R6_r0}+CP?8%h&%|PU07$ z{>6Tkn1AZ;x47?mkY_o?{6masDF5qv8YC7!i6Tm8z0ApHbU5X_FOsOK0CM>wgX%@ z|1ho_J}0tUicJxATG|`Ejq!}d)#dZNPOOdpuJ}#;b1}}3bK{FK|CK6#BKd4~+r<1o zvMPjrNU*fSdIPxB2+(@n^6tmK*6vlGuN=4KI?7XA!V zLwtz;m*^PKXKWe9%gM$6{YA|Ob@1q6_s;w4+~uZv`CgL#N1uNt z_?g??;~MYg`@c%rl13FK!Jv~0O67vuF zU;p)I?jL{svir9A2x#a$X1*rQd&%~%H2viKOH7OI_for#VF=7VRmlFsc{bntOW(=i zUiFK~H&fWZve}<>jgZd%W&K}dZI1a*V?U*@f5}A#To(6Kac@DI@t2Rj$-gl6MJ3u_ zbI%oC|L?lOJX7A@PJ24{Wu~;hZ#X#Q{t@}o*6)FjmA3vRus;j#M(mE|+aJY-64*0y z^?&x=wBwKaNccR*&q}wyrsZFJY2rtN4?CzYUf&E`xcIb|sQokiL`C|4HhkOTUVZZe zj|VW{6pkhKf4*m9h5i3%53n?l?QyQT+~ZGicF(VWa?Sr~`=8Arxz<0-HNzMd?{9eD z{o?Qb&i$SIet~2B`vuPbTjDyOXU>^+#Jr$W=a-aGCUU~WD>I4Ck9>3`b+T-q^Ucq*;`QRW`(J`NvSEOUP@@>gXu z=fd><$CIcpVyVUJRR9d^7Vhw5fk#i6#C`pf64i0rP2S_*Z=6=-L`(&=6{X_ zwxP*Cl`%dBDXwReKc@z2r2pj7f3%K6U$QDxEt?_g#SET zyHj5h-3j}C3}Y@jl=ubBCUFz-axRxepXCxBaa0)_>oq2C%jIAAGJXOdh+w*fAH@%Z z{Kr@f#48az2KbsWI&)0nsQc0BPiK4!eMfN-;XTE2e7`v3`bLKk)5gcQ5xkA% zoN9EMg1vd{YTFi=zn4> zroD^pD1F%Ddu+cNu4|sH81t}{{97L|Un7rc=+6PaksN=uO%3k$jb`a%(icnYe`)AX zpxu(=?pl% z!#U3;jiSJVa@VQM^nMzAz$JK*!QH;T>C{Fb;zo2}UzEXFtKaBq*;bNzeF4WaYp^6Ecn z=RbMQ`wlD7|M@-g-;21=#Ef(>XA&?lj9J6@E$1#@0A}Q{#BE_NCE`yep&Ju-GXhN8 zE#!1>K|5M(8{%$0{_InIm+uF^n!59@rtX5o%^qAB!8^qDJVx%OuO)}mIoxAzCg!*z zZKL0Ky~zze8kX4Ax%lTkT;gS>P&U#hK8QG>Cd98HR)$B?ArHI0+3!XX>t=l6KV8R! z#-U+3h>c;)8)9!5_eS4qbsM)R=Ekry#N;quPtPo{lX$Oluv^QIG82{ zU~R;|Mw#g4qWVCx2HOeZ_spS1Ifrj5C&ul0E6CR|k{G21#)6GA8cYo92$Y&dFDwVY-TL6R z+TO+XM7x#Qqs-=`w)O~15ZJ#C^c;)oBsu>QgTOtwY4m@!H>u4m7yS%*RiOVz`Ucm< zS?mvtC1Cugt^b>&?XGKb;JNjGIqMJlLetVu+yB(}@9ix)_^%tdD|Yx&?eA}XcFO(p zZ(mh=KW+8i#$QeQ|Bl8!>8DBiM{Gl7Keaxj$5QRD{3i1+6g&PI7pD^T-=(m>#=bTi z?^bvAKlk|Gi&!@=lK(=|7pji87~7b3hqYd>fGb+!tkZ6>z`cn zf2HLAjfp#MXz{+=wSSlUhyU?Q_YeQiFWoQy$3M7V;`sOf{r?jD&ENm`zjy!eKmS4R z|4%%F`+WZ1qX&-fTUqLuTZZ;y+y6^B!*jW&=c4cCkU!!2OXB}jVg8$WHY;&`UVrNi z@cMsaJUHAC>v3Ooo*&|Eul)Do6fG*)ni2>G&r$;}BxoXdH{DE|OgZ#vkXk zZ2I4F)c?-w`>XDMEoJ`w|K57dy|wB6WtsnpJ@d!B|K`5jz0ti>vQsh_a!t={b@^}AaCg5#39us&8s|I=8fkS)<%pIoEZTE$+<=g40D70Qj%k;-c7^ruD(b8hT%4dkuhA1 ze9QZ&<-7>`aSQ}2t72}1Ca^^M?eL!Gvq<`L@SjNkDx&_2?SJxpv?*g@M19%EVQE9$ z(rop=RQ$6(OQGL}Jrvd_ZT!9Y{#y6d=B-QC{&CEkBN*eS0y&U5{`1wptd}W2D$xE- z+(&`j(aobbToZ5wQa@~Wem_V17el`dIU36C|35s|cr{OvU&_X8n)YX063b2XX#Rd8 z<_$48KHpT4|6=(=zq%Gj%y&iXi>taKoUohjBh@)-yybV+11emQ;-xa$jY)bMS`EH$H+LvPd zS8Dz%RsIyB-;G!@i~q6cI{S&cSqpp$es)COscpM=3U)Y1L9{8fy#NAA#&|M%B_D0rZV zcRYU!>kr1?;k6E5XMC66oSRV&7*h54JyZ|AcdhjJd@4i*a`8=l{4L7VdwP zA-VLACfMjYuzqH4shKFp6mm)7KV#bb-7kLO)@}Geb5B8!jq*+XbzU&%*CuW`VpjU* z2Yr631<`G(-x9{*_({Bp!O>GPSpvwd2AeCL6^tBDjtACx>{XUW`>tB=qvgf)8`xooSfQ(U+Rw3HILnGaXT7%Qu|-mZaU}w{QhS3&5Hk2M->z{US(=m7~#s5@}{0nKnNc2zkV^7UZ<^far_w^NxcO&y!9{uAW@YNbepmP4d zQtSVpUiyvu=(~+8uKoY8=FjfWpREn>NlP>T6LUj7Jgxmp<&4fhM|w|4Jx23=7uuJ& z`p{QhA^-2L)@v#k%J9Dnw!!yZ_310_#B|VV>7O!QRs{aUurXeLL0wRXQOpeWdCFbI z$ygj4t25JeEKZ+bZlo^t`S7~br|IrqrbpisY|biu!<4MnfA#xc9P89%lgFTNEhy_j zUROOpixO(*9OhJ53`;wdZgP-Oq z{rcc5_B(rDC3I}{NzyMy|D^gRxgVU@!{^o4i2H$$-28_2?)Qtp$j?1;O?@}w+*0kp z-5>_e#dhLw8iCEZAAGyA^cB0~zv;^_JdmF!J|>Iz%PMcB(~tX;_AB3{z}d+*g= z*Kwo^{}@}k8hI|x+{`)G_L*~OOP=TZEkqB{Go>$h zgdF()){Sw*rWpg)DtZ66`k%x7#N05Z&9y1y<3M~H#=4Q1H#jFTZ)87&7&?e~L;eYP z2y!P&`D65zH&uQWs{d!o|55qF{BR-{{2C|e7YpzoGEHq z@kjd^^@a51|4RL*uYZuoll4D|EgrS=z;6A{wvQ0+=8rL$8`_Z7cMZE6e~YgpvX&6G zxX?C73=eE`!F`eYy&vnSx80p)tn@&iUVQz>`hQf;EvEiOx^=)1_hTLF@QpFSl33m- zv5&)+PJD^Pr-8kE5P4F&5x0nTck6%51Jym-=WXw>so$kt9nTQY;-4oTWgO#TGwj@q z@!kR43fJ6P&MMmMm7aeV$Gm^|#;Dv+EXzXr=Q;RUNnf!yA^lchVwgj!dlLXHtJv9z?zW` z>CWD{CS~Eh7vVRMHm8mqk^f8C{@-@~Kh|94iq9PJ{2Dv|khUmL|F1zT4f;YTmjZbe zCx7PIxhdB~cInz^lW8XZD&Qju+iSl5!}ZLiLyWhRp8U&{zI;z0S96!Y%aK0q5ApL~ z#tkaO_!D3L4ac{-r~l(wx9-ShX~X#TFI4?ArcdQSZH(=Tww-kCKNeRmnoBAl_OC?r zWt~K8+TXXWu|D8Dn*Ka0DL=EeS-i2n;=e_g2j zspxM(o9No;N5}v2;_K_&>lV$#5bqY+-xKw}ic8fZdvcLKsrtY0EcFTU zuk3YR#5vD}%Z={RjbV>n0p`ZzR#p>t^Vs)*zj<9SFNR|wrsWdiN;U)Y(l@JmFEJ|m zobC;qPW^ur_BHCeebDi#Uq|(C>eR&2D@JEjFge7dQ#a@Pt^n&I7#i;RUD*1s4!V|! zHlg1#+2PNJ^aVfU?^W!~v>OJFhp{pZH^jI;%%xRw`nceYMvyPI4%nbJU~~AbirWFs zC<%S~C-OP}Ox6C(ff&pUIL>fB9q6m`^*_}&W9PrB&v0(b`xn-KiN!GA)mGx^;8#^Y zw%;f5zrMSt&;1^8q~6)lInV#gesQ4vEcj5ri~MNw?^NZN@sRu*Cx0oI1p^Xb19I~} zWh?*k<^Ni2`iGELX!pft_s-6K_s;G?!3-)6Bl-MeCt|-Xhw*1a%{KRoe|y?}d}2Mu zS+@Q1Y5zaI@i+J9w_aNG@t?WFw7#0Y z)xn~32F6F@nk1WNaNMW@CR_c5^qJB3NWYo-&bWS^zlp24b;HL7z;C&Zz4|G!kMoK1 z{^&h7uTQz*%j1Y~1FQ|=+?2}Zb5G&ina=a>3ViN`qOaeh-*n4kY^;poKKJr7c1tif z1g`|~?Y+WuIazdslLOQ-xQQ&e6g>;DVYzsZVR+Mn@lss?K{jt6iBA^wJO zJ%BS{jve3*YA*S;#gX>Ul)mMf%7*{Hx(3Y6wXwAO{~Yi+8smoXY!qX|xHd88EZ>yR zKc$$S{K%hl+TUbgA>>~=^kd@PNMA@i{uuvR&M8|PB6}GZ6OVsE?3)6~pG^5Luz}!v zqWxdaFHrs}#JRB;H_|uIABa=a@ma@e>wk^oz~8{WMVXXN{V#R)&W|zmWVHW?U5CMv3a5{V&Eh4L$FjFA(qMx#zsCn0BD~ z`k&etc#V3Y+U4Xo{LQK>s;&8`_dm=1^rhLo+*6MPmRn?#*J=2zi>d!ChWtrY|HP2c zHa;dR4}FX(0Z^*Om1p+N_B&v1b`ShR@KhKI`!}f?vUT+TnRW z*TME*<1=c1*ZYaRnNOd17UFcwW*kqS$LGfC9WgWmz%C}E--}p1wA)+%XZ?{M|?OY!yu2M@=WH#axRpA%yCmc zhWu_;XW$p($x{Q2vy++p%ap#zQGSzc_U+uu_UO}>wN9+pxcP6?{!pm$A8IdguYCNb z%q3TSw8kB1JBE4<+drV2=lZ_@zB)p`o9W`%t3As5GZwJ_aJ@P6JRImchFntKb}zOe zKA*e&Ya#nnBL3HLF8Tb!#w_kn4r*==+L~Cenb@DK9T>CE`d_B>P5v_vT(** z_)dMl+W(}!BJxk{?X<5yBKG(7m7TG^HQ_POo3x#hU!&)EoFo4k<|do|NBmi?^rQW+ z1aZ$fcjh8RQT4PVM z`^|s+);;lqC*0$YJtq5So_)r(BKInFX5!{e|9|qQPrC2pp8ZFQ9q%Fj<*9#tDn|cr z>uYzv{f}qd6aV;x#N7D-_P=@dH$sP4m;qvA1Y0wWd{IBa`xv|CxWwrB?>;{kzvchp zoBA&g>i6Th$8jIy+>k!$$}#rGD}lcOp6K#dSET$+R-PpEnbs5{Q0->pYdyypA+f7ypOU~^ppT=Q5gB3j{J+!m-0OR z6p}vckhq)Qz3{&K7R-@ zSy=vQT$shgUl`8WWHa!8OWfi&aC+4~~hkRGf`IqnOKu&+(no zhMu0$4rs{v75XdnpI`n{+zrQj$Rf%oFQdZwA7z-yDf{hX;Fx^Ex(&G}IzO~$cn{7? ztU=mi#m>exrqrJj=wEW(&iniP8XW3a%vVKP;rHR&(x5NT@cVoj4O^;n%KVg{xMkJ9 zB5RC9pCxY7+e5_8bV}w399yV=5ql$;3F2oW7@BYmJL8q`nqpJTKV&!y$>%{li@&bV z`Dgt38&|Jjy==cLZDEcnpKl6rZ+Og@H?_px%m8~+Ao}vn{65(t>&)ew{c(=v7u*f) zjMU3LZ<(GS%pr5+Kl7Q?O8!{d*)KTyn8kOOr2ZG9{K?uso<3tzSRI+Yjdk_mwsr2s z*H=mZY#3{Gv$#*=<>bbH@$>`U_3eLVs5wHf(XX!} z#?3YExe2x=a?Xw!1BV;1IgE>wPx+Io{R=JslF^s^F(Maid|G(?iSl0%_a?>ov#oWH z+i>;^_eJw=u{jd|m+kl$rLSYDx6kK+|Jnap7nBX`_oIjh!T2@IA;oKzL+lSe&JFrT zC2%;hK2~I|ue&(;+kod)hIsr<0p))t@-JTgEG7RjKbN*;X8adz{}K5AAJy_xw^_>i zPnUkvV$?9s%mv`3la;>?@dFwAr}avwJ~!2Y<7RAzvwk$n|6OnY`0{`B1#vfjk+C9K z`!B})rxL!?sQghmr9PXO7#k+P63D-<%gEd3`y}`D%TN|(Bmc6YZ}abb$lv8kU)PyO zFdV37=IsjF&W|gBZz#|8zwYQ}_kVx?toz$Lt3&*0bnMDA{btEAWp*m=)&7*s{$sg~ zIaVC%A!a9PUy8gdu-`|o=VpJ3#(~zcN^J_-FH+Bc85c@;Px@JA{V&S@oO5SG-}L`e zJ*}=7eo5x^NVoq-=_lhq#yQ}(>G#FzUt*hogzWF@tGdL_Q3(5^#dwI~cJ?4gn&9jb z$lrA8|3DXg!@1jk`HnEBS*-rS{#R)GbF%)wsrJ11bRIST%j=(4xWB%!Q88zE^gnGV zpLERa7O#KA_dmu?6CR@M$x;3!>;Ex0(FNu|MqlzZ0fVyoEylZf40)zr18#+}UuJ^w zhjDTkcZL|4>iQawxB0&N;lKPya40JT#pLwT9-(uIuJ@{VYaQMs* zJO+r@Ed~zD!gBrd|M+LY2mKaU9-eFLZuT*5W?c2f8a$htKFiOX>8fu+~_%8d!y)_`{Q3c%lsu#W81s#-+%YJN4Eai&+_SiRg7@v_AmB3J{#@-Quk@-|Jm?g zR5l3aJCEb9Vq;?EPZUd{7>H0dJ@WJ;vRP#`WHqpkQpbXQ#BXA1D8IQU4l)i8qq>`a z#>;s=FX#Dw-#*rE`flDIJ2tG)XWgP+R_ec?{I~AZWt~@H{Fj_fevYN%FmWn6=h{x+ zqW?XAk8vB)mmjZTY9+Bko~b{5ac;+OFuMiSSSikJ)+hUHbedHX!if z8N}fyjTyw|PpAG1Reth8ru6Ac*ZP4CB(DE4u8Z}*Zuo5S#ed1l-wvOU^*^;mF5Lg) z>pwali~i1}{kh)Ha!P5O8^pUoo+;vRP7{B_ST{JX#P594Z-j4c=Bno9S&07`-{uv1R`Fw+Wb=Um$neCnq+@7}+;Du}AZjqdyi_(n#j?$O>Q{?jk$p38Q zUp~j5e9-U4_?52y!#bv|DO&%d$djgZyYTpLbvx-jQ)=H{}uYw zvmozR>OV5}EwAw}7x`=bzmWX@(HHC7AO3=PHwonbV$c^F5&3tDxe5Z@gvl!Ua9}s( z{MN2fW*LSsGXG`Fo6)IBSBv-*~5SKCy%nfrd$=nI!Pc3rGO1v4I`)9_N0VbwsN0H!QG%wVQ z9P@d`tQo$7{Omq{Kd!ldiZOc^qv{o?!lMW#-;~Co8{U1T?Om$Mr6e{4=>opPt#@ zd2X@vpIqs4eA;!f8L@6Qx&Qd<2a;zh)%=68#}{M#jru>WoXVr2|8Xs1%DlV(6Y;G+ ziuEt$^18P5Kk)@;pnu!=&zzRh&#bS-*}oX4i18@d=EPgcp1-jj=sqg(Dus9Hi_U_6 zCiTC9|Hvo)g%~2@Ulb>!IHCxyC=LTD`i;lm7>-6TIfAqC?;*~nMD@Br|MBw^nKOva z=dn$A*9!fW`d>``TU$DYG1l-W>NBM5+7>-0zllvzTZOHsFga^D96PTuWfZUTMT=ru zqVaA_S5o_-`U?WPkk~({OPQUTwprbHKkuVoUU7|{2IQ>B+sJp?HyM4E?ZoPMJtrt1 z{iV5=pE?xRARmS9#Z7cDo9jmB3wF)+m{Jjwrj$lsOnXFvXaSL**miFfm2 zO8K*x{BJS$xzA?)%NUY2|5Z#Oe0dqlKa;iD(5KJoyFkBM;ulcP>Lzt2r9r}dgBto81xq|av|0(Njb(_m)ynQ>?PF~y&ohC#3SE~MB0=-Jc zNl%};vaEv@`+6+>U~Oy~_V;&o4amBPw|Ddx-2N`{Zv5It@)p}aANEJSYgb#b%)QQE zZggYNqsK5G=$jpIO;_4nDKJ$*pC`ZAmO}o~&t?3ct^Idzr}eQ|ULrr0W4&R%${+pC zbnL&Mof`LXFdj|+%ZJ6|?hk+ZtNZvU@nYHYzdg&oME_F}`gAh+6UO!ASe;+_BWnqA z82^bu;YPg8W8X)-8^niUycogVc%C1Ey@K~_0yc&C6=GkeBnA!eIX*THW77QWmp_wt z5W_N!{HolTXNqxd_8r|1EY39_=LUOVZno~+ChvRlr^q{n<14U-Gp3Ev|Jkp8F0pb1 zNW{txOS?Em?)e`(Atm8a6L&5xUg{3rjv^5G$g9To3?-F>kol$GG0MDy=l#^0Uo z#Y-mt@;&}!Du44qU-E(ick}1hcerPse@pUArSiWKkE*ouJN_<3`K27o!2ikb$hG{3 z;rB@;e-3nq`bfU?Z~bod0UK5-mH%5}fmS@A?a*w^o>pUy;SL%N;`EPC6IOL__ zRze)6$se&7$aT&SJu!sFQcAj6_#0e%baM%K!CoQ?UI;4`ZAz9z9h0E@16 z2wT7FanHC%)*8z@81v?2%=e_CPua?C8@|QltducQ4wlbwu$h*h_)Eo&(;pJfYlGk7 zC!s&Z+qvW(%v<`^f5LnOjP2Pt0UU?;pJIK3%=Kgbc3!^)3`_J_eMsuFme>^DwSK|6 z^T>Z^JfDsr7mLfd-Em-erM-%~I)z}1{a?i}K5ET0Z@PHEmL&9761TvRe&4CGY)_>b`vh-YAKD8s)* z@iEtdo0;=Cm`vNB@146g=B@+ZbDek|;wOl)!8f=-FVz0|9DfQypIET7fm}(h|HSj3$!O_AmUoWhDKV{a<9|N; zU!wMZRO>%o`9t1~um5QOi;3TDx?mFhuVJ*+RlxrsSQ^9I7*<=bHMDO-Z{)lDMqG{^ zQ*VsYUrhZcALDN}`hT+eUn#%WNvI1)^kCMD#1Q5A4D>&JCU*X{QvWtj&7b}!eJP3j zFYP$(j$AxhF#R(Xec>PBA@Gs^PR%u8atU&Zz6q0g(cekrAMt~dkB|3cA^%J!<~sk* zR{lN;^yBR>^35D$BKC*HEdQTZz2si`=nZ$E{TTQqKkYv>Ihs)arY&kA`%lI2*`)R- z#oo})m7D!*A^OBJFlLR8-;gCq`hT?lRbtGy@ju`Er|}3<>z|tu7bB7Vd)t|Tz*iZ_ zf;{zq^0D}AeLW?jZ}@@WS_=F78%6c*=fC>3`|#j2;;R?V{=B<(M8;pnQ(}yzy`7jZ z=E?p@{3F*Eqxnpkj(y=sQ=ThX|~mD?7#bfYZIHC*E!<# z53X6U_vT`MwQtmZI^X^r-~Wng&k4rllSkbD^4wouaqsT#6Z}xV{7>xH3)$Zo=Z5ks zI{(PG{E_!%F#n0tm)I}BqP#}j4e&9qz5TjiY=}>xEF%9~tef8;PZML>Y?fFz8WZOt zV!%ku8{lt zz9AL;r5gWF^q1$&{&k30TgX3d>#I7%&zgz<_1&GF?)Sj2u^%Op|HW;@kS;v`j`CkN z`tOnM61NlUwii?W2~L7G$~OAN)Q|Tl(&zZJ8+oSQ*?q~qy`x9t-JqWvt~8PUQ3(H^ z@n5>*kJbOve|Xltx#NBCuC{~uKQi?{W=lU=`)@kG-F-GAZ_!?qsu*rL<$1Bz*xNaC6!`k@w@VeZyLSJ=a)|1~>>c24jw+@(p%09u#h_BGw zD7@cL=OJ92+P%b@TQJIj7Hxoc7PFyxr?gV7^?A+@AGgEwVL?wz!M%H|TMz zT&s}WpJo$Qd#2g-X^+tP8|(q_mGa(9=<8T(`US=~=FO5asP2(#`NJGj-Udl*y&wN2 z=3qn@2y`=BE5Lg(9}s^&=BJIweG>S%y&6HETB7zRjz;6z5MQG)ZK5%56oZ5Fz~k_G4f0WG>|On?TwYhOuXWb@=K!uy^Pu+@k*OZ252Q+GV_R3^A|}7YFY*j1O~BMd{z1 z9ThoH==NusQuY66`H8V<0MD3>$m){3%{*$9qr`p?-@!N)iQ3=zi$93adPw#Rc?pY`C6axE?=z88a?e#y7DU?54M|vFg zNa~FmgF)>_`mDxMv>3{!TXG*C%OI2fZ{M5``DgE1q3?B;xPF{S{#l)^)PHvR_d@+o z>UE|513AU|C=~yd(XVTAjeDEx`hB|dU%n&6->B>h=E}h1a2;zR`6qF|R_IF`$hfgU z{nKV*@}>-VdxBU6Qg@1(TCDnCe`K@!^|OD#_N-fXv`Fk9xwe1vXs6(7;`MK_r<<)u zbnjYsZm8b%OBa!?irmS?ZDu|)OHL%&*zmnOXXgf+o-`Yy{UjL(xz+9HmK9&pr zAAnDBL;0lJdbVHq$J&3MP7%>R%aE&FY~tQ-ZT9UAcl-6_S=fIWgCZ((5{*BH z!26lnpE<{7pWwTr8}qG_H@I$|eTtYl)@ywK-%!=5YoPP&e>u|9tMbJ34%_2fPXlYU z^$g=Fd7lPoOFo5&Zzvo8&tG2s#I4yx43YVwa`!(mhE>ge+>MsuG56YAuY(q1*WfzwG(Y)Q#s0{5!|pDaoGj^Eok*Ms$On`Enan>E zwf_d>8r%kc=lc`sf7P7x=E43&tRegNmWGqw7n?c%zxet(x9XE4Y0LkO%sthLagOpd zkNmH3Sk(R<;4UC{MR&+T{?fn2XXE9coXfNSOJumW-KWyO@=0HDH%)>3+Xx*bsvE`g zAIF7!(pP_l_aSCc{$Kpt)9#P2|E=KuSC(1Y#dso(_J940_uc<_=68$Ae~kac@jI3L zQ9Q7giTu6T{Fg}oRb4c5`D0^uHsgOj^xvhWulkV1-LbefiktL$ysoOU z`kcnWFVBgCtzjdX+ z-Iy#k*^Dt>F)3o&Tx}= z;63y?4vcpR?&dUXCFgq@TJBa1M_sVx;?!n*u{yR7?zC7_6>OFT@Hrz7- z-+9|an>#<=pmC2l7nIH8v5a55E>E6`-MC&Ces1uP#-;cC#knyz|2|uHmJa_l!DlS> zBK2UtTaCoccL|M|LZ|~A&uwb+bGihnb6nvU%33*Kle#|tf1cqZR7D(*4A=9`}VJq z{8C{qDZ$@ZUMcK}v#CPta_;q74f^kSsWbaF#=Vx`_Dvb`ALpNj^D+A8FJ15$m@pR2 z&8uUJQvZynGj{_qcdinPGvdat^vSm{Ue02)f7t(hzwmt|5&x5ybFF{l|7`kyBKcE4 z*6M19FUE|2TN-z{HM>4=o6hghxevxdj(f&8*~*_p^hL&@U+~?r+kE*am>ZEfkTaAu zDdZ1xOw9rNWq1qi_bTr~?90OPPvW^GkiYf7-;PgTcDJs3*%FnDN!mYC`r-Jqu>8q{ z{|Z6B8*!UNHk&;0?WpIH%RhdPl#zSeyqsPx<4-F2ztr`gF8wZ_Zz`GmdFP9d-EaT+ zoalO7XQ_D?)V>_A|7l-FpGCVz{c2`^kUiGiiA~AtjC=?2>?TKauUNj=zE4>&zyI5F zOC^6+=!g1OwEeT~|10g!`ds0E;h!|d|9tg7VgaJ_-$1t692fgk@{iA}jPt%>$~Zii zO8y=5zT*}8R&Sd3<1}J;UKnX|?c=?!Yhu7%1SUK>{|)@`ek@sv`ajrSf|xgNx?dpH z$o85&Iko?3;Mh+?r)Hih`rn!Bk$H)@r*EEXzM|!~K9WfPC)UP%H{`$K?k~m8#F%u% z669k4N@RbcpCOg}XM0JmARGIwf8@yjTWbaa`*RdC!?-exqZiZ@<%zeynTiylUQ?!va=4N zx!iWO?H9ZZ-2F2p>_r~l`rcXtCb@MT{8PmFhy$o_fU_`+lm$LAd7kIiTDHU3zv zn$?JN^L^l1h+QG3hMUd5B<~aY1>?pD?#9QO5u6OlcIn0_ax~2d9*5U?A2Bw}8O5Ab zk9{BUZalVzeMs;yxL@D*Sb(7+j)$^O-Us@`<2?5L?;*yGe;?jyIirZ7A&nNqr&3zX zmG!!OAIo6$S-zhj<__~?5vwDyZtxuU+0f5-{j-jVxl!NeEw`&)^E5@}&+$QTV`l%w zd^g+qC*_)q$B=((;m3;l#*DuCUd3N4ShraJ>+9>Q+@JscHhhaWGm`(r(20JUXZ}9~ zU0_$o0k31^-~X0K|A_kE%>J%A&hn>kd8Taq-%tkJO`Pr#)jv2+1%5vnTXXmSas0J$ zQ0k5E#W~$#{h!hL|MS}~BfsU-?xSPt<#~BWtAAE}kxN_uZ|?rc{p#u8h|N0qHve5# z4lB3qGbw-24tOV@HyY%B_5=ENlg_$ zaUNQy61#?Yk4W8^zGXO}@YrKSsJjQ7Vj{wOl!hLYhTgkE-`975v+>8i9#`t0d}Eu{ z73K$my|LrW`H%5#1TSdvUd9a0r~I6X=Vjv<5Xwdwt2wstKAV5}dxQ7!n#oi@7BR<$ zJtJ~Yp7k_jtlAryQ&A_QzX0<$>Sxf?YGtmazd7%=cbUwVWB(oc+skxM-|iDUv7FPg z^4{n;nMwJHp|$aW-_(qGw8fvKK78Z$P3XlNzFGKb@8DaB z^sHw!1qwrFa|qckx?rI`{b;zws`xL0?HZh{>VPkT@LP zGYg#29IkQAKtHfZoadO0N^L^k7wP#T#+Gb4z1ZSo@6&hqbKo!Lj$mvI`l7ip_X=Y) zFn5h^{lFsWCimdlti*uP_#=VO+I-i+KH}4s*g@)B4*k^dks>dM_(gr$)t_rI3e3-~ ze({hFj(z)cAD*Z0HM+&pZFA`d>G&Hxipd-k%+P z#ZUO}#dpiMM#|4zQ8AY0~>Dj zP_5ACo;jxsdvk`kn;3ere3cG;;(avEj^?g9oq+!Np$l$&5}22%A<63_7%bF#*v^Hi zfAiN%{wDAW`9(1|p&!^XlE}X%$UA9k_T@D5?=);HMx^ksAHuH;U^b$iD2Oglb~^{4in$|LH`@f)!S zvE!6JQyBTTLVu{v680 zs9ZFhkXcq!|Dd-a~2>DLW6xf6XM1~pUp zLm!^tZ5H6a6TPPe!$bRy#3rF$pN0J^s{eDIOWTpyw_@g$Hb3V$ask-dvIWQgT=~Da z?X1|U&5s!Ef5a>$ntvQdTo1EFM(vNq?aara`b~6SsQ$MRaeAWkX-k*m!1fNiDDC!Q zyEhx@eEa+Rdq>@yUmymG*jN2K#IDL``3{`R!Tw)Vdmimv5~HUPchY}tNbP-C-!_9a zaYOL;6N_@Vm+J{*?XR?d5*NdGHltsS3%-WO<=|V|GWmN9e*Oy`7u~u|>s?EKoA}~s zf22L~6xQ_-yF$Ao?T>1U^ft*`z$M^5o*Rcvu=z^6s|24@2GdVTn+vfnq}x8#E#F8i zTa^DvpM7ZLChzHTZP+@e5dQ_=-8I!GwmZK6Dr}d-H^$_cIdCi<4doAYQkG#1WgN%6 zlpC=Sx=p|aIO6Jn;c1uvhS2wyc>SAe9DAn++|12cH+5siT|&;|bEEZAr<=~5589Z# zviHo_uA=p>>m7gK1|}c6OH<#tinhD%%lbRGPx)nUjox#%>mJr4K6Di=cjcKa<+tTs zRLIZRz!hXizGq-1vw`#xSl#;wv zcvfQ9@O=S}2e=!&PjNick|T>a9hSxVC-YY+R!8$p8HOmnJn{5Ni+QsiM|q?4^Hu-E z#IY}LV*a)`{@d4F9i#slo-@#i!DCUINA!21@yGi9KG37zhPcKU*&RoJA^HE|!3p== z3$M60i|Txz)3G6){>RvEh2nqW4VZJsbOrHEd3_^1mmmFuI!NHJ^ZqwG7t*4CPU(f` zmIr-eFLqyS4%(lw`=YuBe@FF?-GXUCnNe<*)5@BQ|1T5&r_~>y`Q`ulwfobWm)yI> zp9mjk>wnCaeyZ~GyMFPjr}f*Gu>IK=+Q)hw=QowuRA%X%Pp~(_!|ID>I|lshbtu-k zwm0_pE%)Tm{%cQ-d49{?|DNmkA0w+wcSuwI32l!1xL@CszWht1|7Wd#7_I?2HowC# zlguj>Jr2H6?!z_tZfgU6yKVj*tOuOacSPRnpSLk1cy5J$OntA^zwr+D5kAWU|E)cB zS!9vOC6ld;K_+sEGAbNj1j2nFpkwNIxfq39@~5P4&EO(hYa2$?^0P9rO)+0 z)V*|r%@*-F!ejNd*CNgY=X3{=4=~^KB?ncS<==^MTy2A;63dmikjYz9qKl8hPg&bs z=e{gG?n;q+sj0gK`ZKZjGp-lwOgJB=t%vz?8?grDGB76N*Ct#`cbjYO(XFkw!wn4d zxY4m;#FM!zF=e+_`mCp1b!o zvW-{p>b$5t~MFG53MFdH8@h zAI7@rape_dt_)j8N1OZl7O_D0aQ%*8Xl~C<%ky{UX7IgVyIWt~bo~RpZf53+`{tXw z?g75#-fesv{J>W+-@Xc4!~kL}wDz{Up0R$hQFHt#Yq@_>R^E`c<^9;`?6%>?O0; zMtqs^{dp`ub4{`Taqgktki7qA+y0e^V{^I>v22h(O7J!Vih+?lQjzjkUpkL_M{PF!Qh)`{m)(<22KI( zkjMHb-*tmtwEc-UGyb;zUkLsmoE&nOd>NDRe>Y@oI{m+Aszb1J>GuCXc0}4=KKh#R9DY|Ie!ZT7RQ@u~4efms*RQyio_5#J)g)M&F3hzVS1D?LJpvpKaV*56GyzX@q4T0^ z8EAK1u!YrOzC`;cF)zH{HP++mI_rTY=@-8~*YTAOoCfZOn431SJJSBht)Ua~U`~~| zqu44hRJ+mHF|k_`@6wDpHZf+*Gt~_&3+Y_IdmDP2T^HsV^_N>>_@CcRED>q*+emll z#;}xm5O|ph9Cr=(x@Oom$6({+^@hu>DCa)WZO>th8v!0i@?;^;b=mn!cc}DB+0Hc8 z!VZX7J}4j8Gxh8FqCo-L7x^rfV6QbEjIbdY?k* zfBCZRu4}pUz_s?zxZ0+E*Ms|pryjbR_Iqw8V%w0nj$XWrIN%{wT zyrUAh8}Q$*b0b;l-@DF@2K<|g|L4uEjqcAcy`%jgz|Q36f3ny;%C8sQsiC;|?2-A$ zavOgQ1M?bU#XSBvFe{9A1DiYXDuOMAjxhv&B>xv}-|QZH-10~%UPqn>PKMVNm-Cn_ z+PN9WYPZ*zGT(E@8J`CCv7ZcKtq^~2+EFAp9?2tx=ZSUUdx)vK2K)KX|Lx~;ebWxU z57+U`j~PD)xvVU94gCi^&+D&Cyqm||ns?s-UhSG-)~*7h$M-*uXHK3jm2)?+E_LoM z;x_HvnvlMg|NrwiBcneA+o6pG3(0?8H<`}1W_~5cv!VQ@{3p)gGsKW$yqOUHGN1p5 zk>vQpXNfx_Z{?zYQl4%_+=>5=i<~!bzKbW z$LcB{;~#C{=1UV?i1^ZAPb{$iEffEjU`6um|I36vaTmMln%swnX51TFTZJdB9fYSj zcZkeCn8zrU|1lH#xs?C?L+ci@6Q$=DXVuNUS{e5sR6Zi~o5;RfpSBeOdLfVcEG8+%^HH^Hyq-ryO&!$0TW zn}|NwSBMP-b1Uvc`-IN5N?`mrk*TeGAu<+XZ9QvL&oVajp-cwf29 zYbWOvb5nV~#=W{`jeGgES0(S#%d4?}b(MSfgZEw6P`BvT{lMNZ{wnd`9n-zgp>N2% zRPXiAz51$q1<$^;dbNA~%{78+VLqpa4;drohG0U7Sz#QUmq;VBy@Y3@^fzrOlGrj2 z?#&7Q<^kjB;60O5m)-hJMfxnCk#E)grp-m}>p9IKbszdYdw7=5_4juRt=Eu?dTvhR>)bk}x^5tHBlOM_YzuE+{Yky*E zG`EwFH-mUK)k7M`#^P#OxoeQ~iC7q7Wh$ZX1-z9Z|7lLEkX}6f3Se-A4)a_wW;*wv zTRmj4zRf@5ZA}sSv#@XFga63?4P#9)a@XoXuwllZ0q?UPfQP}a`J!+2zfk{U%oJ;T znY$FLeFd0D>wkJ5c{%LwTCVWea!nh3E4S_A#~=HKWb&tc=&Y`dl`%;1H#&~$ z_{a6R!s94IA?T-)f5d5+99t~;L!6k@Sw#K_J^=Dp`WDVNBIdeaZ#Xurw&!vlf6^(xjG6PWgv+!2B`??l`o||bH@av31l$d6Kip`a!=Cma zt|caZhB>89!)KDL|JT6JCHNcjOWXUfrw=S&`j7QLkx5zbUm$1w*py2Ch#bJZ@%?{= zeyDe4(*IZLpS+}-jL+oZ4D|oy&i@~8``rEEg%?ulKT;0%!9^}VeZR!Ni0=XW_!ugQ zd>$svx6jHT)E-=)cM)lvQU#@tnVI}VD^L@_wt zPUh`K3)#Pzqetyq>CHcK<^Kb~si;kHPW+@%{Ue?76MsQ`(y4)n{~h(VpRsai%l7tf zi+5AV{(k^8A2s{?rgP^+e~ZpPJEwcZXWoMKbuX`8x(kpv#yu6Jm#3SF}O!FN{GGwf~O8Hb7c@-}=oP z-BsA?X0dVnWsDoz@;)!xDA!r$YrqdMwg<~8v3l@+(kQ7ssb!4VA!+|y4cq7Gb5-)5 zX{^m-UM$sj(1*PKO>ELttPSKE!nfXoJreIYRo#F%HV<9j<%e$lN${#*vgogwbIn8d zbH<*3fL6OGsSbJe>6;J44QuAU;O9)@z08d0R~6#F1IuWlwfiY8|H~8 zo^bt_2Lhao~>rJGX((_uLPD@B_qFLcA&Y zPUfxBTvw8}3g?)Ijo(VF&KvK%A>XzJd-fmNzqx<%r%%fH{YQ&&%)WJ9u3fq^?EZVC zJQgE|n4uzIeMtWa&}X?PV8^c-X1)NmOYMXodlxq15}4m>{S>)YE}+#mk@qI-YeB^kpq?SB$i#p@2_;X>)3 zT!YSdA8I#TJpY@}OT+)Q)c!Z>UyOJ2#^z>VM4on^l?*1Ge^B>I$N#t(<^RK~7u|EO z{#C|N?T6YIZQKv`N&Jt6tpB3A9qz*~*Sjy8_beO!t3)o@`r$TTXZi6zGk%Tre`2JA zdXMn`mikgZRujL%&2Sx|{;TJ5AAc9q|8M$`l|NJcBdY&rSANyW zN1QTcw_smH&Y0~$_cphZaY67cD(h@qvbbG(J@hTwb9!BIoZ;BA&us%um2dVw(2LOD z*Lg6USJ5vCTSvvEYUKS>tWBZmTl^g>hnCOFc^e1uy^Iq~8{ui_jf~Mcb!!@HM`~nF zyL!zVt_t{@_Q6izX^>Z{yxhHp`6IX9;eKH7XWamDOPwFDmo+5RsTt?yWy}|M7w^IE zcC3X#o?~nkXDZ#hA7ZYIYsZd%skx(ow;>LO7#zlx;hgu=b)Wf|H{B9{W}v@U_KZa{ zGBPAFYwlu>K+F!~*xdT+hQ1fimY*&|?3qb<*BIjKY~Qt0${~0iyr1}Bbu)?B zG{D^8cpUd}PR#Er!}FxW*gW+Ob%HVCH`UhzdxPg0_lD2kLvAX5^T0r_JV(0&Y0Uu- z#5qJC@<}mXEbGJU62#r`+7&!6wl&%mBR2MMp6J)O1=teY=kE=C>S8zZF>vIX+P}Kt zuQxyRZQ=>yaR#s}h+h--0r4LS-oP+8z?~2;BhTqx@iieH#ooODN?D$%O5kCPmx8_UQlvf>pwGNk zma9r}Jc_}o5PXft<5*lBJ100Few%*FLiIl*`DJqBKgDCsFTcHU#9Pf`EL_>b`@wqZTUrVHEMwq_es z!|_kQX<`1e`VabomD~1d@}HC~=9vpla!rXW^KwVzm;O#v|M_Zv@|v#M_r5{YFTXEZ z|BbK{ODw0D?<+k2nT#%E`O}gAEPv4EY4V?rUs^}(2g`B%(fVDw@vji{IsTc9iH<*% z`8AA}hV{#0Uyk?|t!@FYs`#34y|5gMY*UP);%Xwld5!OpdqRwjz9;nU$r{(lz47w* z+e-h!DC3z@kB3Y*9`XBl{a12>u`c_TPyO$0IE2{tzjm8WZc{$ux5*ZMXMFotAohIy zXshoR$>)D2e~%+~li@?sEq~oeBj(OM^ZFnCfa%)5B(GG4@;_Ditx*`FlCq-|5RCZYkRTI)NKu3=GD$ zru~a{vUMIyL;MM2Fp;N-OBurap6ANXpZ4}L+`DOm#D-yf7}_XlGh;lMLnn{Q`nMyc z$Hccka$_9vZYl+HLqB}`P^Z}IUZrgkcFGZnaWjp0FBja0Yd@9m;F>|k>YzQdr2iD? zDDH;e$sAUi|7k+(w`Tw4_c4YI*A{**xEo>tu1jBGj1JoJLflO|Fge!|w;O=qP%gVRG&Zp9m|lKQ#^JK!+NWqn!nB*-|PV}7X)S*kK@7`YGJ%>#D;*c_I>wz1z0 z1DjLUdefciRheV-Gu6MCbBgwN@oNyj7UN4w-~aRb=l|y3+dZgd%h3L>ezsWuQ&G9% ziA?{@RsMuyGiA7L`I0|@43}}N)D6O(PCU%&w^j=_g>i3)aT$c|$iAZzHkm%;T4M~H z>WekNqWpv0`=kH$L&Tr?vHRiw{2}7WC`P5ao;Wm(Tf_ZNo>H7lNd@BF;CbdfBQBBs zkH^&)tMR@k1mp5Q|K&&Ssh>XOeuO>qS^WU#Ya7q29UFcE(*Lo%?|X=MqwkZLO^EwM z9)IJVHS!$sH|#%xu|dBPJkIwYb3gdUC-D9!-4?{TAw=JpGe#T{O;(`ODO&X7V>({X_1O7*MF?vb1(I{49fo=V#)jx-}}+A&zGhDbvd^` zG5O?U`j7L$|C%>S$6vjAknGyXb@>}&G)7KPd zqx!wxAK-lWO_A@>_uzi{Rz8pWiOn<`xK}YcxW;=TG&N3+(p;gh^+q@0;+W1SINw2HUrZ`eB4^1ZWe%|M4$g}be|8D;~5&aUx z669Ql`qv@mlj8Tt{ib^qmj1l5$I&MaS>rUGboE%HPs|NtwGxNI7%qL|ij$X|v(T}x zLubCwS}$|F&o^)Ky7CRzgmoYNvqPe5Gv+Mkf5*y?tFGjc1xEsuQ8K34G;A#F7m>9;uAvVVHK>a7~yLb1xyMNd6KizZt4;~PD<;a7@XZRj@ zAD_c-Vs7|7?Z_L&^Q3nN^BARh7uPrA`l{f%Jn!kxB7fBCx7Ik~k8UAm4(Z{L z_w`5|AHJV+biEAYAXt^ImU1 zGiJZ>9PSO`Sm1Xpu4&#U_@2cFZI~I`(e;HyLCp^2}kNt z>W}rMo2}i7)<1p4j8kztPvsBV#%TI|F700ld|dTVt@uOJDSwF5IpeDET(a^f<3Edc zQ{nSjoo22n;AU>17e9sdCo8s+!u=fmW%vnETT;1A7hWPUh*Y>t*?js za4h<^*MBzSFUP(f;1iiEEs)z@|6p9~GWb6#hHLz_)cl{Q{b_@w?fMw(O7zV{$KPb* zPrCZgV#}YPj7uc{R_J>jZ>9d1Wc*bxcij{?BnUSldPC-%-Dj`K>wrr{aHNRJNWOaJ#S`oOqkv7n@wZ`=6~b<(_eM z#Mf28{zrdjKJC9Be|girzNN{1bZE9<_IJbG2$tEmfB)4>V*lgXI@-V9djDPb3UYmS zj`a%0rr`>5FoBm&AQu@iE!>F9v6$AxzsPya-N;{(g9-Mf!zUT~)=u z^4%X{T_N!Wmr-t=kE{KUdAnx5x+=Jvo%{AmY?@75cS*eOmcD6;QFEsAZjAqhv289* zeFIF5;+a_gtJl1VyiM7?#frUfMXhpp)dM%n({|=an=8i zb~R{zo*eu?e_8c`dvi;j`jGPAe_|Y;e8``r82=duiTup?F2tNjP9^X?bE8paQvQ_y zbJ;lADmHiWe`8Ox`^|s+1~?YtZypnT%5Q%E8#zzR4*RO~6a0Su?=J{8rv~^H(y1M* z7i=2eHvpbsoSL@2cK5sAKjZ$9_?yQWGv^=NGdOMs&T1CCORSu%A@%S3$-n+Y@H*4L z^<0F_gR!f4oiTD4+lG7g7oOvO7;$Z$dG;B>((ro)cf;%GXY6yN|ID+$6`T+0{{!g% z2FG>CPsf;4?bF?&BkX7^cI&G;W!q5M;h1a1j@R4oO1*A5q)guD%l}4yHfb9DEe$8V zpT~SV-cJNsNW9IS&ck9uV~(k8{a>rsopR5w`cT%YXX<}lkNjGU>z2;=n@|2{*_WID zD=PoZzek-%@DK^~A6ehewfoeGxZz&)=VkAIWc-?4&}-h=H3+=+)9%ClZ7Js;`J}Ht z!qC5&Zu#HX{=WO;>wnL={MpjaSN(q*=!5Qvbx##PCf5Uhy(O z) zqeb6h-B7>MoUt0~hB0H0VBRbE5$M*`&pD5szI9dR+Uq6W>MA!hIV|(jPULCUc{pOP z`gk`br;f`t>e|%hsc&;Gd+^v1nSU~_3^6Wu5Hp8(7XId(oH&_>4>S*z;%$h#x#J$( z{~B>-ZU|=PF22dII?P?g_&c|d=ZP_Bc;9{IpL#&t4s${E$UEyBE-G#Y-*Ol6YDkaR zpO-MtE@J*F96$89orm{{*-^Ytc}1CgFQ5O0-*pe~M>$BpzrR=J$6I%NA@gE{oaL*PD%|ATUsFwYc@Sr0mICH@_LaQX|dX|7m1r*m;$vo(K;)qsy7I2U3Xbk3~r z8bMo#Uza!-*gC@a8FuV(GQ1{Ohv<3UkL?EUQM`@5!>}^8_xIu6(0>`8D`>ZJ((AB~C?-<)48MGh6!1*+DE;eEZiR zmsB-!Oes%<<&v@_DL-*A+?b!r%5D2ZHy{ zH9U;x$4vNdbZSD&l%)Jt)*i`YQ+WPoAG{suf5cuijyFkt*taNNMEgw8#}+6*pGmj> z>wVe>(yjkg^5;O)F^{|1D09u|_-E^1$&>l&e~I{Sq4H~+#>$>T${%?*LZi>zu4nXe3`$k^eMBV z;}7H2P)A9nf21RSs*#tJKDScjs7iPIS*ZU9eQ<&PmoES1OaDrz{J}R96pg zu$@!4Kd}kbm@kQpmoXvn{Ey`?MXn^}7sah)TK>9WpNAK8WL$|Gf4D|W>{$`}*WS(} z67M8Y{Re$H$@rTM{}%%TV|K(1@D&!S{}~P1za`I9f%_lxOy$%5{x0H#aGm^HJ9-Od ze=j=cc{4Kp61PEHRx9m&uy1YOw@YkkdynoHtO;YvFdjw2WQ)X?5nKxHE84MD?w8m& znC}voLi?*=RNzx*o~d~IBQYt&4Rj24iJfiB_N{`!pkDEq*scB$u zh@JUt<7RiUeN5=>Ie1)fH^acsY^(TM@hPygGhY;QN=YmmeAmXUjPL!b`)tEziD|=Y zjC(V4>npK8viw{ZN%{fqCa(YMH!UoG66ybp;l3XDhHU*mFTK6pz53~iy!oGs%BQ8> z%>I#${Gr@lit)c@ahPwd8Ea!(v5f-THhF7G`V8O8m~k9W%7J0+oJFj6^b3nUL;h#XC*yx& zV#w=!CpTh*h=ZA&)Ay0r*(XSk>u@h4-W2mx5o1PvBd({9cs=P)>{E)hksMdJHi~x{ z{Tbw9n*`p7?;B&I^f4#qN z#69)@9nNn zssA59?nLo5@;&C$6d&f|`X9F;f74RZ=lH!sf3L=zOQZiw+?0s#JsbI>7?1=${qHD! z#m#suO^M=q3>za@Cm)MOaX5;Rk$M;WjMbyZ(g=P=-z9Sdc~-|a!{!LiCwP|cGn&}1 z(1#Am`qTPcsejZ(f%tEob4;^w$bQ3)VD<#L2e~tXV_eg?WZZjME_-{Q zAJ6zMzQN8;r?xIZV) z-^N_#!9C=d0xsuF?HR%PFh7;zco+|7O7l>}{|D#9R^?;Zn60e`Iil#xokd)XCd^#|dlv0u z61&Cn#+VO=`w)9U`#ImG`E)c7hWJ5I7qZ?Ta~ECr&zK@O2fwJDm)JIP9p|t&Un1|5 z-*V08|G;m?d?2nMjDr)tOW#>I`Zum!aZ`wQ!?@gu$}jaM^+mg)){m^o_2+_T;_9Ez z(N8>keIzgC*Z3xx(GS|(e_L>zLHj2vzr>*N@n@2iKcJU@KI7~JxEkVYB-V}3FGakK z94r3j^x#=Gl;}7MA-79<1cXWK=Gl}|NrsIF`4WKV;L~l(y{-u&Xg`gjN3+p4t@jp8L6+-^5 zlt2Ic_ib$d<86rhdZ8qyk6WLPDen^X|0-Y$)xRHN8WcN0ER3Gx^`qG6tCH9o*az4L zoHu_4eRe?{n@CI?o(pgja*sYAeTS_@=DF`8{YK2~V%Ak8k$)#*@+~co`v2_kCg{t* zc89x4JU@gnX_B@7apG@)NnL3CBTh9R{3p4ld>>2H{}^*DO*Z~U zV-h7Rf9M}S=@=JAY|pTx7I#GQKjpdqh3iu1gl3`pKk-C?zXN59(l>jt#$rg%{=NpW zZiu^izj)Hyobzvg-(J@swie?R?&()&>h%M}twByH z;Ajq>yQA$4e~aL55cB3Bb4bA+TiY}sd8ufxEUjt~%+2WReX+aJ{>buk9U#BG5ADaY zS({ovmVFlE@AeCgS@YlO&rZ0P-uWW%mt?~K)@P#rr=rt{cZ0H-{-2Hf5jn5~<1cea zT}1AuHsDLhC&Zc5O*Ba^s6e;icR_a`M)=&=MZv!a=EnCI_8A^`fd|hao(*G_o<*Fh z3$RxZE5r9TO|*f3o3QrbH2P4b@WOfUA!Er5!v<>nFa5&v|D_wFlHchZ?rWXw0;a52 zaBsxa@OwLP%sf*Kh@H~`{vLo`hW%>*HtkM)OB3)o%nwB@k>ze99qAL-h9p)_)0H;Y zi@wa~*sr*W3_(BRdr#tfcXu3gMaX>@%1+3)^5b}`{d{i_r~TXx9<2Q^zGF15A`_` zGpe{z^<_Rf{zogn<_{^1|8-l-9{1^~O|GbJm)fnxH|*={Tf%>go2B|BbxGA3SMV2B z7lp@Ps0{YHI%9|c^C9gJ#2&FYB=#--n7Tj4tU%X^Jj>^0JmYm~Q+;o&u7me@T#nwO z?^>b1QvZv=f5beCFVJwGf{D@bh+~oAA$9N1dL)(%F)zAd4uaqJ5Ub`M@HF?Zc7!>o7;lDi-7imkDbEupbN}wmSlkZq zH9Y^#!#lvr+>ux~434BX%Y0OZ&0(G?((l1@ zq^~)(uDg%cX@2QezaB>F1HbuvNm+@^H7sW|=Y{mc)3+uX$EH?KJ4~+r(Dj?^U~jwtc4UA76frcTi|vb z6WR2?T-!e#{!iBar5&fmw)@G+4LY92jep01%S^Za^;~WSeT_~|8&Y9Vpw%d&Zhqdbz@@@ zd3+JZ-;TC=cd+C@#`;Gx`CEwoAFuypLtoZtB1YYnImOxt;Ku*!hfO${{K*IXWb${Z z<^KwO>XpC_MsV)Q^zUr=Z>9YUr~jrJe}uoGqaJ7e9+?w|7#qO?;GD&vG2fTsWIUdt zkJtT%-)1+Lclq;jj_>9%?jd$ZY3cl1o)69~Z~CX;rz>>%PY<4PT@wRXU(u3u{NcAq zn=GUHKhjy^4s`%?W9=<_w5c7ZXn*oy74bKm+k-FLF84Ub0iw?=ANAI(Zb=S2@Afc>DmbaZMnx zID9r-6F3s|2Vw>ozk}F-D_C3CHPa)<<-p~PLsup~hITl~Zv{GBD@gjp^T--GAJ>ET ztOvfvVseo84I{wwq)!{?ENqaqqYa7)!24JpUK^OXB(xZZrxut9iFE^;CGDS@M@QEm z&fK{Qd_}YLzb3>tnVq{Tv2H%!L>jAHRzC2Yc-(7XS6F8g)u5;wRTYFsF`4Zya z5PNf=1h^Z}u5BEU98<5o@dje%tZ{=Apv!W>{!05J%cikPuFmppvN7jw{FUJnXK?=9yl4ofj;(IVw%^u(l;{7k15Lb&i?TXHwbDM0# zv7D(KAQf= z#qhswZQLWdyWT(a*|(DaC|{PV{QIupKeU`4Zv%Z^Fb{}36O`YuPyv31`VnzK9*5)S z0CvA%apam_=lNi)lY5nhVs?zq3Vo@+mHJ;a{#(mIfv?}C}}IGSzP6CWC2 zZ0I)>Obl@~9Jh3@_i%hvyba$OU~pv2G#ri}KkdFpkUn)Godc+if%tgNZ9hl;W8z;d z?rOt?<@329b5+jan*ACV#=YS&=XM%*Hq0}{xG#+L!g(Iohn%^1*1hw=`!YW~coxU~o$(auk zF*>m>pb=|jbUx#;3}OchaSbwe#yOkwaBsP$tSlkMAjHa$Rx0{|FO%_cs&-Ja72!aA@yq{k!K98!HJk-C!m;3M~b z`}q0~%8^C+yMVReI(4>3D*AFyqz!q$+BzcNYO#Cx%@JHnqV^ALsGh#%fm*2i>Cmr2 z3>(4P5O3r0Hx~a!^G<1wsWTqiBW2E@{EAHh9|b&Qyhh$i&3|D(L7k;&|3+Y}CTGXp zwb^NR_3E@^?y{@+eT~1bO}n}4q?Z}}Lh?V`$9#Tl?@Zf2SNeuIT&@KQ_jW ze@8Hu=r?+PO;P{By>eeD*X(>Y{9nlWH(ro9MUZz<`PVhssd-|gjkNrXn-%?@e9AwS zNlPbxGo{b`YN_~-F~<1be9GUI`VVDkw)}VK;6C@K=U;H$;PIuDKZTTkT>Htt|MD1{ zL_5ZP|F)Lj;@?E|jcnwv$!^&%f&5>g@5f$_Lo4;KV@?M8XBFaanNKY6wf8ATMvoDv zhR5*BGxm+#E5Ac5jbQ@hp2)Ky#wNt+@cHQco6kHd^sBHYf3eC>{EftbSz!LdH9c8Srjl`K? zzmAq)^Gtc0dLHcWFTQug{rY!*^>+Tk*xwa*6VB5(|5SV54cFA&igk91yCLR;wz9R1 zWrKOV#;KTaW#=p9{PC(%!MgAs=9v;q4)8CuziJ+t33nLy9oox|mLjGNa5u7vZE_m8 zn-a0NH6Vu+*9rC_*Nw@|lfbH#4OK~8ZstT~ekpDxePviLI4!wuUPj#M(4P3Jd^hcX zJoi$>-pIH%v}@9)N4>&+uSbq3-befAEaKMGB9@4KH_OBK7|!S{FgM2#i>qgLK;qo+ zU9|tvCdk}8tUuyz*#CxZjJVlb*WAF!puA)A_HBr7qdBBn`={mHw%rGSy8+Gy=XX^j z*A)CQ{LSs)mmYW1)Gsk|jsdH~I^44J3w%5BWq~H`k1W6DnNoYL>Iq@HnhuqX{zu%6 z_9exWW#WH&Z_kkX{h$9P{-u2QpO|M#=A3@~kM=(s7dU3i;7ChOzII=QGoP58=5L|65}J zBjeo=TWlCy$*F0wB_cy)&cS23cGA&*7x*dD^gr%I8x|u+RdM%GdC$S_V{SiwGk%m} zg7!&_w*6g4-G1ChUOCuvOrF`@eh}A+-RH-*xC4I8{t@Uzyq6dt^S=^PSB!H>6c*qXl<3f6E@{rG0%Hh(3jDHeU(G$rbu5^}huCw@&hDdYp`x!-~0y^$m(HDAyHt z%6p>Nn-E{a^NPKZJ@GvLx!@k^lY+@1UAwODQw*xV9=R6YxAgQS$CMw#k1+-|#x%(@ zg?X;VyLnadG?**aPjYUkYduG9jwzM|coWW7nO}+XNzNrD&y-+tcuny#oR8aY-oN_I zH-p?%e1<-c7R0+`9GU+FW`^@ZiFeZdlj^EC4k4@I%8?MKn z%M<-8v!gNPXABm`S>Ap6AoMsbztjclsMh=s^hNl3lD(bBp7Dmn=bNPdgYrf0NmYKv zU`dBQu`tq>Vk1D?;+xd|p?ywsO!(i@?y1{9zWjojL0lT^$AaBpod~V;=vM}~8^hmN zj;R{pa5M*1HDclf?@qJ+qva=`OIrxGA)4dN^H-AkXY7$|+P`6})%8sxxAfG6yAJ$K zw)CY>SzpT||C5ib-L&6l-u}u@DktLkKU)8S%Syt3hk8!vSeRh^i^`vP{>vBrWaVf3 zYd$FJcvw^*`hPT;zW$`IB$@ zVQia)P&fbO2CidWaAd8&{!Xrc8P6}5@qaPo@1xlMndm>1U-{<075db5)6+i-UH|mk zNCVoAhmt)wWZOy!$6Iy)6-lfkk zXZrN3u^&jj0$(nxw?dY`!RMZem%mlR#7ca3>R-z0>s|OHNB(0D65H0o+)BZzSy@*>|LE>Jvi2wGV8FGk9N9&Y37~L zxHF6o!~2;>hPF}3CxiL(VZ4X-GQr*4nijjH#@;6GhVgDzBi>Cj;&Bsqqj^)T1E^gqWjoDT~@bR|$RAgTwjJK$ualhYoDo{&(i;Dd8R~Hr4Erq z|J>DnK>c8G{;y(S8mvF1tA7xuv7G#0@-556|3}QouDT{*#MI}m@ov)7KNu?~tk=~3 zM`BrOF`jiG797VYj=vm#=zrLSoQUkZ#LO^v9mlp&`1=}wQ6VnoSpO;a>7k9TXv-I_ z?oyK*`D)A!UcZF<>VTm+BhRw`mjlbq`EAu;_E#N2 zIh#OtQpanQ+sdzWK@W7OE3gihyZ?7^TgVCjE>@LjD{Z{aF1T+JM0?e2cL@{LssZV+d}Fq z(r;GkpZt+I|E((>6B!)jdLkYsig%G?9g}!I&<%MH{fEJxSQ$GuEDiR|1L)7odvPpr zbBHk&J(Jh{ChuDQ^aZypwi~kvBF~gxTf%i4FJW#tfqXukYjSR=_Le$XyLsUAOd+S$_FX#_BLghXgL^lTH>%T>m1F%2@<{DJ zxL@X^f}6p0c^6{g5Vu3T4r#V`v?@L1p%On9bdq~tUzc~@`s#+;XL#r)g@4dQCJ9^K;!81h+k zlX)l3(Vy4=-E$T>h_&7l*MFwvXMUk{=v&_kzm4t5?>Aq*ez$%vt|e*zkX~&0iMwIU zl8^@ZC9IF=Z`R#H^v}?S2y9I?=IxaOSPRof3=VNO$T0<6&qDO0bnSPPX7o4tJQ4q= zQ~zOHhS>5O&FDT#Q}I5@`(HZrg@2^)vJd$8W!e8&7WqbLZ)>mY+CN%u`yDNR^mnrM zr|p>IVWRO*{4qg)%dGy>r7z!>g#Ytd|3Uj%EUzT;k8+oNh8U7r%oXK3a%}%h=u3YA zpDk7S7oyKtHzJE8vL>GY=G7N*LI1(pI;EZqFheZ|MDUK zlgXca(Wm`p?*7+7Xq#Bn&3^^4ZzR9eGLpafDnI*RROUv1FGl^Z(Eo1M|H-xrcld(F z#*6Y?^!H-&Up+9_#9N;qZSuYZ&WDM$!6q0P^-ZXsfjAnT=RKzsLnAmF!{*pE9{b;N zZ@4x%Tw@&0yY1cK-kygK&ih8}+H#;@I#7vm;G!!XsM0!Oop>CG){T9?)m{F|UpZLg z&W|(-{WFpI?_$wk4)tFM{wopejpnr~ME^7V*>dIot!Mi+$CUAL4*g&J+L$McE)>j% zbgoT&)5-2e^)J(29@sn0_L;f;b204ihgm#_%+@ zc9461drZ6=w4vR%elxK(%rn*QCg!HyIp&$7uMgk7w&-)Y);!P(AEM%o&W|-noEhSI zxQSg5-yql*Z~ttc>JmFEX}nFlA?P=Dz}E>3O)cWr)He3J-3O5)3eO!YJF78nfW6sR zdKllnEtoi<&TZ;!8n$K{0a4!`QvXH zaxx}rbLwBj+X&7ESerk-^1OTU|M{u=r+@k<_fP-rpWKuG?@w{=FSvf%oouRfWgW2j zbs`Sk;CXi(xvChmBbEPUYyAml+ZOzmt>L8Pj{3}FZnE+JEQb73zqa}{)yKNH{?GUJ z3?LrVi|(Br?cT?m9sSMKJwC=$a{cpAPl@0U#5b0}|Hb@M%payW>(u(+UgQ>|uWZHt zHsAlatD{)r-H`X+-r46qKGKcx40W2u{Nq3u@F(8qn5zG={^|GY#@g0_=}Ybc#%W?> zIsOtG!`N^fhY$CbxUShgN*WBNRYkh*< zG5W-}@Eotz;hx^9exXU)#Q2bY^FW)tyRNfd^o0wu=WoQlX+JL;@jJA?a2)4(-a{NO zkL6pv|Me)w|F-EaDTmNRxmw3N9LL_h9fvXAZ*r&VkoOW}J~!S|g1CFsGs+Q%PwN1> z2d**p4)p~si}wX5;QvJSZ!16d@&4znz!jS8<31|?FqScb$xi81dW{k~@SITu6Ts!d!=6TE=#rfj!^-+mk!{1!Xp>ss$Uea|Uj03|sr;L4i z3|Jk;f#G{N=cLZhspW$=y&s=bogSEiRoK36z z;d}JkV~^+4=NhvbuAgCksXW!c)p0iUZ*dvyyBBKzritbtA6q8<&%Uit{7(!=^xN$> z_iT5yi);VabFuuKEC0vRi|3^}%-u>P-}4ddIhSG#9L79lOniMd{+Z1BUn=^^${)r{ zGRzb95gAn|`A1nnA6}R*X>sW*o{=<_?sAa->Bv9gNEJ`>XpKKAmzHk)TP*s5yFs2Q zZKFvygK_cyXYWmztGKpw!Qa#U`gKHy?WlUu@4c>wo?cf)M|9Pz7hN6kI25f^d25b!2%$QLKkeD@3ATdY?p&3mGiBSV!5Q6~U+WmcN?UkA5aE^4& z(b32ek>ttDoqOfpxpS|**ZTIiCi?zn`}$A{WwAES;jPx@%K!& zzn1Hr?)LB~FyyBcPvdRfx{jB=3C}~rIdYfAi#djKx=z^q4dlhq>*6=l44!$$`@YGKjDG%x>FeKv9`X394)^8B_2Ge zvpG`#h3zNY=ije%+begYPUgq^CzdMP-(MBp(|jp^HoiZWH@*&|`o9G0(9}jgf9&tX z-RQR#>c4KTvx5!K_?(IB7y%zOaVTrne+O>sF9eUW?+Dht!Txrx^*rL#)4z37>}iUB zQG5#hRD!#~wSwZKVt*_uD{&9UfgwSjUEsChy1=4p@>4H%hrv}dL`)90D)dKXeO2xX zV%0JYV^A?3RmWhL;C4#-D#fnJxKy-1uHU@LjXWF``=jD*V2gzPQEZj4Q_|K)UK_i{ za&v7VxqUX^JmoXa)Qtx>WlcW0Zs^b3nXf!Qr!Jh{r%gc}a5utt^Rqi7xSJ)ep%oY&|E!eD zcfvfl2GZ=WTm#AS3Z`88PrTDC>tEtt()IuRart()WIZ?)vfzK(>iKT8&7O59p)VGS z{>^0kaT3@V_Dj^;iN^mmz|RnKLtYzVY+fVY2HPusFZi2RUvqzhYnraol{8fd7tYb9 zvPu0f>x;={lk-1j>VN%c*%tTdngbD>W@i4^%{84~7yI#QlJRHAPeUJ<_n9T|e-Sf6 z``={aU*pcn`QKjjKQi{j-g6hF-}}wmOWjASc7#{6XvuV^#^CiN4_p z+Q0gOLp+()yX{&3>kyA+I{n{<$%yJr!+qF3Cx80zFQV6kqeihd#0yKkdrXb#JsI=+ zbb=|C7>ITcb)(@#c+Q>|{d|x&&IP|!m+Cv$`$V@0mM14aSN~{3)7<_zrW5Ro;9;QG zq@VOy8~;1n4+>reI)drsJoiC5#oGKBaM>^&&SBe$bDFomPx4SX^GW{xwnH*bQX8SJ zsiVz`x{PzvbC;l#v8H41fjpgyV*bWC+#Spv4M+3UDz3{|g1F;c^8!vB;65bYGtzJ# zPJK--9L_Cm9(d#KO|0iwC%@&k+tIb$%cc!aTw__mB&0ei&)=y^%w*V!{2<9C>kmB-<4=Er-; zeGuYzqJCI%2253c%(Kmc{7%mW!g*vB_*cID@dtOJsZ_XN=m!&jnYSg74@m7`in|e9 z0^!VH;gOvwm=5Lupo85%x z_*>4uSpKR$;BJgt*5{Q<`LiWI-TEijOH3W}8%eSL=^KuzuekT$39f?yi%FE>_ZRbQ zS!(|sH(T*u4I5@{l9-yQzyEaWUpbZ7##BBzyUROk0v_*l+uu~>$Gp!8+CMQ%FGK$~ z9qlh2{WF>TA@r9)e--!rMf+dj7|THaO(uV#>%W;Q|4*aW+#SRQh>kxb=4G1tXQsaY zWcttKlb6wXHXDK3#Ncgk@UMD;@lSb=^?#}MKaWY1U; zxCg%l3nKY?{0ZjS^qU2FMR7j!L_Yo8)a~S!x4N3G@}KTMFaE^Yl0RAbfA`+IZrP@< z{rlFoHP_!ic`G?r%!d9WzspJZKD52hkMi3))n}%CEcNf7+z;%tV)SL)`1fG*>A-$I zU+nKCmoJ6mc|ZS>xbm>?5raZI7jYe2UpEY#OnF_U*bup%eCe_;VE0=oJ~WB#0ACvI zi;T-ee;Low{wn@D*rvD+o!9B_<9O}X*lpKx3;0Ob{kpFAh^%kceJA`kTocH(g2HFx zf3I1;PVA4Zy={WSspzW-t`m3jJ$!z{u>aAP8Pz{(<0Rh=(`@oKNu6F8egg~??T_T} zVfils_eEPS-(R%++Gew3e<((KVcSl}|FL*2c#c-?&Wiu(hq9Ytd-dNR`y#Fln(O`V zRQey)gR$ce;i2X?D|RH^oBf9GzxoO>H&wvgRJyHn8)KJDK5 zXsP?QU|9UI;*-tL|N28!drIwpcQdgZe2=O5zlf`m7z#a{^`9h-TTY8=-dHyNlepZUHvOKS>w(z-JQdKKzFg<4*Tr*{#ULG#(`-x zt)|ibUhp)iN81Nj8P+Y|m&f1e`S3mJ*hw)s)`m>BV0idUehYYxa`MA^mbwV*Jy-uW z{_t&VitUeaL8Z@^ai4O~D9;!1GSElBEJm?7HYSuY1+P(OVUskX7pbHCeRj>R6aVOc zb8m9yn|$hO9p8KVAap$AC=NXwk@+C`P<34g)<$4X$T^&@2f6FYsx_AIp8PzS*Kv+_ z;YO3JpCHCY;!HtDk`ssbaBanqaJt@gHQ>h~hGkC#)6)vfj$nG8=$!Wl%uR`bAwEWN zD!{-zGaSql!Mu!*-v=MfBT2&;QOuK^H)9WghXK|`<2i9Z?pj-T-SgexnAaXZ7?NxJ zoljg1p0~6DaiD;!kq_8-1jmE(#O#cNgNM)5(`~pLiy?*QLkueB%V+rt zd^em+Q@-JDculb~#LEyLW0(RQ!v-N6&)GHnj!jQ&jh>51W9P6}zZ~-d_J()`U~s}b z;`5uI^3|^!Vrpbw345^kI0C;Qa03`is{LNED&hPyG8bifZ~s>xiSmgA{wG{lE)B&q zO;-QIz(px8CVTQFKW{@2|BaM2wenX2n^Xfn8uR<;KE3i!MSdprPYx&fHZo}cyjPx= zxDo&UH3nOE+;=eh-(Nd0Mq&q5rT$E1?1>c*zKeSoHDajiAE?<@f zTz@!v*;sf2lMUylTXOT|C#jv3)9_U&`Z^%&#r; zo{0T{yfN9d|E@jyllyGbIrmM0#`c*G`};=tYReJxAzuFwn@n7X#g$jw4S8YiBCgR* zSxdhZvE^z1Vq6FM=468(jXt+nz8m0fFz)0=z8m`M3hD2|JzVd81byc<@XOqMa9c1j zyk1;YChG*raYNo4ZsfY*HLeT1H3m!$?3qQtLNP`au{kPtBYvx$Gq44rFB^sZk@ia7 zPmGGL86@t8d^c+U{2o{#UT^Gd5?^ASk4qtOrBJTb>(=Lk!G@?{FP_ zIl#V9*08s?-nes1*8kD&Ix=?04c{LDw&s~&YJ}4U*qW-dtx}ge_8bzt4Y4m;M)&*u1}6!E5lcAldDV$<<@SQNU(!3DV;4)^-ll`_m8j3f;;bmHfPR%cx4G_& z_eJLXU-muNJ{AA#H-)3_-9LWezSwjM-xKN(-;(%az0b`2uC|}7|0nLo#;H1nd2#$n z{7k0)FLJl={`m24UR$BGhp5jj`rCYJ;;(}bE>ro|7R@g=AN+s2ef)_%z}~$5=?eGp z*DLUjbpEjq@wv!76yIOPk3UoOKN2TO91CMaQIAm>(Ryk2#MJc>nri~!vWTn(RzF{~)RbEF&T$VEpiuZ}795t9S? z`W%qs<*%XM#`=54v!cAV;mh8)>wUxC=PT{Y|4zmKo9q9GEm`RJ6PD4BSAd~m{~m+C zIrdPFgMM53?hpe(E+V-H_vvq+7t`@vu#fcpI2WeP$xzIo5^r-y4+qW;bzRL%KX;a{bm=KS&cUGSq~Ue^nLi8I$4T?gMlm>ufuO^8L+fY?*KSMWG^9@fJ(;BSZldiL~zdo(r#?9ClHmUvRY3=3ul z*O~Vd%d}+e@N~Pj2A49jl@LZd2E8O;U1gDO2M9d zHb^g+8m9Bdat?W_UsmteJQRat*JFIsynmj_??;?anM-5MhT8Et$M$|*jM>aKZ1e5Y zehzNOwY2?vKfdO}dlbiFcE-Rif%6@=!NHPZ{SRThm~Hu5MqQ6&WzgqNTz>K;p1s=O z&R{z?*ogR9&F(z>;peVhkY_uKZ2O|0C+ z^7;Lfr?MXWKo@T!t}8gKcz+%1-0bwe{+TDQH2|yEcmvNQ_g#da)2|amdd6mDnmgdb zvbb-L(2tN8Dz^QjO+OfNkAdrZ`uHdJ?8yUc_XQVs1^iw0*DgW^;z^;ckmHFMw7Js$ z$=Q@n`-^=KzJ0T9XQ2I;w3Z9*=1}bs-yUXGe)K!kdPpvxd`8N7WA9q~z`6GR=X?K~ zO#fV9|B^!gJBmIsr~lYC(J#$I{o8>4c_RHI->K+h`&QKkZu%fq{Y$+|ES-#Dy#6&@ zS1R(kUOIr)1V1d&ROAGH2Hg92?%4j;^q%eQI`%Wr|EAObN!k>?zf|i#aXq|P{w?74 z&t(3)r;f49SdYvz`S>gLIbM{njtxKfB!nKU*=`YceX2DA&d6^^;ply_1d&; zCK`W;y$?1$a<|ZjN1Gk(dt%GOd9JOq_z^wBh-HCsE`4D1YcV~2c08sJjrP|z*bnIk zBi?2aY;lJe-vU0ewvo$jA7W|H9zg$I&v3u^;Am6Z4UU-F#&fQrz0n;wddPhSZk^AT zf9_iP+5~IU4I4mlZ-wG+fN`PUj@TLEQD~2h&c78~b62@xz;`nOoDA0#vi)0`7=Ma# ziMyfij+|eN&Cxv6A;%ZHn?*kDpDh3Rrh37-l-5+hb_%W>$p1FRcB;JJr??&wWfq$$ zWR5(<8pXD8SKj=@UFv^^cv8UN0AIuMEx{%{H#ol73(lKcKf8kxXDWBdc09TNX=C{< z(aDT|9vy#JdD%Y|f%_(E|6Zv2U-3sAv%NU~Ds8Dotf(r97xkb2?!N$2^NKrt`m}p6 zHYVE`_G1sn+{3X4u#=Cu+S8}pE5PRb<=_0h_Xp({;c(wz;j^zAriT#gzpxbQD@$pK;nfh|E%tbiP%xfzU{d*8` zk0zRbNV*jKkF>{A{}MMt4m6A3^qG%0Mg40y7s1xR|3%D-;!25yLCh%VVB%A#2RA^M zGHw-hxcOgArxRO4{m*z+ilb==^gp@oDBseWOvaY#fZjR>yFFt>m0hWpdj;2nIF953 zAomS*Z!heJ^|0+ze%m0|zb|zwR;>*3thx$rAEcw~FTuA*KVa|eJ}n>4QKrdfd8mJX z+`l_0zxZ^;-y8arLwr+e{@*R&`U-J&Is66jC<_gL^4)R66{#*%Jf&i33@0i08DDnc zxDh-J?_+&vov7`M7#d$k!5B!#J!V_e{Jl($_jB@PETXtn)|GDZ-C3QpzU{ZvtJZz4 z{xffXoF7V`k3Mn-@i4^8MEAtr5R)zE^tb58eO%{8h*bIvuZD^e%J)+Y%C+)yG3E@?RKC<-^oGTRC4`&+Aw;SM(=lT=QW6xqP%6xvn+?L1Gi^SjXH_wy%&gO`E94r6lr;Gyy zEdJPS_}V@826&c+3+KTvv&!eedvqfY4r5Ibqw{=xOfWO__dOXSZ%xQeqw%C-IPg9|4~-4$d3qXK|)V%gB}UL}E}8)AI!LX2S&S+_PKeyTlL?=fix& z-)L*h@hoy|d*p9%r^J68$5%u7!V`dc)BA8tJOPgB3k~nF>)bQ8RP-3X7l8Z=i0vtM zLE5{_*F?X7*uNtFfjE2(=i*Gmd)2O}Y4tp@BHt+GypSf25Gp+xpOaFF)yZWV)D5B^ zu(#*c{yn|&@2MS_()?fISlBa&eo0ThjQ3_>{HOIc_w}FDhp*3U=>K%}Z!-BOE|s|h zwMPRTk*)TZ$@?F;b;DJF>qap%9v?$L0r4}!&*AYi{+#;dfS-}rP=>9+Ual(!hrA3g z=Eppvv8CeD`1yBm-yD{&F{Z-yA8-et-1HqR^z!pvr}O^v8VcO+{_vjLUAsTTpv1S4 zIsX1nbeBU%@SS@dG0FI!ZR8|4M#A>IaN2*e_s{Z9WPd0D|3_di&!YWz+4d%xm#x}= zZA$t#k^Omly<%?iS_>1tf7%gfvkUBfWhZ3*Pn#d@2p#=hVuNG+2Jz=%{6)UBQL+CO6fwR9)}BKS?XSeRoQJ*V8f;v>!0~KF%n7d33v7hI zx~zvyk(e8D+t7Y+;pQdjpKrrfz;jH?7*hI-im9>j56i;mru~r^8MA*-w@7-Fi?|zJ zzt91HAD*r3N{u{Q<(1R0YcvbT41Itsv)Lc@`4)@c@8GdQcO6_n%&!-Al~LF~C|7xK zmbktfIEQDrau4Gv-%fUvJrryW<4Ns1cwFR{RM#u#4e>ZQfADCztk=KjF*U8XFJsNr z1+mXEfASC6dPl|uqx`npoig^b^2dJPQyYJU?LBq>)3=95-P`YeyFDYXA&_5VXvn=9zRdTVRz+(&*F;#xNRUyM5y zMrVIJ6{LR8tPwSX?V@}Zg}0~n~of!tV z!Z^OQu*cfXA*vptD(x=<_JJ<((Jkxp{4)-{(x`6pnC)hqGpX0?`{j-g* zy|6BP`xz@n{#3c>JkEyKkbVdCqUlE2+r2(d zpTCYF?3(2}|KxK`l8xDEFClM57r5rAw`?AI6BrwE*pS0i=bu>9g1I3vH=V$ylBa@x zkn_N((x2W9&J6m~=~w66mwtAR_d9^;p>Lk^S^DOQMP-a(u4CbSCK@?co}FcR|#b4Xq{oXhYK`0~0tg=>bfp41l)ybJvEPZ1xAF{X_F zg`7F#B17X(k)ww9avK|CzT+bQ+4uvby9;iOTO#-I{o4T+;5mH$&w$?{Hh^3=5AVUp z`#>>4#QB(f?nOS+K>sTaK>bPNVxV6s;JCqWrZEm1^Erth3fB~SV0kc|kAKAbAfM?& zoI&Wb(mXZqg&?2n;B_7e|6713@IEnrY<30N(>D{OQ=gMvmpQ5T=jpm@HXGoNs!oeMi6A)Mx|ZS}%U<#Gw=KE^;IC&kkO2{XY$e zy{PXd@DOT^l+Z9lm`B;OnHcl<{Aowu|$3qMv_S&4kV(q}w-+)$Mh>rg&;CI&Yc>EFT2R;^-IVhi;^K}^c9bBJB<(GFE zDcj5N{)=EE3i@5>wdnho^AY_^Uk786y=?Dac%Y;nsP|tS|7v`x?Aza$Y^ZU+c;h$I zVt*H|8`wqnw-qLQ|7y46nwcxG3!1&}itEFekn3oSYvl&!>|9eL{JYmLxH9l+58S`z zT7a#lACPz&+Ecl{ooTp!@9Iy3;JN99ZL!`R$9ej|b~oqCa|rJZYyjlZ9vB@&Y$AFp(e_n6HdL};W0q_vePo39ZAmiW`tU=_x^a&2Z&Zjn&7Fok6wo}Hk zg3Xb!JZL*5*Ej30|L&mF;Z@WN`N;(wEx&%_*%^QF*)y^Kzq@F;`*KH< z_cfVM$@~c1D~@L}|I@~@TY>%&9x8j!3G9DS9Y5FgZzlSO*rTBT_T?|{I3-w{qKj3) z-hl508*w+Uy!wh885zNbb}k#@vB@#dVH+Jm8sKwYc{TLwURR5#IoQk|V-bWl&u>RlsCyhrS-v3#5O=CR~cS9~3a@kNHu369chrq~qZW`(^ z!PX$n!D9uICcw@h{W)N1l&lwaF&)>ZYK7EEhi>tW%mqYUOt-WtlaSW}kYn)TlTTeC!XZ#xxs|o2 zlYEt3;sy8YiaMhLKWIsAc+ zA7%)Dp!P0|OFZw4VTRWt=9G;%e=_B`v zKC^V({0RX5wW^daB$B%xyU~r>}rQz`fwPq2C_zh`>V^{9U0m=AkjM>h$QcNe`JZxn# z&wx5?MnAwjnYXN|!n!lYq@$gO@ypL#ZwTs;KBDVh?y-^+kj0qf8gH%@_BQiXG7Z0f z%IEWRbhpd*KaOve_0RABXMA@*KZDJw;T+bIEf1cZaawuL$~CK%t4esNJkQlEw|~Rj zWZM2>>fZO)*8f`FS$kK`rtGx;3be8B_iuA0ZCE?yzX{pnea?h@vyH~co}~Qtooe5? zaQnYx{m)F7Uoba#CzG{5;kt?Hvw5z6=1TpGu8-<=^pjK7{{@HkyLbNZ!Gz-vVr8ta z;rBV&`w!A2(7%(7KZY^xjOhas^glPphC)b9Jjf>g7%7RlNmc*H$eyJCu{yE($j10% zuFI#trKAhnW%#_fVV!??jNdpewKTkj-|39M=6d=0eD=Oy#`iy8%6|q}@enV9I8hO- z2>k`z$lW5o1MJ1$Wqa>OFw6yQ<+?tVn3D*;L^yMB+#NZ`JbAy*L-9KELq7R%4oVJ$MDs6VJBV*K&Rnjuqy3Nbcw#+>?HGX# zYykEtu5~X028L_&h}9#$ggn_?$3xr=?XSe$)B$Hh-W#s_YeTFgUO(0a+>N)t5_?nH zS1mXmuH7Mr4Y4%0VP`N-8?GBX2aFAQKIEOD|0V8*=Z0Z(l=XgssUh!gX#Zh3X!j(B zNY@0?HmTged=|ys42f;C8Fmmp+ktlAZoD0MU&|qsvC=gH>ms-tJQHmqqr}?KJ^~wx zU~VvmZ9?o+)&z5O-qObQz-xJ0*ND&g%fJ46yrb;+ z|CVoSa38Pu(S7{Yk8aV5o!E5$vHafYuW=vydlAyhIo|h`-e<=j<5)Jy*Z-FEKJUoA zVZL)q{<|Nq0PgN5)f-vzzy5$YQ-z&Tz8m7D!}d>}nr!&L7(2NT5x5G!SV%gOwY#Idsfml#s8^^@y{ahe*tFNw{3 z#j39b(;{hrhoK#P@BTc|;l!sHXAN;TytZL8;!Hum)0bfWSHZ2oz9)P)#MZPc-p06g znD_dvz~qRpfqn;#f5`mI|G@mOBIXp!NzNaRAt?VuRguUotE&_Y5A$jr>=1rD#>^6Y z4rDV%7yCROSDvYnd$g>KEd_o(=xnPiiIau#2IFE;KCep}@dd~Fe53DTBL6RWr83cf zQ7$*d>nOg0zYV_=Vl%SS|4M#2{D)exz@GEb;z+{A3YW(z`yAE5D#qE{dwNY zyaOx{&tsEgyj#hKdreQwguHJ%HaUjvVP3vXDE`LF@%ivtG=DkfJvsSOFF~Ef)Nii- z(`kPjz;|OjH_ZdlfCK3P~RCANBdsww}W%R zJt1aiuFL0q*XC1I76%vOavh(am3iek;6@oMrV(pL82g2DHFCY49*pq&`!T)F;dCA= zcmtf5xf%C@Yw%pfoZE2=?u#5po-6O#vMl;7}yyjN(!lONMc1o{Wvi z_W03=aN9_18tBqsJ-GbVd+3)U4uu=zRy}$!ggx#X8v>`!kYIZ3KEbw3Am996hJg|8 z8ZS$*F5+M0bNJ2s9!-9Xe^{Og<&F3!bMh0v|G^uVCC2$)!QEuH{c(OS--xwW?31-W zd#};=e<6sS?;!#2_aIh8#4d)#VzG92gdI zAQO8-Yz?`Q&j2$Y{r;63i@eg8F}__aV_RALBfhR3 z+>%!QoA{0??-;lih;Ju{4*9Bxk>mIL^Ycf7i>t5K@jo#_^$mz4JJ=7NtIMtoao>23 zF~lR1A=m$Ey=1Zd zYkVp8ag+DIBd{&YdF`<9t+wExY$e;sRNI{r9R;BhxruSv!~?d;=?BL=qqOvZnL z$BKNT@*d;HKMjKzds0q<{;vuCjxq2d${+AGF%X-7jXBaZ_@8Tw)78Jpwy^LEak=ka`zPfUgSEn~kwE2CnF z7H;{?&+)Roe~m5X`wQteV&6ae5#hP%0ng0>ZvPX#f7;TL>7R1oOc-xKZQ-m$4;+vECH*pZV>A^2FJHiN`tF zQ{h^HEo!{k?3!=2!*1Fnv7a*0zp?%q_*lIEWoy}RM2{!0|ET>X6Zz@Bf8wh%X@8%7 zbJ#6fl{aPo6XQ(T`xm@u68kgzt@)yVC+dG>Tp|2?FX~@@7xwc` zt~hee?&Upt-tIAZ+{?K+CjZOrz-ngM|GKfNUB{#e#-GIFC>BAn2GX}lzZN+L79kb? z7dc$)`;#%QAO8mZ$@*WGW3Kz(SO)U0Ow|7fR>{|SwC)aqXN}`-iwl;j|5I=? zu;mzThFBDG#t>(ccjSQh0rp`}&X_aJh$RL4fBxY^f?r`eu214Ma^VQy4RJTPmslI| zrQ*FZ4i(P{js>=RroD!HY6lxc4zESIaD?l|bKa2qM)+>v!{C@o;%uS(_3)!me%nB& z_!zeAR*a22_u&KbEM;{SB8T|jy}-a$U9A&&)n`tL|3mn0_^jB%HjL->M$Sj#0R{5|sk2b8a{L~Q zr8sv8j*%yDBRToG`k#&VM?NpZ)%?gsz5}+?fg$?y!!|Qf`=gK9zL9j= zez^OELD3)FLZv5ISK8viy0tV+8 z`EH19k=Wo|o28sM#OMeY4zBGvupc-Wy>=1Y$oBmclPCOCz|HJAkcV;WQnzjQkCGqb zR|!_f$F;KZ+uASXy9woTtrp8otkM`TG7qp7l@&`~9bK2*^Jn9392`^QkY%x@3|lii zbW_fe|3-PMo*?d&mV48-Ex4xKRgbYYZnnPvj+PlZQZS8RQ%=qB{7$@)DzpGAy?V|CIJt2G6MVqR%bQzJSU<)%riu$@iu2%-YsmfBz?eVTkIWMDJg|3#Tn#*dL_sf8A2k8MbqdM`cW^ZJ!)9@qV*R{a?i0 zBpUzawH*rk&X?T(MqeTMg`)k=!AnQnj_Q4)(|DeIH_7~u)P2OnD%U`2{>R#Dz`($V z6Y$*>A-sJ0EV>EVP&7|?kvHYAvQ9jcsK4vMNw@;2&AokSKWnXAM zuu~Cx%XZ9omb|C>>}e@S-jRHyAvezrx3~3>_-ctYGx@96ua$H>W*UxHGHL%mRJEe7 zQ9WnhZm$1X$o;Qjj9A8Se53E)#w_fkLwyupv-6gY7!v!f`H9{#UKWq%k^6ldA!}o* z4|4LYZf$R4hg|(?C*pAk-t6eM)j5P))0%sbb74UnAYQW?Y!Je?2et+ zdu%+i!>5xuB=Xa_B-7|7&oU3>Gj1a1QsTqJ`eB>1)!J{)6M=2jIh*bETy!oezauys zo8wvD%0cSqJjj#h)!wSyH&OZYOAml|HQq1u2s&K-F&2AC_vWKfoK3u6$nY|Z!4&a3 z;`bxN+wgbv8ZbM7Ea+Xs3-}PJXN}oAo<;^*=HM+|8T6Mx3cbfsG@R_D3v9 zD($}$Yx~nF{{VSh_&rV1{u9Zky}t@Eeu%e`t&4m%{6?Zc#F~&K5 z7TgUnHNdTKO)&8$ns`RSW|_7rj1z+F>PULx_Vy1P3C7xNTy?OP*G=J_+kG%qhh zn#E4j0C$7ue~y@O&!3MAzYWV(T2ZQ)8=T{Li7kiw87pq{w#_1Ac$m1HCysHdX5;%G z@;>8<`oBc)U)#*g^uL+NuL9nN?eA2-`lW(4j(5$zJ)QnP6Zx#qD9$ck{#EFcm_9z& z|7X4ZH<14h??K*$-}85(_djyCKkM>y`hWWL@1aBaz}>u`^7yO4_}!Ace`zOzw|;T_ zM~tfV|ME`#IL*$HE6n0SMZa_V{uOu=|9^hFNB=k5{clcwh_emaY?Ai>GQ9t9c5HBOzyE=ZKeP4yRbAEiHi2KNOZ^GtH>d_q z#=c9de_{#DKP&ghT3p^!0(&=b5$22V=Xp*zKhURH|3mx@{jZcEJo?1PP%bvj(|o}Z z-W>1e2>oW3)?+aykZ-p6BX}m}AA{v#9IF|SFMey`4T#KTP$%X6H8UcgbugRdpNjlX zR)6l6ZCa)EB<(=)DXF%<*?RxPum$=t(*EsRl5Y$4A7Zi=di$T~{a0K$9rQDz<0Ipr z{cQzqbDiRDXd9m|_Fu-CqJ5M7oV{=B|LoY_zm++9K7Ra@P5bL{^t<%!ihnnS{!jWY zyc2oODe7P17*etS?r$y3>in0nn+h*pc87t%Ar2>~^DNn4vpN1S+)dOEm5Tr4<1e?l zCEz|0pUD*bPsH6Q7OO}wxNMg}+l;*bBJ^*{UpBG+pRN9va%D_{{Y3rGMEak7Gch-% zE!E0(Tw9$1i_$Z@>4U`}oTpj>p;_n2-7wW3fCr|KoJ{Uw549*6)IxjMBE)?u$HrgZ?n} zlTFqC#eUhoKN}aYjT(;RW%s{X`40p45$%6A6mE8}zx5l%;^4g;=r|@m%WU}{$#)at zW`L`$_?!C6a52Evm_9W9 zM!iNp62rytd{{QShP}t^SR1fB1Fl24&iR94Yl3t+`MLU^q4u|-WKjCW5I18u8S<7Y z9>#d)biU_tF~rJXY_Wsm3&YlM@9zoD3692(K?1Bzcu#=su{@Zs^v&}_{=T-tU=C{Y z5#^AkKSXWC!Mx5mI%8~ZNF(zX&SlkaK^wc~LHi^M;pmOtlp!S%=-m@x`8mQ<8` z#`r{ZZ?Pi`Yh!#gp-+|RfX{)i#$w5gMR;tOPV=A)a3El_yh02Guc^F{&qR-N@~vL9 z-sV#M-x~$5;NIP?u|2c)XYDhc_MdL~JAo-n*8Y>puj&J)K`=Hxc9g`B^4OXl#os92 zMtN__alPE)PT{_ep&r4#TtpnFPcg>*VGH6+c}xvu3hxXsIL3E#5x5(kBk#;b#6uVC z4UTKhoyPr3T^V9e@!ZX^+w#qy0dM5+qfz0_sX14RvF&0>ODxYBsmegxjdCPU=v2*us z8BZG~N8(5!f5waB{m+qC8D*gCr)z5jhw~I1Iy3$K6LX{Sr4sjl$=?4=^}i{}M}J-k zd`(Ti_VqRNJ9*p}W1H0gcav%VpOSouT@(5+MMtHmf2dn>{r~jnKVk|~)&KVW&-C|4 zJ)e93nZ5seBLi;uR-Yd`g=3~<`fnI<2xZKd#`urle-L9T$@ps+m>lIwxAEkQ<4?v- z{MQJ~Ch{{1xp6&r`yyjf%MW|$PiB7nJKg=C<)7~OV@~OxDfIuj@|(YL_QxMRTY!LJilvWB$o_%HqH3Qa=`b0fJ%SG4qgnBG?-_ zPv0GI#YyJB#P)FAyyAHbOB2c${|555_*0q4KgQ?sI3V?xM9b=*m)9xBm&MAT4f$cL z3hOV!{#W0D`fsL7{%n_js`8h7`=xtl(I0&qi*0kMw7;p!rw=TX_Q!8WV~|5HCTag1 z|Iv?O-{Ew$zu783za5rqGWm+@NNj(g{ZZmf%`^MEtZBrvmx0SiWA`PWe~}ZX0Q@fd z;BQSf{wwTI9M4qkuX(_;*!-`c^JLKOlC?j@jzI?|u|L}QAl307^COmuzGbeLFYGuj zWoLY=vk+T2k$OGX)S-Gdf^WEsW z?@atp8fU5m@1iU+)_8IJL!CXB``=Xi9~rwO(f{n5$^>&mUYjac9E~p}JU2LpectId zkEwa!-gx_4_m_Xem{PC0SFn-e=8d<%39hUEa&rIQGVs~FzjUp8=lw-)@i&ET)&BmR z|B-%D*=FAVy8Tp7!tt+i-IyOt{a%VUP`{SqL{j&Ev2RQ^{+w$6Pe0py_rKBq*bP2- zez(#7XXA+-SVR0PSJ(zT4#plD`%Ae3#J}kMjhU9eb^zQn;Cwmj@ihfS9#aEGWj<>pfU!{n_%*-RgB~H8vLf4vbGl`K?2pf&Vuj zd_ct5P{tZyZaxLBhHapJ1G` zPIzdDzd@N}FgDiLd%TRlMqDvtg@$@m?+wOE9%CbINbZT|>+2Qg1*?;jpR4~FYJcq8 z3{S(o>SE$`4gbQu{pNTf+}NMmID&iXFg>Sxy-)8K{U-O?vEg@YY!b?$?71voV=QYK z3p-Bg+?DtjTQA}Ln4Ev=+$!`z$eLb%o%1)DTYKzGkRJKi8W)+vN_zFv26Hvu!}G|a z1HOIYS?I%2znJc$m=~Uxwa-W+{xjK!7?3C)hIkwG2N^#O?}@~ffUad;k|*TyT2B7L zs(siRr=Zn{RVi2NI4Lvq~2`++Inlbuw>w(+J~;;QLcPnsH!iN(2wo)1!PhinlS$4RJRiZl=4(<8BaV z$}l;MAH{OrAG_~HAKY`id^_~#+hI7(N(_%1m{ouL2a zGg~=CPVij*UEtX=m9KRdmT{)bpAGrz3O9Lw%JF&k{#kzFZ>oV=Q$6{j{ilSn#-^$L zWuyKzkLmmV=-XyL7H|J5zfvu>$@L}IBD@Z?!P9o`{ni=V-ygW8Kh(O_2X0M^{e5Fq zyVyo$tQGhDvptY=rT}(Cv$LB0ll@P0;^@TsL0d%)|M2 zs`@9s{ZYqr>^alpPvUN@jVs1ra{tqc9Zl}tKYpP;OZuf`Q{Pm&{wLyYsFTP`H&OXb z=Stt@+t6Iozf=nMCU zPgc6mzAtm%9=S6O{a?=isJu|A`(F>VoPJ^aL2O61{a?gb=y&wu_-{WjIWMFC&3uro z>%;9QUEj@t7smfv%XW#KHNWwQ%s&b{k9*%`cKnazl_3_z;zTiql*NfUf9<0DCa#5i zH=kgwE!WZ(MEGv@w-*Ljmi1ed2fyY*tzcWoT_gN8@U!t8?f)CLeDAR~H-OnWELa!H z->{kYE|$DZKF{;FU~%xf-C|7v>q9;Swo{RTYdiPv7S0>ue!g5q?2pRkI8^x$_6uI8 z4>m_$D?L*o^45c&N95p~;D@m9MSLyh!{==u1TF{X&fmBw(?vr@{?+@F6V2*j8m!W$c z`?LXmQ^rc6Y|{(2m;7_`bM-&P_V)wkgo^*uI z;5sd7yKJv$e`0^&9$ZXni%7ry>)QP3Yk%}X+BZc08piQa9vkDeQJjr%;dtH~<;BtS zW*_ao(YsT22OOiI3- zdr$7m#_#y{gIn&w)BEn)twG6u+pe9OC$Knu!17b(-UIsumoqm006a9q^4qRaot^t%^5eo8*txj+6vqa(hlDraYNXu+s?Wg zY_~9uCie|_b;y&m2zitDMmTVApY#_q^!<~kA=~ZG`dYCkMf>U(`d;?M*=hg9EyUgY z${naZ8pb>$#tZGQvM1IKYHe5d*^!?O{lhkE+$TBx16?>p{VRB~6x(0GX97Juli#1= zB6W(-t*X1m8b>X@#vP-P(g2-P%JN-FF8!$?v@L1%hi4KNWmv1ue(*+JQ|z%_g_^ z{2}!_2(Jy(9CK@NeXY-f`+esRh|hq&IPo2H6zg*w+3EMY+_8(L(ihqMx2mrW*H9+^ z%1B*a>k78|TYiIu79pH0ACbm7b`M9oWh)X#PPKfV(nZ9HB@NBzIGYy|b zaRV%0@Vq|l&Qp1shR^JudmZwZy7A@TS&cNfCb%14{&fX-j!5};AdSV^vhr^|?%#ti z|Dn2LT6XrqUjKi0aF1KP??){k%DAI)ug778<==2*YfSmKSMKrU3d_IY=(d>hZ!6m! zl*h{d!?A5K<&R0@%m2gi?NW9t|JKr7LH$_yH=f*qG+M{3&&?%2B90aDL+UGH`8Q$x zvAiq1Gp5~K{A1Y0L{^d8T*PuCALJqV;8@-{>)OBnbp@N!pZ<>ES$)3KAwMj)Z|8Vd zGg^*{MqY@uL*`A+xGXb_YWc_#jo7*9WAiShqigeD}*-qso4M5Lf&F!#aNWG9f5|yU&Yj@>$ah>U+%uv( z*;i%B{*$Qv+qtmZiOVnJ*Oy@YX>q2^?_>Lk{6C+5bI2`Pxi2gJr;TN|q+cLUU9$Jj zafJ4(q5hey{|nj|`#9O=M*kzv;`?{|ZT)XK>@&pIkn5%h{ZTP+H$_eOjg34vMTjqT z=;BGY9x(*u{bcC>TYccV`*ckKVo81EKKf##TfV(M==V~2|JH}){Er@wIYs{~ag*GB zsMP(B7k~#xn~m512ilKmpPq*QYcl^6<4IZj<2M!^fAHE={cn@W7d<2T#e9CcpQ`>* zxt16Gh>7*zWb(UiTy+(_D&k-|rJXc`yPjMz7ZGb}DR^hdrB99= za?YGXzIjIuNZy|<{{m@R1jjY#MEOn4~INvQ3;NGUKZ`OTDk$`c)&Livf8rM+qhn46)IJMQ){_SjmkcVb>_ zys_AGJ&T{4M(2*i;zT)SgKIK()VZvl3)hka_#Mu@VV9%sB*zD1QUrb<=r{gWUyJfo zn2*dbIO-QvPMUzX2KUg17WnS&fv+W!m;R1&+)##Mb1eQ;G<{A!eO(K${v|F&r2W;R zy|Rs)-%i_pX6>K64b$2F7#GLBvr6e>P6O)@jVndY8)6=?`M6TXi*pJbIrjY#cQg6~ zd^g~+`INYsZ60?6>W0C;^K|?^uqujO`2?|^ zHiKV=$A7~1_yJ-$F(%YAgjM@<{R=ED5 zK{pO=o9>=YiBl!G8$2)LTg~M6uiOu3T{hdFw2d_T->J$kZY{@pUGUx19ucmaX#1-M zx02}+@oA%N1>c$P|EDV7IPUGcP~Um#`p4uGdoz>oKh$B+Ssp*S5abg(%Qcv0)12)6 zj{;Y*kjg)u{r^H4|L|M0@t=KvLBAm5O4Yv?t~Ux#S+en8G{)3q-#>9T|B8Pxe+WL+ z1I$gf^#5%1zuD^l64k$q@uzwGKhgWo$;WrFKoqumM>#s#x$Z0pLmrwfBjqc=09M=b>{ay@EGb-P<#q) z*Khv%AKe@O@Q>~-rbGJmhqrh?J+T!9t%W;d^j}$Lb#OoPdjn~{*}nmP4wb{_A`Xbx?0NajtM{x2&%FBX=%*-bJ05eL zX};dMPM%f$e6Z7Z7NI=ICsO{EJHCzhRJ8nW{)S}^%fDjVH=4%#3t9eO{`Pk<4d|08fx(ekg_{GHf8O#hd{FaN9m?+@u|EFudz&oX1Ld(QD_~#G)5L5m|Uw@8#^t!$O-+%l8@?jlm z`9J>ZGymR+MWN5M2yvf25?S{CKl*Y>+|^c|Na-BNE=f*^qCa9_dokY zWw9M1-MdTv=*zBh`0O7pTa5boja$BXbs*o$6fM8id$=bjQf&DtJ1XDG6Z+J`x{9_x zO&69wQ~8XeQv>cBd;ipjCwoez%vS$FTaCQ`Y{{SP@+Xo{|4uM2@be$R9!#VCciE4v zg5_GZe*iXn+UK!Nll^^LJ@7WPH+nniWcEkHXT^{Ih}$uHspXN5{gv^|f_jdde-L{U z-~OtuqMb(cPj38k&QXVIJ!WSAN>=~Dd9;6GwWK|!(fDO-A)^l0$KM{9BKXQEg zi@txs-9Q)2xBfR#{}ZqOqW$m5rgB#zyfz+pL+nkkRk@>0CBkbZoLm|B|JED?-UgVd zx8M8F{c-s=w_+FKtjPNNod0XK{C~18J|> z=m6hMM2@ssIo9z<;490(|CWk;!Cu6bKU@C4smebLj=0;yql&vhokaVeLs$nu95?3* zQhyjb#=Msl^>4EB3+@IOm2(njid;5Ffi=1A+DAI29T2Bz@t3yj+6LRZ$F(30u{qTL z)E_Ok+7)}#-3(3}<*u=HvWsvJxp0WfVN9oHq^&^QMb^JyU?5*(Sn2v&rYBdv-7kCK zWB80$e;ULXyF`4rY?sBo6#-w(m#Y!S3ikhYA3LfZ95sqfqR&^yDutK9F#w-P|ImQz z9~~6#9^!#mF5Q;6<*UDPr-0)jmrnn^0au4L$$MK4Nm_aW`X?tpSN~INe->v-u`z~wVPC5_oIqCv*vAlmqvMKj4#_@Rb+X8uEQhVjRrXwy#`ugdYFFGKQ=j8^+q5M4Kmp1R`3a-4=tFRc;7C4oaVDQMg9b)7rzPjy2&}F^T%=z?GHF7zE0@0F~)%*Mh3sd zw}id<8ZSoIwRMZ&PLa-2YxDlUi~+Ejq9g*o%iSDzg+cC>_~%g--wL{ z->h$=!tunmisN+J|1daUrn~(GxEnkhW114Ee2geqFN`CYDX^Be}{rqk!< zmGs1}Jb5@0;Ad8@SuHs7*3LGOMR`pfE$-m4LgAXJK3yaEJbwzj&iz}0*Lm*ca@^eA zecAnq7#`%yjn@>L<2iAVrl&{aOx?dfEHR~sv-uwUI~=1A4&4yGo5tQ|Z%?QK)@NAG z)nB|IX^882{tS5|{?ttNKm9`35Q&eSgucle;^yNR~H zntqS7@!yunli%9^Pep#fug&Mj_nM9JOUxI-${v|)%MB~2;X+p; zU>R`Ejs+7C!86z~(=d)ns{N0&H9xPQ-!B{Tqdp5hx8^xB<(K$59Lr76|I){5_P-sc zd$dloSpTzGerqF!8JX$&pUd(k_7vkQp}hyO)$E&k$=-h=``4bjt77Msb*j@~e`k!T z*D)tsd-Q(r{fVq;u)lAqtAl+rYHKumXY^cXf6WtKn#A+JOzp4CbF%S|;WDWU_&Zn^ zkOlpdt@-C{=>LlT8d<|{`i|U1)@Efd^%Jq>dL0(kzv+~}1l-BuH#48mB<+87e!qMB z-H+V2g~J}RF*W}a<4g$$mDwZ`y#I2K;gvoX{TADd)lXFa&u9H}tfLe*F^wfvB=Myf zZz|-zIS$@F^M8=rN_?N}Kg>rrf&WkOHlE++%kA!~o$VeomGl42rvGyTVj3p$e-(82 z7?;x4b^KdMK9w~6U#a+?$Z0dt_?x_ChT)tJ`H9NU=a%zSJaO+$KufZvixepi^EB`^XVLpF1(r6wkpXZKsp$rN9znnMjJAA;kfiqv8 z3uS5qUg#`vJ%ZVROk!?&VAmw(rT|zS^9Kj{Mf|^$wSVFlXY>1)F<=gVk=FP_IBEP? zC4Kyh@yvvH7#oKxc8KSxQ$04`^ec`9A7fZ~VqW>)Ld1#zK;}rh4Z1V3a^ za`I#Ac^=jOD8_le{PjP%3+GRvZLp2SzJJENFb){8F?h^ay6yieI35K5C2er}+8^bd z_TOJMu-b;R5pJ6Z{-%OBoUR(Dd?PP@f8D^{5NE^qQN(s{L|mpv;D8~vh3)@O&lTT7 z+>PR2ESA$xZX8@V#Mc-uhxgalp9ek$*cEW%JbU_3cxM>@$?)milgCky70do9xN5%J zuwG;`ug8x@{qHBjYeSAo!TSIcW4Igc`D~P53Jx6RN#2@=j~}=;VA~l}Y6u)Rd-m@W zE}JtK&dKq$(HpJ`oHw!&>{{`S8d*=@ygyS;NeH??O zrvFC3bCl@&<2mbphQS|~?E8~AeMp8{wUvJ>f?{-_eUS9_{HcmkgdeyJ3{7)@LdP(Gkf3Pe5ikZC*ik3 z``B5xx0XCKY6G7R`}?9b$K6~1_^#OV1ABZ#p2-eu>=Cp>}cM`F2PC@^qI{sAqlD_}hmQVdd%xLia*tZFN z#~3FKgO_}p&Hnf&8fPk%_V?L_3isjX-)GJLv9au?;BFGNKfX)8n@Y5kRP=vPe@Xg3 z9gjqH^W4#YMVBf(2Q=bI0e@4}6ms2=17~m3A-Ao*$O+~q4gcGhKQ_C6@%%O`cejWB zz-j7##J5PlSkC__bshBgkvd`B&@Z;Fp*ZkiY5%Iet%A-IetfHAVUB+#<`ex~Df+)s z?f(l9XJMl8ANg=X|6KOvn-4Eqe(?ha_zA__q@#Z%Px|`2k8vXZTQd2D;JWF%IVk;a zs`HP1tp$)tA0wW5it_V2h`WL91^5!;Vj6BJ?nW>xYzN4HUnTm49lOB&GAP&^#^PVc=$5f6)o11Cp1YIA*nVnZ2>ZbKQ)B_vVh;Kw;;%`0PZxi1RSm4W_-FRhfUx&$2G;x zD9(a;2AnpA8{z$uM^64it^bkR{qFTQe&y=V)g*oY^xs{$b`kS!v`@Bs+F;UX{}-_) zKfr*|Pfy&&G_^nFy9vJ|#odta2664keFLnGoC5}jeBa5wKjLm4AXZdIcRR2rOWkJR zZhi)ChWHnL6N0P3v0+x|_@{L9$bJ-2erDv9Ab_TVSPm3rbB>q#&&;HWup zh_PIk3MPlxn3m2~!TAX14e&mjw{JnLDR9yZUX_?s&z?RI`HHCl-Uo50$anJ`c|Co6 zSL&7ZZ1OD@)upx;!Pc~1?R0&&`UO{W7I+)tc6RU2bHhK4NUW(L+xys4D^{-*`NPBD z*?Be&JkjWk_CJg>#kIovj=0aP{Y|C+%|w1xFJmYw-e#iq$27^>pV%r{-Z@%+a&ee$ z;6A5+e0)ag>J;>^#1RU{1?;b4^*`hBN&V*Zuk<clmZ9Jz9(+Solod0TCkFlW-GDyR;^qW~){Y{Ju zH?Et{^!p>{jr!$0#)mRQZtC*o*?5m%Lo=1~A89$_3iH2p1xtSC3Sa*lcjPbsgFEqO z|JEIU^}lr|U;S^~3GBI@{Imbgo%pN2a3|mVzg^Mie{f~H*SZ?aJ(A7;>#_cb^*tT+ zpUv`1o0!G=&&i+N_CH>ImwExBHp91(EU$nzcZhtMm0zHy}{V`sCCib69`~O7cpKkdj!V5>8Mtx>F zEmr?j!)|mQYcHqE{%dijQuRN5xNNigY(ug7kOaHI_DsxLX8xxw<-Ksnwtb%Z1H}5p4$vgvSj|RJ*@{7V-`35B>qKl1(Wx`Q}sW^kH1x}`rC+?n9To{j(n!g zw*N01^0{t5lktDl&l%!6HKXpM2mxS^c>@+p%ut4P}fkKL1`|cBaz) zh+WL#AJ8uu4kXasFAM&|k5!1NLD`kZhUa)3j$!PWZAG|63>yKs6>2}MIw$OZRe$r^jzA}wexh#D-k1IJ*q+C*I@y-5x|NtAuV;hu89tNefe&gsB)a{G z*dxuphgegCh&2Vin}ORm#g`G_YsjtPeWP51ESLldgpRM>I`n(m}!EcQ?H*)-pKUSO!<3y2zX7jc!z_%!u z4BNf(%7AyKtW2;e67T7`^2{*S)7XQ1ZteOF!i7_cI8BDNc{a}YRKVomI=N`RTD?lJ zG{oyXMQo~3;Acj`voivG&bg*~xu5tP-edClTjE=RM~8BW2O^%w+8^aJ&B>Ayx&K02 zli+Gv!FO}M=b~b4z-Pl4uZxx}c8#rv3 z@6WxpznuOtY%KNxUiQWQj~KxaYa71*+am)x{fqXbJTCKh{Bh_Y_-@{NKW+UtG>RCH z#JP%}gt|#L?ejwYJJI*YIFS;MDT0r+e60VB*MF3E@m7nwc(XMae@^uMD-LpE{U61L zq#|GOXW{raCqMc7&(%N1Zqq#fnyvP?r|cl`@V|DI-O8I{->hJ8(is1ccO}MO-bJ5c zWFyu_jw9SMz*fZ1f9)PwXUgGH`qMB<`wK;`8R^KDaEz2Kl|?m zgF_sSU~qViXcO3Gw!hJrRi8Cm^*`0}&vyOC%imtU z$89*WHRblV(8@p4?LWT$vn~Gw{7u>~gyY|GeD}0bE)@GaeY&aIAEWk9;i%yl(2xI) zV~rwhtY&Amb&iwSU%6)9^00lh|B0`E8MAr&<80|avwzN{{HU&+sQ)DofsVzeXZ%sp zc`0T8)3=3p-P?co(0#qHC&o`T75~$&$_FWp|4Vx+C)NM+wf{Xyt{cXdBHjjAn_^&X zl<%g>6*Qd?o|_HDgBkn(KKx>{Te7}b{DX>-GG7n;Ex4mda4Sq&$Q8 znqEHnj4d^h|B1MpWaD4C&#)2VQ&K;f^~pba|5rNwKRL}N>VG(1&jXK3s{Ow{i#^xG z{;#P13F;(Lu1xe#HsrIsdrB%5`m<|tKhDX$UeB41vwZwDZM?9<|4vkXi7#b%n=Wsw6Wd~uJBL_PLqntP>a81UGXpo9&0)FcTvgY| zTG`aDCfEGDnPpB^e!U;}2Kj0|am}*gW0b?jurg!OSOo!&Mlmz8Hr$`1FH~_M%5O6! zYw^7=ix>-^5Ah<*`;lRD4675#+weAm%gMi16J2dn2)Z{P)^% zyUh(CHdTE4C$|f+D~#jBI8mFoZI)wl*07!|R+Pk<0)8g{-~nJ^N(2wHYxi#V+45zA z*CA$xcp2tJY|InMcih!CoR@q{E6RkQhFF=WPwu;$$os~F+ls#d2IsToU&uBNOb+vS zHml@@fhWNYbYX4!3GxmkFacMhC zr~OT}|7CxzeRk^dPa(b;Id81p*`DpMyxU{IfX%7y1MbG_zhwP?Ci2ZzskXsT4`rf% zD4#m01HSk~_0O17)Ajzte5sojrv4j7EGdqE?ET*uzNYn=)4!2+H9y}!<4nC9jWd;k z{u}U^QR(lfS10IygcAvQhTlmz{(ErurXx=sWA#zT@jE4Fo%UrmMh(Z`*8bwhpA*Sv z-)fuQ&%V;~4*MPJhcfMd^qEudf3w~H<>b#V{kss}|Kal|+|t!6T$NxnGOz#AUc}0P zy_)uCu9@W;MZwwNx8QNQ6+d%?$4rxC{!5-1S##^t(Jv4^7XKRO%CwD3-o=PlQl@hQ z>nAdp|0+KX=i=$hk3LJfo zV_i?S>whZc53pK%r+$mR?^NFZbjV-6c{SD(|Fb*Hw(8rWwmr7r*!DLa@=exkm46}1 zkB)yi{$Mq0Vg8kv<&)RlRuy4 z-Mf+DK_6LnKrG6s8&xrphvH$7I?HAm8i&hAJBS>q$r40N} zJ5KkwD~RRNb*s6jn1=uF z^Npw62TQ-jntbmo%=!P+$2tT4SNi!G8*F{ap!=b^-7&_^MEh}Dy9{HeY#!?Gmy zf2Hbwvi?7aw;txU%s z6UqOfx=s7hT>m#?{a*~ma<=u4*O`fMGki|!N5$A+{Nr_l;6-gr#5D4o_!^rhyoe!D zOa;>*y|p!eZ!*1|lb@^qY_>n*ZX|9L`fuq|fuUjFD4W;YhI=%Q8}5n0ze zkL8@{G|P+pG2vQ^!2a%S^IVT>c6-hZr$fH#yU25~4BR9pXKeWy!!xu$LXXp48R+g3 zcME(s-JFjIzm3Nmh)t1p(a;BB^S)s3uT4~bo!@$2gu%i80O~j*sy#4^pPB|TfZKB zGE3d?@J;a5AcoVEpQNtHQ&4}s$=xCE4Yq^F4oki@^|kIEa5>MOJ#v4N_*Rs=#LIXB zJkK4uzxP^)>%To9yfsHoD(^zY05-_Md2LGuZzI{dxxS4S&NtYJkNdw~57{ zA_k}CO8DI*>;I=BKO6do@)bLG(_Kc4vU>1q$Jak`Ic&H3tw(f<*CDg@{Tm)(uFGdX z$@hN^n447kU-my%HtS!l{|fYcB+Xnef1>`E&n#t}$K#JXz_i}F-kp~IYbWO#wgJT0 zBOemC5#VQt&mxXys^dSlHEz^@eYbmDEBe@0#2G(7*eLz0^s$lg=UnK2X^7lB@rDH~wJzC-#Ln8^glH%xM{W3DYk2p{<*F>%B5pW`6V+ zV1Ke(aW~e7WHSFHw}3voa_OWa-<~7g@)vAa?2ZfGhCDU@#*xdW?tgjBwE|1i1#C^% zU;l;TZTz0+F7tQHHO1rD`F7k(ybkk{SX9K|{6}DNHm{H|Zu7NHsk1%jn#4AEu=!N* zZf3gt@=k+xVQpvT>VG2n`Hh9{^|yZIR_|S}^)o^H%k=$EB!4E_-^(Un`9l=5%RYiW zGU9G*P3wHOe{b=)8}(l$w?8Jbe=8QGRE&uq9Gl%L0$>Yq%?AC*shQ99$_-@W&)Td{3TFgCO~3EyER`j_RN&GIi) z`PtAF{9Qfz-goGH_- zhDD)%C1;IbXcSwc_?uYVis^ff6HF)BUam1;=7Ejzr8wW9Ux}RHjODCxnIaeyKR-DM z9@T8im$3|RSp`it%V5jbbY!B6vS{DFJ^>@n~%k8yk#yfTV!A%^DZle+4y(??9pBKGoI@y;$cbt$oFDzqu2@RE;qOq#FV;xqu1U3X;^+Y4|KSy)-!^;sc1dz zn)^Fk@9lo@-i!$M&EU`t#G7hz7h04Xhq0!H5PPcQTDQA7GU#!8Gt>Urb{Y_$%=*7z z58WZQtw`UPto`wx*llwCldS)ps{G>C3ik_eN*$~{invoXh&y#k@HdQgCN?^+|E5d6 z)*yYIkChx+3|HQZ{_9mx)0^Murx;v2`t5Nnmf84&-=Epe z)0HpfOQZZpPVIGtum82+V#sY%^B?{P*Zf!Dw28sf5OWjZx5010*2L@$hoe{=-rq@V z4%2`a=MwT{-WrPv*q*=rE7#mu>kc)ahW*fNjbmZCQ3icCe21ymf4b$*_WPeM`AfcA z;ePwhJ6b;zw7=<+AG`y;mz;e69?&kO|A=Dw{5hPTsQ;<%!#pU^vFF5YxDI>-w$4>; z?X(GJ&;Gl3LycQ?;D*}Xr`i5azME9+k77fOv%luG6^KnVxCVRWf%cK*#~63)i;5Um>Y|S? z~=rhGzaBsgohJe>N zhD@OU4383>e@*B3Q~Ek$NWA`iS>@ZB0o$Iy-_wnW+~Wh+LksYcgwy)&>8s7*e$ zTrx+YA2nu6z5JSIbnV1h`0EWDpxhzBvG?c68fZyl{-WqUf+>)-~-y)7Ng?H`aE^C!=lD+Ku-q&qDhf8NDj;HG;kdeGG9e zleK^1V~B@&296oxTb==T!(;N`uxyIExd*I`#*i{z8{%widk##^IO0D&elXc+#7MN_}xm}O&f7HYD=hWIqe$zE`jqvu{T5afxiLH zW*B?@J>ohCyWRQjM%M?t;Y_rD@;O+1Ft#PxXzL?Z(_>R=?Y!TMKPPf-I{M$K$}euI zbgz5dO~7}9I8#BJWclLDV8^pqe&MCwNyI>s!Aj`xnRm>_>9) zW5@rw`k&wWf415``DSPjrf-Zq9Wt-Q+*ZzU@6U05E9?B_oVWKUnE%oTV15A0!{Sy& z&+{6$iav~SWF9=V`ELb$VJ0sshrcJ1Z_klR`3v&D0sqXaf`wsRsK)>O&qH1tA4`h( z8sWO}7#jW-JdNRUC}HZ@^{zeyMOukBbRsnP}bgmI`Yjgmd*C}GRr@A<$^oi&pzUu#F!#Z zC9s!IgZ+E;f$K6KTecnCQZr=#-QGaE=H&Lr$?UK68%En-0eo?^S=L>tcW3)qkMXug z9#5_RUC84PU|7X>{9{2nAK6Gmj-$grCzeuM3 zkL{nAK)*&+)U*2S+ni`OQ-yaJ4y{eI6qnfV?cfCmtUAm0x!GGFG+d#=mt z&L_`l2@O}8!^K;Jq3&`cc$U-Rak67A<$sB~)>_eF5p>}XUr^Ei1%J9+QwTg@RKY!zb;$XV?pZVdh2H#}1!LG8) zSH6(`zN@!jlmBtJF!Tt&$Dslo%~!|3-^4NOU=ul;`=R#=!dyWZ{T}NXdydz?)&EL_ z+kN_8^6X^CKkLUcW2o~O(=h+c>HB7A{+Z0DpGE#bX);cO^#Ty`ah{7@Epci z`MoUL;dN+?72A}>>0wlKfb9vAmOaqE!ClwLh+5**9mo7%{P$C#2s> z7}pxv8rtBCoQm@{HjdyrpHsga*N|jy8jQ=)b+I_+U&`#qVjmszcJ|-gPq&}j$l%e| z+pdEocOxHAPbptxB;$zlpx`VKl@ic%P>hCI-i>U_i5!HXgL`E(_jBI zY^mNAXyfM4`RY*BeO&vY`Qu-q{{Ly^PiFj~Eh`&4a{K?0t3%=PmEmyV(m-wzmw_z(($I0 z|5E+W&H2av=sSaZ*IdI&x23ghv`Hab9d<4*$Jf1n)Veoa|GK`Hd&qk_?Hf z%^K%y5*s(smJPWZ`I|BuIL_L1fWr}^<2+9ENo8^US+sp)^4GkyRNskluh8;5`SLF| z|5k5l9gepDq4cP26j%Qx`6yGqL$mb$&35@$KqpTK~zn`i7_hr!A=j@|uFV*%@i`jpr{RMkB$A154>xOn&s!;Z{15ld(6yATP z-5QqFX#F4ed)X#udj3N{Q^n|?7A`Ljzj||JY6r^oBCf}B9Ts(mb zTk(0XAB&j(vQI9g|0-7hMET?<@jQLfIDh}9{e|Cs1P z8(Q&ws&O&RvYF#$$}#^0n3`7Xsdf)vP`r%08-B>!5I1eY>^Qeq%+0x>F2%+B{yU}f z(|T4s4ffy94mN9_hOAH}xES&-&b6FH+V>qU3p>hog}pd3ea_-A+#&RJ%sZKwQ;B#0rG@`r$j|>d_$_Zoc+1Z|lv`&wccn|^ zei|}PG}VXdGhLy&zB`<584x>jVaWIyvNoHmjh|`kc?dnk!*Cqo_^Z*e%l@C?wXSfq zwmTfI?U&t~O~>xWzA4j(MyA5`{bHt1E6GP6Ki2$1Hc`?rW+R3FjfqLe z2OBGFUc`FFZ!dnCvC`_;o~2Erq&}j2J)?7PCkRuLZ*xO0qoh1a<xxt@+m$hUmi7@0Ce#pR#&`+Ob2qmBC*|8ZU`?k3%bRUVMX zYNS7__qF{-3Ei>N+&|p1|B7<#2E=Jk z!sTj_T#*5z&Y&u_J@6M|4KG)_Ws^)g_<9J z-)z;8i%FQ8jIA2K7P*;(#UY2Id(Pk3^BsQ8c^q;#33J2q^nW#EyWc5iZ(PqXTKVtm zu9WXD+%`@JUVh z(T{%;KG=CZ(fQ8Q{`<#=+a|UDx&=NSo~HjJUs49UE#z>t?i^+Rb+rC>qT>(e9A5v= z>ii?&Qb!s8$f3wTx%21xmS_6+A7t;Q2>r*)3qJ}AKRP%i`lq$Wx-piVgMTUbH3xIk z?|!6cCU$|F$+&N5(Vi zE5@1sOlJJ~^3++=(PbE}XHoyTw(dX}2P^74T74NdHxg{%I=Y zyUj|@|F(nQ*#Q4Ou0K;6sFTyrbbGuu6Z*em@^5x|(sbD~ss2&EC(w>ZoBy7?cqR

r;jD_C}c}soj)&ZFWU_^<`Ni_4wZw;ug;$zUR^LhwDyCgfeo3{xR=8kK__YUWG;mjt3Q_fw-&z>n%i1K*TDI30AsD< zM%mNflG(YrBo5})1@jdDDX=VzgMOGQz!34AY!KzTd>&uJ|5p|)&~e48Pn15|wW$Yt zL$;P_yNJEk?vV>&)%rE|JfC467Fs^|T=#H~%7S)rShg$&%4B+$ulz*k{O|3DNB(F2 zDW7qWD>{FrSKM;X5bW{ep68!z4#ShRu8jFnxide?6Y{Nd%m0EmUJqOM9F)x)+OIhX zA5tIhziqZ~VC%-qA)9}Dp5-w=EclyFr3ANQ4K##xXdF}~AT99w6YjNG^~GE4F!cj9Hr zqjR#cz4`xA`6umfZS4V#73}}LFST)IQ}_(yhFvpuM&DtGbBSz9WN5_UMD9gAEuV}3 z`Fv_ehK!4iq4Y0h{@i`P(~ilSPV1QX4MJx9CmUx;+|B}}@`{yjd9>#&eG|`r!pdV! z=5re!WjmYeuecsDoowbm_V%^rO!oHEd*kIlH!h2ZYh>eYzzJZS^l$h5J80tv$Ph%v z2IHVHA+$-6%j2Z12$>w`bNFohQAZZf?gmE^`*NE34Z)4B6e`|(Qzc7XU&oCG**+9$m|D*MP>;rA@4tg`sw;wf@q*G786^`Q%4@bW;Y?mi9XhTM(YyfHi6UjFns#kN|Q)hdlYrSbRqpMPxM zwkf>yiS9@0LpZ&7+o3qpZsGpBxLel5YVEtAE7Gsv=nRMH8OQ|CW&*D39@e zq&}qFrcLxU`IWM;3Cjca#%~DJpVIM|6`SZNxr>{)A|0*cKMSB%isSad$X_0Y>O~``T6Jf z`r>Z5*R8$W>D&K)^Rs5@jo#Zd5ILWj+kYo_!~Mx(_FriWf%~sn{cQIAAFcl#um0%= zV>0Vc)?t31p1Wq{+`;Az`Sq`GJ|4vN`E0KL`OSYac5#eL#xENav*RDzb1tvsbENz= z`_$yWyrU^s=Tt!d^Zxdc@DH$+vUn41Hu*aPoya8gAD>hXhAr?rPR>X^q+#!-R<>@K zKkiLr=7L^_enefC!>(0YesgR5q0J-9V}4zxdEQXdH*NYS`kH!~zNS!zlhyypM_AH+ zr?>pq9__ZYy1vaB9RELw_GfvYeEzfT|C2-TCx!l%{U(|9oo(>%7xiCcZOn$sljBd? zexH2*N1K1K|2TwqrV4T-GowFqy;&js6MZUdZ{J&V|1*~Sqz}u~zijXz|Hjv_EGDl1 z%Gzpiecw##-zc9Pk>x$M>DW*EoW2&{p$^>{5qCpAWtX^{;m~{YqWl~&-R$Sdf*5x* zU)&8joO9RC=jcB<*18X>GCdr`iw|v#d2`5uobue^Y z?2+vl`Ex?qlXqn}rh{w_*^yTeKW)J9+M(X#`Y~PNZjhICo4=5~8?rh49X(TxYwIOv z!JDre4}|ayuoKTX_*3=3O{!V58H`nBgk&$hh$i-yNZ9H^d#yAhlpREnl@6)yrIUBG4 zXlv+0`iSCn{YQA(#_@XyYm82OHY3wGS(90kZ{_6WAZAJ9d#U`L@!~PR{jHU~8=Hfe zJvsEH7|+DpXpVq;JmRM@nygK7-TGb4Cp3?-@!P^X3*%wzIUna~>n717(%wtvJJVwW zu49CK7|h+1?H4Tf08_4PY6*yR*G{%Lmi1H750@ z%%|2PnQwz9kpF6xjXirzc5>|eDs1UxbvC9Kbw+?}40srfnLLWM`No+LV{zQS23d;R z45zTTCx225W9PC{!gGwRNf@4!>CrJg&*4o<^5<;%UmfZVKl;x<4Yena8i(?n*MD2| zXVeFKh;zC9JAdQ-kFzqeQPW^{Zg`EhZe+tIvNa9x8Pzk;u6KH9s3+RQL3r4=DbLu& z(Q}c%Y3Od4^7sD?d}HPJ|D*MP$=;s!>+E|o^|ksx{r&HYBLD2=dK(Ke{r{~S7sK_D zesDLv#@^s~Ww0+)pNHRHF*nC?JgW1f7kpnf9sfq~?MZ3;;kZd&vo!v`Nb`^F+ct-v z|MKNI)&6A{j{Rz8{`sQxf2HwHCm>%s z*|--^9XHprdvM$(j)uB__Y;L9?n$4kdw!kQo?QPbY>dm!`MkxyAFPk*vC{Eh{Ya7P z|MA{G+PoP{e!`kW+w|I>M_N7q71;mw{fC3QjJetSz26G;e*xwO+>85#a$iz9lBY?S z8ZtIyXpED|+N;SjJ3J?EV>WP%vC%ciFdI23hhyRo3~i=Wzd;%L}}eY=ef zN5ht;Oa?>JQX%zPjchg zBPf$2VcnUEum<0euR*!3fjt|3Q?CE07r*Y`nN$CBrmsnMo0{QwsJzSOjZ;1U@cx&q z+K%@93Fk7F{^=|FQsBEX4fF5p_)mK#8=AL9ecHtIU&au*ZZGQnTn9+~Aa#h;sp-f2 zY5cMYL*3g`=-()RLko0pL=lwBj3I$~)C^I=r&bZN4l3V`F}-s^NpGroUG5-98L?p8@FIoT>36?e&mH zS-0s6y9fDXUCc($ys!jpjq^bAEd{x}PmYKAuQpkzEakZBjI58b#^(4~#c|ab9SfW7t1ElpV~UJC85D6SzE;70Tyo9%8{^FBzi9}Z zeO+&p#_^|-?`hFDCCG=Rv$*_|x!KVUf1BFB;`|7EIymQC$vIo@C-{$ftX7^ zInn&HTucug%Z%}AjdwEiVcbqxo5;x|y3y4Bim@`#@!e#Y%l1t*!$oe!Z4ac(j6Z97 z!IZ7Rbuc*=&h6*;|B`%hO3z98UxWP$`oO6@bu7bHJm2--G1wB?F=tQTskz(!M_^N= zb+FBRL`81qK)ulU(5c`&;2+P{jbY<-sSr^qq@%P|H;O?T&ma+D~$mdf>$T+g! z>wjDUJuUYzpX2@Sj}MujsjRM2`<2|M^nFd8IPp`iFWq9rV?a8|`8U4p6l~;1!KhJ+{e}l$J&Nq^8 zN^w5g{Nn&vJL$-iHaUL#n{4^}yO6f^wEs!36(>JCj%LeW^;2N|v$NrxI4A1e{O5gD zvE@&G$JoTQ{@?s?Nm#jco%T;Sj?-`VWaeKJ&A;C1*oS!C`*Et|e7U5IRQJ@%24Hsnr@Tgv!}`l7#~;r-j}yuNu=G~V;!%>m9BfLy{%I5Z zKzQ6U)&8l=nuz|($DrBLzqx$s;R^M?s-xJ?h`YHx9L}`X!)}WCnd*nFn+y0(kZcgk zpF9hhmy_Ub7>2fA=o^VF3d@E3&=*ZxLgP@YI2786p?#Je2)FNW8JLiH;TUYqkU!~y zjU0y6b9mP6!;o2d>%DiwG91aLwDpp+xrF|*R`u=S)@|CLxL2*CFQ|F4!9!a*mJkH4ZGtx3=Ezj-*T#@PQI6x!xxlz9X!{M@Xp>a|1022sGvahQLWt^7>kUUh#R@^m`%-5i#U z8$L^aQoZD7z{_-A0)G>^8QQwxecHm|wJkNq-H@xHe<}Ksa>hnSTt9c|acI2o5Z@Eu z3mcE#39HKQM20$7|LuLV^O7b0qPYGyx7?U2(YwFpk zzrs1cIj3GPwL_4`WpSDx1nEJ+zq*`~e3r%YRsL5acXRqAxEr+-wyCuK`TaY8$-U!+lJZ;rt5x#!hAZ*TL3}_Bmqz z#y)ba{!cd1VxO3d88g`bz9{nBvGyFV|Gx=l>N;)Tpx?MS*cm!6Hir`zP9{F5G~OlO zw?|G2bvFY4H8!4<#-Gyo`(n&LXzxaTrsmlE%jWCp{PRWW|3;gCm+}u@p)~$#eKr^7 zAJQvgy(*h0agW;f`MHkW#d}!a%JvO)3=E_7ZmQEAYyF$(E#fnY9Q-%FWop;I+4qk= zEyj{>`ju3t!n9TO9+m#k-|xMD{eOyUss7>jqMaG?Gr2sCvoo?|6K&l1HRETT!Erk| zZUe`;8s~Np?|(?|k>in#8^{x<1J)+T7ggkWs(<)>a6#V*yZ-k-$KFG_|3J1OJIC@o z(FcszA;0TZIk28tx2j*eHr@4KsQjl|{^y6k3_tquPr{ok7w6{F+v9Vd|B1H$sV@IQ z^38u6eYS9KZ~XWF2-q8EO1%G}znd3f|C{z2v@a?BR`$Ea_-!EeF290~mivEXZ?f+{ z_aqCIzn9@e-aqFg$69|El3(6UhSBQS`ybUi>%PePpRM&j8KS8e|7a`4{B^}Vd)}ug z|EmrTkE#E7=~oNGTc5)&PNGAanEvULiYxFfg|>x0Guw99e#)SewR-hB9)12t+d+Ij z8^>H3e~M}UdN*hjC(eKAb4q;_*+A&%CQ|-88#?uVsBE?0Z{@pw-^MV1(c8)Xf79i2 zp=WR)G!JyZ_ZRKiq~rfozW>uP|I6=xXsgF`SHKJaU^Hm&hCZH}THt#LdoFJGh3Dc~5Jq-ncn|t9 z&;QPI`^2?~C)o@(X5swM0{={{_*RwievWIrM=oajxwQSs77VV-zZ1e$R#z$f-b%#B z@L*Qt2MXui!#%pUc=?C0xdWRuV0*}^kb$9X7;!fUCwn)LzYW}t{9fVOR!POpV6}?j}B?v`1Mw$90y8 zn4ZYte2(|e<$M0=Q;ITc&|i`z8u)rdex>;A);*PGvj(z-{=|72 zj-|4flkhR9Pui*Be{uNfc&q;$dwJhk8;!?4#>D*Sd5a^*mzVO2u#wA=?2`Oa`DfZt zYP)IT?T_m_=WjWl8Dqn7m#j==TQm-nq2Z5QOD0@=hS$Zi#C0OWe8%Va-{ax)I_I^G zVSi^8e8e`IJ{5CJvpt))9*^Hh&=z$S{Mb*We2+^CKF;36=-iLJr$ zwiukq&d^RlyeB;;#!owv8Hwk(e>cn1WW)1bltmq^+avI6CHW{raw)OQSk`m7{BK_C z4{JYL9nN<)C3jfY(5?+^(@f<3Ki+mizNnnP;gNQ3 zcocgByEp1*rl|iRf06Wcnf^byhW<3a|I_zJWOQObYkMKq@9LYZY3_etB>7}K{aqie z|G#zfQn+@Nwr?)L2UTQnuvaty4yU%S4)y!w_}6}=ZItl`W6bTLaQD_wxOaO*=l5=1 zNyevp-|+lOxQF|9Zw&|jKiqiJ*irPu_xS8LL*YK3<^5YDx_0k2&UMY=zVr2!jQsc< z!^2MPy*tB_PdUb|a;!zVAoKp6YvJL&ufwDJ--L(vZ{hqVu30+uUS#@zKCiSOKFUty zGhW1(KmIbk%=^8&SJUwP?_&$gB$ms4gffoGZ5M-Og=$M`*Za63FezIjb?#JNMM|1ZA(C)0YV|6Hv1C+lBr zf^{A1TkQkqXm=C7sxw>19v`etU=KQGew%el?d&VT4Hg6mlQ;`-IT zM^CSto-FEf7}mo{ClJGF-J84q)t)!PPui?me>&ywZa)xy z_VO>nFaG7#QQO~i$}gtyr!3|3};Z+YkF8-cLDq^StlBFE76cKQnP} zwu$?uwwLOAmfUOI*t#PrPxW(g|8c6@AK3%$zZP15^V><&ai;s9F5m1LMVs7nX#Fid zkz<_3ucsgX*nZ_(5oIu$_RnWVEB_tfGz#tizq8?7_=jJ<0=?5WkpY>Q{^_&hUE}7T z-d%RhSgkCy-Pb4_6fY~SoWdoJuk9ql;VsdLuXPM+hQ z&i%ixk+~_X|EN571iq&JDeP-78&sVC)ebZSev3Rjd`%3_*@0&09uC_3$TC;^wRZfh zmp^?^eR;Yed|6wM-`V810oOL*zkaZB^Cf;93!Iy=e(%Zor#KS$A)@|i6Z|%b(cm03 zDU)=b%Q)=EcRjs6RqwyIf7&SOyxbRcV(iaNm&T)|Z+hh`kK^QjhnOWBZxX%TDC3Xm z`&{qmM>0Bmeti93Hvc@IsQyvkzjH1d>(BLXKK`)%H(Y5B!`O?fZ9OZFWoP+baW{?4 zO=3tAegu10WJ1VsB-{=5SuBkk!;$_IU_{K847rsh%RVq$Gk8w6X~4*cWx;>0MLhrH zPRN;%fgwjjc?;fnJ-iJcRnDu3O+h%fokM#wOas{&ritO`3(Gha<8EGqUncW2Wqgq2 zAbmU@J9Auo&C2y_^q=xg#-;Gpt}RLj^FV)8^gZSBFJk|Zwr$88Rb#x*vPQ<#WH=tk z@_1!02hXtVm{0wOOzMA?E}VP*X;X*SYQXg{KmA`vdp9VXZF{QZN6LImfx7`m)6sVu zc7hg*>1pg5mc5&e$L@fu0b7In>)4Jg-_yX|3XU=P?a;EW_0>|MF9nl#|DcV_Xln$qqp-D?|O4bYM8T-o|ud_|I!u zJzqR`KL=*B#ls;U=XNlLCc42)yeVTs-4T8WSCao?l>ZsnCSiLP`vrY%ss5j@_TSK5 zAIibjh`W)WDratRgsmHLIaB%mw+^O+bIDC2d>+s;t zb+92f!sCZ`!(-fM*vAjSi-3`Ngll>xUVm`sDrB<%x(t@&s=_{ccn{Cr50CHP)_<}( zyiW$@0penMDD&~R4|M!iN1T6q-_m*ahVd)0oXGw>L|Px?nQtH4Gmj#xBL*fJlP`%M zqKt>&TmBVkpd7}_JdoF6IvAJo#CyyK{_`1*zmkRXM~|3Kq!D3MR(G$*G9FCBpgieosBmCJ9GK0-r=Y1|NQ;u zvC#bgdGG&A`G30gPpSQ}{7!{6yWw-_Oj$av7Fd7s`}0KC!1Zff!_wZ3=^ChqaGMFH zlkmOl?3y=w?(5$@{@pd=*G{Hq^`yV>=F-w%5lcINmuQNHr(-*w8*Lj5OtplN7-?|rc} zY^vKnX8W5?`FuCVYyU5jd}lEHUE}-8ao+#iFL!-INkfdZ>?(& z3qCm!bvC}wI1@*SpgVjG422)_l(_Jx0bYpuQq_wU7v)j!dPPch>^-)V1uqm@57(1c}3<^wjT zm`MAxaXeE8td|LvzupgjF4k){jzaSv@3+P(f3~U7@;{aB|E;C)HMMP>^_gndr$X(; zM*Yv1&vBl-7df1{T>fe!*>;nu^K9J}djIG@$=Xff`R8o3Kia*i>uZYoHq(V|ZHL_! zwa1yAe~*^`?I<_ezHzQ*I`w}O)xViuk^0JwVLR-xcwbzo{#o}8_$K%YzHzH-I~!gB z+d)o)zgKw7{I~1##JbSW6d4<{ce5#c*}N@WfIWY5CY2`+>G{2f4kX-6WlfdhlYb_J z>ABG#Hn#1MKGYbLOR#tIiRAPD#$B5g{v?S=|PQeBa(@t(i><;4WXFNC_tFMMVn>Un3`o7||cG$t8{TeYa_`mP)0olCq{4arh zoxO+3#0@bmO|W;v`PWy-H=p6}wfwTef0ZHZ)FkDJGG#vX4EP=Dem(!>Zdm?q?VJ{E3ySM7x)u$HMBn?8#Fc#Pi)v|z7z8k?cQiEM9wJQqb)V7|M)E9 zW4?3z14W+4pNU}@m&aFn~!-`HG_Ba=ptpU0S1*}94TKYh-pc^&6Wm=ErUedj~+>x=!nI4|bB zo8R#$FIpobZ@OmJwbzL2_CHMgey2ag-`eXa+1-E^Us;1`E_!_;3CbzrVbv~S!^ zuV^|o-h*xvW36;$`R9nop0RKHseiF>)GOu2W7kXaU&Qj4Paw2Gwq^O7Dz!hnC+T}N z*WbU!^Jiq&#{5c|e<}AdMY}f*-DhLJ@bvHhE!Z5P4Ky1EY#)~GYP|l>_R}n!!h0X7 zzIOWi-=~#d)^bSP&DQE&aV%iJ{_N&oehtyaeH&Pq4Cf9 z5RNrA{%{O>^x#hT`sPUJ>N*E|y;s1@+yP_qjcl`!OCiHDFwh(N2l~RLYmY*0*Tb+H z>$96*-xmKeGBOytyF0=+UtbkpLiVP=uLtpUgxj~t&pZHc@-=uCvkCL?-Z$b@?%*E7 zFf8Sm-54-8;9JP4{44mA+qb?B%`Hu#;$S&`l?rc+%mdiKF->0w@& zX0bGk`!<-K%vgL6?9XH5lW{RDecae6-sHPs@iP9cuYcno^#Gl`j%(5l#ABzed9&+Z z>UVZ=ea!H2P0XWo!Orx=cw9dD81v6Cwe?RQHNGcbNIv~DbPm$4BHCPL{ayCnE3kF* zTjA&*|Mv+8Lmnn;m&SZaMNWpcZNSBtuPLxFI_I_Y8S@cErY60nI2l&q;&t8k^OVCG zPd?MS?|a`3dl&vgoI8%a|L`o;|7^FvlKkvDpFQXMJvHyY`P#AfOg3%QCry0+i@M}b zDh6k4|NZ4fo5SDy{cGBzpRN7(6|j5b`;YnipR_gO_Hv8A{ z`hVIBnTh?+=@@_M<4oh!6pw#Z3Bwe}yv+E+eArxYV)Gx@F}eQZ<@rm)zkGT``YOLy zjQ+`d_>4dP`}d{Z{tA_U4huHQ_&<^MHCoY}vg% zY}g2HXaBCS19oL-H--$$y3JpR*+_U6vLndDp00B6Era4oR;)CBrhDXqm>2qh>c+Q( zv>&s0`3DGtaCnZq8}m=@ge=SQRUb<}@3+D~6}gagn>OG+eLG!(KPj`dLnepZ3e!OQ zG4v_L`_%(=vJb=f$l^FxlFP%)0}Dg$WL~I%%^Wg0WPmDrjs)5pthq?`#`19|ul(R18KN5GY2c=FH?SW)Zll)@y&v}ULCvtv{pY|c+{shj&|BF9hKDchOWB$4H!rbrU8kS+=K7@t0 zJu|IUWB%zUnfIiJRaov%^Lc;vWax-C2&e}&T`2XI)cw1@i2wZ@98E^QcgJnn=vmz3 ze>`^^{wR`X7#`zqs!z+rhwCo0B>%-K|B-8b))r%1XFK$^P-=hn9;qDoF3!RC?>zk1 z%AXYM+#EPtm22~+{xJR@4p&Bck~)9d_rGnhP5TNH?f-1wA?k9j-q z&^H3x%6a1-6%r#Pu_(b%VWfM?D#QVTmQuuVoDz4Iysd4x39~N%VWg9{tNhWhD}$pCVcKb z?B_hZe?!a-<@5SNths$1?8kSOyaxsdObyaPzf63N`6UO#c*v~0I^WipBg0G+xF2vt z@*kw}_X^~sJdwqV^)#Mie#zS~K0e3)E|+oh8v7jbH$1PzGyFDX<(k#_Z}w^)AP@9; zr7&P>lpciXMj6wt%>&r!q2Ddqu+cLtuj(UO2XkGoAL@ej!Ti^$e2^B{*0E>V-_8C0 zFX^*O^Pe&2e^>E67=2A<`=M-~n>~LP``>K;=lyRl>~UR1|90k*+4CD~{+-RYpJ(%& zJ)e&J)2_YC^HjulF#+r)UN+n?pv$(h~3?Drd(|yTjqW)TQ{A) zevSGytX;*ZbW)ER*R{|Ch@sJUCJb-u+_BcbyhlB(bg>Gb#_RDX@h}Zybjm_mH`p7k zZ#jRP-1;}$?)=>JX-}qs{uoZfM??Pl`)Cio5&xh5NcLk||NS2uLzBbCfQd;s8J?4y zF+Rr6X`{w$+QjR!e-r&nWo+S?4=R7wSsOmPVi zsC0={uth=tFw}igf4tXy^>{sI%HQhL%4s(0za&3xqt9FU`<|HhKlW};zW-ZQITH7K z*^CF}wfAa-D4dTkQMCeuOgFw-nm{ z98EscHdXa+YsDw`KfTY-9wUql_}_rHfxN5zzXHt&9(ZFAZ4 zLh|{Hg&BSRQ`rGuQ!l~SRO9&NpT>uN;fcAJx8G-D{x=i#pIZjApMUC-cC_!ey3zYK zz3qRp`DYq8!1m3vpnuEiA2+~m#nHt7<{zk9t+?OYB>aT!PAZNL~E zyOy0>B@8pdi?1lj*ZWv1|166%e)}VL<9-}@{EYlevrz(Bs`Be8)I)wCfS>f;ZS#V7#g`Ax-b?db5G1et1-8yEz_^C#+*+1#pHi$ z+wS=71J_#q9gwdp4uB1!9aioqVE#;A21oxXPrkN#;vUzKd0}Hb%)iZ_bK}#RC+8XH zN}=nClRb%=u*NaMzgfTVe9(781mUcOA^XUIEwmP3<`qY%eaT^}udKBJd zmgKW6U!3x%Z3^lTtj$~dm%ph@JF>QAZLHM(@D9z9_m6gN%Ea4{uc2=#<80D%yGHKD z+x*kK|JIhG?gjnZMEbvM`pab~hP+u0&qM*qV2iyepnWJjf&1S$TY4_GZX} zkT0R_7voFrnLSdh$M{_YSr~CDj~~EJ4HywTw+Pp`UZkxT-jiJy*s)=p-Q8GcUr+k(nd8UWVYpMTF=22sfe_iL!h7-pRsV?XG{LA}|neKnvhgxLsk$epMt*MaT zH{6-&e+Jbjru|g@oIQ8`GZpgL4;It^a(%Gs;IO_w*$ICGv$g(s+VRiVK;HjPB>(yI z&zUa&XGQ);8&`#&{Os??Z2!_Fc0#{|pY6q`w(WV1_S*M!nodzig)29n#-Ay${-u7B zIxDmHo(a!=ar|5_>8wq@{C)U7l;5A5p5E3G#kT*^%3nT}GV=M2zVv8$YiDnJm0!T# zI_$fHL3pGFdzWx5k?}sM% zhax|t@QTxXRCVCIlh^Saj}|5?Gkb37U>ryP_IhFgrudl8X$N1jXp~(8A z`}Qu^kJBNad;ezdChn(dU)A^lry` z7;XMl?E9}d<220wO7frW@t;1s=kePT=)*9!PqV%V;W7eaGui~K?H|K7s~!g<)v z;W^nI`HO;F^D{+zH{fL;-|WMfU#e3rw(m%LGtTuWy^zW0$1YfN%Y}Rqd6xJSF)-j;G`AN^6Vn>!G&zh+ z3@4j5dp%Fa-=v(3#bwX&p2v;w$vHWDd%h$eWsxZt*#c5qvNlyJe{U;kTNOG%;&}HaD3*uA8~HuwT-o(C$@A3~ViCY!1JLFrO=#@UVwd4}F95m>47Z&Af3j(DBn| z4aP?5{G|VJ+cr2Fi(}UnCfd14^+fR=<_+Q{{HVBS`zGagvK&rH{_|D-*T6&n*T4I3 z;cQ*CwS!FkQ&-P6ZR9y z_7ljbF?&zj|C|}9PxljI|5X3xIe3jg@=gD`UQaj0z>(E4oSR@liwSTQb-$lZ{gG5fA7VGoBa%D3MdkHavZ z!afYwq0X7mj}n;@K6eYu32mT~t)aad=XfZSzNcE?cZ$!hM0(vGkL>nD`4yGM-Mj;) z$9N#53-a&Zy{7lc?97-P_t(rdW<@2r8)J>wzbJ0R`5Nvq|1O{XFV7igMU~0o{e^G5 z4qsJx4%f*7dAXYX9qbEqpTjk06+3a3{Tn2>#c9TPUP!Za5i0?9gaDYm(^&D+!YG@r|v8~eN$N80x)H2;3u{bc4x@LkbQBxGvZ-*jkaj) zy4V;oG8Wdk8QQ$50bjHIcYZyr`^|qF*8k?O+3`32t&Zz{k)YX8rJ{KNFQKE>k??cL1O{`;aYdt`(3t@Rz!NzBIn`*Qi2dUF4>l6E`L z7us6U_Fvq-*HrYsQ{DcmE*u}X|4s74xlUZa`y9yTR}=65r=tCFEK(oH@o<{@KiU#H z0{c3i&xz*W^k%mI|H`6uVg3huOm9Se$vFC_)tEQ3?PTjbd!Ft8Ii8L;|2+VEILY&~ z-2alZoyh)=&53OO!#a5u+Mmto?Op$zzNX#*TbtDvj5GhVF^O%r`1w~-f8ORNIR5YJ ztOynGZ&PvpNI24GbIyt$>>I-0jq6eNg3VGGTvr(QHQ;~Nfj?h)0ndZ;BJ0KHX&ce? zFFdcrwL|Dzj`r1HUJH5hsZ$=Pli_(ye{DE<=}b5~*c`}UG$hBCaO&b2{OT1ipRZI} zG1o+TD=}Z>^PX0J|0$E#5A`0`oK!MtQxJK{&VO7!eabODzF$m#(evL}eq-gIX;Qq9 z&+<{aF)px7SbmoFa?PR1v)5g22<^k?LdVsv&@yx`oWgf1?3WLqo#)TLJ^v?BM*Puk zO#NUJ!lP`!$8T=i35Eu~nG(I8>GwABdi&0>9h?pswvDYj!_IU2gE$$qzw+)XD{s!} zRcFV--mY@o-xW4AIgbZfZzI097QY+zfxY40TxGTShN3LmuVGqFlDolw=Tvx3 z`TSmwwr&y*2G?1yXHZ9FNb`=4{b4=ymds=QP_x3Vq)#c>?pB=0zopImVin5&DeV86 zeVofm3vJm@J~<#`rl^zMr1E53%me*QdH$*Y&CfsgFZ*EYyc+K%^VEOi2DlsAyO|fZ z?LL_Jk0NK&(SIAhtrn}y8#_nD^~xyYcbIn49P)3VkN8n?EUBBYz_X$Ikt_ zu{FGBVJK0#qar&{eNF)#yPa&(Yo5!)Y?nUgiqIH zkc(%iBbDA8<6rL4d_$Q|75Av8NOTqPUd}Vd(-aKj&*5l#3C0EXhWa8h208KY8h<7E zEQh&V{#U`>{0Kg9YEKjl`&*Z+E^>-8P|MJ_P^}{pQ|IStU95=4w z+laL9&TW4kShw1E#d=A{tNihY`Da{a`^NkJ;@f}wV5{wMW$K?gbNO9D|0z}m42b(f zYLU$qGBjjMXt!o@AooFkQcK}Wn7oKHCHoE@mp#&BHAfS!hQ5%<$B+{tb3^;FU0ueU z@VTz;4qaQdW@RG#!9CcAq3)EJ^#+stozdZSFcig&IU*qi@nt!n$@P5Pl@~N2rvXAK}BdED0 z%69_u&k@*NCR5W68_^#_&1$bglh zeVc7yYRKEH`^|q7$k?oR-X@2^v3uli8vl~^ZzwZzK02S6{E9#L9p&Lz$6>Km(^3Ae z>zJ+jA5Z>UtCxiT=cWIawncAaQ`G*(ldm$L#`ZtgZ!db(U!^Wc%*6k2K!?M^bOT=RXbe z@5+v&@FDh3VSfYag6|E#+Z|{9p?7wM$3HSAWHq|4_rTuBNEpJed88wp1^YtYhUH5> znwZ|I-eaKwWzhR|zv5*1 zGi|l_E@p4S2_1m{t$krTY_!nF#Ft=4=;tb5|Hm+F*W;}}%-#*Sn^tf)3+IPj<$H}) z!CKyQi<`uM7|#Ok23!hx7TJVB{<^N6S3Zx`V-FGgb?Y{Lq36Yu;J(?y0mp;*HtyQ2 zZ|y2i7^~BRebpR$FOc8a*Bx3q+7zC4bzX^n+85w^IAdIl*^%ET+#}P&w2=*>Zzh#F zSRC$Gn!OvdEi;z>mHbaX-jRwEhqOnyYW-TtqD>mc=eBR;>k9ebcc@JF8?V6LO$@`l zJ9oqIu9u};g~2uMKg!+>xFg0(oo;^qPd1y)9x^w_y1T{B)X?4y^0RdhxEt^^WMQEDHD^jDBjPj|J9n1_cp_3OaX2OeY3MR zvU$Vsj2G9%^6)-w&M6#^8!_(gSD0KTXy)WAeMqCrw>gR1&&J#Y^QP=K3Yy!;Ik3;a ztF?A=ZpPP^QLh|1n{=q}VgUtrb;W@{Sx@634bj|e!xX*9QsRK714ej1g z?-O+s7#C%G1OMHRlzhVQI)2jc@Q9!JioucbDGu-e3>W`<{EXYqJ&uz6=dt{+4)x-@ zub+auIi~u~*8dr-gS@>T&ujnvSPzuiAKwkU7kqzc`(~8)@5VK(Yv60|>eZ1jeD!L$ zj{o0)!?`UMXJ+2N?u+f_S1RFZ%&(N}+vuA6n*wvwa5x-qJ27SN{~3H!VSSwUgRy_( z-a?W6Uw-?W>Hc@F$*1mE{W|-7>X&)MFTekHCdTqN`uOAdr(W9Z-f+w)uKn|wLiKNU zbOynAm~EEsF4|U^7k2O81IEMH5!z#+Z5i6U*|XQa6B)jG1pQv%Y1VMKeNsA zII=Zd#~-Ucrg$IT2eX4T^G6nj&%3WGay4XDDF49&+LSRSh%6Cp*fzH|YK=)=N4yN; zXW8*nt64)YZyTQ@Af2Vvb8 z8+6ag0_g&8a|d~)9U|JrdGzp>#q|hwa=-Z?y6!TU1Z(m}68jKTo;QXKDPY0Fy(V<*I{2mfmSte|Z1zs|9D0-Z;vt$%q<`~~mvJTf@$!^mx+*gZbaAHKO( zT;|g%`;D-Li@vH5#(X}QT;3}rpWhREdn>m5$pVz&yZyb=fmmL4ta;s-l|O-xDe^Vo zUTC|yw0O>IXv3^ zGk*a)JBn*^@{hsS)P8V7^q0l{XeP>kw(CD%{-^ua;u{h8Yi*2v!O7jIZB9@7%a>1< zY$n_PT##Re@A0Rq|6PqS>_ystcRy3M-)j4j2RiXxVuAfX_J3owKe83HlTiWN3+#*8 zzdmjMJCXKhY|Y#pf6LK^3ynV$$$zoq-y!g%>6m8wAKYu^m^Iq|uj!KRghlIG!b|@& zKkAmKFUr+F(HCj@F2=Py#tLV)IJR56cyjzT`&FZ_|H;9Q)&7dj|7h|jQ~uA%_^>R@Z6^HR6?m-efju%A+={)fDC&&|HjGS~roB=w=Wzb#zAf7++vz4Lg!XSgra zfthITX$?I$`a>%?4WECKNudnhql^n9{ow-Ea)0%8@Lnx`WKAgF(rWWx+KeHGF$DkHCbK@A8|(^A!>#)M+ULKVUv`2w z8b%y0pYin|ZM3UX%>0)OJnhqTAb!t3*%`_|jq+igk}b-nhc;b0F2m*to;!d(z79MK z%g9-y=JTzg>~KZcRlX-woj3xvp<8(&kJAVqid=`k|71owuAY~j7%w*->92`p#Ahzv zBJ)AE=CthpQ2%!t`hZTP@oaaqo^6GE)-mn!kmI2(6sCu1VL3PVw~BkI=%F1WTU(6w z{_g;9N)~4mzJq62g%^7h&kL+SP7Tya9@9*=V<+-XZls~VC9FFAg>;Ry-@|mBL|fqA z;~L1`g}9LSz92xHqMz;gB_tgCGj$h6M5!-pK~o_%seca70PeF&>33K zwTnw>8Nj!FkVjr+6PO*bK4ez#BX`3+J^H?)eDX|{7{6KG^gZ#M_h)fOex`7pdCKa4 zJ^$Q)q(3cjJdj7-X@34`Cy4iV*Ix}gPu&w6LqAh2cXBuMG1b`n5O($L9{<1f?h=(z z^_gz*HeVgRW1J1{y@oQSO&mT;KUK7uvkm9;O~vE3-558|J_zM!!QIHVNr}HO`z_9w z`1~Mye75+LrF$)HVvEJU7z<;5qb#kKr+6OgS@$C^pRzMHClX(ya26MzceX}h@jsDQ zl5b@}CaF~Z#$k!iLL0&SI%zL{UPSv_QwKj&^e=@zl0Wh<#+qa}7{3P|<};p?m&qQ< z%=mL+YWP1gE6IPxYu9y8ahQy`Am41>U@hX~JdWmzKF*Khclti3)?7dCZQGu_&He2< zZQ~fHo`&PK7zTP~&cp40`n~FLUu!d5oNqIX;)i_cpfD~<*U2O8P+*Kp{`)=X|K0Bt z^7!z?y#A@L%Ci@1H?P}XeTb{l4-+mcukb%bdYrwmm z`~H)UU|CW($TFAz9od-4zHd|W{vC&ZDYJ7^mDsrF z8kviy@Bi}KU;0f}rtekXNm=-LpRIoS#gw16rLo&T-<$EqpKSSy>6u{v&-YSs#F+S z2Y0Sn90<1(KBX8hpC_Nf_3-))UxWTOUQ=%-5IACYr`?_#8xEX%qtY)wBxyEq6(+c-QjKTHR?A;pEYw(RRrCc?1) za`}wQ(qnnny_kR5yNP)tqqOjiH&GsMhTHI!W$7UYg!IHPjQioe8%f+M8?0|{-=^Ow z`jNT^wkAFs^Y6S5)BX6-Jux|@@gM#3IP)+1nfm!Z(%#M3?;p$Zd76Kb$t7!P?>pzP zqxZif*aLi)^H2W9`D5nC=ReQV__Lw9U;0X}5z9N8O5feWY@pi`;PZgUsDz~xrb+R&J`Ztuju>W$nV5!i5&T+i1)^kPu-ZWf3x$Cv|owq zW6t~hhxtXm{O$98Chn%@hu@3#Zj61At()j)N=yvTqb-``C>u3@8ruHXAHdGdzl%%_ zSeh(bljUuGgPe^qIAm^&!TB}W$Z3MD9Qn11Y|ljGpZMYTm52Qcf1$j(kFDt}f3LII zs{efXo9lPVH_*xhpIf_~=JuB_|B13L$=CZ&J09*U&epe+TYs%O82wDWAp5^&?koN!QeYh+9 zGyF_R7m&CAzZ&n3JwmSqOuO^;m$Wh5lPwvvul(_sOpUjt zsce5NyQIxz#{c~M=dVAGz>g5wkA#O|d5^RI?(KUz+MnL{D1Y64_?lYuw$&xuyWVNn z7d+Yi$!sNc5$9UdUHydmiK+FrnG5>uxFM{tm z0bf!b;A8L~<(^Xxnf!0ry)DTDZQRfwE8joH!}K~ALiw~8Ll#7N!v8O}d=+}ZI?+}T zc^i)Le2!_fI+-u|WOUBL|B=_pp%X_{{!5lERhuA>B>!&HF#eFKqI_#(uy<2NdpCoj zto&ej`>Xe*%dAA-M$W|jOwq>^*_Y1i=MnZ&=pMeH@_&2DJE#-dxB-&_e`Br(W!h=i zg^bGLm=%O&c-nzsxt$-x9_7UgN&}xEqr_8ygdvN(K(Y!2_Wf-xIQ|GMMcKCw~aVGy47e5_5`o}ua%@58!H8^U?ymGV!6 z>Ee6F{8I+QtXTbVlK-s!m-m?$rq^xaFwfK@JCo!2XBqe390|Kl-Nz69qF|?nJPqG} zaW}A2L*G#A4&6qX!1fJ%MjbxUBKgZ#uEv`5aj5GyA5*kvqqfL48TUW={}rTF*Wg_wCPT$@;zLWILR*!eZ z-;>yu$>FeV&rthMSc3_^|5tDHPTTu;WuzyNzmZQV`I9m`Hz{*dKc(-#>ny#WoNWJB zsQvMp$2;Bq?_88mJ|^wQ@eYj9{`s!3470q_Snq#5;uhDVv7)%~Cy6gJ{xx1|1Mg>c zWXOrET)k53DlsbHJl27aSqQ(%Vq#$XWdVFJlU1QD82WhP8q66QayWNy83TFmHtenC z#z=3J^`XKtOf9~Z(-;XkJbsORJ&$AAa*O9=&EcH-zkTD9!hDG5-~Qmeuwe1qVSV|g zC+5EkmMjYMac{w59GAQu*6shw@|DT|isfn9Q0`%T!>7D6J!tnl|M=67a`Jz;s!Z3j z^RG|gi#(hE%8GqY^nYv6*I4;k{wuI=mp}hqyLOFaz5f0?VFA+o$+pj8Kbg+|-(9&> zd1js%=Ho4E5GHs2|K2Ku$>e{4uU(FK-clSa!xdkxO2#)If0lgqk?t?V z{rQM*>4uexhrR{AsIfl$gLM{$<-8E-`EdOwx$!{e(hZ*`auzIkD}3lDlXijAuwV^Na-#cP&n{*}%D$D7yazUQCi<>R)kdrpS3mZ~S@ zC*y^W^Ru}A^72pDX=(jy+*BH^?51P=Hf(q(0a5wXSDy zJ&2CFZ{d>rcuwE=;@+;#sO#0y;`Dn-{0QgI>Yn5lme22KlXk+nNs;x>=bR~`jGaIF z-{52FyP+O7XJqdt@-<{_5)LL|Zp_Aw+qyCS=1;@k?|nC{|BlQ|9kO0$QvR!p zUk|G**3X)JZ^yHh|7TS`eX^(Ds<9u;9shFPw{T8G)bU$)%JX*VGD(|rGV&+pq0T-5aC-E%yDVy_kIYlc|5p zx8=e2PCb7*7TNz#Wc(#_Lmx{?`Ap;Z$2w6yGVP!GY#*yw-U-8oFjl6gv9UTf7YFs@l1{X zwb=VH?gsvSu&==Vhc#df$bpc}AcsMFE({}EB)Gq;Y>(KCUT`C|_|A~Lgxe|k2;73$ z7+mxDr};n{hOYlp$)L>}vK^=KtTP^dk4z339@<#pkw4nHIn@H2H()c!V$g5Yp_50o zkFsXnXOho&s(Oyg#}x1LKW)Y^Pg{0v#s6X1g>gSg?0?NK)JP~tIOkNv6yaIs|Db$V zaUMMS{Fm|3UJB)rQz8GdV&$hXU&H3BN$E-RUxl=5pq!n=C}{pNc3_u@0OlSg|{^c`mZk3=1@<)3zc$o4Y5WYbt)^zF+udH&Di+a%`y z4Dx&w{-st|-VPt{xf~9{2h>6MfFc)jyzPEC*z_QLb&P&nZp-FPRpWj6k2(*3QMFx< z6n;&`Z5;38TVVK`0((Ptr#JeQ(*JmV_WZ+8-}4CZ-3=S@GaWhD3NjUBEHZ3GdX3{H z?v?lp**M9T(QNT2Hs43RM7uM_6r&EK-!R#=iOh|{BuovNqFC42Ymvv%bL5WnpY0)Y zuKKrYCHcmfl*-@AVJh0++FJOTLjUOOX7-$YxbZJ`^uFDFL)kOl#~ZKndE#e^91S^{ zc$ADZ9n$x z`!yXkcegl_b!L=j%s!qSLq6GpGZ>%yhG{FKH(ZUJ0Xc}<81oaIYt&arf8n~nXUgm*oHBtW&HP#?}h8@X0rX)MIT-HeZgq&KRE_6L`hoXdpce3AN@$t_RWEe zkE!zm?NchBWnXOmC)59FZ*La+-(uyLwH^vT{x5$UwpQNA*;hZ0seOH+Y`gX*3Dhm$BEno zITx}m^h3pOG{nH*KmAtu`1c5$4#RYHnH^c$wjs;HYsRjSbE(vx48t(acVLr;Ka2kX zY|(rzmWXzJ==Z7{c_nvaY>vgl@z>>hy7`}s56fC{A@0PsPBBeQJ93dtw)!*FSt zA`I9cvNKBWqX*z_R_gmCkI$~(SN@qMmcPrVT^`E6fA_kT2j>DW;P{{P(c|QQ$M((P z7cc)R=~FNEb%gg8FV=4{kFcTJ*l;3ge{5ryFLuT-OLYIeC5uA?m>O??Y~MqJ-F9#B zdkD*L?}a)rHQD*c@Rgn*8I*%KD7W?`n3~M|?>cPVy^A;&Gme<96DJOvtQhX*_5S1@ z)5|!ktE+PA|JIFx@W#7~!mDq;f#2)lH5@+!Q{(Tt?@jaGtBWkmtBYO_YxjN$Rw#G= z`TmFRM|qb2s;UFAjiIf@`R9krKFrB~1-_-s?|+uVhg&xPWe4`;v+wZ;`R&V*-=H$|gSl|8Tip9tm@)q--{TV=wLPk3Ue^c>c+> znViy8p_ef03-ktCy+1e7(Uj>BDvSjxVN#NAfbt57QL$zx0chki|GG|L=VA zfrUYyz5bVjA5z`N`hV-A_w8P0{qqkmzZ_nB=Z#R_ZaO?46FoiBaY$xd6J^RjKmT6l zF5laq|4)t?`OotFgXO;Q@b-jx%C0}ThdR;x(>{Ukc~e(o-$#?ViR?`$kMSGzuFN&u zcO8#~rEY=YsAn)1gZeoBXgf!`IUJ?4^CRQty?7i?{$%Q(-?C@r@A}I>5%batn>C3Y zo5%Sy_cHh5=mOq)d$@agpcQb?g?{BX=7hYR& zNPF_LvH!lJ?4tHixnIit*Sg*&=%gce6W4^<{_h}I8~O~&_Wv9w3-$l>r(^a%DqH`|Lm~Zxz2nn2|0-1e4MWCM zkk{ZoiQA*7sXrywq91GxnFDec76#l6?cIpW84)YNbNV)V1R3tOcCpkik`!2OJtD-!QHfBe~}!{o2Z-ls~1VXxutEF zSQqjxWJBsMH|jq*LGm}cjy;GT=yZ5~r2mBJOPiw36G!%Cyw`Q@g5o%N`Hc9JqX=6A zE~ROxO{@$V7S=yG7>1|)Bg*8v%m3{Ed8|bm$kv#Aaz495lFp0dXJR^$zC9S9OrHu} z>lpf1@;OI)Ps$FD`H!N{C^9%^lZVIC&@nI#Uo>qI!$bLGg~;nPBM(d)?e0kT8}na{ z^pLY5chhvG&Db1w(rzZ^WtOO-(7o8*U9KyAY(K982rt*@>#|I#^T^Q?}5t^+tYXt zaT-rUmLz2?$XZ0Mpu}H@MM}%Y%1hg>q?)cQLK={ zGyQhoZTh%P95OrNZF24-tmjRfj)k%OM>*ngD7z%TRQ_rEG8U)!_P3^v+>MPN&cYab zW4ugqE%vco`}wucaE<474dLT|kI(Je7{6opjm62xQ@ok~F)hyPxGZOUW>Y?WP4T;j zWWP7FZ)^-a)*-ycwMATCB=dRyuX#M@$J~#%{b7a4+?TF&Amd+(;UtUC*gn4I+qxF_ zt`%SL@~QKu4UiGcC8V#xm@C~PeS<_Dsp)Z|Et`y9)^(8jb{NkwoLHNvoAmfx_hfob zgi{~d-@hT)os{jHhQmS3jlZ`zPR09Q2QF|n z`oH}8Puh#x3HsP+?tk;;mo-;~AN}=D!`9>EZf0ISxy)kwf4(PtUu;Y&Zv3(Li(}3B z{ePkSw_iCQ?vrN$Bhu2+lrSi6E2ggYRAfpX1p1ibegW;o?B2Iq-}(&n_v-$Gdtc|g zM|ZK`^5EV#;#bJJh$F#1kNH%h-Is67Ctw_>D4$#j{Y>#&CiB&FKhS5D=S?gO!Zo*= z9UHe%^Z4OirGa)~Dk|N+jM<>!e}0qH+-w|7?U_@GzqYnk&vbU1?<>Y7+d1HC`2INy z^P23ef&)U_{IRbv&L`TkL3tSCLwh<8LO;rb`z_>?Zo%J_%O^L(I3M1>VXV+2}<(WTEoTBl^>u9RW|0-+&(w11#M~*Z97%l(F^(mhJ`}kAd**NO{ zL(aH7P4cN9%#kz3_)D(j@BZ;0!{7Yu@58zS8`H97+9tUE@%&FjzOB8cX8kpl@(*<# zhacFVgwNrBpwRrAda$bQW6&QS)VGWBy)ef5lX_eK7FYY+*aJ6R2N@dL(>LB`7vlAO z@IB&caNVyZ&lo=={hHs?kt~nLYw<8zyCX7 zKWxp2ccI@Xur?jhzZ9=^h_fMg0|qBv*R>e7;`e_WTusJ*lruMAY1Z@S|H0j)d=AcO z9|!lz=s1g0@dv*>Vfkiz=g-6rk-hPLgNy_7Ioa}`?fNgtPv5c8+CSg9>3aXBtNizZ z>!U7nqW$j%*lY7WPWw)EdiTHo`ThOjKmYB|HAc?H{=2vv?uo|z*Jk*yn9BXfgqc8J zTd4n?s`@{C!B~xn&i}k0vw0N9-kBYL$)BnWG*(Uj_(#2LcKth^{M2{b$?*BUO<^JQ z`zo_I-=sb?nG4{C7WN`Ss8C$9W0Mcp~x{e!TgI z_%qF0Gy8!PTz|}V`x{OEx_ukNym#KVx*cc!TfsR1$}5?hu`P2Rr#78lpUU!Y7zB4i zZU#JuY^~6L6ZadyUC;)L+m0b0!Z6%-A$KEgd7%n+T^J8- z;m}SB<#%4}LVOFv)VO@UuWbJu(>kx6*E22W;rj`4cY=E zU3SWIY#Yog%Yx}<87i;1#xisH$6+&vvdQ+4e^TBN2k+A_81LD0@QnpO zTjH6LaxmLL^owG~j z&OWppY!aCsvOT%FTepjl&OfF?|GKiKCM;ZeQv2PnuN{5=!MF%x9C$t(^DlB9&Y_g# zlRcSv{zP?8-bGAIl&|(+Z9?~P&*}*bRb*ql&G49{Tjy4%Ua!XK#A~W=w`+npoi!@S zFO~lkwZBgew?%G-;|}^*+NQz!&R81uwf>)dedJ~u;&uMlGxn@l9jy=JxWH!_HnV2* zwPW_VMAjUU&-I4BCGq(@*D~>($79gfN}tYazSkbZcsQ+t;xqZ@3{$OV$RLSu2_5AZ8 zza4Y_{Q4ikT-EdH$LBTw2K?tW0b4@AKbqw+au~nU!d{-4!#Rwy=ab9#QbOb zwoTzBaW~J${3k#EWRTS_Wcms3Zweh5*89KaOC4coeVY8w z)cpU;>V9Kyu%}{s6t~09v$Q)lGwY9RJIL05A^C^Tp9rrndsk!S-n0A$qWJMA8B6d? zR%Z5mJoy}#rh5JLwDP|?v|Z(K0PJp|@z?jCvq$dvQ{PqIeOUGp^zA&#CH)4S3{Ct- z8e!9Y>s+>m@g({$>2~ayM91U$9)!!6?_oS{*F*4s6>XctKQFmEUiUDvox`{oFMhmt zyw|=rVciwVzpiK6iI;a){=V=1mT@=WYs|LIpNV~;9hpwqy&;Q(Yw|T^{EeL(le6u2 z|DEwOzxi*(**HtHPMl3-ZOGTeA6XoplgBY8$NW(7+V`G++hT8y zbiuv^=1kPxWXs*py{uJ+v5x$j%9^^ZS*(An=h?o{%R8E8 zbpLn3Cnwamez4=3u{Sfk|GvEZV)9)heN6RT8JzO*hkk$9FHGnAFV++Fo2~0Y=i}A? zOpd?uEfvdUtnp_m$3K>n&wn`kMt)MES}m(q*=3XbZ^7jn|bHr04V?{2;+53Depf*&o`a;eYT~)p=Y^d2B8v0wq&bIv}{pSqoU&-B&dHAotTonH9 zS06-P!q^Dke=y#~_ajRD!;8&-kgxIfk@7VOXX9Lrm>Cc2Ob*+QKWl7_`JVD?*2WS$ zIEc&Jp!>1P<#S5%z1;oib(3Y((tD-y_x86Owo6x`?{ij0OikoyKEpAwF+*l1ax)1Z zLoSC*O%g7{*|6`9*FBDP|37m!X5tn+nQ>jdi^-3yd8l504X>4IzUeQ4~fi7DT{>DKjL z*#1F1PV(|wIiu}QUq108^tsb#7PNH++Mhf+nH+z7$IEzEVtIyR$=H9#-v93+##7U!m?ehIIH$`}3fM3CH z!LMN4NA2IY&z?wL#Go+mJ^S`Zx>)&qmT{w)hBzSJfA-{oU}$)cm>0?-KMZj-j6+2% z53do+L);Mm^EqN^n2!4v5@!n6c%9=<<%YN$`H%8bUr`P*G<=57c6X^PUYC54ZaL~{ z8or}iFLAT5Pt@Hh&oR!_cUD%<+e2)P){Dv)-W_=t<-`#gd>;8e^Kqtz%?&cF|HrC- z#>4z$ANtQb@4c^cq6t3#iQ50W!ij}g<(v=OoHvd6Z`U2*^f*>CV1M&v{{(AGeU?V~ zbEW^wuUwSaQpY>>9O!bcQ{vd411(qFPH+!oa{eV{H69k}H|nR0EB``SM%O=9-hhW@ z6#0DDOxxd7${&@#eA_zr+S~60^UCP@Lwu@NJQfC6io;#_?f3bWSBCrAAy%doX}Qlm zY%iN}gy%iWeyU{qJeEOA`-r6u) z{*m+#_x!ay$CM`qd^erKU*q|0jMoNnqzq#d#o-9=jgLVU#nT9u=07ObM({PB>qcWt zA>Ne#ujdeNL%y7?#NptqTskVZGYR?R=ixh6{2h3Ez;{!1LF1LO{A}mqx)!&t;?B5l z|4jD3gTN`I+W#^sKO8F)XZ+=({83(tWb|(ZY}Llf!QlJWaF18_(lfdLJ8yfZ`{i$6 zaSL}|kMR%XX8(OPa5wfXWcTeGuJtzgZqzPj(*6*q!2X(z_9uQtbn_VIKh*K`YZJeb zjq;oAu>MyD4i~YLv}HN8e2yHC9bEC)?d

    z2E-e6L+xgsK=WmUVlf+s=syr zg>{_I_Rm!RJ1upXdim3xf5~%f13xa4oqw>+qV=Du{CUd}YpP_cj0fhENIp65ShvJ1 zxEWw-JWq>qqA;!z;^bm4g4hvqt`G~-NWL3fQ@$I;Z8T#amY5Bun*yAR#F;`` zrdOMOT<|%>fEeeC;Zex7Lw=k4*uz-6X+83u?plD?Z0Tro%^fWgyNYQqT&j0zC!rzNnQ{agic&Z#O#EUHTahb?_LwwMsp$>f?)URMzDa4J+Cun6n`5o$8bQKStiu&sq<$f zJ>yKVtW3-H;rlWy5Wi5sf7rY_f`4J(h{l6Lj3}M+ z>zVU?a@;6yP1uhD{7ity(Y%e{#_|keQ3;n1aUwD43i1o}pMn0jxn5&SDc(kLF^ZG% zoHoSHm~L$~+>D)hkH2?2i!&wsHG;X(>*UEP;`8<_&;FUb@fK$<1S!n*RP9g7qPHGGnkC{|@6!MR|aT zbK*PI*VhH*|6a ze=4qkbAWpt*#9`t(iLgz)aGBwwtp_xKdF>o>L|nOud&GgZ0lM#Z`IPc>yJ}CHHx9> zQcTPt@Y`#=8vN%qxlZg1_v6F;Z}ZOtxCOz|;6Bdg_b8RTG!J5JjQ^i`3U0^CjQ&m} zpFY(@>tFI-sSh;1{NwN!N?(ez{u)XDXgn>}%Q0}>{Lq#C%@35*MzA!>X`|dXifJLI z3~@QehoiBl$cyt|J#P)LHveAnHd{TPjbUp9mm~L#`^NA#d?t)BW%!-efB6Y;G$w0w z`NRP6CJSeo8}^6sin68uiD9vK7CV<<|09w9XZy$MfAWqWgYQ^kmHEB4 zc>8Z7>3^{qobSZ!zmmTq*Y=O&|7drVzwbOa-+U}Y+T{fH*LY+~s!QF6Q?VBIdlu=; zzYT{P_`(BQpIE-lAx5(QCp}gwcKLi+7-L`coYTG*^a-2KvYm-n8=w2{>CFGO z9^LI`Al6ja*74`xoFC~tk8`!$%>RfhAx?vwEX0af45>D9$zUIW@sEf>u{7L&C_RpN zMR%^7)?!`E+hS9zd+AT6Y{ah_ZPc_pzafDG{z4!oR+Rmvc-sUTDMXjrc(L$v*kdxtThSpR~VK{~#ZVrvw4L);AGeX%Wh z)FNIMpP_u-Gx^oM=S2peUFG9n@qMlStIo0P#P19Vcl8lsfX2c4V}HjH&ovPGEVJc* ze2F-dz01X(zo`CKeNM4FG8Zq%FVueq`k!K56eA<{ zCBVp#%ZB_jyr*kD2K(#wy{N5;aMtu;8u_Nv-`8g?jjk6YJ@T<{Tx1O)=`$yvJOt`*2z@|N ze-QCDdf#)_h+obB<~PZVv4FGsD%DTL=lKk;*cdr1r~`KEv3 z^?&h2QxBv#{$nvn<3ayPzY+aSy=-GTcltNq^2seRgt#t`9}WbViDdOZ`*2|I*w2%& ze;ost)mBK~iQ)}Z{|E8oke}JVTaWJuXYj?g7Qxg6_!MAmzJ2zE`|exBKl;x2VW!I- z#nr3iaQVi42d^^J9I!={b$Z4_M=X>FhF%FuU0nWwblOu=UMG@zs+%mwm zeD_RvXr|%2FY@F_S)P3*ZN%R^bRTKD;)PItmW{HA(K%7&`EG#gVcKuLdH`I^L;Q~5 za*#JMO5IXd&)hSlVcaai=Rkg6Kgv39j?^bPe#rO3*jLpxrvt8>6>C;X3^3OJ*N+*` zi(FWf+y1Ak{|rka{V_rRS3Jk?{x_cIU(^AOw}?MZZv030z(>;mT357PO3R4zUzzvhVEwb`^a8@6l`e345H@vQx8e(uXopRUs z-^_#0cbOlK*Zpt1&NT9@;&@DEBKZw{7j>@1KEifOF#qCr{gQ{t@$W}p9ot6RD)Ib3 z(fr%WPpnEAcw&NBQi8EjEDL#LIz6wAU~W9OjBwx}9q}=Sm*H9XZiun@_lP-#GdXYM z5PS{dOYxrIatwRJm{W$o;q(7a^6d0jnq=e)-woc2vugJsxyW(zi&y{>P4d4JvMgJ#je0etj zjx_%xcGPT>yk8vqLu?Q6GVDLXcap^VGv54DV)8J?p4X9T%d%(xqWb4(x8jqm|5pNw zI+}d?{b~DF?%3d#ZeA1Ca~kC@N6g7gx4)Dr+4*1Zg|y|f|FSNEewIf0N1A_Ra{fm> z$F{BPIg9tzIm<}>pL_lBcP@hIpGM#2_M0L~u9QmylRWz-*8|#^#^G z!2%f)(?~EhO_CpF^ZP6wYY}IP@|EufoHxdMgL7SbqpJs(;stP!AA|1Tm~X#}*v62{ z_)x@)1Q;90*?V}O?0*nf!*?Tg<`~8-pF4BooXBSR7!ymlZSDbAgmk>thu<^j%m&{N za4NXQgMBqR{!PcJ?esbac~@LJ?KB);T6EV~IzL%~e1{m@sH&1PUeNyEQbTQW!G4ubiu0O2) zceU?VEKF)&ZEKYv1xX8(?Y_pM(2?!{M|3o?vSfm&0em zgZZ#s!e_(&snFC8PdK^(Dby zM1PWCbLcx#|Irii!zorr(lOQu=C6S~pDy@6j^#5R5ZCU}Hk3B^?cazPs*|Do_Xm4q zzF2pmI#M3Rh>Vx^XN)gfpAyT`F?bnxmhQ;==BNLW=O)qk=X*-5lL^}Y6;G!1n#%aU z`>@CBPOtY&4~_%<7wGIf>EB$-ugCY3T?4)D-rald;r$`^;Qn3r81aD8(Z7K|IR*PS zQva8+6J!6{hC1atrol%VdwSv0B>_I=Ypmymj|R98a((BfbPNrk)IedyKyO z=j{)%BE+QFw>gGqiD&B?7wXNb*VANc0$2f!;S z&gkyl0l^npz3O=;_EYA#!)1rv6JU%epZPvTT~BuVpRWFk*Z+d?Hi70p(eg*_FZZuA zIsaALGP&lT5{C;IrRdy|-+RZ?|D0zkrYVfQ7p_4P&p(5_vatRj_J;93Mw0vW~>IjyBx4T#V7X4{P#C6zv_Pf z+UxF*Z@lG7!5JG}{~bi!tEmg-x|z%7ySXbCyZP%rb4S}MB~7CFAD>UA{jIE4pY}g0 z-|~_)k?|+rkeeT|>lorlaPL~NGQl2vm-oY5!FB!~cErSyvU`#b^HLvW;2*?&`7Pg7 zTfW|p8ApEQb@1F+JtXM=R$lrA?cL}f6(9Ww>o2RXk?Q|6e7eLY9r@Xhgzu*P7eDo! zH{`JarpDuK-11ydF77UJJZMG7J^8?13 z@|YV-OH7Xa1|~=4Brl)u!*>sGH!=0U_u^T%7nqyz*8bvCVV^>Oit=q(JJZLez80S* z$^N(G^VRORe|*j7o4EgFOTK0cZFHlFSO&RXJbus80%R}~I6 z{GUww@2krDu`jB7r(L%~j##UMOxR!H!^rUXi}wG@>u3GmOnUpD5-ZVkM3UqG$kj^t zq18r^14Z|SMwTDtTN$hViIzX`qsOs-QT<~WQnoGoy2kz*S^u5x)v`^UJ;&`lu}|lZ z5&JKBB{~12Ei6O5g=L5SN>l$@`Gt=sN%>uOdSYZJC%??&m2Cen)9Vi#Yq9!Aua7?e zKGI#~_9N!u{?4+v{*PVl2i&ep`;n&1od6bxm>ki4><2OXANDSGp0{EdVohxe=1}sE zk@m0eZ*i^tU1|qM>3^BDzs-ZdR{$p>d^h-xi2N+VC4)U0^4!c{yh!#eghPd~sIWgl z+>LOj;5lMpR-a`7(b5ueKD zzwOwU;`?0zUS}H0vJ~H3k#9!Ihxg*UF+c7PUFy*oT3z?SJxIN4x^0B{cMbeWR(|4@ zSl+#dO7vYJw-)y;uM7PRzV1-3NJpF#pJn|Y1?G$M|0?t|Vq|!I>8h1d|HA8oa`Jsx zejZb2O&6>Xu~EW#gEEnOi1{);nA8>WXdk*F^7#z&SuOFsX1E>TyBPpS^ht2t5U;ZY zvV`Xd&oD+;73TlRls`z5r2aSkBXtsI{ZrC%$bEjH#O=L&$Q55I$%+4QeeG6RU#_TF zFTT{k-`P5`{Ga9rUR1KeO}Dq$m9DJ%Z6O437Hc^qcq~Pv+wf!QtcMiKe>h2-=gi6&;Ca)B#vbn;|az;`2p@>?Kd9!Kl!eR zbzuET9cF3#OH4M@OHeoD{vAj9FW>q%)AAe8$2tew9sRe_*lKKR_B+MS`7!O=KHc_b zo?$GN(d}Ot<1N1Yj@!gGvae`f^@!8LZ)NUa&*1U1FNNRbTi`;z#Xif|j|YXLg};?o zhFF?sf|2?58@;di29GNeT&R}+8TMrO++V)?S`PkxhG*j0Kiauxxc}X^PelIrz^;(j zru*s@&tIcFGQ_-m`}LRLmH~GRo?$%`8^pZHy+c_l_Y3#!H#jIC&+t02GnD`Asb2pU z@5k%kAswG#KD3{V2gUzP&u95w%!lRt=E;!!X5N4K{%iRy&!V1q|7+}#@W1ii2!;n7 zIeeaVN&Wxy3-J5k|976_hcdoLUfta&>(x%zf3p|3CdCF3KlBXcB`ztj@sKmo?O)WM z= zxAo{wx2bf8TfeW!t=_d!(#m`K`F|;}Iy08ccT?tl>OPu1!@W0ssyhS@9j3ARul7DN zwP%@`|4f-T%e@RNP@?rGeU{_`Aa>z7oDKJ|uaFakxPTCIL)?sFXL#Q~*QNLMdYD$f zJ!T%3&dx~V^DM=)iR2##Urn;>UzUZjI4XNiXT1L(`MGk%H2w3B5w8jHoycPo!PgiD zM`BG09w)@*@ESR0wv)5QbK4m24e>Wy{{wh$9ZZVvsAzlSd)x%$s{`)5mj(MkQbct`CX#5_yf|FR|jMX&#{mR~Rk+)v}aT4eqo z-Tx{k?q-tjzw_I0;~#J9zoK?2gZqD{de3HE|DPleNrL^4Wab~@6Cb1fISM=pF(sTM zC|+~8{bfui@$J%1=Ft8{^^e3_w0Rx+ePyq5lPT^nzWqJl-{{JkPq??<`N*BT3Vf42 zFLR&K=Rfi4{|wqocsyi&5V7aJZe(opo*Zgt;@ST&ZWi7niT3CBKj(WJQ?CDW;4Dcr z|B24O>4Uj7t^r-7wD+J*RMlF^g7jSSwf;a^vus*1-b=1yEc?T&by@-gU$TiExY9L9tq9*FUx zE`g_o?;$u6;#DAr&vGpA`60YB%XJXkGEAqjtTdh#<&!H$t|LF;`H}QPl1DQ0?_=ms ziuW0U48&N646RdQXNE9diKo%FHSQg9;ZWw1Rm=5RydTSa1as)dJK)3-+zr29nEpiR1eq-Ovh5r3?-9q=;`|o(4rur+h?f=|(e!H8p@>93r+%}OrQT?Cv)y~TQ-x(M;KR=8zH*1DCI8^L+AA2^9G6)WMf6BZ|^fPWx% zynz2;KQPQpfSo7)CBVSwZ|OI7Ejs@v)&|!lHk6!^o|qh;);Mb<4X#VR9<#%H@|@so z?01-#zFR>)>#R`!iWieUkwX8YeNl`IaW0ChG0co&85K(-zXP5dUW=p`P8xrWIGG6k zM(mfQHB3(^Pruy=|4&5uT*Gnw&wbrsUqJQ(*K#MH-*8*~H^AR}19&8Is3cSW^gU1X@>{(> z0!QZBb!%LAXN$DUi_-p9{_w2*GTHJ=ETtsJe-klYe$3^%{}WqA{Ez9M%jDt7()eQ; zCxZSnpPh|=dFLGJ-%QCThEjAk_7ddmb!#^DFS#5V5Nq1%OwI}HUkC6&v=Jlef3|_; z#qWB!Z^GjqxLBTe%nk7)W`BsWA^zlh!O(at3NbX4lc4wye(R{O4D{`=j8DbbXn){mI2Y!+ml6j#T+8WUn0i<)z}ov9!SQ_&s#HFBl$^iF=X<&f{VI zd-ON|uW-fG{=?sbzeagxLe3eDGbM4Q$Z-RVi~L49a@{c9xqtjy!OkdWO&CkcIBd56 zK(RH%-zYYR|8WqHgR^0Fh{>t>haVwNkNfdw#5#7T^_{yNZdCD>CRhQFCa z`|qpDZ|c4)d|eGUT7&u!ojJz+M`BPIpC{Y>f28$aGV?!)ffX}e$7+ArwRqRv757OvEbjeUtqmVjv4MFC%OL=Z~jAkQc(8^ zK0j~CB9GP3JOsBvYzXq3k9&+$Mf}MS_8;o7 zUNnB2wVs>h0ro_Q!y*2LJUI98E!2%iH{G>|y}+Vi?-OyN=+~j$YP{0|*^CX7(wq)u^-&)fK`01im%5oK7ma)s1i7vfV%+DQE~KgP^5EDYO) zX;>!1*|6@(ZzFAnd-mR&w-q7Z>F#XP1-aJu#ZAF8+B>e6I8z$C%G&z|>XUJ{h#5Ks zOcT?xk2KxB2whwu^R#TwKTE)GvjhA#voe@^&9Vde=qWk)qm?wwFh&x0{#K`4V$AD@E=LwUySD_#KRa4Mlc|P znPHt0yJYyK2tI`IpU721Y!h)K@}Kwh8O1!QjCj|WXV7OO`AZx6d-hyGexd${^-W^F zeE$pdBlM)`M~{(_>(rmro1%}sF7?=(fP+T#s`27@9cy{{dnQBYoyZ5gIlT59##8h> zvsZJ*O040{DO)>m$i<3YjDBUMDKBb-0zW#uR^#t6k)XG+*`yn3TtZdSD;nYv5#_ zJ{}O>oyn;G89(ajlR@B#?g{pXxFX>hk~zWTvj4fzzoiFD+y@^|(K!$1L4t>h>Hp(x z{-ri!!*urTDmnOrJSaot z=s7Ci`fNVezsEj(7jdTk%2ogUfATS&h_4~mCB)!#1y~r*bpyOh;gP4O#hQ_ujJ}q+a-VPUy$#|PoBo# zc&`6bh^Qguh&PGq-)y!&aT{j;(%t_w>__0678{f~`;*P`Cu9Fieyshg zLc5tQO=N$&@ASHP%a^*1`?sN<*#CyUi^2Rq75NP}Tl{<@ zV!M)c18EuF!#NRjYJ?DJHw~B#1cEm|y{>1hyz+o7Y8sNM*w#&LsxIW-__&znw`Yz^DQT|Qrn+V>A^XF0OpLtTg;BKT&!4HITP)4-=$yLRCDW7s! zw~WPQ^>6PIt^clD-SUp@cRQpHS^1|R_PFxh5OXu+I_`H%`&{u{ItvhcOUj6Q&3D?g zeo!v*-An_Ij+MXb-ZlB%cD)^O$!EJ+h)v#h4e_?{j^wXCcN2Ygl=6ptQ|C*mtUn~4 zRNLOb&p2o6V)xruUn}@O)AYZRvq$hc_WUUR-?b;(1OIaY|4_hxq>O(dW+uSDD2~Qr zNC|HZ@h}lCmgVFjiNWK9*cgwu5!{W(-v}nh=j*Qve!}G1*|0j42N{~iV}1(qbsfff zDAfOR{f}51uH}fiwl$sNV-y=B_!{U@xgXW5ct$uAy^d8Jj$vt#7qK;djrjc8%d}_n zD4%gwcen3LyZi@$Yu9-=u{K!aU=F5S**xPv_PAvYz%zI#nO64;p8sw0`5L4N@`&;E z>UBO#|E1=U3;8`mSH16_J`(l68>fJN3l3kW_=t$50Z!mi=%Y9PiusIqek#};pY}`T z#xb4)^}~2Ml;wR;>U+qae645rz@^@ktN$j?bz^mAc%+F~{(RT}M3p~8UY9Y9e~mw- zF`sm->DbET_#^kgX!>Uu?-j=ISmg`uMs!_NkI_dv{`8;KO)m6r`K2oPZoTAesn<2E z4?9xRKT-SBf!Njg)IapOvm7JYKl<@U)BhvsUn}Eev_BJ7|4kPApY8hJzi+pD`@IiF z?f*8H7_0u3d^lH2WBx@fX#;reL%lTe{FiYHlbQc9U(T75o&ORKtu}G;&p(sxf5an^ zKWH+oKf->NzWuZH*P=};UB%^-Ze{TXw|L`9t*5}gW@rAf@x)!(e<-fK5!k=7mI^n0 z;auV9-VN?;D`PI_KjuT@KDO;;tACL3rihCPeE@Qu9Q@+T;rG4j@04_cwK2Sn_tSX) zfnar*m!#pDvMjCsHu>~( zgy+UEIXwSY*Yr<6_P876u`&FO#FZkijX(H*dk}jn!heJ7%tK_QA)oJF_M;!T1Dobb zeTQu{a{Wu&NW15!{R{Fj9t!mj9rJwu)A5;D|1+Ko_ZnA~-;#ZI`Q9|c``$s5+26}IyWE@aedrE1 zqMnJZ&hq~Ash+c*7sPD4+4RuwlZKwbgw*djr~hikq?gkXyEYaG3vZXMM9D_h=ufJ8PfB^RG0RePjNjn!3m?WvIMIGoC`T+bZ&dhT>@5R5ICJ3 zdk{wn??bK|;&6y>X&Gz-ria`=id(q^+zD|!o40S4{5yeTNw)sU%|rQoXXYV%H;}{Y z)RC$y(B3FR-R&lk&-d7lxK6}2Em*P;F|#Us-R*U==CV#_2ZO8sse9n9X~h}O;T~}}Q^3h1_$cI42R`@Pk8jI; z;*+M~IpUc5?)M4r5aWBrv;U*%zi@pqy!@cQwff#p)$1DU`iUR&Ya3KZ!M}W^V-jFD^MdL`JuV9X^cpLT`>r=$P z=>K3HVAvRcU9mVw&ou(-n)ndymwYb7<48K0>ua8d?J3CDdMea^>iti7XCfGx7Q@c) z%Do zLavU$Z$Nww{XICyqc6|;Ym$fjCbnQW_D20g_I-5j^@{}4Md3>Ps5`BpEf z=s(KmbHrzuZ&CJia-jcmrGJmLSBfvLq*nQEGNu1JQFqdB@~D3ppKm1l$9Od%P9whl zXZr{Hl5y-G`-bQWl#_k6pnugK7wpgYw!iyI_PDp-eSg&cpDF#D?)~C39 zh5PgS@4HuCf5ZLiH?IixM(ZiL`A@3zf3Z`j|BaRKiC|A?6Yw{&_HQTnZlsNpn17`! zU(1-d{pr^W_PV2Z8SYs}4`OZPzxRv#w58$?HUCcdjC^P9_q`7juS0*j{Kwuno+-s| z9(Ij94EbLFp6)*5%KnbHmA`TqfBw@T&QmAwG>Wy+cv2ec2{;?zZg@}QP5FD^y{SdK zDaMQ<#ztdEk?Y3eaO8UUTRCow_vU|dXMPrP?O2?tWaYR2;-~WNeE-t6L)u>OJ0w&8 z^iPQYLe61327MsQ?O%{zsQ-BVkC>Wd^gs6y$pw+E{r5RVt@2I8qTM$GY)`KC-!;yZ z?!Q(7^I+J5MC)JTZc^31*&Ki6(CuTHf3Q6C1839zWU~C_;LI@lKbrj=&HfXsqc$>e z`K!*Jbsx{1HEhm27Ws^IB{8_*2Pfx<9B4yghj^U7(c~@wdtcLA=PIwA72mejUuZW@ z_nsTm{F8MU*dCcTBrd}flV0*j!c+O_` z<~tv`>B|qer6mLUJ#~!#aovf5aWVcc+-ww#NMk#2H#25B#*iW&<2t?%I1F4>2MaMM%CUoMxYvMpy!~VVoKD2}X+LJ{ zC}L%J%tP!b;#0bADrbvu!l2J_{(BVMVJuhQ{eDS9UL3v)59VR>FV1h7ZV334B|g@Y za?IRw!aOD^x4MNTE7bRxL;qvG z{h#T|pIf}t`$E(6|E@iCNiY$Hizwh96dxjXq=5ez1^=RWm=%o4<*_kgKk~R4)}i3- zQLmCN#Nr6PMzA?ZOM4l?>2S>;dCIflZ%JeM_-6|83-v#i{%7;ZVYW!HpwOvU!xs79 zhKmeiPVqkGpupuYopI#|jz@5$5uACBxb0hz*$B_^(LqEV%!^Vg&SFfpmKsjv8SMUVs%>QE7G`1A- z5PymJ2H|Vr)4GL-)-Vl47l{}WX{aV?n~|4ods z0sPHa$KMUcPD?}o+{ZT+nHYbg$tMR-FX9T(cPlz0rvH(D=WLGkAAM%o*1yLPXX+*R z1oxdi6xg3k=>MobQXQt5=>x^4afrE3hlili9we{yn{a@FWV_W|T?uPsHhPS|(zf0i* z5I?6}2X3ZY@f)T5&oqX&F<*gTYlyGGb3P5z(JvAGuRb!Qi^{}r`q|>Gzq4I_X%o(c zaZrBQum6`jida)M|M(+t+IUP2V@UlgcyDm-B*%^Cp&`GGU}K`ZH@t^~@t(+av(@l7 zj4ws(jm4P)CP(5-2{wlqoqq?s&W{Ac!?;zQkd>)Io$tWUEVMIkGt^=pst@1uYYX+QT1%{`Zt^XkKAh7R%#a$ zt^Y>S|EF)%x?{j#Wy}6#s{FL4QTspE{humwtkA|Lu)kH;(D!%ja-S8ggZ;|P{xiqi zSnNNaxA{-HB<+SOmvinvrav9`R0eERP7OYEu!#IGV( z3UMgJZ7^0*GdXLnRteu%`_L8F^`J-bH;ga!^pVDzLY%34Uq6uNZhUc5_;)T~eS7-G zIl+{e{h?hUPfgz!{chkX@G_7g{580C2H!!8j`j0j;%kU;xe9qKYujL_JX;P<9MLVX zX~dQ@4pS?>OS$u85cs2BdFC8=fs)lf#Iy087#E9j$aBO0XYlUAM;SB!u0iZ3)<5gW z>Z$GeCGg!e0Yh{Z*cy#n#d>c>I%0LK{LJ?P_OR~&kHmVsi1MAsf0nxz`SSiv?9K8$ zdLQ*mS=hFGrUl>8b=|)XEYpz0{9;-@cLMdndgA-bJ3)TiP$#&CF1jPeaTT%uK^-U1 ze*soE!TO^J<2JzE(8qX@{zg4k9^c?ze&f&X4{yKeHrEvo^FJ;+xXQir=_l^Jxl`Qx z3#Ymdmw=zBZin|(s{eCUkwzE zfPWwsM2`agLv5*Y%qRvaA^yeJnP6mMa5I9xfj!iGfSd8Q(QsX2uYuJG@ioNO;E;U0 zJ&)eUZ{7=Ry}y^J-3sziSB3gds{iSn680ye_XSTA*d~vwVcaOY1{)^n$o?De?+4CZ;$|f%f9!LT zC+1(ee#9CGdj-LIQ}Wh5Qo9yBpFqB(8jQ!6;3#^4}lo z#W(pMxR$0`@pI+6{-qD)vHjDL&oLAB8|s40jDP*k-{Wsm7=P-^4BsixA4%vRVt!=o zWnlc#k1O>8xr`4)|Eb0qN`CzJ0y`AEe-89t*p7;s6dfN^Z<1yV`nRg9+AUhY!j-jF z2K|O*%!K}D{~ZtdSNy`(URHnp+=qTKn*O&KWr^y)@pj9kv_I+SpIq2q!$)uo6IVri z=47=0*{uJj`Wm;dWS5N3(fWU`=Rcjd$@Q0b{z;6a@JwZC{?`PYT~t2p1$Dq=o_{=g zFyJ2CA9C$?E_-ZxWUf4l{k=BOGbz^}xv;;XjBwqSDf=6&3BBzj&Sr&h7>D~mD-U$I z-@N>qTf28l()PdV${9Cr%~E%)txBIsWB#Fg+r-kS&pY_W)czY+4gSkMH_oB|)BDRU zEpRsEv0*%^&~N6kI@}wVJXDs+wR0}(Uu4D1KX~oLj^*wM_+l!+dqZ3eF)#tYjp1wr zf1`Xi5^qYbhw-S$Ps8i2|MC;bM>uVWvk{C~DYQj&ED$&i6K^T>trQ|7^+MRI%N?{{DNyCHdzM-*bz$EqA4t5oZGa9qEt$oGtk# zL%w?-q5qE;`Q(^6ii7X1K10t{CGW0dI2+?XUir%rFDYvO*G(DBM|dQ;9`|EHsWvGy;K{^fN|>uqq% z`j^}{nJBkq>mG6DX;mp7gMcLe#!UR#3w zceWGd2jxZ|qYjb%e%tG(4}%B%ADiostDi2%{LaiCen&W}tiG z`5#MK!96sF`PW$bf6!MV@=pMFL%anKVlys-!-l_!5s`6=@k+c3aW=%i^nG~~xRqYz zhyez}>VH@JL1~{hU~l??^B`9WaW;nAATLYzgX@mind6Yj`6pxBQC>H&9};g0SR3WP z0rm#Jc?8b`lhS?nmOI`4$nB^ea(kp6Rj)MNz6h+$CEoBwcZ5({+u@ql1@_#TpX6n`{^@o(!7#;q95 z|2S*&0yksBJXh58x#CIu_+NH-jeCFoRQK-eDemoAAGgW-EUw0ll#ppuex9T?hkH#?Y3e5&v~COlW!?s0%li_SHknJUv}$jw#qw7Uxz<* z$-&j`^^f0mZ%ljNy*2Y=k-xrnyV!sFRw;YUsm*Sd;C+DgLH-N(E_a&+?-Tl8w=@<@ z-W$(v7c3CtiKOFyT?d@atM9+-UU};cx2kgEu=2}0OI@g3{vXNzOWdN&kpg~^0{)?Z z{|NU#p2Nos!@m$8Lo5vYjACL8XJdF8#dO&{-?zkOdmK&hobuopE+>kokvx1{s=&qu z_?&|LLj8}e|81^6=5?s*O0y^Axe0ML{&#TA&qcj$5<4KjF*k*t-vr%X1RUp$0ALoVR#-0n_)90u55$_8dsj-&Bb)v180#0zQ87WH+kH@iVBgmI`1D;xW$$cJp zE?6h)zT|f>#)7YNt9LsG^^SU0Zi&fP{(FNx65qW3LiG#T{^EC) zzMp*m4|Gk2#$Rmz6a0Y2LH*V(p)Dauw=-BKJRXl9A)a#;Dky z$oxmfnCWfW1piy~4Cih!_Gc{mhx&qX>SUgo0sAvv#~<-F_kp+Ry3^z8`&wlFPduBx zZ*ueBM(mRo?BDpazl{43oqrYA^m`u)_HtxzNWX!b_SqKMr~T;D>Fz*%S;FyW_HWzq z-R_s*$SZ5XH|A;1f9Pj7UmL%3*SJ$5Mn>+@r%6925AKQcf8;FJ@L%sS51+=TJM6JL z!M^@5ERW`;{#mpg=cajD|DL&C%iUwanIO?BgbSeKg&7N__O+_AN(}NL9||M zJZE$KoBXK$VZ0F2o3ZO(TYu5d&iy}&W00-=_hknj$ew?$_y0A{)NXg6L+yc;+s=XB zkLZ7EFVoY>=-+ttAM^pQ&(mptzNgtga*+_@Kpq#tTzH-{mO+o?^*>|6ke`I_m(zgFr_rx@fRsWHb$mX9xTcf>+=V81m zYp-nUU+N9&3$_dUnaMZ(S9KlteV^OMI8r0{A2|Nx+xQ&$-xlrccAqTR=H7VkLpN>7 zUblEp->C8#TPhd_!u^r@{43r5AIP z^hgCbRD>%fMt-o@8PPv>O?jk3+rOpyYJh3tZ{dzXelqrWPB8ug{p!<>W&WG(`X`4J zIfjVcA@+>poppB<_S4Ea*6}}{%Fh^6=EpO?qn!i4UY7lj#KWvPvqkuBR)F_r*`c-I z##tu#nnn9o1b$J|KPxKMyD2MYyN{O5a33t5?%ta>)orXJ?uI@`^`9=@ztX+@=RdpO zz4j;f>z7}Z_1`+kU|FSnI1`KW(yw2^y%6uS`sC(e{@2gS*0?`?^sf8!v=7`{vp#h1 z%>Bfzt!6&z-{d=ev~(uYyyMnYNAW>+U*AdIi~2Jn-`+P`|7%aRE00J4{~%l{iuV}4 z{x_^g0sn#hkO=-o>IMCV*c|<>_y_rR$@5!sUap6~=l4|%&l5aL>`rhfCMQgzGW0+5 z(X<8mR;PvfA4~sR3GUJ@^%}R-^rc`*Wd7;#G1Q}eK1v;|d~Jr6(Rq?_g@Zvswq1ApVX+{bTT6D$s7WJ12^cgYLyZup+a{}aUA$o$LWRrs5J zgvh})!S43`G7mKSHB$MB&kypXua|p;-ZxPbk)`u{zZdMU%UU@iTi=7<6%S9R`TJ|k zKay|sH)ZES{$=q4cq|NjEg?q@eJ$o2@Z1XaAL-~%6%HJ^=KZ0=en))z^6j+x?V=nF zUxE8Z{Ia+&zK9&k7mki3>YsiRtrIJw`lKd$`4xBbva18`hMWeuu7BxUd2Ihw`$WppKtric9by~Q~$*2@gCcX z{cfV$zwuiC*=T>xVFJA><4bK<2fq6w&sf3!XLkPc#eMMG+yjsK&;!?Yt23tVF9^R+ zGX0Nux5>W#h}yj9@6qhvSm!^cBP`;`#+3HRf0H^?@yoVUVZazcc$kY z`a|ON-_-fD1*dbQsXXoVUpe^i=|7-vmOKf8ABES%pWrb#@TUmRh4(Q?I(d$M31V#& zZ^LKwIrUfYH}~^nubVH!&gu&rK2KIXl(_tXo{F(QV_AP6Up&Pf_1GBYvr$Y8<41K8 ze`8n};%x9gz~RJVb3BHI_XSVG^!BWzCC0`M<+d^Y9LqCV`4xZn*Mb$=Kkwb=>N(l^ z&v*OhQ~t`m>s?XRPSjog`hPylA07Xvz*lhw_z1a{!|@-l{2HTZ?5>c zQ4R`y@6_y1I_0l`FWcTN8~d-sj2Oop?Q5+4UB9=;tysMt^Tv*}?LX`O6vjL2Z>;){ zd+4!temvSA;&G@q%x@sR5BjxZ{2zk35q^g3``;Gtyym7X+Tq>=j%wQC-EQ&jUiJHp zBEQIRB4eC?rPKcfhX);#?);B9nsod>h7%b{J~3-HKa8FKmw^w*=AArmIde@g0p@?* zS>G})>|ZYQuhm07+TUdJoJsiyh3kgCMfC?t9}^#@$Be)?xa`Opx217sTK&&(GUop@ zJ!10Ae`x>X$q)Rgc$Y-_XC(il`D8;`VR<)Q*zT4eU+0z`UMm=%1tlwl8zGu@)rn2+ zlNFx|w&wkX)7-mrrhp@-Xt@6q??&z%lO^R8tkQ7*Z?fe#eJZ}|0Q*4QTEIVO+#|y` z6!0IzurFc*{k)zrpzvS6SHd-kaTNX!Ffx)(Icn_NrVyK>^()ue4?RX_Sib)GSS*jk zpeo2O)W7tZ^!ne%+FG4!dW>UKFNc^#*eZ`@5j)^*nZ#i7^VAK3uh}m68e(kZ5c~~r zIQ&oS4Qzp6ad;g#P_s#vr`RU{9;(MfJmqNeEw5qEc{^K)bsg8JhQlAWUiE$ja!jTp ze;05%Tnks@dq&2U5;=ZN%(-3-uVY;^ntZ#@{lYL0`$m#yVshv=kL*iYzVb}&p|6^@x5B{tmyZ7P&c= zpKSe0+y%b>Br5+s#F=^t-__RFozXUa0oy;7{>L$r>+#~GgM13iGHN-{cTmKR>Mw@2#j~KCJ^uJ&OMzDVk z$aga7-|=Ao;*I|=9}T#=esFV)F#jP>9`QF5-Tucb|74l}P(NG-t|s36lU#q}wf{}z z`e&W@3|)2I1J_*_;zMy9#jAhvf5`Y5W&TTSWw>_WI%0CJKPIC6HT%YQ=kK5l@;kJD z2V1)Qp3-BtVCQw&+t7U;zvqPgo&!iD&%^%hJhjjL>792+)W5+zh1irh^3}Jez7z40 zi5~_35i>x2w>;}_@yqc({qc4d-#jrp{(5kaSQ|WN>AYWv&stiZ&DVDvzSBhgKbPy@ z(_LrWk-z^D_+x(PYQa;Zai)~(hMY8ll_7pcxNZ!GqdYi))04E8lerw`x%lQ>L*bxdCW#;gBa>3_42W7YrUaNzflYICxy z{}?AJoNo=Uf4x5T`4_o?M$$jCmM(IKk5#zVTUW-k|15FkUJ(7iA3k}0n`=G;^FM4r zoVtAY-;PrGUk+U zGrk!1f3nQ~1kdIDf8x{Rct@-y=})-67W^>uXM9$+E+hU=(9~J)- z>avL-e{;hz(X)XbGhG)m{sLS@0so-;0K(@I!R1K3MC`<5#-E_9Vw-&*q3zTEJZl|T ze=>}X;%`u2HgbKtaNXGRnUF7b&%Yn-oY}e~hV}J}E5_8J?izO}7=RrQd_fDq%H6~B!1??`6jD^O#kZP5avD`d@7&$5wp%7uYGYA>*|C6UF`|(tmw}x09NGGy)fRkMZTa zE!WsY6UY81Dt}NODc8iA|MbB|h@GM?i;O>hw@Vw+2adDxH2<0`^-ojJ?>I^N#q$(aPU=voR<0f4*Bj*B_HvJ~1`A=cD^c(fyz0r4QX_2fvX0rt;2< z!|dKz<{$LmimyieC&bej=Lh^Yf|>Dr2k_&T(g(q70hY#NZSY_HKJdTTJ{U#;$qXOn}89-;LZOcE+$c zj78<~G{n>hp2wd9j7|7Io_xlvV*IKDtEUTAVl4HqKD+$2e?H}JIa%yxteo$D`-j)u zoOO%Q$B*W`|L3#(l&$eu&bx-bR>8yNdi=+h-|U~+!`S_o;u^$Y@q6f#b^l%XZi4R- zbg|>-XG(! z8pZx3Q-0Ph`C-&nC0>7KV*iEMo`CNr#{TYaJL2Aa=OfqAc~xSQM%!P1hkMYnhn!&l zc|6(wWa@vc^AFkQ_umeS?*YH*3(mFwZOQH%ZYp?f-as3EvT%o6wCk$qvPAPg(Qkpj z@v+-U%#F>pY(7Q&ja^G){*{aRR~df3=;wb2fQ2f)gt$QBQ%cVN#Aik-KgYg}!Px%K z=VZR>h6T&&&pxvOw51tRsSN_`b!??|CuU(5Wh@(dESrbaX9pI z&fB$2a5qKGAr@yW{?A1INA;OLFJIDo|EcI8ywi&$Kg2i|@DBz2M>6;q#lQ$2RcxSP zZ4@6vtc~Dg3@_vDq+)E4*8bzZ;c@~y8`xCElGro4t}y&fLB7?C)@7mogFYAFzR*Wf z=zm-4k10+iW-dy5Pz1ZB_!zYvVn?ELBiak3W85gg)&OU-vEE`%`M6S^_eNq(0e4f> z@_7Wq<82c1c+M83AYay@9xp@tMXZd(LpJ}Y-{ZFZN#O*QYqqzozPn0r*KjQ>wlGEc zd{)#nueGf#n;5-;eA*ZpTgwHS@1cU-&4sa=GiRCmsnG%M_bd5 zRR1>+k72TvKWKwI)&E42ABzVW-e+`gN!NtW>x#gqC1W=K0W;A&u-tjBf6)T!S*MQjJDzU)W3b;hceqtA2V@d_rQ@t z{wBp|nEeR*A33FlwRxQOXPU`ke}XYMj>aGD@8gGe+_gK`hPQ>yJM1idS?5^9-!$H8 z@*Ex$$Np!l{tuPzb5o{HAFgAwH2>jvP_8J?u@PW9v~8#-nZ|U*c$$A@tNwE}|9tdd zz}>#vueu$+rBv;I2W*|xL4xtGxEsz-C#L-~{XgF3Ke=9iZDjl@*+;^Dl>g?6-&wsk zr`Wyxr;pssbv15d<)AC?Y#pX^i%;wg=R&4;?Htj+9OJR;U-8wLzsAnkhcETtz^i`) zcnrJ8Gmd~OL;RW{K1c2aX+j@I_`FZc{F#qWEAzBr@0`E+Z`uFzFYXBNEY*MipFGD6 z@iGx?4Dd3BwGkc~!_638Cg8V;aNz`an`k~3t186eD9(qN9J|N#&&xmekL2a~D_8nI z|NAiiP`dSRJ|y$Q6}?ZGYk$l(Q}I{ukr&jdlMs z+5Pv0JFmJA7nCT@hkLC#+W%i&epB{KgSZrN_FuXGDI7T1gRJa1?Me{8#dIqD!RBKg zP5(ygKiBP_E&ERl&QasQp`Af}7`9Y6ej@f~wDOnxxKgs`Aa*LU=MZQ8X=O@x|ABlr zLEF*B2Je5|Z9KZoO`Y?pJKx&`oZLmnax&%?&w<=wwltjMoBco4dv=)p9j*LP`C?-{ zo=LGmW4HggkT3WS^A+ICaV7Cja^!zoyrCb;6`yDJ{Ga1p z{z}YiWPK~X>eTdK0e_LZ`KRD53{PPD5jmXys%-?OLAYrY8>2imQJjpw4xMd%O8SWZ zFKYyrA)?!*T;vF{{>L(r8;7=-&mpa1bnu^P3iAD03-uDI3#lusGhg4VuR{H^4%mnE zEPW`_|F+a04{^q@NusZbUE%sp)_DHx?`h0IZ<~hUZj|SS_#1NFYy{pWz~Tr8j>eZ_ z{=!Ma{3K74!?oi9!OIAChO&9kKKbABEM*4QJziC8m`{t}pCcb#8_^$2oC>*W^|yRa zA?uL{Hw?e`jeKWuVi^C;=<;`6I^gAS-&=7pW07Co@86a0jdu-r6!5!7?s?uD`A#`f z4(_SuKtBDVp%1`tFLtJnRDUb>#QrPiOMtaO>?rk#sxR2$i_n+%guVswFW{cUlVTeE zEq+*uI~7Ue{ZxT(CQI@;k59J#`7V>K{A`PS*8fD2uRb;PZ=|Dt#?$x@;*5-g@fX|v z^hE}`(d)fj=)bf6yTa-W>fd8+mGTY7zM4{(>Gtm!xD1^~!Jr?cBA@%+#8~ir80XT!pJs7N zlxIKmHQ06fFcWa#_`GBIW&-Oo6 ze?($UkxPcLoQ#Vmz}gs34bOJ?_*0!hj3|$nvH!+r&u zT-5$%tNpiBUvukD+{SUot*gKp7zh4d?~iqrcidWDm;blj+DiScaem^LU+X2c`3E^t z)}6fMIHriTA*N0AMh^UMOZMJ$)0XWAN70AwlX+X+!s08Tk8cF|eAf-N=Uj2~Nw@c6 zwJT{QKcVU6)XFbodYq1bn|~hYI0FC9=>8|_IW3Q`iwGu7br<;CB0ONW{yo*>v1W0` ze{o$i+9dS98onvs_)Dk%O@#U%>-?YJyYIMEA~;aCrSKB5zvjsP$anMNFH}rR6yrj_ zA#LcZ@4oG(uAcLp|IzLz)Bn^j8Q=e?{>sGi6Zt=1H2GV6%&Fxg=)VH~p@9F8I8lb> zAO^BeyYX0-0Q)KUP{p{=Rv89a?HK=u_?al*4dYEQ&eTT3-T;3?t{Yw# zUN?``F}o$4Iv!g?&KSmX-j8*r%1lnazKg!&ZjXV{HJrzxaJ_^>V@2CF#p1~KmAq$u zTgGydv=@~7#@p(V%1@lO$>aBt_S?>sk&b-%b~TzG^3i<=mPHSZiEKC>$cd)+zcVf0 zzP)`)9EMhC0~89!^fSq!${+Q zI5saks-g)-} zeI`TgKZv-H!fTV{{EvK7hFf{j>R&j0WKLuAPCJL=Ejkv>_DNf(F#maYf5_b!xD#U2 zB<3x?m-h2`87FM7$oeCm{*Na=%Eg$A`F}R-U$W&N59^;?m%joS9Q|hNiJP&m*8To< zd@H^5i0l;|L~JVh6h59k(|s^=T3YMBimRv8hap%Q^}2T#97%%T2ET<4y; z_j~AbycRidPp@PRRBp;8l5v+|p@8w&3se|+0$yoif zZ4P@JRX*CkAU}Wgf2#MK+9ueazJc3*yykZNN87(#a2Vmfmdq(*_P=&ooGIBSkJ&5F z@c!?Do!5Z7dBx4$-jUP&XZn7rpPT#IU2$89?7P|?toiSv`=19dmk9?-pl7LXO~+cC zCAp@)(5U{6)_*?6KXE3R(ErcH*&1W{<-KHXmizrz#>)ygZ%_`l<>I21?)@oK-Hz%# zdM`uvHyiCQF?`10|04D#w){2^VIP%yNtSPyGoi%|box5f*U%J|zU?WW(V z+qe5{v)#Z+5kI=0@xij#|KiD4`{=*RhyQWi*&?^DW}D! zPnC!Fm732p@Fn71UUc~qbBdS;>SWH@3iyXW{}k{aI;U4#>H7#VS~9oy_xRiMuP6?O zw%zXW96i{-JpYK~Vb6L@4$@j5jAD8U@~zHsF4TWU`XBjj#MTHNM&~)id+L10Y=&ZN z)NXj&B=$t_Z)zw8wnjN_c;0|mQ=9nzf?{ws0DDu^vJ-ZQ*cjwRn-t8cG(U3PaQ{&D zG_l6{99R~$fr=Y7dlGNZ%dJv? zzl8dr;CI43;Yy*8gTKYs!83So{59bu@W07BU{hy8c&(`=S{(_t~ooL?%#3VAi zooe};Jcozan@M1QY%Gmu{i`-I{rL|uIBfs%X#cZO|Kz)Q=RM$V&_BmI|9K27^Mm_$ z-Q9b4-Oa&Uz_97qNo0S7Z%8<9bWS!_`ICMAH`eyQckf=H%WQ38x=rm#xc*3_|2aO0 zZzHZs+f~O}uIK-mwtvZ%Kj_ODw!h;XTQR*C9`EI>?9II41uL-lgns!E^IJ|H+kJKH}SC?DcPcmVCAU zxRQ^4yQXw=PWyj8%OBN$HwJI#W&B6WuNb_M*FQT1cVm0(wujC=Vt*}z`|qC}eBgcw z+|A7O=hR1(qy1;bIuSo8buRiO{g&hq;9lnr!{OLoDE3#oZryO_dK*LBR0{exTK^MO z|F_<{0*;r8jFkT<_+m~H3&gef7}wvHM{o}K)%2T+V+@KHoQ2`j59vdisk+wb;tl)8PLhov3%Ugqy3 zXv=+)K4=%|-?}DXT)-;u5?#RlMf=?=uIv6a*NvkYeAj1g@cop}Eq49EvhdpJ8#S(F zpv_&x8o3$g(>K5yhWvM5hAv3pf25AsbNQg#g*2>tz9ZlDbNsjdm&pIgF?txXYj4)M z7JP5rG|=jr?zDnWtO{j3>bAG-5#OizKlh?OcEf&C4s{j(Q!d|4e3^WgAk8uG5co9h z2VwK~h)yWMb1Z9V*HQVu3-2y|TaJ^<`vsd;dgZ93DM8&+2A{R^n|#)%)YTB{s#WTW z@1^Aq{l9#E4|M7Y@TSo>T644BUBF(%W%#Zfk=iLcy2UOWG_J8|(FSBaxa&d*$BEC2KS zOw(Lo`lopIX@I|2U;f1HJpI%iZTQ-q>wM-ebbss4UwP(^HGb`iPk-e$RD4yyUrZqU ziOuIZmymcp0X_!yTrgY4U!!virVp?;g5xqgjoN?eb~(78BF`gVSu=$51Kn%EbAsv7 zd<*gm^`EK!w;5bthQFk(R2xJ6ulN|VqpH)1n}II&xEaCD;D5+>vn`A*1-={NZ5V56 zGjKU7!`l_HePLd_S1Fu;jG5&346)9kZAeBw-=n6d-qrUvN4}L;-z9x@!ij)0Ibv)- zk8*4ePyBhjFY!ZEJ~?azuPWu$`VhMqr~LBn@;sjPa%7$6*J|m=57%ep<-vPno)cWd z|C%VKCy<#t`HV-P-`;xMjQHmDn&N1H%Mo7^eD*j$5g)ww!{c{=!6D8jIP_a%`7eG_ z{`bCqpI2}%Px7q|;?;jA@D}7dnQY~MaJSdJ_tD4hV)Hp|E4EFZ>ObG@pN#x_K4y-L zTa3+#I{xXGO=bM`VeU=+C(jWV=f`Ze#y|0Gfj*}Wr0ocF;n?)QjdSBj%eMZlyi)Dv zuUY1fUNpXUukVEyVeI;UBI{ql;Q;?dJRAMaY@2xcH`@M9h)b32{wKP?aHB7X{YzH= zv7N@E{}@+HVo;4U`=3ntQ?dUIb!Xk4T|508i1QskAIie~hjvL~wBgKnZGkM4$-1`R zS&*-JL&gN2|4A9rod10BU?8+tqpUx2ZGX51imrbO@-u6HrG8Pz!F(l+_Gj!V^4stz zZN4JsV)&lP`%rumu_x9nam%)@(K!&;j65K7wE1Txz6GXl%f10N--hC3q8v5q`xQTi zk4q&!F?p6a9qgOqxA=Upcgy`-^O?yWInxE#46oz!^zx(Yf9Zo6n*XF*|J9wRUD<#C zDR3@-98s)fAt{Y%vh_?YwCW@I6JPxi)%qY39X#}(5xoi}_!|Qs4 zSR4HJxSZO5_*;!H^|QZmr9Qrt`q(m4|3N$ev{OFXf4s;qI<-^yCpR41s(se?TNx*; zn=JMJe3YN~f~fxQ1Ma5kT6JFAUt`We2ahoRgE&*f*W_UT{kMO7+f7?pC0K$??Z1w; z|G%zcVATFceh6|v9PTW4*YEVZw*D*fOgj2EAN^0pl-K|C{RVRn*sqb=pXma73Om<* zr^gKrJ#Z(lG8RvI_Q%R!4*y|3?au+&cw%jfYx>=`njW{et=i35wb)IaH{0!LJUH(4 z4`WMZ%Kt?i#Fn#H9l3M1oY8ZUKW_m)iTuX@b*C=5wTL6dSW@dwwY#g{xpDSl@{y_{&3-B!0@%_!fC`Vuvx^ENguN{Ksj(VwUYnfS9}*7$bSIm0le2BWb%LagKNOG zv^eT$_J<=~74BSrgWyLf=O&JRtkL_vyd`pP;y16?0mnle$c|RU!I&?TXJT224e7pr zUEY(=^Sw{^o>x2z$`b4UBUXmxYa6(%a^Mq*mCt(R`ipp3c^nW}^1Qwyf3qxCANIH#sB^X% zW%AkW;2z?47IpZZk!6&F^(FOo$K6DovHt3?e@FQ{TERPovQs|gG990}jXrYk>3w(q z=_B{x=|eq#{Q&2OuIYBG$hGuV|9uZ0xZe9u+>LvW-HrQ?UC-TbT+iV5u4h0G;%RyZ zzZ0AdulLHmzi66BI=MISoxlIRq$f6Kb=hNg09c(fmzeKg+;#tq=HunyI`1EWP6&{yUkgs*KqEP>1>VL$6D-P4JjXc|LkB!0qZ7n!xdvGY;hQAeqLtKqv zY>swTxowSm-1es30S2e2<#SC-ybbdb8>Vvjo8NBeT1zo6+ykfvu7rAD;x&#S|KznA z*LCN*tLwk$^B{J|@0rTFjccpzj38Tl-~Im;Dg~kIn?K4aSr(H zb?_|nG2Bk@Z0MiLrTid%L!|zRGw8j`SPghj%tt0$`R@((xL@I0ulfsTf_Bt43)}TY zX@Bd-qm@78yh%_0jEC{BxEmd3qm94I__jdxQ=P}%=vWWNuphVbKN!P0=Cv+UAODPH zl`s7lU^w%ne^ZsucwwTSsB1G+|I%(guUw9QVjJ%QJ3w7be1_Rc>wmmHS?y2QcKNY? z$;xLN2}VlnWa{%T(|^*Is$)_2D?N{%`9P ziBl`<3!gsD{F7s@4>nQsBKFlXG5(T~Z{;!ltLNx@hUKz*maqNSbC@ob^7GkTuYXdt zzw(Y~Gb?YV%1__((tU&A%6rAV`SEmD!Z?-B^^>q(?Os&=Dfl|o_lfVMgMD!OW?J{e z4ND{YYhJFe@qtAJaP4M6L+5PjDAFvGE$F}vq)EV0r^)^!fw{%*z%&)(z zPVRC?|MPzoyi3zR|5$M`hM^H28pG3A+$r+n5PyUJ#MJnBQDICekGTo%;lKY)tc_uG z0{o88r}gJQQOwPc{>mNLvrOwg!}Xu<_8(93-<|%6`*7|I#f}jdVEx_ttNq8lO!fbK zlwZGFr*2X`aRYIt&Ig<+I#zQv{;m9{dK7IHrW4cyVdCi?mlos{;+Y%_t$z$-u|%v(Qld0`Nx6g zF7GQ+9|yUXKAye7O9nd;5cF?!!;lxp`Y#)E}5e`FAyg&m&Lc z&-8CWetz^{uIv9Kd~C#q^xf-s4VSTIyxc5Un(O$^jo1ub7pNX(+Ad&Th|Ouc1}CRuOch`n`+~s@ZMmZ-~QPb6wL++J} z!1NHyGXRWD*UhW$w(<_;V`2KW-0s7-CWS@Z1GFN16L^oH$n{WhI7%*cf6^h`pizljSE@4COR*DQ66EE{a*w z`Xi4FuSuFK;JAgqjsJ;P;=L;aSKaw`yeG=a|IAN)tGgu~Wi)rU$~$!qbR$i-$S2;% za8P`2tE>ITP*o@f92bbYrwU3V3{H&5Ngp6`Um=5$@R zJA;F1n6}oZ<+E}iFL|z>&wcFJldav{22RBJdMl=aNV#qhQDEZVGbd7nrFK%^98-f zI8@fI!Mud?4&k!#X?z}%j`zGA&9@-GQ2*#BGMCf&Ym~1so&LwUrE=L&-;?9UV{HUe zW1Ke;{0(%l;BxFfp4r^66BwHvZd=nXSJ{0Q#~D}IRqe_;E8ULfyTcpyQ*AGFEE(4|15irm+9k_7ucN ziu-bn`wW_v*X=pVt;GDo_}-NB=6U&ce>b=f!#&^3$k%rX{q<5FysOCJ_dixPylXbf zpN#wt@aYA9T=`C#e)C(13#I4KCqh0P?^72at@+pKw}{4=((CHi^1q3_k!Q%GW7l}b zA@~;c?dUyT&%S(#qYAuc|5WO~o>;&% z^iMM5&vZ^U$G^l&OJe*n?uGh1RR7)cv8ik4oCV?zk*nd}eVlpV zH?d9GEWhD3$D{sDwf%{cR9&j$Nbyh;Pyfanf6^~}f9M?|{?T)>d3%#i|5M-k__IIp z${$?If&B|)C8_@#ZxR=k+Wae4|21M?g>9^D!v2dRN%>4$Xn#NEC&BzH)&4gg+kdq6 zM{NI3WPgaS8EyVadr96X>iuV%HbD{$~-3D+Kk8kSH5w9#G5Mnn;*K1KmRGPG={A)%#8lGI8#?V=MC{R z%3EWxrjX9?HarjGz9AmRV{$Bie{TQ9&s_Q60s8~_`{%tIU_dfm|LO-}8?ybZ&DciT zZu0%JwJp+2X8B8Zt@fNZMN<9+MW4CfzxulS9go*ucfZFGTmD7cSK{8E!Zb)*+KKv$ z^#3J0SK-+|xmVwM=ehnrYxM&6hd1AHe|!ta+i$w}W_%*;5Uu~Y8<)D*KYZW)`J?yU zn>gN|Jq>BJy=?p~+P=cQGvj0T?u;q!y_r+oM+;^?H~v1`vkoy(rn~8j=HQs;X0KQz z>$n?(cYwQr&kgOrrgW2=wrsYW_Ssy-O_}Frty-XZK;&uruRmJkX0KW3X0OGuZi$<_ zVR4wokN?e;+ueeqWjL0*gc@@~+dm+iabKAg4EeLQcA^z*$J$wA?5Yo7J*>7H{wo|E#@GZqQ; z&pO10n#lgI4K?Rv|DUk{M)SWdKlsqiSb5C7{oxGv!KbU-+@fan1E%T!D>~ba@m{dM zX3uoa_+rjKaxwq9aI-;hG{n$MojD!H40rPU8R43_`S`ZrTFm|s-y-}oz{Sj*J4e#4 z*|1JK7pTk!e4=|knH-f{4 zxEk`?l$IZn_nC(G(f67u^5!pIESMjrVeF~;n~kn*s8gQ1alg-P*j}XRXYe^3I8U27 z)2-ULR&X#~eb-zqVq*}$V*baS_{RSF!#=#%E#PHN;<=e_-jaoa7vj4gzgG2}|B*hz zw!zCN-z~wnFg@RM3Z9ksh1{8QXG?jR2XRdFGg2mTE##GLXPynp=4H z89vP&Npk{mL70}98K5{+MSk=7HJdg7gVZlF$me7A&wFftkrO=Q zW%}#a?kFba>YcwJ9n<0&f7bV7dpfh=> z`x5()V7n2AQE()%m4b)Cf5DrO<3?~cyzdWUVDQ^;GqfX{8;b>Za|}3}s_yFWxC#so zF)Z>-1h3=s;IqPYBYT6ke~C4=?G*xJLY`5^aWeVjRIS0DBG=-we=TYCI~`r44gaRl zu9=@QT*vWw!?Nfzn&v#>DIQI_{AJyh`Yu=#nk+jH?XK|1JVdtMb@;)}nhu5P1 z)X4KWmfv=}Q+)ox`{!7`)?Mz(PrjR%e)F=cBj1g+1nUqg%pkTaCaQ&NW{g>|e*XR8BiR#N2tp0;|aKRjj^O@A=Kg=g+i)eio z>`$O`UxfMBL?8b;9#ZfBHvjJc2e@Ke%{He#|7PqyVsbd=FdUH1QJ!CaKcN2oz_;oD8~%W2`R)Dk>OTqngyv7t=e>U^;zuNxL9*-5Y_0zj$v^h#yMn!` z`0-!6_Fw!&@iW6PG~~BYo*TpE*jeIB35LewbBM1Ao;9qEk5T0@JIZ^b*qrholW*q- z?%+%R>izJ(EizpH`ELL5CjZTkJ_J_eGZ`C2r;6Ru&sPgJgy;XCz4v~u>$tLo{}@ZI z8jmP{^Nr`(lI-_h)l;yizA4)Z^TQiI+cTbLc^qaeD+f|cl1Pe4ffO?-l3)T!5ClLX z5F|)~2^k;=5Saj&05Hf*l4V!*x7Oah&pG$<0=U4v7eT&1oI0sb@6&y{ckk1C_1ep~ zeG>EsYyX>%ZgCfGhfKQiBv_JhsGw!5Xkmwd2mjpQ5kqpt;q<^4}T0xsnvw`k*s z$cHlQdF=7MKPg=A-d(d8+Y;bh7Q2O;mT8~!eUI<5B5xhyod7HI(E>O7!*|_0;9|nQ z$o$|_-o3`X_5M6JXED-YoA<#Y`IjT#O;bN&*`e=$xO268W!_BpGPk*J;&_%k8}0wg zcdi82)@yJFBb`E}a(f5iM2(=W;S*gY?p zrQZpr>EHk3cfeItA%+BE$X{x}n(i96F)zpc`ggx~|N8I0az6(LFSq6U6sKT5ikZs~ z3SR1Gn6vmfc)&P!u@szO(fQw*AC-h@{!P;@$-OA^>dLio+s*o@+{@s7-G2Sze4Trr zp!s)+GZpv!rS6HvVc+M5V{3oh%ken%?^Ni2#T|_C#Px--^B=`Nu1KQtGcH;;Vr+3s zrTj;+zJECVZ}ykYcVuqe92|m zF}LBqKj+~qfGJ`eFCFXIe(oQCNBaI8n@jL*%E6gX)mQHhw<{Nd`UBKgkb^iTYlQD+ zdi%c^r)ot18?b)!R+Iv7GuOQaT-1V%)xbf1;B|xgS;p#r%BiZu_w)UF9QK#B0q%1f zfzKLN2SA4CkFkA!eMa?7aQqe2KdMtF$No*_`}4hr>;JKBA^iU2P$8B^aW}*$%m$WY zwc=lJoi;Y@j|1S9Ar6OW51*Bk?s`i4f=gL(PA9(P0EBVrgj#+M@IhWV3IX6}3Q9p8(XBH~&2%(0qEw{*pa@;>CgVgBS5 zA~um27-D0HAt5#i~G~fXXHIs;9K#WGKKF3@5f{2DYzTd z2h&piDPWYeoEP;T$2QizVajR+%$sc zhFmw~ywT&@mIimSMdM-BV_u;Q)H1IGH&7Ly#}?vV5Y?>$T{A1CO)v!|z~q&ib?CZ2fB+8maveccYvx26oDMNQ#v{Xci#9jN zeK7Zn<4XEw2V+9xcJa` z&mVJL`t9gB?1^aJx^7*44Yr0|a6R&TRz7`hnW+C8uv0($@B?=qJe20U&(^>Byhd*S zpWV2kye)`}LtmHFUy|+LVzt=%t563_O#i3+;rburS=jqT_1~ay-K5_C&jEWB)&C}I zD(OFar)c@pG5#d0f5#%f75_o1Z?pP0JN``k_&Wss$M$-^Z5FS~Xt${ym#F^}r%1h& z9e8Zr`-N?MW`#|p~+1BPxklE%2(g(MD)KRaC}(X=AP}p_v$6r*mqv_z$pE{ zw5!6M?5~no3iOY09XjJg@R`%qBj)36ZWw9uuDd0>`rP83z1S|e#o);K5NV?G@5}dI6&|q#;1XN7r4_t5 zt&&dXl_zHYUE)l^2S1VecPjKhe&4A5Ps~R!W@J$R9RY_+H83S?e^L3-KEm-SdYj{p8+vA^v5PsI2`{LXOgFDsw;7}|K5)BhZQ$uU#i zTq~G_1xptT_U1fdJPly{J~wn;6w z2FHGm@tb#U6g+r#5+QFn*WvWqntQQvs#{K9w&f7W}TA5M(ba3H&RBge@#BQbeQJU*)#I| zS?~h!9_ybxGRuGq63mX&lkyTVUe=afTc!MmfEVJs(Qdo=$185=?sduUll5!F7Q1%u z2JEt%*s#BQ6Zfx4`73*?+=ZL{?r3KR_-DXHqq+SnSk|3dwp#b0P$upYv?m?->-jBDhWG0cnD`n2U0|6${vyrWMioHT{{zJ`C` zUdLw5OP@m?LEcCo9P3zW<>hl(`K$x2FV;)8{>R_`HdGY{Tr!MdsJu6{p^cvg{5JmB zFet{2BX}H)6&tE^+`-oJ0Cz+D&0%oe@ZV(z;xI*VHiGBG`0y!Y@t*pW>1V;ejGr5n ze;OR~dE4wihieh|OiX&Lm(ly`uaW;E|GaS8NPH1hCq#^fB=s%45;qJmN(R1XTm7lHuY2N;b*9rV$8P(i|N8Dk`? zf3xGyWRAb0$H0#z{Tl6?x@J7~A7ka1PKvib(xrc5Y!kCPY@bH^qp%>)&BnShv5`E_ zpY&6cCHtr?M0<)hQ`Y{Oj`rUm@MmLb|Ky{gogLc3nfv~|kP|=t+Zb%ur_%pNI>+Cb z|4IIDrFr~ST{rswr`2;R@{e6O>7M`ff4Yxy)}S2tS5D&p_Yl@5if=~d`8`g?AJZo; z8_#(RKLF>R%~vis5V@{?0{TmWy!@Ja^{w!__az{`rs0}vUJIX*I+&vMUv{?C?R)kq zSNN^J0UqY>1S7*(Q4&jvco~nIX#!D z3CB*s}} z?<8Xpz~Qt{ z=={6jZicD6`E(hM`J@@LI58S)!Pl}H&9sZ|nRT|STI_5@?rR^uszt;Y9PS*zhP}67T zKa9aS!}dzX{+bH?e=OxsxBdCoRDK!1FD(9jjwx#xRLm*dTIU$ac#d=~}<+FX5>*2G+)DZi^E$V+YoDT6n#)-qS z64Sz%PsGv)-;nU-DBq3YAeoNOGjC#07?XV;VIJZ7KfD~Mu^|b<8Ks06WUSw?jBEL zyg2?DkwtlaQ;bPgezyM8)BcFN2{AUxVI$|j({OJ%85wiHe?#5QW4lgF&8E5>;kZ$* z8^oFFIOdLm>xN@$V4oAagR~(AXQ$hVxQYS(#pc<(4^#ei#5WUST4a7eu0`iX$wkU} z1Le5Ue$QPdgaWT$xFpevS25~nUH%fh6^eu5ye^SCUd=_cwYYU!%4Whn8`l2k4=-$f^pBAoX z$xi>5CZ z4%zhDKckgj{i&EE80G)_P}fnHe>}$(e(&#vgXYBJ{~)oY0$fdiuklzLU~(8QiZ~oi z6Yhzvk$Zf`?vo$KAJ;zh9d`iuo+5DTNV5#AAXC;`TkQ`{+8oAT^=}xGTHto zviwH^9t`^Bwf*;Ax$L^G^hqBcuK!nbR{~4Z1mD<@_`M3ti`-BD?WbF0iowd3mozu6`D!?XP*0!+#AF?=|ugHaVW@hQ(1FD(m#y6x#oKC z?ht%CWy*IW^W-|;Zu9ZB*LilEqfc%A{rzp75^L(cPtQ*1{6Ay%h#%PdCfPRrTKa!E z#-xfKjhCa`7dozFy8Pvx$KBPz>#pfytBjxN`2S93{9&xfrQ1%r7hZYG%~^psaN^er zeLuYq`1yyuEeGzK{}*2X=JwZCo^T(R^oM>i_RYXY zmRkRtO#j#X)koaRGZ(m5W-oQ`tUZy|{=e~9N5J|GkJm#27@9=OoA%ooVIE$`8H+$M!nnW-%sLH`fUsf-#;JE?FX2 z8NtEa9uO=EF)!S90gpqx$cfrhvM0`kxEEq%tPPPzi*b_r5tpd!M7eOMFa{Gb91E7d z?-qj3=8Hdl=?3szCFZZG&-v_SoD(0iV98?1o9`r;9^`HE1%re4xQKMLKN=A4iD}MX zB;Sp4%Ul3Yj>Ks~8o{{0FGL(lV{5ZJ0ldnIzB4Wlai*xZ4kB)z@y+nv7A#pLX-iKY z7F-M8pSYWDV12j2UrB#v1J*DyzrrI2A#<+FJBZj(BI}adbuM4h)n0CrxKho%Ey9IU zd!fOd1$WT4v%6Iu(hEKWaiUDV=AoDw9#e+I{SrjgZ4$)MZTN6 zsotn2|g#_yTNmY!Kv;16Zm!RX`CsHQvseei@(tC zF{SV)ik}f%0vH;8_Za*~fyN4xb|f|j(}x%w{kCdH*>?`?60=Wa&os=Rc1zeMcx<*9 zF+5rM+4@hl{cWs1s8|?s&@>Xi&OPxp%J&kB$%$ZbkXA4_cy1ebBV^4TDL=!emBxdyvV^5Xp<55?fv{TSa2(`4mm>;Eg# z{s!?MKrWi8q<@C+PQ<{aqyG_iqdI?h{ZAZ_%DUvL#h0JD{!h35OLqJzIeSQOH+w4c z!*a{GG<^BTGX6c1(X{}@M3`?tqM2X>#Gn@u%x`zJO*xNm4X&|XNB{-JF# z5%$O4Jv-ftz};l+AK;Dn4Y7Td?Z0ZoSXZ0g+PAg$`2A^j4qP{C!;<4h?O>kU_?k)k zmzcKE#^14wKVg|i{{Nb+@i&xf-@(4m$ogk0*h z{JRn>3UlEa^MG^WHg-&W z4eu-7M)+_fmK5)6yeYYd#F(a=(4?MfckLSz(*c zK>MG_^3x|DZ-Ffv-Q{zW(5Y?#ZW~5WLM3KX?-7 z4+sY5*Z=h!@$J!Pb_G7NBH(Tmm-BSsyGf*fPr>KI*iwz>o7}_SoZ+7Q{!`-bp%0Fn z8;moR>ilQ2^Y61iISSm(uiS_GZemUzbNUlB|E_#D6RUqGvi&8}|0cf>^T#@dOnmvt zd2{}9w_tB3V*a`Gd;>UCPPsq4{JNXB>QGAlpWRJ{RVsD|+QT?<$;^L;{qTPKr>LFt z`F<^KWd5K2f>lSzJ@wV`e=XZ{#l5rUn0sZ```DHMZ*yF}NxJ-Rt4go9T=`CBABB5s z|HJ8Dvz5eN!}ybPrq25c@2`Ks-2}E6Z7^@2;W?EP%9Z?5u>W>KC+|GF*U^Wv75IW^ zTcQ7l_?t}1PnZ2U*7{Gk{X3EJ6+1f!z8H-&wZEjm9jqu7Tt+!!I!Wv&j@!h(U_bBO zcibZ2Q+Q4;mQR2i;dsn*tN)|mgW>t*+gF7*g&2=c&l^Lm3S%5q)@qtw#EB||j@sRl z@7fSkl3XoEYmbY3=FfOiO`Ycg`O1l-^2jYy4en!;pSvG1gutgW5BxfLzz;FblVMT} zThfd8N0sm$(s#F|X_ssESd`P`fPuW7;Nmgd${ge)v6wKgL`=#7um3u)g98WWdyDfW zeionQIr(HZ*OQZAr^IF=zK0xtz2MWSzEm$5BjR%GU06P1WB4q~9qw_A|9ozOtwA00 z9?wq@cLSUaIc(&4@Y2XV+~3@=OXN%bI2YUv>Vy0>yjF+x@x&qVc>BIx@;teS_7?9) zUA5dNzyH=1DO2?&;-58^6md5nto+E;wKidEbPX+yt{!{AGc}!d2b<3c4~=0L4F6y; zpLQ3N$@eFIh8P%bn$~a<+=uuFeeN$FuQL~XImF!nuLI7TDE?vnp*y(#7s2Cf-%}{{ zHV@bv^6NCT4+>U?_#5)%*t?WAd@i_~k>qFb7n6@a`KVCa2EP+=GlGNRG3{`VlM&Q3aWvYNv_0wAO$?21Uy{!9BbJ26KCL|OQrj9X1(N+EtL@i=00hx<}+Qyv1|ro8=_#+UL~m>sae6vN|ra)|BW^R(T) z-Ojvd&l_I>=f}v6P5WPt%^$-&4QnH5h?UVz=YK6d=SlrN?0HY;6~gqIf9Rv-+$rTV z#uRZvinSsBXyo!++}m`?xAII@`7_CI23^nJV^%T_QziE-MsiR z`EI7?_!H`tto=1w`=cGK?VauW{{N5o_D>wE)^Fz8-$?ckZ42_;>HiJ-W`_U2;>)k+ zvEzU6FGqVI&HsOvUna)iAaB02{NIlL{ZlRf8}q=oy<=U{|G%bkAe@bE4Ngw#IxCwiZ@p0G}iLI9`T4@A-0YTq5yi?08!D}8{ zggzSA{>Vo~{0x0^%U3QJE}9uL9ugiK@qxiV$9olLj=D!4dqnQfT`*6s(Qj6Gs7Nq6 z&p!7I{5dxfZ$j5i+cEJuE%^Vd$G@Jfsb-q%pWkppOpk3>^FEhf*X<6$cM|wh{F-W> zpK1S-%R70`ttq)9bMTuF-*H9N_gq^)eJ}9ONUQ?-ef|P&pFg|8>d#$H#a*3u$Nc+_ zV|QF}E#o8Tn(TA!7hTi2Hc6{-4*u-wy8a~c_aoN9ssp#&o)h<6W$PFEK7LKM`IahM zzL5K?4szb#&-EuU|G%1iH*xiE`X|`S{ps2M!ZL*VeRx#H4fihb9Vz;MavK$Q!*&zm>Oy;IJoX29-slTRH2=S$>fpHj5BK>s>Gw*p{DChH z`6T0iTfX<2Te#({o42yey|wUD_wrkd@GV{k-e!?|2j3;|H;v$bduM&E`^}5*i2g`M z{_dtqv6+Tze}+d(#{SAV4cv|S93#H4)xh>h{!v>@bj8T_*LeG1tiOl&Ec%Gl_hW0c zh4%*bTFOPnh{bNSYQ#ICHkK;FGD)@3m;Lvw%);xojEEM4)T zBi6@wU7GN2)PLLIo6H0D#_%kgcjm}5jD^)NI2*)$+O-weX3IMh^HOuAUi6VM~>yad93B;USd%} zzQmd8W1K1S-Bd|>!R_E4x57oRu#D~i9M{Ux>_u{_APptRD>eFtUp@4NJ) z6>_ch0y%L0;;K8obftBlJKAF-$v0fK;5|mr|B3W(wES882k|T((<0+L?O;70wf-aN zr5@$EC{7D`@!QxKh`r%Nw2kmw-%Qqqt3GRukAzdN7~lL z+Ws`oRKzy&co@~;w4D?y6X0+BeY2w&YpJ69q+o6sXNs}q>Gw1YOMtT>)&_ZPq8(L!n)_d=glfU|+!p?(m(mz6*M`o9i4?9I1ky2kp`Qtx-N^*`m>AAQ)9 zsegn|CFs-Iw^QkVgV!zu`cLE8wI$X6iPssA{?DZTGd(`y_;dcKd-vlduBf3*%biC3 zpVhw{3&yYibZp9wKbaVR+0PlDE*<@EaA?Tg@^%C5fK>F4Vt*}<%-J7ju%>LswkJg`tPFuA>sc=eEV8ycUjoi`^V66QL-_`XwekLU@!=?5#?l17Bi@Vnc!K-z^+-Orm(P48 z9rv22-4p+^&tt0Ae>rhCz!(%1ec zqWlLsz=a{YEi&&Ub7QAn`{f>2-gzux`#TBW5Aikai0#1GPY;0ShFBU|6Az!5#)42^ zoyC-T_~D1e7k35E*|legySaNah+z=oZ*Cxt#1)CtAn^^5#@1UKHi!E9OxIOiyX@CF zTMPm9=lt1K1A9|i_k}wM{7iYn7m~J%ei_-gX4)_~dX0XYJ;3VhK5^F_st0}s_ib(T zx%NJHuC3ocqt7zd0iP*FTKaIRI{p--muJ0SNqtW6_27L<>OXgDJr*cBx3B&k?}zZd zC;AT7l)-nN?f;Xa|AKXu86N-F@7*FekM}m5!F+z|{vX5LP=|2rPj>vbbh1a8?VK?v zhnxT32+R#*OKJO^`u?vE_TO~x=d`-{s}M(K@izC$+e?LG=%qL2xi{Wj=jMJ~=oW0M zb<1)ui|;PlN7WCP*#9-HO?2di8f_Y)uJ;2dO>?+7+d@0^%I;JNFpz6sT zg0U%VD|H7t%b`b438zm1cztq!$5GtQMLauOVru1qH;3FgdyyZpJUq@j$i3ovR)FtD z_;4VDI8e$b#}4a1;LE{16FU{26^A_x%=RUpM)AZIJvhuawrEY!QW$Qn+_D8$fxNQ_8 zqc)T2aKlh?Zx|fG%@BWsjW&4&xN6CDbF@b>HylR~^&FLPKruGtxKX@~TGTYm7O?bN(lo&sDDZ|0Ov zGV*gOFQ{Jk{eS(T0apxeQIl`~ICdWFC#d|Hmap-q)c;9e0{x)3Wlx`$`swe(-oRGi zwcD`O%x@Z#HdwRIbn34XUYz*+VBF;v2wT^0Phi;W~ZmFB4V% zpv~FXlfeEx(t~yCET?QGF2A|R?R)kq!QK!rL%tfr*qkSSjd0y4j}4F8h_hiD>|1$X zusMpiAx7uK|N55XRq*(uuAqLO_}nL>{sUhPztbdq|EVtjll>dq>Y`1GiO4|vpNR4o zwU-4pSG@kM>T3|(4c{aF`*+>!5e&_`E$iKb4?N(W_`wq%Q#0u5E;YHMSc6`3r9pgg z#OFNv*rO6}ig=rW+e7Xk)>Jbl6>&F})h95w@H6)y;#56|xKvMm|4Fwif4AUq=>H=w zX9zJ4n4b6P{~5e@&7Hycc;VV@*Vul|J^$O^yGI^=jaQntm$;WLYf)CBe8DunHSt~T<87j_Agx-Fgh!XY`$Op zJe>PaH2+V|iun4E>K}fe{VB9RVyh$%ue*c1k#8dX&-B#IrvFlvKb-z&zKP@q@9On$ zrsZea{#dow4GF)$t(gyeO>8Hl_@6A!)B)+=YCEJd|FFGzk8ml(&;Lto zsVVONTD-jj972_D*3zBs)wv(K7hZb9z4+SO?v44Y+}q3dx%bwec1w2kO5G>wf63PW zoK=;A#fKCrzmH#A9q<3yiS^ne*?-fq z{Gt<0Zw2~veD?1|mEX8xLflP(jOEqMb%Mjl&EF$9oVJUdf_vDKyDh-CkRxR!Fd~gj{IGMgD5&&EO?b(%uN*I--CFN_G?{& z^&swswgd4zv;(f*84|n=@iF8*sjNFKa<1M6@6A>4-FTVA2wj9L<2fKi00e%JX zmiX*B@a+&I!+(lS@X7MH>_oYgb@R@xf@fh|CcY=JEpvg>m;=lY`C*v0wCf1sVRcIW zf{Otb0(RH;EI)I8!*b_l+JCD?_Zw3Zyal zW#9*3TE3&!zs0E{?gl<#5hK9Tp6GEQLmCrUp3;emf1W4&N$FjgDhM$RREjQWV=dSv~2OgcO- z+&S3udUS2Or8D1~;%tykWO;ln&gV!%e%!x$$SA2xh z4=1+#BelOF_&JFo3UqWtzw%mC|4)?ulkq6Q_>*b*SmbQvQkj|BESS3i{`(P=3z$D@KO?0v`KK{G7bT zcqWRs$q#%B#Lo~{gX?yU&&f0DKNbI~-IG1BJYkxspMf&Udp!TGd=LMRJO$bxaX0bh z&p(#q4*WO9h5B1p`_y-UrHSHch{FM{#<*{Yw*kH;z~?;eF*ms1_>bQeo|~d?{f*mK zye6#spe`q_{%tMxc)ve=z6Y?jmTiFFd92?*Rr&JXzI|ooC$4|SiyCSENpN@x`agYP z++Kd`Rl%RkTZkA^x9J-jgkP#c+AU+xx5Gb0|J%{3qr!*NeyP(9!FO};aEUzk7-CR8 z{LLA_tl*uQ6ZE|4Ybg2;S$3Cw_qUdConK_xU>C2Y4Xfrw@p{ zIGfAwV1AbViIM03C00y^`v0lkT6YHPZK%`OUk&GyNdI%4d^vo6lD6ZJeB(^&|4jFP zV$Ker97UbjuxI(%W*OtKr1P*V>B5Hd@~-1*w`IWo`FP7Z_uA|^@EI1x%@3#M|H%XI z0QFx?j42yO{eM%k^B?51kDasEd3&zcoofCk;%A7XnY}#Ey*}>~_lH+!N$jrI=6>Yf zUYhIPU03NAZ|{=#PPhMU?y6(5Hc@?Xq5m(p>G-6Nf4f`uJBjba@z8V$?KnR^n$0#+ z|5saXbo=9e9}3#bF#aE6Z_GyId!<9Zl_e-AZ4YiixxLMqq4G~R`E~fu}DY`}YWjgZLa9|A`wR-wkmtS8iPer%Rb|)bT#^BSwSU+uQ>) zA?MihxtYMhFn`0Flw&0= zj6&EbEEBOR{kYeMdf@kGOex08q8xJJkk6*Ery1uL;o}VD^Vt>aJ?;ki8P^WwFfC{dNKHO7zeAay)nS;D30eMVptye~Y1u)T=mS+#yGt~2K64dhuXJUWa+SOzZ84P|#^i}$}Peg=Fu zz}>K3ckeG#dkeOij3dL~A9@5cZ9F-%h403$MaQ2lu%`}z)36q{mEdgzucP=Jv;T;D zj+akcY$W-_StzE4cAEOs4Pz0NZ~k4o7hit6pT&Quy*rlim-Q_5CYTt0gV=8(_i<0Z z6EF`R8za{R1Hts+bN0NZ*L%UYl<%!LFvHbk(L&*d7i%5omT z&D0Y&gX_S_&?e_x>d~H4%5_73Ch#IQ-&)juD8^VV%Lo_ZB#z7KlUzikNL!He8;GKE$_(X=Q|n)spW6`;pDFa#zy;g zZ2ymcAHL^AmVZ3*8Ow$IHT096yVMeVqtWW0{(JL@*;-zn8)n9Q!*(8|wKVi2(GL;h zD+K-q_bu%m*eh}@X+0JK_E2!&r_IU_>&)tVxca{a+|AGb?Rj_R^s#LHPl5I~0H0V* ze@&pv*zZQtKaH1K-Pz0M1Y`5rjVt1tPSpO%JCR8Lw4$$D+hAOnnoG4FgQIc>f$0zW z*A(i1^mQ8cMs!o0?vK}fR)?9^zr-n7Y@PUbNL2rl#?O~=TpY{zM>%)0`Y&vsS^Y0{ zk*NP$AGh(q`ZUk&UZ%(23&0YNxBoR>L~I_j1+wEm#_G)4KNkktrCnt0uh5nn&i<_K zuMOtysl+SbI!Pt^ZcwCp@i_xNXdPNnfbzRc0{OqIX1r6Q^J zM_;4(D2T0L9Dw`$7O~hG`ZNOntN1qbnMD2vxrX$Xr=>BUi1=M75BbplIT8Q=(Ym*` zGSc{S1Z#}!z0Fs22pkYatKJiynxcRB8`u0#-;MCx0AoX(jl`7-_sWSw{0;eUG!0`_ z6@BX)Zr_5J;2)dZ`cGB9%#XlkB^NR``nb7S8?bLJb?AL!c5N!Ozf{W~Z6j9Z=-$dY zndJ{Sr6T`DQT;>w0pFSLYJHUTBJ0m@54fkF`>|kL)`Itj{x7akH=V)fYA!XvC#HVA z%eSw(LEvSGn<>URcVbb9kNNHIf9tNpheN*(V@kcV=pDKD^I!a2aX0=txnqRy1{fUT zd+3Au@v}dYYrp)>3lU$-m+&`j7o5&_9(hc!!{4$3*Z4fKFpVA80-q20a){9(9;dQa zIcex4+EZ{$((_&kxO2>J)YyLAJ^s}9eO|!bAaD9}=<6Y#=Yg+(P2}4(UN_myi?VsI zsM^P3i1-k6ouv8{=CwN$#Kr5r3gB;uL5cQ1!`mqD%W2?Kd>>|?#m2Ug z3H_gJ|2y3SyQ=4mJK0+!+mQ>$p>HY$AC%1eZ+sm@+kYmW-oQK7H@a+*Bo*0Z*7AQ?vFC>Zkz_0^1r>avC;kKYfFUZ!Tf(YXX-+n z3;M}q=>Obv`-64PIcIkx&P}e%ga0B^;u+f0Ao4F^TVeq1h;Vnd-9(wT)J4U+xSmR2XQyV zWsr}h447NxrWthP#UW;-?8ITgo)CY+jT|z>ffy!)_z}Z@5cfeW3-K?4{{i;K@HWKt z$}!%Hd^am0S1>uS1$ce^mW}eR67vc980LoW)`|64C1r=?J~1V{XZ$S9;J*?43-aT8 z@%c04y77EBrHEI>_hHN`&GWKw`O*HcXBnT$uq(vNSl+z06xbr>&lp#HelM^wCZE?? z4_5xD|CQJp<`t$P7UvQ$J;d!0lcV<*E`2|g4S7-d3zobu&&zw`+18;BxzCtVER*4J zOuoH0%Rg(*T)`8OXNa6VW~1@C^4-8@gWY!V)|EhhGk9@oyS|XvP1}#(iNQaJJp{YQ z;!H`rD4f%-8VUcv=V)W?*{|P^xEZsp3_rm!lRSmAwbp#PRmyz4wq0#MTr=6+SK>PB z)Z`yK`^AXz1D`E$K|D^k|26CrhtK%0TE1d+v_3+7jg7P6Hwy7M;XT$}EVhQ2 zAA82^f&d4^Z)`TXk7K2ISsq#WR=2jdx{PAf!h6~JPt^W4R22hvqBt7bNSknMI25s& zyxqiWa-DX#$K4RGtQ^ofU&?&0q46XG6{##oolq=f7W&7w2Ll zIGgBo&X0{IU*^yZzXP9Tr5)qhGGH_l$&WAp-t$HBKgzkJROFW+CSs^dsl#vi{6c(D zunxiMGK1x(EG>`iQJ=z_q2JT~N#pBZ{c?tvAqV~?7voomeE(?uw_I*U+WT=a!8O<# z8hc9j=65ij8uR@nk{_hSyWBN@6OXY4_kfuQWWf$Gzf^E7D?efVUmv>QmM&ZBS`o*S z-@@ut_xk;VI?mRAM%y3#($+6W(tpIbG3_6t{12nFfA-Hr{l7)xJ!yQl==Z08j`%xk z57q{zTK}u@F@WhyjOzdK>c3>_-`2iI^`FTXoD%vGaY5C<#YE@#64iga{vC^a`f%;L z5Hk_zx~%@o>VH2@25n-BjDN%&MD46(+dpwPx7o(C<3IYmVvS>TbBg`H7vl-X6yh+c zgQ(kx!H$uU9sloZe}-o@{cmkMe*EE>-7~=YoILxN@vv&*Fha@pKP#8|d-VS=(fDWS z;>*uAmG1E`EB~}x@X0babHRMUQYB;m+&7ocI40i5YJQLqFA!NbZN3oMtAAL0DZ+)r zJWAm2;hJghgYwtqn)gfP`*q0l<(A`rTiQg1{{K^Lf4zunc;PD6z+UNgZP-fx{a*w( zQ~KX#c&rUDHJ;nX;!P>{jpA&K1Bcfbqe?J0&pdg*FME>eU%nH+)i~r=!WV91L}1^- z{yqx+{X^i*5Dd;J-#-=k>bF;1fbw^Yz5R_v{<7^W-O7FIw4bD@{f|X{j4v`t`NWW^ zE{>i5VZUSChvDRF{D%R=i6ZXiYpw|Kqv-qU#Qz|lF~4asa69zHG3LUFzAEw05L;t> zH%~tGWPrCJ9*5YQ^IPe||%*3GN1Ih~YVOs$B3nk39Bm*L&ke;ESOj zhnw-u_FymTq2Ytk{a*x&!@PGF9&=rM9`}gl;k8-w7CXj~l6?6L zHs-;55@!lA5SZSuHN^GkJ0P|dt_v;)dHxGxUy(a!<+^Pmx4s+etVfvt-*~)Z*!owU zYFMbT>tBm6Hk|$=PLAK7{5DbjYjFrul`rjz`aXsJ&v&avEVNYSe}^l-lo_@N_tEml zU#D#`9{Gz`edJ~@TIdcomB;iyVsDCD8w7(>jN=mUq;o57(`&rXjr{4nuKRlIHLclI zsn}nf6WbiovXL`|FtJh_&Mx}^FJ-i8*mFhZFF;26uUPUZUWENd%)Pd z?p~d>$i202vzxcF%q`r~>^|6cP2SD?KW{EAaL@nlHTco!XPY?x&l<#rvshoL*gwPR z-(>q=E_iM>!(TI;|7B}au3)S3fCZ581AQ`Te~m}}Zr}o}t%z@B1o`@2JKZ+CN4n%k z$Dhzv^;qyR+MnYo|8$dIhktpF=N4ybU$MrS;&^^xs83=u%~^ohPQWS@SCqxzV2IsV zwSIMgGok(=_f5}WFVfEyoX*8tz>mP^BiJ0w4fG3U1aY3gA4ATYPj}@2ccPdQra9Z& zBC-|$<3stx)<_&HVuA2Zhfi@FpX1hV-YEDW;(TZi7)FSg65>drSd#NS?QY#B;BtT& zDLQgcaUz)i|&RV`F%2JFst(FY;meR{-y0hb`Qn)!=komfUG&(c z*;1E+twH`K|5#0>yt8oSuzqombJBf(>~p2SLNVX9#1hFfVg0lGoAFJ^NmB@X^u<43 zaToB-6c>F{uCH2;I8(sfT!$@2`)mN%9FtGmryQ}S$UPI_7odB^76Nz8o`N!wEw~q? z?Y{b#U_4>^c>IIdXt2MSp6^WDj@eY^+vlEfraCVF85rqm_crieYd7V@*k309({0Lo zR8U$ecG&5*FGrLwGP3v!)KL`E;>S~dFV7=m_!auMZTyXX|CGjG0QezyL7n^4?cv@hUz9PN*|8`?jLH39y` z+ewD43GKFs{U&L4xocKrKT71D=gt!gj<|R-6jO8EVT{Pc#`LHgA>A@@u*Lf8`kDb58!Q=TEpD;ZflAMBhJJ|H5|@JYyU*<{z?i#mU%u{LrVv z`@rnLrc^eF-=DfCs{hBU|B|VH(djmC7dQUYUIPD&^r=w) zv|K*xN}DU(Z(sO>+Y8R=`1(&p{}UUP)qfEkmev3FwLiAUsW$$x-IA+H`)Ts_pXjM+ zH2xnb%6D_;&7X4hZ}tzdHq=klNr~)F;&8P6SQ~;~n@05?;*(4td%Fi^uyTd^di>*G z7(-3}KceFgv8$|Sm6I9yK^aETe<9{(`2UX~tbY^C=%xCAPfp4+hX1c<`4ww}dYK0Q zKdFxYipNz>SgV6fmw(fN?Ggi_ppI+n?{9zc^2u{y_?W08%aaoF>pHG53Bx?gBkh%PNw|hw!c~{T;YHJ2f@!&KK?Dm z-XMOI#FYa6rq%P>oR_#$A@@zqQ{Q$65TmN-?-5_>*f#M&O@;awACmt*>Vr!D`yWIb zQk{@^{>9opef%XIhuy)B^83DjD)Q6O{>CDI-p32U3HvLz=HRFD{U%!ec>14x1I7p- zrlJ_%!Tg^iwLkj5uD}oW<9~iy@F#`9-OxYQfmjdHPJI6-?xqy^9_>BpYA-j5PmBJW zgYf4NxAN?B&xk*VKAi3wz2eKEABXoIL|m!Bw}boSqantJ*Dhg=_2Q40f?MW6_wt)B zi|^>d&@Fek@e6l?>z;vkIS%d`;%LZc!*kgfvjBb`9`C_D;%AuV@h83y49|n`?EsVG z(?0U(qw*e%4Rx-)&mF6|0Kd+c;;Z4ae8(R?6Y|~s3OF6+v109Z$)gMT>_2nQV|)JW zHt#5O58ysyUFo}Uowu&Lji3J~&&^2npQ`?i=Q)bk|B3V;=VL`bQ_lx_-E;5Yd_3*X z+8Xmsr2pglAN2&=D%&l`;Z){-t?g@G9FH?^e;n?tbPGOO?&dFF;trixOzA|*A8G!B zSi8L~MKV|av2fX_|7jg?HinPbz}Ql0_CJ`9O#FJt`-A)&Zqe3rZvLu6Zswvb?v+`K z1!MEl8}GO`-&^nIe0%^HoO-ux_tjDTZ^YgF^0&m@ct45w<}&Yp%WXQA7W*f@{g0*p zZEwbUXT!X3KZ5^d$JxC}^}l4~=bkHotQ~F>*H@jK5>mf63H; zbo`b4p|7KL5pRE=#+>q%+XJqKd^f;>s}_9b#SWc5}eHLo7>EXEWY&NU%7@gR^1tCSX~VLxwmQ;$Du{90vwN zxo{RBzmCBk$nZEI?1_mXmrv&auH!vu!&Cwz%=k%CF1&luVZIM>D8%esl=0_Gf1T?^ z**XWhr3`$hEjx1{uM%?40MD~a%ZI#cJ=aa+)fV7p_672pCvi7ce$lhO&lo<5X%su7 zI3cEKLOy)A+KwiX!8AMf`!T&J6> zVdESJ=0^Eq7A{@nI#4!ZkWO8!hTR2>4Qwyg?;>EL3Q7*Rg0cgyuoU}J@MmG4hZtVu zqbaWY+#Rg_T=Xu-3+msxF2;ZQ3ve^#@@)-2Q``AvFs2yZLH(mT{^)bYlQSFnEAFPY z6S(CF{$d|+HyVHHFK*4Ity2Dv*KELhg7>Yq!yP$w)@{mRthBjq!ICAe^}=nz@9a5o zZ$$ZuH}Q5_7Jm`cRl4v8@#DYXoWwsK!N1@;f9x?nf}x4Q*znuvChf=HlkX<6rz{_& zAwI&}0<^uw{$?BUc7g8oTg!V$dZf$B&(?pM+uufTMhYjOx66pL2{16maYM{Iu_?Ug z#|7eMD!X+KPv_)`;qdc`#EW1K*3QXmNQ{eZeAYJQRx=w-^QU~;g8KjG|FP)D#JV?I zV<7(!f=e-<%<%I0ocw1=`qQqew?Xn3?2p)ovGRAE-6!cYC4XI+#+=$$Pwon>Gg(vW z-%slQixVdLAa4F;xcaZ?u9O%tjAf&I zIO@+IkNkACzp<2m=8}2t7r*+o+f)whlzhX~+y7YPTZ|`tMsaLBwsvF3R-eVd#EjPe z63M4uj<}nrpH;q_Wh<8jzPf1tuen?gf6qBLboUzYHPI3LEAVmkV7c%L%)e0@W++mu)B z%7N?QeRAjU{*QkA&+sKF7Uzf0JO`}M*W@0bY3b8-)Q#QBhZAz-JSYAquH!bJPW=4; z?#AO`pBrcY8?OBk=Qdpbv++6p|NjX3XKya|Iy|jt$brGe~^9*^RLnQZ`wa) zEl1q^#qYa?D?V@)T_^qA_QcOW#M>X_9wWbv;WCJ`iTa;bl=Or5=AdjVO8e99e_6b( z4Kbm>VX<_ldv*45i52zIYjfQj@2qySKiKcy+fe0}?&_DmJy!qMn@jh*UxM%EqY3oC zeiaQjpBa7pOUC~Es>?s!U+wvBh`T|2C*WKpeiO!bj`3%^n&mpbz*8Rxn&=N9|qhq=Mck*{5MsXYlHT;r?o)Sik_2F4^m&qmlzPi)S&E?ul`8&zlLdm z%~@-)ye^6Vl{%Xk9;T^lZvb{@74m{ikB_4Km3W5t`2I};=Y(UDe%KS>DzLow7Vifq zk;bB8>@In4xUc?hO9-^I?O~M!Wv`O{q_jBV~-pjL7cv&xh8f1pA9iMf+P0WFu?#BzQU(fOpoOm`woHuV*0Fnt@CXCC*A&NQyVTh z-X>H0rRTySJ|%*e;jwVi0K38ek{Ej)=Uj^*|4N*{#T=|Wi##@YJ50tHU~%-i*=Vsc zb^x<|tS?*}X!*%p4(H)yOHRK2J1ItICt{F}B%kG?EZH(3|9CXdNZoP0r+;${T%!I%)i8eGM~ z=zKnpc`q8r$nZG2kII+4kT;)EED4Tb%V=J_uJ^L?>4(nNf6z{*N&6H18t6RJecXro zk3Q<4TY)?BOy50LU=1oLCV=$~}xzu2)S zw*Hfm&lppQ`d@!fD{wc@yEC=N0}g>y#~=Da!|#^Wf2@nF{-1vOzt!Ub%$|wugXz(K z+D}5=7My3;{@A;Fr+bmO8`?UuX+I6lGb~?XZDOn-e#UrhY^+H}|Fi--!gtNuUt!xB z$^K+q!Pcv1QQz%aXH&%f;P)SC{I@nSoc(X#pZ^{7Z^i%rMgPB2`TvOR`(qz}MTeyD z|1(|XFIu|>KB$)*<5wh8{}xk(J|6KE5gS7va2!TPc?u%<2x2oN9sC~ljNwR-7w2$e zxg30+d?vEqIgo>Aj>1=L?Qc5N|AA-!(G`Nf=IDR_JK$@;cN5@j^fUgL4!3mxF>^5xyI&p(ehD?St#7d90Wi;%<1Z@eB+n!}}M(cQa?f z9Emf;&V=5!}twT-$cwpUzPG zqduYEaysb$c>Cu-eYt!4z4zRbwI7eU{xdQE&GDae+_}JatwNh4w&vsFez&5yPugs} z|B3h0<$q#4sM*VRyVvHfaDRB^E!ke1x6-}6Y>#_)-AT7(XHVoE=ttwabo#w;Ec;mB zm-$6)&oo^3PXF7oy#sFXjtlA+%YgrF)A4qwE=U(_aryx$-ZiRSK1)Fe|rGfoO6hsRVQ3Imu?Lz)&z4Y zr}6)Nv{(NpD3`G@yKeTn6TMaP|GT9TZP)ub$rDuBe;Rp%tM8Bft`2*?AFppkIzE2} z^Ut(D44-of96P7ap7Fdomr$oyVFz`)Q++iOBZ~gd6UdYLmw7f`X%T)M^0-C&D&-Jg za{+Oo$W^1~h#i9GcQh+6K+`~r@(DpcaWdq(p?ty2U`~fv9^!pyfAbmk{}OQCP`Vx|_@bU0jzBkVWgM?>^xv98tLdsfuxzV)_b%=dN8;lz<)P{@Zz6~*|n+MOk{N@vG zZ)2llOu}`QC*0b~lWuQ)qpRrXaCJSmT_>>0#NiwQK6?AnJF3^Avqf)v9k06nmfL>( zj^LOpruVsLtSRP6`^$I@tD5@U@tO`-iH){f7i_^E#0Dki zrnvT=Tj6mUS^P!f`cGy2m9f|`E-8(__HJqe&~7G{R=*j>d-;aA#<8FGWK)|#F}K9V zg!k2!(DUeZdET%ic;A@(c%5Z28Cm(+`WKxwzV=7ljo~}hR#KczV7t{T{!%bFu#I$V z*nxS41NsjH8=gF+l^8dP>koY+#LIXt7woxyDMk+ML5u^!ql2+TF+OS=3PxM*?-cG! z{nzsN8_ww>zd%ls@@>tfacQc&`{nOw&eL*H4$H%GiN8BN^27WzUzR1xajLR#FG=}T z{q^p`m5Z+T3gS*;UZe41tJAshOYq<7`csjCvM}#d-sc_LN|MXvIkysE-4W}Jr?DSvlcUAp}U!TJGV_X!YeSg)9UZ?u@BRZ7& zG^>BJ@F%;uY z*8UpT_&eG9_twp;Nqzs2OK*7lyPEN4ga4)Q|8FXczkIK7JWbF4*L1NzRvqYe?`>*w z>&o!0<@=0Y{^zpMENbWa`@O_%SnBXXVi8a@~7`K+!@wmc=T z;C`{hz!^^eq_h6H7L;?%)rg-~cd60UTxoP%(@HM>c=;!>PPiKW1kz z>q&h7@=nH4Nv;1M>N$qkN91H-o6)wEtbFAJNKgA4i~N0<7t5`q|4_dRztLpWeDBFXsu;jSl zZmK&z5AqE7Zk`5r4bqeIhVi4Ae#N@&!imG{1!wN6uLtrOXNvOw<)^<0n2(K&;QQ@?S^}s{Qf7{n{M#+MC{LW>i=lHBs>2)n*9CM z#qJI88hrTaDj9bt+y0<`m;5%I_cuHZ{Y#nlKYdv68Tf1R+zT(g4sM%W?j3O4EZ){G zzO0FmpKkx#>ar^_AEn9qu?G`^xSrtv}R}j`M0K zCR=_@H@yDKbp209`GUIveudZ);%I2kHsJg;u`Gti!F6)W5a)6N7#reGPI=r7aVz8? zE$=$!jsPc3dR#)kPa4|2`y1|QDJ{wmnh{ffQu zcEwe2>?q!M0Qim$k*_we+F8ed$*jH7ptu{s<}gl{K11vfV^h+$XFSuq^9MwJ&1K+& zAio7`MJS*7(I;vC$1T8*RRWK55^<+`fq&_QozLpOrQU5FD(Ehz}lUzA1NJFfS zVRLo>N0TS#Z2)nUxwG32U}e?VuA|p2K+SJ zkCAU?`0;1^(YwIid?CCzwCVUT*{{u3TUvDLtH)BJ^F ze5n;hilrDyzHyoac#bUoV&d^90R{#b2gC2!wdnVkcI5FklFnlyd|JiKu&rSOR!8`f zJZ8smUNM**=EpW>vT&Z2uXPgii){Ue_@gnjzYT~pCF2b2Bf+8=28Os79%CF*{HL8O z4rj+%;#27J)cHH{IpW`$|0_Dbi8W3b%XFR|d+2S&Vlz+VA@ck&3f(wj4_b4 z2mcC(Ft!K(Mj|J9`3E`=jVhmV4w2WI@9pP|OrDj+&b6G$%h&qxbtC!vx{({sIcJMiRTSp_+|Mh_jZszPc?rg)EVZVR2{xjeHROhG;(c@76v|eol3-zt)((pX_{-4#qHV(1QI9_GPA8Qjf{!fJdA4Kdp!P7R43``8vH;`>jv@rUm-k?lVd<^SVnSKJW(8AcobjZ1GN z{WpO1Zf2th$3>j|KiT8&U$gveCwpbSY5k!=|9?69|7XZ~6N{A*p9uX&@EMW6#(cf` z;zP2u@FfL)BJT@{_*0@j5b^UMt@@!#e4gs(m20@i`D1HaVuQ(lW@!KF|8;8iAJ@XR zUF!yZrq2x_E{?9N?Q+fFf{NnI3DHuTb;>%4D%24FBs0o zzW;dSOSvQMbE3=tRh55=u_@5L+Ansv84o`!_?N=+BD6XBx)gsiaEGy_Zn$C}Q|g=F zeAr`bZn%TM-FzL~FwZ>utfZmOhW%IhZ8WA7aW;W(2mOgLpBPt4``S%c2@V~mdF0VY z#Mje%c4cff15v*{%B(}>Rt3I`zNm1{9{#Ly(4x`6rgL+)?RXee-R%GH1QoS2j1wx*w(f(;;8Jv!8!0$M~=pI0wOA zVD4QoHxuN4VyviFW-WBD&;P`|pVQ{oj8AX>m&Sq%?VpwV*SnvAuh_;{iItQ_`)9QN zpL3Qx9UfZ~_*M*SWBwKO-6ZnA>~7gVqWv|ReA*M4wEwd5X>Uyp{TsFax5H;f|DePx zOQHQm{eQXV_5&YNCY*V+foD3Mco|~YPhwB*y|V5KeNXXe zhW$bM!YKa7ME=hJ!-i+ceUsag4?JU`D+0F<@kiAc8-!bjcDm?cjISJjP5+L?|2dL; z^7F91h*>IVD;4=X-i2#hfD6+149gppPY#@2c<*A=8T(fW@cevk7ch8%FF4}=&1)&r zam$Zg@$+wm!01~3^3HfRk$m#tDApx&_=h#ccisB3J8nr4u<#_zZnNjz(eD?ZlrwVry*v>uu`6%gcxJR*)SibA@|Mj*X*9< zX|nA+nwQ~rf_qu{+4@h={x(z<%Xk!U&rr|OZo_8WHae#IbARtZ+aa%m8Kai}YnTI* zJ^v|mofG-zf_t$4Iqn2w%bJJg8JR%bC_&n%C!e+oaju-}V*9Rxd%d;Ewf3BM7ol&uz$3~0xHSU*(hls4#J>Sv zp!-sfJ9g%{D<~~;rANzMOHZ5N3%Y6%BMCe<2ZZzHG4R|N*A4h?z!05}{5JZ%qw*7d|FQIc^7C;1Ka>&s{l_Ceo$W6xKm7jXSetg` z&Q-zKEMK`?Feoz~e#li+9hLUSb>8eBO>Ir?sqa52_di_uq4W!0KUiKY@u{A9?&$zq zL;FLyZ*B;O4!L27Wz*PGxCWdHu{w&yA=d4NW1On5BOPN+_1?Iy*cidZ9F_EsJo;Vb zya6`mU;YpIZXOUk4Y4vkg0K0~En2=tF+I5V>Gr~atA_ESDDR<%9&*JM^#N9=vE#bN zrFsw;8^(E&HqYy&9-H^p~KTX z{~E|(-ZD<;zd7~aD{stl`QVnBEc=5PMvEu4>hM{&>IgRMW!-j${ZGqxUvV?v&yiSC z^H!EmTmQ@IBh7B(@eaqhQrzb@F`iVc{j)NEo%Q-KJpwkCtEYD4DfCzl!7k-j+h)S7Qu_JYYt2&*LKD z#M+JVh&)KdWaVPheSsVkXTtmBvWdrqs9#Sp7sF+G0#A@;`fHt*ZG$ZHY#%wxyd zJvzoEkY9-ZvhBp%2+oG%n#$6={c%M8PT}wIWr)MtgmIwgo3QbQWgdI^^&d^2<*{w# zxeMwrMuuId+{E&m@Sl8j5bNzCTsP)_viJ;E|KpM0d-XE%9u%Kez$s&XV~^8lxqNQa z@2~!Q`a$6jMr=vW;~URPltV!MIC@Y0Rv|WKIQfz%eXD|dh~RG`=Xb?7l$Af$`X9R5 z<9?2{9K_vZ>)&%K#kK#5YJZ9J&k*M9$19&$9_oa6{Zk7bQO1RvF8z-__hiPO@#w#F z=>I|STl)AMN2bUCRhJi{VVTHto_wHV7Qyf zAOC50(f+MLyanne<+_@B?e7-&PKc?F*Z*dh>YjFSV*8WjGn?yf*8U3W!t8IW8}6r* z{$+b5haUS`fUQCqtpCy85UernYj0x|I<}|DdPNa4qUM` zT;Hw!rqI`6{toY_A^yg%%MH`ePfNeOrPX8lam|;jJ|4;;E=Ti_`;wQ+F9+vMBKtRy z{lofBH2*MC`y(Gb{rvSUjc(T5Id0YZHNu}xUqAKV8Q4^9LtTmoz_mREdy#Ion>B9^ z_H*6abGV=FK3TWcT?AL*;s5=N;A+TgqZ~JkF{N>)PCouE!Q>o#>U+YgL##r6NuisC zJo1YR0*?Gv#H}Ll4zV=Md&{nEf_FGS)PXu>eI5iKe3|P9UWi;Hhryr5JQgfnESxvw z*e9odI_jUY#`66~tAAo`O2B0=?mi#RB)%`|~HI{xem6t~V#Q z5@SEGef|3PzXqn|LC4roPyXNu@Yp=#o&hFCIBF1I>bJlDo#15zM+3Z!^4)w*a5Hv| z_J?3<(Eo^0Ax4JrrO1WD>v9cw38xhD;I+oKM)&YHX9(8i@u!}0KLN+h<4++z6yD__ zU|bF!QM?TKWe!#}xQAyvB>55_^CNK8Jd89CBG1R4{DEL>X3bk7n3x{KjUqPZ#aCy^ zb>{b@A3rD05Qihr@tVY$LR#eC4UA3kkp}SpP{xDE^ZVe#`RDL`9-iS!fZt)fgR1r~ z-Il|gtJe8y`Uloko|L#NBk8~Kv_C$>{>6>`Z6y6?^N)4C&7z0n^>3>3Q`P^8&0kaD{_yJC?yW_e+|t}Wc?b1*O`QL0(Y8)EZ{6vX%D?*XIp7Tn)Fv5W{9Bp7 z0du6p-Kgy%eNJqbu>YmI{Szx8JU8CQv6ie9zYp8rTG%=|7KHW>Z6S_RS^NXA99jGa+JeWlh>gs4;oFK}8_-sGF4sKP z#?nbU;n=llQuG}xT{ze1>s#jZ;GDfY z*eAYy^*^frNI3R|M*wlAE-NPk^OpZt)|(uM-(Ro+n6GCX6?xXr*WU^JHJroed_J); zv0Dr-2bdk+kIE0yBhM($Lx3CbvUo2me{A(Xbk+E7j_Y^H*8ilnzYFj!EB-?Jf35JS zMEcAa+kbT*xFaI?Na_Ugs|5YY_rvMX|L7~!xKksKKV#K@$>?9x+llm__$^b^Kjirc z<^>bz|9JU^am?yJjw6P{ApcKR|9@4+zaGQdL4UFROPe2~{*$(mA^U^ax2XL~3_~mM z$<$L*#s0Z@4eQnspOkByO^4Xt^yEnTud0`PH{&0FGFkr|!?OBsV)UPmPiFH^t?@V2 z|DTcCzhHg6{$amKH2zN|`2{s4ZqBj={yp)&N&J5j2c!5HkBjiWrF_BT5GSL4UGwkC zI&b=7ICm}>8ayZG@Xg?vd>nJLYx;b|UuE}fACYg^>P-B9p95Bs{``7y-4J*432-;$ z)gTs!-?r&$3yzg*BWKqRHxpQ!kHM8^)Jv1@@-o+cN}{QwzQj;$?_mScbePcjda(g0&%cjcm6EoM3X0@8Oe2 z1@BM;E*z`>Bi$z?J@Gl~w`>&o%%>XsI9Ks(*Nt9RDBS$1*MIa|nf&3tzxIXj|DX0N z=YM#ed==yQ{$r8PwCQetW0k+I_*3!6&iQzO_%%~)|6`S(sq!D`u5@+yPn5V)Xupgz z_0xa*so+@1LGw-EOn&~0pSj%p+@Q}eEwMDmYfb={^Q?P)=IeUz?sZw8r`$F-1+zok zj^J>7|9ckc`Hb~H#$+2pUOksDxZnQQ?zP{I6edn|Bll zeuuaki8F=#t2_QA&m4zb%2#a81G48c`aXXFU)7hcr0#RKqR9IT{QUo?wWaszQPZdC z(!b;>vi_%i^M3t*1ROGf+ywe}su~drQT;Pq`7IwC%b6~f@qgL6 zmF|=68&jHp9gBS8ZSt_T)#kZZ7WYl4|7r2|4)?}8>)gw4zU$sy=l!c}~FWcf?n*FBqolM$4*8j*&vh}QSjlicZz7X}_@Yv23 zLovGlgMM<&JGABY3hzmg@NflOC*Ta((Y!}u2yAc8Q|t%u9>SO7^~FS#KidD}-}|d9 zpV%5(s~+`#+4q+9<>UPRpHhD3{6_39vo(pK3(Fb${}d;p{YQL*<19bpaf~$nse^C#x zEm(Ug$HoqE_YkcJw zSw1h5Yy0ua9~uH54ftHt&!Cu<+rY5!Jix^G`X7({Ylt;Nf1UU;3>zc9WW8p53?qGi z_2nyOM%G4Ket}<9{Uo=A3&;C%i1F~{7)ie6ov8eJPv2AH0YQ%7g?xFk^8K3S#Pxq; z=z@Fy{YCEF*_vU$f42VFmJ;{Bbhp3bUjNjRYryxR@zg*4zovJ%C*Fp!QKobM8@krx z7}JU68E*U;kN!(V{~HFzz7hB1(LZAue+H?qz21y(Bjc5y)xUncNHG4{x6O_}HqHXu zIRWjD@o~)lWIvlq^)I*}=pnO#wg1vq1`iH&6mdAjD+s31+fsc0iPXQ>uMIk4wi!!Q z-V-*W+VXgBvlmCPe?$E;G2`FeZ2!}7KVpARw*DDFKU9nv+K;rMsWbj2>VMj{+19mx z+J3zMUt{_IooM?bTK6k;D*fHcZTm#!FF~9l`tS3JuOXJf@HV!#Td+06 z%|y6xykAs#Z1g$tk1#F#GjiShG|ZRB%v+xGelEF=^zDkDpnUS9nEgB6`G?`^zx^7x zY=En&1AazuH|sp^=JT8K|KAV2LmZCba+U*IBe)!51N?R!7@ghw^W^yg@ZlW%&Np2V zus5|&eaE#Tz7+Xxn*Zs$a;*q4sQNow1dGs**jAKDu9}(PwdqByDZw<5Q{?WT+W}S-Y9u($=x2{A`Zjno{st-%l9A7{;tA0 zp7DPFvB;-iKHcqaJo0CMu)w`MXXb?0f2PZS0(L`H;9sc!#5^Yz!de4HtjOP-rQA>BQ< zw&adqD|*YVDCrlj8~V7VZH=P;#?$`z3^&Gcqs|;o|8bls1%`!wHNjc(IqLX`{!K-` zzDH{Me>nLXcM9A$v^}Pf{jqM(7WY14td*Q^^z+9f*MFk%mun`InSWqRDVwL?fY??a zms}Jd)kOK9=6-y@z3|fOZr0LV_rbnvq2Fqf{9kV@D{#O3-D~6WzinbXsYZ<_HPzZb zaaB?LMbxih-(PSMjiKKr-v5!v|H8f>wZHO!?NL6RFdy^(h_A@|Z%jUUN}}U!rpF(% ze`t5w_Enb8I7uVb|5*HAiN3#lQ}LUrFHn4Q{Kk=XG!gRiG3KOW{CR81eD~@+v%7Q* zWIHizh+=I#MkERUqtu7@esqZ{| z!1ewgl4BZup{Ee5OyimGU5E3(5_c2um)O`4!8`<9Cx($Q97PuYpqP`tHv9=OFn)_~ zH^P&I`cNAu#O4V8M%ol{IlQlX;Zx$Vw53=Kk76ot4fg`9kAF5RU%x@N{eHIm2nE=Q{K4)eoj90DahO&{J}bZ2OW%mg_`VmWm4cpO|K zZfE_Ot!^FiAnt~?rM)Nj`u_giwo&RzaGXMg5C)59BB9BY5z6-HIh#){J)Gh z^;PPBwU_Dw{T%2duVY0An%=d2iu!jX{Z9aR)z@81vtrw*x8wC+vf~e9 zgvIOs(d1|Q|Mcnq+40ZDaorQULJZ4D_RnOse`20T(m!kVY;teTpCj04Vjj(2OVt0( zUP|Zpzdke|xEo?`sKdr;{|YzSIL99=kCZiQ|4r-hxBu$JQSJZW--BbVjk~tb;P^XI z{|nyZuSou^g^S$pUVY!KJ9IVt4x^M`*ORKxG{oP~FRPpQJAiW_j}7A~g!AS)-z~fw zmeylz3~R$Z(`z1ad7k%NIr6N^C$DY%cN@w6O7{DkpP#%n#K5c~?#A=mFn`0=Yz5a1 z@i9!N*L*x2;B&~qaS1V|<}Y~HEkdlPWB>6B;k7yTz5fT8oBt`eo0Et;MJ&$Y|NXS! z56J6r?96fS)XZ_a3ly_cS$9e>GsG`2p3mI(-oZ9M;J-QCbxi846qqP-qhGT;9o{0r9Ke@z0uo3#-Ea*#FPon{`!{ zW$U7UX77jF&e=~9`E;J{+dX@?cG@}nwv+p`dvf25h>VOXBQrGW(6FxSx&ARf{0;9L9wSCM#uxE7jP=HMJvf^C@8bIbNz;wJnr{4q#q>;b9e$G< z`{smkM4TwPwx2jAKmT?F9qjvvhs((CkXIF`D zPF4Tth`(v+{=1tq=L>i8OmTqEc|Z&f(*E!N_YV^HYTf1xxo_(FyUPHb<2PQp@)lrk zkS3nS^_Evbd1QYd|KRS#o-6k!X$KsS{2MR-304L6#-fhUFH9gmN11=i;M0h{v@{-^ z;&IO7AH|8%59W#~ls~1NH^56H??0PNN~ZoyLw|7gO|t9nDE<9KXWiF}*NMIC;$8l$ z8tyI2^(gH>9{QXUZU1{8VoTY-+0$WvT63Tgb=>N{TD;k<-hVsBHaH#h&0fa;)72iL z_P6;P4R=GEo7&xyvA-Rvxh1k%F&xA7kD26u;`7XIZ+=hA$A$I(X!Z~LHj(}17;qgn zMrBSGyxv8P%|m+%?KNVvQCm$sefs*C4*hQ?+n?<+6ZGi=W~}y~Z2u=~|1%zn@BdWM zHy)hq`1@$?r*2L5W{+ppwFC2}@1{ijpNjfdn?HgP?4QKl1ay+Hf13T0Z9CigzwJ?{ zd)WWT`(VJl2Kyi5jf^FK_Fjh{G>PGp#y_O-AH#j9*nA%1Uo;K<)(FmlxER4}c`OLA zG2+uk@iIEc+kEeFG?Iqj@f-c#ur!ihur_$-{qotfuz!?Bn!dHM;ZLkje7j2D@L9V3 zg;&U@o?q1;({TRVU3w?Lsi=PCWxdC*C_V=3M8t98n!)}nkZZr52z+94&0=c|?_2m1 z_KLX1l(|H7IOZSDC-k$!cY=+n1J;K47-DUJk&$cMXUVnVZ*)!qUNxc%%6#g}YjZ2h zodY}(ecT9k$LDK)Zdgt|uwLUj3$ffaE|aeV*G7@`k^Z+l{`$*0if!W8av|Nx(Wl*9 zZ5PC-(4Wk3zyGw4Ool$=+t4mA_ABg(gf9qo7A3`V*cxWqJE=f zT=+UDZYJ^gkLQ2$b<@)CV@e^9RM($lQt2wcP51ayA6(q$@_0a-lTs{y$D02X6FIv4 z>3P`devkjq8yl)shD)Eu%0JRk85^E$jt$P3yC|!r?Ps|CXS)B>^k;VbrQ83J#FQFM z{%p(J<39fU^FaTs>#cWB;Im8SC+cxtwojG*!`P&QgM+UB31Ut4BGy!r`Y&;fDrZ#x zV_%PF{*ijIZdN~>e`)j2uZ90#Jbx_vZ=>n|GC$4G{5#tCi(P}gp6kD{^pE)Zui0NN zK5y0>yz2_<)z^f!!^ri&=>LU|x95v}hIUjO`i}n|dpw25R-EzJnE+Q4gQW>^HvG@^ zG~aojIJW<8`SE+wIM=3_j`8k41Z&a}^gsIIAkL<~<+fX}jB%zi6<5PJQ{Y|3$f5s^ zWh++-rbRJ1&s_`FzHC3@2P{_3E?{>n6s5*c;+})@)cO zc!w)Dt_uAtl~?7y=S82p(1vf=SCedi=?}>#((iHoe;$1#W8Sa-<=T&b+VX?GWj_8$ zw*Ql%Z#=`iQ_X+lrGKRQgv+Ze2ytc8(EhWj{#Sv8i1vS~_rK!h-+{_H?{j|q`@dPm zKLCRRKRJjO^`HOgpWHwF(|>lKeYp_heZ5%SJtDO}hhh=>E@jG4ef2{Gx zSXqIrPauD$n*XGoysX=CvenJ~VxI6vR>?rh+TZ$t{l|Y<%@)ox|Dm-#{;9NoY$<%^ z7Hv9?`hDY;Y&+*|V#)LWRNKGi3GN1Qro5ePEc*v-Z5hS=W9lDc@n0Z&Q>_2+AK}nu z54(xkWs;Ha+wwtPQTxjY_`I2_`kVeYQ|&)f z^u_NG<4duvrO!uh|B>up$@IV3-^^|n@QKh=+EY!Rew@bA|D*j+Tcpf8)bltGiSMH# zmtR-tKKbS=_}*IXb`A+{!x zpIieML%%k}+SCwRqyA_FbK`y75POqJ%njb#bMbj+dWhsp9WbJs;2rO?;p0Z}JDP8P zL!rBT&;K*WGRwiWDC!Yc_TU+@IFWbJYu0_N`bYDXZv(oMr_Wdmvd8anF#$G)_uiht zG**U*(5DSs>>~KL*=#1HW40E)H#}0J{wFplEEnu8v$SBCa z=$sS1j-P*?()XFjI`pZR|Fez%w0tIq)ADyV%U|iM^!z(v{iC_BDbT&BgGJ@fw%k4L z&!2q`{V`Vmr2ifsfsCGp_9rdUG(AzzUMGf*OI*&q$DOYKX_x4LQT;EFH>S6x<&Wx> zzXJLD0{%U^9`}x_|3`T$%Ky6d;uSZ~f$&9{$apIC0YbxBvb>B&HOxHvjOC|A6a%bnpLZj=SCdRANe%HT~rB zO8Ncx_W$=*To*qQHWtS#|0cqJ=e-ZARJ4ChPra+`teY|UKT`dPxtT5VKQXP_PXE=- z0WM`@{sZAZ`j`{HH!0fx6+btAPo4HoVs4Dj^-SBQ*^!dt|L}YJj$CMNk;RmDEKcl!0Serh#2S-kMn=5E6 z*Li0Q{bMBl<9rjHZ0m!AAk9od+VL|<#_v# zAGxpAE|N3>J_#~)dG=bja2NbcX03564{mUq&g@dWS)~2<-%@)f+qnEejp#U|%|DFI zG}8E+4ecMTf3p4G){8aBz*C8Xk_`W4Lid>t`9GEOUo!Jgnm+Z76zLy^s}bKJ)I}7t zMZbRR3%l2TQGH&XiQZym(DImmVehSs(R>V}Yiadt`G)k;^waGh<(u*F-`d0X-Kv8v zZq30~w>tN(+g{Wi!7S#xjEVzpd&yoLnQnXWUU#A9684#*|4LN5i+8TL6P0IioRg!l z>MYhj*h@va66~cM0p?~;kPq|HW1sl7QA`c-HhZogaNCMO2k*Br4d`($i2A-EPL znC3)PSSO|}djMaik@}akmLVUevAoW?()$%b{khI9X+=KLHcE%rSMPH#Lh(Gr$r1~6 zT=IzI(|#Rx8tzHcZVdbq(nvlxl-{}Oi|*Nzu9&zYPx~JrUP-NMZMumA_J15h{hboa z!1k*zx0OqMqxHXnXMC?mHQK1cogf|5t+cMxwIa_!Ip7m-zLPy*2aqm6NgJq^2?72@P`Di=$^;nwT029LeTN;%PuNhN@Wf8lT zufO(}=E3^+cKLiF^}pM!@2&pyk)d@``#P^%;bUCr`TF;CG7Z`}Qd06?3KGPUa@_eu5rca~o zLHev0`(N@x`!_e&yDs3V0}LE^w5TzZH|ML1T~TeZdoQ5I*}&RJ{t@%8=3}k1AF>>XZ7cpm;Us;`xLT;ZDM8Nd1&B4fFEJ~na18* znJA~MPNenhiKPkaKL|Uojen*kZR3Aye~#67`j0UV6_W*?1^%fF|6In)-{NNa-45k1 zZ7cEe_hJ+O5e(%o<#1H~^129fALA;9va?F&70xG=pEqw;y55I(gZ?r6&0UODYtt&& zR^I-@2ktg-H*AY2|5^R(dJz{)<^kF%qx4Wd(5KB@;sNq|@W0jH_)qf<@jp@d!*@~n zmxzAQSL}Dn6W{+#8@!XUr|GBLKh1y9@n`=*nf_(tcza%k`n!Sb;eJghL(E4Pd<8zL z2ma<^IL4-7{4sV{Qy=0u^wF1apZwGGY-m7b(=^ae%OC2zl(W=jcpZ_kv#|YNqMXD+ zbFL*mx)!kxP5&3327i<1h ziuX9AeZ2lBai@TzIRo6yBIH5eIamIl|6Afp5o<&I4UgmhgmH;U9If0N7a z;3wxU)*XyB)r|iYQrZ5a_5V5GZYDGSX-`(ZVc#e2|Iz3ZuQk>Dm!|K>c9P?t*qiB) z|HL(nXa6(0|Go?HqKa?5a;3M1Tz$iB*WUdC7@Hw?{4Dn7&X$Rf8;K+J_-A+Z&MSAe z_D8ql9QNar-2W#og0?CC*U#7?laYVp<-b@TRNPP0Jw=-z$20$SJ$~eFWA8-EFf;N$ zzW&7Xg*w2@&Hv;-Vq3*l13S@|i#E7b*)`ra^ulG~T^MsJ+|AEAdf_$}^tuJ>4!Td_18RB3mB8MWEdK}N((GtvGb47!+vuY8 zm`eK><4L7z{AFLt1(x|+x4-PL+kf@2J6v;o*!**_{HVM?z%)1xS2InBYoY#=dmU-; z{r)o8^O>gVcrgDFf5E=qS(+VV|JYTwPh<-1`FyWwvSREXyRK&IJK}FV&+NXsPi;E1 zqrg70yL4X=L&@gcLpP2~Sy<)+Wry5>a>Yg*s5ksiz9an|muQR06njkewLFwLcK$t7 z3A~Qfi}@Uuda}OJ`X51iSo^X52P=+3&xxJ?nMTUu^Ez0OFYOc6KiRJPSytq60O<~v zBTbzCd8GD)=7V&kdEi<;$`ZzqV*QzB|5f$_@T~zO+_~=Ek3M!^tit$?tN&Yn{1AT1KX6~J zS?FrI8iM)f?e{*E{oJ?S`9R)p-nYwDb6xzX0X_&|f9x!G`wqa~xi`zL-?YuGShdcr z&EDb;-$8#z#xd#sY0l?v&Szh_FXw&hw&rHIBh7`bp!pQ|0{w)(_~TzbaeqddPd@w7 zeKmiPjNv2ACmiF(vHtTmFLl2s#t7y7;7^~pZJ!#)%G>G!xxUb6&uzL zqtE&tX+9}!UDR>emE13b-cSiU>2=t3fsF_D|0w#Qqpu4XsPmqeR5p+{W6$yZg?9ax z>#}R@9qv-YD;z($%eP;-Q&m5@lT|;seI?(!EF9A%{|!?yp7}40zwo-ibmCt?OLPOT zBM45Ox`I4cUB&uE`ZDU5gnok}WtDvVxAZ9#=p&XlG0JkS`iS_+Nz+fazwnIbiGUx- zmlNl|_dl60|JqY7|KWqV(#9ExIi+~&BktR6%jNy=F^4eCA3yw9*KFAPv^~&`S=(fO zq3w`q-g*B|G6zvMA8CTFggIjI?$r`YgYS88zS>*kebIfms`u-C17rN5OaN^?9Ym`3nDp=9Lr#b13W0e41f1 zS6i<74XCZYCiP<7t^V|*(1rLTw(oKDTA@#aJbeB0ubzZG*Z*G%ddJF7#gvEjzkIa< z@=p1$xMoN&0$L8z()zQE;rh4AovJx6G@|v-%FcA<*MLnRCINPYj`rJ97wZR}ua;hf zy}{z?ARhSrW=Uf@1nFKbIWP7Jt3U1A##>hZi$$k}hS|Z0u?f>?{m-2%6x)W`yopIL z{$pB}=hUg=VH%YA*}y}|CtCl)<42`DX5)SV%!JelZEW=~IC{w2(E5Vi?&|d>Tpffn#5&4c*&% z&?leF{XC}rfBxiC@ST>C?f>cLU#acg+u2EfPv)M0|H%t~p7W_MUr0YYd#}*8GJg2y zIZB(hB=Q3C*?%AhX~OaU{)c~&I2aadn|_rxX751xe4F9?2k5!n|E@)RRbq6Q&ygc} z0soW7+5XlqiWBH_1;;SvJpWrifA_Ro+FskV*PSdZkn%+9KLm`3VTl-T#XUzh654Q3h2&e>43{ z#xcfjZgGKIm$@~39?`#ae24lN=RacWf;d#uH2#QVeF0kO@lV<6=*exV4Z~KhG&&~i-LmbSl*4ysprqzPAIse9g3UD_E{;&U2;#e`yGbQR9=RPow zq~C;f?n18wPN5?7- z8}iR&TI`kXHks(hu9nT#YFTE##ubqeo6PcJ%(b(#crWFmG-A)yGz}t zUoCXsu07~B9qX0)s6A|Q_J^6Ue`SA-VrNZ}noyr?B;GVAKBiYoEsN|9!S}zSwF66X5M1f0_S9%>L8dC0~nO zL~Qj;1HSoW!PhbSPoFIO8n$!9iHhi7Uo87JC=d7lKK*u{w43<7@%elT`qBNjKhOIj zQg@wySr6O)X8k_-8foI>-?!_Q#q7Vay-auHnfl*?4J%^y-#+^EQ^_Yf|193JO6q0% zpC5ekiPlLlJSY$7F5SM`r$Jv}|M$I*|Dt6kKF8O8`OdX5<#`u&FOfO;Ui1r`S7faB z`_Q`o_y_F!#p)hKZdK-n82iWD?|wK;|6Q|hbI{J#|0nL84f>T>j3rqt&j&H}-**$Z zA?b6)%H-4mLxg+9{FDaWaOhA%24g@BMrG&fnW}(vm#A+_8N0zjw90 zO@==4G}itj>3>W^{)@{0X#Yps|1i={W&LRz{qVE7ZqKzGR}I^P%nOj~`_CVCIp^#+ z>YBHn8^_FsFjf6xJaza4R9+xs5K(TV?JyRlc!JkGXVlya{>vCSPX2X3Xd z#NBAAbshMB^%Afz*AZV<`W^kS{`huDlMfr##mkpn*I#?Y*8yYDvajebVO_yimv^~9 z@*!Q)XF24+btnF}CC<3C2{uyTf^r*=YP;ck;#o;ANbk#U_2Bsde5}_XM*7Lt^PbO? zPiX(W4*ibwda!rWjsHQrhMqZMmsOX7PQ_~+mw>||9!KY}H2xut|Dc`O4)0eb25Y15 zxQ`*}3@_tx5sI;a4rcdwZ@3(7TYMLTp(VmR^ZK3ZQl3tfhv`?WTIKfa+2!ra^ku_*w9IyX8u5q2y8RV?YV>j}fKOByGdA^y3rF=Oye+50F3G&(ac$qxM1H*3VHMDRUFf zJnpzB{q(jXZS*_NpZQ5gqRu-#2`95eLv?qCW7#-< zBn|Xho-;Eu+`>gmW9l#Y;CsPAAkEN|2U7QF{W+eMme&6{#=DhO&Zxi18|#0{gs^?I z|GyL8I?Dg7Kjn{oZ)u+mGENxzLv5MNS7~W~u>PbU)E#NRgI^y@WAtC3FDy^vKN+jY z*Z8jtGA~~KUP7NmN1vu7>BYid)}a@$;`V_(ww{#Tw0>#up}_&54IN88`%SX$%% znCHSjO3&Iq_Pz37n!d_g<3DTDc=?lV|8V@r@Daw!FOC0*<5s=M|Kkdo5hH&vuSNAQ z_1R$0Z2w=!Kl38ij(%xk+ATf)r9IN}XLiaT>P(DrNuM}%__txA{BQGLp!3DeztQyv zuO*$#e*C@8^s`C^V)mbkfycIf7)$im#b^;BI<5S~S*_;cnjeKirNb3k6#< zgtS|BZg*=DSBjXPr=UOZ{h(X3af91?V4v%PK2D!C*$4Lpm>T|f$~aBEFR6$N$OD7n>BvPB4C^pZ+<2;%?r2<2UZj-@NJmgz`srSuVeE2 z|FmtIZF?%mUn2geznfI(pAYe0Q~$t_?8(dq{?nLt;a+seXS$C$Uil+!BszolK^eFH z4|RzM&B*+dSJ5TBVK$v5TTi=h*X0ef|KwG4M#hB4qS+Yn^y$;=9Ay0o;IwFOjYK!4D(`3+& zLc0zQrYV4r46PF}ffuBVEQgdEWv5>j&Li~KW&Te{e|MSLhqB!sl#jkPn9k~-kGdYN zWWBWhM{1c*Z2PmWha`>G|8UKT0G}fI1@b$}G?Itr#r9I&Bh){R-2$yhntbFVb6;fs zE2uvWTH06iDMUXyQg2HGy_K|%;9XGvXd0>81y|5;I%pdy7vdX9y_t`sDRRe=CR%3p zztRfpf4t$0Ey>S%S2gH{`e+$k9eJ^$|v3F^I(f(!QpV*S^@HzCyk3W{a3~(^` z-t2Gj{cri|d&OdDex#Wn*#9h@*w}n|_}=?j$`O&vdGyVrA|FHfS zux6;}ssZkWSessV2mbJjuU~eB7f!izrA3bPo9?!_=JtEymxns|!P~&z;CrLbG^8Jt z`%bmH)7>ih^1j`AJb(C|0Z zcc|acN2Ro_*X5BfpDWKXFFn%q(JqlTPq%-_i>c;6;%-#O=Ul1>Whv*{a{SjNYZ>`Z zCH5afTjLNT8R&|T`!;7w9=MnJz|RRe4e)1ElZ)dZbPL3s!kO26mMQmqhXdDH{yDF+ z5u?iV1jdlcu05oFaeQ7!>kGYq8~V8^lWW1;AP$noc=Br<*2Dj2Ond!H+7`vW2;b>X zJ29X7I$|EJ=%)Q+?E354Ol>9no;DO&&ykMI$B}l6&=>oy&|ul{9ny|O|H*S=PSj={ zo^`*SwivZN*gfo_s1x_RCrY3G4QNMHzxT-N(PNQKd8OaEmWSP5@6bK&`1m&x^TAch-yq=A>#N#g&^lki&#{XGanQr;=6_N3v zSg4iae7zL2^Xei00)$+{wMB+I2ih< zVJxX#(4mQgAs&V_h`%A$W-Tx=eE$f3!1%5mSh5Q2lQ#~uD((i)7^7+-Vn>M&8{A*n zv{ZfF0CRH-{%?+-If*z_OI%fbty{Qki92?>Q1T*u`liVRhGyxim4cmFfOu6!S4)7K z8E}0s@t;2G&whIR{ebwu*|`@Od*o#YecZ@3=p$_3bQ8G}h|V!j_I z+WsT;f05vBCN};UqblGVDIa4^B<}x_=o>Eu`4~@`t#69!AEm!|>uUD}VvuMZysd2- z>C1ST!TOWFVk015Qn>$R^7psDBj)Be?%j9ab+xs%?(aYU?0&{kTU#T~`0k(K`(`%m zzaK+<2(h)#K>wE_HpFDxzqY4d;*Q?KKl=CZAKGR3k&U%!`+333@~Iww^!t)3`Je3k zH`e}d_O%Z18tptU+_#(0yA_$&-B(MuPKy5|KAGQt5BKE_cayKSBC{EZy-4W`-pt=m zg#VXpJLl$nG0!d9e8O!#`Rui_zpOv}z%AcfC+%+SaH#s`jE%p^$bb6xF#AiQ{x>^_ zoW)*4|0d)Q;}ON|B(lF~e)>Kiu?fb~zY5{gLg`rEwC_X?Pk%b}zt>^@pUC_xF~!)9 zY*%Sd;wRMpHd_CG{N-ov^OXw%{L6UzUwDSt8BcS(^uzQM<3G-iBk`ZaO+wjXeciP41L1TKMb)qhZ>J7RtEPwVJ};>Y%%WDXO8)lDzR9zcu&z zes&7)o)dnRa-qCCP_AH2GD7`3;772d@9%=ENaG*U_z%Os5HCY~jAG}h*Z8&(91`wD z?}^1i=(n1dSYn(1gX;(mNA)7)$$SNe6PIV2e!BgqiT^UL+!2}0IbP6EPH`~$%}DjPbzqJ6JI8M-giaV|fIdql)}cJ-ey7@N>#(jBTnwKZ zRtN9m>9f2)5QidI6WA0y=0xv_CDD4QZO+p1`6G!{FcST8lxrmVM#IisJ^g;Y_re_l z_J(C-|6Bd-%=$CNmHAuY_p4T|g}WpKDvlKlN$) z+Bay2MEoDx?_&F4I@|xr;GpAp8qfHXeg?nu9F7ZLhY9pQ<4HBsPDCE}9L)jK!V@8m_qsc$^`FQxx zvUV%@ZFuqv(IX=JvPw`1=XW|7rQ-=Ps`Uq(c9z?XFW@iep0bs*%?pWAQ)7)ky1) zWY=F)G5?Qe{Wl%-8E4A&pWdId$bGRaN7iwL_53Ge?DnUhR{56~mOQ)r_gEZB@AH*>^jhuLMY4`IU28J^e@}2X z+#7Fni?BCL>iW$}ur~GyO6H789t=w=LTmxu2hy`Papnr;5(-u`4X!m{$!*tQq%tSFM729WAISW zo5wT$=$B(W{hx^bbn@R=^cnZ!OX6;(i2ui;Z)0^P>8o$&)UUt3S^X_AH*W~O=GCiL z?k5~PzxwGXJ>&Whz~lS|v8UddyJg1r-vhp!;_(;I@v`#*ecepK`nQ<=&t^#e7bDK# zRbYvNe;Q}O{C^q$n-U{KyU*8ak4jvawYjbCv#%BhbFTbHZML9s*nf6k!N0HpmO}T` zWse=t)aMNCQK_*%t=-??zFNFV@Iq@3Gzxa*b+doX-+0Eo_vf$0X2i1RRo5%_QN~2- z^pC0LfA#TUxE9(^^q@_}`rm9cb{4x$fSnlI{$f}T`mqV;i^TdDeUh*YqtO>^1l!rm zpQ+UUrn>zDpDPjF)7oe%^k4dN$%C&OIe@o1)Kq}>POkqqo!TKXXHEW=aoOLj|IJRP zd=z3;lBGXc{yWxuCL#Z^O;`r{0AkyZ)&BcR4@o-^cfA3a`!nINADFbn1Wf zBdtGL@ZUMt4~FUApPvVxH`Rgf82X%9y>T7Z0!sxKLwpSV(iF6u0tQEY$?Sv=d+PFh zPCQF={Pp0T&xpI>+Cwlluzj#z7vO(J-}kxwM|0)<#_ii&+0AnJp=l65GzX66$@5Ly zwz~F#2ZGO$SXTHxp1%6KQC~fUMW<2jwesx&TSf~C0S5 ziau|+uWWu$y5K7(ZkCanvVp6t|+dtNB#=2@8 z3bBQVjVby1lfLH1GyLB8GRZ&r{yM(@)AU1Lvi`TRF<$P<<7~`)N z7@hBi9w+4gWa!g&NvuXQ?3fY{0d%9|&v>2VpJO*>Y>YAflA%9Y{>#~y?N+Q@6_hJF z{-=ZfX!2*K=*P(5IQgsnIlBBCssEX;&41+2KxTRxg6E{n5gDiQZzA&N$y4~vkv!7! zFD?Jm^WSvNKdGAk2cg@E9GYVJBRF#SYP5MNE&nGkf2}QNLjOq>|Eaz_JM>?!bAmZJ ziS@@s=ifkQG~JQsDIR~(F+SVqUqoCf?rU=YVE)Fl?w$8OcAHNPImW%PvdWn_J;$W2>nmo4KXo{4Mm?ZyRkkU1m;HLOjWu2@LR}OQ}kiO ze^lv@#(duJJBve=otq%NH+j{XO25yWb$*6n);tsQnqQ zXe!#DIFn@hKUMt4IEPY~G4_9?u6~XWcxH;{|4W@^ZhvL1*n1XkDROVU^S)cKwb*Sg zeB$PQ@r~PbtT!qC8_oWcU3)&*e^*=h5tmVVM{Q9lus>}seCif$Ix0SHmTtcgv0Y7` z|8?wnTjDg>zvgc^t+*TPQST{v{94K10{Ez~cmX5XU#$NPGZ0`3Xm6p7W}NmH!Slc- z!|^{bM%G|EaEjA!5$)H~}n5 zVe47MUOEGO#u?b%5Qh%^{>{e4?!!5AT+Xe-LBG)UHkSR(`d|3S+vXHsmDv6_Rs2U^ zKe^yBVr{7Z^Q^YWe2KSbJYf2NqW;ghk|*+)xEqe8sjhzs^<6(F1#70r{L?lBUz%7u zh`$@?;_BB1{%5eC%Y*oo_JRB2^M<;56XG`!D|5Q-qF`B=W(ROLd}ryS?JxKirUCw* zcz(s%(BDnIYZ^pecvl6S3%}pAW2@q0@QlwbzauA)%KH;V^tprQpntfza76m*%cj?L zJbB100tcUg7vj<{YtY zdu*!dY-#+1VIFY)72!`*2lqG`=ndotE=9;6Li}ilrvThPstvW<=J@oXolShk>Ep! z5xMl>s>hb9E|%lJ3GxYaG}8eTzoYYq;%{c`!y5{a)1Z-!`OS9Avf+F#z1NR2+?-X|Lyckm(cAr+tRD6Z=PnK6P!~EWU0q zZ&{f`8?HW+d*V`1W~QOd<)vV7c#k^a+UPS++0SPABz{(iv(dGy{-Z?tgYX9wv<>KY z^=h0clRtt%^7WK_ecr?X%RkuCwn{&+L0fye^Bj>!M<{m(H-e|AYKQenNI8kbh6H28oxy@%`V|bI*M< zZ-KkpTo=mNxcMjD|6XRL`9I)w&gW_QqkJ*e_zz?(^q=_g7rdJW{e$z2$)C&<``x@1 zOH@A`L;sqn{2^w1Ecr8?^$+4TSz8C^^!yhiyL@@Ki3~4t-qLOvg@B; z68(#J8{FPY18(E-$Jn3#0QSL)F7JAm$famKm zm>Jn4_s{iNh_T_l9{LZu?W-%+#@kbTUXqS>9K#6U+fx2RGm8F|Z2#XGxGUHh;%>M< zy*r3A^-N;QHZZp5_fI7aecdn(u{XyNBZ@w9O3F&y+70W)e@$LNet_Az`?Njazv@Tz zg5%*H{N|mChsi#;Kk%2+2!A%j)bQ8^+zB<$Z zYp`2zHeFa3)b};ICSYqc4%L9Wh!|B1@Ski^X)&HX5#Kv!h-YG(M%&f<;IQY(w!hlA ze4n5{cu(97bz_dLWZR$n4~$2Y3i`}ry7(_q{iF1kAkNh1OBMu}i&XRfSoGPCQ#t;| zqJN>iB;fyGy%fdRfJa0=PeA{96Mk&oeB({vYhD6tL!1rIz}$TQy?X&1j@;w?2GTHX zuwT!;QtrL;z}~s+&*PeV?@M-;;a~ap-Bw_4QnCL|n}1&Qtr_kAD_%yXy8Y?fe60ST z4F8=+OuUPTSw~DubY8Okm!Li=kpE-te~v|eUs)UYMeRRZP7b*h`)=ty`0Dd{E8Us{ zx0B+(vFtzer?a!DTm0$-{G0;&&&s`(?u+@$-Mp2VZvBxCj0Hb7I96u4{VAjPv11IW zf`)Q;tl^p~xLxj6@5^u>eDbL~hU=M>f64GaeaIYXLW}_U$64(yf!$;j`wML+@(*)x zR=W(bFcY!AFfU>{IDd^a|1@chtg*rvt|BGru`?Qe@>^}_WI#K>ZNEy;^@ z_4K=*54igKe{*F`Ke_yCKe+vuzZV@$=fKxz{z>CMrVjr?UNHQ-#+w2y;Ewb;&w7Y1 zgtT%`o!(!IPUdxc)Ayq~Rt&F2a5b_fFuh9hLOJkW=%neV+h6!Hwfwgmai&bJi*8pB zy~^u<`dqO!#Ic;ed&!+eoL%wf2Axc?In=+Xi}7C5@+{A6&f|NT-|*h2*~en+X0UQ|{pd2k#Hu%=dAn5KD^wZR`LBr}Tcgqn}${+pFE&_Jp{W zQap+7`CFVF^%)al6X^Sfd*bxvFY7Pv72sQ9TzSuH+U^ajL)^?u#D9M_IN-VmdV&}^ zwswof+c59M^tm@JdsniqR9XT41?5ry2kM`PTUih`H$p=H|O+{YmwI zkSF#6c};%57QxjS|A*;77il<#tv%BGr{geL`4b&;(d(%kfAlA2eHfMh_DpbFI&t}{Bv-!{Jp?wzCE6xA2pa0osBk^B){!OfZ z8K0+`|4sgE%iH7r{Q2izE{$*gNml;w|10XP>HbgifBg7o{LYTY_XTszHOnCU{3*}V zXQs+D;TymH8A<+k0^7wkMJse7@)~^vGQS{?1oK~Q&&^;y*12=)_@DVl*E=@;!nvPo zt6v}eEMRXwTe8Q^U6cXb%|q#rk@R2c-}fJPhgc2l{|iO}``n?8CB(^aKV0_24dW5q z8_vdm&wTKX{%+LPJlHx0DnpH%pQ z2Zmd8e5oh0?x0_r$1exmsf%ai{mG)Uh&@Ft z&VbaPd`e$76}PJ7AJg2UhXhYUUp7~Ocd>S!Cj8hCPs4ePK5+*JpZc@Ee=>-7PbAG7NT+-Bx_7Qv8}8Hly?THCV&x(C;oK#` zzVc-E-wPVA>6k>H&qV*91D0*7+MoNM$?(6(q$KNq5%Hrg-B+BA$!UpGXEL2)clK+^G=pu3+TmP6S{|nXzn1BES z;O!%!EyV01u#=2ne^FmEh!r4M7}`@NZ+~IAMyfyYG*SCcBKqR%W|qyrnp)&D{# z#q&RX-+-{_02ZvyteMErjUm>a`` zSzpST?T2w1uYVq?Iqp{MUg!4L(C5$i?2n1)k2d~@yBTZ!(FTkPaX04g<^uDOa=rt&8=QGB7*X=#`-Inb;MAxU!8Kz?& z@S16t0H4n_is5jsJg5-aa~`%^qfdD%@C&l-#%6rl$u4m!W zrS4YyZJ}BA@Vewd`j#*AH2O+&K>Xd*-~YS#yU8y3;kBH96!VeBe^3WXIsS#18IO$* z@;3a7(DV8{aS--g@G>5I1I)0L%VTJ44GGl_V zm-5Nv`7Z-;rie3DJuagE$vldAnfe{yb565o!8M=hTo;{tL;aF?9Q{tt0S<@s^!Yx- zoFc9!E5O+hU!w=(OIbWB#-Fn1`3;4@+z@wDCO&O6rZo58=(7cTs3BmGE1oI}&}_JCD?j`{BX=9cUNv({1~c^50RoU&-|- z-*aDG>4fwTl|C1_bg^~_`Dr>iTf0bGS38TfqTh$*4($Lee_UIj9reHT*!Gt^Qc!>9 zlcpcn<`Etd+kXQ7pNaN=G}t5jFaO^fZ(%${#~a}P3m9Ub2EUu z`D{w%kLkZRAKeQ44qCa>`cJ4QM0Eza{)Nlm?}qwaV{eQ1k4<}(;!YGdLtY^chdwTc z>)(u3OTFnP@HI9UCYt}~`;-2bm{)ZE9{+sIge>T%U1gy=b z6aBJ=3vf3ht^erjrd{n@w&yK&WZI|1esBT*m3yBx_6%pSg&C%Rb}@Oz{ql?9f4gEY zGaoEwJM%akv7704^8c^p?QJ`k=;NKX*iqJ>qpkm~|Es~v^atPhyhnW1&|eJi=?91U zA$hLuQG>hp^Z_t1gNm)eUi$q@2e*Mq(FGH*$;&Cp+ zrcNIgMX;}*gD(^wr&CNnDAP3XUqB0dIuraq+v#5w-_jxf$M3({__O&(*J8u>pAyOc zfBW6P38v=4g$u5yr`vV+U_9X5)7^tJ4xEcF6d}zU?q4L%6!y`_*nj`{%XRLvrCG9{ zI@$eq`r(*r`8QVoPi6aa{?+lzIbh=aukoV{Yopj1!^@alPt^ajVg9GjpAARr5t~f+ zLM_gL*=xu{tM}EqFBhzaZ%g=+IecGj7iPl{UozfCMB9-(w|lj7=)QjH?N7^q1)BTS zeE03TLvGXYM^dioq%Ss{N!DL{NhQ!fj@~-ua?1;5eEcOE|HM1cZZeYnBe1Usjz(=F zn%;0VQ)ho6j==Oe(Gw#27vG7!XB7Jn>lVnQ1oJO39)h7rk^UFZnuPrMCFviuz3sZ1 z1Ai|cxKFN&6(!r9wTPm=WK$9y_A#tbHc!&h>#D z{N5i(o2KvEfbGZjVPE(*k6vq=>3bU+>Grqw7@hwFcSDS|U}}h=@rU4P;_x-oS45PR)P2@K%A!M-o|7$e9TqckJmk8evkZR zUd1(NY5XU%#bZBTzB3yt@9i4-V4e!@lb}zU_77?J&#BK3>75;roMaDgJJ(EqM0zxp{X$=DF{b@uI_s`^{`8TUZT zmt6m+>05hEj{nBf{tpJ)!GnIxiG67J_@Shhd2i6Wi5y|(u}jjEcN== zMC6ajq^K@TT~cL;pTE-j&#zAZ`zv(!#$MtH#@7G2?%+C!IGb?2GhF{NUbAzQ=XlLL zg!iz&*DQHW{rsD#EYbB}GWEChPpZb>Y@*NDQugnX;%*Y_zv}Cz%kOy;AA^JY-?9e| ze2l;5Iq>NqwlKrwM9=oU$Ja<6`d)A#a(_`V46@H|cpOht>_8!X^QU2bZRdFYv*#nV ze--$%?P&*aH{F7%q2HM{;9(SZ!}Wpkd=2o6t%GgilSZ*K&)kq;Xr9a7I{n<-Lq50Q zZ^md^S*`+mQj71K2k*kae79h0T7gR=u7;Qt*1rrmg?g+p+MhlIUZ&r5Kwk4b{~u+0 zGoCkn*|gw47{0&%T;J1|PPF~GXV32%a6Ee1FMI2}uj{M#{g;~dCojbJ|2h0a%YNb6 zFk0a`wf&!nen>0IcXpkouj6;>`rq3BJTO%p1IGV49#Xgd`exO)?#j+IZB> z{o)(9ba%;&+JDyOwYqPX?RH-*T;o<{)p)y}+EpwrgV0=JIN8;kYUB z+796?2V%D==4SZ(GZz0%m;6gqj>6WnYELoS$_Vz4{R!+ZnHAUF?$RcgfrBv#u1>i))D*9$>#I!3gVC^syF?rDBg(n9@y-G?>GW~Kg8i! z`iba&>G?mF|MQzp2sUcbu9a@j^#gA6nO)w#rg)ozmQ!eN>dzz3|AoN06abeaah}AE zr+ub2z3H+48UIUsDUYkO^@f%obBe4L64!sS_D7>{bru__Zws+g%J|LKIgIP*xFf3b z5O?zw>jI5oyV&hNnk)E|O2MDh0IPCEFgJ^qE_O#w9u+J-@iD~4bPF~Iv6}X345@`k zBM0z1#PI07`rD*G8y@OQ=8^Qf;$|MnbNbBD{1}7E+hQSq#CHzp5f8*Xi!WVv?Y$3V zZjPtV{1_)nzgK@c^kYLGKBQgfefivZa#!<3TH z6xD&4hdr}2hApvgc}~+eJV_Lb!8wPtgr?HYuFFH5DUZGJ{%#moD#YXDiVkNq zN&g&T0!QaSng0Y!g7rUfB$4@%d&&AACNUSl+FxO;cd*k;_H9q(gjypaYgJM))wPw|9JW=7io;Q{?a!y z*#2qyk?}Ul`0I+q2qK@^*yEWvm?wyjFq!_Rt#d5?=X?I=t>f7+HyqDuQ=JTb%QIQ| zGZz0>-6(Y>C1)e{#0XYl7RjIK;{UpCjcE}t|HYPqel>m?P5xP$c>asZe|{gOL3 zm1=HkriCe z#`S+!KYZPoJtgp6W42V?!>7$e{k_wV4gK8seQ{oMe_RgT>(~FN`91c`eL9}`{TZEvr+1&o;5#vZ?N}T=?j*a-aWc>5b|NM9Qy!nm$ z-S7UlJAL+yYj5ws(eBRR`ggzko%qA~m;dorQv09uS+Z!yCAaPf<)ZB$>t3nJ$?@#J zXO#2_56o2mmjdTE)$LEeTJ$YWUtL8VrH*l;DDQ~*;lVM$`qQTk{a{(&^ZdHc|Jw>O z<$syamhKXMNyh%OdS9LUV!;~tzS-l}AEECX+mGje*wKCY$@8Duk7Df~i?^Kt_Gg}3 zyt&YAIsJUv>4)`ITV{Aay#9(?8-4zt&GIji{LgDTmbCpNYJb^RQ{?+fZ8nMQf4do{ z!0a{NjxtgE%OU!$iRfP%V@hrHBiVnhc2r`#NBRrnp4b7w>xi8n-@`_e$o|82DF8Ny zxFnGo)B_{*1D$b}>7TQa|HNL0{$HH2O8jVVJDVZ>U|5@=EtAl{>1&4l$3C}yxARon z|H%KOKbrn;?O)h(*5yY0NSPgRqWsVAqvJ18{g2!^DRbCZ>ksj73Ea)imIlF^Eb{mm z!Jqi+Wvf=Yv!z9XX(4XrI{dI7ZaNO^3jN|R&J_IJAnl0@rv%$V|1!k7$oax)ckIjw zw{q=T!Lz6zOyF){Ulsp0_@3YH$b`Qe*emD*Cl|hIq-`)BB@Lb(M}EZqT)B4DHQ#G? zSAq49r%xOXzvs8?f5G)2e`0nRZ}$YsLi+r-KrlNjd#2)UD#h0g{oSa~8{&?xH&(jR z_6m2Qxy9{)znfsrN`d|rchjUnc+(>MxgNnha z$;H`YZ{X`j^VR%?Ch{WoM%SD8r&8ie`8A&XJM8xXo;-V~_6N)(KX^X_YJ>AOO3WF7 zy;80fH$$HVbv9Q1X-yfJr5zV>f1&T0$P=aOce^aX2z zytTZR4{f{?r_Vik!Qud8!~av+hSH8W)8~lUZO!+**_K)bx1jsAVi!XDTKm`G|GxP8 zuUfUn?b(x|`LSIm(Ed|V|Kag7M(+PKeeha}`ER85XN)u1rxCv5f6^FpehjCA|LM!g z@{_Ub`8Ue{>hFo;nPW|3FHBecW!%NdpV9a)J8Q37wqoULCx1rj|MAv8Dt`wM-!ItX zi5e>cPgz9#a2D%$^bn*Y-ES3M#|H!-FZG&2yq0A2?X1R+D3?{@&B88 zI|*?!VrLeNOax~m>AWq)+hRli{*iC+UGTl+K^mlM=UDpZ;nzjWop}8@+WLRG+Mj-I zXoHsjxqUsfj%**c$;9hF)9s(8Z+)k{P5xi8d%b)AlR2)iN&n?nY#Gy~p8sca`a`M|NVbSEGhc6`OTYe2o8tWZ@%#x_s{?Ow%QzKVE;YmTD!=tRQCV5_RC4h zU&en*&%dMZ|4xSg3a*_JoA!cj>xI9@WB=Jw2;Vmw==)}#TL#}ZX3tRD&eYg{R_EMw zUoPC>zFxM?tvS%_$Aq^ld3(xK($_kwt(}M~`qAuv#NDLQ{z4qX3HqZ!`xAFVOpn@VXvYchGls*+1$M^t zzk(L;FNJoX3D|!a?}#`Yqd$`V_d50ebj|oH82`r@SIXl+Qpx|(@n;yEDE~9YU^4qJ zZ9@;lhh{ZmD-r*)KR?g=yHWhf(pAgd(v>S*`;!L&PNo<*R?;`$HS|@p0KQ>}gE2gd z#gHN{rwj3Mx9>qbC*WpyPkasg!EiS8GqY*?R{a*XMjOwE1lt2F4W1o2RUqXnuf6W- z8xXg);o^w&IsWsT3nf4GccZwQYd6bys0z9Ef&u(>de|4`hGVvs}ML(~zpZ3It490YV2)hA4+P(5O+$KQnbUZe}KBfgyt zmqmR<-g$b|iV%}J8L^z8=-yE?eEtI=`>S{52aok7r_6OTrXv<`~DM5Q%HYU-=^tHUnI-_)7}1E#Kq7)gmEn6H?Rv-3vZ^P|7ART44v?= z(5jU9af85a1miXV|EGe!%8bX=rl7G|P|3WV!f5$^#WYY-p-}p)G z*|cjbhBDg!Hjj+Ne^L3ba?k8PRfy%$qB1Tme{}q?53L`KHv`#AnVlN`|0T`8lO2DZ zz5T=HU(M6cjp_FHbKmUcztQHu(d3U}Dllh`ApdHin+*bM9Xno#EoEC!&x`PgJ;QlC z@>lXn%fDG6{}?kWy8fB!`EM-#OVd|i$DycQCHgJD zW8O@|v(Jn7%un*XD83fde(K9DI5NLZuB9=NSr~UIRrS|4nz{B*(xd$zjXTB z3olH{{?V!1^96 zzwh<|pT_aRm{P>5?JI9{$8MJ=HUEz!{|;9lcUi>;rdb(5U^Bi{a! zU2_33rtU~wsogl!PQw^eJTnGW)aDYso~ZqW^y%w_HWgwZ#q_jX#N{*{z>C66blge za}j)rVo_!f{v^c0P=_GCBL@F+20oIa>h>t^^FUpK?f#GIMN-rIK`E8%%D zO`q+PZvUy`Kk9Lu!(uTpdM~J~D(3pW_%W{h0sqgFF<2GZXYx-$>m4H^tvgZ2gJ5$pAK2>^r}J`fDG~ zT>Jmh=?}<1|Ku-@bKn|)p|kNPerSY;CfEMN%$c5SV>*bf#xWKd|FdoU#rJVP))WHXQCn(!Y|;FT?rIcqP&N)A6`N=Yn5p z`~TYcZ>H;CT>Dhku*G#lzsm7H)9s&1`VtExN&i47w zQNx(|QR6(fcS?YpLbn>|VQ<{4iAK0Rz-pXXrT-s5EKJ@)h^CY9{x z+rGY@^|{5I;&=23qi51n8vyR{tQdRKsgQru$$x^qNm2c0y8YAil@Fu*|LMYS+?UH2 z>NuEU{-4e5e?k1M=zg1w(YXD$sQxjPlKUKnw%}37bwG2K5ja))2+(d1u!W{Y>`%RMF2vT*g%Fzi&B7 z-#7Vg4t(D%H{UlYvj42itZ<*rTjsu9odxV!r|_!&zim8i_NnN3dhAa{cNy!nQtYla zr}J$5&$D83N1p#jlYbiyY;zyYnd8S5$6h%8c&&7zxPtNPAEVLNvRnQ|;(KJg_K%si zzeMTNcM9*#rXzLXKh|Qi;q#+GJfc+De@Kt`hLQBY@wER;_y0`NFSvEmZ9l#@n152i z|HN1+FL>J>`hTMKzx+GL1#2_j@y~zlqx@&|w_e!e-o_lhryRH&u`Bw2`@ydBRR^1sN}0FPoF}WwY3o z+_)n7^SQ)`lJ~v9%e0EGoK+|X>GK$kzU0ev`2J@5ZG5{_{OO1f9y~kVdL}5VVRnea zQ6D|}9qHdi+cZCEb!^YGZ5JK=?+`<1I+tNW1S^`xKM3yo*M$Grc2;#0@`K@|6d!}< z9&Z!+q*08H`d;C8inj@Qhwr_96VdAhSMPaC(t13O&`Z;ov6ycEspmgpsskJhF*4M* zFh}L^8uOUoO6^SDi}RVh(`%cf6hmY0dA7WG#y#_3d?|Zw`QV&`gFbHdBF0pH{Ym(@ zQ>+c~HkW|6Q4EgaZsPYBWvwOa{BZx))?f6!N*n1-{QD{P1OAJPxlQ)yF^~Kp_G$d* zi@8Ie;T_TlCWq-Tztu%zxXb$0<9lx6|6$9A--LNsUN|Fvi#sw=`jR)w8qmUg7T|pB z`83fNOhg>MDcb%T&mdA()PMErwTLrC+>N&Fc-wzA)nEHy=Gy<)Kwt0^hP9!NEBjBX z^AZC`KN+duf8|@she{Xvt{Oi6XFLC8A`5`UsPTR`!~c0>c4~R zbDu`$2iq_9c1ZHu2>ch7|IEYwA!NSyB{p9~_E9$f!sP#G?f+|-|7LUjqw9}{y^mF2 zNb}!osejSuS|H0J^WSLlhwp-KV&vO!`KR+}a{BLVpZ{b`PLuvSo5#P&--iSA7Z{!2 zhWCH$`_#;TJ8Py5q$$i1b{m+g07EMB5K5~u&rugyi^Z4&7}^s5lq6KK~G zd`#Rq{uyvIXT(2<+NAV*?=J*-oDrOje@9%7*vr%gcPc`I6wW3i6BeKFeR(Q8SYn)XlA_iY_%|NUi$-8=972|gV1m2cVhztZ-n%$N=G z|GmF_;pT5VBle2u{`-cbJ#NF%Uih`?b?c8la+^;KLKZ%E>){(`-Qf8|CA%x!;_anw(e_Jj`QBRD+mG)5FWH&rmTX(&7H?kV7HnMZ)*aXy@`4|K3pcJ1 z{{w&e{4@9ACv)BWwaY>|=jGoQi@#Nj4{<^7eBi!Wwm8(~y#6;2|B(M4m?7eZ{_y^v z-24?wV%DE*|1}w#-4_cN;QK{*ztpYYvkh`HcK**gnd>%Y?Qom-?{wR9GhO!SgI-?< z*T02TXIcmTV4030 zR@C9k$KAn;1@2_E)<^e;b^hI&yW4HpyWOqXy~VBCzQLWYyQuk~Zfc()ekC>bpVjnz z^X+OkZ$&0}u*2u?ZBDcajl=%4A^#z;Hv8OX@L{)N&$U@+e>w!c!{+SE_shWhy>${V(Y25&EBc zqx#=D?fo^{e4W;RQlWpV|08e5GrOJqGp}~OSbHGtgR%BM`Y~cGvWe>d?EfIXR2+Tc zZr*z5eV0+OU+s+YK9>Gi_Q%oqpFC;viL5WiSbs2%67eQgO*QaYv(y#B-;MZ!!L$4D zH%yF6$@MGZkLCbkP#GRZea0vTW@ncAlM%cO(u?g>0VLr_R!qD_zHv&VasQZ1x`9C+|zHmkRy+&mX$Oj6sEOdBoGVa@=aWjXamjw^etl zC2ceQVLsf5Z&5!U>W2sZZhT(E2wDB@8NZ6T!o1e+iC8a5JhG8GndwWEdQr1tY?~mV@_-zX{F(#>U>M9%u2*BwwE< z!1_qO$R|xd7?7(x%%3`s8uruXR86P)q&+hX4)1dW zU&{H9X>=acbowkBFLH0K#+WK>I9}1q1%)1f#k{9M0{nqE_aXo>L8|H(5 zjEPB+e~pb!67;`+9`XGz-zg2FYv-}(>z@4h>mN^__L|Y!pYMN&tN%;Z0c|vq_K&9@ z#q5}!f#>O}f13XE@LxEty-mW8KeHDa-`ja2{m;BOp1TIxR1Vm8jk5XBxw0toHBgX>;=zE^_x;6}LIs{PViB|3t>$FNyzVL;a)c58`g3 z`bT>HrOcaI`B!rBoLj$sy~^Gsj2R`i@jy-uw|hkOUt&w+ zObSm&*N_-f5od@g&&@vy^PPsvHnja|APF+QGeraIgf)rN{_mV{?P`$YOUmHZ#%A4lKDQSg3-=yQA~BY!yNf^lc#IECZygE^l82UF9{0csXB-3Ej-}X?b+&9@7U;;Z(HX!AJ~O{;XEA9KkM=S(|PmUoUgue zAAkP2`*!8BVBWU*XVKbK!1oXXq&T0sUwu8S-CnOm^osGIvaVnXe{q&z!L`_IyyC2lT!=PX=**ljw| zFE*&zWPhTMy(s@(MJ&4LycLz5qs{+;d>cXjt%tuG!QIS|{0qtl`VwDioc0f~`-`o` z#{r;?-S9eiPP>WNPVh`^D3*@4mGId_?JvU-IMdM7tj}3giv<|krvWGW39;H`&-Y`}Z@j1k+P!dHwpLuslnq6)IeB$t1K4Y7lLu}gz&${Hk_{L?)W9h2p?#QX5Lg!rR1)R*?)m-By;}C; z_>SKO2jXiL`unS`j7eJQ^6#9I{$l&@fDL*(;!f?j*e&s=c)z0v*O4>r)In^j6xzSJ zcbdju5KjNHmw#s83wo3nNdF7paORP-fna@MMlkel- zX?n%z;9Z)2y8X!~)5w36XW6yqgL#W`-2A#xE*fT3{jovc3*t;EriN*AZXL#P$mP@@ z3i8qPIv-jdk~j5C$v0no-JAsG<`UvcU2ZEE%#HZEu^3Z)2ER9@h;MA`C9`=-ENQHr zWNnFmJ1lOo&6P~w3EO&LbH@B2c4y2Hf$h&fdx`nX?50dJfd7v9z5X+TwJp|qQTl_l zwMO$3%!%Smm=9?_!Ctt{*ZlV0W7tv#2VLLO_A%)Pd3zhV+0Uf>^vff42&(+|5G*o#@qfudKpin*FP9jGIx2K z_XzWEkampzPt$)S>qc9D5O-txM=Iz4wEUa6{5x?x-+lJw*RlGdVIL>R|HN@WfsXnR z`YmHHQvaggFJfv;hMB%*axNQf z9z)0nc_SbC%lzS`(tPy;zWD*~k@l5O_v7~{3(^i^zm4-$bp2C}{;k2$G|=kq;JEkn zzPkrs&rJh&f~N{E295L=~s2vxm!qk7yFH! z&%0e0=Ea9Nw?1tP@-Uv{nfc%7sl_)nFga6k_d82cF^m>%~Co})gwEmGS{SDdM9qqHxwwLQ9>VNS* zeBRLZ;q4!>`{=~W@LzVt%Fq^I2mf6b+W^k??XZ0Cjc5MoGUbxLxi}C#ZiY&n71S&b3{V zcz%jqn)v!NmF-^!pE2BTEpELk7$D+-s82@Q|76v9msgB1-*dMw3I6BO-7;5tU-yt>c#nF(DDq#h zEK_9v5#Kip==)}mTX*EX+X(+P8}d8#IO@-QhS*UX{PUb@45wQ#*#opUp= zm)ZJH>_{_ge=2Uh9nq|dg|4Y>V#DdU=inSU2W+=8J_4;Qb`tl6= z+UuZyWfdP3-$AB-(=Sl6`X|$hjV?+1Up)WOM-AytM*nA97q;5Cir5jo{c$(qOMSa- zxy!D}73@hW#~-m=I!`3G{-AH1lKWQ$3nTt+fKgF@H;)is=`QMV4(sm@!KYlSD;EsQ z4&YRXVQGBaBKVy67*fR5MD4Fk`|w$h+p=xD#IfRg;$0|n4mF-|j5*o$*B-&sT&t^a zYc{TT#P<*{!(%DpTb&ReJnEmO0_)?^!bc!)Ae1C#Q!7Dj92~sz24&+|6Rx*J|F+RzQ;F)tq?s) z(v^o7 z_>Oi_TjRB2uQu32=l(bCgY-@BZKPtiLrexaV@@$U9(`fxdQ9_Fntp8z8nkyrzmdIl z?!QYOnqMvUsHHsEpQbOltN4e)))}SnyV*C?4h&9*#3YI4#cL@i&hqa%^Oa{jNB8=b z9_=oyXNbiK(?~v%dL>)`c>3}6m$tX|=6sJbOeOu%>TmDT^kexi;G-1uzqN59{WrGUG2zU$K3u=>PGwzxgB!c*NvUME;xnl{As} z!e`x~e{D$z9vhAS63st1&3A;!=ZO3d_{fjHo=(Nx+^z@iW{mkKUj7=7P4)O2Py0(+ zUpMysboYOnzRLSx&4BgA!`}WF9U)cof13Y1e@|fkIex<9Ze)yLUP(g#ob33guN=z9 zLF|##LPm`w|Co+3@uFi%`#L@Uu^l-76GKC6%+Ei)bpP@5PjdY2$G^%m!|z)f;%I*U z`z!aiSAPXY=9yq{xF&c7JPq@Z@Bhv`Ub+AHk5}$zp5^{0_w#?~^S|M{zy0`~eESpf zle9?p{~=$aujg0pr@#N;o&d{pcd!jul=@)(BRCsiZH7SeDKI@xk>^w3cI5sCJmWo{ zccA~d@5g;KokyvAss44NyH>C|#Lh7N5Werko>|+|2afOJ*I(Cxks!{e13dSXbd6pd z{SNTu9pHbi_vkvUZSVo^@3}$H;D3H?D0eesW?{a*-QObjPk$UjenXOm^c(R!o_;HQ zShoRN^c3}DUVXqUF>Ng{LnHBj%<~D%|DoQX_B*+sM*U+t>7Nl?4eT2pGZNjy=ekz* z_wAjWiKR(^7r}nKVsvP)=Jo&2-g~&kb!6$of9mY)&U|BgcW3SK?oRsImL*$~gB&GU z2^2v{LOBry2qX~&2t-aIqip5mt?zx$sdMk`Rs-G8KqGEHPd_)+ty5LE!l^oMy~qD0 zEbm=}ovvce`FHaCljRW9ha4<_&i|QDoBz+3fAPbG@TVi?xt!%6%U8TjT>fF(OjZA? zfsNB~V`balsrvJ-v;%(f&<_;U!LJ_oF4}rK_RPvUvR%vie0uBeM{fXg!~O~FFjfAg zFXS_MuHh^^+jzSDA2B%R(C4u{`48}hGA40e%JL1@A9K0?+qC@$_;fnrifhlfvYYTj zhV{?rILmd=Y|X!ydi+~z`@@f??z>O7924%E55Zsa(f|Bi{(s^5fB)S@@9~-(H|u^p zE&H=`(f(B016?aJ{<1Eg9|$ow*&hFnw48JYE*CAj{RM5dSM`rf$G?J(W3XR``-#n7 zuJ{nOrO;jywSUOoX2IzA=N{vbsr^Ob72MA1mal#3+vQIThhl9se=NfS@Z-?0SGM}! z#eVmSRm2)4JAe|N|KyOXz%}2o{1e+ldHtAwD<)^$-NatcYn_d*rN3P;I>hc!ejUc- zlEF$z7t8m@?Z3EFmoLctdkk~%F|2b*IuV|{IQkz4&&@57L0Oc`GGy8*mthPGG<^4w z8=89MhNoXUp7+4c$^Ad%1UlPW2Aoi_yerrn$WQ!cVLutoKkLBmD^~+-MlOzj#4W`5 z507OreLD^PTlICkCzu$Ie_>h5KjgxZ@)e(-_KZj4$O+#Q{0QFF@QU9FbUDG>MBYI< zWBDjY&Wqymm-=M&XQ}JocHjsDy|I;J75Y^6s~qzpYyxbJ$Jtc$);h)Dc%M_i-7t*Ju`a`2YUjaP z8|I~)+XZU?oTvJK)MjM1K{-ZjC<%5$*dao`8;!@}6&aAv{lbE=5gQ6@6t*uPV-MwZ zO?Jv&mJ;#t9b`XqrjK|VW-Wt1p0&X5TN0_MXIe2dG zCB;FTt;v`#|52<`l()z7pIrVUSo2;g`Aq9<`Bxj(+vU%+*j{cqmoiyc{$u&eSN`0y zPv6_NzslM$>)i-!F;d4O^*{dp>=)K%{TB`{tnpZ1Bz;q)-?zGxd}KK84KN??yp}M2 zy=b=j7s!c>KkVnzE&s8R9@*>H4!)aA`ro+!S-$>9$8@%*aJktZ=O2o@@p?m2 z9u_+O=X(CrZGS73fAZb@H~DTBsDEXn{JYUlSwEQE|IvpPW$?cm>;F=J|L2cp+^ZK) z+~Y?NTwh{rd2ZhM69BuU|e9{u=5m#NjZG(a~Xf z-j8_t`g-J?amsZsFeW&E{up?jr+0zXxeKh%6LUFj(-$?!}q#@o9A3g#zL=uwM^<-9mC!n?#27< zg1;Gutm{)93AQx8M=TBF5=;+pFWq>jyr$BfE4$#zt1Da=uJ7SKpA%ctg*gN5Z%iwB ztC_~mp>8)0KA{2lou_<;qx?JgQ-0IU7Wl0n67HKT5$q3nc!sf-NxaV>)+8Br5*(n6 zn>^oE_iYT%*7%>!{4*+hHOn`jNwU9~>*}($9@^#224Y8>>vB!qFgbQFI{#((sNLcM zY|yFne=EC8=l{7<{@nAQPX1-@exz*qPJsUq`v`1Pd>#oCT-$vdO;)DmAInd~ma!a< zwVrn0?ElGQFyitL>YKOQ(a!&NJOLfk;;_)xN`9JGY9_rFkufNmR z1?`9;XO-GN)VEaF_UT(ncy2Nr|5w}iL;Q!~Y=UFNZj#FW5!|Dl1@@3Au7Ea`OzbaF zoAqjzAK+-fU1YpAsq9ZhoyQlf|I`mRyQ}!mrGKur`WIqWyiVwKz`t(z#QkG4{0gxy z;;&_C_08Wy{X5iA48K1o1jj_23voFMt$*~jX1YN(^iTSjn$P~2?fPFaSew!OgE$?w zJMzB}2g5&kXPPG31dl?T3Cq72I49y$+JLPY#oU}27KWwX#Ic?@8}2h9KWxRYVQNDA zE5i|cd*=KF*Ec!n%5hzXccS?(?mjENqxyhz5sVGi01Y=oObqXF{6FW@B;T3+&zZyS zU=jRH;rS@msg%QJT(CEW)oH~3t&8xFS%_~e^@)8K`YK{+m=Adu@87zA&kYf8gTEYS zo(GtmF03;!Y%wrOK^$rJfBB6U#rG7k0WtnU*LwquPXwPLx`fA^7=9r4@h4IJJp8`F zclNrwa_LxDUk0K(CF=IX+=u$U=~WhQ&B2R|CAL%|CU$Q@L+s4vFha9pjYR6+Bi2 zV~YA-(xce%&E62Pi*O$>)5y5hPpz&=N97Cl#_Sc0gMVOlrZMIPx{&M<S6r;=cdonhLiEe!F$-N>Be>iuOm0p!9Dk`ag2wkQ*m%|7iC~{U7l! z^#J5luj#3* zA%;irLC8lT(#q!rI5K>)eC`vJcp(3q@4k_+mm6wP4)@&*Fih8wKGQ3+IsUV}=9_;m zrT($p@?~CYb~O5Sz#6}-ulso}Z5A@u6?_OWIXds1Z~iNOTo^CnQ~y$`i_NEhEqDH{ z4rQ|bz;`b8mj(8SRP+C6{=+gwc}O`%_6_rz$``|Bsai`!< zBrgBC>mP0HCH+-`8DU?$QvDx&PNlp4xuarAzbpEmT&w@Y;1JhD436P&GVOo3K4^Vc zJpM)YZQ7hagZY2Km0NzDJz~F+J=Y6gfB$Kf+kZ~A_Gta`>+e+o<|gy;KiAqHamG;$ zL3003JGAam_I44moe(=itb^J-WKXj{-xt_b6boT?^M%@96qgX%Yt(kL`s5S8Pz3yk z;E-mqKZ#$d1?WG-+cXXXw?BNto$slT?-{kfyo>tRmc!eG^CqvM0Jc4?AFOLjRsV>Q z$%g(PZU4fHV(rDZE5)dJTP5w0K|9M%`y=lh=M^@$F#7|?Pa8vR{3RA9+w$kC|NFsl zKtGM&9Q#ReE3@Rk@Wydq*G|LF*G0kXpM#%F;)04gPr)yj$FB%hL+$9_9Fgzs>Fj9zFLB&i6JI1o5)3CWjrzvzp;+uCib8G>W%T z-kS>Y-19;kYQzxE`!?D;qy)^DyrIz;;hu zN&;>J``l@>@|YIk%LF!)afIV-qI|>NgnTTM;IFxixjW_?TpRQAc;%eMI+?9c%6g@S zv9(6Z=)yiy%75zla~?-{bZ8UNJWK*}GaN~ircXI%qTCnE5A&$UO!A*Bf42Nv`QM~J zFO%idylL}SZr83IS&?tw$?{LzNYn>VwERQvq3q>9man$>r7r)jN$jJx_RV%3X@B(n zw$$>i{U_J|T>SofV8hz*V4)<)h`WnDHkU+h4AXKcQ{mu^R^NCa!;p?JgVo&%09p zIKGDZY-0aMT~_^0&98s1CH?CK{2S5N6FF%<`+PmHET6lB1&7o})aw`UC-ngQH1`FY zLtdIs*RS`u8~Ba_=MC%MYrIbk&F=g?f(a3hn|^ZMc&-~9dEVF8B^)}G`Re6U@jX=z z3=c6UwRJT}12|>y@9MkhiqD=D4A7@Y&vo$H5U(=yU<}{4K`|(}=6gSE-|DV|OQub@ zZ`vL4D8B&T@+q)5KWzJ1u`Niya@gqjR}cOeVpi_J&lNdq7!R>G=SnXGn4Sh;wM_r7 zN8M51QV$UKZizep(0*{-^vM0ei6P;=`4l*uAGZH2=_B_IaW{gkfh@}SC2yz5)qCK% ziOByE?@baX1Z+*yWUK6(Gx;OnK&1SeL%oP+y~t-e1dD_Ft(c#v?~bU=EwTP{j+5#5 zZ}M$^G~4`hsq~NKmR|;Yy3K3FZqchakm&iDUgAMAoBztZ81rSWV`rj&EqDGGvi_i) zx3t~OKL5A;+flJhwX8D#4qsK zVE#w=J)&hEJ&(&@+du2Qv`<-=W51jI`PY2ypBM?Q&Cj*|zN>u79c#y$9orSx=h)7I zel54!AGyG)hOSDv+L*&RtewB>4V*3xDs|3$eef1^M)oL_VBM z#$SdP91rYHQr`YZpJ0mZi1zhfU(NCUKi&K@-}#M&g3Hb`sLg7GPVC7&h2o!uN@5R zubJkbIGCt!dSV@jQ~1xned5;b+@y8I=OvT!mv~d)A9z37{?e&`dz(rGXJL3$!&k)k zi+2=%0^IRd!GRHfgZh|&v7w%&f5FT6XHsv4`^a!K`fgBHJjO=qkgu0vydKws`_dL- z`EmKLK>gcR;`>JQw;_I$`ikl-+P8Cj(Z69%d4J#aLh&gTa^8^pMzJ^aK_%n6$LPrT z2^oj3Lyzh_@6LBuDz3)+n5qQt%_ZV(%>R^Na1@iHdp&gBRP3d|-~{*@+ppm5sGNW5 zTvWq!O#>HVI2$>dZN{)H9)km$srn}x*Y!V%Pxp#we4+eG;A=|yFS%+Q`3`Y0RRcA_ zoZWPg=w82YPVd*xILF7o3Ya2^ANlBJT5Zp|U|AykHCSJ!ZKQcr{qaQe-wn);Vsk>Q z4cGi_4|AsZH=8okB6tYQs{(l}mq_`yOtb{DMIPiT?q+9JgIinKrByNSPlQ2+Dt_5gSD<(jMizdoFDjkj78 z`k&f)`hS^6F^tqF>$_}>;JTbYN0`~_UvmH7LSKXE8{_^b?tg9kw=u}D9@!dy=Nf;a z^N*3SDIISyCdT8R>OrCp$k@eeVoLPBme1_^pFIzBv1J(li1#%8bE)K$|50_f)cxNb z=$ApBQ|O;-P5*icdsW5 zk$3#uN#Tf@d^9a2MC4;j{hcK)?-&d|HwrCj$`@mpPM#hMgK7ji16`qJ)Lt{*s103&t>k5b7BzE zng5mo&m%lH8R%b`55M``u2`o>Xv#jMl*ATK({;_

    Yo1JaV|Mp)!;)aBeWL&&&cP(@;y!{Vyx!?R8<93A8c7Q)3Hx%Yy%l5Bw?|%D{ zd-=UL-7_z}M1JOqUF#dhKg3jDqW$H=w(&L!OkRKEsMlJ*nD0X$k~@XC zP3*(uI&E)xuKcIhp+A*>!+ZEW`CZGm_V#U3w|}jF@Rihq#IDqTB{mFOS}@Y5+;Eu> zYQAH`qXpaXm=)jYJwCl;_Z4r8jrKQi_L$7!z!yUwCLe9Q ziyR`~c3dy;b;)S|BK1d%9*x&wScdLfH+&;GN<54f?XMUj_%)tK;c<~9mIW{&<=^lc z^q=Qajo-NFu3kQ++#FtmXT+cG%7-lF5=>A1Yx&dH{%W&oQ|5nq_idDSwpnh&;Q_7# z(w0*8hgcQhl9~VMME|?h{~CLyx&Jdei}fFElB@}PALi?iydNxY%KxJNl;{0_Gyj7; zIBc&;T*})1;xWehhCZ|c|GRkc5AGkrapZF&|I7Xie%pL_YyUfO=Z?E_>t^Qo->m=J z8GpMm{^|HE`t9cfX8)Wc*!XH=dCLC7HMqBp@%NC#2DkCA-S%(ge>CPzbNkmhQ=|V2 zb@OeI<^SxOne6}6r&%no{P{<>+W(g>WL_f3-%Bsd)FqGd&hdQXQE~5b^~ZCn zk{{yT0G}rA2h18cwZ?V``|Ul>tvI>lc{sJ+V^`LezOTTW>Y)CLKT4Z7nSZ_YpRe7s zfB%H*ziW=1?dtl^qv(I`Yy$=Va9+r}^1(G&d>nB(j6Wm3f_xayZ85(=A7Z`)NBwU8BOLv8 z4O|1BYwmwKmH+Lo@7+5KJ}lM$kZI-aRK7i@jQ(|7KKPWDzX!RrZ2Z%4A>l5u?$g}= z8-zbo_Whgo9&xwWo^9&iYT?~*4rB8b#7${){9hq?w3diXp`FnOz*!JGX_>@c!ta$b z)}mj)|E0ak_&OE(2l<1elC!KJ{&4*I8Fyat8;_6Qb0ecigUy@1y!p-h?xWSc#BlMZ<`zZpIu@%;w%eb{4GVeQWU?%6#SxNwM7HGgp2tvRCH7`!j*^}1J% zxQ^d9l;CxCjU45AVzr)QlW;i@69JgLVug%dVdar~G-iWe8<6Mg{7c{I%gP^-yu1^4 zulPOchUGNM2PS}P5K{)Ss+6C!8QR6~F+`oLzWx|6%@Xo~r5pbSaV8pYDB`__!Ad&= zuMK&DCfDC^5yb?hZ+N}kFURQj|M;8~&Rff`+n+WKozXZfieKsPs`W3yrW0SZdd~*N zA>DX*ONP&o+)RR@sh-bV{nvOGJ_Z?m!({(=h#Z>9_IK~jxYpZz3w??Dy8d?x&3_xx{9&m#Bg>z;Q*8-uLL{g2pfs^j_g_mjlBxy@KN zM;dgco$;s0_}|U(Z#v{-uF~!C4_H6dkiL+$j2PHf+bp{yB$=<{$C=t3i)N zuPi@h!})sr_hSdEQ@LCe(hM+4rxc&8mO@sq2rqVWf+ucXsTe{((EAxtJ1u3h-=lHgF_{ zrU5SF}@f>*F9L>sK4=m z;@mz-U#qSToIT=J?mMCDN?uoI()@F^aDlo#|4Q0K*U9qgzhcK4zSH*Z@6$OS+bgp9 z$o{vS-o|T}Z`IsR+b-^M?|k|J`7wX|^YiYrALh8hb3Xrw`G^kMzi0E0nf_i_gEZO|VL*=i(@@B*o3~9KN#ckLwk~_naJXKiZW4;p#7`>;GQ%i9S=x zM4pM4f%0qpyi8x8s^rJd;rD5hpKxtt9KyJZu?j~S$KZp(ztQqF`hRV!#`d4LZ!xd! zcK>t#Z%O}ydYb-N{H1pFZ}sU7Y$t20cE z$PsNY74`@I&mePoCG+oI8Q%uZNRDyw&lrcmw>funRMv&=x$`%!xC5id+`%iyT<H01ok^{SrVVuP5uk}h}8JEH{37R$#ZdD>kR$SPc2{CC2Di!X=yvv?eBHO>k8v1)%w@e z{=V6IO5Qmo1|jx)hkY>eE`N2e1P`wzO^rv7)Lf8!F1r-=O@M9huAyGZyK5AWZkA3!cT_ygdmb_C{` zRsV6hR%JH#zlU!~yqp5|-%0)9f2XtkXR7?3#o*n%Ua0+nbApeVj0cVOf9K9!H+K7m z+DAp>k8(iN4i#r@9RI0bm}kg1ZgU8n%bI@_(f_jZk1FLeURIOwuPXfqudu55PrCl# z(8cpFEwj#lYWwr^hH3Es)9rsoLO!Kx=ijD(7?=Ln<@sk-_J=v|xaT2t`u=0}e;oWD z>N1`Fx0XM1+8>y8jGGv4z25L8FXyDQs@4+x>lo1>wD|4syXRMn@{vg(vz_Aja!Fa+= z=70Ui2OajY^V*W@A63pj=gXQG)>P+h8SmQsOY2x{{=0DFQuo^@o|?4&w(asB-&XP* zw6AK6_q(T_c5`+t zoEG_$+JJ4R{GTHJx0CuWJJG9SVZ>X|KG(4h{ZD5|EJ|Y`IkSt**|{T)&5_0 zat-YZHdy5SAN*c&R4UTHUg7JJljhs4==it)%0ahp^pHD#^{l%sYbd>^HmS~~^dDnj z-ux#X|5u(`=i6EBigOl>on5d$aF&qw5APqqb1=SPKlQ-5qi*oRc8SB|`86fveW^z5yFg_FpTWmf!yA`ZwYiz@n1R z|G>lHZ^3l^dHmkCb+hb2ndOEDH+lTruG2o}wK@G?h5YHRe=UFN^e@Z*XuO+Q4*Toq z*TlvSlXGM7uDYxLo%BEAZPE7O7b3r!<$ulyCZA=0?Z`)tDfR2k{g3iE)Cc6*e>?Jd zkNA#9+5W+I`tQA4?!mp=?!WhMyL)%X-Hkif+@;$W+({YN4qiXfa{Oyn|FvsYxsN{n zIPtYP{ugbDcq}&lf|~}cTl)q4)+@{}h5X&^j6VnDz9Uypx}i%FySU`|-|g|Q)%>Fh z`KNE4U>{7C{#!r7FLXNpiR%wu7Gv6Q?AG~LGyStM-i}jMf18V$Ts!_!iS3T z%l=&)V}`wd$Ns-c{p<5_A{zFNgR5eE72sQvrwN>zt)shT9Gm?93%r}p0lv-aHwA3Y z=D*A>!2k3b?j;AO1?Px0Lymq=uq(wHfstAL$rY0OkmrfAd|B7~Tv8^V&-8WRbG>YQ z$2HC5E9R-?(dT*o4xgu7oT}tod>Q2$DOR4YzhdG(?gR1hWsGS7?9a+tMg7SE0*3Cf zL*()(s(-J)|E_!P#g|;qmK81Ee>xd|vh+{=nyr7yetlVg#-6io&A-an-xo{fx@TW_ zank(njoI(Icfa`1t=hAm<%ItO?*{8Hfp?R#|Dp53gG$-owo77@@E3Bv)%ef-Eb`1& z?f)ZV^vrVafBi|}{x2e5%bCbW9xLPCl+pjyXEv}sSzo@#G_U_mwtw?^>SxsdnN6Fo zg8#+2U6&7deu~;Z<88oJ#V3T=8;lndaRCCa0RBTi#^1wlYj-<>%VGAf{~IS~vj6E^ z{!;h!OV7I(-gz~YV`}A3U;S4Kzch};)~f#(TU@lr|HtkB&$+YdJH8=@seApuMPjcM z^?yTR-wC&=bNxg7AGL*I<3HNC@9dD|TslVXE;xmV0kZ~iU}!g!`#;#8pF1=g|Ks-O zciN$^C+vv!=IzJqk~ZgUtc3k71@}fcOg+1<1{`tC;d63sXWRDw$=Y@9Pp^FH{`THd z_vRNv?!E6%y8o=XUl@P;X82T?e|)?7Rwn+-aX9tjN1@lpEdrh zn7Ly2HU62#KMfnEoD!G4bFRLi$EuiL-YKhp)XF|#3@_vZ@Q z-@M(s9XQ8`JJ>6^q%g+`e%9L`dC_N%g>|bWCu_2&-Ogb?t?Oj=pS;idH9*9i0QbYN z6yQAk&b{Nx-@vu@ZXKS5bC`Ge=a?+Rrnx5^`*wJ5zI;3zaUv9lRGc?0pL`&cQE*M* z0>C;DCjAkN&uag&@;j-2 zEnoB={T1o|Ol*JMhi*Pb)(gG;Z$7=%eYtLPrg42`e$PU+J8d!KApRDN#gWgcE_%tb|Y6M zey@)qXMJkE{*Lfo)SlpnCy#$s_@6P+jkJ99A9M_S3;WN?RHXlpArA4aQSSA^y3#S( z^VQDyOPL|Qo}U}gcH1BS%8dV=$k#k=u(jsnUzPfgK0}$CjsNY`A9Jy8>0g!ghmV_y z<4Uv&M(zu z{@rf<>5I_TkBI*ZW0{|8{nGsZqg4M*M+e=%KL5xK$b2~H8FY=doxE4_cZd3?`KFBX zqWPPcPXRm?nJaK_xg5c{$&x=bx?Qj^9}`BdTZ?<-Uc_EO+zH%+@elc_4ATNvvd@n@B9SiHt>5Nu5LaZ|RhKb~df(tESz6Soe}*81T3X7Z6|qF3@*1Uww|iJoD5 z;j5CrSYjEVp2n>qes?7L%{}aj;xL_j~u^>#woBUVi%xw`|)QxBbc<*LO_f21$M?mfM%#>cL}b{{6wX zpSoAy`=?t>zLTz_WsU!{<+?vS{hZr!cAGEDfM+_6y$I0Vgdi(|7g#F3BP5Rj6&)d7m{chIN?u|MB>T3Tp_h8EZUCmDE4*Q_)^U$6s*s%E||~sf_(IcUFh`Z+d6PX8H$t*fRyJXUXm> z%=6fL^sM{tfaL5$yS8C}h(%@&&*FL#+J~{XlXWK6w?+NY zo(YDlxV7Rqf(!aGqpg1?2gh?}a@zljV6|ayuaqmR{-JGcpDk^SG4_+V+uZ~m3+kgno0fN%KsFtzdpzN#y0%V!K>i0p#3K6UwZt5 zz8)0*X0!1xv~h>_2U%J2t*k}Ip99y9FsAbDiMxSwgLSKYqX&g!bS4_}i`BoZeAc7l z@xPt%7rcPbH!1%&AvT1u6aU-zSEc?{J^w-d!LLYkzkU6$YW^{u{#V;!W{!V1t_knv zi6@13vnN;oRPQ>Q|5^KETn%&W7V}T~5cs|l{?D$>^FJ7~!HplAIPWYjj`BVIy8`Bh zDf_Fk{?rAL0S*xM-_I2P6Z%B_`b>HM=tlp?^{m^!ef>iW47`6K?jz@SVxytIDtiA6 z&y#0wzBo*t2{9+&(jEr}w*(v&U_IgbNIr5Oke|YM3<>u|c`Ax04vs4K205x?+>D$U z;NkKimd2xUW3ac|a7N-$g3+br_aTRjzu)%28?GM9=Q+DB!tK)XS4ixb^`{4jUoG@l z+7jW!tUJBg?UnhGJ!ie;o$_s@Wk6lC>yNe@y0}Bjnjs%CW^`Y?-+M3knaS5Z`7uVW z93;i)aDKT%xjU&pbASK?B}S^4ZY+Q43CVd>LjUHiS>%5I)H4#ZWlg327krv{?UZZK zvUWId2K*Y?yCHfx6a3Gn6GQH)XaDSa_w}*<{U?Xr8o@=aY-#_$d|R*k=g0541?zkK zSgf{QbpHQC|8n=rJO31Z@00GOH(qt$Z(6FdqVeyYPd_04cj3k*rN*E6(wE4SRi^)~ zo@M;M#l103S*(9%|H=_j{nvd1`i?~Z*rfjlE~#&$oo3jd`T^zHfTFw8>_K^!p^$q$|o&M2g3fdoXFO}7Qp!?RTRfk+ zXV)0<*)IpKy9F}Fv}^yk_sjlketh+~t#Lov#D53;UhjDQ191_T>^ofJe;z}x@y{Cn zt?}>2mw!TD4f!z2ry(a%;@;?a9QDKVo;Q=ktO38qcr%`JvSyx@3t22W)jYUcn!p? z^vFH=zzy+{`xvL#o{3|d@~vEWF7Qvpv5CvVecHrc5i`cG^P^nGTaop6-~v_1*LVG> zt^Aq~&hLnLO|9yW@+24^+D|^jCOig+ddP2W-{iaDEQoiZe4?bEAV07E+FrhG{B!f< z@7^(_?b}3t+4e6ZKh&X?pWFYBYWtr;E}bU+=ZyUSDD;1Vb2i!^d{s05H*r77o0VsO zMe2_nQ|cF+%O}sr+flH=7WQ96{-dgYC^zDaSwCqTV(mWi=^Uq$cD4VM^Ppp0x9X2P zWI9ewmT!7x<L1U)erfU% z@8&nZo#l>!cax!iXpc_(e^&p;_CMYBHzM=flQ&LruKp1DNimtooeanu2Mc=>4W5N7@*fg*}eD_=u`M%A^yD|9# z;OhAK1or1E*9ANpi`jth`kalj_np_;^-(OKDj3mR;@U;@?C~6>~fcGUiIyvbqY9~J+F!U6JuxH`5U8d`^CMk@7y4B zgNO1+{Sohm@^a({z5(!Y!`%IM{9bmVSKB-;i#(TQ^z9$y`D<24{tfQcmv&t!a$CvY zAi2oW?Qg&J*f{?jlzd6nPet{w)%w#C!5D45TK9VDda~}RZH4qO zxt1K5H3uX&n%Hes^*4EW@>lFw>)!n6efN3KH|#6B?#wMo{$1nWzX<%Fu|<4*8jDS1{15qU@rih}^W@g(f5;^T|DL?>D3?ZaO!;fT zso}HjxAAT8TfWQl$jjk1@;sA+=lXkV`4KOvZhzG|%mZru>)8J0Z<)~dV!V6H2lFA! zjcne`cD)*)W`P^S6?PBew?<9&HmZ?9uH^BdX zW;uN<8sC!oGcC-uy)zvi|vTv6Ku*XPN9c>kKjytx+I z(d6@((f^98R3{(L%c_4Z-*{MFzvI5Bu>ZT!{=miZ{15EGY`K~KPj~+}v%gmM&o(9g z*xLT`+8;Qk#`v9V|FQgo-fycP6nTurQr!OY#|I2FsT7L4*+sXLf?eTBruJz>IAmnZ%E_=Kj{-5Mu^)$yxL;D7q22Ps}^!+Ymd)^MIc#z8m;afjf|0 z|D}T0Dduh%e1er5ewePm$j4$)fXCJUkQ#t;E_Y&8C@#Yn7#m;r&JIc>L(dSd;f2<#Ej2gVO zQ}Wd96keHdaJ-(M7tYPNywe=N?(^g}dH;bvY#rSh?3OX1O86i6rr7_rYyWm%r}7aO zOZ|x2d~E+_qqJdiYTz?r+Y$dG@;~q!%E2ja|LPyS-=RNC{7;qgzuvllKFa)W!?R7U z9fM!gG2&6HKm5OPvL=szrhls?=b`EUboKubW7ajFe`w6AXng5{{%M;O8-Fb~SE9FG z*Udg6+b}y>ae8esM=5Ck;J`HKs6D?6^^f}>ei5+*dv;%SbGDvLbfiuBb9aGv(>eaA zWAfzjm+=mzO%)@q@!uN%ZsZFd!B(lx8@(z{EMmQpO`*tTpIX1ErZ3W zF&))o!h^B>1$JJ4`}?8Wo;!o*^FR5GYeSqH{tx?7f3EWU{p6MC^|gG@W1_F9+n@Rp z`ORAYpdYFuv^Cgo6Z`vae?R%pYM*L<^MrT9wK}XxVEvA3cs4&W{*4}OZA8~H^c>^e zAVz$Q?^`Sxa3k;^ehaQ}>IU}fW1fyR0KX0r~bh&;E9d?r~SHofe)K z>gjbfV5X}7Mf^{<^$#(obS*XZm&NTr=(G4Gv$xW>c{9`QI2f+$ouhs zk^lRp+aECBJpEH2pI~$G_!s;Cz-7uA|I+%mecNWYbm?M0c1HfZN&jb+MRD|G{LAzI z7=OlY-E>12B)a`nO_7FJr)bws;PoLEjhVLyi6y z`OvYpg}wY~U(k+x;KBVqkJ=DpHb8$wW{&){%-9#Tl8<~&PyF#2w|ehJ_uaZ4_x1Am zv|rU(^LO2o-|qTT+6TvVj=#66f4Afh3jbzg?5G>NeVy+tm^-js>_ZzbCcpn~y{s`7 z+VMZ;R~nD{{xlW-FP2LVf#LWO*W`O||HS>_v*b7VHi&T}evLi?*Yh4dHt=oe4?6ch zRmuOn|6B6aK3V^j@&kh(mbyHK^#{*`ag@OE@SnKf@m=$aO<(<&$~c_(hsN<&eds>P zd$e77TwT_`-ZLBgTp}5N7wov`zS(lqtvqJA9CiM|JX6%4;`)zyLAw1Le^0i5jIUMc zf7bk?+4xWHjf`nk$e*`sx5t>;#~-(y10QlS{?T_~v!5$&B2HZ6&mJQuZk}L!hI7{V zr*U%Zn6yz5{IljCNPB@_QS&d9doo@86VK;R-iycV0 zN$G!hE}n(|6yrC3jh!=pQp@+eB=2wQ_7{Dr_0QXl*_hg1u%(#G7VORJ%(KGLEwM(yf^_e-;s^E}aVdTlT)}>W zL&EiM?xBy@RT|g1%gCQxHhmW4+!5|gEdPJN**rf;*Ykm)DUOD+T7H-+RQ zF02i5{kX9`v2J14>;H}Ie_C(|mX~F};eNVzHQ+Lcv5>yE@wcw)pd5Fx&%a6i6$6s? zh_2Cm2Oj_M@^Kx?10KYC@6UFh{O6O<$NbMo?O#?tuSfqC)W2GObN!#r_6H}- z^fqmO>vnJA`YiHuXrISiu$j^SmfHzsw|d}M#{R2nf5y@9{yI-SVt#1cpv3=GCExu0 zqh$Zqf7)k_{x?0wfCHg1N6tI=-*){^PtOnT)z{vjPHSIyUPlxEi+D=xQ(Ie}G&bk! z-!|Fj*~i=t*q4ocn;svtd}~yYkx||EiFWJ}ct?EiQ)2-0M!= zR<2Gw{=!c1TYXXc{%6eRG;22glOHEzTsP#`_7C6p%kh8HX@Bq;?a1GM^@zK0^KwV} z4^Cyf@*fxfSJ%Hi{j2+5$A9cgPI5*m9;iGS#k#^=Lii_k9gfHswchh8o>ox4?b*jYNgNB0v4b}x=hN-4d8D*%kZE%5*p7VgAMBl{?EBA`J#+bP z_ww6sx;6Xz_?-0nANttVj&X!d8n&C)|4Dgt{R2E3#6ePySfWqRxBd&mq5MVW|7GNV zyx=SMo8LX@7H|Hst?{q+KgHfZ5XbX?%oU32AM(+K9D33FPb>dp+(6?+7}sX1{9i2J zV%;>e|Aq7e-e>vs-{8+Gvj3@&|I)j!x<9`7yjys9Y4E>A{NJNk|D`8a=Z=5Y|Hv(|8CVEIp63jbJia=O6sndV8;c0U-eiX;?d~3h0d3V3(0@F-XOeX#<#}rz3!0YWFY<| zdz=-EQXB)^jsN*LHwjL4ld6?+CoVf+b|cpgN}FjP z>7F7y8=M}Ti`vu6$DU`!3gfnDtbdG|^IC9PB%VgV=nyjqeakkx;f@~M?f&@epM`(( zZ+CCJF~3(<|5q)aGSHs|^{Fqz34^E=mLTC0r6WTvr zf9<#I@ki_2=>J9}K3apn6#YXSx6`*yxYNSB7@Iif?%YLtNn2H@e?2{m+&^9w-c1Sn z1J5TOe~bG6ZL-HxF$Y~Y;`$xds<3wC^G4wN7B zaYBA6AG5~eVZ^Bo8zWwYdB^1WhjMo8UVS$BI(GlcQ<9&_^GuLyBhUYUXJPk1PW+v7 z9?pCE-3oc$;wYyRurlSD3SHQE;*aG1w*9~2SjP~nq92nFGGKq(mkZ=4S-Wy_B zpq#pwf03L+J}cmoz)5ZW$M9O^5ox_Tk&oC5oxK07-m}5|_03n^E5g0ev0}3RZ9a31 z>(pxwpDR57MBJl(AFC;^|84%;Z2r}3{VPxZ?0KL5FvoqnY9ZgnU`zJV@lAenTxvf5 z>qNfEvGKc>@84tm{Aa89wT%~s#IJ$t2aX_olKGp-{%5-VpUJm;Im$l}d(W|d^)1G) z^S%MTEbwtUxBq7Trz-j1?poxYc={Rlk5AqX{=bO-t4ewk=Iv|Wzrn4fHNz%;(u ze9Nskj+}DI_#ff~mC*lq{$ci)_=)`Sf2!)=E&H3hdw0T7XcK?3_;m631I~?(yUF~| z@M7|BYW%atKP$#RYyN?8F^tnu^Dm~0|Dtkz91ZbxD!QsB577j`ae+{%(8@=9CgFE7=PUTtoRR8bbyDUH9A@!G*yO zk>}`Ii>*nB+>-KbZ2|jf?RmPMu}`=+hZy%JmJeKnWi*T(JQ8AXQeMGeaF6m=>>XXX zEh@)4v!wzbsXRRMdbst zZRn$%`YV8t!H{bfFyDQwA(3ZS!a{sq#|FZHk z`!CWx&BW_`=9Y~JhJ@HzLD+jSHGL(Zd?`Kjg>#rzv=A%gV*85)Q4sH zpQ84!`TErVRMGwu!V`hd$&-IZI3=OoQvRyk1FS#zOc{S#$sZ9e2*-t}S_!Z_u1oMRTgcWL|^zPQ`%xV%T?6`y~!vOjXn3ivbP0-1Fn7Tr+n2MwqX(8vhwrDU7Gp$PeW%sei1;4Dr9LLss90KA745 zhiy4U?GGJlcm6q5_HW}q_-^pWjkag@R9yez->aB^Pj&sP^nZ2zJAePG`+uJs5-v-? zr#)|l+!%((0 zVf?|q1oacG{SSRy#rkLOUq$>M|xkz=ZH{*9Q+8v8JrFDAKfYW%szKdZ+-YyJW3 zs^(wJ4E{;d7vRtU-*51L>;I3x$w4IlEb)oTOZ4}UKZEbuual3!`0al=dQJ}cI$jrQ z`Mxb<{!QKfwf@DtwTKf}*8ae?(RYL8!n@hyZMD(<=M9b%PYd%TU|$h$WEa*w{BK?Z z>`ms{_zo-(@!SmuA-@B7f_yYrksJ}vfp|z1_eP$WhbJFs#Ox*J<&*HO_`kUO*c;CO&k?}R8zFGB08(@z;Fkt(iN4Afg$Nh-? zfcxe9=*1Im!}{LB{oktn%gRSNsAnh_%Px2uj`GRUzgm8^{oiT(!$zs6Df>q}t)qwb zxL-Xn%iX%>aX7KnpP_q^{&gx}V-A?En+`SC|8a6#irb&rA!4Ja?H~L4X-l-PV)9$n zAAHEfADT~@AAT78Yti<%oNPt>Kd>_9YLIm)%{d@z zd4A72j#%$a@;@m5X5W>AlFnt$Z^|Br&#;yg{RYm=6FI0ljL3T0u zhJ!Z5tqJ$~XYjXt2M#)klY=^XzD~eM+mjERQS~dm?qI*Gvp>b{s?|Tl#i{+j_{r4! z_f(AkGiCe(pKFuw`C9oO^-b04UyvE`dDeRlV%q=V+9f9}&ye!wXy35mX|n%XzUP^A z*#1j|2O4xCr~i=?(YO}IAwm1Ux8xJ%?E8H4+%Tpk{L1e5e~hu1TWyipV#tp*9s0MN zdAW3bgB%$@?@&8!9RDrP6vkU{ZVZe5ZlquNIN%k9KGg9a_vo{9{*ipw-&ymY-ZR4Q z5gFZX|G57-hX`fY@qdAEi-_wAb~I<}DUSESR{eay<}`ek)PK&_6CNMx9RFQ&oLWA|x6mGJAN9X=`zu$g*1yOW$yZa`D{FuAcJB)FK=N*2 zlNt8cvs>dN*!wouEB(88vL{>DG4UTivW{mQ6|Cz|$R1P1*Z@WZEP?pA;!yal`8sa6 zJNHM)*U@Jr&(!q~#oNltw`bXYB`Y7|QXv0IET5bVS=%S(j{V!dyf~r`ycg@WCF-9i zA8QNxJiiWwXByUqb~G7~C!cMXb}7#WoE!Oodjm|8-#zcf%7@th*8a`p8@6xl->m+K zD?$t?Y7^vgQoO9Ot$_dkeE+({y1DFrx_?dh5WbK7y?Om#rF_eKmGq@@g3y<>e6+=6 z`Kgs)K zwpGsl^6IboyHLJH|HIf<;H2gFzq0n9C%?A8?)V?}D|D}k{td~RnC{Ke*vq<}=l5=r zZzF3}w$2+L<@=?ZW6U*m95HWfY?33!CVUWot?c;IO#hKv3S-=`jBVW-|C6x`oIUB6 z4E={)q~(XW8%@T)vikqv?rn*&B=K%S9~PVcklP%O$@o4^{x8gzYWbzcAH;3@^>1gn zV@LK(oBw@y@20zbZ_Hh|dC{G?b=n;mJ4!wdY&5O^S@s`nANpHh{)zcF=AYoyz{W7Y zPTL>Gz&rOX|6%9jpT_sG@->csoNqLlf7|?n?UCXC%GN(U{?_uPU+VTR<^R_o9B}V{ z{fUf`(b!wi{;JYHVABH^huy%1Vb^zIPa<5}^X#Qu|GzsN6Ye?{g$z%gSi3iy*^P#(vQ_V^Q%^ZzI1ZNL6Y zPl#-CUOa9qSXfc{#LIX+@I8MYj>zv}=cTL~e?W1#z|jHbCK%m9T-TxeWm1RUGkvaK zbb|fDc_Q99{G5j4LpA=lAy=yDLq7hE zT>^Q#_KqEN+a!J_K8^j`UHOS#b-(`G#K(bOsJVW;PcmJ@G5!u8Re}D|@7Z(tOv`oE zC?7Gh7L#)WyM~`qTc1w*M;U7Q=m+(&?fTyy$#+;}{LAbAXa4qrd->zHrqus~w>l`X z!ltwTG5!>te~=I3ZALjMKf5m_7EF=xAF=TcUp?uLUp*^vfyE!nNBe8?_>cURw2LVi ze_Pq#m;Kj?!+wRBH{j(2pOHQOlXp`A{yT4Q!p{eE{gL^lEOwBe|JnF!c~XcUGmb-z z{~3NBu;32xKaKODIDEjHGw{E<{cHT49FGd@-}JZUf28;?wS3^V+4?_K?H@R9 z-X6?O=tD&BtQ@9)6L;>A6M*xv{&mv-z_XESh_b*%F&)Z~kN-l<5zl8y`@byvvwErB zH`+h=MTy>K%m4ZQO|h}tEE{4`6|Mg%$>9aR9LtBiz>S>d{-19BdsOA0zIjsmRL73A z{sEf`Yq_$XYir21H!I*@T^=B@$67~;2 zQIEgsFB2bI{rsnB|KE^x+h70gNq6+{UL9vu-JQF6nR(_8 zTsz|S`xsC*hM0Y{vVZc`rg8p-F&%Sw*!@AVVdm$~9 zv)=!j`TwOuE17R~@a%RSH~5a*`S@FQ{4qU_?H^b*KFHUD7<=I60J{b^2RLK~aZKW8=gohVXXCMK;h`9&tvHqEtVB3B zF;XepS|8U(_t`6_nKGhsH^TgkULH4C}F9atL5sF<4GtLF?4CHH1h zy^M3?ua#$%kq;aaJOK6=+d*OxUDA1>wSPFK-aqo}AN=cofAgtZwR@euuSD}7<^uBV zYHi$U`>U?${MXj5Ouu=I6-r4iRE(go-Tayu!XV{-q0cVMxbx39;K zUETNpGo}AE9u0hW>+#p(-5CF5fsb?3Z2bT3z$S?Sb27{cdQbI{`+WZTsJk_B*Il}G zRk%239P(YE4R8M16}D^q7yo}V`8u{IbCSINZ#MofIMDCrNUdv|K3IRp zdVDNj@sfn2VfYE~s?#@4>e`8{f9Sdl-t&vqKb9N5bNxY|vHEl$=jW*J_EE`Oeo^ym zSWYQmk;b{fIsLw!bN(XjA7uLa8y70w{>|#oxB%cF82{3l5sOrw3)=H%`S1P& zxHp&G=%o|xnLj=6_U+!9a9?uzKRny(iT?Kbfw%-EJJi|iFR%XUU)6^J zqbTbC((TXoX=49*@`?S|_D`I>O8*=BRqVy|kDQyZzM*TzVXau!?yy#@`@>S}d)%`w z=g#Xrdq)ove~0eUCPjC_3mrPYQ^qQfuXL#Y8231~G1iUjHFoQU%JKCrGyefs5q_$u{nz#)bN~~`49Lb8uvx;O7c^D{DP2Y3OFXP zGd(W$`9Oe$+6Q~LiJi;QWb)|eV&p1B@>iZ(=fGXzGl72@23A16@obELLtGDd9?D1# z4vvlAZT$!G?7mQ^lJZxaTB|r(M*VH>)UN(L^_Rc6ua?f6wEmZ z)FWQtw~pLxAU--w8+0vokxMYWtsV|1jvnWD ztNoyJh;EL*R{t{gkN7?s|KOqUZ?4mBvc~^8+rYa~zCt_rZ^)ToK3|TEALi#lS?f) z#;%tmb38G=g5Xv@?n&S}c+B{Y;7GO~mGA0&o~%P-?uKXC^K33>zvZaw zEB&*8RbtP$V#tbJ;X7kz0C#7Za8w+e*rv(rQ2s`V%MHFwSYtb~)U7)+kmQg;j2nE; z$=)HsH!aQ$a!gqa9L5^3@|3JUVkEHMhV}UNZ&rU^k9P6*D9&%cJy*a#=i!5EK^R@ex+#l}E>;J0cTN&{@atoOAN;w*=M~?p0^7Hkd?N+e=+iic?|0&5s zVLXCE*A4~yGx-nydy6~(T%a`>(i64dRz3$NUBeY5LKj0yqL5v#UfZk`t{;!$+Ss6onMD?eC zmGT}E|2OG6sgudqdz;sv?ZdWiwEs!ZjpVZ(Yx}Fz|4!W1ypT5jZoIf9U_OTPX#NMk zzX&)(z#4E4@yvC-Z>?V!!Fum{=8PC{mt`*(bx-t$92q}8Aw~`LxC8y)F8CSvI~?a^ ze8X?*J9XaMWrqF-n~?w7u|MRWnWU$Y{*wooG5^qcgT|%mME}8?BX>|ZbZP%nwEo}^ zYwW(-{>(p@@&C>GzuW!~d8U5*ho>dal*YSZxg-7SwtTi%dYo(_9~>O;Rcw3?<57nF z@4tG)-M%ySNX@@OemVG?F8d!mpYI}^do<2JirRm(_P6&O%8~v_zyH+oAIbVVb95&rQh49+G&yTpPT`|7rv2e(K!EE zDzRr094qGE7=Hzv8^Jn-w}Sobp=_Ktfy?aqHhvzJH~#|m2U&bpgc&dNd>h4)o6G0E zdGd6mY&?4G+0I4JHH^;Ie-vxeI>nfE5&7UJpx=U#ou{rQcTr_}#-qyEb! zPZE4my8p?;G9T;T*}?Zz{$#}Mm_q;GjruEBWx2#|QhY+kq+;XWYKswsbqutXeWbmz z?2o(~@RmZGC7i81`Cm$W7~oHc12fa=-#C_Ay=-j9QNJ5sk9G0*E9(-?6HxyJ65FR! z{IU0l?4z`Ko*erwY?gk>Uw>M%?FKm10C3O&G9r^Y3_Vs|#*se4-)Hyh_4=P)gL22e z<(X0sKBtynw|}jFIyQ9C{xr{&&Sk;DDPn)jH6`!M;XT>rQhwc7*N*)hVv`EG%^{xbL7!5)bVDzQOj??&I5!N9R$oEyP6dAtDrjePgIk6)t`Mt3?2QIV13q3wwD~g|0`H9@=YQ3&36mtx!=g% z?t%XGp-mfj16`2My7@RDD7XC%WtB2^v;HQ}WZ3UozS7rSS{Scsuk3;+HJG2JB}{_&8biAM5|Pln?jv zemQ2@ot?uq=Ksw8_@DR^lMkGqad(6hhyU!kIHvuda%P&_pXr;mvHga>!!ys^I?=TK zTh+gn{hPeB{Loh|`u~?Af9H-N_v7-VVf;h;pv}tGpZO4_U!gmQ^=_DmtwZrQxHVY& z0A_)Yac_9ub8-AyRapO%-@wCQFXY?^H^#;$>ZX@zx}J5!by@nqgH9LpKe!(Ge8$J`x+~z_c>jaB5uSZU zeA+4bz_&4vSW12$_Hj<*kOF1@`kjWz-MtyI2V5F`UCGr zoeIcjeKBXWd85?1S^XJ1M%un;|Hpmy{#T#4zrOjp_OtiD8?4Ld&@_%LISK)uMk0kHcf)SMRUkgw2L8JSyc_ZT z_`r9vKXTTe7Hq#*(K0<{#Aj3vg8eXJuOXC(5DG@+AD4z_T%44LLJ*t#NL^ zor(KW&ilI9^ORR(&yDW)d92LG+w~^bj!7FqPIN!pua;l8f31IsFKKRn$TOwfXXKd@ z-c7{u$+JK3Za9A;-$eHwaShk_E3%fk%f90sTlR?SJF^}2oW1|rT#Wf+CgI|W1;yMO zd;eCxOLg*Xoz*Zj#RWVT^Cha$K@xvD?0FOW;Tl!^`P^;Pygcf|L?uq?$YfG?!Z;` zXJ-FtzXaO`2d0(&9h4kX^i3VupZUVz?_tEM=|KMxBV*!$@C|GG z(|(>t`|s&lc7UhQ67(tX|TUm`d?=JrF~l*K6!SqIiJ@FV_=^DhabqY zKa+2q-6H-c?f)LixP|y3?C&P}hZr0zb7cP}-`f9>@O9`9QsZyz|I+g7@wXoTJMsUg zB^I0MU)KCH=%k-_Ju3Rge2$DklRy5Z?JukTF~7s&kOf}?9~bh;{O)LNR&58xWyLoNW{A)n^xQzU`{maaM4~`v^cf})<(v;RgeM>+Xb_@8F--&rtQV!+LEAFusN{G0Ghy5Rqs$tSl5ezi^iYw^Pp zzDV}?*NYhGs9TVu{r~buZ@A}P{cGFuQEsh+A9rlLs7U|1+5gNjRdD<@|F3zb)Sl3< zk8=H~mmQ4%38o4>+Hl(B*e?FM=Ezx&cbJ3O{Kwj#b2>l&`ew_`fP+^l-|(y&e^yM; z`dRx^&eiyPA^fvl{jc>;{Yh)# zn2!@1tqNij>Wstc1Bz3K2B@+$FN*EQeN_+@f%EFMn6X~1>eldpXTd`&;KeBTbfJ(Nc^J?(#G z{G8A8R!siRy~B*JKPd4w!ai~De>B&W;;7o!s(Y8JJwf?If%w+rT>G|IMsL?Wu18aIpmH?@E^m6!n!#*HS)jlZ{)ZZ_ZSxk=LJ_;duEec zeR93)Kf5)ILEwGrIMd$v1I~?(XWJ#-jgEE5F$Mc;rT=OBZ+HAN`-45F=O5PoS@svp zM~<&<+8=UB1^*O$LNXUK|ASaL>dzBDSlj>1xBo|V{xd2u;ab^0awj5pGlux z3brP(@Vfl|5uT6tifQnFwS0SLt=qq>{`FrFt_$Z3I*+iq!{8;Er{le}$@{;Jzp?%u zyK&YXzj{{jeLw#oP6PgmpO^Gs7;cz<1KVL91G(PhGk2zxYoqXhz_$Va1F>+DxsER{ z=0}i&XUoy%Kg{Jp{MK;lWs(C!V+YticVO9CHXp|#Lq5s@T-9=ekSh~#(+I!jxg^hq zV#f*A4h%jmU)L3~@Lqi`F-73eUS4|rK{+_UsdY^Vzb(&3mV9e}Z71K>taE<-(f-MN zuGsrma=qB4@T!7-c%QsY@=cLL<@+p4|E&Kzng5=?e!-2%K8>{ec>bsVwYUC~rT=B^ zZz|=N?f<=Fl83pZ{m<0;!@rcRe<$x>$SoCfJ=(SZU6=Q}UWxCaHXhqLzCT+2rt6owE%)o+KIwk_#H<-#e;Z3|{J}T|uBqjJMjvL?|MPyt`OL%m1S-dn8vEI6KQuta3}m)|Q{_Wj?nR zr`MCChA|slQ*fOi1NWHyqis2+`Z3$aR~<7GyQ+Hp?MD0089ouP+N$u^d4m&f;0*RR z?st9XkzY#Z3hDKyl}C3HH?Hwt&vUBr_Zt7M@&AVSDvvGyLHhX%#*qR4M)(a490%hp zdA^MQk8v_Kz*qS5z|*0#CDR{9yx8` z#&l?Zh%1P>;hIx@4l$j#oj>cA>=|=Qc3*KlyGPx;E#pB3`8Z;q4e@Sd4TRV=)<0~& zrmaZ_E=qC@_cZzcv3?S-r(nGR>kf=XkA2z}GliT0!Qz2$3-{*W4S9EmJUpih@=*`$ zU()zH%1a1kLAj7)N{-4E0giLsVNYzC`mdH8&0!8M?XTbUop<4pCBnJ+ft(xgZtxj8 zFIXfvHsIPwjw$Bg05&Q4IPf2017Phbw2PGA+B3!=i?ly->L?#Y+gvdc|2?Pv!1HjA z;=*y;DCWnu;=MQA1HmQlO$hHsa!x(CGsb?6@j&36-IP!K6lEcQO8d8#pWurkK!}zn~3ih=7 zak=F9L(YxQSB1Da!!n*Rehzh9bzU)vZ2hO)$o}!W-SH20%)D(G^AEH?d_kyZ&in&8 z8}s~6r}lU7`oWg+t^VNA#xd-uKcY`FS^uYN{Ly(1+NPd=v^)O_c2U6oz#l`LHQGZw z7n_0Y-)j72y({!T7GuWdAGLgqm6|vIsoP)1#TlS~h;u`1(D)CSI|$dsV!e>>a@ps6 z%6b3Kntx+$V(8)ykJrdt#AA?*Hz7P0<}dQ~M;r>{%y51a$tT`}`3}n`92}pgNMq;t zxe%U>|5NiH=JO!W1{fRS05rw|0Eb1-=@A&-V)^u(5G+q(Rp0~cj`+FYb9wLo*aMZs zFTk2Wf`v2Qg)c)Z`Ffw;Pks&Wv)|RoUv{Eb=8qDK!M7>e&A!{*GVXtCf6PPk)_=14 zzo`F1{FNf|t^cizMfxAtLI-b8+;zupoay@dQ~dr}wEktr-zwVQ?9bY~S^uN$4qOxL z6?1yNCsgE=#DxGV)Ye?-MI>$6vIG`6Bb}S>sPT_Q&Vhyugoh=KoshU$@5J ztp2w-NGJXO)xfpN@TZ>LV*xW_ZoX*#WqoAh?}}qPYW%mxzia%v#=k4`KaULmgnh1D z7%g+ci@|T@$AAwYJOJ?#%A1kz!T~Vu49}5=gM0mdyjOWS_&@pJIdY!o-MkpuOs_gv~PrKPnNG5@2|SH>EDgzH}Z0t-QhTZcsG1+mTP4%rd_{7*3lH} z^7*8E4sJfvziaC{a+Gh%%Zufo77ST25aj|Wp6tJadn3G!5yrjgj(pTdakp&whNmf) zM6Mx*dqZO6NDN}BC)Z2RJ}v5xH9wsj+d7`SBVlb!-Zd=W6nQto!TIs%nh*oPV%!V? zr@SCB0_5F{yqilB8=!=I>uc0EZh!nnoPfrF6LU$56T`b;WBI)*x=^Q`!>k!rhI$0l?Pl3t(%lHU_e^lwEo%uoz&l+ zQOierLpQGLS{!r{wlnFoU+n9!1CET(Y2mpo9a`yr^~5Y$o7lSU&IPhohoL3wf-f( z$n3zm~+cD14W7k#IiXDaz5o`pBA- zeX@?SRX8_|ts3ism2Ye>C>nJ_bjA;&%l(hie-@Q}6$3`EeiA?cZ$v30>KEe$dYyHc1`Iq_MHa{U&!?-&A?y&r~Rrov_Yp1pRFu&p4M>#e{=0C)~Jr)Rj%l5eQ zyJ3X#4!=;o6KliK$6K&H@Zq;z&*yj!kAMGf#LN<0G{J}cbFsgk93EXa;C)jpf3@uU zSNzQLxTW7)^*`Ew=(6S|t=j($N(`eS@*8y^mB+>OB4hr$cl3~OZ|=GCH!p?vFX(@( z_rJft{ib{SliBX;W%Jxu%jWA?g8T4!ME$?U74q*45(iUlGr#{C^Xf4e|Da>B|7l16 z%jzFuaI|ax;3FVD2g=!ddP4&zLt}M3y8fq`|C_sek^9RVf9L+Jx90s@>aCo}x8}`u zuYdJ!?)vLY@V_IY$LVK=g|DV@l9bbkKGfK2lgFR0hQA}f=)*N%J$B;{V$2vnLt{Tp zuD`~*$@f2Mr^?$cYk#=c!-bU9T(9@wdfRiCJWucEe^HES%E0|xyPhmxW6{SkR)7&HHv;>SugHFKeMXn$b02QL z`~-tfu&bY?e2CS7auuzApUgwK9(Tmn*06r2?}l^tFOqyyl4}aFZ{*W^LiRuSH~_#U z`JJ(DqIfrc&tFmbdF_w*9U|*_(`}IIEuFE!~54H-i^e(xh>qA z35k0%an1t^*|h%&xu!Do5AClx>*QGl{2%1U z{>SG22aPVMOb)(ha= z2;T;=+c>7_ST=lKpJ(%rEc=i3AK%-NpEv%Q{gDHl;s43|6`4Bs$)Eo~&yuk-8UNbV zzdP`g-v3om|3kuML><9pw!E5FHXEy1{@_EwL-KqG)Ghkd{--nldsA|${Q7rKx?_j; zKC<&4aLs6o7^i6;dMq>kF-Fs*7gJ!O<3;^H-Z#?ok1Fi1mH(M;|5wZRdYm!; zoGJa^yKkfW;M>orpH;no+xSP{!zmo5KujkR;=@s|l zd4C--G2met@BhTZfs4ttx*tcev6&_x7%2L*o&HCE7JdIJ>VKh)wQZJ~ed^gs0O zn2goq!o3;0eZ%J~&Yyp7y(D#%dG~WK{?*NT_D}AQe}0~y-aQ-K`jJhQ*T2*8mwpZJ zr7hk+@gAWuq4YhWX#az6rM^>qYenzBtTW!RD_Z}`^FLUBV9XfvbN;=kUHvbkf5?9W zpHtTUdn7)H#^h1|i&!^?vp)|0$Lf&hfB*i`o9^@eZ#`#8{ql#aKIdHfs| z)9t?!@os?k*7$FYf7keb;FN$@QS%=jbN)l%zzF9>zLWoA=i>ec*T(;^*LhBkzm_p+ z>>A+;#GDc187Xf^WssLcp9`*y|J3s9_J{wi^-pc0V*BeoayEGfCU&Lo!tr}Cu%&*9 zanmEYrv}a;x3#?A`gJny@xl5!-_zw7Vc22K&c9pp9*-IAK>UV)TgiQXjh^S^dSF2s zV?{9@#7_Z^3S9Z;2fF^wcWvx(uUI~?C|#FVnfRV1U-2}#M#{wXd$|rdvTO~pX#E-Y z25W1^J?C1Ryhj{fA~~jncO!YGz`yz7;Bv)0C9e)*4KO}{r(zFOTOj5GyjAB2Vbaa|6{(DWuTvJU4O&OYyDSSHhRlIoiYB-mIAF=%-uT*;c8?t+=gM;(%e)0KtH^)Dgv*7%LzQNBa=$qs| zj_bIe^=$tB6WU}3_&>b=S)c0rMeF%jU4O63UY|pL-!An3f{jbKpP#lv{nYnq{_e7T z#F*LWbNgWKV3?QTDfXNH0cVkGbdE8=IR$ZhIfrMEf8)#BO#iWG+Mdrm50Gnf7Cawv zQomctXPH9Tw2XWPp5x~~e1=@J;?!EjaJhe6c`+7;LNRf_herOl-@xEv%shG5_wW4~ z@Bh3$UK1eZj_Yl2I&jySAs;zWtbNL~Kl(lNHT|OZlhA{p3yJ@kzxD_B(fluR*Ppgs z0k+rO{$DHl0NuEB>#DmweouKf;-_Q#TX(SEeYN~M_v(9ZyWjloDYta%D)*PazwF-s z>f^`8|7*?=;c~QLf5Fzlm9f6|{m*qQJJ-heHz;}Lz`fckIIrnY75*2`Bfrr1KYa$c zgl*IxehcqZ=KuJt7XAl0-86<)ar*~1!MJD8S;V{vd_Hgj`B5K|_$2)H{^}9&KkfM6 zm)?8TJ@dC0f)AYu_5X5szI*D0zqn^#c}e2*yzE|l_f_}#=5Lv=5ITbXn=k9ZA1wdO zeZ2N7_i5j^?#rS1ZoxtW*!+hYceKghAT^3*z(AF+Cpwr)NCAy$*xiq0R*|Drus zoDvR_=ddEDqs=$EIsV7;!~8?`BcV<+wf%!Vi%tZaFKGW?4qR;;f7^Wam|{aRF9pXs zZ~lkA?Ad>WSSNAf8vj+iug1S?{JX}#+x9=?l)#1_3H}LU%_#2$oSVRbk#iPsF%vTVy{&LtJXi zkLB~7yib95GvD)XmLKiaTpY|TrLh5qBsKszILOPPZLVupowh&f030r_{qyS2^W-~N zza{(`<*LYe{4bw-6Jv~fb64Wt+?!DD&55IX-D_{W<*toszJ+eeM?Z(YW10PL@JAvJ zNtymHQ~z4Nw)e@Kr*w@>bWZ((9nCKl^FPRQQKtQoZ$)j@?=F6vgn{R)${{6D-U*k5YZmXWDU2T>8Q^vmuYa?6--o*8i z;Y&Kk3`%@8aAP#LVKV-JC&T@*1;_vGvWCs)__1pcTv9w&J{mh`vi)g!r*8gX@^H-Z z|3&9NNe;NkE@7Yil+!=>n{Lm)nD3_^|E7HWzacRje*L>y67Ob@%6>%WAC}Xuiuvcc zo0o-W4;#_BczXQBScm_@9IlJwA7VgS3;=tVfp3@z&{`c7rbKEm8yy*2q-_2tG3(iF+`d767aoy0x?TmL5%ZLB%JEn1afB)38?#&P0 zci*mF=myVj4`rs04)3|`+h5W7XS?ffMeJYOE3)Ad{eR@z33u$qSvPX^h}%CVu{fno zz-@tVKpr~yf_~8r_yfy1+id)WKVqIa`Wf*hlJ{;WbI+=t*qGf;`y)n=>XrH&)Z1b= zOqKru|3GbCY`=j0uMnO??0=Di2eEG+NB^U|n`Q2u1s}R^cYaSUhWXCWW-0&s^|l4V zbD!n@Y5Au-_i;M?@BIBe?w#*uyVt(_mwWk>x7nKcsP&{CH<$Vru+jel+HnLaZi? z$&>AG&6z&7&uYn^#%sL&<9n?C;eMQl{qhs}E`KihPvv25qtD5f5Bu*C&d*G0|2RHg zp8ne$qsaVYp3gZ|7XRHW`?WFtz^^xJ{{`DGC^l>uagG1h_%HbZ3BFn5zcv4&tp9oB z_$T1Zcy5dy<+sGzAP0xBN923N#rq6#IA|xzqlxcT-cHQrk!#4w!8!j-?`L^F#m%YZ z`*y0^zt%t4Nrm>;81F{b0LXsu(HJCx8yilAHFm766IZ@jx%@*C{{qhrF)g^>pD$m_ zk(39&|0meI;bXQog1Wb=|KMfhh{c*4^21}zPWJ-LKak{_Lj0S)(?b$>Kx5u0b_pDG zyYg-*NBb`Biz4#1ZKM0wUj2#vqpyCl+yHWa;7=KbazpkqOTH=L+aTwZ z#l3m>;F`NXam8aPxVC)z7nRR4vCmLGU#<%Jzm~7<*{c7o{efxa>0c55bNcoP#+oww zE7SgC6UseoCI8L?;p3(J4`SvZ=S(;JpV?oL`l}s^{(ApYrvBi-DQ;QoKilmww|~Tt zXg2;Le!T4|M@;qY!pXt-GDNPY@NW=nEj9jZzp{tpTRi5(-%Xb>{%;@Mr_T_s4aP5h zF5-eqgpJQmo_-FpFsQn$3SbWNB?(Y0+ zLh}41Wva(t_PzLpwEtI~kn{dO95MfE$NwVU&98qe@otXn>3IIxj{Gw7pNBFI-n%p5 z9^AVnbGV!CA^9#k{)Ajp(OlGQsm%QU;;l>aT#QN6uYZVnHP!Dw)@DV<|JeWF9R~O2 z`QPvk*W&%FUHK?)Er06TfBw3~?zc}qHL1bj4Q{UL;Nf{`bCYJf{BHksgEz#fzH>GyxdfpuMgd+LF026-mej?*W9#p!j# zGRyXVh)V(vSc~VM+Dq8pzsnd261S~h9^w{rKo zUxfcv{z)Sqz482j+k9!Oe73pmS0o>9Cb%-9d}1=A9u&b|37=*`CrA6to^6%y&GQJyX(Bp z1_MrD8?X(+WH1>72oNZN5-6dZbIuVA*n2=^7{6Tq}OpVlP~SwXSNkPW-y0S31lXo@G)8=}}Kmhg6O}c8~GiQ;VZv zvK41wePDB_1`S@X2c5Q=Zr6eD%z76FT+iHq>z&7We$chgbP4^2sTQ=U!Bv7!*~SO> zR*q+4a>_urWatt8m$`gk5!I((ApK_Fd7sC9+-DilSrPqrzn^1O?V8ZGo`pWw37bUc zY`3czt#u`+|5kTiAoJ%S|Jj|lfo-^j+-?Q#2Ji;g_`l;8%3Kv}O+NZgI*&$xSz_Bz zM}B{?BR1i-kF~?NT@t&C`pN5`ORYDg?winWY-0{E4cVyo5^`Lb&LMsKz4*K}`seV2 z6YiZ|p9qfThwDEFw$s)0@7^mvMsiT8US^-7_SfyIf6vria>tQV>PX3HcdG7!t}A}6 zG28KK{inT|FEW&+;^;R|B-DJAzK_ko-82--K|E%L6e(~7#AJ|Gj4Uqb$Yv3m@CXV@xFe%eKXz__hkR1~@DF z`o-TLVy<*P^}oz7%bIMUk0CaRdKCZBSG}*iApNI~m9l!@>NISD=CR_vn0`F|=py)>}P3jT%mL&M1^b|kc^;(FA+%Wq3OHizE;iA@Ce zrHp)cg1S6Dhu7?|av|2o(*u3Rn2;O~X4hvd2Oi?zm~>s<_a(O8G|-RcR{9;75z<f^I)CG67`Ih=CEmnZU2tdy4H1uER zBpiSG6g#Fm9OL)|ewoPluhf6$(U7q-pHzUC;{16ZKgxvprii~`&Z!~yd|?b_Ha7mL z(pMjq@|Av9ZTN$j{zmwJE#pu83VmCG2{3)LivAJa9B+~MQcKC-TIhFBj|6_GMEOXI&zk-rUA8@4`e!NmTTTDg!}hq*{+kTM{LeYwTKTW4D0MfouVzgDDZj41{+7Xx zTs~BdwFb6xVr?w9p^r;ran_3a-~*wrHHGzu_#DQyA=XAPH@+^#k7~>t(ll&|U|LKc z5UXqJshl&v|1kO*>nc(H4X+pYH&^I?{aBN(p|Tbxu74(bJg+8yicd73Zsz(=d{4ao zzMAX*Z@|jT&d&*6CdzxM@E^-OdphN&XBXUzKYAty66Bw2_(u2t#N2TGCcX9Uzt^(< z+c+#Gf8%pws*ko%|0qs!dHvUmxIncd&F~-Uw+dZ|A87AY)R~eGFMuCl-Lo_NFpAF!zip>)d#U|z0sQt7XM)e7zFhHP<2m`CKKiWtHu@rM zPil8DzLTN+F#ZnXy$GJh<6+c~NUTi6N8M!D8N2TNyb;Vz=zk2~|IY^ZaZP^f^Zaf9 z&ChE7H@m*s^e-TuMowqmn&zLln^g7B?b>{a^N>?>4`ZLW|6$Iv&76Po-``&Qr#tZL zk%aY+?b_)2x83%?%jsX{sZEwY;ys#?qr4IC^Aj(oT|4k2O?ba%%$mD>g{~HBRNHKq zoBn;)&HXX&{`l|zxo6LRcU2>`z=%`i0SQFV}dT*Jj<|lM%t; z@R?>{bNcZfK80uaY#XpL#Mk5k<3l}FgZ($LG(Eu7%>A+82A_^7rUq^60lsGJ`IMXg z9w z@F{c^Wu%B*Z;hJ=6|aYyc~I+2k~vysE5xmMvknbLhpv?mVB)B#OX06FY^cz$45H% zK!*o^-^YDo^&SiSo%i#cZmZ8u8nn+jo=$1dA=-&?@N8fI@qpq)Gz;0-msO? z^(W1pEqPh+Cpzbcm=g>(I_5~acKffjFeOSjNl@8 zPw+H~g%JLcdK5DubrK_CSS<1s%UeDEe@s6f|Cs+WD}T3uy9wU$ftjiBzHYJ0;+;(G zvucmk7_a=TelfL45=&#{)Go~HEF=CXZ>yHy-o7h!(gw_WaBU^}wBhTw#A<_A`?$tX z;cxoG(oMe(J|}*k{)b^h%va|90Q~;e@FwCHK)L9DYa`F{eR`zdHV*9ba{ZT_Q<3iw z_|1aln_|wXTkZEWCkOnX;;)3glesx`u263p$KU2({f;&VsrO%E1NdXACv(8t%ntduH-i%IhB1d^Eb+{h%NJaG>tp@DhVf68zW5mZJet2J9rGX4H=gl6 zKC7klU;lK!=R51mV*Y1) zGbw+`{TKZqIs~{l*xi=XKWpi~<(!K7U*~zN*N#{S^W43!kpA{?PVbHc;V8v0iCijB~>Sbpwl|v2MJ7IoMZh z-Tp&mx*C{3pTADlvQYjd=1tJfmG?h_=}l4paot;r|8&kaXaCg&y<+RHoc%h!mi^Ci z{Fl7`C+q*^`mgN>$DjXStg!!z>D!tWuD`_HjZ9(hJU#ASAXbfxDKX9|?0=pi{>=33 zyqlSscgz7*iyRT@-hcNIbHm(HXpgon?89cy|HAwXa*2#D+J8jX-*oq1_wUdpfnHfz z|1nnwF;K&p(;(j@_Q--^7G2D}lh;lDywdx}TIp|f|6}@@d;hleZ>9a`N6 zJKF53hU?%%uXB%v5Er74@$#yISQm}=y5*yEk3qo=$rpd^COkF$8Mmuvh_e;vP-_c3mHwm1ZGkM;OEB}RcSM_=FB z$aCtm+1BegVHqq(o+Z$c$NC*B8Yit_$=ZT3SHfDH!#MO5+y2ot| zz{K>yCte9Ze!c5Q*`BdJxmSn#bsY_hj>m2A^$#^jOdPJ0gLr0mZq(I*UiVlp>Ys6) zb3Lvav2e(TjA=9RY|8Z^u5wdni|Zck1J-6zFgJ{I(>BrJ8oHWYGxDM|cDB04uBIjF z*MM$qcfG3_t#{qP46t9_c=T-r54~4m|q#Ak5(5La|6N2p_Mn>aoT|q3I9`wD@RkJ-kP4d5CQhnU4ll><) ziQ`}0R^yn{t9Am|BjAoITB;rUF@il`FXH)-7m3Zt?JGiiTHGl1)a}UeUejLZ>iQdG zPOi1z-nRPZn~MkC?h|_z_pnG${(1B-*G9&1$ipRt*!W4SKa`csB?a9$q< z_KNtc2H?Ufp?hy*{o}bF7%k$t`XR%t?*TA2e4ghD+#ki>avXbe!Nft1$!CI-!*8C+ z&oz+aV4a5i5sO0|-#XhFlogDeJqwK4B#t(;y%g=c4*ZR+|E!BxHMWV^HS#{OY{bzJ z^U{b|*Zm8FLA~rh`B?Bj7!#J^^E`+{>ku4Zn_zf|^VNI6#{E9+rihJ0E@xgd`qA~j zezFPoRK6ykPrG5nW+#2d2iCPWd7XZ_`R@#Hu33c|=O*y!(r=rh|F;nOG$Gav#+z$2 z_221-%q<1~R_yT}RB+Jeh5ogCBGHHzaCkAKX6A`g%k(N!vsA}{LUR>=5um@uwZuf#~X4~c2p0~5V7uX+s8Ger$)}xpmDTC)2w_fe< z9^ZmJKfi&M{3!5ah0m$|#{SFM=-N3&`m|ZoKS8>IPuu$?=%0wvS6_hl)zUW=_|_&7 zKiB)?*GQi>yvwlRiH(jnIlT9rs=J7|H^?*9UF>58zy?J75B!$&XJ%^rZ9HdTLy)mp zL;rQ&Lca;0*Kdj=*ANHi`NBBj+#uH!a!$z^zZZ~eiqA6_)py^2?_U4c+peLmLi|Ii zj(@83!x$Ig`~~;}&Z*4n()=g)d>I`dEg$sL^8?E**Z-J)#K-2xD|!6Mf5Zz61CPV` zuY6RDJlC(e-{wbke*E}G$XPkE=@t9`%5J%%5F{z>`(Q<;B0FPKEHV>Y6HD9fh* zO#bZL34eG8Z~)Yc)PXVog=6q4$lryF=iFz&-6ZqB`Nh|={w&4+VT?Gxc4KW?YW<~; zgZP+I#Pnxef5pczry(&jik0E|!*b-!wXQ!8v1YMu#?g7uqxJKe$=`DPPdj@+YZLY# z?3>_jmRSES=1r>o7n!wqO15T1W64pTSI~c=12(b$#M_EYv8_w=Kh{5??xC!`Ec!>~ zr$%ryW7A{Ue@*!{Zh8KDjyN~Ocl1mRVQp;IwJy!_*FQb5EdOsd|IN(J$@)(`fykY$ z>zgQl!TXcZ<~c&Y4&U)J_7D%|2{H6Z)Ps|1S&u zJou#qhXKD!6pImHGnjjTJ{dU_GZEr%^g1yUg~0LL0nUcsv0Dxa!CLS+@#pBXMk{*H zuC158JP#VA&v-k;0xdQEe0NuDjQ7F$_jh@h2VO?8Hu_F4*O<4({Kde~NPGr)M#~1c z8^PD`KCm|QqoNG4IZ=O~<^6zeUtKUaz>^%zI^=fl+3iZJ%G|{B8CL~N4t@Rf$McyTxX0&NCgJ#UkK7~H zW$K0c(HSR(_?(@4cDX&@ehm!Hh{TQ|J;t{nPGKUZr_0) zd>cagd%pSF-LEPZEX)96(2!>+|08%uU_6>HzTEAOoIEP+VZ0o{1Q5%Bwq3}+EOgIb zyClz#$ukq~E}UNm z{S)ZfEz*B$q5t;IkKNA&$7F8TtN)1;Att4^2Y9sh$F3hXROU_NymF0Td#-lm2-b^o zrr4@lSJ&5oYwcLmie1NCuj`ubb=B>)uA#TZbp;8U$OdLdAY&tvJFR4h7(Za{U<0K5_YiaE=~qLaaQ){xz%uQ`0isOXaEJqB z+Y}o&;<0_i#tljN+2@E3FW7#)x&!+po?3PD?KU4BlSgZy5H)H>EFb1*zUE>ZY-as(~vHx5B zy@Ivap#N8W#HcTpKhbkri$C%F?c+XKTpNvB-D5eqPQ$B)=2?7K&v<-XZsdA6J^k$a4< zYxU?^u{8Xhc<_5|+(R9jmnvf8U4}k!3FhNbJOg8)s6U)JV$_C_e)^qw2T;HE^7PHO zY4Kb_+c(;WcUIyA*3*B+jlE*|%U=a?H-CNIJwv=3j&VB1e|8?eD)2n* zwbS^f|GC#OE9sx;{7=E&Cw64iAv$i6?xU_-oBpHEpE|_whcW+UM*nOV`MY@Wyu`aP zz6#p4PW?mP;Xyvqb!ct;XZl~(0`fDkG3CJ8XzUt2Z)E*pJ;e1$%(i9Lf41A`%XyRc zAEdwB{=?dq>i*~16Y8|Z>t8U>%jkc~ztP&v{nvAeiLzM#+WyPc6$_zlblI1LlVD zV;H|9S^sU7{#i=@v5mysJV9KZrQ~ne>kR6R@YtCC-%kAx_FA$&r2qX-`>JEN)cD8r z!?9Uz{UZ)Vd@uCB;9#7aJH*-em?XhH`etwt7bE$mysswevte1i$2z<}$Cu0X*qs1Z zlYr$>+8d=`2;W;O{C^*PzS5SX@9*@($pNeld|-@o6XI@5+B(Bc_JO zsdHz63EAb&U%w=N^1dg762F4+BZxz}1KbTUHw9()r5=qJqyBy3d1~SJuS0wz;%S)6 zNpL=%9-ljP{*1@^%m~h)4!NA@FK-0yW(Tl2cMJ0bZ!`CQ3%~*~-c6@#=s+wB;BQzz zed-4fD=w&@6m9U=YJf+m?QW1bI)bS|TW=Ze261ZGNA^MZ9pk}v@tR?E#<(GNprWA)*rcCj9EvJS1ph)GKXdUAE5o=n?CX(}$Ak{sLs~rN zW88M`-Xqwie#DU`o~C@HO3rPgopNu_H(vo`Gbr^i4i4+%kyCI-uu12xUeNN0Pjsmj z-vEk^+FJc{_`ylH_tHVZHJDyZhyFX$c*(uD=To=m z?%1QV_*U|~J8LPdm5u-4 z6I^4?DXtNW@x?etqj<;KyZ<}41GufmKEyaenVPW%nSaJYA~r4S#8J6Up5Ry$f5md- zH_EQy)WCnn+dKE{k$Y|Z?ZSu5-=_J{9wE+6mt13vt7~_z3;(eW(l@-@zWqM{f2KL+ zh)3f)2IWX|&CR-BNEhv*d=g_ud>`eX_Z4%uN92exq9_Ng;9J4mp&b8fnceP|#{n`% z4(q3^@xEaE&>xX&{I`9Fof-Rw^2+l2_J1#JDFJ4X^oJ2&=rUx4Ypu=yc36M8wsQX^ zegxSIEatzUowm=2@LyKpSdiCbJ^rWc*2KLZ$2+^_p~SfPnLgy$|EoSuelJhockKTT z@L1#z^@C^D|7lo@c>H7j+e-OU91XEA9wXypXfU>z#TO&5>Y=g`@UE4$XZur~V9xuBn>6E+U@&1gTL!^SWVoDBQDQvY=Zd$*?5Nv+;DC&AIL_)5Ob7kn5qm&zL1>@(Yn0c# zpA>D3_CM%Xn))BpPksC=9s+msx7XaWC&)XJ#_=b1#(Y`H{1?o(@vZSgg#I+KH;}{i z=)X?HxMeIG;v{1JgREg(|7`M?jqen{{^r{a%|Bx=t%v`_7oWU_*neVOxIS;e`Y(Hg zEvCQR`Y&s{$a~_tzSQ_L7s78(5L;xK^=~EpPu;K;-v8}@W$7#U2!8ropL{u`k(8I?z?sGZhO*t*xr-(Khz}>Hz0%ZH#kGg4aQ}Q z_g}=ANt~PM$#4zdruuJWnwXn;!3eFi{|Vnc*8cvHy#L<{{S)wM2KmqUKVJWqe*a$Y z`dd0!k${h(Z=P{#=zlS6jhy{8VsYdjW+${_Wir~RK@=l`c}oC?R{dJXUecLhNp@8x^azuG4t;c zbL0OD4b)?{0;S3OdI)VPi~o`5H-kR&hA^K~^85#~Z8i~%aa89-f3GzD9CPMD3F}+m z`&TUg>l=UOd@=dcxE3?&=Y}7f@n8(2!t;gfOX9O;JQnkDGfoTVQ1T<846!=&vC~)1 zYx?|*o58)=-xu7%f1e^o&XmN@=|YYw`obT#H_J2T$FFFpmgh!bqat>Ibu@Ia3~)C^ zc~S>s-Sh$+4aBps9l+7xH~Tn)GQ`!~2Hu7^1@Y(0HH~LO z`Pb)?efl%VrBf+1cwg}ZyMn$NedfVxAMKJpeFN5@jBxP4ZxnpzCQ*Qs%5G};@dDz&bezBrOh|6=i`s6NWH{vjsjfByQKd+YO$+-b!APB;DC$M;I!@}uQvJywx=lKM1J zr$+m~>)5yQ3^6;2{lDz~0^1bZYscpfz z+zspCv&Mf}Cqn!S<&*fj%ElUZ-pe(4wP(CnurbZBWii%`$-!yj?I3@r&YyK{z?<=U z4`RnKR+O|EyvKZTlt0G5;`(p$e*`!nVs$h&&aA72UA`7EqgV&AIKo@sJ-hcGWL(ia2VuM(g<0qIm)JBXa4-jy@uSsc^ojcw9IN*MJQ#Qc zUqa5B=#x(1V_S#+^*Z9(*glBov*rC^ed0ro{lBsQJHi9>@0!0K=LDbbI{42p3#<7* zgE@%l$K$`1{AaitU>wN%8m|WU2FY<0{tskC%Au_Atv(ZCbBK%Z&ro&}V&8Zyn}0qT z%R~H8Og|j&c>ELjA?81oCzTV7%?9Kzr^#&b>OWGfO`hNX>o-?d5r2i>a?u{5N42X! zoE!V@#=e71u$PG4THoh+pLm_{dHY6@XJSI=2Z;EuuxGTglIIBT73#zAXS_quCzNUW zb=c#tMBn@>^cz_F#Git97V#US-IBv*9sQSY=X~6ooUVHk8$e>+Fy2jXIpPn{9_Yu3 zwn0C>Q5zJ;RK{@~^lkiQevnsy-_Tkg7w|0&*w4US=Mq`qLz6<=fZ$l1@oUfVc*^Py?oY!{B0zMt>yHU9lQEshw4kmu4j z|Gzz%)_Gs&{7=q}CD?$MlD~S`3_4*8qYspEcF6xR|3!F=a<|U$r~D@CU)2$MeL4N} zs*L}PTkwBV8lL5r+!}9WBuKV{*TV+`o2{E6_dkpNuU1JvHf$&|HN32*zjALs+7kvsQ;)Rl#dqgzw0L& zG{-9F&msm+$Zy!6XMq0(80W_C|5oDvgnP1g1b?J)|M%>-Y00D2J2eol-6q$vr_N0O zIljc>*H2hJtEJz6qWX_LJ9A7{Yh!gAMM{P_6jh z%kUiEU3nItjmO_Gzf*vz;WgF)UnBEt1m!#~NANoSxs~X%PVuivtPcGxZAIP8TU0!N z_iO(?z1sZq8yUv2u(nuRc@|$Ad~V_!^Jnp|$#1o-7#7CL3buwhsKo!OWi+o8aWwW! z=+Be5HjJyld-VU&cZ=Ur59^R;w7k-`YgU)~g40d^N_&pXE61@Ab_a73!ILk3!O~ptpo@aa* z!?LI!o;hq-hR4hw^KRk)fVX)u?S>FvqGcL+Vhk0Za=OcI+;D(4Tur@qK&K}0_C>kgg z|2(lScZd-}xm%3u1HU|d{HA}D_AF>BCV=;e*Qvu=&)=;B9TG2u@qeZekB8;^5&NeV zxpjz#Am-u3`P0%L=KkR|=GY@1W(@WMVhw&F?glj3Mq-UP=IlH13>+)gRXPNpJ8}#$ zrU~opLk=Rw*CD=!zlqHmMSV9B>xQ_9oB4MF`uWH|B)Y}xk_5d)J;UqNEz~y|&_Bm2 z&$)NL_!u~r*Ab6qAM{v6Z>5?3zdm@+ee~UqP;aiHe^1t&bFaVsjywJkv1+3IM;nin zoOXu_Pq-g*e{nzDI3)kscEd%SZM^J0{$aQK;M*NO9?r(}ukeMBgJeAOu%S}su^X6? zE0}*`XE^_tZ(kEWxrmr`Ih`k`C+};h=;@f%s0ig)MStNGUin?d8FQG z1YS?%33AQ2JFK5|R5Su}hkA**Gy05K#ru?3qfeb<^ck;*&zk(JKI0xkb5%(>)M@yl zQ;vqf4a6{N&oAy(vBtNkLzye0|@Q^#5Z2Xx4a2*Gve2c{ojHyi2eVHmC$j(?->8EA^j7K z<=X-3~YLG9ryg1c{0?O8h$Hm zJ}}KS1$#vX>9ZZ0>t!*0Z3l8M;T+J)aw0L3=8oEIxd_~om1wm;!l{739f?P!zQ?V&rEvyPZGiDe_aPCj1D|1tkj_G0`*jC<|PxAh%5L;63e2a@UA z9w2%BG0Y8pXUQ>aiu=mlz|0&#N*(+-dl?Q1Z%_CHqwse>1TIno)7b( zna@jODbN>dzGOQuZ+{Vc3~e&rSEhAo9mLG&_0V^wwj9()f0`Uxx7OpI%Mg9~{vNKc4<^`mt{@{}TM@CDmo}|6tZ(;9(F`7C!7YU_vT^y`tRlS;6O^ti-z! z%u6F;+|2n{G*1zuMzJyre>?@=W>7FY%xA+`HPuas^8vqn&b=b|@D;bi*gAp_K%Jy# zZOSdYCzu=77wtc>f)ein<&XHd9u{At3GpVQ`iJ$=7f)LB`CA+fwpa84^p2E4T|3Yh zw#{PFNbC$eTToUcm>qkT{m<(ymb^|46D@Aw>9A`@{1WE3szJK6@?1aI@@H{SrygWOx7JBa5i$7A<le@MKWz#qJJ|KoMwZa9wI{~dcU8T)_f z?`BL3^R37J@7Vtz;~zw?sZIk%B+xe|E7UuRA+h)^QT?a5K$gYvQv3h4ztSHW1H;;A z-xT+O-^MR~oMdd!cN;g}H(XAjXM!=+v9xD&T(y1~Kf{y6^o5^-G3WSFZ%6fYJpLk= z#!E5(dD&W{{2eW6_wO~d&qQo9wAJt(hxQEBi0| zLLUQ1u9-c=+fw{Bv#ZSEJ6-ihDo(@vK=RGG*t}f2&_g@f})*_Hf=aJdVb_@xF{T(x;t|eJV%%?&2PwW6JuwN&P4N&gnME z3AKRt^ZDr^_ZxCTrP}|{PoQJP*b|GtqgNkR-S;KmNbX4ZHgV_vHDlpszIH zKV8H8r?dYtedVF;I{s74m6jy`@%)Fft(ZiW|N1V({vG$|B>h8-Y9`iSu79=`hwFTFEeqG!SB-wuH*V{X>EBfLA0zO68&8L4VscYo|F&}c zd*C0H99d{@a{srh{?&0#+<%2*uWQFz#y@y=1N*i4X1Lo>i0Mfxl4 ziu~vL7wBBCf0R2`VyR9Qu+nm z&911s#eZkA^84>n{P)Y%)9#J8-U)mx!FXio{Wq2QFA%(p$FeZS4g4;eD@t)PjiYUv zyH4h8`S<@ayywz47UEhWzaw?h=O{jLTnqhW%hM0a;JMpA29I9Lcb$k6Q9IVWqWl*R zmI-#m`jiTN@y8J_xPHM?1a4$>lkr2>WBAvrhu2J z_wjC+3(N39JX@X2GsQaDX2#Lrb;aG}3m$>j7!QYKtZw37*hW6Xm^F+I#4+i|-s55` zF)~*rrVe9?cg^*>;b&urk%N3b@SR`lxDD*gxSM>gSb-xa6a&EgJ{)hu2@%`Sg!e#V z+?eN$@_(V_8ZZ|1f}xO@H^2}uuT(!`Of%<{e15d}g6?cP}Hn?Uo@g;bT_gId+PAm)Qmf^e6X5eQApA17MOu3<_ zqpk_|Wy&S>33USNVV$HaxEoxfo{^k(sEaa6Ob#({CXW}c0dp6jFY&iPU*%M>JfzR| zF=md+sP7m4%YFd#^MNO1&NsHhu!B6a|N9R7;P&m`FL9-aQIgnD7^|rNB%SN;8DMXi zYwBcWg*(YJj-w?V?pSHN97jvr@W0(1#s4$qz3yV=h`U%Z>xIZ~l?T%oVV}ZSWF8knOilz3BF`~Lm0)%FJjxN9WV#1sl}B)o zWg;{+PL9%y>FYSzI7s{;!B>PBC&A^!;~(?i8s+aO;uUhgCGS&w*TQdkZwcPJ{D1B% z{oax}P3_wueg`KQ8`#q1n!FE0zRf1yI`W;-!%?#_;yIKJzN5qM3c07xJ`|j`{-!@M zw9hLR!|ctQLEo@N#Lh796x(9-)i(?uvDnPLuLrSP)hB|s;yQgSe5MQU4D0E?(dW6O z|B)*jtlZS`H~NgZGdkJh80$u`H#o1Q|MVri;5f-xVQeIy497@+iywl&IbK#q#?D{! zzpE=tC4cg-zn;HQB zk5~!yyC^Psv&X*{u{LbqV`E|c--`7=UHWIe`;T^&p57 z$^+ZN`_zdky#E;XXf^&bjFgQ#^VO|&{_D`TjlO>weLJsr{slj>j`u&KYv-4pejzY7 zV#~q1I(;PU7x`wn_h0L`o!S3iuAFply#225Xr|x4jjo-S8h`q(&DX*lP=ZN;--SLd z`q)bm?_@3WU&weejA6q%d_BP#b>=d+6waD6DhX?|1bvp}Gq(dgkL9T@4c9TZ{cg>X2`tLf^R6Pd~HxgTF3{KXlj&$!5sqIxq8_8;Rr@_W|hle!mL!~S#kfxYg7FLo^AzjJw4Tux2in&t1z z-HUE-)&Y5LrTw3@JB|IfaacI!f-_)lDc=|BGFK}>+eyFuM@4QKYBacug|bt|NxVZRkJ#&IW$w0%F%N#}vzx?vEJLgIR~9o;}}wg;+Q3(g)%K zn9s`euj!v$o-l zOrQSw`s@$xWR=g`Bz9)2+uNP34H=?u;~%wuzyIZD?)7)y5zO9)`*ylhk1wcwJOlk- ziazb_s!#R3Z#ntnd<&ioIn*v)yCQS@u%SZc)Z!dnxt$Gu+~ta@iY1=Sz>^V)X;d*< zCpes%w#Uflv`g?c5-SJqt)xHxY)bMeDgK4An;7qjI5XvG{+IYo;7MX$3}dGJ4qo;0 zZ~Wgm-z)K)_@6i&K5zG?fWI03ZA|2iG6HTv|@8Y?2V6SNP8h|&5=A) zj2TT^px~={4>kdPSBD*2%JQ1wZ}dK|>w7Tk(nG$-_2p=*R$mYNUJ+~teT|zzpM79^ zcvic)VM7c9z;-FV=6A+{_x`q^&3Lb6?3>y7VeQ`<`)~A_UyAq_{^!9l+pPZA4Aua1 zGvwxHhXULUb4>+(OrigYJ`)=|KW>7n(cganlcV)A?uEZ5XPy6&2l?_oeEj&)Euk-M z^8MY4{>Sve6Y=97fXMWwT*j9{x&)1c{%wf?uPr$ODI1)KK;`6-}wTb}$CZ^3i7*(6VU z{Ep3eICm?rf5Y(cv#(p#f6^uvA?V98{Ac=jrTtHGpQB@8<1A%XS^uT%E295@!?)ls zo`(CJbo74)yjO=ctVG|+=6W2D z#;Z}R4*f&)yECU^3l7G2o1U4MoKw7)4*KTH4Pq}CW(Gbk`s&tWe+jWWKF0*@H}D4s zb>X+f)RF7zyWR}?5}P*z_8;=wC-578eQ3YRi|5JJ_J4WJ55!JzGUr@^{-ZDQ-A_Ko zz1Q6PpMNHJp2Ch&&!^Oty5BPW8|DAQmrsc7@!D$iUp4*9d|@X0*8ifuQux9x&r~Dw zEA5eZE{v&i`kdyOIgi{o)5yg{KXwyxDHS01k;pV;jMrv=UvSI=MNA3f-PE;qxXOk; zSJBYxD(ZV(S#7T?uA4&s#X(m$+2V0GPhDeY3v%4-#gRx4rxQRkZez22ECSQ@VXmN#hcf$yabVuQ--E95%y1AInpzKS1M z&i93@Jk32Z(c4U3!zBzwD<|imiy^TZldgk=+ zRms;^9?08D?|&oMgA#|uJ=~Iq* zO>(+<{loR&a6^KP!+p}D+{*p}_Ze4<^w}pq&wN>=&vHG8jmK-}u3hxwIRUvT-1PNV z@G;)U%6tz?`Co4}s_kI4{TK5XTn6TkvM2FwP@njB#rL!}|I@|C&CrGUF1z`mJ6?o% zH?Y@fTmbU{FX7XQ{lBsQH}?N-y8l;Vq0pZk%iosBpXzO|YZ;@4bK(8{^4rIvQ5+8L z3wB0zy_SpUQjs66i#k{1*d)hhi9XBv_&=sEYg9b`G5>9n{2h}#Q)-vtdxY3#aJKhA zvl#_89l`qJeiObGLd;9q&v_e2@ID^ktJPkoIYup4h1r044&QxgzXf}w{IksP7;{st zkN$R)zY7=6yU%uf;rq05|C8508~>-k)I51Q1#FGtIF?&~R_p&PVn5fx&l_ETw|f2A zO8OiR#gu^GBI^(NkJy@}_8*MxvEK0~&nNT$R`y@weqc|gaR(Rgzl{HMyCuENmum86Hk^Dk_Pssd9m$}%X*ije^%muzGsMTlJ}{Ny??ED{$u)hA6sJlnFAol zFgM_n)!u)%^Z4f>{;gnC;I9&2x{pP}YemRCwN(F!M_BFsS7P1>_Juee#n{lF6X0fy z9_}qiU#`ou79R)kcUT_JGWJbz|3f!3y8x`sf@>Y?4r1HT|16jrKFin~Qion!D}9SO zA+{7^W6aJ1AD4Y2FZLF@o}&FlpFth8$*^A5Cv}80)SjdFGELuNGi1X4Kpr}L>4f|F z!co;}-o_Ewj7-<^9I=1=eD0Wg{hfD&*Q{)G{kvLrQ)1Wr#39<6}^$FZ>I{m)L{+ zM{S6~!u(PPk1#IFF63(|7k~LAVouazUqDPrA?hJsfO&FqixhX$)ZOal@PFp_XKw7t z|M}y;ZtB_Z5?g}4_nx@{iSf~hd{p#-=N2iZhW_{w9uVzV}`37GqxE zJ~04{8EyKfc(7c2?!5jBSC_0H%p!An`^}Kj}A4GCx*QHN{p>q8fI|c3?hY__sEhJX zc_u#2=yUxSoDH5a`ihlP+C|7GY4kNG+#XkfJiuB;=^Q!1{8zhOA9A&E{5VhPo`2T2 zlKLoL*c;wAtWD%u;WOfCitiq&#~n<5SbePQpsnfeJ+K4a%`g8O#}Zw zI^5}o2HP~>6k^}3r~iLM@ifu#!f)o|urUiUOnOamOyT?w^|x&)ea`h(_W#dDzpSLd z{q-OJOpyP0{3ALhMg5a5`CBXhH2`xH#o8>j|7+-)Nm>5aN?-H}bxfM{PrB$|ym(G= zH*3^?>7pN9n@s;Q4o-{S@2X=^_B z2KIX${Kp)X+hP2fUq^5;=mYzcN&e%0YPI!0roVXqL5$5(`)^`D7~hKcsrBr?*UEnq z=f?0p8|43$FGd93ue zVPkSVef!UH7K2Bw;aSD$6uN<_QCB@&AAIM|`#}yXJeMx|^k)Zl6~W2aw@&n}(bl5& z7RBUvJ4*`o7m2%oa-omTFgUmt_^dghw-E|5*?Jmkn0Ao0WG{vOksf zSID|(_NSuGGIz1)TF@t>fA-#G_rL#mLwGxr_LuFl|7E|+h90TBEg^q*fx~IVcX9M< z*GYVd2*w4z@K)r0+Jk&X%!foQ4*lW13j?kmac|hi`Trwc;EB77Tv7C8HzS6PVR3rr z2PCgl`%I_A!+4DKv}&x*_27Bp44RQ=Y6pDyjFlsPb?>jIPo8z{0|r6c6y~EL{XF1f zEJpW(A>e`F$EPozd2Q&oH$Q(9@hhSSH11X(=<@mevLe9_+yRD0eDru;>#P>M0NX

    3ky4@%Dz7qN`-TIgKhqcImHS$HN%sc@OMPo6QBi9u1RKH%m0G`?7 z8vB|h_f+#tyWlgavuh`tAvcz@X}9pd#B~8*k?&0|eqr1h@G|4aP_}A;XJI@k^6@Q+ zBc-^Sp{FCjp4|^HE_`MW;$8{wf=)m7#5MhO(#G3(PI9gR7ek)bGPAP&Qcfs0zYyO- zx*hd$pYlj7oU|EjNv6+SP{iD^KDJY2AJ0pkDPnWjFRbxAlb*;Z=vzN|uM#@R=u>|f zeb#0DzkEAeuHVCVfE;7W=#`FJ9(xn6<>FI`$e;L8GPM3LwfHJNnlCo?KgRxVU_>;3O?v&0OWA*8|3Ak##$O2bk3Q~KSpVoe`}sy+rO$}F z63jn!u=xA+n&NZR|1Z})2EfWI)<)}-vKBiBW2kr?r6J{PTs{7a_hb4P=Xm^M{xkiX zA^AI8Fy_uR;hl`OAMOXm{=?s9w?VvO{1&?ruhGUM<@6fgH~38j?Q4de;rl}Lzh3v> z4xyao8?|zhCkfBk^L)>jcMgxok>9wlwrlvW=(nQJ$J?=)_bE!x>J93Xx;IWgnzvl) zmUdQ4{2K8=u|3`%uHU9c{Nd7G^S$w#alOa50;%?YIr?l%y8EBkhHn^~3*@^X=C!)t zUFQ0S+T1YgCd0toj3A~bF*x%xgF&CAPiySIjGN(>f@l4>`TwDhf#bJ${%y=-`fKOE zmu>t@i;25=BSHS-`B!;)8Tg+uZC2a=)pyORkMd6>{{imCuM6U%-3I-qpI&3%aD66r zHhG;6*Hyc>+3Rm6*1zcfqeEitC1SNGYa(wrNB18Mh%F*>7sVO)-x8-t<~LmbQ`Ntn z#1?Op@i+X2^*`3X+e`m4zf^QTsB#&~>3a9yYvDg)O;ipzHoEWK2>*+mM6i-k`FoZ5 zk60Uf|Ka$rW&azEd1T)_kS{i4{rm#PFC!ZYbhOdgcd# zziD;DPf-VA;#jYvu9n*GZmG8`uth89`~8wN%Ci*oMCH>e)pK>qB(l%xQ|1!;M%4;<#*?3w~WOB z#G28(KN^>W_!r3wgm(nqW1No0-WFhJCR{%9a@lyYPi!a0Tk-&bKCw+-0^h(mLk)O_ z^)d#EX&Q(`6S}z!ZnzqL>Hd!Z*3QflBSg-weJLn(NuUn=6(oO$9W8FmLPj$=k z@84X1+h@Am>>u;4XRKd%_~iN15{ren7v`Db9FIMlLSDs+08h%?PRx@=xefVBF*IBc ziAN!ZOymOC9pypAs1f5rEFF1{*e~*9*L<(w&qN;ZoMB)XgUV!M445#fS7dQk#L{>=Cf>KVbr5KDvK#K0K-1^)$?W@o!D$xi{2z zj%qiA@6My~>S=>ETfV-d;JpOTgzqTnrEmQZ+acQ}wAl7)ALGXS3+ihSzZCZ5=66v4 zfR>Sb6>@J}{dQ6x>WcI^x&JHCPiO!0+8(&vrUG{t2k|$B9mVcJYq1+5=4Jpk4`6PH zy_p#4k(^V{o{Vm&|H1f(e}=f4#BtR7tViv==}4$cmD6~YI0*ko$@=?@lPjx z@ehe_HJW40&v}#=&<|}h`{VDYq5rQs{gUE*iFaeNWb$wG|El+YHU8hu{U08mas_n@ z?h>#!7fYYY`4Y~=;_%>g-rtD)Z|D9S&$5kC{ZIM7cJ-3`^2@JP7i>WPWvc&--B35) zgtZm1>}-vStbgfTe{9X)s`W3KKI3+9zE)a)tpCI*DIO)g`hOVT!EV<2pWJ`jei-4cmT%=;cVoj{D*N06Y(V~J=PmDVrIFX;J*TqOKn!~QQSf7AoAe)xJ<+W!dFCPVWtI^s{F z|D)rdsr9c=V*hWC_rFy2fAsy=*1vSWe=}x|;$iX;*M@$7jXNRN;GfH74jA~+G@lfI z^BOTVh4S6JKI@+oTn&E{V`I-SHjh3hF>&y`-VbBlSo!Lq2IQqG7aDRcMf%x{BSG8? zY%2QQlDDtOcT8qivG168&)*MhE^1?0$^H`54IjHbH=O7hn{4PQ8Y)e`T<<8EFszJ%qMv3y8- z+{NrG5}RWIcpApDVQw7enYvq;C$Vdq5W|MCI~0%O@i+KS{0*=7;F*aR)A9_<()Z3B zRpPgY@4XGNai(9)1^K4bUrzsgm}|!5zo5TF;&K^o=EwW4!e2AXIGNR-8ywsD#cS6JSCwWwK zILqLO>Br+wo{9NyOXTl#ZQf$M4Qxe*ui<_&csJua8Q;%>^Hqs^^8mS$WgqBsNSPf@ zZFy?5;CGu3ai2IF=Bed9eTJABem{hRHeIpn^1otfnBzcwI`mu8rfqly{pLKhkMeoY z5G;#6n-2Qc4xY8XuhM+Ha*I!Tn zf5$fvp+AB1Yhx3}2H@N;H~%dEY+=;x-M7#E=c7-6ziHO`QXKzu(3kdaVgLUO^n38` zdkycy$}65ns0)l=;_=@y`CE?v>XBPY_JUZ~hsUOt)PJ%3ZCw8?H~xBk<@G1k@h7fi zsr4@%>(5rNe=E`F7_PMbFdhx#-Uu#k9qWH8;~$Rk;{8W>Z~g24O8pP(5BEHFjq#8S zf0N1nuQdKItNx$Bx6l9cx7S>AW0haixRyoMGwh3O&y!03>&NQXz5h#f{uPIYHb(Z} zFYEZrSW{lpu>aI~OaJ~?V_m7-bs=|@(ph=@XMu^@%=aJD1%gXi=le&h{6|{J?_V!7 z{fm{z1%SO#P9tLfukijG_OZrYDa&z3uAW-77QbrapVwCue4Ec06^mli2!m|JBF*#vi7_^i}zpFfum-q-gS=m`SMYk(ckvG$M@j5i*47{ z?@e1t6Y)2&n=r;Od~|9*p)G~@8$FxfPBA*E+h0O^4D0fBgPvWNdNV*@Vl#Lf&8xm`lWZkm(6%L;@cKqIbv!c4hLi0 z{Frq}{M1xyXI*4UM`pl!mz6{{L<)X0|6@t4#d-{PH77S5D{;jQsSEvIHK`;c!X%+4N{ed$0 z*e9iK!MVUMzZ>yB3V=Ug-zyrc-Kq0u1jF#-kwb1`fqi@GI_G*_^;oUzLEHI!-}I2+ zc6K7C)wydITzSJI^sUxixqVIIhY-`lSU02Cm$V^{Ng=Qj#4)fQ0Cxl44e(re zo_xkNj~EvI)_6C}$E3KKhRGI@H{Rdt^E&llZRG#X`5uX7#dh?7F5}_wXoJnza6E={ zVH_Nl&t1Om8Ck!D4rmeY!}}6{3hmc;H$Kl4Y=OLY3wS!=f5-zdccdHSn*t6kD1+xo zm;E>Tlt11#`EQ(Jzw~*I$3DafvbJ#iCZEqJ77p)d%;Uvpe}()KFGoCEPWN5EmS=YT zy^A?Feu(nIa_cYgHK!g-dmn3}|CP9$sQxD&C-(pPF%o}d=-XC5xcatZ|F>cSV*kJK zhmD8FPlz8o#y^lh%>J(!k3{_=*bj`=pA!EexEkdf>J}X*uU|ZdOUBRtHhhkhi(+Xa z^;jLDu8Q!b=riTXrLaBrEYF4^i|KoQ^<&3zi^rcjj#wQV8`FV)Yyy5HFUR~B@XQkO zmsL0>?_Qxji0=~m4ndm@^Gz9^Tfd#+J=%rrJwx9;iWwu*-sJ;(jM+*RXHy~eMP38; zCQ>G9=dd~iql5CA??Jz#)$g0>p9rxSQTwz#8?9USr|YLL_6cHzBJGtr@s1Scz(V`P z@8;X)fAhQ47i_Ejr=4GZ`~KiQeOJukkXS$3D>Sv;`djTl+DH5rd=kcTQQJbyQcxD- z$TlaBe{pZQ;%tbyA>PIxd2L0AA&zf+X8YabM33Z|BKBqk@otE}nL@6qg=yrPLf^#q z0-J*MQRc?_n?nE1cVpl1ieD!(Mw)MG`T6JbGm``E>uBr;0-S{uM{~JNf8`TSo^I{@V=sC-$Zu`ILe+B@OFOxaK9VS(~%| ztww+D$&g!V{UL5v_&0<4zXLw^#cOF?yZw$iTlQ-_kZDY$)H)GmR782%I_I}%A|F;?X zPw-EEU#q;Od;Ltw|1jcw+PqQzC8kyi^r@4W@5|;klkY#Iu~;`H^V0hHFWP_WkI>}1 z*h{?r6d=w`)c(bOCiZXX_3x*1zqq$Q{6OC2UWWdc4KXKAjq9DFUwrZVXV~Yk|Fxsd z;)Ao;HJa~*acuB@O1uruJj^dH@oI2gW8V-9gLhe9j%PlfOI(gTZ+M$XeNxsx!{2hS zyvELH8S8dzQ!&0RvU*dYf3Y=Ne9dS1ExgCq@NDsCXg{%Uo7A4-eRj0Bti%2yxE`^| zkcPL};G7BiSK8nw-bDHP^2hJpfzyXwUW@u2MW-!6e{a?ScQpHSk}Spg$Mk5j{bwop zFhzyCiurKhg3iICijpl zrhc+ned#E73K$giy%U==BbWfu10vrl|K_(>+>OT9;I(StZle9a+jHMFqCaELC*Y5t zaTN{K?z{bpZP0ciZw=Z>?9lj=N$D5!X%R0#UVS)RiFhE5z(a`F7Sbj@xd`>S=g9?<)7b05+m>!@orcq3$&Qqiig>K?JPKwH0qzXzxdew`=j^WnTAWE`!cQnF1O#z zxc*zp{=E_X`@q}IO&+<2*L{`l+mrWL(VS7_Q}R9emUtGC9n7&|w8%dXhpQ6SKk^oF zCCr;fez3Bv!{Wk_=g4oAKgFxeNUkdK7WuE#V|*AZhtKr_`$jz@GJ^liF~_=zPh;*k z#>A=z&WAc;?}7bt??U!vd6qK8wUzbo5P5|Bvpm~hGuq&4Ad{41;@nv8?E>I#(8hke zdy+17PV~N%VU9UGKLGu}HG2lnvkYVS@V?Qj0yd7nORBZa#PnF7TW7lCa zcsH^C)%z4VMzQ}p;1wGSeP{8!6#HLe|1hMyv~y5SaX9>zi|-FXTzc%~%r+zYJM0tX9aQ#) zw1w!Q`70QwCQ=^paP)q)*pL}BM*WiTQ8H!>_P>9?*CqCE#5SRSfc5a1bki3bk8hjW zd(c*i?^xr88H>katKh8PC~LcNdZcX}Rs!#q=E0~JD_xSM&zuALt5LEIbWo5F#d(i5;nF5tT4no6<%FOZkY zd`z6T@Hgj^H3n0RCbBe)o?z-gHxl0lb#+PY3u?h`-^Qy}tD))%8D9 z>t8DLCBF+XHLL7DWIfA}{;z|Lly))h4U+dC8(IHT=|AbFI{sn)DZj_b5dST;|I6g~ zQ#R5){~GV+b=M;CZZ^LE=|l|njqHDko$7=Shggph#BXBWspXCng0bN8GWDNyVg42zfzU|jqo4e*_M0%dll*PJLKT~9`>|U`+xA)U)(z%eiXca zZYTYpJpUH6hWRrFrbb;aeD9n~JC<61h;QkfKx`T2kRrZD;@Bu|M*kCYqcLR^1H*D2 zOJi6Z=8y96Z-Qsw(~JJ54^9sH;DrvJVLhxvu7&h#M_PjQSMpz_KtHETzkfdmn~26k zusApTAAYZ7K4>koar=w<&OHrcd@@A;!BFHIt4-Md?K^tV{q^tvbbtBV>+YS8K6V$2 zuZw*m%K!N-#lW(@?oQ^Mm-$N2CtIxl>PDJ@-D(PWUv*k)_OH#>f0AD+MfoclC`JAk z;o4`rg?_om6)-Lh%MBp5jm5H{ zKb_agfdN!ZotJsYI&&#oj zcdEQz&GSW?kI_z!Z_oUoKT*&?2g;g z7LNPyvoY6)IjJ0dEO;D^uLYfv2K#Ta{`usGUGA^1|I1}PIOXv@nbUt4TCTgC&U={S zLiaN1-&^qqLcAI=B*djqe)6ye zN7p~%NO(`;Q~|%nyiUZ@@EYqS4u-#peOS8HIn>2CIybxS30~|*=UtIq%0J^v@%f_4V#wUM%3Bc2F1_pT<#yYu7An)UxW8EVjes;La+@n z{vpPHY!LsVxEIP;1V1C#8e(Zej7(Hl%QI32_dR{(QRUA7e?$Ic9fphZ&j>Bj^M~G# z=?C~F8K-#sWB%J*`O7L8bDDFCHX_)7TEcfRdnXIx7z2A__#46ENZG5dZ+ytLjCZL` z#O%BtLn8JA!IgxV60s}GwWwX#@=$4v89pa=W$btLOnip<6p3q@@G)Z=C7w&L|4bwO z(EhFOK-L$@F#-B)gS1JoBW8b(wwJz@CCb<}oQc^H{|VpK#g-NJe>wVw|1ldTzh_FN z|An0;h;0MgVkFKD@ivTilh=kk!=TS^W|_lj9`*qqQ^4M6t|`2`Bjyd`-8`K~t||7x z`msX)pTjorbQa&mN6XlAzW*}6^m7T8$NTSsd5?}~;`~SHw=^N%O~NyZ=ZTilxr($q zjr4=MgEqwU^_%e3`G2|jFE1-{hYufeZ@&FLj`!TZao)RkU&wo&kBR>%QcJKL0zT*#g2K;yW)CpgY(%QLem)AY)gX*7O&z^Sweh2OG z$7efsCh|7s|H6e|(GJo)h>(C*8Z&r3W0_2xS$qx63I@h8wp`v2wEUoYza$>YZp`oC+> zmx+Bt|4*MemC*m4J9j0PLI2O;yF_ab`~S)3Uo4XUixPO1uoCo-0=_ zNIe{9j`#cj`PjEPl)vn2R{~nB=biUHkTQ(pVDo?TX1041bEfs^S@<#{&$n;iKpD(w zWd5luqq^;0?k%Y!I{!~*67^p}{vAI)%8Ts(9KH>Y>c9K=9@O~4_@D8{6jP)9FD)sM zKC@5O|MB7Og#MQ!COX?}W6kr(P)9=lD;^c=^O61!_O<$Y$omtnrm8gP*BkG=>t28B z9e1a`K-PR)f3B3=bgzS-dGGZ%-*#`{oKu5uwj%5QwelR?e_P7&{u?NNqbgTykhcC^ zuehysupH~ck^Shl_%Fnd4Exi~>bp`u@4eycyIOWj)R|K+7c31t}X z#O6Wy<2_gMAWv!e^>2EjKj@c?6WV+-=bX0L`;m(K9%;XD&-#Dt#@U4ZS80DmP>=Qh z=rw*5&V88f7ak5(%lPXUYyYz@NAsB|{^pIhIo~=qtn1Ll<3cOC|9JD=|DfOCL*M^v zS1+Mo&}EP@T^q;Ue?I&qq5qdJUkKz+a4uN?KZ33_erA2=p-WW`RsWLzKi#=A(7%+8 zbHASQG?W(0@AzVu%*Q|9eAoT&-`;S?jvfii_%C!oO6@7XHd6GV{4qs0#Y~5v8t17`0)sBiOYFd?{$c;ehq~NgU%MOVZFT+3JK*Is+JEAoyE_|kG`P}+Qg^qZaMAwv4z68? zyktMRBXYxXUGU=&Pd0*s?PeVfb&p*Al4A#1{XHLqR zcjojd;K0Wc`d?pH;ZB}7;ZDKFae@cF6V_aH(){m|P zGH&~S_OY?P!X3dr=a;N3mxVKr+3A6V{x>yLxkHBzxqUzV;P&j_>vr$o=ZZSZ67+BO z!&`3G58t|7-+zNM4x9_yOA_@jcxT7Huieh?zIHqIe&u%V`^x1b=7hcf@crXDboS@p zeyPVdyWMBs>~Z&+P$u&Jb))L8`}FJG?o;?nKK*i+`{b)#j{4U05B0~bn!E1f-Cwwm z;4hIg{5jOyLW_EeW$^#QU7x!Tzu4hE+_}SjfHU=fRR7$rD{vp|_{{z1a~wFo|JkR) z|JG*G%!ORM_t_`zy-#s`qUWo~;lwiX-3Hc-yXeC^AAjuL{`e#K`aeXRnUAn$(BH3Z z;res0^?`fqgAe`jfqVNu|8eIFuSt8X{{?Nu?#=i9%h4a6o^aJe8s~xj(*PUeHH!31&?!NCzi1s%jE~xI(n+8BO}2vnh?}@va>MOEc_`RR8vmE}KXTt3{z3M34~Hl( z-1m8m7i3xfQ;u+rva}rkMde@g0PEp%CiBtXtl#@TwLXpKWcx{;i8;H{c0+7s^xtka zed*5{`(FlrC+34~Urqjs27$YoZj*!l>;d381RH`q2K!$He|gV*KX4&q9((iDjljoE z98Ej$IlT)5g2!Plss-Ry1fK)kivE5Y{O9!^K7&2W{Ie(S+4JAs!tYOA`y6mLpf9)^ zFaK4eb*>roiBln#hV%q?V=+HGPLJ|W+zszBuM^7?D?<#xec)~cztMRQ^LI1Aq)>;{ zPc{k0#eDqq>(2mB#5S@Y^zpYMuTODjH+ zzg!=vM+H|SI!Set=^wV;=8pVl_#5IT;N^ggBfpdH$%n+w)qtEXOIs0m;B5+D1W1n*-6yP_K_Cbt8Ip^K|3i6 z9r)(8F(UiC-;8_2+)*akf6^x|upIBVYXHhm?>%XiU>s)`L`d@NR-A68|i0@T=x#FK) zpZ_(h2)PmCq-V8f7W z{yikTU#&KI`lGOy7vBSa)8@@@KXHw}`HikVWAu{GW3_L~KCzB2)M@l|d_ucXGJUlz`TH2RRQjLab|3f} z*cO}d4u&)FHg}1?!T&oF>xOnlt*d>kRq!PpaVW&x0@S9*?`X)R!HR zf6jjmV%zfmUEJrHKEP!8qd)F0FcEj}vaVaM1U^FJFX3g>Q&)>J{{Fo?Ij;CVeBw#^ zrvZMnyLV8JZ&ML+(kIJ*V|^vs%Jyix3-SGp@^C2s&B!&vw%&jr(dw$KP+vY{4jBJG zf-g7P|B8nwlhpr8_(h}rC)Ogl|238H(MI}DOh9t~Yv4bQ_MhXJ-2XcGBcuHo|t8^kZ^;k~IozUSUTGXq<7s;GWUTYh{^m z{V#-HlXO@{&u87e7T`-G`w#jx?Y`89I;%P=1NkHW&rJ>Z@d^7sfY|WDix?Zu{~YkB zrhjC-A^XHm$ok~h{{^g@fqZ%W(Th1W{lj^y8G4Mio=xcg?OOP%Bm0lCfl9O);}hwB zP7S}G^m{6<xJ3GYv)an&{)=(QSti>58{*IA{c!(r9A!AKq{rj>BjThI_aDb^ z=scXtKIeYDaoN?@KT^5i`1t-8080_=e{*A%=$B~!DdXf->R<9?V*};_b+C-B|Mv^; z3Ezu+pbW7Mq3!_Q1>;!!0A(--7ta4GegHlb;((xEQQviZBYNueNq6k{QTNM{EO+l- zjy!Anhh+}q`WL%^EBJh;V1mv7V-eLqY}ZcQ|DV6TCUkga{Jp6DVgGj_emcL~=fUsu z_wD;GkT2{1p0B=^`~S-_e|^n;gB+U4`uE$tdvTBTye2e>MTpKj`TsNEA+$X#^SZQ8 z$1q%f4jee3W&W;pv47zh>iR=G=U;H&+CxlKvi?1sb=dvS-`{Y5{RhhZG7|(-N&C2hZ^qhSmwgHvx3_qp7rf_KX9LYwj&rHZTp1ap5Fi9 zV<*Rl9}BjM&qnp{?VN1)F`oVOv(JI$+=;&L3HZPFezu^PbesQ&Sc|{HJaR6-{$`*18hFhw9&JkBGYgCI{FX9=i_ga|P|C3HtYDVRe!_9+d-pYtJm~+Z{=HS32fz4!90%ODIC#D% zIb*{2zdMbEZtpJ#+`c0R-Co4E*n9Lx;CJ*J0HFn%dBDPackD;^-SMB@_x{MmbJiC2 zFCVnOhi`uW$)DX1rw+RVrw+M04T=l3{w4cr% zbw8dt;(kJ$nIF#`b$5X2F?~py_q)p7&*zW2Ll=(We9ZlX^PRf<1UcmV9lmtj9lm%1 z=Mydq$JK`=-d3jeuTo&EvaX(TN3NW5zu-86-?vat^!<iwiTXD> z?%H2l2X#%==hpWAEzf{vD(|1nfk7Xa<#gd$a@F7(&-^xjsrUcKWB6Vj_JfkXhw{AE zp%@tXwqNSRJ8IxJ=WqS5-~Ma;(HJ?_jwpRC3rr2_(_AuPTcv!&pP36EWEsXi+W%ts z(Y4;?>1TJ|fz8C*P{fv^{y5r8#FpaiDfZvWYMfy{w|4tW;O7gTO+Wps?aVKw{I;F= z?|i`(_ZO^%pF%#in*WWyV6VhZ=I0Z0eivAlOv|6qUwmG>{Fi$S&T8^UU%c9)!hL5t z=tuP*by*#72QxGCswaTsTS@*k=E+resV!S#R#0ZC2U3-PmEpzqPvRgLKjc3A{KSGi z9I2ALP&H$Xzzs0Jqv=~cUj-&48sq9hOSZcP9869(_N9oS!#Fy(y6?Jc&>6($P#2K4 z>X?=FU+ZXhfZN*)`44b2!qn(4^Ftfmw$}l3$=W@^&jVBIsH$}0_Q(E{^_P~ zxXI-Hn@*=~ob4cvEfx9C>wU1K{=Wj0ar5uJP~m=WyIV;_BkHJ(=f&s>)>x5wTK_Z{<8cOFg-0Z z9rFKfPf>#ZBOh~E2|d&Xe9j2sMln_vWBgE-SDOEg@ZZ%otht~`{g=xAD_Q@9|M88I zIT&h zxE{?lWxoYmW4Ii}+sHG5-JuTg`Zd7dC{LMeY5kripNZ*<{Y7z+I`;AS6TcPn-&V=r zvCf@hI`m8Iazp?RuSpLBM?f?C2Rrz0P{^RkF`ER?* z-$lgE_;kk?i}e4?rhjIcdkQhngEcG7>wh}dzxD1vbT0flw95V?UHV6IOC|ZYmfC;V zdae7bmDm6E_MbF1I{x)zO^8W26xq9BJs_Tzn2aU%KbheF?v8rFo(xI+rp(g+4LL6t z5ZjNrIN6t|{vmzFk15Q{MU0pl*Vh9~RZ-3W(@L)hC52)=F>xH4-q_e-|_ zVt*K$cmU6UcU%c}8OKw2;G*n-Bzu+3) zzcwoW8-4$K)#w*?w}_v@>|dtaO`qHQSMcAzfBtv|d8R)3*yDP__vP)P|4ZRRqkl{N z;XYoCd}B|Xi_ZszGkuVPXYud<{EmNkYC`Fm``#w`bLBP zI>v&Y=y5EHW9U%`0tizD={2~-GeRVEPvy=l()0k zRqT7G)a)<%9hA~w&hJdne=xv2;-US+_;Wk(-``&Qw>x#4Ii_e2*&O@NQvKH$H;j?8 z^!!`w3c;7BX#Yy)KhY2DryXKn%iR8ta!ss>$PIbk^F4D?Nj#`!=ocVvOkrOMVqiQ3 z-mXkyWt0Jz$Cx@%`L{W<{w$~edM5Gh*R0}h7(dI}A^5o@`M-%gJ^!D*>uitWSh_#; zCf{qEBLSXnGqcOCv@5Luq4_Y+ z>`v&KuCA``>2szk+5gJHzhL|m@^O0V|IAfn{Wo|2BZs0AJR{ddPxWVg$O|#9N8$aS z@lNQ=qL^CQJ}T({a?ADD&eV4dZ2#AK^{%<<2tcD)_OHJVm$sv$8mpe^(a1U$4PD+^=&16JYr2lyYc60A;s?t$icQaN0kiS+ck{OEgg zkvAKO2bANm5?ma$#~Hjg7LpU^;d3mKj$AV|2*tM`8PTT;+)6&QnLPL_u)9NON{Ng#{WX~ zUw{3g#*k^gd99@Lk3!`e_r`q)eM@QU&m5)s=HDHU5!WijW+`<3IT-zq*~{|Pt#ohyRzyG=a9mx7K&P|j9BO4pTf5(vh+jR19_5ph%2H(u^4C%=iR$4cA{HY%r8*_l7b{B%k=7&*9vT-WB^} z9udZUTZ6ba1F`;8==_tMjKx*gWyw+UA#&@VF)IeE|2+==4S6Qy2QY3`Z|xuTFZ7e% z`XBS|c-y&s=|18A8Xq(%H}5w5L~s2+;?Cr-f98%M|3>*O+SiSfaH{F7>?B_&(bue> zTK^-Tg3rW__18E*;d{bd{+H!D9$#qx=W}Op4HCY{b?E+&yqh=G|C2g-8~!IL-`Wq{ zq&)uDZKLAmQEN~1#X|M3zB5nzyHC!pKl5B|hdm{2__c8ybFRp)bIiZU+Ij*_zpZRDQzdlC~I~PmHkxJ^sEe`RwcQIBoquU;7XA_*>}s zlkfdc?Ji+|oPVyUY&Y&VvD`l5zto5OpZOK7i8-y~c-*J>Z;F2t+oc@@TsOu46Md!c z{V(NTIL9Qh54IKS=H2r@=5O&_fp-;gU=Z`i{iSnm^qQznxF_<})|c%1#C_^-v(I_| zGk=`Qr@f^5Pwmg_U@-Q-B~>@1@m{mWfc5u^Ikn;L0DuBoTU-AgPdssD^RvAt0LXZS|C{XY0f$Xilq{k0r^7q4Xm9Gt%uue*ou zu3LMRzia0fLsp~%w^2t^11b0CF3&(T!RRd`M zb%-6qoJ-{0ypQ953;1qHoA=-Be;Q9Goqr6P`PZG!M)jBZ`afffF|Tg1{-+i(^#_~( z9SHwp7-`|}pQRpu4%T1M^)+Ar^7mbTC-(pO+Mn0ud;fe}{{H}QbACIo*qrlMd>?Q; z=e!WBv-mWORd7&h?$#@we!BUhebe6Jbbf-6Ir-1;hCu|1ZrF*C4F z$j@hgN1IM6?(4E$zTtI-(-F5*{)J-y#KaXYq#D9}2bqBUq#OVAvEIM_~m$uTKn{j1deXCUgY&xrY|>sj;771;m1|7m;>wojhKG&Q5ljp*`PK+ngQ~x8Usu=sFN9Ayw&Km#UMfvIvXvbOh=k0HH`ew#o^{w=Y zYHK~?4{mF{+20|=T=e;8U-7qOKVFD$u#Hz?IJe@OfoBn8!zuo2{F4;_j>d3}6s!T)2==gwDuVrk^zMA%aJ z?l}7I&yBr)JB__^G<0v=oBqh}PyLTI{ff9aCuHB%Lz z{X3qf?ZMm#;7C1t(kg9;chi2i5jhKhxjEL>OZ~kp-6z_=8$2H7zj^}Rk6+{MpYb2^ z4<6W!xHlil=FRI7TO!y?Kjp_*Y$(s`kzH=6e^lR8zO`4jo}j;6_RqFFfA)m@^WPsz zNBixlZ>0Lq@Bgyx-#LnUJhi`~?a%e;eYm&r$FEQNKfgEWe>QGdC*vnfuyLyg`}gv^ zj8e(>a`idifP9Y29*@q(dafbG9GraP|Jxe>h>hGqj(OM9Kh?|8-=hw2!_S?R#}8ZHnf~u~Rf_sQ z1P{a4XSI!BFN`~7IZutFuJTg<|4z3*`&yy>-(p7BHaQlW8G zE15ecoZF+k8s?|UzQ@W{e9_P8o?M-8r-?|83s zVH~65@#t8ErR%h7TZ|0C=h*Y{EW#%mVq zM#q;Dj{i3Id$;F*J+;5;1OAl#mg_%d=MKtz#E0fOF5}*KyXI>D!x}H<{q?`hP1TqF z#~4_q^W6Tgy`xJQv!kc}Z+$TCSGn}>9GgP=A9*~*%)hrO=caG+Da-f_@QvgFx=)IH zX6*lt-#Tr+Ch{fd_XE)X-JcofAh-YdVfF<1*9RZTqT^))=Ksj0QQbf%J+=Qj&GXkc z{aaoz-rKYPRh!U$ANPOt2Su)bGtSK>_*d#U>Hjw=-v<1m9@;-Tr`O~j|H!w=W&h-w zS@v`2L@pqu!|Cw`2vD|?17K1-7uRay~8t7^M zLB_iQhKraDT26}pnm&Mc>pVZjzk^*E#!DOV_aDbNi?KiFC#3uX>u)Llg74DM#USuM zYWwsH>J#j__1Qz8(DOKF#}Jc4eMo3$tQlB8iSN_?gL}OUi}e$@6w0?r+ylRy%7-pf z{ipUfi2L92%7^xz?CUXEd#*`T^O)v3b0FEroo2ro@`HJ{#-N%f{;{zdeH=LaZs^=EOm=o}F=f zyk5T}Hck}3ryuhBqJPG_In;1e_FTq$?iFm84odyaOLC{la!oPz4Y@CjJL9oj_}p4I zaG<=7+-tlW@@}v_#yx&cap+#^ue#thiT3Y8>=Vl7rZTh2h~n+zIAxtWStX5iz@ftP z^;f<=6Uy>^Z}pFIYNYbDJ&MtP^Q~*LZv7hMHDio~!uo%9`=|O(;&a9MAGPtU{^xe@ z`_%puzCis#rvFRrFSfrr=EMnj1;?dA#{d3~zkM11D6_Ubk8T2 zp9u4xH(mcuyV`3%xz5522RqFo7{6TJuN$yR)`R{hbVsXAzq5aSMKm7*lQK12_w9Rv3Ti3GO-chdlE&pGf|8u^L`u^bCz1@9Jy)iCK zIdX^Lz;jEdQ(VZhCnKqMhVhf7aYmr!UCL^NfvT?Z~>4 zHx}2mZ{uHe)43kUANn8FosP>fx3w7ibKP^F?0-JC`>|sCf1&n2kn(*D@2UNxaX8U$ z2BQBB;hC z*oQn;nfx5TF5XAHo>YE<%arOrwZC_#|E&P;M%NGUe!*{k?6>djSoGc+-cgb`o8QZ8 z_uLt1fAkS3b-LxU!6wf*K z;q|rs>-B%`e4BumJbPlXZo1l=!Nsr`D80$g`YzwGzTWIFS^rdi-|auU{Zsu1 zUH0PtQu~YjPul<9o&M)}RNmzH+n4dr?_mxf_9ex)eeS`13Hl%BDAa?G?fK?E{hfb! zT~z12%zrdaN}`_G{+C!kH^#szbpAv6j9bW<8^z9lvgN1#Kezv9Tt#c=)6${5snq}Z z{ByAQf9+S`OtBrKKC66ti~X7F{UhpAVV<08{_XW=ys<*(|Aor;>w0?s@oNh4KYC3O z_4l#|t9)CJeJ1uUZQq%&PF^p=d-J!yU-zc#UvZPzdiai=Sh#-IP7E%_3U}eyYgiuh zH~~M6a5=pf{}oeBe7Dd4yiWHP`$6vsa>&^k2>C|>&&2iGoBkQ2gFJ(Zn^nqDAs30< z0mg}01zgH;V8e5bHxuD=Em(*JBjtP@gTm!lOl$7%({6BdN#KrsC|EU{tM9;Nej_i+dwR-FSf`u@tb595sxW3oI5 zya!vW%`M~k9=-(%_cV8qt6_M9uOTZI7RA2t?^zumvpumME3bd@<7e{v*fZOF*w#w( z)t_qzd>4B9xIMwC;q!qrgthYLp$^?qU5tZc`3G0~_`sqEn z!Pq}KXX<(W^QP+WoEwgl$@xb<`|s$wgL%nCo0|}$$T9z`Z9`tlFn>#qzp4Kzt^c_L z9aH~z5KAca|2{67-x_T5FZRQv|LLv&EB8kIvei3Z`?o01ulV<`-sJncPp~oHdKz*!$mkz>s;wpUwEi{N^nU=nnf~^F+F$#_E~&lWi2idZ@;OOgV7YK& z|3fZCq4wWX|Fhgu@%m$L`nNbY7W<*E@`+`8439$m-v;I7%|1j-%-0)$d$~u{=C1T(l`YL)?c}aK4#~5|Do@X za-SvIYjM@J2>;n~^<+uLzuRqhrQu$4LH=L+=Q}k1zU}cpDZd!|H#;t!{b!H=QM?=4 zSRdve12O-N;z9*`wso`cLg|(D%RPhaZL* z*)a!1zo`kB71ytHJvO|XD947s@!hq5PL?{GVl=cZ43_xF?)2~Jp9%=;5YV$RXtGdjjqQRDZj7!KaMrX{nro6r8;tM zm|Lm_@ouh5OA~N3aBqBj_#nib$)kU^%QJ9e+U_-iche~CcN;Z7RI&9ZPS^e9o^*9I zAJr}9(%r}k%k zrWpU9_P-c|cK`Rb{ZCW-&7#NuXg=_U#=l4&#(DC02g3i>DK9wik99tgfBq9a&j8jx z&M(C|RObAnxB7Pm4vx;X@Ql=1=i`tYQ0F%B`1_{q?=kXHUb}iuo<1T+*XM@s-}uWM zUOM;X{4vabQ~&qw`M*N!|HA!?`rg8|_Cnr27&|N1`%kj{8M`ZbUqK%&=KbqU_#etB z_4`*}-+!X|7O4N^HyFwHze40!)FH=IFaCda*+Tj1`;j_sItN63E$*}T)zZFypSycm z7^n3iuy1Z2dw@I{-4d9c@nb^#8S-NSN5(ic0Y6nP4bG8E6YkaX9y3Re#~6B)mr9Sb z4Dfjp_xW!xj~IM1){e{2Tvl3!@p=4uuLtEYc295mkL;nJ<1fEoXDp3P$ZrzIuL&HR zz{SzrFUqwchbHFHC?1I8cFgv~>3mauN5s(q76@D{;@~JYZr830Ic;+3Kjt1~uD_J3 z{-yRmJJ0NwS?C+Oh7{I}itT@TZ!i6?xBBn9dBpfN&_Cnd`1<$4gZGpR;&`gH71|DM z!`MO*{@+je{qaAgsK3iU+FV_-{(t1wi8$U>0sUX&R1{$U%8g;)2)MELA0B7lEN1jwbZoM+4!Ji zNYC{rH_GFZ6rz8&tHzk}@iNc+hc;JC{n`G;y|MAvcs9%(mD~R=V;(weD~{L8s*^XR z{M^N8Omr?xA?=@Q{A+4!wOBW5*SY0;JCmc9%m3^6Sb+X>$?xm<>tk|%>t8DQ#k9ZM zp0&649qW_%#@}4_@9mP^|Hu(5Wd85|*WbTwKI88WK1U23&pzNU+2fzjLHOMBqdZe7 z{+r_8!1`1CKbrr=yo!|nps{R}FEWJrAIfozMP=iD=Bp;wW!Q_a$3Fn~=6ZORp5@y*r(L7#C4By5omg+mNz|Wfm*m}W zBbH@68hf_na~Pk?cNZo6#mpkCwSdJ-jaJXHQX6zr_t<#t@`Si~^l6Rwdrta5AF>hi#AkQDUa5%NntddRIwI&j zwC60u{&LBW%ZcqEl^^4>`RqT|TdIHRBDKHX{r|h#|IVL1Df{>BihRjX>i^VT`$KU>pe;hNpe#Q9*aqUw3p9^;bwoW;^y}kM?4>>vJCVz+Vw~+cX22R}P%uh%E z`#Jw9M1J=CkN4EwxG4Yp&xg`HSaNJJm+c zATCX{;(^T1;@?d3{kNF*KZ{tcXPPbm{{`lH0wgWL|k~-|I|1;){#WG6t%>w#g zvi)Bk}t$qHy#72 zC;v~r5_w3`*sS9?`LunPKUl|qpRXkK@BM&%Q}xI;#g?JdevH4__OEiZe78B<^Z5S8 z!x8>rKGw#FT)7!g& z@niHqI1J`9$Y(HqjPYWquUKc!b%2gbS}^Hf#iIOE~?T9;iPV#z?p#rv1Q zL2-O1U_1Jauf@dRx7ohdObovTvG;4+uOnv6odoU@xEkSFjniMCd_J46GemXdx<^+1 zEyonU7knh`on7*zE17F5Q-1uNvT;K^|CDhM0&fI$A-2+!{7w4(%|>DTRmM!M1`p>5 zzOmysU_LJ|ME`Zr7j;PaPam~tjG22ab>OKW?v2L0G42gHIGQ)A2mN<#=!HjjI zF>jD>>Pe@!MQAJDAC&>Q0YCEkcR#tSe4EaPw?oVuqqir4COMA#{e=URMJpoRS z`tbUDcj{!^xC!#j@DZrb4U-*}@w$Asr*6i*!F6%$h~DilmweZ4^sJPf%Gb7|zP$bK z+`29we*Bp<+_<3amg+yXzxSd4m6xxP(PPHOzG?{d|EFDThBfqY{O@V}8_4+w=MSay zKNs#^&^bdi&nfZzBbuA^GXG)@%R=WLrL4b=#f6Rk{TYAj!Mpj#2g9VP@me(gr{gc@ zFq{hwy#CYq59fB7^Up%<&vQfhoL%2BdU*e+Yr|X?ZOZo}zSFdWH~+Zvp~j!`*q>gO zatiUz^0xg?DnIZJdhq`q?ho>cAMslKzMUKZasiYNVB8pw#bFp=h;0LGZWVA~V*P&Han|I$_RYMN$?GEQ@N(eX z1f5&E9MC*iykiz6W_X)zPN7*Vygj`Q3-!O{ z*S6{!?A9B*g&XaE$)N|4Us!+ca_ASO8UJoG*3Auj_Q)=B*gx%NAo`#6@4++vyKiz` z=<{P-+>ShCrD%U0mviXf?TKyV{-6Fw`yQ^h;}|Dke{n1&VjnU7ksSXbAOD8^zvY_Z zoMn@cca!43hGnMsci93ocdOVNX3zh2 ztXuctd^qM9j;(!@H(}g~X2fCFXDU!WueJJxXTyDrIGiu*I*;o*=#_2cWs=vFl>b}TU2t81IU=VM zIXL$j|0d*`;@9x(AVkJ|@1e_E!(i=0E=f-p$QxQC->J)OQWR{^xa1 z>(BRvci;csVScDEPuG2T|0&e})!eI#-?jXmWf1z`?DxMy>pxKMpKntB{PoLZ7^ezcm;|1l?_FN@f4{~#J6`{6`4!+Oz3ur&OWS>^ zx>>ClAK%Scf5y+?JG;fu2pj^%e`5}fohQ~EI2<@{@B6&Qj^%p)=kfY2skQRcx|#CL#8L7O%%f*)o7X4*lax=+q5Er( zkJOw0-=sXn*x%)P=9U)&aOYZ!y5r}1ye;rkK(wLZkV(J`!_ z;~!%MHQu|^qy6g`L%;8vkF_Q0e?Fe{RR2hJV*DvZ{e3>*_S7H$L%!BPjlW6zXFv1t zBIe@IH_^T~!WOqjbCi7eM>Lo7cY`-P{%x;CJ~j9s#&jd6AjN+T%k`KQDgGUJ14-PU ze1a7JPx%i+mjB^ABkvpV8Ol4d|K>AzEauHPXGVEj&Q;QwTDV95^Ip5hV&RyKT*p|h z9Z%&uA1T$p*`U9(y4^T$E49DSH|ew9!TuM|0}~jMuJbYXEwHc<2d5f&8_t2-arI%X z+EUu@s9N67XPhLAoExi{ILCE%w-+KWo?j`VDG=L%}t8u5njm{(1&@)VT+j<>G^@ za^b-hId=~+x5M}8r&})wTA=e((Nqy&SX?Vn~N$%rY(?4E5mY2VG$*bpGkc}8O zlo@ay5-i7*;!~4FEe|5E&EYH-G=QNxBvSv z|6}|b^8T1>*L+^^VZ^N8p#P(_sfYmN$)WBiRm5nWBPm{#)HPnAvPFa=dm-G10yPfvim5X zI_uB)UkdwY?&*gekL2pz`hbJR^)Ij4lEKR`j)uq02%G`LP0{0czt{JCVt7~h+i*L> z_izu-U&S$OY&+Mb;*-!jv1Z1(DQ5mtiu#vQ|IEMk?Wj?aZ4dPPuc!KNN1h_Kf%0y+ zE{-*B%`*l4du#*4bi@D9Hf*~c;87GZ|LjSAJf|JF`EPIXX;a#Nv;0rgceTGKeUtTf zo;N>IeE;7;{I?hT&!vCf*MM)YSSPc|#2RCc_m4{W4vkUOhyIsKzV}V2oKhh=b6MFq*_&4(J|9&LHe;OlGH_npP{ir{=e_VSk#{cvB z_25-S{Dds|o38DYz2JNG)&99&%CcSm+4cAKA-7BUHH=@=hw*30A@Xhv_hP)8n1>Sk ze=E1R@vrH@U5#~<%l}i~^h*QT{|3|e?>f(CfAquo+CQKDMaO#>e~amV+w1n~+K7*3 zwCimA<6W44ddwS*ca!43if21!nd09z|Dir|>BRk@W4exg`~T#9DgH}cCb02$6#q@O zS!(}1*nfC8i24ONHhV)GD<28Ju~!}h_c)i-ZQOUlJsDgY;|4fC!0kr&F4y2 z`cLi8eC#0We=90GqV=q5#kKGbt82pkPHXFw=kH$uKjoHmJnxjw=Z~ce+>=Kyo?zo1 z8#pViz(VReZVLGzEQ9k;uJw9;dX~`$o=f-3r}EdIFXjLKdMSUPj90kdIT8^E0QeY> zlLPZNuKn{>H?9RQ=J}&Iri*^_3f_crH15kI@H`qjo22<^i#}u9?+=w%bG@Tp>v#?E z+bQ3k`H9wn^{~1;#`CKfuAk z`IpZ+BaDd8^@{a_Zg}lqf4|Z?zxbnDb?36VzlA(hHSM*s?y9ZdRpOgP@|^CXj27^l zZi64gIsBf+is)VSIY5x2&;Eabk#`d3~I zxfN^==!~&$lxNdn@opYrPY#a9zj=l_DQ`xvcm9m=X_OxW8!-J_dCr-MV)`W7pB$fT z`OYKp=i&aja&xS_=f8PwF#hkKe3$V&QU9SVzwO>Fd}H;YTs(g&vWHavsr?Q1{K65>m!v2mnRY!9seV#X5|7MK)g^a(0-Tpek(>;6o80H(~7=?KO z#_(L@ztt7IoOJxn7;k;fr20$eKPBn^{jtAJ_#kd~IvS;}{TlcRY4f#_+}%YjnIZV9ey-B=F57A7@X3o5SC|$tUl~V*YS$QGETA z>kmnrOa3mz{#x1}NKI>m5Vsufapaeee`pxk49^?4epYey|)6&Bs&lLQ^mYNeKv;WJj*Iu)K=LjXo|AFd%g^a&CKI>Rs zT>F=5{4Z2KZHhLQ-Tr2Gnf6zV{i}b<@;|xyKjmlpfBN`R%|A*#{!%XsDp~_CAQ?*` z#ea!?r}#H*!ubKl9Z|iIE0E&<5f9V26wp(Oe-BFh+xRVo`akvq+P`tqERK!!4UakE zd>QLI^drW$kQQ}1B^ zTMo`mMg0}b4UyL&!H@CxAnrMLG|tU!dH8#$@`1ptR%bCmPN+X}tr!2skb;e+R$9;M6^ z;M%-GOc}klrAhvJ^*gS8rW}di!I|K-nqxuZXdqV0GsKp`^{rj^<#Jt()HOFi-UDz} z?qJRCtlWBXN9FVQrMj!wYH%I)wb<8QmByQO(%4w5d&a%tM!e!Bct)?txgjS9TWd?R zoUA@3hbj-r+4JY5`9An1sQ**QCeP*txIyIV5E~<3h_P`R8|y>)^>P!xZ#3Lc`N{#J z?jVD4a4sND58qE21Lp>KLYHn{mDAVHNh|bv7v)vAp2IqV#W%i%dbOiXTJJPTV?({h z-=REWP_G!b=fyK=Z@(uE4Yksa_}DK{hpvu$(gMy+GxAI|W8d-Mw$}5{m)+n6y~K0Y zN$Xv<%PW0$#=#+XhB>AlD)*+*a!uvXzqTEok@6pRv_x@koM%Jcjpmy|3>=pE7@Qx+ z%QO}N?n}0RR36L3X7Onpe~a6nadW0j`B@Gh+86G(YYm&^?|_kO`D~X5u$y2z;aGp< zTO5T1UkGJ-``dF5J^4@2wyRf{$!)|cNcBJT+JC6q|NC11h6fn?0=Guz430JEG2`eO zrT`2g%pZLG*L;?^p8Qc=lfrqurkDALtzS9UCdM|3m0#O_UB~nO`hTt|9&4_)Inx`i z|3$>_voSIr|I+a%_}4H`;GE)p?SC=lZa zn5FW6Z`=Q-@{L!;@sIH(b~P|Y1UWVV>jtJB;Z=Sv?3ss{V`UQC>23UDoQD`gj(H%_ zciwo5<9}c6?_A3jJa_N)H|&oXym19w&yMp&*s$VwcAXzveHk%s z!4F_u2IDZqx-`8V(AY=CwEw#{|LUv$2ipJbYdnHjARA>F@=W>q_ebB3mruX{Rz4p7 zwR}5eOz20(iy~$@{HIa!PvlW%{vPhX{C=cVAb(t}^RqI3`V@`V$GER{%?Rzk$@%Y; zMKk5&FTasbzxh_a81bEqnet=k=kZ*6@s=_fKVypgIA^*{p7)E)TDcI{SZtgVVg9+X zYP&4jv{IICT_wwQu8}qSHzuA1b7#!4_g+0L+kV|EJJ0Ty-4_ry=?b|IXXI$psnGAi zsi{N1)_(rF{T18)^?LY)eEpxfevt3> z(f?%EpZ+Mag#!GaU(5Tbi){Z#t|$36N&DCSQpEe;cGzc6`d6C?^{4(hp5?Q@-o_uV z&tmXyh&8V|c@z4`9IJa8|9Z0jN{ovd?-E=t5$(_GHO?LV zNRj#{Z;k8Q8M3vUp2uJEyxiXUI{s$ce?I?{ZGW00Z4j(~B*))vh@~{2d8QmkPVwIq z|4#A$X#SV-9|FfD#62>um2n)5>oC;#C#DbPqB9PS@nMYb5O_26p~U&AGrcb60#JX^ zwa%Z>xHZO^&@%Pjz_amdyqxeqm7nTAwZG68Bfin#>3=&fHw665xHa*50p4B7!3p2x zoWlES19&u@h}pupEXU8Blu1*5lChH}%Gik$u#MOKw3#!cwz*zo$+TkayQbapQJg@` z7MA@hV&HTj*An?9$IqVBd#2C)MR_;mcrXu>aWIT0(G6aQ^IRxnS=kDW74sLaRW3uw zGvN2|7|S4!rvcoVu@ff9q7_S}6Fe9`H=jYdL6E;_#S(jVTw`^x{TQtee&hIGh#$ka zFN_=W2jcVmjaW6mKYJoeS1h-Cvg*He&kn8oQ(Vg!KAP_d&*U*~T+SGkX*#1E9xvar zQOIQ?2ZwQQ4&OQ^EvP?Z-7H+jXB{uwD|Ul-a}WHR`-m}p65lHBSDw$Ge?6CFEBQ?0 zgDzhx&*4vUlwLiT3UGtQK}N;l3h-!N$aBQRxpTWlW8Spfx&}T?BjWdMY#O-oVI@)e&+#B+5825%btrX|LGe&p^o{jNux)FQEb4qn0HcpghD)4PQ*VI#R zbNpW7WZstKX|VnE7|SHb2lDi|%7Bez$zQv6m9BB^-LqY<^K!exeg5C}hFR&i@m^j( z<;Ue)3?2WU%C~lNeWd!gK0-aD_80q({`UXazS90@JU7#Asr^s;!!8|5Plj>bzgg5c z_Bvfw1->^?0I*C;lpb<16UV&*!|ySJs9KT-YevYKWO1z?=|v8|J@zFCUgIr*_Nc<2z(S)i&&R zh5j4Qf7e%Tl?5A?%lvgqW%ioIvS{OqjP*B`wPfo`<=u>(`lI~t;{=&FbLwmT|Cirm8&cCNFoF)JGH#k7#0bv{V=@;6^Dq-hte?KmqCja`+ zNAm9vKbHS~{29vmI`Ti>|7WdVAm5A|CBr9-mJyT3%BY_wXx-fhu&kx~SIgujGvucg zvt(M?Y?-lUuJtAL9|ttv)}pGFh!-?pX6{-jv-d8RIfx-d{sG%!6?_r*d%-fF zl$(GtKUe?LcR`-(;r(ylt;&oTH{Snp>7UQwITial{%pB=!tgctf~|;gQ_T3MeM#+{ z<9P1z?^4TkwKI;th4}wc%kORc%{Bihr2Xjw3aP)#Ujj}OH}^kgKbvG7;_?+U|FHgM z{V(FV1^Y|>_ddcs`&#z=r_lcA_DA1oYZwFn{$Gmq5AS~*^O$E!<2R)Eul9A~;wk=Z z^Pi+H)J9VL-}*|*e^5OPIsOOviD8R)N5OB>XOL&(TrJm)@^93qm|uzel=B2$=a3ku zBJ@GGwFJLF%LvC!o|TcxPxYVLANvCOmX1|s57y`2jsCa1@?m04E5^TcohAAHgWs3# z*C5Uf_%h&xoKU{Zc$vL$o}AVgH;?81;|I#4As2^REn>-#>(UCYgyo*#I_nv^h&V3f zzc41w%5|%i3qsxr!&o-Nj~xz6UrdtOGZm=lvE_ zr%q$uoIQ8i?u8zxQ$Al8(%xfSPMBM54$_Ty?GjV zHxra6LmlxO;6IVe>QCg2BHxDh8t>-0ynOMSac&Un<_==s+`oG>;@zx8y{H%RkD_)# zETZ3^wyDlL+HP8|De!I{cLw|~p?}4DQ13?})=ihjw_%JM+mwG3j&%hNj&p4k%RyNY z*Cv!}+=K+jC-8i7wf~mQ8|0rK43jNeH>vKa{}>Np+4vuhMRF3?@O*T<5AwbK)W7D( zN|f#OOXUaLjy$JCd$@j5{m1@KbrNEEMY;+$mCOE9`(yuREUUEt4V3?B?|5YE`4~@) z6Jz7M&mD*d+WIN@Cz^Z8&PT_1pKpq(y-T$k+!r9<@=f*4 z|Fj|3Cf5udeOb*Dg3XO6^$QR^~mM_{GP!kzx?nPnOD9v9utF)k2xKIkAg9UIH%)J z9Ag}t(s(%G|53(SLm9ob|0Zxbhz$|@wT(Cva49_&Fem+Q7_H$=iQ~AB$JPVG+<0w= zVql7cH5g~c$3Mkp!?S7b50uXs5LGu%N>f{F;H_94iQ7f>;yuJB6ML3*2syQmHZvbj zm?ywCN@S!8J!eU-`diyoAZ`J^y(e#=2mNolz9ZysiS>}L{VmU!>0>b2 z|Gq1SqIR@CZ5(CVMuy(==-;n-6YWo1U#{_PxL)^679tja_6g< zC*~UR@nhMx)$;kb!{y8GM#$Hrevq%njFR%ph%=Mue=~P2kP*|y%E*}$WYp}5GG^|N zQg$BkVYDqx*1{tzBs38Cr6Dl`O4Z zEvvv4@)#T3)Bp9>|D$>))}Xj=!HPSii2|6_YH9~Hj`r2R9VTdCgvw$(DmO&GhVFV$Jx|FnNX@6;*l z&sZ*=Ln%4NB<)YftsLWzkH6%CI0nDvYPF41!T#A-dh-9h$!83>owfV5-PCu4=g8;( zllGTS|It_lo=J7679qdv_)Wt}fFm-N5Oopt3-%#wwCSGe z&zMHaxe4uG>i(yBtGrLrp9K5cfH_edgD}ihIA3&3&EDpJ`u$HYu_n&8MRHv5k#9uh*pbui9^le;f9n@(<8IQvStz%0CJG7R0SlJEvb% z-c9g@idO^;i&oZI)Cl?SqV-8$WG-nKwt$h0o8pv)q%{Lf#FzJp8Y9U_J2r8S+7q z*F!n4@c$3|H<>RrrxbZYd-me#G7eBDYKm zcYqtTXvH#>&1Yx*Rd;y4KVQbYn?r{WY5beNaQsfwHE?dgyTQKeQJcI%T%3-M2U^CO z^0lg)&09A|`e(Zk_kZ^IE_gSM8uzBFy(!|bF!zCTT)Lm!3$bpHOA6P-oEyt6<$N3F zn_}K6<)H*Dk-rU3v-UTR3V!=}%F)fSrm#=Q-?IyA53s=~A49Mc<#V7M<0kOFP%g{% z^0Du)eB+HUo&xI-KW8f6^quP8?Jc!G?RRPa8&v+M8$8?Qhd1TI-HUPo{7`;BND z-=vKty^nwI)A;lF(H*J3aZ#Q=^0;_ItNu1G3FCy$C5B%8YabvND&oBiMf=a!{+*qj zatC>1)i?IR|EZsPi~e^g$)8oWNWMZ28oqy8y~B6~{X4dm-19qg#hDTqwVo$7hmGGU zd%OES8h652%WwUYd>dj#if1LTDZ?rq%Z%|P#+itD2H|&fjCoYHT09)caLkar9E&>; z-`SW46 zTF-`qh>5W)ul|VRo6Z*UNfBF&X zwd~RcSpojb@-u5?*{^Ff&P~$)EIqkeX75`hvk(*Km+cE=`qp{s%h-?H{Tvo0I9sX6`_Yo*zfaSL1(>FUF3L&wuz%$`C(Cd5CC7J`4FaAAIr& zV*Pv~|M~zNpASBiEte6;h`K?&xy=C&NjX9qHwf3j#+QJ5lk|U6H_Xy_LI3&aQ~59Q zKYjSc=d$$V8kOaKc-HR4c$Sg!^`sx<+n+|u@F`o7PKJG5=QKGa{b|3$}jjM|8? zi99Lmf8J(nzij)<nn)#&XR+mt zLA)E>yL|0REq~jAUCOs1=Z4#TT(g+G8_0h80{O5Yi#nmM{$!ph@NMEeQ_m6G=B3k^6}Gn=T*^ z61g}W^Q*(y?{fgfa}vi2oqyQ<&f^L3`9nEchL=gM54pme%ivgV@?$LD$AZHAfBl1N z@me(2BXu1R>w)|5{q3bG_;O4*eR}y-)MM4)AVT+V3YYUB1H==l=@vKkmDu zcS8DC_qW(5f2Zwh+QH(!HylWY8|xLFn9xrQkrCq;wBgm7$C_u&|^IDTgzac>fB z;rb^YSH)2<0BA1C#Gg=5U;O4B>TUP?}<7Or2QQr7lAk*p50>%xc(z7 zGBN%e)@yh#pP6weT>pFO4k_1$WhLv+@{=2};bi-3&LXXE>E}PC>i;7rjFUq*j=tu9 zmTg-l{~7ji@ZZL#S+r?|%tbCGavJts3GqszwI}+px7YsL5r0B4ec1ZS^9K?8=2u<+ zUVykaW#{(??AH2U>@cVpe(eEp9g7u~^x56ZT` zzS@7X{$571|C6s*tpCv*U|e4f>+Nip-8X12&>J_5O`cn?6#j2L;->7b^Zsf+nQgrJ z$}U-StV|XlHqN|5hzoRZiL6$RPp}Q(@{5m`$m50}ca{RgvW!;fYk^b2RTfu=MFX>+)ei47KKe9E${&$?+r_cF6{ym-3&w0MT*S#uq_ z{qL?jAXAZhjoY-9v*l;xU@JRPZnE6}qr4ew=F2Z@=Ydm&JZ$CjW!2I3>SHv{j*dy- zfNf?xDr}pVC?9O~F-Ar_YlSS@xk481S}u!ruatGwo6UaonQi=8QL$EhV;gS( zr%LY+WpVsldvcR77S@^**jI0n%@=oSIm!BOI**u3=dfMaAzLo(lI_>PEed6L{dZgk zUl)4Xi7|iW(R!J?>o>)X^qYRgE@S+W@mSpV($^|ym2-ycfs2J>nK7c+2g$*S=P&+W z{f%C4T(n~SkI!{hB2HNOsTQfIzf$!4cRON1F)tOjQjNb!|EKe#BGw;P9PS9ZC$^j7 zzZO>_w!akrrY;g&V*E|6LFKT%GM`AOqw8E21qZIb_ej!J)`oHp$@ zc8&3B$e(cz4UW@x@ZZXyUDM6brY_+;|KCP@8?H4}bbTI1^AzG*XO=teHgx$|eW%<~t{C|~5SKcCABa2_n? z2y--9UMccHmX@v1|Kz$T1_c?!p(0EQIQbvoz>t?i-VJjlEnT@xIWK?y@j}i6!!n*t zf_D@6F`j>_8$1>Ae_kSn%uDcZUSMN+tu1%(oXmBFXMlWiQC|Musq$}i-BMl>>pyN1 za&IHomd4S6&RBo)XDDBv2l02Dv-1~nK-uqCa`EZ~)x(~OeR}0K;8}c zFdfY(8@wiPaIS+la~Jhz+#8RHGX~Gsr8%yiDmFoxf1o~$b3;xK`8R(c{tace-*1!_ z|G^+BEEcOUitZAHKQRS8hWQ28iTFEOFVf%n=O214@R$>rN7y|9gW`Q&u9k`O zh|d?x=I{LSJ0Hh+5|i!5{@9cMZ)~g4wM6@7keHlr#LNzAj*R#j^2_h7{+d@RaR2)1 ze}4ym*ZHf1ar~>haY@(tn;NgDCNvF^|*nWRTl` zzWHx^N0*#yz0xoL*PH(_ALcPyUe~|g-w*#gROHVA@8+wKs|qI@43Dks+*e_!p7`G2%b`ju#Veg3hp@erOl#01Ep|9s;=V~4Q(!@$<|H&n`*=8GBicU>s1 zscrvy`yWK^O0^fvc}iV>*13@S7b<_!oM|$8>LiqzIsck4^Jf_ajGOB}w9_Mqf$=@o zE{MZ3?^>*Tw!`cCFI2u=$2w)ox8sG+zlez%7E4s z&9gt7{WB)wQN+I~wf>8(KYb4Et0(&_#Q)^8|9thg>&~B`4`!e%Q%B2eaE8G9M&&nmAF~f58f5zU3?(4z-@tWTJZ&Xem|I3_7 z)Ro0%$@Kq8{qq_xE2+2Fe%q}1Q z4%Z!*DE=UWa~=h;qm-_^pg!3mzJMiE8~~`EaR3;k@1VB%2?ziV;(SX zD?T@QNC)vk`eKk)0{ol_JGwKWZ_b|kI0yiz& z|9&<8d+6p1`S2_7w!ZpObFpRj|KUH6keweXSanj`cYtd$K?G}Sag>Bl>IkITe zN{mUFfO=&le}$?cQdzLlc{TN$kes9 z*y`oya>O6n{ae5=V;nEVe*+G#cwNBs_&deFgRKPpr1*b^K2rSq-Ne76b}0sbCod7# zJ4c3n-~Pw^8JnL5tY0yG)*l<=1|@uj-lt{ZTAYiXC*c2jkNyt&V_A{Ba4h884mSlaOO_@%~jS z1NSyOx`pkwbUg3WJV_ouhGkbH-|1ao1}uY|opIohY~8a%|C7T)p32;X3ysf$|1Y}1 zXHgEs1Le1n<3g^9#fo9P8|G08d;sU(==JvzFXyqIzu8!?JQn74B5#HpzsrC6>S>&3 z3cMWU+n_#HC#&ZR#GxVQhTI#*zM=fa##$}!aOEK_pD}D&kbmnAwzI$nG*=bMS&aNu z%6|zuV*QnagXhvZlr2|Y3!jJO8i(hVtYO?AaCVqyie)te6Xc%Hw`dvjOpTXT)bYfH zlQIVSW9}*bC-;VXjftaihFAxSGxYn*Zt!kifNxWwoS#F74}$;mT;)G%zb!3I*X6h0 zI+b^GqxQPW-@Sjg@^biWlh7{n7A}a|z}ux;b&nWF;Lvn2Pt*^Q z9kC99GsGA-j2*-|j&kyb@c2`YvHPD`D{j6S;@v zrT<^R{F`%o*3;%{ne)HC)Zb!vUBVo{K{}Bu_FbC){r05IV%=o>R z6WF=Q_4_snW4zci+xWP(c9#&dcKLdJxSzin10&MQ0NLNs=4$A(LiU0iL;g)PMkmH! z9y^M-b%p3(>!SU>`$FnZ`Rfwg71OJ6RFe8v|DZfT^FND^Ue|U=;txxX-awqmO4X-d zZ~NZ;pI(>nKPDUg3&(cU?#)^M9d&yRx2JFAv-RNrdh@?M$!FP&=~0OO87qwZoc`2* z!?m5!`v?0U<92dvIR=0ECdYr}zNt=q9I>{yxICtF*3-89`rn!}hg0wV_f6SyB=8mv_o$#;Lh#xz&>P#~3*4PlHc& zY764MY(b7O(18`BrQNlcY#t~+ zemUk*GO!_%7tgWVSVrlRIPWANkABFN_D`_uv}%Q{(fyZ{;!G>oydAqf9$y zo8~Gd~kT`rSWE+#^kBFc2#5Yu11wNU00S%@-uukvhASIswt|9g)f2;7@{h>2s|9B&)W(>uW#dW?8E2M<-~ zGaUl|=8q6#hx)tU+91yn>*mGt-(=I~O?pksoudw`rC~;MbAtL|tFTat!yLYJm zhGPA#&cFeOX#2m9^)D}9BcsP6-c5o2XDIc5=72Hm;Pp8L$HI8bJd z*>!UH@$uK|U)zSbF2SyBZ?XS|>iEMvQ~Y+a`PQ{ez3BM)`us1_UDo`g6#kcS`5q(Y zU>7#dT{x$qyyX0&{r*k4-%>AkTWY1XxfU@2Z{nIv|9_{cR&F+2k;b}9(ohSI75LBe zlSw{sL)~SmxqL>hUOFw8FP@Ud`pd7?zvjwWIeqFFwkkPQU4`pU$Jd1VUp!YWM=K9X z)sX{o#r^yCV(k}P_&vL~$?>Cy;&Slpod29Sc38G<-XNPdua`}m z%H_a;-O)8(|09PHFJMiXtXj2F%D^wbQFAWLc{1x?==_Jdq^!^Io6+9;zr}|N^TK|% z|3l0)@;to9#B`}4A&fp>H6ZisOod}8Et$xGDde%+@Q;(y#XCEx!_ z?SEay+w%YKntaApiE}l?n3#?+I<8m@9K*MOT_tcX{w6lcHrE&u0e7-E2ZmWH9t$i} z@s@C&m~KA(GwuwrY~$hVkX6K<0v2kxmSNKoHkA>p!Ei6iXDkrQBeg^CPs&endlbJ` zd~1`+RXg>uoBbX(T}b~gWc(+uCDz{o@NX&;*s{ORpHbdyq5Ajn-*^oNj5mX4CU(u( z4U|WG(=pDZe49rYw;{=)8f^XVCt!@9e*Lu^M?4qzKbwy3kOMVG;(3s^Wvt_T_BW92 zug~VTl{NoV-VLx_=Tgk8*ra@-scY+W{oCzS?H>JM9b?@j=6~M)W;fPPm9tV{`}?)L zpZ$-|!)-6}mol~$^FfiT_Y9&uQi(tey9NdlWqUK z)qe{(5&8PR`zpiOjbD-UKV^tP#5hD{=WTD-2cM%pB=$ef8T2v>@jtwl9G0k$X4RiQ z&D&r1YA>agPy1s`Fw-O7EAsn)NjQXR|;3PkFjr8;R%t$8MdHs>YL2Sr49PJ;n`ej3cG}D$M7WpIIvl5Swb&wi@uC znq@k+6#q@}Z|BxHXCTG@X%i{`!MGoR4>H8~AIhiE*fe2WO8mBd;^UQZV~k%Db8M8C zLmNu)ar8dMh*I0){kR_G^0@UmmStNiA9_jX+<3aCr&RyJMuM$q{3PXfrS|6>x3|^* z7F68Rc^|*g;hKlNW7)S!I=|%iMmm4vdNby4t(?a(UJK&eC|6~faY~ej^B6oE@NT%4 zg8P_jid>Ov59_49^H%hq>l}5Rjmks0|F{h?R3^*ph4YkO(xrTqCsI>iqr4KvTKVfw z@@ihm3*$8|V6_iP?4Y@MPxmgJg4tO`@;@kxnqZMoS_Uz!n)YfPmn>~m2+p~j5bCPk5 zL;X!hj0qHUg!4Sc`g^<}=BZ-b8uD_+g7ZW9JVs8*xRq{-V>KD(gnD>>4`MlNf41$DM=kPO7i6%#xgowpQhu`i^U1Hh zenGzac7%+FzR5R=xHc%yFgfGGJwk#BMI*sp+xlMI|9%*aSmWS-a{J`-uVn4oRk$Xz{fCeEUKo%4KmYw$x1~!LMe`3I|GyqS z65j;kyFkR>`PT;@$^yh_R9T7s|J}$@7K@!R-LcJ?JNGsJ|NZE(S_Z#UWX_FQvu3?E z{~0@Oy!-<){t3Olm=W#z|^`AUtiu~t;kK}_7KbHR@ z4n4WY+5UIV+&S{u7tqgF-w1iKGk*C6&lAtTSmv^&OXR!nN6Cm$qviV_#>m`xbL@E% z{;z!9YRs=D$%IKi%BP=yE&KLaoV&jIzmCV42ZQfYO#kQgf>Xc_kWLvv*9}Oi(peci(DJUZVcm1%8h>We87Jrya^Z+?=wuyI1a?r>>KP& ziVLZIV4Tj?|IBv!KK}2&8Dj7N^CZs696;p5><8{k?t<&$0Ju=Q8tnUg)jKiKg#L4l z|HL!*ha6LUP9OjGgEwIqI@>RlnUH^o`NDX89{nf%Pk-w_Q1h?FTUX1!{`--9G5kB( z3G6gk|DCXT#(Nr$@Aij}!#IuK+fVP!Sby4$d-R&IcK$o;xBj|Y%klc}zF1*pj2$E2 zX*pwM%gLRlH_XW>bKm8|R*uS}%rUa*7&vCy9yb3waJ5o~qx|o*oUtftjOOB?{?$%l zkISl8%csZ_!}0gW<>wU#R(p5bgJR{fJSsRXHidrgtLlOR@FeQoBdFcs=!h*T3>B=sTeA*w5JSf%HGh zrOKm!K7aJ=1LXfGpX;-Qw!iX#_$&#YO7vTG=iD2=Ce#0JyuMT8+GziHOa6y;^y z_8&fVoXo3OrejQ0=b(pV{#x&I(Z8+7x@=#Ly%h8X#?{S}_PxZ0?Ev~w5^IOcZ_-&ld%{1o&*0}f$ z5VtU2V?I&+k7FJ~#bdeL2VaA6S!y2E>NTe@pJQIBn_Y-sg7_-ri|{}5PW_6wHyzI( zDIetcnUlydH9^V|TjdgB?p&^`Q9cWQPyFd8nS_n`o5+)S1%Q0e{xlpBWDyj zBgPvse1_LNCl5n$&U?r+WxSi4jm8;SR<pS6(ad-^%QpQU9$1~r%P0R5W8ILO&=3E66yJtMYplRa z48OB@H`}i6R_raG{9N_FfH;AS6BPM|tnn|hGab{0*7$Sn%4x;ER-i5#eC|w zN3HNl7izt(*L{onFVv7h%{ zzWbJ3{^vaW2y;;}22S$*qc8eroSx+S7r8^7nDfT%m26YQsqAR&v;WKGe~85=&9x6vU$V-Kdn9cIjYh?J;F*0J>I2k!(y!)pTJFh=o;UikoUo1C+Ds(gs<+e~oN7vQ0K3Udoo^JEh`ARYw2kyX`)3Ck|da zB8P4ql_Pb>5ohIB)T!t3pShzfra-_C8vOQm1wseGI#9~)djgQ z)0fSaX-ntGjHPpB`qFu__i}}vW6n_4f8P~c!*jS!_qb*ccs6Q-pbIxfw}=6ItQ*=wvi;RIU?oaBfALZN>QU6@>58npg;4O{+^tBrpH{CCHtdV5a&&OF9y4&mJ{x<1Ucwt>6oel6Sou^*VPHNH#| zf9XlS-otSXGJ2c;@R>aiX|{a&-vtNnT8sr^w!oN@`ZpZeFiRdM?wjJjDgK?}|LF7V zD_Q+N&U<3#QvSo>=RY|2NZXPeMdh~8=ZD{ci)1{UP~Qx@h{p$ug%jI`#c>IokiZR5 zKa1baze(l0&aqGRpW5Fb>3__Ryaw+$+&FLLyQFiWqd6kKdEk3km@9J6xHRO_l&xK@ z+!MxrA;;t%V$z(xcR?;<-MHgCJ;1+)%CJp1VkQ>4nD}VoqcsJmbFlW^N;XjWVZer`|{*5Tt*k6%%^EYC( zG}ecEz`Oa=V(9Q5=9zl(@@d3n@mMs>fu&rTm*C!j>tdXndaWDlf9pY$KIa^b)ni;8 zUQ>PdoYZ#SRDFRtIjD3dv`SbxUgxr;g|_XhigjM+13f*eAgfQ8E!YdOvvI*zr;4z$6e?k?FK z;@#{+te(FDujyrXCuF^nm&h@-6ft^S|12+x$%E(OGcztv&9y7~e1EZBkb5hi{$os& zcn7~J#~!$pAJ^D2cy`9GVZH{&ykX9UXOHh1?u2t16NdN^elzCHQ{qeD-NZNq+uh5w zJP3++D8`aFmqR`|Jo>G2DBo}(f3x{) z`%mpJ?SF&K|1`DVir0bsd-^b^h~^snAH~<>`aZTC^AD~qCD)XE%`3h>#s)O*jh2zP zC&;J26fp^moV=Bb#xOTe}-_C8V*{zrh$M5Kw3#fnU|8o2PnyY7lEf0(G zOr_(m&wG47H0B@V-jJWhK3{16KacD4%|8p7e_gnHQRm^k`5$s{_3RN{J^v$b zC&M2m{GZ3}$sYgD`*TJ9vM~SW?{pdR-k|>-s`A%WY*y~ek;ahAgYD*9k@`R1dPT0@ ztCO0$^@ia9r&@bui>$e9T!18|TXt!^EIwK$3y-WoE`jAT@6b|NcM+T#myP|AhU2p4 z0M-Nct(TR%*U9o-Yh*t-E#6k#AG&^2X02W*vsNyUnJebYv?X(8$JzZ>4(#)63t1emWr(E`jiq>=!?njEF3~?fu()E2H?Pp=@$vr%@+*)-^x-F; z%dpSBkdMFmTIO$Erm<~2-_uUuVBd@ZmuUPb`EJq}898~ZEZn^u*sAdyIL7b7HeoKf zLi4A}kBg?slqJ8&@`|;ujsLSZE|NK$7t6-IJ7wMe%^LG1dgjo^n@;SIwMS9U;~Qkl z>0RJ|AkIxz`&Yt7s&1Y{jw*}2qwP?l`H#10vi-B=_htUIYTpKJs{`Q0xc(_CyZ!?u z-^w-4Re$Ag#~e;EUG%G!h(l%H_j0}WnPTvcn-aJ6IiSz~?0>-Y!<;bU&FFvdX<$!o zf4tsfaYV;)EZhEAhQ_|ZK6!7c9#($PoE`4b)F#;vFUvM2I_Wx3;5BY_IG&~=T z|8^FBrO+oniunZ7^ndNK)5w)`!rN1fRYCvLc9c5*Dy09+4|5gH96Y(;I{;|$_!M&R9@qDZ3zu1-%_e8*u%s{7<*+m zzPTeVBZ~O~?2X}8c)xqNM=%LZ@JM+Pd2X+rd0e#~M!{-pxrlA49Ag z{+6zABTM|w^O_NKlI`KJELd{fW6*AYjDv{|p=tHZKyH#jyV@ov6iyc^uxux+!u zbd~%;JR#5^9;vtQoX{rrrm^vqKk9{lc3LU~trDG&+1vzS$n??~r&lT8{T8NtyVKcP=8&6rT~SjW4Sb z^rL)LMk_kQcVfRm?@Ea0DL}su-=53&&n33M()86QSvvnS`YMxAUt6COD`vmT=>LrW z)ZI+}O0|Ety8hMoG|2cTdr%lx<(n*yuQ+T!pYx1j^AFjN@-cE4i&_42KMF^k_gh8f z$@mQ)jHknA8v0I2Y>MRgGhO~yBS%O4U8DEW!6&k|exs9kH>bDf&@ZL^jlK1;&B^Rf z#EZV3R#&^b3UOV4yXDwhVEoPO@2zitnTx3${a5S?=8hbfAUomwvzY!jBKK27s|5RV z_#E&zjDJ(&{7*4A#qHk_;(8eW#>@ZVbBCjPm16%&u|I5Q+WM!Q_Qy6i*ZzLf>3?;2 zi({;rb^ABz`nrPSAN{8m+adR?erozHKlZ*%`dN1P7#7iZS)uWF6XLwsH~xYpAVz>= zB7AAYDDYc$(hq&4;!Bgdh5loF>wXxxloM;+4#ct925d@oYaPZ@#zldQV*IZ`jF{Dk z3G~{sL+-C19(8~Jvc_#Wxic7Z_qpn}y>7|cPu+WKK6VRNe(2s=zQnEFw+ZoO>Lex& z{f3Nv@t1dBbkDu@qI>r5FSw^)`>R{L>0^xT8UsO|0S@DL&jCyH^poy!V03=-D`>y!7iKCH9Xtq1@8myiR^Q^>r4uL8rAod5jn7r*wH zBF!=Q3SzQ|4hHRi9C3$!{lstGZ+`!K#6$Xnd+YP}bPg5GdG@)#AXdxMFFx;{edTZN zx!3=-fqxVcw45p678p4x_XVag|QvTKiZ$8 zz)KKw)7Q^q$TfGL6)cYWpjSv+^6{TGOzD+JU+bT1e+#vLTT8XtmB9X_^}oisQJYB` z`P!dGpK(QKtMl3arFEV1{q_e{ebF2vt^eg3LfB{wPa3{kIo}o1^T^gudAWmBG2w|M|8*Y4q8bvF%m= zW2N;kpZu3<|H_sBB|G{>uNLj14@U81$@$M*%)ghxCg!8hcsH52;#$n+k$U#u4sm}F zeyyf~X2HUoM}DdQgSv@FW^;_ z-)ppAa!N4{b|-R9F~1b^O-W1|iBt0&Fh0t2?mKFpsUgWT#r$5x->}|SfKw9Q0YkHX z<9fm5FxS*o#J;(DWmL}Bk&jAZ4S|<$z59;TuYaIN_rvP1ok>l@pN(Ec&5&R{Y=PKoWOAKbpbRo{ZzrgG?)+J0?E`S!0^ z`)^kIyAivDF}pt5{DsJDCHYUBfUN1oH;H^LIP2Oz_EoAMQGLtgaV6+#!uBJ?ABAhg2!-+=_CLQXm;Fos4dFKAwUf4?eWl1> z4eGoZc}^l;t~H2B1PS;Pl1 zr_#ow+uio2nko9f0=c!ms6woe?Z7D^4$-;;x;JBbO8c{T`MClD|&`~ zBG1L;+Pxc%KI3qh{Cx=Ajqa6mzkSTTU$_6tyf5WI4u0)z$2JBrkZxZuD zF;>jW$ltWRY6p((Zik%tTmQE-*SiT|R5ad==9wbS<^2yBBS&*p(U-w^H`gYKyZJ!y zCYtk!xEsuMCC1~__BXk5h6# z0eABZ+D6=s#n?I7-=x2BZ{_MQHD?ssLrlydayehj3{CxqwhT(yB#KZxP#g|bj`U@AnE8orRuHKfHzW9Em&Wz*Z>nCUY zPPAXYk>)qdDo6YVn*QHG=C>-){@4#Rwf*JLPxAlDXdhx5T|i8z%Rb-QxVwh`*REdF zzVQ5?E&7G~zX$ag!J#pj7|ZIK#I6E13^BH1UY~bY@n4=5%$UmM1mu-%<8xAf>yv57 z-~6;c)|-qze4c?_$oY-_RGU#;|B~`wSpKHR|D#8~c2&Tb3ay0x&jo#HlgauGPJa}0 zffL@&=6}-}{}=}SLNh4iC3mSBJKt$)h3zZv~_{%`#Mc;hm+ z6_|@kkAKXo5&NJ#*2b^t#m~#%hQ)z@QSvJYMipajh2(D=VrE3XLHYuLFIaCe8*Gfk zc`afbd@gZs0zay+tHx%q>$*q5oIli$H2GV5v^i)0?SmbCQErq{<*$aZZ(4U?9N&ie zTilT_)_`G$ydPX}6Mo!h`>btfb6Wf9=WjUQ>JB0|nDV;t_&*o=_bbH7c^LV_6LFO#e0ki$%SmPx8ZqTXmmYd~CYUNh}Wiq!JUUNdF7Y#h$@=1F>j^ z>5$*NM&JGH$X}8^^GFqIzwKM7-f>=@u7An-_h!UUG2gh_9oi!5bFTd{-rBRa|Cpx# z@(l4bg2}M*)W#7@m~-FT5iK{iBaw~<{NDwvP#bV@jD6D%9L~-&wR!blV%^MueyQzm zIS<^;S>SF2uNc}QwWpMm<@Kv09+%R7#xhsD4dxkTjQ>mbo`o%CuAI{Qzg+!W)1-P- zZvXFW-Rm}=-Z^9aTM1kTWu;vD9B=cj{~}q-GycuD{@-l$SDvVK;+$ca z`a{|lKeniy%9X#l82^_WZqM7#Q2yW9)+PRA_4j%_f%hX@3>f-5#pjv%e{<%aH-rCA zeEyuvWd8pQ|B&H7%ErG4uExiqQJ;SjL*ua!#K(BMY4{L5>vhG^5HsMhHXfrB*TmTWF6J=O?rUbCA)`#V}?3SJ}wq??%$U#ZkN)u4Vl?7IRu#t1@P_uCuuxjJ-p@ zR;%kgC>WV;`1puDVXT`snAZrn7CDIdz_AqhmAVlVhuDuc>@{})_rd4)0hdFp4&&hP zKkpyv#$FU@;2{2n*CkICo_i5-V~9-|0Ct7X4l-5@@+>|59O)5Xg0tXEV*145Fu&Aw z$3G<;T7;^WVkoKXm@MYZ+p0 zDb{_&ZGg}9FB11BrvK8buQ=k57}sVHxRe&OY2Ud+!cS{6>m%`Q&?a8{`rJX+&X_lN zr?L+AEeKB zsS>}VGuMqxm!EvZR+kWe_hF1xmr(ZPmwOcG1lp(SD`5!WO zVX)H;Bi_wWf4e>pI+djVA##!ZXkv%<)Z2>V=SSLtS@uMF%Ja$pY+Ga_}mEUe?_0gbJxa4+&E%U#eFk7@;8(A zM{V}_2>oxmF#G+V(Wktr97Vh^T`tl7B>R8q(ofuze|ko3k?676hD`p<=9~Q?&xySe z-;?a&o3Gi=F);pH4hi$as4qPpfA;`m%4e91o%h6dAafIb7smHd7LG>blS-ps$^Ji# zF+28WaDN;JeJeOtpIqrJJDtfA#3&Zu6$~DyJ2;zoGm~?3)O~LVFO}mvsG`?)*#R z-yF?rf5aB$q0c!X>q=QTi|+}vp1S@C^*^=|h3%itF>~!-A^OG_wXMdZ>C;zRozV}+ zpZVawe!px!X#X9x_a{caS?~KcA8=KB?TqCw?0@>))#nI&iXRJkmfyq`1P61z$bLi0 z{=+B7)JHGAdDa>KiG#55pE;sxI`)eG5qFce|M*4S*(o+4l=<*C`-^jl8jRJO1b-9P z)pBLg4=xxY!P%HU+>iMj`-AbHzth^k5oNR9v2M?w{%r>K>we_8TDamv)MsY;zv=ik zDZ}Pp^CAC2)6f4ZMc?G_!voASHFf`+aibY0L;Aji{tx9p_qWN9$9GY8yslJI{wUi! zkr!&V$QyrcdAYR^$Cvv(>r#uWK1YrJcANm4RgcGxv_#@8a#J&9w18+2?8YZ#wgj z(Ed+H|B0!L+GBm2V*lCyj7dbSO%!9sbdG2HEq#}6e~qU+NBN{m9Dhvy7!yf#p8Zpv z{SWEq{Zz=LGd8WL-SbW2o|2K8~&-~w+|KH+3$r{9C&_bVg_*>*fuoy9xjq^&; zF~d*DS?_1~3&w>p8Jjx)o;UrIK8vv(+E1vT)YbYk#KQP?_`Z$S50yzoC@=X3jZzB5}@nd%MkNX9=>r|{KZT^LM zpR93`*ceCmyAF=#1R6wc(MT6N0@t3k=F2uq9_NB1SW49rf2w4>9hI;&m<} z_RS=G?!?hZuB6FvH;EV+jNx(ha=*Lk{qxr*M&X|aM&#NRxiF<@-|+v#MTVq-BWny zNY6=GgK!^$`KI=EA?^*Z6TN6V>9dY3zY4y;1D%Mq($|c*H|N0rLDvZ!4(}aBJbke>eCGvkJ^k4Yf-`soeFOK|gVgECx%|D>W!-IY9Hq?#v zJAUl2)Q_@e{ZIOnkU{1><9$B2V8H@;k9I(E+7QGWw-$U zM-bb|-kT5lq5fs`bM=4e($Cye#NDuOy&arQ`*$nw|03|X2fL0bMh4^FRNI*AGf$4c zx*w(AUz$BNKa0ePnFIar!PqJO#Ad&D8GXB~|5pKbvrcd~yTz9`wT&!ncL7$b!1y!M{(t1r zCj@shSMtZ4PMpK5Ug^Ajs*c6_$N5*G@wZU>iQ9>BFXls6JYX^UM~D%cf&J^m8o=hC zX8+6{mec;JyqUiJ&FHHP%m@D^-VJ@vT*v!wXt>5_z8CtO_*?S{&_AtyYJT%v)n?e6 zxbD`EBA<{^%9pKw_1e_&w;Fho*sn)_q{i;hd>{O6F+DIw@;45C-y{Ao)G@jLAa%y| zk6CxLXBq0ctG&iCrVf3Oe4l>h%}qySZ`Sr5?aVzVtM^nHN1FR8at~J2#JnYu( z*O)|lzjXUMpY4~r62~nvK2`oHla#-Y4k6E!>}}irdA$F<^eAI)SR5oj9~61X-~T56 zg75HH4~cgpvgOP2`cf(R+m4)4*3NMMVK(@0KHXyWM}6Vy`^~5SEX(W`&-&ZjGqG#5 zZ?tE6&S(E0$RTgzjvhjy9wyJTxALC|b|K~&h)5hPqv_F-gzYcMmiphUI{ZHy2bFLM$|8l>? z`H$IFeJB6;N8AnPUCa}gPyQqpp&ygV+5fOQl%juy=*M}cX2<`O`TsKiXXgL)SP8)i za6V~x0llvOGyS^}@h6G}(!Nn!rv0ZFEbB)-Yb+c5CMIj6f6n6{_^x6j68+3)1xMrG zli$Qm==&Lc<(u+|w$$_0V@ec9!E1U?_?GcMlfQY^zeUvzn7`V3RrlfIZ#i(C`*t`C zcP;Zd>{D?L$YbBR!>$qEYIYF^;^V3q)<*L+jR@xEB=RfObsa=Zo1?&av?HbqFde|t zoQI#i1-Yk~f62aGXI>s+M+`4QYzi?V&3KNO9pXfIPw4=ABXmdH1>~5y=Hqt=1_#)J z3E)m95Z^`f(I9sX?<0l=u_F^>$c+TQ%B4%h-Hf>_m#?_7@yo6rxD?jW;_J%(li!<5 zwx4(vi_MeP{@$@ZcN%z>gJ`$So4L=&`jgHe>UR!xU>Ws&r{$TiyAH|!{;__kFR?_| zu3VJ-Ipg42&xP}nPl|jYcIPm0H|!_uH!N>h2R*mccfOM>K+1BV(6G+~B}@*Vo9 z!8j=smS>8-PRZpF<7YxYG{4z5AHikDj6vH4BSC+)#kRp&eL?C+lV^OK6ZLC%y9+~| z66=QXZW#MUeMl^?vh;hpkmrMSOwfmG|xQq6!ZX?I>cGJf?R9rx9gQSJ*@XL&-_WAd;GD-t@WdaB zvQ=Ju|InvcA^Dq0`==xS!+pT_LHD#hY?sMg_?!IXb;iD!UH!}G=kk9kFnYg#@+pa1 zknz8C`Rf@xCvk6djJ3UC^Lx+_!fR?X`v!&`kAB30=Xqdo&HVS_j>t z?ZlC1{4YoUiuFI^(ZuAu%%vDvY{wL`Z>vITYm@l7mI^6?T+cq8jH~XjM zC{BQD3C%&5EB}qX$YbkmjILE?kG`z|tzMcx$>(jc_0lZ1KclZ}@Ff42ozmPR@wz_t zLvx)derftQ>7Ne#ob&++PkrB&vi{}sN&3|twQh4umG^D?cmu>A082o;3jJ<6Ug|gX z>I2{6RyC{_pLW{*!>5QZ!Md`J(fhYK9vX1JT_=wD3-a!;W> zh9$~JU+NN!|JE*jK7ad}HiwU9-;g(r9*hOUn%Wh)41{G(!Y)a((i@(-`daEH0+zFUwdBSQF9%@ zSY40(*YEv041I=mm*|k_hv`mie~G&yhABDzl|rB658t=3Ky=RZQO?EbNBSG$?1&d) zy}eGS$)C}T-k*m47aD(WCi* zsmuW|w%XXAHvh_bzJ&R=;k47_U-L}GKFi2&nfZSOf1CNgGyi{tlZh}Ang9Qrf`3rl z3;H|6&u~ou+=pR7!gC}m@=T1sF>IBVXV?*sxv{t;{vDx3dj5#wED24I$;s$v{13+H zk&B z=r=$%e`efP#c~{QyF2y??xqUpKr$ zSA=I!{z)C}8gUfH-xB$+K0UONWmq}lI}OT`GS#2TXD%Z4$1pHA#NAvZ?#AB3c`oQv zZY1xAoP&B7q2EZkj`pha_kRblQA)%5p69szY4qQC{YCe{Pye^O`>wm(T{wPv|4-bT zuf2%(LX1GSV9tnZsolLxV#+Yy&2?bZh--=XIEDW`h_}=)7%RrgAr9srz`O`v2j}a^ zSv8J0I#0#XD>&w_Xg89Lj?+{~lWfVEC@OzTw?@pEkcEqWZz`NQ7@=KrSuth=p$Y>kv}{%L+yS$AN~G?Vp58hu-{35LP9 z!`5GXKBJGmVt;i4H(7xHyF0#iYY%L8d)m=QiS?JQ|E9x#TmQ*=p6htv1;n2tK5Flu z4t|^ekZj!R%NRQxCr$o{z0tiT-G>xDdRbLF5Uj;Z)V~_!;)?J$sI&Pg^Ns%+i-&bA z-2QE?)fMgk`P9ERKV68i`C+%bni#Ia@*mBGO60%Uzxl8~mILP_U~6p8()PXWOiT{- z$L4>f_J58a9rH<s0*{mf8uV+u|H9KkzoIk zaZtpb!j_t?;@Rw+U~a_kp1c2*X8+bAPDW&ljK_if5#9<9y=`KD`1_1IGgJDp9gc0X zl_~WVTWxLQna|luZd>zleOKgS=Jvl7 z`iym2*M2bKX({dJSinA7TKA>UugWba`V}rO49$Fv7Qq0 zpSJ%k{aM2Nhk8?q`4`LKIAMAzxvL7y{~}u)*kAftc&zZ)>CKW;)6XYSRy2>nJA7aC zUCx+8%C++6-xBX8kNh*<&20LgY%I0-51IdOZvB55|A~>v@DG{(ncmr1ahRcG%k#dNe5$ufJGvB^qXw1$^S@Ntsr{#rZ#Ls5*72^dSW&F?N zk65%2e|CfFUmWj7*MT|Tjc_fC`Pe$Foey+zT^8?I%iagpXpBv&zq!Za_p-2uDA)Wv zFuotp8|%2f^Yci~9qC&eAZEt|HfbSOU1r?e&Z|{1o|(?bMa&N-{g57{?o^r)_%sj8AgsN=9wBo zzA54nSmtcg-(9nP#_ea!r=Hh16k9rvBP?{?pj-@xD8 z4g3wTI3fQhkbjMMlG+;NnYw*}U|SShGCoEAmH)uG0GDzNI1|C=2zG=R8h;Rn!`~A7 zXapFNL7$6kOmQ&4^C*5rpX(dwLoB5}!Kbh;R}u3n?0;fb6q_>ch^e`K!MEHomTecM7J3c$rCHfEY7Ja5;GAdV)UxPfC6?)^$K~&M^j- z;b%zO=o5=%7@P^jm%4`BR>a;+3Wg@pe!M5o;vLqH&j~NkM#2Ah3{X@bJTK*=juTga z1p-dVVn3PvVJ?+^;BAPz>F;iKmo9Y8SpF)Ze@Xe9EB!P3ccai}Y&MP!HSnF)_;@DV z!(l7}wMA+JL;cJ6Kh^#p>_iSmzmKH0(9b2nTjH9;4h7@ijnMzq$h~f{={1*zVQ_T+ zavi>TTa7$Z+nTE}?$*lqy9d5j%1bf(AI>*gdJ)qN@z28X|3+xPj^T4Z{@3lcg~rBU)E!SK!Yq)czWe8Ok^RF}m@&^7^;s#7^{iV*MZO_t?INoeR@{?)8`4 z;?*Df{UCc*F*q}^f3w;CV*0lceQx-UeEZ)YL650(A`g`768k^$ZF~8rkDBr&zHF9L zME;A(-?m6U^6$SDYk#gius+4Pi2c`Z!niL5oW!x*SX*kJrrMtfXX0%aWAqsPoER5^ zolv|)+WuE)|45(yHmey%b&Uh~{UVp`USDOBF{acJaZRolN#bhPN zpNOZv|JnXUwI4_P=a?`Z`^)|>W&8{2A3BTgCp!-NaVmZMDW-oi7L+mmrOBU`km>UxQ* zAovXNCDTW&-+{~7e-qB%ng5f1_00d9`M)###Ww|i^43Ph#?U?z3nO+=>?5xGI2mFS z?6=rUzM}{4#kP|+)Z5q4uJRcv+dnJsdU_dsnZsuM&*blB)4%uY_R4-iG@teRcCvqm z_|9t^HcKuDuE`jimh(XQZTm7@-`QGAp5dBJ4_$xR^IWI z^!N;E+I#uwD^>x1Ac=9~%ad}M+bH~x-xlLx%JrB&{iA35TS}%cZDl>JjlO*$z9_Bz zQQPEQwhxELB$2-OR(w6L2tEbh-NFYM&BsBHb7$rs);-twZ2Yfot5eL4#ky$*{szB! zJs*8yboSN*d(&1Q#k}b}Q|~T~#PMaMZj9+cpD5!xfM=EDzm|nE6YakMf1Ad;0qzDl zct(Lom~Hy4r;o{Z_HVuYcj3R*N!wda`%+H{qEIQUKBjc0^niz?n4hg;5Kbq51JDatLFN|6~VO-7t?m8**)>t zqwdZ-?~rHj!1;;Cf8*L)n+4l)4fq$vj!AnT@uP>`kMFxr{u}*C#LHp%?Q9!zVcmJh9qxAI>$(HjAO7b%QV(En zhyj}P7@=D5`@x4Ekg^t_&cqbGg8B`io-CU@zB)P>*}u_|bFS~4Vs0$n&BXy9_X7Gh zUHOyuO0<9Z^e>b@K2whT-zxMQ5fe@AD|9$z{8QV_ewzOH^G)IZVZ_DL@jiF_qn)H5 z+3Z6&{>`WSA4VKI`^Jy^q}h?^)$^MAjc#52CRgS0t{hKm+WF0~&Jid((VQX0 z{`0xBy~wF3IR{nWZ%X@t<=Moqx`!{>?=G zN}YdE|KxiB%-3dOf0*k^be{TdYXh81(SO>%cpSkv8_fUn@jr(i?Mm={!*uAEy8eo6 znYEGa&FJUl|E@E2k}Ko0tt%q=(Dik^{?l~=$3(wQD6;;huO{-Fa6Jg0DHC(-|m6BA(&5@TdIUUD22{Hnx<@%R;gP45xQ zfY>n}hrrksjDNuPGN(gQ{?;CAmiKiA$CZ$D$}F#ii>i8*UdcAa+ZJzdDLJAxd$Lz-_F=M(3fWG^Xg z{YhI;Z2VnP)sL7rh<5{=;#}CD9mvbOxp`;N@yB?~oMW`_k3IdL?!R7rR^D5Rcqh_t z90#P&($`;hkM>u_i8AGnv3Pdk8%6oH!srC!Pci)q>CeXa_f4bE{9e=5|9tvK9TU0F znO~JQ{ua`IE4P^bMRS&E&=2?jr>p<5eWqY@B2#>Va$ zj*Dm2KYJ$PHOkNEb9^$sc|MU}8UHi+yFvAjbE}W#`vSiRxw!CMtCY7-*5-=2(f-ptg5?pPcAdfZ_EFr-{*nr$0 z9_n}BV@@YvM((}$9{21sPq`od=tn4n_?rc8`LfS7t_#XxdB+i>hFBD0bMC?OKmPHL z+&%Z)Bk^gz4GhdN#Ht}a`i@0~yye4m&Z#)e@XC$9o8gL|Z*c%E-b z+#5cxd8LRC>XSO&hI$d-a^HPFa`*n=9(Nn+e&@IE5X_90p|N;a_uD{+wAi*EioD|Kt09=$?7zPx9V^+rA}rQtS5n|iMuP6qIII@ABGd|W0u{SunTO_ZV>3=L6bFY6Qhv+k&qx?7gU84M#V}F%K zy8O>4{Xym~@%A?!*VKmE*hL?2Tz}86GRL3z{i*stpY5-t{5AA6V62)t{?IN)xZD)` zHy`cq9c+_*-{?E#X21X2Oka!o3%Sp_rhbFqZY0JW@vazutKnE8fwxWbDP?a#&GUf0@d^BC2uaQxA6P-Doj+)J2q z9Xxm39Rfyt(9^1<{F6o@`qH)=ME>Wy|4DxcbCJQpL3aT;Vn;`4SIe7!G4>7nGN1n0 z{9AMtHi#I@wE36xO9}Ho#=R+b{$I-cFG)Yb+{m~Ttdls$Oj&=G+J1XZ&L}(jUu67? zp3CT`^8c5QJ>lM6wj_1_Z*vG;8`v5F=K}n%YOC>n?&Xg8S#|*P61^Yv|4zZ*tQB7i zeNtR6CfEP;bD8|-^kV_~5ynI0B9@bCmrGm^ z{l>ZbUxLrUHQEc+&s_a0h5y9#vD~o#t=v-S$Ine||I$;dV5>E@7ikr;e^qC69dY8^ zX?L_M-v7(D{-k^pQ^R~xYmYZi*?%oZ{v$gO*uPTx-`?8<`)_!fQu<$IW4U{C6LQx* z_^^BZtA*MRke9DJjue!Cv#&Bv0K-&>|H<+1b3D&{hoNkQHr&cCq<{8ID0AWO=>9C} ze^h=j=G^S`sVAa`=>JOTALmGv&rhWPhW2q|m3` zNy@+KsJGePp7Psl`ia%IoB4k;|99s9*El92AMiWFKYXL`AKKrrhs1UWCdSJEavqtz zG|Y`W6U43Ib+e}y_r}WLb^bOxqh+bA5&I|ak)D*1(a-pw$)D+t=)_H=e~WiD$o`wG zYh^90>sZEoJ}7ynbbiWtoE)pNQ;$~8RCTpYSzuHVl} zE)Mt~cpk%<-!VsXMxz;?6Z8j>rz*w`_(l9*Uxj#{sLciF zOI^!ozwGUUcb2!@co?=>e2!s#&G+K3>0aFdH`BQzs6%M<4qSxAe15;47Pc`UUj$zR`kOX<{@j|K7kAWA`cP5ahtXHr*oV!#Y}?DQPp>K>G5$ zr!QC>l)n*iek6yMuj{L?z9i3*zF>enUj-k8=ZPcIIszMnI5+nKb3^{W_ufLO=LB<2 zK_>fqS`}*}cpHzq@z@*6@_g%GMqlkr1N^at#=pis#%h___>;6hw_^X-_claxh;aO~ z-(tUMuM^|nOzf|g$-XH({wMj*{8F~(N?(b7pPcZo;G5+&r#83^ja#EQb2k3k{3qY| zfAaik%`3(BN}K)p25J9|B7ejs*!(AoiDYACp7H-8a2mwh9PA{Hd>`@-9dpDgB*!1l zKW+Tuy*|X&p)A_L*ows8Oh^8hPc@R~Y0N)v6#law(`kQ>K9$*i;uskli?}rAraOQ$ z^`#!Ty)!*+lB-sDo2UP!PfbQp|3Q?OZ~kR{ZN4e?x#1|MGya|JZx;C}rvIGxCFL)Y zmjd=ra$3opl5$#n{gu!Dn9WVL-~LDE#QIC#tMK|q$_(@_qRnf!0R8`b?pgQ3JFlr- zL3^xyCUetiKYh1rn>H(de1D{^zuEs)z~wAIwHoV1jpadqXt@5TUxxlA#?i65Mdvd4 zPmIbIlok8`h^;~VngFXxe<2UXjuYP@&hhj5n|L5%Zls<;z3BrJ?2XiQZsdRK8LW>b zKFQSaUwpMKzW(0-X&4Lj<8E=)%sZL*Rw>!%p)5qauaNxz>4pE}e*N3uy6sIh1?OKm zbWI<9|L^HgU6gv?!urqrKDw`>STD+7xc^Pxr0u_aWinBu|EDAW5gvegk~05f-jo~3 z{xkN2_;QbV+v30J(|9+!$C$J~%X0kTv0c=%V*ZEkQU8tqw*SSmVp&u_lloVT|2u(m zF?^q4M$FfqW`EM?t38DuJJEjHu~iKl%C>*j|J8_{Y4cy(JGA}Qu>U^*=0^ND@X>4s z2B+Bkqtf<=V+ZYWvi-s<_8EQqfgM+V5m%-6e)qROxksP;y?+ii9%E7|>o3L%V*gt? zrO=mLWJSgw<3G=7`X}SnJnH|gNS}RPas5NQJnG3z#@}W2t3|#d92spJWG>V{)2F2W zW4`C#an7#7`lq&Zg)XKF61nb05!}ZsB>u;pqCq)5++^y2toM zo`2Ri8UHCK9_tnGCzC(bxB1k+_xED&!1mq*yP<0z?$6n`4Ygf9&#&Jn)O{i1Z(R;<+lcqVWBdkv&u0hdR|)oXgdS+*q0ch;p85k~UzPe#;<9yL zUhnf>KKkY#XzZbH)o?@k>6g=fn~O(0@#V9nEzQ{X%}0#@ zlfd4bLar&qdhv00j89QLQD6CX8)v=7^Yr;2l^e8Q;@uE;1H8@9fSyNDr`hQLH2R(G z4Q_OpaYoR#z>iZ7efmj=tIEfJ_1PN_!M~vWLKplep5{BqF{N0WF?ZSHZAQloe}ikI zqj>Iad6w@LWnj=bZH@(+^ zy}2$}6Jk>Yg93aDaVw1J!fUlP)lvDR)6(21F<*$gVcebT$it+xVi~!5saMKiIqxl6 zD7l{=e~cI!;Ac>GUVq{-U~5qR;`cnR2iHiSIjk7FhFBM3TmFIiSo?Su%nYzJ%eUU<{^a~)uK6F*Kis9c$tW|N|FABF>`!}NtB$qCZ_j_`5@PJC zP)C#eC)Oi5|Bc>D_7m!nod0kxD>!n{7L1U8=T@+P(RfsZ|3?nixvq{zonuU+{r$j4 z9X@wB@BE)K&;X0Z zMf6{IlQRBj43gaSS0Vbz^+#l{L~rJP{c|hRUtPD}eRXh)%oR$NzkKW8nXEs>Hws_3 z`dG|A&b7a;|LMD=?~8c}W=ek>VsWT%P-AvP-{x~XntwK~ zbG-iD2z-ytzh*=JC4LXSbtyFd+r15FkKiz*ZET-!7ye5fZ9FQ`{>+sBrcYbzceyA2 z_+M^S?N=3*znU||1H|*++2FsFZ+!FP|4igx>|qi9GvAM41O$5loe1~8-`UpXef%pl zzKZYXLj6xUFGv0rqo%Q-M2;d^+Tu31Zg(|)Kj%i`Kk+5h(MVrC&O-JX1#h9gYQ@c{ zoss_V`(Gxnw2y`nH2&K=x@Q^dzwLhsMx%iK732TW&iZ&i)Z4;R?2pmcJvnV(*nVQT zi0LUtU+rOR|E&LYUr%*R`NJf^Nc*Bw1Aa=LV{<~NV{X*z0pR7C!h^WWTZ(&@9F zf=MW&|HJ*~#kHRxxBJ8Hr4?_=ShTVMxS%zV z(_-U~@jueNJoLH#GdsT-gN4bn_ zzH&4K>u{KDG>sSE3~U*>W7>~E-lVqd*qVbQL7#aU$j zU-j>1{_mXmkHzfB@COsLwOj+F;P5^T_=u2%E{0wfQc;dE;ENPUddh z!}Zu3KbMnvCUS$v-&=%hLcgC4ybR}o66Z$tkm=ixeeJRz&b|Ak`wxy93`f0%KFvO8+0vKHg1hE$-oayCU>A0COX_8^pZnWXzkk zdSC-AM}w~u`A$FZEbu?A{lwi6bHg|{!+pTs;Cx{KSfDwgZ!$&xTi;B#{lwo;ev|#q z|JL6|!~PrnyMep8>pOQz&V|8&A^4C6^*3@bFb~6kKPx`xJ0kxQ?`G2HnTle$D0YP9 zhWbZ(6UYNaj0mwVf~&bcA$XQu)zye~v)irSuv>5|3vNTcDqvC!Z^BqH#J@0a6Jym7 z$1-|p#2q_v0)8=;37Uu>Gk#?x*3p2z;DbPOXs}=KLB!D*ebV56;)aN`k+LRP9&j|w z>4fW~Z+V`i{!+IIcOUXR5gWriTcmGseBN8UQ0h(^%zY(gf(|h=q!YGZ+sGVM<3gVp zrad(^61Rr5i8Zv!v5;?Mo9RnS?wjJi_HJ#QvR(z)?fTzD*Z=(^SIlL_;AukWwxLCpO63CN7g>o z^+#B@a_0Z+L$fz&=a4>Q6^g8u(SBQh976wxJ}Z_h^~X7+8|RrSJpU*EiPfnsas8#d zDt-N7bqd=*ll5OlAG|kTkMH}m{x`ncc`o?Rb-w0PQ9rq@|0S1`_nmT`NxxMT11F(> zR$rd2T|Arp<8R5&6!|PMW^&y02Yrz?jv6L`*SMBteWXtQyYkSl`pGe1gm|5Ped2`R zOWon)^d#xeg#XOZrMX}VkN>Q5YTyaMt`i-E8tVeyX0>^n>PL=?O*sF-?4rO z`ETtfPQ&UDzL)m96#9(8@%v|=c3)JjjOZ4kZ?vtRX>{#cDfCO(e-c{L&_CiNlJaMM z1>66A8`zsq4l#z4%0{97H^02ey`A&PKksV{D9$sd&ObN92RxhYpDzC`9}9Ie(p~B* zaV)SYqObnUcs3fZCwD9~8Di}1s0^`3EYst568g`)G}Gb#e&jGZiI~p)1H*1z1F=@H zIg!07-Ts&zHG9PNuS5NrABs6=XVU-G9Raqj1pCWeQ)&9oKDER2EZ@1D{wF?DV%)Hg zy*)0a|83t=&g46e#kC(x%puzULh{db8J}4i<(2X>Rswy#H&gx7b>UWEY<9VAt@z#o zV-I;|vb*Wb_K1e95shYep055IeJi`z_%jpvOS3<-L0@Crt*V&*(Z0x>U>f#6pZrTK z9@;N&e*_a3^t<){TPp>A*k9AX#ntuhql4boQV(If7U7!sg#~Y7 z{$TjDGXHPp|AxO)Fa??a_ony%hS(4FSBH2H{Lb_rcF^pfVXXK+_U}i2e!&6IMk=O8 zF*AI}KcB-(>X4PI_jO%iYCSO17@*0oQ(kHy@| zHiwMnbx~a5c#n|=y z0k3`m?+ZYA_TT7SvHgDAFDE@7dFWf6gqDv7ZFAWq{qTCR_8X6)_F>PwF2FLett{_| z-`}T?Mq|(G+1f*1aetoWtwwBd*&o0w08`;A%ntAB6ev)en z*qgoedw{#CcOAgq^qp^w`)Z0`sPg3!Lj%O#Fwazn;1R69^<26BPtp(h&wHc8 zU5MjyERwhB(C0VzU47@=$?hh10C_Oj|IxSAdHSDuriiK8vSo|wI(N>U^T&BPcgcU= z<1-K3k33V5f5o#*IL$NVb0`6`LJWzti`XTvCzStdh)1Is66AK;_?7#o@BWkGY=AGh z&Es~6H6g}EF(iu585-=3V&3pRkAM4r|3CNETW|STGm7<@ymmQN|E`V=NS%mxAzp>$ zlRmL5#PP7a2Y;ryszQtlW5-Awp9SCYXQj>OZwKDSV$ZPstgpo70cNOn_b$c40RO`F zlMZ=eb!R)|2ul@)qF|W?%m@`hMJ?u0S{6`goCh{K-Fx9X8t@ zj(@b#NhIRm6#hGHEng?->R`E!ts~!Eo`n4&VQn7 zdF;PDJ4fxGZ~hy7+P__=5O)FNW9Vn%c&X#A+P{8`r-n(6=4O8WX*!yme?_rqg7J^# z2(2RXKjO2A4`F=7V)H+-1vd9AVg7k5=>M-C1?~ppHrrB8`=flbMfh)htZ^@Cm&>33 zg|xK1`1^w7`a|+gNzSnH><@K4pZr-HZ2sSbJcc^f=AZvFcbdp28I#uZ>JT(&2Y zG5juO|M>jwjyf6h#pej0>4s(>$3w)15<7Dq#U@#-IV=E{hh7; zXU==GzhV2?{~sOx!Y!)#Ncf?+B<-)~KYGReZRu<7mDO*%H#aYK@9q6mpTRrC@023{ zg1JHdLF@nMEHXhE@p9(nC#27Mu7kYD+AU@LDMX)R0x>ob4mFSdaeW)(h7^~l@pCGp z|FKLdK2PYeEz+K;<4>jSPm(^dIpyeI+W5Z~eL}1q^(SroUvqks>=)3+r0su)@<$BM zOvit*P2R@JZ|I+3l_^u+{%{OozB0-q?@=xy*(kF9G#ySIe=0QpmhW>>-=zGj?Ofsb z-L?6DiM>%9y}~Wpb;^G?p80h@M|>C> zJ5^)lXnFYU%SzIh`0OZiEQq5+UySA-(0D9i4Ekd9)j!aq@$E6+E=FJX42rj(&#?{0 zALX6K5t4g;ZqM&(Eq8+Q32hNyulkmFtsndNXece!tSU0C!C-O{n<9i_Uaj72#m?`+Gu6Vvzn*Y{z=?}DD z@=P(ulpH?a6#SxdMPKR>$nKY4e&HT^_z`z-{~nR&nYMp)q(|b_To~ys*#B?7{-R)N z?!W&huD!j(o$csw9XQ(0o|Q9y|MdR*-QCDD^~UQj38rmgd_?dgdw@G3R)n|`iOYi6 zFUOC5?bfYb)&#>0n=jfXs)9yiRXg%P5^WA+AA-+fBoSP-2&irNRt>8Vo^wUl6j`+i;HwN*8l61 zSENjfVe>e!DvW7kF=}{SurPRT@|r$N+|6ybFAy5c_e2cL|3nTc=8^g_V%_i>u{K7Z zzi&fK8|H`-+z@d$=v&3ui~~!vK-z7XBGM-gh`ivt%a<*6DgJCgQ)KJ0I$`@aRa8_mTK z_}*l{kb8IA++oB|pU?J>0+-A0opolp1@iZ3m^w$-h}we|Izbj-#0$++^-{K${( zHvTi$U_Se&d^UTiGH@&Qe>v^nx^=z#_h0;4=P({OZ1YdXm?6&^kZ(xlViB(q3niF; z7MlOm_xM~$9v{+#I64|D+~#Zf=bu88^SUDQ-@y^&5kft`N&5fDqffZao7d&!fGXDh z?txD9Bj&|9d(Qd!-_%#He2wN3YNtz`|65L3kq^j@VoeIuS4?Gj^IwUfS;G9E^f`7g z7gn16V~n1IUHF#0%=K3x`M0*KEOXsexcywiWc15h|K8~Qr_YFM$H;dHpC#A-^51;h z{y(2%{+Aty1EVri-2PennXf7G3u2s?@8~(6a_slx|Ek6fLbnio^$o$VnzH`oI#^4 z96Ec_wRCql;%@o}hP=ODu^J*5o?a>REzcC|!nuD7Fgz!)XBO&zsr|nNzWcEMYhW|; z?SB^2f4M(P`o9CQKvy812-_UCpMB3`aowlx(WidrevKpSf8r?~M$YgDfBuMI_U?c1 z=kD1>FGxAuZ!SgtnSUzm|1|onS0VXhKW#^x8r4O$-Q;^npYpe=alPA#wn{%F)*prV zZ{>zMAO5!WFV~s-fdOOOrG5Ua{}1c`vxgB+XP4V9c%R)K*MaX-Fh=cW9HhYh5ffBQ z{&k#XduL{UVw*&}#Hw4Cn{-6VE~SRBLWh5P@s)w4DJ7aM<>qpTG9BZh1> zWJs_$sPA0aU-Q3Eehb;(50UdU^#AhvYwGStxGs1c`p(6FuD<59@lWHPFf#@`eBD!FfnLsEMxHdAmn z9-qYbi0PAe?98%wUu}tCaWeWD|16c=NDO!G16H>AwHAm21gd3+yxASfrCugY&v z-{QaP9(52uhdHLAco3w)Z(%{hU$Z)>50n0__#0NfXWzjVqaW=*7imA&3&IckUd6Xh z)=aW4W;?m(4xb$8vpwo>GyafY`dhxo_U)Jb0j@9Q&~Hh&9%GIv=9j8D!!`Q>iSu23 zrWR|ouj76pUr`U`t2#AJ3L=zul*tYpCXRU z-FM&R{@1_#o7=GAE7#iE>RMY`<@dkg+FiKExHu;NmcNNOliQ;_Q;g*TY|VS`x!*kT zJNMjQo|pElTDeSeG4bA=65C~gYd_O07?Sbv3D@3x-L>^jq8!b|6k$^)HO`CtXMQIf zon2?$;X_B<6WC)RPUi>6KlKmZL)rQCZ~V$o4*fgtyi=aP1My2Ef0IA84_@X(2j@oqGWy-_i!VNNe|YLC*iP?%OR@hP%cM`mZj?9vD35hq;&1t% zus=6*|DS^$S3ef^>gY$nzMc3N{N5d}9XWT<9qBsc4tE`t;|R~4`n##O-tnN{oMSZ) z<`)uPRlxqA?{D+v$x{0KGi<-ew8%^_7X;4aM%RDIGqrIYbh7yTd-Osdu&4vFPAGN$ub7*e zjeoQo$@y<7^hvv1{x>lPSswWltczbGkUnGUFdky8AKl1p2E4t^*DEalN&1zR|6=<0 zjiHbA)#|+)+}2aOa_t$hPC@_A75@)*9+#L8TtA9`Ir5S7f4u&e`@uR>?&1FO`qk?H zPnrLO_RreJoE#iC#W%;X-o{iv{;z~j-2C#T&`(?c($~s^J}=>;*znTU->kFgKmDAN zOQVGGU)!N`0rfv_k=Q=l;V;!3BpR=+RQ<0+|1+o5Z=ZV7z47tFNVY0T|E_rY_ z4vXJj&Q*rs&xag|>=%%K^IfwXoge3)e=>ejsq>F~?T^Nj3fmvkL5n#eK5B1c^cwLk z%fV;tNkQlG*?;=mO~~{}7Gp%Qp0i

    $HHfiWy<)k;EQ+0Azgt;N^W}x?s_an1T+J|7T#KwBghk6>u<8}u2khUGFI&OcJxzd&+R z`ItbU6=7?B{KJU8(IA#da5soyqitsSpG%CL#fulZB>g=#e13t%ydnRuPa@|Q9izVG_P^FT9>bHpYVR^lo-y&`mf0m7ZG4FNnKF&RvL)|K@$ok_EQaSSl_`K{akl>uktp(}Ir($*iLjV_gb17azuZAhR0vo2x#IoBs0V(kx|KOEPUbN4C7 z%;dk^_Gk2yeNY8VkMH91(Vy@3mqK5#Hjw2= z-iye;>}_+e68n@N)wV|SRrbHe$xuw0_@Q}?es7Bf!QTbs-`%Z_Pv?+n^&Q$)Q+$P*dBu{ZfJf`h{4u6buzWpboZ#kFP}mBh)EelM;64VP!Oli$r*yc^~YVn4|d_En_wru%c# z|HK6mmuBs@v$dc9KiKz~``NF4?SAv8KgjPw{ZIaHXxyH|vwZT;JYwwcwDBjTAKHJB zxdQTM{l8T5RjHg()sF4$MW3tHXCBrv@5a^UxXBG}!D~ zu)o=Y?+Fhe-l55VKKr{Ldkg!{9d<{0PP#+g$MMclxBuLcX#6E!&FF7$t8qN`pF8CC zbscfXFy}qids5!tfBq2S=+q$2R}l9{>{Rahdn>R!)fh()gI2@9Y1FsXo$5dB_Tw9c zUBHj5JH1(AAF=PG%{XsIncG@-y6Urg1!F=S>((f~(A4ptd|^GSa4_!L;hq!HF1C~M zzYld~I}f4`Y&Wm-{~CPr!v0@TzYhD{`*NPykMDN&cOOd~|Mr3(2k;%tLEJw|T3G+F zygDE6QS77XUP}LmIq+s8f5hQ1E)B7s%;70^pbY;9WrTKe4RT$7cyMbFA0hMqX8!NY z|Iaugng2b&cx3nkjhBHr{99$?FU&XZ@f%nRunhItvpmWguCZ)6>u@1B^Z6~ zx3m6{?-02!_?vMQgdXa}7?!g3gAVX9~yJ_IlUdY4IDBm&)5P#s;rfj{jl%FAR4|tefF}pJNJs zTgJN?LR-2Wkc@f~^o3q9)>w0Ga$8l^qQ^xu5#Mc{A#SA@NJ05NXfz%`K> z`nr4_uL(Y7+zIXmac3CwMsXu?ESM-(%XQ*n^!lBMFGD=biZ77cN$@xmuBm;{J^YB` zVTd;w8tiqweLe2ji4*RQJO3}Y;I?nM70d;N=db&6NSDtt*A%ZY=8a+G()6Ess8~O~ zNBXxD2ZQ)J#H{=idJz<*m#a3jaw*uH*Sgetk@?V)~zyzv%rrmcO~w|3dmVpY3lzyp_n# zri_1<2gmxXobiY6h%V!NqqaYi)iUkxIoR??qd{~?;Pv@=zipz#IxRy&N7($I63|?x0GORFvhRPc&Qi#9nWQ)$G9$WZlp}& zc&1NZeWs`+)*E{NbL19NxxZZ-)9B z+mpGIzjFCs$o@`e|0$$j1#Goo0z}>@$13lI2ia5;A|}yq3@4 zI{)XBf7JuNTX_B(&Oc|`{@LpPol*Xmn4h+X$Q(n&I?#>~nnmKS{Aa z%aHF*co*=Q`pR5&60?N1N%~c7N=QHI=Q8@gko_ZeV<+NFlfL$oozwfDxr3~oJd12% z|BX3~tWEr0?nW7Z7k%}K`^6KFyVusg8}pRB3+%t?(CZr(x{r@8i^dDJUY zG5IGhA+7(V4^!wT?SDS{#q@tCFeTIBKQVD^Q>3q6|A|{7=H>iokLw-lcYT)!Tp#wa z`Y!j&|AEUxt`qw}#I+DtBJz=#e;xu(q-Cg0o*%qA?1rvha4o}au4#zh4Cwwl<;Lif z9uLy$1s$Qu-wFCB`y1U}V1YIoP7w9q1gz`<;CW6CG~s#HQ|qer?sw;rb3_k=Id6YY0B6PLqh8nM6KGu8(l>3a=* zr-6Ce@9O)2O&Y?U@6{2VMjwH2I&2{4s|ov2C2A6_P*3%t`M5zrD39^S@>O$ISnl`JZoU z|8qRg2A1GP!kc)i=t@jjVs~*L^MPtDLosU&mS;URxJ% zUK_3BiMgTg0_z1?Pcp^}*VeL6yx$Fu@SAUsC*fKA#rjP!_p+Hkg3s^a_j|G?_xsH9 zo7c6hXl^WY_PLJ!7L=>;_s1?M{zI`CaoIvQz$EB@;ziL)<_a*#ZrSuJQT{mt_<^N8^gRTPhW+(DsFg7%Ogv94q zA6k5E)=zUyZF3#O+{mH%rY;4!rnC=<@8F@|uk$zSUkUz)?Z1E=WpSJvti3GX6#TcA z|BBzw&lY`aV|>8|LILwtr`e7U%=7?flST5Vg{8z;7d>`-Kc?YmY zmS+m>QtXi7amb4W63gb^do*9v4?Inl#rQSk1@Sk;{|H}E7USwX1YVF1pZoT=?{saz z?65r(*fUAmzhe4teJ?yHq5nm8pp!AbRfgjK>GqHBrP-g1zS(5#?I3=Mj&u3Pzl{Ho zw}kw4G0&9WcMJF6!aZw#8_aLwL*GWV;Yt1YXJZ%VAB=lPUe9#=>BByq?gvh#FV~w< zC#yTpIMy|6!nj(iV`-lGkK~ZVIGMx*XZl~*{+w()=swxJEZPgrH~-5w|2l;480{T7 zOaGX!QO`F25?$tf%*)E1e==SR{n#VJ{S}}8hz-e^2i`pMk5cSk-vDwbf$zomAIG_= zO#2%QcLRG;3Vm76`1J?ZF{RAElI`bvjI9)v<;yFVzSuthZaM3(LhFxW{EzCKVt@1L zpTrokHu5}6`ggO?fBx^UxF?_g^PKcQ{Wko@ocS1%<1PPJo!R5)`&8eN;%dxiB-g~R z8u(WI`akFS@EU&8XS4&pW6BaSHxlCmV`dtC^9^zgrEit-3}#ASV;Fd!zu<4MK8CM< zZQ~{#2g;N``bwj5pJRW@_`kVzd&&DBb0PnKdGlrW{_0Ou#uEE4b3wn*{?Cmqh+ECm5W5;7QH`dvhA=(614bB}t$7nDf~CBHrd$ z(@EFZ-Yi&@POJ|YuZ8w?D==L~zip%wn4DI3xc;a+)Ns@tZp69%h&$YHME)y=hM1fI zcMRVV9qKtMa=ek48+^-h3iJ$bbF!`8ZK>Jr)@|9~s=lsv4V_Ky9O!nTzKj!dvaeC- zSEK!BFLWZFPZMYzb;r(}bnTe;p6YLkFgI2|TmMrp_)I(20*6pH(&|FlZMa5RKZ7%| zI1L@A-Lb}#(*9v$j)0Zf2R?EBXV28PHM-+?=FEk&;CHX;5p9g0f9~r#>^d%VNg3_< zPJ-oikMs&(PlH$Gtp6BqC$dq~kpDFKi_2RscJkBxhurc*C*0a&%{ZS_`-yL(m%vBE zgZ7kp3Nrs==6}rmubKZjiocTi-z)5YXRH~;xx{g8;{S@7;eTRg6gOjQ2EoTztQsGm zg#8r0BmL%M*(e<^%l?|=rON2bIG6E1maj<0B1}mpe>b!KG1sTANBmmGuYLIa0M|*n zb~IcJbJTNg3m>GM<28%KZuIvWd+Nn+u9z6Z4lr(t`h$rpiS|(C9bazZJ7k$d`!aP6 zdI0&Mh`sS;VSQshV(yQdpIP#`(1+pg>)v@x->zE>dir0aT_w;jrTx;jXiZFC1LH$0 z52gNAFP`NH>W=@+g`jlE-~BS@=N^OYYcL*b8viZc4KX){!QtKfr zRJ+Eyk(f8Y-wY!TD*H)zDft6pAHMRDJg*G@#UJV0e{tw6ur`QsGr$-(9UAKfbs55O zVUYe0lcU+8AIT2uQ>6Xp&Nj+3CP#*kh|0LYGH^&)R`03u7q&low*>l0{*PlF|Bvev z5_^UCk{|yF2hRWcum6wxmw)*e{J#&_kRRe2&p*-_Et49TX49tig1I4vMDLk~UZjxkmZ+DiNpmvVqMJ>i_wczgwMt zBlfCjJLOw-KOTklm*d%V#-Cfc|IZ^%nffH?j|;x>r4OT---r5d;+pw?o9rR-+dJj6 zj(f@R-|)Oi`&X{~^&;+f8h!g_+4k0@{!%~e`PXkoOgSCH^UZ&H2D;Sl&9VJ2xBbz$ zBx5hfsoeQTvGH%F{7<7l$UHmv?y^w-C-v{(x#N;Al{U z@ci#!*D==#%uWBmh`WdwH?z_HnT-E8OaE*CP`A_hFL7?BG5;yley&Br`FA<}&w04S zA(OeM&Eq(?D?a}n80rw5psoet`F}a|llCtu|5g_H8m_+ztv~FY>8`&b9TUCLzRc+7 z^8fFjEOw9n_IGNJ#1>Vq|A`S{P6&Q0t>df4*z};ZIK-;EvMENiAvuHc)y=Z?7b_{WI-)XA>XQXiFzxc`Zzp>3A6L6P|<`Ej<6!I5~0uZv&QzKAR;~ z{i4hHc`!1%))SInjJ*t7rT9{JsWxL4P`<1sDVYt*q}$^OrUm+$WUAliS7bZHv= z=Qy+$`?$0kg@1B0{Irq$Se|CR*?pgQrpPzGod+il>3j3^mV}q^>b6v)n z3HP6g!|A^=Tx*m)@dI){e8%2M&VNt#HR!V_^QBi`75 z%;ex;@E@^81oJ4dXYf0SMe}#YAxYpNtPka#s4O3cLohjf$Cv5*nQ?!FuASw&e=eh+ z@t^XL$)D)Rt)PFzQWKM%Gq1#&lrcm3or2C!iM7H03%}VQPDS>$@E>Q+!MTpH{J8wz z311}l!^MYl$#N6%zwTd0WhAgJdY$_`+?%)k9@32I47O*4^g#+{;%#yy97uN8kzCqP`czyFu*Cu>G8?>pGZg z;pJGXu1n>A6=L8r-i^e(VZN#0H)G#07ZvMKC+m#^uBL6TJKb_b;@xxte?#m|@A+2k zH`FJJX#-w~uYvsbJg)@*t?fKtM4xJ2DW7Kw_?toEaFA>20@jPOO+Vzn)GJT>2m0FF zV^93veenMK5ih1Ie_{JerJu(CD`R~US7q{==5M-=crV0}^!N9=lc(zCx5Sbm&IH$q zQIWVU#HVI-aqdO2pB~F@6d0UVv+nGKg`}XZSp0#_*V&ysYtEP@iJ@H;(o2 zHLTl({^V7`zwrMA_7`&bPwWk!1@=a8GHe6tKdEtNLi!WqBXZr^FKx!Nya%3X+j)-LukY$Lmd{u|QkN9^5pPh|B>2VlT*0?ES5oXB?N6opf4=4KR-}LG z#C}(^Yg=TK!|^B0{+rB7zruDDlmA=2|GSaP-u4DJG-KbqImX$je~?%lzi*8*_keYb zW!>Kfa%C|B~`A?@nX=K{{#t&*)S4r|N&q zmw5e|HvWg}-_0kh+}eE`r9AU9$K{mAf5q8oJexQ!oX6N;T$M2tW2>GO1E4s7+~3U8 z5c@Q}|5^N%SW}9>GkyK9{?Od@r>sZm+vZx7@hD25UugX29s^?{r0qWxqaXXR%%8r( zEvsK6K5+899R6>HZ!O>W&$vFt#{W{spGxW9qAx#ikNoBd_sho~cfa)Kns&=St@{s) zSAFar!Tm=bdqNK8bWGC!rN75#9{$yD+`s?w*O1-(`!B`hKjeA%+jJmF->&Pqa`sO# zB9L9ksqAmzta~Z><^P>+=drh```=$8&y>zpIWMF>nNF3je}&|qx|^JT(zl*(|En1P zcQAKOp8Y5CcqaVUSU2FQ*Z-vc-HX)g3f#KQ#s zW#_)#z`#7~UVrB;iFZR>Oy^LS+qF-zIDY{ihp}GzfxYQOOqRHhkxLoa9mA4*@Y%;6 zOYOeH=xh|i~KXB&oYzx*LmrjTyN}XmcAf1Xwe6(;|MTK7u@mQ z2Hit1L;sk|(risW`&Uf^V8}9@Z3kpSrE(8n#E~%(CXtG7VcHIjZ<9 zu@-{2h|5(xkN(f-gQpq)Gx@s-^^bEvnKNP?X7fUsBmV#Fy=iw9SC+2(XU_R}@BJJ1 z58Qh{o*Y%DPUgwJvZ_YaIhjt|I6L>wv<*11aR)Yy0b}~U6G%t`p&kh&)T0KF4L0DW zM%?$AbIsVH&6c#)((Mm1V()0yjJ0B|xtjNlcWRyk*V{PxHcyQ8$yn3UI!SST3vHLg z%>iE^j)}zw3XCN2WhV7~b8)`G{M5F59L)L)wpjn+T>5Xv8Zz$p_5ISf+W8uJvNe}| zU)y)=o3w~wu@L(_dlQL0Tys1%r z&ocuT5@&#CvUh0T@fY|4Drc^ZZ?zX&{-i&R-iVtHms+!LzZI|LdvQs= z6MsZJoBQ{_H0}u3=Nd8Mrv!f{_$S}r7suq@w9>wr-PIbwy*oF=Cvk2M>3uIAjB|Lz zxe-6-zP??#dpqHiRxf66|93U_N6Y5hd$;Xg_HJjQLj4;v`*3nB4|>)a_Ql&Ft$Vk{ zKa$oC{GctLZqBx9^E@Rkjq?BZ_3N_#BApyGY=Ud!&%%AqABy}Jxjo9j17A`TI;hV7~g7U%!m)FHcj?P_sXlZQlHG z_S@e*t3Jm4AF*s4C#~H7q1CVy|M#So|A=^#d;`2&m>ip9bBSxyqxJK&UK!jRz8{>c z|GkFx#4`0i$F)vgZaZ ze~RP33u=d^LxQg?^MA%~m}mSI>$6to^1tvR^06Od(8Bn$aqyBfZf<1L(zsda@lUZ1 zJTCA5XTSVSc0ihM)sFwV#yV%LkH;8vuGmuHe-~T+ovKUt6>G254dxPs@ozjsjMIzn z-=1rk#=p&cBfLQSbIpIs{g3BSrs-_ZU+MTB_@eMh?Z3DIh5mOl+A_=`TO3ohZ?=VxmNWxOm}~j`pZkjQ zPd`sOjv)~zWIp@xO#b{2_WztmUzZrl#G>-G2*=OovmehB9G$?%h*1Lvq1yKEF|!`* z|9R%)e6zyZLt1}WsrO&>KM$k*?YneXbK9R}?|h~hR+iVw>o1Q({)xd>s^_Y&Rn-5D zjR&%KPIP7)8>Pho=Oc|(m)icSssDbB*S}+mqNdH%EAKye7 zMtg(z^10TgdPlBhJ=%!H`o7BTEonFuaRG1zG+Jis|Lh&{Zfu*m{xZz&M0F-_ymWDfQplL-PL-n=ty{M#XD_!$NE+bZ*xC z`A_;iY_Xk)?*#Yey4KLp!FfjfnD;(<-#9SvXwW^1@fR_d;Dz)lHWHdJ?{E6R_M5hE zm8Q)N)082`mH7(wnb?O*gU$?GpS2tQE}Ii}9r3KN&9+wBGQXGZ4)!^Jt4-V{`E`yc=0s>g^quZ_MLH!CfZCI|5RK5 z%KM)UipS>|u4B2C@K^N1-d236x5Ni!Z=3upIyv}R_Pz~eYY%emNDY5`4DmO6_lB`M zE^qy(VeRlQ9H+10?=}8Gjek+%ySVQx{a+sb3F*Oa@^tOD@nrDPv`si3g*Iu|x&Jmk z4d;xT!*!lkJg48UW7eKY%YT#R-y)rKPtAU<{Cy7P^(3!TwfgtOwLivqK9=s%4OIb&lTJJ$QbEbbIzC4kA;=9uYh_PPI#<`q2Clz1PuHeQ8&@`WbN zpf;Pwf!E~E8EgD$&6YL)G*_dXELKL!f6>0onI zSJy@P!@F^<8)@DszSL1^-q?TQPUYG+r?caseWQD?jCD!pro*{6{cVan)sfx4HDr7N zp6Q$52Bc^9a;1D-!zlhQwfy1T7{^9&rCj&MwQg?dTZ}Jn3}&~dhtoSPz1!t{|HbmR z_mb++Z250&IF|NXaL8@K5HR(z@ds@PJ*eR@^#qliz%Z?tay&;RTHNU^r= zi<5NQ%Y^q0#+LjDd>P7Qw)a1qeJjUw@59J{&3^a?_SO6U^7_AN(?{9wo_RKZ|8wF-~Kb-k)7vulO zZxrKSmF(wuV6WqsyLo1wQR|w%Mm}@=QQrTeiBf!?r~UmeB>y+XuN@nfK4QWDqD2_v zA0JcJn?_Bk4m>#iU_9p6`nZU9Wb3ho@fYVg2B)ID{~^{@^XNqzf3}Wvo5oGe|0kYx zh4J6dfBDbZe#LU+om4aaDUY8@o9`TluNXF#zyI|(Q)x`jSUkOdt0y*g_I6##|5zPa z#_?~F<5i7)yC$Dk%bextn{5tL>Ude3s^FF^g z7NBpn=T1Bq@&?Bt<)1htJa_2e%xC|D!gB|HAJ1vAr;7ZW>m%y3qu0#zZ>doJ)vo`PkH0GUKez_e0mDTX zS^q!l+GFFu;NL{sGk$ieBeb=-+TUX8|M7k}9Sie6#s$!`9Fzu&uOH1m{#i`<(~hD| zQMT58>>V~_=N0o4ZNR!~=j}Va_fPfCz#oi1lG>e($x@r6{W)%(d`zJo<6kV!6y==w zPvzzBZ5=-bAEe}u;yIW4{zC`6X`nTOTOaF>)zrUA^&gIfm0cnK@hR`}pcj zrdPId(rM{#6Zb}(5pinZ^uVvVc)iue z0AU}k8`4Iv27ZmDtLys3;R%~{7wav(-G}ztu>q~8hW(cm`)bXf{+M0Ww=%@O8rHhW zkjC`zZ-zDgZD?;a`f9JTANA3BHn%L@wHr6sbBA_KCI18O1}@A+)4P%Wj5KSe zlorQ$7sk8McYf&7JY$?A<@<#-*Raa`7F)z$*B|e+^uzxw zr2fOrF@1#!`0rZrbT&2}5I^!j4gam--?P>~lNPty=w4 z+j~OW-})0Bw)SS@L|d!ybqn-4ZGM>M&a6lJ{6*_gnk&Y+{8+kfO5YP3R#I5E2k*$& z+Vz|7jeQPZ;_mqT(lHXwMf&+(_R*U$ef&b&*fRVp9n0+$t|_-~_oQ#tOWHTSW?}h} z{chnj_MLUY<-zAClsB6X&yjz7-gtiP;oZz-pJ!pczdZl>xLfNBmS%k*4}@q|H}Q$9OJJopKi+j2iOAj$IgS%bG|}?TBll4MhGqc2U=KOY{-=Op<%Zt}Z-=CpQ{bG6h<9;xui)x$1QD`0SwDRZvNU!Ms zR=bUkIzto-rZ#LHMO~i0?ZjSe{rhAk6Rp#x6K^J%j_C1ZbGLB8Veu2eJh+~>#me2o- z^H1k7xCRc#!G^$L=|_2vqWx<7f5#A$R!^b-CI7^sLQ@AD@r^lqG!Vjm;O{veOCE&7 zJEkvuR?ivyn|Oz_y?@?^;rx0I>=R2S?#cJd^#1eoR5u?+{i|euf9sL#zy0Hnv%l~7 z(A!g4yRmy7q5Rj6;9oAv54C6Q6Wv+&RBzUMv(Nm@*`dblto(Xi+MgUaYjJ`0_8iW( zb?(kSY1@%)*PiW&xNk> z=TvVB_5a}2V|MPCbYe~p)QJys-0r7M9FT@I*B|XaY3Gip&KB>$8HJ{-S`|1J7)`ajBx{%}y7fk9#I z{rcX@ef}lcZnSrAZA9;%SW25(w`HGo?^Qjm&#r16Yd}0{;<@yR6Hn|J{B_a)uRm}n z+j!*bY|E*yHHP!&!JcpZS&x2qDjq%W%8?Yz9#-o-J+t7*~mlP}L- zySUMMAIi^3J;(0L`?61kfmhT1xdwl*82{HKotwO^(0?ql{_|c#>t;6pgB`dw@r~;CnoTl2fW{ULk5X>-XhMwt+|Nx!X6n8*KH?5_&_4}A?Bobb~{ z`$gWtV#+`IA2=%5Ux@!ds&;MfuFQ|kRsQq!|A*9e(Q%Fb7Y+;BG4Cl(6C9bQ&Wrj# zVPj8x4cc41H?G<>?OJDT?zpJ>e^qVwvh|zve;1|A=-iU&?8Vn!&fvpLi63%8v7+FN z5T^IPXS!H#){xF3uV6Mm!aGH*pM34$s1U>o&Y2t_>PDBjW!a zwf^$B+FtN)xCRajS~J9hqW+^n14roD7tpTp7*0HY`S>s9&$N5)CuSBLp&9q+-9*eN zj#GxCx5i922!2ifm~?8CcGzDho)7V@u+J846Q4P$u{qbBI)BFOoNhQ{_rCP%D^{j< zkMh7cH0~>oKRGtv`zQaOcI;Zv_@mtaSez-a*E0MSZj8myvoV{GVWR$5JN}u0?^+BK z$1&eMdp7rfv)PY(!~fLqPshw__-ANPJh}L1kvmbV|E}HgbhUr4r6nDzcSsCa29PSTWoUhq8PHL31X$nzBsqEr-t^5<0 zwp2FG3G;G_I!Ils)ju?*qTOmw+k43EZ$sU=G(RoO!!##5g7&SANqy}z*F@Hsxip7K ze4KO)PEEd!9@vZaj%R?g@Qo`N%Rp(3r!YSX-IvgHDYtL>F*zmz=BYH5UJ3j1|M@d; zZ3X*=`RF(p2*2SAUC^_ewhb{Z(s6huj;;8!+qiv>{Gl|C#Nty#84%D19?Stf=p`u|IuE-~Var>+AJ+Ti@Rk z=jOJ>+A=)@E8pZNqMg_3-&5WGh%<%W4gMPZzf%9xHFhPtmGJrS>ox!9?Pyf-0v(4d zVreDp5S<%~iIKj^k3Q1Y=*s&4QXj8Ap{)NcZ~ya^f0NeBc&>8$_N+Q?_@!Ydtf?N% zPNeUSE4}~de;Ws-YkkAx>&<6B>Ph+d$MRA1^G}ig+5G9p+5h_OGd@mSqW@*wX5*t6 zla-CXIOkivGz%Hm`S|l`E`J*vtG@Z3{*|%U{Nt~m{X%*-`&{oP>h*l}Kgz#Tn4h=Z z#hm6xUc;^ z;S)UTJz*f<-uuepQNr7`*po_=*qX$h{8ry86K@l{#G|~gaY$aTXxq`gwRe7hi#Rpn z_sc%Kl^$WGe7g+R!Z*M?OSi?G1(Pq$u_(h{eLLJSe%Zbk1{(px1T!V>1n2Riq{p|v zQ+IFLcg+6(a$f)88F9~5;ih@n$Ts)~_Q5CkZWs)=<+@^ok*>C|k4^65dE+|p*Rb#V z^I6+um!1XOMAzzBC|m9&50U>!m*?iaa1Q%ZiXRF-#PyU>ejU#dF*yolQ_O$Zk9+uE z+Vs5$z9E%=TvMt4v2z6*mhL?EKX2Hd?Kr!~ZOpJ6&rol=6sF%mzZ0AK9>?yz|FQmv za~#*+cr39u-J5hS&L{4U@mO@7#cTqcFKd%$6fkT~%I`OE~zxO)*|K`Kn?Ry>ay_ovHRQuQryRnZl z&iASP!z*!LB)=)&g@0i`F8meWI3!<>jze+7|KtDAGprkiV{_imbGjaI4^K>z|rgUj2wfvLfn!jY2}@|R`2ap?Xh0m5V#`v-LX64`G4BM$$@irZdlJX zs&ioBT-z{w!P+``wtMCG`lkoY$D$X3FNUuOZ-zXND3&q)mwp4B-|_#cR1PYOR37-> zi_(^ZW7#FH3;DNm_-^%E<^CW4dkLSP-aqY+a))DM zpgV78*T1@x()V}6{pehT{b6xbJJrwe4&W#dpQcOyJ>JcTl}~7TP)-&{hrRlF%4m=7 zSxEcG2cq*;t^dR4ELZy{Miu1%NgW+=KlO@dCZy@xH|S9R0RFh`wlHGr|aY1pfp3go%xF`32n_9P9 z{|Ofn9u9uyheYC&X#$W4?x6iaGCQ*3|b_8$fO>0#qvHT%vzaNa=; z|F7{c0>^*y`5$l-c;6+SNBR#B2EIoDn-9K?)epO`?A~+__m%u=T;n!84UTaQJe@cn zztjJeR?U9NH`U5N>WcGfO68I2PObh~n|hqu-&@iuEY6eoMuG3nSf{kL$}}Hm+!|v< z_BNj^9Ahj?OeR~G*BZr)HGTVz6#k0yWK8E@>j{>ASsJ;Gg8k5r@w6S21J44R%Q+in z)3N&ey1*35?C0y^`u5gvF`c(#DLum!z-jV)j4CEn$GrKsaXjUvZLa)>eZJX_d4!i~ zgK5PwmiO=PwN_uD{9W(HwQh(jmB*Gs?`Fn!M(6yxO9K}a-${C;it`Y>o15ePRp-A{ z&JU;jA2s_E(h6G5`uC{if3@4+gZT#^yCK}|tDIx=gLpQ!eW(3*!prX65iWLP#`ox! zj@r4k?FF>|2koz}|Ebvz-@d&5=ceM_O^mtj*MQck%ln_+>sL(UrdIxy%fA@UX~x>D z)@k?aTVK8tWW6!4Eid0#M^5_q8Uw(6rC+3+EA_t%E&mf&i6fzy9A)+$&-7+M>%?$USR zUZ=c%#rW&%n*XnA{MUZzd^Rdgy?i`eMg50Uj&`KA+hrJkm$!d3X1;}YOJA>k|ITgc z+P7ZJ_8!`28<+;z0PFW)k8oQ;0|rf)5n+H=#{061U9H*W;VaqQ`(J51Ar6hk3pS=u zx}@3LdpYav=`!vv8hgga5yxk6P}pd1xBnLh$IB*sBzyUZ!u(?}@oL&9x?~%C;8xZm z+nxQF4J!cifDaV)Ip$yBtzf;E6o;UrU-$BV8qQhrq4J%ihb{r>b@Zic^q=|nGJ8xh4!)r{kU6-aon&*k=q-tP77z{foN&ubRISOJk$4^Mdx``y{`7LFLhQt<&^y&^?2z(B`h^dZdW z%lG1cd&Skcl(d)e>FCDMSBy&Ev!SKQ;=d3Bra?G1{vWO;d;+*ZXy3r;OqD|NcR}x=S!-hOZrmSL)BYFY z|BCU6qHn+lEVln4o=}WGqm7jI56*u$M_oYUC9rlhWx)I4oWTEbzRiB~hqLAXulv?# zFMj%l`+h4ce0}04R^k7#KVSa?CjkF%8f3Cj>T_oL--VRFb9V6CTP(kG`CrNcJ|)k= z7G+mlfA!ytPfFvYYRaE$NPoZTTBZKi`EHY@H)FgT@xtJ{z|o2R&-AXOX+{5k3jHhj z3AC~}e_UxBZ%+4Z+V+WYT-x+4B*);-Y})>b@lSe&rB8lm!hBZrvv!}xplHav_V%0B z{;jR3&D33}H!T~uF|WV%rt|W2E&Mq+Y+T3l?m8%rP2wj~*7ojHKZ2{c_TBY%o$+Mk z1E~Mb&7O8%%zMO{f>&MAo+&SX#*lFB@B!%AtV{QhCf72~WFsyV9HHO>ZnQXC&ueUY z%y~Mx9?p()bDYZ;?~w5>zO7$lN6vF^JTrcXa`cCtSpRcY zaru^F-?WMBea-ZLGqB?V{`PKsQ(YMUZ6xMYjvLqT-x~fMn179bK)Y}*M2-JoKILiP ze;DsZbst?2d;je9-(uWQAN+sLk+JJ^Ol9NeN_>ctANKRX(V3BMx<9VwT>|*5wys-`2+CS=p0b{AbNP z|2=BoOtaQIU;ZhF3!@kEXXbf~+oQcbGkao{DF3c^QEFxdGc@X;31a(qh!BX z>sG(`=YP%GFO_0gtaSZ*l=AQGQFV9~+uvOI2ZOt-?Vi3Fx~H{P#L)Oc-yGXmL3r?K#t}Ad@cz$uH*@sA3oU=c@`PI&Myd5qTN9Oi zKhEBN^Q@r5AC>+u-h1pHh4(*wYuw6uW%}PS>C;H( z=G(jC+}zI^o6egyKI`vn&uXoo{fp9@@7A~YU*Oybn} zI(x>K6lcKj0zFULb=Qz_pX2kNz$m~c*1h+RVIEu`^_%+6HDDp+dA+pz18YSmhVO#m z$Z*f7G~43a;NP!VW7m^^?&F(le-78EvDi?We-!QW?eZtvx8~2=G$I`z^OdgIK$-F! z?{E6R(xiL>qlrAR2ajwO?(Em!vX}roL&OP~5TDxOZp||P$^CSN`R8oyzubO#|6})6 zn1A|xF$aEd{`bZQ>#|?{`@iS&U(!MA;2<%Ks_cKfZ;C!jd-bFAPxM{>JI>Lcso$bM zrz!GMIG=CK_XC%;{ml7)q~(}ux(_>COFFtAPE0&YJgZ}b zC0=Va{cog^?^FK4ROhn)VGFn+&r-@i_XLNA`XBy(uJ?aTn5l7Z7xDh1{(HTPbr9!s zRck-LcNOfP(AoiY_E6W!8RIW|hE=d1?SC=tulvRo^G9$i@rU>q{6_f}{-5)^4t}9{ zdczs-Vo38rcr(A3HbS}ovowU&lJ48Wo{6p0CLhK1rURj4_&?Gc)m#&doS073S<{=) ze`3FoPGIP?Pxy}LwV*SBO^*+QmdjLjNqpdX#d$(w2VWTZLMMX%#HJyh7CyMSv&HN` zi{DPqS)PBmFt{%QTC zrtA-Y`IBEyS=;tp_J=?JIr-^n)98RBiLM8J9{c3KSpIMXxYys&8sj$67dMNyga#0N zCqJiaQoi{AjPglb8}9x5&>k!EdU2SF{-;v=H;y1{nD~V%{2!WFIXCYi*MIa}V*Rxm z|GOOdkG^7a`)Agd%PGogXWX)UzgQB@jr0b@IO1{zuc#d zd0R?tg|>+96uysiY-}c8JO0|nfEu&n|InX_@hU#GQvU}ZkNe@Y=W(XwV>o8%DJ_1R zmW|Sk^x(^^QH(1#c!4)%-(ykfdF-BBw*C$mlKZ)DPx3hp@>d+g4>A7bKHkrm#=MOG zFDup;b!sX759|N%UlvmTX)j)%8AC43{tk_8%KhJL_%9rrO8(DcPSx;V$JdkIMGgNJ z)=OE`_y;xo`)R@dRoAKW5$DNtYV1G9odXemA$+X!Z^X4BZcU-BSUTxmV%n5=I>F1~ zdVZJwhn`K%ekzmvebmaoR{x%k_V><-P9LLbEv+=)+nUDIfse)7WAJP==GMHZ&M>rC zZ)#AyrVjB;;FW+=f>$Q210IXU^}aqGS~AjMzoG9kS-aJoH`ab)KWLmA|8CTAlZ1aN zoroJy;^8RmWN#t%?b>)o?tcJFbNd7O=7}+TY{r?dkbln4h`AMMSIB>}zTt^j?~#8r zRhfg@_ZnvJ!Sd%@8q={+JgH+nrT9{zdt;m&Voh=0^l(mP=lb;Bf?|RUi*GZ~*OpC; zUNKyx+WbH4@_&@e0&|15`nc&cYlANR4FwJkWw_>bg6<`{p? zX1{x^6c>m0X5%x)l4;G}-=#EflJ-jZ_;acDAE)xKH2!`Z^H02|AHMr0`{9RsSyN-9 zVRJ8Nt-eY8n4zJ8thHM)DUR$jE)K`L`a@G@#Nth%djOWexA@Npg9R`AMw&H0`~auM zV^)5&X_H|F+je|rTpMCd!R7s492>R`8}%Koa6x!D{HK1-H~zaP{KK?)q^;xM_C9C! z;s1akplfh8_=ssfWLSbQ2e1&Z1j9h|?8W&<9P?{7NW;Lt4W=y+M})ND-24^%RhSLD z81jzpO}+FC_#T<#o40RC_{MbBisp^(FWM)4Fp&|{^A|to=GA=uhrR=N2iVCoN{g}y z{095h4*ABy@>Op3^pD`T2d)c>|xxF-+m_bM-&QH&MT7*BAEIpMrnJ zvDBXt-{Z5c-4+YP;xHxbEVwtpMJZvpjzhba4cwU$F75bq!l=vU|8d<6tjF&4G>AnK z@urIXzwvCN?`6M;{KF^O+_v4Xshv1TD69Oz6(C=k~9_2e!QEp?A~e_w2uN*f47D2~G_>kQV9Mz^&<( z|2wUCQxVH$UE8gE7Cy+4?? zI8nr9LPM-6=~a9zJq)n<*vLOT9n-s!4iI`ky*FIHjJPZGf4>+0Oxk^8is>gi`2FaA zKKtTx^YO&Fxgze(aYH`<7v~N2A(R2yH~8<+|KT_MRo=njlgI4c zgw_o@Y>j&Uvu)?H6TRr&oK&o-M%}CaSmn<>A8y@bx;N+Bn=P-d>m$9J4(Z)oy{Ncc z&DpVQXR=M^6Wsq4+kbK0vRePQt9x%g|5&X5ucrPV(|2%Zq<7J%Z#km>EAM~c+=Tzm z_sLJs=6{!(|KK!!R^U%sUt~TzG}gTT!PmpJ^m~@4{KLNYK}u8UM~taz``>EH-?VdL z%#g+(#qwv4ioSR?{jbMvnv@QU_$eCW3{DMO`$zAO{+jq{7sYjMo#-@OEVQv$r} zg_u?7Lg71z1BD;@c-yC`zSE}BdAewP9O6v{f3IF?^K9_@uuuDYUH%In(5&m(hkxS! z@IUR7-PUgKKkh%C%eH*J&HNzk_LDY`Uj$c`|8Q?!f9r479vO!*o@4yuG5soxL1$V2 zCQcsyfc8(@F2;`Hy>gDtxiM?>+c`AskH~k#JJRM(62YTgN-|G+uu7RVxqo zHLc?MsI0Ypws)7MlWXV59_2V&`&&r+cRmaCm3E*uG0XVN;-B>^{#oKD*_gFL{j;&9 z9oHDPY+oFI!rv)xf0giGzN7ZBpT>E4n`I2OC40B-Yz_ad;ortNFnl-1yKDG&aF3ji zQN#bAZ2aHryXlNr8wjkQ)N_DzEO7k#Q!_L$FBho zb9|wM2j}Ss---ATrDIA1yvNc8M<<=Kdy{>etHro@j{NiOel_`rcjNQFVp-NJu08RM z!6v;dO5=4e?^DLR5wFHHZ^W%JeoaZ^=A5)`h%42it#?>)$A{XpiR%NVcZ1H&V1Ijd zTilVzbG7;RG8YbQe1j-6m6es>%9sD6X8%p;x&G)Mev&nwKc%vKxcNVL;EU{IX|1kg z{eRTT-|O$wTmNeLUta%DU)Dd-JFEY%)qgMVqW=%Qo50o%T{&JD6VRVGWQWAVu{BMt z9lBwnuuy0ahXziR6r*HttAi#q?f zjKAQ<-JF_y=;OcpT0@8La$9krUij0W3?H1F925V=wP(H)C+AD))-<#@rWfn}tlc;3 z`(wWC2j>i208H|>xGNd>`4+{|y`8we^0xNB^rC z|5=PGadZa826O%k7=!U$z#@coG%IdL(f>H!aLcX_UJ7^wbw1`_hGQr{;4!9&qu+e@ zTR+sCFpZKH!DrI7;T-u7`~w@{sbH;?3ID-hn0FNIzx3KGb`5b#NCT`E8^jv%^rrRw zv9MRAL%!JC{mNHqo>Q+pUdrv0cdj)YSl9Op8|EJ3Bg{7cDW&D}q50Z>j;UCgB@L89 z|3j=Hi!;*iS~b=el==U1pAzN&*_ki0AN}J`vi+Bi*!!^fS4x}sAk3%H5dc#K+hVKK z|Kxa|`l5)7$lM!l4Kbv)bnLJ+avqGZ6vKNGE?dM_a!d$3NLygIj%{wuKF~dW49tkR zei=5CFr-Mw?lXKTuJ<&tU(~ya{+~U4??U?DO8JL#6Zr*0;&=S#`6K^uoR<3j<6X|x z|IhaROUGyLf99)yD{cQ||GDgc|M7XNr!TI1Jv$<;o8tIurR^_Q{?YD&M~MG3AC`RP zm~dsdCHOzM9Pnh=0!v1tc#q=7pj(613K|S=Z&8Faov=7j;r~geN4gH!rhL#3C-}+X5+{2o4)8Adg^o$9Uj+4#t_TcjKBk*sU9EG=4hi!#6CA zHQoPPnHI*MjBA6-P5jhK>kmACDKCXJ_gUJ1ar`k`{ij_;-CVBzkLP4uS+rk{zip_i zOJk+V{?GJoOq(IFU-m^TuZI7kZvpmR!`};ap@x6g@Ne2g;Qcdv23!-bD~}8QZF~;X zrb)b*!f*G7!IyF0==m$<(R>7LqEH@oA2F%||A!x;bUAM4bggUWczL0lmAL~FV8V$%>|0T9s5Xl ztI`e5hhZH`!!aSp;umV)?C_j9??&k)`xA;e;$!pq^WUv+t9h>Z?1#QW-4JPd*^&Pu z$K7nEc|q9k7;QIBP0z66c#BsvJbGDMPj+)sxX7f|r4&!*;KEuGb3Izxne2$>xu<-~R6RD^~yKv%k{q zuV&wUQLX(I`-7$X|IXH?tnSQF^M}`^y_WY;=J!kfzgGV$*T3spV+*Y9uwrZ28XWx< z{aE2Uuh8$NpJN>=`nU^dMo*)4lgfIQ{&ykef1*zsJBee%evh!g-K?GJx5byz`f0?O z^6&IHcgXa>XX}3l#z(VhX-3rA-}1IU#)2{aTkQB_O5b-ks~$0aEU$lXZl<&*Ud{M( zvG#MW>qG4SSF-;-(|9s#?4`{%Wbn_vv=~yf*QNX4#k~LT(54Z`rm?BP*6oiRJ(Tz{ z_p|>L2L{cWZ@<557$fWUUGo>~9z0$_HegC%7xR-sg{|n(4 zYqB@jzU^ts4xF32(j1_Ea1GlA#hGG_Ke#&cmH#()#w|V-*B?D~+-zX~{f|FXJdNi} zj|O}L4Vmzb)aAe=oKvG1Qo<`74=K&Rz%ckGnK%L#XG*`hreXMk-OoKQzW$2wlhC~h z9KzD(UR`TtAq>PhK)PSY%k9IBc|qS{8 zsb4^!<&eIAKWcnT;zhy3Ar@iGzl!#W+q1iIzv*7U-`v$LTtxV4&V^}(BLcQ4996$L zzNziA?9+~2&czWv1HXoEE#T*DZg-6r$6kF7o?|-+|1_=)HWFthaAw0}%--DgOX>Nu z8P?0Q*>eZ(Td*DZDYL&_&ux8baBWg-664&cuZ3f@kp4Hc7SKGXCjVR7!DvrEu>P>n z_rK8jck%u6yL|oQQMCWjAz}XK_S!l_dHsJ}@{gv(dHFQ-B+zx~p6WGUF?M@A;je29 zQ-*VMa^P%sSiA@LHrqQt&puIIF}zvh%V*^C-xh8S7sNO^;(8E+3eB$0sUF>1Z@Lv* zIzG?wXs*XUz5CHd+ry(Vog3leaBjf5;djF6;Wv0W^*=Z{#7g4+_dfo>>=UPk_$TJO z*~=fAUW_y}jCUiSd3oxp#R(+6(7V~KcvZ&bQTo^?4eXN-o*k^6eBhh+C>|F!N!M&8 zJK_HipE{PU*K_p9_kMld~n$f{{t^Q>~7xvsihCU5TC;s_L8_b{DzZ* zKgNEy^e*v#gYxs`>ko|o7TW&j^FMHI%GW>U8h=(}f3N%rI)^z|jWLYk(wDx);eXhk(wYi+%=t9Iv0*>1P28F(@okK2 z!!dX_c3hks{T}FR&!(>T&07Am<==46hgkkK`*YX-eS1I8e)fystXTc8mH*u3Zsw=eVD*qxv`a2@7N$mG#uJ4Q-zC{fMC%x(uCSN$)~ zo%iwS|JSwl|Iqs%G+CM$t7$9+|NFMZi;Hn!X{_n*uJk|Z;d0bJ)6}s#9d=`1viCUH zACPV(W7MDg;+NSw+uzT}preznmH4pgKim~!JAJHJP`_84sGcj`#((+l9*S^@A=z#mRG)EN$YO5gT^UlLOU zJ^c8l0lWcR0{p+gO#`I`CkBk7yI-6ZJ!=s&xg_7qoB}-s z(&9R*C3#O|UzN4^?2EQ#kNW)*r4=qq50XC_@ZIWf06H{6&_3acf} zQ|K|sCVQ@X>D5@g1$lh zg!db+iw2$w7pG`{ukhfV!jglxVwy7GB8Gi{dw_u?{6q8V91BUu9mj$1^5Fctbf2de z+?}{KY}(#zZgEW;`yF;;?>3gpzQ-p~-L{aXq9r~0*az*+)jqK)y_lbV10-{>9jZscq5e`wR7X%pNx*G=;J@A@_) zb}hOPq4D5**S-OVMvtXVygl$r&T(JxZm#P4r8Uy4c}9M#SNQq(ov9rEUb{hDL;1hZ zp`cwjZa$TvQ$v3dF=4>RPuAn}<-e2vHJ*&F0Xv?$t9VaZM`D{0Zl3dQ#P>1YjgCzS zkH^>JJMq6gQ~kpBFDqV@)_QdOv|>b2F6-YFM@Duy7T21OHQUlH`|^hPE#ji;JlA|; z8f3(#+GpvyKTiFQ>=*{F>(I66p1P8!iCz!+2X7}GI5%E?V|h8&p+zY!)LDx&1@A_2 zB9-S{??&Z4s(6deF%YLoJcdi+>okZz5Pl}~VZyJ@_*PKdklFn2R`L1bJHlwkE7AUT z;KNqI|GxU!o7pe^{5aYkapCY0u0aEzY$DtK#SY`gz^^fm z9y~oA=N$jh!*Pzx^ZKsxinagt#Mz-ekS=;Tw13j>y3v#PJXfv#{YB#_v!`nr1EM#@ zcH}HEoSrjXE_9`e{_l#`hX3-a^sm$wJBPZhO~c=#tfT##FCi8vK0sw){sbSA{0}~+ z=VqVl(dc||xr_dX@fY`#rfJ#8Uid$J7in_t@TsGgPi*2V%_crhdS3hl+u||Ig)r7>h8Ts8s*_SZQ6~o@0*j2i$MQ zmC+7u+}7&tFvfp5<|}M+W8*>N#?9vcNGJ4ea!k2~|JLyD8vb9y|KXTCMf?Z%oA6-7 zUqGWKaboO0zY`bFc{qvhz_rGo32sQ@(pdZPw2WJ0_m*?BiuaNp|7-SZ<*#~BtA9^* z``aKcw6EX!+Ti}4V_D;{e{&e?z$LvKU)PyAhMhU4oYc1gx&FGaDZV)d*C^@0fJ1<% z#@^!q7zSb-kHR^veHecRt(#h2%dW;g zm`1+l#~i@4ZYWnTNBbrx9mBqHZc_eDzb0we7`Fzk8_k`ZkCT3*d1J?%e=|OIH5!bo==>9W1CmBaWoE*Fqn^4E+!KJFF=?cFNkS z^K4ja-OX{Wt(x`?Ypk*M%06ue#k(o*f6o)AX!3^nRnzKQen- zmksZ~YwPN!LG#1??4EE7=ff%H)VJSQJgCl|PP>NqM^jp_C!R)NjF7;~sH9riC*)Cx-G5OaVM|JsJbTB^-lre8Mo1bnIDuUk#Rl?hMDphbDe(NK^;)J<*e~>sO>6r6x4w&wOrFBi%yl`H_K!k@FK4SaC zwMplUf5Y!|&M_0`*f?({u6KR_=j|TDZb=`kC0*ZA_|LIq!?bSFePF(h`*LkcYX$5Z zCR*r2wbm(I{GVyqXgouGpdK>*+oV`;w4czo!Iy$- zH*_>+_2PZhYtQexHm$p~)@Mf)f8~hAsySzJl^Kw`ZR11d1? zbrw5DdN;zm+3+FY>85=ny&LXn?zos;9_h{2NH^>c^7|twEfv*Gp{PDI=jDy4fi`^~4wp+6coh{j=EA6JILEiya$NciWThfa_l~4e4$s%nabD%CEtT!*o_dSDwDa;l`BZk<1@1!2eMfR-^q>?^etIzPj_R?6-eilfC}MTH`9t*Z&YRYQFgooJsmW z;v+`C6MO4ZR=NN2Htf&DvxkqjcNu;@_PM_5O#jck6Ro6b=6{j@W4b5Czu1cP-zI6X z<8N+>r`_7!ZgrQovTN^dwe1TQ8){S1VR>CKjs~U%t^K!(Lp&@#8NT8#;#|}I2c?Na z3@CJ1XtRvh_>WIHc=Cv~zk??a+cDRzfoBtXH~1dE79BAAt#j~v@Dsb`Z%C(k>{51K zahykF8(;R()=f(HIpf&uJ8{t3-aJ9Zw>#h;r})M!_&wA2tJMRWZ)Zx zwoT4G3LcXCR@2t7>)dC$?vcu^aIa~I8ILhIIG%23-Q*m}#LF?;aBm7}l(ds-_MHb- zD}UoA1uqWnm+Dxp{yDF$*mfT0_GdAtwBEqj5{-Vtpvw5$j8*NM@N_)pvs@eVA+GW7 z*}-h#$~X_^nXTOJ{pa;5>eVXs zzmL2B9}w==o%3x{-B0!Z$3Op7u6JV?gpOaExUwqa?@IL#uFHRl7lY;uyqWL6zi%;| z?rOa~-v752i|St1+Y3)5zTJl>!Z))TCu?orae?QvjUOw1lGf(IZHX^+=k}L*OsEo< z2Y)3#4{@wy|6TEJo{?>SV}GvqfA_ZQ@BE;9w|=(GzLD;_CcIL(D9^EZ+ZMwR`bYh_ z`h{D>oa3f+55P6aCpZHb1i!&Ru+Q%}R>C+OAMIA05-`{?a}nY{7#nxqGa)=l#N# zy>cpR9B6S|GI%Z8I|dWqBRhx2F<3Y=@L#wlaclIO|Hg~aeB1Gobe;a&_4z*T-|w? zHgG(-myP>2e*BT)*3tilhe#*s=FP|D-hu`UQ@oX*2lMu=(XW^ltR5#F>hFqWtYY_i9@wT_WO$@r>br zDc7wXJLmPk$9n6s<5$jRb^XpUrCr))x}0ju3s`@ful*Cd$aOH5*Z;qH;GOK5xBr;^ z^f&*U{dM0vi}wGbDIB9#>7E<6#5^u&+M6^Ki0F+|H73$MchZm zr}Xo@SALhRKl4uZOP_8b^FQ(*--kq+wzu@PMk~HDnk!@SIdIhAA-}Qqt=#`aU4|bw zFg0XtmpGiXFZ{yUi;9gZ{{ufJ;zq&o!7h0v7MpQ##Mhzzzx3M6md2>KKIT`%rSW$0 zj&pS6C&;6xKOs)v730vr>%l%8p;L;{1~(`C-_8SHE<&Qi|^X>VAiE? zXwD5aS(#dUSNrDL+58XBMEhra2#=3@JkFHIK4lCThi!s#Q;_|N+H1;xo5lz(OX z*VQkbMtq0Tw(+3Gl4zTe_Fu(mV*J}@V`gy$weAq_pZKI)!?t73=a$B4^d$8R=mssd z|J&Im4Vu<8j#Iz#sbbe1HO}u${A0fHXZW9@uFcGLH~;vjh`+txL=3*U{ZA>*lyIvW z{+l>R2`8`N-!=Y0jep_V6SM{J{lNRJZNSk=e2~W+|975^^I|;SlkzIvk(_@MS~RwI z?uW(qQT~kwk;)^kH!g&oOV{St!IMaK@-hoM>A21t_p4^VR{pfFRQH^3<8{S2TBeay ztA9^w`}^!toy|RLK4Wv$@_8$BoutW<<|DS&l-8v3`K|t=RUdJlTr;7BwV{1u>*NW` ziZ%1V<4PD8+yTdGz@Pj(dDg-Ge#fLD-2%@bVJ=It@A0J;mj65-^VqjIT~@xa9+2jc zX+0py|AM|(D9``&je%_X#-MFqYX9ZULDRAM>eg^}TY5IWjc7ld-MJNfCNwLeoK%jF zLHSdbMXt(fzyF2WKO{ZrA4&Ijqi`8}XI5XMPS(o5R{v`4FZ|=9;D2)7O~Eflzw#*b zKMVCg;d8u<-R~@=|68nm^hV&{1m?pURI{|=r%VGc_1i1Z|6CUqz#67)TCe4M=Umr@ z-*$}StaGO83fG^|dM@Ai#dwDO;P_Z}^Two&Hy-u==TUk8mFnNxb#G-az5KF|`REr{ z;Qc?!`F|A0zXQSp;K$pTU2W9HoMrX@C(^qq#+d?#IIq}i;U}$6&&TjF)}f8BjQ=sc z8}VH>6u2*NT8J+dHov=f+jMDqd%F#5+;G_b(9yxp8^R2N+X5C4 zycps$IZtIe13Tbda2|}4=OjKA-x}{#JP-fgSbJ#<#5c!0`#NHZ=pMF+0fOE?7zNjw z4uaCdAIJP7t_No&jlfaM?T41mY2rf(4?!acYy(V$XW-rj#hM~L` zx3c=bqW1H3jg>8b;_?w2DllQ!i*T(OYtL!?_o=j)(5i`RUwi9s*?DQLpsj+|4f{H2 z-Jp2`ck75Sd+Hz8qstO;rtH6tbqsYGcKy8Y?ask&@qNZDehV0}X-}YcqqbqOWAyuT ztqc5Kyq;$1!0?R3Liwxsi#&JuK>Ra46s;HTGrb$>V31zKnc5`0{zB&^uJssp z{nBf%+Ou-+C*nnVpMihwOPKgA>yya;z7q$$Oex=XFJH>`^yPDEm#0jJsBW;)%9e5` z&5yQivTH+oi2KgyUDS0-BS-IJpY%%HPtNWC;Mz1@Yt1GU7nazt=v4Mz?_bgS4{l!a z_wLh6|J`T1Z%+Kd@Y8en|G(FLnEm*le{E|?KmFI=hwkUTc0hIFsNzIwzLtCq;}!fI|4&>CPHpw`zx^5yRGR;l`~UOO z2&CQ*tIacJnNX~!9`Rk!cxviU+f{qDP3;`cO{3Ot_w*c=_KftY#3Q!YYvORXj&)@4 ziuWq+TFh5@?w0X(joo^UW5OQ(9naO0;;q3$!#>CBHKw9G&@aSakT!ZR1LDtd{?x!Z zYi|b>GYhUL{)=naT6$Z}?{z4yR2(NpU7a)rPr_?T<=U%nPh%{JFEQOK`IQ(a;)C&j zJkv#S_whmSA>Ad-_J{$jq|6?cN#+7r7KV9!8zL~G#zcu_FoVSMm zTRo`pAD$lm2i%6FP2)TVwSjp5@M9AHA$Uf1jq#BD9C4@||1a<&Xh+6nOxF}R6yC3<^O_oNUOC^`Pkfs?{8QaOYjq zp>Abed;jLIto>O3y0r3l?VAfWj&SWe+SR#w5IdFje}Dlx!W*3f4&FpqnTUM8VK&v zgZ=MkoqN2jqI{Mq|3~}JSiPzA{;fV$Isf*$v%K|hHSF)ZbTs?PuYR3vJH6|H`o9|X zquf@i{27}~%a@@y1K$JxH!chu&Wg9)qSn$O!^w%Eg67Lw>8K3JHyZ}7{=%?m^<`*6 zoK?L**MfS@^+W1Y-q!WlFwF>E4;N?e@dMWXtd-6U_md_*4P2ZUFN`lO4i&tcL*m`Y zF4#Q&kPS{t^gqO#+AZD<|IxOAn-h9B{N_IF?^Zgq`G4?d$F#3zS8l<%Q6G_P`EUPE z9Kem6KCovE4k&37X9^rU{D0g}|3f-0;`neq&w-9adH?gdY5J@&{*0F!MgQ^^01=$=O7>jc(~|J~ZLOPbs}P4@;rv;XqZtWErZ zwjt^EXy12TS|f>f(>B_@V)cJlHyAwr{6YWc$K}tf@c-|e`Ox_;1^@rYk6z8*JiH;L zk8fYN|A)U)Y76vf5BlGj|8O0A$>>Mo`AhqS+vl09$-mi1{vX}5ozl9Qt^duru!&O# z|K?=Qzwx!|W7kgU{+aDR((@RIGv|NYA8W4Vi z!*9lL_z~(md^6fJ_gud-p7rVb6aI6)SpHmlN&FhPEAVG%NAPK!v(uh6=-U<7f9lsY zZHggv!ScCZ+%Gshok|}q9_$k*ieo#w_gWp=qqG_SSbM~;mHEFOjf+o;r?aDLk8zst z+w>D~Uf{6M-pwb>GX7*N2-mL@9*xqvHm$gIIq#<5d=vJ0Mtl|a;UBus5;xB5scfaQ zgH75$_dEZ(&z_-6JS1#T=2PF?RQX@C|E|r$^ZNV0G~QupkXN`p*QQ78x+d}2BVW8% zvpLWDd-?k}y&JXnon3q9#Xl&&O8wv9_=x!@>b>)*85^=KeEhfmL}%6hXT#Y#!;5pB zh8q4`!{2NCgBt$*l;Quur@;@}mfC>-hX;|k5Vm(7P4IJkU%JLPHCBEl?vC?p%C&)X zk8vxU>lQjVHT#sCb5LsKPkk)at@v&AHPy*l{fqKppLnBBQ2YC&4(&$&ejxTSHukY( z@f`dVjWLskYw&Qm-n8QRwprusJJVo!Y>AJc@qhlCWBIv~HVEt3ww7(@Jsrmo3fF6X zADEb(i*KpzUY%Q@{YmluBhSVCeEFXej!~_But+a6pWoOR9ZbV;4Ii&#`(fn&YrU5! z^P2sI*T3`UPGv8>@`~y^<+$+rS1bQo{j0S<{JXckC=2tg>PKvE{XzU*UjJWff6LeY z(7st{|GSj(Ki+rJzqL2qH0h@sW_rjmRB%+S*~U7oeHX3u=tII{t?w=LzkHWAp>Jk= z+~V~y_<3FjYxU2|VgB~_=38%Oue|ztVT{LEPWRD{wLUtdJZs~RRU3byN$KmujNfOD zKZ$QTsPkx7S^T)dd|+lA+4Zrhiv^F48e6~o--Yoz$ekRC#J>=fBvKC+=DZK8NwN1 zEbiA$n=VVP4I{jP@@o<%(k$LR<B&-x(4Y3ix zSo!uC%!lu(9Z$i=bJeQSMQ z-$aj_eYiGgKY%fp=il&id)B|D@2aOQ{z=Ti=9_<2nt$?c{5yEQZ{Qn|^BLc^m-~O? zh|o`1Um<)l{bp~!Q-6Yf0Qlr4ZQv$<-T#j161-FQf&Djpw8b$>!yUm(_1|I>pmCsk z97E+AZHA|o;Vp*0__g4mIW}Y0#{KNUYT`d>rQfSy|I?1085sCn_QA#@RtPw#ahMAI zuVaE<4m0rHWy(MHj|uZEfB$Es{X$);X8s*@kNtAhztysTw1>D`57z(HvhU@!{Pxj> z04q1lTNo^U1ph}2C*rqw8+Pto)Iaz+_;UO&aielxhqPDlg-29RjwoITe6sCbpIe&? zeH-W0h_4`}znJ-Tj9c0t?~^O1&Omo#EF zZ~rv2SXAWrlfbH`-xA59rLk?2Ll#@;>0%;M+EdlMykK z+<%w&k?y~p-`CLJoOm}kv$m10WpDrRDDZzv@xQO^d@K8pSD(%P`%izK{pN-LrTP~B z8=vkz-#M0x_y6eEME$SifAc<1^B?*&??0B${$lz+^wW$VG)wHgq|I!)IgQvhi=x_m}(sgI7;v2gLa~+;>8C{A@CO z7g`@P%liM5*8jlsqI{N;f9l)7_^4?GuIBh}L)|&UIBWQC!oI=ngoQiaTf={A_;(He zFU3p>e7nR2cw+GXGH!$OWD>td7{25A#k$}=!mcxa5$8%}6ls*W5|K{HzXW$Dt_hw= z+{-@7pKIfH_@|nEe6-g`FPmEVdtFNWle}J2muvOU+wtSq{yuNH?CVpkR~FXXZOm!- zl-8miI9K9~aL+ZZKf5lCFjR0B!&v;gRR3<=v8(uo+;FYJH6HIHU2n%7qbXsrx?k%Y zVFUaoev{^%;{Ph`H|cu@&sSQXdmxX2Pt44}V@K87FO})cGGje3>^Es0|F*uxHU7&g z<-hoj9!B{;3HF_Hv$*>AB;?=P;Ue2#E&up9_j$GUS1OC}>t44CSp72l|62VkmHFdX z|E^0@`h@s5eA|d#`5s%7Onbvm4;hx~-#)TVdB8Qs(-gJGzx!6`!7Ohh5*rF-vq=40klHNz$MZ7CC%-RNvPQ8t(->lJ9l< z$NKF#*1z|T*}aI?O=#Zex5sXJUOEIH=2+&1u{N`Zo<4Xcv75qvasK68mub^+2yPB} zIj?yGd+h&JItB1#c#gnJNz3!BxKkE8>iKN5w0HtbW&Xi6mF)M8_M0vZ*KhpzBg0|Q zQSh`&ai+q4v%WL-GQMRto)HFp`urJ{f$Q9W{rc}#)9j)A;Xq-3Ky~K9IcDYgmt#Za zb17ZRd`iB(4s1w!zF|Ho?Ecu*)7epNc|0WR8^Eg^!vZt&co&8KqJRg25q{jTRlJ*@ zWN#k$yKpP#(HO@@I5GPVY#+ykp$bz4-wZxY@Ni-u-#y1Q#QTWfes4-^22Sg?9!2}a zqnfS%{Y>W~-?3lr{I?2MZ4%B^{{BmIZ?7N4|Iz*HK& z2Om#b*u(Ee|JQZxvK_O2MCpeAr;ouN|DCT>(nTA)Ek2X-yX)W=b}w8SFDKUpqWrE+ z52#$brE}9Dy#KKEjg%iTzIcY62jJZVr-{9Da5{BQlgfHe&k^I>lwv0N`!{}7;u_>* zdHHVqI(j$6n>w$!F42yQ{=eAX7SjGK=9PT!OrFfb{O`a0GLqFDbaEAzt@=0Cfn-LX>scOm^BF#?@WQeFQ`o`~~h@u3QHH?&JVzjM$3 zoO9##qgWs2^S|(}f|naymty_1-&Wpp+t2UOI3xdU@2C3w&t;$XvXJt34v4f|q>ywX6*BK{multMOzm#|~ zq~q87Isb3R3U>UObY0;%X`BD4*|&12m4Bg+uGK$pTa?37)cy`y%qfkf#k2A8roJiA z{MpC99FMVi9CNKl<}TdRCC$eYP8#2bJFZt;xA#~|CH_p2hl6HF&e1_LM{{&E+%4VE zw$a|XILQXrB%Pau*dLx4wmkW~!1HGFf_d`aEF5B?_KCyg`lWoQ;pJs^Q!MsaFSwv@ znWk=_rK7y9aQ*{Zd|2gQv+vmELd$>amQS*sJGOZp(VCXEkww)1TKO-o{L%DSX#0N@ z{a@|<*WSPPm(h>H|60BNcRB0d^(pu_XpX0K`oLASCTeT;{O7m6#pfGp)B9lkR{d|2 z*6YWmbu&3N_1NZrG2@@*EdQE)`r$NArB7!3X8YoA9kXlD{&{%g-_Ei28TFrW=#+Ha zjnn=Jwf}o}Ze&0F;CePMzy69iDbHoSz1`B3fol`nz3g<|Df^aw+YWd+Tz}8>aK6<2 z;EblbBFt~kA@Od6LmHl$u*S{Xwiu2ZJQVOo(*oc+UE^_-lAepwD&0#up4Pxu#O(0@ z#82Y8eve$%6y#hy4%!fkbp@mF-dU-4xFqeZi4{kv${xc%b%%kfvZInNt6C+rhT zYErSc_C8qZ#KpQkApVW(q&a4m^lpUVTHm34u6a|$dBMxH{o_x5n*DX_JNEtZPQ@PC-*eRT z13vFm9Fm+jxYukOvYbX>2% zG!t}eq4u3Kl>utrk-fP7jqG?2v9`RfSE~OjW#88=3hNm> zLxuLYQ2THmia7K2I}@e{19t=e=6W}is$;a=ViyT!P8|Q|MWcw6vD(thjw8R_XS;POKQ^WJYx5TH7-c}45r9%vq z_N$$`e~tNHu4z_GDKu^_X>EvDGUH!Qi5nx1sm|>&j;Qx9&Y2V!rqKW7eUxmVp~F2M zvoEgmd+C2(k`Ly2iLn@c27Qtpm;ddSmRa~;`akk=RoqHAplkl}C-oE47V`#f67i&n z6-9dW;?h{zz(3NQm@>1nR(?&-Ch4s4yFnbCXY`Ca#n~YZyUwoHy<89fM*rdK@J`%! zxTa0XPrHvco<$nV^X?hDPfXmDmI=Iy<*9!=a}roV~L1?ZlgOpO0T&dwgT| z&glpo96E|F{e*jSr<#rjqJF3Ud{#f-G|9Hr;2 zY@c{mQC_8WDcPOHKHBxpPYO;^%6sHPYZqR|VVk|uH@?N8-Ju`nQz)zrFVD?3GtuuD$;ywEv})Kld)Q{pW3R8Qy=*{=&<@yR#`fclLzo zqdf}!Pp$sZpDlm?Gba8`#Gf+VZ>=}`x1YY&$@h`v{cr2YWy9>IZ;hKzwRdBE`pS(z zYVUt#-v8q={(PA4pLkM^N&EPdcu71@S9^0dHr!Ka0}r?Ue{=hK_U-*U#csT?#B4BTx;M~cI4zy!!5x{vEQk&e&C)wr)dztyAcNJ>;FFga?Etv?nO_> zvNvc+{EZY0__zFy()f4=hfdH?+L|Han7<+lIvp{?1^e*K&5=l}Ar+2@T1 zR1V~G_WHlv_9H#^)}JhseKaNr^itP_A|+YTEq+JDX6BHk4INUoof z4<-NT(BOaRBX~Zzp7=fdVVC-o2|YW{8!@K12E7}2H}%q7ZXCU6dO7%N?9&HWA48v` zex}&}oTxvQ^(b!Ol3m7|+f&BTRD42lgTnvPKh!IZ zAodTd&v35JbH?RC=Vnm6n2xE-rd0!XhWvlHb+c*Tz{BAfN36WR^0MRm1GR_3{0INMlK$WN7y1MB z5%deQ^*`1}Sf7fv9M3p={|jG%ICGWOpHKAHRc!yW<)3(F)*pnwD(ioX{-19%!k^6G z(Nw5^)s{ckH4HRM`vl!R>hk>g=ela_Z%%xw=&R={|9CIFr>)}rI)60v8!_fe<0dN; z%B#xt|E0FSl^p*?e^oyJU#=KvHc+D#_{wlV=ck9m1z%>fesBIy8XE8$O0oCA_`fd2GYXEPwGYnedeb0rzu~_*o_IMk_FUsUoYH-s zhI8C>PtAU<{A=~E*8Yn9Z^8fUYU$CsCcJH5$FZ@r%~jI6PMWur#>lZ&Rj*i6zHWbq z?|HQ@QNls|zjJW>TVVeU{sNBb7+jq9dlNRJ^QQfx^x_+B)5Pbv-79>6y*Ag%*M1)R zL#B1(>!3d0@-@(yH_VlPFp9<4?;h*WyiaANIZVuF!rqxQ2aNyNMYo#9zNLb;CHQ zt2O?pz5kVc|MQLio~H7L!`-E^C;Xa9-3_pNhphK8;g&*mB7cVLrnRKPE{OZ)Hk?Ju+cls3-&dtYYvge&s??|*&McsQ4@ zbm_V^!Y`cz0!G?8-kA+d4>=!182ul_{Xox!Z~uuGVj2U&HPMYBt_heS_V``253cFF z62*HGZpm}Od-0eb(^=E#B_Hc+d~aGXN_!+}!Myycv|#jqQrIo_;NXxSY=(X212!kn zoQrF*g?;DdICq72iXAvDJUiE+mtZ_4X%>(s`F~0F8uX0tTPDA`VSFGkPUa%B+2>kp z!r6II7`EkA&lz@j4lvlbZuHK$*?)cQTV@ws9iFG})}Z0nJnQ+f7CT0M!Fwq)Vt(-- zoSNsEYyK5Dztv?cpVIu(=W>A|X|EVsevJ8@Vj+(Y8TV!+_&3+#-zb(u!oUp2H>?uw zNZ^*vBe8GJ!QIr4SWGI@+BldUzIwdGt%>&)`!f5L+F$AUO1z0m`40}yUU7PM!prH9 zUXHfl&Xo8yNn@bEiLvji0}B=2<`|9eALHbJk#5UAYDwBRMckC%c73|X_&biRmhL5; zt>OypP300XHz=z^85%gtX&=4~9Hsf*Kl&Ht?|&)fZ#uPluS=U%Y){!Z}x9X8VJ)g62*5U+3XW6nF*BuclqXb>zJH zy@LP4hvTcB5r+_;L;S!&X_cW@HY^S}dM@xnxDPEH{!_1cp4RJK;@OO37q5sHqx-lY zjg}E{Ln%}G6nvxU-RK;g7JO>^#AVghljhgZ;TfD7OqyfTyXlbLjp9tfyJ;QoHvdN~ zDC~Qm|f*^-aAuuUefaeiY>bx5m?t=PT{Q?hf&A2EQCOt|gqM zhIYl7s!;y%tk_?x@0Ezx*mJW#@hPhFzwJZa#=Eh)9ey|V3-G`DdXE@iWCm|U?|(M` z_r|_;#<%&`Km0cP^Cxd)@16hH{b};MMNZ;!`ak0Y>A8yj7d@Bb;*om4G}Hf5e|LfT zudx5GrvIUjFkXzFsmLd()c+p3a@@u~G5#s{zi8mNuZVh*Vnr%#%E38#u9+0`KjUeZ zt-sbum#J~2MdRa^tV8X!P4&D@!rN!Lc{miPa5Ua^kPYb;f- zjks}*8jmq1J1=c?j$In<%q|YMWp(`;kBFN~480>)Plz{qDmyVymmSh?{x5X=LElRM zzpZO`wzYGY<(t@1+d99Ou|wPn?Mw|KX|OKfJlu zIWng6Bo2+W1LMa84=>dTFJoI?dO7*15c-BzgGUP zG3I?yt^RqNu{IWM4*pvFwsz%h?`dp*hopDQ*xJX}zV>Ttz?#PvIU>#-=a^s9J=Ur9 zdglSyy1mxFEiQ}Z-mHb2&c11^q;-8;-zT<3@xOkD#?1rA!2ujMEv1$I>)LOOpE9@o zq48mT7uRjiZ22qW7kNHC@8$WwpfUeq?N4g%5@|E)NRpZx5XS#wj}ve*AFcJIu7`Rjivw55gB|0litA9epzEB`WIul{1C z{r~1qKFa>LcsHd!qxcLfZ{Ikfk4XRbG}XT`_%~WJWj%AZ@X}-bipOB$RJM*+t)2tI2Ps90QQ= z0n>@{Z&te4hwlS#g}vDuZ8fX_oB;giSqZk9dqHi?OS~)w7>H2TRff0^UvAxADkS=dYuPjIA~zN;>&zcz~I1^ z4U-E^96Oi3!`5$0$2c~A%)gQMdm=uHr9pfvU5`ctWwyt7u8xCR3=ka)orR^^Mly}k@BBeKUensA80$C{rhvj&o=D((0t3IQ2&-I|8O5FwLh?Iwz1pe;$}=( zTqgcoJEhK9+w}TJ%%*k;EQE09VYVSHWqge-7ueLoshpj!MbAqpij|ms& zsA87FNd(uX-hnk=kai2&FT{@GIrx7;z8hRM?(I|m3#Spyw02>_M>XE$*-lCOg?@rQ z2L26uV*HT@bUVO>@t^(11*MI_fgf~D*IZN{>8HBYhh5dW5`LX~h!KTm4g4KA zHTm&-XuS1jZD7}0!@~cPR-}(+4)YBzd?F5gN@cNTC6DbQqVK9ftamJCT8M2I>7S;77SSzd z?_ZF<&we-zy3N3lP;Ujf_hmI2;q2!hdw{DEA2)vdWglgqBmMq=4Tuj##%v@0M&udt z$26QL5D#}_v{TYk@7Y+&_r$4iZfE`9^n=a+IRE9m@0zSHbZx=$hx1A5FO9cH-KF!- zSpRVTNuP(rFtV&n&-#nrvhYDE7tw&x|!kh=0WEC&0wu zoY`43%s{YnVLh+!^&S7k38})f8$*#^sit~W*lpwYSe$O`Ts1@U%7IH+q!iN z>TmvT=8C?JKZ*X_jQ^*xkITJF+BkH7UdR8-_$U5ni!UW(y3Q?TYX0#owEw4{e&*J$ z{XUwTRd@VLX|rz&1+U&Hn{1G>rM89%*msEY>6QPA`HXhpfV<(nj|XOZ`osYVHU~6l z+u^sjV1JNyMqBbsdo1k?T5c_4u$iDPBfpLcy%zreOZo8M6{Ao7+#bIxw&Y>>X6T0R z1O5livXVaiAF$3W7wsUlH`6vkdlhjvcZttI9<*CaJv?55b{js|_$(9P-JsY;T8FOr zbXqnmpO&?>^(WibzKi)E)6ZXjT?YP=_UMcETVeM*nf;3o`s%KDz)5?2%Kg&1Saj{*5c-!uXL16u1&-JEp)X+7d2#APRa#@wR4F!(zV zTvOrt&o%#NgZ`l_$J`J5w#-ZUn@;`d_rc`IWQg~aBigp9+vpEv7>0sHfX!3=jpe^boE=+n0b>C^WM>C;aQ z>0iS$(mV^iNc-qb(Tl|7@LRqYKN-*)hk@@Q7U(AI-Tam|dg?!>JKc9dd@|5BJczMF zbhp``i;O=^%khC_=Qu+>D`ObODYbp;*u*i4`k(rpw9Lj%UmnB-(eF*LU1R*SYx=?= z4&luGi{cxD{rn(sG_=ht4~IN&4R-^63V-P*2+wfMvN5&~?f;CWs8}0(hj+&R2jGKX znQ$hyftXlg5c1ofJf{BTS#cGLsbKpz_qDnEBZ|8zSN>FAYFsJRQ`B*pPAo z43DUooh*-7|An+nk0Yj44f>6Do7@=UZgs=YT+PkhqJMc7U5%|4R%g%0e_Y$9Y)Zq8lV{O)IkF=@Z|lV=3mq z@ZmBDSs$Dja#uRxrv~xg=!=SHi3JC_q->6$-?IN-1>Wx1Jz{TEHxWO_ITF)eLOeD4 zcDmHjg4k*}bwNsIcI>=JAt{z72sQXUHiQot`)TC%Y`^+tB2LWXqfyH z2e=L6t&YPcV>@Nubp!pG^snBzE`6+PyxS4Sw(Z6)X@B-X(q(ztZeNja=nIB?V88A} zdcoXK=b--+v&~qjjGf1rb@zbXwz)6$&vocBnN#8WA?&>q&vTWSKg77Bzc0n{=~?xV zVq>U_x-d_qpBmzPuH1sJA@IHZw&MPX8N3GkAM?I9Fl*W%`G)LUZR;)ti59YB}mwHw<{2uGz78PWInq|4#OQ z`W{L6hZy(q?BYK{94(JK6MrMbfWYUG=}WWuuMqpc@=e|atVs0C<8i2G497)$jppUk ziTvraMBno%@!#tt$VigE)c>Z?Ka4qLal;GkGln^utaOSw8(%tm#=s{bvsQ zvzTjJ9n3Z%&ty*(Yb9X$u&snAc0=$~rS&(WzR=)Y%`eof6!Zi)E2N&Qb{#`n1e z-v7#xfBL>@d!YM_HvSKe5BfO<}Sev`seAndv;SIQ|iz#FzrYpEBqF#@~3%kFV{$oW*uDIsdIam`5q=56eHM8DHCb#tI;g zT#ygC2 zl&u}@I_Erx?N6KvebCT8XSf-)y{fG@U~piI-Pyr-6nGxuOyL@M7qjijyC@&#M?4Mv zDDYs+E3+4>ZBy-$e6}0$FN{9zMY6YP{}LA2f7;Y~ROmA%3H^n{>u=+4Ec5ZTy_fSG z@_(l2Q~sEDT<7?DKGwe;{vl|C6zr7Ow>JL7`mY|g@LU`X?d9}kliBKNkLE$&6=Ivl z*G0RY zkjVS!yP#8;1_yNq>;F`{1uRBs{J(S`xEu3#<8^W={g2oS#l85lm!bcvQGeB|5g)5W zzwQ=dN|nI>nW8Ve0e$*pDMkLR{pn*$bQ^U=?^Ve{b&+{lxzye;m(! zpULT8>}PzAv&0Fs{4O6iNWDM zx9y7?21k6iaG#tu3ORc_pnqn2|B5p~y4XG_-ynTtACP?M8=t;K?79E%)$WM}x?=n7 zIqP%3H_m6Qi`B={`1|3{Efl)RcpMbDS9GT{|Wvuzn`Z5H|zRm3^65!`nv=(ne@-It$)U`zu1cX zLi&+oe5u)*e>^MW--n-k?ABx7mN79|XPbXLEARign{eJd?5?ylxq-gUoHncG{CmE&Kj+gr=k|P=V*X9LsM<%F9@kT>f2QKU&=#7B zzS!aC8UJbH3u`jAH`@Pj`w92EKRoB^E*)7A?N6-3jt=^BpuH}$*=>Q{n|^Wlp6gHA z-iXr?td6&{%Qs>_@>m_g;?&}weZ?G6{`v2I_$Qwj2*F6uUamL;`tp!H0`H?{`-Oo? z_aAGT?z^d&zjE6c=qIvNw}0H68# z9K!Q*_1_uvtCM|a;dkRS;^v%^SXWwhtv~zSbjBb0^eWc>RhKAsMzA!IUg0~#>nSeB z(&g$O>ZG{-fGilJ^bNoNI9dJGABFl0Vf$zJ8;`+(-YZo9k88eh zA8z^5V~Uto(}%j2Sbyr@SpG_-pUJZEb$-y_k2qb8cbZ&%_en<_l*(cz6-!z>2(+}4J_>MFT z5b5(E-jQ*l$OC@!?dp|M-%ZH`v(8S#08d6C9m zeS+`abKicyGWeaL@0+uin>;?|J@?(3Rf@L(c7}0Q>GS3){N2#c5c$vaHM@2Sed2V? zmkr<3cMbjH(BF;F1AW2WfbaILq^I8;_}yW8`Nqev%U}OgbNAy<*|Ju_X z&z$|q?9<8qO*{UxXMarX@9oVA|53L5Yk#4w-t76gm>7AFcZ!oi8so9xW)#yGa681# zLWac$?@O-~AO|c}ztaLu;a1Sj`6XyHe)2H7WvCZ%d-#BtjJGEd~h^@)PN|h1FBj5(Oh=s~cIdpmI~V$|TJ>i> zrf=n3qW)bB^x2-oPX_-+GJa+Ji0f#)N$s!WZ_Jw{|Fb{;nQ8tnU;eS%xM{u4RZK@v z@A>)HOw%|2Eu_P~_pJ24G3ca1;}7jmGS9q!*|iL|!*55IyMbdI|C~O{{g2~vIrDED z=Zl?-jsG$K&A)@?k?2S3tSQ!C#YeO8{?pl`GaohPHe zud5#ZY-p=hdor;t%%hO}#j#h+&TD7E>G=6B<9!$=!f+7k0|3|pU>}Idk#a`*hw|TW z`+eE!j-O3df2k+*-$Ltuhprx%HnMhlZRwJy=^P8YqACC1d5~nPrx^F@m)qX2j!Z1Va;HYwWqlVi-neGWlbgTHrejR}ss<`s7es z_HOv)Q2TuK>F44`*e^U50rlfM!{3k(=L+aQ_BUc+1Yd(#SNz`k8p~X){u$m)_uoW* z%8-A>-%($voj;uEXG5MDZbW$~F_Q3Hu_XLX+dRMh`P|~t#r2;q{{?pg9!@p?F|1(R z{(=<}Orggmvh38A9%ranqFVR;na%Eh{_?+W>8cOqU8t+@#OkX&n5_Or&-iHf{6_FQ zMd({P`))qa-w)q9qYo$CCB*s?*_3{(`rl;LWK?`t<;lN|C&lDno}*pa2c++mDF1@9 z@o9}daW;$>N8fd(gP1?#9?>VtRg6W%*X(aNBz|p1;eST_&;Sp^7*c%q8SpHIkzt%t z=56S27zH`98ig;hBITTX^gdDNB>f+i^jiu03SHs-;K~33w30Fuy~Osf0MPp z;BK(S5`R7K!$%G9FMGr{jrxV@LL4lMImdDmufjNdjIVVZ zT=m;WpwD!Njvo@t?=-Qb+b{OMI?m>U8_jhCT4gV9<=QoVeO1ng*<3HypH5dA2 zu41yoITW!rGS0EjmZ<;o+tKbP>;Lot$kX}e~9oPz?3}G z_z&9mO+RG#8nykK%#cSJ9wK{Z&n+D>BzDcSUI#xMprf>K_Hkr1uS7rd<3b)~?O<(_ z_@Cr2>nkcFA}2Yz9M7M@{2$A-n<(|V`&Uuf-5+ji#&{FUX6e}cb(zln0jpJz?~aon=@PV&$B z%i`?+XHFk?SK2OQb2XW#>AWqqKil2HM0P2hMm zKJI?OT-(~i=F77=|DJ34FL(akWNQJg7xMH!*E^-If0&kQi$p*B&!Lp{*L>jr0mMq; z9R48eAmz^gLLKL*{fVbJb?=;O8E7v_{u+_q{NK>VOM9i&;dF14#{ei+q5kek@w>rq zXiGI;L50@;N&ZXg|62~%h^*~8Tc`gr-M{Gm=g)tYy_J*Q))u9&KdkL$n*aH@t$+`p zT@v<5%15mK>b=jTfFq$#7_+bY7*n*_A2L5SV!KzllV`lgae)40c$W8yZ`s{-Fv5Z; zecCx$rkywU=3rQ6g1*F2B0k2KQO>-_L2Q6MZ-Cz#_Ag=s7^`Hu^%s9P9AkiUV|()` zwf)&X87>9(WX~_b*2Gv8;!Wt^MUGmx#itXz3e)+tar@WY+%55?^6M|S8{f9(sI@@vB7o)!=_M z=@S=nT;een?|;SQ|2X8GcsrBJAe(}>%-w$#%uR*;zoCcy%KK;Y{UBfe8SaL@QkKDY z%7KQ%f~6Uw4;o-oM*a4XyvFFwymB&2!o2>mw>%lMZWrMuF z0XF7y;DdNgEDbm%mGXKl&sra+%jh%TaU6;X8gciY+;{ERuW5bIUb6l(-%IiS|Hcy! zgDrb!hx!jRoiQ8zfAz7!Kws=r&!GJ&#+E#b_P11j!#q5j_Se+@6|_IGG0>H&Ga)w~ z4`cWkiTxC8`x%bL-qZh$;sG=dYXi$O_+k<)32{1k=@R|K|0I8@{}Gc1T~dkuA>Lbk zHAZWBS?gk*l(Xi=eyaapjp;cr=N@y2U(NsD26S!3cf_EKKf3Q8;-GCVjzN?Cj~n~G zF&{X3mY7dicLdu3aXGlpYzj;V%nt1g-ha-okslq4KNZSn>ob>N$P-asA0BcXm|AqR0x%Fqz`8R|A{`=jC0HXx@KbMpLd6^HmLkmVf{Pb+n;v$6Fuiq-;Dpn)zF?v z{7t#@-z5K~_5VE=4!Yk#*7jaJ?DtMCJNmnM<*heG_C$ZpL;0hfTrds6ZXDqk@Qhe4 z(|=4$TeHPq68wzEs1S=G7#hRTbbCJ-|8n-<^7W6zrL(r<+4C&N=Z(kONIMf>!+ZZt zz;;+3_8w{K;O|J=Rk2mo;(w#XzLWjB!uyYh5l_c_#aNsdwVe|`#5%C9J0TlcU8GK^ z2V+Z7@2_b1LDDJSNb9ZNX5UO!|4Qj=**u?7&bg#7{-H|jej}rp0uB{uawvS8H=ry{b%|^nE`&E{nG?pWlu-qdJ$A6}c=^L#F#QPv`-d}2Ok-8pgsCVQ4ed79m z9t`{I-2XPLj`+I)jYADb6hnh@>fU@d|4=**edzpvJUwH%xE{+H~($^M<}|FBznUl|GikYPk97l!vx z{v`Z|@na=$Hmk%B4e>YR6ZHsrmwQNh|4#TRv2Toz`mJGc_`T#o43B(cXXeTLy^Wpe z68*&gB!Al9Qva(+|7=IBDcLiVwQV*BmVatIW<+C5VQwpF{2Z6p`0vL4agzD3q&G|s zaXh-8+BSIA-5PI;kTWY50(?&}^DX;u~GWi1f#t-sM*QLZKUGX+twdGd3{+T}lwG-18 zGn@Q>R_LEO4PW(tc;4N-)|?}M<<$Sfk3V%Au;#3${Fg&teN9!j|1AXiW55QsN_?rT zk4{JbX`CX&pkjq_k@{ct^iOx!RoB{lHq-e9^#4@+@1l<*+DuCr|J1h;aHK*9 zV^;~|&s6k9-wTE(>HlX{|IFn4C&^zt$D}Ws>gk__(Eqz{x4W^yyMB(jxa-dtftgJv zTYreXvdH{f?cAm5|4P?CiGK0*Po?}nh8O|cFZR3b_-};ql53g}FQDsMMeTpK_mVr& z1-oHiCNtBS|CO`;tF-*~uK)qmrqt?ujntEFE0ZTa<&<-c6| z)&@qKXTkRbj1cdQ=Y{z{UHZ~~Cc7o}zgYgw$IWE>zp?(M?Blp1C@V&;G0@eoilwHQ6Vp`%+zFD=>HQ#J; zmvGp*>G~yi;l?G2FLgpNiM8qr2m8;&-SE4?U*P`+`#;6xZ?g6$M#OL~?;^&O_?rRd zWbdKd1Dp$SD1wba9f(&ktjx`a>TAa8e;BwJ$q#s$3y6!w{&X4p;)-Vh)&;nn zcY$@0d+?3(pF;G79x*q>!hrtfZ9n3>_uScL#+iEJ`hb0p#~(=tybS3x9sS*q1`i#t zv;IuX51&g}5W9*vBgVdJhd&(;3-MZ5qIBvSNa^U(D@9oUzdcPLW4TCzJ{-<{2WdD_a#=UJj*}s$hKj9ys6B7QT zIQ~U24~m5mJdM{K0mld|fM8|lKMZ_S+>F<=@($PhMsPUH$G>B~^kc&BJPkeL-ltV; zkL8(LhD2Za5%hWDf0Dn{{|f4#ZP>3o?_*Hg9$+}*zpJp;_v>DZR~@f|d7T}Iw<`Nz z*?gMwYhuxv7qKsDXHxvkuVM#Ltc=(o8Iub3OtWofHYwUA`7ZY3Z|U@`coKgtw$bRC zd3r3*Ow#YiKLnH2UwNxMqQ4;8=zpVq9_3vO_1Ax_V_TQMo+bXzCH=wsonqGuZRzdl zilv%b{#Idq|JB!DFKGFnOa52d|J$&BH~kg&UHbc)j{Y@`5=r6YMZz1;oH2$XfM;Noq&_4^I|G)6^ ztM2IG{W_V>cP5b-sRAb>mTwI zKIPV*y0Vh}H`<-e#|v%!q0P{STMX;Lv%Nz*ie1_61D_4YLX1_tyV`#%e>IwhK5+~eb9?-r)c>lFvvueM<2$L3 znt1*-4jxVXcf#Xt-WRM5({T2V9Ku z47?Cqf2LF9z2Io@%k*zO`if0T{MY`ca+Tzd{UY_h zQuPn_u58}Qxv>0qCBBX$JdNyKE0#vnX1-j){F(S0>>)8Ga})P3fSH$lRl(&jy?*m> z0{&(q8)dLxh+RPc$qjyMJRT+3uAkt4Wx>=a4o9!mZX~#xkO%Fsu?^PacJS@5_$Of| z=}%RE;W2naK5~t+*y_)=W4p{1{}(F#AAj5|djx8`@-n>u<$odZzZ3pWO!rBDoB{nu z{EfvaqJ4L!_0K}$KlxFq{;R3^$-T4mU3@=1{aDn57D)Ycl;4OUc&k#fBs#m z{+I8#E;9Q;iR+(4AM3zq{Zk45H=Z2DKG@UyUo{u$zjgBUXX5|#`EP4^`KM+M<$wRx z+rVGx{vWYerR+bMPnd>(x16rrzvZO#Q7vFRY;4gC)J{V)2xk-YNgOFfylJdg1)xQ_h#lv@7`??B!W zmyqRY^y!1bY}%#vKlhL~qaBjMB5eNL;z?amC-ZO&1 zpl_Q2{6o2VJ>pCOH=;4Ah`S;F%FD_m{cmRnF*j!+^QwOoQ}bAGK5OaAMsPDvfO%;} zncs87!b||C@(36d;!^~h^IyfT+#bIx7#!kmGQ11ZD&EEBUxuwwe>aM|A$EuQFQ(7> zybB*R^bMr^QmoS6gLQ5QSRkgo2S4(y!|gfqFTvg59q~5i?`9nBBK~gj#y_TIdDaro z1I&&1xxAcVpW!?Cj^BpsEHC9*qM!J$GGQ{6GyW#|lfIVvUt#^T z0sjdeC-#POSnh}7Y?zsI{C|%7$+91$dqc8c#Ai$=@9dhG8~;r92(Z`V?*(J;zv&$5 zcnXt29E{i>aaPO*@AcWQ-d+&wlirVkzGr&kYZPNc{{g&ae!o8PzH##M7JFqLCZ}5T z8M8)sGD-b~pV1zQmS=I)f3EpIpXgt{c*YG6bbDJcGc*5r^X(;W=gt~wZffeW`oc3z_};&nA8PVojLW@bmA+9^g5M0T3KOgU>U=q44>R4)|~pTW3aJ zu@LHGWGCL|)2APuM%c;AmA_-a1R2go$`s1x>&iOIq5gZMo=B5VU!F(&;WvugQGOWq zKyWsJhSs0Bh0xZJH>rc|wM`;_!Pkwq3o8b|Fe%DA@dE=qKn_3U-rJMKt{mBxk=MSi zBLTA^b*OUv8~cEXl6vOuKOO-VN6Hy&-G$p<;x!4@f%b5#+fKxj+2FRc0|Vio2|sXc z_reR*&ur!yt=#$tS>v}%PySk&W-V?L( z?dp~Cjy`e76T#%*nz5G{H);U?wut{4;A->?j1AVm7vRVJ!a$3(zol8T0sd})QQ`d{ z(!}ytto>^{>Ymzv7aR&OD*;o3YkRhd@tuHy(YQ_UcY|wUXXw9%7?=*knHmR%Gkx0do^ho#237P7?}*hQer5yWRPo?F zV^;Ct^Yu+lc#gANW8aGp0JSy5_96LinE5lFKukxzn?C)A z6NC)zp9Y5qEAj_0O}^{`7Yvai$^+WhM2$Kh}*suj#e_ z{fFI(mz(49r;_@o@h6SHDmTUFKX1JGj@wncJ(@Gk&-qu9e?Ncp^WPW#2HedN#F_GQ z%*8tY$o$r2YmCX(AG0<7+gu`l{gdcpUFg?8)0ux6?n3`f%l6+kz#mSj?SJI@NwVEvogzxwUJk^XL?J%&=-e>(D~{hNCxx^`I1^aaB~EP?#fPpkp3 z1;i8xu3)F&Zq!!`@hA~a#`|tz3?|yNiGQJ=h+_S}0dZ{9Z;r>K2nI#JH9s)BI}biZ zKf^yL27>l=rXwC`y88EIulMZ|`=K#x49<=B&bsElD{{~e%w+YKItWh1utmh*L_S9N zj{L*f@JICVBD$%J{Wq4`+Qu*-0UrXtHG``2Yh|2I;PBJ!8t{)QvcdhLWAe5?EOi!ZtN)_vlBoJReN z$^TUJv-jZXJfLqlFU5a7Eq{%7&$-@_0eAgDm+-$_`ODY8r{X>|h5TRYZwt5#9h3dM zu0;92j(?qqp=rHE+|7HA{%*!_Pn=B?urfW^r{%Ty!vTI|+pZnr`-XTM^21_IF{YH@ zZm`Ed3=Q|NiL*I@y3jYxF6bBP7|Iym4`Thl1~?tkG<=T9U$OQl{;AOZ1AV{HFAQ-r zjJ;%Wn20@j@OZ>6|KwxAp2|bB3B{-MI?&`=5!ME5u@r^^g3yzMl+ft9N@jHrV z0i9*I?aX`E&j=8GYhytX#y=@SE;O_nsPmpHQ=a&xrHwLQ4zF2jd3F;7#Czigwa_|Nxj8%@XaWW3VYKi1Z*s6Sip?>6j^QTc zY;^4`c$-8&@juC5>VK8#AKka&o+B|bJY%iHz0th2jy~r;6R|nA-^BF9+Tb2o_wX(6 zk%z3oc=oZ(X^;L*Yy-rZ=`_x|$b?v+>HaJM>Ib8MC@ z=S;}oe5(Ik^uI#&r(c^}KJK*XA6>7j?uxIe`>LV;t_-y!w$%Mu*FS~oZ+;8}{}buM zg)V<15AM4AJ@B1|{Vv68R<8d!c3In3(*7+2*W53U{rED6A4W*0IB_> zHGIw*-=1^6RQdWp=6`%$uKe%Aze2YEN;xQX{~@LsUzbb2(*2K^W_&$c^l6WzuNl%S zmHxi2dT*cfHcH?hBxVosH?URiyty~Rn|Pdz$Bz)3(Qx;)#FEOVnNOeC3-QAtSQKD7 zh;{K86nPH(&hA^Vb?4Dn91w9LTArVXZSdFh&q5r>bk=|5SN)xn?riTR;A`64jlnK= zZ@Ax$J)Cf(IL016ay`H)C=TW6`YX;M!y_Gvut~fo#>Q|q`Sq{A6Z^a2zTDLPPkr4e zFN_b_nLb@;Z}z<6HSjfNQ&u~)wzJ`FUNPwYya<0ZF2woa+!PO{kPp;UwhSUxw1pBMANB% zG5W$^FLOpev*Ty-NG#J_(%*&{Qa$EE`kpKR5QBb?xv$8{=yB19vk5oQ?Rr0k(#i9AaxWZQU&RkqcKZiI1Cmk9(zj zV@S*I=>ujB;zo(@8q8sdtr-9YhxZ-hUGC;smpj~j9CbO4ckqRSee5+GiM#p0r#1gL zdgeE6!`I!ZzVpByo^kZwl&}9x{tdIjm`lW>5HmynF)TYVD$Ung+)}(F-i8>MwHwzd zrUkL4E@S^mea$?EFP~L{&$;)YPu~kph8P_6BXjn06EHFFx$V1mhG*n|G5YqLK6gl; z<>0fCe~-GWqc?K)zZGKxe>cG0ECnwQoj9WTBE9XoSp8WZ9;_?zPDV%YIH)h{Kl00% z8-%|bVuy$=A_gjxjl%Yand*Ns?@0F7F#pndSh7DR`(tJHN5wb9SgwSBAoe5SKRm9* z`;<}q3-MlfF4!92Ys8O8h5<7?9Mj640C71?YuFtBT(LMlAMje=tNdnr3e1Bvyj-&! zq?hO?{wMkKeZ%^M_P5mkR2P+^f7DMi|NGDOC$c%M?$2YN(S!!`B`=vx5T6v3NdPo944B|e0=SBfv1uuq?hy@`ECsI8TI`TS4Y=OKP<+e%=O1ijsH{4|84z~=vQa{)o}ZoW6Y@y z@OQ#`+?PMBaC@5$R(<_3nf@VmVMjt+QqhpG<;rZUkVA1*uo`%>V!4NeFwtzf2dbiOX0H1hR zn*@B0U|IAz@d&m~EoJ{reBBUJ6V+e+I^^PTf}aPZ3z!_lVbW{;Ui{s7d`{f{b&!X+ ztOwA}avznObrL^EtY1`rtLt%KtWE{l;NIfX`;Vb6p?%FiMJ9i5ef_@s-JhO!zyHJY z?%RXkdwiIdf9>hb?jIj4ac_S4p8M|5_bNArjfv!>-1?U*f7Ryybm(iGFkqw5X8H1W zskhB_kMzj+S;_v#Wcr8w?*?M8Tl>fK8B48D`&$`Gk^j@ZO(JLQ_|J;IYv|90epcx3 zX5?4KnbKHO#NTY&y+htHE|lSLn)+Mhdy7d$Jj-glAHX_J{MTUaZ}FoBF#pw9Q|imT zU+_2&fYU*oDST)CZqyIX12_E3s3V?-@s#Mpr2~F;C)YeEW=8Nq@QI@s6^$h|_S++T^VppOuEz41pidd^6Nk8#VffAY?CUSR-<)1~ zM_)kP|0+hm_sM|J7hgKS(tQ3k{Ny0dapc!Me$QP153S8epJk=L8lZj-1 z6<;gFX!s-HKZskY2L6RSMLvwlCcITVjPl!PL^?^*;ojPT_!_PmeOYAvXz%!p*Mg_W zt|g7-<1sghe&TISN~mp8p)#y^wq{+xc;=o_lb`mElXAg#SATm`qRdh z)r;4&%m4XIzxUov$Z>}M%J`JpzgqpTSo?PlcNEk=)JyWuE_Iz;tDaIFraG!z{g;Ee zN%Ajx+GKq`%YWY}eI!r6{d-66MmjL*Kf}9H2Ih17r|~x%y9HB{H~%_%vTx%?^432BJ&%9Fo`k2SVy_W!K^?^SH9(CJ0iA2Tujm$Uv!^s7Jr zs)YZW4{vw>^T)qdW&E#%zTgq6H2-|o=u4b2zyHepi-lDGzrFE>`*QsXS({XA{ZXv` z^lx)C_>oZz1aT0@;Af;%`PcP{2$ln9!LxWjDY)L*vCrc!=$}Rp`fXuMsY3fd z#q=LBCTf=_PKB5h^#v0!9(Rtp?KgHmMc?o@;)_IZBAGuImbLNT1xLILc_e(A=KAk) z|25Y?`oN8iKX$#t0}^XWaVNR;*JrGU`hcm2?-rwf27WK<5kpG-_$bCETnkP`>rWp* zDkG)szcIE}j-46x-x9T(Vm8=@dIb{mnExI`(=TjmLOJ^`MU%`oa18(to-o-@Wg?J+jtqyu2-{ zm&z&2UhVn|KRkWmmFJ)Fbf)<~8U0PIHSXKP-@9-2uf}<;TX}rFTX+5^@DXvs(05EG zrLBmKVjJOnW8k**5or_OF4f%sJqwIg3;N9^_|wrcsLvat&vIvedWF0HXh3}1+#Kta*ikHt z;BdUZn@@o&sXKPi?K_I&*a5e%;UMl0xV`>fbQ|P&5OY&vZ5Wq|SQw@~aO|)<)Nn-n zy&O7GFSwJ_7tgxez^B{*y~*~Uhtf6_ACjyPF;ZXE9(Obol_pMD~k z7W%zWd=bD@3TVi!? zjCM+&EJpvv!!BTH9t(Zu`!4de_))jV?+R_({~y9!o%x8r8%amp&13LtSmxz%{S8~g zx-Rt?ox=_F@-6e{HE}!S{# z-yjoW(@*wC_0?iNA*QfDCj0~CMzIVkKMDU)5dY%)S0UUCaS$sYXUfM+H}gL9$#6~n z5?g~qur#?C0>xDLHZZJ>|CV_r`o_0RZWI5L{H6X^zW%ZOpRhOK_b9>|2>+vG?{v)^ zubb_ioJ0Io%!eiRlHc!;JTJL6#Ap?pd-!iQ-g~!yilb+-FB{s0ylsg7YBV38*6+)6 zf1ZAHBtBIhCPeIk!M5}?Zinx~Ucco(1%1Yi%CEm*Z9s=*F#As^YnAB-8|NI=KhdAQ z{Cx)BI2X=03SOaH`AhsS&i_LCC#SD^yGJ$jpV+;joK2t^7cKs&uhnE|MO}1KfHZM+m712u&&JePSTXf|IG)txj+8pe>LB{ zd}f1wPQ4TT(7xo$RQxCI#`ZrAcVqHFdz^k>c>f`!nPKeSUzAaP+mSKHiNcT#)IM{S9|hivFX27{$>% zU4OMfv%P#95;qdsR52=ww~3yUhdda!E2P!-XPFOpT#d+Bf%-EI{n`*~Lw`$@r&9U9 zL-0ez>6>4k7hZqWeYp7xE#D;VZ{@F6{f)lx$8b0Eg#KUu@v8W7V+_UL|LHmR`X@^R zHctF5p{-td=S}yQ7hiUN{o5<<6~vNVftX66Pe3*)-z&HM;J#S5!hN%8wOg_E2lvy_ zosuRVfA=@nySj^q+`%@;ZF_^O?>y-m`_2j0Zz}zhubbGv`HV5$0{({m1buTd`6nII z70rWf@OLxrT5esH7)r~Qzc2U_`dks;FTmlPx^z}zP0=q-JLZthLv4x$0&PBHoGIcz z?3-o4>Ad^?2jO1)%;5d~p9ft(jzR3_5_d!YIr0r~Cj6c;oMQTnqx9%M6XHWB@Y?i_ zol#$l6UDrUsWD$Q{N^UGFU*5j72;^v+}wH8<1PZT#P5sI=li~&2ZT0#-h6;Omw)`Rd+>PJ5w~+;K)>hs zJMhb}&_9g$Qlv-x4a+EH^Agr+$_eLD#rizt{d>LGvTfb-_S8W;#g$uU7xx+d> zRL2OmZxa2(SX1=d&GnXG*16A#n7s6H!}+Z2LvW58&2#m?C9aA5drQZ&#fFdG(Z8hS zb00on#9uuzD0a}!gKNdp(DuWBTxrw5wVd^ucCpOX!)N}vPos7-`V)!lM|daC<&5-_ z*5}J>xz}^K^jin7NWHp7I~;AevrT`l>!0YCE`K+!U-q_n{YK;tviA?{eeB({Q{=E* z`AhsS&j0&kcU0#7Z4#|9WLz&{{V@~ce^@6a`ctm|<^%sv_gr)h zx76>4&iiZ*SlRq9wSTk^Fva@68tq?q^|q_IfY=xdtpD$5+$(nRLsuHY-byv(kGPVn z10Aked`i&wipSh|pB9HacExZVj5}pAn@@jV=TTr8h|y3?MmQT5Bf?=2n`1U}o{s`= zG1dN0vG%78oqlc(vaIx-gZ#pQdeDBV_z+@23`3&05XIl*;zrEgdg|_Z*FOSZ3tR`9 zym%~MZrv%vrS*S}i{*KYavJ_b@dUa2XDpq`)}N>Qh`%{0b&czPtmjl{BiVaH+1X~& zZvNWjpMHnb*NW$jw2|@2^CiND2yfWF#3sq1?M**7#<$S!;aM#(RVRf${r9lU#MKZV zlwoVY!)f&Y9a4|1+@YMlKKbpx`N|HJ3n^pa_Gdl#9qVc5kZ+mw&!?}vLcX(1|Fhcf z+&im2^lg>V|MBWh`2N}I)?fI^tv$QN{nT8m{WI$S-yhuM*3@ovn`^hb)!R0>E%n=_ zZ)jgo`TuC;m+tlVmbzEpe#^b|`s?mv+~@EAzWUDF?stgs#dwXx`TX;vceNjg-z)7K zZ+-f{d-3&uxW5By`0BE^-N!$CrG46$hy8o=>FsXQ$!%`igV9{ii})MFpPFL- znf=CaZR~f)drrG+_z$uZKGlhz;W5H9;!DZ3$JNlU&5f}x*Ye!d&{+!`pI595sAP-%L%wdI@jh!n0Iso1H)KUGm8J~*p>Gy{DDh_D2V*D-jdjo$uz~@LzDwg}dTE}6~VO}jm?d~%E z+r0z~&{Xz^ogpTn>NV^4b}qO7Z)!Q}Rv#PGcqHD&rncT>e@phqWPeTg2aiQd_V*dF zzZL=Wg={h*}FwQ)31#jQ6D9CCmf2&$L#<)qj~DQ@s@Kp{Hg_|IBy(i$1Pm{kPTpJXVHvxB3_3{~7oe5Zh}rMvj0Y3H^P^wzG7dF?gf(ro@LK@?fHo_pUWY9&G;9$KW*9Z zm>XZ0v;SAD{c~fQDfT9&AIe*#{gnsW-dR2Mz8dwPYx?WXZFWmmEO&o?;YHa?`o~90 z+{Wf@Ic-Wj0p)!=d_%F%SRab}f8)J#!035@fjKf*`uI!C%f9P}-Hyw9+_t7&Zp*0} zIU7CGGpqLg;6C5{t@~)*mu~s$&)rwsR(sry$E>0Myt?E~_j}-XjSt>++m7!F z`^AOipY$pB$AQ(OU!}&LGtj3OCC<_SVn5N}i};2Ceq#bS6XH4eYz$bF)(2OC6FaAv z9nfc)dC>n2u{Xq{JpA_~!P+RE2C<~DhcO5|jo@!^O{@(M`f<8|GqE;$ARXQlo1(s4 zo&@@LfG@d){o-Qs&;1Abo*@>6-;$Qx1M9EK4>9O-}#fK#RMLJbRz?3vK3e4;Ua~Z$#gF`lQWr z6K^vP{tvua#^ZmE$rR^uvKQfM0 zN&juQa6xUi&yf8`ZK!55_2*RoWPdlj0nUm=@b*$~OHTL$!yfSLd6V!5xw2xi<7GxM zFeTs*4AXVIB0m8O5_&spck^i`w&A;KC+)&VhIAMf#h0@G*5CCtb19BVsy zhIzTIImWSfPP>5EZLm&J8-d;nwnp$VioN;w6XI-m4I7`O<(V;{>^^>H*cz{Y+_rUvjM?R_KW1Y5FK7Le=w~)?t|@JOIGy=d z;(t7M<#qA(capz_Eq^y2bh)vy33ss%cpG9=x*IaAjmNAIuR^~JVpo=D-Vcl6I$*C> zIk@EZb=3=YBf~2YlR@l*KVZubxD0RGXAC0xSuy%&?h{`U%V6p9M?WfpjX>UvGo)qK z_)_$L!}1lQPaID7gZpl5e8P1P^|`uE)>sol3J@i)Y-SUVDHLwMj#((-(u^N6c$ zt8+h{t96@>Z*`{xr$#+e-u_FeVyk^c%tVK8;~-{5!?c*#GyM-oCTARhbJc}nEaQcf46Phs{U@M^JhT+)0aZq&=noqIA)dE{?~_Y=hShr zwg02>hdJYaOaC=D`lw&V<~07Q{)%OMA-DhYFTCuI9X*J)P4h2n$AvKeq`#Z`;P0lo z`gcCmzm2h7^VS`<4k>m0F;nAzqOa>i@;9@IJiY!){3lO5k0{Gkntvwwdp6{c@l7)O zw)$&OTQ=|?V)LfmJwDX7Z1JXO|7LpnxDm{S*ze7Tub2z^_prlo8G5EITCp1zXQ~n9 zQF$((|A$$IJo+{8*Fk%@*5xR$Ga5%JpFVA`^m}oC1U@DnJ`x=G7_i`XfWsjcrw;b- z6L_D$|5Q!=BX)e$p%DL1dkn!$(P#Sw3=P_Z{K>I3%QN4O-VQCiW;&185T54oU-QY@ zpV%eVVXF17=^w_PqWqOw|C4=Zy$q;q<M9<&zb!5ekSODdw8u| zeR9K;{V$*X?#@F+`+xKOHrI;vT8uj@cmLxQd@>1k#&k?{E+qe%4l1mFm=|#_mX3HH z@twrIc`)!^{TyX-X|fR7-EdEN@|Wg6*&HyR z|CQ?B6Fuj3yaKPue~t^(|M~NO!6Hh#P$yQV|2Bu%Qpx_B?9bl57VK?aCc=I7?QdfD zPxk+We@OU`AOnJ@kv?Y_8pX#b?grP^Uwpq*j7^4{(U>*F=2+T%8#?>3e;;rbO2eM# zVto>Q>Z!zk)&EKUd|yfZPxMHx&Y-T*zEX<*VazGr=QjJZ&Zo^Lsp~ktQ`~&EUc%bR z_Q!4gWB2&?M{ODONt0`jH5&(Q*yf)kYRPajRF7pGJUWEioMtD4<2I@ zY)OfJ;{WW*A7f7ajJP&Q{@EvIr~lbLOwdQrKe{hs*osV71)HAeEbjwH^w!k+?>>Fr zB>gjE`nLvgrrvoMai(Ti|F^;Kjmk`U?N6Dy|FC<;>M!*cyr_<6zsWc@d*k2F6C<84 z)?Y3OhSu6c%a_Jq@?oLRKmPL9ms~@`q0Gmi?{kU|og4X^Yx!RY^k01W6<2?F|ALpl zV)K9EB4y3t$K*=aA2Tujhq8oq4(&&JWM!uAoSFH@e4t-*;lA5=Vod98eDLePM%c-Z z(a**l*T1eA|4rBLfE-nK{ztzZM_@Z-%oN&$Xs@PSh;c0{ZU1`Y$^4j)*qA&oCtH6L zml4~eD1&wFx5IyXT>o!4Ip!K}w`Xf~-&WI^|IP>bD|P>YWvzDm7pwoFwqx#xeLqIL zuDt)#X3Y2|^@8>Az8b`5Lv#&$vc^9$pAL%6F@F;h6A8G8-M0>S`!emy8HPY@%e8Kc zw{M#5l4td=;V~Y-Ye>8*_MEA}QiQ)&)4&c9H2xdnAQ^!!hNE{}#Th>0f7JQA`nypPU zKQer;=>vX1?9zNzxczH8pu?cIrC$lJC*S`&hS)!>KjrV(UGu3FfAjSCM_pBnzTz9K zJ}Q47ZT-r9y8YW(sed8*B8S2+?FZH1{}1PXbRTT^96oJc6~D;KzW=18{ztyCf7Epy z&XK>k|F`yE*H~*d9#=5_ihQF@6`P{^B>0M{Q2$U5v7A;`!D;z2ZrH!ot=_R-eGtpD zsrO%s>EA;8Kjv2|rf+p4?uL9VMgK8fq4wuoAnZ5ESVOt@`k(^-m)id%U7#~F`bYTe z+a&P30{vgf_-nq|R9|TSGyIK}MPk-*tU}vtZawN&Hw?N>E#?PpYW=rfVoN3atNDUZ zKNHFRY(6lO{ok+*kT!*RCw zIz^cD3O^^)JiJtsPjdlt}J&{g3-suJ{{*k(NzFzFw)&sR(T4)=Gv zzI!)xETGP}F=7VvKYg-Q(*F0yfW2Cz?f>(m5!X5hTV3AxAIp4vo#el|^3S=@Y|VfE z{M-xfS1J5o@zXl@w>RGK^F7S(Dx^>Q_ufwP$Dy`svBS}} z?d{)YquqIPuf)qCCPwXVlha|;8uP`M+mFRoZ=Mgs=12Nwk7B#n zK9KBT`u&fMz~0Dr71n<`>;J_l|7!Q+dO;7$|EikxVn_eSJ8!#_x7qf(|51(l6NAIP zMGQ`csqwaP^tD6iYl;P7%qD+rwr(GrN-!CQ#lTtoJ5YAL%w_Vd?*!{1>1zdJ7S={q zXMdh*|3_j+2|X|09@7)kC-#OhTejiMJ|Gw!l#SQKYUImb%fL0)Kl&ixZ(0U8S7lo~ zz5i4V{^!#Vel);)wu|Y%YSE|esAH@Z&wuk>BW)!1fAErLzR%M?qKAx!NW=D(!_pVv zztK4%F{Ze8H~Ib_+a$=Lmp{cEPR@UeGe&xG`x||&PuBi_Tl!D8Qlw~ z=hM&1Ww;y9chatqKI` z{zMP6@E|#_b zV&mXc`iK4hEMsO-cY;1Ke#WzXz%Z4f|0e5yjEPk3{y$a!D>VMhrv94^`ouF9>wh-i z*~_?z=o|D|WAmQX4FmF>j3MZw#q^(ilkBg-K1BZx$^M+|@48 z*9dLii?{tR!?N z$b`%lXGZ@$grC5v^lv%q4`OkvJ^nwd^c!wpa~n@S#D15qFKaIJ%h+lE$?HGuwErW% z4R9e`|IHQuzuoe^``bU?nl^p)IYC>i`D5^QV{d!SY}Qppf3r| zH!=65ACrB+@z8cF_UG6ZZr}464zV%eTgqF&l;fKBV#oG&b=s&7!>*dA6KG(6dy7* z|EWKS^^^L5kHyAc`VUdug5ono#)#FxaT@W7;`Yz4e=TItZ0V*aCzHQFzx0w@zWEE0 zThXzQ36l{!Gr!67Z#nf3d5R96KL6LA+oEk5$^Y83o4wwjy8p4gt^M}{-yxVfk9#rS zF^%`myG#8VGdaKi;G#{cLZCl z^?B8!g~y)_O&62>HQApb0|jh~$^M@32MK>M>-Y=9{skWqV%t~WG=c~7STMywC`Lwc zP}Ya-Ol*zrPZ&05rF`pc;^wo7{ao-oo`&3eEDwF;B>J+?qdW#*68}XelKfeJ@#oNo zQvWkwdFALI?$2@l9oF33Q{X>xJY(-#-toUX|19i-cpnmmgU_AAUviA+F+Oo$ZRg$> zjqKmk{{{})buvFVwEJ*B-_9C`O4HNE6}^-AHMqz3_FR11$hUaLyginLI3Kx|ciw)2 z>qI~Ce>UWA-MY2zgXJH(M`OK^)n`}!CML#awEpA3_~q-LoO{t->i=E!neImfT~>zv z)A(6Q|11Xm+lRPOCMTtge;m^mbNjar>Rzsm^&I~@M?1neE8}e%e=(<6*!_R^?w#&# zXM37|g?VB&m()3Bnt$5dTrs9IKmVrg32TWetUpYz%ejis^og;_-~ZZr zt`~7eH0FrdvtXYK_B&iR;N4u+|Le`G-9O%bYufaQSuopNj!g&lRIwko(>|*99r_8; zxG+3>Tb`VGUF&wjwjJ_9TCp2>J1^~iW{(cf@h$V_cl3WFen)(tAf6|mK5gd*J1!%( z)HNK}VQb67lqdNI534i(xBmax_ushvm+Lc~CHp1ZGvV4|X8C_s{NQ959QM7q|Cuiw zJ`-7?%+bC~xhf)mw0F|?MW!#y-~W*qAO+-KeMd}AU;9$6_LK6w3*j4LErGc4E-|||BrSz7Ty1&Z=ZwkpF};cm@kbVB=O9Et6&|3 zA4T{tx~~NJW8F5kZWAoqSNm71ZZ(;m;rbWTzoqhj%hm0OjrEQD`@8Vv@~7wB+EW{Y zjxV+Unfz;d)&E(1sf_=P_s#-?7yDcCI;RN#v;Lf`{~8b{>;V1SpbcZ)A?=K|CT1r1 z(VC?F3yuG={t@3$e*8JyuCgM1hBy=Gp9nqd^HdmaJ{WaO2ll?u}-$g%oy^!z+GlD-b zJcD3mJRUCiUxH4Se|`8|-mxu!qp@qg$8|{0cj&irP@l{9nuprP4LjiT@wl9T(~*3m z{1W}df0H+pIlHHvCHYJJuR{I9I8*dRYU>o9o8mcjz|3PWDO~G%gL8HHC(1v!^%U1j zwjV+N@%q0k_U^r%L$ER8Gs5rZ8)k;@1vg{=7<=3do-;-jzgHX$>>~afVs3sF434** z&`(I5pV6eP%&tiz(FZ>g{{`z6%L`@0FfxYQs!;xJcV3Zye0J4tS6)9u^2hj3jORlg z!G9Egempv({g3`j3h5u&PoRDxb`W|g)^p|~ryTt!K5w8qlK!E-Rb9J~^)LOhmDB!< zdHm_5->3rPzmB_U{7v%@j*Xn7CHS@TeAL>9ovYAy+InW6|4P}*R=mA#)jWBjep0qJ}>(w zr1Rfsj0KHhbp-wcXqPHPe@921Q+r^x{VA9xblmj`)vO8)y7qL&op{0 z|K_u&_Ful)v>M+paj!0Y+x-K_k}sBfJGzfMg}%9b{paqbw_kTJzx{@LdCBYUwU6G( zk-wdgnJ<1^p=Fl3z2laBx?IW=)>A0|>Y5**DE*WOEzo%h$MdiL z-FFp2SM|pDhpT6I{Ny`I1 zzJ@e!eX#7Q_1_PBwgmpM&E9x#X%3&+|JT?32;W88R>EuKcfL>8iB|uO2ezW!m*mu6 zV&s4?R{zb1Y9JG6PtQZP{i%CRYR~rVzvakwsTbSo@9(@R_21aCEvNop?p=wtLVJ;i zY%^SMxU^OE4s;K7!&h~yg@=LHNVERJPofuStNvu$SMG1`B7ez)`Dpw9(6mMK@%rbR zgKH(t+wZ;a-d^^;l)e7iiLn1i%*3YS+uW<~yoKXUe}2ntzqBVu|8G6LOTLZkf1vdk zbnRJ>pQ&}L8rDmlSRa;)?Z5g2@hO@9`)cnh_dkF6t9$W{S3~_*Auf~ZPwLd2ZcXDx zd=J_2bt9iv9Az5jqk4GlnN9jWs{eQO>vHt(I{2j_e(2iu{8#?H zCVc$nz#2(o`uDwcp8#v~SM2jV=U)G0srzc*s%h*0Q+Ln1I}iF?<30GJ;kb%}SQf@` zZ0Wc7YKoOG`J>)7d5!m9i|PORyNq8K`>0Vmf}`R{GdvoZU)t>)xOr)O_Yu9qe-&p>bhhkx;$A7Co+pL`Zhi75@twr2U z@;T$X&BKb%zlzykH?^oQF^)eQfV)Zd*X;jv#TvoRob1nH&rkMuViXk1Ab1D6&RhR6 zO~OB*-ubi_$` zI?PYn%;+Tg!awjwFieU6N&Y;BP5N8vf7&m+F3B+4rc+Fhc)cR&RPPkiKXq5T)lV$< zA?>g=oX6wHdQRTacAcNj?@`F!g1(crM09_D?2g)K1NLP|?Kd8WK;I*RiHY$KV&Bo{ znT>sfskSUNmU^b`LhITBfn?x!Pvt5&UaAAbDF zGb4YDOC$fTNBy6EhDRShn(_Wezc)Nu;g_Us@M^BE@|YXl2g>$Uc`tslpVDj4WkvL# z`P54K$Lmn9x2L0jd%CZ?_Ny0F53%o6ssCwTo?QQr0~`AExK_CR#~-p`he!5EWe%~53h4Z2#=O}+lm^jW%d(SHS%jQ`IH{km)21@|9z-%xv? z*aZ2{yxHJ9_U4GUw*@{)yUq^(Pu)G|j&+>&SO<;oB(Vu#$B}=ZVSgcZg=MpKYN7ex z4*IC^cHAvE3vNK}VcVtMS}-wc=e2a2M(ssnGZOo@-DmV^BR0E|q-#h1-u|r5y$v~! zel0K(631r>`X_*0pj^)d|6{%`Ci>@q#n|4s*L}Wjh5K^-ckas{aQWGIts)_3RW zz3vOV)wOFEp_?AU-bx%)4h4s3H@ zuq=2_dYgA_6I(s)^|X<*U#{M_-o3N(LpheN{K&nx{xiWSP|h?aT(kS}@OG&a@j#@< z*jf4d_ot&f0v*<$@!Ztbe<}EL`f|@o_s*&h-4aia7@vSa^ZoDh-78R*)tdrG0U>N-Pv*XM@pT^qtJ9n<{VyM5g`^~#E)>!huOhu|gKZX?rB-+2AA5?B;IR~{}Go^NR0=F{wSAN}-|`{VO3 zNE&N<$>$Ob|CNgYd`dzX3QU=0QF$U7`7reyo2t zG;h^3MsL+eZqg45yP_*%ERBrgek_l#GmK4!(~&q-qGO&O z|CuM_ONpd^vOP&q<1#J3a$3`C%p0f`c{zL5jDvO5m zk~Gp^nI36@88lpt*|_DLKR)js4BTF{@_&D<+jXIT%f3*N{@*>^>wVrBuV=ph5rac40pkOS zF5iy5!N$l^@7?D5zJVZ=H%1Id8 zij03hKOT|s#`0Zk?O&+=^jk%KrSX@tp5`BMUs`PPU+wYV^hC@vxvpUT`NGSuy80vg z7mfbuf?la){0%y)jP*w~$Ny)EKI0bchfmb~h(}D{sKnfuON;{zx>}YHsQwbk3-M!plj}HbB*5DLoENqw@hdK6YD>9*%o&Hbm@;QwUnU(yf$UuL-f)5p;7vFEVeVheamfsiAN?faSSp9TpBTnCFuX1r|X1|hp!%=@%}Fu+zR{O3BlY{w*Q^a|7z*q z`857arT+x?Q{w(xCG($6EyvW4f#4^+4GH$wRlwe?J$=)yJKf>dH(eCJH|sAn$$10L z>w(8v-*mxkz&pN|d-%p#gLqYHi&Gmfuao^3_G+_>C;PYB{FD7Z;U5zIqayr^=~Knb z5Obp#hzvvH^*Hf4rhnx+!_s6p8vlKS9T02|?iFk4^QPVs9mYKD9q~Jfe&TxIX0fhUL+B zOn+tQiu*Tx%P>yC6WXx64W9PUf5rAJ#m%U#BJ+)t^N&5TH69p{*m;b^aJ(Bq#*sTGi_ZVlM~>oSwq4)tcHcT62knx3x(>NrxZjT0I)=dscp1>y)ycF6 z-3j1+PV}60O#>}*oa{X#_q#g};`@W*A3?uo8FvCBROfc%+kIV!C3ctI@0WD+cR`E; z%W>#VgT(ou9|ES|j<^gl{jE2434NC1*xg2<-3(0erNNe`z?Rw{m_H=F?Z{m=yx5M zSG7L4R*=5Uznfs6y$m0fT8`_kWvE^5FQUx(dk;pl3FTsWua9=RdzjnzgI@p7gYMqr zK6eApE@Pg5A=vq}F4OJ*?|$~7#F(0`{(lC3M`(9%ge*1OJLUaeWY`qrh4F}URNB-> zfuW%9j8k`-o|1owlTro!NBJxy|1s8Lvi?Vzj^*FvjWRbA`%kl}e+un?)pZ`p(Lee1 zH(nTSPy00Vm0&m&N21>t-{LcMmENxd-iCOPZw@2I*ChInI1lr!5@ZH*{rbDd6@MWZ z3}7mGCZ56{vCfaLkBLu~Z2d2o$4ThVRQ)TJzjFBhrtE3^^I-l{F8|Bj|C)~cl`{Y4+^iD)x2ff*`az)mHqZV_+)X_Hn@ax>#}nI};_GC8 zGP}2(GaH@q{b~M_f64w$`+l z>>p~eYei`^-jDjRQU3~R|1-O+{i~ew&f9UB=dZ***nOg(_#erZ%3P8^wXb`7DsgQQ zkMjE;`?0LQOYHx*N7(OupPl3WM+}bmH}U)OnV!nmS+v#Bzi+Po>xUm5v$-byqis4J z{aaH5pWfo{hS-kM#B^`9^Lhd8>dFX;HsenJ_~ z@Bh{0|9q*xw&(22-)z-?VyxHw{!h=l%a_jN==Ry7Z~Z3C|H_~Ls=u293tIosFCOO% zO|(sLJyGHKYdWf&`G=(S<9MQ98UGvZo>u!S@ivh?mYAET*M|9HsmDIdaQhRdKwBa0 zs1}=r=Pk5fi~j-j&%x`%cY(b@d9p*xEH-2RU;NR#r+__a299LV-3Ok8*bZV*j@@fi z8s5K+VPE);#{lNIgP89QVC>|%AIBh`>HU!4U5)}vvF-XUv8~g#M>@oe^n(`fiAQ0+ zb->~fXVNu(*A1c!%#RqAQ+?;hlY z6U^s7kL8eSe8Y41qh5CnKCTM&f7ba9-jDw_A>WPvX96_f`(gA}!TEO!Ff}aW$gg8= z0{Ls%NjIZE_S?9WnV28dHKoZP;{!2HPF-_7%9=a>-*m7>Z0+CIYHX-#=$|w2FQV8Q z#7KjzG5%9#&!!E$0euesMx@U*NSri&6Y7+={;J3Kf*~j%|HN(;;(xyU+kJlh<37HR zI1ELAN(g#_hh=M2>lrz|Eks;zuUP%rw6O{hMdi)0$V%|Na}%GvS)J z9p@PWPLT7W;y_rb9aO9bxN0*;D6te3$KQ(vC+vr`hcc zZ)0{_jpYD*4fYH3?O^m-6Kq8EnS(UHdA~RP_^*y}WjY_grv+$mP1{BvJ51yKY-oPW z*W1>xCz@R|KR$;|1n&IqrYd6Jei5 z^jhiq@85a)C-r~T*Oll$#+h334*lKCzW$XMQ-f`=@2DL(XS|BWKl=aXUUjkYXEC&Y zD{O4}^&flGkMR&~i?*3;{9O$7p9}e$&H2Z}ksh%bv^1a7Hl1Vrt8+jPvUNlBF@x8)Ia@WcfvT!wE))-c2qk4%0ImotUnU{jQ45_@oTs##y_S#4orvm zKkyg;+G=UTqF;{u_21kvc51gHT0Yo z-#eN8eJA|NC=TZCSf9}E7yzbayvOz8d(w;LpO}=Pe~q{YkB8mW&KrnN)F-%?z9$3j z=EE-GKkGU4%doo(%;vSO>+bddus^?yxQ@|o*ED!pur2gAqxhG{lF#Ae_3jXkbC=H} z&tAM!OiVZMJJ&{lrOE66{C-f%G2*U*M$dyjH}da?!1&x343XJAc_t2s7@px@#-ywd z5c{+FT8lf}a0E1uxJ&J=?!m-}U~qr=W0&w1#g~~KdBewh~KD9{ptOWeEN*drkDp}9W-v6_!p5r z=KYP(2Lfh2&rSHdIOf($3C4l`sF9FNv)GeX#y>@bh`M;^+^# zeUp6@hhPw*{zo1O-^=X(R{wJNukD-L|7U`JG5sUh6OS*^H1N9to@9I_kLZho&lDpd z*W_Ih{(re|mD|`xsJ~)&GWnZK|Cd95Q|mVO*T4VWy}RZUmE$7(pNc-m7vYuYmQ4RpXXLNH zR6eV>|9bRxq#Jx&5NE1#p!$b?ZOWCuQ+E(2j(V?5{Wn|v&*+%`<@`frRQj6sx%~bY z;{jQ>YV3a-{c5-W5sV}Iy697@R&dAN_|J|0&vN96b*Pg5uh#fy?Gn$wSjK%_7+*Xl zs$BiI0db?&p1viqrPcz6v*G*&(Us-upS7oMX7*Wcr#1Uovi~OgYqCG9{WRep68@tS z{DIoti8YJ(M?EWkkcjh8+=rb5Rz}if`bVEr79;$P;T+5_h5trqk)A&kW0UBI_DlRv z@|XHwz~UJuF9$0%P5q;|8)9p)t_yn|+%xj~MuMfGzXyG0`%gMo_G>}T=4+4lxt#C#1`c3e8el{U}Q8M(=sl|EyRtHb;Km}+ptf^ z^oFNVA0DJbe2u490e#I6-wURK<@JZ;8Rads6aB=0#d9qN`J=C!pbN_A|2KvZbIbbL zJn4VL=2fEqsDDI%r2e1jzCvwVg8mzVE$i;>Yl3wwRsUB@|F*$SRZ9DJ!zRVOY8^{V zpD!N$KlX@yI^LH<9EbjP_sf%!sLrgn9e#{U@;`0)4>}S3XC~!;>_HFgiqE??*hAC& zCz_*~-kM?l%UsrIl{x;MJA2ag+`Ycw`X6IE%6cMi{!g82>xfeHudExq{oB5?wL~TB zk3_$G{xjZ9W~bG76ovz!t)D*O?!w+P{BYC_jg8?v=JwrE`+TsW&{j!X7j4P3t9aY6 zUE6cUv0=O@^9e9j`=3PF-u!Htd;R03K5wNXwl&b4jQ$bW;B39h^`!XA!8diVV-X)i zoXn5Awz+pdc+dSF1Un}VbfI(zFtiRxN@czWbMz<8-f4zDIa4HaYup4!gqjgx-tIPRBwZ{pbZEgjq4j@wQ=B#RjZ?6OwO^+)E)`jJq_vr#)R>)h^gLq9> z5%1|D(p-`M7c0x8{=~MBSB7OJZii*->hEzC4OQ-|Z@-qZe}s05)_?oHUBac)1^f+p zb0m(H*MG)+6@DD>)@<6ACFR(NvvAkoS~6b^d3###DCXu|Ns*hkV1b)G&$lt#8OJA| z&UYvC^Mq%o9rY$pQ1bpmD*gXvjoZaURl;#TVDBbaAdmlWfv;Sf8iDk3c zF8hdM@H|q);E?A=u{gv;@KBvooX$bvnc(=N-`o!RE9p1i3?7Qm|F6DSmd$LY$=7qZ zUnBb|lFs7rrr!Tiz8kM&k@2s-P4#0(<-arcefQ4X4^&Sg`cFM)8KU~fGD^FTn~+SIfvVSV!afHl8BixJ2#m96MN$EHnd%e5wNq`v%rrWX@A-*Vj+*fc1GLZ?B51( zm7J@;;K!C?xoljGbo>cEjN=t!Gym!Z#~4N&W4VZ_7nBWsZFmML56a5(c-4Qf@n`kd zb{)O^RfWJau};2EtWJ_I`yr^C*Nvq5+q^cB<4^R-ufJ#~Qnf$lJoZ0r2YGBpGyck2 zfYn6*kHr3IJ4}xLQ!j_ozb%4~N^So}qW{tM&y@Y8{39s8;UAO7-!81X+QDUYwH15i zZ7uRHpGo^a5%m`vAv$Gt&(5RQzme$w3gB*{ewWz)Yy1b^$2~^>lli{YUmpA4r9H&w z>DxK>f5!R;9W%RQ=SK&BLX3^KCE!qD{SxpW`|im9kVk~+LmQ-AHEK7Ew?=FU?GiCK z!I^28Kdb&t8^cR+%$eKj(gbQyMg~L_jR9^_wr=F z!S-#D2G0tv9@q7^?(0cD+*4ut;B0w>e2OpU5x5`qW-smKVz!tpYYy{ z!u|;d2=$!YH?jUtJNu{nE*z`F&wq{Bzv4dDjT>!#?x1~tbnJhJ;BKI+k@>&5quI}4 z56{2x{5Spj|9VTce0P4K=uEu+fxV8`f8-d_b{MbqFL8~7t^di}ulI(xzqa0B`b@ol z#PUbh{(`$9Hh>ra!35ZE{jb+^+>zRo?rcMmJ6?N6{j2n~2KXBDP3oC`5cAPS{Ve)B z%Q0R_Zarc>L~vWl{ZD)j{f2*A@S*$LXR|#H1wI&*pZLbjA4*6v$k2s%w;GL=Uyg9_;tl6+up4$QJO($eg-dVvq z^SzcpS=`hdgEhL&G+{?(sibX4(gRzi2?5FUq&_e1f#Z*bpy74AHsbLbpWl zKXV*$IlR`0_+F{@ACmQdf5~CDEpM;dBzYgOy^2tNrtJ^$Vj4@zFc6AkFg%;`+$aV| z^edu&j0KZC{sa?1of3Tu$3J6Psjam-Y5R}X{tE6!^xEq&^hI>ca0W^8-=6cXdvD3d zeyoO=1mgA5S$|vqXS)4ITYoE0I{QzIXE&Vv39t}i4~fyC{W2Q{UajI3xSdG*@2tp< z@CN0BQ|!n?_K%nwjwi+}Q(Fyw6S3tSUn3uXIyPzhbA&smy0u>R|5)F!?7j|C7yK5? zO4$Fy*?+a+!`EMMHIy;P_#5x`Pgg#%9)TWC!un^Z_TOHy$8BJIDeCeF#~+`eE{|mY zH)?UROsX95q_Lpl1@Y`YB*jgc4|Ij{Ue*ZgK|B>v!GoDvE_IDRJ$-;PY zU9Ji|a(VUOhQsqR4kuy!iM6<|FT2P-d7v@f9daz`mSUDxB2zW zk01O06+dP825X<_IdKfd_y=n%;z>MKWCr0MzRuRMA=pN#zsJQ8Gvn=zjwu~C$~DGk z^x(Y^JHs~g<131*5iEhWt)!J_RcB-Qar-N-){h6nWpRwe<4<)f+7_Z$vHp$K{s`X< z_m|Aq#`Un@Zwl7Oe!t817kHL$d~mk+N4X}~u|E~T=x91#qi>VX@wef1)E`ein$DgE zjXj0^MaC%+pPu+d_?xk%lCJr0>_;M>ycT!GKdv|!m7($k6C)U$k;zXiC(4NYE$)@z zhommZ)0aP%&$gI(?SJL+1>r5fSa{}671$QKL% z)&tCMQ`rtz2hNu!yssQNb4;)!E7z@-GyfAW!~0Ap{yLT$2Qe~yh8UG);I1*Q8scP{ z1!r?jus6iz9A-Y4XD+msxJI0rC!gW7_8jwKY$@VeJ_h#ZqF`=XTt#PDAd^4@R?XC^^3C;zaIJ0n%F{Jnm@iR5xz2tAklj5`6_wJUodLOZ+B;5_S@XIgc zKI2Dq_I0~_&oOznxd?cmF4qmdoRbB4l4kY#ALYzEDWm;PCt_z6Ntx->73>c3B_|GL z<^yNLbj0omeh1~QYpIue3m1Rk>(SxI&BOZ-ldb>MDPkb@c;1kZPfGC&#J2?)oJbmp zDZ;UgBRc*pK8)ZQ{P+*zrKH$@8EyS{_&6Zx$fsU>x?!FHu>X_w zKbTu&?K<-Pr_t8m>`yxKi3wyMjm7?HTqebpNIqgevxJ`{D1-Db+5qpY;1is8_(bQ4HsNB;#cjj$qo3zMrwZzgA<&C@$GSB@}F}_^#AbVpW|=5 z+CMt}v&wg)-46z1Jh}e7pS=G$5#!Is2X)QnM$6O%!Ny;-{=|8VbpMz2-(P#g zZ7bX7{_tO~xwqeY&%OQrd+xJkOZ@w}?HA{}1>Y=ofBE2j_m}sjUtGfiJ#`fU&oAu2n?v20y)#vrT zo3r>+!4#<+U3fytgA`@=O#rp7<#1@h$_Z3wYoG9G=Mq<%x}e~owj6M4dPu2Wqe zfBj#9_*CLwiT!V}|4sa{5npWVe+;k>!cjtO1KY^36EXfl+9Ls1#5R)l@ohzaw&z}% zvG|Y3c#&}=<3`&h;Hx1v$80dphLZ>}G;B{^_vfIE?HaL7+V*@_aXis8$E{Br%lB>R z+lTEHw|_kTV*L|)ZdhZrBc>xGw?E{&k?+8Q{S5z(bTF%^?4bnaQ-VyNK2(AYC zSX!*%6Y|0J;J>5+{>G<058oeS*o1yQ;xxQZ3wx6C8)v>_&dCJ_jbFxhkd+z19#j{KlQr@_xs(w{#$MU`+j$BYWxjy@$i{|!^@X#d%B=D3wVeDASe)3^USy050h-KC>{)cXrQ z?pvrEgX`Z!kN=A6<$nK0_i+L{#eIlD>|d<^)6f32OPn;D&%*g9_=XkpQAO(|cNO1* z)3(TwV*YuQ?62-8hV%agaKuft{@qEMe`EQoTQgz&Ngd<<7h4m~jnlvXIj1JfqeHC! zqxP5fDB-z5=3lW}l2&b(u0uxm{t?R$?SHEFH{4AW2Vfi=d+5hCf3ElGZUKHp{CxB| z!IMI@^YpxQ!G5k#)o0At5W3uz$Uf^`DxstX^KEG>j8J_tF&l=y&CB)$TnA|ns zfjN0TFDMi1&zL3j!O^cz3{D&3FEIwwDwY@Vmm0w>NxaUIWna5n{kH|5QgZ!rpjTC0 z^>R)4Zh&D~y>iOI=E?5SD65%DY-7>|P?*9`w3 zK5^77U$xR*Zny&c&ka|I_*5KU7lC~?%*^TyKMJQ1bWHxnty>`Td$~vKPB5NR*q_(_{I*~B4?X^EpMrZEY=5&)n)m4KPl&Zq z9SZa-f@_Fk+<0GkDHMYc9e*<31(RXAlO=jGRQ)fhy>mRbeY;%q!<-3XCZ)B{c zKmKeyn*Bf5aNZR)l!`pVL8|RmfB8u2&*$XX6!zchFZc+t@jA|F{{w7D()b^2{2AuN zuol5wktF})9~Qc`#hbM)BV{rSfaxFmOL>NTpCO+hPdvxCKxR8+e8Y}Rx0Pa@d|xHiKWrzqarkVi`lq}8B3_o5kEr~4s~5T1--0&{$D&P3(O%%Wi|GIN zJAZUvu3qMrtXk$4}Hy8+?PnR1m_jo*9Lkb`hqrJwRgSbvlwZZ z_PedCC7&$ej?=NXaLYeXmIaazWqr40Rj^NOeK?flaeJo$_OhKE(?H`Z7SpUY&{_HHig7*!6ALG}@*xTTG*sd|=guVCJ z-i%z6^jxEZC(`inDc0HctmbKX`?IXSHIG#C$%E4Y9-P4U295#oN0|Q;`g!W-3{~ubJKUz{qz8sn|pok{y?u>yL(G9H(EC3Z;@D7C=<`Ua!&Hs z;+lL<&wIWOz1VXdT)tv#hN^!opZzpF+JD#1t?s}7^p^V7rg8rhkD&TGI{oMKQ+fOo zYcUf0ceNdyH|Wn;{}pFA8vEB!Q|8J_3Orshw3CKkRG<9A_J1_?PjF+L&uHW`->EkKHO3VDNRj!!xm{yS&4l_(UkCj?zTN)$} z&QnkSn;R-!cRSX@Rz{XrY}3?U|Hyhl-YG`5{ulc^iSHk={BS;?kL76HN%hqRSOEBF zuOLo|#hW5;f8!@S6iV^|!H&8*A2;P=|)wq4#Me)LQ2mBLL^)m$UoH5;~W!vA)+ ze%mG~OFg(|h+`o~kGzi~kE-rE<+8CDQb+bn94X4*xHZdlfrm!0FTk}hu9L)(LK@?{ zsRag~zfY3y2K6D%g*co}TvKe0;%+RDx*Jyot0Vk1kY9VFLDCyP&BpDJiRU+N+ameZ zwT5N3{Ri^pP^R+T%$2xS#M%(gL!3{teAcnDvqtM2wL?kkzs0M*asODi+^5q$5nB&& z{G0so*#9_Gb4+6OC~l2d2X!e#3pftN7}yvO$DfY-aQqVsFq-|B;q0IC z?F=tpb=lIXE}H%wf$!bkwPdd-vi=-SzVe2Q-~Ll3Nzk2Kp~>JhQCQEUqDF`grF8j^2h-VE9_ z#r#hkm+)fI4%0@U?S>owl$Bf-yC&yB+FvkZk@0sF*q>DPf5+K)S^L8{ zQ@Spu4?V=dB&?MMSA+KezQ^!=N8Wkx{^Q?kg8%X!!Tl-bqwhzO#?s3f_nPp1ljX&9 zlF#7sD;bx@e4pZL2>m0(;fzK;d2bjKB*E8$ybJ?F?wSGcUq85a$Ndu=H~X{qx+k7^ z+&%Z)uU&UX8+dPe;X5@yvz5o^XZb|@Ba*MgoKhc&$Q?$$`NH(u=P>VRnRze7B86#0 zUMyex*ZO0U+rP2C!uIcVe%7s*nE$!QSY;jedhP zwEauKhuCGDq?4i5dj#%~by&(ePzaC4a77C4+;mBa<8|A#&k^M$DINBu>? zHSgn!`i$1%8t?11sQ=abV8!Qze8q34_tkHw_a*N!$lqE4JPg)xJa!%2BRH5->)N1A|QR-S9c`(+KW{`5>L~-jEAt<$A=c0#3!^Rh_?Hf@d@i z)whT)EQZt)aLp)}OsU7u z+z?(FmO1-S$Z1oIcXQ*u`D)oWQtrQU~$3}*ktcRoh_qYr+#{hz_)>vNI)s3~s$mA8SmYH<4} zae90`5V@dmmH5#`+p9&8|C5f z_I?cZce3rj$^UZqGWQ=Zz3LXM|1!lKmZ*P>A;mGt{ZEPU6{$ZtK~xVXcl{%LE<=nz z8z)x((agWu)knm360;#Xit$YBL^|VtIQhZ>1$+oG9pkD0F55c@-}B3aiBWBYEZB~|JY$^J9WB+UHe~taGvHx|v{jVHjGa3IOb*H@*ObjtF zYIm$n_74}uA5kX-2U8IRNKl>L~QheS$c+dyTO*_)4d?^#l8`o66&_5jMf<#q&`1FB*?19)BYrf5hE<@Zp?{*uSCL|0aAv zJvd_fr+sAlSA_VEr>}I(shF znQ5k5{c~!MNBpxIgT(y*QU9x4BQ5}kU~a@`75X-akD(t#eOdH%*njnRh>xV$U#D-F z&qw?w>QiA_pN47WH_w`voFmT#vgDe{^JN-Feh&CY3@h{5my0A;6Y(-~4f^*Puq8Z% z%Lf06dolTzhPV~tX7Vo;%5e^7Vt2k>Nj{r7?n~Tbj49%6B&HSgnKFpg;j`<(S3~>_ ze;++_+%?~Bao6w;SK3kGva1dUxD2*=UQ>a@m}&#=X5p7#NO_5Ik;7m69M=v1Qr=!6 zYg^)Oh?`-orr95ZJBC~~;EbuLSKJGqY3XLXsUCOnisFrkkrBQdyjKrGUUWznR%>P|0B3?@*r1vZz!)qFzx4DX zdR5wf*)`l~63h;K3h78t!#) z?LW-=f2{gXKc;X;QHO|yz(GtyfWHxZgzDdh@@?+NG{--=2h0|wQ~#0d{}3~yzRltF zZ|%iRgX%whv%-z=h}&Prg$is^3i~6tjSTL;{r&UV?yvJc@U}G3{*lvzb|Z?LNq78- zt@mS8esj#?$VZ$h;%>}t2X!5V{he(4Px)&uY<91{^OpPDr?dTBGxYou<(1-ij@I9B zB9l4)lUph%Q;P8?Hig&6IR6r(Yc_{Ag6%RM^FR56h&{2kHJO8*M{56+XJw0EhEm!8 z<8^1;yYuF_*WdYz+j~BO)5KhnsthBQ&ph~yol~uU)3v|pwm+0VIr_~p6x)eIa9_s}}AM^}aYH}1hj_jzoM&oV^ilanCu zlN#Q}@G3aV_q0REw|oO09;*w>8QJHsbd*o5&yD_@Zs1%*2=0cMo1cKg`RV?E z>&JecaU)3C;Ip~Qct^y(MEoMbHSDQs>?u84eH3StjLR{+4r5S-J~TdaH%0xE3*NP2mH+d+WhYAHYszWFID|FA_wI*d3qk5{K>9=EFXR9$H_#EzfNG* zh+#7wit2y#8ue;AjlWLdidcTD!%+5*^(PNdJpM*L{seb3>!aBIczZvQ_SfQW1!ElJ zy$i7@$jxK(fz4Ox%s=t?ANlx~cAkLwx4yc}z5MFyuBrljf3{Y^+GL{SbImlJ?Eh36 z|8M*mxSMS9-2iXHwV<~Z$?LzVrhivEs?>L2JeaUA_MS1=`a8P*Pj~(u?ES;++DO*_ zGhO~M_~;JQ92UQ9)Xys1Hss{+K3j`1MW5|Ha3<_T{F{x$1(@$n&h+JNaclA0{2=19 z5g$qvi$ko9`u#Lr#Lq(CiGSYmQ2%b2UZ163#$$2(Ggg*#n6>MnI$5#AbNW{Bw! zZX4*Eao~`DhWL_`=T8dZx(1t_f!5Bj9Tc6EX|DHT+F1P1f#h!e_&@ z1y~dBy0Tv|JjCn}cca*qId1j(HG-j;`{{gFUUx}wG<f1B4&oT88K&X)GZoP9>dtz_)&T25EX?5(N8MN7euL+=&is81_#Hk| zgEca_Yh*tFoHT;@fox)S1fPR9SO8rOq16u^U^v?V5xxaq+q1$+58`k{ccSdGIhFbrR)&7J! zWgJqB0i>7)!{U(ZW+dZ37kX@EPg(y#_CM0GfAp`bZmFIQrGKAp_|m=d->(N{Po@77 zOUB3PNk=}@1mACEc>ia-!;-XFJ2Gs!AEV}8$;Fq2x0=xS^2qp?VUFR zTbykFWK1!Rna6mgGyaCM{{_I^NWI2re>tWm)BZ>0f3oHaxAN>dsn>AxPqMBlXG)gf zPS~fJ*1w_ppR#n!*g4;EObj;uA;wzB!IP@}$D{u>*3Rdd6`@jvK?p z&_;*8ZM&y7iu!0}FszNms#2RyJ;f1CNBl@EU->-P)^Yo5TgVu}c#6kgtbgNRf3}=1 zmv;*8F)0r--w$zMPfp$yvHq2PDSnG2@BE2-0QNqj_msy*();K5u2FccSTHvHR*$jS zxfjO0LmswoGL-zr_G%5lO9D9~${|wKI5f|j!+|_tieRWYEo;@?1eDd`) zVjV(^&5v6*2=-(Du^e}B=OI>g`Wk#7; z&N6V_5G!=`X0yoWH#{Pj_q}}PL0K&8_PxaN@Y$Zoe#YSM{~Hc%kyulkj_Y^-w!biv z^}oIQjCB8DKk!qErJ`P?)<0s}h8q7IN9Lm>A4Kx|m)2+S`fHif+y9||R&*+&e^L2S z{hzb^Q}_D+yo0h)$5}?x^-xdkn#7*U;QrH8vj00_TaxR~ej?vdu)mgp{Ws>f{N!4< z^xz6_N72sGPhtBTZci~?;8HUD4bFp&KiYrRfi{w{su=5TI}YM457&g8Ut_Vq95)2&~HEX`DZg?Oer2J+<#QQ6vQb4u3##xe_(w{f~00B6ro_CL4!wA*s>;r<^={&4%xBUyhMF2(fQ?0?k$j&%GF zC7)QCKo)gM^vcfR{4-Mdn}NgGMVt-J6RH2pk6lu3gxLQY`(MScAN!wU|GVNoj2|WT zzZ=FSkw?bbN3k)Zz`p?J@eOrO@GpvU2r)J$%j0Fd|66b~68pt)G{nv@5A8EPFL@9{ zBG1^F`Dq$Wk94v8xc%et7wg{y+n=mceA3)A5G+iXrX1f6a^EZG*dh1C6HnlHT=vMgA13cOKA*wlcl3}$0)8R* z`x=3@p`UOh^5vUaUp_6nl@VtvZ&Lls+bX5Z+(&%omp^w;Jo%X0x@Vj4Rw`9D1% z?qde{LhL|9=cY;h#eRAFn~wb%js7)Xt#s9u9Uj zjeO#Lw0~xve2Fm?ng1ALO54!4#R%u0xcxb&PtEy{JU5J^QCn5|$j(2H>i9c;Jjd0c z-*gQ}E-JNIw)PBd^VAxD5@%|J>u>c-Waj-Ny8cLa{XbLX?*(U#`eBtzMSjEAD%Wui z_zu9cB6u8L^VbbCK!2?Gegq$5{$Bk)S@ARGo1wo`eV+7zCHg`2y84TlhaUFLJFm;P z&$zDF^!(ai-ga}o|7=Y1`A$geOl^CeaLo|EL0pKOflXmNCjKWL<)e8Y3vUfEI%k^- zMJ}Ih!g_*fz6E!U;c|$xA>M}hEc;=F;Ch&rDVS$Z6{ZR}Bx~Yz$Ac z0kNkvepI_F25#n1ZLTYBEtRyy zF04;9h7{j(FM{KS&n-l(E%MzkpX@{6yTLtTVTgm__cJV~a@83A1u>qGuix%RQdu;O!+RoPi1XU34C3_1L7VsnVUA!cYE zID%Mq#pNjOCRzXY6dZJ`_N))~Kfc}agZtB8|Hmy^^R2wUa4%!5`yc7rpTmslHiZ5W z>oDB-SA9~w5*`SapL;apV1Mb4CWa)ce^L2@FA=@n;@j7TKE&V%j}4#mGW5)Rh|BSP9m@}}NXi2g;*z9| z;`Z0}iN{~8e;Kqt3ZH8V zzxS|b4a0I!a5s;8+>P$ZsT^C|n_N3<-o)AHH~F|e3i(owfOl18$@@gKtU;agg@2oS zo!l4Px_i5nm-v;}-+DuFH@MzSKQ#7C)d!-!^j`6U=ymadFxHRfZwS-!8Gj%T^_5sY z;aTxKns3yfBEOlZ`0y=#qI|{O^t%^-2i(n*Pq`#O7ceA_Ab#-*h9NCSrauT;@pUpOMJdylox}&$0aRY5z*_AN%pX;*0h0_FE(g@7(mdiUsz8gGCe2wtm;GW`fTHMO@s|62o z^1^As-Y{m;zN*7|AM0Xbb%+-se~s|i0HboXv&k)4_O--$$~|{dcyL;K+km;b?5^K# z6KqZ{d2!~=aohIp0LRS*;kq%-8}i<4LmVgOd-&v0kB8}Y4LyzW+qi7P7*fQukSFE_ z;y2+r)aAQX-;4ZxM>Niqe18JG3)2we!Z=mk{oV3kF*tn3SFV}tL;K}Eu{(;z(f9vT z15j7^!rlBQt2Q0M5rUfjeo&9Af5R8@y;S^JD$hE{tDlX z=o0l&_0Qx7`sVfj?T_Ad?=Ai~qUWjg&+Gs(5?e0qekARGZcQHAA*?^~5X5cJPLY#@ zTpZ*|Vf>XNb*D52%Lv~;$w?z^>Dxc(59=?;C&o*$Hlck_9)IMZ7>WHItp8KV9}oLK z9`b)I&T@bIbe8))*3EyL|AAY2XyrrmPY@?3x~3UN{i8hU-|_mhq9a4?zuNl8bW6|S z_!CS^FfPV6|Bgrd4>kUd)Pbu;bi=PN(`l{UW=lUm;?VmjV6*LvQ-IrlkXj5<`==3o5KOwD*wXu!A)kQhL(ljY< zCicI=H>m#QuVeqS_|#+ndyGFY4wM*w0i4N{#h+N&y!|3q4Q!b9889H?>sFkM@z@w< z#%!I%i4vU`JE-ZS*9B8z*a^%RiZNk29MU$ie8V)w?H`Z7SpR4j#?Sr`cXPDjq`Yeg zrp062W&a89FytxD<9h?}__lAQ*nh>>@O{rXZ|proo|V0Ira=sOe51y_vK;JBJ_-EF zlaDLk4fpFbt;gy_-=FY&(e+|i0e+i~J6*a5DBrg6d$t~2>qK1nYT@WM`9+8s&udIC zdwbYx)4fBazuP5o=+C#5ci8{y?u! zr|BO&=yMMq;F+KBAIAXX+(X;-^|s^LcFE(X`*(x9A3)AOk?z3&Vql?7n7_$>;f3c> zcHnMK5_dBo`SkldC`aQ_Y5Dlf1C)h%ux!Nj^kH9@|C#qsKMkNy0Na3T`Yg+17%9aA zNgnivPm=uJ?q>I2|NUpTclXX2QGdbTAokJ)9Bli^ZvWxr-@4K2>f38vSxcoWXe=JH z{WFefi$67-e9;Gv-(U=*%{+cXo{i|tbR7S2{n@vZXMdvYUm4|&!~9#*TC4Ur9)FLd z{#^sF)W-Ecy7udJlQ#cF$6wT*>F-B>{-0^}=lpN)1ajs&pYIcVuSl`}4&E~|^!{P< zZ%~F<{-EuDsP>rp{;Pt8~%zuX8ufFxBo40x)v2iv%|5;JeihQ9mU-!-wiol zh`}kVyCnFQxxl!T*On_T2j7SA9*-s8Xl$jb<{JFhXN?=D16-#qJ=cZPW)b8n9_EH? zM_u`@Yg{(_4rl8*O8Ar2iy+wwfFD(jz+=yP(H88`#jE+!93ai zl?_*d_k68a5Av&ryg6vEPlK|i(*HI4Ho8B&@<-X{7_a@0RO2s|{X1Ttr#dG(mZ*Ol z%eQ+SQGFR~{EMDJ4-^NW`!DIrA8GyRqfXX8lW+QG`ucg+SMIBQZa7=~}n{=0lL_1Wen(uY=m84JOBM%OhmHn9Jh-2eLRVEXHy zB76%`)^f#F!KM{AU2^9d&da>ae#!>d$;pN@GJk~YsfXp$9#AJoqJL2xo~r#n8vSGY zSG6{{U6+mXCUN~ios;#8Uqi6Xs1L!qlzZNCq}Km+2eaHe@4x2`UCKqevG;#E`pl7u%BIVNDp6+ z{qOK4#`pu}Ziw+0laD_M`hepy!Z!pSngsj@d1?H8P3L{${&~fW_%y)kM1AJQbECK& zZ!Uca0(((5{?O9-4m>1J9|NcAO@{HnNG(W|_g!v1$2X(aTFTM!A z8(^GH`#4kg@AZlNC>|(TKJy@+hIpF+=5-(V9O8QJ1K-243H~OOKY+Giorrfa9~yBm zf`7r8*Yv+$>kTji#KZV>!8NAmb-hRaAjuc`^xp8?KuLKsk7P{3bdbM%`EoZ0T<}&` zZHt*x|FGUR4qDv#<_m(&>Fm;2RFl>J9gv?%`)8QNQ~Z7w_J;AN!gyO@{belAknx|Y z|Ks{kj{aXJ_Qucc*E^a5n>1PaXJaFl|LD$t*2m$QYk|ob|2Fr=^2ewBJHQ{pdC%rQ z^I6y$T;3VH{gG?(o0xyB%lV!$#`llp`8SsDzjI*QO235fKf<{|{0#6m18~&rtoUipyc% z%tw7P`s{!H`Oj|t+ArifzX6wdjpHZH@mGMg8Q(9jG*t`N&9{sPg?A3(VM<#sxje*@ zD#n>O8e(Wxu3sZDk}g)4%KshkRcZPb!Pb1c(w=W|hwDx#1_ybq+qzM3C_8iZN?!cF z#q#7c#Eb~n4e&ID*Dp$*#L(nj%omQG&w)8<1P4y5$J|^2)`plEmRE2%NL$rigIHAM zuBJ!dzxi&w8kkGwO}-euL)RkiE6nw&@6X za`gSbJEi^EbaXp-EM9d-D*d-d)QL&5KV{b{eH=H{KXTkK#!mu}AS@lXAb*ej@m z?Z1qd{nMC9iTWox9F$RY(tM@?&qkX1pDnRY9zFZdxG?G1zs=yl5!~P?=0Ec1urF4e zSmT!NUk-WR=E_-ri!G<^_V(Ls`u59=6KLt#zxv)-Z@)vIV#;rWJ&SMaC z{1dAY%%$FjWK#dG0CSVyaKZOg;{1D{_NY5i@3A+OokBh_awFBhsoMUgJ6kZuW$h^X zq4k#kDe9j*|5pL$+1AnJjv4n9*Ambd#U*iF@$mR(Ts`Sya=e=io|EL~lpk|%zx$s1 z%ZKl~BbTwaK7#d!_1$RppJYA6I%LTHvYpNT9H~3$&Nq}w8(I6OT7Qj){;w%I=$0QV zcPoxva?6k7z?ry;*#Al&a_oN=PK?<9?r~^}ArOp0j6aC+7t{;S88bEUC&n`q;$f7F zM*nM>Ii`uBQyiV)EhQF}an;}~^MU;Lb`j~7^G0QetxUScJoS1kU*=T9AQ5Nc+s4{0 zZvS}vCFmw?ORRsYCnK~!lF-2e{U!7DP6#(^t;oDN!c}uxxM~#lLd**>Gg+HAxPO1{IseS#?v*QY=YUN?Y$o^w)F(Re{jYW@ zGxjfG4@K;p=34}uQ78Ns)RURs|5x!X_vP}U8KeKH#=qFUNz(sH_~!~3W6IlXme1l$ zJ&N{ssiuJ|`8O)x*8jHtn27m*D$3VbH=g4r5<@ER(E@)X{#nGJ65I{{3r;8W z-|my=4thVIVg$r*OaCo>LgL@@zFhI?(%%){Gas+{bpjul_>=r|#M{tU#^=BrA!p?E z9sJCz@;A8C^|p57J7omJHOTm5e`mutd7-sjurXP?w}BgGt~+uD{59aCVeF|*q zhSII_eoEZU$@7Sl1fG|5TQ&%8rU2_!UMEh67?ov+8O7(xfwLLUlk=ttdQQ%pxeGo4 zZe+fzX|H$n$e*|y9(;z+UcU`48@yNL)aJU2cup`jz3qr2wOz`_ciL9`Cq8G}p6&9? zv9l-S8Df79pg!!IlUL75I==rBn=%{qB0mk^l??+!z8l7g(l}F!sW}6TQDtX!kY@D; z#q5yphVS0Q-SGRETJTvhFY@VZ+?wU)E%;P$GOPphWDKf(h%;sH-}-G#k6>k(=43&h z+-nCX?b+rc*?%~LSk|mN%g1+{8nP}d@P zzV%LehN!c(u&!t2``YjAMH=ByJ%fDY){?6T=l>ir+}29F2)KSB2j8Ok`$yFu#np%EvZ~FID3GA$`i{w0d`%C@X1?(sN0klWL)5Y}`?H2B-evY60XZ~vn561q# z*#9ZM@!0-46EhiVa8}P3XpTa#e;%Y)3PVSBBeotj* zjo<6*ac{i+hTvCz_S94Ew=ewGJ^%dk?y0Ar5 z?|$oki-W(3X?f#Kq~~5EjzVC2w0w9661ghB1m7}ho;~hY&;3fUCZ$#7Qdaqod}?a1 z2(IPcz)j(yc>p{Nu`R6EFMs(9$om)fufV2|Z-$r~^5jrHu{p%(2;U5zA?D`krxCvj zZSu>1eFm7F=YgjI7KZqn=M-n8Ts6Sk+$YyezkBEHx1{cD1LiN-8eo}NXX15;m-#2K zGL#{FH;{drcp6+6*^vLv+iyy}*e-njMPP-9sd@bI$J_y*hn5i-pR5g19>xYUdA~s2 zh-V^3sH?NxvHs-8QH%sI1lVV$Psn&~q8v7wM(?TLD8%LjoHpY71=fO?3?9TK(6{7& z8@?v`|E^$jeA;Ouzqz48>SjK(nO6U3|91d?V*0Oo$-P$KZ(1(64&ZMly8kn2|MJA9 z($2t!ChfJ*{*mX095{@}5w^*rKmNnIwz!QO*SQZqoIPXfPg^$G`hNr8tcQIvv&P?4 zX#dIX|5(1~)SIH~kG*?$xc_+Rk8bUct0OoYVs(haAvSgDu78N5t-#v40=R~&h#lLA zc(8^!O|||Z_9l!W;OEX!zJCli|3=sU_Rcbq^Z!(nukoVjlQqAr$Jp?{=fDZmDBfmY zke2*68hc84I?O+#*qG4YoOqo+BZ=7|ejVO}KS%t;S%`PC-3bQ+|I?TB&>87*P4nL3 zcEeXx2)~;3JYWaT@zU-*n!?njpoAB;^&K0+np&t$*Ce}&$UDwkH9+)n{+LU!vxDw#hO4={G66n?S-ZtQO z8u7c#!}4&@w0Y$M8NnXW=+Ik;oVA$t*dQ2z?B z{^t98%dJ*@C&xQGu`n$6MU;)tRdm(3I?riqm>S}Ec#u~|zmFkLO^=kJ0&T``arkXb zC-Q0mrw;#@w_OSPjQYp=@j5wmD4%6!SuR{J6&y|T?UvyE|2i-~Dzgkcwe_+ez&!zC zdGwjGlfhUQ-j(=MA20u0a2A==zeAX7w6BJre@`@=6%Q9{)#Rvx)T?PX2+?BkuiAK6W{!lS~v$Jz)UhH3P_V6W&0H*Ai-u2>w}G3J4@+*kj(;c_&M z-WS`?yhWCOj(PFFT*L1`A7c4&`|Eg!#~*ZxIu`4nVsl1ef3iH^4LNUeE*y7<%TKry zb!YL;Z|@1*v(ZB_HMoxd0ltRcc3_{8&v5^a*YzIG^4$kw=>~i^hXk7vjWZSc+Ew1! z=0e1r@4|i@IkDFOlk$Xn7JM}gh{wzQKJMW)v|bes8{%2!f4)HX19AP#`Llut`S~w? zuIaf)h`qkk=g$D&0_@F`Pq;j!=>(rmVM~dYHQ0wz`P?fd=k;l%BOc~g&pzw-_LO($ zNnm2;eDtB4Q!0yR*01W&gF~63#Hz#{O8Mxf5CIa!MyOo z?<763G>VH+Yz_Hr9!FjhBkF|5%;1^LxK0_w=5&E;M)5Vk@06SuY|PJq;o)_Sb=40X z&kK^rsZ+rFP$uv(%$w~`Jdmc|eq>Q1+*v0xk&Yi4l5$dXh_rJU50X z`hLZ7ss8}>a*3~D94UzpVi=hKFGJjn$JmH}h(01c5^y=d%<#J8A>VOFo)Q0&=LSKV zz(?$5#qy_8`=g(3w*!0C=KAj7e7nuv?ZuH|46xstv7cVhe9>L%sKnksVwvNARj2O7 zU&8-V_!YWtG|3p#e%JnI{>--@-^P-EO5{Km$C}CS$KJcdX#*cVW2Z5W8qa$4xB%Y?@&-V4U%J?(;cc!sWFnaP`Z%>1}dZXDjpd9o&6vH=B&|EC`kNYZS|IWY%!*~S+ z*Gk-lmQt4w-vz&erjNpGDZlH@$2DH(x6B3CilzP+5L1Boo5b!9sT_1nrV4OSQ zlzIfl|Hh5$fxGz#{TAzgZ2w~WpQ!(Su8iluhwT5OV*jKbTn`On|Bixd;?>vw2zLE+gRZme{WDenmm;Q5 zUVWkZAS1F4fLDO)xH7Cc8SCgGc;JYI*>z>Vl$|noY_HfS*Uw{pN8HV2;K;}ia}eA# zT<6hmeic}_Qp9Q^K8OEVcXH-%EEQcZ!8)>8cyaQtoyWBTcMKR9Vs?m!xe7aQ68r^> z6D2$csQ;zbEACoPE8dSg!G+TbKA3h{k2c@Fj(AZG!f8_hewvF|E0ec~ae&M}$nQ)T z@42$G7O|t+q`WNW32@=CevF^R`W9U;29~D+ygxqnB>aoz!0d3nONsMlcxTYpHrU>ihsQwjVP0Z^o zGs{+gvr+z27I99*2$Az*SI&_lbXf=zI73S6+4B9$WoT`-@$H4QIR_v&V*& zirU|3zYaD2qUlV2ChUJS--(jH0a(xI{6}1p>E9N^uGl>0+xn9=i`*-3{K>ua>g#S@ zPFAr0nF;+9?lQ~)oMXedj;ZHg#omScuTlAi|Fr(jr2UEZ(|Gs4@Olwnn4$F-@i%#O zg#lJ@sPWJK*EQzw@?|gGf1etigEC=%IagZ!*{>7X{;B4lvC3bWcgFp2CeQJ_^2}Mc zET=j4f5!gbz~8RE^Vt6#`@duVw{VgG6Egk%-_&Q~n^dpmci_h+W`=c)U}7X4{u3`F z7#aT7Bf!ttJwD6d#0W%wGtZ@#kJ#5(e%$`?_!C|6dJ^aq|Ht~LSU%btvm0h(*fz8$ z(oP&h{OxTMuMJ{J@OWTPkGL4(ZkWdQ_n409pMUQ z24;oj`gg>2B6fw>>T9ck1A5Fo{j;Y8$6{C+iv#uIi_gn5jPWFx8RWTW1Khlf#1RP7lG?x8wGjb`Y-S7#v=h9!r~qXHb%e4rZ1UziC*j{E6&FIn23+ybsUmLumrrP|9MRh z`xagQ_xk6;`@F6``&hoU8QXkv+Mn^)h-=|^dGG)_0zDz#rSC4VF)S1Nl|Dw_kJm6} zB(@yVnEspI*_ry^h&}on`1Z9I2gi-zY4FT_#zdox{@d;zaC5|_7{*3*4r3kT-}Fy# zZb{>x<-6B^Q_4o$Py~BW1%7(^Iar3M{h@Dx-_tgt4CLoJ+f=0X1U8Jm64r&^+FIH9 z|8krEh97C@f8e*g^*0)krd#|FOhfxeyIav#?#F!#a7&$NyB?|EgL{4M0qQw`aAdl%jQ@$6|1Mt0bFcpQpI!U)+64PMQS#&Y zf9&g@t96&%qA$O6M-F8_WFx2#kHY%rykHUVzQK0``WJZc8)F`rA5Q@*kl@F_by?5j zUh?~gy@$y2l9#1H-jVgcinKM&9u_wZH18j}NA`yIz#-1`?Byl+!XG$?RdL4ei zD&lbzcf;S}i-BK~XC7<)?*L;USOUcj5JzJ?5a$2gS&FXc+fbEg2|HKYaW)UztrQrT42BwGWZ(bv|JyrjYMt-L453v<8#v|h>)%dru z$MbOGPdQSoZ3iF!nW}$)yMbOOmNRkuFW9)mz4Aw35z^HE-Iouzs@A$ujX$yV!{~pe z>M!|lEOVY1V*VixkYhKU`jcBi^Bwv8qx?f2$K|mgYl=3x-@p8-`(pdo56RzEnJrvm zHm=4x{%j1G%@Z5Xu`vewZ+WIO{w?iTwl=BCPX%lNsEc9=1Dwq4#U>yIN1rv=-n z{4wG9C%)|C?>~2Y&K{I>GB*4e8H@cp0eJ@y<0#$vm$*w?_t@FwYkat=KmR>EuZHtI z+dp0XORm2>XZjjh|B)l_Oarht7_+wiurZZ9{&pf}SEl7lexqD}k}J>3I@a-@PW>~z z{vp;ze5|qmRed$yXA}5z#IFONj`)x>=l==(NU{Gp9)BETvHr#SCw^n~8IQaD!I%qV zcpGGXYr)lEJnH{&Z1TVOxg$1G{o5=v4#`J-;F5<=7x=)<*76I<=f`7p5@U+E89Q<=C!~OhKnJNLw(rbm9c#b?1vwNob%14f~_g7DizGfGrxF7Vmx($tD*wm zz0t=lF{R*x|JAP%2MT%R6`c`ZJ)e=7PQa$jUpU{DUMZ97OwX8B<^yl-ZFl)i=do83 z?%i{5zYO2cb$V=%#-@5)xOL=N$fvLU4=?|RdlE63G^P_VGN*yzyb8(8%Xi_1el5__QT^p;1e=GsrrTte?bg}-V6MHme%k!IFkc_v8yb8 zRgf3c`sYJTM?@BVQC2RWZ!DkfGk)!V5Bl<8;EwCPeZy5(SGvxQR$yc9xckrv%1v(n z+jo2MeK5W+t^hwh56@FyTv>+y&||NE)MesTn!%^f{vSYo55PIq)YKqydT&u~uj_-3 zlgEZfb#;ZSK^dxWuq-@ks&KBlqW^338o8^8)nUHn{+nEWKTG{@!FR^zN{U=I_y)3% z?3Xf{J>j>wRo%7fTYxYqb|D)@?UMIFgZA@rCV*QKtk7Hso?ayt@wf0^RoZ*j9 z{|Wq&@Riv0;F^Drkn4W_w0Sf!t$!A2lGp#tOY*blqj}CC`G;x{*8-Rs<5^K0jdIyo z3@P#dF%7UV!h7S>+qd}2rI3TTOY}E;U$9_U6n`Ue3(Q{+?16kAFTP?;OTQO620|Q9 zC_fiIrk3`0U~mxo$?yosgIqY9b9T6#@?$zalKPQ-OKgJpl^C~Y82NG^`Kliam?7_v zBQ{8%Re!7at>s#zp5E^*vPN0|sQg{P8CA7hb;oK?1$+nA#;Mw$96^S)8BP0dLBE;a z$a#{-Ke;B@{=^nM3i^KlTtt~1e_5Ayh5cpY-p<~RsjbYM{SywSi2kWAs!kZ+1;_uK z6`#7-|N4&TD(jq%{u%Bo7=x2M{!WiVei=Bm&Nr4I?p?^yHB|k{=QY~-C+v%d+kaW^ zD)-|>!v&_-{sHb_ir7EXf0k=J?eB)NZ91n7GXEW@Ih@k|aJ&+Ovjuu6_y?4e@r#1- zYikQzQ$ROIy8a-JawPL_F0g%r$C|D&1zCsO~{6deqFui{UQ{jcIb zR)3%Wb~^Sy$NqQ2L&W}1!N$b?-?96D1*bBp_!Dp6z#Abr57>UgIViRU|AkY6=j8h0 zS)bnS>6p-TQ9Ml;cgp9%IfjSm6!VVd$L-H?!12Lx;ju{6jd=V?o0yJ;HY3)*vDlw2 zr!KkO`2}uIe!km%4hMekK8J&6Uc<3RuGzhOx65A-(gf-4nF6=>LZLf!r37)?o4`$d z%N;m!1Xz>Dz48TOJ{jO(UickjP(9&@=OHGB_#3tz^I+LDKh2Z**ui`m_lo(w z@Sdzz2gB&OHZTWP>3=oGQhx)vN=XlNMp|~0H*?6po#~R3Wq!B++G++Mq z&rW6ehT=j#btFFEx|f zuLv#y@}m7Af6m!!MZ&R9`18diUQ3-fbF>fARZcoHy28auwx87#9(}ou=bo z?9Mc?Ki2*;)&9=3`sbfLA#n$~+8V<7k$NV_%$t87rT#A~EePk;X>5OP-)wb^1EhWi zkAXJP&;#OJYfyq)A~^;vEaAExAsJc2Vg2kd+QvkgVArK8AoYhx*}~9{fG>`lpg_K4EJEZTE-U zpZ>s1$Y&6f9sm`cEzu8+Ue=`6P|{ zvmb z|LURxZgt^7$1{0uB%W04|MY(6*#8^*e`Eh|?Ejt_{(r;Pgg6Jae~fKo@ofwnWBz`z z55i&N(;7y?KcmkYuEx?RmO}I3HJ`ua6UABh^s)T7{fW1UV6)=!7wVGgt^GH?B-N={ z|JV+bZ+~)223$ki1Ggjll;Ssl_Ygb_xG2btLw+5Nb9LP119#Ke+vReArFjxqkl#N4 z8}YN#XHD+teDGBZ&jkJxlSBLo(`tMujX}kDP^;Ikac{i&hI{52U`D_zLtM&xv)&Kz zGsTGWBHYpP?sLwa2M>kCxA~8ke=q4NU$HL4yC}9r@F(*73B-p|pE&*B#K$nr3lY8> z`gA1b6nJIy`6tAG&h)}hgE&)yaUu5%uH8ZG9Nr^tMq@+)cXQ&HTsuYF4e}=s5APA* z!!zaSe?4#Byg~CoKEihcjLzv3C*&HjJ1jrrWa%@{>lqjy%}4Xh%CbCwlR(*6rv2G_ z-A5mN=>Gk=Uk7zz9$lSna(@7rB=un#X2i}BpPq0xC~hXi$siqK3<)j=_swU``ytkb zc`={Jci7%1&*y{#2j}T1zx7(Rn=@ywd+RU%<0>uzci{bH)4Bcwh<_yG7-MJN0^(KX zx_O_@2lvfQ8UKvul-&RKk@n7jVr0Jh_G`~~L#~@rcPjt1`|gL8f;ssI?ot1558Ota zrH%l9vU0WIZYuqFRIVHH-H_X+2Ans<6#iUB5R@PxBlwxZgCFT;Eq;*0h^+l1%MkL!IP{$6zcrR;$7&2G(RMLfBe0t3h}3st_OZW`Yv&7Dc`03JNSaleS7{iS~+b}?Q1M+`tZ zoZ>MukTmmZ~tZ74x|6Xl11A*`a7NaE2o&pOo+~V zdzu0LS6ioe1Jl3BvVY?#UoefB#|*Q=xhHx4;hZ?q^+zH2j`p6(k+s>T+#P|98O!)P z1T4)+=3nyH1$&(lJ(sv-8L&SSHUF{y$sNUbP}+VIv;K>Y_i&!)oW2G4D#dGt<-yz$ ztUK+uu0NP&cm96&$3MU2KKyiE*e6`yM*1cCJ01OJzQlT&u8!CGBNO_!;`k-?c?Nz{ z_0`1w*CZd7`GaHsZ|wh#{lBsQ`%(7)d(5SBN6?4wF-OAj75)$A2+v6p@Q|3Tw0!Vi z@}TXMyc8D@;wwg}rJZht>k;_(;gm+DGHheQWs{hJE*=SWGv z;BK~OpA0Y??YFyJ$IUKxu=qG)SK%nu*j5EK7jeDQohr=eFN<$Fv0jRx_R zmsXVtpUhLhrjSqPx4(PdJ^upF;qlBb{+D2aRxJP4-24CLjJefYklj-fh?YVp&cZZH2cK09jA;!~r$^X~D zy%_%mF)`$%p?sBTXYz^+xEEi1UY=pu$d_SxJonslidVRgbl@a0`BpZ~SFu3M|DQ-h znR*O3#;f{w-*{Hi`+L(-es_BVIB!08e|-H-cLC#mI@iAs{rMBd0>@O*`Fz33 ztlO|&@FE381-OoJg!^~d?~(o|*6jYh0ZG67hwnv~sn4RzUjNA(Lk=AB&kWo{dgzIb z{}6X`MPw7(bFaTg;zpUi@N8q8zndDbLf%}rXvt#N+j~RqF?Q3y9pZX!xoe1bG56C? z-6x+daJAR#wM-E^lV4mY<@t`~_17wjGTh>f3t z_J1P#zpC=0`|-y$?siXeg8iMz^Y28qzuIYUuOstcCffgeQJ#D6gIVr1tRoI!eHrA5 zxq<7V^M$9~&YfG`uASTDoV|C~L+h_%@Io$J_=RxrSy`j`=o)Q&*IykSovr}B70!XO zJ_kRI{ylpo4>kUd_;@lbBkf>#jIaGWig<77jQ@pOm%4xKU!J!9 zk^3cVZ`k>9Xn$#|$o|iG+W%}|*9O!7tV_ECTNU)%2U39vsyjlbzGe`EP} z%rW5{7R+m$+amK1xo&h^j@KlsH-+ub(b9fbPrjRd#N8T>PC z+{iVY86%2V7V_DM|6P3B#Mj)AxKYHh5CbE48{B&r@uY~4k@WcADe091Xa2$k$m=o3 zGx0cAfZwrq9mbgIgwLD#F8y|?djfHo$d$wY^rsts$6{F>Ja$OR^{Ze1N@U+0xap1^ z&y{O0yzo451$PCDaP06#;FCtf3dMlmoRM*z$MaWw(10RM@5cmbR^tjnoW#{;>H6U97A zE}j>hf#MJpza#h?Vt9zf0VXF4+&SdTS-IjnOZd>yp-o_4%TczAMdQJUA(@*}= zufKMAr*gHuh&`Hy_3!KL(D8sVvTnl$HxHNS;NCGn3c4d(@S6UC^ERsO-MqfIsOkoH;1!7tBN+d zPd6=bKjg1R8AfLRc8boK-I_f6H`w?e>-gKq*iu!)&p*c-&gyuSwMe)I5gkgy{;bQ{ zBAhq7z;`0gjB)*OuCd4+1;&zP=NvlJ{7YUNjVWdQ=;y6q-qY)%uefIOS8$#J^Ply9 zUV~zmWPK+Xm(kmQ=?9<3aQ4sS+x(-ttnEnM9_jis`}`pt2WiS5ZvA_pI#+NvQqBz6 z-)KHIPozg1EZ^Ev+fnDH z$Zu;eYj59{LEFadACEuNFBvPb{!O<1IdswU-RwIhm=9ua>RKNN2Tr}5?>nA}&5^Ue zw(zSJlKxrXTN+xgieFp!A`nOFSI<5xn34s+(HM8c((izo0hWb$7{;2SZ=1Xme1j&Uzhb$2`e#o8Pg5iq0^$+Ky~8|CpD^6bfX27NHS*>( z)FBVzY><}6_uqdfI3UC1loVf(azFj_zqk@$eFR_Q(=T4MNb38}+i$A>AJ-LMV^|7) z6V30ey)QMu$q;8jOpL~dGTcSrZ}jQz3MM1zS@7I2UEl|Te@=gEp0Rwk!{oOAJ@B&- z!_v{wBAAtJJGRT%+J-nz#ISU9FqYbY8$i0~cl3&%QNA1EQw;0Y(%Ty7W_}4cUy#TC z!v~>L_n=3;0p4sSa5vqe_%YzFZ~nqS59)`b2l_+n*_G@oqbzvt|i_*0g~pDk9E;&}MYH2i0N zt`#3I|5K*F7WnmJ`60#uZNoTJj9oztj$v#PzP+ykCgch@S%8z#SRFaQ*z6TPn{7DL zPq>HoB^~i2Nn8Vbj@Ni!&IcWz+gQF${ru(!gnvo=VE+G++7oV1Auu>K@VTSU*pG!x zC4%uWA0qupJk|#OMfIJDA1%N$Am0S881I)9e1WBBnnd{_9>U{yD8tJetNfk76j(c1 zo3j0aHbk4Ty>e?#;>Z&pzxwyJzGIbdIvMDl=*YzCAN|K#C+&}ib(Xs8IbMAKCtx=c z%8Yak=iKgs0}=n{#OeQL;%@wSQ@Y-ZSWltN8d?1_VgI7~7cD>aX{_Uq{%rM) zYoDgF|MbHfo+Xuh;&F&^BJSWc(h}!Fo1mN-6Kns4lOke&r0--*8vb*1{?{} zMBD#|bL$0P_T}zxHC-C^Z_6cOf=)~O3)Ye4o<#en^|LXh`af3ty9qouI&Td<{~V|} zoG|}IZ3=&3X$o>oWoXo2_{}PwVwi~PcACLAQsr_SJ z3LAZlsRUcDYc}F*v&wgfzVl3dlQHbmj%EEPxVb^b|4x)EoEOude==czZTu*WbnG& zLt4e?_-AAJetwPHUwM*roY=Utb3FcZ{b71%=UD&PF5#Gw@iGPM&+c<~mG1^|rXB}2 zh4>fYy#eOrabQ56coGMGKl!9$O?G6T@)(?-+^es@C27eEV{xDOn|ZwPmgl4)9tOT_ zVr_`gVSYbD8e(mJ|H|*(&!72UlK$CW|C{TSv^~Nl!S^tJM^JdZMDR3cz_HJA5qo1e zoU*nG|DK%h3a(ugIlTAYhwu3^{7KR(2hL;QsrilT1h+;Pj@;@~f*y@;`(hzTR z2V5FA`)+~bqSQS_{uz|_nP-0Pe*402fEfaw2z7f37#f!4VD3Tq=)1*F&-3eV{z>k$ z4alwYA~eu{a#0Q?W~_{B5Q z{)|CI{vBd$h@Y^uEE91&FTe7#dk&Z#{%0BLYJuHBz5|E_M4!80Z4g6)E%H0T-%KC9q>trKX8ZTuR!j}Y-;tw- z1=mt`sYJM+nwlE$e~#OGz;G^%!`7yKk3J{7*pW8@xFMDzkc%AfFFnBpJ^y(=`wQ0fM*Bgy$4>IK45$} z7CD}8-@E0$Lpg}$p==)HpWz-Gj~3LGcA&Vj3~A;_yeO8n^>({p{S1>sz8mU!9cgSD#n>Y{sk@G)*w$}dsvRLa$O^4lTE<- ztF5z9*W1EVU>yA3x8>(v^>eAOlIwTDSl}Lg?&|-DJjZ+@JU6GB%*To6{Q95sEuYJi zd!F|umM`x{(l)-`&BqgM{}bTBIRHF_U}Owy<70CeKMOH7yuT0UJynLMu{c#Yvu6{}skyAV!Ai;JcMP=%cdy^qydCc+dNo z1DX79hditP-(>lQGZ25U$n*L8@{LyhzRJTv8%bOFw$$HjKi{Tk-`tu=oGGi{80E9> z2dZ*|_uy#%Po(~-?~`q+?a%)sk)K<2(oGfpXKXbcXF5h??4VwX9nm@lW6s8&^{1~t z^o{IyK_{Cyr=)#XgU@ z8GimD*Nxb`DYpJ7y;kYUnyM1)zhGS>^X~>=RipYb9p^vxKl_~h&3;HV{|q+%k1|GL zhSq;F4hI?kVpGPj{ybTCc1-Kf!RoK`NoXG@y8l-fA+}WP|MWiJ*#8^*zhnPD{gUFF zjPVaM9{)jqHRlKM;d7qw{%gTF5N9Z3MR7JZZglKuTH>wD{~!EL$cNY(JD6Wmp0WJ6 z{p0Z$>mRXs33elet?={Kbg@6%&-4k7Cg*sG`#=Bp1suO~|K~S6@Ehm<%`>k5Z~6T@ zmvg)r{5GBsr|rJ`_J_^x-@tG4B(NUDi~I`sk~JIFc;9u8Yq`}5KX|+N!RgQb zdGk21Jj91Q3oOh0h4X>S0e=L1-F4j!t_YkJwx@i#qgt*r#uTwVJS$gDkITPyAxOvX z6O@DEhAXWqleE8o>GzU0ujs7&e;0V1j^1w9f!Hrct4_I2{3Z_PH{ii}{`u$K&AYc; zS8o@t@#uD^3r{=d!E!Qg6S;b}?Aj{$9oBb0aW_cchPXUk{+U(l*C@US_xT(#GmF1i z@zm*2J@kY=exkOSkCD#WMalu84)vvbX4SxJG=**TBP& zBc`OX)Lq1pUt9|{s|H4s&bcX#Y0v5(>MkBaa1dD@megqyH#*{Lw zp2o=P!8LH%;2yC#ymthgIQ+k6{g3~jz4vUd;>y-Vf6e~5&zE+8Irm@Od+xdWdG6V} z-O-^>cROrvM@+K8HW+Xq%YeyAB#EGeK!_v>gaV47oJBGMNr3yA=Y7YRqpH?oEycAY z0rjDtO0(veVazeB=6LHJL0XM7MNS-~0mjDoZfg4*Jm=3n_syEs5~phn{60@GCZ8Z~ z-72&%H;zBnfpN4rZ?9>dyZQq5qE`KkVLp z{{wg9+GTH#vittg&{wC}3F2VH$6`1cJ-7MS_QcMVW4jQEGsTzz#Nx>R&Ab=*YT!qd zw7eGPD|z9%;&2p$BRHH`zO_kwd?s;8oyzv%O$w#Qz0+0(|bqDN`gdTiB0@{ZAh^eP)(U^NIMPa8G@^ zxJDno&ol9V{K@6hr=|HQZbCS9m^aHh3;87yPsFz++se16?5&N7QS#SIS}uxzJyY`8 zUc`7z)ci60tvYd-CtjTO=R z6#Bm%F^;xX?3uCt@2}4dY)(}F$XUa9ghy}s*kdxzrZ)ag0kbim_P^w|#+EW0D*Ft~ zKeT`8?9V?w|ImH1W|{8?Z|7i_0-Gv2xZefb9n`DH{Fe|HjnAd9znQjwn8VG3Kh<5KoG+q_7cJWBYcCFU9NFnC@oRQ+KIx3~7G#+cVcW^u!H5 zdH|e@#&MzFyZP>IS3lI~8itzPE#PT*jhGqwxfx?h;?=+hZ@zP;C(ef7WA>lymF_C| zyW3p*gD&-lBR$U>hmlUcnee?P|NmTZ)&2FZ1@{Kw^Ed7s%HT#mn*NbN*D%oRZuHd2 z8Xu1v2AkdB!(lfF{LD=p_mALN!R7#agKOl*Ay$Vt9NCZ$aXO5db*khHFg$l%`@JrA zbD#ysNYAu*j%nrm@f~*`^2foY^JMH7_w30d;0zG&2l1?ag`fT@V&*W04&&^Qmqs`~ zo+>tH6u$g1q<;wPjNt}uA-+vFuuQGs-k^_PIYE^FM*aNY2m!u_c#0>;o7^I!4?`@7 zVJXNrBFCPK#&~SVc|%-H$b&=w8vQx8*Em#~p7}=Z$v^ElCs&TYF5EiuEUqzc!TNCj zV#_~u@|f^LZv&eD)PjxktavuQ!RBBHI)(*YXot-hVOQ~u=>Ay_b!jS;aHEyzu88`*u9$e?^U<| z*{J`y(n9z5cRz^d-}wDwO7CCyz(2EQ?K=1RpWbjK#iub(l2a&q?_X8jz`6T(ZS#%F zfA{{H&A-BJWBv^6%?~E~;QwZSU7odACFTPO-~Z(uU%m&T>3OWa`B;AV{gbZ!8GA}& zb||ln;B4TxlsHJ(2k|d(e4N*T7ZL6o;zs0tBA!HJr@%k#eTIQgRk%KYW2yE&cAopq zxG_vO0-Zqr)1NGP5gUL!)mN*$DWTuiUpJY=;Mg&r^S*sapF+O);3V%*hWZ`(tj}wj z^7k+n3ORs+Hq!VZ(w=C$gm(7lXAx)1>Ns2ZR{x{m8=&tnUH=Dd&9RuJ@s~^gD*KxK z;M<@4AqldRsr&shK277`;W$^O@NHoBIc z4%LSVj7>iOC5*v29Di)5itcLVoU{1=yl0#jF1A&ut@LA) zZ6fn%n)bIglXSE>HfN=|5*Rx@%Mt-pRH#exf55%-1)jO!PN-fMzA)-)F}R@jW`^S#bLS=S4Z8!@=Sgxz5hq{T7QkJA8c|R_q$vda2uWQsq_3=U#;ZJyk!jn`^#OG!1*-0rn|RX7w`fD zz~A&f8~~*qvaro)SAKi1^sDCf8N!_U55M&xJ#~tF5;PdBs3vfx*{k4v5M4UnWK$9Co9=`&A zqu2%D7l2D(yqB=3nsv zHJosJYoF)1(SNP!BUYcy9maqOw<{jpxWmEqb^V0H9Pd@*%XN)dsTkl(??^xR!_$6syoZGd=f}k#$ zkk33$65kSxMPgQTY|Z8PI|AH|w%-9~{eOzFrqYc6qQ>*`?et%Z7rESv^x-ay@n75q zjt=_3&7W<4@oDJaKKPr9!J9Id?VqaugL=rgQeS;k|CelD>E3$(J@Nm}RR5Fpk3MGN z=!EOW+A)p%RQey{^IlH-Z+L_dKXJh2T;A<=RPRe`f5>NLb6~ppx1+z;4Gw~PdFZZd z?rl$Kf8xNVWB-WbBaaDjHZz@n3mR{zpEAk+vc8~8;u0N&p6J{&_4!BUCXZVwMGVDI z=V3cCVE?GQTS|Ajy`_hcU*`1hTwA%crOpX{o<)4ZRQj)2k=fZFv%iy#|Cz`qZj3q{ zywAz|TVnec!G;>nL}loEfnEbYTfOSD;3?&KuKCX1{&NnZo~NpRK6F`hWQOmbdy5at ze|BFId&Bt^Tc~r1^-rFE16(oRF*5xA!S2>aPlk1X>_!x{Ge{2{WOD|X)pI+d|{?GyHQmlU%U-9^h?GML;x4rVNg5y0GJ9Lcz-&6Mgovgj_JH>ym zM9+0SLBF~5JIo(5E%FeaX8)|Dm3)zxUyqmXAGz=GI+iw#eBx~wW2yxEa62!@yhje4 zA>eKplZvsW{-6Kxe57qWfy*+=eQ|Mg$xI^#(ZThj-eO?lfDJb%IQ`5;foC~ooj zn!HwCD{~ibUv{m)`_$oInDdBFZQqq5$a74uUqfgyX|Lp}^f8tz-RT&w% z@0I~mLQDuTF5$LBcwH9p`qCxt(L<&m2M-f)FX(^4-2ltQ^jm+*5&oOer;mgu<~ndD zyuRtDtpR>z=$Ap!Kk_dzpDlQXX1{jn5H} z#B}7-=_58R7(+JJUX1bA-dg8sYp#0x;B7-Z{-r%$b^90BU&lift2)#9@64Gz_r}|Q z59e;q%kliHb|=%j+u$~Z}Um$d%t07=I;IfRhCa2MBwXe z4zVEQX9;+1cx+e^?By6~iMcWVj`(oIr@kLPE{|I=A3OX?!N1%QfBV6UNWPcf)0L9)9>G3bbInbw6jg7u4$(NWJ@57s>d?}OpyqGWZ3(mF7<|EX4PF?;U zV3G2S_XcgnHq&chIq0Vu>L2q6W2;#i)n6NJ4=sCk>|Zce#3$>=k&P?#)5qT~ zb?+|zSjLoaFUY-_jXz>EsE5)1pGlYXmdQ)!u;pf zPtZTZDM*>qtbZ}K7vma{`=++1(N%QfpSQ@kB910(@AURB%GE?YooV}**7m3LzwEql zTj!u@&Od@%kt)vUb zwQ$b)@|R#8@ECE58Jd4|Zu9yRvA;7Je|#q0{Ac)1vAGkpKW(43X9REK=R9J_vT6S& zvOiI~lF+A-al*J#(R9)N-&1tRt=+a>Y}0hspUDNMeZ=<{|6ajtp{X z{l$i}u;bYOt2mt4|DAvnFkX$={~!DRUp4}(4An^QdK3cwM;Z&CU7 zmv1zziv{1XTqDEx4Xz7MynXk`f3Liz-#$#k`|_Q~|4;0j7wau3vd6y+2sVcJ zm_@*nYz5B@u`lGEc{tAaXZPK<-8&@S(v=$(f-$)Vj0$lz%9}Iha<&t9vrOdh*{9@s zLK?=PV!jrKs;slIG%smXYu=o z>8Gdbm9R(-T{zy6_Rj{0}K-g*6dZ`sH0qt#2K-vS@7)sOo~9cNPi$>ejKo82(^ z?4N9||4g_4Grj&4mCx8w$@LHPE7JbN%n1KVWX)?P>t6vURT}%VzwVgF987Qh$=2y) z@5^`=xSPP20zXSm@sK-qz1fw(R&g$w$^2usm0UM7sekhNV{!X=;A_-wng0D)lp}HP zzRmqX^q+H5rq&-zfGOi#P>O%;45K!c{@3|}<8gZSXC~t>mHv^hrT8}1MyH^E#;ruz zspN+kQRr9})_;xjCY5{{N3vd=`u#)a(9GK(&V$;|iS{>@{Y%yUndtwm<(I^N6Z=0y z->$~^iT%IIPZ9n@ZG086|6AKc{wk`g~z4v4wL;;<2PBRwja_ z;X9z7`{!}be8+*^fiF40=P-ZqEpzN)lY6}HpO58hTS&Xc?H|>}SpRGew>|YE9)GWr z{UP>7*H9w=fC!ET-&>x;)xLujKLd=7VP$ZiX&8&1_hcPL?r}YU&m+&^Jet2Ahj^SQ zHi!3^A2#4y$TL&ccFCPWL=k_l>(o6gpo&%>ba-a8o8v3w*iQ;)eA11Gx%!GgZ zWBCC-X};Tk6x>b3wh)u@17bui0uE(ps9(;BtKmJtx#0fDFZTs!LcEGSGm4l^e3lzA zEX2qVL&E!y5Ce_8GPl8NO$^F6YgP+}<>B}*h;ybKJItF{9o{FthcVEIyLm?0*ck7M z_qJ}^D(4a>&F3$21)GCs5Krw1W5>b!3K54g8P>dt3~ z=Ml~v?1|$c&kdjbW^LG(V~>UdOo-^kB;#-BPCIZl&9XK0)w>4p`4D55&i>H`ke5KQ zCpP9I~!t)p*a?y=P}U|Hkhh5gnVp{q62( z5KjEhmw>x2qOaE~%iX3eo7_=w#g$(uajl32F>+tW_Eg^gIR9kg{d>OO|6gVK1-H(M z-_znA8IOR)N+LewIO9&qX4o9;iM?q)E!dJhz?i5HkoXt%uMtP0em3u~H@~s$54gSO z7^mS4cc#7s?=SW*Mf7_O-#YlFlh_#K7@?1met-Jr#Xqn6=)d^9K2`bR&$9e1?`r0$ zawK1z&sIMDj@G8n?@tSFkow>tJ45oxHKP9fXnQ_?Y~Q~VwZHr;GlTE%kmJDm?ErM; zr24GI*BO3)XG4BA>tEbYv1%0(M8sr|S=MRev2n>B?qxs7mNp63}M$1(D zAFXZ{|A6sf7c||FcL%m*L2IenNSRYOuaFfT+VJW!lt_Sff1+&FpnndSPU;7%Z)eVW|e>gYlSV}+t&sP5g&m{AFv>a;xh>Oj({8aiE;ECtp{UcTXZ!WEm{V%cq z$=hS^zmEOivH#!yJ0Ig86xU&Kkpx>3<3IeI5n?-3PZXzU_#3|8*|B0E6fZ;UOn{|{ zU_>kr#RD*}2rhs&iC7zd&C(dQ!k*>cWXAI2_BUOK_0Pr+_VM_8W$ll|oRaS|d<%0e zFY=8n-#-cGwk`)Q8~MKD_jBSi`rRA-zUEpj(|CN!b25zeQ0a*sW?1~CRBIfqU67v%UXa6spQ3kutf z-@WPU-_Ut;j{{*&1 z_-t^G+&bjIc>p-qhCBxXQ|_ZmaO?ECtSJJ^ILEX8q!ZG3Fiu6T|Xa3@Y-|a7@>N3#Snn z7aimGq#lcW?5Jwt#JMkVrkM72pW=)*{_!z4>|1F2{IN zY)h8+@d)B?`7tJA!^T_E_+#8SUB8)`{i}jqVjc@^{E?HVvA^Ee?J_V#*Mp7m@*3gS zy$O5~_lh@ak$MaZmyhCz7PkHAcN}k{BLl+s^q9xk!WcxfzkPZQ*T)_WX?lz?+Ed<> zXGZ$<9{8OkKky_O)?<{MNz9keVjg;oXGeh<8?YQqdUN;-IKA#@ispC0Jt^m zF)qm+#XL+txv9t{#d7od<0Sh}nJmXxq+ZnJ=p69~Wgy0n`9H<@e+r!2I5+ZCp^W5u z(mLwAG?D%%%hx`C5&HktnE%*!uk!r=BGmt{;7wxeDZ@q6epFmJ?^b^Gm3#O759FWj z*Z=sY8|ZCKc>lZIQtPTJ%3K$)JA5Yj{f{==-a+{epYHv;p#H4-zZS^*|9pRcEF}4- z5Lbg38jCH({c&u0xJG=9>~T&Ej>JroW1Pb`s@yG%JC*10F!~QS<4w`$L;taI2hhK- z{^YCe)h_q^DZzpjHJl6Pf72s<*U|64d>;?R_y;6E$yfboAs&amG{q1w%|!Cm7p1;8 z@hc*|l+DVF{SL~I{IvYDk-w+zkUI*F0BKA5mSs~ep~DT}49bFh#x#0f$HMR5=kFzd zOKSV`J9sAF-^7HW+4Ro# zf-9M#{?XseI6zh|)%VP{e{%iBukXj-T71er5d+W`AP; zulZ(^{(ler;j#bQeEsU%H~(dbIZzA$ud}Vfz4?4&|G(*&ww>Z9a2)%8Us(GqeF*%K z=r(m;xMtYTs{h)@evJ5Z!ikfwcE;>4_c~5AuTVEEZ={dN(Xpuc^0`<(+aPZLSpWRE zipQVW)Y$$+Fp5d`_b0}j;=eA&-D2xto@-pbfBZH14#Tm0!w27D{<}=B`?yh--pAs# z^#Z}=_~+%HA|Hd87@OCA^Bck2y!IQ#-MseNZ*l$`!Qa^0pviB5Z&>|;=5JKLWW#W? zy8^z6%UxBv4l;rKs_yHqVW8f1f)j@v6pxKt0(gF-kDZp^V@Tl^`~E3e6;*$ z9C@qH7yAk1%RTsQrOuK6qs6}j-%GHUH2goBK4Qc5SUu>Y;s5_U$M%xSKYVz<@a6B@ zx68NJ!mj@lU`&XA$;&?>_!h>RA_j!G7tsys2>R+7;xjRw#cv{xh38M;JLmq{Q{rxx zxh>?S!Sjp}#plUg!~284(0sA-OWwWW+Ex4}ci} z*9>&~>DVK|(B&1Lg1jZdWkb%Mx}hd_xx32U##kkPP0zhP_ci!?SSIDWx$lO7r6Hb% zF{F6?JYr1|hcg76!=>&@S%10MS>gJChq#Y8SGDywB;7%9?y#)m=!-`w#(#ADk>e&) z_D}IQj6XHI@!#Encx15Q;%oP@U#2tuI|iF27M8Bf+B%!zC9#%j_Iv{SCpKk)+aKaz zh;dF^4D^pU8e(2}?}_k1jY^C)Nec{()qf1f zye8xI3DO`fW3~|oL#&P59AsoYlFlM`xOa5$7d4i2ej<2v>!m(Q~tYV$dN zuuj15pdK85#OpB)F+8GIu=OkxF*d~QiET+C{|PWa#P&?4{|R$r!dwJ9yTJSZRha)Q z_S1C6|7`7#>SEmgnbiNggB`A=@w&bv^4(CzRDLy^oY`lL7d&W_*|K-nu1N6w{ zJp4zXzSAHs692JCn*a6xaK+S!FVEu}0uBwq$k3Oj^7tP+{l?<2j>y+CSvvK#{v2@W zu$(M6^1wCCo46sS_xJp<`M}f37aUEB`X2(uMzKw7W41N$N;gj=%E+L6#&EIk$LRO( zT+g{|z@V)A9G!k89oMUw)Zr8@&CIF(m6knVbLi!(N*G+h0q}jn2zfe)|Ts>oXaD z1JBbO1&%<&cCK%Srf4oKY)Q;KbFIx$K6v#(Ow|EPS*lsxCe z{#{6G{{#yvb({VCv+K+O!4j|9`kikpeV37T!#|*=f2_OkSrG%20sYf=BD3qd*S6m8 zau82y>%~ice=)=fz*iIdKV$!I?Ef}QfcNWrf42JeaV_HKkNyAJRx$oU?Z&Hy|ImIX z#)g;=KYtLbC&!8fu{KE`fM@Lu>$E8n#~eYh@w? zUt^q>d&U!C{QLAtD8{4{d>HBE6RRT}4TCM-XX&38pN7vPz^X*@7N171qraX163?do z*MJGK@~eN$``ankHu~Vjch0@mOZ{4kr?I*wq_J{iA3OsejQWy2?j#{E<~zOmn?G+M z%m4Z3?eHhP0j`@|@l(AB^&f>_oH3v1Cl~z8lgHvmA0y{Qq|X=wiT?Db(lP7WJlY`E`v*oQQ? z-L>8u!g<4EVsIFniqF=AD@VpH?Hcl^8*FqBfuj)o1=^BjW&1xydc`U{KmMuz5F^z46}xTi6Kx8e4x-yR83HPuKoS zyG>KRJTpc6J5l`un>2}ha>B6BM?@DJ1dB#pegeH8L%cTTL++Pn;A{E?*tFJ`CO6m* zEEt|4c7^vi{ze|$$Gt}7oRauzz-yte*#5-7kngDrc(c}K=o$E&c+O{uv14B3S88c# zaLve{XHKrj46=TO0g0rdu+*3n?!1QrU|B80N7+^gu@2LIBMEkRi!tLdof2KSB=34*5 zwtqS2|5v5`dpn!mcEpn;XHI{2v%Wie`@=Cy9Hsb;lit5S`ErS1b{4N*;g+xc%H>|l z*Y{=b|C){cxA`L7`*(EyjlTa&`dGfa+eF)+u|ACNM&coPJdGavxF5~NeG_7B1f%0I zIEp1H5G)COLBzl0!)Go&N&hZ1)Alz%m0(^3_dtGz{lX(d-`UAl#;fA{R`~rVepQr1 za5MCA;n?s8p%0MPBKMd+z$WN1pGha*u1kK*$3GjD89io9E|yE$741nLfo#er=3+kd zKU!xy-UlCUa{q77-|K!4Odt7QSx)t*XYczzSw3Y>b^W2Ds~Rz%FQ|VUeXY1I>W=oi z^y38mU(#Cc1_$rDn%>6e#-G`I?gg;3-~pn_p+@2vl)Mt?KOCZz5`z1 zJIWn}@k9I#ZGEcwC&WMK`jN~D`2NYn_lNbD=u;Nt|G0OH`|CUJA*K<1^r8JBK4v!S zU+MI}2sn%bkahItDY4htT7OF?pY3V$kKk;8ixGQ(w&gRKTK{8SMeX2X$%6hfww`gg zO!xg`pI|ZkT;*+ujg@HsC(nP=oqw2@>JZyhH?x1l-x3pI_JWuk8#B{s{{YA1?TXod z?kAF;P5aMx1d}gwbfo{S{+W=!EpM;H&s??j2OX!rjRRW*{gd{M$j{dNzrLVL{1M6P z@3H^W@B_Aw;BR98ullfJ|F_4e5mylV{|)zG`xyW5D&kMVvA{Vbfxm|MkGw~Mflv-8 zo-;l1IeM&IHQH{*TSI-)`_VnqF#qUtmLK;>8_SQ|pIEFY{wmhLc>G1*TVnh3oc-N% z(Z^1~cSzzls$pepZ}+k1KLhd|LyV1ni*pSn{5G_-iovn(_Hy}lzbtX27+2~~fBcgh z8{@zI;LGsa81`f1W5C}0QFw5^TD=^xI@E7B0<41i1o@9Oujx6j5nrP*Q50uGe>OQ@ zh(VBNhzl_PpI`*=Jh@-I--3IQ!+f!c50ZOqyxu@Rwf}aTZvBVvf!ku1@}+ze)ZhM# z*1B39GFShFD*w(voBR0F&)nIwXS6Tb$LKHZ!-ZRa;%UZ#eR%@kyzpxP>p~n3W6DJJ zkLTpRAeKdVE#Qx5Y?@Kv1&Eblycl^N7#Lz^crMQalkx=Vo?;`X#xwfYaZHX3;$7%# ze>y&jJVVS5xjl&Gp^u;V8v5-23E#Z<=l!{2XF|@7XDE;HdQeA*2O2|6npd2h>SmSZnR^ZwB7Fz>`V(VG|hM0Tm|qh9CzhiS6u^Q$O-Qa+Kt$o zF34j##-U=`Zq)e>WOqF1#`$emh1hZQ0h#^jg-sBS5Wy>;-r(3F=ZTbMg7IJ3qdZzO z9sefZ>>tnNn%G>8>qLCtMD{1u_}hbcS)UPiBRcPGnH;Cqe{y_PfjcN!epnW7%cXo~ z_ib-BJ<E@G|j-&P~XQ#_^j%G z4t(a6&pZ}mQ$DFBa=gg%L2)b-3lohkM}8*CCw9(w%ZM3czC%NO!Y8%ts}&-j&v6_p z&kf=*0{f|2QGm3 zuV3zTy4ByV0d5aGXOZ_`vw!F6BYrYsA29!&s66e?+$@D(8}{ALhoQ|+^s@(k3BzXu z`_%S-Chz~5oPSu(DDrULzo}^X*UjnGe^01^xXT+y{}EMH{b>`KXW$a)5j{YH0F5xrK-RAdlg%v z<9~nY5y9pKap;0^Kk@tDe2l;HwhHNA^WRRV|IfBuaLxT~3Gd&bEu8-Q?^Ns0HV^#v z5npez{%@|*lPo`K|Md8Zjy0J(W+#6t z^AGDUoI7Y6lb@;gFV)qF=fC3H@0S1Zj$J+V z-22Z_jAgN-S<*l2|Ls?OJSp$HjQyYH*M&bRL?T^~lXj}OA++_QkQ#9xbn`&G^;|;`~(!Kq!C~G9Z+3Z>;EB`nhO^$Am+>ncnBWB4+=g39&`V2#9g>h zE@}RNw2ZeS|J~D9OTR7r4H6dv=k$e$&w>02a?kdRtz^f3ZyXEHU58H!ekpmLd&$e6 zBdy6FhTp!*;{as6Z3^`#S5Hu`S<0tBbUy39Q03np0FiH(`|sJi(|rQm&1C&g9)v3L21&c7mp_yCpG*6jTz|oYOu_yW2S$ua3pi$o zdEvHm&u))7A@>sSYQUWke?pEK;$aGli{u&dI*mWN=kM|PC5pQNmW|jOtH1F>8ODXO zD03XLiO1pbR*%UcwkKgjtTtkT$b}X(Rlb42N-L-p<$mcbVDe_8Lytwn_Ws>Fu z;??m!@p;4&5${HRpC2}?cZ*OT)|X`>?@evpjR1=yaqECT;KXLsR=KI&Zp-xwH=A>J?;!EMzKVEevoJ%?1@LgTz8MXcC=AW6^ z{~#}uL3tv}z87No({29}a15M+4@x%RW=^$~_}CxB((LIlwB5|s4 zeg-i@vN8WpxBnTZhQ77{BSU{H@dVlDQ7$C9P%dD!6h2owYv5V*9h+`M{@5q<>l$)@i@{ zYVTV2hrhfX))CjTt^ZN^f<2o={{?pgzM!-4p(ooP+L>(Fe`0!+o9eX0yOOw9w~E|p z$fHc!Oyb%MV;GDjwEuMNZ&d$JRu_N=>MeJ?;uNqpz}<*FIUtzBnXG@YZRT44W>bG1 zx0zf2i`L)l?{xK#>9=0m1v|ZOTH~MNh#V*EN8(YH|1JFfX3VRo{_n0iJG+?m$1 zh+|*nZXiDWwZ0mOX`k0z2pm@4r1B3n92Z_2VrGv3<9U$hHxWw=`n&o!;lHqdgk%4w_%+2hOdm1YBk&c|pAq|i)!!cb zzhnQm_&a0&_bcW97JI1kg>l_Hhu5QRFdsPfVl$yDW>e)kv8BY^Fs<2Gru8@+?t{4~ zOcS)VC6Px0%cf$Wm%*<=xy7}#EzZIO#!x3U_xIJ_uj}&+F$X{bR#-gI% zPJKU~TS5HxKK>Gq?A3T6JlbBts$2TaWur;@Lo}I zp<-R|oIL*&xE)|)h=bVz-Wp-m`AStx^P$(KW3Das&+4f$?(kIxzRliZWM zm_~VLg!9H+@f z-sJDDJ>>S(9fDkwksbN;H%8k()%#y2+h1`4iEY96WkE+wZ?S=lXB*r=tIi)794BDKVx53j>T_lxr&? z#?LJ0pHgsjodi}-;^;Li){vOP0Dp*U#2A`?XIj4Gm*)FR#_iTCF>-SX|L6(=)G`%f$mF_9Jzk>xtt zbW-~9Hu!hRtJ{sO3*Ru^*yQ||9#=Ea;Ldei(s)IF?h*Us=b9tPgV+$pzwZ2{TkNMYJ)p914SIUlSlux`*3Eml0S1&utWlZkj(YpbMa2TW8>vKf^t^o5wJW%`nZs8^# z7#Wm0QaD5<`bIAkev3#_Nwz;%P-2Sot#p5rwKeMpEImLs) z_m6!C={F9)!?@0Xe_(8#0c#tYMz2}iZhm8NZGwK}A;X{G+wV1CZeDxsH*WaOup1uM z?GE-s{#dTzp5ShPy^(+L@tnja!F~kayoQ?z{WZkRc)Sh1jYFT1$GgZiUblPjo8g+o zqGI0gH;%~Or-`OF-?zU;`NQC)pg*7Ww)$F|*m(!y-v}=cWk&NOM+0#ivyeaE^`9^K z4Rw|7=bhWP^aW}4C4sDB1*MW5^%WpRFr&9mO zKgMHIOpWr@?Ao(Ouqwo~j67t#rZK_65CcOD3b8eXCB)q*eudZ>9=EjO9=Kz+Y}*>( zW~~02)^pkb>q7hv^JOeK!Po#(qkK0@Brn0+;F>)5RPizre+_GjjCsZK^4_7`LsA}c z-^ev^;f#+zkUSY50p+XIHKL)-7ML!aV}-jb3A(ny=K=*M~A#MqUeW zCDHMcM*nm!jm&L6oz8WBE(XWcOvhiCzveYx^Z$VZd)MeMs=(>XR9^KZ82pP+8?zL5I+BS;ge z|5WB*X`kfx5aco4@1KP%pRpMJ_{Q78`-0Uusta~a_8F{yMR&D3c9XGNjMIa@Fy;MF ze^%l#u@;KI(Y^RMnO?9v+=uCde1bSrhSTwT`f7cCb1h%ui%jADFQMH{52w-o^kx2> zrv3{}|LKR{2Y+aJJH{~Tno9rZAD>SDTP!rmFUkJRMg7_S=HoR?S+Gx|f1j*b>fT-a zk=Nx=pUu}ho%#!wAx-}q&Vl(&SN}^|F90{!thgJ&zz_$+4e{@I-f{-`zf01Gv$6lg z4r;!{)`XawcY@!5sv@i}b74As%;w$Fvhzmg>eD zztx8OhFZnr;Cpg-^d4|0ZLR_9i+rve*q#RbV{;2}x_giZF*es*Yg~TmX_WW4E4p~r z)gx{h>q7Zgd#VNRV)A?O%F!j*{jd-1q4D=~Jh{iSwHK{qO!Gz^F(bo_EIb;x+R@jYNEf z>Ob_pza;s*7y6>YG?Gt39=Ip*ixeZ1Nt zBp!$764%L(&*bsniM1?UH=enCTiXgSie@7s^<#Z)9XM6}8QX67p7P%e-{}x64!LZI z>mw&mBYdy)zgD6?!CIO4b<~F;vQ6F$flHU{OSpRANB?jUo@87BBpHIJB>b}kSQRWKHZrwEEbPV*miq7i5K2iTpBBqdFAEZCfKU3&` zatlc;8NT~w>HT*i`$ygv$}a}blx#f4MvM{9i6ctZzjv2?>^@wzBpeS}(m#%o0NWO{ zrL`;K@c;uw{K27{C)}O{E~o?UEckAUZ$>{-yi= z5}uo2?5I6qTsrdVXy1D|sN-bvMIK}lPsBJ`5);cmmrg#*mreUSS^cvmpZYbC{sr?v z8vS2?cAIegeRJ@;z{X|5{_m0In^OM-pE7nYkVD>8mA532zvtiq*L$~L zxL?S7Qw0nRd1QFpJ2L2Q4Ys)rIh)*KaG-vU*tjgK>|f!f z!T%aeyK&nVoP%cv=Qci)^^Y;I_zdwu{5IY6(^g4OJP@Bzex7@7Bd#;g{DM<*pVtj5 zG>Ew4#0Rb4x>@Smg?40HQ75PyX0L1d8?-!Vm#^2Xmb#Q(xghcf9}l}r-Q@i7cx#Sz z+fuB5k2&yVpR9v7qIL)t~!#N$6aZi#J0{UH~P;Awd7 zu@Q3J-w$vj<|Fre(Y+uI`vF^UuDA-xhk3^GRW~DT7q@?`fARQxdF;>T!U1=vw#@N; z-_{j1cI?8oe|yf|cO5+gin$RVUY}dH_8Z}{dHwa*U3+`GY#n}Y=e$SU4bvuLXcBNU z^aCaMK;ZwQf5@v&E-non<}ZswB7nT*!}NsABmM+**dlUlnj_Hh!Xej-_(0rF0NO;<0~n z?$>-L z=h^;FHvWlyc?SNN7GPnx4p>-RB$yeA(S-AsmPXHC6ULIVG{mDAc82NrJn=Jzo3Z*U zk4$2mDdD@pdLeNyl&^d@kk{HIGMS%ktvG&guiuS>>t+=HAC7{Xo6l4JYVg*4zH}M5 zd6aj@a61}fY8iOq`Xud>v0vnQ;&`mAg(U@ne8o&4j?Kt`q-VK8ED*6l8aK=4JK3Xe z?L6K5H(C43b6K2!vn~JPg%Wq@;Qrv9BDVjTxBuzvFZ=dY*S~1}8IQ4%@ejSfj`QMl z=f4%}*SI(T_Ks}tee!WIZ>E}qqVrGbtqY-VaTfAz?&Us}%;>eK{A|qsQCX>uUv~Lh z4sUmF{O^CH?T5LlKd}ggt1zsH#1euZj^}a>coF)_?E6>zX4S+B5EJ8ZF}N>S27hjx z3X+Ct>Bp5chC4`nE|5i;fxPUKA)ZJ{oCXns8Gs*Gzi<(m9*VB1ZmvDP!ToS*i;jgX>t8SqynMFPVc={MVmdX0XGX9t z1;F9tyF(2p-09}xAk7J4ZjeUtG0I6}_#4KPDQ-Wf_!6}DWbM!RbJbn-?yO*XJikpu zzF=>7Zr4Pv%D>s89G|AM+_Q}-pFB9xGV=J$t+U}=#B!87oIr|4R_>k9eej!w2Ocw+Hh%FF2m(%aJYpvoVmW-qCB>kWcKH*y|Mf zKOOt~!B>midrLmasQsrNw}Cf?n2@4Nz{}u!Z|(Z;T^aap$Q48Go1#l4ZrO@2fyen0 z95%Ibo$-=n{*pQ!aL194@yq1w+8$tOD(bJf0sQ|!J{WT9MB7^NFZV^}x(z=HuH`zg zEjJo#UD=g#;8?cEz3(>s;O_buRM+t?*o-()LyzycR$y*eR{l4Vvum5X3?7+lzy_6F zD|hRG#UcJ?H@;&;&geaflSTQ0lfgGK>$(XtEN|XR)&IoKFikbe#qZK&tj;j|!w>UH3Rc)xFCP%uKgFY&w3=GOll6O`Y9HYXmbp{*JDXkO7W-srnI z@gkJZ1;k@~+`}hC#|GT`rJlERV>RMY` zahxyL7-Q-Wum8@+e$p6F=J!)STb~;k?hw8T%TxD^K^4K>5JzKpn*dYe?*lXNnDL&N zKH?V)t_88DQp*=PfnTUscqoX!X@svnDC-=`pYQr-Q$F!FKmWWf>?`z5a{Fgfej=8O z`V-5~Wc%0mWBmmGC~=)9>R$`~1C;B2Ju|Y-sp<7P@hM@vbX_x&buGc$=o*(`SPZ`d zpXD9TBQw$XCzniAPIR3$dVMDH%dIRd`#jWtCh{4_>P6E3C*Y_iri54&{zF&@z8hj% zx;i^>zQlb4TnjNR&%go0_)xs2X_SXXa6A5at`Tn84%`jS1*hWeKl5X(rmcuUMH!UE zYl7MF+%m+t$UlsJ{g7*xl*K%`5f{WVjA1?UF|aq}wju6@d^TK5l~_|aCx&Nes9&Dh zxo5Y?p{y~)s8YV05O+gvp8z8ing5uc`RAa#l+AO>)_(PK;xy;K*#2@}n7{Xrxcy)5 z_U}L}M)8Hra{fDd^`zT$XuI2daJ$=fVrMY7rJ8@v)Sq=5_U5>EKK{t9*|t6-@`L#u z^KZKOr?}bp2qL&y{|@k~&%c?h|K@`~xi|muuJ-FZzkd{w1ElV#;A+fowFCGWe(TD2 zukGR6wC`WR;dtDQrZe6gkEij^TOK>bFUotGPOvr1H@MEc^*&{0TmHrN@I5uv_{+rm zFS%9d$D~h?_?EBsuXW46|HkbtJe+p?*?Vm!fKEK_4vUZuIi-lt70i$Rn^5L_Klf!~{txn>p#Is^|0BRCWWxS#DgW7R zL!YP(w|QcA_Wx{qxp3GJ!$MrmQs8UIAtM+Xd_O6c#&g)!0a8s^7y(KX?X3FjzYBhH6qBkqRZrNqIo>?|kOUxc>@&l^sN^(T&q&+s1OO)-CR z-fYO(DD6U=6YD@bZ}V?u?~S1TyU}j^PGvhTLLBGYm>-ze?MOVVbmNcnkMdR_Z_M+{ zw|yi3@U7Un#_P`W_IG#PA;B2V#QqVNr&!@J_=6aKq2qYo@F#*{^!{GqoiV%O%f)MgxlubKx*K3?>>lSM&BOR?jC0Cj1?hd- zsibtVe8DP7|Hthg;IV9er(KWrk7F?&e~LAtJ{Y#obmPUaKU<2x!O6A4$ok+mywjVl zRNk?LYk#9LC=A2!d*Etbd+oQveM6j$ZNKrDn*{6%zRP&7z9q#y(8pB?-i6`29dd63 z-;wqV(`o!E<-B#Rutomg8n{59UqW(Pr=M3>H z#KQ2OzYtS1?($CN$yz1%#GVj$!}Z4^&xylpf@L9J4xi^*EBS7o`8ZSF{_~u%pNv0- z{58bkjAL!^S3FDkau4#GA%l6zzEzKT{s3|7$G~?(%nfbFld%U&;RrD{`Io9e^pOa*5;qHtrvp1C-k*kbzg5>EB^-n@r}3LR~y#2 zBbW1iI>pC+wPCHxzh0Q}`De?K9msQT=Ktx;e+zB?&&2yr!Oc?iYhKF!pNsdeRP9gv z%>m$V1bgGZcLU#Q{q9)9>8$oYV<^p6 z{mH#E-}*-k(jml5InhkM7~nuW_CxV9#Lh5wREU2ud`N&BVS3)j-f%a^B`?L05bI*` zrHQ(r-56ZEp8>xf0KDGZXp3j{|vAk$#I-(sGb{aIg< zqg=a1IkNtCv>{*HD^h>PjVkRRW+wc;JlA#+@v@X_$7Dw3Ynwmc{>0y$BmQO%zJF8I zf2!Y~Gadi?pnLPJ|LNot6GHsQ$AS>Gb#G>#zzdtQ@6R-7-^aEpp zd%(6_xltkCYk7qlyQ%NtfZ$L1AZz8?)q)iwW=OF%eJBU;EGT;?wk!2`7V?QW1Okj{~|u#*#GRa8e!Tj7(r<_h6^>(lHo!`7e6v5vX(P|rp82uQ)n6`HoLGL` z{;~e)J54A>X+(u->v-`+&9GE5O?!i zaNPWdTvJXP^Y@ug+Xa{hMk1ry`%RwnBflwH0l%+Va5W!CnT(3uydD<3#a)zoHW5yCJ5AJU6S> ztdX@*Vr~puQ)p>`rD5zRrX@~Ba5q2Y2#)5TxM%jC_sJhaz8j`#X$9X6@GfJI@$6IF zdlqux{1ewDJ)ee9@iCi|J50dlGmfRh(m9~^WC%>en46$k!xpzMN z(B)Sbst zi`&V415Oa&V~j^Y|AqHh8jrV${)b{dJN1_nXQP|OrBXbH_``7BVpZwC^_D09hqveS z+FZyduM2T7$>VP>-hUT@{u>v8^zR(CKY5j`eS`6wWdH1brpG@yhvrNFh-V{CMmAtj z3^QXGkSNy-ujzeaaEP-ZmPYq>PwqE++>YFfVt5p{6Y$Ldry_V9$Y*?|w!SV`OO6}M z6S$qZlFxDv4&Kpu4fB?MFJ5)@nXBCh$N!G&`(;l0`r!9si^$iKuKvUoodd5Ad3S=i zSW-X5F%J|8A@ql6!?bHpHk9t3nJ*{ZOOZRdWcj z)=s*b{szIbRJYc+tGLe?Q^bDIei4&(skC3chNkm&`s#;`G0Zd6LS@(NG7yTG{^w@mG=n{u7}F^aY6 zb*C`KsLQ2o7o-m4x8e6MzZ)rsv7%`ImG6derj{vp4ek+_lg|D%-)WQbR5#U1ej9(< z>@hIJ-GDzwo+sZ8F*QqF@7+GPe8o!n9&Hnz8gk>Pd~)Tmowdw;!Th_oF4x`0KT*T@ zerAj<=5yY2{IEU0M!Q=5+5Qu)e;n}KVtg-{sQ<~UmMQylwBeMr{kBT--OvY0-z9yU z*vI})Z42R1i2c9v&$Rb#tB%C}@7VuuxCh(E_=gz(!8wFH5xU7-64(vJ#f116>W$hF zZ8vXcF%KCBh0a6F)8AvhGFPdtnH)(kb5{7Q^+mJ{%5kFQko&QG!7;_{AJMT`|KjmS zdqcbBZAxr^vS)uE;hWEV*^0qY|ILWta1^T|{t?E6Vp{Rx(vKTG=Dlbf2ffE{M{e|u z8&6H>Yw>>nEXubsnqQM;kL8DbCv6e8f7bN>Wz#?6Jaiq!;!f$hDAz{Iy25{Rb*)s# zzS#i!F63FJwe?i)!G&Y#%Yebrd%){qZRauZc{XMzus=hvFPWAvWs25Ge3x2w{%;nP zne|DkKjVJ92i#3qcecg!>OU3vp)F2re;2y`5z9g@nwD0@%@h_Dd7KG(XvPuautC=K zRsqYxSWjHzD=boM4)2d*eU#XiuC8|XIpWnT-;H8v9%D_Eo8VS}ry+mLBCI14!^3Oj zulXl%H^PO3_*BgM*;B>1jH6uS!x24E-pRUct9$zwy=j4{P$%PyXC z-7E)=59S_Lxh$hRORUbY)Jft{p&Z|DSRcqI28ew%hJO(iXEP>Po>l8s2j}E3n(q9& z(EC50e|(>MERptC=H9>J{@1q5*85+FV9TGk|28+w#{QRp>*n=8z2Uz2Zj~#=adhsS zZ2l>1IOqQJ^UvHrfW0|cUF7GX$>*PKd3)WPe|rb>nV;Vx^B>D0SW?b|e*QZIEKcdI z^5^Eidw!QA19>Qy4WIG%gbPP~!_oW=&m%aX49h=y^Avbr5dUZz?|(DZzoN!6 zmj|AzRO4?hL}kfR{NAOh_V^jq=qf7DRC~!a>vQuj3iT+IakpU6*{Am*%Zl8+}HO zjSC0qP9VOL6s z>t70voT&Y?G0wegb1?s8Q$BG?flW=)|3KeUw7))+UjMgV+UY)8z1Zbk+U0FYI5$YX z%oAH6L;Cr7`)`<)^;_6M59P0_U?{&J)2i=bGkZJ}Rq~9)f0jGoS zHsWEfH)tHD+!IFy$3iU2@|7#xy7h>;gl{n7Q>qbP+w{*kZTM|RZWnU72rmuN8J1<+ z?j3@4IS=fP;boYHF`xJxV@(Nn4AwJ<6Jom^BL5D`)B`?L;#?Mi2i4?Lr|yp3mGeL@ z@}q2f{}O$O=%4W2piHcvJVTBgJj3#H{egM2{u{}6gEA4{bD4M{9BWJ}<+@>=HsIOC z_@HgJN8wvXd|YW7dw5zzMJq>ufd@GIaS;n@Ee`yT@zTkL<0{jahA zb%y?D;yCHM_Wo<^>BCmc4E@=Pk5Nnvv7Ui z%a7YX);}G;@%W4F&jPi-*P4dJmq;J(2zh7V12T+^`E3-JqyHoayb0bP9{A4gdrk^m zH(&Y9zB*Zx;P;{OS12~e;y)<{M$>0Qeo$8WwZyj-%V(QsqWuqp6SwSKk>Z%JcJL@g z|HthgJ^~{2N+SG~c z??NAc%6AjSi7G5EaLPGD{EOme@=l(RwY)9DSHt*B1pyXi6u25vnP+-(`Uoxcgz_2B{O{RE6b5JS;E2 zl2{(p=TPpU;J(@p;t0G=nZo=VqlKNoLXYN?VDVfXYyO_%S!?~#laf<%)^H1IPyEf~*m}34p zcbmS%aQ;0}by~1K`$}>n^Z6Bbx~ACu?vHP{&4&;ud|i+^ziaTX%wWkMw_;k7+WW?;lgC|77o9VSlE7{~<>L z|5+D*c(q|_h>{S(Z;+ z#&pKtO!|M(*I&4$t5&+J;BTx1Ps6poTKIqK<@`zyY)y*sf2FI+UFp5)1 zUnl7=cY&_~I(rGc4U%8q4R@`###LdviuAl5j@QeQ=30NPYq@(Hu}`{P2i`LnzlHTa z+H}(Gtvw7ssrK9M+C%P8!*Q3}fOts2YaDAn?GDzTa0lvr3^L!R#AVShey-!9yFO4O zb*YAoa~LDMe&D92w>~_0^BC|Zr==d(Ae-gp#&TZjuE24%yN>7U2Af>taEqg#nOogZ zldBtO^6A-5(AmiNmwXV9mi1>FvHn+lzGnZ9zz>{G|GwI{&i&zyw}Sd-L;tj`)OY-x zpIQ9Q*}>@{FX5q{nqWa~%Ds7?mVHH`B|r zb0fdDtI0L@v_tnUIN@BvSdZF^X#0P#;xo5s!wUB^#(%czFFZFgPfmUQjq0E1V~Y7V zI{tVp-(X--F1(HIv1D^Z6UsO#=QWmLIo& ztbaO=q#fe%CzwEQKVtg>eJ~rDMf!dGS*5m1Or!Sox7Qpx1SNwruVZyvKEno3NS|;-Mu$-~{%(VZ~;XTFXj01baSX1`}Kf^X3eK>^sitiylhHI3o)~=B_Q;avo=QPHY?-Q1l966AG zwE{6@q&$p^rS&yAk4Aibx#lUjoN@PL?3WqMzc2gzw`J>Qw_@c=nb#A?!Hc2)@%vAr zZD${5^8GWL`ag(w+3C)I)3yJHFXn|lWXwAd_WV8JGsx@v z-J1nBwD_BqxSl9KQ}bV{_9q^w^pio}Vx94eFnEaX4KOej&M=qb7wtQ(5lviZ?_o|u5 z=kwP8lhvR8@dWN0;Ve)bj`>!NOF=noJcb7TFa3|+Fg19_Uz6u>Z0Gc?@|yW9H9z&o zTOQ#x<519N=-bnKd_LmCpN4$aulROZg8rw{zuC0^j{Lpuo&WsM)%7&M7uzrXO!`I# z5u>shc$lgl#Jq}(Kgw#pa|_rLjW03`|0;c~Jg@io`0K#oGy|JLt_R-ldD!Qghi?O? zQztrd3Amkxp=RMV5N-s#lhHrRI3nWP#``xp56Zi*x>GI1(*6g*(@+ln2;y?cD{%`L zdGbt<7l>`W8+;Chx6cUxhoq_($ES zBc^Xr{ad>AYrzd$rJuOp|K%;W>hKR@BW!$W-jmyZ z!`W;A{)FFJYEOEEGsf~Do{#pfZlKXM4YvYgctg%P|25#8c7oh2%T|2pzFSX>3~im- zjB3vjlbe4`@hPw;SAl(G+gciaBQEB5DC84^L(UlDOn83a_+i(5x7Q6lz9aUq19p+N zO7mUfa!-4{8`!@9bAmQvJ^Drl+$N86VT>lj*06lcLohVkwg_g1=d}A}Db` zBHxX#pW%3j>)DvIS-wB5{)Z7xAOV`WNdT^(`KMFR=YFo*To)sQoZZpJHZsjTj!q z@dWp1bB(Kpm^a!3IcHw_jPT~*xoAGoYs@q7nMd*uWYCuRykhxr`%^Ch-H7!s9)Gd@ zfqjGxokRP(xAcMfa2d}6--7BBBG!g}L;hoL{zLE6!uO-3!Frxybj*(==fv+|Q=SN} z1LI#Id@lw(7JQy^uu(>kM~3BV{wjmAtMI=D@jqIQxs|W=^=&y1_0OdIufO@mZQ8t1 z`Z(x2sgv(Z-~Z9}&!l|8V~7q$bSIWC<1{+{veo{K9an{QbFTkzT#GLads_okpTrf{ zfORn9@6?X;x(3gIrS}!HQ*L>fe-7)G0q$m+_NM{={YrU!S(5D!&vo63Wlb+%>x491 zm-qk1TbTn459@7Z5B{IO;!YrT_|ZA3Hw@Ij(BqG|6yjT2TbktGIpS`9 z1t#Vhcw!hsihMD|&Im3CYkXYiE3!1;py7P;Wc-ov&UALR3s*STK*^EA*j3z4c)pzF zz-KTX73Do44-K9*u9+O*aro~ZhuLv;Qnr_H*bH)`GJKb*q+w+i^3zW~cp)JRSceFr#Pe!^|b+x^`8|4ipU;%V}M zjVWn9FMb)5bE>AqeS&xhk#v5OYYC^ zB(OM{p8w0*FT0f+)(XE5<4_ego||(0OKzQa{KuOcIUbg8{KmcW>4)wpj`I-%gg&W! zY{WJY|3R)9IR@rM>KS?e(0Xe>%$5G-!f%!k7mAn`!L_JQRs3x5!3G!@f6si7dLNh= z@D@m#C_ct~xqRNPbMIvcUjou(TmC-uO@a?G&HLX>+y6ZL#-Dz^+|@MIi+}if12|&f z52hcKu}H}C5|z(5DxLVwqA#_ftqD8~HLd|14!ywE+`6xP4fS}27@oG?cDYX5doVyTXfS-ObLX05?Ni4E>?xA!rzGc1;7V?s9#l zt8S@rH-YmZj)p#Pa^w(~Lti;DH`j6hUgtIaP3pG|8`aF2PGwwH?^_9n{IJbX*a zz`C&9z1aBvO&n1-j#+-T3%Mp3!-aejOv`J+U4eSAJ(_{nX#gh<^d!Vv z9{-|uDfI8-HA~z(i$9XOWn2FkS4Cqz5idhLOoU@b@Fe7|@%R|{rB5J!l3-+jrJMOx!PEn+aeg!43B@A8)eS*wtI^6?@aCg5!mdxw7(y(S?a#{ zd9@!$HWx(ahxGQ}aC;ka7-wp!yEW7%HiY;-+W%9nCBoI!iggL{tPo>I%pUFAW$@k% zA+9j(1LHvP8gE~N;zuZ?j^kcMAsk4RYoigW%66uo?#wbf3W9yon^9m()MeND9G_~v*W!>7%($cADmsbz zB>MizwH1yx8OyYDuv;s(td{q>Z};vHe`VCyXnw@#wb=g{`(I=KbLdkw|7zf4js5R2 z{vgI*WC#C3pKXADp&iD#=a3TK8lDTrj{aTXV90}$G#+hE({UTM<%-QQd`@&+^P0%D zz3<;xe%$`C{&8$@>~Kzu$6suJh(BC7_P3z&uJ|J#3(kg^6krSIeU-I`d9ur#>kthDp$ayyEpK1B))~$2jVH3YD%AT(Ot^G4C zUwz0PHxpouN$t){Od%jhHw7KPYS7*b4@Rd+-o555u98yJbDE2x-U-qiK4DQ-*P%c&)3e z!)^VEyf;f^t&;1ZTwmM@UhS@KU~a%Q^AtFp@e!TpBp>80d^eEKv|O)TjOTgG&5m1I z5jzSPn6VMYWz>0Y4C|$WjX{|ivAP{g3FH+F5)5dYSv* z-T~&L|EszfV=8LnY3IZFZ!YZrbmjlJcMJGz7P&ozhbEnWr#t_hx>1z2{u}mgbssHT z><*P5_i1!au>Kk^417eBJ%x{ZvH24jB-5ecb|Q?-2MHt4+Tp?j)xFaLVuK|kDB;aa*iIJEQ9xtPDM2M5YhO+M@w!t4izt_5I-Td(s z>OWWV55WJZ<2*a>fBW-t-OZ-Pz+cPvk23g*i6t2XmjZprCchrBmBcp-zv*(kNAUea z{H91tE*Op>^4!qhnpb#II0N$wPl+$L`(dxE1b??3yG9}IlT z7lD%@uLS+zSLzTC6Ynhag$u6@WbLiZ1^(t5cyM~$t-&^zvuiuj@ZAQRa78Q=t_42B z`}E^p!FM=gSqY~F@G$nyrF;)s5AyWTkInM4p7gzc4u5p`p2qjJW$y5aqk>st{cq!& zpV%bxH=BI%C8JG}?GN=>c$J`=QT=;=`KRu~Rf|=3W$Zma{xYe5^v8!765v)MSQf>{ z5Q{@xOo+ib46MrjdLQS@kH0;@qL4>IIdK$Y6X0~3^;z?8M|pGdcuz1h#L!G#KF7Am zMEL_w9l`K0Kg-i&d?t|3`bXP;D)w&=;-Il^(k94zHu6)|pZEaU*Yn`NIoEz^L45zE zn}1}!Nq9GT{`)uJCwtBgFHHMuJS#tmJy{0ZQvsXPE!sMEvEu+2619or- z|8?{~90d1Oz1jeLO9@VfwuANvdw%alzrT2{94_}<|D!?J+X}J0w7;}9!XX2DOF7(# z-7y>31^Y*wA=f#ni?oULo%ptetaaem5zGqGaE{&$j<0jT>GIkDVma~q@0&HN1*<|? zwB2U^RPGk312HmY|C9S)_-9DRqHNwhimg z_T#gZ%d&7g3v49Ynss8^r?bCmlb5))>%W)hD6e+lrpRZzoCH3Kc(#ewe@?X)K4*Wv z+`Jk%(+S2cplMzQzDA zLf?+Z*m&$s-~$n#q`!x6$_{W{$Uhn4r{;RQZsePZ^4tWt4KFKG@>wp{LH#75eD&}9 zf0a?DYgj8}Sp^?}^qH0~Z6|HRwp8EPT-HC+@)=`lg#Neo&$Rrh z>R&A1$M_N+smPcWUv8wbz!7}g=hHa;A{z59sq1YFHi#A5;u z@dHlPacc>u}8qaAhy(F`hPHYQO6#me0-j1nAYSITQf?0P73`e#}CWP zdT1Q1G2!7M-_6hVL?2IBcAo_{Bse?(tq zG5>M=FBJPf)%oXq8!$qA2giJ6&rCG`W^(>xye#5w7%yOT&JV8i_C-IhhVS30=D!le z$@=U2|LIn&{}y({o?27vT6^CP30PYV6Z_b7GE3TsJMpoZH1gijfS_b7Vu<{sI zXh(1#K3zH1^7Giv&ChOiwd-0>#q0b$jry|;*^;k*!^E+a-2XFu|Gd^!>xS`OLJkJ; z3B&hE?g8xE)gSdZ9pj+Uz3|*Hf8mv2zK|j3z{X5LzF~97(Um;@SqH%nA@AdYhfz894EO2e zAHJCv*oCQ%f8o0U4oSIg65DFJ^4SiP)t?xgg*^YHvp?iWlm5cou@LO9j49wVC$s`DdV4ZjrM`|^g8T@*$>)~ z8^F($T`3oA;I`d6VHXj{4$oKhfo}|Z+7sH3jfnT8I2B@66t}W%_YSeY=c_J=J!1^J z5@2h(@%=}e_kY;??)NH=tm!{>_uc*WU2l%>2HRkRz0QHPO)?l9z$WJ?kqjaTkwFp? zK@t)INn{ZO>^}Wf)#)=c_o8sGGSENVXXZ}mGu_jDI#f-aPvGZxFF82Q9}>q9=ji|T z9o{dl;qp~0%@)$-_>1=GyY$S988ZscLGBE$X__}@#NVNPayev4Zg@`E6`}-`AfC%j-{OzlAk;ub=Ho_+!Ff zfsYU`B5s}VXXlm)Cz94h!rv4BAn`9;+hTJ0FXoRJE6lKc_fwJgDXvd}6Qk>R&aM}~ zMqE+cC$2={T=aR)6)LIYo=&_c*-z!4>R)V&8YiUomvfAg|H=9U_nXti|1RHq8(5Zc zCZx@RxuGyl;^~+}**@@m%qtD&B9DaM^c#-f@7G6ej%#8_M;B{>w#JT_Q`DKkwf*rv z;UV$f@wD$aNx6Mn6DO8#>;GIw5%)&VFn;;>GRyO48bbbmqVu2ZTb=dtX5BKLi5*Yn zpYv~uWyJkT+dtz@4b}e3>t8$8(6|mWSo;%>g>&>7)z~lhKa7EOAZypAOHfJscl-2F z#8PbilGs@hue9S#PiwDQPr~)!?9}l-UtgL8`<3|L^75Z9^`E>Ia!UptQ3K{7v|a8R zr$(AG=6?tJZ|E4cU&Nhx@<9KoJLCP2xHnjXd<=dL`7=+SfsX|&JSQO4bQXgnR{MSL0d zX|ew+FMrd$0pEvtLfX{$DcXPX_&&6LZi?4aY5Oa$|7tr!*q<)%-+fK;zhn2m>HQBq z{w!~QW3B%hPqP1-2L68{`=1?W_k_KzF^4$cOXrT*|9k(t9dV@8 zCy#^u=c)gH>$4BSpJ%;l_;b`G5T=fO$4kGC`x(YBEY&zF#4)K8v7vEWIMdl2I<8+0 zr@NZL!#SDFzlIxsdHD}F{#gs$-*J9n{Daunv&QFF93MQF#Wsmt8t?_aF5Kt%y9Ug`!mit)##7(eP%ccXAw9y7j)>B&&1 zpbuClv0{#Y9UI<4y&LE*Q1^!Ch_hNu7V>uLfcwrujF9!hNvRV-jN7r{_hL+uM&QQn z;N6_Kc1C#d;d4>%X3;{!n6Wmn0a_*E*HGu-t=ZB&aQsEv`+VoV@0=aR-y$x}{2QK3Od47a$UpBljiB41jhH*G<4+nFNZ0c}SpAw{xiLGi0fh+ITriLG;@p>V>&vK8$+AmuncA2 zcsh(}wQJ zF;DSVZol~7%4PWc@4ke1hZE5LCvyJD_-|Im1)j?k`rl7C&kw)*$6v#|eP5#<<^6%b zd+R66=TmQm9F+@*FE#reas+3A7kCOW^{$n)fBHGLf5wrLZ=ipO?VtXQK0v;K+!g+C zj@%ORPxzm4qXn32h!p{UB1&H8yC7RE8X`#{SeP+T$>~Ojt~2M z=Gw>=GJc}@KjRxBKhXSo?~{+^f605HFS~?qj@bX2pUUl8e(X7^*;Vv^j4^ff{&nT! zO!GNB4|q4wd3FEKdgbLXAAB5^AM;DCo!YkjxDVVV{IA`&JM+Kd=ET0_6f|qR{CWKS zk3W=Fn)8VI$N`1_WjP)`X?)D@SCdC%F$3Sb1KJlbKU~^3fXb&=h%4E z(jYGOroCb7sa=y|U%D$rEhGAq z=u_PPzC7)}8#*)BaKrh&5w--d=3u z56?Lta#p-{fwep3IR>L1&o*9RY;aXjffOz$I#{@?J0 z$kifB55r$yf6e-}vV4p-|FzBg!k&wD+4z4V z`rq-$zsfxJ?c-Jcs}F1pZ_oKK)HD;b<(Oya@z0hM(7UMLu9y_AX(0?9_@uZf5vSBK z#%&@eg~z~Qk!FXuE|H^y{q@k$X}#JW8rn{WZLPZz&uV?3_Q7soZl2fdnPMF)$#>cN zU(1+0uvw{nJ)ihBd_Hh(crTud+#q{)dw$`sI#$T1^5Xgoh2v9XpS+vV)_;|0S^KX+ zoA`1qw2@Hm)Jh;$Neu>aVV192Aq;gb;wSMqam{1EFfT`YIS z&b!_X&zZ(em$({?opKmjIMm?bIZwyAGmOW=^NclB3(W-Ds)@WC;?~4<`Sbh4yNS=U z9$Gmpmm}vIGMx+RFgW*yF=CuwM6C;A#mp1S!_y@`EDeZ3+TS|7TeYELJDZ~Vw-RmC zcq7ImS<|#h{Djf8e{X-}>o5imb#y$2RM7@`D;duR*A&l*hr|1TjsFleZYpj6{ z+0f`(vuT~QY7U=l5Z8unoZOkKx4KR12HyjT6N2{t0r)M9$45;Zw*TvhBSjy05j+>? zq}2YnOMapTTk>2OTS@2OOPDr!eIBRoY)`Y!QJ?IamCJR0-45t|!T+%i>}fOo8$R>5 zt4t$?e3dPGcgX)Se&1Wv8AH0%>!O`r_+I)~)-B@{nqBfQ>AUHxxurk1{jDgEhS1!1 zQ5-|+g;9ToX)_d1z{VebA?!OLR++JNv zf6e3MKdO&_e?5wCP>x?c18p*JpipMa2g{i;l#BMW_EOgW`SESgx><92e^^-CUEowC z{4wFLj-w|0S#=>|>{1dB>9{0(06~qaQ96{5xvFA13Ap5t7hl@*? zpEFJl&zW9_^J$buj0@w(OdluNS6N2guT=iAUd8(3Wutnfx)#S)ss0%sF10_EgS8vu ztT`{xeUSAvIG6lS^xJW4D*og6_}}Gw?;z&XHN~B3L+mN;x5Zz3C$UU^V@%wNn5N@b z#5NzeFX&*k^SyiPcmwtinsmuY+Y*czTpOlV~LOxwR}NzkEvD}nzvnQNX`Azm!ek==>hi$8Q|Ji-1{4&2 zJkt37Q~9(1iv5)OvcdcR@htyJ+kYu%;>EB3HkL@`KiK$lJnJ7Z6>tB8`G3a|rmFuL z5BqE9p@8`cm79Xf4tiN zr%UHS1L}9-SAY1UxY{k`!T=j(>?Fl~0>1jeCm$Jx2|SaSrf_2F5C9WhvxOQC;GvLj z0{+c>#3LbIOZ=4nM>r_1-3+Xj*AcIEJXd-*NaM#N2XxM2RGF3oIWojmi6Ltr|Bqfh z5$b@M)?Ym?p3RZ7^6q4o=|Y^n-mEm& zpXYsuPlfZmkI(A%`TqSGi1*HbW(Bc#>gF`vxDbwKv0xB~3pzNwmzXrmhd8uxa!faZ z=RE&|wLiv9b8feMdpe$Xq|L?%tVn5l`*CL&j6Rl^$r(gVA{)cT^ zKllyu6tCXACjWO4YkzHbuBiPVKGmRWG94WF269cjuWh+`QGQo(s*uk6@VWFGz0`3L zmn7Gnq0S7?9lCNfTt@ojDKdT@b$Ix@2!D4OTpsEz9fZG>AER%C@1j2>Z)N5z=#ydl zKKL}$hoN65e~146@RbJT)wzVcjyxI9C;cD$2Bty(OCC-i^lCcb4{3|Okv8Un^QahH zcvhC3^AG9gd2biuE%SQzf8^n@y!aeVms?_a&KBo}zPB0W!|f+?Ka>AG*KuC{x4!#? zjRo*-_gt=1xzN9^rM3{tk=jDc#~E;x*e-mm!M2V$^TS>Kg%zZ2bS?1tZsfz9teJ{ zPvVKiYkc4Ci`V+S@gBPu_vv20#%ve|kH=#A+$Q^}{Jjo&eMt2$wZG(lUKsy-{Cux? zBRNk57#y@0gp1*uHs?(6yfkOXwINoG^+3+S>hSY5iazMM@;-fok8Q?BDcLVzO42TX z4c^0RFelVKW%e7O_v$uidno%hC&c;qOygyr&&B7$5+{fB>`uZTa!_UXIP9^1S5g5lbK6JnnGI*;0Q743g8`}Q2vwaNX2(v{DM z$6(`Q@NWJL-c6Q<`?(3QPtBF#{NKyc{;3;7&dp=2@jX?{syoKH>FR-w~+ZBFgy;d+gg|PzY}4f_{;D9@>lUx|1$IS@S8vVIcz^uh%Gfm`Jbrrf8&F9 z!cTwpO4xRKSIPXx?3Ioy^zO>?PYiWEV)?8%w?0r0Lp+*@#}k*gcpc7FF`S;qG8{DW zZKyMoA0sAfJRR@XhRVM*DP%9d-(pPVwv5M;^8~7~FAW^WZ1vnoSI=yD;4_=O(c52g zbcfa_7w&D0Y3KQ`)c)4UBgo4uAO98GTyej={k{73EaA<6o$-43eiw1&!%>6A^lpf= zZrQmNu|J@}Kn(Lpov>lUPsy#hEnNZfa)_7m`UQ&_XNvrs+Zv!Aa2u7f%`h7D6^fj{0yF3$$=Zg`Hz9ADOd^eKG*#E1DT>$h*hdGKza zm!tb}OtEH|5B#VLM2x!j$KCqhj`W#-=2uuZ%E0qK*!+XIDY$j@h@n^ma{1x~=aub{IeFS|=b6;y{fsR-YG)1W=({kf7eiy}w@$xn@jsuPcI^khE#Gbaot&Uftb_7-7>8>M zY#s!6_Zafh0l#hL3< zlKaQ6o<`c8;nekW%Gc(WniBuh0^ObSC|f>T?*rrsd>xjx@>FR5td|S-o-@o)SfOFO zh9wrT%Y;7)GfMa?vE_t6C;Z(x2i*F8ZV0L%4F~lVqa$5(Offv zaixqmnRA#_f5k1uG2-I5H|Or;^;^gJ?D2dt9kY{PYi$Dmm9D3W|H*zTfBAz{|4Q0f zYJcW;lK*+G{4Y5phPRMs!+qnB=or?}h{F&Y=32mh%-g6dZ~MMIta%;R^n1a*;q``% z=DZZ~2ACGs*!bgr`{tehhqiBAAGb5IeLWZFhIrNt&yMz7E20|v!s3{p?AZ%t6Z3K( z^JC-W#Jr4S{wLD@+0#eEk|m3WE&qwMU&;GV_ED#%as6xRreDb0f3f{>-`AgP3%(wG z2->G}^voX&-TrwU{fh3Z!2fvqv^Si6u9p_m)V26FT>cH`K3V!j`17mAyP0VF$GT3M zU%WlE|9uhtPigz_4v+e8gr`p*h5tMq2;VLLPT0-ShWhXyXx}`-8lcyeq950>QTX3x z)myIv^%igHr7nN^naQtzi-0kH`|a1M{&Orb1?BH;O52yjenaOm@g;`y|0TSfDd>O3 z%l_tLI}3eq-v5r&|5a;$+sWGS=11=aYV2$|StFZc>3^%WPh2VMr{nm4BJF>>eML5Y z_;|?|;hQZ#jLAN=aCTif5Vl^}EqqKG8PKp1w$B(;ktgH$n(N+*E17o5PyPY|EHsYXA@5XRij$?(_;y-n6X5jpm+HHnU;~4cGE&`inden$m zvw1_90bYvpUKW41G}Ip4BYsOK#!19z_dpZrAaovx-5x$$FPn48yTO0PkD_+cLCo=m z?PA`$b+^g4T5eaK zTlb9rpRr>$Ylz-L-L@uXzI3v`*{2ue?>Qm_N zNAUlwx719!e49Ep#y>H>4dWZx@6xR{@L`(73ptAUF*RhUdqbTXa`eb&IgRth@+YT6 ze4M^Z;_X}q52h6yn&!R>+BWu{*ZuT4Jbt$4yzW1Q@gR97mv346e1?m#Pp%2MFuN`x z9vS@RNpN$n_V>tsC!T>iT=ZMy-CV!l8=4VAs~-Fqu5bAJrycTS=%1Zy$vnIN_x$r& z>%d2%ULEyyPFw>w=1!-cgZUz#hGT+r;0iIW7In_r!JXmpI{0eu|5h|^2uF~gw%Z-y z3V1p6zx4S`lYWBxtv9J%))@|UVH}MA-^X}!<}+7@eeH*2gM1+Imu`2e{Mpxd`zOC{ z$)Z+dNcabF<%Iu~whPDc9Wzb%d*UA?{sr0yIVA;NN$fvzE>`5COeX&Xw#1Ez zZPYk&^l3b9&+5Dw$Nr6H15OR&wiKRK>Bt}Aew?%GkdCK~^labwI7&a+Pvsx`P}Q@n zKBW4W+F$ZN^tmsJ|NVaN?ajT~&AFs+^YsbGE^W*8f$qTB}8j8ig8m)cLf5!dLGdhwhY>uWvW?EO=)5H(M`b9$fEcto~=X{1@#% zAMFo5@80$B=w45F*xv`9OdsMuUDvVP2ci#&{_g=auysAw6d&R{Mc(tEpVzamA%8KZ zhqcTB=yN}Pd>@>fM}b_M8PMPs=jO>H9e;QiHlwZK?9<^Rk3pJe~}DF3||>cX2JzZZUj7#qL;``^Pt#qr!F-Q|$kTd;i3SiT!bFS~*(-vGA2qyFxLXP7%K+{<%WD9iRUc z#~*8(z_~e%>+~beZ8 z8D@era;f{W;mg2Z=QCai_&8T@8pcV!3b{Fb;NTGdrT-BYjsK>16XP!t$Hg%|e-rRt z;?T}TxzybTeVyH5&fL#4{>vxWSF9-X%^dTbfKCqaXVbfRGt5Ig6Y*lu53ydbo_Tx~ zVz-RDQhR7mSp4l$#Xlkc<*j$#2`4U`7MF&45!8q1M4G(*4UFHYS>xOtzI*PAcY|0h z;^k!gAjVu_3>M=Hk#p0CI4R6`2ktq3?Tk1{{Lkwce}(&=|H0-T>lN?F>ffxz?}bGJ)r&sIVj|#Z1(t4(1lTqE0q6e+8_Ol+KBqc%GQ4>ZGYwd zhZV^V#p&{F8ITe3a*ZJla3YX0ZA1J zvHldxKYwR@kFnp(?5+s4-~bPne~weAo3p6yP}ct@{E^?EJFc4W*MvVO{5|mx+$R`L zC?82qM&e&gbN-2OVC2umd2pEnMr=2V8IVg0PB8}T?a z_q1Z5SLW+6J`bjrzu}9Hr5LxP$VbWS0KfG3O!+aywc`96>l&l6Z}(91 z<}C0WBKgb9`1i|_ZCwqfSPk$s={;9C68v83wrKhgG& z9NH(|%?*5K_%h}{uWK*o`ya3TQ}f2#o45b$Kd?<(mweV&IHt)sKfU;V%lL8LCb3of zxfYZQ+MKYsTz*N<453~@cO3%iW@~v4dX~X z0w;xeBoBrEsc%D_oB#f2AoSn8Ev*}IZt$P?@I1HTvEX{8`Gm(Fh9{5ul?Hh-v`_vH zulr9tPc9GtKaAWS+Ixy;zKv}gzPIG}h+OM6&88!vq3e{sbL<7@=FX$L;r63Dxb`mg zvBm#;19w9o((1&wk*$b#-;VDOJMd#2y^1>A5025(ClBnISw47f=HK%12ppXLFaW$w zJfN%(dU^fN`yYG|7A#nh`X7!X3hiA!pzwb>wEv6;=JobD9RHB#>3x&;KZE&y9<$?P z8-G^n|K0!CGdcg$Fg<(T$?gAA{;PZcn;Le84;KDA{LlaURrq$titxX`{=LT5zx>Vb zE9(D8`~DR(D&l3*#t^=~BCF$G|ETR^_*yB4#&Eus;cH@V!si_S0|prX8+Mmtf*C#t z4vk}Wj_*nH!124n{lbrFL(d1SPv;^R0LR8+e=f9dIH%^eTKjoDFCG8o$E$Du;=q6t zBfT4NOE!atLtTTDO~%7ngE&g$jZn{p{FCLYS4y9O8VKZ-ECBDuI5gnhzz_eG>k_>-i^hi;`?Wu z7XH>L&eW{%&C2CUhiR>a1`gv`9X?SX^L|VE7Sy3QbfqEFiZE^t;!MSSx-ZYR9K+*B z-jLVde||bU{9(r5UYPn%9u4!D^F_Um9tl4}pMy9)c`7?E?u8#X3{8yv#^0#2{kfh_ zwf&FtX}tW+$GEQ;+W%|-o^Sk`T(3s|kr(OTw2)szUX5{UwBmMN*Z%cxvUzD`^S^TcFV0QDf4csR=R;*WP5iI-2gUw}&-V^uhyCi$ ze+-}3EPAH=r8DGZq&7Rf%0I6c-nJ%Y{6(%D%W5qB-%#aWZTl-klnJ4@+;lGK0@jUTQ%7u!&3 zf0=(#drAIhTKnI&E`E;>&In@LG=sBp02-&9gYMUNI<~L>TKBOvE}NSfRzMvZt|9Q6 zz8loNA)e%%6yu_Jd=X+v{lu1pFPTl*#`V3px9$ql8NGe3IdRRX1K$H0CS19F=3h7% z%K~}Go{{?{ItO;Xh&TH;|J;r?|C3?=)bWGiC;#u4;p&wZ%ah_6v5fG03GzQ&{Y&|; zy#A9jLyjEzGsX7r?a$kA=115r=Ms~IxpnRT)EO7 zE?j61o!CAR59W@p9l$-*lIiV5e0!$X(i~d2yG~CT^GC^c_ijVjdJ#X$Dl7xyzPNFNsm-UXV0DrwY4>& zc2}+P|6e>Sxk}W)A^+zg{OnNuUwQqX4(~tj_pHy$-#2`P`bF;>P4lRd{_oun-V0xT zxghmF98*m5_CFEtf3oYp;-wDJ|4gO-r~gUzr>_4Uukzp3azOK+Kfm^B_@AG@5*Dml zn$2NG8vl&u{nsKc1vNYjd&{{o#PfXoqgW-taK%Y+ELZ=@t--xKrsHuN&k5_zj(gfU zSH`ek-t(+|re~ZS= z?bpKJKX~JXsQ<1%qddpFm*;;U;>qj=*Jdp3pLTY)Aq~`n%x}eg{nz|$@bw>J^Od&0 zV*5AF4Rmf=oJT``O)-Ad5E?kRe)DhQVCi9wkLi`A$$OH0E5nj<8>FmK`Dfe;ak^A@QvFNqFY?fm{~5%OxbKbQ(`n*=6>|#Q z8){hCJUD*uK^$7^JdT;$f15uOH@6?}sl(4=Wi!qbbZ>x}5;v5l3f9vczj5uG9J9;u zyJJ{y8xQ+@u7=K&RogdAk-}QU^Kl2uGNaT^%+jW*_-9L)_yItQ-g#Gi4 zC&KUl_?K|ya$}y)m|wT++ljD0-1~RCzD@SMUQO@%N4^~Sc1_nB5y!{Y%&8eoE*{&n zf0t@&#aPqLj+tLM4*m{(4}Xo?o|Wd-u`9<%<$u`ztFiBXjL$V*{-+ZAuFF;QgeIg zPlq}-(#^p$E?V-HFroc*KSF#CG4z+O}L+hpiakAc0p6&S=GmH8E;FFKRL26T; zA5-@RWu&q#_}sC+|2)0v-~Z76uUQRE^PO8#{}b!L%l7{B`dS=2<>M}%*EQob{_2o+ znq#%k_CHhQ|4m0SA4gAi|C8+J^BUEGap?co9@=b}b%o=f{lH__)@=$)w=55zeYY^o zTk%!o6xg_FsQDK;HpG?D3b>u8~Hy9T-_O^fr170!y zzk%cAyyq87aF441+ALINP@nmq0=j(Bt<0$fP$ep2XAdmCfnI2~f$7!GM zq66FkjKec#{cAYF4f3u93Umqtj&&EqC_)LxU^Yw?d zTaWsX`ziW^tiHzm^7WUDuTf?DV_dt@%ztVx{fPK? z)R!?n$Vlyv=bbZ1zD>VKR=$WIE){y z`$Dl1$t4oqDb3^QU)55W| z#MjZi<=QOPPMm*}?6W*l`KS7q+F$ZN?h9TX|GN`whCXjSkj137H6Lk0#ADeyQ2d4` zyQi=wL@Zr#WU&4wTnTG&(uBbpocK8SPh8n`aGHypAEq-#`~2>RdJ@F>DzR_am*bY) zS{x8zK;qaG&S5Q4{1JYuj`W!yY3nGDmOsbRlKoWvFJt{94}|THdN};mlT$|?PV^DJ zwv+jixPIp6$D{oh*XAs}>1Cfj&;8$M{15py%p=RJ`T9B2>Wcn#y!_9=gB#+wP=jXX zTj0e2bNO<~q97d?a9SSr_sRb~1pnqgina7896eSKT<1;UGvvF7Hv>Kn{r?m2Wca^k z7kD?oe#ns_r{@BGu5+X9h30Vk)-`C|+>lNTHEvpQjP_^0`>${x`aAy-rw05Rq@TIn>P)SI>l=2c~ngAD9@QXU@FOrFU}! z@v^#ZUJE=lf05&u`k(35|A}W*z?3u0mt%x+82?X~{(tkaoniT| z)nUQvCD^XX`fShtFMs>H@H6NG{Qm#`7XEMM>xQdWkblNZajca(HT)?C75Fg1XSI!7 z8=MoLMqC-^+W@}>j>~Hu4>TOs`8;->$J~x@b^Xc6af!AqE()Jx;_c7f(V2Zix#%Ex zH}M&ip9<`ccKo^P{C>Q{Rbk(ygTU{7ZhQnfEtkXz@wif3b}}v$c_X*ORg7cadXHm> ze`%ah^W!dXXTTu=&xRZtjvW+dio6^AXT9b4qYwX$cQec4R^c4ECzlYPl=m)Q^+T2( z`6&F6gVWuQn3x!Ay$8N9IXx#XoEE?40(AYzvpE9&8;+yqEh6uRyqK;~dud;2ztb6N z4((BziQz$pZRBbFimO#ai96m<_v}M_cR!5YBK8IWYqs3pg-f>uu9fni0fxs zFXU&a9aPr-$?qsHf18VW9S2`!ko6zM%o#)bU$A3o_}lCmIrql7G}vww*QTgx#VlG!^!+{mHyA`#zgx6 z_r9MKmLB^7ydkvl5%PZ!-#{GcJb~|aPK9$l=R;#(E52*E9M0k!hqJxs!x63_T&1?| z;N?&LAAh|59Ihu1lHXJ?rZD#zyN>5hK`V^cQM2^$m19WvIBcE_C%Vt*KhNo%RnY(X zJLWST#dm(JfAl}R|0H;fwBK>J6Thx-;nrp2Po3WyzCXJ*Ynwkbt`DmlH-?QZ+g0D! zG;a>8n>K}IXI87vU3O-b{;z4?B97UH^V`F!rVU}`xea02X`E}^6xJb4*6lseygCTK zN}sU{T)6EQ_vqf0uwi^u^9kCIzG1NUPu?!$&8cp|k1RfT$Z)ZQKdKxO{u(h6Y7-Ev zPWW@=rLjD$OcMTXTmx|rh^Z(3f!YcA1Z*KNth<@^ z3jS+9_jmfwcZqkFwe`Zide4!IXKlcJLrlXtYO!5p?WB-KuAPlGJ}}!iyq9Y=`X(eE z_w@|U{kTue-M?RU%^TygkgEdD3UI?7eD6k0Q(vPnzKm;p7;i(G8dx`UZH+!?>a^ke zJz~#{Dbhh)X**UF6eXEik(l`;13q|08b%_xLg6QN(y5 zJdW%8#leX-_?>n!J-11W)c0v4*++RqK2x#0ST?ErU#R+b2l0E@X4yvR6TGdvMpm)? zkEj1(T3Sz*|H9gF0q4^*=(}`W1OHQdeqY#ecK5jYzme=$TmR|rn!6bbu+;xjC&>L( z7O%*CO}4Gx{|o@l3ep{Fp`1xbbh4#e)Ig zgq#!RRU91b*Y2(nCPa=6<1p!`>kyX-+yCPCl=?8R&-hHnpLrNIZQUgMo40O`+B!(L z|BmU@;JG>w*NV^k~b$4b0yEzGNDe)WPWXK5g)J@`IW0-rOUn+uGQP$8+zfpng9NKx5L}Gk2*PwoyGi%4}^2vKZCeaEHBgjvAjLP z{l?X_{*U|m`Fl$KFZut}|7HFx=MdVMY&7Gqc4^)W@Bh^wz^`&UUgO`9{Qq?7|5E<* zImmdu|6l##PvNIOdnNn?zhD0DkKy0n%vb%&${OR3olSc+{#aJCD$HN`RmJs>oCW8Z zI7Vh18Dh`QiHV#UX-pU&#yB~KPdjd#;d0W6C|sxeEG^SozBQsqOcQIL zdN*3X##+N-@NTNjf3f_9DU;UqkJi{m1IUw=2I>-roQC!*H?pvhd{X7j}zV!~2+T@_D3x13P>t z#K8G~-FA%IF#bA%7+2K4A$NdUF2nghFAt{6AM?+$w6%!R@h`{t#$!7Y+r-4yKen@p ztpC)HVLiy!Q#60UnoP{6pY!z>YR-^zGn)2K?#yWBU#2ZIw)X$U*2Uqc|L>P!)rk$J zX_M*Nc-$z{y`kQX;!0_2IyW0zjEA!U8b{RWpx+rP{}!w3#p?eVFK?>-Kg*TnPY&qT z*4nTIb&0x3E(X8I_TL7L ztTW*H9qMc-@xLv7b3a^1zto7iG`T(G6!ty3DZUTS@wtZb z|3kIE`i@iLs_bd23umDFOFv89F>)ZUhti(UaalFL8cs}u8VzSO1WPKKfjo4sz+;Lm- z9UQ;KHu7eO>3SRR>&3;%aNhhL@v4g0xHuDbKG|nGGJlfFA9W(tztsNZm*^ktm;8_U zN|nb8=6@IO>WTB=xaJerBYh6-v48VH~0FHI&UW0$?hA4 zeSa2V>UbVY%P{Y$vftHl-pVhQL$Ul{hWz`xn5yzm_VfBr?%XkaXGS05exlg^Z9Q)M z{7>eq3Vw?59m?&0vh<7a=ht4%{2%=gIe=^*WAT5(+0Xpq2>z!H&p|%nQ2w_GdN*pv z^f#FgEAVVa>Hi+%yKC}bS}s_esnu)O2q)SM{)=&12Ee(w9-a)`RlFy1Pl)M!yL_3j zlAL#Aai*w~Lq1B)uALe0hX4Nyu8cT2!+KR7lYe)@@Q zP$P%W@a=NoL9kha*j1j!BgDrl@_ZIVF3?Hp-CzxuYrNO+++2&T*|%G97i#exy4HHJ zHrsZ)BXmNS#@B6UgIhxz{R8)8^XcP$Z5xhK>*h`A_b}d-+qd{u#f$f zwR|q}YdH4UQoBuK2l8*2P8Y@`r=i(!k(xI+PoD7d)jxYS++m&CD%7 z=vPbH>M;G^v941VAMa+DzKx(CC5MpnHSSX%%-eql{71{pi_ph8mW{v2acRf8AFt)N z6^!@Cn8MuG5BtZPPKHw#&O-O*JoISJLN}~ke3)~Wpo4?^^dITynX4Rs(Z4ocZ;?-Q z|3^Q|SbzN09^4bobu`Hr(*N;W#ckkCQOBndbNiF6r^QJ;fBk~u0j_7fJoLHip=HDP zfXz70_<+R2G zhu^>8e#g6wR}*ysaDBh<UPG5)Y=>B+I_)l@4+#mgCdX7;? zThgL&UQc!QGyEHAP6zv2x2_LA``_P$woAa~U&8#CTPP}irn{14g-Bms;$4lM+e6nP2`17l;Nsp)8{}|_GZ2oUB`^T~FR_YT={SUQmye#}VwROKN zUu(YAe3|(%_nTw&KaYWRklWJQia1l^m(+sy@=eJ1@?UUfs6)eV zlh0D;1>ZMY+$Zu;jCW(YHUpuSai);o1@L*qRl#}Z@sNkZed^pu8wPxyBDABX2$ zL*}!2b3<#(dGL2;hY#>f_xnv3XW-%8@DSe@(x)@+fu|3`{I3?tp6T7(mj1Y}<1T@Y zjkIvEHcPCGm>1(9P=B1?5EB1sYHJBiEscs3_4pBDT#;jg{C~G>ne0;!i1~jya9`X| za*-@Qh^Yl_AEwWkTFgIVO&J$qYTKWXILQCUl<3Y+WZrCaZ*^$@GWan(ZX6QRaJUHFM_xzm0%EFt&~dneF$c95&Ow8L^WPJ| zg{i$j-5bWDA_tgU;o~@7hk150G!DqU;dq5y6mot}31dDZj*s*XF#ch@r@GGiP=h#9 zjAugZRoV%Nej1bFR&J zwEv&~>epe;iuqCRW~Xgic8FK7rg0N=eAY`#L^fkytFh0RIlgXX{r-#5|Ce*0s(t_C z<^Oks(^PDKgRTGVIJYN!u<+liZ}u)q$6v-xXkoxcSD7z-k zzd2WIztsuf*)6`yr*l8EXDPG4V&kgJztWG3qXQ1(+{Ju`S>nxzmq;x;_(#Tz;(z*I z=7rapA2!V}awPrS8{$Zo=709PZ;SWCG&q-~|NZ_<)WsU1|0ka{({OOy!?y|l$neq( zOHKG|!k^hbgb616o$Vs=4-)@ky7N!Ot3iLJx=Owb`41&+IM!p;XXDYh_JnPXgJay9 zc)!vy?VKW)G2`bjef6Qd#&}-IetZY1{8Rl)?JxSH+_zYNn*5LRAkE);`EYB#G}9uB zbCl=J|E@m)TwL=?`<}(tXly;$)-ML%w{=Y16E$Rg9&T&tho#$aAM1?$x4XkJXx%VQ zGS6x5p4mH`^8+w1H5}P^Furd*8pD|l$F%*My_lOr2m5AkN4ST%FypS+dEO6>4gW{` z8Q+HZBkWk3etk^4O8dk!9qUngQ)qw1ie=J8U$yE7(JnsT zVC`RiBl8EjuW>(Q{=|+K_eb(STr(q9vLF75KFa;iXJ5|`e}8>OY`gRUrS0GC`nG7Z zxL>V(YX6Xb=>CU%Bw@sS&MNYsJ?}XBAH|shSHyTXv&5G<0R9Nq2#+?@XWSCgdKu7n z*W~3e2Gh)0v%{CrdQsdZ@MYK*7(a^tYj@X%890C7z<$NBY6btMwY4ekH-+ohI;0Ep z@LrF~h1|*ktgSjnhk82x4K|;p1-uvXT*!N&MvnVmUVjI;)O@VB@;dQukWMQwuRg4? za;i^6}?n_dm(L`CR$l=zpu}|GZzWw*U41|9LHc z#+)#{m&lhPR|c3`#*qR4AlHMzKKTgb)llQWaco|%du;2x9i>5h4%gYw_OrB|x1;Uk z+0WukVJ%c~rbc1EeEe6*`+xU~kHbISoEh=sd`wE+0&;1LCvr1fx^3K=vppEsAO;Hg zBI4J8d%~C~XL_2jHJ(l11M+T6!{HpX7+8N#Tsx!m$N}bkUDz`1lQ_-5d$WuOem%=Cl`}J4v1mv0c4;yk}lZK8^8q zOt*$OFY#Uf)g!MvF7656onEDMjZ0H6UJbc7#FP1atRtISYZMoSyqk9MZg37`@6}D4 zRR72u8LIuUJiXjFE^{7^xAWqdySP7R&4TdLU%c|%)qn9|vhjZOh1vhSu6h2cbK~v0 z+V;QV9Qi$^^Pl1BKYa}2SkW(-&p=z3pDAuf*Z%+c@tfiE4PT0jMH|K^fgh4@Vw$7( zKU<+GVtokLmsp0=tN&;Hr{)kfn#h04`@50f|9F+Zr89c}Zyd&A{p5NcpWnZwI})~@ ztVKMrSHfrC&L4FA)!5e}A7*-CZ$iUsh3VDcTZsMj2g3J?(>F`=%VvB7L4QZxn+Et5 zwg>lroX5?X_gSWQW4brgyg3t&QSYYpOgMWT`Zmyq9cunJn(+rU$ZldTc>(K=<32b|Cb)! zp76(n|0Vn{;eQGLBZne#E{q#tSl^3||GhN)ld^YfIBmqYWBZpbP38-XAEN8T*KwYX zW55yr&C+FB1zcG5iPzY%^17AmTYFRcO64E<1YXA?H!0&7#IjO3rTS-WDYZZMA?{n; z*Vu9QU&;Rz`*Yv-vYRUZ<1wc=ht?Vmx0vJFem>9EdWP1A20MrOx7IuCdSCl!z}j6$ z)VuKSU-Ikho~CQmX94z2Ob)m!@fOB==pj}Qjak!);JG3e(;aT#=mI*3#v55% z(fcd-A97*F%m0_k{O+x+(?_&v4YxjYO5 zSYLJj|LERz@p;Iv>A!bdYp}d$)!NlDP8BqABB#auFQ1*?gFEkr+U5K%lHX2SoQGRc z3ul(D<9F!|SM$1f82!u@T>Ic&FEn?+=YbCSgL^%eZ*Yq|hLpw08qhf}|0jq^m6shk zOSM`4`L15{{%0uv_u7n^Vfpvpy|nrFy7{uc|4Q=T*xjT)fqjEGiSQjh{u|5q%g3MP z{?~o2ZOg~3<3IjQ_Mh#4^LLQSKQ9Z8Pe!hP+YmP?$Em@QaXt)j^2kZy_G|KIBEN=P z*GO-lb`F}F)FRsJ4_;LMm2{6KH?f(D`jq>qdUgksB zza5Qx!=__9va#xtP0PZ{ee1)4wm82fm!V|7Tb>rLvw8Gr?9*?Q&%eoosfYf|8Q{s( zviT9;u~1KjIv;vBqj>)-8#gEo@@qD>Y!5px?v-B7D(cjX8?_b#q4j9mYn zTd@v$EVCDX5PtQiKPvB|&Hq%?f0l*So$@*}c>YbNi0!Vr_Q&`()$~7GaJ|2C#+&nf z_aoKX_xmQw|F9glAr=(u>G0(M@}8*Y2?R{f3hXU)ys6kz-i$(6XchC@bSmsxR}1p zS@0KG{`}8tIsc@#sWiaEMYPy-riXJI97brJLVt|M&o}j;=7sK5ATH<#FOHj zbR~E$Z9NaeX1LfYslF-e70V3lGp9nq;urrc&w`nJ(m=7kZCtwX$If&YS_}cQ)z#H zcC|QeS$mdWHy)kyTDfjNRqM}Fz5bo-C;T(j|J44I{{xQw0`ng@kMtN*^7)a&z*t*3 zjvp~pJis>hJJ+{Gi!G zT)1do>ESu-yX=@Qui>I{(Rjp^i^M{j0Y8 zsYg)W{^c*=Q+z$ze8t50pY2C?hQoDxV;i;hUu=JRKKZGMv9EPv`NiD-Rg-`Bf8*(Y z$h)D=%Z1iF&J=kwtJkd28fb6NHN{RM7e*YES#OFH!}wEN>!Tiwb93nb6q^e7Tb!v` zioMj@O0Apo(zU(@%LNe|oPt_q_B! zC3!6PpMSnKBdqvgnf0H_d%;h!Pkq7juXbAU&Qt#Lv6#JoAOE@kV>~|kU-EFqQvb>2 zwlrvAm{ z(~FR11oUlO7bDZGh@2W>Z@w>V-FP(4-zoACgqH)OV_G`SZM?_$FOy?`NyCn?^ym(I zjw<>5pW<7YG-v4OIf3W;hH-z=? z)j6}nA7=c+>Za-`>Lcp*x6eWSuf4>WJ(acpAHb`srv0r)`KUf|4pZU!3w2nG*I{_P z+C0m08npj%|6|%V#%VK6JNEJ9bd7%fX*BImeg);rdugA~wGLdMO6uPh=-*WG{;88w zp8uSGGdcdZXn!mCL^fs{zWo0>b4Hl)-rLXAKWbZX{&fQSHjEXuxn^sOp=TPT&ZF53 zJ`Q;+`;XLV{&o#>Lasmh`I(r1az2;E-viHv>GnM6gJ#$@#ilxmG2oFa$A+B$RZ{-m zex&IG`_xap`=~#x-@Z}v-gVo-fw|oqI&LwhRhNF9m=kW(zzP8 zU)-(s%R0HK1^p-6GJfpW7u6jKU+nA>*Cyd#5m!z4Yr>x+?&IH$TPy?AkA%M`{z2kj z7*BxTK`6F|^K_mM{)zE!i18PmpY2_FVIIh-$+sm~c%l8<@rV;=+>yv9iG7H3Z~U7P z-x|jv+0W`vD*sgfQu{0MJMM>)|A{_UJ_7zV_P;N>|6P8t4RdT;SFkmWxQ-L~H@>#R z@AHw$ws&1qy)W;7kDZ6^ z0nXbm-j6x8(qtN*jc0h4#I)Z`@yS-BesY`zF@>j;-yPpNadtejNOd$}+ZpwXd@FN1d*6|Kq-FJnXx_ zbpNMy;|lZNi+D(x4`QA0wvoMiZ!eX<|A9w$#Je%Qn_1GSA&Fwzj z|Ag8z&aL74DD`gsOHK@UI4n=&;0!38nc%@(04K$HIoTFEGTdj3tB3ddRJR}8y^jBP zWs6!jAAI_;);B+&_l5X3XCrqxXpX-+p*UYqB0oiaO?8lWoB_kG3`&IXQUN ztGBvw>{dA2+oW}2u6?#(J@wW-=O|A@AuZ~rei zKjaCWJ$oA8VdiDW_)~sO$vg5sVVL@-I{D1|e7@TMKmPf8Sh@21>>b&=Lfw2x@;{yZ zuinKJ*FTQ)hVy@n%h%L>F6!V^-~SsPW@A?Ra_>jv*UQGA)%f43_W#Mg&q-`M9`ldM zeE;8U|3NWff4qEX*!n-z_=E9T3>S|$8u>TG(;}|Ma~XzCu8hv{8sO;U-0&CoGyaUO z0QVV=j#Q-`TwlUwFY71|8>w0QT;+4`^(#}g}=W) zb6VHGV*b6&kr&g_ecAdW)~CqZ7;OHd7*mC|=xs{rmbJf?;OCI1q4X+Te>v0D9Clx* zv-Zq(9NVt7`{~vGsa>V|G7j^>7`%*g`h5sXGPHBwr{;8K!d>6yLf1R6P|I4~t z$@pXS{*7VDrscMNSn$909mFlfmcm>K-)n5y3EmC(GW<589&3JWh*8J?m%7`;Az8BQ zn~XQZdd(P5Hy+*6y$i^@!L`z}!EteNcphm{=ad{D-cvsRlReD;Dk*>7@8d@9U&Ok_ z-GTm4d&u-|EFKg&FuC@Oacqn;Qx8qmgIL=zo(y?67H5jQ8*0@s{vZ89-IWGi46I>tM%lj|iBJakoqxKHxpGrwK*nEDw z#g9YZzXUo&3I9v@Yr>xs{+;mes9%!s|Ca#&H~t*`9x>b!{Tjai&G%IX#C45#$Lo!Y zqhr!wuztgJYm}Dm_3NxY71PMCP4h{o>z#jz>#}+4Cavv}k3-H3c`4MRp#~1QFx1GQ5Bo3DB0q(3 zrg)xw9%;qk7;Oz;-ILlf5AXLPX4CcX5Wbc7J;FMw@pm49>jPW3cQrUZ9&hRm{Fn9) z>@dC)wQ<;I_}cA)uNLZ_Q_w2!Lt0$trRF%-WS4yRt;&1^%naIoEh?Fn14Rc>NWh9a8@{b?v%JiPafZgZ9KQMdC1MlV`?!D7xVvk z;O*#YRVjnw}R*8a#Z^!AzhKO0B9X#F4Kj}pVF#Q!rcA9Yk$^3J=w0~(Hi9dz+L9WDe@czk}8H@j=CW~{u zSZBYeU5wvX&rSZ-Zt<@6falWFb2FUjLhPIo`oFczbD^yk^IvR#)LOB!^>r8D#{Ly; zpuGQU1@~vYcpYr(Z2Qx{{WGrAbn1V8pyt#l+n?fqjqv^%L#~qdpTE2K4)rdv&;CL6 zC;DwZYy9s%y;A@0@v+8I{{9^Vc{luCV{`2`-IQ!%#iiKdg`SktL+3S+;sz0JDE=YR7TFH)M~;V3<{ zkrB$DZK^o_JE^(iP4QYjo%>ms0iFwEO4T0P9WG$aks39|iQ%>@T)^CPPuoG$q`|r# z`83q|p{@=2GIgECyCMIE_mMNh`S-j<3oM2dj!_GT*D^L0=fBd}!GDi2#rrPyUJCDd zY%9c>;&W_5oGHGujV<8a;J4{K;!ffH&)w09^-ki93I9s?SHiy%{*~~rq41x?zhFP{ zV(?Es-(uVtY1%}c8so>{c+{y;pXmFMXJh&k#<#Ju$je0c>$-SMS~}e4^|sCICHqm= z1AR^^|5!h)|4sF;&|Xsei#|8j4UW_0PhuH)+ll2=!s|=^C!5e)!+CUR|VT!)4&bZ<=i<}%_<@f&IUFfS#xr|-{+=ixuGK;l@86T)-th%2T3)!RJl zI`)_Ey%UZ%_llcCeh#&9EG^sz{Kw-?6RRqfpTgZm4v6X)%}>H0b8T~YIjaY)EL;ja%m%YFC;jd4k= zE$8{~LmWD4CYV2o>(J5vG$Nh6%nEI)(Ef_{`E2fg+&@u!x`>gE)&C8b|Dt{7f4tkj zcsJmVw6-u-l4-WM*2~eO^*TmA$y@Kf6F!6njW{&Ww&9kV--jp&kydAtwjdasSDq`{Lm|0)OQZ;!SzXrYl$4w5CaW(wM=s?XUY$X^G>b`v<~f z==7XGyeP$z!dmM5uWW6V>$?0lvh~Kr&~@*c)^>lauM=lz?Uwc8;@Ca*eI)m9-@U24 z(55&=;Nd*Mw~c(xGiOi9wsd~*EXDjQuXvshu|~`_)!tsj! zUt`y)@&DN~Oi}-n?EAQ6`1ij8`V7Q0iFHwxnhnMr%5m1nn~C-_jGmY)Fxjt($3_e`+wxlcq?aK5}jfeqa*X|L^|!f8qU=bH?ODt!Z#N47JsSvUk|?Z=z(78uFD6i?tdGuo(vbU_DCI?3s`GhA&r^b{-W=ehT4OB z#FOd78skCuy1i`&jE{qR=7LYdc*PcH3R*VQyFvL|oT;ne5g#@@c-rH?h4-a)EUeGCIO5xoCqr(GV}RI-Gb8?t zb7-voyC1Orqj=2xXcnJNIAXjv+0W`rDu2|ORR2&PQu{M*XDo;0f0F+#^gqiFc9hJ! zGrgOr8~x1s0p`fIj*#QkwvGn;!?BLSe4T44KCjo7YjfFkcFxc9+6Lh1#Pg(egYQh7 zYvbBCH=%t)EboDT8;yO#_Q=JF*!*qo$M5Q~Z3Fiv^8>@w|C)xIre)(?7;S+8Wi}!Y zf@xP_KYK2wQ%Kv=wP&Ul4xgD?I;T$@3U6Ya;SO|vT*JrmI63x<&zS5_{`-HC%AYz0 z7TYQMfwK1B3q56Pt9kveH2>u2k*nwaXIIPqu(NS5H~^*Xzr6i5BF2fWUq9=ArqchB zcOxyWf{z$$`y=m$Tp03Ws83V78}XdTFM;06eZ+g34K50Q{NC;W_%FuEA^+qN);W!L zL#-SB=X>IPyr#CcR_R%sDe`n8XC?A(>_4<&9^DO3pfAJ!e2&lO&(*r?nRBP5p(CCS zj+5WRwZ|Xv47_##_b^^msh0RGeE)bxYqhO?mqQbHUHne+>dkB54gE{&lTB?c*%~gt zt-KBXPR*`brEM{^zzKTt0P&=5WcC^Jiuq?574uIX(f$Mbb&lFR$`kVc5NpX3>HjOO z|JH6s?*Gc`zxoo?v7!2(WIvXv+F|nl)sBBMj&&U8`S@ozfpVtSK(fG_iMtc7_N5F9HEEW*( z(*^sMhSxuPD=ex1PMj5<I~I&&n{qMu}pHkQBX&ye#%Ez~zNK1;FwvEOC?yY2ig^}qD7TkyQpOWO@@Y%MrC zp8qDyzZsjD=`xB}Dwf2Vg$g)+NjBOAxr`R6ZUY&EJYcijPb6H!pcVyQW?$iC{ z=kQ*UhH-RoPH80jsr*y@OYP5mhkQcvKgs_N)BiB$)c!KAjLp5{_f=(cbDqn7T7Tpk z5x!85a?YtfHxY3&97q8L2-CMLzoX7QUEWQ-@H{#%24!6j=iCQ3eJScukA2~O; zH^&X*G0c09pYN-v|84KQE^1f7tG-&3`|%r+J^1WvTz8)(rV0 zt*z&^o>x;_qxecZMji?IB>I*RYo-1Dh)D$w439GgQx<0m|9L&re@dMga8DR#itB@` z*R00=PQ`Gl#W5bQ0k?{j*iPp?=7q|_V#v% zTUdiV3=XEP%~J0M-!#G=b;r3@d$#9%IEHT&yY607+$r*LW+H8B+N{~KUi_RRry9cd zt5@nf#Lwr=Q%oyr+&q4GCp_rCZkjj9+m$QrSlPbBvoR9)$LN2{{SUd*<|8W`{~6~d zAO95VUsL2rPKN(=fA0RhXtTKQ=l%Ne^8cQmr(d*L-1qZ-eX?Kq{DZnQ)RNeWxF*!3 zA^yhiJ%=Iotxw^~l5N!?iyD zqqZsaUdTHkH-`0`oEP$67~_fhINawoD%&dS-(fue(e9H!};JR z;ND1kCfaA*sd;{)>-Oug|e-mcTJz1pA*y3_1JfwjdOd%-LY$o zf0OK|@=x_IwZG(llK-u&|M@D$oYGp4)^UiBb3TqO^(nZzjw_e;I#@`Z#tEux!kaWe4{wUB-sOcPH8LD(q+2S9~TMv+H{h0B zP@JjR;K$Tt+!}Ie825?mpybaO=Z1PVrfI`9#xIvHHVqi?RroxNAI0>jn?qg>*BW`9 z_Vuman_2_qaq?`8SMwpL9+2X~JSHt5^2JVIdaA2gTgY@}qyzkrP%fdbAlixq`|JmMVt-n&={3^IN4g1v0+Q-SDuV_fD+;FL{qu z)c=zEMyUU~Hl|(P|CFSY?5nP@OeU-Uf1b;q9LNlB^0A%9cX3>({d_!0KIUNcuf3;5 zeZ^FaKc~w7`}jK9pSb>)JR5!kZ~Pfz-{3fizd~Iaiy8F;wrdf~f%xKr81h%RC0`=vOni-FJa5OyYgrlU+9E&K#~ZPY5O20LifQ@2r_HVHJ8oO8 z{p@-?r=^kS|9P=bJ&FV4F#ml0-M7NqpM98*N%1Z?|D1~Uw<~I(l-8x^>;1D`v3*tJ z|5?^PCt&+qe0W*-Z0Dlz^~oQsZK+*7fAxP)Yh5^f6`D6${__5B+xgw{6~*@FWjC7o zCw-O*{m(?T|2G%CAAa?hKaS}CDzQHm?a$Y@$Q{dl`PkauI_UQpuXBHB=r}2U=WzYc zWcgplMfCg@+uumz4|3~@{m&P>z6wA6*(>3#B_B%Pg*q>cr^NZ!y6u}n2j&jsnC!T? zJG3A!Fz0CgeZ=xrD>RSeT#j~K`-bx`eq%u%4!JiiH!p=#*P8-0qF8pT8aE=Q(gyWi z7I*0?I4=t{XQTa2{Jf40*8lpsybrhjZ^wn*;`FrKaE=SpvUpIm<2)P1lfpdr$T{fZ z;JEX07>A1bG|WHaP%*!>&n>U9I8(F5&++uAiNk%<2#Q=K+CsT8FYCcw$~a84h2u5g z=WaUB7*qIB^TvNIJHo=+t61Mm_+P^R68@L)zl8rK{I4?nPklxSzl1y!>qkBVXG`Vi z|ED4UgwH2lj5sl|{}a!M&u$z{a#6)ElJAAfATjPeZ-n40Z?^dU9no@k4m{{bkkOxzO z6#{?fx%g|ldM$hpZjEWr4c-6N9J`s_qqH%Xb{qcR)8v0YcYg%?_wjv;?&C9xL&N9I zxduE(-VOC`Zj*Q8X-}ek*(@tVmbd3|qVu2ZqdvW$<==ZN#)d*WKaOv~)Q-#Q|7hPo zc{i`U{^qdl-`gK!Iu+L*i~h&`)?iy+H&OnN7&P-f+WgD!mHD5C_pXE6a$CQrPacA2 zatC@Z_)pHugQ#x<{TlLM2Ea*qjCD|Ix(qx3Uk6;6C*Y;?m?| zoHrxh&J%KW9_IJ;_v&6g1MTx1uN!!TH2aYzI5XTQ|HXJeu=(g-=)d0=4s|w!bHLwQ zZ(Iu3VfV(vo1yK_75%U8JgNSNTHie1h4#XAUB;!l)O}gHI47G2Tr#CrEee1X7SiW`u}8q z^2(nW|2HRz=R3A)ycpqeIA-xgoHt|FDV7YdG-7wc@2FX!|HiiwZpt*JWr1^rbeQh? z#%;jjn+Bc#D1KGM&WrbDwv?9J8=Za2Yvcv-87Dda<7J=P9^*0p{N-=|5EiakYCIdX z{i$q!s*f+g`zNNqtBu^7ye)gVa=U++`9E>>_gDTq{Le3bH6iV9yy{=pCP!%hdoEb~ zvhw_IfL4fn#31dD^?>D2EWhGD(<;tC$hldGd&un@$^T4b{^x9-A71_U?C|voJ_mk$ zo-+Sesr?c?t3o|uIh5z$%a(IF?T>N&N$s%k+}XPxqyOEFx=?BUi{&<6_WgZ${j##M zHp+ef73W({;)8ZZ>9I6>>|cOG=K-lI36PdxpcO zj*45;iLoDT^Bm`I{MLcI8;d&y%^S=+o&VB^Z!OOCo)24EYM}2@E3FuER6NF$@l~L) zgEcntR%o{o*B|RXjq7Wq6T`a6=Pz%6ZFf5L{IeOa7|)>iQAnG%-9C>|$A{mkn63?M z@EX`#zkQ?bt39}<#J07E!=bIcDw1_;M`%x=HfYN1bLcQ!$qupzW4Em z;Vo$1P;ZC#G5^%Y+jM@Xac{u4q3#XiPA#m3-VJflgnuOb19(Tme{$?R;qQrmAb!L! z_?L4myxkPHe$KY2SJFF4{0lFaspX#-j%R$BoL|HD=k4COMY%u7&yhP*|GVMjd0W5W zTpXG=nx7Z=HJJ_s&ilN)h_l%Bc8=>qdA#npF2eitt*2?4*8~v%HYVg~9yWaME}!?m6Dv8@aFE4{-eStp984WIPe# ztP!iizQvvzoBapQx52ZNJR2}`+B$QpKD_(>`_Q|&G9~u2GL6qU+4)cQQCC@~U*Phm z-b~Xq##PGOB{^$ZT^mLI#k-mDMwX_f{cQX9_DBCUnE!DfHWmJFEcsV{QEpzQ+&+Ll zw|F*@_wocfGLOMc8Gz=CI43y%AMtVS>G&h?UBuG?@8;=a@^r|%xh3ulec{9Y9^>7B zJL5c=r;1r+|EZPZ8aIqpHSp*T(s>Xb!>%8H@({LQ_d(>aFir7t1|Ek0lA8m*&tq_L z+HbUFyqjy_-Spu(E<*#S72hP1Z{z*Xp{`@0skc>Ypj^AX$u->gz2qHmc%FiHLr&2{ z>D-`>75wi*tOry7=JCKiltbhY#XRsim>=?x{NBm%|I^+7{pNRn3R|~sw7!?^x61yv zSpHsDmFF?G|H0}%wTVh>uuT-+f62LIe@yu}@0vsW9lcVj$A8~;tE z|K<2I*^hYK6pjBUtNe*?8^6YIV&RFxj0;>G;;q7v4M+YO`@-#r-T4oEi5!c>e#D*a zx*X?g>1qot-IoTP|4{E@qU{UMjnD6Sn9Tf-hy5R@)u4Ih*yo?M&HKWhR&pF%yLD>( zkMv6Xy-Z;J8;|m@r2dl!!nQS<`Tqw?KMAk=@sGwKQM((z_BUDiFSdWik@HUSqv>J+MmhPt7s%Jjlc0mfS?fBP-@# z`&nG`!WvVY+YLAV;JwB9A2rA9-HpHhXY8@5E`M?2$mtqk{mtv?Q1f5LWn^Cb_v^p^ zIc(UoMZA!VLjoR(_$nBGlP|(JQOj4a5Wi#rv`h7k1m|6TB4$dNgI;k0-?;`bnZ#frl5Pv(9$sC^#ieWr(lHOTHW(g@V^CUu(Qq&sVaq z@=WEQ>R)Pq$^Xb-MxU8+i`+NA-2QhlV@{nvrL_&NOK4p~F{h}HUeKz+T-o&^eBF|3 z9Mnm+d$0zAxvutOI?}@N^VzX{t;FuF7oKjFUvY*O7)jw<3-u}*=IU4Hr?;5fFd;4n#S0npQ68^~j5B-_@zRC7~ zsr~1E&$Ta%>p61&bExxZI0D@NU^^f(thN36Z4=O%bJm&@ivHve&*1y6r8_D$0O&#Gry zsW=xIzKv(_eSYizHJ{&~o!fX%c1+hB*C@lz$%BaZWZVKz1J_T6{T1idXIzAdntx7a z{bL@;DR^GWztZ(><5ze@AZ_RIFq zSar^0@bwSIAF8zdkt;#|jm7RNU4K~zE=SIro1FGnZT{WoaO?YH@jv9?I2UQW+W!{3 zqZh6HdHwS;Ux|9O`_h3C+h3*Q5Ay276-6DNzjul1D0w1>&oa)`tiX6oYjBFt)Txx4VZP{@Ms@f z{?|HV$06}k$Xk)#4Q%qd{Mt>K{p|;8w02p0ai9FkVD;}XzTF_-;c<&SA)_jZS zrcMp>RC{o5n1?)(JG1D!B^f`4+H2z8;NEXnE<=3cS>e;UpNlVZ_*{eTC+CJ`^4-ei zvOztbO|3f-zw$@@&$&vQ#4l>@YYqF_4`nu}dBfOUN6#IT?(4qxI%wQjoGEJEDDIT> zZmwonVZ#5gj-T*X@gW>vPWZE9Jcjd+wEmy)_Z%ZL{5e*xE}1mpL%9_wp7r{|XTk=J8BJF(x$m0|s6e%OcT9^W!OyT-1^b;*7z|5X1B zQ)gR=ZOpj3sr`95sK1P5ll%|rN%FtyV{9B{{g1_*%Gbc9X%pAXOyj$hFQc^(e0SvE zxM_V&*W0&R*;)ztHare(n{0j4zgLRs6KlG6yR$^=<_6}&iZLa;Gsi%Sc$D-Lbl&x8 zh+7rnDqy}#%ujkZ71aOsF5s@jzL=)cb-vBm>>F0eH25t(@Lr^CyddWhc>2`;NcL0t zr}{Th?N9ugGXF#0W&SGnQIqBWa^HY=PT%m7xBp}KwolwAzN6SbRMY>Q>N*#0VV&1} zi247#jFbNzP5<-DU;RGR?AVO@$^OdwD)x=mmt}n}>+T@^Zz_Ll+b>f8PyWn-D#m}* zJ39uR&UEv?#U#cl_9{b6k_0lcmRh2>*ll zuph1a-0(fz?_8AK7wf|H-W#F)`qe?_KlUB|*zD`sA}@i@Za+RJ`7-&>zxn5J;o&&< zyx1p?p_=}mb4-rqs+oUIcK!1>LH-W%cUN8gn{Mx)ZHgKb)s+9t5B?Qi|M2as{fOUH zVf&kI`R99F-?ZhK{EIIWeM6<~Pw|1ozp=FwwgaYL^gq)v|L*_B%l{|_mDY~DO&9u$ zD#jo5AzPuHQ)&4-FGpn@-`z;%zvSrl!Z(i3u0Jo>b8bTIn;%&Lehgy2QRl|_tei&; zv;J18|EooskmlR<|edAsabli=X^H) zqedx@lb>SuVGFLw%y|FIxANoEyy;+ED9kUYQ8RbZ!Y~8(y@6|VKkq5nr|tH;o#Av( zqx!+Y`oA3)cZYh!y{6vG1;lsy1{|8%@4i!Fe>UPhk^f^lI;Nqs34E8jj(U3*zx9R4ex&v#w=BQJ)> zGCmD87Qm4)-VF9}-nlb67Gsd9&hVV>HC~SPqaD?wV!X0=JlRj>U#tVE{-ySp{Ez!s z)P>}KE9!p~b1Gt;oQqTM#?~)w%|q*HFs$H{ z$dAE%RPm)4YYLnj#+)*Jf*j}5e_U%go?}`0*7z)TeU9}R@1~OeS9&*$Ns)bnpQmll z!gJNz*RwE9%)#?K*>m=bhhzEIb;*7z|5X2CJDHgF*L$N~F|Ww+kWVW5v`O}Vz0iPg z|CieTRp?#R+t{;%rs$BS0~ zdhy-zc#i)LOrigsYX6_?W1cZZ@1NM@*Tk}k^9$3qZKm;1#>sI$i?Hu_&riX-`C!#& zc7MjvF?_tC?F_g#H^sXtpZ^FWMH*wZZ&<5yhH_j!$LD#B92{Ju=ZkqHmi!#puSJX# z_cd%Q`-^p@WZsE-r2o~=KPR*PS&XU3k$MiwzgWKptN+FGh%{?@hm}IIgwvKPJYX;(UqkS{d%gIKP{G zc;n=*xV}qGzfy6ur1W3$c5NJRGBqRn&2r-DsW;EdU z*84nr*Y56fI7d21Iua7DvsSO}(_LM=s(RP1>Uy5uJE`A2wg1%39TD!6ZT)q2UM?cd#aov=k40lHS&XTpT}{GCS>Lk7aii_5?AWh77|1fYwx|4~;ILG8 z*1OW?Ey87CJ7*gI7S}HqA2WxZK;QxxI8TTmXq6M%-nQho7BbR za?kW~-*Ih^Bv)tC@vYMTm!ZuhW>)(F*M__gbk<25mckbf%SoR%Rq)?RuFctN=Y@w; z3tz63yN-TtWGjR38$FKWOa=Ta;9s#01pF`Hf7!;Lh+`l;1M)J^R)K%uIUJsw5%?G2 zrwnHPiIvUkFMZWOhqcVqXL4w8j=C*-J(hFEpYeWrk~}T#Gs*jKzhTFo(-Y;#^TP4+ zGJ^cj{?ccH{)PS*>`$=2$#JCn@n?12F{~5Ow=v$2eT*qx%OnSfYo5B6rsuqGcv)MD z`8iy}WSo#noagt@@?J0Np-gXnld;D&eFxtUJWn|&j4x#|rmlc{V_X;FRuOh})i71% zu*mt8Z|r$qxiJ=hifNW?zv{-^~XvdtQwCM2NoI_pKZF z`!fFU8^$Y_z0L6aHL)GAA=U?i{SD(!7=L>=|F{6oVl}VTK=k;R#7tJv- zPka#b&miA83*W!?rw;_<*(jFpaecw~f#Cxi6(0%qzs|TV#G8xV(|`Ym`)KKBilriL zGLLQI^9H<|wD+I#Q#*v~quc=A6LSifXUh2={P;BOtN(|*Hd>GE3Cxsf`9H`jT`@g`})#pDJ#x~InGTfn;Btinx6S7hoHK(-W@o72=7Ai`wzJ!CQmTA zKFE*Cn?k`V2 z=hhzFsQ5i?P2&A?p!ARa8irE)_vQJMU&Od7xxD{d`!gO>q)&rD|9V@0852dnbp3<< zeJJ+7p6dV6(#h_xfBT2%wCc6D5e2kA)Ctv(-mO2a_Bu6C?LYUxCdX|a{5Uc0)I4l+ z59&GNu&I5feT5yS-7Jv(r=Df9e=^5Oj6c$z1+ae=;MTqT{@d>5(Qn^3{uRUTRj%uQ zj9>Mj#~=FdVJxW4^eqE!3w_!w15c(H{;Rqh|B8>Umix%xU3;v|m156)N^qX{+4Jp5 z|5h}v)A&)~)R1FiK5f<=+l+ka-v)lc$h*NdZ`X-{{{{Rr;J=1-2K+bR-^4Cq6AaS{ z{ELMDmxm7jr>_~0S#uol$KtPsI>7qMIbMseNBUu0RnO0&pPb}9;x{KPpX539krU)w zdx!Q{U9k2@>Qd0Z(EqG|1pC7=34JBlUyL_w3-k@N$Ld;*zijIq(L20g6Xqi}!}^C@ zxAQ)o{|4If;=4b;?NFS<^K(2WM{s9g=U3r-;?f0fr`$EqyAl2eIVkX5V4M}=SHi6k zP7Sd_;_k|6iG9e>Uy9<0yk;_Ln!0?Q_4#i;#x-$bJ@ikmb+9t0*S}qSQ?M+(mmk%E z@uZ~uoo;XCcJ~z4g|A+0(=z+>Qf8?;WfrFXndDpBsE;3QORb~F9}C$2LB45Iz8Kd6sy#<<|lyX5;jikBG2hPnd~3A zec}1v|NK)poOz5tj59^vO{7a=tF_Nj$9j7HGG^qcf07r+o;=2%AV1hY_V*h@(EfA& zV{;_hLY>Rm-t1z2_D^jp^2lNS)gSgZ$R|Jk``iBH2SoUo=h7HPCg;V6jK@Yj|0X3a z75M?4BS4Hz@n>SHia~FM&zpubjnY>*{*!wlTpxTlFKNHdN^dtdFCC$=n;{p+j!F@HDY z->I(HJj3jQ?d|;i^AFbJVQhc%pTsuSe#W-Azy965eWA^SulhF-<1cwS>%p&C2i}fwYm8@;m_ z{n038hd|!7C4W5@4h{UqevKFgm*MY*F{Y9} zECi| z&L1g=eB%S%6rO?S-8?hgee%gCuC{u20*CkYBu-br`lrjc_GjCgpPT+{{~%xW(Vl;3 zfAm%K|9tgNcsK8kO7uzac5>+dJ?USz{%^LSkoK<;ezn5$zyJ9+(dP}fEwpMU*f|CnbIn=u&!IsXju{XE^zefbQ&5ADBI z{EsLFxq2i#(Pq;KlOKuB}8AFFUCcFZFjd-BQ zw0m*BzvRa}9xadlAN=wwTk{|PGrfO)_~obW%`u~eUzX|pb0GSEIdm=cISl^xR}M_y z^q;)81MT>>g?2ve{lC0%yIZz%joaDEbpTxp*l-+i-_rPNeeHj#?XLa3Kl|T?6O3o( zb=R+dm`#ZHL;v~DJy--kQp4S(RbTpN=51e^{p(BnuWsCccL3E5n;Yc&{uReC8(Q`+ z*ZwDMBx85)*57(#|1>_Mj(?-3j(5-e;{`Ws?*bkB63?Igxu^9%lV1W`(I4Y)U-VD; zTC^E{d^TPz$8FRzm+`+l`Q(+6YqK8yZ0O_0{M<-fDdFNUwiNg{;NUE&s#9ExYt6Rq zZ2N~`{aNwNfPX3;^Zmmg!t+-gDm?%1C;k@nKOg<~X@%PXTS=~m@I7cZ<1s{WT*YdI z2V&SP#!E{ld**|&l>89kjL7x4JnWN-_41s_BL2&Kc+Jl7e~@oBEVRGsL&QT0`WMY% zt)GPc=j}+aKi^yXJG;EgZEnIkndisEYaO0DBkO0j4ic{|$(ow2H4!V7bpXRukdF8H zwE_9I*>iLF4GiNrFh0yTmruJ(h#hmat3AP!NyR=52Tb9G0JGP_%iYF*wT+qW zuhli%^QRvm8$)cLOZ!)~*STxr@5bB8EcU-A`FcIrzppVSkA8m)_@H~Dv4_t!*guYo zerznT{TXcipRqQpJ8GhNQX%bMKJ%|!`oHq@@|%BJzA{JcX8vdCLj4On|F?D>==P^S zj>!Lr_>}ROe4WRS1zRIli_P<6Vl0&BbTh1QeuT*ZQz~bLw@YTLHo1mNxuDWzWtv(omH^G4{QHh-BhZaHq>(<=0A+3q~nQ>fAi~>x_`d;nwzw?2(h);&hdC- zfAQhvjy`_Y!;j5c@NKxMuN(Tk@o}YOZ?UD0 zE4~--zkq)V*DBz@0sl6vKj8m?|L}d{f6(^Pzk#=bJm$D4d>7-`B>IG;i@7kuud%ek z)k$3Qd6}=46dPmt_H=h8S1HpJ%KQ<=JSu>;69ChQyMz{QO1; zJ%l`rkw z5A7f1t4?Y>9N^f(7xVg@c>baNv-khSix;|g5ofA5{l6#uGdqyp|7p_-Y5!`@)I|2r z$|SbV_y3{r{O{cU#_8{W{oc86Z(TvXvfE#)Yj^tJNS`+{c6glEj~Cswe@%iL*;n~2 z<4|b-{?LCLf3AQB`xp3P+grIUj6WQo3pD@8MgIqj{vADcSUGSx^gqQ{IH$^e{+G}E ztI+mW^2=lX7vvXq{CiOCPfmw&X~=&eA0my50$zmSW%K>9;A!Mb&{vJ;PrNtdL-*Fi z_p!a_-u`s7dwbIR?(>b)qr91JaqV*V?v!!v-7m+xQD2U8BjF!lO4-aP4du_PS?b=O z`H_2n*2mZ;xcBFL?7l<{50=5?&#x_Z;}=XsOpi(KLu?-``V^S=Z1s~vtkZKjJ}#N; zK3+E2O<4B1`()V^H*M=&$YMTmxj$Vy&3(FNs{3@^H22y1X>P{O`KeqWdTZ`%K_)B~LFt@+7k6)+Ccl|9N`zPF(g#EYvNBcc>^J!UEoWA`?WZQV1 z&z`Xrv#tLn<&z&}ws5HS|DNn`QNwcO){s}@V@rvD8_&Ioj&YsG)5{rK3Tw8uMr-T1 z0slk01pGDNzXAUZ_%C%J@Gk_{Gfa=|(M$Y~xS)+W$z!(hlm|Wj`1(n?Y)tf+rqmzh zQ-3S**dRV>q)xGpX#Myfo8*(KLvr1ZyW-DA?vMFBLB6$H%v%cW5B&)G7y6&rBlHik zm1>XFj?&(!4GH##?=)-=vm?R&F4@y2YaQ}VOkBb^DEJ;&-|>}?!|TcSX1gYP@ND#c zU@-E1i|5-&ejZE3v2kjyUG0zYs~z zYkPSnNnb)NYaiR+?(eStLB8sEXn*4-#rl7^VZYnCqdex{<=Owc(?8*Sm~9h#GpS55A83!8{=2@VE=oPA3YbZ zSA`ybhJyTy=TBkm8SeJ)-Ql@`asRXO_jdfX`=fTwF#ZMm|KROEeci}>h!}Ve{m$?xoRhyGd)NdF&8e7o?wiV6pq35wE*{z2mpHUK2iy z`O#tCjM?)1YcIQhyz;Vp?v7IH11vhry zCs7^9yCHAouYdc8`z!p2JoW5z;7mRTKF^23&Cs%I`TvS*PvIJEJNKi%`ry9$KQsJ! z;apmpQD2O|ul~Vr%Z@%fCeGYYp%)h_zqWf^#r}BIyjemb*JgI-a@~UpHz3x7q@wt2H ztv8WZ{JyDq#{X07j=cvK(Ee!r6w@7T|MdE+PANv6kN&C7dX9?M-}LsUUXYuUeEtJ1 zf7^*l*M3glxvl*t;Mu(K-pFWdvFD)Jdv5)2FxH=bETk?8`%9l!53>Cq^z-kleDQnJ z$N7iwxnPgf=A_!6!QB7I<05Zp>&ab?bs&dD#t!y(>GK-PFlFx3592@eI(_^z`LtP6 zH+T5;_UkF*pV=Rln`N~ApHg14yVxIWt(WnEdCGIaUTk89@i!^oc&CHW{+a$W?jHTw ztoM8yjWI?3jrz5*y~LctxuTTVQdqAyu8m*2=URTi|7_hp;D0IcJp%q0@V|inDXtgr zPmlK+<~x+}U*fYI3w<3hCK}I1v2DF3TpPK@bXH$ty_#PA5$KpS`y@ z5qLN9%@%PM#Mf58unCThy(jZM+8>)=oA}+D*Zle>(&+m(aRJZA@#lm~;&~ibF1ALz z7RB?3^O^q}97ouk#;74aE7)A}ygybvkN#vlR>-utCg-tNUkb$2l}p6(rEVyDTKyZ( zA5nSa^T^hF`BHW%tFIT2<-hKe^?&}wm)x2)E8^<|EMLo2*!It-{y{$VEVO^rKl)k! zyDqmr5c?O^4|X8g{|B4?Gp^MC{qAnMo14hr4G(&Tdtce{#|Pu1nxw_w)QOpZQl${a>y}*iLTq&mced`R~Kf{^IKv1 zJd=KAVw}+*N9Pm^d~NIq_vVCAdY|BgI4@~Zc>~FO1WzoG{0N&&@G9<;pMqCvx#m_g zCPgFUx1SspYfX z7x2$BW4HH-li)K=*)-ElE}ag)I$ycT@U8RJws|7U+JS9DzdI9Ge&Ie_^_5$&aj9Fm zcl~|yuLWhrZuXjmZq}*=Zq~{Lu4KFV#7Vw?&R(;~O)H-5=u73xqM2^dCiv}HJX7Wi zW*gGqKl`))uWH=jb;x7L&<(4%?OA`~v8sD<`{$y6IX!>>yo_65a&0fVNu3ql??3s? zXHO{~#lQcLp74Qt@6(TTj+c1%mY8fP&rq&^72;~?+%#VQSSoyp%+FtK4%@!}+W$d6 z|GvsM{)x=}v&{dkk4O8o^(VHo>Amd-O8ilDO zYZdyz(C+`Nchok%{u_=}NGz%K#}G>jzHR8sW_kT?SG50-@N3AiN!@A{qa%hF@CT0@ z2mImtfIkHMHQ=v?wFdk-*#G4CCwk%eWO}Te8u6XLu`2#jTd?(po3rJHn~ncpl`&t-dvLb@lFD|x=cj!Wi1+^J9I+VrpI8sD z|6J?fb-y-JY3Kc3eK6~NTuVrP(|+x8hv0h=rYOD(h@WcAj|lgI?-jvCab3;<4=T%(um9Y+v)$Sx z?`DAI_ecBZQ~w~p@cJLx-|RyAUi)8@#aBtOU$&0kKlV>;;r;!8FzNrDTVFdmxk+t6-@Q}p!w8BdEmFxFfBap*J5 zRsV*{^A~?5(fhXAmD1WRZhg(B2!oHG{eID7?Qe1a$<+S_YyCI0lxJN3pzouHt^d!j zUE;V6l>JfPH@$oR8j9_|6+D%A4tD?iOF4V+d2_s6)8)DT*3Jih0Sb=-4nt8Tf4+ir?& zeGv9<>8=~D;?TFgT;E~;U0haQ&Q|QV9lq_BRo-&b!LyDbX4{-=DE=m`uyKQt^Kt??ZmL z&(d*iz~|ir9|eXhlMkcVv*M-dbAaa*`?_(JJR2S>hAL@!4`U!j_a?3xpXHk~o|EJA zLVCteU>V~z4Ib-y4*m3GtAC;7C+qnj>L27&7h+tVIOss?Uugfq-Tv)e8t16L?cc>K zZIK=hcKy3`?PAQYNiuITkZ``ebyeymdY-}l_N4z!XOAStklet9j%a`;vGFzfqgfAxRyZz8&s`T4Jg zFP!xE&#mC#2#%hCLlx^%tbaq{`P1i5ckln1+Fx*f-wzGL9!m8W|08~VL&rp2{~#BO zT&o2SN&la{f04wg`)utrv2g=s|02Gct>4(XlC(M2nbOvuO2J8?{TG`~8$CqYe?xOc zxAU)xQ#+O02cKrE=<_B^{qyaAw*I9yEc^JE$^QK7oj2UeBPR+T!`M^OZ!?U4 zVXx^oE@7+XK0Y6w!?mbAEN|o|d?@Y(BSo4>ol^PRly*Z>DV+c>7npOUp@aO~eb5@}jI#=D7UL zXYNUz7HzvB{F?*KcU@J>9apyFklS5zLO3|v8*UGJ`_DL2vL5F7F~YII+D6Q^!TPAh zXOi={mbQ=A=TkX2k_XmBDsjKPcN60#UV5GU8uDj^L*uzN#8D%D1mlJ%UMFdpp8t(| z@YY#P5U;L;O&`)hB00 z&nu>A+#ACP^}BxDC;n)dhriGNxAPO0O>tvpPY~?WFi4f_^X+H(QeKuVh3})~)pGQ2 z{R<)AI5)Yzf90!x#oJc7zdZAtE3Mn&-}f+=NPGV*bpPK9JiNR1Cod!U{+ljeeOUCY ze}!m&DW}&T$xrxW(BG)fWY_;(URDmF%uK^Uu>gqkG{^oB;H%}95au9nd(1z{d91#hP$zIRv^~Yrf$by z@}Z>68P?x=E1zW=Nd1>Nh3UQDbN;aoJR8Q6Voa&j4V;^bvjP7L_-Djb3HYza=mP#7 z@c+Pn2>cJ@xn$(OCR8LvD}Muo)@Dw*6smE2G2 zE_r#DpZyQ=L;H)qBy=w5pY$p5Z)g1_^gqwpQ(I!Zy$4}`=;tQ(A#>NQDBb1$_~&Qb zV~;)Nh7B8r?Gg9n@BZMX&RXg@IN!N)_>Nf)e=^F&R~wsZOZ!LvYfs)m8NPEP$4qpO zKKh6o_6W9NKaesG!~b9W@;}_GZ;W=8;MFK!=&o>Y=%?odcte}E*GbyPe)uE&zvr4e z?};scknJCjS((Ql`n!>}Fk91*_hRn@CI$c0H6_DDl}AIYRKHu4H8#t`_O||J|ADRY zzOKu_pTUnw;*pAbDu;%?2a^6EBD~#mYHof_PEL&F>2>AlL_8eubM#pK-RL@n%9r?8 zQJM4`V2hO{ZGk$`2Tr5+&(l}=QdZ#?8JCDYc?PcjK|XXPv_JaH(A2-8qJ{3=QKLOK zg8e4H{-2Bfw;^s(ye`q5b8ZL&k~tokQ_R@@-P_ zLh)%s9*)Noli0rCXT&h&I?`+|JIKqDL!?WOIj zZAHHo5|dcwM8>U+zu_p9{ds2i^KRzK`H8t)ETbp+2TtRg8DBo}f$DWFo)=nPvHq#g zn#}sQ(eqHE`JjLQP1-;DWqO$Oj~IGX-?aH}ruN^^QZeM~AFYMh9M<-ze>wdc!T-v` zV1NE+KX zb39w!R0^I=ndjPI5AKcdZ?M(ye~&OKauJMgV0fzi5B!6` zKNvv%fpBDmo8@hE;#l!uf8KOf_%$)dM*MM5hZB4NxsNfbM7McA(j#A){`e)~zU(-R7)|p02G0J~fOkWGJfp@=63)#J zAN!G%@kx~NNtEp;Kl}HHgEMt@vG~9_3BNs+jfhPJp3Ux>lfox@0{k5Ea*m$98|k6g z@CVTT^4>-Jm}UG~T-oZ^D6y7!+AtRQr@{Mp^c@Y3E9IJg*R@Oh#H4=XrRxQT4QM{R zU)C7${xALvWIdqD)c~6o&JD0ki|;`!^E$Cj!8gH^ka$w$OX#uSpb~c~kw$P=T#xWq zJvP1#@zx8#lw{qM{uI3YXdRXHNcdSuuYVWg!t_zTa2=#h9&1N_tV_1~U%sI6Qwml8 zeB~Fq{eyh)5%PHcq5YM6m(>5F#pKGChbG(mC+#NVDJJEwYTW2; zmDf41d&*7ie*MktkB$El!%FNB$2ni`$ewjy|G5W>#1EY4gSUU(J%6pM&ObPAuS9G* z)=Tc;*qx{R6g|vAeqZ|^xnI=3b;o=xDf4qJhwSUm0sl12H{ibk z|2AD9FFUjgW3L)FT?Ul9TNDZJY&xV zi~ZiHE+}^f{YdVO$6xJF$SWluj!U+&?^*xz`W57d_7D0O`k(Mk)u!lplfhPyW8pWm zF_F#T*hE`$Up{7gxX+MhAMDRg@MjoPYDMWz;jH`+zF>HKlChi^y9xef$hCRmiC@e0 z*WMT<92WYESq{!l>A_o$@u@7%6Zd-GJzTr#igw&^j1RRHK5}YKFjm!f8p}%JL;18m zrq#jYcigJIx82OmYR`=asdJm_B7=F48aq+S^5pM+pCXsC7c4DxkNxm5;SNomy(B7& zlnK|<+6K*^^_MnEtN$TziB|8s?dDY6z;nO<`4{bJm-V9E^yN=p3OD(VM&FI)9i3~C z-0*I1Y24#w(Ed61ze4CA{oRZhnecbhPwh{BO$|68 zjozP4A@rXdoUTi4?qFw)J9XiBkNrO>GkN@=`ro}fw}f7k!n%q6L z3^T$m2d@6vE7fi10`(J)<#{b0)%iZ#$>mr{v>m{a?`nX|iDf4r~ z;~C|MEhTHMx>g^pxo22^)ph*-TYnGuV`9xawEuwPKSBS3{ssF79U$f!>`z|yNA*VW z>?!n7gZ49Sj2wF|n(}bi&xl=XTWh)mmM#1V%}elcxz|4v|7^ro;W&~ZSb2~yZ5rA? z=wIl6v29>m3}X9ps8xN)y!z%S__}!nahkxZ0VjrjWw=SaCiudsgs&LJoO%SC@oLB` zku<_*vGm`0eu;8y7{hAU(c6ek^{s0;3$6;&B0uA|L~?MR$2$+-c3Wzduaa(mr7TD@ z8gZsr4)Sg?$uHY}2xa{NeB1m8oT1AJKF$5|H&owpJC7(QM#_??i{uS?dz-XO#k+2R zpYyHqjBuWH$t0irnzEW(ZaX+lr3Y{O{LwDw@0ZW}>2HW_xo|tVJ)X-cedxL?+S}&d z`f!B%{eS=e?(xSTcR$AVhd=$7oa369t)JO@`)=`d6R%CmH-Y|KifO`&kT1*k5m_Y z{0;5TF;`y`ws}Of2`Hq{-{u$1#`V`~LebK*6?LUzEpDv%A2G)Pt(%J5XmtWC# z$@2W^3#PCAFI|50-`fD`&(gQi-oB3)s{P4-U|l1dnPvPVKc~O!kJWd^wj*xprqgcj zfiks615kg_TW<#kll{r2|BNL?zD>6AkG^E`wg1-sy{SL#f!PY#XRtq}v(iu4*05Qu zM_<<8lJze{|C@VoBXqCB&8plJjf)(62V(r~OZ&4eyQ}}=h7~@R)F#=l72h@%UkZM2 z$icz6<@LK1_Y3%6z&`{2D_nzse;bakoPc!vMX|ep{|hH2@E;W0_r4Ln@B9zr(+Ey0 zW2(n4d5kt<`>1aT?OTyQ3EEy>H>@*pZ^V6)`!$c)M(KT$kLTrxY+|K}JmfgY5A7fH zFZ4gLMT5`&)WP2hc_M#*;bn>4G#b8SjNj7GdeJzyCJ6F{L-VpdP&7FE5%m0i24|N7t ziS_;y%fF*exIp|b`6FNY6Qcb3mP^7H`pM6JF7oZ373+6NTKeIsK>6pI-y1(R{hvSl z34EJ>!}eq0-8}wpkGp>Z_lD@@ z*-%f;kLU9w)8p9c%Ih(P*M0qSl^@ly!0jL8dmZoL`G@xR*mRoy)z|HF+qZ6#{uuPX z|LjjT{Yxd@B=|P|@ZOyp-P+&o`u_#^17cislPj(Mc5lA=H`Ja# z`^-jg8z#*7+`T?(WVg?MRbyF?{ckYWzXZIYT*p6hZ>%n|_xjh9{jqzZbQ$z-9=JC0 zZ7SA-r-OeJ*)ii4&_;-D%-{ayB7ZR1AL?JG`g45fY5iy0342Dd{qL{(Gfq}d_AhBO z(w{$LZSgv7PcHT+x&D@%e?|Fb8UJ#rKRGv(S6>pmoxHD1?LQRtj~qhsYSgcd=iA`F z`M6w~xNP=lXKM|2&>de8M;e9^*``zX$wN+ed6T+9lw>(3OCHiyj30 zpB#z6fA~J}KXk0{V}^~P@VjDTi1mr2ADq}{4aXP7!!5mVaWMYqIHUPQwpP;mu}Q{k zlN01i`-S$`IZV*M(Et1#b}-wY>J!Sl`2;)}a!AMvsc*R~oD|`?fIFfb74OFe9Fl#A zy~K0e{`B9^2=9dV4S(S!_ecEyAvi0{i~mo8+oFD9zC(PdNphZin@7P-`Nc2)LwGzt z`RUJ<>+++=B&HSfUA^ztefC#n-gU~mdBpwZw}0??-;=q|tj#w(hvlA|HfO2iNj{Is zC%46TGCW8BGvw`%6T>oD{h6=)M;Xb#5$+A{HTlzKYu@DVJn_V@gloh4GcD^PydLDs z^sK+c>0OP+P;$wSxpkDr>F&n`l{E)oVAvYHi@m*Cgp40;&SftyrQlvZHgrqNWPTE zmqj==Q6073?OiQy($p#L^^qf8`}t0H=~CB#%C|Td^!*UET>;y_r}_u^{j2|>{bQSv zss9E2%dUU-;L9fYOE7QTx3{mVol0;esB4i8@is4;{&ih$gI&Jg{@OSpaUwiVQ*1TH z60yyB+W&0wO&7lJ&%dRq&iw`PAex(M<7XG_f5GM-gH``})Bj}7SD^V{w)t0g{XfXZ z+&Q#=G@n-;B6n-Q#P}f(M*I#W@n+)GhB^D=_&+%-o@+zAmiPJp3+wbg##o_0uvvQ+ z`fuZz9`Rzpvx%|O{mR>6{&GKYTTLh2o<7JIK9H2l=jrpMe9haJpSbA*mR|`!GWwnv zkL&u3lz)@U``1A9|McgtIJ7Ube^1Rc|5(a+L22z@g7{KaN7-k2|6M7*G*qY3<*UwR z*1w_j{FC}OV!~KAdg6ys+t_nWwiW%w@E+EGQT;N+b6M+_VWVG(m5uA&^2W7p3AioV zFH`k@8Lp8_v95VD{0(i8v?chj`SslY7S}U=%v#*HPUNk?p8uCLzy}Zek?;R(|HZy+ ztB!4Oj2pGBb+@ZL4PD3l^+0Ext3Ti9s^BMgKm5mar~efvce~=FtEH@~8cTucm${Oo zYoyM?7fG`}mUey1W+~%Z_}7p&K^c?%e^%vQH+91`Hy5$Wi*}uJr7c^qm2118PKz6s z#deK$Lh6)z{WG>wlT_PwbRDSM(?9CT(Au{UgWb^9@Vf zU;p;Jdlugl=Gy;ao9D+b{wgnb`@4d%rRdMbHqXB?A2;la>nQgHa|Bq{(2rK&(W8Z@oMB=%R{()W}nq2NjkAf*57y?$K*c>2QtVH?H}|n z^uJVlK^rj`?a$h(o5Hc7zn5QtLqZ-1<1>vO`w3!8od7R|@sZTWiyce6B%GTDKR4oc z27YkJ)e&9_(vxTMBXVz$7vob2zXd*HMj_8(^lt-B&NOmOgv+A-X~;!kdh&l5gX&1z zowWE|*P^m8pGT1g<4j4Jz;7}8d+>yEX;!Y^Dfuy9lh3`$S06s)(%f~={qrTM2mRY9 z*9iW7aDKw);3Cnlj>WU`b$jfwABud|-{dpDzdsM3K}gSf2(L%DJ@mcv61X_SWUp;R zF4A|7euFHpm8I(UrWXE(IL18v@?=NfHqSo$H+TE?ZFl=yY`4GF$tuyfpF6MWZjU4IT-k?WGq`+|^r`8~MaOCK|WFJ+K#4j)ytH&NYlS>eXOY@--ctwwX3 zkugN=Z*p9baV9bT&_-E4ns3kcKbw3z-(CIHCi=Sea{MtlR&LoR`+V{^t^Ef=e(TA@ zZv2NIx%N{>rQZen!@lwG+n?n8BRT)+uK)2`q2_BoHW`zUKD+XYEFvE~Ne0d2+AYeqxWjODRX~ z{`XJvGz|AuKN!m0isA)j=zrp`Bt!d`O57UsS9>qc^8PCrI@;)Aeg5hCH+|Q9x4LG7 ztOaCx|K~HOzYgmon@(&4mu0_e|E2@mY1j768T_wun~rbOXO*V^dvJ~Sw_&WVKYtWH zmVAEXOkiVqEN?#R^!`^S@~T80^PpVHXF1}2rFks_22Y;NQM|WzAnj?)Lr-Jgb{b{u zymrA|x^=}}x{2-9Ro8s!q^mo3IHUgU1uv%&dDNV%*F2C{&DjRYoBX15`$L`C(|$nG zvOOqs59+z2ZEvK%tlO+Tm97Y}#4G9%*Zjh5*TJ$O@5YPGk~jH8eW}0M$0=nq+^4Ij zdf7=k`QYtOy8b1fzj9ns*Pk-kpHlL`sAmZq-(U8(0`UoRdH*3-Ybor8a$ZuoDRDXP zZ~u+Q5KpU{^*5`3)JLp;^|JotrvBxb=fpo;F8$B!Z=vLO_xv;U|L)`$9bPVcKJj&P z4DqBAoE!6Xv!Z^tn^E2=7~No8e-HR$z+VIY9PszRKT!Te;9qE8kaig4{1Y2b^_h|L zkp2uk7e@Fr9{-l(7#pYF^L`lzg+If5^tznmHSu-h^F|uIuJ`CQwpoxL+CS)@`Rves z75bmrCbq-ivOkLv&xx^+#P7@Ti-^5_p7`6S|R2KSnunpfT&CGsRj6#c?rV_d3Xh*2fia6iwb z+h3DEat!?DfXDLWZ^^q+zcprmcOAx>2JUD4Cd#J|8k5gG>lOKr_C-#Y%IzKp9lX*mLgyWP8YyX)7lyBpW9x$D=iyX!Y@xNFyL;M@&d+a=r_#+%YLGx9^QaZORy z6_qcd7zx)ibc^{oTuY75D~`bX$;Z(=jCUjPW9VB3xaRc;&-Feku+}8lqhOOstT^_~ zLL5^uO%liiq4 zKbAJrHj3r%LiuXW)GF_WbuN&6!4ahmecjBLkF*`yxS!iU$VVH8_DBB=`X{z&2=%|D zzZ;GZUtc*dcFAmRF7`K5|EK-WWdAru?1t|#UK1S5k2f{=o;cDU*u}oew=rTM#-B{} z5At=q4(&g1^iY!{31U1JFI> z8IH;PEblzzTiFda*E+G>T2`KquwmlGkv!IQVC0ub%#_r3J{{Zb9gyRB>ib`R_5Wx8 z@lQ8%<$OQ4$SmJDQfyoLh)_Qm{Jtc6|D)dteSU1yxc$kEFdazNIeBdFzr@hxc|K&% zKb!u=e247M-}>J^%L=b93z6amYL1 z_8+OzJ&z&3skK?TH{{=7YXSGB7Tg=t3w!?L*tFw4ugz(AfOFN1f9n^lS z{+pdJ`;)ByYWkuQKR1XiC7c_^nDWQ?zoLGZthXDsXIO;bg%RGTYx0&R;C~*!6dW_) zpZ2}9V8a3bRs2e@?|^>?{NHmQB5p+BKYXwFA2No<*uL^)JibjELA@Z}?T-}$SDj(s z5iDG;*%<7vMfox>%g5`M&r|b??~}YZW>KE#qum$ehxS)p2>PdeNawhr|2;_iGYy=| z4F_+z9iDqbe=qcNL;lN8J?DfR7sievZ-)GmR``t(zcAq72&V=2@c&BiZ^*MD4~Kjm z@>|G%q3;;RTN)*NnMb00BrkGTunA8F>D51t@>19?w$c8oFBKo{;#E{~D-beXNzp?t3+ulHa&^_0H7+1VbA44Xe z_Tk5mKQ1w*lyd{F&2@5buIv5=I5;y_lw_$}q# z{=RFP7x^XhOLLvv58)(mAM+Cw&-K0rgdbvj80@42_IasB?)kt5uM8K1kIr}j#FMQbl8Q*9@(}|s zvGyLI_7Czy`}aowzPa4tu3l^xK3%5%7xX_j``4HLckj+E_kX{;>%RW_s=IjcBJ5NC z_BWG!^|xVIosJ`w#O7cJ?fZ8dPl#J^yb!KRf#mBLF)-s#ruql@9HT?~_xJqgo2%#D zWyG#*Id{q(I9;dsQ|x_twPGZu(C6yCG)Hd<2gzag39beE;EpNkbV- zi+l|G?X7&nfo-3ZPZ^B&5|!6*;sKOTe7866f2Plc?*F4d9`8m^81KIiL0`%8{wZyS zwo`n%`}xNz@T)SlKY3Qk=but1!?x4pGu}-;`e$-&KiHmsPx{BcXzgOQEBT+XyVii$ zLLV|6c>iCxY_S_TW{g`{vKX8cp6hhhKPUD z1TKx#H}U*WB8D}2IVaDyN6pZ&4=Pn$hm(tq^nCy}3>GWY?q{$F&U zTGo8Hjf0u(eJ-6+@RB#W5qg0o1{FVeCp48*bY-GW@8QGIX7vI`n)mu57Peh zq<_VSQ{%vOxBkQVhxuP&-R${W{YAGD_P@9Fr;jb`1NqoL@tK8tZT#s@e#C`L=wG(} z*WLKXHYjxc2h#qL<5YBbg>3Tt_*`ww#6EreXS_MauA^U@^-+weviKP1rqj<&!2bgN z>9JbVg@C^W{Ea#g@JHxD;6DWZ2e4JOjfS`8#($AMgz+`vCVCEy`KQr7<~a{Oo%m!a zRXNuGVxElV757cc8|f2rl#8SJvfM#F+kk!9x2x~dq5Y}HswbvDLI0pDq5nnvyoft% zeaGvI^(VD0g|$CZH(qz^s&2V0b+?6^BEDF_1tB*?c_a7SrX6+Qq`(KxqZ&VH^cZk& zux?;!H*G&8@t)`dhWwmIz)2yGgmIwgFGu1hN&4?RUuKvaId&3cs85^9M(||7%dxmn zzkwealb>#Xg_nY|(Z>#Dkar{89prEJ_b}p9@f_t+e$3+m=Y?^mq>RHN`R0R1;!h#Z zXpeN1Asg}`?}qYY9*+9>Y3_hu9@so`YS?C0f8p<-9G3qm)|q@Iq?@|ox+~s!Q}Sav zlVNR24iV!=J^uKQfuVM}i(MB5OC_FaTbDm3=Z2g5&-QVn{8}RY5$L*su2o2}c^u5r8tqbd7yytx933sxk!PVF8bCtWcyUm+6 zxD_k0{;+U?oA%XL?&D7;x>4_qb1%RCwtMOIciii5jd1Uc`M`ZRX`=gV+Eh1r-gGy; zWS*P5w#Y5rvcgR(n(ZddnCfh?{w9(^*iZ#c+BruOBKZP6{_?OV{-W6Y0j!ev#F$`AI z=y~JM5RWw8P4fMRJOieW)AgTx!-0h_M0}KTZ7_K*G}`235Hcw9b<{h<$xY|mfgj4@xzQTr)A zC3<-O6@FF$^lz{{|DN*^Z8eR&%(Cda&o(HY{&%}^Wk{mjg0wVygSi#O87D4 zVJl`H_bYNz80U$+o3Fr2>HOxLa8h#7f6C*%9hm=(0bhnZm9da_9R6V#%ZYldye#eW zTU#qpjx)kzVOny6%hL7JoQbUHQ%m z$Ru~?eYa}UI^_VNJ}ba4GEN2MlaIqTnL2xh=lXz419=id3jTf;H_$Ini7P#P*snW% z=RTVFDb}&xmpbh`TqS&@t*!906#3H8_RgpNN&SEMy|>(JAH1t}hPH(^hq`Qb$Myqg zf4Y-jf&MG=nhg4wPLf4L@)83FjWA;zpee#(9kULGj zUr+KieqOA9>eGuhDs}#+VORzzu|*iyKMJe+mNXT_o2Zf5yetO@Hky#ap; z_*1~&0{%!l5b#&!DFpmE;Lm-<-(_5tF;@9o!k-~-jdR9@N$$-zg4kl<+$P_AD`CZzH@_ARi||!^9;4u=hCXP>n<3YR zd2a>hhxrRn23#HTT1UdrcY?awjgSHJzM`#11u$~Km{j*br3ar(6G<+#J0 z={OCaEoH*F`R~8{F~VzXT|(a5Wi6BM?|!Wj>r3%kxj*JQq+fruwFQ1pWbgkP(~0~N z<oQ`a@Oj;t$&Blw1ms|T}|HJbiT+g4+L$~bxKbjL1VEq3+KY#Ww&cU+HKcab@U{maO z_xHa-&;OG1pCI4QqeJ_9yI&an6AV>wVdAF578O%e%u;zOiVf;9&l^rCn4{pXzzzjh z=DpaMpWiEfs%5qJAI3CMSw8=Mly6vYyk|WVbtLvZfb!Yi8q)=Bl6e17dvd@1nO)H( z80MUc3;O<80R7*1Xp8#`d~y_TUD@sXr^T9Dg_t7g_J_}vToH}!lHc=}IScJ)5A`>G z7N3{sqv%zB`e)BN-apvqFB}EbXXc)TZqmvx-Mrc*k^VJ+`{=erm<3V*I9#s|6jd82X z)<*J~4>>F+JJpBHmLp08nvs2c5Dr=5QyRl8k=^-bG=~#ZV zf4!-H(*Av1JjMO%t=HU~gLt-l9`9!UF>EDPl){mQV9r|X~cadf^T_8Wbc zu>-CB?fEC`pS1sRy{#R(um2j@8hfAV?fhrM@vV;jw^)wu8pl38_%)PSW)E7=q4N-UgLk^({S(ONBMKc(^=2B zQa-j6)2}$RD_U<4_+KjSU^qm;Kb3=GSZ=_773&W8x3vTM4RHT-{7L=`uCMxI*gy9H z|My%7!MxS(1pE82+h6np=_jZsd}yeT2-ev@|MfS70}}O{1Scl$TdFt4vyr~UbWt9f zUoww4ZIB<@-|I@yztI0+GgA0>gVg>^FVomf^(~jdE&09hOpK$l6>*R@ARZEZw2)sy zPRLJu+$oE>^v6FxD}0e@vzH3rMboMun|*BGW7K^~M z$KB_jO>j+TiP-@E#2S*VO+@RI{C38Fd&+B-vfgO84LK#e$FFP1adM4%pKxO6KS5(f zVNZWHSZ5MW4bF>y8~m4Z=D&v5c@5j8^C z-6-a#<;f;raN-{7zh?gik-wvLujeMAE!j?NQ|z10AMSPi>Enk!Ypi_Qc5EB(mx8{3 z*nZNMzMXyB3BL))eQEz7KeT^;>R(aOBKIzNH`3?5E+_hb(7%UM|H#Sd0?(%HLW}qT ztATH{E?_Uporvv!c>aBV{>@D_Zv2NI!pGb3yvN_r{(W!%ff#@3OV4l~n|Iv5_wzf< zNf?_&=O~=t`MF9z%>R<}pmZ2Pa-cfSgAy2EcWpl(YnYC!1_`5lNp;h*uPW?hSDdd@uqm%4^ zJ1@MM>B74K*9CkRTaVZZ?iBe6>HUAb$kUisls6Xsb&kWY4*l$yJjP~HdD{Q? zoURi73VAGy-?VCz@@_itp3Sl`Hr4qX7r_}K-{n2!-N3hv=|AspL%NGN*VuYY_%n=2 zwPoj4;TcuJuP*sD&6iHP#o*Bhe+0V0bLXyI5Z=v4;Oa~T|Az8eUe4U->IQ{hn zS)W?4WQFpGP%oBc-(mHQW4s&cTc-NAT{#QWgNzW$VH{$c)K zn1_uAg{XgNOGV1MPqH6Gc2CxYQtco4fve%0OUpxB@9hO`M>qDr1o5a$|732JVg1eO z&p2f4Cstq6Kl`6={U@!Rrt!#DF&>%n7Nb0A>!j>{FaK#L;`WZx`tdlMeAaQr(REP_ zDCN_rf18L~173|CuND4{U61#Aev{)~)55=v@Ng{NRGFJm0Y5iGWc^*oRr|I-;E&2* zP(KH$xU1o?Y$LmF?Z#^Xe+~F+z+a`$1pGPJ{{b5Rz9?0G4aYI#si}R&dGN2qE)&1C zWAS05JQ^9JSx<&l>VSBrcS2PrzT{p7E2&DZ$3;!{BFT(~d*JF^PP?Y}n~eChq~C zMB_0bJ`?=k7zbq}eanE8LVq>Jp{Y287*|NIaiNCczW-9W;L4=%8qrVG-_2bgXX*zj zai)^;$#tO|@`UKu#^kdeJWqc$CZB$6EG_v*Gas{e3MdQz};q!*^rvCJ&Ke_em*Sq5_C*1Ml zEpq&)KmAd7IZyxP&&tWb8WepIDE>kW2I~S`AMkt=d#C4KzVWl`{BN7Yn2y&dHC>h9 zsDh;mKLp>sV=d`2*4)}o9d$<=s$EspPFGQZ_u;jO(Ok6H&73vUP5SI}_ujY<5Zmcp z_@znwz&^zFWSc#BC~Dj~G!~-JzO&?!>VMcm51;#jBJ7{65WJ z&dr2;mPdF$tE55h3*~jZepEH>UL=V{%-&7>|f~r z4~PEM9Ng`mdipundHR@)zhV5LjnO&6!=nG3XJndxq|VQbFYS53oYNTB#?S36eWB)m zmLFrY5QozLLB6(cX#Ya#ANe<{!G#fQk$5WOOGP-J=dB2y2`n?ofxz*6rt=tVv}amu zroWly{}D&P5Kj3zsbxz6oPFF<#Q) z_9o$&9Kaexvj3gId;CTCx1kT1uV&NV%~f~lCb%wq9@M$SmhArrI%_5WBkjt6p&ZIz zxNMQ+#d47ELV45$_Ww%wi{UxOc%nSv-H>mCbL7A9T0Or1p^urbyzd>B#maE-%pu_f z@m$gJ5=lq@IOZc~$+8mhh4b~TYwj@o0yUp$bLTHyc6aXHb!V?#kT_G!yPW=cAis2b z8D!EI&KXyGu0iCtoIfr3emZrEl#l5&CRHcChdStafW>I<)cO}KD;D28Ma!2;-X}Uw zx-*E`m8^f%?q&zQ{j=vyUF;~(36Ik-0T zQ^UAX7DFm!FPxdgwPWDV_*hX9<)=Rdmj!$ga%IHd4R|;b%L)G_b`$oWe5SmYN8smW;nLD5J^40_ zr^MJ!;+F>bZmIoN@}j>R@?Yq8M>sLypwJ%2Hu<{dgL@dW$$aC8KN@m_AeS5(@>h6` zJeM-^gOL8f@jD`e^`LxSH~HkbkRwDNHN3YT{%1@+ebMk7+ob;ZWjWsfZVvNi9#d!0 zmkwh`sr=#3za(|wHS=vl`Q{hs@3<~)hjWy_Y5O7fqsM+E_ptuFR&(Nx*4d9Ozy94* z!mpuUn;#?Y)Z;(KhCO3Y{q?Co1AFrEAF!r$5gZeZ15zVv8Mdw^dtx))@J{IOX8Vaf zuB>6JTeBZ)-`m!>g{8%A#YtC%<>E~12*l{1ZH{KZ~F`izAZ<-OK-gh5- zG|_!Ab*h^;Z?0Rmycn^u*127Xjb2l|*Bw80$erzIcGs?UD9;4zUy4I3pM>Ay6GIeV zI>tqjJ-$)L`G}K39uEF1_r&tx^|<~w$k$<-=)SWOA0?Oij~F-BEv3(M!IiMKa{R`gz>T347it>%%$=%=og8l{lvwmm$fwcb*i~dy~ z*p0Xx!`=Cg<7s1D_v7EgQh(v}^I7$&(Z9zzyBgK}=Re ze(~C6BEJJMo>qWcMOk~m86&@D|6#_N(pXRX;Y)`8Z^&&a-Bu?4a>jk|0sPrCdw)0Z zz2o(->0%4cU2&aP&bqNk^Eu*6@jrPu^A;}V?ci&vQA)K2FU693bUmp6tG0qQt?Xdkyw{H?(IEO$; z(cg}6a}FJpvNWD*mU66IzgpVp%(b&o{Ri6q&`%NhFE;;REF|HC&|YFQ``exU6JKOK z^nbHcviG*D1l*H2U*lYQTkYi+A6X;ZKHgW+>isH_v%<0&X9s)oXOjAt%lyau?L_<+ zKR(D&EG2oAb41Wy#3-(Xzqe-ljTopZ^#6Oi=GI;nWI^Lo@v@KE(l$m2Nd@iN) zUL{RbC)^W_)mBfd7x$W<@oY3NpALE0`)H8w+bOhv(7(|C;&*@{V1KsM-tt_K?>uKk z<0L)t%U=lx<~RTO2jQ8J6GOfUxgzA0kWW&!qb}l&(6>ySc9{Fc6aOI`mr-LUN&e)# zXq>6o-%ag_yWn`-l(o0!}Njl0WuZQ{n;)!1gSLY``|G9e-v9x&4Fe&>F z@SPOnbbaTVJMKxmEE~hD{!hO=*+u*t@NJ$3-{$jACxENMZ~2vvVwk4x&pP^fsm3=` zJ5KI#n+|VxYpcrKvK`>kl$E%dD;Byh7R_`Mr+?|jefo(TIevV^rFjLuY2J8uv>P@4 z12=y1BsX#9m#$>lQnz8lTDNmYg{wZe$2H@d$IkX<_ch|ZXOkb7$CodPv*dATtSia) z>g3G`7eaY9%MK(OZ(GyzSA9StM?fF(0l$p z>EG)gjCAyOL0zQYrRyI#73>>jC$gq)U-CVe8D66KRHcGFoo_Yu|+#HS3>Y&p3@ z`U~4%{M&%LLO(DXXG(c2>Nic_zs;W6^RGYO2;VM9hxfFuMrEX3mhTF zz}mTgx7@P@-wp}y2IqEF>A9WzE5+x{wOco^#&X$R=(>U!Q|G08Q|C;V`%a@w#cP&{ zeDP(2GO_$@GuDTk9&&0{fy2ajS4_iej5EdOPxPBXtG42xmRAsk+#fM>=%^!0f z^N$L|ev^C?dK=X#QGar6s8i|ozv3j~H9@Z_zZ_hlbp11%WA~a~Mtk_`%0+%p{f}ji zxQBVv-^yF=+acl+aZE|nKNtCGS2Oqjq|Hqpr;mS(AtkY_^bg>rbW3j#+?za z4Aan0jc{w|%f`o%A_vEBYyCdTQ_}mqc+KZQt`7a<%-F)%Qo!Q^{uJ=1fIkf>{3+n? z#LmeT3;YB9&OY!j((%9K`&V>4X!s}O3qg0KJk(+1$N2O9TFix1ev$siv-bCyPaJY~ zq>i2=rq^+gjqTD;G>!6ag8b0_LH|Pki^mNaM~q`SNbOJY&Ks_x{x*0b>a&G$p~y2K zKSVer;HZ$3^6DF-z#q8?j*N0&B<2%1DD)}w$3H(KX~}^hzhnV;DfDwgZpr8|pWq(G zPrB!(!9UECzx_R8H7ymc&7P)j-O5Vk{gBT?zRN3+!?Y)mce?$pY(zOBpF9=iuKYpn zp^qHOdhN~8BKIWjCvWFq%NO^OK+c zO!zV6+x!CcW|>)@`c~E(o3B6X$Lo)HuFs#)2Afd_#+jn;9Lnc?n!j>y=oDWC0Mj+k3>w&>WEZTwlX>N|3TM3$mcVRbxWS9*BQ1=f9qdp|Iq$H|3d$>v81>5r@nT-8#8vS zyWHi+r5wkFK=0Ea3G5@pcA}7d?=Ec%3q5TI`|02HyKK_s3jKWtbb}x^9+r2&MefX|X-VE`` z5{a49{rsQY6vb^7BUVh6$BF-jAA7!x;>oy9oYTvrJI`$xj7XVTv25kVoV(>sQsa@q3Jv3 zxw#t`i+$_P{xF`4VZ>~UZ1v|gYk!I1BDj9{&)@7@QhrrOojc!k*==j7jAh|D_tgGL z`O0I_=Npwb%A2qcYXXeb6bK>iU+!p$|84Lc;1Fi%OP&V{=hrZPhh4$n_QQRYOkA+Rdf%U${9aH~rl# zvi3$E`;S!1b=IGJ8{q(Hk*fM>HSt^A_Xbki#oF;`u1a`H%5UsO#zW&-9r8Uygc`yQ8u=M#T0n7x_$M zeLZeVs~7Y0_JD02*{)RkySk}V_%jj*3cQ%L5x0h18uDrwAIkG>5*!-xXUu<1%&{St z#&c}^J;t+9jt;&bL`56yf&nv~@NG0t z!_|ZQ(EdUHpaY@*`F8-dA4A3dtlV?URe3N^XLEe;+O+L#;KR2^B-;i;jqF(Dr`6tfalYF)x{??Tq zyybQrNzK#hnykNalPFL5Ns=ameD!x@ai;ER{*Xhyj+uVw;pRc+qZ3T2l0JYxrNx|#o2x=eEIT#&DraA^O*qkqJ0BiyjA1im{)xHmo;DcGaNg(?B& zyFuS^deHw>@TWt}((Y5-RB=p+B@%IYh)Eikf|#VoEg|3dG|7Aft0ZPA92=j8Y2_UE zhI?Y)2l*QiL#mMdzo@c3djGcfCUPPQt^Xe^{?t7^{P~PF&ukC(rQqm9&m_n8CnjxW z&)5F7pM$TPR`qo=6rTTre$v0y$2Mw=DZH02Dp?G^#~8#)D)X_Mz-c*Lg>M!OBzG-?d&EHMD_K+NZsyh#P{>xRjWLdFrSIXgch8&z)aKNe#SG)4P zTjl(0$Rpo{+@H0_Haqcmga3>zMb67g@N>jZ4&LR}H;(dz=qrcUPo8ZRE=%pX!|o)$ zEn-!tjxXJhLzDI;S;k&mK&c+NWWcXQ$TMe&>S)ts4< z7dboR5fvc@_ejd^gk11w)^FJ;*U1xN`N+Fj10Pk)kG!UZY;UA5Lu{%Vd}DQpWdV1` zeD5&!mGPQtI&mIc74l7lhar4GwJ*b8`X4vyt8vnQ#75<4e`q_&NwhxH+x}1fP1}Vt zt_Ag$xNVS6z6qbZZOOi#={Pz6psyNoM3TIcr2ZS{#`H>L^kDxp$xNPO9tTe!au+UK zmNBI}`AIw8ll`YpC@W`DUivZ9WNUwY=I{kayU6h*F^<^({v3alQ1lB3>Is*O{@V9`!1^kgXS>Qhy zhhwPVuZD42xs!Xlru)IhKY`8h+!@omUay z{JJCmhI|#}gwRI~{ktePW1sWXIZr$>ETnx_$0DNI_0a}b^=6a+XY_BKJ0fifU5)E&UWnAgI7bI33)N=_TNU{x7-2bMgGlN#GaxYv!_=7McZy7 zUeYb$??@RL$BFV1Wn>=9aqs*Jvo*@uA&+OBl=rUGk@DA7-9%lkx#FES-PS`Ii%RNC zUX1wYxhtF)a&s1JMLBU#BVs|(-;Vg~Nt6G{lb#H%CbTjCGzu3Q&HV*wi^#6Y9|DtD@i&G4Bdc0+tdV-Tg`TEaKhZ@&e@u{mE4^S>ZJwEtk#zm?zw z#9WLL_ran`Zrp;2iZ26yv$v**k9hiGCMiV#so~aVv&3kS&c{jMm@}ELX zY;sw+m8@MZF{j9}` z!@Qa=pGxWfjKw5;3~*FNPyf*U{a-JN?a9^tlp|JDlHXeh`+oras{Q;~;opd_n_kR6 z$fb*Ha0(X^wiWunp`~1Ot3T#H?T9-^A6VVVC(k9H{--{KU-_1v zZ8ve{mx$9iR`SSo{3&W!5&5Svzck91N%*ZHe+Ju3#DlW6>J<&UqZm``z?oYwai={0 z#$r$LocDdR{LrrG-e{e)fa~A7*6i1edsu%B@_jpn_7|Nroi@B8;J?H&0{(4!U~}n! z{~IP}`@p}Delk??fATjlR*IgZ4u(hD_(**xAJXh1&&S*vyN12D6*dN2o{=vsxehsA zR+KKt5A7fHFZ4gLE3hMeJ{s(gj;{}k{Ut}{1Y%7wmKOcm41eJztcy&<_KExZ^Djw! zs>dFCOk!`5S3?dE$E5zMzv4Oc83WD=FtwZBf6VoS9~ojl8vjZC(IjIq+4tC8m)cz8 z`6J++)I@7H@w*+( zS##Aj*w;pmaId{P!o7-p$+lH)#F%mJjS-{W;-W>azHYzrf4pCv-pJ3l{R>_HAm4OI z^|UAb5A9FeU~QJV&qe=>iWayL?~dxV{R!>gxAyO={SWOQ+P^RTKj>d!=Rb{zd6Ard zX{-dpkKwn^&t(i3BgUk07>LhcL(B=eKg;|_=R}sD-lMTN)hD1_kFXx(m4dkk`Jw%d z@1?x_f!06zc8Pf_-e(N)PVeKv;;axm)L16)1(lfpXVd@4=Z)}PG+)C|jSmxXYebfE za@40lX8F9|ux|Psm``qm-OIf%b97G9$NAg^E_AUMWFWd8%IC{9R0kLruTaPjH zeB>wfZ=jyP;OAbK3MGF@!%E?+kOxvupElr#6eGqIc_I?K>2Q_XhvR+NFI}@txGbgH zHn|J8$V0i}_H|Ul9}74p*hYeLLjNxpao*xNT?AjG>*ghJPQb+gZ>0YGQN4yVJF6;% z|H2qc>UTzc&X6m^|0~w5LV4bEl*jV5W2-)UNH{k8jws)S@u-w*b5_pNrwo16EL>J3 zahhu3KZa##z1k7Uoq#ypV?X>r{M^(+j{2CP-y4#lV_cfY64X}bq^+ip)7GaDNWHelu%0}?Z01|cyC3D7(sG|%&Zzy{;) zd+s?aZafhgS+zG?($=1YAV1Wq+ErN@IYdV0&gZF!$#&rhfh#2Oskolg{{-(wxi_0Q zzfIqNPdD$XkDhz%huG?G{%-1?GzvecX0%@X?tp_+R&`tI4~~$<%6iy}m|4|S-`2>n zw@Re`$QQDoGWX{Zw|A=fzohOO{f@b9+b-;0ko_s^g}-H^%$vlXV8>6RcV0 zUw?p46zO_oCvgvP>r&N!q2oW*`bRl8PYGPX+2p61f94zi;_pW0ru6DBZ8XRF4|8Lt z@j<#E zKeT_)KezsikCSNZh4Ba5g9G*jc8AZw{wyi`3%@vsm(|?;lsPva(f|6lf1`h6{>}gX z-~UTEH~-iF{r}L7JB{KmsJ820RPyjQ9TVK&`OyD}i^Be5gb(9<#xU1LurQo)pZ9Ta z*6*)@tK(aAeMfmY`fQT?T9+`#L*bOkDmX`|zn{|JI6&7$$%{9k-u@{R$VSLH1VM_nLhZ z-ORUnNXL&Kr_YzKrnT!gP)W&I>gj6M_LDl!FW$YMGsq9^ zUqJmUE!Y>e9CjIq~@ko4rF$^ro$C?pqNLxFG_BWp=USA5Rf9KoqO@EBb z;`la+JRIfBz~6(Gb?)`Q^)Kq9d<*rRAaOe!mjU^E4osTzfzN6lde*oo5uXPf5{s3h zzIE_S58;=1jt&nm zi`~?~|LMV3rJj_(5YN?agvpnFEG8p^f8h z-ZwcQvNm%4O+MOtw()v* z;K|45w5&3Rq(A?BymmSLeZ}W#+rKkUE(za8V?jCI47fA!S>ri0>bFMx;IMBSJln@S zny~*39KhiM*dq@3W58bn{;b%TU}QWd0{$NO2Z4W~W5Qv_#!=Dvg6EIL;-3iT0eE)e zp+0VyOJnmHV1w;g;-r>9FuF` zjbCL>%GdZ;9!;DNqPQJ6Fy^O1)42P^HD)bY1j^&F#WfZvHnWv9?tyo2S>(rUUvNt`LDna;&Mru5fj7v;IOh z$3p9X`hXiGdqlieEp-@v!vzAntcX&Y}9nI`|`^AUPbb%*xu+fN^T`Xz1t zVJnrEUZv6DE>}lahFRn*4`}}Sr)vLP)IZ2iPya&u+n9>Rf2R6Z#D1cd3-3nrN@x6s z_Rn4W$N2(b{J)*!zrMDLzT31ZnuEgpG9>knKVWia{polgBxcl5cH zAKV?wL+c3M-0T1U^jT#8667tg{Y?)ej!>K*;QBm|{l5_T;M~9m%8>@uc-^CXm}hkO z_)j9Qt*?_NnE&#K{q+j(rnQFeuce*)_e!j(^Vcsi2j>zUJ$0PcurC|%c`6>U-x=Y} zu)m!b9Cw?qi_e~rXA*x3a+ym5nO%Gc|Au)qZCp3Jf9UuTsoTKML&~KQ-pzh_CR`%^ zjr@B@`=u_Z|G7&gE+0H&P7c={^@JarL2l=&VU6kagt<1jzw^Le<=k-H8@Zh;IgXaJ zH}9{&caODqYcKoUVR^M2^J*dbe~$TOqBFDDpAzOcc8>H@%ScA`U!0n+CS(Y#tz0w7=PZLs2y>(#f=lOpD{b5Tt1g3c31VzTt`S@6Qq6C)|0en%lRH{K1h49TV=qX3?GJoZj(g{JZ!aeZwwwLD|8_dG36|xVpsaU&nl) z`@Am%KjoDuCx4H7tK0Tuffp!dfVf)m`X|eu9POcU-Y49$?MLR|ETcVp_fl2GE&6$8 zcux81V`%RBqYskXKUuzVrxsrSAb)=S3+yz3QjZTPXtk#qE} zV!ZsGOK0!SR{txgJH~kq+u#59L%zaYdHw%iCgcCWg`@QT-#(;2efSaWxVhisyufl{ zo8Xfpo%##kC}w}NslWJB;HJ@>;;k2u1)jGX@nZIo@-!f;}rwr1lPnl;Diwb2yzg97yYW!FBi^H6j zM@{fgvzm&|oD`oqh*>qlzHbl%YvsDt5~pbu^H)|n8ITFC%A>{_ku~w_l$MdpH###W zWkQ@O;q@>tre&hd?|(G$_c`X9XY1}A!i(u+KPbilg3liKy8*vO?)?+7pWw^qIrD># zO5Q#_-$z}+1w#E%UbOST&%?sAK`bxS3+;{jz0U@ynEjWay^ESpQ|Ao(#o_&(in>Zk zcl7je8sRlz$J1_Ef27iX@D^bg5lc^e#;{FF*ZzQiQ#1rZP5?3`_3WJ zxB2XEN&6My(I}@z{n}`pDEPbKI8or2IcsR92B_~)B~|9T7>dg=IZb}!EV058Zr*L02(;L<8*#HHc7#W@4UGc^8_s4ii+>PqLUS` z~4;R5@h0nri_^dc>A}8kw?=AT~ z4D1K+UIz9B^cx%gehB-n*ej4TuJxIubN2=&)h`VE$Dl0WwWN|i$YqxPj;$f2F3iUf z{)sCi-bdYV@1>me+V1ID(^&m+uNK@Jl!?oKxxSQs&)@c4ti8@$9IZzU?<2hccgOkE ziQ2>EpCrGxyOl0nJWuPt-AJDjpztH*z`E%=E zXn&`(Y3l!6`d435MWr{cc>4o=4*D1L4>~iO{SV`BVdJlizX|`tdw=nBq0W0ccj$FA z|A+CHfBOSJf8g85nh5J8TNBAOI0q5`Ce`|9F8!B$GhBb^T1@5J`Um`DTcg?f2fwB4 zSl_ww>-vuCf@eW~M(f|u{um3n)4vkNa0UBg%vsOiMDVq6BkUf2pQ7*2@1zet`6O%k z@Oh&?X(G;y$OI=wj@0snb z*ZvFr|F=;6FYmZVKOEZ0epgOton0G&Balx0PqdbJ+a~r-Y+2^@7mkRB_|3rB;I4d6ozrmFm=Kmn@Dbvh67x<6qeA-9ToM!aJ z1a)!jsMg62o~xq$hsTrc;)ezto9W+XsGGU3c)ww+h0lHRd-#`e;jkb+6Syl9qlvF^ zAMz((PK%tnu_lp=_lIAM$+I5L58RgOVSK-%^W?+fI+5AK^P+!!oo%u1<{GCz_`==TFWmwt@?OM`tP1><)u!jBm3{(45 zx3qtPpBJ_PH+%20@0)6R!tIT84~FXGy%P5Of;dvJzgO6Xf&YR7_Cxf-_pSTw^*eR{ zCyzh%E0ehY1D*}+CFDqYj2)JDf;n@!UVnf)gt$!b-k6HM=1{1H_^>|9{jDe@M0bc{|4Vs z$MHGCeSQ_cIE(@Eo|JyK4gb8lx1u;qY!6fNbNMFu!7oo#4thlYvF6oKQ7<= z-K6S&^>O3gckc=R2G_ht=gTh7+;8v)VjO~Lj(r8*5x!gc{@_mfXxTE^k3yT&@^?%l zQ_hb}to|rpYwB?AAi@&ev%&)9E|;JGHp?#nqd`M|-mt$(5I zPXa%H+t6_9x!NCoaZt{vtgv(0k3YrN(Jz^`e}uogzLk9J+WDZde$GSxrz8KfZ&%PK z>z9k)sM+)nW3Y;OCyyuEg&)$u{%jHJ=mNJp-m&p_uKlvyuN!X`-VAs)Rh;fd&uzZ{ zNa8@hI+?M|5!_2$sjv!~^<)ozTVShg0(R6TH+#iy1&oJ)>Je)p}fjCu=kNR|S z`JPO5&~4_8fMn@{n%<-}QH~X7x|G)#ncwB1hkLn@r zmx(bddBU6}v&%TU_MdJ3Nv^-zFlWo0{Rc1dmWzicZ6j+gXTx&1{<_8dq*U?~^@Gcn zh5adde8zKY)W^*YI@??!csTZWk5qK=^Oz4D=HCeChGS4EM+ZJ}ZfMM@fWHO&k#PX= zTM+QqfIr7D^MJoAZaf<&A@C0Z|6G4_Fn~8Vg3z&zh&5u;>nCn@m|p@!I{}d41a@_?9T@KJ3fyj ztV!=OXNK5zZw?U9ZAx$18+UZrS%dxmq6?>Jb%LwTPTm}oBa z&)PV&KaVBWGaGNFv-UgaU(i3%i7@_VwLg{jZqfSn-z;eUvoRO!Pxkg_fU&gKVr~N4 zmvv9#`bXA7z<-n0U--tkmSbB^J!KAb%pNA&Kf{u7&Sd>Hmwds%xEvK6hbF?SU%$38 z1o;bJ|AzJl)|y)X)6qZibs~6YB7Pjjh=72LMLvYqu>AGeJby`o0WX%ehp)< zz%AqW^<45LW{cyCC=LyrRx#J3z&73W>t~k1&opm$%@}QjX@jq!oQ-tlpX8V{*|fin zeVhw5{*C8^dLOJlHgEkAgKD<_pV^K-@!es4CvCs5_FwG&Pe=ZN>f^Mp>L=k6MmhEPydQt?nF6k9q2&9$6Sjxt@ImsL9mxIopR4^p-ME7O{?%u( za^zS3)$Uue?}9ODK3*29{nM2{I5A2WIJQ>4?0+HZf0emWrfd0{f55>)EGckn%%=@} z-Nf;);+iJs+eSGy>htD?=i?yW6w(L$&G1Ht8TtKSw?_E*lUXn)G`!P&lFinunwpCAkP6P{O-`q7E;RfOLWedj$mGCu44JHXEbllOcP;AXMB zgfjyiADj`~ch8tJfqN3;M*Mh;(T$r|=->bNXS&q||I5|X#WC5Zr>BKmVYt85A91YY zUBko{Ab)DCmu}y_LEE`>DknPlnFRn{5yC3-krz}#SUsylYV-5C{*9J-R z|0K&18CkBs=98~D82h$y+#q~&Z|k}sKl}A>F517Op@T|0BVP~bmt5)Jo8JGzHEA^N z3eMoJDE~ouD8_|2MJFF$kpCZNt1d}A*=sGg_5a8$|9|v94shVP_5W74;pB76xAGWQ z=7{HNFsAJ|GbnrHha}?Jcx*J5&hGt`X8lvi7oRs-)<2F9o9^XW|C&eJ>00M4-%g)z zUQO?R^dZNc;x?b7{^!{T$Xx$Fvl)MaS))JZkgsj7zH3sozrPpj*FyIHn=T(*7{o*> z)cga!4Pw@r{ubK)As*A4(EnR5?P6}?d$i-mKIQWz@XO53@i~Y3kC;$ubIk{t?iI~v ze+yxMlJ#$ZIXCdrlgs+6KdH$6r#t^-Q~&b`ydmw^h3enh{Tu1KbKAKsOfM4WUvOP7 zbIhnq?7v21O^?u*jr{Xr`XR8(zB17%gom)e$?dlcN1}vfPV!1G2pKO ze-8M2;2#A3h4L!jO#TVxZSWg){+4UcV{qjLh7B$Q?n}Ce3nAlMI5(VD)(Wv_$d}*2 zedX)uHDvgF+&e*jXn*C_sLm*lE9jqcjKcT}_9xiiLd-w+d)nOolKbw|zBLj~47fDL zziD9pjpK!|&l}kfaC^17H=rCF*>jb5^}A@<(*(zcF`G)qwUIO~U+ifOOm->XL^v|) zL&P{BFPTFF-i`8DStl?z$L3$<-8fE-;8M6|OiX-{#5gvbkK7j-oW{60?j6W`Hq}oL zs_)7^eDg>zOIXyHW0rmPFQh?!@TFsZ2nTuHr0+%?3t3w&aQ&68d`Ty3K9rSZ z=4kyFv_-vGmo z@oYHl5#iuCY#Vh|M4DV*!~C7NIH?3zWhw=ukj$zFN@v(fBx(rw0z528Dp>ONp9>< za=y~`GKVcr`-}aWM}F;K6J7AJrRKIjHvi0Kf0OHP>2Mz$EYrPw=^w^b;=HnO`}4PD zpV5k)U(Y)Ko$t6R{F#f)qY*9*^KXiszZ=B~bzcwr|9fvT_r|5W$mxz$bkDl~C)gS= zH;3T`{4L;*0e=nnbHLvtE<)fR1pdXM^G_URC*v}SHzRX5^K2C3W4(3U9Kk>NJ>di- z%PSre+t+S$A*%< z0Jra@drO*5_6FP@m8F3{9J$6mmfJIn@0;NneAEcu$7lGFk@!$CPE66A=PBpk(z>Uf zqk{M0i$S>oiYF>IYy2C&=kmn&`hwlMb6o!T^dL=6J*CO%8G7+N%1_H@@5ShwukzIq+4T(geOoIOeHt@XY>`IbLd`}?-?+@{>uKgfrErq=(rrTvSFj?(g# ztHocFuM@`4JmcS|4f^NoRv3TK3A5*>AKBR7V1M3z`(yet*ZiMq{bBlL?|VIqtx=#q z{=Qoi)N{Pfbk;w%KALa+W$Eg99abl?K6%|`>oB+O()F8Lj{!eQWBq0MrYm34n_N2w z`LfO}bo-Yybjtri{1+;&9B}LRcdP#;-j8rrjGN+kEr{F1_~l87H8lJGk6h@#=l=+Y zB2j+i2Y@k6;o3NkknwJuj~n>9fe##s=fl^E$!eVhkCl7oJH_&HvgWA&eDYCtX@hzG z|M_;pShsO+=Nym!+Tlj(WS^t>{-K01?s)zG^6AI)*@l&_E$6Pk_&D-qQ_e*4|4(19 z4C=3CLm6WIfa=n+ly8_D{XfAmiNwc{_}A06 z)H&6C%jMeHw|k!KkH-E?A;15Ti!GHq`#W3vi!U;+Z@%hZ-gi&u7}hoEQ$A-h|9tS} zr?g^+@@_;gV)hSnuf&WJe>aFVb%SF~-SE5{`=&0Ae-+m>h`*b&P4@*4Q5-$&e~115 zfPd&%2>4IHzXJXj@ITgpC4qkep9L1{=5XM$z-M{S!t9xTQ;#%e<88ioIIg^}&y8WWclgZb!VZAP2yl46FIal&)sw?Txp~LjiXJ68WO`GZJ)k`$k z-^S%PdHI!}s{IRD{~#Ya%zf?pTlA9kYpM5tQPDB_YQ-vFFRi2U>=fHZy;G0>pnprh z|I@XY&rm;L^KvK#JX`&}9EXQ`9*C2VwtG|TPt9N>)ebh(#N-Thj`T|`7pphU z2WyVg=ijZOJr#%3uD|qsp6oB$PPkOuADOoQV)y@S^7mFAr41*x(BZlh($>}wxz@kg z;V}5SNv~P{;D3uc^;}$!kt453$|xyV?Eq6!F(hA z^J@ffXZ)daqUmV#zP+bugM73{Xn(Im&Ze0j1^u(Jr#fO|F>e2T+xfAFu@%Ojw1Mf9 z8)IsZoDG6~^Uv+tjYrp(LI2(@{qz2Az_kHa#_dg3x;-fU&yT%kw-@E^>)x~D(%>CA zz{N>Sr|;W7mh;aX&%@-f?5U^yjJYc>M)(E7J5Wp>d=~h?sqdJQb)e{RZ2TABX70`K zgySV355+Abo&s|io;zL)`_>SyjN>tAT44R)Im|6TDwpF#$UF9)zN@}FawC6ca)9pL zDWmPXcF{+lE~D)`cha3ZrSx>7&z0B8p>@{!zCHDq{&0LI@qy&q+v;uSP=AkUi|?4+ z=wGhe|2X{JfOo@vYCM`ZdHm(N{=&;!LiQ)rpY6&LvphMAKs_K^~IuF`P9Eu^3&~q;QJW=w*PR8{n{YEx%3}ghjLD5y74C3 zKN}BLmp8Tj^P&GG?DI$Wj|#K@G++ONr*c6!H?Y&WwZD~p%ISd~oBe|f^VKz*{qcOl z4EEok|GAofK3?-Bt=_Z2jW?ZtU>k*F)2TjgE_GZNKR4$4righr9xn^~&w?d}{r7ik z|2^n`z@Oy*TCjh?{;>|c)%M?bHA$R7#I*sQ7v~V_m~fmrw2SB9B+d_VA7jTokLP0? zA>9vgb_Qh#@)O!Sw13dQ__z^l-H#J)n=t-@{R#G0Y^Kg7HV3(RDTDb3d-K?ftYCjO z@T;rWc7Dh)(c!zs{RTFaj2F3meR+?cgRc|iVc#g>3{DQdCyViNEMIx2+WWjw{tIyV z5zn6i{s!I*p53UO@z{dRshEH3+NXqfqdsSlR=EeiB32ZzZg6UV_k+8EGxD?F{Oob_ zBf59@raqT6spaE+lAFXO*$jJY>+tbgWPf3=N0rh&;Wnwsf%YbpIcA9?0t{WYI_ z^MeRkhKJdjF39I~ZEA3{vXm=f9FDeHtYXf$iK$%l7Lt0 zp}u5*-Jg`$C3FA(m`#3pFUR75PnkyL#dxgVkAuYVSKgzTKjiwuaVdlcAp8u*CJ}>3 zctM)Z_%+cxz;+#nCMI7vH27`#APpye=xUyj6IcopK?*CNs*B{wT zfBfs;67)Y``j<-nLiHcMY~cS!`B3SNKlPWh`1>ET*&p$HQ-JZGi}sK6g1jArZQ}Av zU%IgZS?Sn6*z-c|Kh4(uCg1B+2KHyZ`q!|3FO%=}7jn4mOnxrcU$9^4wEsfKpY=c5 z>QZN^#+T~AS+6gHg9G0;9Baz_*%;my@SlMH1pLP^X4M7R-xi!W;9mj%Gu?=B2!M|o zXCVXpCqCYS{SEdvt`E4*nf-xZ3}ClTN7Y9Jen`b7M4&Kfi|>><`}X!bt>Lre8~wIe=jK;OpY!`p{?yDsjB69&ycRdg z{Mbm$DX|YacVqsoV_!I)YXgpr=O>si8~D3X{*B`5oWJAp;P=InGxYhFE7FpW^omoC zX`aAwg~Q{xJ{ibYE|2uLF_wRG}yF||If&8q$j zk-ymW5AqjR|1xd=TIPveyL!>#+KJ;Y=pXD|dgDLS_MglCh4z0t+W*Yy6ZFYv%N9KU zh5pZf|MxR*M%Gzwy<_VhJ4g7i@|WAjnQJrE$#x-e{s;d?*K6Q=Ye;XJ@u0j_vH!4JdhyOVitf22s zZ=)j;@5t3}0rgj|6#Pj={jdL3QMc&-XFB?Sh4o1KYXS15kEAb+3zEA1C12460@A*O6s|hf)apqwA^E^Y6*W=knVAonw7shvNEY{F{8#ANp?dhd(>} zl%u7kRvhr3 zfPb+L1pbA?gkv@WZSuzRPcViZpGG(zX6toqgKHyW-1st%7n1l6r{U+u%TaC(?zy%| zdPm;1{9r$VeAS)M{-SGM=VXov`WMC@<`=a`W>XSvMzBA@{^n->fnR#Ruj;;=j`r)L z{Yc%Di2deodu7iF-*3y_e)P<9YIr|WznOG<(?}cJ)7AGhACbw=2d281zoI-Dj{`EF zMXwbXQ+~^c@N9(ZDr4m()w91F;L*_mPK@yrV)um~qrYDP&k`=qC^gnq((l-(_S8g= z?tND4+3dVsiN2Lgf2$r&)iK-%$5}emeRSee(HN^v%XiboufH>hEcldKE(c zV%I;&UtIkQ?H}5IG3{T_zeN2zb*h*?`(k;p{{@I|-ftVfV6aIhv_2W-yN6}s#i}K$j_Fu&5e|aza1>pDXJATQRe@jdz_x~m;(<3VF zXp(REc9srH8RGJl{{nst%4XaVJsY;I`8%B3r+Hnzy>IVn`I5Le+y)DkuWhtA`UhUr zZ1soVmEZm0J^Fmps)Y7SxBk!x{f~+971yO$pR*3kXMeo!5!W~A%C~elzsdcd-2R_! zSV^CL^VMtmFZGZyX1c25%`kk)Cj zjaYTib?Bs=?Kke(wLIhJ?hL;#;Qwj+ME1kN|zdS6CkUU-?ZKb2_z&a)q`Wc!~>{VU zvohB|ZwBz<+@C1pF)D zUvbPYejV^1hr=tT9`LU?XCdH!0sqSl{ugmQ^UHq`JX^RyI-Zp$6d&8}zT?Jd|3-Bb zjs$FCj9Vi%0Wqo^{wH;TZwBG;;6BET9zj00OK5-52h|(ZEw3x4GeQ4kZ63xS^ds0G z<2VNUt81=Y%|9hg;N2vC<75BvWeIdAMk zc^Q0NDbL(@hvFwE$_KcU@=27(l7Kh4Z@%&Ew_sfyJF2u!V^00Z^KV`Iq`V6*&C9s| z8Hs1Z`61R6UyGj_i95wOR?J7u)5!seWnWiwU+^xJV?O!FOE70XTYRZZ_7{Hru&!#GXr;FCClWtuq3u7& z{2k;W>$4oKzZCaTTzWCqe?h+MPwv;y{)#Uy^#8{x_D$ep;RwftacZ0$U&j7_eEj7y z+H!bj^xwqV+?~<>z~K#}lr!f6Oj!9T(f^hTH~tXY%l7{cR8={SMI_(+mMHfE_lgS-^-f&HWIi=ltM4Py0Q zx$7JGU-sF?m2{x`xU_#J^+&8R@Tjc+z1>XX|F6cCf?l~c%wzj&zi8h`U&c5-g_eJ~ zwutsWIO=p$IYXkuZ+ZPsKv&>rC5QVT%HP1aH11XE@weFhf4IJw{_}5tqvhMy$ym#W z{ZW2Vx%dt{`M5;vDbA_JKjdTV=6e4LWk8>tYrF2{;-1bok^Rd@{p0q(@UjhGO+$-RJ0sjm5=hDZ2fmdprIIc^KKcg|Cj4Pw{G%ke92QIC0 zXk0r8pC&mU;G%XQzoa~a{LucaOJYlc{(1gd7=I~jgqn%7aPZ%-Fl`J^7B@VdUW9 z$Zz$rv;3=-RC*n8aMG6#ywjIiuK8Vm&#?H{WlNeQ`O$mX$sZZ&q|zH#Xwwfr&_|zs zNe2!dpob6cNx2}yj#qh-AJt=V>L28rPKNeR)&Um7V>G@(KEv+!pw4 zN3g$Ur*!^}+A8Q@I_n?Ap~~g@3v0B+T>l06q5ZSbKYYvYeLo0aA>s-EQv_ee{(pS7 zY9)QQXWOj*e}KD3+!b(O94_g&Dp%MSMXLWl2g|19|H#pYb#$oan&)bGOw-E6XXB3m z+f#HCi?cwyJ0PPQ7E3gCE=s)yFxDF_<9NPERr*B&S zuiCYq{_y9&GRLhbFZy?a`8CSvdwu^0;}5=V%KPp+-#_Jq_;VPq*Vx`>yZ_WO(oW^w z6*8VuwLfGf&p+ViSlWDyzuVoF%)5E&ZEmuBv`IGl7q{i=3oiHixBl>ETJghr+In&q z9j`boK5rz(6mxLEzcHUThwt?S{3qZ)0sjJq5%9l&|A8xD9J6GuK*0ZEzDpP%74Ag9 z|CS>DX})Jf*Wsf^bX&PGa_#t+$^&qCZ^F2U;o~xY>bOCE>c_=l!VVi2U6JwRWC&L3 z##)dc+CS)@=ca}6XEsFV7SFc{_D9y~%3%!l*K;{@F#nvq|Cq|#*sn7F+vB@G@jruW z$CvTndx1lfba?+Z?!LThetVIJ?yLB`-2Q>w$1^9(xH%?Yzx#$y8^+!k7gr7p<8$yW zW1JgYJNy#qa1Gx#n751W{4CrY_`CtGX?_4aH%9VMT+f~<#x+LIrUz7>_|#dLe2f1e zm@3Q2M1JIdXW{jqO@3ELBb_^chSq%jEiLGp2@AvH}9pb!Rmv1~77tBaIX z-gSB5dY<}wnJMI-WBeI7_xUzp-t32h^D|!%{(oQ|{{Jb)t^JTr`&%6|tv_P-h+h-2 zd9VNfMg0wHPu2g~%J)2s4D~O_*Rh;w|1YHd!JPpQ2eHPWr`Nj5M0daukui~C{*}07 zGWM6w`2X(g4%&EXYg+a%6aBOCHrxJBF6V#5Y3dm7qgy={1b&N-Wj8O_m`k#MspO;I z^ELi!`|HwpM(!2c{3 zPT*e{U&Ng~hh%BupVptklL6n5>m%dca}SM&7}eL}M@c+J!#ZQ{;(g)sIPO|9KJ0zu z2&YH$4f5H>#M)46y#*2Fh=0ctFRFAEnQ}TuJM{ z*+3UAoTHwumKcWkcGo|lZ{ETFU+nsyIB}d-u3oESBeefJXMYx3|AKrsU%sRBUoQH; zcDP>FNOhz2)Hc>i;J)~L!JTt_;6lv*lP+Er)?T?4}86HTz_y-pd0!8|ED~c^xHpI_4od7V*h^;+h)H0 z&z1a4^)JX*9zh}WUu7hY|9JaDhrm%g&zv>kkL7s$%_kqv^Ev)=As_8ydqA`8|Kxi9 zDet{6d@1#lr1pL;`wO2iQU>f`SB@R)z1cs(ErC<&J>|zJZmAfi>Vu^hE)Kto-;&my z6$f^5I4?DNZd>z}%j2AXCL4t(Kg z{`sH(!TU+I{!$)}TeD#e#%s8A*I)OAJDuJ7FUUumhxX58{hz7+iC-3QWWcMDBjU9P zCf&%mGGYo9mBzOLzKwjG9PhtD{@XSd_|yT%X*2uW`28Q=qm3M6O8e9Gm8)O8{c~A=;oq?T z67;F+$^8AFOZl1TU%uoYsyR;I9Q%O|K02m&{Ve*QFZu6!`@fC#2baySSB%4#wEvT- z{nvaW`=Su&<*U~yJrD8(pXdaY~A*a^yiP4iCu?n|NPq%0e=I|81N6jP73%B zaF2k01^g@EUxmWIg8fxp(=nGP`-6E7IHq8kPPdJJBlb?YAmSgu?h9YWVV~?XK!0l6_nj{q!H5w@O1UiRg zbP@A#^d019d>EYh5MMaPt8w>O?n_CRx%_xpg!?0Pcyr}XFxRH+<~90Z>o(@#ETg^q z_ES~mZ2~vP>avjbw|6}D_=eYCxl!+K{};0U;N5&Byqhro@@0R%-LQeye!ZU7;aI<( zCPvJjLdQp`zNV5kez%Ff+q8)`ZQe}ZfB!v=4s|;FsP?b9@gZ&d@kjb`$B(pQ`wrT< zb0>`qwmVy@`LwszvaQ%l`}gy4a338wcz}in+P%$ytZt5RckJk4I(Fmr&+kW`?Mzvx)k; zTjc2HdOn?mZxqPkgXfrJ43CiZmm!*6uhc6fE>o8%*+DBbV5Pw!Iw(;fdo|GvWDybl!H^GV+S$@lsL{%=l5 z?7Z3SFXj|qMzM9e|Akm%ksa4M=c@lpgm;5DQQ+P1+1e;3U%yeCfBl&}|DJ3;7b~}$ z>ui3=VE!p$&JD_YsiTy+HP_YWO(*=?#IKoe!@m(7#YtKR zn12D~&}bU@PmTBCzs6yta?QWZFM;HZ{N*`px;+DDC&&-&AM`JbzeJnkd7j2U5nBY? zfpm7LEs^mP>`$=2IhcPCa|(WMaFn%Z+^L8U6X(W&Z-e~-#&ocU;;|X^b0hJa;9CZ9 zqMnbDU_<=vFVg8d`o7>r*i(>w1;d9PQ9I*RiUm4fF^(S-VRpFBxTNFc$bIu=BRJv+ z)wNG~eyqft;`@^Rmk7^H$dB)v%xhOK&`ri~^|{u=UkheBzx-cg^*1~;UHK@7l||%c zQ2$Kj_j1gsiyV9E>u)yF=gU`dOsZql)bJ>3i?_V~Xz#^r|F>O!QPEH8??%Qh#t}FG z7-P}+3+DdL6A?wT9!1t)UgGR#8_+le690|0vJrUoNN5zgSM6eeorI`uQ^9 zvWQ-YZj5nx9?{=E`h@=W;V1OL-~T~>{rgAM)c7FMAC}kJQbT|I(+Bj&_y0=&@yEZ= zf4u(}s(DlqrD2_W!dxMIYw3@Ff1e&y-AT~DuJ%TL{=OW)leF*C{d;BFhOYj-UCoS1 zA)oj4{O|A4o!h07#_B)N*G9kN{C_Wp$^<7!^&NE|CGd&lxyuXrm0rK(`vPg;gAC>U zohuX4fOiz1|E9T*|IdH?iI4Z`5C8cmTDxvNKiBy;8e`i3arx1+F#c@LO}0Pa&nT9R zb&DOT*FU;mQp}`&w9#>h&Bo=v{gc;UarwfP;q@8P++V=@E2?ASnosjizy3i!@Ws&n z`O?2D;M=raXFQSd&qiRsz!Tx`MSlz52H*HQ&WvEgf)69DOXs*S`dicDeb0?SUdCII zGq75f6UUk*Hi`Vd!T8YeUsN@udyBmPx97HtGnFU#g{r?|!>*1g{{Q8|{>0n=E9Tx{ zzT3?l5N-F=?O&++3+A4p|KCRW`>T%1+Gg9ey*kF`(Eqow{>J}`#yiIS+o^wF|Fnsg zZC*`B8q_W>)c&Q@|L}E_&i+rK)*s*isgE@DsoH$h8}_FJG4;GX*EJ7pTRHo}iu8f! z2Af-QH2q9Iohc*jT{70{$29&wzgh{4?O60so9+zVU0}i@Xi^Zw$9KexsdD z|Ap`8xj4E$Fm8>cm1jx#x6c#>N|0Ik*&&e@c6YP)Lj$nV&pMNeqdL;3tt~=j13yv+`q}%n}d5^1*(L=KGMIIDa{Ue|da9jzu$$#h9YW0FG$aars4e ze&#Xpg5duK_@d%zz`zs-GaoL<%P>r&0bc#hw;MHm7V@=R5kDwh`5N!am3I;4w=mXS zeBwAQ`)U=f`T83wId_KrS1@Ld_DiGvmwNrP)xS{xX#Cswt9f*fE?;8K0LH8vhsopb zP0|0Q+W+vW;_acczt;ZR=5yP>x4r%0W9Aq3<@I7_Sp3JlV1F`k`~M5`hNi~*n6K1B zlVjb^2hE_&2hdxz2zF z)c!wnnwG{#%x!!?jSUZ}vA&9ihtwaC=^xTmKe|iR5AM< z@(KA50^c_mo^Y8ZUwzNYAvkUhH)ylu_Af;JAw!OLK>nfX0afUvnhejKy1jfJ<}2`LRJCTm8+RdzNyDb6u|q*GB!=#C+N?*9P}4@^Kk{Z{&C6{{}Iqj#TuxeQJkg z;G0ok8o4NHs!&rm;3HB#L{()eyY`0}@hwX7T-2BtXb7!~ImjsVRq?Z_scn|NW9;$9? zUizNqr+K^gY)v6~x^W%khxT`R5%dpZg2#}v>0$iEI10Zz1O&jX4FsH+Km9 zo14uXcdG9}^dH~8oi-fC{NggkGl&>b;IRmyIEIV)$k6`IRr{xsU&#Is^1=C9yzv*> zKeT_)zcBt5YyO{PK1&^9O369}YZG3pNPJDlahYTNgLej|5Z5hfZ4zIn%(MPT*Z#GQ znjao;YV7-GU@q=(rL_>W=`t8RJNR8>838!9kk!$G)fk{PSNue*&3| zeLz3epAh>dHV?Mc?4F&o=zsW?F}tYolV;!lS*-QPE#}_{M+G*Y>kodXlqJRb5B!&G z=bvo)AO3hSkAQ$uZ_l$;+RtM8~5y) zUW0>!<8Vc{@M{A8W>{jtKLY*}@UMXXDGw^(p8@~$9J#j${}sI!j6cSo0VhVdG&&dB znn3ICxH6I^!hbPW=)roz?W1!C-j8gkyf4o%rlLb_Opx#SOQHRP{)O@9xoE-uM0VKQ z*kFGX_@DWne}1~%!<-w9Id!Aq7L~TJ-y7_sJN(J^Q1Cr3_EBX270-DecIs)ra$%gW z7KyvzaHy%7exKfO9oaV!EK9%1Mjpo1(KGlljAIF>#`z{lk$3ct@@c@;koTBFplA0k z@&b=XurSpz$L$?+b##k{0#+qW|Z z=S$kXXE#+;+@fEe4!X8NnX_yEx#UZqqF+<>t@US+&wZd=HP!ot>3?W{8+UdN<6rcs zK=wE2pXr^QgZ>p#|JuYiA9yT|KOvkJzMg0OgLs-#&jt!M|J4oGi$9y>^;d=CFe_$+ zIz*gi;pe#Z+Fa`|^H-zmJl7WU)L-#5UIPaCj*p-^6WTx0zw*9&^36W{)qtY{9Zj|V zkL%x6jwf}Fzp*zQ81YKL!4VwM`JhnFi1K8BCt6yZji(@(qhOHyoX=a>j|XA}Zo9ru z(>PpNG0F(5^!TL1pB0yOIA)T3<=!Ow2z^K;jh%iE@a)40i6sL61(G*#UgVPl`IbjI z^|yAB`Yb?x%V@jD&{O^Y%Xa(=rtR7_-WOJbbYfA?G*@GzYJk9^}lHV%XS1^vs7 z{&71xE(~-y!G8^~-OIlU2Lk#gycxlJjf2Jap!<$Pqt~&1adU>26Kjhok0@=BAKKsP zOwhkD{$NYu|38BL3HF!uAwG8)CsghgaQ?YaT}`EqdsE)7-*GCoqWkEEvqXF3iqF)K z)D!qMz{+02pN#M!j0Z4A)6C038gO_bY{*^1cMjt=)4;F5hcPY%uEDi{?;E~nK58T; zisNAjzlX2!Ok<^_mXACoU-5Zk*PJ)rMR^%tK6G$D-Md$|X!5Omi&g)0{)*OPwx;4UzS$NY5!P4A#hGjU zC3Rgu{WWjnD%m;6*LDf*Z~BMt?>!dicqZVVfLjA>^S)dEL;tQYx26QXPaG!%eqn$y zT3j`7aRlcFmj+w_pANqx-i+`Cj5FZ)1D5uK<)6|Q->uU0lE-QGnUexH$1^?*lTGj& zkU~D~A59$m&)B9Oy%8mSV>#rOE*IsGX|5lIV6@iB* zHpRw!^4Xp*O#go<*-1Og54t{$_iOs?pU?VBo0)z=CsOo(ke}Z8%S8V|`zvoyY*7yM z@B6dcV>+BW`vY4K8*cV*DXc$EF{d*Z_J5({zoh-Dv=w~rfZt;rxAP_*t- zJFNUg$CsOB{!4fKp?nfoO8nNaUmI|5_!=>#)YpxREd@U}%&*b=7IO+|OX*DWecD?# z7Vx)#Kk_<=G1Y*71^g@EUjhFM_@~$b<(s^n{FCihj8CZ?8eo}= zY-q5*7#lLD$bUDUPx3tfTzL3M{N9wc>0T@LP~>17C%#9n-!7@Y8a%HXZq)C-!HW>? z4D)4}&mx={=C({pEQbcoi_^=VObp)|nC#T|%*TS{VR`YH`8O7K3YZ-7j^aqM9O36E z4wYio~o;*RzSFWX1Yrm$mXHHXRTYaqU68k^2 zzv*mDr-J@PJU1KfVf@9$P)t|mu|MNOU9^0~3TmjWN@;(?_zUAt=ggQ+1^eUe4}A9N zI!D(g#-B*F{*ky+1zvwlJsp^H{e{?Az+tq!4i5+4#<v0gFh}7?3o8k>N83Z| zU)$fzwgdXjhy7<04$i{I|Fvd^%ZojFNGB`K)BpL8_i6d|uU%hq+a}5P{X9?m=d1of zz8hzu{dHW-GXCFX{VQQxpKSkSz3~RGKVW~;v47c)|6ARaRNLP|onw7e*{?P;dHr>T zV_fN6mcIQ{?v2im;O^u~|IRb##(dZKGxKOJBfgaLWutMV@LTyfm-%^db%Xe~fsdQR z6+N`~CUb5A{uS`Afd8ou*dD&LM-21fJ${b`2K*=BKhOtv6dM15j|`I?@V9_JW~_f^ z>lm*TJrdj!*UFQTGu8$U&oo~H`rOiJ`M8gB^S+{?>@`Y0XeG%?e z?)pE-&wl)!I#o<-)_u)$z3 zM|SgXq4f{kVC54>>l0n8MC+fniN{>G!mK~y^=})0%xfl;WA^ozm0ij#Yc%HH*jg=y zm#12PMd@DW9htw8AV0K!y82f$)D-bQ46hfSi{rBJJ>#?}Pel1FxCfsJ_WvMx{Fz?? zeOLJ*>KDK`G|Bk_#{_S{rFCV%z1ie@oYir9j(`VZTo5_iyQ$^FSAdQu9e<@A&3^x{ zxDx!i$iASi$@R}xeqz0{um7#?`-E6i*^d9s2Y&Sb9nrt#9rx(3pZ$YATJuGO8B0H* zztG0o&I@h-T-QIyUzq-f_J>_y-F3F2(DtX0?GGO}LM%q>yL9cJaZ^t)e^og|Q5`bTKOb9)`849=hW*)GWPdio zzman+&Xn_kgJ;HiN8gC-te;x;a3-M3Sqe0z- zYvVXDE^eA|yBz1{N2$N+gZO0eT$$KCmxsK^*M^^~4;Pn?=NjecI9W&+h^Jd&-gEb*#X02+)lVKigN*ndI^4o;d=4(7DLM2d-==k@}u%7PAGnP zkY_BvzV65LyMKR=KL7G7TDNXJRo%ZW^(mBm$DtP1^K0R2DB9H$RI z{$yVJn~wbp`kx#9m$r`2Ey4bYe!i*pe_*mpxh?G5VYc-TVp2(5O&inFzdD!YYyL^* zE8E)1)?Eo_!N0%}fqx3O&T{K5yO+HFlKhay;bllSTm4N|oEu^H6Jxf5d>g z%HQ9g<9JBG0#8Y-sFQ@481X)jU&s5uX0VBxhub}GLU<&=Ho<=}4vg?#fN%1B7v~Az z+2gx?^_!4d|KJx#@I|~QdAU5?HLynWVPL$CbmbeT$Dc)p<_A1f|L3y(3n~Bm z^E>Fr8+(N}@}}rtA?xpLg&*V5IC>ZQeyN6T8hXUvXyLuq$qs6p>ZGoxebo81m(RU&ZhzWE zkNH`{cnekYn(V=Ft=K5DKh>Nsp5dMTpND9Gj~y3uo+PV+m6O%=EK@oUUKrQLU^YpRcWxqgE`57Q8@5Br}F zay>e!cC?8e4Amys|4LqK)o}Syri&8G=^B^gl8Z(7y8b~v%6`863SIBHMK`%@XWA~w zn9XMX6F)cbUju#(`>!$IHkZM{aRgAcsFO8E8Jdoz`w*lK*0Y3{)unwf%nNC ze!zbN{vG%Sfq#Md(bXR?4(6YGy$}4JF?cc9V>KKG`y;aFDtjcj4{V2Vo*|8I0PHHlc9m}t|8^VC26!Ju zzX4LeyY;;95Pt{U8sXOnw&nO4a*wZLc$efWF&~tpB6&E!C$FXB_g^Nwi?T&|C(CbX zctpE)@1m0@im9suakNmT!pUFk`e!45sK1S_T)RXYHf^SlKl_pnA2~t~?%!EZ`)4CR z-j}}L7TEtmzH!l_F|tto2k+*q6)Sbz6uA9IhdXI>NRKg&!!$bBNh9tz?vD+2@N>Q& zyJzo=$#Z+((sU5+TN>mizxg~m#CZ)PKfWGx=@&_ULrqnJEe-nb>~?|mFWdPi*q`j} zkIVx$Z>QP+ZS1$t@FSdOTmK+7RX*1r@%~@P`U^Oblw0`F&PR*m;3Qz>@(s4GzvP{S z_l$!xd;Ptfr1hV_ALQ%0IL1ME)7u~4&jUwP{4U0AVO|UPA);6Ftp5kc$Ef7VHP5k$ zb5@QxzK!0~{DEhK=aZ;6sr3(7Z=7#qSh#Tng!>|xIdda~iv!$Ju}eIgO}^mGj%PAk z{pCLLb{rr7TjZfG%9rtF;&k9J;lI&M_IXppzHW|J4NysACzW<^%qchiq)rKWq;7vN zZvpc4o$Tsg-m848bpQV)_M_UL+g&hMseSNAIC<_)gDauJkk zBYj)o_AjLTzkT&7E&p*{%JIKg`d7&M>ll8s#$PV$f2gjAHlEx{2Ob_%P9E#Bw^wP} zKkzfkc%Ja%e2)3Qeyo{!FFiE#+cSFl>KRSD^HV<0@b9O;J*TNxPbE$5h{oZ=90?u` z_%$Oh#`(SHk`C|BaQdhJ#Cw{b{O0H2)-+7C$iCFWp*m`x?xsQB>ydPjh4*6e$A6s^ z`&-gsJkC?XWdTR%3GYn}^Si^mUIae~ycs=@_YKddn2~g<|)|z^z6Uq(lDO}zHWqH&W-mCl{SNqtVx|HA$r=6=#$OnJ+1MY&YuQf8m{c4eTnFRC z$eEw%J@q%B&ydDAYSDY1C*kr?o(^*+z~_P+DGO<*q5XOX@dPRdmHR;F6W=S%)7zfLIO^}zp-DMd>~CF?hgRNQSQz3 z3@|B&n}G+z`vVaM#{3t4hHu722J>~0r=$@M4bn$gzke?&4{&BohMZ#@8vM3rzs@4x z^8J;4`D4+)f!r{`fECK<|K8rIi8j1NNE4JRsY1_%~z{a zj{kg)zY&ge_R%NH=%Y`+l=x>KvHvAK_&4AC5clOCUw@|Q;G+q#(&UIew{#!NJ$+yD zb!m{7Jj1&#&yOXq#gUJgZ^8Zr`yb}Nxz`_a*&q0{NoW0obXd1YTjy#0fpt>ynk)W0 z)%r`GGaiO#SeKc94SP@S^E0WVTYqU%Sl$?Y=bIA8|vBv*OQ; z_`&RXn;+S8iUT%X~a)s-e*t=BO}_X6)spq^%xq5c>eX zFyPz_&5TlGd$T)Q_{>Ke4%};@`nE=D9(W=?aq3v!L-u*o!91TK-qSH&57J*QyUH@J z(xXO}`D~n?{qq;$(o~Psb6i8mpJ6{YPuM3-$9OkAY_0Lfqtw z)pbPb)zsZePnf?0K2Eaz0pF#C{RW{74O||S3!I>~sV?Tkl<6EI^Wog{Un=|W{oTNy z4fr-mhsB)&KL?zg!xcSY|Jh@NVgEUo`_BRY2>4IH-woRe{DWld)BZyR{L^&gO`Crd z!`A+Z@O|w!D>L60&Wxosn`iee9p86c8p}`S2jd+IRt_wj(>XsviTV-bTf5uYxC5d6 zo!&TZh0Zxa{}R`7Vf+RAW40J)z4kotV1I?Lm5ceu@1HVeQ|Y)g*h|GXkJxAM&)q$F zCifM$sU2;gY4)>g*q`E3hEE{|kn(VVDFM3zMlsDkfPsbCGr`4}GxG}ZrjS0yi}Cju z>(baydXBI(0 zP5S@n!Cks=;jFKd)-C_zZ+MV-H_V55K0QFs_((kW```BLImbeKK0TO_R-R1_^8J3f zkKfNY-7`)X-5aDC$zR`iP0YVe#sOdzyTRkhQFK(61(b(;J3hVy>2c*|ITsjD}2Lmyp1EV@A(x^ z)UqbaxBB3``_3WZfoweeqvYk&3YUi8clpbG;Nh|Q<9ea;jjsg#KTtlQdxZS|Rs7!Y zJ^1^9EXmtAKdxTM?VpK!&BOd2#BhFBmsIr^Up+Y*|7R*L&}XYw3O^6_2YjB*9Mj0^ zl1jey*J9QGU6lWib<63CjjM95|C#9DyV(AP82|tI!3Xs9;myj?m}C6M+aLVMg{(gw zjMNGbMf}V#&!p^LIj#Hl8(Ot?4Xs?e+MUY>r>&6z(zivY!|K$I5Vp_ z{YrU{zuQ@}npW_2{NCl#tCF^Tx<_I;!9NYSJZ=4*^xY4eCB3~5`Rl%2PZiab@(%p( zz#mT)`vYub4$TyEguvxN8ReZdYZGLx{bs#zX~chzybIqnHR4}q*!kuGPiW(o%~6?M z*^%G5%OxULxi`J+r>2_A+%EM8j|ge@9Nfn~bH>Dl2=_)gqL{bS8GmP=To$g4@M}6a))aU*9B=Bf#GP_H9C!a5$Ce8FuVMc=;Gc>~ z8P2PCX25>~{;hbf>4otH4EMHkz`xN>hI8|{3HZ1FZ;1JI$>QI@W{npkepeFt4X79V zvDmn=i?}6M$<*M*8Ac?8%aAQr3>;y`v?6~TN1{f=i`}u3HB%0-#2movHft3 zA*Ft73`ep3m-`aCKz-F17sq@LV_#mr1qWw_IW4c8|C*OEKQ_SN5vO5_G3vU}dg^EY zzJ^;x7*^c(iuu6Nv&49aVO_7l%aJ?{|3bR?<*R>}#28emxR39|}GGOs<{hl0Pi|ZoZ_SX9nlBKa$^D)c@1ty|iW9HrjXK zKu+zSwY#0?YJatfxwXG0*Umw{jYl`{<$349j190l6|q_kw)1#d+qp7={N7Rxn{c zi~kmjQRX-|NZ&QyN1bDR;uGg;SDA20%KPql{em9kqWv{4Q^X-LK9I*2J#Qt(pOJe} zoGH}h({ESMhbz8tbv(&2sJM>yF3#>9f6rmm(k6}*BkkhenNPm@_NivBO*3uAEu{M|fJe>YeIHBLMh zP6{|JZG9cW=>dNRyd1pS*4Ih*_`4r)almhZ{27i>HOYJ*_?&6w{U^wTFCB1uAQSRU zZrQzC{@t^eN_^}ptfjD)0T%~ykvF(K_a0TUKc6vagGWuZg!->ow^sc9Aodh^MvsQ- zIj$Az`ivU5Zg_Y1fqlaNfgc;uH8;PUY`q|UeBc}C`kkBHrfX>>^N`NpxWx757+CD% z=WN?$@k?j(wVrvdbYpog`+uhGlH=Okpo`|~Mtt9t@_pvv#Qfl#X{wMt{eXWd-X|Do z!2f(~B#)B@{4?O60sjp6C%%af`0u-e|FYki9pVQ8{2S)i2#*Fl)x<;A5AGSbXo%Gq z@o4m2kCkJ7#ryDSBk$N5dGfXC7}5p#q5XsY>39p{FW8@8e|7G7!{?v-_Pw%U64*26 zz2W#CtbEgK`>gz3r0mB?8cyrdw=>S8d=%%iMtCFc8aN?hJnH%2ye$%dhX4(lw)-+htu4oBxaN{>07{YLs?`ARA-K2DFDtKXRZ&v*Sz|7X*`ARpu0##eg!KiuEWv80yK zFVBXv9{)?R{hvC4q#9y zAJU?|bG80NKIUTwWl~;{ae|Z|B=Y20j9;Fk_3u)b4<9w^+XZ|OJ-{!4|CV&t|M{xF z#$~ed7=OgLK~`498x?bOK5L{7xIRf+uk03|H`}i6mO3g1t$ZHT5%spi>W;JUYdl8> zztfiwzcvvk1-@@4WpAXoazJ=WD3|#-FxjcvA2_-3f)*lQ>!J16Jdlso6YX}APH|kU ze2l-leO0t>>vz)TtM_dXxmE_PtIA*O`oGKa_dhsFhpLN2#}`Zg-sSc$#Q6W>`&IPe zD&`xC4S9Y1$J-wq%XHU2lFse_U@php-Z$1SoSU`GLy?$LSeL}+fB1$0*JK-WQm{6F zpBLnV^##@-;K0B~4PrH6ZKLZOTQ_K4Snpu{0lzi2{sDId+?hwr^O5xs)*6t@G7#@+ zE&JYq|DDli%!}b??Yz!I9!MiTcGj(7e#}+zLla+rAx0HAH7Ij0*A3}AXIL)k#rbS> zoF3$X-&lW{eAIv4H{bBPtA&p<&0K5v%0VnH`1`>-c(&)@eyRK9uTu&0&-I?$!VyAw zz#W3DEjxbX^CpQq1wS}QgZ?u+FLQ%%Zea7H`_QxG{zqS5Vt+P>AqAf|a=2^Z+&B&n z{NJ2~zng%61^h4IpMv*BxN^XM1ODweCISBs{D*gy{~??QwS~f`aoCyq7_jjH-i-2S zlsDseHaw@8FFobqARqS(`GUuX_nZtpBOmZ`qIZpp6XZwz5ZYhcLO6iX$)JC-jt}E6 zW@Cc=3HDd`Ijj?IPASytiiAhj9(o7>9(_rBFu;5Y+{4F=|tHgu91?PAPja`q$?+yIl^gkb>$2^zf z`|Y05e!+uquW|edb?_Q(jBy^|R=~O-vwxb?^LONxL$wL@?|#}Z^6@P<()KX^G|un# zJsT9CH5IY8dc^*7IvLNxH`>S>xD~$r299>+<~4fQSW6>(54h7PrvaA;zHf55{uEvf zuS27=u5AS;bo_Aeao~$1;tl0){Ts=(GAteWhzE4UxF$FQuLFL^Se|f5*x!k7vsu>v z`KW*7^CpfbDsMx1Bq(F@vp7daxiX)8vqIt>Nxgti^5N?!^<+OVv(#TP@?;tOTX-z9 z%a{0C;CXR-6;%$({vq~%Zge&i_(b`ZZ@8?T(VtfTldXoc=T`smUlE*}KmPdx+H!7> z=uj&8g=l}1Yv*|VgZ%vKzqPxaL;FYLuMqlo;K4CER9nnr9`;fX8~<_nCm&y6+n(9} zk8o_6A9C~VE#atOt~bsMeA!zF@jm2Y{Q>R_eA3{ZQ7(`0 znE9FbyW#j!%Jl)a_&NKZnfCJG>jv+_=MH!`BQM7#55%>?{oRN5YTYBad;nbrli~~7kK$J#62F1en6u-{_eJQ~l&_Rr;6%*VLhSM0*^aRldZSQYQN4pjp~<|X{z#4uvRO_i6RK4~O|l;hsueaQpdndgktx%HRn^?#G}e<{{K;@u2oJ^q(s{muUU{B($R?%Yi~cI_fui~aOAME!A~ewJSA$}!h4 z#@-P7yOi5MYTL}`pHTl8f7a`6Vdp=@%(Qh*s`XDjKVQiF`>$6s^grz5rtDUkU?{** z@U62RYZyyeO{@5uYq`&H7;wh-*Z4-do$)2bte)v}eg>Rr71H4ymmYa3_B6w|502-| zd8y$vt2ySukBs%`x7gtDObF*jzb}U@d_z6P-+}`Ns~SX{Ddh>k9}Tc3$S*p5LgWKC z6FiIW*N!zQAKR_}-~(s;<%Gz8$b1`oV-EQ%I6i`v7vG*&RNv<`h`lf^^~?486ZsiG z1RSag=8IH<`@nu}{C$a~qifb6KU)8n_f`lW#eXC3e6rxT>4luRJ>df<`o9pZ|E>MO zXM(5hDX5Ic;9_6f0iJ`hU6MCS9oE z*kytTFK+v%s=waTzFv&>5AxkuWt|M|pI`fvj{e{3uMqnl*>hb3$lN&3{*SCrcs@UL z{3ltDG_*I#`eXRT7*!2xoJ#nY8T@%z)->?JhxnLnyibI=1iovqrT|A6>lxwg@cII4 z1Y3XLj5Q73d%`g_5$g%RBd*U?Ne@m-HFJ3ppA+(*ay(CPX0ZM^eEg`Uarq!m$i({V zN*VjR;rqBZ_3EjdA^+^<^Stg^EBqYD!#$L>jN@rx{RO^`)gN&?tGKN?o_0%oO|0J_ zAN~hX|0<5nDZCrbM}7b3n$0*uXp5Gib}75o_nBLFtrfpL@VSHa+Obo|)#nYbk4rc{ zq|ImEreN;EoCw=Hi~TKXIV1jVz`eQ1K5fkBjgK!SJe(VZ7*qSo#udW}_*cOH0{$8B z-++Hdz7qoeuj3)`A9QYb7x^E43^1*BB9VHOpI8D2@JBOztJ;n}ARHxHK*=Co>cIna=-3cYdaU;Rz|1#=b(mmtOr1 zlV7a%A06zVYu7H*#?9Z;$Db~z!#^FS`kE@?1z4Zwv;P;n{!3Z@nbRlPZ_&4mN$Z#| zl>QG7bV!^j;hG4qq_FZmPte(=Lf1bo{{_d|+P!BlZQr?*o=p!dIs3bm^8>wH=`a}HPFxE6aHb~v<-v)keI@!MseBBstrkn3IGX?}a zrmn4tS_Yno@0!}NX3v=c=CXCy4#APs-;MdcY2kMosmb}fdBSlNCiwesU_`qQ>=&#C zxDw(-fqw)1XoTY+NSp-5qwwuDVkE%djl`L9Yq%EvEjSau^YsSAOjyG)8@}atHC_WS zBwO!c{Re+K$lLHU#Av`b=J0z1tm$)DG( z?zi~ZK|Qg?#W~3LZFPmYAj;7IcBi}+{KohAbFKfu*#VEFq%DpGg0pf;V^uN#Dbw}` zz6e}VzuCt*hAn#DO{~1}dwebNqWB%bD20EbxTIp1#!1n-N}YY0sQzB2$WC8=ZGQ{Z z3^xk@D^>l$Pde3FB6YL!rE337<)h8w^@pFEvflfu_j%O+^1genzY^suuc>hDpIrYS zU&kac`9kP_X#Y1`|6zZ!ng5KBf_P7u+sAlq0Us_{gNQF1UK3#ckFP)QeEPSigqW8| zgY^e|&)|JyeIhBVIMtMA8|R69$Xs4iu!KLW?7>lh8ETp_n!9fit7L8O7P)lLfl+|Fd@` z{!tal|4&_i>+b5hhsSz?+$w@{Dky>+Nvhci zfZtL7(f*?UrT9jSKQaE6Y5d{$Q-Mc#OakALd)(fKq~9TiK{y50-+{TVl<$T(GF+E{a2vsf{eA;KFMeY`^3|NYo#e-{JUhV6aQl@ILllJ0$ad(p?kbwY$3y z5g!Mf81Pf*eDGD6vm%(j;rh6iYc7%ACD%)C`rkuxaS!H?s0@~8`?8SF_@q7?-;1vS z2Z5fO^5*b1$Pd83=^VKZx|q0pp_5$1g$6qW` zyFmZq@557+QwMdlRDaMhzL!b=Vf*EKXrIOJ|4Nkq^^tY%vmcg=-51&ZE3y5sO&{l` zX!|!`s?U4;wXq#@6L3O!jzQx+I414)E_3}Qn;Y2t1Dp}?RFESE^Bl~1jCX^1&Md0^ zG=uWwft!MRay~z#n zX|7U3?~Fh`cs|IF(@cEf1&co8dv9&1m-!1lqw#VYsFoJyZd`v#=Qi!c^SMdfW6qaD z`yd;i!6y&=T&`ee2kk7JnPM4hZk&>OSV&Y`sABq$2)BSRi2&z>OpR7xB*k zvyAw!;I^Y-;t~HAZh+z4hVR+$P;U|cjrgzGhm5(zizpNRR}lFaGck8yz6ZASTWgqL zEMBvWIa4w8^$qwT6jws2ICW{xo#NSV2+OD^tWsHy>RBp0Lvp>6xx#8A2|DfpIdTJAp61nR4C;)F5@In2EkBGa&?_bk3OX>Y< zc{hB-UAT9JuED(Ul-7`V$XJqKVe}3LD^Wpimt#WT^ z_h{{(sQeQ*z)>69{-7V$6+LI6<>#w^@pJlnP~XR}zw`d~kAJ(D{``vD)wbVr7154N z{SW<%zSFm=bF-ZywLi*F^#1XNMeZ;E{71>`ANCjZpXfi;4~l313%4wHOZR-u@i)}} zCU9;FF#Z{r1!Fq6GR958SdUsuTo04xA6#paI4iVsIgZUgP?IXD14X`Z*#5tIwbu;gV^4(Bd zXOJGgT1)deI))F%2IT0$cjyqD96XEU3zT#2P_DswpM1=7us)i9_R&0aFXfnHUK_xMoJ^nKN#yMl9Joz`Pmz|A8574g4_e**iB_^;yX z93Lb$uwEEbN8B*XT+fU6yTsCnf3j^v{BJVyPY?&l-x=Gb_QBTK-nFektYA(K<`+2E zVgt`FByM8F}iWoSQiQ%?PlCx7tX4cFMX z-z{0ToN5bAbE{Ubb|>lGuR`_zc=C&Ff7L9%rsjJ${X^utnYjN=r2T!plJDlxaG%DQ z(#mHHo@1Qx|0+lR>NRWJ;w8)6z@6)=o3Z2HMD$qO3rH;QHcdxuK z{~3B{Ii!*~2<*nsbFzqkmh*$95~a`m0$4nr>HK%*K`lu3-3`6D~@z=up?#ucb(dZXSzZ8a)6W7 zY^`IwNpjiD@wszu(0P^@Xb8_lvTC+$;%o3uI6ph{ZG>}!d*WGvE8#u&tHd)Z=KNE5 z;=&!bIV;aom0u)02%6&-Y5rTS@=h^qS;h zKu!kLv0=k%PsP%Il%MGT(@jg<%dh-hc{kDz#kT*b|3v?ilcf0e|K_X@+y{&1C^sXK zFL|$Cj6b>hzj0tNH^E$?qvtBm1BPgvzdCr$?LM%V>N4$Rt_o^fBF_srHJA%rrdpO# zpNaC_P|g}01E&So@|*~B2h35x-KA|eP&Gi8j@l2 zuOlZZ2OK?91GRaj>I3b^v-Q#175F|l*EmL;?}q0`4>^9`e0Yo6{?J{g+=O`Mr7OPV zJUr*G690(v@myriGLD_U_9NGtYQKMpV=9kT6hDnCJ6`-faP0`?yFsp-1H!$bEpp)0 zoH;MJmf>g-|BCn@N>BY5hYuGLpka zz7sEo)*+04WBa7G1!2QhcZ&EkjA<$F2IoKKTrdH~t@i<6gfU>_<``E;_v7B7yiD?i z8wER+_$3@$<49#c{)0m!yqN@>%Ow9+|2dL?Rqx%Hom z{2SdDU48u)H|OK|RNrW}tF5hZS1z_v9s;wCQ1|#ge*fnppZfj;dv6xaSAd20Pp6v=fC)Oqrq1JzLRPG1)K(W5wMnJlxqgK5HKpdYYqJ7 zT;~O-3gkr+58WAcC0=FxHFIo zz7C$RlXKSwqNET{I;azd5?eGm@VstI-XUvQ4!8jKE?xFGc z3gz}G_WYCUSb^Vw5A`3~$=ITwr()hK`!ngEkL5A{tw#BKx)a_FWAVg`Fuufk{SKVZ z>OL8N0$a}0V#ka}!Tbv0S>Qc;V7|>c>L1U9XUJFnS4Y>mmtKC=eY$yB!uxpPIl(Uq zxCjMqe>V1))bEmK$w&XF(^V?_-*c@=Y(@1a94+WF;Ms6Lf&-wugA(fB@agr;0h+q< z7jF52{NNSgl|}svFU7~H;`x6u?GN0##-8I+<4yhVgC%p^>oeX<@xO`0Uz`8<8j8H$ zbBZ`IGLP6uwVE(jFb)jHd(@M%u^(IH+{63>^A^lMz<-fCQ!&<}kSQD&swG8y zVB;A>CgdCc1-u}em*5(3WzZJPe{BABk>o=zcrndqTDTqC8n*lP-+zp{oWj8Y&&Iep zXb<+|!+al_13~VLd0Jh&IfRo;s6BC?S$zKF3sfB!q!IxO57Sc`((jqZa3kAw|hFq z)qkkpgxgeo?dNANfc;NY|K*gQ$OK%+iOYi?@#JPF&>m$Zb zfT37z29smFXKaDt;5h0Rc>IOFbKM4dSKF`|)H%Q>oPYI>^vU&vNi`hW>+31pByNo1 zOsFXp&i{Zf*|CL-K4%UMYkltCxM=-1r;`<<1&T04K{VT+!xlQ<&>Qu>`vbgh4)+@M0JdY(=oZm+IHnxwqI%l={t8Mj|T%VkSe2~^> zW6gi7QGUofVLpw==7I0g2X$j~-`U$29P+fZ+&tszuk20bU1*LIUbq~1AEGB|BW}ASuf-1e=PZRmv@M) z64*cbN%%Em>p#8!ORfJXf3sV(V+Hfi*0$D=Jrn<^g!UixpBn%2(LZ8|P(k!yc@I!?Z5xz0oSU+z0iKIE0+1tU8H%G$+vlz<+uS)=X}Qnck1$4cbYzP z=YP!grf$=k81#Se#!=ykW;y=B|1hp{jVa>XaNZkVZ)(4*J$*i|KS%se-#?7&@5Nky zkNA(SwWqCrNBk?|U-JHQj6anff6zbR!YGCXUX0@0hNnqR8=PYpm*HK&+T?sYCY&5O z57+ZOa1P!}*Sb`;FR>3fF3%zNgU+IS>l5MPn2r;Biu#ZCC;no#5&ci~q4C3FO^iP= z{uX-tS<^TmJR0B&iX{MJNd3^-Fpl-o`i|ljj6(pM2=EEZdt>hvV|}^f-eu)&;C*`K zHGtDWc$MX|Nw_z3+;A+#lJQ&cbXgF52;@XKAfBVSEGF9-B4fu zM0KX7V*7nRj}!mC`)-4qzwmPheHnKE{as1%w;Js)Tm5G<{>1hN<9Zp#pG(RINuU3m z>u)c}{A1*oM~n>tdzneK6&P!0(j0E-8fM<3*wF`kWaa%@{qIcz+S zgmjC13N1I!5`U&%a^euK53Y*wX2SdMev)Hb;mRlvAWQkUhPf~%1K06)eU$$qJ z`|~TWIpn^*X z-+$mpaUXgPhxCEeJxSHS^o`h+^}B6LrGMjAnOxgW75U)XtUA7)^4-A4OY47=rT^hq z;0mHWuphRe64^iaHav!@|Ap~aeEqcB*16X$uK&{giSin)YpvyHxI)p93h%lv0OS2?Z>^r zQ8GR==23X=)9tNtU(A!x4w5_g^ntsD+&1(#9(XpJcKyKT96WiLa|&Uex9Q^ctnIJn z;ugtqLtL8%tuxhtoHyX!(C?Zv=NLPaH88=i;`+1T;BoyuuD=(0{T+T5@xO@w6&inF zyNdjS$iE;PFm6m}V};;f7`G+ixri)&cO6_A!qXsIK6(s19eyVJEprUJMz#_Y?HQBn zagBa(e{EZoZ@N&Of(I4#AMG#tUyMI7{#NYx^DVeH%C)hz)MN`RDD9n0I@j+57l(gi zUx;adlY_O{Q&ew?axLIJapuVgz6MSV_#B)A$M46n@Dp%qICqTjcKANP=5Q{(d(ONN zI?mW7>$G87#lrOv+tuvLU|5s!C`I)nf ze;YS`$Nq4Ob3u_kR9O6-?D`j<4B~3ke?^V|W`C%Snaq7KhmrYD2h}i;n5y%b3Cusv zQSBLK3 zC?EEI+HtKZ<;yUp%>0`KTb3GA#+|4eb^hOYS1^Fp7av>zNO=0g?G{ui!V>gKOptlR_WeRTQh`nTWcw{rA< zluy1?M*pj3{ex!+U$XTN;ocPA{=v0D%)q!MA04~KSbu5g-0#+(-^6*y3hn=B|5=(d zfD3{=GvL`ujmbH#mUtuJ=7M8_`NvmlRx?)wbAUS!iQ7x#f7_i4%)P-p#q!;Ni?W-z zy~$@U*L?zi<;baK*EMvVImS0=-hz1s?zNQaZwilPHFJJY+Y<7@i<$Sy$FAe%RhD;~ z=4&Ps@-HyAcsA#|!Cd9e<9n3TrklhKgM$DILigkh-9FC*0Iya zxeeePfvdx^X`UsrsYWN|$^kbTa;&};asqJ`u8 zHEhNGBK{{BDDb_AfBLoklr>%TqliBn_Kt1hODVdd{rua<9$?2Y{>1o`YBQd95#w)V z#9za8)81J}T^IN>bA3G5M*La$KXxpM2ga|luG5)eW1mg;ib7V(sFTvO~!SS!Yo$w~Vrh~N|&0S3E zI>0M{Nyx|E(Zm**h@9)MrFHx8T;%m{4Qezzp?7x-zv8?#T(d#&NaMvYMrpVfa|kTw zif{-7ZwAi>JRHH0c^|I9{rt7TG3MXkSZ4Y1H-PCATh(;|{SP^COn&X*M-mfr@PFjJ zVV$8ZBZX~0^jA*(7fb$?%WZB`U9J0I#vC{Mqxo)o{T6ql>!RmBvAw8mOvd(G&L{Q{ zv~v{uFP8p`DZlU5RrlsQl<(%D)R|(xpP>I&WBYTBe;aEzx{u~BaJ@IQ4jaYJX#eCB z(f?ToG5(1ypr%y%{HKTbIASN5b4+af?YMhcc`3xDA$$dRk>EUjmg+CqyWt&! z-43~Kx+q@_<4;sa0r(keLI6LSL3wIY>s-y{`+>WIXTdw`oe#QcdxK@leT9F6`ou~9_c!=ArIvr_=5e2g20HRO%wYdse`te!RR7tu zA9-_dk3!l18}GgEW_`7Q^_Y$PA(nZk~Lm_PJ9y2bMe%rTGy2J;%8 zJ5WBqS(G0S<39Mds13#Q5~@9ZrtduQZor8VUM|iLKk4%i%zuWS4inepF6XVe{y_5H zpzc%cmQBgEI@dosYs!Qa92 zd_}w(oPV3{(N5f(>-6ks1Li-NPYKsZ=1TnhB>&ru>v`^l`A;v+#m-YbPsoLw^OUD> z7U>0i9UQm$AGkcYp6hth{vpb9v+w$0KmNkTz;QzR7bABN)fv5f`zmvBez>xO$AoO` zZ+qu%;@KSVId67d-RHl9e^YY?b*755{v{Zku2t&#WnBNZHQithH|oDA>#x!N0-P!O zU(W0AA&+*h!0s`Iv;F(u$^60m!fa3E)A^_y z75EC@hwnxAqhrZ)+PH}G@jdx%e8wnWbrSWj_89HY@ayP*8lwi2=CYn+?*`Kr$9xVP;^$a>D&9}W(zaNux;>dWvmK z=JuP8lWk)Ewr?Ws-@4@o%B8YE{Az;!Hxc=q?}qyF5!IQ>*Z(IX->xY{{IPpYME|+S zuiaGR=6*ci-Mn^*bXJ)D&qcnqQ?^k)#5TqMQNDe}?EC zYs8p*=O530|HX~``be><*^J?!-av@E+x!do4nBteFpq_P596I|J%)FnQ6K93y-Tj0 zcs*Ui*BRfzxof}Qz?>Q2Ly!TC3UwENivj<^J^FvX$K0KPr$hW3?`%Wf)?GXJ-E6#{ zjrY;3Rx%?>lKihNB=TBjLm~+5@FCjTrB+m*sAaxFPhM-@|E0k&eZ~6!K zL-;#-ALZe2t`^0vLym^za1lA!pGm$ypYx{(FU50c{Bz@4I>y`{aDD3BnwA#7{s-O- z-=B}mJuH7ra!q07qb-eui|1nh;Ln&2q}|F}Lff)vzi@BlZ@h`x|E>%B-Ah!zX3>rn z+Lx-YEaWG;EPwyA9?NKdQ9ju~73hBt^2{hdlYJ(``bQ&i=(6#@TVtiE|5Hig9@{{>z-vLpfnE$7!P+J11y83HQLgaE_cyoEDv<7$+F_0apdjce<~Q^>~^%)!;2l z-KSx9bL19thrx}34#6SrA}%rRIrIy7K6m)|8Ol`%elp}*z8!nMD>u8iz2`dGc|LXb zXQ>+nz7P1!r%3i$k_(P9IMKN8y(fdrRlZEzY1He&^H`nFt8`7vt+Q@R$4(uCH&eaA zdX^7;-=f@tSLixC&%qlj-6jv>bIxJKhc&84l9*T(YOP`(@Fxv_dvyQtn& zE%9y`BP-JSSH$1q`hUbf3|A(+G~z!I|EUoC2eCQw9}u7E6UV^EZ;ngb_g{pqyBd*U7R zPEZ@IrwEP$u8!5AIz_mZab_eBjlEybm^tuz;9$&&K~9=fJTk!x!O5Xxe13qT1;3y2 zebRU~l;>kC`D|NN6o0Jdl-En1?H7Ji`Sf2(`S<&;yFgP#eCIx#IZJ&P_k|th=6@4uKkA9S$-EoNcN6VDYyH>N)wwy8`{_n^ zkoSr8H#Pjf(Du(UIND#<_E!!1M{XMC3h2CNklu5au{OW?#~;ssb$|T+8}m<)M~1N* z!gxfM<`@L0ndDktn2>h^3=4G~?3iIcz_0E<9(4B}<9+Ri?iAH|Kz*vER1bkUFtm@~ zEhiog_%V2|`Y!QsaQ(oO2l^Zj`Fvb=<4#W?1Mg)Emj>J&A}4X zYqMvA{2O;~vRu3$j(g!587rjuWWv)(ZGWhL&*>Or{>gJros(voe@238ex=h413AreQ->vuj3gJ!wZw5A<=rWn}hx32af8&kggd>7KB3u#13|WS8 zNR*So$Fq~4;Mq7o^*(ZcyQkuiByY`$6K>hghrIr`l6g0&*X7dwiO9$OH(lE9ppQ)c zKbrl6J0pFP=sy?vsFgEO`$s=7*u2#J-^;JMwXHSG0Yd-hBA;^_PRQw%ZT!im{f#$J(<M95I7}h(;4N!^#3IDkc77*+~Q=8Bl8dNRxVTCL5xo) zh;#BI)wne7jmZe*gL8v?fZ)9tUkWmDAIz8VOgA3hVxG$xBf1ZCg!$Wj z=H1*R{!ACk$MYbc&z;8u#HTs!j`o~maXQpIc{{s~M%@MXsKQn0Lue+q{~^y9yq zz6|e6(HU$_^cLe!#Q!4xDHvxZ$6xLvem7ltF~N5pA25EfkAur3Hq9Iv^LrdeObFru zpN|?*94l}=#RPB@?Ot>)^P=q9K&HGWFEUN8ZKM3Ce;HqrF^0#bXn)cFV*K&(HO5~W zU&=K8?9iH1&Ga{YbMT&3^KI~GfLGA_$+RBTasRUGr98vEv?jqk7_R$7IeqE9q@)Iw zy<17=)0#`deF0|%*gRpqiup3vhVFrTaSj05f@34s^t;D6kI$v+xSkAcA(Os`^8Gn{ zEo2x!N4}@<4OD)$jsFME4olk$)PD3sIrU#I`Q2CB-L`F8-0Zm@yXiCMy3L#GT<4W@ zCAYtFwZ9PlSF;hko0(#d@HO+%9Qep*?Q*L45YQh6D7$mOi_wRzlZp9jX7n8_M84? z&PiO3wE3r>W0Kxl_?YO9ucJAtT$jv0g;S!kNT$>b(K&6DpJIO(`#W7d<*_kN1;00s z+!Vm)8Kc)NeYd_*O4w0P&r6#oVfq#X8NY5iZ{xyLo3 z2HZI7AES*w+dC0ADMtzUSRK`f+D`Wa=V3Q-)=)19^{Tk$p8Ef2?ZUDo4=K~%wt}0$3O5|&fGaqIb1s3xw{v+CKUF8`%wFzxQeX9M}8{GlQJ+tM?PR?QG`^I#hrTk*~U(LlW zKG#hHYD;m>8>%;@Id4#J3Y;9|yYU!Tnbsepe8nrH{v-Yx@n?-k5r2>TgUG+|V`ByI zPr#P}KZdz90e^uxE}9F0c{9qHNuFJ}Hk?xkyc#<0zo*;>yd3+W@2&sknkYZ&KiXgP zzZieW22$c?hFBTIU^~~x+!%i=V*IIZzbZN7?OiWgGid8;XWq;$;@Avw&4n;uhVfct z3(Ts8*BOkbL%0b2#@dH}Z=A7ty9f9)dXEwL&N*!Y+}>(&B%B$$HdQurbil*mYb}3+ z{l>k8dt>tCyt^`Ys3QA2&^oMbEKK`NA5Y4p|4NX5uI;2-zkY*z^WACg(}kbAeS3E~ za65$eC3aIR`>TZZGZ$b2{f~S%(`N+vZpQGxkzvYB7HZAAI<+urT<^(J;!H+f15muKlZzn{v>EdkH^fggG)Z=gj4NF|+6z2l;ZCzeD@*t~7Iahyzpm12}b5E2?3;zLPEW z9pv3`sW%0F4CHrGjReVM^N`N3r+stXF{(8Mz7IG&c$Xbm)d_k>opb5X{?ixEvfNtY z?(wzsjyq~9Kz_%~s}8&#c{X`YJR|bsoTeN+;OX3ZGQjn)(8dRfEOYB73RNaeiQj_ycXh* z5YEi`8K^IE(LeINSe+@$O~W~LAQM~}+GZnPxD?0%Bm4pUwr8|0W8AnWeWoq_!u{5O`v*UOpO^avTqF5p(|%l=i~Vo!*r)xVa+E7GQTfuZ z(pRQ)e=p)jm7@Pc{g=c3$|Zk&dmZs^UUi>s{lfdzRBAuC4Vml@wS0DWBX3vn#~Fa~c1_ z`H#iILdU;a@NSUX#@CqAyf>Wh2K*a2R&%;N1CD0c7q%JJbR+)8>)vtwKd%29rU8sO z;?Egk1?eT?@1g^w$Yn!$ zaQU5l#me!{H*oDF4^4=h0zai%+{C-#yuO5Q@OwXaZ;Zd6a-GO|L)RPD%DHWfbAx*u zc1~CDBS#k`w7<&D4(D%<{_{qo4U|NYN%Z^|A2 zw%2cQ(`OO>e)$~huw3!ClKfxdYH7!x*nXN5RM_}4MEv5j%s0NoV=bO9-}whPcfS#L z<&WQgbpO`<2yxxq1=YmPSmWH~A$%18?-foxs8J9z4@V&Wa6g>lD z<+2r-ndJ+fF3;z`^F4sIE6;;?2f#PK*nfcYe#~0Y=vMCU(>yzgjAF~@=fN{+8^ML) zyf>jwjAQ?siLWDAt#Xr~C*$GR_n`fo3D5VnYeG5pJ%j&kr(7My(0_XSIoE^dbXj}Q zSJEfh*q`rny9T-l+RuHe{XdoE|KH#K?mn$s%C=|rH`Voz*p;jQ@t90i5XkgZZI)uR@MLh~da>BXy=I-;Hu`QtC|+_onvrxvE(I3ONlCe~b8= zt=UHW(QLsm?ufrc{3+otFdr=PADH`0YQ2 zfqlZ`AzYs1^6x;tAFnGw|J?WE^gr_5uV+uBccXfSW%noXyumP0%9bb24%=KJ?kJ8-`r?_c3M5|@a- zbDQqR&q>@H&ewx2-4pVVFQ=30VWAEM=h~ol^8FddviV`se&*8z@>4J}&5?te8sYwy z5L3jpe0}Qt6Z(zvH7AYgD3kp)T|-U=!4rW83ML4gSh*eGGbm>y;eJTnB!9mw^xt@c zat81{4TBaOQ}`pf%eUM%sat#g&2GIu^O_SU+*`9(yVu^D=Oo`vY2|x8dX7k)tMArLELX z*lmUMKb`}82^)X2@xOe>pH1Xn>Fq~7D)v)~op=Ttf5UOka-@tWe^2`%<`!-{vCFT& z#PKix@qZ8HMG_vM@&aMU6x$Hvkjp5S@egwpJHHtIS99?P=GidkhPX95k=urNH{jgt zqSy)+t!ZSs3tdK zS$bWP+XnXza8CW6i~R7u3C9Naqz_~B%E1Aas`5ogL0qYV_|w)om{I=|X@9x(ALS>u zSPuIyrvC5scT-NFX>Q5VWuy9EG3CP_o(5b&$YObc{})sK@Ph$2{D8QOKRr;!jcoq- z9N0A5so3?8x33Df!!UpFJm|Z}AX#RD(Ptyy zcs%PF3&s8PdfXTH=jX3;%NkC(#al1Bb!Ybl@=7P)o|B(R+Ye0F`w8oBZ2#ZhxtB5E zQ2%ycw7;Hm9gL;_Fy0s@k6aFQmP;ql|JO&?W!3+od}&)|{o8qA`|EJ40`_IMyQqIkB{0-|( z!QSd9A64j&a__PIe?0kr{@ZJ==FpbZm=eU_P+qCqk7uto`FpQ{>nQOo)A+|@-UR0# z{=NnDKg70%uB4U}_&37Ap}aT7!C}q~YD{5`-PY;j`n#reMPV= z+8^p0Yx_A~$}!{;vT;@V zTkpYKN?-pBs(sg6bH;;G8Y(H(!5f(E@938orTql@TSmQ(QpQC)ck33&L)n3AV zl6qCxZ&(`SSL^s+bL5fh?Z2=6Ky74xf$<8^W@-0$?YDk3z412GdH9|5I9~tTeWLuR z|2dz0?B1R+!`&UYPWEW{eyaaXX8Qy0=KkQY`~CUzgmH1)_{a7z`uIPU;(ssI)x_t@-OH|x<}|>PvYGz?3+LJojL{G;hvr0r zp@E}ASR3uPc@yJPoOcHM1c#G%^KlQl4*6efZWZN6{Rg&ScEVfR&$c$c{Rs{jaA3e+ zVN4LXW5B;r9FlQt9H(R8Gl)GShlJR)w^5ak8dGh(KPEV)-jg{bbe~M}zdmxwtvt{- zu6)BVljp?!gcrm-59Qt@{0i`KMCMrXvu%Gq@`1-^>;E`ccm(Jh?H_6fFnp<3GrImW z#UHsJ^d!1qUWR^u<@MLyytNCJ$7IKi$CN5RpZ1qR|4lcKODs)`zhkxE>z8?4)!lyM zo>Zd!m!khOwSNzBDtvyK5{OXA`8|^RjMfMl(Z{~Z^|DYp|H8K9E9-t46#XiQy z_*=^H$7)V-{TAf5AzsJh5#w_xhW=B?XTf{mca!}7%)2o>Nw&OBr2AV5ry3gW6+9li zm=NE!Tsnl+=PFBI5)vJ&~Khmy_ZU9 z|L(mzDL2uFuKoN;uKQ#CRqXg%DeW)U_!HY-z5d_Y*A~ooh!X=&0rLusA2a&=C!7lj zKLXbqmnNJq31^wPI&>W89H-njxSp|dFE7fE`Y)XQNzN1D(QIf}yb(EWl(UjjYXf+s z@>ZC0LBCO_XnV(AuDu}~9N25(4`+yXbNE_|&$|(FJs>a1M?v4|_qx{oe*Nw1!Tp@gt`^x>5FT(rjn4ObBKI5%9v_BvDjW>vU!~P9@jqU%?aoB#z znUj0`+3j;Vh`vMpuROfgz4Vt?-Lk#kWZnPyv_Dh-7fSzim+J%Fnmr<(o?^Zd+en%F zznJZ}eywEtFGu@f|Hya5F^b1ji&ta&UozfLZ2U!>MUE*M%j5W8YW*Y5LjQ=N;431B z7~(H@I5J+H;&E)e_``7}kNMwt#riRSw>3^(&(gImye|$;kI4WIY2R_rT;+4#7v=Ea8KvHofzCYVhWaGS_6z2V^UI_EC?A;fwr7&S%^T&WmE470tT>4hzmfy(7uLB3u&jkJE17)kar;g*YR)j?Q6R5&Re2 z7x!SfiTu?qCv-jiXSd=&Ki@lB`SvW<4tZYV*<>eQo@-+5&sDx)@oC(fG5miobgA{d zCK7*uHIJqLPrhH|UjF+(xbG*@|GBn5Q~wuA{~k{_ZiW7B+C(@zWQd#>?XOVsy$qHm za8COZCN{BEF}HaoeV)B&z9h5R4|1tI)jT)A2PJ0=aRlhQ#|!zp@CKxo(_N~!Kv)#Lk1gv)wEnwdMH*7!Tp&)02{HAB6oISmF?z>uWZYIh2UvuOq;t-8+ zo6xSB!}1;bz%8oPV+V*!h4zD&^HlSWu#VA>CDebEKY8_^$^ScvhZFkWROW0|)lFH{bcdwVpj*wD>!f`ky(CY2#09|Kx~& zZItgu>gQsEVo&R87g!>3)ZhU2#Ga3G7^Cv!+=Tv$=&#R(*$rqsfksRlrQU5R6 zAL_1rNBLbWF9tX+;7=s)v@VAb$<qt;aJ^7&b~4GGU@Wz)CrpYQ+2t#0{_pV7B5O@1NTpGm&t zDIguBwIAFY$)#a7Eq^~1!~c<+C|y41&{6%rGk=DAd*1ZC`#+cVhw_EDQwaOpK{|c$ z?@#Eo?&9`}>i=T2ANpUuca>YdpYj$lw+()oo&Ocm{rP>x@NOdh74bjDGz~k&8Z~2_f@jK{OV_P+{v~Vr zdS1jo{k$~dpRkFDe@6T>;-8Zl{}kR0`WRz`j-MDe_`Cd#Zhxz%j1_zi9asL1=qMRS zBzEBXB!=+yJT|F3$i(=>9G@sZ>Ob0_=cGmd^K-Enf08(yG8SRJ9^)_1Q!8=&VU7m# zYADAI=j0H+4c8r^{mhZ!yeh!Z^f&ECZVRb{An(y)O(|J_2)<(-LisnqmfE=PRFCFa zFm4aFxyfgo6MP}d|H5rZ?su#I9{XmaaVyJ2pO$AxI#L-Ehv z$;KOaqZ?=F}rK9+<3<*R>*1IT?vHjVL1^$*>{&MR5} zVf~?M8h=sacm9ec?$Fhv`ghpq>n~Gv{sG&|X8g(3{(JA=rFhfs|NfPE;OP1+ix7nM&)w(f)zc zM*olTFUJ3g$A9r3jwOWQro6un-)eZm92~?|_BHl5^*iiiY|HpFc8(nnw>Za++jSbV zbu9pGi1O3;M^XRL{+O4R_>OVn*q@^RNz7pWp6MuzJBTs(9pg`ozh)n_Wxpxz_;axJ zf#yZAT1~ViE{o4e!(0Ka-vn-p=1=Lods*Mx#u|fQKv>hkx$+O<-Q{K%K9{+p$?@KK&lxo!cZ82(OP@mOpZOP7*DA`N6#5?|pKYa_RkofEe{X0%=w5sME%(vVg&YqCANFeO zkXXSsHwF6t`ETiUrUJrEkO1fRXHP52{|-0qb8oyu+?!KJqyHl&B0gp@{*5>O#P~OP z{GaPgDHjG9ZW#XrXUTp3lW>%iT!C^gy+7ts$k~9o6wj{|%Zc)%{&{{4doWwc&;A6H zG=7V4VNy9U!cho$Hu4?U;Mfn8vqo~=q~MkT*T(ASFfPwL0J~PV%CAA4DO!@)z__0i|7A`z&~MqCpt~|P37(X zeDvSi^P>X}KHA@(;2dp2&Yv;tFCY1AGi+0#UX@!$ye6xiR0{d;emcYb=i?7O*C1Q} zD^&ZFTp+Mx*tDz%;5+P(IXD&Mf9duQ-Vka-Rm1qZ@5jULr9Z#owlweH=N--ddA#7h z(76Q9Ehhi`1GZQ!`|rBb=ea?BDav)j+#AVp zvx|P?*tQ>!yHyA8#`R}jTcLKC}5q~Hx{^0pR5&w$#U&KEvihuIO zZW$XePGHM=lnV^^h=aqt@wsgSS1{0>zhV zZGU?FOWGyz=h-hKT4lRv6-{HAVD!(|F`H#$#FelP`^8Co|r+66n zKE}0Sc~QRUi~A&x`DfHW@bELf4vcV30v-x-p@8o~9F6t(4!khja^4i<+t77k9u@F9 z{BeA@dtoawP;K zDpmXIsWw-bXG83}IR1~iI$U?k`bG6$&i3bHf8gBQ9~hQgH_9#WF*_x`p5gj1Xn%dj z9@0TQ+aNey`N+4NQ0y+Y+Q2Kv=@oe|z><`%2n6GC2%sxE2{}n=h%T3{nj;4RB z&j>yQ>d{#ps!G%U-mWHI%czF&7k_`P+3~&1CC0IT)BjW%|18fE`(}~sAF;ds%3cSX zfnCG)Gugk@edDn-kMXDG;#SFR1HKLAv;oH^$#o;YYtFQLzD>lxXw5d_e~N=Dzb4|J zjB6U+8}VP@8UdbeczeXZBmNCrFnfsn3y!1AFEP#uxF+_UP{h#hUL-8R=(hz31;naUc!6v?8x;J?N99Q z+||J(#|HY5F>%QY=h%tzt4{v|4~%o8n6Ub;tt(<%+qlL3 ziQc(vyKquthxGeY>HlA!3?{rARnggMTD37Cx!^vfM!M6aHk5zlHX{qel-> z-kT5HiRL3LH+ic6Cx%xtKLH#C!R}Mf zOWkK21e~*;^Q+Ktz7AWHA^S}JnwFC~Z%_V4!rw}(j$Dyz^OQfob}`jcS~IHra<_j^ zcVkKI4>@4aC#L^$w?9|;I|%DW&WVAcVb^u{X3l?qn*Y~b2LDF6H)XW{T-!gI|4m=^ zk^A?D?=hDs7yrvwzHwC$LoJSqj%DnUbpZNqV;Y^;NO7oA?Ju>)W95#&Z%+HbE&6uF zgzew_V6x3WnkctYDeWJ88puOD$z=cIjepttpXIvoT$_M*10K#6%5xLfzbb$IwcP8! zQGUdK1rv|>cf|jJ?MMEDjGL){e+q9^W5pEVKX@Ehd3Rn1RP)LBGRC=C&in_%G|7fM zS0>mO^0k<6lYY$X4_GN3<9pD(qWoko2c1OyNBd*{L5vb#iT;oFDn74}S2m12ZXMyxD+#AB}>3&gub?X1;k^7uOoBdq<-Rho%{@>Pj z-gRHUpqwJ(jKDXiPX7lqo8W80xUrqs^PK8UB{9r=v9R$kSO051)Nfw6YCGg zctaiWcVML1%|BnzJ^Evk>mU3M!2m7ijBsWoCxGz}WNX;I)h3d>H*!AXgoHD0@O7rZ zqp^G+!sWqrI1l%c^YPt|rOID>c0c`X_~PGxUxRnU+#TFIxz^vOK=RAoe#qZ*?NCYW zuaU6n`L#>jnll@@@4&TUy$1c}`xLsb5dGH^XJ}xM_%`=$y0f?1FwWpO>^E<`1n6} z@dCGK^%pWn$hM!hLdj-0?3P`8Ag` z*G;$PxlzuI)tLepXI=9(S!0ds&vE@ZuD@%pqliBw7)!)ofG^E`NIF8tFj!!ZE#P}<7LG~r(BzapZ()a^@N^jqNkC8K`s(BZD z9vS6q;23h3AV&?a*D$X}Yb9W9LDv^Nx5j?cR`3yh?~T?+@%zZNh+@C=JHdmc)>Q4`N4ox?W4Za;6!JgxuVCP!ALdd8d>j6a+91l2$fp0Z z(ZBF~=)No~>7&Ukf9OFE+cEM%-J%bES9ALx3=dN7eqb7cV+tNAII#JD$Gt1!cWM4N z)%ySWvtNu_lWYUpjeJdZBtAsGQ6c`<($YkEZ>G6pM}&JbTKrF*9dRS^ZQif3WvcbR z>BMvv+aGda6C0_f_2&b@&Q@z_(f5av}vYEw+5dKA9Jka7;?se#mdUah(6YDuw@V zYiXcdg|E8RN59v;GhS5r+CQHC9lqA$Zr#7*F7|hjo+keHC*t2`&UI5c_CHbkL)|R2 zCtv@YsC=^6RQ~(}`P^)L zV*B!AnZ-4+IUj5M*j3p0hdNh?=dgbs7h&sTjDO?#-^NQ@d`+nasx!5#>p)UxN^4FD z?}pZsZM`evUxKllKBmz6A9F2Y|Hu9Zo)GO{@PO$55r1Sn4R|g50{BqGUqk$rIcd-f zb7DkKtSjitIBRrF_7QGrV@z<|axLJT@MByj&!wSjajxz6xfY`QsQ+kx5}VYA*e|31 zajZaWit$I|ag4uW6IC|;oa-D+!BA6hL-1fyxEgm{E9I%NHMVBLi|o5!Yt!{NSv%Hs znsCjAz8@vNO;dNXYorhOH`n^FxSt>PF^)f;eB^COuujxNQH}>=*mz#S`r4?@(o`P* zYnXQy_ID@#2^*`z_M2}!$q@h2bgz#%@USan&S+pfiTo_~Qe7m=8?b)Jy)vwO)#3!Tvqy0ty zOSpV7{>1p3{4MO~EyhE~_+;_34C7BKmI$mo9Tzr!MnBbt>XkK5TUX=tHhK4uF(i6V z%+{=0>^s)t=pAiY3zaQ6H;rA#Jpbmwz)d$i*z1OedWnOBT2~=2B$3biaZEo?jc)^d zFW3*vxc10MqSq-l{v+qlQ{=LNPQbfSJ^6jq$LM$DA;_iwQ*?~$$I!o*Rps(gUk$b` zH9&ODKMVUm*MBa_=Tt@dzj7Dv6H7a7z1-S=i?DI?J#54NzjCqFz5KV=+~tdB$=(n{ zriT4xpw~FZJe+`x&-*}C}^BsNuk)q?Y_>*#M0``a6QX$VH#BMGASzPqTCOH4$`)EB*e=o$` zfae(QkMeULf5)1CP6hq%rP@U)SUmGy5+2QZwV?gfD2G2`74jCb)Rlp;?|$X^H+BJHz7~L%`oqcaP$i8|IRw9LIdPmccw+mEKp zIf4Ec)GZY`Di8MrUhZv*zJIo5xtsaP$8P5QdG5pcbKQ(j=ka?RJ~mSP{eJ&u-anI$ z&EWIqQBKtpG-tQJIZwMUYgWy4pMK;%{A8YMq-V=U|Kc-=PlWQ>mPk%D&p(jsMmVApr%Gx6u-!2JaSY?J zvoPb|W{T0fy7n>mhPgK2-O#6jx03s2J=K|t_zTuqBmNZer-(mA{K+tvh`&Yr&1^x& z2j-7e2>!;;QbznQMLu$Bm|mE7o67INxPlxv#)~mMVk>bLw8eTS3kk!pw;)@Kp21Jk~8R)msDI zysjj9`U8BP)&OliRF27e+_t8}Ygt+&;n>X<&$(&3cFc9%zUYRDdjtN>gMl96-rOEl zKJYcJTY)?+#OXi{EW?2l4#{2D+kfBH5cfuSv@-9SD&s%ryYYP{Ie-#;*nW%NEFVFF zTaMlT+3MeN51CxsO5Y`YR_XG4$=;i93%AVd8#xNHwf{lls)>Dy-p6YH5aoUN`Qcsq zkbXw-zhdhDXTqz`-oC&bBi}ywHMM`}p|m4i{;{J6-K;rt-AjLd#eKSPq3iB!r}k1? zr-=P|N(~Wk?7M9mbnIVmwo2u@n@j}{~(-y*EDURV+(`x7P=$EmylXik`rpx z)^&XS;tea9SHp7DWsPqXw|?PPpZt#d z+wAY#)8D&~zx&*MwElB9Z!PglRxfa0A6>`&VftTv;yd@@vbk>BlDY2vMRVA$mLK>g z#s0oIvBAAD>jU@3%=g{DXT0nFHSJxuWakRL&!HR5ZZrAUH!bVkE3d!q{`#+fxxfD7 zpYAVz|EGiPoBi$SKIC>?*zaC?`Bnb>=`XVVX50D{{U5q|)cxt@SL8hU`{z$|{@0t= z>fAxrKcI`3=$t?Q^)>hME3dh~z4mYS^$*|jeT)kO-p%XpzU$t6|2_BCv}x|`52v|r zcYZJD=-*%H_ZbU5cC(3dGk4Jf;>|5|-yf)RhlvX$Hj(}M%VeB?ASVpleua%cxyFAR zC&T!&iMV!_+Xh^lhO5N20q4eY;Lvv6G4O68{uS{*!zO6U_@=E>W542@hHXXslQHCo z|3>^f1t*C3zmFAMOGw`bxA7(7zZPRtc|4{c!A7ev{!%}GNplG1?}A^G!m+WoDqlvA zvEOj+AKlNsgL}wa1l$|u-@u0W8rupcXX7=GRZ)J_f3&~oe;Pw#{6P#&;x5N!#8b@Q zWBir5JI0wR9)G0flyNcWopa{1XwC}GZ=m04fA3(IU+b|t3B2}W?`tcL1nfZ8mJ$vQ zzf(o~o31sxrmo}6zd7G~j(9gc?!kTf5clTik-jnIKlzECg`NW#tl@OvGvJv8mrahf zQ7tW-Q%{xgAGv-K-H49(H~JJGaF=+SaBxCC2>4cG^?xq8klF#Zm`LVrYjhb1=bLF3f z+mQI*p4~g#x^>^Wu8#8={jb{lU!EU6lf=JJ|IeTO5-@HuF>PMlSIPd@diJ<`i}Kza zIzZeTYjcV0&vadk_|w+cmgJv`@vmayKWa=FpV4aA6{G(%jXyt++;i9O-thAMd?ko~ z%zxnd%*5k=h(X%?N5+p-K4+A#^TnutKmO)wf8BR)y6*lS%`Kt)7;s;hA7dODc|YHC zaF`oo=L+8-d4E6IFMI{uLq1ZMC*jjThSlnk+!l6i`Q-oe{kPrprSqz){d=!BPPqU5 zyp(WyA5U(*`1cpiYa||maSg;4v@Z#}E@%H2qy4D4#<^}3mq+_T`(LnWsasUPlJ&vI z_&nnQiC)TW{}?BYtKs`u>lA)YT&I`*@`~HgzRCNbVEE#L#qj^NXEwU!d%s~`33F6P zJ~$?unzkjJ5qjoTjT`hFI{p{pu>AQ|;@^CkqW_gmYu#V}`EU0(;=}y?%{Sa@|9R6b z-i7|K7*gj}9pB(ypZT79WA^**t+^jiPNnH?*`8I>XBy+aJ@vhtws;Qt{9O0p@{in% zFF$f$9$drz51nEB-QU^dKKp)|`}Dh|?vw8qyH9GCxUUYcRawfnI={&+0#9h?O1E^^ z*KXy$HE#XsI<_Iy*4o}ld2X)kcH7VHVb0P1i%pah=de2p9!wVNAJTvMjsI(joAdGV z&q>$9FT>w$-Y(GAG1gxSA)ni+_Q&@tlYIC#^WiFR{4x8@$N#`7+I5xcN-5U{xo^O^ z@%e7(*m|lnRn6;<5q}dbH{y?kDMb7=;;#{ZjreQCUnRdxsrWDKbHI92Kb}WK&%t~e z!hMm8L%22c9sBv1a%r>%7vpVu4Rbzmoyw3c?gL&9?v)&i@}vGk8;JHN_8>k+-=qJ< z_!Hyrq#1vNt06oM!^;gLHeQCDbJu|*fOQw-!Z6&dS>FTa_cdwV=lE@157IRttj!3H zaEfv(pKx4n3N@$b)76*cy!q*2A7Q@9a|oZt@`VKZaSrloD3?SyIC9=&=HUod&NZi| z(D;u$KVkd1&rs{g=O9URXjnJ61iAD-+eMc8uV(qoyMZkecEPr*Hq17kgZ;PlohRJi za^GauKk7KKkFdPc(BJ)&>z!%Eb@`Il|;9skO$|FPs_9)Wn%taAnF4~Z|uZ2thoVy-O(*@65p z{xX)Nu{huOAC4V(-`rv>%Z~DW|403cJ*L`TZu5_`#NGYz_Eoooa)to+^BfrE68PT% zrVTC)^ANzP@%s(4H;zKG_4ma+nZpoVNB3B-IJiF#_bjpeRn6-N?-z`p+f-utjI}}! zmd7Pa`N;K>Pyc80_ZQ+0@M`I6<58iHf__vxNH{8`>Hj_5n%Bk0-rVdzY(MS=oQT8;@^sJI@jq;M@Vq!E#*2HyYD9 z4+(LBzCByx)}7l#_1=URl-kD9*dLEAmn_?&8d54jifYUsYgrO>T$2PiHl`{`JeAN3#Y&vOc*|Hb$d z<1faA$vghk9(hFdneGYJ%6M>?;{o`va5Jp_6mnt6yH>)l!FrFqb7kv1e%*)P$)fcs zt+9apO~kip>LT6^<-Td}(VRDw@8&0}GsRe)9x=Y5Rl3pfgf+kuC| z?~!1RFa^ec^kWKs3H@>30ngMvC4E7EtV3`osK!vJPx(G}|A*&8-e~$4UKDJn`sDX2 z7X}j%;yX=#O<+f&SMH?#+AC z-QK+o!fW&~gr2#|`d|1J7^7tTk^D`St$*>Y$sd2)ZlB|K&~3h8F|U~I2mjILCBhx1 zc#gQvIInVr>9@zPu)hHD-|WxJ#(g0N<4Kes^PD6R|+2>2hgk8=dr z?{?!i}CY4d-7ebuce+&_HY zYG^;l1^S!G&ohe`&`o>zW zd9>!#ckI{R&)C1kmwkSpBKd#%-~Y%7BhOJ9`QybO#KUm?fyZGTe;aQcry5jLt4QNs zuJI2xo8JC#oabXY{|xu%GyYo*t2Ol-cfhD z68|LEO=XThh4O#!ia5s&<+b5DQ^d33d^fyB9-Mt{UGsHWP#kblECn&haF^Ar=+b0rTB ze2_lG)d?|E%X5>$*)i^p$)ev;zUVjVKiVJj(xU$*{J$7~B({PVi5QD`2~K2;znVKu zVn(%%KfQhT8SfXKgkbE*p8_5WcrA}dG&c%;Z>2mQyf)11G|EY!?^s*%YsR{^g*7JQ zEHu*^6ms4)bsuB?4RYQ*K&>h8ZiZ1~2e_!n#P`wUGq;AGLvXqmF=0G!4e?N>()f?| zCi(#9hV-a9fHq(UhRA8R`wT4|J5v?^Ev_lP@87^1$WGB9Pc<9eu`~?p^j$% zrt3`l2kvb5?!0$d`YuoV&sYC-bv16zypLV~t*bBie|T@SE1i=e_BOfg@Av0_gajM^ z-Iz9+cKrVAX~p~BkL_pNJMYhMyQ!8~KJhoSky6JW=2&DHf3QE3|A}wL_{Y9npz(LK z{vV(kQy%AG&cSKdsyVibC4cat)Y8NJL*ldYY*fC*a*vI1oG)zrhm0sc>c3R>2TU0l zpw!|}E)3@~5j@;;Yy3Vs$IcJ;(RX==UpYL?zrnfsn~&rE%HhF1{5j>3zpjn)f1nN4 z9)2FQ8_!v}?PshRF{z00XLt7@)q(V3qLV;hUQf_hY5KoD%=eQ+`=PUX=6Y0){T0go zH(jddzo|$2`(yiw-Nd_j)van?Fa2aTUqb&AeuQvHIhPWAu7vW%KGjY$w4d`R={pmn zjlYM8KLY#n@gfKN58I#3`bQz+|ICH+-SqkMI8N~WviSSc<{$9?Bo~y##NFgW_V*{x zfyVJa*rmn)VzeK9hB!Ui-`}D9@%q17$3NtZ+Nm|B8i;GNQ~5XG-t4+6`EJ%9yB619 z#9t!*RMq$s^E434@nKvs@;?kyP04>j`eAIbVE8NeS&CWWp4JDDqd7?A zIF2R9`51i8a@BzIi+zM1NT2tWO{7m_7q<#r_H^QkIO}^oC#xr?>dP;PS)tLJMLbR_3qHd+19}=6T8mU{yT_I z!~BC$^dGL-f`yLMD%|8uSz&9Rm~{$T7vjPqkhjDOU}rHlWFgTTKy-UWH^ZXwTC z5yl_m`GoV2O!C9{EAOcz)(3N(JmY_q4}Hof>iJb z+W#_EgP%Bd`@!$1@7$Nn&90X|Frb zeKd29E9Q^DZwv2#-=5m&=B`=Daxu0wQoO0}kX$#24VB{m%qa=qq2O`+#rSKSA&!qZ z#y{rvKnH84Dq*4`Ca4r zAMV37#8UKA$9blpgQGnsgex=7`p;_G9ACmQ&7r$c-37;0;(pneRh6ropoHtZwifc|02M76XMjqTsa_WHN zGmiX(X9KPXFmkQWfoJ`xpK52_cePw=3UOQiX2JMQA0F3vjF)5B$MX%_^0Dd~|It>~ ziMF448{A*UAAnBLm+}DzM6hSwPrrRmqXOu^n&ta^H(39tcL}9dh^~2)4f7f}wmI5= z?|{~j0;eWT{~c802|4BAFTkerwf}teKTJM3aQB+``E>su&;Rn3U+(sgC;zu!9(mr4 zaclnj$M3pNNjCnBWcTymp0E$5_djA-CHdc#ORaADtU2!UrAyuElgD0&|CQSR16)r? z{AjfC2i%)V*Z+9-SE>5vxdM&9qxpZ^?KX~a);CEVCh&JpxpS2J26>4J)qd0rOrL)w zvMsj5UPOL!jD8n5{@eT~krCym_kW_BsQ-!DU(?N_oO2@K6adQ;JkM&WASZ?3mWq)R zHqSL%2=n6{0@wntXUv|?1-7Z*U)&Vl&b^W4z;Ufo16T<{rh$I+S_kdy!~(Q+@15^ zAE>Le`SP}+``=eb*1DJe@`_vd!*U013(KrP|3@9AY{q}o^~opx?IqiU?S^Y1X3N>g z$NU5Gn}~NJ*Nr~@?Iu~<$PeHT;L#yp59-HB-6#D!m7azDg>pfKaelP;i*xPo&rI?; zZlw8L&800|r%HGr`&iyl;sV*bDY>>ETv0!UkS@@k^uNC|JqPn>=-K?W_+I7XPu-<$ zQfG?!HV3%Yl+>M)dQ;%ztYh9yDjr|W>yP2PaS{KkuJuRsm-Lz9WPS~GYOKG;_Q(E@ z_K%nq{a<2%=t1;R>G+dAD|2h;S;2K+z5|}y`V{BLZ*HIB|ICfh{b;N4z&P&>b9WFI zus_iUpT}66+|#%flE;V6jq;=Zqy2e*vltTnFUB9?E>KL3@t65$lV$v=Jv!o0bBb$> za2}a}ufbe_Bv-&K;t_Ce8|5Y-2MBW#m}f(4Q2gFg!cVYu7;I5vNh;KN~kfkN1S zwd%i6{$K3&r_*Yl5f=x19M8JJ7ylzUJ5&Gjv%)3{82|EZ|4$EYyS;lFh<`KJeZFLw zI|cp?cztTSXRQR>I+n@0xEskSr^OOW@N|j%X_#fq`j-_Muf7HM6 z)Khhq!!<62ZXsc?Z%zK7Tg)-*#w-A1eZ;?GVA?u+Q;AJdVIIvhI1PK z!S;(B@JmQml&?II?DQ}AH{#R8`rqOj$GB1c{sNvYc`L*gq~Gv;{QlpInlu_efv+Q1 zMxpv&YE6Ovn6w`_`*yA)RXF>5>E&14U;gngu}{MHb7?=$H9If1{fBu}5}lJ>1o|KC z?{D<+p6({;XXZ;}XMe_(%f|oTo;S_CHD_AE`ac`{OV>Z@={5FHTgfi>UTb1582Dh| z(ZDvhQ~jv%#((IFV^tRRpDv%TQ$7mhXXAg?f9d0&wI9AYmj9bSq}$)Rv-{oGM=rTF zjRS7Qf!prO{rzt38RMyq-T#NLok;onGnCIcvcRcQt{!wybCEbV9lL$aBh)@>=sLh0 ztRs~7hTAww{K?dQi%FsVWwL+pl1k-&-X^HM;7W$=mz+Da5686s?YRmu{$UK~TsK;4 z%JSVn$EZ7nW2iF~*I#KZp4ayhT##`+;DuP5#(Q>CVEu2htUoh%0sRK77T6m;hUYSN zoBWRWZ^U0>{EP7~#(&|qgmE%^{tMzMT~D?8WDJpe3Eu|a>4P!UVltnXaB+BiWo{16 zlY1FYKrmw3$Jfez{W*3Yy(Y?!`j7S}{*(A|^uHK?V*H&-<4GofZ`sX$k$p4Gk{{Q{)%#&$AuleQi0QcGR-+~%c{tWs;C;gB9d;aXH z^es3JLH~2#6*&GCqWwP&6aQxKE;oH9<-b`h{F_R(zgGAzk43=l)Hij@{!9MMK1=5e z1vRH){FCvvnDM{o{xyxIG8aIM1!u8^wyk~VT^Ro?{vr>U#JGu#|FD0vgY^Cn<;(nq zp3BE|v6Di_f1Ce^jVA4n^2Jx9{%u|{G5Z7F%=ll31=4ry!)LvIH;h-XM8OY%<60gZ z!#^2s1m=iiycK@Ndd6TCcQjnmpO=P3mPr0vb3bs4cdo43_A~FKgz?8}>sY^z*Z<(a zq|bj7&Vty8*vZ8E-~69*b!gopvq5`K*ls@d_xgwLx!J2em3&Nr9go-kLdh3=UO7%< z$Oqq{5aSQ>p@7S=nLdT||IfF5;lN>9+4QaO5=!j_zS<|c!(Is z{gLp`%=WU4f9SJp=b!2GkI?=Q$KhL<`X4ef**~~8jCG{pAK-;#6aQOpU3g*s1KyJ9 z!0aEK8*qObzzIqDXbmLV$2F(MnSY1v-$b?K+MaFy%Xt$2 z=GQK9Z_O57TBv{IidxmYVa)i0{ukYnPElKmKB2yM6949#LwEH(a^;sq{41mVNBl3r zJVRXo(^wwyPsWy+;{%L2;?EI(*W4Tt{{;UH9E*tmPFnm|`51xYJCfF+O z>9^_YFM3X6*Kw{j)qd-oyE8yFZNMim{)cW2m&SH9`OHV~+!EuI2#yHe%_@2atlIR? ze-pFqhz*T5{?t&u8^-N@-iCy?1pP4nZaT&9FqaW@r}`_j{^gmfOMV;KOo~0jUI`Bo z{Fd-A&Tk|3?)RyU8>XMKO|yUC{h9O+t_|N${fF^p$gKDUqfHy_SU^52+#Eq?eo6O0k1 zia*FRUaSd|-mhV|5 zSZRsnbB=>h&pFCR?U;P~-+amc-IW%{IJW9oh;!h7oM(bC-m&_BGvy6w>^VN_{1+UV zeA{pG1%D5C4`f$t(-m%ig=)Xy_V6>*Nb-F;%J{SK;16!!MaehU|<6!oei+s~x zdi(=FEf@JX7xNE(4vitkdt@FD+7G#7fgYYD-zZ70$sz9GeF4Lbx6heb-zp_}yfB2<$Hx{b#a&Q(pZTW`1zm(P2_{x-J#kmwZLCgR!b zB%L;N5&wp^TQ3~v^>~ko(pu4ET7S%S{VQdCFR*`EZ%tdD#kyLBufN9jCpi_kZzKK| z@i)U#BL1d$hQ<7}_!i?I>4$W}JOY#^mw60_ZPNHY z8OMLrnG)<990}#oV5|BRJRg0B92Be!Yj_>7)1mX!@^4`QVY+d%dzI zs@Ry-M4@%b1jA51j_p${G1c~EUDfQrZ`5 zlUO6;gZO%><4?!kON?2C@fUo=e8wN-%;ERkb^ejw{~o6X{zdk{G2h}jV`8>X@x9;} z>i+OpVEeL&|53i`6L=i-jgMh-`aSG_8*6<{Fw-?(6ZH@M0P7X(&p0&L+V?unb743! zW6Z$Zl^cTn_C7vyb8sDwV?UphiW`RaF;0YS`53NY*`<^J55hP9L^$S*6`x4EN-Te( z?ME#f)XFKh{Wsn`&Nh(V|G>Vp@xSfJO=EUbhW^h+{~xVi^$RK}s~=0E6fk&h^o{=vs-qW-e+PoBBXz5U5__txC$?02X!#dt@s{ z$A55bkOzx7H)-*IBjveC$!`N52-TMY$A)vU&=&QkjDv$MYEF&SevTWed-h@Cs8}39 zY)t?Ao9o)q`JyKsmniOJL_*{g+jgK-vlrcD0oQ{TJg`@eAuepu$_ zu36ybf4}5~@%P`;-gSR|kmBK`ub z7wfy&M*KmrZ_`Ef;SbV}5q}599{C56f577$u&W@(6@q_Zww2hK=$g6PkVo-UxU1re z_C1_`_-nzP@gEtJ?HT1d+&lPidsLpcbN#LNiSncV&E`T|iuPxIB!0>I@V-aK;J56% z=3jDN^gq)Zbd-#(&`XL<{Xcte{vFkktc(6pug{@3GyskLTGKgKfYA zc)(yVqYYx7g+M}LmOyAgXh0)qo(F`Dai2c-+>YA>MOCRrRY{esCHAg8WbBO0 zh|Hbewgtt3v5;!H{#^7^cJGU?#t&u2};69=(#L*NcTey$Gf@G~XvGo=obT~=ex0bT@?cs@R16T{U zn615k1bL*Ccj4(@Fk)F}?;&m)^Q5?4r46Hg9&3Nmacy_qX4n38m#X-CygS6bnWfki zsDIPwJ;}|Z&*RyDzU8C5eAs`X`=9b@T<$2(2LJiTVZ>NPQ*N_n;4E*Z(rD|LhXuPrUt!{oXdMl-q51rZ4zE^xG2f|1Rd2`dRY5l4~k^ z|JO6w^^E`3_UA49yUL@jzYpJE2>&1CV~n$7V$gp~pUbrW0Vj2sC4XBFj8Fb>oc}Br zLa$>yosR*#wAV9N=Rtc?u(Ulgw+ zxBiz+`=_J-*Vnx-F(zJnP55M9|3{piBVDJt{^rFw@G9_o zIr{&R&XXy}pMQJ#74y@n{nC$g>~inj`X2J^`-eaNfU}2uLa0A;@v^YLbo38Cg;E#5&;HKyf6NuhQ2%QGOX(l|4)33wACCO`7e~G& zuHp0Mt&qc*7`@i5NCzs*)YFG z_Rre*EB_ zSVcZDgZ}^HrM+hB@ttPl?#*V+=FiNR`@d)1Be#^|4==y7(Y)~Hdh^k@Rd#LAt{sQ< zcV06V3^3pi0e?}<30vI{_>05f0{-NQ4+8J>n)V{=4gZ+swv3^AR4Bmsl zQ?#5K=hv+Mg8zZOyuQPF3I5mhlOl{iEt+QvxT*336jT0n++yN_tNzY8izYZ{hpcA_ zZveOo*1>>l0!P&xD!^ie?=fk9eKckkDBjJZIpWR&@cJe&*{MP(F2^Phh( zx8{#0l9w;u|KPmRZgdO!&3{oIs((IRe5U<<{ih?JeQA;PkN7tiE>v>-n{U4RKF0q_ z9mFpe+W(+`rfYw=www4Esrvs)(f?|*Ki~h|AV1qm@$s}D@is&IpPC(h#{Y6(q1ZGi zU;2#4i&VePKD#jfKgb6r9Q2=S|Enb|R$~(|UJUG#aXyRn(Y|1THb#KOEalsKI%csz z;DX>8bWHTP`G@c*B7RGBkML|5YlOTu;l<=C-#s^S;8>hek15v5&tP%xMDq1I=IEe| z4C=44I0sjj@`Z~bI%BLgiTv}FE2dQYKX@2;KKLl^pJ~p2!3#*Y{?ab7{jbpa-*@-0 z!|Z+e;5#@DAm$Kh_`pq2t59%Gw zL2d591n+-|^pDst&|j+hqiyj1iD%x|ddR%LWu19@;~LIYw2g8~VJ(q!OHn!C;~)mu zpa1f_`B&P$^v;{l^#3*6H<(w~yldY2>;v=e7ayBXh$|8=f7jKY&7Qi0=9e2s%%R4U z=0y8B;($%I+)w2HOh*m&Au8sDCYSMWruMeOd3~tK;kM`=98Z(j9+% z`~UjnR)Sbtvi>wf`%5qu@!FN!@0ro#Oq*nhD9fIkNOH4*+ySSw@G)<+0O z6P%jJf2dE@F-GPegx4Z(l!w)FIp}9NM(1>%!u(e|ACY~@>f&;L!2A@OI3g5ociY< zi{_6fGpxteRDaD|hx$LJ_&4i5+i0#`t>t>MPk}G7{z&?I;rtKmiEVZX`)eiM*a&e! z)9L@*pUDp38~rv`yY=g@$NceUwfFx*)E_=i{hw}g(f{J3DUQ{}-%i61N}-)c+jshVep+4_d5HaCloz4)XaKZTY&d&+oRYNIrN1jLol7{{xYmf2%U$}0|*ZUZZZduU_uqdIQwjP8$L~njN#PzOv48jUxqJ#w*T$8df(a4e&R#! zzH`v*xVhhKtJ`C?)$V3}tMA8l)8TK;hu^L@?|iY=y!q*e=Kam<-2JFO`uT^O)-itv z+@0s>@0EAn@^VQL=Z5$oU+nqTyz|)_^Wm54&ARV5a(ouViSp}T*;;K*-L5jHnk&uj zTfZ=GXes*#H;U&4#E%A#OU60z6N&1N^0eK!Y>bKgr}v;ATfMn{=W}6})<3v1g&zN) zcjny?pGmk(#J{0^;oS(wAmCqEzoWl^KLq?C;18<`e+c-$#gQ0?7XD=5KX}+$z@IIz zCD-v!Ffhy|V!1Xlwt{QJW31w3mKPyB0KJENv*{ zz&BZnSAb%C(4npm8jaujCQunZh~wdkQ?CxggOo#Q8`^zLbHOJQIWkPgA@b z93dH;!Ka*K-b2V_ty7z(EeDc>N1^Es`0X&%FP~>tFNn zAZCr)UsQh7N7Vj?9(0)NS8Mngnb+XzDZC(Xac0@Rsh^c$|3faR|N5{06kk<_^^f=e z*RNeNYd_s!o-B?P#s9QWzZOj9SzCqufzyF;CHTK+{7q&5?i|MDEXLn>|0Ct4)_=VJ zga1Vwuw3M`pH|=H`CswL@bTi$*yrxLhVblE{g3mWSd3CJOvNm<%v|IPJ}MX}L%_M8|b5nVbJXE*hP8>Q>rX{aoSXgAe8~aqzT~^uJPRf8|P`4bt`h zTBqgef1L9x!8^sd=4x}P`>NO0nZ19cvVVR5fqoz#Je6ej|1xngKKyPyw>$E5`S1Tr z^*@xaf9dL9%ZzO^*iQQO&v*ahxJenv=NPD-{hzXSBYjJ`Ad$c0cw(ME#`EX1|5bFJ zV4e*)A1Aucn&aK)i2HHTobEbrj<%dO6%7<)=W>PFf8`Lzw*eo7IU&Rc`R?dW^YJ$u z%m*7kF>kLE{>^2}nbEddzvT<&?SQ+3{8%r(`I_?+>i<98`z6Kc`N+Kg^;+}s)(z(S ziXHC#8+e*$cp@o6fD^V!gru3wlQ6dnNQ-SMtr9!}=+!6^XdxA(ZL=sP5B!wC379ZFAkk=^u8Z@_|D~_;-5tm#qC~DE5>*%N@%91}t0bFWvUPPj;QC z{w>76K@1({dX-uK`_F&=Zhcy?KeYemZ@x2CRcF}$F1P)o58iaSgJk@H{ed4gM}0rp z_>*q`Pj~!FW`9AxH@17@f4u&E{|A31e5v&3AMyH6=6}`4!f)5JZ?Yd^=VK{V&=7m~R7aishfkH}~K*;G2H^j^FZ86qCjE-g&;4%Q$Ml14-5Y zj!-Tg#xpHk*7Oiy;7H^&ISKG1%Qc?%8XQyM2)P4h&XX`Spa zEfejgk;bLl6o0UR#;hhf*EDfY&Q0B;b8URi_dmDj+SbW-(=*p^h8IW8FwO6W7Dwp! z03W|S+QJ+LV9J*%wn!tzPHY@&byEZbB~YFTOi{{|`Qm_F=<|O4 zKi&J4`Rnt4H~U%+QJ$#__8lXdf3c2JOZTr3YV78aU@`V$XzW>+y94Grko~TOZcli0E>^_~-*ek*Xp=*&_iv1j2 zqr4D0hL|kKK?Od}wV?)H|Izo~%e~jk?i&Zp50`eCZ!340Z|G0$pP!xl`i28rIB(V) z>pwJauc7=|8$ac~gg%cpJ52Gy-u-f|d5&^tJxAOfaClyL<5e!lum6T$HuH5K5EtxY z%BA)B&zr?&F?Lv=v$OseiUssD#RMYmPTOHRF5{@^W%=~)e3vI5Hg>M}S^e+OJW~OG zk#FSnTRC8Q!0-b85by_!?*{xO;4cAxqCNn>$TqQh@sEJNXE**~yhQ(ycr(%X$s7+G zizbS@;qhVYSPQ-v--~fr_q}mg+6B*MpD(`5AV26o^uJ(#9PcXlAANrb{ugr=Z{Fg~ z>3LqiO2;4MnG$Y|#!mr{#o}Hu+zkIX&ePu_u>1+rjP+hxn~ku_c+P;{J7Ey>CgK** zaqtjWUiR|AH$l9csyn}uU(>OFb&mfP$TLMc_w~;)9kk78tFZ?}uX3%wUkLrXKC^=4 zGj|3!Amgpdlab%Dek|V%^Ex=LqraP8o+;#P02hb9CB-?#ZIMfauf?&b+*n?Xv`foq ztCO#ov(sgo_Lr#rTgWDb8zl0djYVbqMGE`lJXlnxMD^#m6xRL|$wwda`<%ZY`k%F5 z=qQE$nJY!tsJ%!1!rotG{kJqVm^a`1$V`q6L}SJ>+W-AYaKj?|<372J@^$&;{T%%`!JqH{)aOS1T*}F$|6?u!ADzhma{1(!1&4+&m%rum|3SX!JLq3{UGe>| zit?)f=N7DAxCe?I0{fPj2RQCwg|v^DHhc~^BjL7sos@Hg@bM`A3S`FXAKVEkU&_t5 ze8n3X=VV+Na^w%s8XJ#5xCx3C`}Ke2-8ao=`@hb({;A}HKhrRJhqzFUX5{f0ab@oD z@5;VQg7I4H7ThF`>p;F`aBj@BPIQ<7;(iYQI>x-3J7ZC9&O2jmrhk5r`7(2VESPD^ zKiNP3&~#DGLtNKK`$NQ~nR`m-p6Iz=o@e1%I%m4g1Bxv;PdO{y-_u8Cf&S*7;@BfT ze`oxjIY8W&!_;R`K4i|(xp}${`#9#$Kh^(q6PE|ifa~yw=fm$7synWMKjdp^dv~hS z^e;R#Gr!N->laNQ{YG6d|3xmKbA-QxhXdUWlMWk3ny8FB%uV8UCLL;@svfw)=WreL zjX%`+;)BcX8oid=&FVkX{=bLv?!5ZZ+l2f7$nAKPaD1(QeE(17|200#dCH}8l=RFT zwG8bqRsT!W|Ic{wlC&N0%-Ozwpbi%(hDc2>wQmCZPgQ@%0kl45*R6vb!vwquW8~m2z;NK`eN4PlXn>?1;_CIQQoI3va@_qdyw;1kA*8dJSpW>WZ-&O52 zU!VNJY&rDCiXkgDvaKnr)w(^}9BijTPU-_Oy@DDz#N0GQEb%Wqs*U>vUrZd_gb3-u8y*;Z8{nJJIH692K|Tr7wj+i zpWuJ(7(?SinT}VwU(c ze9rP`XdmDF16Kwv8R77r43eqm1Y`EjWgs8ViD#*5dd%|#jQjd-vf9S~Lsu7Vdqw)! z`WIXOD@i`{QaIKDFb3hK@HdI}7}ir|onFsHScI;HbKDybqmUf;!~?L$WDOc?(Nc!v zrjcEA6K6oKkCl%cPr_eI-~Qs;e}?QaS_2pP$jcMq*=p0t?XS7%h8Y;UPwS$|>)%Rc zBKK6heDNpCZ~rT)|A|jcuK!H@Z!z`1z?dP>VE|*v)CYf^fLSZAfI#(+*ilUpnui{@@hz~Cy!G@ zcpl@dZAa+)|C`Kjz<2tRmkC?TW#BFL^Pn4+qbjLjL#FI~hCON?Yb&a2Zh@m#Tj<`N)-XpXOZ6qxa11 zt|rqm*hatmN#EC;{*QE?Vg2j8@8P3iGxy|?=@{rVjdagL%AGs@+mvaZY~#5e_$T;1 zx-endx;xDMpe}znYc1IH->Y)bZ)SZe$zRMWrO)=*K99wU=~&Xu8?{G5IB16=Oi?sjvxr$c0r9OhZ*T$b7&adL(p zk20U<;pC9HOV2m)Xp*n*rdT@a6LrqoHH~MVG7l#QOOd!mo6}7? zgzj#468~o89_#c}Zz`=;t6ZGZ6z2%GgT9w-|4Y{YYmq;Uo+FWb?T32K{bqj} z`~J~HZGpP)u5aKqj*9wW_Bnh{n*P_dhxI@2ezn&8`-ksPx#yiIX$nx68Jx>DtC#pZVOwwO6m!GTu zJx;Nu9B+pBGl)6m;@A*>j?dX+!n5)CAauRvo5FR7g;Vo@a-XR_sQ!qpmT3G@`&a!l z7c`CjS4TOll^ zwOJqg3-}-7odN%}_?^Xo1ODsQy;tk{x8V4}{)7F4+hI8#jA1Kw7x*8E@Gs@lXup9S z2|tExi8wL*8*>eBzTvnxIIp_q^QvR;bL5Z9WgHo{Dfa0&Qr0iaHBwfPAM_vkpS6Wx zf5HF29|!+iHseogFL*b?TM=%I;AV``gBQbCs&HwQj%`(}@LCT?Fa zLaY_@H+lBB@@cSMtQaD%C*wR}C%TU8)+715NGglg8G$wH@kH`_==);SBNzJv7e;09 z*2?ExSH5i~u|LG5`rv~#=DV$1&3$^FrRtB|Q?vB#ce?uL>k451LB93Pej69q|Mqsb znb+U`zzp=Y7p47wBg|0R9d%#+`p3!+@`W>F+akgE58uR`!xa8^m|`hp>;I%|;R-q* z==ooFEQS0+`u`x`VwOSw<^sjgK;9x?alj>`t>DDKFM%EF`0L^%Fh@l(NN^MszZE=L zFizlqxJJ$a>&5&dQU3$3nN0qEDnofLj2YrNvyd-1q?8q5kG7sE>aX(GZ2i>y{p~mS zS@J0#{Dx5)HyS(dn2*=3GpDQ1^6&ezJzP)72lngF{}6*_@sG!5=iXiBqk5;@^m6b8EEOJX|2o z4ed`XOq#t1e=%$5emob-Swmaw|F~xtp9fzD`KwM7zXf%e{B4Gwhw`ng|3u``GjMx* z{;z%dKFh=NeYN>3e*Wu?^&CrQ_V;Tv*UVT@zM{Y{;%!t z%E_Sr{pE$1%p2=IV7mfWCRzV?^Ld`XXE*;xA3?mT(-Z?nxHz%)mudfZJR$Ovu>W(- z7tM+KO3R}nJGRfd)cXhG{J`EAhqLS79QP&z|BJXbzW#UCQ_h~o1JqvUGk*U`SW_&aU~^^Ndj)|X}Df3*H+XZO5Wy#Jy8=qK=D&QDYOET{j~ST-()l#68}TpAbK z2D}{laJ(YLvO%lkKUE-~3K zmKA6Gd3)m;^Va8U63Soq(#_%VeoDEq!S<3!U$7J$3o=zI}*VWO?-O9rx_0 zM}h4>o%UxtNu&NN(f<{z{s$`#nmv2>kUuJ}{}1v@TmO?36VLfR_`xLpuV=bT`V!e` zrv49{9mq)L|I(3PZ2uqRgS#3(PDbOZo-5S&yIlGQo(P;?c_jN8izV#NV#VMJa9zFm z2e>zkZ8C-|oSG;OfZ&q+Ej?j?%$Koz9>gI?HviywH*{URd|-uwqsHN#z!x)=&zNMJ zy^qVa930e@>zi8s-(G&%tl#~mtyBKwU#565qvU76y8*}LRP{MCM!%7F3H9eT@bnMA z!ug(vxAG%#X2631hXyYY=;ec{d)n2C-h0lOr6Oh{pmB4bCkPuLay1 zaC-I~{MqzSOdK3Xe45IdDn9=0_N~lU0cQn#7CbZd!MTA<&PPSu81x^t6SV)xuj5=6 z;^sg;>ipwgaDN_Aj;cj-Z;E0ZGIw0;Z|b)hs_!Dl+rjg!p?hkt)o~ekCghu%dNRX# zsDyX(3CFR)vs~tQBWP#zAL5WvYz%%*de-$DKWF*tXge@F$j^@Fl)f$3=d=H%>i>nB z|JOad&iS1#^j$XfgNUWnZu%#N*yfdA#C<=r zIRt%*{{8iD<=rG3fBp7HnebCFdC`7gi!mU-@P z&zslQyywm@Re#te?5d8qiKY=k>$lO$A z&t>erK|bjnx(NCY{ZC^^N!*iQf8sCHHjsxX_@Cf^SIhW=csGKL1GB^5IOTqlZG=%H z9*)KIXw5XjH)TKK0mwDN&$0Vdp2WpL934G|E&XvU2IUplV>!r2yc-$s#fLeY<*`lu z+Ugnqg?nRT6?yGaEd9Io^`B)K+kYwf&CDMG-g`%IS&QvqJs4}Kx^B(+rtmGJ9_O`X zx`&R*8ZqI5d<^&4_%_6y(fd%2>|-nI;1U}LWuz}3d>7`j(6)#2QXz-R2;nxy`7Eb6 z-pwR&amG0=h4?F(=jr@Mcu2ey#I)&P9t_8{A&v@;aSkcw zOT3=7#HD#iGI7sC${!_jN16X}IV2zPZkW^a z={oc2#*KVEo@HopjGt-t={$3ma1C;A;aM6;w~TR9J0I#iL1mBd@!Ezf%-`8{U>`q2 zT?6Vd!FjlFU844vKI8T6EZQG-lkWJ#^YuK>|C=b68UC6_+Rb6&9SG+JJcWpxAa*DA z%DfhSUuZO6?)=WYvvy6|?;qeoxbjK={`z+f@x+{Oq4Lvt|2fTZxnlLtxq=G#{^Oo8 zh5xVWzie|GsSdqoRR4mlr{iq=5AHcaemWoTe~2H%eO#Z1DBcZmZxW4vh^h7Bo3EMoHm~D0bJwJhU;FST`=ZM<&PzToe_bgypM`3jW9X z5B4LE9jsFg7F9H2)AL0CAMQHz2@>|AQc%6%J z2wukpABO(0?|uVciT%^HLBVqUbI37;`xQ%;b8@|47Q9wS=W)$V`t}p&@*%%tyvHoe z&m^?J8O|}4TK*heBeqL+sP>%1{?48~X)d+aSu8vA`VYe2hb@ zOaI{60M`Y+3d~&RA<5<+rzlScI1P@Y&?Xoyuv*6P={NIj5MzMK#Br3HX#N4Yeryrk zFZWoyT5(I>T0E06;mqXo^YSy}S?zQ3v!P6p3AxKDzkWnGBFK#dz6!^?A)kZ1N%3<& zZ41PC!JovtS#Rzl-VO3D5$^`q^v^%w-{9S>S-0NoK%OZ&k9&}t3H#vcfTO}WsEF5s zb9W~xUlnm*n%qjd`X4?l42vXuX0Ujloz`uEqr&rx6Jcb^R2 ze-L|zc?_^u>km#*o~eAl|JYE(2vCZH!i|_xyO+lV83{!?0mn6wZ=%Ecvwj;M*53pEDR^+eA6zbmfPXW0qukd2L;DkdA>fZo z^It5lN3nge6VaXWA27b^zFdbn2Yf6rT|I}f#~XiKxhTs&ZgF6HOzx5MTo%fub0}YB z2KlOE(Oopg1^shh0gu4-H`_Pe@6i8({RRKyd0t*jwybY&UUxN(3zXbhXG3)>9!l+sE$)~3N=9QxP z|6!Lfci$J`pqK_&bZn`es7A>IwH zc|bTlp5@bx8_Wd7H5Bd(#kyhc4&vS{n%Sodl;f#~V#?exr(*Iuna{)dZS4FwvIVqn`t$F6`CstoU7ool_6M9E&-wj< zo#xfI-{JkGC``#r*PElsM>2j+OVGQjn!rP z;~)4n{q!9Gcvtf8zs-N!y(jz(_Wu$u34JBK{ulrLi9B}Tmx2G~b5+mNIOq3&*^l^~s(0O{GyZHjyWMEriq z8pON__?KW%0skXC1pHI5+JL_W{L$g90e@8vg<{eHe+~F+JpRhR5o3kyM#fU%Flc-P zxnA@pTrS$j^_&Au?-5%Qo{W^`%@+aRh8X3H^`y zN3cJ!6U+aLczWVXg8#AeALm~3BWuUPSK)Orz7BW`#k8S3 zQo26qV%I1S#l~8Xz9pAyQ8w@z{gd)@m)|kgE&Pu-`{P(QS|5^|O#bWw#ga(V{#b80 z)}MWf+P!Yml+PTO72{u|8j5tbn4#% zJ`DRs$s3T&|MpCEW<35Uk`G^pI6KJKmoNWYZ2uqR%NUJ*BxAC~Z&e8Uzo<{lF^ue(a+hJ|^b{eD3^mOk9$umV<7uHOl>_)6@tG?7FL`=O-u^qU zbXl3tzW;Bl9y9xzy&O-LN0N^J0XLC(i$jgfrMdjzhG`ybcbpnm6g0-7m!W^Zw@b=G8Ut@EDk^{Ug3#`tSeO1{=)ox|x7~ zVZAiq4*`F$SgwoRrfcWCwjS^Y#nWZXe|G#6UIyu@1o4M}Kg)OM0e=tpyUf)E8|3{w zjDOs(nByV*O@~R+G4U6%Tjwj_TRr*8?UM579DK6+6Xk{4dvJ~aCpI4ByYY+l6svdF zE;xr+KvtJJ{|Wk+J{S5Q^$oJSV1L2?1pg}>ES*ED&-BM0@fUVH;xSKsYw`VWORvp2 z#n`BRTaK;dhI-1J4)Aj9A6>^eMR*&3J+Ngt7ITdrqpfguP!@4-P&V^?{Bm?ZJ^9s~ zX9{)*{YqO1ucbU zi!J{~F^MqLyW$Wj@A_M40?UG@>?hFCbX@Y`C(cEUs^t5*dRW~QuZe~ ztFSH_)&JzJN{3%V2kF!waW2p|SY83`zm)r5xzvBtSDQ^WefKUgfy93=m;Vp#?~j+u zKmMkp|KZubwEbUfdE`H`oPR`dcHoC|_rL1<)AfHc?uZ`^@`L_!9slF|-(mXZKjPSU z92VlU01Lj1+&bXlQs0m7f5^MTJQrZlmj5CcWrS5S$ANH5<=+S|Mlel{fssr;jw?@s zF;B)o5g*6nPk_^tME?5SUs8^s-4Tw8XTB$299uD9?(1v^RGi4Cz(40t_?Uh z;Lsqp4C4489t2`2+$X;~^ZTsn8z10j+Iw)nnIWDFkP_CO^*#{4Y`)C&J|H}Jsn|C%* zo*3KzG{+6km%$q;@cbWnhGvLo1Fp^V%z|ki7S0CS7V49v|En!>j-xc*KQulGV%j8I zf7n&u!1h_nF84N4Pg0 z@8;P95(7v1H_7ZDd?Lt9_5Q!DW|VwM`u<1tk1hKc_?;~JpUTw!m#+U??eYs@f8d^J zTP@}P)3v|9zVMQH?k_KxzrOUci)$l&;)r?ijn~cEA2(Qz&$HvtY4D4ZjKAsBe|O!q zv!#H)DDI-$fIkHMCE!m1f5W&hYyPRm|5C6JLF z!qJ0{RnNcEc@H;ZzK5Pu+Y%g2?Tl^7Zyzozwv6c7AV26I<8EH%$oLH7TY`~GZYajTz>NWBj@T2x&@Fz>Iiavme~hnUOMj9pinfSnL)S+*to+vU zxh$M_Wzczz;{lm`FV53Gu1O&uF?)EeuT01Pk#QUIrbzlPcKfH2k33U?qhO8QVkv~7 z@G<+%U35O;&D3MP%zX1{QHw#)>q}v{}$W- z2l>Sve@jvSz}pqO2d0Z$A;`Vq<{?SuABWw2!n^t9-Z6^V08Wg>mlPK^B4XXUb(bD(8J@;6gnkAEd>{~OBj;bYzTln-tQI4X@@&CG2% zPy7%uX15O0L^f_Ok}#4*zPe@i?d+|zikiMcrEiL(Uxjg+$s@}b)U?Z-{mY%j}4{wZ*q zj+{A0Iv=OpLNm;@IcM`z)!%KTcsFxqWO39~QGAng6zisv{+M@T_YpTDoA&?m*jDrA z=O3EAO^3K|qyNk|By!g5${F0Zu?pfnde`9)qMQz z2J2sRzJHtg{vdIwrp>)^y6^`<-ZX9gf*+_`KkQj+cVWU*v`o zKS%Qcnlr@C6X;$vl(YSYrGkp z|KgjkgeyZFn8wZ~({#U;pXEg5X|4<6*hu{s%x#LlgJ;HX!~sHGm}5kBgARIz`uHBi z+829F-~Lb+rx&s%#Jh28R&zb?^ks)T$Z~yVTl4N*0yZGNJ46R&5;{V&0+dGa^nwk$Iz4q~Y#Jzbj#{M85Tv&PD*!OQ&mo(>}6%8X67sdL#U884wE8t%N z|C9cZ$p5*%lED9~|CRMp@OM1S$KMb5kF&jie+B>JY%2I)!CC_Ug7r}H{@3fT?8ms> zY{< zF)=SL4Ih*11bfsnP>#)igliVD@1K)<7&lX#EkpS=oM%eslCZ!Hsd($(o;@mo;kpy*-u3*sfmdtq=0`bX@O~@^Y8oO0i>7 z*&lL9MeFE^^>;CA?D+rNqe;^=(k7UM^_}pO@DYe{<9Ie1 zj{n;KQBI-!Z?XMI5cPHA-+|zk;7d#l^jDR~b|BuwX z8^p2!7X`VRkOK-aU=aTXaX#R8z(c@!9FLE8gIrYL)3kM4P7cM)VV(;eYniymd8WpG zo3MNr%HPDi7v!CiTuwd*23(j~diIW)?$|t2R1a`$5Xa|0$8pn5Ii~O%acB@P2lWJB z2-~&xH=Yx}zumso)gR@md>8MAxI|iiJPY%HsEk9$k2p?HBXN2luVJK#^)W_%e1PKL zt>5_BlJbY=M=9pbtZ5@3&hc(2w-mPE-*D_3+DDA0eD%NPk$cg6S?BLr%>NPF27DXj zk!l|9Fqa4FnIDqv`tyz}UBVf#wzIqOAjN(9k#pRnV}Ib7q_h6LkGMB6aj{4T{B3|8 zmr*a&#kaqPu_n{E@PPO-UL2Z;J;Qs*AC->$uHh)&%`DxMul0ZMigNWo%-OK|_v@dI z{v!@!_WrLN4_Q`wZFVDYdKHc}F`Qg$});453W4U(xL*4T6 z{x7_nfPV%2&tjMX|FoEuU2_lkFY80_^YUH)4)q6C7up}=L^<0-cw^uJ(#)?Wwz zWBq6FzhyoC3{6-b2d$wB_l9s&#=?x7` zbx(HMx+RuB_h`t&wx6{>jdhc({^w{-f77-tEJN27)2V-B60Ut0QKSeP+QqxVer^nHW8d15=cjsM{6w2ZaJ`aa+>dGx>R*X*Xv77e%%mqad;dU+IKMmT%IZ6 z%V^FFV2aqsb>Pa#_1=AqH-aOB>nvBsUhm(>JR0zImXN=G?-%A@|JRFV$MwC8ZRSfp zVuOHlgxD$l6xR%w;)WbAh=kvriXXJR6nwBgM?&m@>rm8Gby*_wGILGv{==i~Lp0 zyTNlvyd0DbJ`XrDkUvM~k!uP(7vzy*P7R&IK8|s`89p~|emPdbyqDUBD+W2Az>mS- z-TQ4^e~#Zn_jV8Va{Y(tolWIKmc;gHclC#kApbk!>Od}H_h2h|rY1}i%~b~%hnfF# z>DFbcljN8}oE^x&OWY&GyJ_xfHODGX@V(X7E|I=xiF-3+svlfozRkJ5i?pqA`KC_X zugpvTJKcT3j7$p$G@JQ{Ym572>&MXTdLEg{Ezc{@KwzHTVDTHF7kPPmgo2He2hQ2 z>R&lUxz0Z;8ir+UKHy*CM+5$6c^3Lzp^Ps9|5SaH=lXAG|Iq$!&c#?};6H$il4|~0 zUi=gBi=q$V+lYSbappqMah`vJCxYY9pPbj2KGFQ#+FQ(dx>mU*JWk6st}H7<`l2FL&P~ z;`*OMS05XVp&~ec96!cl|32Q#*gEHr5{?Y>K*-ePa|nBJ3) ze8js!-;wzN>8=d@54YJE@=Yzj{-q76{fgB7spJEX6Wy=;@SzvR%`u-2fNJc z@4Rn1JDNEsP`TAV_}|py&yz<}261ol)&Duap86}^lAlfB|60ad4gPwj?sI&d`_o+} z%FPGgT-yF0V-v;~j3vbwe}eqgq5q?llL}b!e#^HJ9*uBelux5P7i^KAL*vp2ZY}&8 z!L)^A!`Io^G||1v%b{zSizDTzjC{)nm!_(}&QuN5nyLr2rj~Lr)jhoFafD;%UwsP? znOlPVNoy$vjO3Y;JW9$r0oMgQn{ndaAWzg7eJcQd4R|BqnSA>r#fSmdhBzq9*8xX{ ze&aZJIpE2FH#7Knl;hbjcgE(K+D=>*mD5T58N`ygafkRi6hj958!nfQLB7VGsW^6& z%e{21j^*_|dMLabnoq1HdAN6!=KrI_n}MG|+?xj!ZwAk@Y0Fpidz}6z`JNG)lgvF? zFpK|qY#Q5|s6OjW1;wuMc|LdsjcX%0wHD1dagj!-9Mrd)@=bBP9Fhz9w~1E+`TZ0V z1>7IV|7P3wd`;H~#pbc{A$N*m+e{PBW@K)J_5a0|%^dFr#~R2NSKMhc`)&-F{rI~+ z!2A2IKQQ2x?6}ftcGur>9Ir(E?=W#nfPdrf{DAa}gIA84^LH<~SdKj3#~e4!`G5O( zuj!i_GEKy_xk9mE_EH`reV(2CT;ROq=lv6LTXtOSG@FlK;hZ+#p1Vc$rn=kuvpnqk zzv+A?^0!gWrhPa1&7t~XQ_(O=eSJ5l%0T<-V>{r-ok zqdz%LTYJp?zW0xe@&)Bz@oy?Ie9fI5?}(|EXUsmjBI0KK!-3 zbLVgVb)@qo`32!ixo292@yE%cF%#oY%(?)4jK+w~VEqC1=&z3k{L5l_iZ=xO!Qu>9 zFD~!(&rtu+{^h*>ANqgj|B3oPW6!|l855Ing8K@_3+6b;IXMRIJC5rgI1rX2!&}8{ zBV1c}681RrZM=JEoDT9ymqGub{{{PFe*-@g{7Mf27di>!55@}cSu}nPn;e9@4^G(rOZajx31~&%}CkBHi{MnW%_$*;|_>F5AL&x=k)AMnAZM=Np-RO8v zc3r09e+BWSilKkRL}Ix`YX4O7Tj+aD`R)ws>lC}jeqX0+?!t+&cqZYsj4$$9Jl4wW zal6%fl5J5|J>Lrq*K%+8x0I8Me970ewEgu=c5yuu$)8&oPHKNMl&9)Of$HBg)oE?I zF!rCS{g=c41o^S{fAZvU^TYP-GFFh!R^RY@f&72af2{tY4;?R8YyU@Hz4#b6@V|3( zd~TlnoX!=N=zsU&FX=wqTPXjx8pa4E!e?h*?M{?1B-NPFeleD-bm;9)@M;uq1V0DY;5Q$0zdha#%4AG5clpY*L9QIt3HnI7 z{jYPThq)t~X9_V}Dr`=+vn{&@d_X&dS^y>kN`_Xb=Pa8AHc0rv(mU#=5h z2K=4tcWz1yn01!JLf3&e(>B>*Iw@ujI4y`}gZm(lwq8@pZs$@#Ed#H@G#I9$w|+wG?j#e4JC&=ZFhK zoEzfg+#&v9{b-Zvp*lVJk3U%UryDnz^_xEDa`7z8F{0;%4)DCpyP@OITMxw-q}QERcV1rjufw4G<4$fO$6H-|RWCkMHjo?Bru7 znueEL|J`}@e$>~vPadIIMyJhX^aq;fCz}7hwPuZ3w`G&-FY2>&8}I*7*6op2;@S)v z#I-^E7w!N1kk83mLn_qz^OqF^oOA7qihhz8t(&WCUBfDr{7naXSpKI!H5Ns_U;z4V zpMCvzP=8^cmM8zi{Xl)4?SISZ|5k(iD&oWGxQ=bS{W-g|^E37H$+jrtDDmxdYF}4R<<&4| zrq^PNIX7J&gQd}N%carsWL}}=diN72R^L%@jb5*Eb*tw@j(2~MAM_vkU$DR6f2{Ac ze5K%j$uCCZ$!Z*b5JN@rD`2Ki>3c=~?eSvVFRnT`$zn&Wd2uk@Tosps{gCMbUw2{{x5!9$j1K{d;AIVW5;^wGqK0w+u0v~ zT_2-4LNVGOIhL3ogE%&X6}vbgj75VlBgf?&{Z`J69=F%UaB%1x$5^29_PcT|X9qH3 zxHu?NuFppPnV$0;(}s1Nyc;?X?oIQ=Jy$Mb z+kpE6evQiKXCp4pq2q_m!~!@skIVzglhsOm9^}GO-VNlBk&i{JncjJcIkRQ^_xybK zi35Y{kONBF{Y1|>^Z1Y7xV#gUr};X`orSnP;0%FxQ^m&-y9XR1@P}>_mmTtP%_PMx z`+}Yo&v?7@4$B`}9OGv=a`u>6^XWQ+{8o6bhm?EjFvX()ho!3jk{MncWu8s_-P?Ts z!Q+R_^rvq)eYWEI{)2&;V^SZPTi_ZX@B6`T%fo~m3`Hm z;|lqh&|jtRN}v9rdURRd|Gzpi%+I{(=lexje|hEIugpvDY+4oTf5_jJi~sT4Uwt0O z0%IRoc>lNB|=`8r)743h)U(xt*gkgVg{h{=C zYHJ*G*f!c4zh%q5l+VGRimfQWU(3{3m2w__I_|n4Kj=U7KOTdH_Z;hAgZ%~n6a4S9 zJQ^LJL^tI%{#0CD^f(-T>>2%@UbdRMMzJo9M-%a8a2;`Wh*R^_#; zKZgEBg&0wn#QQ-tzJ*p*s}Dy+kD86@-@ZUL45sN zCWvd4Kt5tbB(gso=U6=U9<8&B(*XV1`X9Y^%2c)0M(c`c)_-`WuVD5cU;pLyKS93s z$0#0CP4#)R>8s6_w~6!R>3@_H7V4jS`_EFmE{i^DJm7K!iJpOD=1>2P6K$q{e$WgN_hW(L zw%|{>GRXM^PRZ17(`M|qN#e}(nY$FT?-tD^+o$jIeayX~Yrwzhp?philzR$!mxN0r zyqtdG=ycHa=o5%B(>M3f3{%djIl5=+_c<;H{2$a0ab)`Fd2qkV?;h->_&6OBYX;8; zdEng8e644$pJLYBG55*eHBjuD5h{1&*D*fUKv*y00X5M1mdSf0bIjbE?j)|s9dn-e zF3`E^|NeBJ8C{q(v%k-q8T#v^98taWhx&qJ^l)*6p9jy@zc9%4!1Lan>X7H9x;*~J zuf($%=V!q)o$0M&S-1GP#yGA{Jv~$H!|TlD0`KN*Uk&NA*|d?Ihm`+x>bDuwI5@_6 zjDD*5eaZFTZ8f827v-ATRo}olr*_kJZ}SCnit3FyccS?({QKJCmJpYyfwm)2*xW6R)wovZ@OkKQ%&_x_C-Xs7RA zU|*yBDA^LPG|llRm-?sjKRTABv;Ls*ZUX+LYxCu`{u=Plfd7^={t)_q=>MVrTbw>y z{tNMJegKz-`7gq=(bzM549D?K0d9ol-(bG6m2;mckA|+HbJ`ZTpUVJ;$3Bejba$cH|5~eNNg3y zzo9rQZl5?aa-Q%v7vsk6<35T@9(@llI4$t(bmUjJEQIktZvKOuQ^VuaPS@aD6iWZa zZvRyByD5(dukF#gzkXxR_$u>AyJiaT})|Yh*X|do{jZ_$P9GgaPq4?e@If ztNa`9`aHjH~_25r27+5;> z@0so@%l@ant{m;}^G#oxx=YpUgUYe~J|8R8Klky6Ih5+pJPh9VKQa0EoUg>(B)R;l zxe>u?OWglE%m&Yyr2d5*e}a5(JYQk@KiYLV4u?cc02?cWc{bqMNKPm}77aKw5(h`N zE{*`OUw5Cx7XYTI_bQ)8t{1#Bik~Cb$IC}Np3~h`9Mk5DAHOm0ty^2L`PZGXyTp5W zV8(xy_%Xtxq4+bzBVqmxZJCclJeP6e-he{`?hNKr%1J@|7r9UPH;50T+?`&!9-I=L zf8C)tGXoU+X6P~TSg7pjC$lUcyc?Z=-kt7{98SyuisVBMo(tOt#64`M{8HfB0N?GW zGFylPGeX=N@NSUf34EI?L-oAvCyowyH;of5{QFSni6|BXwSN`Gbs3r;C4SKa@oN?+ z2F)1rfsj{Acu6Bv#|5rG>wxrz=Y@Q5e;yEL=IKBG!SQX7FAMUo4%ajP2X%vNaC92R znwXD+HV5zKTyM3h8@xt3>M-4NeP($6H`6xwPjmU+Kg`McKluGKoAuxGjgL*ocu&Il zFXsP0R~;hm%^J(gk@$o}Ebjs|y)In<`zcSAytUt>dyL`vGy4T;g z)r^^aO~ltA--dpwF^-nY{}tQ+7DGNbGV1^MeS3-bPxYru&42EU-lM#5_14#=H~!?S z{yb0OIhr?L$m0F~5apQ){-=EWPgs8s>+b>oMjrsz0Cpen|KR_F|7Tm^m?2rrznSv@ zdy4&YJbJP<=E_j{h=n7(87qg+(Y~`ou}kIPaLgOrXJyD1<%sPHwyb3a`FtC2LHo+N9(hL|HWKU`bRVd!H=x$@#hf5yOCHa!k>A< zJQ(51@VDg13FTtY#By#JZze8H>^JApHNvNna^)ItA7wI!N3TyUA9_h;t-+T=x>?YKb3ss5%Jf-cx}(FiDB&y>v()#@my>Pw~)0!teeR-9IpoV zjYjbX{CjUw+y!?JU59@W0x+ZUJz=63dY} z+thdDoubj+8p^UtdOx~M(0z0f|)nM$pHF#rDE7W3MgtrQ2Q+r0PH z33~R``Tn2l`{znr|JaHAW$o`htjdxA3f}&2?PMLH|dH-^#u}5AXl`t`CIu_kceH{3Xlv&y_g-U=Ji6&X}lbJEyuV44lCRoe2>m}q`g+L zvvlOwG)oL_nKzIx3*$e}-D;W^Jl;*=^k3}uUrK%p;TVi}U`-GCrWF4m4EF}{W$NiT z;@Y_5h*Qsha=pg9QJh1u6O_f@-EpoH4^!c_L%J8`vMh_$lo976dsBEp_dSzOFiPw{V`(LX4)t3kdC&*`g$Tc@E7#>K@)SN14;3*B&80&UwxS#MdU7f1GTnqz|}}I#c7+ z{-^j4?TtV5ha(-Q?LPg+G20jV#)r*0%H?#f?;`PTE}E0~Zsv9U_dwmR=Gs87sp)Aq zmwMYxP47MV>$zvDd)rJ^&s}rw{vC6?gSXc`4(E0e=zhOeyeB+%o_d6O0$%5^y{D z{2T7a76az%EGNKT3of6G0dx&b(@q2G)}cpMgoP2e2xAl!rVjDu>N z9Luv|&W$a@maVuHcs<$32VX|&8`+3o|7QBuS~)|CQSvjB{1$vKZR?ed`~%fT&Awga4JW9(^C2z&Ya2s7^8&e-Oiq zv3KiJ728PUf9ELoiOPt!GDk_~f0`+F1(yXsju>awPx7{e{69aBK3fsSpCI4P8HzOi zXRH6Zhc|2t2cL@p%=oB{H*?!urfWLJdJT9HE>;6#05I3a-befT8@M3yLR~<-8rTiu z2cmCU&a%!w5dQ`-S@gHqS@QYMH~W7yFTeR_NzT8r)xY|dT;^Y?{2#{`0-pw$KmQ32 zfH7wGTiQ^ueL08rlzSQmkvp}p{tvixKX^C9w>e9(Zot2hcsKU@FI`)~I~>+nu-=CE zYrJRkyPVzPTv&ez>o4dR%e?-w^Xh%}oA7_kvtj=T8_Lc8*evA%_Hyln_KN(U>X+M*d}22G2VW*$ zK93n`zW+Nv?#bWRTpj#h@c&`_3**1chjfk<=09QnQ-t|X;9to5$jW&C06$LOorFut zoE!F~a!$_UTy&oCH1sWvRYO~TALHNly^O9GE^ur){xOspfzUyLo~IsPc`hV$8gH)HuVQH&dlsp)ZS`Ok}U!{_X8&L1K7;G1+Q2Y47_ zAPA2@F>0K1-|8cuP73+Rr{s_I>c{aX#7@@fC+w7-ji;lfSbquYFEQ9a39i2&_Komt zgd@W?1^<|X{qen)H^+P$<%cBjziP9}5n0Ld5#J@z{Oe3xANd7Yf2*h;mhph!#WNp& zCGO4XgyWynCE6}W{Y%_1~!qf$RZmTRvvt zuXU*(^^cX~`d6sGU^%Wo1pL)T*dDruD1lhO&5{7sJ5uW(e;R-b}>JaWQT9 zdg9tBPXinqaBD0^rZ}Gednx(IiG{I0jQ@6CLvx%<%?r|gma|ky{XY{|V42&0Dfx(b zqg)xRfdOA&`~xuqz_DRmht|nx%WHtxQXYh8z3kb2DF+y>S4Mo!DJ~oL0zZ;6a+Nx&Ifd{?!-Ho3FQg z!@fP}-^O$+!1%XP`hO36RGj~98E-Q!V|OY4U7wkor+7Hluj%;T%y|Nr_P>Y)mdX5M z@zIoN8f#l|{y!K0t3G=rkAI>5{yZYH`Nw7Y_8(ZS@GyWAAE6vW7oM5_)Dn*axq}4P zrR(`Rid)0Eq_USE`XAH87S;?Z-L87*~#Mf9?;!_URhr z23wB#FXxy-o+*xZQ_t&8Vf{C(zpa$@$89xZoPSDuDfk+~+0a~m+1j7@TX5#Y9%U>3 zSIV~guy3+gocHZ~rOHQcI&e?o-@kX)%`gUZsDZfGCz7gk6Z3WyL z_a3HwgY?6k9NnTEvL)c-d@UchGVH!^UU5ui(e**T@R@@Ct-VG4D)c|Gm0*9t{{;U_ zeE?%cnT|h)u135Y;ChG;fjm;2AA+$l;?y|440tn^V*{Rt_a|{Blz)TRHnt3oW8>XJ zW#U@l>v+5!D{CqFt-Z7I{tez>82?QT^KK$u2Db@urV6G1Vz>WN@`3Hj`WM#kEZ2tl zHiCu7nx6eu&0-_`ZL#I%;2U7ZB={Va!Es+AeonO3ChLQOU+5ZP#O*0}D@XhLbz#(e`0+Z^)Ob_IgfjL&<=FnHvp@a||1q`y zLo6KlvXPlSGfXjYIG-K)-c&2{`)4*4~`_spKU zY059ro>u$oxTo7v9{-B1f8>1H&p5H*#lUT$H)+>s{sWHA5y}fBaZpm*pXyz=LI0x9 z<(z+k6BWhG@VNlGFZeOA<@oj&ZVu%Q0|(3X1)95Jj$45F@7X?yb#sp5-f*5N`_7i` z`rE#n{gkW9mI3~b%~=H=kN)kbo#gdlEmPOl!}>4QJF#}IYvN)3Q*j0DE9tI(?y7HK zzM9%kuJ#9CEIb zt$+SN93#G$%Tzg5MxNy-^FOC4_6^zwJe=y@cJWbJyniFM&Jp7Hq^f@|`e*Kt^`ATj zy6<2Tzkdr?(zco9N+yzzHbMQhpYj%KlL7w<_+P+31OChY8vX(JU0DAP>;KXh0{;Q? z7{Rp5bN(;>0J&I2526p5N9Y{Sw&>>Z!Ty9}68w)_lTyEF$1Hxo3;tKemogcDT%IY%p%Kmo$ELBz7*k^o zfbe9Va4Z~;V`FnZfUmya1oW=r>>z>&AqVqVuwESwyIi+&}o+D^KF2nKv z66r#7ZY-Dni{1XIfU9KQIPxNi1ICuCtgd^K)=5{pNkesiLiX zt7myOdOcwl_57`yl#?&{Y8PsMoMVcgeREP7^WvxS;eR=|6l@#y zOk@7BFh65vX6H@QXdCb$?*;0A7l?YZ8Iyq?S7YSVifV{2f=oxgi^j zvp*bHUr|W;s4I9ewL>?VTO)IoMsxaZFR#4;-#Mf?r!W_=92dSWgZEz-%Z)iovHmX? z{hud)rq9CP_#~PCDE~)wD(xzMI+1*rXA1b1^<{#w$6{Uq{{ogl_=f68`*HC9GRCq# z0{+8z5B!{B8f;eq{|Wd{dh<`7Tj<;reaHHo;C~}sEZ6+Y*SWtRPwHt_t9`?R!Wq*MH+KQ1SB4B`H-HlSlI%BSn~&yC4JzW9rv|Iq(}{RRKS z{xJC8F#cdnePWQiiLq+JvlJ(fFje8l=y`V>*8&6cW7&XXV|g|X|FhRAF9ch}(RoVO z;SXi#ALH@%n3LmOgY)h}i@%O#{nx5sd*mXX4KVyM%9m;U{Bd)_5AbpRgG6Y|?*TmhI zjeNw7@a>~zthJ!>YkRJlpHA*KS0B_z`irYay7fnF3btw3xbo|){r|Q&X*wo)SZ{v) zwEsFgPhtP5+P~cUe=+JmKRaaJ{$P!1ZMhZkKh(d+wSPYRe`x>Wj=xLkpY!3VFV$_9 z{#Sj8^9#0LC7OTyx;SM9CLfx<$wAXGEQAc3=PD9z;WB!{gmBpH6KZHjF>yP10ky7uPRg|9hLN#a@!&FNp2KoEvae z3LszokJcaD7>OSv<9|iN2(L@k^xPBwl%xL#zXyJg>qOgl`KrHU`p5mOYvn>Qhv#UN zFDuFWKjO`$^1oVtU;YjkgNXXB&6g7JFIlH#EYSM+fd5&Yg!Rv|U;i!l_3u!Bndk8Q zCd_}!bp9*jfyO;jULA9i6dU81HiDNiKBmWk2V)$;*veaQXzcH}{uIUC!+FciVVo_< zXZzzho9a>QQgn@DRSP=d~NW*pqMm#++N2xnB=I6uy*Ct2+xLbI*yTmcs4dx0%P)) zPebKpD*t$Md)bfwH7yI4o3Z@*=XTWo0X`M~*>?Aj+kL@J^Vj~#h z%`6PjvlLc-MeT9(+}~a>*N5!$=UD&Q`60G-<=CP9XXsedD6Oel-E>cPu2}z*tpCB+ zDTfHx`1O}~KKb!~r6&K(nUiMQ_U+=2ifI4ks{c~)ztI2iEai^M(f`3`YMdL`(^B(~ z*@a=}ck|(YV|_n-ePR8t`ovNhf0m>EhOo-Ww%9|0?D7uN{*7V2X_czZHB~aD2&yBe=ZazaE~? zSpCtW=pT4`4dsx*wwi1o_RqhurF?Vz+itH8HSjZPJ6s*AH`fLmOw-6cQ}^(O*>~eX zM(=+=)lQj;JFR9X=cdBi4y|YKpRDtQ^}n$Gw-o-cSGhNqlah=5313cQ+eF+D=3+31 z23(qmPlGr+%F}Ri-Lb^>4=x8dL&zhwo&M5U|KCZdq!XgBL;llfo2 z{X8tiKBe8XHd_tiP|G_4hFUz#J^hzhLKK{u$<7V4XMr8ZSX(VkBD!M@hQRomhAY0xG})9I0gam z;)H)5r-EY_2yPtlWavJMeZ#mIomb8d&PQAel#OyMzlP-qCY`PPaf%1Bo8mw7IA5mr z$9blp%OdE%*zKQ6e#->KykSfUYhu7li7SKkF*;VS$L-eT&2Yc%I-0Jh@fLAysGPWa z-7%E!o%8o|kuUZ*X&z7v2Peyubu zHi+31um5cAKUMp~2Z^tV%kJ74=Ji~9 zaMhe>ziIE4wa}Qg3SB$4YZhVsFRcH?uYc}txWzn1=2L)ElBN9#Ck6ZrvR^Jk_W3u* zRe{Y4UxYbzEX(q9>^;f}No4=v+wfXtj_YsW;bbF!DgP5+|DzOJ20o47o%8Vi>5u=2 zf7mxZY?_DK&6#fDp~lNc9iea4Ke&DH{~Wspyv79jckz1c`!{o3`8x5*ewivSI)*Z% z_TNbyDXe7$`~g14{|op-z#jxxh{Z4M*biK$OxJ%M1|I4k@F#~)+A&0b=Q#ey&wm2` zslKR${EzZF;yAm=>w)=%@Hds~A>*lVeDoaZf_mwnJ&wLZ$D|CsHo8CR3--PsKStj{ z|Jrx34gF8n8Y25~-$AIa4)$k#Q1CzMpM(EZAF_JJpF>xWXNs_C&KU)6OvH;}+*EN@ zdz`s7mNUbg0LmGIJTi=F>$TXTJpJv(d~m#;U&k#c2Qssl-!XcZzU3Nsw(8~$WitNP zG*P^pBI^J5BDa4s`NK05Z-Frd;0lDq)Ez22?Y0W&79jh+Wz zBq~F{QO6dTpj_+j)pGfs?B$QxTvPZ?z0mSM`~GY5$=4fgT~MFg>#w|_*+)aB+2+X- z9il#>f8>!_ss1Nf|64BqS8DQ)pP=tHfBI?J{C}y{pZohVj(??I|5=LDg}i^Q#Dk1{ z=gRTF#rFR}esRa&)uex5kC6>V<1Zguruom`UVPd7cx*2{M{(pAyZ(icf2!wVgo`si zOn5GG&{&*U@m|4{f%D3_GZY6Y-}B$ggV#+Baa)id>YU97b*`_*TzF7t&JWbmU!AF@ zb9Hpx^`To?%dcp#Iji_RFIp>3_WpON@1E=Xc($yj=a9P}YbROToG5$@@E)f4_$a1Bm-I%Kwr+>t<@!x+B+k8{W^pDs$ z5?3et_D7#`T&b}B?$-3e`ZKLN2mCYOzXAWYW15cD5q=r)f6Rfsxl5VgAK(OGd?@So zCmo>vIz|Xb6ThWTMEVh3DTjvp3*zQ@eTB>6vglem7riHG-@^6SkA7=Bn;_rn#I;Az zKl(}Nf9jut{qbC$`-Jr&!T$vRTZZFL1;xA3yipRH#&U0%Gc!psY{08g4h{Gl9t*Zc&JqTiOY!^bT?1w4+wg~nF-DHV3j{?RhlLUmAn(zE){#r{jR|2@kkDvbXt zrTUML^qSY-df#++wItwDt^WEmhjf|8zfx-dRP{$5s8-_OAP!E1Kf_m&4=qvu%Q4c5 z=>LQK;*P(oP5;fv@kn!%V%Xp5I~UBq{rweF)mB>+`Kjg~#qd9;+j>n!!wCHi^Y#+u zS90?_Z6nMf)9^ot6A@wYh@T;txZ83Z2g?sote=j72a~J+1=ptf!4-41x5k|7t(HG< zZm@5+mCV7ZF_n7Ea&nMMDqH!;Rkf#X+O4@KdjH!)adFPv?X!J8ntz7%AFKiDx;m|a zh4rtD*1wR4X<@bn*I+yDAUqzh3 zboHOC{>b?i!?p5a>u9{Az0DE#hJ6&)Bm@2x@IS>lE&qmb&wzgh{8#%0#&YNH1OCfA z45yEPe+T?~HRJzc?>wL9KCg8ZY+HB_w6EiZwF}|cM1DhJhRJ(@TuXKnV?)9pP%e(} zY(z$ESwX(jIlp6x{|WlHeI@iiyJlhE!Brn*pSms)><@h<_@Cf^?Ubwc_kok6Tpi1?p*T0VUSvw1sa)lc z&Ghj)&@TGMtK7!_ODz=d#_F55%$E{fFPHvHRlaaNEUt@nIm?fU=fmh4Uv%7lV-Gwy zo;#zz85glJX!w}&Zv@kl`#hOh%15pyY4Yzg)gYTFseXFd&cX)ea_Y{0px?4x7Muff*a$2r_X ze^tc$>7N=hcShU1zMlU4^HOiS{m%2*_1`^pGtrzs&i@H+Dev^Y{$;Hvtbc{|zx412 zlY`VlxfyuPSB3%l;9 z*t+^G-YTA^>yZwF5BOKWzbxh#@ISV{7`{^6TE4TbfPb;Bg8!j8W$?cN|15F*m-{Gl zb1g>c?aMsD9#_ng{af^o!($}+x#ti0KIEv<{*Unk+rCS0mAt3S5|>YPLS*Wb8eHhl3F>+y@tTg-*3b7pL~m$^)( zIR0kR|7IxeP4K^VtYKdm#-DN?f5EW<*XB=u63z{8|K(rIztHdhLFafL5#}GOX8u)8 zT#?vhJ!o}$r?W6oJ^QLcVFsu1DxJqvA(p&%izwEvFb6v-gCi=%%@=uoDys-VE zCHISYKaB03c=4j$*3!$k$DWb9+ik1cl3QL#OR`1nk|oQMD3Ru>1r#YRAVq=%K#<@9 zP$B^k1OZ|riJjO%N+Kz$El1SLFSD{v-OGD{3*v47@i+Q=LD1C@gQ6$J*%-< zJdKcxD$tQK$SqY2{|Coy0qr#U`D%Y|{e2Lz!6N>b-v4zM>Axo#=mR5& zHfHPp+1jsu7wk7SRnJNvF>%&6o(MMhSIz!z_IIT|VL;yvFfZ-1K-yJgO^gyWQYfQ!%#*c)u{sVUDg`quw8 z{%roy7)aq88F+>F!5jY(o+-SWjy*3m{_Fc9WgMyO!9K&7TBP!?qW+2-90v9V_!;sS z!e@9zjya}Hf8?FPcgx58kH0_HS!DiW^b;QR z&O7h8w>EDsD*ss{sU9d2s8-yNwx=w4g>24iqmuU_Mh9jS9yrUpb#hq;sV zz4pU=AJ!$xyWA*PMwmm+)( z?lIQJm&G%>(Y?OWAvZ8KN^_q0AiniH`5)p3RWwk(E^L&yYxn7H*1TmQ2k z3~PDVLQ>X|OLP6NZ45Ra9+TGoT)#j5>!bOXIOYwo8MMu3{-LbQOFWw#b4(kY(>&gI z>VR9{aKa(3FEBRPucLT7h`F=oa0mNFie>*_UG3XU@5NXYeP`eHg|r{|mif;A`K-UU zwpVh0a;%`hACo?xjsC7q!8A&n6RcGDW?9-F`>Hmc0`4Z2|E7Qcb@ZKc9e?KkGXJ08 zPDPivdE6{r`=`ip`~LR*MK>#!{98)?AJhMcKeF%6>%5Ch{}sL6uO)%eV&4{czCZT= zMSxrg>rK9=azXc)L!Os%9dypm$~BfNxbD|Rs?!*K?Q_~&|J(TExnuLs_>b{lmPICi zm?vhFzaeK4VQ&;y1Dp*XGakp|XXqIJxrbjbiGu^bpW;TDC`4fj8);k zztW$icnZfk)(vdH2zw^f%yNBtF1r99~}N)E`9*1PvYORUjY6A;A|pHNx4)y~&u_RJH~dD&pZjCraS;Dz z#dDAHyir|+_oja&yo9kD(8pqZ4aeE_4~}h!=k%F)Ux4{nd8T{T^_SQ&#a;vZC+D2f zce;h~kGKw;8-;z#@ZEc#KF4~X^VaB`u4&FGo^$hPf6e*B3HC;@G_>EtSR2hRmBhqB z&MC<=mEdtc8fbPC6!Rv`_j%CQXL8ZMk&6rT&HhX_Az+Hk{!VjJ{SLanHU9&!5{#$t zI2plW2sR@HQz0LDeaz{yA6<}IqLrfj@d+5H@{*Tqw!;ClLI4_F3VH}R&gl@I{ zn4`*@b#CWt{k@McJre8YX8x!BUr9EkZ1nMN%ty7IjIR=mm3(9QUV>*N8o=RD+1UQL zu?cyuveO412)HV-U(r~E9pC(4WjFpyJ^ze8{2B?*Hvg~p^FXGX|JUX@Ou z=|86bEdl*kc%au4cuXq}k;Xn@WEhu=>(O`*V;}eFI_nzIvp8pd%Fjz3@%mJFEj{P; z64p_mr$lw|vC+5w5C30LUQFXg$D)ltn}5cCjQ^&|j^!qQ*msFI5sHC{;@9v!JqI=> z##6-Q88@RbZoJ=)|CcY<#E(e04F3#hU1bc8$KfoH{_tdv`=E25TU+0rjOQgP{}Jzo zV+NH`{|j!abl)GbZW_GZUj0*&JBoZTJ`N4+dAJ8#J^v@xUk~NUU!(pQw&&wM$DS5H zPOu017&*uV5w20ai;e!qy%lat-F9g+x3%!?pS;{JzWqGU|5A@XqYvEV2xCItt#~KG zP!@;(FZTX#IC_Y3OufK!Lu1#-p0JBv{&sdWyA_ZAmhd?%-TF-%+^efs6Nct@?(rv{ zCJfDE?q`JC0gmREzy6I|_0+TO#g|@jZ>)LKZGLOB+y4Gmx36lCJ5*ooKKk&8Yi~Q{ zF7%vrqr<)KgeO@k{8Sx2k_`rC2ub32Tf7_33Yp{QT-8uj)DE`E&02A7b8Uo~b0RjmO&{<_+*S zyce7ep97Zzj1I1QjLzAiu7c{Hhx(5A_oxp32DATpTd3JT^J4!@uopMSn961T30?!( z8^y!{yRpr^P8b*QZQy(9=6xfuYnRCXvF7kOk3+%xChsg*966VE=f;1~e#!HcJO5!l zDu?xV9nF7ybTaWjT$emo+3D}<+Rts~csan&;9GfKn(h0?{;y3Gw`ex{ct^xA zV%wwnzs&zfycvGZa-9F>f2D6zLjG(0Z~brMuXOrPIm|y^S9+Zg>lwz-5bjQ{tK7gm zk!vhRAXE4m+ItLymKRx*=$N8!qMVi$8eER$63(T((YOA$@kjH_=AZE&=!ML4g$En| zHTk2mH2Kej$W;AreY&4dF*llL>Keza0Zv9X#J=I<82^EL{yf3hz;`FHPe6<5Mdk8M zzv9TpOMd=W)PL;rgeCp0-=)<3Ukdu2qwVZFVBCzi$0>#;&fCs78Td5xKhfSF%)Snf z$%(Nv>hlsDj{c9@`wpXLlX}TlvPkIv;)%!IOB+`Q?2!6|3)TK9!rT;N{+D9>g}E2; zwNmlFQntUl^EBs18tU(iFqXyT|D|kyED!bj&rA-uq5dw4Wz*tXn@_lgV~1UBZI#=- zd#Bs7rGnznY@nP{t2xJ%%3K*wf_aJM@AmCm-EUSseWv@=H{xqM%Ww0+yIAz4dt*cR{f)@wbp(Afgic|4(;&Rk^Ig7n(j8r$#llm(uQ0^ zfwwSUDKGs?{}VW$_4fwKIfZtio!HmX{#Nu)#ChP@8RS}4Jko+d%hZdjoHa9qa ziSaLj^@+Y!G*6F3xOSAQJzt;Xjq-S!IFD3w6wkMD$upIm|Dqp}L(KS(@*Lwo#(#Azlo$UCdV=|%y`A0s?~GqC z{Db%$&Hr3@{}Xg`#>5bBR6SkCAJ#G6|I2&5&iqR5A(kHGOQLUhUdvc+UncS)D_)1k zIoEIWt^Z~G*!c5vN9UQ%KjS~fe_1Y>{2?5c@`W_{tG+(*sl_=a#P244On(gQ4dZGM z$3U-PPaFRiUU4=48kN7w<$Np@eik(3S*gn(!)Hy`6C93QzZLq;U6Z0$EaCAF?9IT) zxc?5+S7p@yGB)u2iu3&kCVJU!2m4)v`d`@Bi~q36f5zE&fopUhSRBUQFh+*%^EJ87 zzAn11&xuV?e8-B{K^feKt?oGD-$XPQ3;ln2@ZaVC=;)sUx4(0&oyLM<#0o$Ei#`6z zjsKOh{p&ZZcU!l;=lN1`=6^Z%|6pGy#i98%=icHtG%Fu>Pdxps`yJxYyt&qGdTWyd zjs|(84j-y-p>J#>-m%f9>mpr}^sF-SpJ7o0^(*)6-M5r{hWN{V`qVa+HsXbrI4r zL>IwcW8dVae*m|!zHXAX@kB={()|0;zdz)DziG99cY5Ci&VS%g))OX0{ZX*@;Jk*u zeW;uIs+{z%eAz!M8V5Z#Wq#kkuJ5ROuf0+*0Uj3+`~Ee?M(;>JV{bxyogDPvBmIqx zYx$s?a4n3b0iGs_bt4#@1C)CTxR)fqRKUV?Q|>7$UrqR!eCwZ8=MM_5hv+K(Z0ldM zKb!r1A^r!!v3a}+;U_fKi{LX9r;*@t(&ry?RV{>mvF-nB8F!=Y5^Ry+`p^gSZ~xZz z-Fct?SeJ8tDDXVS$z<<;#nA|UQ)~s2J6Yx}uwMzf~ zS`XsgsBDuQQ|A8?e_!$+QuF^McqGPukPcMr`LAQt=wp6b|J(R8|1b^ z;5XzppbTw%5BL4^>{pcXTDQ@cezyMCai@D5e>z8O{(1gk{3pmx9utAbdfsmQcS*?~ z!EO*P#$#gGzo!3X$N$<1J8=!?gzLC^1z3s*5A#WkrxDzY_}9rl$2c0n;pnm4^Ur&n zjr#NQO&|G~l(#Ka`CrpKP2WR(qvh5A`pvP|<3fIa_EEv7#C|39PXJ4kY>bof=kc-l zhv^xgLrVPsQbv46jMbt0D1%(^xW|65Ko8F^4*Jy{hxq^KyH4!${e$)tuKiOK`$Fcq z@R4w=yaYUEiSZvD^Titf(x=LsOUHjZ&NeZ2V|1v8zxi@&zwo#bS5sZ(UVD8t;c0r@ zC({&%#>+#+N2YwQG8+F!kJeExs}-)cX21V_wF%PGCw{pR{v|BsRIWNxS`=;HypMhIv=9*5r=zU`|8)+{r~uP ztYh%Iv5odPaVYcC?62b26Ca=1pEKz{=Kqv2V*X$6zcT-KSo5fC zS6*!TpXzpwPoryl(Gxtr#?ODoMFw8r<*3&!(PqJVr+xoWFY3ZQ zjFW`F>NTBDMjw46{jPiISFgWW|9f6+<1fsm7|Ryso6a+xk2e35*BJjX{ws1ubr#{d zB7+t$|JArD5_<;N4Z=yV4;*+2!rH{=z}bYDHF95ZI2yx-{fbc;$+sc@mK;0e|3k?AJ5P? z>1~0pd|~Zx9%*&J-lWX&BFz6{j=yr`f2C^wn`_s&9Xq!(-fp?@pY-ql%4@H?gOpEd zF}D9S<-_{r%HOzMyLK!{{$tKJ5&p*bugRZ8Rsyf8_|*K!U&M7mejZ>;K&M>g|BB}x z<@`}U_`wg{KwrP>@5eU4`vE@gci*Rb$T79z*++d_a+kmLgkRXtu|5vC?aiIuZYDOi zEe+B)(m(m_|8$%O`oFgGh+AFpM|Xs<5DT6EyIZ?wwf|K#^rz`}<)MFxtws7@*B)|h z{_Brw8soR3e;%eWftWO$k`tSMmG@ zvQ=Y*DV|5$t$S@ha!akQ8FCw&5bMU{e-x*~SRm;mr7!Vr%>J%EM6s)y|3P_;@!!n+ zcd^^w7bE}IF{yJ@&_ z+_#u>jPC#)nSXqrefn~b=PSx{4lq0?^ACIFKU@aqzCNj&zHLND%6L3ZblvC+Uc&m{ z#-GXqoliP{cyIGB=m#NomhvvouZ;gBJe$W*#Al8F3ZGp{@(;P0;HOm_4X_*6eVm&F zC*!dlaXF8hK~5n&tG@Nv4~dvLa!$`9W)AAsyhs{bhxUb_-`qVV_A)~TN)`ARoD(6wmW-_w2Ct$OM?_x3yQcwA?s8_ZMw1Al}0 zZ~PZ{2a`X`S^nPty}#o;Qs4XD_uSsSAGq_qz3%+^^KS14dmXNQjq*#~|Brvm*r8nY z55z*z^(xyvGuYp@Gz=DH{?#J46~&+_C;P*eM#ANkK>y39{j;{~Owc`2++ zF74I$FCGH}dwjz;sVGX6#N*;(}8n)CI9cR{WxiFcFKi}*Hl zjcNJ#Gg;`POx?v}9`^%`BJ}p$^>5^q$wa^6}$WibAm+P2!^jy%LMc+^iiS|9y0zJQlI6p?8fX8dzU}JFZF)|vL1~?inOXU%}hOsm; zMn~(?`nIlGXz+hx_%U!U{tWB|Ln1z7d0sI+>>p6y1nt>=2;7d* zm+#bV{V3FtxKP@i*E7tsr z`~S7oZ@AsNcX}D3b07P{&HtEwz>fwwqVG_6`iJYP-Ak{$nxXBBtNkOCE9|A;zvA9p zv({an@;Ej9e&|=_+qBO`{$uVpkF@aoGyY5R!sL&~$BN8dF7o$2$|3c2$|d!+uSXlj zxcU0mzUuBHT+V#-kGhLTIo8iy_BV|Mq_VhB^KX3};oQs6{#4o8d+n z{>Jamx~Ax(z{t#{eo#DEb@3?C~#hGNdhy=0I0G|1I7pYeC3uYoZfiNQ=p)WeKKtM7&tfxGySwhq{+{?h0?vZsnY@lzHp|HVzPfst za7W0$B(YsM?hDR=a|!$8SaC4Gx5#?>BaY`a-}$fQ6<5i)L0W(B?>Xcu&j}W4Hv0U& zjFs{44eSiRbAqSQcg0?DG935D$FC7w5868a_AC7m@5cOJY>$Q=7ChJdf8a0D7lJEH ze4pUK#(xw3tNgYc^-tCx*w3OqTKcBue~Nrh@IjgXX*v6!?EB|B{u5msJOq3%W&OYR z8lMNb!Tv7KcUY$SXZ(B<-lX^AeI$FrbKY0XdJ2^_`quw8{%rom_&ei2#(!x%nEdhU zwmIal>6JTXLt_FS> zenv4m>3h9Td&DdV^$QjUKAZ%bqh+(xPkbB8i+=NP3&*`F_WalJr{7=uA21vI7xA*2>WLIcX{#ubpE?szdv$L0b}#EuYHy9HeaLTzjeQ&YXKL- zF+aR+!McX(6p8+EhR$%0q@&JjEP; zwbbXZhvsAbiTAIj`taR=jS&nD%YLuoEmC#ZA0Czf#T-ied=h#_&h|oFgZWw4&xf1({(yN zHPGhH4t2?Wx_(%(L>cw)o5%lg!nmV8#Pd-M5#xWTt!oaBQoo!1IbY*19>e9j{w=lt z0azR0GS)RVdfUPB8h>l*I|P>kJPPA)-gj@erpB6K+zRe_tV=%SPrUwayVT_-CNH~* ziD}n+so%ek$IV3aftAtRQH&J|@9x{c=fKneGn9_Wk#lVm*TvYI+}j`1NB^bTozxDM zDno4k#r90!N3-ZZG4E1L#!|HZm74z9`mC-|xt!LAZ;4}H*89Vlp3!Ih-umChpUpqz z7tqO#{}}&`4SU*ZDOSvN#zzPahW)0Z69 zq|B$v^3FJ4s!F$zfk|p6ItwF0HxRpRC7~pDZ5zL%xmndHMB! zF}^?hlVG>^_!{*uVGm4B=Xi(2IiWF#+$VA!v2hZNjQn>F*WmZUb2t|NXz+^x-=kO? zU$>SQ`=6GFpG@l!-+^Fu{IyX3@}Vy|rv&T5W0vN3G3Ni|bU*u)GWCD+NUNKo`-S8` z#Tfqy4=DZo|NS3cb^G@17OV|;eu?>iG3ZZ@U33rse1+?~aJKB^-$L47vE?22+f~oF zu8wBlk zaybba|L3Cr)x>$X7HI#(`=Y-6lsoDJ`tHEX;QI>(r`lB!&Zhc8J?D$s-&@O= zEWMYqr|0l|xYkWEYBX0A-8;m&U-Hv_^k+8x_ta3U8yvgj^=qQ1I(rV|zk>3nVf+DK zvld&e-_tRVF)stcI@ zxupFsMU#J6doXUs<7jw%$+{%qcCj`I<4*1g77ow)=i)uri8-tHM2>S_Ajb8eKL4!I zxBj>B7cjQ+-xir;HvfD-82>T;Yw{?Uqt?s^jrD%f1$s>NBU{^a?2iTHn^`~TR{gYLQCy~MIj#t&qg$hO7a{ylqkx<`KX zYj^5o1GVYa)Wi-}Hz|#O<6Jcz^eUI6}y*(jT3}VJeoxt_nq{l9>{n_;2lZ3qi z{$@V<@A`w2vSu~=Z?vwb@niOPZ_CiRRowNr^}p~ijr*h66vo{k#*D|`CAwDCvt1@p@0pYb2#zb1e3D1Qe= z#yP$Xe27;+K`ez#zFmLK<7e34h`2ZbQ{#P*{4DwHs2u0wp!?Wg<$dC(a*-C@EDqK%>D;p zW$^!8Psh{KYnkZtH7+mD9!taOq|=OjV}Ul_Wr6hHKepTb;DH~xy6&UgN7{yB(U<@2 zQ=Tqr|K#+PyGqy_@CVHQ{)t|9cBCud6vFpX?8^e@e<$H?V*1>#{u`#ZznO4azy00!tZ|XYOAX}rm{Tve<9ny_K)k_o)31>xbb7B4CUWK+Fy6D z+C4<^eCiL^Cj8XT%lXKk35qQ>+x#mO|I2m$8-0;&{EcE6xIp<+to}bq_{pB>i*DqT zF*p6$W!`Y!OB>|0%HNZe>kQWht_-`W>zCd5)k%J?W3pSuXWaHY$lrXnzvld5j$4w= z{!?+PmGclCrTje$(La!*YCXk+fnRE=+uwFmOrLaJAY~5R!uUsit9;r&D^8vE@oA#C zHH@*TkvKNJ9&h6@H=1WkV%z{*gL1&x2v!Gp9Bhc4!`K|!*HMnBly>VpxP|s}e?muQ zU2Ea`?=Fhr6l{I4bC~_vW8%#IXZFwXu>Wp4RV{IDLY^tXv?#VkusB;;J}IAxb*}hW z@AH11{HJZW%Qg461x!skeZ=4aR)%BoXiOYBPl;W_*cvKFxEzhyqt5|D!*!wzms5<5 z;C0@bqy1V>On>941L9YMk1Jqr{IU7J*sg2*-}8Etewg=6Hvf$O82>f- zlOkVLHs?eB)-=ty+EcXAzNUF5_}$<;hEJJe*8nHOest`;@6lfqf2`ne5-d(qhU-xu z9@jzlkedYmt=H>5?oBw?akA@2fhiu&A`YQV;Rc1 z{|ov35%Wf3*85obWUK2OBixN2LxS_5aYg6AV!+0yemMB2*yhJR0$hjxk$eS1Nqz_R zBd{L=J_PY22p%T#RWhz7p|ALsU{8$dFDCsz?%eEt^6<|R%n-dtG3kRAurm4!~8Yd{9``5#P~1Ts{SKwpS2%y7IIYhKlf22A8$qe zo}^exz0-YeFTkI83<}4SK@1t-R|KE3tFtQW`fIlNFM3pN z>+k*DhXezZfxh5oUl&38&gXhxffIn7!gXum@ zoa?=73!snuS&RYpawC`dUqP4~rH|*Cr*%}0*c+75a>bo4F`RsK)V9GuVmTT1*F z-&Na=eJ1`FUqcyd|NP}|`$QMxXb#j@yW4NS&E59p+Z?br)7P)0^uLy?K3v1)?!E6G zH-mDYT?ul#T>2kzd4Lg`{%nTYG2`&=t%NboW`7I$hys?P&K*JQn`jKiV-3f^l&B3Q zS?|!=$JRe(v;Nycaf~!)6mpFn>2Gkz4TX3%z|I8x4P$L2u1&z$MED!U*c|FR>W)$! z*rUGvgwfi6zK+h1@mN{t_{W&5qq?i9ZfuC3r1GJLVgaR(!T5YG{#M}3D4$8ADAVxzsB}f(?3lAipPW5-_8GR{(shQ z4S%r=^?%XhWPP6C8v@Qj{o1@{*Rt4S&VYBuyp*ncEREJD<4Ws|p7(ilQtbm;F4?Q@ zB6OnXjlT82jX#@z#(yGPqVZpoKcdUdNB#nPB7Q-Sg`wCGdai!W>xy?!yo~o>12c0S zu_SOF;c~(?@-<5CDcNg%g7Zno<=h(mE%jHtjU)H*uk;5g_m=7ytj{p!vpn<<#Jth| zD(C(W-#X9VUwun#$D{x34ltHO$B4&;`SBG^*?+rMekMz?e4wv;g*x1Wzy_F+Fu`(vIY_?v;i&sF}goF%@g@>cf6 z8-M*5I^44_zT`G++~BTWQMx0J^EmPvTh{kjf8!e3KZTf6!_7tKKb!-Qcx z>pb{xEN63(zX_hE+I{)9+Xz#0J7Z~P7*C_I>rT23;ByFzQ+=55IaKbR`|fo!J}(t? zhjNntcu(Zay666T9PmMt*QXug^K3qLUhFw(`sb!&y@JI6)&en62$KO^MipT+xIfeS zzlP#;#rmw--(*doc1GzNx>jQQ5%bCa$z^+j9Li&O3DkS>s7To>t4sQ*?%F2Y24D5 z^bM_3&HiQfub`*pZvV)I|E+6mWZaGBaMIW@Z!6};=XOHun-Ghwfa~A7zT>X4tIBQb z*d?)VBKm?4@-b-`cSHCZ#N(mk&AuF$0gi^TG!Z_B+JiQrytFaG8Tqtol9VEimS~F2eQX+v+{qLpJl8AhoR$8%pnE zo}`sC`quw8{$wp}^UwH?mj}jwWqo7vM`diP9--qyWV6awmD6~}%UR{EET6N>U&Os> zro2tf-BYfGa5(*hM}ZGe@=r)SoHz$m5)UVieWNjOWUsj^;HzVQrH_ZBK1Rt;LYN)G z^j!DxbFM~lbml|9g0MI9(LaFIL3@F1sXjF=e#SE6zrX}7mj0J-oZs)?Mfs!nzi>WZ zMgL?^@LQ*kzX7_ZzKg`yMmQPGeL?;=j&<+rQd|x&Hj;+|{yEx)1Y4tigqVJEjmmL- z@{IU{B_@u(gZTQE4t?}*rujcjac{DDU<%@cK^&9S$*Isj@mo5Yzi=33mGgZwwDW_BB ze~391@Q6#B|FKN*JU`AyD6#`G!`iR1FJJN(v0-Kir*hyB#j&ASH@8vD8^o|d%$r#L z_RjP%mPO;;0C$5jjL#wd-*oAW>m>O#d3`Ee*SI+o*QVULi5}NXWjJ3I)zyDx$W0M8 zX8h_T=ecU9`zJ?QTo2{A>i?MTQJflJW$=D-@3cER(dkA$8RPfRcLaUV8TfeEUAj8v zMrqUcLi`@!h(Ler>V!K(IMw4l<8DLUbyxY}XRh_)f4cs$FKGKSQI4b%2v z-=N#y-tFF_{8K0Uhh6jFxEuZC8f{m3-#`9^>%)d;$Nx2ueph+Ao3JaCvxzWMvHl4R&H;*BgBUo#TX75=+T%Pv22N)o{HMOJk>lbZ zj?KOcheDnz#N*NYSLyVt36Fy~H;AnS+)O25Z{j`Ll1cy4c#-M)cP(;GaoijAYufss z*Ry7SH~&Kk{V#7+k9eHQR<{}06vf&$WKiIS&#p za4X?&-fOQ+-pONR1YeV2X!M-}wnp0k{0(DssH|^`=9xkrG1dmLc4lk8;%zwh7Cp;( zrr;0D(f-C*x-zpr8UMleD~|ouzQ6Rd`JYYy;km$A0-Jxvf0ii!B|q=$z|t`OMaFr8 zu~A>2_t$y-kL5AP{!~96usf(jcn0HRQ6GHB{EY5VpOlgE^t{ox{sTr>CkV!beepAgmt2M$luiC1k(HeEajTY)cyg=6~_350?z-b zX^Oo;KG96{vweTbfdyVg?aCwn$@lo5FaIkx{n4QwSMlyU?%|)WaND=P@1`gEsZSCA zMtQgPG4>J9kB`f!|4*Gf?tZ)K8G2VQi{>eRGW9=rmiiB3{)7B%lT%Y=HU2hj-o!b! zF7&kV+{k78Vg7Nuh;JJIg)CS){J+%l4>%XZhB-iSY(l&n;Asepb3Bs2z`r1l%mL0b zbvwtA!E?aBoE`6Uy{N~>nZY%|!${njnHzGB+)v$8=NU`We`SzxH^A0RFxIAHvYRnE zz0<(t3^I0RobG{c-{k?`Ph6X3dQv}V3w_1eOk4%NW|GT*KH~BKM}&Ac6NKS8I?(8v zN82a{O0Vk~{uAS77(X*k$AqI%3=VKKN83MlRn4Ed`m;A&-I*JNuK~^m7#m=2{w(Jy z_?s`N+~;m9VQWcxP4>X4luG}r0|p298^+Q2*fjwogmaBm zBk^xEZVkt`!Mzk5PJ+eZyjEO~wpH$BYky3CV-w|>GXIzP|9H;QybX56^433+_e_;R z#(zu4f5C&T|E>RZZWdeq+xRQM{A0|6$O7?MC2|4h0Z&7?UFZ?AZl`0CBZ{5jYd!}r zubFU;GgNVr<#?(>X?cVe`-UkMUoVKO`@MjAc2C^$}ew zfc&kc|GBHbRD7xAJ7pib`ccJ~dKJD_;6vcYhR+o_sX`0_EsMS1sI2($<9kw<;CcKp zmyeE7=N$BFnx=!!!ZClqH-qj0y##s;=_P#aQ&-`0XJ|W-OGD+3?zw+Uz<&oQ-i^N3 zV(I^Ue}Cj^VS66g?z0q>1Meq&yzH{_{=XiU;_)osa|6-W`9TXqt^*2|$Uq8Oe)g3%gQvSb?{(t+O zx81gF@6p(Z#(aF7gZ#-vUt%)d%zsV|wKDc5o+AsDf0^j(7z%T6mif1R`!=`ou_xS_ z(;xXc67@xv_Rn|z8UHo;qw-eesh-PTip%!p_{7 zp*&L*7l*Jc_uPArU|^^mV{#C8hHx+&-`(WC^;h4b*g0QvU#4<6-uTXDDNAK0DUJ>D zQ=uMUVvq+)@j4yjl*@|B2(||_5K~9$9i})pO8*BBe4jBjx6`}cefM4N>F1v&Jj?*o z2Y!g-+<5vL^9K8I!rmah&d8^i+~CybZpYqZ?tB09hf<#I-*wmB?(rvIa&70Q8H00# zus4jgA$-kk6gTI~RA*c7wELHzJml{9${p0k+udK>^$qv7K1f!!^9bj#6>|_1R(*95mbyB(4tA|By%wm5s`76G{SohF* zuY2P^#nnHw-*s>OZ~b3P{a44G?rr?p_*;78Pq8uHe+O(Gt)awcMc-(=3j&qZU$V=6*@>>D%s%wMekZT#8%GyX$7k@2m@e_5tLo&L;4`w_lNx+zJNH!z1s9S zKM4I#UVR!NHa{>m{y)ZCmiz+96V(9x2FeHD0O}Q=Dbw)(xliiz_Qpj{znL&BlN84S z<0Y5zhq9rMqyF!t+!^}4xGsFV0?mKq^g#}vT)#ic$L|*A3iwyxVY#(m>XCVxJi9dJ zUoPKY+uwNnuzT{E=iG}gzwDY%H7+{-v*Ph5TwCi$dH?<)2OjuL8vgFe*(-6@Gr;%1&oa5 za>BK0k88Q-zVD`72j=GA9(s^t=G^&z+{u_3U~2BXlkh22=Yv0ekm{V_dQrBzp71fZ zeTi{5Tt8jwnCNEgjMDfn(@5xVe0Oue$bkO6l+WyxGvEByUorOPBE`W$ zoEvO{-?`2Gw{QJ-cgG!faQW|i_kOzmCBFCglfU!va=vh@_lqxA*9*L+GW(miTlzI- ziR~{N4vllpsciZuFf&z@TS{Zq+=~7wxEqRV6EHP$%(xnkeUrr1;WEJ6`0F^|L&udyw{Zgu^-Lc6IIN zt+I2!+t$8|azjm}lxYEf4*}^L)?8^#f#FwG# zvCkOyc${LahGTzCX~A#k>(@F{_`lJ&{6R-_o4tF=rBd%zXO-XZn^!X?*Dw!*I4z4tDs{m z+xO@AIKab1n3-ev|1e``1T&);5x$0UimTycU~c?1_L0*w{+wgnpe&v9vwUC525b)Q z6_Ea$?{9Rgx2!7)edL+Sb^e_jqnJ0^H&Od#ju&VCGxlbf{QePre3wk$zmwiq-mNhF zC!gaVbqSs)cm7vO`unPOyZ`vbqi+4i_3lFNS?1-%=Ku3;e{0K!?$O_@;xUmA`IAon z+-N(^kIek%)X*6>JTXGpoBYYYbo%q{|6@n%+{3?E;i{|mdAuy|5ce$ zD*nHm=p#SW6ya>D4^bSOFC#D0?To>}IpWS#*VFz`HREk?{@RXgb0896U2Xv^c&Fz4ss9e3h?*F0ehf(>2aBMfs^T)(zs_GNcbAgAN7U%=N~`J@AaL(xnFWm5#|QDrSPt(>zjnTY3rQ{d8u|*9pig< z+;JzDL%ynw2a#(kvcr)sD>hTJzm=Q)aW~~@0{(k8{qsm)1M6MP7c%HyxSmP>IYhZx z7-PdRb2N_>V%{8Zd-NLcH9oJEl$Cfl90!N)0e6EK7d02^T{Ug+wO4#}I?1n+!}^Qu z#I&~JG3f1kx~4Dn`pf8-cKvJpUw-}nI_I47F<^jc;aD&d-$gJg{utN!zQ?lwo5LIK zC)YGaj;J77=qwlvc}O#YetH~qWZ^l#HY%1{4LnZf=(tS|ifb@BQC zsBitcN7v&j2XQVwE64@NOp%+o&-c(~#cBfcgmn|2F*ouY?u9z$pkLFBoKxVLqGM#zNw(Bq5!xB(BW_M9 zf8;iT4Nv?K5r)S5ANU@88Sqi~O??&;rvcYb z`Z^>>mDYvw4e>qL2fdAuu{xZ4O6t~U0){6~^dEcXDfj%FuTcAZ+X_q{@hcF=LNO}Y z`k(tfL;G>PnDZa8cO>QpzGL?9k2oWY?PLB`82*#5@vrsZ8)WN$y%%_9%$G~Re=iO7 zxOXew=C~<4c5ZXilQf2k%>T9Dav6W`ZQa7}%Xk%)Un)kkj>OGr zXl|ssC?^z^L3!Y1LcS`BTO&9b!rkz@NDeB{2kwUJq52s|+(p)xJCZAk1&9_&<`u_ox{nwk@h_<1hn-gMcu)mS&Q$H~e+7xX!{&;r_D>i*9Mea_QD zKE7PPzvdfiAe)`!y8u2$ZF;z-*KrNljQAd~Hgt}dDe#jsu7%EN&pr_BDGwF<&$*tP zkEMQKbfP*^Xy|o3J3sml{_GLAX2-^&({H9YG68=RjmLQYwT!gzd&TV^nCJ~Yd-l!q zoW(pY-29*N`EKUw|Bq+JcuZxR|9HoR@}JPo67j!M(?8eV>|S5}hWqtnPq?~+2N;7@ zO#Yv1`+u|QDc7XAu`s^<7|-YTS4`k+{HJ5|oclDAdHJM&EAy}CT&r94^t0~mx8KQ` z|1!?WW5k+=i6?-E=869S$5=}KYxIlP|D0!vaWItk$;XFz>iMTBR};2p+*7oFhL7d^ z-yQ;Hh2qoz69WtlVRqVj&N3$F?z;(BgV;56t!wH$Z5IOm=9}OCreIlotQyX1MOYQ! zcYwn|U3eGl5nl(G8Nv2k5gZR)zxx|^QypJ&KX~B#4p<(g&$u06b7-5oKF#z|C)xw7 z%mn3?8oN5-5bFlpUG$!)zoCV2HH4FCJomZV-+Y~LG=!xg49?Gf@i^aq;gz*~-cQ&Z z#voCBI7Z&7Bkecj9$|7g-xSf=x%VhzarT`2OzbLbTQK`ux!NDsADZCYO@-1w_mf{* zur!EoBX}FZ&;VbfIj20vhVx5#Y!2gW^gd$Vq#kcMc{;LXn*EpU;G%gIVI0@bc*c;$jJeGyZ7GnL4*jq83+30i5 zC?DrWa5#ji(KY~E2)XS5A*+; z{5Acfr2dz}>wkiuVN4BuYl)+PYgjiW7#cl?uE2g^kIg|01g)28aNL)~KdJRBl>XuK$H}kvFYf&#yGlYI@83+=noRR= zg0L=4@Uf$hqxN$?rxMJ6#Jy>{l!^mN@BfL(nF#+=IR2B5@xKuMR}SvQ&S`JT#4(V_^Zf0cifivKS+ z`T^^5xSB9666c2TER16jJPdFxz|u?s6GQQAfI+$EUW#{vGB*&P1~{49B|Z(6LHUm; zhTDmuCVmd*_uP9AmH853YHFw+imwA~&26^_{Ep&o5UU259FBJb8ooZzKTcSiyS_n~ z8KRG8@1#6YKY92;_x_&kOcQjbKAZ8!mpLyK>KVT_#dw?1PbeM@;bf3Y3wRvhY=EKJ zdEzs-y6P$&%Q@oU;JL?Fy~NlWl#@6=^o);{@%_E0K4V>2 z_21aGX!f`Au)kF_3mFwlVQv%`Be|v|HYvx1WSn-QH{J^WtGjsA zzsub8xeflkH;4CAe2_ekca`^53{lcny&kuJS0}~s@&C_(-lqRcPq#mr{8d@w`9>D` z!~Mj*L+?`rk1_wFU=w`5$k;OeYx2kBZ?W}H(?5!@e=KhP59|xcGRl=DvJG;L<}KrG zRK`Uzk;_RRb2+T9v@FR&)FnEG)WLN^MuG;_8!$FnkAKGKTmSR;@Z%(mDV$@B@ff0U zq~iu-3FFkppUpq!IT$C#e~kZ{{3*2j1s)~#-$`y0^5ZdH20l6O(__D!;3TecES$*4 z>T`|&FT&;3H}9WG>X#TgdVbYEr{}U4pKUh!XNOwcn)>#v`UmQ`o`HUK(=_Wd8Qx2>Scm>fFzN`?#w;S08-Y#iXz8Z%NBNh4IIj8}5sn z+n-?wj%`;TA# z+O6BT!CmZaD~tZ$zGIu){Pt#%X$6o!@%QKWFW@_K@E_zsllW2#mwz#R9@D^>&Qtz= zJT>UnuKS~VfpAkp{hiWRUUp}bKfvP6HvbkI|5g6SZ34fCJSZanUvBgz&lF*27zZPH znShJYTusx6MFV^d<6ltD<8CP44X`k{4&2R`3CHqX${EGi=$Vs*9sO{mnd_ONbHv91 zHV65o^clwQXxtp4q3?2_zD962xR*vBacs5|&Su49E8VyM>f2POyz{+;>**Wo5A+fD z2KRuU8S`;&2B-eh^&@8#;eS9I7#!q`+Iix-dxQK-a{h&T?8%or?uPPEaT$7s;_ToV zJP)i5^nX1@yc@KC$G)SCJ!$eb9@% zP>6L??SQGt#r_I>&K|+GZo0zuEtnrvGEj;SR|)#W8KtuqcTC;_)h*{c*s!ATExN6H`eTmE&Pu zE$j4rtiOQ)%7s4OgX7fTT|NFr@?{a`hTDZba6`0Ch~8VSNf{}Zv>$DPzNY%GjsK-N z{>}en{$G>-G6u~5X8y+%-Q4s)(uZkGFm@qL{&}A@>ji1+2F5kedQ{d?^qgOt;#~9y zsVmVba84W7BV&;3(EitV@O1QEHoj%_1!rRY@5hpjKc2@n|BU|_|Mjva$Rfx$lRw3h zzs+5f^1t_htx-&k_@~*I4Ll3t;spO3oyW0k@T`A6;BU07;%jJ+7&x4tD$OU#{_q^> zAH8_Qt)~BHu@01`f7CS1B>vxs{=mq%t2l!HP?oR!scA;cj;NobK0^PLOaJQ_DAxB! zTnY7$2K$%C#vmR`au5Cuj}`H_5xvKIvIolZWDn%{Hs0ULHZ_msiR^3qOj}84wXav z8i|8**)>w`sN3k;-4u%kn3@^F&~#2-;9OHEgKOXVt8a0c28zR_F>R0sit|+wePDg2 zDOL^car_+6U~G@X&*6GeMlnFVmmF8X-+=y#$5t?{scSQgwc)rp)Sj_x6K-JYbH>mB zD}y*WxYy8fk+CxkUH|E-nr<*=2JvtH3 z6z>M-hgxs&f0%fk;MY!Of6MGQD3$%Ovb87Zr|?IIv7RUWv+m+CiB&`KX|}f=V_PoU z6a2bJ);n19q}m_5>>Rp=csIqi|E{kaceUMZuBPjZ*`Lk+ zUi9%Nwz%bKe_B(2&SO)6OF?WH!Ket{MQ|^IVUc(-ZzFFLV^~nu<5cJw=5cB3MqX1c zfd4U`MrqNW-zf`y#mxlV4dZL@euTBbv%v7+eYrmD(Kg=(K9+0R{;eIAfrq1QHQnG% z7$d|})9g{GVaqYz8F8M8ILd#uwT7ByItfhhLnY3*}G;Jg5?pKQimMVv&)!1usJe!OEdpx`~E$n$eDvV;Q5a7jRNtXVvc|2V`==a z+~}WcZ+5T0@rHZ!@l~#__CUh7i`f6&=T5svDEx*(UZp*vvSwncezQ5 zLo-RZnEk$r?8;aWj3=i6=d%lNuMeP?}oUH%Bf7cUVSDsML^2h9- zbK5`JPR>3l=nt@);~BA^oBT8Rr(*!~+~mK>|D`DZd2EB{8ULFX|7RV5*Pbe81VhKM z1K_Kr{?xUZ`kUB43tT;Kk&hPGk+A8y*4O80$TR*~)Sq65p8I-?zV*M2KOFG7}LSA z0|Ymd`01z|#lB!%4Bcm+p!ee?zE1B0W&BN4ulFZ&3>@{D-?Wb~C7wR=O~IbBzOhmG zU>g6cIPx+35$B?h7&F>_kxixJzl^)NsqNZt9#c>z{VzBsdN=RWF7)^B;+QwyXBqqz zz|^Q8Q(`SJrUv%CxD2p1!0LExPD6Z;%cj=L&!TL~1}si$IiaB@U--T7;%x12JYMgfq?j`=QVyf$rUu4BY3?Gy26}u4^Es;P7WscV z{ecS|?(tPmxys!;iz0tC{!18>;4cwhiI2g1V*aDK-6m%S^49)a<-c#g{g!)&;@-?A ze3iVg>M~w=WuNv-+wvEpYEv(jHf~VC&Y6Bz680Q5Zi|FT)t1a9AeQR9~G5B zUMDWcWiJyR<~4pEac%l3-xDx7Qxw0ZcjUbL=3jl2aVe{wf0FSq<5wr>`US@6Ab-=5 zlSkdewJDBugIrPHqWCp<7mas=cWG#DWV(n|gP1vt4FYZ2o_XPEuK&TGKIq1gQ;IM* z;}qkDu`-nZ=?r0M`o{kpa5B~PtyKT*?vAf~#o-uu8;xD_FF$#R>p~10#pK|g;BI`L zDJl;e9Ae@0kNuhA-3aam@orF8?dcnd4IoYbP0?v>{a1GDKh;yQkHm@D*s(yr~eu7HlPK3|M!8t(Kt6g{taT_Y-&8o{bu$jS|^+R&GQHI5*s8X}h*RoBkVY@HYO< z{%-bnk`a&(=6^_$Xs87rjRFHl@5< z8vPcEd87PAWOby&_&W7|q4gi+$kKM}ezx{=Uzf1|i%B1GB4DqBKU+49QG>n2rwKk# zw)JT_?CCzm^-rF~@rP6&T_?W=Ux#hb*B$#rP^aEs?(|QOoc1xN{G7#HD&qK?t^d!C zbS1p1Nc^Xm<6rqfIq~1w+P`n_Zuc{aJ+p4ZdUv6>J^40i{Fm#vMgFh!$1YuP&%W?G zw{=?u^G}vL1(rWe!>5@qz#hL4{?knL0Dm(%-7oJ>{loYszb`cZ?`&^z4^fV=al$Rg zx44=91mcYmf1GXp3D1mhiON@*ryBoV?((N&vYRn7h#7-iNx;DX=K@@d%2$k`_K7aO z4tx&dZtnlC#GRpXD36#o4?grDV^;3G^A3tVbFcd@<%zoE&O6=hllyC@b9a5U9N&V;;CtJlBB_mEc$@oN5>?n|7TFS&1i>%Vi{ z8;)l~I2vGS6nCRo9QZKwzUG#OTKM#sA{wjcL1>A&j_iv7ssFJx9^J2U@ZioRj~ zSCK6uV82g6&7!iyRmF4SFR`dfr zpVYzfav#aeNLF$^D1&QsFX*FMH)JdytE{CmM&J6M$BZ8nVLXUVhB0U3&(Bete}RV? z|DpL}{MY19naE$xImLOJM#;~f#IFfh8(?gLe-L@21TVv7Q6A^&`}X(5mx$;5eSck^ zmAp0aJ@GfrPJe{380#AwyiCcge;|era!O^R51dgc_)j%qY%1!nc)d#Ie{Iv{(3iQi zU)of<{x2r|CW^JfzFm)xVT=v_3mjt5AfAojZ#1qA|5upoe!5Tm^m*>!a#OaXvTAKMkTmJ)hQ*8cI z%<(T6M&+HQ>Hqoi|4V~C?%j%a+{2HobUSx!b2AeZ-zAUyAN~I^#bWvWA6|8vHg780 z_Xkd<5d5cQxYdErby94vDZ;vdPBG-~Yp=iV_U@}p`8KiqL4G;#irMBL`eU*2-}&-C zYd?*FTa>?T+!^3ue)ZVOP_B2nPw+8>zu83j zpuYX>ZxK%AON>?d7R9<*_x1*kLo-HkZrUc!xxUMT0fX}-#lQhBhU3o=cIL-F{R!n6 zZQ=J=@z@HcftWV>PTTivXFLw_L;=rp_g~({c$}8b(_ClQRF50|c*YG*-5{JzE61X_ z?KX;SLveBt+eUIqNqn0fdyl#A{m%zD=M?DQMfs(Wd#dd`;^Tbbj<(;BI5-s3MzJ~i zJZx$gfXSh9|MAP;FdfGA(D}{=!rcU4S7!ZJ?15%~K|ht7{Rz3JkSnU9ae(*f_E%tV zSeK3TPsG3x8yc+{@@RiuTQ}-9AHCo<9Xrq4+WHRndi8M0?Z59GyY99gzi#$to#$qM zFUa^e`y2R)_=Hy13_HyKHHZCH-|p7%hI1Tu(EWC|iPoI{1 z-&N-iO5P{N{Q&2q@oW-YP)t9@4&l1KC&%ppj)<{Ef+4EwOI?2}{wCB%7#+~hr2ipz zpz>q$e|g`A@+kBF@Ys-XQGWV|`jAUu|1|%z`QL5)fhUmM#b*A$pnvE(jd=uglCsC2 z;2Zk+%rZ}Ty?k3~4;|}z&CA8qXGnI^edUW%7S~j!%3h!0z1HW~20WjPKF_Dn=hQdh zSo_QRpU10?CDmJP{Mr07{v&+c_^-$`lRw3kzrfxgKL~uAnSG_e#H7Z<33wZisku(i zC%#(2<{-`u%8AdK{KtgPkz?HV7$1HP=X290gNWr_bm#!9;Wv4!w0f)@ZDD3v~* zFSh*Ia#(U;p}oKbDSeK2!!d#sOEY)-#Xsu%7X8l8%Xu;SzgYA&uS>wxkRMoL*3do$ ze-KA-fDTs-0a*AM^Iy<4+Q{Mvz5 zap;G(<=FlNcZ2a&{P_>NXSV)7JJKn0e2I?#z`s0iEk*yQzC-Tc|6F^Md;N{oZsp^v zTwUD({!aPg|7+H+b#Ja&8}avq7Z!^D3GSvi{HK|)ZrBDUdKrt8e1qKkKY0f7Ayxi? ze}8o1sC(>*r+7|_{798Q%zF#K|K`hoW}E+v-5~zJWw7V>jd*?;^8e-3{*#2=>Y2Xi zMm`-S?92@3dIFB7cjjWsH#!R1WcEP_AR5+npWnq&f(DL%17kQxpRS zWyUz?(?rPq)H-%nVu=i%aIItQoC^y1pb+~8d(II>&rDpEoKuLSgLfOIxQ%!pj(r0f zh_U12?BEzVsz9rAs@I(&OyPl+&)lK5&wc)=Kk**;m=j%}yJH=nyT;BNu6qQSnLiP( zhVIinJ|-Lua!2(M&gLkUt7`hp9X@-*)t&jAF*X-Q|HQ|2XAsZkQ}@Bi&*=Py>m2@* zJ3sn`Yoz*7cEiDIqC3u^|Eg|m_9v{N7LWaNJ^6G4k05@A_&32u=Iy*o+5Y<8v1?9$ z?E{o^4Q)=dnJ(q_vrmTSHjP`ezuWgO!|}hV>41-g2JkD042dqwIC&lo| zu>KUDJiGnL=TJ}dKmTKSq`%^+-?|t6_-e`M zOTXmS{?4%unvc27f8YcVyQ68OmEv|Fht9(1|7_p?)bJVRMaAYn#TftKi`n?!Vxr&J zQ1706=6Uzx%fENcO$`g?|C=^%b}zs3D#g4RDysZx8fg|@0lrZJ{?l}+MX)%Ny^@~_ z@^*pp_sM6UbH|R>(L7C+Kfo9rD$p4p1`#&6RChSa)yKs5H4G}*Z zy*kcV8sKSS`TOBe6PN2|9Lyy*K=>QvsA{DcQ0S}XORer4#hRJCJ}vkgicvF8c$jg* z)Qr#^Xc}#Chx(3(oH<8GZa0sfkvKTO-4Jd@@=r~;scWd?GRMWidz=|N=S~ss2k$vX z_?#KKr!jCC14PevOmw=2;gjzD<~Fyk=DOQMxt>m)2d3uFjHLm-rispLPv3AAN3Xfc z4{x~Ei~q?O8^+!E*flr?mS!tq3szTMC2Y-g#@96Ue(suj|I>YN>W15U3h`{Ny7wDD zBRba^Z-e{Qtv9$V=)(?b_BU@^n??UuyPNJ8i~X&(yN&tpuG8H`U;m-6xW7tdf7wd0 zZuIxw(d)~u{iW`IqhH$bzZm*|T|=W_T?p^OF=&8wp=01wSZ_owXI{6%Y>ke}R_)K8ATY)}Y>h#B)rsIl#?${vXDbFDu{B^FdzE({V~Y@NMY^>ProK+2 zZ~brM&*mTaK?>i>&eNoRbB%qI zU}j?cOcHB=aW#a=k#hR~c|G@jLf~-72a{lMaNXB&MUFY94&!y`oUuB(mvR!XCO7>9 zv1JAc=fZ7)pOWee@p8ED@;m=(PR+Pl$|qIbH0^-w8<=Gta;1#zxLZ_?^@~C=~xo;=d$(rPTZfF>#QeYI0iU*?h-; zZB3Q?-OGQtN&ZeyeTC$I^Wi_U&HqyOztI;tSqk}kw7)@cHr>@J`@M9&w}-Cv90)iZ zT>AhUU9azN6u(;z@^3%onZPr9yKDIQEg!X*{mbls1-E~$KRE8TGz>Bw@onlFusG{K zwau{q12!94C&^YE`oP;9Zo9E;+h6MbH~KWrG3IIPFUR>e*Y{u7*cfs+39exC)OMe7 zh)srZg8nl9o7w+U=S>D#Y5otdJIS1pxszY}Yr?m!|8Mfu+xWBb=f{BZD)YbI8vjx3 z6YGe;h;hGy=lElfzZ4t}U1Q&!(9&3VVScjyAo?brmpC@wCmiE!coVQLw(PMy zUZ1%Y{YU$zknL9*!8c#z{x1f7_H%RW8qFJ`|Chr)@qGuMAM9gXp7#De$Hej1!ZYFj zb|{y&h4?o9dV%QgX{vU>-W=^ek@^lrqK|fWj(4~&ie;112N~#hQqB&U&za{x{Qint z%GCeOmrhgcn*pB3jNhB*{AV1L|4!nAPyPPNOJrXh{!@(cKO6sBtn^2RdfdD3zU?0V z`AWBa$2NC)vY+Fd>G%?UmYM%oR_<_*uX@@IT<9pe{F$Kfo7mt}$6q<{AK-7MFvkej zsbeD-`EzAz!2M#yWA4o9k5c5X=J%8Ny!7~Q_?9K&|3=@-@&)#P?S=Y)rvW|&+aAW( z5ax!@2`_`azqTL$U(Zqg*8|tX&uU%OuHxir@v{Zp5%x5*f0_Ny`{>R7Y4%UEeqXm}l2!u59@#k;HPKh7AOtsR8JVeE~>xB)h3SJysS z>*gr`llElSe;IpoaKiIE(gTeD8~-={Z~Wi4Wn|7HHKrK|s`Kace!#?*M<5st|w z0RNO=n-mM+&oM7>Uwuu{vluUIPvGaJ4)JsOI@s1g^{`GY*NndOCHFUEul2u;KbwEX ze~kZ{{9#$J_~bA0Ik7)mV@d!U!!cVto<=b<9wUQ%H0(oF+zegUYvM;Hzo35xn47EY zgZDTbI_7*aN-OM%mL7Zh%^o*1AN>O{XxJ}FbyU<}k##`<^q*q1KVS`fUnYL*;`D!^ z=_5xG`?K-?IgVMK;B43)#&K!LcSm+UKKK5+hS;X&|9i(6oNz4uKK`#8J%c^|qo;Td z&S&N8TB`KVjki0*r_uR`xHPl1|I#Go^GTb3>E9oIe|(2*{m-}n#N+@jz>is_uk!_X zyiD_duJ51nZbjlh>Fr-?^Dp!%fA^dD??T&uuD#j4{>B?_5|Bwfytf}K7;?iV$PHk|G^wnS&KePFiav7vdQ1~w{LapHf%`pwb3^R z?q;d-KmKmS^Z7s7%aH#swf1vN8XwDMZ@0(D(7DFA;cNaJxu|k&KQKCs*Fmfs#LgiM z&f0^cL2rcJZ9e*^#HxfX+U#%PzkdbLzs>$e(|Mjr-XDQd;vd)B0PuBB-v7&j8bF9DoCdVElL*qg5I=Tkd@{Gly zXK^mi%3g3davgPXIUQHNJnAy~)aQhI*8a5qmoaGLPsW7k=QjV0|0rKg_-x>-#(z!z zl!5$}JV?OKsPAC77vEzB#=sNs=>JyYWIsQCgNR*bx<8XPs zCiH;^x)uFn3*l{mzv1|%zJKSd|2(&C%KgKtv+n=;--q1)`Mnx<$KO}E|MHL3?jN2! z>t5OYNlJeds{Pv6rRx7e(@*tt3+6`baQ+zfJJ`5mvIng0FJfBZc{AL_Tx&VSRtzw&XtuIF?0e`7*ZuyXSYiZ<9fjtrM4shP8O-Ikm{|88K4C^$re|bBXw+ov6&+MPDH=F&_?7yB* zn*Dp}*}vB{G*VutZSD|ZTU2)Pevb8DD7%F8uT95DFJN1e`QOa{XZ}y~|C;_|`k(lE z#pk{BB|%VUg}OXhm!`9Cnx zOMQd>o4x-f_DzE2nQQ*f_5B6wfws_AB>q$A@t@#eJkN`HA+RSU=D+!*|JzloT=S_0 zcc`w~?b@}&ZF=i1_v&k}xmC|R>mK>lql5`r;XXWZB$747Z@>uC-;16o&P`iij^}5+V7KQyo>r8KUEuq(U<t|j=(kXw zsbcCMkH2-v{og-2!gw3tYyO`fA9D|_?sG3!e#~R=*=^JAJ1d*q*ZE+}e@#v%vNPYx9E#e&qTuAl6D| z{y%={e9q%9!C>W2{!DNzr^Us8c%IKg{(Ja%YUA>@HM4&e zRsUwcx7i=f{z`U3vwy($Zua+LuK$hyq{_eb$TLN_8|0Z<%k1z5{a<-$nT~9ZNa+W*EBx zOB2w1nljsc&;{yZwr$LeFl z^K{I%w#Sr~j}2_K;h*>#Yp$Ryg{Dlxs@x390jMV6vC{Rr*%w_l)*ayqocx z=HG1JAMrM{j=B23g?#)0dy`@Q3m(XSt1SI5JV$Uu#o|A+wLjqM3dsMK3jGx;A9I^G zZxrlRhVL&j;%5F|%=Qn`yb$|*{^x%o`A_FKuuLLzbCJIiCXo5-h|<^PfX1|R1p$t?x_T6I0K zixpS@Hu~28HvUSt{im;nY|<>LRUg#2`ZmKIBqrA{D`quw8{$$SB z{1bj*{KxpO$)BYue=F)gX8eu#?lo?P;AS{x0epQCW=8$ch?x_7h#lEm>8uH&AT^Y;*krx^Ojv)iWJfB7HPoKNbme?IIUSu+^)tW5M@*m>Fg*B{lo z|L>7Q(k|q_!8^mJJWKm)Pffdu`YWz~7_mj>Zol+>R1S2wj}UvP@cmy%`r`LhybRg$ zJT`{$G;|CfxNdw6=X~AgjneWI4@d5czZ|$3)FpTuD$Dt$aE|LzMq=vVT5;$<@$&O- z6>Y_)e=W=WL#zw&NlN=q4Yj(fmvwBV&CPh6M&oaa;uXoa%B}y$sXWhd)R#8@n~-lz zzo*AZ>9^N_s}@xNT=|EW{Q-2?ypV|Qt&JL~sn8Ighi7n1*^_kZ(HOX6Gb z{6oiJx$~bv%KgTDHHZAc{5y8E&OPz;b1Cy*cq1@}ep_Vim-jAT{*U)7rTkfH^lL60 z=2$m-31{;G;cYnH4aL0y7AF_^U)6h%pV`rNoN`ND3idRyt(pDH?0<=!CzJkf_8+tV zV2+sm%j{oE+5WYT^Gt1H>VS&{{%j3{8wa$$)A*dSPJsDwrQIEdF-Q9 zj16!!?2Gp}6ZlINccRzB9{zDE&puU@_ZzMu-w5yVyl&!8mpBKPTuax4=sN}0KmOle zoMOz)H~zWaJ^%h?{*JP)$gcnV!*7nzGY8zz&_GV@AGkD5Z4q643t^gaX@5$Y67+u| z=_8&^z`v-U*JEe|GXo!Rg6ZHmG*k{YG{x00ZicZmz>j#W4eC|@u^yv-kH6vP>3%Wk zuiN>S``3pamUs8>Rt)-`V~B-u^ZY~1n{@h!u!*{fB2Rx1LimW^4b54v023YXJ8_U zZ$+ zHXN{GU-Y3l07^^0JBwgn+ zmL`^utV=}S9%F!?LmwD@oeS3gHvVk>8UHc<8{w}^{wzuP+uSuJK2yY3QJhR1m&W_k z5#t8<8up{||L#4O2FECa*c*7>`&~IFMtGL|t#pigk}HGuo?dm6$H5d(|Ipl0D>sga zUIo1e^svvO|NOUqr<_!Ox8Ggp@0WLVC$|C>e-XC!$Ksq5zc2R^41{AaHAE0(ZO{Lknk#!+GUpX9uY`O(ee?>J&( zF~2Ea{xe9}n_T4YuDv_m)33agVczLHT%7G!eqV0>r}*Uf<(B(PNLZ5xp4tpy-4$ zc7UPrI%4csVp%GE%QzeKvG+Y0ed~W73pyTXFKY}Ne>VUAfA+2epo*gjA4TlF#2$Os z*rPETdx;u**C-+?cCix^yRjzrU{@3rdjr9Wf)%g}c0ff1v1@*lnA|@zyL;~*QXW;1 zHF?~Lvn$7R_I>xQA+)*(S_y~IsY*InF{7##Eb-oJ|-*- z)j6UZ4;)v+^Au3LkM{X-k>f^x4EF(lBkE2Wp2aXZh|78X{E7PV`C}eyW${+3OM{pk zz@8ZH`M7;g-)C{wKNHtHpj+ZIWV+ubj$?$ zCrA5K=SW~;2!q1%)le=Pz}X-UgZ2d;1LNHSYeRS%jFGbs;WWgv;Mm8%$unGQcs|C^ zc^k>pzN^=6)$87AXczmJeC_)^yg+z2jSsl|Jq7F&qX)*=Fb(`P{{){lxS|6$EA zZ9E8@05pefaCj6sICS!lSQ@;J)%)V(6wUYtKDipJ{A+zAK4Ipj~a z&*vM&kAiL`KIHm@$!F@-KN`QsF#m>!-c?7Bous;-J7lu_rFQ)*^iy){Ux6c(?d$b> z^38upf6p72G@DNPznI@f`v0W=ll*t7VEq|+{YBrU|B?9*^gcKJK8-8-tl3AbX{G*? z`Y*2jx8)uWRK%ocwv1Tg;d&eGX0evW@8TS->-c%RMtqWa{j0rmEbVW-x(jmLKt3D7 z+5q+jbKdANIIzEgV{leOz8j(;#zOQmr{9>wq(2jA|B^lieFO1In#U+^$@DVnY1GdY8`9$5>=+%# zbNn5QwwjLT&*XXxbw9fgj`M3YT`$|0^aoyIejCnrlK-UqN&O@BFRl&b{KMAdG*60o zH1*HFhzp^Z-V3Y+!t>f-92>DPwAIDA0VBe2IP4teg1~D;jtjaTuEBea@H!9&z5V!( z`s`^qU2izY>yKbNv9#|2*c;(jqBSeoKGD;E*pfSdpK(*$PB>5ZG24obTYCpTwG!mC z8L{jRw}aq0Fs|(;`9iK6H}#j5XQ>a-^*_#I}Wx4*hl9FUI_My6)?9=1(8 z?T0|l8ywfj@)sO-OY?^cI^h;^QJ4e76!{B7?2H&c9sM!)hR_Ys$-fa^$As~J3T?$E z|EYoh#XCl&|B^%glB4~g+gRf)?)v{z^&k0N<73bvnmmv`Nj>_9>P?w2|2n%ks~a|M zR0AJfHS}A^aVqY=)c*qCBIiGpVb2?vnLQ}|U(9c%r-StW0dKIF7>f z|4RQiUpteoVC!EQe@J`&Z^vWT*;?^4U4I|BcT(MYZ8xi{#ql+W!=XGk0)In!Z?>wd zPXX?R{G2lWp~VTM|6lt5rT<^XKVK5ssPm_L8Un^zC%db&<`ZFKEZO(!p?>7?hi802pf zkE-*wLoOY(jX<_1ZwOUqto2o&g+JhZ<+RZC zKjgs^)#dmLHaEo3e&q2N_@?;wKOyvIW5HwP@uYuj?TaxMacwQu&2bm_UHee{7jsYG z@8j8VtTDyTvt!~rK2OA4=@^ffl!7L)CLFhTJ^oSY|4&VS%+C}P{}HdI0{x@ONDT6K z3vz&r9ydvS5FAJtJJbV4egDk#AN7svCmKiHJQJP%`<(QDTJ8VZBjM8j6$krM`u|ey z`b(@ogzuJoveN&?)>zX2E&czX=SY7^|C`DFkI4Rq==A@}V_26M)_JMG{!PgG|HwUW z6?5Ngy@vU3u*MY2fg>VGy>|H}9~ zkCRCJgNEIZ_CN4Mvdq6suN!`k!DDsY-b9^8*c$qde2Uk@N7$nfi=wrg_zv$(YdG

    N0rjS^CROCPG~EZ!kE#9O z2ai=}z`U5Me{1~c3D}w=>a@*a>>i!{(_`9Y^{d_<>JJk!9}em>Hpe4A25EuV8kb`) zpgr-OZSh)D+c)Nq*Q$%x3pEIG<;1uDdYYL^f1)eaCehcpiYNVJYCjlquLv9r`o}2d z$>X77{Jrl(ehD7;HN;2}e`CPl7{y8nR|7a4agTVOh^>n6u*Lh*V*3mW^RfIP9*63F z5nT||1T>C<{(cYrSsg0OIm6{oV5nH0abx-m*^Z9?FxO3d#$RB7Vv_%u_>a!P`$yJ4 z$;JO^q5X{;)~gd8CKI1TH~uM={sEZ(B?|s$x+it$ACdD0c`YXT|FLSNx@-3i8Yh%1 zrU#;y|J2lf4WlXbzhO?~`aP}8e^^^;4Pb8M`b)0AjO}aiX9|C(^nXhKFRka;x(;Jy zv}V(-|0s?K*Jx`w>Hnq}gY^G{9{_nFjl@43k6%;WZXX7Fg8$w{*jBjxOxNE>?lKGx z)|}c%HK;@#Dpz#_99u*6rVR6|@C`}-KkC!?`@dxT5oyQ#jB@^w@n_@(X@4-CB6O^@ zKhl={@u~QqWDnN`v?gHd1ienC^KgzG1HDaa2!qaId}_Fl_?PTPb`6^+`B)O(hUnMNEr`>0#ai z5lemxxoK!0bEOc51FMA+yM29aA;QV%{C5}=6yuL^UJYBr@iN{}8{Y7HJC^rGTto3h zh?i?P9f7rhXVN)cJ9rJ|l}_&VUA^FUbjNpn)UJ3Be9xrpKj!lwxrro0B!4{bjVbLT z28ZEw06W9!8kzn9k1*#=)bg+4bs~+4Dg6(4g7u3GycwPRr&Rurj{eCde@Web(4DJl zUzWPKrhU>*+4`6N~<`eU>W@>58-vA3^8nwuwc5#N5dB$LG8LU_Mys ze_*~A?r*@@jP(CX|2L1(N&P4FAMl^r z{{}HQtp1d%x*D)I0BxZjg7ft0-n9 zt`#;H;B9oVB)SKF^MQ7mcplkk;&&jVJNUYm=kXD1JaN5fS8TuQH80b&ufyS)%3)`||9PboQ`s>>d z4!foLKkzf)G~hRKkwdXyp7_^N!|Xum5Wq|nbX)if1>_JC4XZ4!y_Q~O{BV0388-ojw$l5=ReFH6`lSO{ZC5%Pb=;3-Mw9%I&C_QdupXW=3WzZmlDGNG3lR# z@IUIj*z_Of6*GnYbLTHmj~rnbDZ&4rL;nShH2hE`{h!qIm+f;5shD$&i82mNo+jX%4F;WH3p!|G50-UfK% zikdi>t0WNUxZp>3+Q?O^pp(CJUs|A5Ds zFUBB$k;k9%*o69%{3VqBh+T+||DFPN2C)IYkUJ-?oU2h#tD`VMK4HvBKit^d}a#QM-|-JTfh@6>GnVXhmjGvx%^ zb>|NfzCy~Mls~C|r2dujkDPzgLi{JW?GK`9GRI$VeX$g94$C;kobhdPwarG(Xy?MwPg{^Rjiy_^_ikK_b(gOop} zb5Ms+?nSA8w3@$C|7vp!%}a9rNtN?&@B^0bhGKPy)4&>2uw_^chSR`!HpcK6E=GTj z#k}!2)t9=@Vl*sPWx!Kh5jk(*I>g(s`XoGO4#my+el+c4zL>b`pFT6M5#9#tO0}JE zUY+CmjC8)<{u;6Dp4#P?i|Y4dKx@>9pJxzFYWVP_?h{-=C5)X(_!-xT^&-7cgb z(b#}Rpzj(!BYy2u%@Q12#J=c#c7%m7U|=Yx1V7JeoEXQeDRu|X5jh^n|3}vgOb)ie za9h+4U~shW(X_wsrl-39=0Vlt&M}rdI~m$Pdh>+Zum50m3)Px3ykm0rA9D{O=7eOG zWas1Y$7@(zl#fL`=^qGnp<Iucf5Zh477XPh8u|a!{4d*&UH>Pg z{z)kPLqG;7#(?@Np8SvZeJcI;6flpm&A(V<>Zd8wRKN2+e0~*}Je;o|si+5%LjUS9 zn8~gG7#8Hy>EE>6K4N3gw}d%q#2g*d_+yO+oTEqX8Tegq1GmHb#SJGedpOinT ze?V_)I+pY-)1eFppgSk^ubh7ft7n*FQ^Wj=xmYkR$M6{jyatQq!*Pz~U^yk&b#E}% zkN6zKc)%y%(KRi$@2%CHVR3$pO`W`dMm5x`5%ECYCOkj3_7S&2wof9-AL45o3^_r# z9IQQspGw`?w!MQN(|L(F|9kpH5S@@-A~%QFvUn<|h3c1KK$}$W3gln(H*))dPp-u({|32XylYDP8t>8-z@ih!2C?;^OgEn#(!k|N5+3-{71&WI7Un2FANxx)EEC`IU@uH zhH?b}E{0)dV7@0^&(;YdkASe5MPEhzUWx~kEzQ>z8296Pg0{kT;FuEad3c=L;Ie(7 znWVquKa?Gm6DfbB8w`4c>lV-#QvYyT==3bpqaPoa`d7DhmGh5oUIt!CVe>DmgT$~I zqW%-b^F`bgwr`+5ksc!=upJo7!&sQU#*F6EA?yUi`e7T$>t$dpmOWda;|Ak{(YKH9 zhjNw}`p0&`4YhK2H>yKb9coW?n|4_pw>m_fu=>8*c$l|Z1CF(uOb}~IQ%A;o!G}e;L%m~&hezbKjg6y7&#&T zrtlx)br63ecquadp8_r@Cizcp{x`@7$1NnY{C&#ygYIDcGNGeWXa7+qFvm?G@VlWl z9_oa|lYdRefD9&w{F|cxA3|NQ(c>J{TY;BI_eZDyDK}jr=wCsD-n(`asT`_2)ep_6B)f@;}f3=^*7Fc_E?xKO=sU`j6;I_(ndjNc#)qOxj;E{wm|o zOxGs%{Hw(vF)qpRL*keo|AD%mpJ&(cH4(p-=`4N?jFnzy@f^()`Z-e^6K!F?`18eY zjg0J1*}kN|hS`^@^?k_%qS|!8|x$!8KzXSsetjqu@O0y9Bn6 z&ti4GFs{w|Y)bzP^k(!jd`Ei1F+N5(9*n+^fTo6hag1%*@z~mD@oGMfgwx=d7{ta< ztl1dbg1$U~nTc-v2~WfCC!ZbdBj$!bi!d_4GyFT{xIx~5?{u#YLxbPF5O>3K-Ry@g z{-z#(!k#jKE?oR%yG z1NJP@6)`VtEh+tPI{Z%@_z&}fOaCWd9|4c0#`P!3g!F%dF5vMu$^X*-&gX~N=HIyJ zKW87n-JspZZMV3t|2{YSZ&!dDuQlZgxo-f21NfUYKBwYj|HOsUSKmIv-Qb!eVf1f2+#4`AZfg6V{Fq-QiurHCng@^z$6f6?9cn4)&ZDiC(Du>p zI^-L{`W}b=M@N4~H%>F%xKR8X#|YZc?&WdxxX>SS8TmiF$j6tDt%ixgSS#kIHhuhs zzfZ($S)K&+0dhX!IT!>l;q^ZHbJ(`7{i9G<3Ul0GjVXq|fqlT=;BW33Pa5-IVz>XP z`!CwZm^{e~mrGN|-w$%v#Fzfa7ua50_)pNDjSKVp>f3)x&x~6BH6F%#T6#Vw>{`h!PBKkQzV>6qt#yv}f~$Pf8PcuE%MLb74hL{7aah1DAvS@35QD*R1N=CAj|=_7BZ5@FP=8&#)EH+YVyU=|ZT!6nql2+o zJ#S#F7rtZ81dP8@To=B>mSVuTg*@1Xc&%ao=shp`jXmbMLF^6YyxB+fraV-ydp>lJ z;r;O0cyHphkIynZKl%HwZ=Ye>aEwhK|8R)Evsgd$BM$Tr4G*DqOyxhs>9Dbln*IS# zm|mcqH&Mv{r{sTuli4fGEH3}|xeAHDp=SO1AQ zQPB7))?`C{8-@O3GS22-l9g!m|B|K4)&2W+(;N_4|5IJaMAE;B(SLkKeD%LK`{0X9+ zIL>sQ^;N{B*fs3Dwg#lO_GeI zl*dAc7a**Np?%DElTiIT#})B3?rI09FU4$~sO_JwQ!Y`yn{Kd;&ilawd40y=|{=2Trixs*5L6ED2Hn10f5Zn0d>-@HVmV-Y(|HiV8_(PQS`0L+<^q=rHvi%fG z|3fz}t80&hN&gd%GbGghWLN|4SCalW@+pzuQu-gI|5f^*rT<;VA2feMQpO*gPlfQc zp0xjj{kto`o$}nUyf={Z2J+qDK7LkH%_$lGkoJ#^f5`X`i>(X4aD4o~6jzq^zqJ1m zX90XbJS6SkWUzm6?G5saHHit^!DN}?U2q>hh@lZI zd)aff7?XGozelz&=`Z<@%Od)IP!E#)NcofcN9tcW|8Sc~%$s74O(XNKr|&b0+r81( zD&jFbzXyH{4*_vALu_8e>){y1(>Tt7t^pqpU?zOvx9!(?O`LZE8$z*cLw**lH6`M` zgv){JSe+?0UlYDq=;}DwKMQuhRO=2nqBgKQ5v~0-Wz%D|#*dzAoyRKzR=^hYa!$eh~MeUB`Ki?#FA- zs_wTAGu(~Hb;IjTVcwg)HxH_wfXiX;XyCuZY=4LMe#j9rNcFr9?clp2P4GkS9yR|b zX8V!p&oD47zfoMrAM;=Yhux&lQ@}7FjscHFCI74*9JE7tInGZS2Iu4U{T_n8;PNl} z?;mz}yvU$&p{`7f#IPc^3^*+22Mzm|ySNdHr`_NVkeNdKqw|4RRx^uI~}TT=Po zHv6y|qtgB|*kAY?9adus>r8D0ybZ561-P3HSaZtrfsDVUG5=>$$sayf#(!asr}co0 zzY#CU_@j)!ikJq*5G4L1@$oO5zER<32uBC{h+%9Dx=G;b^fJnDb8rof6N^cGbROqQ z(DRzE*U7hRANiZf9R6CfVnxOR_b|B{eIjzqqQ;0|8(at zwZ-VulryJN4>z^TFBjuI{#Z9FuKg#hj4n>gYDyW$ZIOQ3aZXo;4G{Pn!}SSiU&Mgp zJO0QY#3PaThIjKi+ zr^f+x;qQw$Htvy%SXri<7-o@lR08$yr`G?neZw3hc#n;7%=~BS{Ilok8L)$xKT6vF za{ZG~`7L0(9)MwRxT zwk{PpZg9H+bKO9#DJR(92>T3oBjc`5&?SO0NY zrkD|oC*oqboy}}3JjQ-Q&CcoPd(`#pdU1})1RgV9&(bq^T^MbROY1z@KJkvEKbun| z|4I3i`iJ}+QvY(hLe4*=6T}>ASZ}7i`4?+W;cxOqJ{5+If%q|CV<<-k!~uPw{)O=6 zP|gyJvj?*rBU&5?eLOlp59ZS_{MMi0Yz*;4%qQ`2-5K^CB6bbuG3E-NpodRXd{1Em zF|0AzLy_#CNoyVwZl*@xL#oZZKy~PnJF4x1n}oB$8dQjI{*CgRqAjgIgP7SBc6 zVU7d#Z0$VandpPZ8SUcRes~1?-JD_E8Q#Ry@fUd)aEs5-_ym1|z&jL2)SbinFm#fLpmgZ{AX(W+I3vc@O==!kWl{Do*PU5wd;8M zi6wv9b7lKn&oN#MeR?0}nb_x_q>w)*i=ew=Y5(c-r02h9;X&#+ho9BU7tX2ykYkQ? zpKkt*OaJ|$)>R1B8ALs;)4xJz>vd3a>VMh3m~-{p*!hp>#(4qxfW{T)T^wKB!u;!g z`>?v>k~i5@Y1#f|YeL~~O?&pg?7#HCO8J-aFXE3f{*b!kFD|F}x;>WpAMF6m)+4*% zjtqlhI}`;zufb_7JrxgpSt-U^_YzR!5GT;r;LB1-&)3hW&Ae{ z#DCd37Ii^s5`X}^9dNPVQsMQeC>$Or@RHSeWZ)t zry%Gk>5sf2K5V_o)?A#2^fIdP9`YgFL%eIa$B6fk?;xL zF3WqP#pdxlT!-=enA*qtOqqY|e!s2OwLJ#-8#lty;Fd5qP+O|c%&SKB*PLw;YTNPW zwH!As>`$vRT*3^tTLR}lPoQgJ_Fs$XQ|=&!TOvAQY#wO~b%6*M0p|r?A|dT#JtDsc zJns?u@i5+ub)t;M9%FeQk3U``;(T;HVr>ws#r=Ukk)A>ET-`CecOT}t(S7y<-ey1I zZUAqCxo_|sZrvb;=oNH|JwMVjw0Dh1`{ml+f^yMAtvbEr0Rpzh3^| z05KyT9Q_;H_;1_3Rdrmm zDna@ekf(*J?6Hr-l9jz6P^WO9W5 zRq6jR(kW8^GyixJ$A7dsQ(zyZMEfHy>;J^Gzucf^wZPk8o*O;>W(C!mlJg&n=je2o zod4wfr}2QC|K2kD{Hp|q|-+2Qm_;`u*K(_i2kfW}A%k+TN# zdg;GwG@|R^9PzDK1LN3<4}S)Z9UNoN&^?#mFUDKDPquGFZ%Kc_JGj;HndCo44=I1f zd?EFZZVm-`k@{E8KcC_JdkAVgQGNx$ZHQPO#j|-_ALDZRk)f5?xM6!sU^oML@Wc>nP^I4&&b2&Wmw z(qCYl7h~(XHjwT}&qScVf2co=GyYB<@iOSoV;}Jwxv0k<{bu@Wv96TiJMQE2Fn0w% zj^3h_)+H>id&`uoN7cppz_0oGM zbN{1iKLqkmCHMG8mVbTw0gtY#!GOn0O8$$feUdF5|Ld^>h#5-^{*O!h+O>%&f7&zS zDE~VFmoaSQX!Z5;2gbSqbq0RosDD3|{)ycG7tbC8whHH-q}4xB$zN>x&nVYTBI)1A z{TK2Vccf`gs10P5)s%IEKkWeqi%2&e^Ez41H&~%9Nu2VxzwiE=SBO zpOOAgNdLWpeF&q<=1dQDyTIMZ^}k&IT`66z8>}^jb*4NX$oXH+|I+@E_Mf!>r2PjxAh0tMe<3g>Dc=48 z9|mD#xQ)gza=50&r2dujPa2$mJqdTi>J}N|a4i1}#^c^#Ob+A7 zgyBGZ2aD4o1_X1WVEhh$=TGv7d}43k*^A+B zn9alHv$)zn3wOU#JN@L(bKJPAjYfE@KWzxr62TuqyL)aLkr`B)N`yUnk8BIklA;je1v-$Hy>_36@4+30;z^sr@kKeshn@wv7$3rLomGzmen#Z9A)F23Ys81wm_j_x ze#GGL95}e$3psJH_LLX=u3z7-cn?$C$9oT5KhFGi*awc;Nv{4=JLE6qvc%gD2HcHa z{*q(-W0L=r);{qn(v9;SVsAvAkP>#6xY@KYB!E>)LpTFrDF;sZ_4zoH(T@f>8BfAzQ< zhPO#M`Y$H>M`eEqy)U+L(f`=i=hFY<_k4KWMo-n{>_v6u;YaFv@7sjE*>>4mvwx)j z34CojKb`cyG2f;1KT7|r^gnYyyY#=4kDYvGGXB8kPVg6ye_8Xl3tqwF$ru0G>=Qz^ zpjiJ1yGLx(s{Mog-yP@%Id5358_IVBd2cWW&N9e%BmKY9|1JIhzyoQ}|1INRI9Eye zm-3&Q_w~UB{kJ&z9{o z--)C@@tVeSnm-A6MXZ-3|B?Ji`P1txseh#YmGe(pnSZg)6pP6+JPnI43oHlbq`^EZ zQDH?8lOymsfWdhN7#z%l6MBLDW}af-XAC$Hfi;0V3mEg$;=q6pF{OQHz^^b{huJ+l*>)qgys_MUN7v#IbIHuG<&mAbpDJ!f1|8xB25b*d^seX7cE>}#7N z>bR95@owJ*a`k9&&Up4;yI;@|#zaql?L6V57@p@H)SA(7IO4u|w9n$596Q4?4J-iEH>) z^J!8)lcxVv6NNut-#*oI662^F{}&OD)jN;wFdj>S@i#^Olal{TZ6EV>hLiOkOJuM?ChkD88;F1YU0R$O6!04)2Hf{hc`$*DF+D2roi7Yyo4BkQ{|to z(`23Linz!>;%<^_{QVxVdXGDN_NikhPF9cI!aQHG_n%}T7XC+UUv&D1WJ}QK6X-wL zz5!Fn^jz%o&vB^1$grsg0cXQ8Hn9F*dHAtbtI_4$1)a}CuK(ovPp<#c%K8u2K4L8; zezz(4U-G}?f94ZqzH*!sxtv7unVaf=z}SrDi%%l|yYs2wkJdlQW&fIDe`@a{Y)G*s zThg%pPYU}J>ro@_W+Uaf!CW^i_sw#`-AMm8;f)1v%lM;=zw$V8YSMo){>||KIM*kzfn13YwCH;-p63N4Vq@yS|4Y$#B`|N$h8pmMMiQm_VEj>fbe_~C9HLA!~!~3Bx zn43YIgKL?M4Cn9~U7PH8Dy&V}KBJSM1K}LWzF@o|>Ca^Zc}Vh~CSSxaQvRg=k@}a* zgq(jqr}>xVyFpwH#AqpI%&|65y9jGsP|Ov!qP_*ja^K)}bS>OR^)z6MwT@sP@4?^W zW3C&--~>Fr&f<|q*d1&y65b}3_Wc6G;>~~Er(R|_njY?IgCQr>@oVl=oC)nEG4I<0 zE~gTlugtMFwfi4YyG*&Lwi$n3t={*LS`+G0F`FxX{O=$5l+%IZo8s92xX_=~{n3pP zVKo@d89pLz^v8HD)|tXsAK_Q-i+!l|0=_ftcXY7tL+5zj8_LrnYM}6VIQOx!I5&F^ z-cK=ZICuP>H|4R}54EE(=MBqggY~5VS3}<+uZ@=D25L+Z)<)Evg6rv=IPRey!2CB5 zdt`CSv+98hhg6rNJE1-F^BLM-xMrz3Vfqwx{;I|5`u)!8K3@;@1kamu68n)%{ik;# zf259Xy7nW>UugJ!^>XM9>L2EJp}I6wcP#P7A7%Yh@}H^gW8JH$_)pLC`h6q3Uo843 zHS{0#@AL2=b@<3Js;9?(gN{z1{6{h$mQ1@qLkdp0xO9E1MV=bjT-%;@-^;n$+pKhgD{ z=7t#B7y4IhBkNzG|Km%4**=R~>Gj`{pc61Z^0^S^NoT;<2>%D>yxGs^ROfS-G&@N8 zpQQgo`hN^QQ|bQ!zp3neNe;I$5_yd8th@byo z%===S6!U*t#ed*>mDNdxvC+-nL}S3qAk7W9XT#b~T#Fbr5eL%tjh+Md;G94od|sqy z%JwDwfnSJ+jQA!BUg5Yc(gXZjjpyK;wr}(t!F#xk;+c~FB>w?lNdA-hU(9LD&WJ)+ zNd2R&Z3L|}otupM*Aw#H7%(t^#~?fn#Ozg<=5Bkg>9PKE0@NQS`l^e?To_OL3u{h=JbVnazgy zIfjhK+4S~9u-26D+hHve@NbEH62hlPTR6_*;QT!L!RS7L(_!C@?!ohT9X<0L)QLL8 zbKM}825Uzdur~~M!{Uf62M)*LVE!A#-@s?`f*I=Ul?!MeuR-jNMou=>wizWjU2}xDAo}gguw>s(xRzO}v(X_T!^}Fb_yn z{D-yh#Cx%KO-VvrFC#*zzwsS^#Mk`&{!jJ8hriUn{{Eoq|NZ;V zKkV7W6Q5@M2^WHLsmt+_So$Y6`SXrK{)*|u+ti-@{)C~Ex^RsS^|6h-@S)&KFKzic06fz4A#?w(LR?i^E{p`O%+6Svh3CvU6k z@q_zNTMBdAApVAq@pGTj{*?X)?$amViS++T|0nuSr2kD@3yU=u(gb}5wDywzN9li! z!l#r*{m*NUgsGl4F3~zQvi+A9?5~69Gk~@J`TLhXvVZmc-xcVt<+<4ib*7x)L%18R zV>F#3^{M4`+ps1;9fiLUKtAQz7~1E#Xi%SP z{sz)#!iE%Ewyt3Jv*)oqHhfKn^8uFu_AK!{(WY!)(qHfb=MCf+$$um_QvQU#5WIm~ z{YUB_^lM1{%jX_VcgXn%d4kqspUM17`ECGfL%D4P<_5p>7$U~mX`jw<{08h}&Kr#D z8uCD33>M?rV$13vQM{WlCc1NwTY}>EaKE_6)b@h_dt)m7f7|m){ch+9wca2vb<`ih zQOpy(xE%sMRDeD7ZCX zYBZl8#sKMhLu{OK;_zeIJzBmQ7B}>Scp=MQgIF5_rUtPyh`HIvkKz7a_#m!^a^G-# z4c^<&X0Y0S;1IeVF*}IeS$%M$I^&P|>ayLdRF~7c)Z!anm z5yz6F|5{rVLp9Kqj&u5B?jg!Q#N(_QE#bSMzaL_6K<0#OGK`n$@`w4VL@uC|CjT+< zzc1o$kS_Sq@n67`Ynq;6xjs^#{4u?nJo@*4Z^QLa8{PhYDq?c*T|Slm$MHuT6^%3E zJQ7j=m?D3Izx3@t1zahcFLg4O0Qp1uMxK9JpQF~lzs#DYuH3p_lYc$`$94V<2b?V3 zujTjB%Tv_t3%UvYqi8(}x4Mf>X*tmSdt zk3NFqcj0$3QLO)vK4^a;?#57S3Uc0D+{$n_M!s+66PNm5>VK*KrT$Op`d`NX#kvjR zGK7_5JS*e>X(#?K;`t=2h?CUtF|dy~A^cAGNjA4r{D`h&JfqF^x_c?khx|nMvuEhn z#~MbL+l88*&^-g6E8Ca!m;5K?PwF4kg;M|GJR#>Ft`CqFIKKj4&{|73cYf~kZ}5Z1 zgt>V`7#NO&!8{d&pTY0?55yJ4cZ?0{@ihADDQ+lotZ>{8+=n%C@P3Bl0bBsT2iuBE z`-l}{HV_*(;^S!SpE<5@Z4~y;uYjv*J^n1@xN#$#P0KN7)mbj#Dq?lMAA1(+QF#$B zB*pmq2V(3x{{3gM)a0eVq4r25JP74w0lyaD9EAT5w?2AI4d$l655~x~ee{LF2fpKP z(vIC@{xgQJK|dP9-H7jm$HAHzy5oe$p<@D<FSC<0hKRW)$8a#prBl92LlUVvEy7rA|!*w0vd<+}p_He3eWjmHDBm(r^LPs)GlmVX)l<#CK? z{J)w%pW^2-{zvjI<6lhY%k>|_qonfnAK@BcECs%SWFGR~u;aL8A39FgVXTko4T^(u zc@Wo=Ex@10?lsI2Y`$c1LS{3Fc4YgK{%n4c{0A~2Y%k@R{&| z<9NUJ41S#{?Rx<3CL#9E&?R@(8ht%kj+^f8s?GcWvdzT!&)O2M&e;z6ZunXa`603G zFPGyl;@y81k4{|rV~!JiZglj=x{&gJj;lpz1n z@juqb(Z(wh{{@A!`doUfV0`sYbnVk|PH%Qi(&)da+7AuBp*{}>8BT=u|NZwb1K38l z_rEt`pdZAXkhuCsymxf^hvg|k{q#s>I2106Ty7Gof8r~D;m^6=OrrVE2xA0#$`^9! zUw#+}p8z!wFmb4t!vU9b=&-vwcG6_^z=cCh1~~ruafh;;w&pUj*C@*m`Nr{=xOP7teJQdHsJT1b%-JY5j+G8rqmx zTS}kv25~oO)&D2;uZ+LS_=k*tNd3p=U1@*B-Tu(li9A-qcqy6j2N=)Abp)*?7!F4J z4Lz=7dHk2Q!Y@Ma%Vi%hdu;vB?-lW3!tx3IV2B|LdC}s8vVBQ^$$wJ*r2YY2EA=n= zHpM(6=N~!$a{I#>FdvxbhQ;JC9|Mo6Q_NPx*AY|0b2aFWi+i-#FP+0Y4k8|lTli2e z9D%Fh#~=s98@i6?!r{-2Yx{`1Av;Njhavkf7W?P7-7nPk4j0r)P*187;BA_W^ihA= z_}K8QWVXLp&8d_@f5e{nhh9*P@HdghUyHj^-WSBxu-G@t&BF3d(C`0+&kOuq=noV= zFL51h#c|lO8W|i@gSZ&XNkcdpPea}s!pn#pI08E(?!n{izI~AYX4f@0?Kf~5His}c z2i3hIXAWX^;F#y_`q^*l6085%K0S*t zO7Lu;35#{}HWSc3%X?#*{Dnik9KQz_K59SU$yI}V>vaLvOZx=!Z_qWy?GvA2{u9Al zI{ssMdlEGIXC5!nu#b5uve)U|3w87o~=)0EdCWVYY;WQFS z|HN1R{2uxz8UKe+P9KB(W9_(r$5+)S5g`Uy)X85M;3k(ktyZVcpKrwfgkz#P7x^+~ z{ttxb6D~3l^^Ym~Kfd%&4f;1J`;WQbXr6>E%U>h?PtyM;{g2ZBioRm$|B(IDHe~Y5!ndYGMEA*Z&7@ z9npLak=x%HaFBA|VBVXJfWgu7-JmZinf*VcqfND#aA2XrvKaKwP^m`WP{wD?f zslEvRO&I#|d?BX%G=k-Fp!Q&VSndVz-3ebEU>p!<;|;$(L!TeTLFpXgQ{aR9+IN8^ zF>D1MN2`-T*cimaAdUuWLUDWz$H?GyqE;08*$6{}*I@l9j;nD#wOzHg9jtEl*+%#s z#PCpj61VU{91dY|w6>rwJk*vt0(ovQ*UbsYb;JCa`2GS*#NL^`Z{qi#VF(O#N$mFh zLIEGZWem4sKeGH8^2OkI8uwqwDAj8E#PS~<|HsCE*oT<IFX^rb|e7>-1?H^zZ9e&j@S7&^83QA?VGYZ=g0F(eKmif9yYDH4;hx#8>_pMv>27 zNb>~Ff5DKG3Grci`A58s(7!R!AN4iz|IFVOsEgJ+YWkPt*2M9TN&XEqN`3l|<|1uw zGw4|{{}}ov&V8)^4A-Qb{vUx{Z8%5nxO6gA*`Lz?!fZ|He_?(V>HidT5Ni^RY<(BgS{J&QwCz-v-+zb=f~|SYs;E`d_T~eS)AbQTQLQ)|AsF zp7RE&k)CiKSQ=J=`Z8`KNxAyRFYqagKWp(>eJmd0 zh=8eKc`O(nM(kr=nl~7G<@deAI3w+|yf`dx4U0pH95$5qMt2RXcfqfZXZxOhPy@=y zelm^!dQQKrwit6pov`L1t*xVy|EZh8)Sff0sBI>kSKGp;-<<2}yzS35osbm#@29W# zg}Dhn0sR9XVXgzLb%ei%6aKfegue-ac<|F_LBKPQ2w%hE!jQ`bu^EK7F}^2qoD<{0 z?70}v{J0JJ-5STm2&@hJ9UI5YAVvo9GO)#ZQTqv#!?%Q=!Mr%^JmPPLj~}c4y81Vc z#bM9D=OSi@)tfS0zx&#Lb^mp!H+A!*di<`>NBt)(hmIZ^_6Ck6R{!algirdIHi^|f z#_w?qqmw_ZRTI_ti}n!@kW%D7I{kxu%6OOYrQl=1e<5KvqwT)|i}Y#aFCp#EnKxfu z4Eb&nL;wE$*Pk40!!`nc!!REyL;vIWBTn#B${)&8V$6S7*DU~bZ#43cIc_w5k7oYG zTsMN(4_-d1j-ULCx_+Mv9W!#gt7kt>r6QT=EmtV z;%@G1*gmour2kj*b!l^x<`4gv|JXHRJ~QYoX@5!kOXzOg3Y!o0m)K`(7HR(wouvIE z?H^4x40=?^5L?$v{Ttc-(R2vR+oW6255nhgfe$j8qxf}{Q{w=mvyeZ7o{B_g?b&d> zwvT#CH%_|avVBfhuG1v_1+OsPB)&m@k^IMWKFKVz1H}5*NX|9clJY0@k3r8%{VV4m zW*5DtytSCWcD0XBik<)cZ-g0Qw3xF7;+XGv-kWzKw+(DrESTYF=o+5qg2iBU`4j+) zW5^Z3;?|Ti2jYbKm?8V^Jz{P!{|!DDKJjSZ6YETAx>(F<$b+!2J04g2r|Z;)oLVu+fB18ra}4L`Xy)HAco%*Dw;tc4jv6;f-FfPO$@8x%^8Y#LKc*{D z&obVLjsA(Pf8*M|C*W+>9tq>IA+hF2eEUO-lYp;8`k$B`$!NmuO773YwVviTq5Z_O zKc)W<{Zf+ur2I+wlm184yIj}ex?bwvDE$u%cVk!=#8tNoGG_RpDMfAuKj?ehvc z73=y_Z-2UDt{cMKFkb=7bHn$k=JY|T8_m}0#{P%hfo?444X-mL;~zrS2LdswNDmly)#X?aOvkdp(j~UyyTmk#$v~Q_6xfV6EV8<1>*vyLWo5Ox4 z-SM1?B|N9I;%RPR|=JVq7=zLQTZ}s2Bp|vj!KE}a!RRN z9!eSCmP)z9HC*kI z(ydi@rAOT-O0NnNl|F?sD19?KD*Zl`Q~F1EC`+HpI^?XfyjOSSkJe9=mETTOR#(oTtS#cGtj|_X z+3=qS$PfDuc-MN=sA1+g6lM5`vGyHXG%nV?N6%vELlrByBAfE1lG)m3%&11~+qXgX z7F*mm{QENio%;j+?ZXYk=(-8<4QxaCQFyV{C@QzL%m{uCWjAKj?_O#6@R7Lh2>a#W`cbg&1^adS>z+ACw{LCTUwgi_ z^&oAZ^$YHVmuPA?X4Ek2N%SQ#{|p~C4roXJ%D~?&gY8>(gl!(6;f| z|A%(4p9}Wi+d=QxzImp><63rseYoDdu+5kzKvyLn>{lIN-Ly6A7l!@jBZmFZh9B=g z(5`ta*avPgpJ+F>RcF}G5Bqa$$29B2ui0QfvLkQH+sb5FcpTo-a^R@3?U9D?o|X z6Q!wAOc@8C{>n&Yh+=mk;$Q@PV`rKx){4C{NU>Ea^CRMpZgge@{OzPTD9@A;aLpL) zzQ%OcRv8b+|J9DNdn+pg>FjvAW2o{7S{SahR))d%aj7DQ0op!o$MP z;wbL(_M6k_4$@ldNbfTg#>Gy%M)Vg)9NR?x7*ln7)v&4`*i**ZP82Cq?+HyvmWG0W#?I5s0lQR*Lu;Pqj{vG0#7 z%HFR*{5=iF%GFVnoS7Bntf$R5`|<2~mbgg=S|U40S^=e~Qc@`g{i&|hR_ZAYm1fHK zN;|L-dni8wzYYdIw^t@8la*=8Y-PT(NLj9|Qr0V*lVWuJ0TIij3UPAk63CFQzu z8@MM_d8)ir{#5=kGc!wXmenk`Spl;z%}Se9G^=h_$E<-_GqW~k9nE@}^)nk}Ho|P2 z*<`aBX7kOKn5{C~Xy$6R*UZ!GgxNW>%VsytLd?R0e%Z}E%8Jc|_;P8Pc?4#7BIwFtI|u=vZ;$}+cQG0V!p!7VMjSlU>Qw*19% zf#oX8t(NYVK9*N4Lo8of{+BLmy29xyru!yct90Gd4N5m5-RyKL(z&E_OLq!nDKy=m zR#sN|tjbz_4YJt7YKYZORtv1wTJ5&-vbt>b!0KK4^yv$vub94m`gZB9(~nI*JN?S^ zJJKIdeEUgWMLm zOXhBp+a~vn+?#Ws${m`=Do@!wt?~@XGe6JHJQwo3%$qB3&AeUnPRzSH@6o)$`7H94 z$=531uzbJg+m|mO-``&p`J&MmwqMNsV%HZ}zW87MLiro!x6MB<|L*+P^Z#9-Sb=5* zh89>{;9!Bf1uY9!DA=Lkgo5h|o+=noC{Lk!g=`AVE3~iBt-|JoD-`Zn_@}~~3i}m) zSEOi>7DYxCSy{xpNJP8A9FYUfu_T}*}!;9rD)~ML9Vvfap zioGmexOmIrY$$=%8l{{JUWvMSqwJkNd)b>)h zN@pxxr}W^`f0RB``hR80mg!dJ*D?poJSm&MY^$;kWw)2TQ!Z<{@5+rX=Tz=md8_hu z$`38Sw)~|E<`rsH7+hg>g^Lxm?Uh5S z zPWw6w>YS~cu5RPHQ|cb6``0(MzZv_@zHeUCt6Xnry>0cLd|UQg+iy32`=EY_`quR~ z)(>t_tU_uE0S#RmK5kUL(U3+v8a;1ZwXuC;x5oc#@=cSU zn|L*~XxgIbyrvhLQ49dciWe3 zKf3+l4ptr7cUaxwQO9Z>CwDy4DR-y7owjxQvvcFlzjwafrCgVBT~2n*-nDmE*RKET z*0kG_Zo%EZ>i%Qa$1D_14KWOQou)*IAUNJbru8G|$yH`V64p~3se?!|1-7-`i)@|7C;TeYa8}2zG z*NCAbd`1=>IdSCWQ58qc9u++Lo6*ZhzqD^{?=r@0OrJ3xWAlJf?>Da8xLM;u#y1$h zdi?tdT_^0Hm~-NYiGGtROqx6Cu|snQ=btQpvia%cX3O%D0F(a#%yG5e+eFDIvz zoHBDt=+qWdw@%A6ZRj-r=~bsMnf`W0w;6|K7MVG9=7U)+W^JFHZMOaFz+dbAx_*x3 z9J@Ie=GK_Ia_)cg2FyD@zv}!I^FJ)GS#W+~wS|rg)!zpGcH#HhzpqmBaeo9mwsG`WS!(5?l^<3OUUhwS z$ObeZq+@0Jl;g12_u>f`#gtLwJH+kW3}zJ1*GupPa3T-w=mr^l|!yEg95w|o8` zWzV=h;d}e-4cOOu-^u-T_U}4S`oJ2u+-~#S&D@c)2pYiwYuhe{fFz91G)s<2<#mgd}F|kCpU-Pe06L5t$%J$y_4?Fyt_H>uDDnD zo>Nfypxwc>gO7$Z4e`6*>Hh5pHV>XY9P{u)=*&l1AFX)&%RN8vqTvg_m)&26zOsL%zFzRAz?&^^YrZ}CuKl}ve-8iipa0E! zU*P@Lzv}#T=I?HQKmKRJhx8vD|1JOTq5oR{cSjwrs-vv!t;rTZuafz|fr|2ai=t%h zp(wd8f&I{ntp(`{Tnn>*xQ%9?trzLC+KRFZ?Dq~4VBG{N%AU=NQU;!%y|<#Y&kC-m zx{7&?8rp|Hdd$EY)oIr(3#?Pp-BZ;!ux3lYR8jt2q^kcosp`L*U_Eh1QM^X5H7H(f z1?!Cs&Hn8_ygz@8(T1&0;gINKJ2qm$?<*jR?X2n2SkED>TPAFlF=%C?p!(Z z`jSl{`I?ToQnT~eefv+|hX)k^N2O6C_#_L< zba1LK_LkdpnS;cv5`4K}FxQuHz*=A|U`J3%BlsWWcea~~#yY6hhA-vz!ooz3lnr7+R zBeP}i+XXXqsimCnJX@KbWqP*L%^!UEb#U*WYPxwWb*eIOU#Q!oAMBcybs7A$Q@ggs z&c8lr-t=7^>xiO58~jz+ zi!@mOKQA}SUBS&?W*^ym!23Vk3M}8XvclZfr5%f}4G;Xeb63aQJ2NaCaHr9n67P?m zwk>yTT5;x>U8?>(b%(s^()4_>HVndP$|x^BZmYJ@op$rGZXvIdTPG zztXwsl0olY%&wcQ-17GIt5@h$`+D0MnMYKb((25G@KC$Jvjeuz>ieqju$2|}w)-rnipV&COW`pVz$I)0#kp4r>-%z61R zXZ7s8YhBwIc4G5^sl~ll?om2ruKjL(V8*w0^C$kEQ!KHu3LM5hV&ez~a z$AiDVI^U)D##iO9S#UG&X=b$;Dnp~jKM>-w+FwC-u+wS%^_-_gn8 z)bd8Hy&H$mD0HFvq;lco=f-aIO#r!e zr~Y^Mm(DoSHA|)rCH`EY6#4z9Q-^KppE~N4r=!~x`|E#f>g6?LZs(G#HZ}_FlGEjf zm05$b?)z&*m0DA#I(2Bae1Eb1Ez>W0QYiD7cTb1qZFqO-{Q?IZhRw=wEkiG>Vi8#? z-5dEhf45GzhFJH=u+^DJX=Zu#4E2j!<{^S`Lwa!>6!%Gei0*B`!rXnCe}gDbSG@k=MAz?;>R zCiU;pvd@n*a{TCey~FG!8GoO*$rM$L>8Ah5zbyZTQ07S%R{LynXFf$16)juV3H)_O5TIdS4dml>4zo#))>7Pt<8v zWZ1TM`%9nnY?bjrt@Dfe<;YfW^s)5!>(#5(K2yPwA=hm4<{CG6;@uGwo{w&kJ)}T~ zG8Ja^u`a)AfnCR1Wq+Ktu1~|2ug_Fp^~-9HZnLi0FWW!v-*s(5US+oJbEE!;CeCfE zUOna$H1W;p?Kju_FZcG-k!RmLw=RlHo|gT}ryD-NqkO5g#eS&XyUEQghsw^m z-rcFfOo!!;?;G~cG^|}Q%bryae&v|Ax7n%vwOYQf`RIbP+kb`n4sZHp?@r^w%J;~Y zyH~sP!RLo{nqOsuLle*M))jUh)NXLaTDf;_fAsUMow+9cxX5YtrggXKy>kp7<+Og^ zwVPcgfB$!v`Lk->%D3_N14Y(f%r|P+7kws9zj{9KYOk-q-*}ro&J1F`$yK! z1LoTmow&T_-8{ip_P1!!c38-ea+@kH>9p+pj+TKrdv199dzJ#Q$TWZ(VV&PW( zE?nNTa7%%U{rBfw)T~PeyR4{<*M=(#$q%)c*R)N}0FsC9$IN1nZ3e|PV;RX;9n zJN2Jht@ibJc)ru__Mu>c?dv!&o!y~B2TM;gFR-K4=?OP>|5s!7pf`Dkbaq|2rR!qX zE{|I;|EE@wJVi&PxBn^ROx}>ED+g>X;$6jQdHF8oymDr<_^Nr4Z}-#~b^gapwr_`Q z8j$DK@It*;x(8pVaX0U#N`KnijPTENvq`TC<$hY-b@J)aYfEg~GpgSVSGOTq#x-~J z`td@?x_4&VRi9JPX>_&KdAdKTRX$(0Ew6?ZXg2p?mF!!*Ui)txdVP1-)lDq7uiAQT z=GZHzvs8ULyKuXiw%hk?|6x<7t(zKd|6@n{S^t^0ztgUXd(G`(Yv=y#8ob-cinx<;{I&^s;|y3-h9mE@zv_Jea77L?f9j`&hOV1n^NHEcXMiVrR3ZAFgb1-y39BHiMt7M-`hh8>&AJ z3hVa$_~NxYr|Ew-;}dai`GrR~q_eXo@Y z+_`ec@DlE}=dWEEFr?tr3WcoqzV%vr$jY^Q-yFWz$B!LyEjV4Ni4|IX=}>ppu4;YS z%-@u^k5#M6TNgDdo#*e*J@TvaFCNde?@+01xxuZz%hRf(U(30k z#pik)3@kElNcH72ua>%V;Op`?+gw=p=iFoUa{e=KQD4h|@>iF-wp{e;m3gi0H49i} zNWXFM>>dRp{_Zz?{K~ywo8NCUeC7x9jWx@+T-j{k!44Lod%SHny07k?Bg5RFS7)3T z_VBHG})KC?bFD0JTDkz4=ko@-~LQcJgNIDYl%{AKS-RNMCn>Kyl)R|%4u-@2eSH_>Iv2@tY z=8Ie8$eV3wi5cZQolab@{;ua2oy)&!IX#opj91x?zS{lZ+kz`bR_yZSovYvd(WK+b z^Lr|{TGrC)#DOK|i<;&be>=mrR~?r7ht_Z?>QwrhW!uyBu+6&VnesHtL5q#<>4OV5 znelMQ_3hsu8?kZM?``(_Hdtjncj9*gclh+TOw8s^7c+I;+aDTtAg5VAmm=bN5b}&NuTa)bfqeYqWcoOj^&Q%vLwRvQ{KYhtRHk@gjuI9te+ZtK6&NIGDHm?j%w%puR=D?Uq zldtz2x3J*2FJdd1iSL=mWnQfWAY;vvL)Fs(xdlhkfduQy)2id=AQr@fj zrr!e2cByo8>}I#Yw&BYhU2e`AelPJCxYt(tYoSadzdZShsbws8_R} zpQ^a|IyP-{ci4a5A6i(&v-35#<0}i7%-O)HOtz~F9`C=|rStgWQ(ZfpU$x~~pFt7+ zjmxg9wyss@*3-kb_zujosYd7WHqOneH=BB|l39^g6LNI*b#nKZbSLAB{=Ie-UERxU z)Q6WVwsbgE)3*BU#hcB|w|Xvl;CI4%!IG=aOImEtYmslZ>!TkQ2evV@uUFWl zTffNS-DcYBW0(K#7jU6Yw@e!s?OGBvX+qIH4sYGRsNcBmf$c3rOI*tG=iHz%?wO1C zT(z*ZYwb>crC!ut3TC{M^OLU|zP-CU{ni`Z&-8kpeM*}mJ~bM)uT@~?)M9g=d1Uqo zTG8~~*IttxI@)wR^{(OYLvNS<=eVU_bDw-UDmA=bC`Z;mehMDq_2+M0owgmG8qv~a z{`Quc^8fnFl3Q)gmHK~sXB`%0w>J7==l&o03fdEYI4)sv}Ko`NR z`R!-y8-VUJqt1~!hGGg$9bul-ZSn@1TC6S}=^9dx$fv39ndRTk+}e%k^7W1DkSh*> z3xiJ&NH4)+QTMWR?!F^;?WN-}Zep_#2#-7Kff>`&GRvtLgUk4uaO%^;QmE!dCLHM7 zy9N$-v6v(fu^LG#U%N`7foPz;NB4_aPxClFZo|WmKV63f(jd=Yg6|EfA|a#-X!;*g zWKysJ9bn`{l#7rEs}d$%Ic8vk!#y-p0tmhhT_Wy}kVvXUzO)H(kb5r#LzMR@adn^KEGMN*Gd7+aT) zk!=)U{Q2Y}M*2;KK%s_6gyaY3UEAl|{%_OgpJp6>JLvkv|06~gtLJUtLvw1B zwNTXtl1U1X{FX|t8_k5hX^$*`JU@u9nx*b8La}(|Ib7y2khKRHWA|269YwmZ4;Mkn zF)mnNzbxF0ZhPnTPSSCRSE8wFM7QZ-cRknIRljeFo@ezzGrX1G>Tbq|A*C zd_2T6@gwIV59X=OnlJNMrS2l^inGwQMzRVJ-VySGr z$43~9CsRd}$wiGnC6X-a`lNy{)uS=zAHy8AOW{Mb<=mIVkJ(J^ zd(@R=a8BLt>s!GL=$pWvIL;g)S0jrG`VR1|jy7|zk?i_rS* zQA=gSn;TKy9xm$^FH8+&n_{lkgbFCmI^_sT!gCwk$#t0z+e^?>qrU?>wES3byk7ds zc?hIe)X`CybjB21R@N53ED%RxH$b;?IzH@HkVepG^TiTO_v%4cvK|tHwt*#`5mF!8 zn&#E|G>X;e&;&c@rH)7u;J7B`pr_r^S|iR1*&rvFySfh>a3n^omMsI# zOdicfEm;(=@c-827z9? zJ6Bh@z?v(C9XSR20;F#T9kjVEV=AU3Aq{o7D2f+d(*b1>GeYJI^fG7bA&$DNXRzD0gp6R)n-N_`ABL#8ru zAgNqY9Bo>DXs_X@<^-p@4qrSBNr-}}pSQK-y-uB6bvoJ8XG9ZU6Jw>1leqVzN0br^ zx*Tyjhj1_l?b!4RHak8OoJc`irx(Lu2@Ovk9OrlJ*_ByYz6&#>J#XTT-jW zcJCpsK9!?goay(XFU#zxpVlWMylon8zY`$6R5*IRqB*9amuNBRyhTddx8;d+x8T8W z97d>z%nqPsKEJ-5QxwIq-Q<)Bm8DjK#NrEJC?RdTG=+qMZ~oa|UHTQf({j&6mvQ3%wyx zYD*GAXY=0yW~c;ZMovHj$oy%@zO`hXyX`$A77wq_G5lSO4J7iM-vNP4l06EFb0EOAIX7fmg~#h8m8tUQ_GgzC3XvnxtL7m5j6@L{ zT|d#hW8h)HJ)ky4Vfri z-e26BW)RHM&w)PrZt!sS6yWFyyMkFJBaa0s&PY5{t7-FewGaNIn9rQ=%5nCYYQGY& z^x*q6N!)^wpi(!uvN81A%|cH%o=8{R)=xb&XVF+GWBE*D!+1Yemv zx2+Lt-mGEWV^(JDqAq{%QxJMxERCm>j?`Q@N~%X$S2BrgLUSpw4$-*g!xDg)o2fpCzL8o;urtG8+JJp1NoJ70ngU)(st2E~hHCi*bVEbO} zSIGtE+Pe=mx}O*^$pDt1QyPXD4@2@wsuq$GVVCN#*6?t^I>HK~jw_@8#DF`bEe{I~ zpE`R{fQAiUn=jP`Gv$o9c1P~R$H#sJmSp>tq%j!`xfGPf&C-Wq=X$e5RA02TQ&a9# zw>*>P;0LnN*vmbCy4l+1GVdvQ8KR>DFh#M=4^S+gTlN0($>4w(pb<*j5cRR=i>D!s z@DLGoBB}^bcn1v`a-W|got$hYn*k=ZhA81w0#Z@St)~RwXh01nA-C5$OAXPpq0RtfIxj!$?bli&|BUM1%`xwc0Co#~#D? z-pl;#+NuddI&ED=d$cXp85xc!S6wwiZ&`RQGxK;`q}_?_wGhtD@Wd*-^`R+b1jCTv z6E^XPKyuBzZ{mX?L(!i1tr-H>@5HnxUOf$Yv(fu)F7rrnot8A3@iLQ#U!|-?T7`mc z5jyQjDcrd-dBjQD$!edgW;qT6UhK8gn=Jq(e8$Mc8|vkfYdgd%%Ivq7b+Gh99-1a^ zwA&PqRDIb$nYR;N2HoqkBLCuh)Yi9KmJ>$f3~7$#HIUMbN$IE|nH~H#7IS6qwdsF0 zMs)bC?>peo`8!}UW*7k`yECOlh@e(hc2BJa2M?w(DvUdN+_mQw{blAOb_okD3J!G+ zBk?xnd25vdxg-y|!S(c$ijYy&?|}IT^6HA?-iw-%kCJ4pC*}_WRZ2F=@(Wf^pZQi` zPo4OJlr8gdv)deAtprXacJ*&Qo6|>m=6bHNAen{ZM1S}E;kh7PaZifxx{B`+=n{Wp zJEU1?_D-%U%v6w`;lM(b;3x1X_D1OB2~`yS%m*??_~lNbI523Dwt!$@VB#wEqP~Xf ziQ~+|IFexe?x{ieh1M+b)P!lw!+2lHkV%1*ERsqI#}{Y!YO+bx0;n)mcos+vdr|tw z3dEjLiNIm)taK4K`};I7<8D=xb^1(Y&jPB1i`@;-=vu-$8C*mrb+(E+M2`U4--HF9 z8fPFYcZ(9I6xzS>{umP)@fFynk3Z!WCL)jN4X96=^KgYFmN{yu!24LGj#i?wHV#5p zUVJDTNW(p+K$2CK9m^;g54RwZGi)zHYwTB5rck9*i8r(b+Uc*EZ>ijVR;Er*r|}@W z!npA?>-ddDr*LnQ&QtqknNb%;J*meo+t#l5Qv1SHI`mkUkMDFiUWaH!J z(b7Mr!x_Y#mQAzfJ8pNeC}r)$0f1|q{XAR{^C9?Dn&_x}VU@@Hw#>jK#?=Ahc)(Wk zxB!eHxqTsCm;2*K;SeTb*|fIQN#=UH)b1&|KBKw%qzMD~T|3PcwWcaP8ybsIj(a={?hnr=ZawkQBIC?<-lZ zVM_s9Q>THYf7Jyxw{AD%=y}fU08LS(p zEY*qOWkt#q7n#VB8j?1rrHRhtH-bDwCJ$a%&xGlzP{C~03F=?wPok$4v@w5T9uDdH zLM4dZxC>aBW0!x0&I(CAcVSPoU|UzmTPrUrYR#yk?wdX7$y}IG>?o9pm436cio28S z7Lv~=Q3_vFYFZ*~;-X?1FEhqwW@ELguQ-R6y7sk%-Ibhbal-24s-e5LVEW0^SUY3} zi{OIx=|esl+CnAy%K8uQf;<>Ds|l=FU5(FI@h+6*xeDduTBoy2HI0Pj9~PiTwI2eO z-$3yD2h&xsc<56CgeR$<)O~I2X*gBTI~q6Z+Qgl9-9g@66ihkOweFMU#hZB3t1TJ>4?_j5Om(xo`I%C1eUDu$k)PA zIDYXx`t;}k+QKg1;x5tXYB22`T4BJB;s)YI#6t@lgpTR@q^8vjpS0c%P7(3M&dGpZW7vcurD2%9_{*CBTk{`{C*AfB~Tm)~nXcCi|j56SW z%q}hZxCWrGscbe7X2VSjd7ops)vD1#>E~=Q8^Nq`w0=!H4OW)JPJ<0}zeJvT)SWSPI$qo<#*O>8L(0v1B%Q za+xj>A-rbfQ-<6<^@)+r8+7DHT};KND6|~iXFA!;z7^YsJKpPnCB>t6I*ubgjOuh2 zqNJsz>+V8P&1lg~94O>}+|I1aP)lOKW;!@M$sj$>S=a#+YD1$ijlk25cVM#CzJB^h z-vLEch5R`xnAG5keN&-Ar|G$Pu4Y$PM^UW7j)9cYqNWveUlijqV>Pq}o_0L9^QmV{ zv!Q&h5!x!{Wq#Jz5)YGC0daO5Yb|?x6&14V~-RDrrd6#_(ASSbWP* zYA<*t4CRRuvhcAHKwa{IeH5rjAmQ#<_z)x>hdg)3rCXK5TZNBks_19~;!5)9R9fJ3+d1orP@<&Hlmes# z2|^KU)Y+HTD_>c6;zSi8;+zxEom$=)Px}d+aMdd}G3+v>jP@NsNDrT5V=wN8*vh?t z;=TA1$7XHe%*ZFY+sn>>(j<{0T@^O5d)KM<%ZnACA@!1@cS-mb73qA5z`(r@NZ>ku z+{|4m2G7bf)}wBGvYz(-BmK=V2a*IZJ_CsgXZAGyJruut;~QDqP7&3Xa|_=A9Exmv zHnqD%9CNZ|1!)aW(FC{l8_1&Cc)H!!_~x)8QX!c_UAx<%KKSI7Bx@aS3kY2WTvM?; zmZP=910s_QRfsWm?T*etImLoH``$s%nt5w?-~fhSvF zbv=+Dw!@Zd^vs@v$PhXO4$BnsE>_x^ug;^Ca?W4Z6eICq5qcp>2CR*TZFt+2mL7>0JPDOxpnySOkPiM4 zKMUs+MS44%!q?3;&-2wvL?h=)LNu67T#LhbJJsm+(aosB7o-q=YZgq+RML?_f{kj& zO6mBXp)NVMjP-ff-Dfq`=mi9DFcV%1(T24+Ps;p8X`5k4jdL|j^6qO}$uVGI)EadK z$bgN^kk8r{j2rZ{YGIkmvee*?2OeX!q?t!Td_uAf3CF9|HRTL8=4Jjv#Ti8V3Yw#o zO~G8^esm5uUCA&*Kt)mD$MOjWQlpDjEfJ+McO7I7FqPCpVW1tyv)mZf;$?oECQI(@ zj~^DkZs1z=liG!dHmH6%MAh5{t~P7ig+>*G$IFAsO}7}vBuKG9~3mgRv<7Mp+a)%@?^v5k}&=MFRFjDSMs*#2WKAAtQ0r$jO%ZjaC z#Az)9UOW6|9`bl@`Ky+;w6B{%=aioY-&B3H)bg6BieoB67Q#Z29QPp#TnO8aVnwM4 z2tX)$z5A-zm;l|Tw*ahz8TKugee=r$0ZQ3o3VYh+#YP4zbw?9Eafh&%l%m?DMKt4?-uB2S}C zxm}YdMNHt3a0R}CLob!S1HhRz&~+!eg1dIVS~3<0TL2lmZepH5mE?T{ou5ez0pOlm zM*YJ12Ud3w8y8+(LS87mi!cv2NRNLvhVBU#bPG|C0`Bs~Nk$9Xn$XHU5@+&H`C9Ur z!99$h#Ct zl28ypdPf{U@*#yR7pK2C)esec9^F+#OiD^>gB|jc|6N!9hsoHo$jG@DXh;GEa#5>> zM8=PTDV3;`+oIr(-n_h<-S)9ah9CEftdpXQYEkMjS&M<)T6B+JxMP9hJ3m1L?$*!s zsjd9P?=(h&nf3XN$5i2Y&{Zejo>n>v1Md|YTU}}HS0~Tn>Q7iZh!`zAG?B;5|Z?4g`UlR!)voZoaU9 zHCIfGgOIuSSfn+8d4La9&SPaRHEWk0RveEhH_he|>7`UMmX@SAd&vPj7)u-il0mp9 z+4*XM@ae$AiY#4r-omn}VH24nNw`M7Wrqw}cq@U6=|JG|CXB1YrUl7WEA zIo6QW$O%|RaWIuu?ItdP62;p#`TA|53@y&B)9kBzW{8UVET=wEO7|YT=Q5PX3y-~L z0DHHaG)?~MXcCAjfggh0B zJeAOiOA3<`QRByvk808+JIMlF%8msZgWjOIqKH(3-Stf}l4zn>cHqkBXo%7ohTP32 zJkM+bPVErNj`6D-Et$%3xl9v}*$7DMyU82IU-!XbJ2eW$!g_g@OZL9<6&l1l;AR~L z6eyL(DMahi2XJ--NJkr3Qw;kjYzAIX5-4xNZX3ohFgLyZ*0aQarTIC`PiARw;|5v(GJLJBLw+WeaB((4snF=f1F4n|RU0H(WCM8dxH8zl?U>o` zD=iQRihjIkeTv`UUjqs*vUr~)Gr?|$Fu|c&1c9rIkbPzZXTcZp*-vH<@KQIaoPwVkN2+5( zeFO}^h0w}%`vEl3)E}`;9^|$wgW|V@*O}0w-#3PBMiP&h20vug%kZdnpebtFB#9JW z|E6ZCkD{uUHgD*qao@(IaqNiX*|sAhOQ|ppGbEYk&GYT(p;#FeBAi&R`{XaPVv!RT zb`RdJd*=?Y0iF~y0x6T)nupiL-Q&&-o78j#SwjmlwVR&HfLpVg6d%4tC>;wbSBKxR zV>Xb!!0V6o@OirB(g`rltxOj+wl|2$ly2KCi^W0CFw!;@2BF$P7Czj)P*0GaO3f|` zwP6X?v>l_llCxKZnLO0h=83C6<4L`LGy%i|ATP9omU8@STwXHe?k0;|y-iXp!gp~R z$f%l8LL%M5U21Gg#SoG&RvThgFQWr8pxEQsFllu~H%UESsz8a=CXWenc|RPE-m@bA zjqKTChg)~jQBk@EX?m8oEj99eA+o|3`UHWODIhi@IP!3V6fm2dJY+h}g^>H~=-ju0 z&?hl$6ap739qSxefH^p^8G%!gxb`?IaMuvUruNFg&rwIf;+@t&8{b1|KPEx!H6weY z>FH*O28+q%gV5b)91~hE;w$qDa*B;=t`KYjhGYm+sS7AV+e*#H(Ne$$Oz@#^^psp9 z6ez{`N>%XN9Vv<}Anb-Bi{c6luSDyk^}A@=ERZOL*HdZa*L;jRSjyD2@@tEkkYPMh z!IXJgMrf!;>hvg0LGoxh?kETS>u|xe${Fi|$r;9Ua&Kp7WHRX}hGN8myr`l?sIo1i zD7MT|0E7a&G^b2-Pg1hFz4%ToUv(Au( zRADcdc(Gy^gLNH%>$I}X5(PaxKmqW&8}D*pK|&)!yKvNs{4Qxmn}PO%b!E{D%n&Rh zV)!tE39_(#Hu&`mbOI-(L9Wr~X3Cz4sN7@*7$L+3<|7Ioxw%PdlA7ar{X7k{cKoh~ zUH9$o6m3b!n#D~ywmB9bkfuOr_(*qy)r<&bL_mI$UB_pkUG&h8=drY#qM}o@Z;cvn zdM+1?<|WV%Z7il)FoG@s4+)eJ zXj67+O)Q$PAY3P>&4}X3_?P8`Pe=;oV1P(y$TTL=8Ba-hB$5+IXx_SLGjXpaou)Yz zVNo16DqO)@ZQ9y~KbSN z1aOc7pGuhDWvPNqZ(JqQv?>YBigzHg%jI5a@kQm4Y-)xLb-DqYlUx@@ym&0g)^0N< z-JygyyqP8jy)dyt9_84InqYd9fA&HX5^e0Xx$@xqsdGKC$YbMaXenv6tzo;%FX$frk#HuPFd z2i0<~NRoB(HSviMXC6tz1z~?p@t-J%-nR;UyHUDMctJ(tT%0pCwt_D&kwaYL*P|#Z zn9>}tz?9TO){|U*CpQKsUF!48ILS~{wh86z;FOd`*o&Uo+-F}Nv})R0*Eg)qFI7!W zmy1S}E(7En^HUP|-!hkGnoWtu7PvDg)0D8Wpj`NX%umDC$RGD`OkS>)d@gBS)p>;` zA`3xCW$FWb1HVcE@^mf77aAu)mMj~>R(J)$qAd)v7u-dhWCWD35a7opSu7*?lRDIX zd&@hzj%UN7AwhVjNdV{4a50sE2=St@Z&A%<#!SbDc%Qx)y?gMsf=)t~sfZY#>os?s z2A@JQcPo)869&e>Wu@3`ViY?-vLh~BjJoFkS&;xNasl+JLy5h48fYj=v1r=p%zq3)PQf5qBY|cB??|_et2UI zW5vt>;dw`z^)*wDzU^iHaU)cE^$lCy4B>bY;A82#uhMxN`FX-Cu)gy7k@VyQATyL~ z2m`HUD%rFZ=3R-jRy7KM-)bfKdU69I1k z60l=cF*YNQ^2o%o-bh^|R$57$2yI3TLPxm3SXcuWj;#HEbuNS_$gpU@c|YCKt($;Ho&VibVpVq#i#oTJp9j zGnpdRl^>}#?|c=ai*_iUzY8bsCy@s^z8lStBOtrIzG+UEI9nsE3wmXdGC`1nU{m)X zuVg~0w4hYSiPV>pb~}_YEmuH&+|{49wriwlH-$)@mh#y4Q&p%W~tsd)712$wEzaVIy@CxGW<;N*Fbqy|R+V ziT}Ze({p+hCDtM(8|;mud1AXK!DX2^Bvz62U!Q)F_kJ|&C&O5Fq1x;c!{pkFXQ4H8 zAUiux|9r(xCE97heElw1M3*F8Gy|pWnUhiysMHykrz3-~>jJmC=SdKkW&f~>b{dMb z3O;ezsW?F*;;1CKLk6YV$5R&VbhliER<+kvU=2YsJi4Z!w&Z5lwmXQR#3E10@a|lu z_?_+uT+v)`ybOC+oX>1gQIA@vP3?H5vEy0EWCCjf<%4_5sY4pc1%=YzK&p=OI3mzQ zAvR7AMC(yU&kh=2zNRloIygqDD58~@bt=$CyAO$iJP!%{4hX7RfBC}aK*64=zi>sc zT={7XhVOF}j>HDfb;p2EV~NAWTE~WL#|IMnU!5Rq+-V=|W1`S`cGGMDPRCNsW6RDR z*e5=M2F3IMbUHDMlvMMj?RC33T-|P->}5WlkkrBZxNrnQm|bP1Pn2L%_#?G;-|FJ> zS(%-#u32Ph7F+R9X|IzVy(+n0;C_k50 zC}Ej&XHy^x^{CU9G0~1xG)Z(h(Gq4(Itiu32o9XQwU~=i^=@Ek;U!fR%BzQqmMAPo zL-&_b5nsG$g?7qHcy-Qc6boOwK>zZdAGK1JuwBlox>a#OcR3!tAHHnaJ{9>tL}rVg97d0k0p_?x1uB-vOfd^rin zV$-BewE+h*yx`KQQY~A;=PD|3?m~t&S6wn|J$!bDA3C9NW;CVW*mkfyOQNI4J#iF4 zO#Mhlv6Qk~NBm7lwERKS+P0cUD?X<@1EfgQPbuz;2*O5o3gmvL;QgM`;FN_t_Wab( zY7;q=-4dpV%0Z0wXx{UfgL!dMcq{6mHV(7Vr#2Uxi1O>NXhD9vFN zh7@8&L?vD;$`OhLDPl|x_zBmBAt+2!I1_|!xAG1rn#;tOD@EYSMWu$}u$HKvHA;>( z-*F{U@^FD+8CcCpqM%H$k^GnzO2!=*-KHd=l9M38PHmz)k`%*;!xJ~{))plq&*_?l zH`%~NLXj{?f#XBP`_MyjRz6Y593V`k(tFWK=$(Qb`iAPl*ZcGN_g=irEmT}1LNPx(af+HAm|8)Vc<)49wa(=Ssifbj6I-cB)p)40^it5$uGxw}YmDzA^yU25a+XxziRQ z%gPUNe)6&FRDEGGxBHq53vn-r?NEWfzdHFkhx-db0vR18ys4=LBCR5sP(P;Em-ctD z`qzi$R+KCmQs*8jK#KXE3p4iTEvna3v4CHXc*$HD2rAiZ2C09d7;jhOy-euew zW$Qzp?&5qt7lw~%atvz2s>bU4K&5uDMWukl25kSSmg{=>u_f1&618YIlIS2Y7#pCe z+x;YzGWu9#puGQ~HP7;Qz%B#yNZyY&geGgrsFDQ8Au=3O>ROb983VN*a+e#*0o#hE z1gIuxk=Pqaw&>Qj)brTSWcRgSz*DsxW05?TEy73N#ct?Sw6v=7Y)v+W-kE-lBlJFc z*72RQnXYt!?z%9?NgxV`LlYuim$R2?`Tl}HEdK<`gqcP(AKwz6FQ}i5710>5c={?h%WKh16aB>I3-Y&`Zy!*QV4-P?9w?*FV)1=CV;K8yk*a?)=5V)a7*-3+^H4GC2 zih<(P6P8sXjH=3&24yghWrSF>O)TsEW(4@o4McN$$_-oe+q=BkX0F084?@#eyAKjy znmL~7(M-jAJt!CLWR~b-d`(7aD;yxv1!Mjy=yS=L=CJ9ZG=~c;w*iKSy4JgwjL2}r zMzE++w5^yqPuM;#l*1s_vntHmB{k`t=za(EhbOyxeaH@`aT40sf@B;xhRFu0mszZt z*Hr4a6vr6JG4IiO3640H;;!I*?Ou1#TCR3af}!}&t2 z8O9V1uMMGx=xbw}mgU}pU>bA_OV3C~$hYEjcHKr!q8xf0EON(48>z&Uq+CSR?a3ry z2Nnxv*LF4kHEv;&MD8P5x{WkC!j?;iSwpGs?|yvF8V{OE4GH@BUrInTQ;%vH3;^H` z3jkn4fAiyW*7lC3PD+k;_D(EMZLG^C-doPI;Q>B;YhP^tq&Jr7YlK@kTZtZs-t&oE zIAKkEsP0)_4Vm%2;IK?nO}8l&2WhO^8T^7h`bK<E3$p@whriJKUD2e83ZBNi&3u!StA6kF zo!Mr^@G43{%C3Q&5z2ORx#1jEvZ0*4M76#z7Kp`T4X*w&By8Vwo^i>3gjFE^RN{F8 zjt0NLY0~I~yH4LHPm3sx!7e1h7;k0$HkhxIvurBMi5hH!Gx(9j!-ncS=w;iM>3Q_s z$n7zbyq{M;5gHp$`hEnz$bVom1GrjKP-ffNv4RVx@A7}_ zYt?v4Ua>^TJGsz*h5h0JHBnEjpX;E87MVj;i*il1 zt`??l|5k0JO20xU8&(VT7tG}S$!rvxuoou*A5@U@5cYa9@+8A--tFPEW>_q!Gpi_` zFzpYgnLc>W$))9gIPmGE;0cbbFe-IYh2yzavtT6M7k{gMt6a)L=BIq=3rkTpbt;f6 zdpP8pk*5lTl(UgwR)SIcB@P149@$kA@=<5}gy>gs4aHhQG6-eMvJ+&B?*n*Di{YAy zDy@Y>q*t=mVYq7JgTw%ek=za?3Xw9OAO-$ zm0d{~BX>ndHYv!g#dhL*XJk9Z@D8;lBc2Z17%sky=j~<|KfL^gDE?WqLiL_PDBLSU z_Vv`I*xhxUuD;W%x9{~Fs$t)n^%TomRP|fDFj7gI@Zp=gmp)mXO!suXlf{0NwEykv zF&aNs16&1?3w;MX*MgHzO%v)=G7~;^5T|$=O4?&ZuzN+SwL+|T zb)#Aiqb8mULsf!H1}*>Nan6QD)~2e??$)M1eQqaZ-Zo7bD|nyrm~3D}MXTm>`1!7OBHY)Gq)P^nCmWf>W^RIK>#nI3oAh!P zauC?bQjA#9odk*=RYb2hZl$1-#)$zq{|_3S7{Q zDIO<;(UUf1_jg7c4!XMCCqG`O%)-PdB?bYJj{r=O z@7Q#gq^35R??OACS(ScJX13NtVteDvk2b!85QL4Jsj2;$Ctr)~s^Y@rtyAGs24EIk zw?8R0_LpQFBgXvrr1-``A(VZK2kGfbX1f`2XPas$8{~$Opu&WAr!nBDz|Rw#d9uK> z-Ol1#^6(0#CRXjnk}s&L7%F^Zo-vd#*lC(=Dzcq|L=huPReC(c8yu_HMoi6B&Pqr({<~l12PG~ABEaWLw z-w3b6v$Mv&v-I5X+;~ap#NY89mOUnO>RXW9rLO2YjFvt{_3rXh|DiX))Q}TL)xOCd zT-Cd7YkDIjeZdwf2g3DC?;w0HEH+^uR`({wZc?YL$MW`dP%~pEoNrDJs>qYIMF`+O zVtu{mS#A9;fO7`><9CBe4QQBO;Vl*mArj^o~{Qt=!JsE~icS-no&AS5A>s_?@!@ zdBbiTSmJ$;{wqCN>`#d^J;NUTE#{n69z4vdX6E9%|kwy648OIVDUiEY*4Nq zdraj{0evwqfv~5wt99zRlCTNakcv<`Nl>pIGm0}<;FEK-iWlyf#iZh3RA=6oS>2wy zE+s7`E4gVG6(+u^L*8&{X~61@^e60>c>_z{qlvpho(^;qlF64>3ep2$<-Ev0|PH&UEIj zl%zIABuib4IOveNGS;E)Q_baS@?>0fb><~OFQd2W)K0{OCqNuh;D&$LSHXjNfR{aR zK_qAJk=^xqQ4VIn(Brq4%2c-gkd>O}Oq4|SU<-pNmBG3^qN)UV{X{Eckt~0cCh+76 zx6fnlkavdY2FoG_tBe~jo<7^Y>}}BV4n^ITF~^$|-s~5z_8PKKpPq{@O?sh`?1nrd zUnBiowZeb4<9qwzF5ILt=MfLg@fqMX*#}7yKd$=rnz@Sf;*9TN+~Cg_qGZ{&61s*T zX;mEac+RvKjdZ^blwG;v=gzZ!qWus<$y}RJ%=C1by(N$#B~tZ zthc=zFWS5L1*oRu6(zRbM(5L@Ir9wOze^qF{arWSnw+*QVb8tBuV9?F8h6u$8QaPi zABz8>{+>OFr;U9wv99h#He3!ed5{@^ntHY9U@jxra?iKhy)q6_An#G9MaSGH)+NUrVeS5+q=WAJnndBP#y(5e*}HCt@0G7$ zU;6Zk76<8R4xC$WaFny{LZ-9sdIoOzwnfcrI$9^BBKIb{f+;hR49B}@bsd=NAIyqo zQdrTa6=Ukg0Oc8;e1 zKl1z&WuL{1*afiR_3l4BA$zfyjW9y~x9G$6rkct4oKj^V6lcGE>?(sFnl}d#XKF0bdQ*344vC#R1UJ@RwJlo+i^Q5p;loP6n~)M!;?BM>PDJ&*_{>% znLDFD(-eB+TFNI{r{&NlllWy6DM8E#_Z(8XhOuogT?CL~?PI~mfvnTv>>fg0Ak8m%nyzD=Lj$unt>08(^0`k&M&lMl~ zK<)6?5&;It3{5}!uk~LiQ?dg$)IN_0f6Ye!QOb{3kHze4olR|>_0`<%O`UXq*sRjS z-vQ>Q&e=b5Nv%L3(0r%YE<0$xQ+-EMYbREgAK(A1xWq#yEdd>p*`$7D`1+@2E;RSm zk9DY%wFNX`^{*e`oBlU0y%6#%=sI?m`A-BXbS?WQg8e4M&iq}vRA^Ei3+Pn*N1m~N zu1n&-5ga!mavP6vIH6KJr~VVsfA?<$=S_$>tdZhKD1r<0CxVUcZv@v(h)-X5rGBjG z)hYi(?6dui;JyjbEVN{AiU0tlLObI3zM$g$8^LoEqJWV4L>DRrEbX6&CZWF(_isY< zYDr>-LN#Lamquiz|3>iMgrJ`CU;Ba3h9aPOtgl`0&{W%h+69>HCPvpqvv4AmVf7cI zUG)aWjrM6q`|VK%l;QjrBTVZC#*GI0%tkX19qJI-B!9N$vHlH=8!gm&iB&}hnp=;B z=TF8fl<0sT@uU%u=zcGG=(Vy{<{in6w7*UG?)?}BU5NT*A{vG!z=QbSpr(ieY z9xlyw|#kb;qhJqV$yN!)wHycW3$*s7b(dkAU z+W^1e&A67*TX8=F=8d@Qbd9c?ar0%j;%@f}uf0j1qKR8809_PO_ zLGcd?`ikJyZM55cB6g7G+08U=$ZfRSUBW@2@WBt-4~P9-HjT>LXt#SrnZmuun`y39 zx6y8Q2%JQ;@|$VN)wj`Z_lK-mhBrTS`gcp~YHp+5?hd}qPfeg{a{(iN_1i@4ZM56H zp=Fs-{>RR*8Fb6(cP(7j-A23J8Hy^=BjaJ9vmp!s^uagRFW!bNT-;i(j%f0ygJT>U*b?3pKMl3jSjVy2I3{|o&yUj6Ev8@u;j3%WirbUWh5lbe3W?XCZ3+>L88Q7|M28M-Dz zxbr7Ya{E8yZd{(d_c5sRflAj0-L&{!y6A)djJt8ACi}{T7i!%ie@r~<3iyVDQd>8YqH1qJ~-Vhh4dKA(B6tn}n z@%5hsy>an5_0qn$96HnRgqrv7Bf2ZnFWf)MaAN)E^^Jyo-35PdwE^l4vR!NSFK@Yh zYI=!+s$vP%b_mYT=Y?IfBQvxc$k#paMo9rSx*ammUNnZfAk{S*^qw3v;pBhn#hdqM z#)H1YKZAB5CDET+NhSEtyc?I|ZWB?N!%*B9#h=p}9kO3IXLC~V!Vw^oPY<>ka6} z!%aP^c=mD88X8uAl;7LZ@|p851`mt9?UO%ybPMGosuLQZew5$E&;fG&h2Xx{lz(>F ztwor{TA|jJ0}Y+fhjd)KR6)NO*R1QB`}|`XtH^RP8RqhUALVx`#2EjUg6qc4`24<5 zD_KAh@T2_Bz)uYLt0kP*82_{+KGmag6&e=Gp{G}VkJ?LPV?P-`Bi6sd?6o&HHVgQa z|8ntM9`K|5E)vY_FWhw8_NBNym)L`>dy6X(^HS_t0arV(X zpa^O@Kg#b6|M9;WY&SBPbbA$LMPLCx%I}__yZ;x1^G3vw!_js=^#A`Tza!?@9R6&| z{TmU_gV0s%pb`5=`5jRu^%sKYMg-}do|2x|Ie;JKcZ8b3UkL6Sb@J!KW&ZI;`8#;P zKO)PoN6q}Xi2d{2

    +{GK%r|$cAo6nW@w8Kx( zwC2AuVB6W9?WdkzcOG=^2+JU%fpW~;{>%LDxpGCvLg9=^#6N5=1*b!j{dcbVx3}q{;w+fPAe|xhLU0n4 zKb6NMQNE7RxHpUb$M@A=6XJ~V7b}Cm5X^&OVdQ(_+P;e&rLN+;^E+z2_1_uw zKyf*E$NL}?z8ksEZ>zW*z7zf#kLqsruEv>|2Ibgc9QrQnS1jL`1+h>pm$>{FT>rKc zlgPf&>ne7Xe%SPv$TQ&$Lmy4-;=bzz%5x)JH_CaVzNQWd7mmcmurfvgrvofb6r*#X zrN|v=JLN8P!$-7WZbF|^%7s%a95~g3b)kKfc2aO*g!4wlp~`qke8{Muk9rI~=Y63a z!)#J&har|ju^Lf(%%rSe%bF_o=?De@ad51awKT4K*(Nf7iJ> z^$5`^?8r4V(H~8ZR9&(XJ`!ba%CzIJ+%;+=GM)gYapvxbYl1Hx+2fKT|IFiK!J#Nt zNAg9VOaTW&G>>!VpK+-@anjukd=z+FO^Wh2TcgPj_-?WwU($l~m<-7m^CUJjyRYBX z@)!O6gR=DY+@&mkZFAZVqV11-H}Ut^I?nRngT3>{ccbN!`}M!9>8>lNdKmnh zdv2p{rtW{E{ZF+1P2GWiy%hbAuC?kMDOLY3eR#louKgItkIT`q!uP+4bujGzZ9SLr zyWra*?tlCkBK<<{*FV-H>qGP$*BREopf2Xf_!G=Ap#P4HPc6y#ALMx%`v2%RGW{c# zPkc~VcNaVU(&v=)eY5m`#O6quL%)jZpVoF3D__5{?>ln5{k?qlQ1CH*ec-YI-sS+f zZa%|t{pL;X@#BYzpLshW#&6!;mz<^X3?UQsR_J3W2f?g7$bxEJDBTESr>JTZH~?E)Om%+ovaUGF`= zC)fH+eK!%uGVzFhrPK#iJ^WMg`PuUGf_0%!de#Z?PY*mP!*vfUf6Q6%+z9Ut@_h~O z5qC5B;vw1s<5CZ0jGH$lv_S_wKKsf0mW}ml8{YIc{|R8`v>2 zod41%O~r6^FxTccNz}b~om&6OB>(!25Z5w(f6nRCo&QTXTO+Xb0a-^N7DR1CinY;o zgKU+**|K8!emzF&b>tlDHJf&Q=Zcz6d8|`h{sHbQvi_B-{nOV}(C(yE?yr<2b?6~IF;1h9v3_Qm-Mn8XNhM$SeKH(>(#?NZ2Nz%en9fw=zkD-}rKVHyIE(!&RsIWZ6wlfIe!RF#cnEjZ z?hoyjS*rhubCA^YkHek7cA;Ibw)Pid4`@FR@dvwsoeAqjh*49F4D+e?=%;EYd_Zk2 z9e3oi*#=)JbJ^d8(;?FT_=iO7hv81_DCP6c;Xe!; zgZe0#8)Be{>)?IrQ(9M928N@O@*wWn@G}hSpQ|3G*8$fh!}7V69pjD0$NQ$g`FLab zD6_cym#qE??nZP(!)u$qsN-^o>ooj~9gAFkb0Kgy2R!GE_c7&tO(~W~F`x_bg!l2YdGIF%)QO? zZ0wY0Si2jU=@nao*>D2e!2{2UB6bb4Z-DQ{uK`vL*9fl-^*+-N^hj)t;%H8L-A(RC z^$gKFxF=2brkTDcaYe!@?#5$mk+l2o#dJQV zjEIfM>_gege=J|?-*S|{aw~=Q5n?FF6D)qFJboH zai~K}t;I=`WipNpR4#U5G@z{}H=PB?p!i7WJO=THyH|tzm*A2m*2<`?r5+2K|D-=6Z zM(hl*FpsC@dm7F~u`E0FJ>X9!@Lb=&?;2WxyFq@4sUfE2)~};74mJaya`zcy2mNBf?{@s#4bG2DFf-`U2W-~Zt~xA$COFwV?X{;ReB z57!G4`~Op|z}~C@`%f8gYtiptF;p#mg4Cm6++#nYw)XkfzpegB-;%-j_w51TZqW7@ zyZ)X^{t0k+C{F`zA;xQAb`Lw!K0=!Yp2OxJ@Hluob1M4>?=hU%>lv=qY}zJAk75Hy z*k~N)i@@Yq9PhgPV>eH0pT+u=H2%=nPp0{wt^dok{to5Ci`*d8)Lj6C{ea;;M z?nK%T$0dxjbLoE!Pt1+g3-jd@tvhCa%Vzx}HjQb_X8R+K=UCTi#emFF|9`r;Q~YS{ zs@tFO_n)u*ox>P8*Z9ZrmgRY<{ivk1xH~L|qo}JzH&4lPEC0hcPQVY>Ir!1N?3yRr zg-^B}{weA(e?8k<=2*Yw`$#`iB>vGD55Ft*Qr7WeTxZh$8E4VWli&fk=*Zo53~A!E z;uga7cVcGp%b&P|4GrQu^+eY>ca&i}i7N{GAId+1`-iVixdW9?B`5T2MEAJ#Bi5(f99m=QiBuEy%Wp8I@Q&*DtL|HSg+^7r*KTlFu$ z@q!=gR1XZsaF26T47b-UMX!X;h<-W0sX%Zuc^+#+E}Pwrz}4Ws>W)4>uZ!k2k{^e@ zsJuTageC4q?*V_qcLj%Y$Q=L%=VZqP@kMoMpcZSSnCJL;wd`@Q^-~@rYk0w!>DLzJ z9XvOi)Z+lN;q6m?AGg_2i66Nvb8^Kmo36((OxI;Np8%GII-u9HY|fEaRfUCcLNDv|&#oPPK6d_!N<0 z_lU_+nJf>JujM;?`O`-b!<+m^_eR~X_d~x>i~|lKVeNvta#vn&;_%rpNohld#_P zc3odk{~OJJ-2bu6lm}{#8_5aNmFT z{i5}+r7nN!nzzBHNIz4=xK7`>z^wn{{=7{!e!InE%=x6 z@-o58{IqSm;5_>K;Q#6M3-J-vhjU^-h|N)~%?rUTktMc7Ed->R%E4?Ujme*9c>s{@Fzah^}@tIR{|Hp0g!8GOW!9Ud? zaQD=mh&vGu8DL<3$=?Nj8oegwhR^N*$C7_&zr3&9GY_2jnZo$jeWzdEoj_X1AM?HU z8AV)A{=t31^+S2&m+84TAY*1dd@fQxF)rkoA*T;9GsN_Wucs99d+!doCg61}O?>B< zJ-dLj>6Leh-ywg_9lXml_um_IS4JCyF`DE5^(kPH{B!!K;yX+?!y7*jd2<+M`pJx7 zcCt18ueAP=iTr)AgMRqezq&7e`X(#-4>@lZI{&>k+~P*2CKj!KWs-lJ|7S!0yEf7y z^M2-^ToKg~AJNnmX|uNV0^92wwVCj})$~e%&`4^L)^`WA1#@DwS^O7 z0~-cy&>nxIxCXUz9o` z$GXnA!}KMEvRg>`6NeDBzbv%=@x5JTlhWP`8?Vdwu@L)DR6cz+F;9YNfxT(I@s~Ii ztslOgu-+^~{bTtv-O2flUMq%%e!osQ`oH3l-}2CnV~+mA$Z4b46sFzUgVz1|>i>@y z$anK6XM8u--sHVS=AY@FYy2Y)hGl*f_#kqxwoKl@zLhb|QHL-`ZE)q#Ei64}`^qHD z7}n~@*Q)<<9QnsJ_y3pKe2j6`5c5o2gj^FpqwgpdTDf#m-DAA5{II;^^4GEm z>KO4>zAjn24W1FRwaEIn6Z~JIQ;H60xNPlrqvN8U>vP5306SCfu{46CIq3E_6^3J} z=mPXH1+E)Dm;WK*yb-*OyrY~qyNTb4V0ehZp}(n$z8XJo4{fG(7#nO)jm)_*&y#B& zh5Os~Bj`KiZQ=U8*ezivHJi2BG3A=}Q~ayws}}PB#p-iiCb9<&`jF@x;Mx^EgV(Z7 zqw6<3Pr&%gd_u!ef8?43|D5{^mdM+FH7`C7-Y$IS-iT|4Zz=8@(Rrihg<+HPFa80T zKf%Ayc0t|<9(|s9Kh6AW9EQOGzdQCv&n2I}3lijr-0aB@^5XMnc?`ZG{Ygdh8Ouj` ztj_YcHqE2@=%(*A@>Q{I`tR)Pc>Mi+dE{vQKUuHyQqgUw7kM4W#xcR&$T#)z5xph-I9k|F!y;-2bvZ5+9Uq{TsX0<$m|Ce{wh4 zf&XM4<{5wH%YWSe>DZKR`CGrS(D5(1{^e5n)4x=6_igdtR@!{e4UbJp-3-zk9T%nU zrLKR(Hr|H5VSXuDwu*scALGXo-~Mtb|4a-0`N+|yPt(2fpe^)3yHZLA5t zs_qJIg?JpwD6g*6_z|Y2p-%2y7EYP_!ZlMr)-1d;z3{V3xs0m}JUkmVZVK}D1LP1l zL=GI{cSg}hdw`>%JbQ<-m>#B==fwPU4fT3l&3*ANl|26-R*3kb!HFTk+~gnJACv|8 zd6@r#V@HDYw@lm!#(LU+MGsiu_|JEf=U>aIe=J0PMUVP3mV7TV|C!EzD+g-ajZxst zrUtd#7b$-s`Ok*_H#jwlxqjmO-|#n8LyEbXZ~m`#mdM%x)&#UX{rZ7i`#sLWm7Cr5 zhgd$#Q_FvE{41y}XKPS;M#WkEl(^)<$eif4S@*1y@ESolK*q)u$KfKHb_EJY!y>`6pl0 zLe{^t)&FfduvKw48Lq#lE1x!ewf`sL0;2Yh03QI}8o3|E=NOj2+dueR@H@1x5E~%R z{XLNd?16tKVPpA0`P2SFyp3WWh|!4Jr*NG?`7@r``ai83s&Az`{vT_HkF^Z!KeN?8 zVr~v~C@%=PPUe$e+;!HM&+Pf%edVD0aNXbB*7Dt2W~`r!tbfGJFc0*>I9vNa*>yqi zHHtH1efQri3-bBxchu~2|NLQt%ZGiC*O`3(bn>q}ZEuf%#&tuPr+O}6UfSn+ruyBr zjz)LAuif3m8e09>b@?tVpE~RnF?>zut!`I-wbGp^IV1o2jt0Ts5R*ghSB@Qpz$P_d z9}DAY?z!&jJDP%P=JEgg^Pk;kzigbd{+GeF$aE3gQ{UO>T97W{d)lXN3NH=Ep6K|~ zHuTc9jxlV5t82pEo1s2%%l10rZx6K}b9>=is(tj1tL}K=>ROQ3wp*@s@TIH4HOHvx zj^}dScw-dL!AaZP=dLvOyILIE`hdA19_RKmIaanm7hasG{BYch@ef)q{630HF&%){ z(eK7GOL&$A`+xWyRzQBlHl*o5{=ju3d1T(0Ut(%l4m{#na(P&t(sGH`CB;S5m>?A>|*-kISF+VHxV*j!T_hAM|>mjFTKQaZTMu#?SDW*F?Mw_-cTi5loHe zvDtUMP%xj06IcCpUu%))xk<$61b(Iv2XQ#`LlwPup{D}a8}Qu>VIKzZD418t8Z3|S z1H$ntIvbfh)pq0jV6qjinY--wm?sV{wF#X=dXsR z@pIX;d=@z;#zyu5;K;F1{7K22Fwxd4b6c4sa(_wm*)?#vw|EX&%!m2zJo)E-Wv=x< z#W*W=vjjVo&u1F>S9=BQR(v0S;USqrK6x#kifxW%n|=8bCv9tzp9uaUavjU3opJS- ze>X5(+HQ$8LwmqpCf2{F@%LX<^}n#{q3SfE%TQ-}TmLBoUx)TJ+P1C#P40h^+y712 z3Av7zN&m0?Ec(!dKGx5zX6b*e{sr&){)`GmA~MesOv)~)iR}ir2llv{{{R^5i>(> zn$N(eLcdSsvLTk{%=t6ohw04uv+gzcY{-2>%t#shOwpGV@i~;iBXKyp^Ya8B($#a* zb@X(&&Yn(p14r`LwA^fU9TQ#H`__$hyJlcT)R)v*_>iK1C-S$n!q*h>GdvO(^VODb zMLyqW_^HQJqBrrJ_!g$c{)+cmFY-SH9;Nu~N#)4_K4$<}yC(RTB7Y3IaQN;o@MB4Q z&%}NBi$WPNPUFD&K{#-54`ExURaa}p-aPt_GX9!Lyhq1C0Ci@VRT4owL9ukuQhbHYT5W*dh2L zaNv*+2WPZ2C{Bx8p|lqs%t{ ztsJ=QW^Uhey^}+$zWj+FTFCrg?GyAj&2C)ZE|fIdy}z1zS__HjZ9> zSJoMVFtihKt--?Td360DmS5ruuNAwKo!ILhDgV5(gTUQJD5kipxJs^{;-o z85ldX_sII&QuTkwuby)kJEMNz{5qMJ%`{xX9&+KgStIR_d9|`92Uj}n|3ZJ+TkDUr z_5ZVtf5$GLa%ElBGM1Qp9=ZOyRNtTRN7sC#=azPU6`=uKHK_xI`yAv$Y>mAO`-x%@EDZ5BY8SElj7xkb5l0}H8yxw*#gW4PV$TG}gK)8YUv?~uS;}9z zR=~Fcj0-te^vLUD30y1^4)=IJ42yHTbI8K_XT-}e+%=4Qri*2wf1QMXAHHwjpPVam z*`LG@8tas=8*_dC_x|#s`)nJr8mxm>M;2E9n8tMUUxu5l{6oB1?$&?eS7kor?GNYs zftLZ6C@k+HSC0OVcot$?IRD(fXNPdh5NE@7Uju#_)t()#rbzxMWv*N*dOW<+sZ~I47qHWo~=9c zg~x_?8sZPte*Jm0Ec7Pm`Jz)o5Ol8&$X@_F30dXinUQ0hOLO@tDP<` zf7&XSxBi)~xG&HZZG5B-sON_B&KGVP^$$g?4Ebq@o!JYFO)xh2bMZx$#Am~>!g+)D z6l-H~@jmYzbf>(psesej_R7gz4)X=>t$=Nw^E&Q9lsTb1!+cEkU4-^o+V5@M-Hx~K zf?FT=n@5{m^Q}hkwd&g1Y2a0LolMuYLY*FKU|8qkv$L{>gK%=q`{0qrIsaUntQfqE zG=%bP9%yq#No%kU8)9qZ9a#@Wz69^W{Mr1{_N4G$V*XpOejfOzGMjLKSD@V}5qo20 zkYJa{`Q(dj5cUoFv5k=5F^0vI$!^j-2T~L2kUDY^#9rHe>L5-;TjH*{Zi`wXAFBC z{sp|K!gquG2Kn*lndU$4|Ge#7%5VPi4{;I;8~=jumBalHeNNdtWq5o#z{?01jEs+| z$N!t)veR~<`UkPT)QO_w|7ys8F6tl0i@|sEKY#V#B6ay|Kf-$H>t+i5D=vTEXD)O5 zdjVVu{X`LW!*wM3kRpbLSQ_%&d<(vtPvJkXuV4K}kpt&qc?tMx9tmen^H{6mLx5dT zo|(@D!(#XlISSV0fg67`4eZJg_O}sJ0)J4zikvM4?nZnr5nH2tGQ^M&S3;f_u5W$4 zWlMlJ;r!;yjPs+tFzuGAxcp0n>*jj>y0oF$D`Sk{mty%2)!&;Yrvh$q# zxp=qx?1zo+gO5KF{ri`*`H5xEawpa#E`O9u_Ua$~$xYwBo3Q>yu9*_-KV!Y5U5k6i ztH7BN?loKd`d4!Q%k{Sl@bw@zOxphCJ0~6A(eFExfBGGb#CTM=zcp$&Ao?LQ?wZHsDubFF``_VGu! zN4yQh>>bJW55u{bts@%F?(Gk3A!!FkBAoD;`Ucj{PN;uQ(ek>y!FP$4E6@3_9IgeP1-Kh<-EjW7ea}u@ zPXZ$|A!RIh8C;*Zc-nokVV(PK+fVLtOPxILpBZvxS1!5F!Rz|@#xLDXtPhVO>?Lq! z5;H^G%{Iixc{tCB-yzq{C)>Ud*_NK<_D>y-^7-F$Fkj}sjN=-(Y#2}L&?~p?JnhNE z-l&b8_?eMAk1;=2T+pVkzjB>}-SC|S{@mV4mtXc&{YC*>!+H9)UHO3@DaIps8a&&I z`&=8S1?NpIcyY*mQ+%e#wYL^O@9Vh70Sqt%XaR@~+pjER4nDuVeXf`LAUCGaR<* ze>z4}zcH+=>WKR=wkqyM`DqkCqg*yJF8Fbm=lj|Y2V6Jg#!0}~0EEKSn-gYJ*wx>;l|n%9dIN6)nz;B5LYDb@z-3A4$U^b;#XT#%*L%h&YdevmH> z$2}*q?}YEAk$>h(_NI$X(%ZB#4y%0!m<){TYUiaLhOWEagF1xr-dMfnaeny>ldAq3?uqRsm&gBX*Z-R8a<^m0jzE`KYx$S*B%WxN`j?6R zxf1p7CGZ}^*r=bWb*>z^8~T*uy(q^G{Y~}uk?&@mJ6C=o@Q=j#2XQjQhzS1**1(8M z;XPt(`hZutd8ZE;lx}d&v|b7MFY<9Q*rhQ67&7ADvfU{I)| zYdFQ-5GP~ug`WmoIiDcD9pJN3Jj;E-%rt?o@{ZtJ?o0X=2V;BIl#7Px;2IwP#I#U8 z@json;Xep@;aVSMn|wWIm`GmmE;)R7kL!RE=J^A`5B;)dm%fW<~VF)ISz7 z|4o+v&8{EZ|9<|7%zvZ(f3p6aYW_(ZdUXCP_!7*KX>XAGIFjq;#&|c%9Odojyc*Z) zD}VAqMDt6#Nc1{Y{-b5V=L~-uxEkBHBY1#5wO=fD{b8-kKY7!0+4%Z*to5{TOn&_7 zKi#Ih?;W{q&UDA+zZ~_ien@dQb?{q6pXzFZOkMxa4^+V31Pl)SBe9QITRS==$qgl3xZKbV1#SE4VW33a*Z*|EVn5f9N-=P~v9% zILDty%H#b*kjZObUEmW zflf!g+S{K_fD4BlC$zuWd&XsBbEM5%@>AI#)6M@<$ghK+WOCC8?uK}j-8(R+B{vQDZjevIzkCJ08S>!_ z0BghWw_tNK9vu3eB4+2{kwY>cZp1vC{-PO9`EH228Fz!z!=CHrfPDMezJDY3%uz0J zJe(KrKDbwo`;Q)yILTSF|B|<_`|)OI27aKXUitYm=FA(`y90%VZsaa8HLo2pGDCRI zKj;3!cZ2(b;K@%z~Zq^C5hH{Jtr)T7`+qLhIq@%Q|3Gcmfz2mRl?ox8z z05cKeAG92@H2w>hk&lZwmHF&1D_;H{Gm|Ral6KS&%?EHZQdd0w2Jf-{B<9cGll&_N zC*e8E1J44ik6_Pc$L+-O73UO}zpqP6SpRf<^E#o7pE_PrKO_d5x*~N$_Wk6e3H}}@ zliygNI%s6vrQa#z!m;pq^&zJXF*bt7;nCvs@f~S91wT`lWnQl9cd*9`zm2Zt1@~-i z&#&*Igv25cLn!nk^k(;jN|YB z@c-@gOTpeexHs({;{O=D`AaR|(mz}IuO<0ifv+iTtAcM>;_ttj%0EAUx7+aL#)S4| z=@068hV|dx&sO~tohSqSr@3cl&i*I4{*TN6S1xg2sg8tI_Pdoa)S^KZI`~QXX zzg<(EIbHttJ=sU5)BjocY<+)=FP6Xj%lpO^1u*xvs>2R3`0V$7Q?>2WRa_e6{gF)iX} z3hQU&oVg2pieX*&jA6e14!)-FT&|H;j$?vz!86`hEQ{h})Th&Zm+yT)HM9cX1FX%| zlW8~jU?jk{e1$kSY}}|mtzerWkBo5M^pH#D1~_ZJbYE=VDDs26AUzf@IcE$Tq(_zC zCYYbk9kE1wZxFttEdP>LV1#&|zOMLQ_i&H!i>dpUU$f3{>ASu@7r++^bbp4FekHg@@R7H zIE(zRcmC-9ciktF*5v-*;t!4~=AWTGUFXhXXTuy>?FJ>GEqxaGtEK#_;j4vvNmI@L z)t;R?|5grMFVHoFq&0;e&y~wEqn!oEOxGXQvi#!qv+m0s-@1?f`8T(5_ZG!jMC#wk z4*F~0noV5(%US;_`!7qmXIlS_2Z!9&LBC`DT8jRMVWRyXIdv`)Zv%Xr^-b~jpS%7O zPpIX{{e9V4e@u7$SuOp))WtOFUr=Xl+_hsGb% z_y>=VF>J_eye;XB{}u<2=C@1vUveFP!t@af<1sYE#V`*Zk7LhxPdRU*cpK(b!`m|n z$FTl=!}BnH^*g1{q-+BF6yuKNYgub~#^tYgtmUeIfgUL1r{ZjQFBnh#ecn?}8uJYW zA5*}}aC}f5Qgub1=QZgw<+S?s;31%^|}h-sLmIp?;~tIp&4Fa#< z-Lyl?d%)dn-VEH$&M=-V$X7f8_tP^EYMY@vxi3dcx6c>T!oSbYeEI+F%`3s(2=GSF z+^g4b-2MB%y1RF0JZ@*{RH-TS(`MBhJ`@*mXONc)R^ z|GYgOcaz2XpY8l-s{arpkZJwbb*`1`f3w;DWV`&O4rS2)#q!^s{Lf2vQg z$BvjCNt@tYRDMGnIJ2?lMm&qgqnH_nGx^15Pe~Zcm-~>*BYi}1-7Wv%0gV^=3G#^N zhlr7h_^xLOL0Yfrs-iE z*O(uKVSdOn#Ai+L#hX0;TZ;KtIPcVX9PL`O%|BO4{*mgFZr}OB5T}#W{|EC<+}E)o zasEv_%7wlPu@3}xeUByKUiic^$i4ha{y6r{GX7cq>9a-G1`_B0V$=8eP0qjBOzcRW zkuwbIIf3lHttIgNOxGXQy8Q17x4A#O{~zx2tzWskQt;W(R+WHd3T;<$`LC|}cOLyp z(3m2O2L6+Yy1nbe~`asG4gdSC2{^2VKUHJxz#stU6z{|GQQnb<#Q+Yq}5Fb{SVTR1T@f~BDiMDaA_`7k@V+@l>OxaYAr zVq5X=reS}H<>yZM7oqN?(m(cI?hkCh$J&A4_WGY-Zc=>zW8hlScy#QF+MkHYiQ;V* z`~AN>xW(hqxK$*Z6KWgYSlOQ1$f$KUA3a$}@zsq z)&bZA;%4|~8tFr-uDMUnH-8&qWDG0w>F4VNUt{mkHb0Cw`Fz_>#od_SDf+WISr4up zJmY_FVX@5r8*hxt^@Zl=(k^2BgJMTG<}YUaU#<8P!No}44dz9++@G zxBQ3TwEy+ty(rwqqi+1+|Nam7o7e8~qq~9&2(STJk}qjav;3DL|G6sP+IP!Xi~p`# zhvV`G_8m4V^4+lBFSh_){SK98-c7(7J9|EA4-h>p!u6E7|`Ni%_%Gj@cr*el(V&2;?V|kzxQNNf)|7b@4d;2c^{AnC< z{~P(PIo$uo?Jx43eBHJB&$5wvjPEyB|M%j_J@G3gex`s8p`WSWUcYd!Up#it9^Y}V zUp{fK!Fi*8s0?=lUsSlqFn7>y9s-|3Oo;fI!rIn3U}?ztlJGA*FWfe5Bb~12Zoiv( zdRH(g49m5yf}@As*;2lzf8&<<0$eaR$>jn}3D^6mGexm1!gmANl;1JaB{&%3X9|u2 z10!is?iu1($TL%L?1kn&P{@=d% z%>Co*^-`vB`Fo6s-xKyO)xXOA8h2x~2lk;+H*@=*o4$P)|9h@utjB%u;YV)E!JoBV zac%A$%>PpLKgM;Ft?}pge|*pFJ?C+p((l_k?A+_G*^HA@c;1s&T`!I&v)SbNYjl#uUYQ=uhjVW?SZZCgO5JS%J@qkI)Z5stW5g$ z59R%bodh^x^jc&j z$&cD!V)@Hc{^WWI@G?nb(7u`hSJ>DR=zql4%=Z0{8O{Z9MD0)XFO|*jzw63=_x{Hp zx_^8B-`yAa->AJVss0}UACHbbw1K^C|BC9Lm*7+O5^Qu@=e_N3iR%AP7k7#e(Oq@> zRo)8Jf8uV4i6NebbLs7Sh`Rx%2DlowKhB#uC%@c`y(8Ff!ujukqXn+Dzg_Mto<=b^ zV|b?lTsIf`D-=6}cmuv0;&kwztNkCkaa8<0Q@-%;V6CF)WU;&TV8)F;xGnSF@3(Hn zy5Ae&nmJncG{7GSrUtkhVtmM1!|TH1=Ojr@QfVZJ7Ufw6}#`E1U z9Qkjym5jL^W#evm=DGYC7t5)%x=C<8SGr#WX`rnj#y=!s7z_`x7VsY)bEMcI)&!6MV95?pN%FZw%{yxi2;^MW1RXh%5Bx6Zp`N{+eM` zG^{0`37&@BHNf7$XOv-S_Tj$0L)~I8d`uBjljvv4<8_4dhBzFLw;|sR;@d+XRKVWI zAJ4d#g`78>Q|SL1@E_!^@z-1%wK*4#Jg)&)Ep-72kLSdTgzp(}rz)!!}aQf0v1@cPxu$Iw5g z+za43c>Vg-b9bOXeV7xQL*G=dUpx`Lh3Ai+|0=i}u5EGc>C^S=B|cq`;p?do7@02mUjmkd+%a9`2t=D!T*?E9lUN_YvLKz;;E#Uj z0Xc8r<7sjjaVQ>Tf;=*aV*K^V$!pYGEB0rQVm=wX_+2kwXMKe^A4uEB|6 zd3RXiRXhx_LFWJJGvtYJega%gAvkBqQA7Cy@G;dgNq`gzIn0aX378uj|H;?Qav*l7`0PoMf4QMfFhVzgKVqLJVbkpY z7Bl~%9P$LrHvdeg|6NV;iNB%$37dbu3;Dk|pqxJ8+5mk`le@;R3wT_Pt|RC@t{E8C zhPDf_QJ6i3@8Y>~v*@{m4dV0hG7Q3|T7QV;m%7~-_Y3EN;S%EVH$0cw$Q0}KF4ezE ztm(Cnbz^Ohc(@Yx-iIH$Zx8$&v_)$xar>LQ{~?E0)zDQP-(}vs`1Qx%|M7jdkGLC& zk8|*)oqq@Gq$$>aSJU`YIdoaaibeGQCH+-_{Nj~P5~=HTZm#2^q62r;WLk=5gf)M z<;#9)Vkayf+G%3>%ToU8i)sGxm-rd|Ci-j{%Lo7ck=t|apkjMa{||M*-&F?s=iuZh>~wYV{!-UJ;%Kq3@|bK3W_mbhrjB+8Ns~Nb-fg9191k1#o_t`aX0h<)id(QZH7-M#?v72C}$0? z6`KR!Q^4@(`^uLS^)p4hkJyosPUYYkcPGx5NdAk7<-xnx2VVw0g3MN+N5e%#a1t^8 zA^|t@PT@~HpN;u>Vx3|=P@WmB16D5-526?v;jKAGevuF>BJcTk=~F5!C&T41JkP^x z@-N^X?e-9WNx$nam-;F<>>O2qJjq=@aP9bY~{wRC4F=o}t8mih`s|M->r&BYG zxunOe$XvwF&*UBM$H2T$eAEI*b6Pl{xfbTvydp=POJM!W-{YLs(vV7ikVeXwN50OH z$Y-PY8{@U%oKn-Q$8ddi{`@D)AGzHdVqN^+U){G(ze$Q$c`R5Q+CXqkd+l4cyh+zR z*(qtVyz>~%zsi|#5AKe*2X}6P3j*;mF8(EcJ&H|OK$^D=9 zQ|PNw^#6!#1NC~wHh_J2$H{h7~P@Bi0o{%=7aQ2oNz z+UM6l)aR7-Io9{`IDh@m)$xC+zkg*#iTm;AA9Gg!S?c_+_V)km(KP%?J#a69-ypW; z74S1Jac%nFQ#_Yvz~KlF&g%gNB8`5`Y5cg*UXTtErrv$!~aITmX^4yFAqcY&?M_Xi0LcW*I+daZx z!?if#S9r~FjvO<6cZb}}liP^*p2#Ja&7kna3`rX9;Qqk`BxjTx4o^w@4piHfB(b(a$638@5cO#q1e_fa=`}#b`*V2 zd1;8hh}hI|o~e9dcGNDT@!0!fgAv*9ru=i@2Px_}j`CXh{3n0^RQexzmCT;TZ=de> z*E;HXd%XQETK^WB|NU);-Jk#YKaQB2|M%0Ek~YRm99q;4mTdnD+dg&Bi>`j8*)T+|f;9|IMhI>Ycbt%81zNH2*pQX;s_ldLF4nI@Gx%A!| z0KUib-9+rK(eF=;&luJk`fm@(o}BM~-Y)nW^Z8WQqQ0XFi_Zo8H2ce+2>w90Yk;-+ z1e`pAsUcqtuB)zgi2Uz<+Ai0`$`HFlUK@LdxCUZ-7@mHnh$|Yo^T^|b*smQ?+zs+` z;vzV7u>Xd*8-{Ns?k2`Rh>f4+uy*kuiuVvc8o_)R)<*F$v?ED9F}#e&g($`*EH~v$ zQVfn_YZSi~Vt72B$JaT<*{F=fxMKN1nX_KT<-aWT&vZbJWumu5^#jpwR9_&k4e>M~ zkIf;M-&}xq!uR$An-kz{1VckyjsArLC&1!_d^rI&CkTJgDeeZ`HJDS_I&g6Gb39%X zXH$j!FyzJ|M@|ri^ACpeM>!YHn0ol9FIU|i`m(JX=-OGhCSq zwMDKoivJUnH-~&pli9x%Q=@TfJc4WS`$ptEDNfA`ZOWQQ<7`cqe+TQ;p}m?mQD9Xt z9)|aD9=U!>dm6^_==0|B=7=0GFOq-d)-hW$_k<_nVZyi;CZGH48ApJ_Kzj9@`S2JY zNw?Yq=aYZ`?rrz#RT9@tfU_~+4Uds?e@fd6%WpCAGcEsY=ReowH;%TsJFo!-^(M>T zKiBi0-2PV6_a7dga)t04MV%%Q!!blU&eNVn`M zX>Y6dbvZZszqtNqHvXlmf9ZVxp#Q?yrROXA{gv;=b1+D|Nl*W19&ZufIhtqX$Xkv1 zS4E_>XH39DC z#Y4f}JSXQN^i9^E7ffNE;>5R81Yg5<1ivEh0fz&wm|M_?Zh({KDljpo|MNZKcZi?izB$3N z0NcXx?<)4_5tl>E%56NSd}3}GZ@Bf=wh?!w}uYjYQ^OL@NinAfEhU<;Q&k%=W^B;2fXgR}sO%+6`gfurx?9fspGA3os95o}6iEg}*pWv`@sa{kg5yHNc*NIUbm3iH3x zqbM{gHe(d(Ra}e~`TXxZ3;wKo<(u z8Qxz1lrc1e^kc>E3VIDFPVb5o9kQ^W2j z^0^Yna&HuJ6nCRMH`=b*-ue9x19!$bJl`*?trcv`zQSTx*WBm-{W$i!_3*d+`Ij3# zX6B7MagDyFz;`1!n^z*sa5r{u*FJLRtaHcDmdkrQ-?lSP{74bg!}p1yVfd}U-7vlM zOEq%uzSM~$ohK##_s7_Mld?4dv=sKB6u8mj~q$f&w}8Z5HIh`GlZ3W;k;&;h)mrluHj<&T259DEN_;V zmAf6|@@Kh(bw0O9sF6$&A?? zxdAs0eND<-gLwbQKD*1KW@Cbnsi8W|C5-c#Ygp9Tqx{kSJhCQaTsOv@VDfFwrEA9K zI|{Prkk2*WU>_yU>m+TS_eS<9MB+idB|o#|KOOnR-aMvliGSi$$Z11AQ~cvx>`*+% z7#@V-xyRqkC%66rUyLk#@ES6U5v}0?b6!j!s`EWeE*W>dyCS4 zM#iUu{wK_DV*8ghKK767=Ve_i(r+$t{~KTp=jeY%hr0xKbEEBAPW6Aw@%`B^=W73- ztNAC#R}(NUcYzCy*7@l9V){S&jH;!tl?CV@F{Qu<-?_=NSdor(Nxh?hlGg9bAjIKt z&nWqDQt6+UhHHe&=Gt(xZ%=Qpf9Fd7ThwsE?X4{E<41PJ-&4fjfa^msEFMb&`*te( zM=`K2^Nqjc010?*U=I;|4figK4aLXn&jlkwy9%!%0CQS_OY%rqDz?kV_m1^ zJ;Rxp{Y5Yd5}(GK4f&Ej<^kA)0B^x_$XO2g^rg73&u&;8?)%{LQDA6@*WvwZ9mMRchfgWKOP-r?ck98pYi(BwfzI5$|U}ZXQ zy>dG)sGlj~VEEp)-FbqEA&!QeHr*qS1+T+*+xl)x9O`EZoHz(WyF1^deDN~{IlNCF zRC`LFxbo{SBpzaM_?+_T>xx*NGY!v$<0ZyFcx=NO#eayOD8q8F3_N~8Fdm+pMsPD8 zGeb;+;2L~b@&p4%P^tbQj}HX8wjRJ$}TSdY}7y1r4%R4 z@sro8V|l&N>oWUVLrhIRurhDyiqK(*#S#7*!_s)Jn>_I`r5Kyw9M1%wW6unSgX6`U zmB7+mcGZJ*x<=?RD1rmQdZGH2s&y6MxFOd~MQ<&*Z{WL_Hdy`xtP19X!9B&_lnqph zek5~R>J|Pkd)1&<7{;GE#>M_J<+@3dUngByJ$D!zv}bRE*C8P~EO z5Aj$SUfa1H`A)j>o5xz+qxLP^^Sk=OUjk z&YA1`-vUmdHsWV+Is0GQP{VrZ+i_C=Gd9wrxSQ67NIrZ&8@GS$OOwiBsr&z2Z2vQN zhn@IM6MdrIb&U16D)?rYyfYA~H`y8gxCU=Jgd8)_KbohwFNgt7&`fsvUO8=rhO+SS}8_b~n1@B-!kcs}!F*14n z6T}tEU-J1^u9g3f2Y0v)-+!fbF#i7Yet-IBiQ2x!?uGRN-T&|Hr(81-pEvX!;-ASn z0?*Zsso~XDn6O`ep7jTPk82WF zGJLm{?fng=DulQm-1B%A!!Pi<2zGq(+F1KfB|nw@ML2b`AU~D;N6IF!4{81qutKo^ zWLrLUkYK(N*ji?{f0P4*a|C6_^5^$F0-hXxKfz2z+8@6+|Kxg6pHB1JztYYB&P$zY zCx*>(Z)1tr$pXw0(q(0|No z4RJLS;FPPA^K+Lj3ZCUe$r-`u&=(Z3I>g@$O%J=C;eNr!Y}>O#?(-SBVFo6iiQgvT zW?I`j+`#x#!LJb0LQKr{!B_4|_X}5a`KfCkekoX&w%*&qyF+|SE% z*NMPp^39^*5aIL7kh@?U}am)~?T zK~EGN5MxY&PA6DraM`pFQvEMVjO&K{H$11`sH#Eo-FSNuxDDu6>JsLld`4W3{BeE>{{;O^xMR$36FFu) z&INH%r={LN4nSh5O{Z1g>>fwYy=ho?sUnsqBA+r0Ym*=^;MegunK|U!djaN#X_N4L zSMw^IIR4&Z<#Vl{oHMj*hCBqc7a49v?Hcw>F)ov^5wu8N=aWyo&6U~;*W6SGd$h;+ zh<(oE2XMX+`N1A_=qzHtLi#Pu!mT4Ra1TebrOYM&`J>w**G&k$3Ce*@PKLzktHCOrHf?p2n zN9DN8{qKDJ&(uV}`*PDp*VoggctrM58TP+(<$pf;`fhIZzj6M<{)aaBuF1|&m+)hK zu69kKf47_$N4D(`Bf~(C$jzBTfB-_@Kp%ziZ+9S6?c1+qP}>eOKK61nZI` z`d=>8zhCc9xPi$5X>*yjzmRX!w^?huJTCM2moWCm^5gP22#o8#KvoooF;!>o*a`WvBskUalqdda1r916ZKO7r_y z4An@!GtK{|U0dA0fBcuA%+^BrOTCc#wld#8mTzq|H_E>fHf4^xY(ulv|N7w;;B#91 zdSdGJPaC^q{UfvakLg&!oQZmm{paZah;vzu{r_5Q|Kfkj^WV^iQKsWB{j4bN!Q&}t zOYxj4id9gXeu!Hj4ufInKjs8@ZBBc8gvZp)(f^x|rDXfdLgfcI5T;qu#5`#FCC=8! zHElx77cmNA_rbXwEkF8<_tMROvV8M1kgR{q)&8iHP&d)Ko4)=bF^EY zZT|in*FQ5Tn4IpRUe|V`!?m@xyHn@R$@4u2_X_Uj)Bagy7gH5CMOW_ zKfK>M^vdl7*N$Q-V*JBe#(x-|hGiiBiURu(>IE<{g3A&f7GF>JoYx*R6JTxRo?&b} zo<`o+IF#omd{1yVg6YwFvHZCFm%IK^FUW^}5RN^n5AxbDo_h56F&5=DE0;~6e*|Nc z>0s2cbo|-}Tuxr2=e{AI4e&L2g1sTeMz4hz$DZ*he?0f+;zNqQqhKH6{DwZK$ZbQc zO@;WDQmz~NnYuLKxsVY~=9BUc_IgC@OfqN1+*S1;uNNY})U{4^o%6by?IkI}-jcG& zUQwN+F>c|cVf^@u4k)rBb6nn+dvD7(jt2Uo3g&D`bDf{J1@ZYf!@U}dlh6I?^aW*h zGqub5z1o6XF^&zz&D_R5d?`DoL(($4{E?YnxB08hZr84zh~LL)`;_gPGBS{_d!02+ zf~mo~;;#zv(dPVEFfbm6gLB?Xl)bWMZ|Ha5B7B7?bN8F6)H37~hbN#2V>VX>>n^H`jmrs6>7UBVY zzZCSB=;v)dK3D&rt^Riyd^_6TC>}4J{%1MMKS*1o|BL14M*AmU(rn{@CG;5EV?-Yn z&G0Fmt?^Iv4bKrZoBW_X&7yxuzqr8hH?DuVQU65ui|R`_r#~p`GeQh=cJ;4Z`u-!p zZBlO~_KmpoI~Z4%GyjyooceztYmx1Lwa$Oy{QLQ4{QVV6lEM7D68v+tP0)5qI~;A^ zvPVa3VsyMD6*sp@a^{ksiT!6E)9rCKnn%MZES-Grk)F@~pwGkgzd)~8 zg#JY?oMOS5fCI_fxmF_o%EO}NoK5+(c?IQ!`Yd(b_emV@_EiZNoPCOq52hG{CT9J3Q ztWLt5Z6vlvF*3$!BX}9eCm&5U(nEX><6OV-OUVa)SrLmfi1&zpF!|)lAudPKc(%e7 zfK9;A30;kyCvjNa!_|4|;C zkh6yP8pF+a%#FwDD9%RXF^rCejf68?kGD(lc`P4g7MK5$*S~EgW9~pJbTY61iC*D# z3)AEF0Y5|BtZ>_T%rkjx_Fq@s%fe|G-cy~DaVid$*F|n`Q(@psO8rZzZ>hX`kG&DT z8^zr07CesPZg_sG^Mb1xx+)wuRphuK<^~v>ioTiz>=4e=^k=K4b(AKcB zDZd-`KD8~t&SJQgsQraDT7TUH+qUM7*r5nUNYa^@|2y}G-KNc7CE;#pW1>ArkMtd6 z_8hrCkNnWaAKI$;eh`OGr(6elFj*ny#^jT;#(n~;39vPG*ClY_@bPcJ=|pWsi;=(5 z`H$tVZ2eno`RC>Dc3*tCal!R}vGUn3WK#bXcN4+dM6t=#eKOF0M#kZL4D!2SBjp@B z7y93>Y3)nX?SGcL`~_c`L;Y`@|8X~cXGF$$SvyBPetTT457uMDHO^9S{#_RCn@rkY zs_)-C=K1R&d!hP=)c1&<5ZC`uXRmNA_Xpc}EyvNuC*WP}L>qJZmcrv^#gWNarF2h9M<8uoW zIggJ27Uy!ypKJZY(yZm7c{2P>$b%EE6WIC-zyCt>|M^dw-M{?ndoG{$AYW!t`C>%=yUhG9_xI0L`3GtayQ3|q66=v~SJqafF7TVbW8a^+wdnk}8h+o{ zH?gg*#QNijD`#DKPfeg#B*Socl!hCl5>HeAOLy`b;`BHg!K{E|hH(?m!sDmw*Zbq=z~z9OMtEfq|FsUm{_HO( z4&Fad`BeHT;t$HM1J8r7J+~f9IAV18Ztu8ac6hG18*tfp`ON1@;G2%%1>gP zIWhiX)#6Wxt3e$I{XM}>WcU}>58`p`X!pfl3g>(taNZnphoBpl_E!tehWs|dbt61CwTitFUsJ^6fD=csA)a3b z*cI{9Wb;1o!|{1J_8lmW$kJze4D%l5pZ=%FHCWVn9Pco0V5vplgRM;LWeqy_6^snx zmV30L%`M;N%Mu^L3buy(4=rw_k@hgTFZm&cTjLDEEK+_8_x8faMQ9^3T#I5>Xh)m5 zH{#1PJ^74p^Je9{3GHwm10$Fi!@~gkAlKYSZTEP@AAA;Sr!ve8ugBpROOIm9@^KlK zM&n9+Z#MbF(1ggEM9@v*RfxkORwrBX)fTsM`H$tZUaj8p&&%8GHUM|Swz81=zue!S zxEtjY^mt;gM~Utn=vC?IUj^X3$yWcT3^2H{Db~ANBZBjoc~`ROu6aX z_gwGPV8XbXT>q-DhA!)If&K0x_SJEJ{6$waPy_7Ez@plJ*Hp)x^4T`#(?3>A{}b1L z)r%BI?ax>7_$U2GhWZ~lWrSPG>;IYR-}JM38@e!k!YxF8^qu7Xk2-d8`%kC+t@imx zHpgGJ(XFoeS1#oL417zUY`75DKhCk!oPSq?U&8DYXNiR{o4%au9(ZyY1p9^sFX8QT za!!1W#{r1lkZ};N;*Z|uG28erVHt*)on?|wePp)vhthuFkR;8Te#JM0`KPZ3;~LgD zxUQi%9JQM+EdSpZZ1?46Wtm$38I;kvzEW2;KBs&>(=@333*b4S3<(2#1?BVlyreVC|GD0BgsFCQV-4=cOqc7v z)91SG_PSQ+eKjLjMXr7`)=PcQD8CB!P0GJ0zB~uZ_wsH`0%4;8~;qc*a5x$ueiN-+2u1G zHvaG!Eq}p;2p(g0`-|cxynTaqj=-*y+Wuj-p)efd#vkuSu^;K$f3hWCbc!_WAH*SM ztN%aIb-|a{%I81R^8fpmb?#sP^uF6xnHSo({P(x9V=vu_ zica_44_n=T{`G73)4nQq;p&9zolsv*#HzIQ&4{lh`djM0<+);j%W3E%H_Z#TyY#6$ z-SEs+v;!xD@PexW?uF-qZvkfwk1Yc)U0wGJS5))V)%UyvuI9Px0l!V}_#5H4;q|uj zPZW0p{6RtWQ@MY&=LORG#_>oloWg46;ki50@ErGFyC$Tg9O*cNG!VnE9q$seqdYvw zhnLTHPB$V9?A3gi*Mipp4-WA)irsmG^s65%^5gW9f2aMqJ8+43Aj3n%_y?A=;!4u9 ze?-S0#Vf6D{E6j9F*C&6AU}euQ9O;=i1es=HSCohS%<71`S*#f@ndvgcfz&QJH{=4 zmb?GUGd}n4$MUr-q+GRZOrJ`^+X()~bS%Z$2KXD( z+vMo+Dx#AyF0a$k52g<%I2>FP@3NZkK+B@2ejW-cX*7_jDA-fPiFKPTR+yHV0f1a7as#(*Q&97j?yQd;X{wR z5&we4vXOWTz}WCN^Ta%+|0m)P`o`xr5PwQY|680F{EXZmiE$(E*_#h3QXceU{7Z54 zzk4z(V49zQmP6!U+=<{P^Gp3Cz81E_+M<4x%;_(8{|oe&m;Z7x{sHdBFGEI-)$}@n13<2n;h6bd#}&9vU_*@{$8vs%0~X>LjDfVTCS;;H~#jFB!A2@ z%irbTzm?Yi8Q^a2O%A5i|5eDNsrzf#pT+)~?6Gm5jo-art`|NO>sz2p6U;v=6Mg>O z6O0$NIQwJn(QwxEmrMT_`0x4Gf5y*-&(`0u`fqp!en$8OliB}^vA@k;CJrZPOA7sG zWuo&h%KwZfxt#WYF7%(R3zkd&7U{2O(%iEmosw((&HIwsU-gjNZK$*N!2s@=2JS?E>-Z%ef6{E5?sOARrrjhy zyq|P<592iR_xO_uxi~LdGCLQaT z{&v<);WLeXPx;@ya|5nr;*KlrBkoA~&*=99TgtZaNcuca`enc=|1}F)<7KUk)+GjrnNk`{Bp?ZtT5j#mK17M=>_J^Z(?6e(x0a zP!{mNSYA+$)nfHeQ3vx((XZuwTi&mw{;kaXU%BYN`PCMpzkct>l9zMy*)QB7?|(D; z>{Bpry}e0W@?W;fPe)IYp z?(L7)xZO1eJ+DTeLwe)Cr?$@RuIh5TD!Y&~ipNg3tIB`;_uc$0*Ki%*Spwg0uGCMvI^bXWfHmnE{n3@TAVy5xBYnpdzI*0sx(s|u*NEaz1cxHH6yj5e zOZgYDEC*k|%u})f7 zc%Si=9S#3epikMPV^|n}<)Ov$-}bWcK%bf&W=GNIVvniLWxgre9HM{CP7_^hdRBE` z7)J(r+U~*eAn*0}>G2ri+7N%k+)^6vCj8FaQ^-RF+|7a3<5EU)PoZ3K=VixyQpDMW zac}tjrtA^e9+B*2^F22I(e>$VAM1u~({`IZVg0t_Lj5QHhA|KMj*r-X^kc=)BZg)^ zeYT@k_V?&Bj=hKL=Gc3JlsX6l}z^~tg zeW`TmH;=aorsl!)pnEu@?*(fd2;xNI{{nqt zw8%fp!+*IL|3|Y!?!nAp;PcCb|8qe<)A@G{@ow^A{}6j4GCfD~PvvgB%uG-IiZAv7 z{ICh+&(wII`|!g}?mpVP9OJJta%IThLjNb+L`Qtv-3)c@Nf zn%6SA|G*eJd~ZEx{lA-h{3{WwxF0y-L9Cscx>{W4K&KmcJnTAW?h1WkW(IJ*V;DN5 zyVZ40^x*o4BZei}_;(_X4DY$q*WsFY59(r_shxyzj=?gVF>Rn z_sO-92cv>-=|H_4EAmhMSgVxp9O;%aY$xxxc2=ODcVOEQlS6C_>!@wH?Mlinxng`s zm)M&bTM}VFDbj|N=h%f%3C+^&UL@X z-T*HI>A72X({Z^l!HP zH@O<6Ppkxe7U}w57VH1e7%0SIWas}`4Eo|A!N{sz=20749NIoglP2XL_N0zAnYj%Bre4nqm zPtJT9U~lrpf4gfLTPJ(}<1XNB=r>m1zWGnhpPbtNzUB0o`~5#QOK#I&{pL0I`@eqR zK0MeFU|VE=JBj~)*VU(P|FviCc+E3+^5(bhG;lFTDtYc(!Ne5&|9lpy$6udY!T%rC zKLIaCu}qP1Gz^Q4t;UDRj{oyD{!%aIjbK}RycwNK#uIF>pQFBv`m0+YVEyOM@jPSJ7?xYH%d}O!?MPcA zi~b7+NAfK%OrLF$c8cFi+bZpq^FD5@wHNVlc+K{!WM9omFmx8;QZ{7IV{WkQc)bxV(8oZ*)e0o z@miw(7wCIFi5c_4_~)Ddn(xg7I!o-Gh@G<-`)A*^8CR1h`4{Mm4CG%ka0IFZrZlKPlz7G6f%wa*F9{qLLJK}z={>C}rad?jJsxuD`<9i67fInh%OalGO z_)Mwjr^ElmI%J}MUpD?bclMO~%irGCFTA6{kkjz{r^0U|AC7|vM*mVM0_RJ zkt<{U`8@C+-?venOkGU9>|orj<9K1Plo+3 zf&b|34XfPFlD&Gb)g|M0)zyzS3nqkEk=5(gxgC4I5?l%~D5S;MF8oex%BuBifz4@^ z^7W%lN$oGjl3}cuov3Ry?vZ#hz@tdp&KehCGZZ*F;)%BRNlVf)_?fE zw2gfxO@2P!ve|VEbV>i2CyIEVMD&TNVV?#tHpKPxJ{%CdO=o|X+X_4}>95{k^{&P5 zweHk~GeMsi$47EbMQzp`^S|J3j%>r2XUG41R`OY<`Iig&oS(YKx4ibxE3dvTd8QWH zf93qQwFi$cqx~bY-*`@Bh4Eo_^6zEi|4$Ah-UjkaaU4xgErtF)Sko8mWiijxQqxbg z{*U%wd>0w`UvlOD2=O18`G2ydU(r_!-vn&cH1_{!JDL8K=VkLP&G~l*xt3&H#n+Wv z|5vvC7r$GY{o1HPd5I)Wc~l-)E5DMEEoRA0}WTb zZ+&6^`{yN(-IkN1^Zd_$-f+OJ-CpTFJvE_N0PbTK{Qo*m;+IxTM*;ufu?rqAVt59{ zb}Y<)R{mwcKPc{o7#rdmJpXXqFcLp#GC^18_78(xEo+@nu^>Z#JVwC;6N+l)SpV5N4|}MLPow>^Hfo>uWwDsJs{=kMUt){Fd8?V)>9F?LzXeF#lKH{Qnv{sR{3EnI4bV|CX0r_Y%1mOW&LKzu9;1pSm$n zH&6e!z?aeuTmoa)5eJ|=5XwJdW)^FI1o3Vb(7!J$|D6@w&ENgllLy1`mwCH{@;CnZ zKX3HOYl^k$6rYXF8?lM=WdCL>|JgRqKhCircBI&}vCp5f-}(_h|5t+jznK0nr~c)b z7U(Bl|8i_>&XDKM-M$3e&11wcE4gI3ayZ(G0_|M|CsBShLO>9jRJL1p#b5a&M z-28+Z`yebYJ|fZa8t0Dh#HZ5#QJ<2vBNO^+2Za1$&)?$TTt^I*fN!|3B6}9Pe__1D z{RgAXV?6ziv3st4yhrL`>=wZlb3DXv%H!huzxK;bf+6F(@bUB;5SMHU7!u-Xh&|c4 z$75Q6S>gB(e~s8Oz^V{yLW~OWImEy;V*exA_*>p4)=^cc=<%3*XZ#q&$gFpzRpo;1VcTz0rv&Z1gfhSfARR z{$X2I&iu>8{Ljb!U#9Z+c;y*a+FdDgyr6$Wd8&9u=v|NDrOYhrWB$6_%D?CwNG5+? z6#hTnaMta+c35P~V)b99^RK9(%^kSe=ML1|cSZGW?#!L}`KFd@{598<`8Ie|e~kH1 z%vZx>)c=wz|3{GD!25~vMZaV89^{O-MHX29ajs=6|K%O+_Nd=WeO|fte=W!OA486* z)4#*Xw}QbD3=(lOf}QbvM}CyCRSb>At&y>pvQ|#(i`EgAEzs8( zHyESB_%9j%Z7&^AY1GV3^yvMKOqhVHw7LpbwhgaU`9G4-gL-aRr_{`PM!A{-1)XF{F(h ziv1<&wVz`l;nl$N1f(&tKmk4}A$2;d|p=p1j*8zA9Yv`?m7FYXbdG>@V|3a9^+Z+}+|UP1q7Z2vHS6M0N!cKY%+ zSN3nV@;{zF=UvYfF>pgM@}Kd`7Bm0M9?zHkpR4}QUx%1Z#c>6%e_n?ES0m2Nx%x}4 zdeCB`Vy(PF)}PPA_!H}(@0+VWw(pV?l30=eR{}pje(QP5xx;&asUc=Sa!G0#^Pfij ziK+Cz(Uh16QkT{rjge#RNJKxBuZ!D%uzW@I?Z)^2_E3wPnSJ0YiMavBgV(j)x$FOy zqubo;|MN%j#m3Wbg&rZkrIGP&fV*M58)8l*-VNG9>}^e+Ja zqxa0Zj%m#=RfQNjY&Wqr)_-Xe`+@#{{OM-F`>@TEPp4ejfZCtd|3v)9Ys<<1&pZ8c z*!XI5d62)feO7|~a~xb{Torr~#uK$m9zPaje z?oS)ub=$7(_4j2?e;aam=>Brl@9y`OCC0`4{pUZtz1jWdzyILgTJ@z{{pB^c`4r;a zNX!kZqu~GNcto)a7L!EI74Q$EqWB(vf*u@1Le2sUBl=GI-2+4WBIA1F6NiA^SD>^w&-(~V|{i{NdF-5H_gZV zHKnQgUcc{e@^NpFhl=rUPPUzQm3=Ul+{63qqx8eyIL|Wl_XTDAchvvG_usf5zI&`#n|OeY{I-++7<&-t&G*)c`5QO4&Rte{)P3c{AGLw^4}Eppx15K=ndR^n>^}s6W;C7vv9RLw@y7y5rBBG|FG|^)H`4@ig*&BJnmsj2rkUyl+j8_%3#a z*YC`Iq4%lJPw&_F<>@12Z02(g(`$*$0g?f^Dxxjz+{3|O;-RGZw0e&m!f8&u< z@@HypSo21ijSHS$jQkZI&eHx(hyU3&X`i2aN{{nP<$ogj&0}pM|B1nA9&1iH|9St5 z*8g0}pKQjzKtFf#zcBvwVXh?8$;8iCuBga4)x(UjL7a)#%{)@C<3rzJNg^FD*Hi0% zsUt!wQ~FhdcwZ@Q{hy8e6aQ9{{?`L{GdMZwDzHzJul{e`@v-~Ud;dr{{>*tqoJh08 zyIBj|4dUGphk|uJ$Irf(2%d$w8;v8w`^2A`;MowvLd*>7A{Iq(E2uBk_)kBb6Iv|K zcr~QY`}q9jJL+Rh8eX^fF+29`(z<*p91`&c}rZ~YJOH=tEobxrbab@mhIH0vq`ZeaY> z{uDl6f&9PR^KUWqnXAp_s@fZ=?T>=~%Z>gcUzZ}56F+=@wkE3>;68M6`_IOoF~39( zihN&Q`M((cvwjE1B=TRz2z_0N`Y+r5?*`t+{C~$9+msKMx&P-8>us_Amt6Tjvi1L@ zL%(sPP1Z)~uD>$nzw>u5C-pzEeNlf@uKi!>^gk8-_rBQZK03ZteR)~<-xf=s{P$_` z4)^=F|Kfi2>(|}-eV@o!5`Po#e>>N6*_{)fRsY}Ci@W5W9hLjD8vp%`rRpm+j7Wfi zc+Wyw9|`@b-rv0WGE;8_97jd)4%-;uE)jf1>L=+GH4_#nHDhN!I`KuqPTv!<^=3 zAIedD0g8iB91Z-h)>iZJ`rk44ac?Xrr+e~tUH9nKpRD6BzyDeWbQhrC0&GnXPbT6s zGMo$F(`6abj?x!D9I!ASZrbF&!d?;mO<_I6$*BKHeJ?(CjNoSA2Q@m6`8|3q^jR5w z9<^RypTCzeZob1_kHxH+AIrvHG1yH|Aadg8pWRPCAU;lj=gEwIw2jNr{{nrFzYy39|UuTv6wh#f*4ce-4)vZ(x!)kJuS~yd>(+^FBR!7tr4)adF7cIp9C)f798|ll&?0A9#0#&c7#* zkRt=w8_F=|Hx2Anvoo`hzamTRemmxX|7{LM?casgA3=W#^n-Q7Lh{eXH(UK%c>W3O zm;(RhjQ{BOHXXZ={uTWl(cN;N_-sA?M)b5|asvJCb+_Fs{-a18<}>8=Z0Qp(Q$2V~ z{r8L9e_$*d#not^Y;4%hivAk0VXSYt?*E?BgKqozJqhVEZVhoD#HlbgjpA-B-p$nr z=0tNmH6tezaVCtDV`Cm~e-U#-T*^+w&LK`lW7%lVDD$aD`_KEO4DN}>yCEIYVEc$+ zVay%Ix?x)xmxpy%AkGZ08#afrXjn%O?*{EO`ij>9ZZ|Be6T}(>-#%0{N?WA9HJ2|K&cm4fU`t9y@1y1PjFcRnc+d_k2D7 zZ28}wm9}%~=ig%JGfq*c<8rhAC-p%`1on#AP0xY-MLY{XiS~bk{$#2DDu#fy=>yIt z!o!K=@2!#MwCLwr{=JO+pJ@D(=^vTjk!P39_+RWTcjW`st`hIJTyA~nE;fGWD(?K# z)enxi2E?_j2bP}ix0EB!*CmvV%Kxi<*X8_;pBy z!h5j3C(Y`ST6Yace!qJEdLUOX-)Eb!2Y^rYaIHIY_agEKmAGRa=e+Mm{V&WZbP;9i zfD3Dz?s9jgyIu2SyQ><$DVX0=-NoV`p^xNf`zd$2y99Mz65Ujc{RGx2J{0(APQsUR z3iX}q!F7x&&!58e;9YF*)1jZ_SjSm+3U!^ocUj`x5!1r5$2-rekI0uj%DhKt1KZE% zN`58{_1l=A=!DeOIM(Xwu}*B6>_D8iHjI6%s~cnM?myGXK-YgP%x_rjJj4rello=kpZ5m-nyb!vB_xe*E)azh{$s{jE3M!PevR z`cEFR_1|^i6|eMGxTe87Ztv|Q!nZ;LZ8lo!Cq!Q&=k_;VbqC~g#qB{(sTe=J_pNW- z+vwi-(+2meS6|2Hx9*SceCD>Eo71v6^uKQ_LyR2p)p{I&uRAaxuZ@ziHD)ZueKa zLhOn!FLfC9#-Dro4P(h9!nXKxQqF&mqc8Qzy&AuO_5Ax^KREtHkTmi;;Xf4mIj-ct z|NW!-$>=8MYJaOul?(f;{BC<7W1})J`aMPlE|L6go(TQOOGTe? z$t3?2pV1P^-<8gP0roRb`X|%=Gw)L>{eK;My|!N%-DBi;-LL1n#G$W%J`H}j=Og|N zDW~t$vz}b>U%*=#&i|D*{<*e4GJXC9`pNB|*#|?8`jsjmEn{oR?|f zZjy{Y>th{^N5eY#ou5?wS8U6yl$YF8tOGfu$P3yY=DH##W<78-Es|qu{f8e&&M4-O z66_5yE*kGfu{F%^#C95e;(&oCmE)*Z;j09?>V$SGBM>jv^#p-zv_u{MliP1*#1XlZ|ij-T0~o_BM_|3`10 za;I8~g$BpnKFRFg<>EiJ*W>0f+DqSZw)6i=U%BW>+keZ|{$IBGr?~!#tGIVVLrckP?sV@+fIPx&YDL!*4_zbBKwmHjszb4?qq zWc17WsuuP9lhIEle_j;+=bS%UdkS(bv-R&{`%l~pW$ggs!4J=U?*^y-h0l*}?D02& z{1rJ4J#crf7ub*%!FX`~Q-+EjqMq=&L$Qj8K?WHv_fd}GGXOc=229C~5xu7m*h!PW z9l$iUPINfpMc990O4ugWJ^5tX_0A2rPUHoo&*OCW1;M%y%X4pzx&M?-BKpLyT!H=< ztO@WgwXnfkfC(DG9zE&vH}yOH9@i1?iI|oS;4z249u-=3BaPxmiueDV=sxdiQI`5( z=8Z> zUGKvIX-oW^Bj$!#+M#M!?{>n4;*r$mnQ^4}HqrHug%jGf_b@6t0_MakEGk6Hbu?;pJ5 z{<`sy+wfJr`@H0FUiP2&H(eEfBJ+oYK7Q}F75{BKHX!%=-_cw;`d({+egS{+Jm62v z2Sk45Jn?fyVvqRW#M=b1NLZfpNADvRM=&<_8<-iX$9@~m#;`rC%g;&0-xTP}nEP=o zjDP<5ZwKPtn2sa%#&qUE;9mG$&#CUVYpTC-j^zcv64C9rPtFT2huE*qeQgM9&A~r1F+1vg@Q8Qw;U>4|tKBjFUcuHdH%&Chhkx%n>K8T)PA2r( z2Ezv_-X;!pV?X7{e;#e)&)a2UbG}C$=1lt^rLR~V#eU4|*An!R+r0M+_sO0w@%>A8rTx0!BUJf+xed96asHFN zdY$Djx9a|?$$#Dx)ZxorYAKKD|J9BPspGT#JKVkl``qEfhg{#iJ2CQiVx$-654uA~ z4$6_=@84yaQ2tMi-*-n2@%o{l%suScn{4CrpBeAhYljZGL#z+wdpetfGOX{x)Sx>o z^&sCf=&@YaokpR>x*8j9xU*+YxFe*4a=gy=bhO>}_)W#WJw`kXtw*mPL76+vw*vW3 zTHibbmKgQ0Us4b1Yi+LcIp-9k_7ri|4x_!%{x>()1Q<}$KSxkUwEvCuH9?z6i~TP; zdN`*4x9h63o{0Q8e*9=m|LbazCl30LaXpmRZoAJ8?vQ71&;Lm23DN82@{T3;*s%Zf z(f-fe`@1%~_jhl08*$uOvQP0f!Cr8w`}pAJQf8wsv;Ewjz|SW(2JDY*MSEgs9k^ID z&;HnPd@ss?UxjDCbo)w3F)CMXA*703}q-r$GN|NObrL3>z^JX=*&27YBdTJG%WlR+8lf6a|+?&y(2 z?%1)T?gTz1#b?5K;rrj*RO>FHotH13cURHxit;P-?614hE%GEw@}d=1k|E2G`w%Imouk7;67Hp9lNf9m|dk^tiF%yJ35LxyQ33Zf<7K zJ(?YMUq2XePacG}oz)ke|IzWc>(>96-#M^` z|5ez}r?2c1dDQ%8u>M?*{$B^~hCWQq+2ZkD zwzf{uf8uV4AE2Mp_)L%VrTcSUFB{H4F|ry9Mtt#hFX(GNBgNa4MD+PZ!PTn%kG)6n zJ4;RfGTyc4STVpy*x^jk{2n+-nC6#bw0@R_L}lCfrh zc>$)R5jHNbF&06x@t0UI@Z&M|3voBBpXXBbUvo0eXuKQHF<&eB&wQ`MyGSe>A9JS+ zdY?F){YMT+dEUcVG^9!VjJ8wzNBTRgJ^0Sw^pP6>^*-p6zFOQL=Csm&&>yQlS)TlhFOULHzzb@7K`#P|beE!t`Vh=JtkLfHNv$4Mv zM@U>{X7ZQV#fA2NiS-nDF0%6Zk^fRRr*+UEPNzN1s(ixIDBI7G_A9$;@;C)yoj-PB{P&s>1LSc6giG9HX+ho)N6USa^gxjXPJ)SF5ENhZcnrT zn^P|IDZ2%?0~z1c)8dG?r0l26zK1;Ml=I_w*OZu%E70%f5SykO?*!eO>T~s-4X(AX z1HbRP2E>`6e~0m9c)ht7ac4Rk{qOq`UlRO2;@3IpPIZ+CCZ@3;eL`JbqdkKEYyo!2 z;^(l=+v82H2Q>Pz_PpKI=x+Bk3XPI`ip4O0(Ouw&#(|HSKz!6TylXcwF(i6t@X?51 zT+IJdI#4CChxoi?{4n0VWA~-6d@i>}n`Hh`x3NsuL=W26tD z@AYUC`^tWIx_`-u`5*wu`h=EOH5AxNXtpL_tN1wKbG!)QvXnn(~p+Q|G2BF6TWrbGv0Kl+r6{- zocrBhHzC%~>u%j{#=XHF@)G&qcUN`=W6hX5jKi^%^b7a{Ki=MNP#FK`hyN5W!?{X) zkhWXqj^JWEW(e2x9Dds~j$9A?MmWcE_E8Lv)*=SaWg%9l}=8nuKeX}!oWE@AX`?$w&gE`ZEJM73cAnj<&@f%$?>-rGy zZUpb!c`S{ugV$@|FJoO=HoPv^d^w|)=*V(W`h17@F7`+GVGb1H49uURz8d&nz28Rs zC&0by5xyMpp}?18abY6m81LpQ#JjON=rc3lj2t5v2L85d^g}L&{&!f9WcBBPH~)P0 z^`hv@*swnlf2;M^`e?s{vN`O3P-lUD#NSB2W9IzVGuai)H5=D&)8zkrKmRb^P2%~N zZ~8JvQ_TNV^vivosa)GX%r9j!kGKGPes+$>c=;!ClyVdMmhyc#zw-BN-9`7;RqwjL zy!W2_3y=7eG+v3Jf3E(LUVBfk{~2Y@-M%F4Gx=ZKbOm*=9xcOqSa-Cq7n@5XW!`gt zTfNHFH{DcO>*eoYU#DBMcAZmVuD6RFb;@TCF?bea-Qhl1qEjl$>!h4}DBL&wuZ1Tp#cSpY8Tzd*r!S z!@s9{ombu4@2_!hzV~HL%|Gt><;TY{{WA^ik7LJb36ORcqWo-d*L$2W(H2KaLe0aesL0FYXWj^Jn+QAK!F;`P<*Mo=E@MuV23U8s2An zUE)ap_KiPkJrVnh7%^VA&wsuC`(XYFAA)aBpkI3ZHQA&3^{cOI8R2Q||EW{Qf;za5 z#dqj9U!wgl1`g@9H~z=H{<}ZAH~#RZ``!Qi$vp-}N9Me@Kg!|5{M+B(ac}?QUFrKf z@2z%^Fn^={zX@E@`y1bP1N|MCQ{nhaJ(2#)c*TuB>#^K@fh?yyPx4uA`Cp(PyZ#8C zS&sEDeUc&*;h!-~g7|$Q|A@y~DeJF%^*>YoKUsB7WWnl9?=R{4bEWjZ0=NX_momYV z5JO^PXl>-t>@PV7p1pG4^I1gqvL53#>g;&_liz$tpEw&|*2>7c`>YH1$-Vd<;BR=& z-($S3Hi7DVImdf_omR%`wl=L)`pl=n_z&WvAF2n2r%uK(SN#{<4g8?=Yp#Y($2?Pp zH{qDbckCa~A4xn5W6dz`K#*rD!T8hv$@^Fr@3HskZLAYL{~6rF`&O@C8{YGjxv4DP zjpmtBOigRhuC3d@bgO_Ds%@>8bHv0*JJBDuLE>TF3^6l}oxDRG+V$1{57u*fn zO#BYoYmRMWTlnF3`Zzgu^z~kYyp8f?uKDkE z;BM%H7k+<^`CsR2EVhHsEE)e-`Ta$aOO#DXY#x(iJhDu5|1Y>FNBZ}b|9V|;H&L3= z@A;%JvB&)LkIL`G(r+E@3gmI7@>k?pS!l8Ond+T}=KPZc*ysUc&~JqpW}O z>9pWKOkPv|umA9UH%$48dKkBbvOQ=Ma67Dra+~tEANvbj?=$8Ke|HRYxz8x8NyqCS zqkjrG%CT>z+$h#qjL*V3G=_B?@h_}%``%r0jpyhGVmudqwtHPOiu1fT>Nhf9&pG6k z;(aZB?T+-eZu?To@*dji^#3ro)F{?-tmE*>qeAm?RjJUZMD8cnOS;TeHT&#=dw@7M zMW;?kxuVl2+=K5P_XqW-6^>hP{v#BUeS%A@}+O5gm1<~K}4|77QRxAy|~AYOB;KH8{ub`t%= z*f)P%{df1~>bK?d$2D)ek57Ise6R~x7y8e)oSu-n{_FQ|yFahr=hpA4bzc-e3ViSC zuaElM@jb`>_gz(nyE)+)hsXT>b~Hb~9&=CMV!9OY2O)05#(pWDe_{M1Se6Lx#hyWG z{s-no?qMAvzDA#0q+Xe`R+dL!K4vcCJTPz3`uIJ-Vez|fpXITN<&Oe=8+SX}SVrHG z53gao3gaKaa;49I+slc&q5h{`7 zgL+xF|A_6ec>3pouc<}67+Xu8?ZG?EY~vEpFG5~Y(!a=kG1;HtzS&jS#5ZAAgl#e$ zwzW~#!V#QJ^gP$cH4^_u*UP~**eLQ&imjooe)!U&{ULFgA_)4fUOAIdA?(*qt%g;4^u~ST;ESA#pdmiMt8U@w?_;(xdoMP&QZezkf0Z z$j#3o>?Zgcd(%J|lX*g3CC{h9|M`CY`}Xa18xilucva@o3-tU)#;0WM61Bq?(*H%Zc-O^bA!VnR ze=UgfYqB#c|7<@liZifsycT`_JRe-kk^EgQ`jq>#4~Oxg|2uc`cd_%IxSMx@O)#E* z8RW0Tx=B<2ORRI)7U903_wUKO@U%C|=Gh6ZUOo>3_y(iq}8iJREZ~ll^XLjGuds7`U$y?2724GvcHW!GJa1}{si}|aQzqf-@IIm z%D)nv<34}Tmlv@A);F_%(pi7rK%A0IJGZ(&{N=BKUU-@KpLwRtS0_iWXBpFl{wI#9 zjjP6P(Acwlhh5`$q^Ez$f2=>om(Dy&q~~>Xls^5uc3$=s7ODSN5`Frl8B2nBT$0J( z>+p%C+y5_5f8}0*FXwb?iTYyW=D)_fnGxI#W697jO5f!a@+fg^>6@eP%`hj#=MaO! z`_w1wpA*WOe|!eziCGcc4Sbn1D9@MzTHbI~dgM8dztIstE80Q&YzO-(coyPbfT^K> zlGqq4PoF98+30{o1WWUr&>pin}rT>}M|d|8Na_ zw(WS|Ee-p3CGo$_XUU_M;ryo#cikyzj zf00dI&LrbM$~e;ew#l$1l-rcQL&zOi2m7A%sSDOYcaSdW z8z!h@uuJOW`Qs(01v4^&ef(RJD`{L}yzm-vH)B}m@k9TQ;Y)a)*X5eW-2_++?|&iQ zMDs3vsm@lUqv8)th^Vn^~_!2*~ z0mq4lQ|=*fH}@X&OO8zAi$>@^_McpQl_j3H%SGHC0C87VT9r>(St`+zq(o#EvcqPRsG4F!;&T{Gh+Es)1ZGQc_`?7Sm z`qki5GoM>N{a+^$ljcOHea<7N#993voX0sl`xEl}ygQDv^oda({vFTly$?2|Tz`IX zcDH+X>w33-??=)v$>HSv@2kEjNA9Qt66a>q;qE2z{~iFQhR@HQVf^!_|I=_c=KoJN z{@amfMEuu?$-|@ivUx1v52E}2p^sn3rr`gN@(OVz&pG~t?YH<)nA?VjF?qUY^MJH+rVs{d6_h4&~v2UwkmeV}%NojVB{AZsrIKkaWyc_e+=`o-5|MjmQL(EOWZ;8-0TJXmoo?&cq*MIX% z+EK?&aT^?ie2>4;wPS&P`us;sLKAbp#Ld4<_}|9ej=3KHJ$v`KjS@E@@%%HocFZ;X zh33D}wPU9AhsUNfw!etGq5N+jM=bQ&hi+P8FCZQQV!R4YG0*Z>Wiw^A#v}{&@|H;c zXG5R*q8a-V0S+fe^534j9n*RKZ7p@;%g=@WF}ik4hyGH_|5@l`<^aZ{uBL!e5XIOC%~f-`(qaGVnzGUwslW;i#=iX1?>;=OFH`B z#@&u9ar{LOLl>(}Lj6$C|C!o<r#!=10ctU4l#_2={4f5|gN z{xJWi=v5zk0{p_f3(3~s#CZ`DtGe08u@POIod3)}9QaLHJ_UVZZ7(uLj;}YW^P}IB z>Hm2CUvB!Gqfz^VGCZ06!&ram^#A?cTiiPzt;d`X_g|v(pZTKbt5p9b@=PHY6Mqvo z!*Lay2)+k-rh4FC#dYFtlF_#~F^Y3xyc^iS;!ZH%q4}LtU1O7igf3|^j zFdo9H4eP~MNS~qk2#Y07g8F)ccEX>?dl;9;=pQ|OTzrHQ8wYic0IypP9wo0DeT$b< ziMW)+3h~|kc>1Ja^y@|%g~rG?#OG)`t^cGeIZSXA3=;Zfn4vo8gnaVfEC2n5+je%3 zpBpd!{Nvm)n$C>(eTJ}3k|F(+WpNor6gt&1n zw=oXLnFuTt@ld3FyR$+1dhY54Hv(S<`%hnzV2a@Tu<;+k7zBN7SHBlyv&fi8yq+Ry z(_Y|vh`;H^dnT;EaYA!+E#&_y>NtZuOXmYj%Sqr>7$@d9KE$vv2a{r1^m|e3Y4>@_ zSMF%*nE>Nb)OkAa>*dS;#(YpFpEJ=vhp!@@?yrH7uA$Fv{{9#9VzU3*ZuJB5`!>O< zD9&Ix{O|i4OC{D$D*vb9Zp^RG`H*P*4R>SZ1V6D1{@((9@{`A}6vkiiUrUL90q$&D zF#f>T#9(Y}t~0Jm7+XbfYLa`(pBL;5pP^!s$kW2t#I$)_PFSy&(R@`XSD;@Q|7GAm z%74)fupeS^FlsZ29VIv$;%2BrLOnu#LK{NQ>5+DdeZ;YzWF@2C^Qp|}`5ny-sT!PVfp#NU7osd$eNgAnzH(ch`pHD- z^`3b8%s22g-osuh`rl*Ck?EhIaQ=z-l!}GPUH{FOw^aR)AO8Y<`cpIKfBFxb`2M`i zF`aX|Csgm|5F<8S{?GULGseMV_&Jl!zkJhQX#OvjK5;jpofO($f@w}-f1SNGmgz~HKk?@em7skmy%38(UWUhZRwLcjz>Si4M=UM({V*lqu{y*>Z zgM56E^_T6xb4{jxt}^(aHHJy1@;A`)Dfqv@fA%g&h{0Ov_K)S^5&kgThUnQ4!(p*+ zQprE^ALF?2eH&ZXT&L7RAaiPsjl5 zp&LWD@u`#h>BE$~PPm8PS)XE1;A_Qi-qStTi}JT5=Z9fv=sRUQwET?7CekM@!Nf=# z@UH&TkUs1C3^_V9Pu4E+5i-UB&$l5S&3(M<&-yf$&3cKuAZS5$a_4{Hbe{;qE#a&n2 zuU>u4?Y^`>u!XJe_~##$|5oOCoPW%}rZ#+H`)fJ%&k5u!Ebp%NzSyOa|C9|PJ1I{+ zpAknH#Q-lx{|K*`T*fh#{4x4^kB>i!d#DdWoQ=m%vb~g3{v&-bI>Gr+|GX&jU)Qc) z=LP-LXD8#Arv58IeEH%ozxVE+OS19LrTl5b`jm2yd7y|#(U@SAg)^@2;eg0r%HWX) z$YTwB3H6L&7ZvBCm>kM~iK&LNl(D9NhQ1zg#M%(&ScO<{j4`G-AI%}P|L_5kzw1BP z801T$oF#pUcLTklSRmCu#G8`7;Vg;iWcx)&`6KCO@x8$1SusVetQ|N=_ zX9A4@yc2Y^XOEC$>aoP=VVs-EN0Soo=5xeYW4xQ$Zy!Sb+z#}=_22S> z?LT}_=&$qnrY4`vNE=AIL2_!Xb;R8W#t8K3|1vxc+s(FVyO9rzJ}mG5B35LKcpUVH zxxo0`IhMTV1mXzsJZYTmxg>S!yW!?53;kb5ftNXlTn#E07B~N+<1h5u&F5zC#?PlO z{=SG`E}8$2ac*Qil*Rh{&+oqD)_wYs+#l#GzyC!$+x&;x7WF&ssYCuK`qPu_|7u(d z>=hF;kO%)e>8I=eWZo&k2B5vX$Kn#0|8s9`UC_pY|6egL1^mNHia!y|gW+YuqsF)a zZ`gdsyk{&No!fq%%QgCkaG&6Ccz-AZB<2n8^EC8`-@dG1-3s&rS)?*cpFv^#!*LM) z$}#`#Cx*^cD@faD?)&4x=;y{1%qcPOH?nWI4y&a-9g|Cxk1*;QJgY^)r!@AtUT*Zn^0H+sC?5ER7**fW)z{a{M{?NsJEf`3~z9^&^J;3;OvS z_21gOT;u+D3^3rzy^$+m|^j~L7Kk&Z+ zr$S$t`a{*<$v%r8lKx4=3gC6cv&8u)1-CNeS`iDN4IlbCr=HFs7Qk1yXRWV;K2VK& zV|DUK`pox4|0?~U;=|jpR(|swpON@w@jYw>u66czN-P|?AMGSQ z$m*{}ZV>gs&LW=&a5cp40RJNGU|VrNY0$^Y`;VM13TRd!|3f@|iFd=k;L|yCSMEQG z_zjH3Q(Ap3=s)YHZduHTISt0Z%60e=~kgcm7%V zeDS~3AI!t~^FI}R`XpDX{^$Js20BHsHC`UK&-BQ3 z#=GJDh67?B6i=!;Vf>pZ!GP@ zYsnGp4+++TejxgZ#J8jVAM&4IS#aMTpO28Z6v43IoZ?&*vqIboF)E~A-d`;~q7#Vq zLJSUZH~o`C(x#$QCj^62bm}C2uXX(sLx_d*Ky;O1u&AdwKE&O~_#p?EjsM|OMKSd2 z1$VQ~oh!W%&}SbEAH@5aXKEDfV*jm=$2!hQ+t~kWw<@Gye^-nt8zThbVZNI3B}km`VfJ>1}i6!S8l=8n!pmYr$opE}$Bd^Fde3!n6ufO2`FW?^- zmql?$h7B>lhaJ=Pe;9`3`NN+mmM&;Nv30=3C}sveAi>(`I9VJU8#C)`kW-478~>3q z#OR41$sY|n;eAR$eS*#5z4SR1=oiL6|NJMo8?lirUX9sHY8R-^Ry}Or13eD=>mV^T zhM!?QILGUXrSZ5LJMYVhy~1*Bw9kBb*28l0!8u}a1dpS25QnqU=$H0aAK^7tE`$Nq8PgMwd zeAGu~J}AZI=sWTGr2pO1nG~UJVt_Y6xu1U`=4SSV=>Kw$|BFIjFgFS2AJ5C2S)u&@ zqKtniTgKh6;BGRrf6AL4s@(Ga`FQz5pK`9{uk7hj7W;QTLV2!oow7Wd<0@17HN$vE zwhul+#;Hyq|MN}%<^uX>A^MG@ZEj>5xxS{x-R#_)djcKxqUoP(=HCcn)$tw7kY6&> z|MKpm_v0n9Kgxj3QUBJ${1@VGyj_q-{ojkd#1{BrTJSC(_r;U-pEw+uzt4gFkcq_CpT_#pdt{8g{=Ix3 zIi~2-6hE9|9W*~rhh*7~=D*->0-t8cE2d}3GqS!H zUkGt0R}sJ9nyZ$$N#Mf;?7wPY8kmcU7#yi9;7_YpX`Z=Lwh-%8M8*_JJ(s>{waqq#P&anTkoaZ|FF13_FOpE)9rsf z^acH!#M97swqu|7hvFRT>jxH^IGW`2H;CqBmj%9hBzES%2?00!>1@38gx5k>(Ckr~OH|V?bigiJ5D)fc1bm$8; zziLwtW6;cjR=aDQ1bzl>WqI`*t`(Y%67Oc#v47VGsuA;MKxlLfbUDUESiOF|W3ChC zC8@k!EwOpn|E)W=x#8JSsjm~hS>_^*r_cT~76Q+A(0>csBM(Lu(*r*z^I27(PL65S z?HiJdgyXOeF&T*e;l0<;CgT_+goY)z~ zaS}IE+j<+<*GgO#>J=-)YZss&DE~{Vu0eLT0>jfHpJvoa>_DA#nEWMn$LRAO#_0KY%Vy|;8-e_1Sz=s>4e5J0=qfR< zsN;yGk=#q7FE!7U#H4|bMsOrppKss06IdU_fWdd>QcC9kIo5eruqni_T&n{%1^1jN zKCPG*&><$Jruimx?^<^Vco>T@bMEdX@e$F+dVqK~4-udKQu$>W+xk0Al5^_rkjBtC zbK$)F<``ceRJ|k53*&D%sSA8w_`P)plhb#y^?=@dWxptTr*1f$UEq|Cu){*Z#+X|DW&97Vr-R{D;T1 z5Ze;PzXTW@5TE3)YdMssOz>qDGvmwPd{kyArinbLd`N7L%u61Pmb9xt zUvNt{CWY}2@n1RSzncU1Bf3U$FoCWXObjtMiieT&)ZaYsbvVB(CdOlEaNT}WFY+G4 z%qW&M4qGEMc#d`Y^3ij0|H`9(0{JKT?wi>1w230?30X_{wFPY%?zzePU5uY0*qc~8 zK+X|cBiC@0@7#0r=VXrx_xRuPj-A;LJmPxeNSovYn3yvR4sbHC^At0nxEf+&p2CI{ zT#fmsgQH<@h_6wM4c}kpcluSHB1gFTi&!qKTm0p5m;{!OmeJpOF4y!e){TK`3~6J( zV}jh^0e2(viE}uK{NeM=m;5zZt@W!658_)>euJ-SGL-+7{Wo33{Tf#_aMRt8 z_~NP$63PEW^qC)sYugqc(RcdEyMcY^kq_gHbc)W&h5kuIKiYp{aC#@P7co5s{LOs% z`}EN`&NDaR%OQUQT`zp0{1Tj7K>u@p!1fU1?GNr@NIj?{I{u0HuLbX4i=K{~e|B!M z`d@H1z}U2m;hkr(k;)_{Aor8_ezo;Cp8uHdjPhWy^j`-1XEE}hcpE;0`0-C=fA%2m zx#W@Zw&h~z^WN$4e)sOGHSR9U z%xLgfpdYMNWL#`)FfKBdS?WL2DLTHX*FRN*$TwkYF25c#8EHN%#s*_d(o(#0YR_Jt zr*Cg?ZUOn5uKry}{u({wCHuY9{CDbRi7UExIvkUisQ<*L5(8?!3gIF05&RnD71OUJ z-v4TPj7P>=AoeDc`A=Ulb3aNP9P+7sJgtK@{lWetu{~@b>u2mb<8O&^hx_ce?Ki~# zmbRnbc>a&|?f5oWUwM?z!u^k@7ymn+eieM+Dj&lAk22tH_FkWnJ{Q$#46|hXUx6`@ z@xnZ|y3hGsBdPXZ*#Fz`WAeTCM)8+2|HoJ2o20*zbqVf9FfE981AiQSrmN(L@9+_> zg71uY75daBo=m&Rr_+LOAr@sPFg$t>%6Z?M{KkDe5|_jBy$=SxZx*;4Uyk%y2ivdM zALayM%$>FH6}G|G_*i1=l=fA~d;BavJm;}5s9W3!roq3@B{o1KV9 zK)AZlwwgT;ss=iwHE5y5D zECbPFdA7eON7LPZrL0wqWM=!Xl~{9&oPm5uB>&_2E&jL3sC@B%JiYke1^TKZb20x2~mLWM;3=0Z43)#al5QAUXqe@weozg4~^a zG9_3|#rde-qW&T7hO{W#NuP1eh=t@i;vY4pi_ay6wp3#8sB>0hl~He;x^PBxi_zY9 zT=_p4+os_E_xK24918dc#dQ?$9}(P(=ZgRbL;Q>XSPYyX4vojlSXsf` zSgaaiyWlS(#!LB(_4v3Y0q@N}CuJh^jCMeScni7CHfy_sYxGYQ=zCvXVf@qKzY{gz zx|zp6x!#BUqVs|nG+svwUIsch)YXcMQGM)V(8zV@am1~W^U#Gn#_O#hZVj)qetZnu zsyf~O_SdWqvul**%A!xdk*srwJGQ+lZ@oXr$(EGwvEPq@cwA}q=Az$AGKcdzlooTU})3_ zN*^g>;3(Ec>O-Bp7SzFfRuMY2H?F&;#u~jRa$fx5Ii&wR)*A9R4{XD;dNTNrFW-On zje8>fh_s#UvA*P}|2l4d%<|a(WaD3;Pv3od<4-I?jQuV1Oy^h_3nDZA&-eH@HPpD; znu?_JFW>Yz*GVH^{5L#471&;ZjkAFLL)=Xu=Qzg`JpYlv&zyhx%l8CT)>Gz3FqCP^ z|0==UDDLL^{TuE&@HgV)L0z+W|8x$reGW%{|29tkru+Pd5qHISKWuAm^iQh(GfrFA zWVd7fFVjCoMTf=zo(uhxZvR7_m0SIn4*k1`A8lh~&ma^1U*3>4_J`)bs0;MJ z)onII;KPpapYTo&^&fFI&5UQmJulit!G4a~NWuOm;wQ^KcnbT6vPH)+bNeHm@egEI z4*S25{K>Wb6Z9d&`QL**OquT~#$S0dv_GjQZLchs@_%CNp7?9pTW_iDnTGwz*gOl_ zzv=M5mC0uQ73hb&k!by4W1C9;Sef|oKi_uG?Sn6V-}PBJ7S;K@e2`uCo@M;_n-7k% zFwy!;&Ql)YBm1(HgBkEY`(b@yd*kWHufMEryC;$SwKDPj&&B%B>Q0CL#xFLzcQ&r` z{mZ}pUyAi_y8UMy3Gzg!n{>TS-Ku<~zeSgcK2yEM8~~<&1%DHh(}ekv7PkNB-?Dn6 z^iQ|fxMK~i0sk{DKA)qM^?Ef*Kb`%DDE~80l(jt(eePFe(*Jbm6GIg8d93|S>`gJ| z{Q0(C!QgPdYuSj5LI3G%H@m|6zkd5i?!AvU1b!pwCviD(_6O~yJJTJmXYM{QFf;Ih zjY}+ndhC;M3~nH{WGn2K;jiJtgkO$6)M@1KP+zL%XzB<4gxDCC<@4pelD|sIYAl+- z{|XxP|FL}c+&y;#n4?PMx1%4m4Z3s+*qsUZR`qwM@Lx6RBvz$s_MYH#?gOX8_%#in z!*{nxm-Og2oI%}e8*^{ax5)mnAEm&#v`usXtTVnf{f&a+&`o%U7cQsk~3z&1;I^l-$b;%RiHmpcrZxF*M^~K7cWc0a4;e9bUt>;w!KF|E0X#5XXpKxEC+O2Xv&F3HL*zEP6 z$zR5wAx4AvNWoZo+zh|3SqFS0aGH!ML-{-QWI}Ktl-tw^#OmsB7r2mFRG2cz# zv!Rd3`-O_{UG{NgCf(taM`es!fq&t>{lLBuGo)A?#*>*4T}J;?1;&B#cm#vmqj;IK z7mFqK4P)RuK<=qaWsHHd&NZ|lt{ujF`0=RdEb4Ujo3Vg6=EN<7p<4pQ=R0qNcf4>z5Rn_TpN--~1!T(>t zKZKYKjro(DCthm&2Qf1q8>2`32G&k6F!JuT$8-pe24hMbUYtKD#Kw4RjbLT`__KbG zkC8h4HJ%fCc9iq18|Mr33*%3I$RYm`bHhL8%Djd5WJIsPHjz8SY1$ondQ9#yOym*4|+k zUn6~5uy@qgp;ZQA7ae6`ER zoiP8Ir$bsfqW|xI{~&z)bL78#jSF(~(@#ISZ=XESe&&#Vvi?7V4bQRFxEuNFe}TU8 z8^C(@3{_Wbm({1|b zRon;urWZ&2=6i*?7=Pvc#PoGsxYxOO{j*U2o5$M(eo{hDiUyOoyx zIqPHHq-*~!B!80eU#{%$0{!IjM|m(-{*?n`V0$Q0{eP^Mu`s~93D!UK$LCu9yiCvk zPw)K0ZQlDuUe=#0ng6Sa;{XOlF&d2TqIeV0Q=-pIr+Gh}#}9~}qb`fnc@^+S#IL^> z>Ob#EM4!HPM4wnX>&?#oEQ% zpN(T}zTaX0|N9UB<32w4`GWJG@7mM%*aNINV+qigM&DvR_D4AWg1bRZ5Blun17Drs zZ^T!r_#5$CdQ1uZdG!;`-Y-hb4SlML&(ZI8ZdUSy2rb}6+dzZ9TgJa3wuR?;j=V%a z{~i3k3vAHbvj=!5Za`w!G{8o#K#apn_sd-K#2wA~gm$ofjG@D}TpLi_4WB_-e}!Oz z?&F<0`gxhBBYAzQTqMZFPeNh<%lzC16GN-N@&B8ejVZ$ zwoiA9KUv2|V?0Fr--f(c9M9g`b%@|#7&mQ$#!VxR zhB0jPa|t>3swD;uWg>AFl<8cfs|-fG8|Ik;2Bf*GRphhgfzrHuCa0+*hH1`$TLAg)*%v03?d2RKQ7V)0rPZT%PHG0qOJ-lD) z{&d^tf;S;vgt$rS$oj4ZTw52%OcB?{gIG3xgYTaLtxf9*zCDu*TM7xh|^T-vQIw}1vufFcu?zZF8 z;ac&jX}Bq4df@00={NgNIYIqO{U^93V3N*XMGh&@V+A>NF61+2|A`smb7fuZpB;&d;uv17D)YK{Ms#Y&_+58<2)JLb zf3vkefAjk9+!v>J#mt2$|DQx&D8rAK|LsiA1>KiPVE-|XR5JhHiO%AT{7?V*@ICjx z{?GsCe({U{bieqIU$|fX-~a7C-}+Hf|5FX@G>H=aK#8zk?D_*m6EL)(jV;4S;!uW%y zvf#hU_U{FM9qMAk#e}xfLBVWctMWa$oGC>>*&^fVMv{#(W2>1mF3wbHV-?_87u7oyX1ye#X|Q;o4ek z3R`Q-dYfx*y+_vI!FTRMuz0p<0$W);0SyU@i#&I8;?CPKZw2`ZulF< z_V76#JzgYUiW6U#^nf)^itPaPKdF)crrwlY% zn(X=KL;gl(|3dVcU+OxrHrI)@;Rms981IH3VsOT%dVNl&#PT;)|BdgO-~(7m{r~d7 zZuhr$--C`=y#7h2|27UPN2!-`r~lHW&-`{F);5$s>GIzV>?>6b;@#^s^nW7$V+@nU z_J3+_Ah2~7vVUxklraW`_fptD-H6GeahxJHLz?zSy5ny=kg5F5xBO$fqz^gNKa3F* z<$+Y=Prevp9OxX&P}5I4~zMcX#Jykf)-wXWg>qhCJWbIIa+_E(|_}=E+zlb*U$O4|3XpV z+g(cfi_w3Joqx(ViV;=(4cG083n&qP1lRR`E$`R#5@$u$`^1y7Z0!11zqS_JJ-(lP*lUWPVPqqJG{2y~f9~2)EOF!HGC!&8@umie>VdIcY z|LnUC+aG&crHFx}IGymm2IMM@_J7xfeZXwK?vB-;No)Tlrr*IHP5%3DJe4l}D#T7o zB!Be1c*;5D%S8Ma9sf(c*CY;3#Smj<)}qealIx>1(U$XtLbozQ8kjSgV-j~FlzEwd(qgCVYE2KX4}nc|0-m$7dU&kVR1%3qF`VquU+5V#oPGgybkrC|)Trtv#? zUQH4kjnDrI@>pt|8q1TU@mg4q+y@Lz6Y)66WAxFdTY$Z36-`g@U^iS)Zhd!(+0i8i^PIE!Ayd}Caj z@kdi`!-pTr*m3+g{;LsNi1dkTS%VKTK%)R+3Gr&~+hFJFDl?JYYjwoxMfKX>=iJpbD{(=F6e~_-?)W zM-4Zoe4WVuxsCax&|bp@$lf*m^#%Vw#-Mnw3QvtJ~%xkAjgP4gX!rSUvup0{z1H3x9Y%33!UXbHsnU ztGY#}2p(CmG-@Le<7shd46Cd$)_6UFvw zm9#C0^*zybE@$+K1*XlxwVS@jt$QG}gA}*S^$6Em`U$?{Tv=b0?0twGA^W*_rvpB- zTI`2#tt;p84wBj#ipSwziN+o09yj;$@ZowfD5v-7{Va>$zAm+mw7k(|{waxpgZGBT z#|itAekA&<>GybMz7fHV=sEF+z|J&(6MsMT_vtk&r#_QS9~$n)+f=?Tp##6F+F7`V zKGrPh|LfmBy6B%`Z9L+}AAbDdnbOJw{Z##zcf)Nw>CY|D_x@e-O>Un5V#iA#|?uU*UCS-*x; z`LhsxlZEu#EVcYqS#C0VKK-fz#GMs<4PxC0)`mHz_}%{o4rg@oo|~H;a!((P1#8z# zp1)v^L`Tf0e>2c4`O!bg`oCrWcK4Te-_42sS?KxaLjNpQ{_uG*mdJARU$**}{b$T1 zwR_A4(svF6n+G;f@E!IKzn5SST=s4j;J;?rDa@m$d`x6ZL4J_)^;ec;{kc;3zmz;ff9!qrAC_>@$}gjVv)?| zPSpSC{zq9ab51e;srH}c^`6^~?}zI+>-fL>(K`3H^{aw&3+=xwNB@IoLEaL+@i-Uq zQUd;yxIo;)NznhBL&!D8`=p-4{1-p|nbKb@|1Tx|(=ElWsP0rSCNIMCkB&d*PL%&S z|6g|d$8>!%`I`yz^bOl5ym{xe2d3*v!{V+~|+L<|QZmUO#TyBBQdZT6ANXSbIxL)a4r*v!Rr&iTrgLi zmhJR&0BwcbXZ&8?V{Ne`+iEeYIuUoIe!SUT^6!rt{V4ybteM~c<(5ChAAWLVn|tG} zw<2?&a#8yq$h@d7#Mq@He;4Y%#Jj;bHu^kMlJ|+@is!*tGK0XYFs2$~iE*8K8CWYm z6ONgUKXV-sV64+gk{J>JZ|{#1ED$l?ZW^^!Wb=zr5Sf;fi)pEq#k*$h=Um?W9S1q)l(eMm%L2C%v`Ul2-?ql zQoNtKk-nB&V~v7mB37lQ9x-ju&odX#ON<+dcZ0lBZ9Ry2gX5Wt=cFyyt1Er~XIu~V zSlEB&nc}@?kqgRjG}ixl^Rqhv(V=f7)8kQmU$Td=u>a}*{XhRpur{y0`l@SeYI4ju z@UI_#!uLkUbHw5N`W0YrFply5r{S6VV)xQ!Tx$Jy?(S9f6?*?=wEy&vYCfqhG_RCm04z5NaRLSZzhWp1^T7Rl`(D65fL~sA{0I0U@bSdqW@PSQd~_ax zZ)B`I{zmvnc`4*6{>De@Q4CJZ{4)%WVQui+XiFUh`Z9hdw+iDA{>UN!5qBebqhJS# zUTMdXdPa1O$H7L@mEOg61c%Ho{GyHUK2)~Pzo$IM~gD%5ux z@$MM&?r7)foYLo-O7~V3m!dix`&L*pNxT|h$D0srUw`4e~ZF>p6R$McuXpJ1FLbM$%U|CW1mx^_vR z|A@H>o>fHtEHwV{&z~~Up8rzH-+1}Y{8AFrCKBUDF*wj!eT;#_csDoP{jpB>05Nj; zc{uBHC9kmlw*WW6^)r3`#Chr%M|4_b{_)z0>T~Ycg%ctE)9VRamuI4X7JB}|GtpQc z96LXL>FA$a%74?x%f){^*u%|6|I=>ZJmNcBnb<$Hhr|yT_xzLfpBORKuj$(#&(re{ z+L|Z+<8ummZ2tV?^Pfh%^5x?HO!`k=ARen_Lgh&)Q`ARm{S540@K|t8WPIdzn*0~s zp9lLpUj9?}ET{g-H+|;Ikv+FG_dg`R4#q^DL5lGg|5%#qFU2&V&cgGDzfbMo@}BAy zVgKZt|731~pCm6C*YEbOyzq|t>_Yz|{Sx|7KZeG#Wj>1#w~~1M&zwNQvl+-A^Usn# z+P3)phnPO)ssB;>0p`YJoAoD)`PV*v&sDQ^N;pFlkul5l}i4z|LO2ww)EN7T=4%=(cgUd3-{YM-+E!5e{}o) zRv?%2`SVe-#plgWSnPG)}xb*>=#j1d#%u}s$=(fQAPVvT)6d|#~nWp+hW{#RoE z_YSZ!#4|8{$ne~Vt82OKh^1g06UH17EDmrFy$|{%&ktog>mXid0RHx_i5}z)YH=OI zJ@UIAHm&&JG5?}vh_&b#=?0c#7&+})C63hK<6*}SaRj{1`qYQ7x{7!Yjgdke$gJxf z?{k&NdvpO_{TF>UnaIB=|BH-Ip?^O;yd86& z@otEx(Y70{e9|W#hRi!OEZf<366Q-{z1#Qg2G&ILDbfEUcoY0q+|Ak`hKyla zEEf}hD+Z}XeNFKBG=i5&ziZ^4)UElM6tlv5$&x)Vs4&vTEeD>Hq`2Mlmig+=M zaWgnMzq?#G^^+|HoUl1pOy{#vy9$xg-7898!u6s)zrB{qLV;zA5cL zW7RO;jrD{185Bn}Dfg4UU88Jdd;4bwf_~UF_J17ljvjpXSlZXn)+F~AojxILo&)}= z8vD-V8U3U;|H>gtD6dGHeyDSu7u}w#2VDv9BB}U~SQ_)c(dQ*HErtCTymycOoB!_` zaAcxu7VtkYw-j+Tum0v$_x<5*d-5K)AXtasJL8KK@DBz2N4oeIk4+Pv z0nP!~7sJ^Yo<=ckcFpsa@Edte%j*k4C-Ya^3ig{*+%apc2?{S+5b>1I&JN9 zJ(m@S({V=1XG@>4ZfqT;N4_tHeMY$f|%TBW4MO)cpN+D_fli~ z&hp9oKPSE|k1wFV6Sk`OLp;ug-_@VbcoOsTKCpaYOPe~Ht* zRwrxq^nUO6L%QEi|B`fP?6332PCAL5bP_wUW5=-#HjWLRNASR4Y!HZf1~CeO7$p#5 z6o^TPK|)|`=E+^(^Xy%_PTk9$b*~0ETI=YXdrqC&HP^1%&v|wh0O!kFH{n+b@A5tW zF3+XNmpoJ<|3P*tA9bkpFjUHaAHElg`ya6mO`gknzxTTm+6~*Kufw?gY2VO%$$f;0 z+kdU=|Fhm>(#I%gFys$({_7gg`#I6;RWdhTaK}!Zt|}juqJCo0f?2fP2>E%GO>q7Ny4 zf-*NfVW?8KM z<+-(q68itrL#q;dN7nvBE}LCq&)^!KbDTdg-!1m-EqnbR{FwOmTWI}l^-q5z#Xa6xgm6RLnnElJwpFYd%e`6-T;U0PN2@U7N zm!f~h^P`|Jm}@*O+e$zWvu~|IfxBYj<|e?tg{kHyz&OX02Z! z>sNU{^n0DZOBw%6uAK|XUyAQ0t6BcSQ^qt${g3;=ar;{WE{GlQTO%AI*q~AS}+j1fNvp=;sAJWh^t}!Z#lkQFd8lUz`cR6irF|L{3cfaTaLE~4uhBs zVgMM1n2f{FcR6+orU$akmkobY4&SFgDq=N^>txoVIhr=a^Q`&gc^=#)#8C7dm-onf z(**m!$(R1XK378jt7iF^D}Uy$`EGK{G*<^Z0r&d(zVx{Q`k#yq5k^PDYhFv0PrqF( z^MJbno{8lz^&{n$fB*jw*099rELf?2rl!uG?ud~gKMiqPi%{3{8`tZ1ZUkRaJNQ~U zr2dKL8i~4NILap{4lxkq*P;AYv=?oMqkWq><2ueAavi;g1QXMF=CB(JUQx#J$*gH^ z)yB1MGcYwgkDmY^Q)nX-r%o0e3b|^UyS53Y#BewCL#4bg%6Fr<8~B-`e=58?A6OM) zT8LR8kBwa8_wweIVtZI|xG~s&$bVzFoj2ZlNBYj_F)sqYLafgT@zX|Ik@*%NwuV?6 zrv3d%6BKg;+)Wp-EeFpYamR2LYz{CkQ>IRp^jQDf10QRBSI!CN4E;VaoyNsO-)(!r zhr_g}pD69e;)@FR$k#*rlX3#V&lKb{uab5=r++v4)*{CZ`@g+M%*|HpS?q;xx04rp z6la4xyztT(94`VxM7+>>(QDTo0lzhDO-xIn`Hxsb(+xRZ+t^4wGx%O8(*9VUO`S2; z$M?mzHby@A+&Wx4U&d&y@J`{&2o8g%W-b*tZhPVgqF{XfM&c)W*i8!7(7mq!u& zi(zZnm-Jfqh6KCCy&{xn_*RQ}8T7xfcNBj6cZnSdhxSS9qxv4-j}FG49f$q)@uc$8 z^0zh@x224>iZ&y^L)&9J%xr%Xf!P#HCvhjMlmzygUWET%6o%w zct>zIi~~oAPp&3dV@bi4?wv2z`D%dyHND&a^%kk zen-}mTt~@XT-GaL8>pfdD+BNrSWv|w+$C?pF`A0PmTu(7Cwm!3Ue0=8K z7{61Jbqd0UxILG!#P4O7B0qVb`d4PYOb1HxUOfNw=ODNUaC(@%ls2dYYe0Jpbt8{2 zz}YY{d`~!VU20OR@cR;KT$n>TN{8{j59|M_R`Okbbt z!*St@a~Vh*?@~(c@qNYX#OWwqJ~xzLmaqJa zjX(TOG_JR_{@IR)Zu_TCA=(tUH_*@t>`k=(j_a}9^)LAZ%GrMqoCwn-zZCh)V26zBJig8z{|=sp{hfPczC8~0`Y$E_mA1bZ#=qkJF!HIg z_us7S2BQ5}l7GWs73%*smXtgG*?W4f-uS;_Pb2)DJS5ngWZbKr{>8D9IK^_?f4u(S zx`hXEjKuDW|6AyHasP|QKXToixB%Z$z`?BD)Fj**&jT+&{0(_z$Un0H*oo1wt@GG@ z2;4HjNE|$S7-?PQwqcLyHm($4CXSsy9`?T(MsO5}i#C4sW7O-8p6`}+-iz>*&u8Q| zF~3n93!A|SVSFjmW=$6?z?<*A2R@!HNZ)RxZ-<*UdxpIG*0^_F7kDn2o}F0#<=cOc z^G_K(hRXOea}TirYJZpsoPec^eJ(z-_uu=||F;r%gYqXXisjGxW*H{9n@rhp|33sC z7lvh>vi|6oNY21>7>-KsE8dFuF5*y#)uB8-TSVLqZ_>U&y=NG&fXsru_(m!bRiGBdiDnHkmtR z_sehgVPaf34sOGDA(T%}o;iyb$ouq{#oxQn?9(*~*EbkML%$hX=B z^k0r)e5Y9ZU)j0N9XZ_{bcaIopZJ;r7KQoeA^9nB{rmO5`MO|gE?xlU2FIlfm)s?f zyU{c5;rG|S@i!9gQr7-Q@Qcm0b{_rL=CMlVKVoeJPZZfYnMd;3OxUNt?3vIetaA zo4k!YH;SQA?iuBz5w07~L4t1uPKG|9JWj^$WxR)H@($-^a@w@{IC-DHEgl~y-=$tm zE*sH@@!f#x2t4bx;8LhB`#l9Yi;hpsiocIDkzd*Il~BcHk>^%;Jr!Tnmf zma}1Wd8UpT?LqPyI!+vxew~uvyx#0Gxla9eI7pwRRo5s9u86;l!*@0K`WPSaK$XgG zX1Xn%)J-H`%tw5bmVeqijn_kPC-lJq{WsVKYiWjK_3v`QWeyH zT>dTChZsuZ?|N`9t?4Ab#;`WZaYL-l>Vv@JbjH7dyXk5boXxo&`kDgvM$YPY>T_@o zvybE&|9XLO(LT`s`7hV}!}T)d=96D&{J)#qzu+Ux23n&2k*oZrO;<4gQ)ei({E2_v zdb|z#RHptBIN80fmQVi?8*2DQs(k&2+&9Em#QMj+le=%ze~6@hYz+hA$pBS5rbt%@U zlUDb-l^r{EzNx|bE4%#3Wy3XNuJzXn*dEgQkJqrb&;Kj-u1VI8wys25ko9Sf^>23h zSG)c1=-va}92gnw53o+@uPD*qxt`CQe@c;0+iHLJAM|~GYlD4@uwRjT{cl`7)!u(t z+PShM`Sz_3ZKv`6gYCH}H%NK=FXiN)@*55{R=oeh`Xc89zm*UBK~mt-iQQ8~@vZM{DoiKWys1SpKaomb(8Jx4%(uzT}?x%P922-2HDj)PHvV1#>e5 z#@}SD#W-8S_}{R5t>A8EZ&;MfBQ@5)$Q5Dj%f{kd^M5@4={$1#{FhJv5iU=^rlEhF z)3D_q1778YF)s;zp#y%L4C_L?4Dk=mJGO`&{(W$P@E)JjHogNsig-=@i*VTpS4y9} zW9?t~Y9NCc9@_F32+l(N5HYWmPmIB+(W3=dWAQWpo$w7r`HY|M5?f=>iPxcQ9EZJ|j`B%!B#ZcWe{*h<3quRJYU%aUrMS1BrD;EDe7X*L4WrjqE`D4BrIZnSRaK zcF3I~@^DR^f^|WTBg&_5Cf4;S)Gsk4#G))YxB}Rc*_dB83Fb?AT7V(Jo;$g2$nmnH zbC<`{D7J*}(Y7%QHWuP^FDcT$a_P6paZyO`L-NucRMkc zGSB<^l=nu`g7RZt$;(4q7UlEzF_gnG)Lk>iL#Btm5O}}!)-S-#pCSRGxDwU znLgm3uy17FPWSblm23K$`uaD%fjydNk00%)6}(`HtkUM6V){SJX0G=m#X1c~yYd2z zTX8&aX()F~WT#K<|6%_N_S1JA@d{0dbgJEB!t)Og(%VB$y`+|E& z%1|&n78Q~AD3q})+{Y57;B{SnJ)*crtV6FXxV z96NJ9%EZnHhQ^1>z}m~9EUe*j^~zuaH>rk6+_kjG}h@c1+%-SV7yC?WsE99$%R zMh=g8xD89gZyUgy#peIdu#duT&P_JYR{zvLXlE>@|IiL6@AOmuqOUl%8*=qf z$H}MvuB5tcU4RM-}*q@{!L{i8%pzkHS(Wt{41sW>l^2}pZ@&UZXv$QDRuo@>-N9wp!Wsk*V8(0M13nu z|Hzkr)_()%C0UzSfB(VuFwEamcKd5NzSC{%Zqs##Z-2C@5DP|IY*>$!u>ZjCp=p=5 zy$?N?zyCmcV72yNisheaG#;Nq`e!3JM`_C=E|*vomZR30Vd-@LX8~*{;}%SE6IOiU z%VFr}Kh#%_{V&7Zlr#SJoH-Y@f#IEhYr~c7|9#R_?>=5TP0Au){|jY5Nd3QD`SdRp z?>pK)WcL1Jt;b)JYv*F}8+NUA4}kAxPP5`}21@@~2m3wCxRmdF*SH5 zex~r7mq9huDp2@LxpS%{FkPXn0K{ zc~khCJU8SxdHIc3`UPo-0`P=_uSj||B1ih_qqA@ z-}^KF3C;!kA%=q?CrTS|G5mHaqr6a7+47q(f14jL)|1tp)GvSIATEk^#A}A#3V+T! z(Qb$nIeno={3019N9$m@+jOD@oJD(p%Q-DLn9k3R2p(k70pLbpdm*n2bs+M?C^qJV z@VSr!Ctz`~He}yejCW|ip^pLLQMR81?gp5WPOPDcH6ad`SSR9dh&drwjAB(zA#RP2 zzcpUvuVFZOFW8al1(&iB>vrN}82|phLn3c^=bDUfx0iu8km=an+abI;%scziM&Y_i z_8(eK>=Zo9QE*3*_l6uh#McmeL!6G_ZZ0eCh8UPO?i*m;#dJ|0BL?UgIHicIVfhhL z6mU0?-;BI7PGXRlA0EUGF%Jw+-kZ%QTIK!>v`P84+OPlGfXAVHmP;SfcI@-xg2QP& z>Gi^Xtp8?jSm;*lYn1&D+N7u-7PCK<+WwavSR?q9nc(gzHvY%@_y706e+ceo+42V0 zeWF{BZk)T1&+Rv!2TWK_43BT$9&@AZ zTxDd&70FEHd%Ig&{*|`BiQrEQ7*EVKQ!oc9KF07j#K$P^MzA)VuLKur&+!cR;`xg2 z3+IfV&*Jw5ze5=wTUxh!PO_H*oqeJI221x>pu3w+&ohpI6&L?Zs@uyR51)lF4UX{| zo+w-XYWU5J*RWwvQTFUS2Tq3lNAW7QCe!^|+UoVYS)NS~;F-8^({YmY`?NBDQCdwW zxAn?e=-~1VW6$zgr|jv{R2I=cMw%NxM#oRKue z@);-7q4u@n@-;l(k@WN3{^dWFKeWowzh&bpA7}P3Rl!BN+eb6N)zNFb`s0IfieK`aAwk zpFY(+JLC3&A@-2^*tiNph%^XY1EC2q= zfAYCe?vEp%k+q}7HL&ufp3qmhc4b}WTK|(%Ey-u@`A2<*D1M{R`ny{D52dXC51%^j zdV!TVcKRgn&^yI8V)AJpNbooL`yXvX%fNFZdn3{QM=A1?y@|wLYV!42<@+zC$Zr59 zPTF>k@vl)hD~ijXwS9pbGx2rzi(mcL{qz?PyO$@wEqgDe$RF(d=aWx7QYGW>!Ba=v z<|EsOef~q;agUE}nzsDVw*5F>WdAS35#IOj71@6q$o8L+H;-4yCtomX(oY6&{Hqf)(6@3_4So*zT-y%nfgh86efs2Peb9T`e7H~Jj z5e%pP_i58i_uib31iz7Q|DV2c%vKQcR;2$8#Q0OcXTI>zEC45pjt$it|LVYR6WeXf z{$k%k(^tUkeT(!P8I%QaF2vX{O|kt%{P0xK{$ujZ22~CFQ~jQKg4Go}jp-I;+CQj& z%|ks%8>*81i$0kKYW#cnw~x4Y>nB9>XZ7Yk@=bDolGvnR3k&6(TmRn7nPN zTz`yj2`1y-$1Qe$IquuN<>Et1`7daL_k0?u{XY})km3(g{DJV!R3CpKcn0C7@wk}i zTKl8nWwdWHy!wsueU<4V&c^UJl1@A$N0s4k*nSZ&55zLt}f zgYXBX&x37*D4H9257{+5OK^41M^1?x|-_h!kz zj6A4KzPNnxbHzMYG5@Ljp;P|!eUsh)oA6E98u;(oa&#NoBHPIDs{eQ1eb>GD<{N&! zg0!dY-;XICYgeTItN-BskN?#ef7jtV-_^!%gYWT-*M|4(TKR6&2bKDsO7Jxdv)W^A z1ivG=9Ocg8d%Cx8b6(;3Z$G}?ztH?M9LHaB>z1p3RHOX`9S3>?>tFpoqU>#s_H|BPX?$ARR!l>RTiB}>qMrK~E@|8uqfO7!nkKH6#(%0FQJu>KN^ z2FI$j{%_NNrM+d1zl&QNfNA(|H}-?KWZWoa{acInPyUa@PMyhtOU|2I^AGK=d=}S# zvGsSd&(Od9hf>!6tD)C%?(79_b=>cP(+`no*g4F9Y)GTjskNTj#hLTjsjyn`XPYI~QZ` zE+39xjF5$r$+loHOhY}`%k6Rf3E!>a{E-O z|7?Sw&x5B9C+%n$=D(EoSIhDr%JOB+7WID}XOn%%Li+b$=^u^o*G=BEwFfqc4ySX> zz|FtxPld*R+K{_WpQvd6m%gSr?h(gAu9@+`tc-jfxE5UZ!l%vV?rj*m8->H{IQTN? z=Vr&gHo>(lTnWA!yhk1l@|KYMMtw+)b_>MM6md7?H|d2BnuP0wVV;FAsfEDrm|Twk zl+QRQpSTG+qg z|EQ+}=H#`%47UBJ7V_)&EPzf}zWsxH5Xy(5 zHmYjczsPkn5aVA%#~Q&pez0V+wC_UWAKOnQ?Vs&ZxO@D5LN5I~yZk?0Uhn?*|Nej7 zH{fgP$N%@oZqcGeuCue#9qK&j7A;xqe*EJf1DEp+_tOV{qWeu*`|r)*>(00SSVArv z!P%JKGTJNa-3N_(Qu}*~KS=Qx!wi2SJjsUTh}y6Eh%&5sq0X)6~P`sTnZ1<)x18zd%6$epK~9W`?gUy{x*He&g6^M zbou=|$q%pTJ1fE7sNSPGHN$hi$>NZ6h4Pu^W*q7(RMSV!Vy2tVO38oXgMfAoJuVZ6 zBG-v82L0{rRKYfC;do!)9W&+?_t8fm=r`rwZl|^)VgxKaFgI9_#()2l^GC*A332nr zWlg7-m!!+5|GcI}zG*KYKTeC~+s^&T|D{yEw1vSg|6bZ4*$1Q_YaeL>AFOhPG{KK- zYlI(5+P<`lezgBu*Z({30eAD(o1wp@?Voj*j6cQ7f4}FL9V+8*OOT(KRc=_ z^G~t**Z!jYJ-)WQ4@UndCs!rXdESpTpx$e#abH>8iLj6TD0HHZGOLVUgy)_=%* zoe>w}8R+~g{)RrNGROYGsQ>IVWS76B$#fa+Q}H^7{-f&RxdGwL7iZk&eGrCw{_AZ{#?iKmXbCi4SBu%QyaoHaH0FFUaP) zB9))B{)?@@;_+uG`9QG#qR*Og)<04YY5BX!i|gE@e|plb+zWmZlt(G+-?;pxkI9@+ z-ug2x|CrN7xGb{P|KzZxzC@eD;yn#+cH2U?2>1}O(aU~8gPXT|shhrKj;jL>q;BIZ zH?4WLo4WgmPrX{d>G==?-ncL>N zCxAcs}Xxk$d20 z54oTI>|ysH4u*Ym`gnx7egA{FDDF|ndJJug`!D41$>1x2T-yU;`N#ENkG$(X3-^Sg zgW=>o%Jlbh$d|H?>Yp|$x#!E@&uKM`v{yjHpLHT>Y^ zKb6mRRJi=t;oG3W7=KkyQhj8&$rnGj(kE{pe-58M?slE%$QXZ0)xU`0W&iI5HilRh z`j8^#h4`AYmp^kY^cN$0u3O-T<^=AYcRS!?^I70pmaJGRzGaAyX#?LT-*4RmKU3hN zVI1U~;hFq33~$%`&1d4v3hxjb!+yi}c`f1aoPLRVagSrJVQQXzezahN#Agwo`SFVL zpS+KE$fLtJgtG@>w!^=bjeR^*Ry_VzbNtKK|G9rbPSwpvfdR@Pe^%=}Su6bJkB`gT z_sie@PSVV^+$A8K%W`AKiXM?AQc!x^L-(=7h z6X##$njJ=MJcd=0vJ)GSzh6W9PqF-)4T?6UQtVHwpbwT~{~*7O+Od#V+Od$=Qu0q* z(*o29>xJAvXHp_smo0rrT>kWt5AIV>n+TTJvJQt1Pa1{416RJ2P)t_#Amx?^)XrtcYN5ybR{s<4IEaRu*ab8^_PP{cL{| znwxc=A~r?z4eDUZTa(~ssE62mrq6Y5<2|pR;4ER=N1tPi_gFMeM>_@PwTCOl_{Ul3%O#_s%=-fbRyl8;>=~?tf|fE8PC}f&)qH zoDrsSFvnlE)3x|sP%t%Un}(k;|5L(yW0)F`!&!Ym@i^HyoY>bCd7Y#WMD3ry_kshX z3s{?4_rG%5|FmgSJ?^Ie^UrW>|LXfJp07*SKf*X?`a_xXKi{|ZPcA6VdDb>~Ek36D z&bqDekr8y3NdJlDlV62chg0BHKkbiG=Q`b~J{iwHu(})nfg~OU#`o{ z|90@JoH+~r8_`pSZ~LRaw>baQ>!dH_(Z8&Y2YUWH3QjHa^|!iXoqOgbeAl}TJowgr z^VEL}>j@Z~a`iuQ=LinN$1ie3-!>kwr2P*@`=iXkZ2xzPe0~EVV@jF*|4zxjv|YCG ze&oLid@C=5^JW3|vWX2Khr#H#UUARAG1iTGZLAv!Jjhz;C?p%R#eT*<-=YSmU0ZiRE(>?Ok6YkNc|KxuE433e1 zc2m|&&)EN%zIm>D^2L$vsWH#Fr^Y^yW3-#r1bYhe?ekyXy1M<&a4mI zyYSaR`SJeCJn-D`JL(UYPH`WhtR}4Z#8E!KCsO+(aJBoFOa4D?n&GA*9aGoO1m8`< zMZ>(m^x^C7`S-?(eEKVpzQ#I7eXoU0N9>@?qu)FEXz9o9i5Et?kEJeb&m^h;SiZdz z_F2lBg_b9SM2;!F`nQay{TTn{{XF^?+wD-7Pi~j&`lsJQ@sW%5OFaIByf9xy_FswV zp-(7cTiz$`27EJTubjv6ncGI(4aYPb$38#q&H;`k)LAoti+N6d6SG5KP#kXrTZ42Yd^gHp!}f2OoKZ*{ z<0d|b#}e^RsADOAGron8M_*ShzyR@H%ZZ&B+mk)`Quf~~8UG6PfAwplc8Y2EK6k$G zza;Y?;K6%&u8uKmVBPOB_yf$LbC}MwL*lLYG<>sGu53!?^Xn$dzm|mOz zRbDdxX3LlI!#)`Hy&B!v>c#|4dmr9T@C~ z{Q6;wd;Rq>?q@&!3Gg<5Bbb|i{r3mmPyg_?U?7g3IPJQ7JKSz?J-6d%I=l`?llnX} z92n|Ka8ax`u}#9($FsLTPHtK5IV@89d*Jd&@dp7*LHoJd&Qtt_`d0GT6v3M$eP*!m zFNUX)dP2Kp8&-@Iu8~Ih&HM6!BxOKTW<%^143vOn5+#wsjMKQ^(db)(!R>VW>L`1~$mh zbWv9#F1h`9higBvU-cQRsg!#^*=JY%jNj!!=YdWWbR_(4_IjJ`kH|M#w9zsiiHqw` z)s=_=rvGwFyQGod=plV_`1BhF+3v3)7oq<~qQCN~voT#Ey-2HE`!vdP@jZ|`|7Xre z-+U7jL%%it+v>!IsrS^51G}8qau62hi-N)NI2>G$eVMqM4}BbJ1JCdkf_JW8{XAy3 z$+}j&&6Ud++*PbGZ(hHQlp>#Lioe~qyo7srPG2O3Td?oOmqto zKlQIzzUgY&?Y|WLPccWsbN;7)Dao_c&*sEmoak{J52^3?aglS}0Qdi6!1={(yg&Lk zd5ZSJCl&Kt>ikEXkL@E`J0EJ}zol!i`+q85*GZv2`976z{a3B=XQEprp&+lr9v3Z*~kl7y!|H^ydn3=arIcQ{0 z0BdRTuza)(SdisY+yrpcOa@mC`EBC$H@R#+X~JH^24F!p%mglHmRqowK9Z7kIe*Ur zj%3!31#UL%7W7@Tki0o%>_6yQ-+v>-bw1bp+@px(NV;SXKsgv}{jWFyk0MP$1j+KZ?YeDqu+fwZmU&hEYFLe9pW` zIN)R`pV*yV;%Kl(%4dSlAtncSnm5P2E3){ExFe3WKitn(OoX=+z-FL4HRP(x-2b1udoj4@7Qi>tQb&wV_^!7E`$NF9vzvrPB8R6>wh*@itdj7I4^JvMdga}DMdcHags4Nzx}6{`hO$#tZ84$ z)&8g(Pgzq}_4!Zv_#%4}%eR32E6)G=qg&jJwR3bYg8F~wK3CWHx!AiC+jnaJPVN6G z{vmKQ-NpD1#o2H?P&|!bXqI@q4Y4r(koyQDzlo{w*M`B-cnoW!@#(wKSQFuD1e0U9 z8i^~Ful}}B=4ttBd#pnHBNv8s*U4{vt}=nU0iUAnN!VUWyjF^@6CE?zr{X*GS(Tx0LneKY zZ=ioj(G}E=rE4v}m&)}~gsWjV;VFcU5Y}W2!{6Q>WICMMZnDE^yv$3;2d*V=+#B-y zL;T(>e3OG~@$XH&q)PJR{4%}q?_&8s>v{Y$@CUTfcsxRau}QEh#J?CO$HFNl=A=7w z`mj6O6JdG0%}2gd#(P(=hO|FH*eJ}#Zpr!9ts51~SNl?AXUdX)NjQ5F+dR2<%pM(V zQ~k()Dxc*!xaHpqn{MdO><_@%5Ys@c0)6+8~n=ym9+8n=ixVn}7JNIk7kNGZpjL7`}$~uH+hfLK03fI*s_w$@pzdK5+!( zda%A|<8M0tk+W@RjsN?ABM9xK0{x>J?a$;3{v?|JPKP~f@cvORvP06D=vBPm=Q+fz z&BbF;uJ%Vf#!%^hl77>LqWqVu|HOHYuXE*}&#N*2w7{p7)eCVcrIvrSS%#ICKe;->dO2D<=Ue~l zdfQ`Z%3OcTyMCP>*6oqZQuZHG`P|FJy83yFcS^f9Ai& z&Sp1n<6`jvSn2rRANjHVMGPmopV^PS1gk->$h%zAE-XJ_e_V|i8UT^Fyxp~A5y^G;5Yq5knT4T`s8PV(2>%UmG#oPxxAXEFuL&ln>+Ep}zpH1TTXJxP+YD?C z<erMVr$dykl5-~Mvfvur0v3%{1zHV5)+44)B|Am*|+egg)VR#n)E@porPY&ZK zCVvb3bG006PwYB^FEKk$y_*RiNR`O1h5e_T{O6NTpQDA=KlB5Yul@_kXIXO$E64s5 zk3ZEI|2T#TzYW^mK=nV4m(mZaxc-^6`i!@or}poFwHYS%{|PHExkX#AxQ4c?@CSa~ zZQ6fLe$Q^coZ=s7lTYy<{l~vpIZ9b7-X?H};F<8!*ctssxos4WBiI{YmaJbXuFuDj z;UCDq=i@Ovj_~57^0ghO<*#jv7%XdN*6!?V_XV%zv0nw+-?$YgL_ZBW2=OzblX=_> zbU)Gm{Mq>UV%P(0l#$;{7Y3<9i&6?At(}mbJ1! zd!0Y5jpa9ZjRl{sxOeIZ+4AS_U*@)T**6VbqhhZWd-uYVXZ!ws@6hx$hT(J3v-tgk z=^W6zXb+P6vhS$jB)r|nnOGdgwdN>&0Bic~Tek4sfUFn%{*+%k&~Lly`PGrHIwJBc zY0`9+n*THKN08WufR~VOp$%8#u{OY}Tof!t;xCG}6|*JjH|~nHP@86K2k{sT!SS4O zUjkF(oPllZtgsvY`tsIINsq;&Hk|6o*Sx~^D(PWl)`jl~21^ZOfnb+_?SI zzm(!`@J&eP21h%0TK`%PcU${E20tg&9{>9@{>JkUu{SZc#;%DKqrWLR8!iXub%!@P z^4pkv+PS+t*2Zv}Nn~p!VAAeZp<&?jSSN+gGto|#R|Ks*&`VZR((@!5$T|Fmd zEHypK!l*3Oe@wpc-4K6KM*f43ts#(q!5j^<`M(!fAuE64NfrB4Ui;HAfqGDN^`F)g ztr%;)E-p5CwH;M^{M~hOzdLvK4AP(It-1OiF-g?Bt1aKkzgqo|X)I^`k;?aLo(k4K zxyHY{z5JgCKm6l={xkXs%aupr^>4M>UnBS(41ZH>{U2;$hAAjx{auayhg80|MHVT4 z+ATj>Hp4yr;`7i|Hw*7gcKOe4TjXA!HqOo234Wsz_kV^{`5!)gT=+J0F0B6i)6(7M z)?kgRWdh6%_R0$FKV_Fc-xK~Jo`*sC&&9X?#NE)>M);=f4(|WNshJ*CNdF!z{bOOv zGU2LP)Uv|Q7X!QhnmzxJPiqADT zZqCB56gh6h@07oO<&D=7<~eZf90B&F&uxJoOg~e^&W49lWw;^lsf+yACK8Tf_;Vg^m#01e<3D`+$|iprLAy`MmY!;$IrjJjvsI>N85AS zU&swZ{vMtyk)Ncq|Ms71$gc;6DA)djjepFi*r9URpYq9{kMdo0SUDI6OaCX9Nc~Cq z@3_N!TzUIbKV_Nrr(E+tF=%0KslxhmL0gCS@nifH`R(76R$X$dcV2UChi|weJ-2Y& zbUP1UmwS`(%hWuWe~T}cUoHE0D!;P&ABggoevS65m>FUokXFGp@Sfsp z5w_1TKbVUuNx=(7?#Hs!W~#` z`N{rhdHFxXZ`8kt@ib~T6I%@Ki~YjeGwfQQ8D1p{PajROeb=~TGZ;oOa(N*7!sDg1f1~_+RPxn?3)Kw??^az-iN|d^YNT zO8rXly76$c-{0H<3>kTC4*GGc@c26v%0C@{Z=Zk2OO)svmFXYVYJb#!1b>2ga1Z>G zao<|wF0B7Bj9@+r%>Vh?pYZ(zeQR*@PwY?_KZf}He+Frdb4)+6(0ZSo2vCB>@O9L|676Ep>5>A*~6~;!YOy=a-TZ|eYG1pl^3ZHufj|Id0oF zH}pUMv@r``L4ozZt*LK6m$v@y@BYK>at*I==gB8GFZVWRf3*FVQuDv;;41O0ByAj= z3fzAof5+Wa{@c3R-B$5&Q=9RhadXX}b#mvmKf~YgZ0&Dm>pa1Ee7vU4=ljm>f0ln@ zNpy@ieX2I&Zzb~&{Rln?j{Xl%FgC&|1MExN{&vrCb3Sn0tZZ5>KAgylLre~_F&sm8LN^q?8*te?3m;GPGevG2 z!QJ>hZ}mk5zMDPZy8*6d;R^FJbw=90aoUKVDabe64Ez4>-u?2sJ*W`c2kqwqaG{R5fIaj$4T3oymgw`EXb9g*d5Fc0o#MOGpH>?Z4s00j>LVN648f&D_L>2(|MWNieBZEHtI(fvjfEV$R^glG z?EJI6WV&r3PT`UP`K*pD&Y zJ~?ZDO6DK(ZQJ@|Dfqmmtv{Aw|9*YWDL3lfRqpB6m$;{1nd2UR;Zyg=7d{F0?@1m{ z({|*#I|`i1k<-B5086sE{i<8qlHf>)!4cezU_oxWecjjHDqvD#tjTbf;tKkYKbW)e zipXzh-08ma?>}&lJvma+LX3~#6$BTNU};kPgL175_x2|^mx02cWMONh>~K%om&ZQ{ zZYp3Q6d$8ytk@jI=_D8(i^Fg`2~NjjYXW9R-?w(lv%QK`8gP-WJw#u#(7~x&5SIcST=ZGFCWhO1aH4gz|8__D_B8w);N2->9ykG2 zKfqd)d+FHYw@T0Trv>1=qFnovC7Po@ZCs$ z65mq1$Mj3Sk$?J+t+xD1^51%*O>h;;TccPLlT z#Ml^Sf!Le1o#ZCnf_9MB|J~aD>1V1I<9{XNuYG@KbC%6N#MLN2lk(iG5xyJn+Z@>> z^Tz%jU~P~OVgySaf79`2;Km=tZbtGj{}n3#F5srL4X9pX?Lo#c(QAt9AJuGsl+U@m zT=|9O|3djE4sxjEe?M?+iovBmqZr(3=s$(>Uy1&4`HR!89o+Wqz((x`=HtZq6Yl!e z^Lku4@2QmqxY%BcM`NS7J?%=s2 zj@TT&KhW!sYWIK3gT_1X<4-DI+t6T@|I)TqWsm>XZ>;Vze{&t4+5ZdmKiVqQ9-!PE z@%mpmWw~EKd!C+!ucO5EcYpUE?iTq=!5I;^KYqiovU6=>r!7+ciI1FQ{HG6v<@DVl zdnA?Z{|uM%Cmx188`>YrYyZ}V;_}yP-OsW(#lMvF0kySB*+|*u-+vnJ?SKBBCGP!2 zliZy4MR!&IxAmWmt78B3`;WJ`jqJ5VZQ39AKj&{*>K*|9(9$+=%s}_Cwrkh=yLR#= z{yh7?2TmOY=H{HEzg%K(+K+cQ`sA_kXLDC;NVBcKE#2|@XDjg9U0BCa-`jVz!@V%( zCE=Z!KC9ks*}2U%ZE1GzPnsY;q~03;t~&wWr}Q~RJj`<79yWKk3NA+dOg-m_sUaTb zF!WLDvs>T`ia4E?z1t=31q_3IQ-xl<7Q){v*6PKL6SF7h-J`E0O45^WYyK*mK0Lqd1)G^0zSkwf|Jh{zNXD zq<>;eiN-&2`p9?X(k5u*O6*U$8m5xmXZB~5O`hZAIK$sCj9~~W#UHRvi2Iqdc)i9C><#fy!~v!Dcf}y2_=EiT zgHqa`v{Pby(6_ZL6+dJAG}?}Jj8H5Yt{Hxb4@Vq`an}e=MB@tWKg8|d^Kx|D(Rev- zr1I19uU7k;jBnNi`%R1u_-#aw4f+*-C;F;ka5RkGH~l5n!vwEGj1BcWJBw}u8D7`< zByj0?8D4%J{FDkVg?j|DFOcYt@>}kE4jf#o&H&v(?ki4*`hxy$0L}%vBzQ!rFUcOa zao3n0=K1aQnT8YH3eQD{koS`N%CYDDCipnWhhzGf>8;fB=mUt~dk2h)JtwAy z{(^Kqz&#qvNSLlx%I9I^Q+F$wnre1B)%nP|p zeA+CXyk~jJxMqI%PXF?s${+mlSKQ53*9h)y`sOkI5c=_PRSboiM?5Uph^6q(cVEHDfA&#Z2TRL^J@Z#=*0uWw$v1YFK%?(zlj3|3kHk#=1`|6H+W zt?bjyUcaE?`X{!B?auViQp#U_4SGG^kHMw1Kf&BwKJS({u5d5CJjT8F>PzmWSH|FY z$+dUv5?qdk4v<-!Ey09xo+!X}^C!os{-W;rY#xf7-zE zjeoT3ygl;+u@}>JRLTBNrR7f!o`I-;mP@|;i=I}6^#|?3Y5V6s;+@(5G+*o=$^Iv? zH=;M>*nh01{$I}gGjH<}@S{ECmhL1@&+lgr!v1TVfAVzFM{W*zb^jziZZ&U)XG1MdCFA9)PSbKsc40ZdCBa5yK=ot7}2z-TvP zkDBw*7Qx+|ajoEkU^v6n90I1s(y|%fixEpBd^ZTQutE85ER6Vz0`^AuZoru%JT}-@ zWjk4pagBUAr=Z7^7pHm07SGGWw81YG;v)`+aq_*>@Igi2S8IXEF!|z>hVvNbFz(Sy zzshWXwU~cdFNPaY%t-S6F6|7z{qy7QjYaPRM?pKoOgDP+tL~vk9#uO;WPczh%xvIX za?Ss1kWX#Xs`uL%tn*v$`fr5(p>ZYsuaf-N@0wRN`wOu*T3?y^Pd@ug{hoPw_y5iJ z)IivOs%3v#dT@2#@sD_`eD64Ysh{qLzU z&$(ay{!urxWq!`~FKveUvgupWzuCvxzwMmJC+@w}_0JoV-gECw`_O$fcZz%c)8+1s z*(b%8U8?@;k>OAZ2|LRxWy};fOXGA|zJHZDubNyxUv&C{~-hK#WHA2d( zp|MSHH=nFlP8`J+c>GPk7L<-ZSlM<}%AfcrVxhhb+|5zp-?^oA%Q#c~gYXX-{)T76 zfAzQgg@46!YTT*#6Umq4F~ZLfiziqb#ex_nM$6Mz~MAsL+Ky(59&P~?>UN_+S6VLQJD#dOKj>PLf zrb83Y9@c+`Gx2+ z=AXVaMThh8R7-w2`Bz?kZ=*I|8e&ugi$c5#a5jRa@%RZjNSwjc=gxL*fJMc%b^|#m+xkg9$O7Y8gW;ZPq4uijpdsWJRZu=s)a38P}tPhr_lxhC`pGwQ${9e_% z{+WNnELEfZhkg_APg{gXhkhY4>}YBG*FJ51ljULk)8Es!Y5!L~g4_2W2W$T2 z{>t<-r<*Q6du zeUBKM9UblPIYr#H`kNvjBC#^`O||5}N|C=37)9b-c$~V>S15d%S z$T$D5!*_Q!XBAriF^sK0*w<`cvwEsz{-M1@>>-jbpEus4?WGL+3$Z2H@`)o6dySNp z#mzIhf96Y`x&8|CNS6JB_!~)IjqE>Ghtvu1J zPbuJGv+`eR|CexLv+-jFuc_bk)BZ%u_ zY4abkK!w)d)|ayLzp|sv)omfbzTxNxY196z@IQ4;{4y;9Z_8?2 z?>l}Sc$Qm&S>f-=@NGrEP4hQjcJyz>c!}X5&WG0>CvLf=+pf4q_N z{W(opeGxvLF1aj&3wkwW)nl|D-<6`=V4I);C*IN%FL9h$jP?}27hysYY>nb*3}+*4Pu?ZwOvf3C z7uSZ}Ny4V`Z7fd9zdG&j00TKrMz zz6|#onnm9+yD9hdsV95AQm!MtDC|}Eb*kvpe9rgCFT-nMZ2UXWp-i6$da686^wvW1 ziK)?i#`}7jH_N~J(X5Sp+viDiM9a6Gw+MGa;Dn*Qg8VjOub}-xaW?YY+cLLQ? z)39RyrEQ8~$bG~2aZTLKhaY_q>>y$T!F@h6&YMicjdNe#x>+^(Oo#ZyV!9}oHW)8o zeP!Xf&#&;FFkBV$pUNNH^6x!+)HR8JDf;MH5A2Pe&Bqk+X2ZGuUwh+qH%@Rj+E=st zU)uf(w?Dx+$e2HPES=s&F|wyQ2s=KR}&_o}IXRV)8}m`4oD zQI7sI5bbX}zKi|*%IEI-%`5Ide)t3IRRQ|}9LRmZfe;JA<6eKI(dGd zV0OrlbM4Z(n)JU|58Z;gCTC1HYzE}%IrGI?*Vf+dPMz%${(e5&(X+cG{d+s&5^Om2 zw@Cjir~LPw+EbSPf9CR8v8{{&zYWWqcpH{0%YS)egZQ7?hi{^_f0@3WeYQSTc>FK7 z{|%M(Pqq4Ant#7W4eQg=)}OT~|9KmiV0}Dz@;N_{`^M~F_AS2d4R|{R?5cWS_ZMQ0 z2o1NqD*F$KOk3aInezGFLM8hj34EAITG$5D_J23^e~yRjpSq99HZ?T% zKWj1n==z|v`KSHFe%B6eo6X*rlvX~fj*5KPT(ck&`}HwO|-4fer_pOY}qe~G6#eWAzg>FZE^ z7;`VNB*fHEKR%83iM!$NojAmv?)(3$!|Pltd`ESCe%$ln^hRfJ;Q))X9sX$r%TvMr zdot!!fBvJ5z%UYp><@ntz8m0fBKrgJD8>5!64(xsIjubXyTAGeeQ9O*7~uEHJiPsc z_LyS!m*6vib`jLK)y2Ghz}*;z$Kv$%7vf<{nSaP5Q%wGCxS6Q@^U1e3YiWNXwy2nV z`XaFTKb&h||EXmB<9Foj|29@hy&7H=b-g&Ue_5T!^>6*ZZsRQX&g>71+MnX_kMR|< zzv(yb93M*?f8+eqj~DBIa!Z5YOY+&jiGv}2gSeY}u&$=@F>Q2qj;D7z<+dtD`sN{urk1bOaiWE@z%?@zUKCKUw565u@SfvVshqf zQalc^GUh*td@jVB5Z5C38=PAXU3YuBZn|y2$`I4j4*bm;U{&SfnH#x1+(*6vb&TJ7Mx`P+Z^2b9GK zH-5r&#nBKCgLs=;!F9tu2$WTG>tVt5Q0DqQ*W9*FkIl&=f1Aj@>Q=UCITgx3aW|Cz zoqvN*FT}_4X#y6BzOR@cmicPLQ@2hrLO}N^X*ysy;~mjwr;KM`a{?k zp}otnHVh~BFTb9Z-xi*Fy2X=UKJoFU6RAE#?mp%N`jf14mSg{r`oG_gud@7N`B!@d zu_io#mm!`8whP(<#pWp-H};%o`j(1+Gt2$v3}ONnR8a#Qaje_>l@}*ECi$|EYXm-n5@fTk^jLsQl@7g8rov zt{c5xk8fSr|A%}1zxw*?Zv41$dHY}5{tCB0<=5aiJ~-nqTK~kUkgwxd??J&=1zpB;4AXD?euwNA+B2Mo zn*P(>3w$f)*K*olFZfVI->RbiRZRaWrT?+4lRh}K+8;4m#EY1ps2>q`<1se(j<^pv zko){^oCS|#zljgwwc>E>Og@}jx2{45J6Dtb*8+@?>ECTgH|-Pc2X+f*%!@C-LWECCvaV6`=f5!3VxkZ_5ZV%^&97xknT|CzU+nX z2KJYO=Z>IF`!Qbn>AucI5imksTyywo9bvfSW{sZwC{B9N51Y)sE(0c{xX(VN&ol+*qaA`_ON^8Pk(fy-+LuTd1mIH-(RnTZ>43h5lUHE zx!XBU`HRm48Ot~pZx;VpmF_=f)RD=xGvt#~A(UB-#(!d)%E^EB{*%57yRGd@A^oN9 zzZJ`WfBIiW+&*pD`+p2Gr)`m|+id<;qJEgC{zE?TyubU88ELe7xAOqYSKb@HCmGuJ zoi+c2zU0UMeB%%C1q~Rx%WZ#rr&Rqf-v1?6%oeQQT28hJj-~DN9^q=-dZI1#fAML@ zHfQ~80NWq^Gp@vZM!WgCV;k`;+D5nP&^pXIm%1LwzyG4obI*U3%s*EDh7X}_L~tl&*k3{(ZLHzhUkj!u#Fc4( zF}@P*H#-02%Kr>vS3CwNob!}_CH9}evOmp(&B^L>AnZSt=)dd07dX`BU+RE@xv{lu zk?}WaU&;JKE+VrrP6Y2wKKnPZD~Ew;5pEUmw~$|DEP$3OWm!2^9#zeLir>)3U-VXtz&G^}g$Y5f+`0^APbBtC`M zn1{egbN~JK%k%rc`ZfH1)HMi}=!PTyh1@gQ_WyeLk~-kiHV$|jmc!rv{Xh74kzd6B zOT;7P1Wp{wfBRA8Z)Wa2AXR$~M8!u&pIH9L4X%_fQYM?3M3^@$r2-r}E9ml;W1Oj6*%7mf5s) zAK&ZKL63m`ZDCEv@V_(OqiraJD=dEnd9jfP$)neeEkDE%(JwmFrtwu@zSx#5t(1d9 z0yNzH_BD-$D#+>)QOTx1RGZAn$z^o_^N1yRq@c0|!F=NNNk0yZc2KO`YI-bYi z>V-4Gw-hhFymdpu3J$0W@+BU@)#R41*c;0O?Ka;31@oNBm%2>qt^E2Q?DF4xa#!HE zA@)X&PWA1qekrWon$2!_)&Hxnz2@E@58RFKciH`Ku*-j_%Rh4#zE5mC#287A*Y*<~ zf`Mp-jhJo3=8h1K;ma8R3yr^Oi}T~LjM2&XPaX?$+zjXbS4sVE-Hh)77tOmP$6vOo zjCO=N55KeOKkPBf{V3c3wZHzz?>^I=U;#^IR0@Eu#M% z!*{HG;56bmlk{W0@8=!C{#K@c9K(0EOcUe1dGnehPtA{h_(Q>f$hS{|0U@r22QfIn z+SmbZ7U8)OERN@C!87`zGQOKy=s)|wgKzDfKA6q{o3b1}nUb_A4(KIt$Pm}kbFmj# z7#)Z0Jvm3?FUz-@^Pi0Q>|;grf5Y935!{X9nGEMdz8hkS4uG?#((%8T{8HB+sryV%e8uI*1mYy4`+H@r}YAF@oQq`}J#&ub((QoBPQ`@`g|)7*#6pNLJL95D1RRZjgY#}WEW zKi1!ze>ew}lm8juvpR>;`s_uHbeBhG)J{vXP%M*0uOKbHScntxWp&KB}* zi?g;+_LJ77ycm3~_z)pZ^8e zpL+zaLaYwc)wJiT#{nev|M9SO(_fVNdLrg#1h{|3O#l`Mac?Bo4bn{9%dXCIQZ_r` ze~Jg?Gj8H-SdNrQ`Tz8Pz9nhA|Eu?V4k0ZU^6`8d7#rsQ{;z&j&U{aOTajA`97OyL zY!1^)`MVCDMZDjVu&=)Lkzj5XZ@Zl0A5#2>Vq5~Ir7-?Q@gBg%c-|SqY?1Rva7z-8 z$8ZV$L-8_-X(B!Z&mt}x9aj`*li+jw`+m$}czKV%4abwp_hYgzleGLRZhs$Rjtjgq zf`wL{#dH|MEb|<2G=iNm-W$_#JbpU(nNoc*;Y?&W#q%&8iC5x`aMxM#iQT5I$o&tl zo4C(K9652nsw)vQ3%wX~z0Loo8_7MdFA`g9eoJky!oq7jey@f4R`$X81*4;~ zG0T<94|^k#e$4e<`0gs`f81xOzIHkYCIEr}784{I_+rc>hxC<-8hxqZ`4=&AxC9TsXCE|Fy3Fo>QIZUx$33VL!?2 zf3=n$?9X}n|8S7sbGFNUey+!TA!C{!Yh-*p%31#yPjt_NVx_fz^M?&HuihJs4k$_djB7_JhmC;*ZO} z_2dr0@)3W+`A2XwUMDF<|KdC3w;?Y}-)F!9`FC&KyefE^AO7(B-rrGz1Nqj!ehYY< zAL#KTf41Lt{=pC24}bK1*WR`r@mz%u(7q72VT9uGhxK~pLXY?gB{vQ^3a?%I%v}cG z{pE{2Qt!FypXs-9*?+bZ*qZaM0T>l>@r<~SzOgjjg1fo;nY(uV64K$zT=IHKe6yW_ z-!I~ASk^&bM4C)K{bXIe*r)!oF7!%TrS3}5|N0O&(`e&;^YLx+?Q#qF`rF|zfZsCj zK>g7-7O^!6-;L)F0;Z{9?F#WTaPaJrfHRUfv)3K|_vYiR_+END;@^j35Bw7B6CVOw z(T_I4mqDfLpUvGZ@*OsP5D@3Ivv)7f9ggwxu)0v&)zI#LRv+w7!)g5&_y71hls(%( zmB-&&u74N8XZ3?Wd&qq-YqIu{A+Y`q-;aJ9D4Z?Hcv#E+w_>-U?=PHOF#qI^2xGKwf8_fh2M)_5yZjlRw$Xh3FT4H=l|T1x_{|sbHEeg<*L3V0 z==~@9DA%+SFLGzLzePpb|I3r#a=&@}4|i?;v+G}YZ=_Eo`=vJ5^QOgg>ywI{ZGo8Hktvl|L|LH zNvA(o!~QfMzP5;i5*;C0bCr^R)19;Xzx`$$wOoHl8>)f+_uz`j9bwy_Hwg-uZG_y;Z_0f4Dlbtl<05r+9=g>I2&R`$ah2D9AaZ6UXQOaOpZLmJwD&C{g8wwex;!iI2eY- z(GD!j-~OFqUFg$F?g48;9L@b-yFcJh=%0yvINt=Og>og0a_^@5JC7M6hm7G>7|%%X z(=hGil_5rkxSd?~|4-Lk5?@t(J_pzr;&m7&^AP~ZF~#oQ2s#Qamn z8u;#-x>kK=rTB*kHv)Wz;mj0E;;|zs{=?&66c?j-7%ew)ttj`3|4nR-aNc;VP4wJ2 zg^UwN{d8G)l)aU+VQUzduM-`AQu!>8wEV4~vVBzE{w8Cu%;r1O#T195xS4Rzx1QWCb_{azi~S<9OVGB$dlxhA8NNns((yZLXTg1MA2EA~#FG&R;uW7miV?VS z5u7)`-CV`l>_~ifpyW$B2QmMte6*PwmH*bRZR%qRc$?MayE%Y86YK|Z-9#>t(B5h! zKeXcl?LV#m+SPwG%0Kpvq8tRZn}2BAmv)(se?w~gC)R;>e#LM4xe|3Geb@KxLi1lQ z#+qF7?}kC1|7#^b@yq1r@gn12>v8ozR4e@}pZ-%${+Xvj^-o@wppRmHVP0$>zLVhwtKh2% z@%Z{DN6%gy^dCjc%2{A*$akYYuZX=NC(j7+J4IZ}_3Kw8-PdtVEKRQRzjCoxWZeRO z+vGESVYbs_D_ZSxuUdDOQQeP9tY#QVeu zvCM_D$MXj*2ku7vWC`C5+CdKedn<4@yMTk~2ChisB92F~JS-c*^&tK}TpvU{J5KL% z8)bb`c>dW4p9gJdBb~?t(U|_+4{De@h^;<{cL}0u)a3Cq@IbT$$?j) zT|+QBp5H=#Te#)InP7Muos-md+|t#SfxR*NgxK03N9=o)$N1!2nS7>A{7@sFg;9Kq zCC&7Y<7Jo}{ANC@EuVOmIRCZQf4N5cVD@CUU@th3y-${0`B$F@QG1KpU%+5V87&w8 zD#iN0)K@4=wu#%zU-1lnUyAa$ha&qZzHiw*oVmWNb^9lWMrda>s(;3xtNaJ5{gopB z#SdR|k3RimP1=7c@}(?>Q2Em*$UwBeeC>bcx_Rya_={V)e_hG?Z)QI#ZU2>HeS^n2 zunwv*{t=s?d(Xa~qaX8oQ1KB(8GiijJ#)_W^qv#!jm&q^_`}~ZXGJCRPps*;r|LAZ3fBKct?xEj4;%01_t9pZsCAsxqra^sV zM!JpYH-21{>&o;W<-D=)@ax?NjeEq-YxZyAV~80Mj0f-~Bxtw*qgAVPy=@L%hzn;e%?#h_8rGDaJv33UMR%fJcTttqilmXXMT? zj0)uo?+osl4<^CV;5XwX)`n>z7DdxREDi8Ae|b&f6MDs)iqugd`XIbP#i~!|L`~l z?;|P~{zW)xh>H7AEXF5(OKbG8+FvQ?^jD(yOPa_x-A4l+&#OH#yiQX}; zn^b;U{#9&$9NofA2HDkEB9s!#@O_| z_&tU#CZBo}^%l{6kKx;az&C^W9rL{E#C|^m`eL{zI;6iJh2!&l2jgnybI9R3%i_LU z<o^=x54sH|kT0SP=6aB^a5Tink#ik!96nTL-Ya2uN7Cl%Np9_ zJM3{Kp6@0LxAM}`#P?7R(*?W?a5s{7uYX=fnyvyna^ot~gnS_XCZBn><6K{l zK9{(zNgntf^Az}tyzXh^-<2=UxW0?0T`zcl47+lqr%Skbh!fg*a96;{1il-=3~9NO z!-u$*gUDxg-ShVj@XruSBX}ExBi`m5&dn_w1&2hwoSg?K1J68GrW;&B2hJW6o|=5~ z&t`DrFwAl2=X_T=dCt4`j@?N63V&$Y6xXBpn?vZUte1_zR7m?x*IzDOe`cC1`6e$-!GLSpY32J!kWzZoGqVmvaGC*^2z5n^u*tkB0rXw zeVr{olv#=UUya8$ByG*N5v%j~+~4{i?DkiR{O8^t>mGmZ*`z$8esDMB-^$49J?^vF z?aqGpxBV4r|MiXYgtKZ@hkj#dGUIc9Hbe z-tUOLIdJ+&f@SbyAM++-7{`++jW)K}z2PwaTiarq{4i>d_`?fN zxhG#9rJO9VKh)t_Xb)EAWtKmA%=)|kZ}o0zvASkH;`*Nrj8L$N(1s%R7-CKII+y*0 z?^t={Dt|s#EKg#mF}qFuZuK!`eK24DTMaCm*l#Md|KyV&@+!6@%dfWym6(6AG5Pv8 zp9vXGd^f<|0Q*5qi20kk=iaY~ zzbW3M4=3V8=pRY2B|a>%Da4!*cSGFB8uI9PKU54W&%B>0zV~;3|M$Wp)4ct#$d|YT zAEOu`;$w(OQGCh`;8KrJ^6w^X~ReayltvDX$;g)L#uMT-+n66je{3xW| za4Y%n2a{HT^X4#oM0XHLlrtSex5Xzsj4s_pin>((_JHoZYa)6(yALAX$kMrLS-&S)sUQv#S z6#pO?5yO5Mt}MlW7~Ult|6&{?e4gNI0?tO-6YfVGHOVu(pTtefmtk=jpY|(@*JKgr zlVEh>@D{h7?O7^c%S+3H<>>1x1IvW_Y55DEo9J|2Z<&I#;b2ssAO&!% z;ih?y;q9?P=`%P zHQxnCj_N{o)_c@}VjU^oXN&LOP4X3gqy7uT24Pqj_^+|wX8X8oc$*LgHcQ$>fZ4fB ze>c1q3=i)|_i(MgpY&|;Db6Pwmt**xRDN3izJ0M>vCS1}f4#6J5qGotK$G`1)fBjo zTVW&R_xzc*RBNX=2V7X%{Bi7t-w4;J?GIs_XBIug1#<# zr|>qGu77gA62DS@?#rJ46hi~P8{%$8+z0NJ5uW$vUbh~&7;?W{2M$BpWSRQc72v7K zfn%7Pv%s-DH)^E&>#zM4WSBoI;!RZMzkcgq-OL%&0@mdka3jRbm`+HHNgwWg?+4%W zoIHwEQLY<*Z8#j9{{wk4JdLJb=jrRQT{84yFvPhyUAXE>;xCh0bp*3d+EbLJj`z&{jK}jU$Z;;m?cjijSzQ_0Oj6ZGyS!MjIi9=P0lNPhp?+Yf?|-<4M}Y2*~-D zZ~cp#TsI|Pe~5+JgRv@mU353Cf8u>{yH4}ZaVq)FC9I9J+F$s7CC~U5p8GXBGA705SRoyKYQI!&*}r|C@WCf>eVW%(=z)={qfOW&wL{Sz}#DE}FC(+~NLSQp0a zkGLE0<3;-@>rC29RL*EScHeBDwD-w3;l7MQ`>t{OCmw+1Q0w|1?Dkix{7;%@xQ|!S ze}?w+JEi}Xn*XG&E_XYQ@0M=~2Xp^(#+rHVr|=cG8r;It$7-NUoyCL?*#>lw;Hys5oZkUh%m9#&dpK3S%?daO$=I>qR9(wc<_uTtq#D?+V zx=-APi$AVf|ECRtwhZAnD|7y1`zdAonYK%PK?U23|86kS%ivsX z{nK>F?De0GiE_>%U;14U{e$g{7$L*nXkRTp|4rXI*FE&RN8Hn|z98)>14{?}mwHfk zx@w{SEdh_B*$zKg3%(oJ)Xo0A8a|4M3o#xW;$zeYl45U&Ss|9>YhQ(bB=~^hZ{c(y zCPwfix3FHm5%_NAECzlAcoW6lcup7iNn#x0N6BMr1jB-Ryibe`++73Wh|f9 z%sMkA;-%j&;&d$k`;K3ClUH8$Y4`T|)c!7IZuObsKNOQ; z?K}g&fwm&|g?A`G%1_Im<877N z--PB(85kPDG!r{x*c#}0rV|DIN$$;b#`CATlVWp3U&Omp_&&ms-!RcLwkT#A@hAG0 z#;$U>NvJ?HMgwH@Mw9w}{$i z!>|o%Pq{?Q4s4p2eH{IfpM1}(=`r64W@}01v&`?z@+aRy)6vc9X9`?5s}J(~EA9Wm zm(MV7e=S?ryY@Erub7W2>3?ba*M4v1P)Yx%pO;$BKgOq_V-nMQcaMLwX4bjUFZ^ZD z$A9jrwqp-ApZ*biG@|e2>wjm?9ZU5O=wODw$=Cn7q>l{^{c9iaG0N4WV@Ij_hxwz6 z^-uO~`i+XmpFZG_SRSgc7S}&pPqs<>vUxg}{zY60u{Ffq5L01z7~(jL?awd)xSP1^hRLxoK}}b$|U=e+?PH+koFiWhGb<$}{;)%elT@ z!OUC(KIZZT^`l}l&c zjq4Z0kJL`2>3;!NV`(w@hGDTY@Bcsl_`e*(Gw;{0A9;WF&knulwc_MUyEqzRTQqHJ1lt1x9 zN5SPoULEq@Y&(gz>DNR&=Ntbr=frgVWpxqvf2(^bD_M7@>(7B)f75m*wlHET1Zx9+ z8?(=gZ3DIn!&>k@uIam^)b_s>_?vCVcZwepv0;cD;x;^wj@e$zkT2;AX(G>n_bb8l z^1k=K^#8N>rrlLtSJv>4sW|?U*!3}^s-EXdRVs;VJe54-O;@Adw<;Aov6FJ#R^m7@ z2De}XwiAcO^acdN^t}WU0wh{VNFb1qK!9ij5&~=l>Tt$>=Ui*AbN0R5E8SKS_=bs6XJFIXwx4(9g_>o300JobO8 z;ZL>tt6x>u-)h8?v3lDvmHbrtr;k4RP9Af8vB&>T;C;-eAGUdTo~r#>uWZ^s)B3Bg zJ+UvA@?%`nMPJSTXy5^;ymZ9)E{p zIRAv>|L}zdceS@q-Vsxcf1Ohl!>41UH2w-P|Lkn3a)!wLPwv+* zyqK^S7IOaCcDCAa-O%*{eu6ap{|M{=n+r#i&sb5}_+M7G#9TgM|FiYK{Nx7p-Oyj- zeKwZA`CqEe)nd#NJDuMCWIQ$T>xkcmz8U&#GV}k4&uA3+mhV{pA4{jcA(hX#M8rbb z{E|-pcE8x`Z?WY|OuI4WAM(-I`TtaLU*`Xt zzo$ifz2^V6cu*2&3iyw&VLw1{9iF3wF`>xM!uUr2{vS^Yri3_#%`&FIm3WB+rzb{gj*ls2Hk^aqJCca?$ z7l~6~j42%TJ8<U0sUV9Pl@7gYOx2j&+S2sDI5RF9blLY_SfM20qTF#r*nMG zm-43?f2IDf^GrVDzZZV;Vy{0BYX8$YoLoq$=l@*#->OwB+-p;&s{dc+ezxKG&;Qqg zJ=M|LpL{my>aSRglKo*eTI;owigQR>e}q$Ng6%KC$gnMQod3^WJL|}4(MJoG~WzsP;djBWi%U^+^u{cwLSpjy1c#Amx6Yw?`i%E_abBf0y zi6bSvG)eUzL98g^RL*s_yT{4NLaYohH;+pGisKMGN)TtsOPnd-U&u`(d)@vWrS*D; z;9JOb^XhAV%&7jM{GC32)n&w-YU9=WxDa{VQi zmhbo4mtx(d(!b~jeZyj$WZVBr@~OL6$C>JXhv2OITri6MV_bmF!xJ_C?mAiHR#vV7 z*Rb(x6n6gKaYkcIO@{tQzO(jjA4@dF_$QWu7>vm<|36IQk1-z4bzhXY@w1lyS#UQt zZ>L-T3RQouL&PW${}rx3#6L(GqV-kBdUE@(JB1iiqxe7M9x*Jyzm$O&hu<`(TmKnf zOMEu;;lMYeJ{diR{+CSbFZywE@&9BZKO6rK>%WQdqqyG78qfL6zRA&ZS#Psg|1+t7 zG+#~v{|{|R*57QBu>CpzrK*3f_9x|V?HKR+)Ba-LnP21iZp2@H+f@VSk-)723<$9@ z#DMHQ$yiY%5^supH^j-j{JSZ_Me_s1KH_u2MT6t_|1Z8l0w#p`5yR~WHU#`uS&6!c14aZ>e1)qd87WazJ zG0v39msnXS8)HV9eCmcAKg0#`8u3cxyWzR;-5|!-xBmX`-HDDqaP>BW!{-~4em&w+ zG2dpy!XhtE3I9;Se;BqUBm9eC9tDwq*1_lA~B2!2!W`wEYmVEs&2MgKsQg zZ^`}(kHI&e$?|J`3`#yP_M07n`_}y%%}4fA!?cl1lg;B-TYdw+)9vlM0RKenPf}kt z@CxEXv+IgqAb`0*~(X+3i4u15crc~ znc+F_mE=Ec`fs@0Aah4Gxo*IDObia^fkwpa2r*v|a{qhxJ>YH@ed7By`?U6J8-Jz# z?=gTGjQ?HrH(XiG=aCLgmz;l!J^zyv<6#?rod0v_e`RGW+#dyZqkVaz=KmXgy}~)3 ziT%MiKwKZK&v5+N{8O?&674V16?lN+wOH3*)w9}Ub{-##XMYh}JW=D1ygI^tlfwSI z01hA-KbU_aTu2)GOZaX^$aiB{7Q~wJTrw}c^rD+RbEca;dzPEUBjPR1n#E)MD=%Lu zSQGNvSRc0Im%#H7m-8a>3HeiqyLs{Dmt1WvzW3i><5sU)rFakEI3D?WEPu!LEr{7P zC|DWRhx|I^<{_61%fRvx%c58tVq6{t4&+Bs`IwIKM~3c1_UACp|B5^*U$8Kg`H133 zh^ryiyS8?ZcNH70Dc;dsaxO_;_tZ^pG(j`<^1OP-$*>GoqHrS~t)c`3$!VjE0e{ZE@c-M#$BKiv2JKiS^D>0995g7`4n zy$?J(Y8)Zrb8K%QSN+rfMmg(F?028+?sjXBE7rw)?xV?%(pb5?4^Mdl3~Qrh7r!(4 zYnWE>6COtcT+U{BPJQ+C1@aqe)`##;ccCs)(_nwA9rcgU?myb3WO=Y^-{p4)h6z@5CH zxRd3pw+a^yd2g7GI2+@k=>#7QaX5;*QT&K-z!38S3=O$!cu#m>h>-!7<^KhD4zIoc z(E`QC@Va4SynNzw+ArU8M>~cE>%u&VL1C<^fB*lUk|VJ#lwa2hj1bZbrwp(|!pGy~ zGYx+h=jr<%GsJ6S`Tv4R8_U!V%02^U$B9 z39ie1!%i3n4$?}V(l#ae?4Kq5qfZpD|1COjAhPqsCZavmWVRJ;HN#7LTaLDv*kim- zdyaNjxmyE!j&V>UEHS@n^O%3WqmkRtY)Z{jpHo}S=Os4h{qmK!Gqw+D!;mMj4*60> zY#Z>~C;k43`#quj&~A`>0mou=Piz?elb4A=X? zNf7!->9>h+H@qj90RP=K^YK5y!`$-UgyWj{n&cRMfEQvb);7hK@z^G`$D^~heU z1pY?nws`&_hN773Piyx{FS9iNm6a_A-_7gsT+Q~2+AzEIC!hX*>&8{(5T{*`q5aVY zJ{PWYJ;IS>HifRGHvdGn2lM?3+aHaPVK;Bg{bC4>G?oCxDc{q(2!RtY$Z`+vl>5SL=Hj69x$oG8GJ{1n_XiZ=nLjM-)0 zRubF|us4rCro1v=C)NZqh;JcwMSm*4yu9o_+0&-JE@_4lUy5}ax^u$~gYV_9c$V0i z{k3~N9){)C^1b)|4Af^p@Hvz}Ja`i^q59NjM0+vj6w7Pa6qe@^Jo~qQ`*;-F%IZT* z5c3V|PfU%;58Hou@N+3^^RWiWFVZ8iHTZ6g|_su?h}H!;q~tVyCZlSuYcl!h(C(;Iq3SXUlkoo8N7TxL;Mumn)NeVm~AF; z#Mn;cx`9oflYU$E-KyW5{w?x}$oiaT|KD+{A+jgA|3|Ec#)pc1zNzFVaEY|X zY2~`)p?*NtLH(3SgX{di8R^wW=WzhIX8soPE|~oxv6lFJiuzLyef{IL{)YC?3%`HG zeX!&&qW@jskTG4bZk3&k{gv7N59>z`8foXq-<@9nRp%LlO!=9Nzg*?({_0`r|C)!j zyB#rJ(Jwe>$sT90{~Eq$$i0VP|8pnsgWB)o`WI9GGKcta#yMpluy2CjgfDytew;5j z-;AaI?JT$8LgG0k-TW(KTjs4et;|b#%>TLezp(!4`rmlzKb`zp%YnOjk#VNduYZ%J z{!xr6_*2A}lE(i*zs!cVZMud9^StyK`CsA65PvH2)xamS49_U%P2gw2HQ|ln+BC}e zuj}k^TAKgkyjf3k796q+EL_(z9Y$#{v%(1;)(=ogY{SEs|U~iwLOb$=3ioN z!tqa>Hs=+~E404^dvliDH#;5YzfApK%+KtVnJUjR4WHHc zOfeRPc%JoJfyog(3b|(#Q$h@lUXSr9we8Z$9=- z!OKv0#2>}6si+&ojcOW{A9c8XD|CeNnyz`D_?xG}_rv-d=Md{n&Krw2CGmlXH7VgA zqW8iQ{=@fk;%SI~i7+sFF1Q)H7UCbIAK@8dWpH0GB9;g531&p|jN(gq%#PxnJjO=S z@;uH<+Jw(bzQp|Coc~Mmb?kb5D2}Y8|7`l-!aCq?fS)lNOU?yXW7lXGDGtYME5ko4 zhFWb#z7q<@-~2~B5);i_wTYo6~WJNqL!eh~Xg z$^P)RR0{ixcoX({^1F<;{Y9RTc-*P2F_Ghs{5QGCSB%M!`?mmhBQcu{e<8RHU~N1u zgq$+GZ#Wm?P?!g?8_DvC1tC9;;XlZ2Ow7hFe(|JSH{1=MztPvD+&bW~F;1Ow@Zbn` z26zvyM+3Ke+(7?zk;P{j2TL&`zD&TN%mOD5V`nkXVQ{;UhlbDbdD?%(@Z1}|-GazQ@an}?csR5xiP}7u*{|x;iN&nR{tlScp{P?w!h$cMuvnZM{zo;BkGFWJOd;B z?m96nh#^J%3S%=7uR?vW4wiof_-q7sa|3)ge*Cxfo^k!dw_W|QBS@R5f5kAV{=bBL zmYelI*V%!zkNCEN47A@r;QKn!4Pu4eg-*=2m1l6x@HW=|Kl}NA37&>!Hq6lZt6lD$ z_uqBz%5SGX zspMqBt6Ce`)`EjUT^Luv`qWtS&%O%>fJ4Cd;nW*+CHl5=>IK(KZ&rW${a9Y=MDJy% zf3sQSNc|R}|I=@8^~t6E<=Hg#mpYqXcntJasQy<>`M-SjH}0d=b0ht*%-OX6WUjxC z#Y2vManT{#Cv1QA3me;H`D*%Kh=nryBOL!Wmy7M?ZD)J`B94alv)O+X%nmso{T#{phq7xTo~}dg z_is&eFa6HTO^7`JVd$_;9|BBmaLB7#PNPk~mX*Mt+{V1y~fO zA^wEV{L?>w7ik|6ImFPMzC7ZVS7Gnr6md1+wP`#noIHGH`I>DazvcXhTfF;Dgu!_l zc$`O&@7KZ2!*c%9KYvf;GjBe}pWuI3NAvZk@&7lTMI0{Fk32Ulm+{>+o*jmM6mPI% z&mDL4%&^FpSWv*$P(JG)%4duy#=)}s^T;~0JQAM^ayB2n>oy(sZ36t!*S-dP4Y`G= zGt{3)#++iExL5K1ho4CKwjLeOwk3uE<&t`p@DG9)Dd9gn)`i#^KkkXSi!d|(y5V31 zgCpsPgNbo7_N?M|l;6hqad=cc>obb^N`I{+zoh?S_CMloG~Om{CfZkuZ8l!Qhy%xC zWE7W8oD6?zm+4-G+DvuCQOjPM-=DR82OfcoDQ{WtpH&-;d5k5WwwdLrHb@{tWbxfD zGx=ht1kXh8kaErEOJ6Gf+fUwM<-T1n$+!0CWsC^;KSKYE;cO(H6Y(_ue)q)=ckMFc zC3v5fzb<$Hp5xo)=vlev|MMGk{>1-nK4{7$2Ln1A*l z7PQ2elJR{=`;_#(2fzPaxp><3Tsa$$A;wb*#$T!bbKLtmBh-s;|H_7&ZdJ`KR{`A3 zh09l+aU|&+7tcRkJsr_{#I-@!hr+HuI;WN9KUohZ$^3u(a;vuqO6$L^|HbJ4C^FmyIaD-0k#fjHI2*&C2nGl7pnwPy~8$A*qLM+b^Fe=2_nB7MEZ)otAJV!nn zVtFiH6U#Fb7?&@BAz_{@kFH~}{l{lVfXCr|!{>}9pJh(2zvd6@3fBd{HdsA=!gyW2 zj(nDSY;J1M@&NO5;pRE_Ik<7ido%t0=@ITm<5+zi-?f472KXGtnd18gIrhH5bJX#| zPv$E=C(!=_Tr>R--MQ`tk+0RCn5Yl~#PXaw*CAyg9*MeP9a#UN;Q_~3RnkU5`~T*J z=Ui?50V%I?-ze`5u|YQ=i`Q6}c9gdnWi7q`=)0iu1n|5x|Bp8R@9C&@zkhS8+jL}S zgqtw?d!paJk6dhWb>|OzJOTMZ0{MNEzAfQ-@p}OI_J6_M@Y_!AIpY|Adz@ar z`ClU6EPN!y1&O~_xDxcgrK3Mi{3$^l)KAKE^w-fJT`4>%+IG5U!gkrmcrB8DT>naN z{lwf2mCrJXFDlFNM}Jc#_$l@vKhu-w2Kr3Z{^YXY_ur~d zufGiR&ptEO{#U;JU*Zhq(f*m#KT3l-7rOsNd80onZ$~I2?tj`J!+V;3tp5MxFMsX+ zvVNhqGi8VzJtlCB6iGf~fY=-&vI``ieJfmlj9wSHrMZr z_FwYt|0Z8zOmY0mxMcfgHvd_=(Z+w2W{mz%KD1ole-3pu6s7+ctN*E<^Iv}=-4b@`4O zF$r2WDNZBUvkLtm{C0X{E5D8QWg>QmJ|6mhM)CjHJ$X)^@p6;oN997AZGvwNF#J*` zKd%(X|5DYtPq^;(A{NuJi!H9B`#d;{Tk$*XXa^qUud6B8XDFwy zukfI#-*^3iyMjR>9)!Fq#J?z44P!8AnvKALv|my_8uGX>&C9R6E|?eMZtBkr%Xwu@ zvyY|pNQ85l1I`+9y%2vw8N{%(UQ~<+1)o z%keXP5{v7T9s2%L!aopaQo?@-wj~(r_vs|Kr#KkALj!9k_#45a`FCp01A^z$`M~mt zu`~V|KVK+5huAMZ&u8pD+r(d&Jb7L7EXntJD(Sx<{cmC2LAA4JUx~ft@zI8>fz2kI zg>v8QFxp~@xmnY)5$iL2j#$6t9fU_8pHl4w^+(z{*ZUaLL;Fl^v>5M`T0Y-1)joi& zMtQ_+bN@x`hRo%gjlpA`*c(2NBwH`$VWe%SbtuWF&J*>|@A=I~Y<`sR|6L!SfcTiZ zUs!A?^=+vC#A9H*zk@y)^?k(Hn26Ix@H+6D8%~0G5?jFkyeG%R|0Vf8KF(KI|AM=b zv3|(y?X2_j$YFO(xD`tMPyCEu@$t86&#lP*YHaIu#M&?pnSNh#$Vm(uKmT0lZ7=%z zL%t95|CZ)I&#C71KT-2P<9{WueN4OqfRP#M7n>@qzhG&I7g;zT z`2wc{Jjd4`r3~e4A)e*&zkMA1H&3|*NOQcYUN9hv*HQe<5HKCWS0m$D*WY1WBUYrg zw#MUD5Wh-fUw+a3%M;&CsK0R0 z2*!o@8S>Jo9K#5O_NQQXkk|Ko94JXkeWJdm462_!`E&Q@c^|tv;&8~_L+p*`?>T+_jH|!WRC@m@z5hiv^Mk(r z?Sl`-umtKK2S*Hjfb^T;$b00w=QqHi{THuWiSNIetp73JjqdL;FJeJZD{eP`v-k1yKl4D@<23qzYm}CCOT-g}`yb?vAT~wf4Mh7QvHhD* z{rRlz|HS!>zW=g?u?_bkw!8mCjJx^UmqfnmN{&lY4oXW8mkH1Xjf0jFC{RRJd|N8Twj=y5||788IKDtgg(H3l5rtOj8 z`d8@o*S5-h{WbaIx=|cTdjCh+iM3Lbl@~FD8PIW|H0pGq^oGWi+h9aAUJXOY!rJ6_lXY?jusrx z1CK(E80Nj<;DD=Y9*VF$of4Ny(=rd@PnduGnGv_U5qlxK`rUkBN+|Du=icG{maY+C zZ3f*k@Zk^(umKn%{x?iZvV4|Z%7-K6S0SzV`$xeal<&JMWj=Ox#GS!&R)_NacOz^E z^H^9(Jpy|J4AN-wd4D(b#rR#6-+F1-o#`GC{jp3-z%R78s$XOtXk(iIr-U@T$9Pu! z?L7%x4(iWeo7@`&F6pk+McORFGI;z+3IC9`|Bu!F%7;Y!2z3c;#6yKYF>I3d6UC7! zHpVb_+Ml%U)RpMLupz>Uqqvz!H^kY2D@vs8>D7Go|{Yc6h*<6)_ z4C^C!A1%XIU4AR#P1$$0^c6?A8IOnIJ;sre_#pn8aN)=~aWaY62g3m*;BtW3;dRMF zcsznCs!B=VgmDRvU>E8z$PWQT= zKI7Yn=YPh)5$+qzKl;8~y!pTNYKzQiF*jIg{+sCepST;w#E`Zxt^d&;-os}9&_{Rs zrtzxywc!D>KMbQm+>Kyk0!)lxI!3@9GlF5$I=2P(A31PX7N#S1hjGIV z7c+Y%`EC?JMuj1_rHaU2Y4F8rUdm@?ia<{5Eo-u7puRm{XFV5#A=GL zMJ$)$bW~?|zql&c80Fa+6zr0f+vHd8t#WsV`-SJnFyf|v#^=&>zAUJ_>S|Cpd`$mV z|5*`ECow(c4*@sBa?}3);`Vjrvw>cp1HX;x)Iamc{q?6Fe)!`bx}6de>!#}k&kp%{ z4qj^TYhCI6r}X~E_u~h1{o4ba3-=JzH|Twx^q-o)j+hnvs^G&d^!xv=)5mpB)b9h@ z`v?6q!u?PDjh7!CiM5eyiDlg^cpSsmXqowp@EkBb>a$gRICxI}!#9s-HshQ>_2Xba z<}0-SaRT4BAHUotKmEqNS?XVNp-$pZMLMUx?3aW7=|@vr2)?FK_P@gR5BHvI|14Gi zt2tjQc(8oi-}*#^Pe|(j`P5(f>lpp7nDW;(Z5E!S#k-bc9Hj35#gt#n`jg)!dHu1r z;=Cp}l??Y^bLoGA_u-t8<@~>F+iLgor+%e#s^9-DwtVt;k>jEY*d%_h8P0!&ZhzvT z@_GL`be_C7!MtPVIm|!B?0=D4SR^=zcOOxM3cx4*Srw(^-wiCOtT9}hFqV&BX>;{m%^CS$M)Us&z9$3u zOs9UF!rC7PyBZ}fWH$Z38Zl5CFY!C7*pD>Y`kU+g$9Xx~|Hb*Q26#amQ`UzPju`*S zxft(1CeQy?_I&0a%fpUhdq5|Zr}ns2RqJ$Jk-e_sz5gw$>WwfW$^P$!m3Q41@Y(DG zmg8v0usZ=P3;**+pS$_rSL{K$BLnUbus8Kc*9aWSX2dpHTQ}eqA&(7+SH)OMf(Kzd zBw$qZ{GRK$au3*&d-D8d`W!FFU)KH&O6@M?J*V1i@tB~ z|6Yz5Qmp6R6I$<@6N7H+k-KhrHE=gc_=9;UEBS-!T9yANS$Yxx+cDd^7pk2xkg~6S}u$L`!wjNSMu(Z@DIKnOZbm5@Gpva zVXQR8))-EPI2xW4;}DDqNymF02f};e&rvLd`F3n9N}j|hNnSRd@Qmdn;|tH0 zeTsd~=5e00U**^Th`m`-zazq5i;V>v$?P{C87ow5JHs}6ejLTel!L#xO5d$6!cGWm z8QKbBv+$an9~Qi`*n)zE)_j-wbHVdahL=zKRPfPJzJ{OmxZ5u7ao~NBKgif0rSm?~ z6!O(h(ezSQc~FmLGXV`Hn9C2)>sdtNz85KT-9+(4+he{lL&D?k2`B zXlxhw11#>1_y*w5@qQPk?-wqdz{lhBAzp{Rgsv;s+^+f?ZdXH}92o~jeI&+(py`Sw z|E^(!%va>g#kz&{Ey*uV`{$$o*6tSF8a(7wDUh>;E;1odB2Od{>Z%O=b2Lb=idHb+|pdzQI{1HQEc9__YzFm2K;!3OQ?Yl1Py4fEO()d%{4dP58 zCeb6rj2Pz)xlufqir{MucQXQR8;@%ter06n3pa45*A3pjCU|MVa(MfP+%m%+BSW0b zj_q5V#GDd2z@h7coA~* zSR5#`8P)cKO^I@mmxnkO)-9d;o>U_`*1G8l1HvJQKL-~(@L&tDSk{)rjM!;8N z{m<$zd^aqIv?)1q9?>?1{6XMuXn&I5ud(}t;ASjl)Y>iU+&}!ik2#g1{-OM(WlLQj zVs{aH({%NezRzU%{xjD2)49{Xo7sC}0pGt$^2dJvwt3Hv$@8DQujlywJ6ZKlpN4)% ztUk`@TyO#v@CWSz2IfGFF)LvGmG6f8G`g2)dbcC>Ph5rhjl>_*q4=52D4$?y3~$r! zu|n|6C`V7gh2#CAQaAsc;47Hc*I#fqe%yuf)t0qAn%wt4CTsgkU6bDbtp2;em9ZIm z%~${2rz%$cC9V+LG|%=o-(GV6FGT&>*XWlYt^XBM{>GEr-JH#f9Pu~W?{(}bZ_()E ze=^sf@jz1TKN2Izy43(GJ-`4==Kfd6^`}t!|LwHb+>}{wN&gS$o3cae+=3n8z)7?I6-vIXy*!5UGoAm+ zPOKALjQCW5Sqc3gj6b#E^mf6|X0ra17stL&UKaRm^ct}@`eQ$({Y?yN*R?B-oG+VB zsoy7*pNsz|6ZsqA%gNRL-_VAbrDC_l`!9?cMchy>`j=;56S1EVqc@)R4>6RXe4eKo z|HNcx>wn62{t=y`UsQGMSN%#K8DINv@owU7)URnaa>@U#?+Svkp>9h4|C0Z|NdAA0 zxk)$v(C5?PW(5C$@t_!+cx)(UkMoGmC2^hnHF^Kmab*|^@%d1%)Pa9Lw|gb|+6K{_ zEd7uAgRV;YFIfLuRCmA$Zy@YIvDIM131(WbHa>Q!ob$TJSK~+y9NKE+PE^}S-$Ber zW!KE^<5A*G5zk|?m z$5~nRIemwU_b#)MUw^3ye8%Sj+j4y6Pjvn1gD}4WkAg>uur=N87`W_DwH%4k@V;_t z#Lua3H1M(Fd17p24)yb*VH%0Up?`$mK#Tul4EgF)31np`pU;{9Bf{7~uGX(4f3oYp z;ZkGpPJwam$A6~%??Gw*hWc99+R~6PzRXV3BTm7vIA;HGU-Cv@Pn7;a8h^xp@Fy4(!|SVp z66->_f?r~OD8FH2j0~Mr2UTvb^Hl_ z!Sp2lTF;dt*D}|?;I?SiVBEf4cr}{Yl0|9`zrq|CQwXu}dAJZ`u5lPXFXP zVB3%O{#n@>a4b#m{%5N3zhvu5_w!%=DskQ!$N5KMxp-X{tN&FAk4WzO&y5#bB<@{l z{CRBL>9ObEl?T?kvbxVOjuO|uS<63mzkcyWS?iP6zhbpNdE_!#e?$3-w@K~)*wDHo zTH`ZW|IPoxZ=((WV&6m4Ps8&yCpS7`yaaF4qcN5?K~6gVOD_JOvE)Z~PnP4Kb0Eu8 z-m*cz!NwZfe)YUNaq;wh?H}rRtoG;p$~9a4N8Sc4vi(iW4ehY8=KmeQfzwtS5BvY) zl?&X9uf7`1(c}I8LB5-k|6BdpCI5d3|4_nz__08IhrBaupD>(_;c0kJur|cZ2-e2% zHtNR-@5wpyOTzO=9-bE}@-d5_S<6t8?{z9VrcOK-$G1(W;~4K$(!XNatl#>6nx_B# zWfx*j0sCV7ggjUKP;EE0;ncQM-oZq>k?B{%Hqt#TkB6ZhBm0TEmuT;hJdz)gIBT^P z$#DbT9Pol_dfkJx{V>D*+IJmllc=q<-(o_UEXo7FpXH;+`{naG?HY0dGnS~v#j^5d zFaKy)llW?`^>sP=bH-b~>={bkC#L@NU72rN{QU57iJwG#UEOZ_j2Ujhf=?pf1AP$c z&mzu--x$-Uf^#|QIrFImz9!ZDM~(``6EFsg$Li28gXdGpmwcJG<&R?~@?&2Q%jC=D z^C-#pZ8wSaUr*eP_hsmqKP-F)><151`@iw#+iuCy#ijm_cFlJDH?;Lcyqxrt$R0tk zKQIyN59d?XtZ`hF8gDm*Z;{ZKf>H((Eh~X+`ifEZeH&dyw-y@{tOrM6VL6UmC znOa~-;%5|(@&Wm7CJfMtDHo1>hWH`Ybz~6SK>fW@{bxnE8;>1ATE>lHUgY$Vxd(l4WLV>3 zEm$xg`6BHj;P&wtsfD;^Z8&(RPvS>e{eSXfa2O#^(-Cn%=gtz#G$iHdLEo*v(j;6r zJ$L)u4RGuT_C}6|!%-|wA9PM0obP-O?G(so-mgyi18_RG+;w1iJ@x*B#GVrTjrt*z@eJm(iH@hqeSojCFs}dI-UM2!ND|9n_XvjS84neVE&mYxSJPJu7BB#ziirHxo^f^ ze@*@de4lLJGbj5$*0yfZevsk(%Ws_pBSXK9{M3&kcp6}C?8tlMo7o7g&Cv_TUH$pv zQif#tl1Jo|$=?5?cpdK-^76}p`N?(slS6I|d`b}x2=yp$+35CxqlWs_wJ|gM$Mnx* zjAtyI|0mV_6J7K3AF)1RInvEPv?Yo?|F5mx?0!3K3Su)p_Pe-l0HpV4P+T>1R)KCXBX{`WuWPj=sMCjNg(eo6oAAHm$L{U*QuH>dKFTZ))d zvV#qrl-jI?5AEC!X?e`|oJk^RJI4W{qM)XZtksS5OrjoBd8!d}I=Y85^$S0?c`AaA#_VqF^&7&kg&}*9ZpD6t&#F>i5 z9$-?J+t0}py#BD? zavmG6`m>!<&A$^Ve`VQn_ebJxJYFK(`L`GNSFTU3S6lqLlY9T8PutdW+8&d|{s`A! zE8lq9Ka*X4BVxwgKL>H$emK{EVquJ@#qb%18L0)Ij9@rMfJNaC*b!nj1V1C^#JBJo zFf@bxg0mr~49DLfFc`dEzIqj6HvI@ZF#P>ke)02~7vrZ@Sa{>jzCyon34 zSWd*c5MwfX)-1Va~^yADhZ<3;`O$3Jxc zkN^GfM?VzK8;LyyObszP{7+1WdpxHiHg+BezPnS>oTfes>v03D4VE)p7eBa5m{@M0FlWWKE zl)tT`(vkD3s&g+m4(bq_sm|>_yVq5ot(N-l#P@!3{~YdLsB^o(Bg6k&+jm9!XRNQ? zxK5w#Uc`mt{awgoTgNW99X~!(4epa8mm1s=*qlvx=Qxb>!Uoi?SSL+ABzVk#s3GQIFy>+l~y`+oNNCk`*RgT|I$NdJ>ydxLo>UH>z#o8$3phMg$E9*ZAiNe7-O;R7z4`NX?9KRU)pwh&+N%<*8A$9V+(b4r784>q5U6{5|BmkvTAF{#&*8^C*9jlcfJ-`6kb}672t2@-=VN zh4rET*OxWSN7E#>f4=hXesR?e_IsUB?l{Xg{ZCZ=3nf3qzuBB3W8ROydh8pK<3Rc> z+cv5HJt*~`_U4;z`KL>x{+Vz8E0q4JKk;Y!V>oUy8UN#{f8$1)EbC9CtFP$zFIyGh zZgQCaIIeB|wSE}s)c40s=l_O_%5|gm0_=Kl^7g)L+}e zY`FXDFFZF7(EKBFU7qU?aV?DfL~azrqS#Sl9to~Su{nm(QEZA{6Fd%MEDhap!{BJS zd;6N$JwyF{f&*E-x=gVmz@Zqvgx81>5&Vjm-`AUjy8));7r%H?;xQ2`V&jqHkGw9t zMs661GxezFivb3Nyg9sgxBm-wrTdDjZ#d!(9H@00H>`2jdoGGxc@8*~M}c86Zkqr6 zkNI!%1!YRQGnZCY9z8U0coItGql-H+d znLP&TI?D0gfBsISZ^7z7|K!(UK5XxES5LdLU29!+<9>JPdbj&z@dBT3%#X8lYiJn`!*}oxOkUJW=g-p4jbn9ItjePE@(-({UUR z%4E4HpYf4++||0rRd;xwn!Q&dO;tPm?d|*Yi2F62c1D?5GxiX_G{8# zT5S1IoGHJLm`(c=BOv~|cJDLhQGUcs*ty*!)&?;;=-ZL>>X$OVX50rRM*rE!fA;0y zx{sDJKH2!~|5!{K<;KuhCxT0f^jYB!oo{fp=a0A};HW6}_#EHl*zT#I+Cy(~9rouJ&JbUDzu+cJ+kdV_1LM z(7b;M`%c}kcdi1@E4Z1<4N-nfa|~%t_MUcE`med>Yb}z8Vs!S(`MH~2?iw(`SMT5l zyt18N!+-wTu6F>Va#+4IH2pJHR1?Z_7Vj#=%kr7_8|M%!vi-jPe-OBr_P$Pc{_{)j z#-Q@no&WrzTswH_XyW>d{SD^9^o%pfynDfc*MZoPtcUGCwjd@Y(_BQ|ndam*JOlZ* zRz%|#>t8F%&$Pm!2ivgwPLKR2W@j?4KQ9c`AmGinc6BNFS+ z@{(i5evzbk>&5#LLa|3$DWP3pUmZ>R-}`0RT^P$F{pss9p<2f?!CyT*F436~+#p7`PAf5(4#*GSe zCHY8R$Pf2ooP^?UAvCrksCQMSM4wN7x4U%U6GEH*h}L$&c_D=KJ<#Q!IggH*e*Q zkD18Fv)JRgd;6;RVFqx{AIo|7HvC1{AG!nVjad+?n&^1{#LYd)QIB+Wk!z}}GiM%#33`P4!F?a#8BKGXOAD9srCZ|WOwx@8gW zCa!ZcxyxlPw><{{KtKie5Uzoo=XKUf(Js>`W@vwi=t^cZT z*mOm_kpfx9L~ z-~ZPixEV91gEMDl6!$7s{lEC)mdGD~9l@BVCyyU>Gv1%+PPClD@1*SH$f6pMU*6WPIQK<3IjmbUl<$-7H_R!Zja1;g){7!u|Z0zjk%C)v$xE zx)JDrSfI_DHbl>A-dcZh**x{sQ^F_o_+yXXC;#!s9&>%b^APJqE}csk+7Q#{X*c!F zcU)65{K5wgIC(B;|Hsg7zx(~GDAP*$&71#;`}RM7`#$+^zV(*mQM0#Jc*y6jS)4Hc z?dhl!P71~l`Y-&*RsNS%3uUgg@lQYHf8m=-mWlWI`}6Wo?z6whZK3yZ{Q1-Hx6k$V zTKxX^B=ja}kROk;7ym`lgztY({pvR&OXWT7W-j>CeeZuyKl{AIJ^I;Gl=-xqG4CV& zc2w*`%vqSQF;Co^4|UU11&St`1$|Ym;OhdxB9>RC-i-JAC2EXpZneK66*iP z2QxHHV1K^!hgaRtfAK5n7f(L@Yxl)(k>r^SaJ za+ol#b+P3u-;Li##QtBZ_YbKP+g<7zw+Gu_I2!`&hxq#NUwz5IU)a5NkGGMdVvG1q zHPbVXNJl~cQ(eaLQpuO+3ZVaN)I7} z;!>L*Gxk2I`%_Wf{2Y*~|3zss&_8{I^kbWR!w-bVY}%jCNqQW^{;z$>_Z9lhr7zuI z|4?o&{ck+ve^frt{o=o$mHuv=J=Xu}_dIv&g6r(L;EtX==1z2;be;I$($j|a-RTa4 z6Xx8_3$Fdr8CQR*(RCp%?KNOZPT)RceX;yZ(+PXBrR$WdM;<4yw7O2BeQ()Oy^tos|DSz0luurq^WfAY=BD$?dCBkc&8zMTY^JvBXYO17Cffe5k@2ka-+1&t_7k%K zavA@eUwV3OxazYU`<%;5fq&tnt@GVGpU!s6fGJ7ke^_*Ag_~EiMEnob zp^g7Sv_CO7=Kou||IDcCFa00JH?y*3t>AAs|84*d$G%aHF+||)X<3K-vY&rfg73$^ zbr!5mGkr3u8eTd_kN<~xRGr^{pZzW4BZKvioMM8r zLb(-JM4u8cOtL;cC#3eMcLKYp~e|#+k=&0^)0a z@4{>uq}Oi-aFlDdAEf(fwkIU{%HE`Ywa$qR0pB{txVScFJj;9D)tRi z)t|mZO+R`1e^h>sA^D{r|CV;N`lp+Jt^bWxf5s%5Z0nC;7}0;nqyD4KzYnT>#Zl1? zIOHx!EXeHpf5e&NZIa1if7G1a58MqgH~YZ7px7Hb)&PS;9L~OThZKi{`s<#^HoI={{%6eghNH}HHKxeV~ig$90`xaj6BNp zz?WEjB*uW^_!n#p)@QD{^)TD8$L&dE=1@<&(Fj@A_3)|B1J?IfX~sAF}?# zPWcz$bu>R;Rw=)hS7R{IUKo_;9 z>)opA^=|c^wQe)Gdh|Un&TDne2DhT(Gq=1FzKor#A$P0T7jc;myH&f_x}{so+>$LT z@hfxXdpGJgs9qNHT!H5otpC(4ShoznrLJuEIzKnY^*v(nJ$j!xX`Hs~= znRWf64B}z_^yz&3=DEe2R!Et{`Y+u0srvx9n%Rr~0)Co5yZN6j)il(zFB9=I@6G#A ze$(fE=sqs{B+#?gpU)AC^!7(H1q1ZKlE2_MQ}~L)`ist!^e-H+LH)H|V);>bjtTl~@G~C{V+F~xsADngKjFK<{*3MaWn2FUcf)eG$CwDi7RWKE z6a7(!v9LNaW)<~O$o+@p@i&_OGkO2gcIG$J=<~Zib1(n#RpFD;>-n{Rrt&KgJ1Wv0 zbq&2%!_GR6I55`#bLoF3pRt5AzM0hrZGygT@gsJokZ(8__1)#x{_OXfkNS4Q{%?JR z_ctS5a{V6^`LmY)8JNizrTkGHIL=Y8!-&~L4x0Ltjqdd~-f;64Er_r%tUtMCh>O`& zu@$)0H{9HXp9t=Tco|}3I0iLMkK0ta&AtBSG{Ms_PsWitjQCAVOFYi&c%FGo!H=@| z|MfSfxfN?yyVKy&V>I5`c+NlO@3ww#NA~?< z^#97U$_bdVZe;|%Ubm+%_F7iYD6K50p|A@gEZT+Qu^O>0cgcup}(`Z=}zhM?k zNtW|3u|4VPAM@xy4)hU~#rtXWei9Z37?)+d@6#*(CQ<*!Kg0a=KJ(Xe`_JbsjzKgZ zWYGV0o!9lBZ6C@fUWx6Qt^HGNwq2I;)h5p0|HPP9YQGh3{oO7YYL+dw|6@I4oxt3$ zy3{q}Q@ndT3rzmfZDj?q|H#Xfs{Pq!Rh@VTOp-7Elk~s1syD*08MeZF=5jQDX3768 zydEY0f64zJu0M*+Dz5+EWZ1YIPx*q85pEifiwVxPJcgIicu`C*V}!gmhKt}F65t`^ zImU>RxrNW;8FJ$Yo`l!=to};!p_f4C$`hnIFX`X+5#LwX--^-y7U8=|wcXUlQv5M( zx!^}z&D&pQ#uuIY%l$ZuI2m)bfWc-d=2npC?-JpW-Pu3ed+!5EsK8{_avSO)9AVQ zL2!QI@-rO9(QlJ-`)QFy6fm@!}l*58u&oufw z9UNQboc=T7TA02A^4iM z>Fy0i^66h<`3K;$N!I@`@HzK}@3>1WtC!ERp24pNF%Jxfb8iGVA7XdFiOjxW?Qi;L z-r^6tH{>o}JTG**`UiF{QX0#orhPhez_@Q~{4;*J{9BTys`!gQy-w zvcK}FztjmBB9?zoXPw&*{7t(0tDJa`$?QK~?}ZN{dHo@dBA51m(8iywqr|8rU`-w+ zH;rOah>dyV5yg!V%kfBr?a(+)k9_@6S6jPR@GL`Ihh_ZH-XL~YaWCboR|(GzWhlo> zh~;6Ns2G<*%*_pQvj8JAJn)5Z?Iq6t-C`RMgR*~L4e}#?N6Vsdp_t#-g~NwyJ?qGI zkZsERc&!gSJd~q#PLwa#kl){e?}a=v$@On)Zjd}_`-JQNQ2!0sWC7Ml^rU5p;z9-W zH~fs=)B4wf|A+OW{T22gy=G);V4MS#HL-BA*cRyf;F9-imB8 z!=4U-=WrOd-YwXNOII${cFLgrzXM*O^H;mX4|f)0sPW42oW>vD-zNI~qa=S~-~UF_ zKjR}#n>Afxn2G|?Acyf4$2NsIxHJ34k3bpIh)eq~#8!v3G!&(Qwo zzQI0zFU`0=zT6Urgy+$Jtq<$6)z?Ym1jW7{`hU!Z$yRu=uUAN6KAS^x2rf8z3K zuh*C-L%wS&ko`xT1^XYrmmkM|mg>j4&q7#roh zIp+2p-0N0;whGtZbZMx0lUI^gYlIk;4B_-m*UL_Fvb$-z})R674yg|LK$6SJSS)jD@7W5yh+!KO&qo zC?hc`f_Y(iah>H}1uRZ3^FL!)MLrnjm*ju3{Kt|n_!d4Zd9Ylj&-?XH8IjC1{vYK& z$=&|n4UDk1=Nh-})E2i1_@ZprpB-3V=?Bs|40f>C6Ql3{N?N|RAZ@E;-mMdCymmL|Z@2*$x<@nYVQ01x8RDuzaJNzr*i zK6r+h9QjfArhk2=B%e4W>H@z6y`|8V$1MpSr=)-BQ&FEIHb?MW$$GTD$72ee@)=xL zEKO`b^1tGd)iyI*EwQt$7r)N9!*>d&Vg8{`N>`f|XI9YK)mN-5G`^J~HN% z;_Ys`RUUT}<(1%@wLA(d|1NPLg1G^v!()7MmCyJM^dFt+z&-}{dftBbU3aISei&d# zz%@f$4)HbjkcRjarrEuFm-uOjF`<0=Ug)=3xMXp(7s5S}DM&jNzt<6aNWQzmwR^+x z?;tIGH7i!Gl=LTBn&Df6{|5Xw#zDl`RLqk&Aj*6b3A{J#E6~64-1zcACijwhd+{AT zzDsAB6u)Kdr0q}q3OSScE|6;eVV~9VYFWc`YiAzA`rGxmp4yL7$(OXg|JUQ&xJ>82 z>p`59LdmDUGb*#3Yq`TZhv!z$hh4t%5XI|?tSLFHKRVYl#v#|N{O8|L|JVD@OFT5j zP9vU^{hIO71dH{6&3}d;vw0`%bK!Yd|7^w|@omZa&vyMGUN2kwqtNZ2NfILQ}02G-es^L#gksbS2fM~Ja8ZWiE0h(~!8*Yz0V zW{A%*yoh3abzK|;4wyI(vj@&0zSGO#YGK?dVnP)2;`2owPdxF2TU}lzYr5iT5%-e# z6Tzw5x}!(I1p}AM@^9U;(S7S%-;(@7OwTW#dQxl?#ocI`h7h-M2-q90|BQjfm{Jx8 zi#Qgm|BLwMud}n=E%;=9VmVQN#=oM?BN(G-eMBDue;(}+@&r<5^RWi6SHl!3j_Ie+ zHE~MRhv|Sir2PHDcQXV`FtOB%H?_VofbYa$9!m=SW{ZT4^|iLLudZ} zmFxIdn`rW_zp3WmXipjMkjd|#rTXhT`)Kyh_NLwL4{yIA@w}$Zn&CEppJ+VVpS~FK z{2TU0-=8a;d>762CD>PBJF-lLXn*;R4tpt!s(Mnsf7sfVNK77ojInD{^ncihyMVDFE{I$O()WFxw{xF~{mVa>ZU4(e zzU7@y{ok7VzI*xgKj=8HI!c`@fC*`l7*E8)aBpOu@Yx{lli+SDmHVc@$8E0MD*G7R zQ+V^;cO>otLCPA4}3H4e=y5^ zH1}ido6Hj2i{uARny~*Vh6a2$z{gCHy`X9C!#N*E@)`5$2KjFAQ*6#O$&2!(5BT}7 z{z?c?%z6JI1 z6YEj#W^bGW48b$*ll{x&zooGwu^OTOf%ulSr?$rH;wbZ9y818OcQ&Q}N%(F!C$g>l z+{knC)(B=q{3C{839u@_tq7+K@e0H$;JC4MM>Mx)Gye%b3D1vKfA!0ZEg>XJr@hxCBl0! zt^BvKq4$)FMDt==<#F+S!uJj7E77yaN3aql`6c~NZ2y~6dC4uQ-zj#Y*=7kgonWnD zqap69U8fBy?{0j5mv{K2JyrR3oW3BvZ+jb|O%d(+FpZ>VTFpl=$^M!>Q*%yZX^K4z zJD4%uqcU93=gi06ig#ss56V-%`VYw;5B~wVT6o0%x_sN}eLm#Hv2P)w^5j{6{ia9v zL-;S_n40&pZ*Xig0 z-wn=(;Ny|FQAl48d<*kiUbX`H>G$JzvF|j1Jc-Mp%-Xtrf`{4SzpWk~x{bC`ADM9V zjNm!Q-(R<1_LI0*wF|f)@%!QWK>sxv1FEkpk-y9^LM)S(@3hqG{SRl0ywBFJ75T&; zvHp>csdM|RgR(6AI z|8!huKmTXi{~9hg#%rI~KgW5d{a@lsao^e72czlV?2lr!e=7OPbyEvGjp9?tZ6o-b zc7G&x#p7`H0CTfna4W^Pzw)U+@imN-Wp&Z|1o#{9-w)h`ZI;S88Y9 z`TVM2dB}UC@iu|)h3sZ<*bv7e_@OcCPnp88hrE*QPsW~749kGXrw+;8vma%u1*WDG z^=AFe{xJK;>VHq_LkuzXh<=&0{*u2>c!ZMlf4r%|?cWC(sKYtPAg)N-2(mODC-Stm zNn!tz`;YDPC2Ylh*lzTh5m!SDPDM>6zUQxSJ8LSu&yL@`-x43(8NuANy8{=oXF5se zKd!5(-aqo0e+u#bS(0z>=Kh`E)=t0vCfGx;e^YGWx!z z*D~vW$?~mVN*;dvN#1$ZfBD|kZsE>Pqy4W)4$9ng4Y(Mrhs51*pMr6hu7RKCDy~sB zF*C&AY_0&`4X`gumM@iba~Cd<>%1>%fV(kl4ly>&gPbvpMaB404Tig6JSVKRil0$F z7_PsJ^F;ak8J`K9#+2Vq+zrwmL!2poe#&bn&toqLd2HRa z!|mQzCHo(TnvclZeHHdV-NmC(pEdd9vYGk@>b3GykuMxMkWVZPF*B4;xs*@t8;vs+ z&%Y<}jYl7B3CbsD4`WgZ?+x}})@|J+&lA5B^X=&TKmW5O?pM#hI3e>7zrPH}koEtl zUvNwnu>aZot8+tU>!0mE6Du%Y%O0B@*RK1<1^O#4`cf7?aa^rvkl+QljBDF>*(#Ds{ip>@*j!*ylu4R zQ z_kApf{wFb~U~d`5S&wQb(H2|gZAryMukn6N*etMTXs_6QgxE834SN^1XF=OW-u)FL zOD<0N@2}T|dm4P!=P5@yKP=yN*`A5)QNT_+*aiQaPfPjsJv8^g8!k8HEuXvt>c{TZ zcuCw_CyqogI37EK^M)(#wcT286V^Hy%Ibv`MB|p|V zY*gPC#5PF0s5JFI-gMBlo@@}`gZNI7PW(A?R2&ZD21Hl`=rBr03eDkQ_32mi{LCh5kw(%}D4^1C9s#EQ+bo>*TQ^uW&!&T=AJ9?6(YJ ze@SpS$mipEb0km3a^n4a@ZFgH2Z`Z9xhS7JHT-=%cdjFL#^ew5BR+-b8EuOGPd^m> zMhllH-wo4g9$MypaQzT>ME;wj4dA_DUEnj~H|Od%y^QjCxg&!r_rqC`J4epNFNJ6L z4SA~Zmu~)Pgnxd#+F!68m;*8y|Gl@!W8(X42K~RWzRtCuCRXQ)>%v&Pc&Xh5DzC;P#&rG8AKk9R%^gqR=1${F^`-iw2#lp0eG+8kW7lkE@ivJBmUZPBl|leq5pk3Zr_h|QtxBkO-) zBN%RoSRi7EnNMv0u{^zkU%5{{>jQgX)cWH-b;dkW*`JIFMVZ9sh|ZXww|~Z}{|N9) z#1kn-#wNYGu;FlzhC+9)6iPPD?v@>ZBUAlEyeSqR) z3F{6}*i-;Xkw|7^_5yQ81yWnIl<{f){{l0WY4 zzv)QujZTsEPah}Wk@ctFAk(MAxXscBiY#CHDeV&WTVglH*#D67qI~8zjNbRm_w+O7RIl3vY!2}$&J-N4=8UVSV0Zg6iKFfqiaaGhn0D#nx|2Bs7I+st#xiccfVO9wb-xc)NElwyJw z%75Z=Y+NuNmEmT~J_FwjWOQCR@5nX7^HsP;{0uQOK(82{G)Cwly4BcD7cf+z95gc$n) zyhqb&!GfgoKfJm0efRY9&nxeZ;6}XfMGv8h6H|j!EtltKcW3kd2hg% z2>X#3*U(my|K8rEeM!8m*)wJn*?&DMwpic8{5kC>*cHN4jq@ly_p12c<8kC%?sM+| z-{xRnf%ceUQ2ZW;|8JNR#)XRa{ktVb2cOMHe%m$Xso&mm|6BIJxv%d1Jh~?i&W)Z9 zztNCB78USZ_(Go`isv8|BXXNeKh&a{6yrH;a*IA{ZYZg@EdB29o2()QH)bHlQ+7130@Z+HTEr?x3`HWpf9b5mmG70Vm>CB&WZ#e#r{0{2P`o9kx zkJX>wn_Jrr)9>ZwlIMmvq+0Uc;QYi%#LT*fx{KWV$6vbnC&u9wzx{jqz^NkR?y$@U z_DZrO^ZPGaNud4<>;)4%CZj}z4Y{g?~OGOpuq6!|@f;UsH; zUk|cff2>_~uPvTe?RvWYCo-|N5x>d)z_zbPpU6c%pO5BHKTkf$?O#^5-2HLNR6qU` z*MrgKfAasBUPJvSum9|asrp|%;!EYCe~~42O7`u)Kfo1_X8-I%I^lxx@tCSRfK!Ri zflu+AF~W0$vV`?#zV=^_aXB-UpU(b@^39?C#L^hg4eKKH39v*7+&9MKL;Q{K->Chk zTtnKHe2&2$+;*42OVrxW~z{5}vQg`A4bFhCoHt9b*a_N|SpMMhZEf}|= z1;-;;YYyZ3M2`Pt`)9QIuNd=BNj~3!{aP?V_D{0>d8-%8T9&x3q<{ZUOc$?fc0IJe z=)WNc39$&gKiS*gVrR>HJbZxk<7E2&Z=APb{Y@u^`I)TsfBVlf-K<3)tIZ;IMPb@M zllt>pr8phrW+0#as*>?-+7tJmZ2yJr7PcYzHX=?4p7Xx{={{CcdbWLv_9rI*F*4Gx z;e#~(9k#30A(!@-eiz6L%bscfi|S!@3-c>b{jFT-_P@w?L!1q-4`F!|eGBAPF@L}3SvgMJN^1YZ+e>D;XMnpg ze?O1(NpR2H=2a`J{x8h@%RI}3r$>Dv$?_x24eQ1FuwFQ~^0Cgc7T6q#W7KcM`O=?r z|34G|i{&57OD#Vxi%En)&{om{l#vanL#_}aj5$4Wl4oDjR9OGQ? z_R1bWa=Ov&zbMZf{4d$Qf3S>&9Dm93Hyz&YUPa8-mtXs%>PqyKd;N)jTHOMUn+)53 zH2+_6|08CKeNp&s0-t%w|6TI`m+%iB=YetYmB)Vw&y4CJ!qymv2=x@qSVv}h) zrk5B~v`cBTwgZb|@ANq5dVlm{z3jWkegNISr;jdQ`OHInIkG3t{dbS)@c-4ncg3}K zgEv2q`YY#OxnsOdeScuQV*kw^ZT2+vSDjEdm3hghy&CGDvAQ(&P#iBru@?8&f5wa% zg1br9zxok0z4$&vXUxy8@rWON4v}BOU&HslnaWpxNQ?uC@(6IdhhLH*X4tgz=KN_px^UXC9YAjLnd1?@&%0;%@Z2=ONJvF*M2{vruq3#H27* zgnqY9-W$c=$T!#6W1+u@m>FVeE?&FE|dOO zBN!FsyCGJkN^mzg3f@L>H{=(Vyi(NP<{!0r{QgVQf4PQ?$NN{V<6q}Jz6)kH|Bbc&<+}cs7GrLH}cRlf>Oj6D}KKXvl#>{p&fnY$~_P z{tNkTc&(ylH}+NDbc>fS^J$R2Vyot5NC?monvjyvJXSP8^OF_&xPafAodlj~p~e(~Go+FCj)H-epB5t|{M*;%<12@uuW^Dd1*Imc*HYe8J%$jqSg7-s}=w zj&b!YUGb@xeGB|O=VbqK=tNB%0tPoghD{0iz%kaOZ~h*=5l#p#&7+`YAQrt;l*pG1f^Vca6_ ze-~r^A?7BP|09%dQmQ~%Rw>u)aOZ`I-T?z6_t(r0BI z#yUkDZ2123r{(k9e?Iw)d*#j7-TJz%USGr@WxxN(`mYD?Qnu}%OaGfwc~Q73B2EeV zxxGJ^$B3tb=fX)rUwO&@E7*aO|J(P468_?0#h*yM(9fm66BFa-0R69XMR;y{;5D5m z;xsbH2!4e5=zY1yv?2rj2=^&N?=y|v^JOT>R~@k}WFDq|v*(dWfq#61PsS1|u5 z@98h$+Z?{*C;WE0?!GgzFWbH)#vVMm+FS8WbiVTGuhYGE#fRuVzMaF54u7g}-mtt< z2iA{e&#e9%U=vZt-E@z;k^f2hXB;BpYWm?Hi~Jq*KO?5Kq!(XwkRPs_%uMB*Pj15G-&Wks z0B|>h_#T^lH^h;gJ)>MUyQ_CgY^aat%*Ec#G}nRaid7kubMDFP+Pzz_D8$XM-iBQ< z4w;UQHpHYlEpe&Zqw`kxIlhG&#COwo@eMiS4oKXEdqWZzYAW*W{{pe5fLYPlR6`QG zi5QyRUggvo9{OC{0e(xyfuQ{U+n)<(G2=X0IhHd{6rN-3Dq?7cu@7VIuQ4cw+=3|1 zl=AXOtOT^X$={7Svi?Ww5o?Nh3?jZ2+JERSxOzs0yxe!Bj3!s&Q$a3yf_QBh`$j6) z`r>6L92oyUd++rpN0IE0{x!hca-Q$mb6)S+y^p_pcK1H5gT)&O79$qF2#`k(c?r{VS*cEEkSq zw0f?8F@0W}mj4HF{F|D-(0n&CcF}w)qyHt&oEnRm|KuOndtS%6WAo3}A7XZDu|Hz| zr}ty}Hvf}rvaSDYqxBRqD!`%~H++iXZ>$y*&$XN^R^y!ZRAcS0q(8B3vBOc%mFs`Y z3FNn7ZX49ZVvVV0{sec!yf?m%7PeAn%CJRI|F@vOt@t)Q)DZLdT;?p|Gx2v_^m`;f zx&HI|LG9mK*FWl*2gd%Yp#N?DKWz3V=S8{sC+93y+t2IY)|@`pp4#4jOX*+Lf&Hid zYo$*-<(Mxgy1)MIIrq#5#K5E{{OJ`pLRmp|G^wAYw!(G*7yH)i2v5g|6=s} zn*Z}!7P~+F^(nVw7qk8cwh)^p|NUp4Y)vS!;=$Qxm~#^V0Vyy^q`_8k4y|61rTJhW0`3W{MNjzsY^ zJ@7Vyzp-z8lla4jGf-#hCPc@Ezwel}@rVzi) zIsjtB0h$=80rtduNV-;%Md#w7(O}2Ywh|3CnDzy zj{AA&kEO9CIepJl!6O+zbN=_2{7u{bwd6abJty{`*=b@6s-4MPGiH~mZBQ6947Lw! zpzZW6V5{Hon9ZQJQMwKB(c*gE-vWP>;7|CTMVlHw@rB6#de;X0uYSkM*b8C>K90xl zQg7ft%V&iY;8cE;kO9}4gW{0mc)eTHdJHD|3riQs} zBoEDL`G$x!o``KBj)Zs``ZjnC{}aBfDiqX2rW|M0JStP6DqxESUue$Tb~oH%T6 zXWMr|lb9K)6NPJu_2HOV4j#eXfF`eJ`<#E|ztLyyDAMOv`r3Un(B(a(OCQqKZCj-c z_Fta`{Q!Ml!KOWNfqt`3NOIa)PF{!8u{D4wb?CLFjxAK zRsR!9Qw{%_ONe=|Sm$fk4{bHsAI10|u(dKy@p@mo{nLuvFqRiabHpev#qz~$ITc}U zqWN!fQAz$9A^((DVsDQ9Xm#9@{%fuqVuxaU4e>Ub|Hkk{g1NE!Q-Uqp=C;rW70Le* zt?^-Tm4TP=h`lm1KuZ{~R+`I3+?~dZT^M}R$ z>o5Kj%iEvxzo%|Y=D+Hr>fS$0hgDkt8liuUkBo=r^vl~H_2U1A!&}^{-NaoKuA#qV z{xe?!@i&#;|CzJoL7#ujc{FLk^Z_;gS^2NND2=t5|Anzs&HbW28TxNl;+XiXxW#{B zaAJ93;o0I*upcz&lL9M`S`q=J0h$9iM6n_Z`t}E{8^-zf&Me7FEg@fyznvY z|6?sE;$oP`hQ5PPX9~yo{LFhp?9B?~yP?lSa@pWN?>TVtp!hjhbL!0Hb8b26OtB4O zcvz>3xR?W-M_m`bXWDaQpWM$nQ>^bq+zaO)>p5B;8Q%LDF)}!>b)im4UK*`4W%+JU zX9^e=j`_)}XXIMTH#279c;waD=k^>1-UnOm3mym0efacI!M>cqcRtj=g1cc2DPU@} zhLqxYNO$8F)`$WIY5EkQ#e6sPLkT_z=Sh2i$6?>bRjG}|>xmDF=`UKj6nGr?YtWwN z*SX@pMZTSS>3@~`>g1ns?%4ku`#-bJziQ<#TrWOn%xS+}hq`k%cO@@Y#`z!G%P9Zh z`V@V^aiEQ4{x)X*^@jfZgG(gG3iGpAjuyj{jNdrTJ@w*?Zt~Vya*gFhv6utvE!qCG zZ@+XCo2O}8#JUKEM6oB9$AiA}Ec!R}rvm?HORk&J@eg?hJfqPkCPw%5*eu3QeB6Xv z)(D{fFGoM78Ta4X5gH}>Ux|L2{}y+!Z884$v@u|-MepAx|J(|e*xPc<6_@Tm>Ca8q zuBy}em!5z6JoSJ7Ahxakd&Kl?59X8Yr9Y0d^$n+Jn-Jl_F z$hxxO(B|O(Wnb1G-Roo0*WH}$$a6}5XYfBA`|*@pdT5QvVJ+it^DnFXC3U74OSd?# z#=b44uCeqaZmzNNJpOBZu$XU-Kgi?%CJPS>{zP;DbId?D2I=O`aX8AGl%5G~v3h z{T|=GKU5m!`o9YPHL-QQ9c}hIapHo9mv<_>OYwcHNdM(~4mqyxg3RBje5;=S#0qo? z=7zk~{t2cC@A)A{Q=?cj}z$#FPZx$!7o)ypWk#B&`6Dc!MO&| z=kv18)NTA&Yl=B!{(Y|-b*9?I{}FH|_wTqBt5>N123zK!A#R5LnvI)~?*=#%VrbZ& zU`+0JyJ<7@J1EwpI@XTg@g(ofvG&968uQ)UxZ<%W7m-7TcphMEd~GP^so{U(T#UBm zo4J1%*cs&KVeKR0c8vbC8PoBM?;*zw`r+^8{)a<9c4I$Ja^P6aC&l`(&XnFK^w2jQ zTg|IO`otE|zaxD`yR4CQ`(~Hma(G^H`ye0AO~E8-ovoY5bMxWQp>FKNiHa!#kM7`} z^!$_g3|&I`ms~f|{I6yFwMHH1@V8PANOVgH`KSEF^!ff7>z``rGslh2W2L`p_XfBA z5PUp%&)O>WWvDm5m3%zpLx0QvK&O8RIF;V&e_1zD{13TP{MuD+{j(fMGG5esriUW^ z$J|A1Q`QWOudY?9%VYY?>mvDFDC57N@ozh~t3dv%;eUUReAD_p{$zy)6sdw?f>Bjp3&m9s13>-HxZu3_9dqe zj%!~PhtqO$o8+|-xi2FBM}Y02{$&obSpTvA#N7;Z{Zp;}f6(loYWRQQ+)??KZ{O~3 zWK16h`>&e*2fbfJ{~LZM>-e{!PKD@|ewhE_WA8`(lhf~C{h#x{vHag6^-6%hX)pf% z|1j`>(!!a@b+jBhOl^!(>whu(qtX4Z#DBqyzz3y%86S&h{Sb_o#Q)7_({AU?hm(9C zrS&Vy`@c%rU$yq1xFW#};kk5+XJ$X}yc)AMdDFhd^2fY|-=1l6`_CVBj6cTqr($oi z^}kyBPd@#;`)t8vJR{qWpK~qp(P$m0wnMBl^?{o>Z8CD*bV|M&UQ2upbJr{rObu{1 z$alm4hR4z4@44Cd24Fd{Iq*NQtxLDM+#%$XJ9haba5mR~M?tM9U{F?W1nvgd6=GQS zg+@h7s{PkB|+l9TJ2J+;fO`g|h(&r-0Nz*h}O)KhG*}mXzfC>8g z+;`!**)RH^%F+L9!g$a_+j#DMormRJV-wy}*6nZZQ~QJ8V5Y~vmibpq{+f?(MXi@j zz&rwzCUdu^{1=ly)|6Tu?rDttXZ8O|{h|!|r&#~9%>QEjFU9|P`+>JXtU%-Ty44&j z{uts4?@syzIc#1QER9?z*ISMk%^OoL{vi2e=sWkhJep9)DvSQj(*K31T~#Umk*2RW z96mStfM-hgpO~6v&D{G>yPg9Hd8kL&oba{f^2xanqhE?#h>EwuV(&{hSr%%VwQrv ziQ?Rf#mVE}IsO3g?MNJ3V^5Xb=gqGA!Qo4$<$?50(ADHqte*Jkj<9okm%X$r4koFn(VIvd2Z8i+Q zrw;KSZ>MebF%-4gG={9#!_N|3pV&o++lVih@f+m2p^t#?5$3}%|A766Eu=XFh`S(m z!|)eA9x2C&?YJN@8}VTX<|Z3`d2T+Z+{4@#2b6}y^g#pdrs*?guJ$Bs)iV9(`^w z#uQ(#{MWIG#)!P*co8EbF$nxe3|eD(4;FpmuKv&ZNbm5 z-WBjOI4?LBd<#Wi&W#(W(S&0oMvssj#EQcqeued^l>goSnH8_|fz*1E=i@W_-&A0L z_$=qno)-G|?%ojjXM4owFy9S*Mn<1_9_GYRJWn_9HtXei4jkAk{p-H{6EI3zlZ&}{ z=r8oLkM z2Yvqa=$q*iKmN>j!!@S2`d@S=*8;9@9{*I$`d6?3z{*@Yk(%%WcE#>ZE z8-LDYVw8xn&>#N${Wg4SDLko>|NTAwrRZC37|8_#e>S&MPl>?REfztn2|NL~N z!yUVLGT47sGmE}?&EW(873)n&O)1^7W)^E}$o%1WVqTS!f2kh^87MaYy70|#rTJfU zj-=+F=<5g6{&jfB?RWD2S4{ud807q~|NDQ={~Z$dN&7z-8_wn5>n_^k4b*>zztNbP`eH1mX1*70 zY ztPvc}=l?&a5CSNoxX^DnHqps@zuU{V+M zcK(%;KdIdZn~61~IPcdZrv-CErS)&4=xZ(%$T;zPCjWk(+FWR4|9eZHx!X0rjm8H8 zhJ@ehO58yG+!FH#Hs$%(Uv+Pd{ji7sJH`TtUtD4j5kADnA9!8JFC#wm`9eSN&g%>1 zU7~+WjlcDO$q~jpG}e)9v(Z<~Lh1gup7^$;{v}V6B zfT1bKU&DE_@}^*LH1`w#^Loocg6joaWB3`~@7wCJ&5^CkHJNsd;Y^ZuB=c3;R^uvqE%CjyJ&3VU8-zY2Ip+PqcAj>V<9}4?V8_)1dv7N2^YWL0o_J+1(rT!Z)m{XV7Z|$4$-L{4Fi}jzp33vqI zp<-b4nAS#NKLs0u^OF0gME@neT!jA`-!~kNwrTBa?84&+9x(d1;A6Rc^GD!Ve#Dk_ zrnH9C@#9CtXF*I2@gjF!LT+cPox+1t4sS|a*1M;VQ<+Jn-g_VSCeNz)AYy^K;h%~z zMEqv#QWtSW-M|ZJKAro(50S3b&niWK^U%wvHqzf|HRXnzESuq{# z=dm4t`akc#AD`6we?I=-x(%#n&~82t#$?waeuG$;*qqhbpZWZ+eg3y14o|#OG8V+D zc>fGy)EJWUI&Zy!vX^d)!TZ?4N4&AHU7wGctDt@dFxzUI(nr#(;yS4Y%{$ zUU&A#3-GUKyq8^P27Ys0=t?i=hguMK?{tRY1l&gpCCkjv(TT)Q9jro`s}{0Xli z{)G8sj&+@sd^g0_?8PzqLj-pN+>GX`QQS<^f_ZYkxG#K7!B9j9YgPP#7avt|_A zCq~BZ`w@N<)~njF7qzwF|6!gStzV^h9@6K3Zkg+b-!pC9u?^UlYskfOIkdwz-^O#3 z4skgL@g8;M_7%BqW9ufN%RZ65(0B^YMP- zb0k*}=riBWm|35@m)}s_O{4t3vHm9xMsQa_7uG)i%E_PTR>*(){gd;b@qXsSSO8 zW+Lz9Q*QLii2>&k`@g^3y8t<33Uloz?P`058xVX7;u1!G(c$Gm57okde)rlN`pI*W zAH+H&{a<=$t>gtBxhqC?EFV?3rx&tx^n)~89oKEt%z0OzS;*NE=m8IVQqMw_qT~XA^-Jyd5^buaofT^O7QIKTsyvxx4KV~ zvp$ut<(9;!6^GL$IR!ku4D`*uk-mtZOYJwwGr)KOe`r5VpWo+~>;IC&T5pr}PZe7p zZE5=of9Ja<|2hJ9>;s~zpv@vMr|q9mm=ndSQE|R0({Le=CVP3 zY~*>dd^NHKo@V8m72*q#+D!19SS>1IRG6p5uD4t-%!5O0i{+{jEX!TsYwp~1-SC$v z{suLpz^6O-&-8;_GMZ!OC@?c<3%P2H|F>^k_Vl_X7Z1Oa;_+(gu=0)6Jd>4pzS`Qho}n=Ya2 zX~pzeYl^h3|J}&d6VE@^5;}14u$LvsR2}56*!(9xz}hzYZN$sqov8IRzLi3(oZl@F zi^KEP$iLxt((hNMe|penAB*UpzLx*A{u^lYsjpQZ`*>W&^{3eQ+k3pWXX_h%=zfip zb)x6`XL&h3HADqvTN;0`_>lLLi#l2T(th!wcJwn20H&G?^IYj3iUs6Z1H+o zZU5E2sLX%mS^tfHIr^KCzn^(wEH@1E#B2qIkM~p>|NiJdbAbgN==IO_s~6mU#Ah_u zP12t&C%(q9?G2lMU4n!3`aaka_0j*KkD_OxYl93&wn?sktI|K6_-20Cu;K1_`<`Hb zJm~gcf9PM@0-{so{p!Kif2H342CDv3U2f|#*ZQ3QmFyqoSpPzWf&0arW z*SqNbKOg@cQo}^v`y>B{=1a-tPh_eO^&fM^Fb-MD{}RTD^^iDT_^p)MNQ%R;+{Mkz zOWX_pQ*ZPSb9l&e!H>4w%M|fM)@E<)Z{`WnewXimn!em)em&uv)w){emKypUbzx8LJ?F=9kmKZ^K}iBmP-4fEWv-IKtl5{I)~a5v0%vs-fD?D%1)`wsYV zt3##d6?em&Gi>uf=Mni4>k`+BVqK_J_z`b2Y~)D!Mrq81aqhy^9|fCo0ygRQ$SHFW z_p{yxI|HoDHQ;ULi_e60sw{U7^W?C;m0)0SEpyG#uQFry7joYS5VfwO;fEPvGZf!Q5b3n7K>xGSUkIGYyaP*p&KbpPu;x>OGx4|?`m}+I z5gdlcpiKMrEBF5NVP*Z_NxWgco7_6fz4XrO?ulogcTYU?oNQnF^c|t4Id7E4pm*Pp zb5B0^f_w70=iOVMegK{o>fhJ@`HuVB^Jqt|dBMFg^u54WVu-jfcP54aA5uWF*&pyO+==1WKpZoh@ZHLe7 z`Tvh`|CDQGOm)vtN4bn9v@_)TQ4KM$r=SytQdiMs;AN3_N&yB^R*8_tS^WWC%to|R#c@ty6uwNB@H z{D*n&j^c0Z8r|x6$^AL~6iyPn z$@xDZ{^R4`u}Fv$riR5 zYk2Y-gMdYb{bLy9<*=vQ&VH{kAc=|SH>4q6!Z=Kbee1Wi8sp1OKY32=1E0$~jA4&uOFTOGJ9|H{H?Z|e^py9|DW6kj<3`q*(mXMIR>_Y8Y|51BmhVQ-5vO9gZ|>uI-gB?}26EtBb+@i-{+ip^ z3O)t7VHPZ2C_bBE_@;^VtrQc3d@%vH0$Qk5#p_xBiQh#n#63n|XfVf&f3_8?SIW0n z-y@ffoI`FMrKPwVsWauDi@9ld&AGE@1T#b5&#_~`{ovR=V1@*L0}Rf7&}FWhK-beE zHpl1_H^gTnUCjk_%iRRuV;Q~97${}RensZLp364=@@^RPl+Izzr=#*@^1l=HZ}?6{ z+)b;mog%U68tAjej=XPj-tyfP^yjxObGr}i2y=tEXxI;u@`-W2EoLmDWGzF(Qu=*({X5OI=;^ZE5?(Q|>!_XPO@WO7xlcCcXaX zn0UR{VEtFi_%B_Gy4S;oVr@$BN}=CoKh%l;S=PTsj(<7&TTguxa@`p2hJGiJvjN(F z!;q!*4{?JnC$<55nADJxe)zc~<16~KclMXe2a%C)o#nfE(BwbZIoBS1`=^%qpSAzQ zwA_MSb^AJgh^6sA?Hkfe%U?D2C);36&U>)OXg|>=xsUC=?wfL)v|`($oc-I#{#)B= z`pgX$@?FVy4UKvKD)#;p&p*}K)ZsaOTSJs5-rmUg{$=-?eKC;rf4#W8djBUZ3!_Z|z@|C-oKa*;!XZo& zL*tPi^Y{WhpYbuAkNkhDQFn;g7~(;89o{2;4%V5{8d9AyHYf1S1u-~rz8jw3ajs4B zLmxn18vZ}qb=G}4YJ~V0h_N9C<=~|Rce5AA=zpLOgFX&!-v*wAIc`{^$#5{l%N*=H zD)#%qOGoASp2Pd)-Zj`X+?f9T zj64(CU@k7ti| zV}P@myk=Gb|M~orSIux^=6$Zexf9*w)idQ9#xgY5%{(`9>3BDE_9*w!mr8Hs;_*G= zA0w7dkeoelj(ksOj==M&@80(b{U3#A9EvvVxrZ+t2h7N7*U@>!H6t%9F-}w0ed#`% zH_?59XXbUo7mQV2hQ7^rpRN2{&RILd7JSx&|6^87lILLmKf-U={LegZ5x2p!@Yz0F zJz1`?etkN3bPxWIT{Bsq7yTdEG{H?@{#A$}n0{EaeTAF6WTu<4WR{z&%# zI&5#rft9jW+59JFX%w(P*0y1#b=^<;Pyg2@{E_|5sc^j=%V&;7REGn&e%b_7LOHH{!Ua#Grlr-D2PV*o~im0B&Ya)%5jw z_1U+=R+4%z9%oXFK4VY?eJ5{x|JNLE_VzjLVSTR%?;v6yEAIRYpJ#I(a(L?d5B()Q z`%fMaJI^g?#uI&Zp-ruUHlhp5b9bnrw;kVXJIa!Zuo`-V}oPo&T77#ubP?!i*vX8 zdXT?HjsMPbzU~cml<2E(i^{*vxvjw6v>@ip`A7VWjRm(-n+jX%pK|hd>8j>FG5tr3 z->Yv9aSP|q)%J?azee>x>--<+^rdE4qFVQfGXg8?NJCzJw=U|MXS=OYxt!ljSesxYIu1_NOc7+;#kLaS&{wpQ_N1$h`l|Npe*awAn;)7^^r29{t$}QLe-K<3kTSV7VZ1MjV^YVGz zimp%E|68zOcn|Fpy$?C`ZeEpr9^*O9>q6cY+J9;K1@>YQ`#UTDnTL<|huQ>+F{W+6 zwVyW0?Vs^XUjC}F|4E;Hlze;M-e9|yhfi!C&>g7jAJ+w9Ep<-lT#MJ7c)wsCR-yk& z&Hw(^KRNyC?2myu{$H(|hnUsVZur!(eyu3~{$EP}TmNF2kN54oY#%`Rw>XZy|F2<8 zxC;C8LFoSnV}^+=%v{+N?7@Moe@^0kn=w=RTkL247agYrFQTz^j}@SwrhP5Gzuy*g zx7oYYYq9;=sQ#0_=H~$B1~~xgL7z5kHT^gGfmiLs+4vke#|kkwY59-+Ut3_4e~0&; zW0z04<5y0(i?C6MH`&v1!0o{LNZ!+)W-Y2iT}S2o?jQHNy|5XjejCQ4^{k%Pyf>Zh z$6J@&nV-%}&X@1-y#({=w4+`W>rxrEMRUub1{C}g#Ii6qP8V@2!1x@-d)xMN7)#i{ z@@#l6z4waXf7sR`tl#@P4hfC(@D~w3!#p#@>@Wup@8$S^3v3XN9lv@?+W!I9vakC) z4+9f~9K_f^5BrDDbpTi&UTgOr1P%TtPKM9M=j8RI-*#c2oI8E>tn0dS#hv~6JZfT{ za=S0?5As0z?Oi8u-3ix;x>lX|POBaJ%!Nb!vt-9A*R)}w*WHCaN8VeYckF)+`d8{p zQ9dwMidQM`{|quE*LzvQzQ_@_vHXW?i^!kU*O7NF^ew~tC-F4Y1))V*&E`zu+nY)`EP>@eg6{{BrOQ zipfjz(b)X(#|0mwco5Bj!{fxy=y_t+WRBT?snccG)$(w<@5t|dXuGqWYR;GOj8*i1*Q%n0m)_;3nkuB`3bBI;(-OG;4 zdl>Dn#0J}ldYi#k5WkYXyUIQOzB3&c+^HYWx#r_mqgvmqB(BX^N`&_i-#%~~79)@t zga7VdU=)ty%{%Qf?Uh?m=}kACI5b?C% z`-Kb43EWTH zLGIxi@7I5`LD)f3!6?|Kj;Y`7gKr)T;kV&3}1Ei{^JuKj(if z^0)Em7Wu|`psxP|MgHX--`?}v*9ivrVVwWNri_&s=I8UKL%(^ykl13$`&Y2h`dR;U zB3Hpl@k43e8>!2Jv5^=rw-_&r^XoTa{9elYYp~rUzOMS&KUwEr3v5&K88PQh?0*Zq z_4aR8`IlTDM+^N=mHMxIB2QRPO7S+!J>Ph4C5{UY$BsqvZ~iaK8MK4A7+^t&Z6S6> za5un@2<`^=wVwGJIGp{0Qz0&g7@Xa(M>m{gy{)y9PoeF?USL^{2rh=XZ-`ep3d{*{ zGsNET{|~?=6W<~@8`vGhvoL22x1I1;5KFW3qSgYj`N@0b*?t1P1@|)V4%<3}Z`*iW zaWPk2Cwv^l!yLhJU0)OVKMZ@C*YUZ!ZeMZC-^2e$FCRx6r`$Q%C0)Q)lRn#!am4)C zfgHT;T_=Sf#MbcHk9D0Ypx~o4og%^E(UZ@BQ(RTz?+eY0^Fo`<}Ghe(*V2 zz5Sh4{){gwYuV&KjZd-hH#~)I8zX=DO$UHUp})F_|6hIC8VfL7O6)Uwgc?EZh5A?eCC3u|!yNQ{zEb}8V)Uo&nC<=u?C@yhqLIEyzZ5eQ z`U;*E>;F>Zydm~xZF{rmobWB$ML`QNB8xb|LONX#oCyRW{*D=lYh1~W9Ql^KZTFu zT0A_De{0M(kN+#SB*#De;_)Afmw}#;IiWb37!xDsaZZmh_l@cl#j+`;O>`u&IjJA7 z;W^zBHxd6wo6PHiYoyJbzUn5=!`#W=K&XV|^`ZrQHAiQFKv z&ub)x!s`>Pja^rY|9wUO&JE&j_#L_b{{OnhjEFB`42L;k?!v!eaVug@cIPtgK zj5A4n1Mq;@oo?j$W$a6H#3;6fwVM>5g5$`I!`wOD@Vl^Pg4ARX{;?K=()gF;y-Duj zbMV@j|HRagHft>0$MbgI{z<+C=eP03|64!(sNc=s`AM)dyjI!*Hiz`%7@5ZFG}fmz zv6MbBH*yd7L;AOGXdfj8Cg(g|JiF3GZW!Q#$gA#KKM6jF`GEMHdW;Eb)c7BUUa>jP zIl~-QY59{lv)2X8cf+_mb7e>^x?ae?(o*?<^>yNI=7A>zQ~n#p|9Z`T;yw8ODLPN| zUN-%gMgN;giJzJKGR7(UCmi?Z?VeKGTKga9l%UUCOt$uN%kd}XhS-}M zz~E>tPvrb!o_u`A8_U073NzXt)y_Z4yxAKz$Lzm7FaO)Qn-7Wok)D6Djsw3-oXU3m zwr$;lAHKE4kGNj`;`N`rp}j#{;^axhe&ilpzYR4guzwPm7uqVkCcXaI_{aR^cpHyv zgdd-Rb<-J_2_>K^}($KBpNZDJSQL*AQO>5GkWuiO3p55JRk**1TV z;Ai;XdaXaP{MRafS@nOc3mP^5MK?hQ#k7j;=k#k^e=6zUod4c_t0055$e-155+0XW z|N4smEoVHg!@t`z{=<3&eMP_8^*5~ps^$OqrYY|ES6_9Tj-n0|ZJd7Qe<}L(eefsP z8|J;?`1mohZ=&p&{3o`Aab8@*sr+BSmoyJ^!c8B{B;fTD9H1t=0CAG)^<7m+co9rOTLoNW|3e&h>_v>di9@eiI2LB|KI%9id&)oTJxLG z#~qH*hb{l-xlzkdy9oFW`n0R@f2&X2`^PN~5&6vnEl;1{s0WyK zHRY8&Q}+JH^hbi{uYB|to=@>kF@5%T?3yX4KQ&68-TJ@rbgNr`(AFxo_f7VLE=lR& zSO@T$rO2^jJXE|X*FA5)WsJXwycdywn+GQAvWECMV#j2xQ|oWB@h`Rh7!8?wsrhH; zj8;tlm3M}?4<-x~eb9ouY^D5<#KQjVg*V*0d7v9P+lLxB0|&^R~6O1&R4rTgn9Fkr323m!1lu5%COijd63deGAI}21dfjc!M?+kT|CT)FKWXsVd&KhG z^);w`KY5P1ZaEO0yatI1a$E%+DGL9+h#jquKMv;y5JRfBsHo) z^De$MyUlT@Of+cxSevroj9 zGCu;JBg`q8GwHav>DKz|Up}*7T=6`7CgcB?Yv#I9vnGadsW<&t=ZJ>kNfk|296p2CR|6HO@zx~uAG>@JU98|`4#J*V)ln! zmzKX;`=6D57qDz$t$|Ek={(~ucb>-fl)D1_%_-!)FDC!2V@VoD$M)+r{<~0LKxMtW z{gu$-!veuSwzg!Y zPq}0s67#=F{L%a6vh?3#oV-tBmWXF+EHuhn!Wbuh;}%SIe|`G7fF)RSe1l-mO6lKv z(I>V?_!PbW=j$)+cK^=X2kSq_Al82>D}H`O{@+H*AL(y7t+ju%j6Zd>JWn+L1Kxmh zKKjnn=AZe$8Sf^3hPh8H&QJQpE*QRs*YZ00gqeG$01LunIG3iM)<4zEKho#-o=IGu zG|SVsxcw}DojfC+joWu74Hc})r}I8j9FFuMyZ>9;E>E9$8^JJ@(7);a$NV>pi1gR` z>7QM3F-iYt?VjU4TRj;$KbnLmc2Bwf$50xj8!)yEI0$SpW6A`ky8KHht42u?tK$WPShn z?(81azTD>KA6Oh@k@IgEbO-eZ$3T7sSh&*TZ?Y_UrilEr21cA)B9A}k@#i?6%>6w6 zZt?USe-Q8&#Ad|#usj~a&J$O|d^Bksjh)wX30A>$khK|VQ3;lTI2j#-a9vJ6=l=sD zf0FOU@a5dfzHQa^511M8wW3B-fzK6rYvlbkd2i!8KJ#?)djhWUtg}S>H?cQZ$3BVA z@Liwwvb;m!okreESQ8h14#C|>Y*BNeNY4Ez)@a`Yn~$Gy%)_YV650oyt-dC6Df;#f zZs+x0)}lfk1=f@)LZA2O^*#F^-XAx*-sZOAb$FW`RQ*MDz%P9ZtM|Zmm=QPK}K$L$QciRrM@n=r5QtMA|^&j=WjlZ_V z|KDl8880in9sgMW9b%mkt}C)O>iScRzOBEku~kp{S>^8%YGZL-EVcgG`fq*d&H7ue z|JBlGP8!9%yIaH`ev{`n4YfZ$sS8W#VpZ%i2@Of0LF!w$Z5ZXI`Z)$+44Q&C>L% z)xYul%PRk-`?>9F`i9R9_?gEZ30NA-m6u+B?%e~H_I|h2TO#)4u}2?6?ib))9(z=d z2~GvM=6c)z3+IlC4|wnHZ_2KJhU1+&b&}+uvAz&X^!VeC3&xkZ|CG-vht;e<F~#^3F^C|Apxa~lcKgLKTz5_o)rS-2b#(&dEt*321k9C$Or3(8m zpa1G}s<-|B9da+9?YM}%H^knYN6gD=pA$R6+DQri#_%Z?w_At27z0uMMHh#)rqKUp z_8&0>64%EZ(OOXGr|k1T{c@H2FV~YlxX*Am%f*+cZ7|kv^`}P78SkEY@ufg>Gx9yz zno&&uFqcpz{%4`T1vv_IjwfqwzWye>VC~(FN03Lc#QU$kf7Yshm=DzC%Jd)q$NPOD zf0SwFbu#(a{(ui9-oKg4JeI%Jz=;Wu{JT_o{hNPKF)eBTFL4;NiN%2Lw_5-2eC9L*1do{bZ>wB&zjypIR1vaNz1?K z@^bzkiT%jh(m(S*);aNh7X8CKSLNnE`#)`CC+e;+)_lXQKdLqSYOz0?QTJSA%Ey6B zW&*a#WXR4}kU!3gV)8#zYD?+!+PC^4u5EE{i*4rdZ^01c@&6qE!1*2K$uAZE0X;XK zm@Mf(_)&ndv79L$FXPV%-&Rq6{BeJ;VR7U*k5PxpJ+?J0oML%ISLO6`{y!k{H+eJj z-6R-u%T<_QJ>~;nz9zhb38vTHGw@x6*jE01p0=F4y8!pk?+4}`BtF+;OhAM9o$#*4 zdvLwhrN;Zbe^2MTy6vkCy-s}Of~#SS+v41^HJ`j;IW!)_JOHF0{2%hX<`eY38c&}# zkl0TAZ{I8U{;@xj^9Hf>G<|(nE8hP#CpM+*;KUXeygO`FZk5-1PTmK?F+G>?&SRHx zo*47sXR5&edi397AL;&Uys0?MC;eYK{~OVNVl|}B6z4hS5c4P$lfO>H$5dazPl@lMB-V~tJ?Edse;AyC}qUraro<=b+TYq<5Ku!tKox0}5cqr;$ zu7Tu@j$i%sFYz|^e7bff{@U=oe*JG0|7)SoT2O+mA=U<18L0uqd^bL~jo@Z1UybC! z!FAYbE}IBzgKM^&+>X3gtSR-4Yr(!=lUz@~a=q-2V)9o@{}Z2BHv32O-CdOYHkRv# zxSPwDJpSgAVsM!MM({UY77qdQOgpO9{xf&-*&i<;?sWmRFHgIZ9mgH({q@)SKhX4_ z)uJS3#&X3FuOhiz?jb)OFehpIi}~}2MH#_-H@uHn9c(4v&2Z+sxg%JV-r8Rm&K`At zgdcd{o^QQ=EN=hZzIjP%aGpBR4xG(@pdXLO^FM}XdhgwLqMS6gzE)@d{TrAaVrzc? z`~Ou;lGL$Me3I1u{MVg+wLjZ_Xp{FQna360Kl*F_2cJ3Li;Ap2<=%gKGyk<+($x4@ z-v5Eif95Y4^5J{#Z_mHv=5JXhu^bt%Ug-ZujDHK(YKc|C$G}(}Yt{rh{WSm9Bi>6t zhkS31IO-P0aKN|lT)zPMpD<^tTX%qQZ;x*uVEzC8>|Uw6y&vC2#JN`Jmr_g#F*qDU z^;vN%->3~R`B!_fy#Gt;=+O68#Q(+^WY+#0Z-hVX9=9VriZMLc2c2Ov$4Kol&Q0dn zsU-iLx4h42=-esfznv>bKggSZ{}2BMnEZwJsXktRKmB~Pd*l6g5`A7r`Wk1~@sIVN z`F#6I{-}SyM;?hv{@=9yA^ABt-yw%uW2X4~?;6PkLi|PI{}w!k_x;xD|7E;=De5bU ze6z-m%&kQKWRd?+7fa_#5z;7(}0WN`Yk`$*R#yl#+JBoz5~*>;&)oB@s7M0SR7t!d7G_XrPyD*&gZ%j zn?Ty1@0Q?wA-2yLyHZ@SzB`BaXuPj47duGb)sOwSUu#W;94L$Yz8sW z!~R=R(n@~OH$Lc#*gxDN7mnIO^z-U95-;Svr~%Eq7}73lB1QDWJ-Ckh>Hb>|#<>5o zZ#*V{$#dH075E><2Gk#D0C{iNTgNd-@W?>PPzh-T#M;K5IJ!f0m#Bhdbh&R)z9s z^QiR{^4&0Ik61jv_hKwK$R6dRLGt&o@n3bcpO?Zn?Dt~+cY54STL0R(CEMEcpWSck zAGbR0+J_(mbsB%>LLl}=^gGs{V)QA0mr{8@((-5ZONblguM73Kf-L#9vl{)&bx@uQ z{U`mtT7OFQzZ&|iFD3bF3{T^8-0-{3O{fJW7#to021oPW__|WS=Mb+WI2+`-V$Lg( zgQ)++*eISSsXN8*Y3;d_ZT;l0ulV12CA6h3j9MKL6_v_Stoe5q_*2b^B%~Wa6BA`IXn)!TmeKHFCdT zEEAo78#OuacHeOSMql>q-Q}MA+g~L&%?QB&>9cgB-ejfm7uyW<*&eYxcW!pM+t)kM z7q(GYXG(MYu+Eg83;m)^UuOMb-Ok%W18v{xlD^)#ftsJ}d-Oh#*1yK1bpJ0w4^xMH zbAG4$4mGBBcN}mBE**9IV1pd!IErJt-FF%Ezs)gjrhHuYJh-ACIBP568N~`)|4NfA#IRByPTR2mAvASpKA@iR39s;*<60KY3H@{3AX? z;?6!7h_qG2|4@$qy`kUV{oe@8)+J-#K5Ollb5Iqx(dM$Kx-#ph65%`x5)#G{(>4=BHEK zMAG-9|KS?piC!>+ z|Hr=Xdi#Hg-C^$d!ns%5{4@Tuc2n>%(?6Z^|A%w*RfB%`AAH&N9jV^SKF7ZVqhnYV zJumIBP5cVljOZsABlc1CNjd#%*I2HbM)1GjS*5Sl_kTk3^aB6?6VE>9o_ygY_w3(a zaWB35x|^_hhGL!2KIu*S_A57P`9$~1hi|#RKJ{z?e+|zi*c)P_%J84LX>^UDAE$Tr zA9Vxc91;U6VgC_lXZnBDu}yOQYHZhG9yTL?)TYy0r8Z+<&3}=3u64cCKYV`C%Vq?3|xJ z#HvAtlxM(!2-XJ2fPpX^o8Te*b&8Eh&g(qX|Do0tujT!Qoq)b7Xiu;?Ieo)4<@_I* z@;ABVV6gwBW-IJA!?6n{1nWHQaN<1*j{EE8vwjrt&GueqSZe0v6nl_1AZP%Z>@mUK<2{CU&~op)NWW)kttsMa=(|t8p=I1K#160dZ(?ywa5u647`72HG|ZE} zoql6JFOSKO_L161^!L~|H%WhX_`Csy^n*<$wrkJ+)23Yo-fIe(+!Qvj2>wk?&dgA7UCdR*Y*%Y(ue87O&74yv1=)bBZ*g7)^*D zg?qD&e@@@ei=6)&|AYLnCeO}uZAIsQ7tT>;ipihN^H#}sqqS#R;kV(OD5ZaL`RhCR zW6h&t>yP*ppwEMz?}h%S49MER@BXlc80M-`<4=rCy#A!=^FL*_9R0TQZSu@<|92wJ z+XY-tHTu_bL&g2KIU(CVSbvK3KRiPQ`ozw#9@M6GUpI>QIpA!pHdM2(Cna^{n8yb5 zn|PW)BQ^fO;Tg(+U2v3c$;GK zM|qLwtD*mgP)90X|EW6_qf*TNAwGuK5#nv6W)yR|FozAciYXy}rcnP{j+YU`hsiyU zK9$unRA!Yv&2P3tr?%pb(U)bKAB;O5qr9AT3 zBwxdd@=IRX&-yPo8(?_uci$}De>@-g!v5a{kBIrXdF@A;57w5p?cY`S{L+UD?()@6 zcLJEn%izxy+{^9dTlitWOOEOBPS8J$dARd}<|coT^{?oIIC_g>A^U`ckZ`Ze!WV_YZw;@4qS||Kumfne{Eq|2k*;nF9Y8<|Nmj>q?WW3n?Sc~;Bjs=X$<4sqY%l8nu{oPn|7-!4 zAn>LL|A~uHY=*}`)Y1Q|7>oH*AF3AlmwWu2H2yC_{U-YQv-qEP z`1cs5M*aNt>OXNeGT&wG&Zd8exoO(ZTsO7zf7*`O?z6R%-K;%xL+rx*^%57UbN@#y z9_K!sHQc>BX{Z}A`h7Qf+ZQq>I^Of#$Ym3xhVP&L@)YV*JuS~v3;&z(-E_6_56XJE z`M>G3)~(Vxp=+tFf3$N{Ul-b6JZAFOU+Yh;^yjxNbMv<@Qyoxb{*w>y4jbymH%*cC zSNKwe{uO?sUFD~4$^RvX*Q!iouGVw@&HR3?#IChgOV2oW9{*+>zb9Yv_Y(!kb4Ak3g;E$<=fyn!R6@xkYCDUc6d(bqMwg8FS#{ZykFWS z<^uctpVLq9PvoKJPtJcYZzjVcUn(=gBODjGs{6-{yVd zxANDCeTsdfh5wsSOEuX4g1NEx66LAka@3|b{(8Q_zEX@%!hgvXKF8s>8=@D}tFHzQ`x+A_=oRZ9O)H-(Yj9D*Bmp7b&1FS4sysa=Zs=mK$Ccwd#K;! z=^HJ!y=^P8JPoend16wS3y1B-_8)V|+`IF$;C1+1Y{TfV{d>UEbl<$< z<*{)5@7%f^o=dSicigFy$Amtg<8oJrJSW@x!|#8ub*50q%JKuTANPS368VyMiA1*e zoOghs(S9q>?78;tMQy0o7Poy{3+T1W^BR5PbGm_WOc>PD$ z1)R;5Tg2R4b9;{-aBExExpkY@W4qp6xr5_8PdpCJp9H@0U}wAAex8^I=rrob3i{XP zw(0JHu77O)%eKz?zZ(6M)A#b_-(Q6vHLU;rEq{!!@_S_QDZqEYxDNAoSgdEc$KP;% zWPSgy)&3|Ye`}F5m^l;ri@uG~K%oD@m`~k%!-v*ve+64Z^rE+uDYssB>#6?)d(%#t zS}!t1+=}9Dl%DCb@Juq7`p^F5I4?zw3-douZ@vVXE42TJBiIbP*ycwu|C{;fG*+4P z-*7fOAAUC1WbX0W;`5I+dze4lc$P)~w&GcZj^}?h^qFf#{d{-eI5{Fwf=apbm=|JSamR{n^GQ$6eTf!G&~8~?cnmx!NRbGY>Me@ne4 z_|3)N%lNtY+3j1`#NTV@)Ba!kW^?xbMSe|-v2A`1W}JU9|Fig?ht2!UJ@w*??n(Tn zf7j&w+7Y&eeF<0>?Yp*X@dEZQyZ?LkfkleVi29Rd{F}g=-tvFc(g~=U`?S=6(lPS= zkukIWXkTm$Wn0JoOCN%a%y%=sZ*r5j&T_*Rj8(bu@t3Uhnd_#M{$uR{t95C<8qtfr znEz~#Ye^~nAIo2(=6@sTk7}Ceo_TqY*N@O8W@}(eo^3k1RWMRBmVM>@EcIFcnJ38R ze|~L8s^Z?{E2=B>8UC zrWBhQxOKx=bDOrCEpLt1d&RY|3yE!C#rn+N{@8>%%sehX--g-sY;(EKt!y~wmH4kd zGGd}>rzP(X_KgkSnbm*oF$MIQ%P+}uBmd#+J{#3KP@Fd3x!|`Jy9hRrw~y$L;j!)U zIr>S=?DZ@_v+)|6PprLLN)WAMp#E|I8bzIWm|tW1C}Mh*J8e z8u=Ua%HQ3JWs6JF&*h)<-s_B5FZlW23G9gI!7}={-1zfcR{gI!UEiSv|0mB7$&TnO z|Gy6NPxH1V>yObV)~FKwov2kJeDP~ssrAolP{s0p260}Md#;5&=~r5RM$H`W2ER2V z6a8BGuVbqCAL(b2@z*))bKGFgO1&uhmn_eCmFvIpKiz-k$FW>G)Dff;umAe2wXMIk z@L%`=xz?@ug$n5tYr}Eo8eB~OS*{!6ZmuCmlC0T9<{#G?$|G}$X+MpwZHv=4UhiydHxx1%ITlJrmy&yJMJ;&xZ&^7$0Uahu{3h-ez)=?(m%wG zum+XjZh%3N+EjAyBXUgZQ*|rfSx*b&eDCfJ!NZJ1?WaflJ%;mPzMFl(p*;EIUkm8- zc^-fKacT2D@j3VrkHY*hx{k5!AAoJSBIk(J(Y!s{2k!sjcfa#E9Lw92=zqz zHJTS^&6*YN*T4R+(0}E}qi*ovLBQX1x@n6Zk)_>*}`tSexwe*v8nD^!$us3&snUVTaGEWlw>o&&X?(Lu4 zE&Q0@=5)td_vYI}Lc4r6<}Q+PLEHcLZ~n*4Xqu_`8$3_@<&%QFu{o30KQhmY=)ZFF z-`YygKWV$f`;Xm|(^uW5{B7*}SEKa5jpaZd|8>Z1!Th+y(I~IU_b7&ewIluhO$POK367Rt|!%M{LPcHx9aX$Z5-ctS_n=_1mZIC=gJ>`#bn#d~8S7-k; zLjIQRY1eN);dh<3sk4Xw>)6H9?rg^ex9i*inQz7XZyF=@^M~_E<`(})zB_*`IahrC z5pSb)dXzWS&Ohe7NoZuJFZc`U578T{O9rz3Q(36~{j0a~x1e>YYieGoe#RQ!|4Px9 z8dK26rhlvP|5hu1lrie}zMOxoxkKNshj_E#h4e~|Gq_Ft{^r!1M}o_yvxzs~ox|JUr>D44DBbEno_|MX`3 z6RZy9IFY|;+rJ61TEXY$@o&L`SbZFBOU3#XXHbX<$m9RYFN^mZ_QL+hyzKAzcTT^~ z_?HM9qw@gmBiD?`faIRRzR$Iy`9uomRx)?&xnfxYW{2&2{S?cU90!)CCk_YK=k#;_ z6N5B>yg~*}j!rHPhY(H%q2DgAG*d~^f+t47*>Y& ziLZ|S4}9yOxmx`@H~cE{4$dv|04DE?J@>Vp9gcB&#-PMEmGX5bd0^=q)HaMhZC+w# zgdfD#cwY3}dY&8aI2I}Xhdvb0u)dLQPx|uySwsJaeDt3Cc*02Gjl_E;4pyH3#3O{9 zHWoKyoI_$Ah?6n4W}Dk}o_fH`B<_v%Pc`!Q(%@I!vSo`3=0i+Bm;dtfzcAko-ho9Y z)=&RYb`m)vMnLs!7qABP82?K8?+Eg|#q@Xk^~Y!zTmRT*Ar6ARX7r#TjDy*8g(rA8|K>hP)}yO&kSz#rDh5&$|9*p>OM-){FWE&r!Mmy``@;rcloc zwXFE zSFZnjeWD`vk6~np{dg2u8^LM-??T*$=4Jt21!Ec8UxFh+o|lm$k?-bFU_5y5W4!k< zHv&0uByS7O8y=eczu!&V4Y4{_n@VvZq%(5F2>1A}9`8Y)?a6cDc?J!7S@0-q;|^*j ziJtQ^)_sGx8|2Ap-6DBt1kWNkphw;Bft4YSh0o0AN!GuMl846nKX}lfvh;uTt6#bQ z{`Ie=kAl5ne?dcdbPpJ#NZv(<-azdtLk=9a zdmnjvSYL}+teF4o|J}RSUHAQ4ZhPA|$~(`0_C4YDW`u;|0VOX@%pbC{ZncF+nQVJ`jhv+@%B$K`J1*BH7KT!*Y&pG-L!i7V;yS7 zPWb-M7(43~@cZdf>wh!8^;v_sr^Zs4UqkUWiEqLD3qDSdc6qMa_y1D#bNO$K|G{*D z>9U;v#%F8`=9nF)?Or(lCEpFdFNObk+NLh`UE!Ki_E#(FhG@(*nSX|J(eL9}?}dIl zokKh)$N4=Sk6~`5=bz*SI^BwAqm9UCEluCXJd6HkuAb!gwQELwd+Gw#xhFP?_zTiz zfBO3U!(>**gZ(Y@{?(WEe?9r1^s%)3vHzye15V59-vT@Z$-VUUYi`7n z@#5!?=_}qu{r`5nUj1JJ3{AD;FZHGB!2eH?+vhJ&J*%;hl>goOnT~(harS@Oj;{o_ z^9;TLn6PP@`|H!sx*=oUuZ#cR=#-rc{t@93|^I`YMud5-nIww|VMiF(g|iT`8t ztcmUk$j`>3T=S~8e@pRy>ESgxPZ1xgX8a}21i7T_r1j6#?O&r-OdkJE<3S8lqw)Pb z{;&M-`A2g6LyrF_iht33Hk!u?vO=tb;2n~jH-?u9^`eNwF>H+FWHDVt91YvRR?aIH z$L6KYSH;?puF>-Mv8|kb&i?@@f0J8KXDY1W2_7Wmxq;0oYc}60_84}CTOP;H<3qTf z&jn_l_!6}X6+goLS-jW(tX;LKVFU49i|-Ed4zD$*n8TMjaOi7edt!sgcNeVpq~B=M zw;jhGZJ)Rd=DDzUOMWvV-^B42f0iVMh z0g0`p_Nn^s=<{IviEkmM&ze(;y;1&=7sd~J&oN%xapkkxOUD10wmp9q`nB}`P1Ii> z3fv9*&m0IEuOLpQH2;%t<28OHH3sB6>gXQCJ?uMUiF*i!0q1=@gy&dCMeem2Nx9(`lZ(2dX0ZE`kRsC zX4A1Gw~o^4AO2VBzvb;Kwf&7cx#tnZnh+Nv z|7{D}{IB>Ck5NIp#NQYm zf9jM;Mf=aZJl2lle-yv+h<_d)6Wk5^nzBE;ZvhJgn#2RW_wKvGn}CU7A1m~KD{}Xc zU#vOBXO;I6&;Pr3u1k)d14j=EPRIBc=eY^bEqrDE8?7Vue}4D>N{*b%$a}Nr;=%BJ zK&*rMdi{%OH)8%%f0cXx%IT|3Vtg1V<3Dxj7m{Cp)bxqHdjDo#inYMdEN@3m68tna z=wtouYaR2ANKFLTW{l^urj%Zz7#+rT1Q&p7xt097jQ>as$hU`f>0@9!YKssDknR27 z_-@;Q!vDUqf34rPt#|)7AK&iA&*rz{>RTZlvwsbrV6^3&zwTk_em`o914eXAcm z@^$+-cQOAr{kpaKf5qqS{qLId#@5K5^N+kLxBkWcck$6%Y+n5J=I6(jzW)mT|9bX+ z4(n)PT&vMP90T>6>loO#!nN@Klcq85iRYg8agIX&d(3~?5AhAnU2n0DLGQldrhogT z`_q%p0H^V^d+Mc^g1^6B<8Sn5acm@xQ(XRNGnMjxtU10R#9v-~^ELPW*iV2{Y}Wd0 zSRXj2s$GBAp#FhiU8;~j#(m7zqi!fS{=`!X&YJqeenr-wYUIBX{WZrnxRx_tySdGa z+@GF!TKvJn8^4Ce`mgoWw{F(zrr>`jKh|L_jCE$E_1E-j%>Tu}qGgr8tnyFXjpY5v zJ9U0r=*thqES$>~(rmXQ%JH(Ml zo)$aTquqIK$>G((FQ(to=sOr~C4QqK@5UZ0Bm1y#cFOnunqT6EetyCt}`2xTV9K8ioQLE+|PExHMky_o$b8O-?J^W ztJm?HcgcHmU@>@@@Vi?6n;%2Ip|6s@-jlumtnPhnEU_Ft zCh-V-Pp$bu^w?^ldi%n;w7awXFJ| zxy~prIu?C5|Cld^&ndaqGU`8KB(unWHT{?Of37!v%_+71tlYT5&7S=Qa#h&cY&u=H z#1Zw^`rDiFFW3K8d^5HQd2X74y&*nNzJ)5X{x^!g*eev(M?8pDkE#A|O`cWN%T`AUo)|LAIaR09*&ke9LXjd^V zzQ1@j>sKuQH?Md2{6542wYW#nx0pw4?u^RCW{cf4x<0NsFu#aQhUxn{-EN&<Ci+j8P-u{W*Xw$1e) zeOJ}_pVlAU>+i|#|Jee&HsrqHykd-#a|^%az_k^df2$E=WX_RF?;p><@~RuxG$r%< zS2_E;lKso);r!R{__Ft(au(Cg<*)MlUorhBGURoy;Ik-8{zqJh==SJX7X458W4p~K z`E6$7-~VGdi1p7r;yvgiuhRc*_>5}(ziI!w@DaRNQRVuV=0E$vXBs+tl$*J;DZz0x z$p2ri|MTD@r>+TWe!LGkDW-p#4lD|O^(^s+a`dNcpXEMVGf8nW8TvnY>r6NJ!y#_s zrm4cinEsTnzi^+-9iw=O5Lc<)|DPUz_T%p#|HFMab9l-AQ}1!TNZTL8Eywe3RMP~( zlq}xA5?D6in^8kMmisLFZ!`1faEvP0UupTX|GH(4oMim1ZXEMU@p)|i5jQQ@*FpX( z(KkM9LJpe+Tb2gi=o*pepLIv}x~8wsy6MfA+;r4+oW7~UE!?+F)*sE=h`Om*SE`La zEn%)3A9JG&^fvxx@;~)!)|rZ8+&+(m#JBVKcOh@0n13Gs*Zd<^zh!KWe^6QZrQ$zC zhZM)n2>u50VYzAy8>2aEC`Xpd#$?JL6JB~ekH_#RrUJ)sPV(7A_i|1a(_1-x@G9s3 zfRR7VcVif7VrumLA;C`bzuJgu?|Cc^uA6sYsl3N(ZCJM9@8$J!kH_fv`wipGEivfx zk^3-tZ@2gPwffE;#rMq4k}ZxO!FSfNA76d*NsLeGOyN4Q5e)-l?Qx5EnA(qc|CanV z@w>J6W!Uw0zis{TV1M$z*ieS?QGW=}m!iK3d3@&{TpDs%n*F0Z_dEnI$#3OpA^)3W z|62|8tLguWo%ohy&j#tE@xKeP?sEJ$Y)pv%c-#zgv`D-ITjoHx#cz&Nm>fN?u^+~n zgidq~&xhl_-Sqh9^p$_VbpA`Nsnom`8TRvk7vlew z-*xRw&Fin>5Q~j}R{B}^&%8)sozJ-b)9z!g9K*(ylfMVm{?Obs-2vM|Ob9U`%*P^_ z5@2s^{jmNU)`az;6g#82REUuoh1yeg-t-&qH##xyMldX($NEis_Oylj{(bL`n>%NY z$G9YzmEQo5^DmrZTdK#^{_DQ;ljPtb#^te8-W+0Eh#%rT@%U>y-ID8ueK2efpXtB< z^Vja=iDUXaxRjr%%jb%>V9tw}Gkoj{^Sx&u{)mYDirMrsy)TNc_!gni+EW$a91K zn{N+syyp1jlj?J}cMID74YvP--cQ+4jh_FeOLF?j7zdsV@bRCz>m*+5zm>*$t0|D+Z+J|98pm6o#NQtf`$KC%==VtE z;ln=v7Hwbdo_%?+`};d@yLAVed&tql-v2PyZT{HS>-@g%zv6E;iN7w6h0C1u^G|9? zvBrH}&g%{nF#j{dtTK)ZRe6D!@Z#nagpFjQM|FixRE7BkS$4c~@QAe9U zkwKF?+twg|1v;Iw;&WM84Iz!2<2YmW#O9c;<`&0@nWFr0%i3XUk-LMK0KsXmX$a_mHb2U>M1E;czY+akDmA8b{6!u_Zuraz79+?B&-q*_iw>h+Rv+_! z=?(c)$_>I&0oId&g!L(sg*J{X^4|>p_k644v4cSKaS2Jq=#q)0o@HT%2 z=5@@xi6J)A%$fsL%>UKMpTn^!XMYuwzj*%ZS^{6I<*+J4pWi$&pO48y7W=OfeYR!x zr|6k7^wauh8n8CS;=j_S$nkpQ64LtTS@b`#I@A&A_**!}x^*~TZT!vjkJOn8G3`A5 zEirl@%OA&jO5D%m|KLN8f9Qb^Ay0DrhsVEAK8S_!I)r@jGGiDu&1s`}89iqD#`96` z=Y5I;G+a)sPo)i?mr2^-+zj(Gr=RnG;LG2n&01%QwyN0kg4yT0gI~+VhV}owJxiP| z*ZHM~S4oZ++H#u5Me*`#A4GP5*aSW&PK+nP@r8$01iNno^6)XowAeB7KBezc^f46v zzIB&Sv*IT5rf7@-@#zqox#%PZ0`Kv*lHrQ^oaV0xIRSBv9b?`<*|%f60&%cgsUWp62{d}z&GE3s z+?9GOl)WffyTk97+lH2uST zH+{MO)vAApuV=-0CT zb|UAJVY&K>|IDi+^RCSLFIXFsA@r9yq54w)s9q?vKO0G(_z&Vr9tDQv(MOP5Cc>>4 zHY81-SQFNoA}%DslW5Kr;%Y3vjK~FeP5Vn~Q$_d0bXKokq4*U(i`2bRJPPx`1S|@0 zD^k}~G%Iv?p$lXF5&9<#u!S*07Sb+uNU-OXrT;yJuH;e(lF&?zjIButT`s=o|k}ojlfq z|ICSF^lxA92zCXJUGKgg+EzTxBk+^|MesC+ySai|Ql~r4x}l#Absr5IitWd4D7G`2 zW=X!AW5C_0E~?M_M}O%b)lKLF-#IX69~S+eRsa4H`rmvM-&dDde@gYA@BT?_B8jCX z@e~|u*E|~%XNzLAa*f2_G%jZ`lW-jO$uVphM;Zw4|JBGpV=u-B&3D^-|3fwO3vHmj z(LbwpZ*YU(decn?Hlsi2i;u-;%xlx>;)gO3dFd6&^bga9#M% z8aRc0ub=<5xB8F$((g;@A6K7vh=s>-@G}1ITKvD}e~-V(Tmqbm@sj*g9;@6NuA&_O zht2#<@HQ|0<25&S&6G_3|CoL~``?5bQ@U=)SX$qg4D0_=@M5F|7r5i95OOL{rsD;akg82g!41uzvj!)HK5%4e+&E`wa8ygpZCl2RvCX; zL+lM@zXthF)8~KIhN4Yct^S#VTsP_X^XMg)+^lWK5`*3dH6P6VsVVe zrQ&b(nt!3r6l30ullyo%b4ld!?>zpm*awq^B%er*e*iCX{DulMcb^vN6hCA=))RnC8vqab_W z6XjN9H{n@<>{0Hjl)p(W2h~;-oDK2!F`k|Ke4o&t*^`!2lbCd|-NcqtJC3%3)VhuA z1j)H*?;+9_F*u6fZ91?}Y$bhn_qL$fhTPJ3SMVbi2Ql-GgA!kfztNTWIr7poMr6-r z_NLmH^cMju%W#*@m(gQb6@&J=WcrS&Jw z4Y{`Z^^e%K-pW65gTzZzv;M@-t^2jDzi~UgrOzBU&F!c&1>8-`$-?~1LMNqv`osQU zj;~tR-!5RC+s^M!=2~PcG-Ccyc9Xf6%)hffuT4C5MxXQbVYWa1bx-jp#N8x$T!3+5 zohe{Sh-XRnUok1b-3%WF?1$A{(tIwGqvbwvD$D@`+soTuhGPl&Zh&1Oj^;7s)nT3* z!J^!~?QY-bQo6w3{O))E8{ufQ#*@`pitRtvVdDMU(N2uhAvQ+x-QXPQ+t}X%hDGw- zpzow_m>Bk-SRZ*-(C z|1lp+$-m^fk>_VjN&CM=zL&Ol|A%+}OP#3#AB6fJV!qW={^E8;cNNg){L1Nbtzmr+ z$%7DV!0P7z7TCvsMqZ7t)-MR}=cVMonEx*xr()yJcxhZ8i#kAXLeK%!8GQEsu)ov( zzqlXu?7y{J%liA?h>zWSBR|%6$2!PA$05ys>iAgCbKmNg*>UF0C>;BNHUF4LguZe0 zhr>rMzH{#{&*=YF-+FcaU-Q4qce0*7{m8Q3RapOY4k+)9&zujR&K&LDoBByr{{NW1 zVFE(Dpcnm5a5uWX*RuXIHo@3}jfp*L%yB^sbFuvTw+1yr%h_M0ddu|5PsiMjBJMv(A*_Dm0!L#jYD1e@y7* z^z-;P#v4 zNY9&&irX=apyEkPc9c&A*X8tc{tqDeBkqRlx2)l`)%I|WSDVdpU_nsv8>71OziBD`Nv7O1W0fT3Q@qoe1V1pRKJR>A# z8IXjKKp-IrNl2hsVvx{)a6a|>e%GqCcXg|~)h)Gz1pUyT-MxG7s$HvAty)#SbUxs5q=)tjqo$_elxH4|5;o_VkE(R z{4KF1xo%?rM|JR?XT1I%#H^_c+z&MUf1cVeIzv4O#(#4A!?6;M|6by5Cec5$CFiiu zt$a6Uh0mg){hE7tuU+ho=xc`h3;J(kdgjKz@}?xtKiSydboNj4+~{-9NBd*An`mB3 zGykM(zt|MomFT1KJkHOYe<>eg(y|$U+3G*>H@VFJI~s zTnX31KmVEX z-LQW1|3(LU+&_V<>F?{7XD5cn+VBh1Y4r~e^~m!W)`u7#mTT8iR{!*QprSE=`Jb30 zKIby>0r}@JJWYf#8h<2hVE!mx&pPFLK0BU=dA|PTMPib`y@O{ReKeqcFZ|CZD0}$v zBe!Dp$_er(4u|dk*MI#H_RxRnzWQc`;Bc68iddX}e0aRs-{dMgYBK77^7?B!^Ph~V z$oA`+PR3k@@mHunfBwg_CjYG^yJUXMX8yChBo-Is(Xcj*+enN?;^@TI_;<49-E93X z*YbbdC$S?Q@e!VwIkx`K#{ZJIb%SD!!uAvUz%gg@Ut#e-+SG zJxuw|-@F$8$$N>D?Ehsm{;f}EV*WjjyiJ$ds$4}|wb&8**Nc{Z=oT;kI9U5leg3!n zc+wY1@>knTdk(uD*=xl`S^uP4e~K)i-%rc_?WsE|d*IPNw(ObfKDxxg{a&}^V47tA zJJ&j73wMFmTvw_)_;@#e%x0?ewZBh|HJx44!B?1;$sC8H((B&9NSO6 z8f}Np+tZo0hexFTUCo*B|sBh5Lqe z+H)k;zYCZf%VDyuq9(o${$(-pE{IQ+q5fUSgIRpzR7U%=uew3rlV7@{)%^!BrhotJ zptJZh>kr#+dC3oB-s0RLc(F@whxKzM*gZHv|jn%Kuhx_F@b*+|AHm{Ys(3TwP*D@w= zztwBUcz;amRsV@{&rbfjp0~Y~>DRA5Ib}Vu{RhgAxeEKjV?AS2`Xjvx58+ z^^f^V)Ml7HDHnc?MBSr4Y2LC>|A@Qc_>eqPP3K%GK8&pscXPk5ZQA-@bLFDD+g2|z zy;SuV^k2t$HshaI5ZbWh`N!<89h2>Evi+;?V*H-<&R_cz=9#i~+i|k?Pd5L?`Ppd4 z&8Elp|KP!W?u#$KR2k-I|H)4^S^YYeXJ`InU7{cK9g^n1RP+Do=JT#pII-e98zy%< zPFMcZX+P%+&Yz);GhNTc{`B^@3ie8ThDrQCYquR|qW#L_qht12p8ph6GM2!bq8Jg+ zcLO{~a{HAdhkQ3ng(K&Me<4?n;zfuZA%=vXu>S?if^&wu5$p=NWAL%OPRtj@@vj)2 zQRSB*CdN2vfMF3V&^Yrtd3%Z@aW}-S5YuA#7RAQA;C}IopGCM9v%e!ly?8!ce;(I+ z{u<+rQGOiemojWmoFj`E9=Sfi()?4}I+mdS*8Z1X`Y*ZOWW#4O+|A?BhmrrOxujy* znEdT}J}bF*q|LB@V~_6P`N-ij=H7VYkH7)N@=tC*pO^LjpP&6-cl>m*@Za=;XQ!dR z#a*~t>DMV-%gjytmyh{(KHL97`zQKed&&+;E{5eBR_eMudOyd{ttr;urx`l|55L68 z5j#nKhgsr74H{zejwie)O}39Z|C8*3_V%ud|<19j+%f+96 z;^mv$`X_n*OYVnI{;W6gqc)tJUX0bHIUQ2(dee)fO(yy@mY zUPFx0Wb;3<2Sv5JqyEZ9{%?K0#J&FRTT%b<9>zbuIQ&f%vk2v%&-M$hCyV&YJ72x$ zUiHExi?{?Kkw|BqcgnP7)9t-r`$ocK`L#Yi{|j4#72SKGzhDKdoE2Z*qyhWzs*v zu0h6(70Gpm;qiJR_&Cw&o$l-6b|2S947(8jF2w%}_y-veh7%Et2xU^he@udZQ4EaW zu@bO0Jg>Md!PppHMy~PLkN`KMIeQcr5#en7wT7)xT#m2L$|DxXFkyxI6J=hIzs$RH zMgP_Wd8T3r zrpMvHFQCsSex2+i!SBM}g2cQc--hSZA7fp_-7tn^{P?!F&m(=qxGXJ4d?b`5=TnrK zc+ceZi~lM0WY_+5_3y>I6Y_2V{UGz7Jsv5Q{OL^}VZvqxTz>+%WIqz2FTP9qxCG@rED9ZsqszeO%LzYx-P2_=hgu zsnmUe!2Xvbx6Z{omt9roRd5DWyGy|5$aT>?qjL)FUwdCO`T}($PYCOm=aHOtvHg+r zXq&bP&x-5VHtjoa!=Cc^qb#DXW^nq9=Y0o&1E!u^RLZm zsph{-{zt0$|7=T{=e+Sb)kVhwpM$o<+n=aj)5Ab#rR+)kpH%g$kD>aUs{i}$`MhZ< z=HEW>4drToXp6J;|I+zCksPMc{y1mg+!%k^+JE(VviEX#JQ0STS5#8?JvhaaVzAJ`2}$< zmPg6sV+^ArHsAYqwB0QK{8^8?5v~}`d-Zd0)W|*fUvNOUhjx~2Al@fzH@_R-4eK}i zEA7Q^mc?scv}eN6WD)wGf=fbuzj^6bo*ReUHRRuU!I6`P_lyH~WB#YM2{@{_nqWKSibS=to#2=%X#qdmm=D)ZiKjtCG)P9YHO>h6fY)U@-pP3&2#N7NR-W{htO~wByjQ^)I z{%3pqMR*U4|A;HAfpJ}p?aEPX!?|cqO{M=O$VU}nB4mFq-v89Sxt(rvjo~YFPgC~r zuzx3U?>XlGhx$)WAhW5ANApwJR^zso>~`Bv?}1!YSLokIHo~t}vh_ctj!@>|clHfF zwA)rczmso5#&#a+*XIs&K2P@lB;LQ8tp9B<*Z6NtkJ9abbN^j2FxlDdG=d{Nr!S-gR%j_jljNJKVabKez|+?&u@C%iuzwW zD)zeLH<53O>-2;@3-v#gV{D@TW%{SKH_`s48vpG7OSgdmoW}Sk=NRR-3w%dm{kxG@ zY7;OoVf<~)i7v@WsQiK4ck=sz8S4M<-@mT-U)i%r?|;#jtu5(rUmkque)HO2-CLjj zBZ~j6Inn91U8;6P_-re$cDuoW!#*Q-RW|*fZv3&$hBG4mCY}A+RB_C$IbAC_6UM6( zW7hbMc((CU6yo0+(@*5kh-D_SE5!eGTov#SNnWJzqG*(+SDHp<@{)TuZrt+P*U(! zv;H2$P<1S*{%PJMmBq6tf428VXKhyFKe_!8=Z)yOuB#NcN8R$VTETTq)IZUE;BLru zQ`(?;rtWm!bp5?8Zt&h6i9KpQGsr$i{r~UR{@{)sJ>X-892*nspRf8qig+Pov*Y8# zl51mpbWna1r$W0Rn3hKmT&TGWJOL5}0E|a)IE;oE?mN z3U2{^TO9StI5-AI@4Ft9%XPEaf9B?B7-)8#h~4(#d6>6@+yV7{#0zlF(z%9wMi*Nu zBwji?Jb)PXh#Mapa*t8w7=DNLhiw`|9P|ld)p8Afj}9@fNbdbFa+pN_rqchygOy?a z4d*na%v4ulYCI_9xGO>FPg8 zY#wq=ooTrc&zrt4Ozw6x{nOtQ=igBNte-eb!w{ycKh%FIH}Jng{DXa`{UfiJ%pX&* zKg8=)-noLYK=dAyHuA% zX4D3${I#v*uUUrc4P&H7VtrWFlgGnq$5_6ff0liwxEquI3y|&k^T;!W`p1A3rTj+* zdw>ZY(7vH8*hlgib=B2XlB>$_LE1No^;4eL8fx7D@THu`QtAJ6*B|+|f0^u$je9%h zWBeD|KfU$mZ1ullZ(epA4)8r;^}Vv`|6}C6K`e%`1Y&G>JcQ$c28-cXo|5oAdHz?d zn44h!vwH2AP5r!9u1{M3+Wa$9`o|nC%)uZr=?v{Zj{Fe0?!U~3_G|oW;{MND@4xFl z_;M-sBWy2de&~OsN2X7H49wQ}d!Fh)1>ORV|2T&4zx#0%orf)9jt?CV6a8=QQ%0Bs z?0bg$qq29&b8_Av{oW{Jojb1YkL`x}#@6Tl__XX#$aO;H89Z)M2;f&H&-uh+fn z4E-PLh3&0Ve}a$P8)LP|$wK*`1ozO1#?umi&$Rze{o7r~7`y2?`_FJpI{%rTe|K)D zdj8U!-mI^-=^pB|C8x|uI*?2dyTgTI>|XdoB1!B z_8;^dc)M;Kiu)i*{$cz7^6>)qmyZ_6*#GLtYWKT8z2RPZ?KQV__lih9GtvIgz7S_K zS^saY-Y(B0&o1rpu^Z?{DR9fw+pQ)4a4-GtHTTzd7rA5CPU@al2K#fO>5Ti$E3dha zfxQXk|Mt=)f_Yu?#V4-l#Lk5AuleNC>z~Qr^f5YmUoNyi{LcN83Sa=!jlWFskJ9F| ziZ!7;Aj6{CUC{Spx4Y)NkB4h4)-WX-N_x~z!$xNt|M|n8|LnflvRZ8w?}M#MxBtOB zp~TjFvh`-l`W4@z@z0`)D>8=n0ZT{x4Q)a$^UtojLo&7%Yg8QPnSvZtzxB8gm>X+< zSii-=3-Rwl{J(&Ih%p-l{0DFwli**dFT}?v-%UJz1moecSc04Jn3)(mqt}wl#_Uh@ zJ-~q|E`<0Reu%x{hkc~BvrvCQ{_{oum}iRfy86gm1NiwFep@t8-d{KA$>!^CQG?H95MOlgFI8@Y^E>7^0Y2nD`7td z=i-<}7{BYtx_&-`eOO1C)WbUU{ABg(GsW$avQS30?YFvfmH&}Oa7W6s@;RqpKc6F2 z``>zhiTe<^n^f{=ye*ylv!Qak$W{( zV(%V5&-F6~Yx>97V<-!gGmp=L`~`1AeW#vsY{D*N8vm)y&8{M_~T6eRt z&NVdDOBs!gH(evjYHHx|raxEb+HN-s7G`9q&((oH$L#O5o;r6IWe$LU;7a{fse{;? zcHj%jF=nU_XR+^Uxx*A|Gw2$c>K&hZeDo3G%MX-O&D)=G;DH{G3`+g&w_Bu5%tJDj z{uitc%gvyF{BJ7uPsa(z3g$H#H}O1S^RJBu8CSec=9G!^A8{FxZsK_}*fM#z4?$aDJgxB89KjPmbAKFvPld#dZI^;jIWk9;oE ze|tvuH|?L<#i%d6{o`Dc(8p7lf9nksnWp||PYchItNvO0rJr!W*?+drIDF>X_={vc z1^qXB@F>auG0eul{p-Ie{sb5o!Il7D(%Rf0m=4-7a>NkVNbIBFP@asspZ@fJN7oWd z!}|m$@&w#9z!&m)O)s7RYr?vgEnNl<7+`#YdW6$uT={Nzy8Zb$fQBJ7Yp56fV^tY74Z_LKWe@kXQZ^S_`tn*aGfejL?Ld?dNgu(GGE|}3iaKEL} z|C#jvXKVeFPy3tB{>_yADab$eE7*^jf5vMhUe&=>Te-!Lr=KZ&+%KvoJc~^YH^O{g+IX*c~@yTWXFJ1kNy_zl1_&vuB zun4pbGJd?Rz;|-vq^tih_Ba_|PqqKa{ZZx52(Sn^r~9VB-7wFKv}f+wpJTwcm@Fs{ z`IwC%Mgix@rF9zb4rJPYO(%c$C3C&7j>+V2_0z`dnrY(tb1vB*u1(vzI;Ed8^}oJL zse9_O$BuVPjc>({-1oKpcXD0meCF{B=mT=06N^F~9NC)>_TP8Z?#(#=h5Ene>LIsy z#Yb*u<-SP&jaS3!=kw;W|38`j=h}W=&;5U$^Gqixi^=Cd>QM6hAGTlqLpkKUiJx2J z8L8U;<_B-Pzb;)Q*ZyJQUnS?%nzNe|;vaE2smK3R+Mh4^Q&Jq+obbMXn%Hs31tdCJGv%P$%b;EsI z?J+i3UrK&S9K~PZngD)_tPNz1Nk3KpNGd$URxs&ucB#7uCh*pQL{C zt)jND9P_zyXg}9iil5g$$VUEr7bjo!r)&S;nPhQyh)GTP^Wh^q>4@S^lHfTO5c-#9t7{&~iO~2iKDG=6S5Y2bia*&!BI;;0dA3 z;&_tDbpFeqvF2z@CXN4AaARcK|C$p8c%8uhWTStQ%L{xcXAn2Z!&+M?K`4e*R+~Fmij56GwP)0{^F~1H3Ta&d3qvuwUysltYYj z$aL(F_1RSXpQ*|}o&Wc&`X846=_TYuitsJKeh}xvyhpUB!g~XIWcHW8YpO2`o`5zpAR2t3(oQXn3G1^&3sj?pZA3A z|LISED*QW&0V0pgi&AgQzoYukT!t*a8Zu(OF2U;X`T0D81M;$D9fC(16?{#y{Qu{V ze;n0MtdPucp6h1E_9EfmAtw;qz$2eoczl3MV*SJ#4fJ;>)K6Zc|MRo|i+Sl!`s|{{`%zvA7A=1Tzl~Q6#ai2KVl;=J_K`vF(lj=Jo@pK||?am#f3 zpRyM!d!&qkGQO)ZUcue?^ZEAw^ELlV{yNwUYkw3EH#;NpA!f$&-?Sc8FH0WJyd*>aCOegE@+(Febe zuDTKIxAR`?zY_yPU5)H~Aph|EK5*0!gTr@KZT>U+PZ`P_;qT@Da*h19IYTi$TP2r` z*VifT|7WBB*|wi@*$QmLWbKzWrJ4UGYd>X|PX2b@;vZk1ST9%wj_LK~TcnSrpM&^E zzT2Pc{(rjqBg_r;IM9FYOKc5x99Q&aP*vWyO4h>S^ngzqCW4c z0~QBkdArBl@H&;Pj(yYljTJ}TCNB%-mZBUA@o(kJupBlqFGnH%Z&(K9Lef}1bycww z1^k1JAF(H%r^RIUyy8F1o`{}!J{pw|#uGVe$V(&mJwNX3H*JyUu!*ks95y0n%2)2! zGE~kscGZq)PANTCs2_4F$UopgntS@U27EW0y)UVlSY1P?zib!~oQu{Ey3U|KO59Df zPVyWzpCIS3cJlk2w|g6e zi$01cVXvP1^b&KNh5DnmPP6@d*CSW?)2GT;{psX?paSn;RCym8vgdWm{dm#GQiv5G zXNbqsc=>Cbg>e((xbbmo!G`EL#nB)x>+fOAZ%8mW9y7xC#KZD@3`S#y+Rqv*dj9Ia z3=Wp4@1f`99+FsNC@*|}7UVB^XVAt}D_GJ2Jwj`|II2NX> ze^;w7y1RE8WGp>v`mb@&QMXQTH;Y{(IBOVRlpGuw%f#O>E_pU23fKDA3IzpC>Z z@^cVlbI)zu@~zZCj81iZ4eA(hcVJ(b|C;%V%p-aWXddD@~mc9QwmusA&O9-9+5|Mp_uu==NKe|k{3ZIw2l{c5{M{5XIOgYJwVry=k8C+4D`{NyKcA8|<{FOH6^QfpG-P=J<|EOTPbwi<{Vp6#Jk0 zP9pb6xo662_>Q7~FVWvK7xnK<>v?If$RlV!?Fcb4`)Uuny*J1^LL5hIe~4$)oLuq# ztLa&?{WaWEw(=)G(PZ|YeUt3}q^sY~&y@VHA8<3oy)hxS2w|Ifya$#4&FI}-0U zSrp>mh4{bW9Zcu!cLD!Uz<*2w|Dtw=*cZju2!;l{Ba!`~4Wf?8(PLzYsloMf-s_`X zuUH!`Pwlx~M?0zK4VM$)dZesE{hDtH@-E1KPU_#9)7N7xcj)hNogiyST~itk-275v zzsbRRF2L1rO(ZpUk8?y>)Py{@(5bB4L$dFEKKcVZ=` z|?Nu>3R7}3_3V(zhjI; zjFsX2Q5lF;Xl#%%5i2){^Ag`9*W0=0uYTqOkv^wxWBkQ^F*EWf?!@>L7^i(2@;7^+ z$JkD={SWSS$uouHKh_{{H*V{yomSezHoT6upXYv#_WnQMb_8SO>*uqF?dSZ%X9}@eBgjL@ zTvM#~=#fLQj8KN$i!xXyIfi}#o|<&^6Yum-V3iDy#Aj!|DYk#0U!Oaa|Brt3Z^9=; zc@l%fJX6H;MA!KGzxw8DnFqUudc5zVc7pbi@~8fqotVw>$Msh}*FX0DZMfdEc7^sY zT>lm7_j3m4K=j9a>VNj#+aD};%Qvjddj2D)3*Wbn-s{D8o-;j}Pwh|8>7@DJV&WQS z@$sw%#$5SHY`?{`_@BnbgS`?dH_`vldh@gYQW$^pcl>42Kl{(dmHpOZ?59q(|5t8b z?_PQ1O+TOI=Kp4E|1}<*ICczUbErXaYK&8I{P1(!$CAVOM{}0wUTC}@%9y>!+F;Ml z@D$vS`>xvWn_};j=TrIrD#NEY{xm1d#P%B}&7T&(6Y*W7vOl4m()GV_-N^m4Ti$l1 zl0UD_W&M+F|BIZbVgJY{ei-kTmNo;|$u(T`xhR;HcrTn-E5A>k)c?_*u3)o}uM9`( zPK2?5o{+CX?Y+l1d3`jQCCf0A{r_smH}0k1z3N{1)0=K<*-o7=0{Ih{kzBw0mgmoX z|5@-V+_#=a`>lTF)3P?JJZ!#89K&JzcilK3d3Q`tqx*t3vrOgvNG*S>Kk6$P(|#OV zyEvYscu4l+KPodr|4*g<_ctwdA8c73DBvOq_rC z-z9vmAQnXYUTMv!E4_*jkN6Z{8FdHBN8Il3huwyfM{Zs5Be(Tzzm!?of%p3Ge%___ z%P6Bt#&~G|GtGaO@LU($D{=o-SJ6@9_?zX#c0%VhKHEj?v+TVz;5MH`{YU%V@85XK zz5UrixBA$i+lXh{fM+T?`v||0_v*wWi9@eCg75qfzqjGP{WUkh=Xk~)OUUU3J~GJf zMDrQ>?<_crN?Y)~`LtY@9Dn^9WwO34r-t2uOC#=Z<%l~88J&QP_Fo!?j7FqB$|yPh z&HMN{fa`c~iI*?$FRd99IUl^Ja^`g`Be{N!xfkN^1^ht)fAP%WPl%@>jz+LF9OJ;o z03Tyxp7Df5hnPo-zKY$oDv< zEQwKJT`K4FysWiwUh-6-9<8_BV-B$QEc^Q8QPCI?b1l$+vN~s~{(QE7A7XK`j*0yH z%<`AMfIt5<Y<2T5$daoy-x&>U0A`kznv*LB{&c*B^(_^W8IL9Dh)a5#p+ znGN|{{mJ8>U-utTsBrc3GcFKj>SC&#eeBl^qO*E6PnW=B)$UpQtn zwO=?Bo{S0K4RJM%jW-3uG6uc_j(;8*18r=o_k1_&1Si8hQ{{K7UFF>xS${u7?9$@E zYd!9U_b3O!nB=P(9qw}@!08M>R4$N_!5(*SQ>fiE|M z{#RW$F$d4?{BLbb9)BZ)z3%ZSaEP!`EzOOB0b$-H&5xwHloTIhxD@cV0B@6+|LFzc zU!fg)GCmBRFyxpL8x#9q#_yterdS5b7A(t)z{{ML`W1K65!t_=As>=*(GcUK^; z8|3gIZ~I>GrEve1IID2~TRFwGuQWf8evhspo{O`C6652&G8+ye;aahY3w5Gr@7PqT;>1TTYqxztoT6R(}jNRyuL58 zE7`8UOX|@gWDxhu!JAUdQ{|vBvB}+1I-p@UCAAY?1DBPiB8F z1838K>$|{}+BY&Fd4Tz@V0~ZH1pkZYZ}v61)}F`idfT{Qfr<{4yI=n1Rk!zizhH#w z+Q;23JoESUqwXXyLmNwm-40-Fh#R`pfd4wj-KD07*ne*ne3H&Y+FItRO5HGY@DK1Z>AALk|>hGkYak3%l_P%a{$A6zSC)isVI&;1}+oE_&B1H^c@ zVwuMDdVdY?WjT5e%T&2j&cr$;*KhIiLj0Y$lLG#rfWPp#lxF~cV)`t28|b!SK=ilb zYr^k_!{Ir#6Y(|tPwtna{x9cvt#I8azJk{%wujf)f5h(;>MzLO>j-s0@LANa`1{k; zztzYyCF=nAzVVT33HxnpNgSC6)}QA(Lh~drzJj%ge7NuB*I}||Lp8cY66pg3YcfHnPXuy(KYkiQ^}=pIDbr|Eqx4pK1BWu~Z$mVf~j;ejj9mI24o?!UA{UIKqyLSM3 z{A}u9s`f|my&T7%<=j}e0UR~N-FU2w@ZDex3-7@b;BFd$y8#c4^4%~m)P3JSoKKj~ zPB~_n_r!8mH8s{r9+bzU4^ry?2rxAdM!}tfHT9>TeTL66p~p+3@{FNIva%V=JD9D#C#=()W&t-=g}Cj#C%ad`s>o#pb?3x@3o)gE< zKl#>wDKAI)tL^M?moYwbnSZYV*FnrpD*L1QLHj*B`hNra2b0bJ`I>)e6V$e-oy*q$ zNLT;K#jAd@qKNHv9i%?2%j}d^i8% zF(|}{05@_@_-;nsD7nQjZ<_u4IrwfAn-kZscGGO5`hR1vyF4$rn*-#6d*qsQz3-vi8w;$-6Xlaq%0G=i7$&;2iGzm}~y%FzED#-1(nU(vSn zns<>~iub+{;%lrN!7-sO{Ql9u{hK>-_>h*19AIOZbIk6V?#MjHIRbMD^Mmo(v~N_N z5x-56EdJL|{ug|~+p_O`3qDI#$2ED+p!Z(u1pV*mZHJwCI_s}=_D{zC42=I||F2O0 z(_Md0SN`jOz4=dIZ$96&GOPKQIZOnHB5^gu%E?FY6!#yd+y2n!uHcgmO{WCmFruM(N=xw)TC2%(l#4${?Kg8}x z--wNwsQ-+^o4hBJKg*h_{!izB2(||OqkU%k+~HC8U-yB3MQ!QC{b#|^`2E*R{hxrh zfj$_%g6H|2xsQ_dFaDic{`^0j{{%zj?f-9o{|EQQj#Vk;UsStmLj8(GiTCxVvj04t z_FMfsfE$V1ZR0U@`*$H9mC2u2sj&T826dKY*!{;9bCW{;R=>qHo>u#Fsej=&AHrYy zty{Wlh3x;!J3LeLe-2h3cdsva%f0mK@3WRaW&H8F&)jQ&`V;KH#POfX|6q>L5PuWe zAL96$@85RK$n$;~dF89|eq43^Rry@Ok+>V~n-)jV}I4%Lj89K zI}>bCrupY`>lN1o9&PSbUa7n0>RPaW=%25gyg7mY)q4MqYr}r$#p;``;@TZ|wPoB@ zG>*A9{`Q_bcDf2!oX4)Fu~(jzI2K}Jh<7ZLKF zA^u;$Uy%Pra5Ztvf3C#;Lmb?+@h?f(2F1x3zDzL>g13ugL3t=%M)LuhoRaW2QMoM3 z%F%n{XPzkALj5We!IyZM7vyg`7U~bahghyi-@I-{zw@VmYruD-*nRlkvKHWxYY<&~ zC?BT(PcS!FW8%0O{~Nz^8TVEtX2o{_EM}$a=I}TDFwDurF&Ry# z{l)M_X_J>0HM#Z2YIOY>^p(WEMCOn;aTY1$&lrxqLoaci;2O=hqI?R<6+*lXuh*l* zsu0sj_|NJ?9Daz`+V5wie!+@C|1}1RSYL|vU%unHFr_apI*Gx|aQl@XCV4E`z8JWy z{5WHuh2t-u{ZDL6tk)K+*748!nR_Ld`fo6YjkiDb!kv&_|5&%IB_Z>+F1#Pn*Oxc_ ztF5`@y0A{tc;~aF{}$UdtV}~=y~HOO-{klo10M~q5xyJXZq{sA=LWELx^5L3-X|7O$v+1SZu{w3z- z9&(~g$NnBUyx)EO_1DsG`LO@Q$yIs|V6y??{BQOrpYxyDhPb}T?O$^Jr^(-3f5I{6 zxa_N8o~B>LeP2F*avi6DuQ}OpPB1s6jfTCk-^AaXR~!%SZSHBB^8824O>+H$qs_zo z+l{>+li76qk7U`H{k5_yfxY1~vn|w*=gI$IUL@MR@v(=VYew-Lzkcc033v{{oB+!~ zjK@!Z`cveL`qcF!PZMnz?HTRw=wMHzN1^{UF1VX9$%DlELu?51L(%??2~SQ(WdDAS z984jeg!M-l8sb{L|2GCZOgy9Hnd0*awnd-w7swN3*qCJhXB6)iDpr%&$1!&d_@N&o z|I>@);*n=me9#+jye?co#JGgd^Fr`Esq8PYnpQrafzS6F!R{ospBSHi1$JgJusM=j zO0b#0+(4cqgWb{k!~7p|uRX?GWOGPMbAx*w&&WJe@_a%2nJ0|7rpS%+0NAPl^fNIx zH{gTZ?70!y)MWpc`F4}-&rFWL`Cxww?N6Sw=I;7;`NppubI(NB`U!gjiEZI}_fUhz z*G?fm&UxWk(|?JtHpDSV%dN#D^EFue<%r+pZLs-KkBKtN#{bJ!{!e@Sp9RM7WyA{C z@Bc1Ze?DvdANFOk|MRrvKOgERc1?LO;xR-F8!-!-?}Xnuj_^O@^!$#`ad1u1|D=t{ zwEr3Izv*}4Z(?i(_w9@mTru~v* ziv2x@+aK-mLpMeC&@b*8B-@{5yH^NC`Gc*?MgO*g^CuVm*LAh-oAUcnTy-T+>jTW z`*qxZ<8cwcB4Pt%;It16x$Z|jZp*IiQpQ#syRlZLOqowAj6X9!6ze|^yp72?lo92> z?z`pJ*Od|1M1gJBD|jrgzP zKQsm{dNRxL=R*BYH~ybb`3nYy7$d}uRhJY$WBfGozhD@MbMP1j9uNEL1fyoWHFhq* z*+gaIT=bpS>$QdYA&WpR!Ue>>@MF3lf76wxuYYS!f$xU?U6P+ie^`9M=v@x)x59U2 z4rAWK^#}bF`abqCpG$KL@I3+e9)2yw_c6^Mku{e8PrkzkJSY6FEQ|M;Z)j^WVsv;e zD39wRl+9ck7Pppopx25@eGgi~O};`EJsWKhu9ccR2p?E&p`mpY@lwSBu_cTfgStQCaf-O!}uBL*?N3 ztOn+$*A3k>*(T}c6y*QXZ(nsKB}X&XpU}q~Bh-y~p#O|rGS*1^3fEQx|Hk1=DW>;z3ITaG6UUM)As^*Gd6;IM{ti{v)ev^tm%0U zpXeO;Zh*V7c1Cv3^k5FzADMSE%)cDt925DlzePpgxwqe0lz00}dW#vdjgJmS_Qx=RHPy%;cJ>T-Y4|}-DA-ux9s{0`IKn579|49yR` zUhpfx^WdH_*lOv=B>!&&9OS}#gS>wBJT1t##dh*DV7MY*zhPah{d^Xie^U9MqmTN0 zyS1(ITzI~kYSS8F!xj zb>8c|7E9A=h3V>~b6SnMEFH=6}To&mH?W+vDGC@LaL~h4w2B#@36I`5(e* zlH>aSC~zi>GcvaQEcU#wQUKeegx-s@!gCo%Rc+W*okueo=YzNc6QZ+|wO z+UDL|^mq66M@!s$pMT;$Uj2nTS_7P)-~Z)0<%`YVAm|7`SM>JphyHi_*w`EO;esHE{{?U%8OHtniA1ndxUMfv!H@#94DGo1_CFEWGv zF^84mSG2!W{#L*Ad(i*0-TqwbU%qdp=nwO3+4!?LD3|&F40x#``9c1>YYuu08116k zNRxlE{{8Z$|8{RKd>grhjAKvjP&V~5Hx)6$W`E1EcIP{By+>2?4>fd z4VW9|bm#kWb*(q?Zr*+2y{Sa5C$^vO>D|S8nD_F1x{FtF-nd+Zm!-*_B@au*ZFdm3 z6Y{X!xi>0!oz?5t$zGsw>gZVKzDWA`(-rWJ-tGi%P3?8JX$$k#D-Pufo|)y4H>a$v z0)B+Xe=JYd$~Ef+M^w|;15C>g?ne7#*U||-o3;(sh{UJ`_k#HA;ffI{ zm$)0^X1*=jBN!axzBzQF%zX@gaPEI@+jCfOKFraz0eP>K2WMRNKbNmqC0sdnpK#_t z=Ef^TY|u{d3Kin-8sjzj^H_*~&z<QZAH|q(%oXa7qf4_{QjHyaKv+4dAgs8Yy29P_b|7CAP&sdXU1{5ctSQ^A5BrdISnD{&66NV|^_5LG$>i9FOj+s6MCGKgRo6Zzpm&B|b5ijfDA^b0)`2qCThA{{-ERY;bz}E4Z5liv(*q6YVDsE`j&U zkAJhH)0zKdzRc18F#BWm%YHrg7_mpVNpLrQpAYADT;HGI|M2~k2l{Ti!2#lLvYY?d?~&c4pFsO5ALet*PyaV`HAnM>$P?wu zyXa~BKdV2V{ueQ-`I`R{WSfQlM{~j~jQ^1#;5lH|ei&zdJdYKzqu^NV9I-9rxVi5} zhI-N0$$nVk{4+vs8Q4~qN!w=jm$r^vIJDiwH?pnF8>JXZtIHozKXEQ%?}33b|4(o? zI6n^DO@xc_b+CM5az>F8Fp^`a+tks)Zu$QS@Ggp{QTv;1`)&S-Z6D|Gxc$sIHH!Bq ziBC$^e#IfNjeJ&c1`YK^c0SYmKLVKxrw({*1ZyO1)^b>n;g2-8A^CIex$Ag$vS0Ab z!CWFbm}r07B(E;V^7Q=weAvIIZGQ{(PksG2pZcHqU>M_Nj9m5p+0uXV3A23?14BGf zF#(FVF+73AxOolVBY&R8|CisccCWsPTo-f9|0~#^xnX}aA6<+A(O5F@3m8i>ZWrxw#QpN6m)+7$U*SG4OR-()1d>_MW6*Zm0u({b%PDTY>Z3Tle)EUrRdu6P^~7y%X3O!9PHrk?s-~ zVS3ED!Q&*9`|Ox-sw%ETpCwiO_8ck$ZNKSsHv9i}EsxgDT-tB-lZ(gZvvBdmw+S|7o{>D)p21CtAl(asE5nbRy89iT2OrFS?cF ze|&d#yL;!u_uPTX<5Ql04S!SHb5r)`u8^A=@3b8%IU-mZ;%WE}9yw%~%Zc1K%oi`` z!FyBNgZF!|x4=EUJ6OMQ&u-QF)vg`yG>W!bQ1v)0S@q!$M9TJ}b)-Oc3`~&^K20-oqzw{Sqg< zHQ=#f9w$EA>5H{EuiP=8f3?cvTa@dDSeN&Jr}>CHIlKqgljDZ*<)ZJK-5p?jy0M-= zec_Be%f>C6q^uKX%jNopJ5Rt>qcLm7qS=0yA$&Keb2qqj6yKxILK)S!4GQNCUV1pvuOn}LWu{DaJG2WICqo%wzI-bHZ;%f`_7vw)b^pCik$Zw`^Dt@W1 z4aA4$nuOx$#Cb)M{HNZA%EvZI!-@jZ)!lS`$;30`25`uS{SEZ5_BGM@4;it>lVf>|%&~ zG7<|&l)uIxG`^$XH6~4t8^&Plf4!Ig;XGsheD@mV$#<5|bN(YSFns5Knk!)b)^GVf zLjCJwj3q_;?OGcLRUK8c)_&$>vU(>Tb^KBPi6PQhnd*b}uk2 zuAlZNm-_3$j}YpACjAqP0`-pZxitF6_FwK$-i0=NCtjzQ*eL39n)d(dj{v=)tUI1cK$Y08QQcv*vF*q7H{vR{`h~G_(z}?{e z3i9H}x)sqLktez9W8A< z>+?p7vQL(OJcq>oS7`r~?+AU7V*ZJ3cY6D0 z`cK}OZ2iBme#%hgI6eQ1c+^zwkJ~V{`A6)22K#UAPbdGGu7CI;_-BTI837K5SeP+z zw-CQVoC@2>7Vp-hQM z8iAZyzs!$T7mgz1G~+LnzhH3KFDQ$B#T;7fE0)WClxNOy{_X7t9ufXWF6*zE7=MNO zvtR!fDq7ke!r{v2RPe3_X_vCeP6Nf zvZh}>7Uxg^!~>wVEJUcMCJU{!Q45ILkgmgUfiqk?Zai+w%**9ndn)_(_FH+Qh#!MsT;iMzpf z{%!~MhIpI$yH8wA^J8}m+%G%8b+f*B*xel%K^gafyICi7GJh5EJd=(83h*rxM{~Eg z!~J9TZrO_@UTD)+@ZO;Qj(c6gdDGB;3uR%C8u6!=2kqeKx#uq8{c`RZZr^i6FhGh? z`N4g=4dn>G%n^B(`rAXm#*7PwrTkjE+_QG`R*!2L7aYynl1_K#_65l&)rGYq@ixp4 z)q>|*^5I90_?=ebdeHuVlnqDm?~<#dIRAqy0}l}QQFk9YDfJLH)6n5@Gr-Z1>xO+n z-XP*>c7LyYH!PF)twdfd!RrtUuH;Sn+Y>8ZJ96H4N z6zcc9E(Q6|b^Tjee8+97II3#``gi7|`gMfyGm8Jr{8Dxv*O42Pz6E`iXg$XDrD0uo z-mf$Csk`Wb^`?3>sH#$qK-KS}*s zj;@Eze@!eu`}(8xbq?)MRlnw%^6NKQ$9bH7lKge8=ht#v)1hyO?>}?94E(mG?o8{2 zN#!5b&-_y2BMEPp+P~M{`b_w4Li=a(8J75*#rhaKMcjdS8pI1Ie~EeEx5QN82kVi! zrR=*u@){pwNVpc|Ti%nnERA(YTwDn*+4uSqt$7f6ab>O>+pELdV z<9M6N{^!^h-h?#cpW~0$WUGI-?HzHEEA!Qb{2$QC9QBWNi@giRzvOR8(Dy|B|J83^ zai>a;KXv^tI(=WpKF9yI(+^Y+b8LU|_!nM)@iDihXsfK%grjC0I2K@AsORItCom@Y zr?{3|jWw{Yf0gg%PDg`qdfe}86I=`V8ls$4jrGDaqd7y&o`6qauunJ;#(=%ynmWu0 z#X6$=QTV<9SfESQmEgD;cB3PMZUESY@iE|T@O->>-G&WX?-S2Sfcll|Ky!?6oxKh? zAU#LEn}Yr0_&-^C#BJQPan|g=<)6ye{A=@DuKtI<2Z{Yw%*C7OCt>d1bY+_y)o%hv zAUMj;dX5{#&v=d-;%)p#`EPjsJg_(Xcnprr>|F*%7M!wW6`(MocdMbg;Qu{E|ChcY^RAiCX7)_&qpg=Fj{j)PCiqvgzy7i3&DH)sZTnxS z->>%r|97(Wzv(DtH&y*3mxJv;kUuV${fB(iulnlW1K@m@$My^7jgQF+zX9`cFow;z zHotou4v&IA%5(j>?7z&m{-0~T;nd*NV|E0iZD!+;0ZFH|&`b*Yo`df7gHk>|Cn*HaB_8M2& zR^!TADqI0R`o!8v>sQQ-?iq_7%l@&-K(Hm0iRdzqIL|iZp#Qf1P1pXZ*1xyz z=!Eu*EIAK~ei54ltO&jvUyx#dd^;q*f$vd!6?YZ?_86Tx(*CbYHn=wyzvVVmAYV1) zzoT})*EiEo^XFsz%f|m8chzM2mpuMezOnyt8t)Dz$A3Oq{iWM`;b82`Wnups`>=-r zEQ{rtI(!0rH{`v>r~GcUYrWqtn3(2{R_x0yaT|eg;XWa`u}fRdfZql<8*tnR9%S8W z`QC>8MV@c%K`vinLx3eA2Ma%pWwbr$kurqu2K#`@Nu&FYkqt;O{;!gM6!@H8>@$9X zweF|Om&)&R<>#gTvzN}h0q}MA;2n?)cPeFWyMo*Ryr=Ua^GUtyn4`&_iN}w@WwU(6 zN>_6JvXmiwIC$O`@W~XP!8zQ+{7-B{129B<{%z&e;6kkj?xqLlnsDE{ZVU2rbvzhw z-)`S6Se=^2Ub*MojWLa1V{e!3CqGSDRio^GlJADU`5ZTayI~!~18v)V81*iZTv9x@ z>wDy<;&pf?kuz{N%6DTtH_Dg8Yfb{&QvzO{Lj1iD|DNmdZ^3R9@E=j^CprGB^2rka zB3w6$myvP=H=|gbh_{B=m1O(+=9|h<&qr$q_~EwCBF89>1OLx_tpG1W zUnaVaYZ~rN;X1|L#N&^-jEMh;_+~tBx~-okl;hWIa$f4y`WZvI+Qt?)}j8aJ_o)_*(u6NQ@@t$ePVyFl`lu%{#5mI9hZ&#*%!KIvcAC)eYNYxA-{$@ zhP8i*lfB3^@=vb+1o(&82WIy^-csj2Eo$;MP3@nxL-P6v_Qk(jFZcrBa2Rvo_xt=F z{ug6rqBs|PW5wa6BRn$Tkg2RJmvtiFXW=_2y~y!#7MMZe3FOn;BG?vk&5&P)Wi>Y4 zl=~lJ?H$^f$H@CZ9L(*`Hd(K7U2VCd`CbaY^LP$&Ux4-Yw_Cpxtj%L^-rOI!i|@!Y z1?}0Q1_c6Z(=M8--%Q1E8)_Hfj`MmJj7=|Vpa})F35OZT3H;T6rybf|u@i@>8 ztWAKsiSRefL50uYJ?5b5ki1;hzD)i{TQ4}vraAu#{*XRi7XDv8<vhr5+~?m?Zhe?m&a`k0`F~n7q$Mu8na2GkO0_u{I@h*8Xr`(b^o!BDwt^ zuV3!I-n&-!5Je8iVF&z@%+*0ZS^pC|W84_u99Zv`ZTULde`GyT`IIfO5njgjop}Oh zs{hTuU|t@s$qZAX>omoa*g0ZE;xz ze{ioa{+q;RhykQt$+)v|I0gI5{ClAsqw$%+{&B3DZM1P~fQ!tWim z`#kQ3d^d~T=PSQ-7i%lrrR(_AmbiBe+{@QzLIBUc{SwyML(6}eJ9H` zwQAj3x$h=&IT52$QF}+~XAY|BtF_Yp&EUUjCRPX^ekZ1;;@Ta-!<@c0DzTY;)z@7Y zFgMIGwZ9k`89Yl_)g@qi`sG^w-oE>gltEn0=2GOQ!rm@%H!OD|?glxda2>gD_-r42 z_L-E)JX5@Whvk{Vca}};(0O2Y%D{)ioK-CEOnH;Y`2gh1Pa*!xxF#_Ih8yrW0q(QU zq4=-%6Y&hX|F0McduD$u;2#hh31w2ie{nzmz z|M5DHr%^e_`Y89w{lWE8KKeuOH|!VuCuQKiLj48#i+*^WnB)4lzU+doD}miG|5I=s z;)}wUgg+W$$IVBPqxgSZtML6u9~XyjrPt^=%bQET%l5{IyD_|4IR3VkwFN$qm6NzP zlaKo4ndEu(+0P}#idcvFi^<<-vVP+F)nBLFxfYlxf9ngbA?1I6eL%Hl^7AHh53f@2U&4dVs;@LuK5 zVLAMt$00fTYr^X-_T|qF0rNhe>X*D993#-bDq?AT`@>jCvd&Q#nMXt9H4E)$zNB3A zf2QRhK8xw09KHR?wf>kBOUM6o^)HqEtLwhu`^$73$2p+?ZFjrXM~QrDjCJ@fMQ0w! zIGXPGdp!0~FffgcH)Tz{;+vK7TW~Ajj``;k@WuesvSQ^*SzA^khcnl-t>9&?XsZ+s z4`K(1D|q5_N3GlBaW{?Ny8&ir4C`C7Kf^;^Qs(3FVeqH!a|@AUik!5vrbfB_cn?L_ z*Er($m#bFDHND-P!f`V^G~gZ^-woE{#Q5+Ti4PK6MH>ZMWBfK;fASi(;fL`tV3p>V z{drdHFXPR`-P(L-W72-phM516ZvHbLCYAk7usbNr?9cY=dm_I{_ujm}gndE!PNl7J zUQX734%o7@;0k8GsnfvXklUuT0T>%#Y7CFVqu^}(k^k9m{@2i63!WzM-4K7nqu^~~ zyc#)h2722NdynOjsr_|$H;Xz>J35{5FLKMm|I3&B`+&JAjK8OAf9~F?mp#|3S1tte z9c`xf3B^zI-{-*m_pI7K^`&*LGC#2wHnFzrhU2^1na2NIS^rGM{%Wi`xAkYf><^!} zP=D_0f0O@T7B6(4;$7*f>K|jbjFpq0!E{H;miamT{)5#o*aGH%oFnUhYXj#|=8uxt zn8Xz)#;z^qeG2h3^L1u>{w?T#Vf^Q6|BhWPb^r0}-?}ZuJE6BTv;S5MOvpjuY{9r` zOvHR7#*rDXkGWkq-t0r}jBxx3h9lSuC9lSO(SO|!R2z~@`;}9SIv(%EMz#qU2ktkT z{gu5(vsL^r3;EAf|MM9m42)n*{61=Ryk{D%)v(8!Py5gHp6t>3^&h`;pO$%&D5FgB z7p@!VnC-tW-?d6G?JvFZn%jAKpK!S_-;nGL2m8M-z509i;kV1=yu3Hdx|8acef%`- z*FFC1_W#rEKXczYl4+jmXI`#oPdm^p36TWSKfTn z6<=p=y43#HuCx2y=bOKA4a_qI+zR*ql-uQqaM=*c!aBYOZw&J^@fz;A@x$-E$jeJT zBZh`~rTDJgBJklv9M{(=of^#kRErwMt`;FXxWDYIfccJR0;Ajq(lu7*+ zwQcTdZN2+u-3IsZXUm04hIpAz@O?4xJimhcAxEUUgpRSO5DZ}l^H6@%j zC~srQBjvmCxEqzL$rndlZ}Pv@`NZ*4h<_LG2L=2Eu_E&${vXEQ!(2|*huPs@3-UFQ4%U0bNBeu^H}1_x{fW=5&t&DZKJ&w7yMDeqZ|kLW z^0zgTti7afw9oe8T?ul-3J)p$X1^|$wR4jE)3v|2{;FW+QrSO~k6=Y4mO>ms7+b+_ z!OG}4;m%;pTF&w4ul45?kE1x8I2ICLBUlQn$I4}H2#?W`*up%lpRo{=Kl2gQgKx!t zOI$XE{#7A zYwnNUmv>^``{*OrG0-LN&TxIo_iCDvgF~@5_g%@Eld@hsS9Vs)8XfA_JX7Gj;W~0H zFf}ZXIGeCtg1Z?XLwnwJ!~w}Q_$|+oqyB~WD9!x8$5U>#Ex>E8mUhz3K0b`ENLGn0KlVxV6E1?T$96in*q^50<8W$|E28 zcli#v2K|1U$yVyj-2SLP@EqC7zZYY=;D2~~@f7V3`ELH>S1*I_=7OK=^qHPl`!g5q z@6bSpyVcbqxI`IiN%m(d<4^2sLOC4ciT;n+n;9Dah5CbatJvE4C;z{^yTC04=gm~~ zk9-SZte3f&o+bU0TvHOi4&vol*K7WlIKKwh_c9h_>=niz{g0xOUG7hd-f_z}taQg~ zPeH%DT*MY7kDK6k4*o~M{seN%(f<5p(E|6$>d#{z-R6-z$^T4CS+xH}%*i3inZ*2T zI+iSkEdR;>IB);Skyt)|&YvgF#<*?5{Rhr*bA9}sXgZ}h7;7W#h;JX;DflA$PmbFD zRQsPNk-N#bxI+7@=O*qyij339|2TMwqBRNSn5X{de6s!e-spV@+uyc5?063q>owq4 zrZWFz8vk4uhV>IavacSwl1#>FFvGDo$lAK zzUDsoZkg=kTN}ClY0p394X7> z_A8eV`Kb;^&pF-trM(stnWgrByzLA3@*972YtC}azx?&fZtsyp zt`~Wksu6SGzT4pwM+L{ieLC(xmt$X7-;)-=-eCGYgPoYTf1{kDqzs)*XN3Rvj5~wRi4=>!!z5)>TQJyAJFT?wdRJ zAIi0RkUxqTpwky>g*)f^?Qz^U=uQgX%@2?Za#KN;^1(Ax29zs*legz!G4fjBnOeHW zanG1reSFCOej?W`|7sO*I>71xuXCQb9egO`GZjtXx*3*FA^y$yZXy0}xDAUh6z~_& zi)Rpj!hRN9j9_9kj?Z?=dBm3Fi2w8)xo_-09u1=w-xukLFGF!Uf$YM2fU7CgUy%QN z)W4O$-Ka0^eR}%p-rrQeo#%N@-{US5KZ-FNkG+xKe(j0enDQW|i1d@lb9>q_-~HtOHO^6-HV=e z6xf;vDC1I11=f#C1k0oEvD|Z)JM=w&>P|!dEm_BN{mgap(&e8Cwni~FzzG2>#C53g z-3aa`us_86@LH}@`8>kkgZ8oQVfzdAFShrT%hS?-Vj9h6*fI1!lE=S{-!%4@_gfjE z|8b-VIi`YrP3B_PJwbi~AUhO82aF?^^b^ z`Hmv?OchUo^%>V{at?eqXj|k<(4M6EcARN>)PRtHk@?LUG1*9v)z@o zRN$I@Zdctw`Pg&X{x6?#ONBnC?Z2nm|9$Bdc45 zi1}e1t@toM7h^!exdZMT-uLy|jq+RgaEQ1!Tmmukk(^m*md#Io=xis?ic({q5gvWO?PHj|5g^a!za=8i1_w? zEfTE(#Anxa!)AP^FBkeK;XYS*p8lC~(5g=p{U>+>efL^?IK%H?&+Np_YCndD1e2rp z#Q2_whXZAsPnysA%j{YB?7&<O9j-TQuRxB(r{i<9 z3Huw~r_4tFVf)vYbh{5WU6nnozkIY!%aQlSfa4BgboQRS#XjU{u`qDc*zYJ#W_X+E z8Xu=+%${5}I4@=T>!Ne;sWtbM9<99jR=@DwcK}18j6KbC`>ViLV0seP zAD%OP3di4VyUl_}_7Yxk{aoS9tA z{)I7OmOTu;zHzP6^>p4!92>Kw|HT#HyPaX{0r?DaWKTE$#407-F5ceaUFf_ZlJ%%4T7U6U;4*3X|B9D z&Jfv*4E{$t`)l_m`yawRkNG#=3-tJ8KTqfC|75EFtl)6Im)un3#9^)}87EPmDRSN* zzmy+8dTfsR!}{6sanVjC+rR0`zfyR0)HgHxCwANWAYvP*DSzf$OvG}jKF{?0GaK{o zbmdQ56plY~1KMxv|Ct*91^KJrYVy|O+?79Zc;pI<-k-qwE0g_^ah$^cdKTAT)>gIq zwhq)aq1iLBWwdKiUOips+WDEXf6r3=AFuk{t=+vz*Bn{uA9Khg#L}5ZhU;C#glwLs zjGhJgv#p03;#k=M{~o%v|KzQ6uKW&gH)wCNUOWr!&outt0*3$nFPBajeT--B+I!l{)4?ZuZMGG{4uwR?TgVyL~&&Qewyx;`SFEwGS+w< zY>Dzp9e2mDhZf~qn#c3sRNHU%hx@+C_D9ML>@VfEbn}<)!!^r17AN4%$RK|in_1fb zY{nngWx7uq;B2s8s_#hXdX4+1ip$uM)BKZ7{h|KvB=&~yNTNRC9~AFaF1bIyZ!H&& z7JJ@o_TN+O|9%_gk4jvB+P=QkpRWCO-BjyOxBj(qbFE)7H##m&|9EaIxNcIlKi~Bm ze~;*h?7heFkJ+eS-q(SxNjLwM0F$$~?x@6K$caPjTKJ9+^=}{kr~HXWQhPQv`)BfJ z8Alr9cmnH?u`r4MyXE)}_s75e4S5Csp?->=f3J7kbT^wCkb9|IFdc`Hi^*~~5wCI= z@8c5hQbRr*U_Q1WpHmn1>N@aVANz%TH~cI>Ua3{<*GS$e;&8riuW+ZX54eNCjgW(7 zTVxZ?xyo$p|yU^HL|? zS=@7|B*FsiDI1nO;#QPFd=2Yc0iGUtX8dNE{Om8MoJS-l)du9HvUs`0-R)S2e`|cV z5dZh_?WFiaA^!h#;{O)^nX>#DKl1sUly@Yte_1Zin_ZwCh_N;HpT?nRD-2I%Wm>K% zJ}3XP-_do2`U~=(hx#XcH;5h4mzn5q^1NX^;CtdaV$OwYQ2ZzQUg{q*#-w>*xIfAL zNX6E~`yF@}&EFHBi}xz^zjE<0IR41FB7U8$bx~Hrniui38LD5}7VIBrtZnw|58stg zUti@f{UPf(^o#V{4!7&ZLER_t`;S}?9{{f;_w8a?XD5GaKY4FxBNwea1?6cKUaJpc{Rf+Wr|=k?H>sVxj->tKYh_XG)|` zXIuY^FZYX$P4<6;?`*FAYW0=&zJ8wXZ~Tsk8|T_QV<|7*b0H1xNC)3wd@A@_5~V3*)- zuKIUQtgpXstB~s&2b$fZu|e?Lj0kpS6z|gzBQy#O4e>$a_>aHGfU(hbsqK1|eI^ z%XMPUvbTQ~c+cGCU-6y%{+zvIN1ki$6`KC>9nCW6Uu|xOW?DLCb@7`OZ9R z704x?$^McP>Pi>zW6L zQ2p-#cSAkoeH?#3o;~9J^wG!g`>2i;@BF(_dE5Q_>s{_b{?%pmk9VQ}lk$gp;p*k@ zeeko0yr5l-SR2X-%pbw6;jDHty{7lb*MfQG(^1|OApYxCkiWU)2wSH9+xF~o-<{jP zsQw~vmXSZv@|XGVJAY8@h385xOIyd&{^Tl)*8f*K|L!C19`_+yoFTy1^FLKG-985ymN#vVt}7;_tuVCy39X{g-iy!}j;nH5c?h-v3l( z>TB!Ii@+OQ1$PeXypsBBTf}Gok7a*eYW-^%l>iqbK8DxZKe~M3XW{&mIZEtSj&QnL zpD8{lV*gHb`8sAWM)hs;7|Ne>l#joH)IP`-n0EaKrbH5$q zH<2@jn2t=~ZfFx!&YQ^jmHj&oTZ;#P3H?&H#p?7+H!H^2~KAWc^o3&4a#Ks>e+ew@#Ny*cJ`^YdM4Rhh(&s>QoAhE!o$vAhT0Rd6=Qs|xm<64*FcpDFxLzj+U`{4CPoiAL? zlDJV4_eo+t!QKX3&Bb)&gK}=>l?X-Uj~k zr2jpMKS<&)wjTZj^ZWp@G=hK8c^<*o=$>xD%n%#l`(N-i!u@188e(^t2XQxwy^%a9 zL*yAdGe1qE>G6EB{ABxY!tr+qai$apPyNz#P1PMmzYEqVx<7zAXn5@)HZHCsfP1z* zMzV$yz07nn#plRcir3+T3hY~km-c#G4)D#4J(bg17o?FrMW*M;vy0a&q6;Rd{GdLe zHQ3uKU$8eZ+MoJ8b!%JKa6QL0u&jg4ZU9}Iys)Yh$KU?p`V)J@zBrzFP4woYS5Eo9 zW2`B|(ij%T{9(!uq5e4kn|>; zbFB4++W3DuJt%YOL1CU?(KdSgGtN}B{*zNV z8O%Y$I*5Ope&sdJKkIPiZury)<) zIQ}gDo60lwn~J^Y4f8)P`G>uV_Wd<`+hQD!+U#g2V}8V&v`uv?Z!v8=u;`K@MTsl~V>+Qm&Y+S~)70nO}vp|lfXE>e$dou23Ci?@vsObsFFz_}l z0PFViE2dMvC}MDk69~^gwu|z8>Gy?vPsExDXVuROp|k!bhVI4lCxTJoJT(1}SR1ve zX&sF_+Ro&SW*ulFYZ_|<2FJ?*uix2xW;?XgHivg0PHzM_pJB8Qu{D9r_p*Q(pckkk z@qO~Xz|Z~sGW7dr{Kvs|U|hPVkBOfl7fD3_V4G-t`J5eij(Pd|lW&Vy9+N?erBqq8 z-rqmgIa>ZD%Ma;7aen{TOa5*4{_n$F6uk=bFfRGWH6QgbOTU8e?@IOGx3&H<{X1Dc z*X-Kg+IKcaHm?6~w|nji^Ph_^Nqy(^_j2v4`%FCkUEX))`bRLHSFrw(`La&qUwmJv zo7GWbNu$2}FSwgNA4_$e%9lBgyx(^JN0*;=|GN11KZH+jCGCHs{I=V+dzbL|{^PU% zxHGqv%h&RM*ZTimZGZhnY~1{}{#mK~$?3f3@gJT)L*|a+*u)==xh1wUFGD!5c-#iR z%T|*A5^IWeU84Sf-S$tn`|!7l&0!i~9l~4}vE+~D6_HJ5fBf^O|8U#B*@?U&7^WaD z;1cEMhcT0)TSRQc@qT}av&!!*1YRW^--#HT$YGo>hNqy7n{&*@SEA;BJ@7W8W&@D#U(}+qi$-ov#Cb4C)`t{(k{&$h;V{>(N+~dxX6r_2bQs`j2rWZ zn9Y5${XJIse4f|k2=cME)_XfrzH$Hi+uylkz}~PAl;_5DtJlXr+eF(uzVcJS4^y!?I)U|q`lWsiuL0Y?trH|12Syqm^wQv3>e za2PXd=k6~(zU61ZwWQ=cb(c#bakKXQbV%}f)IP2;proG6L(>yO!!pR9!}_xwS_HH6 z5;z^inZmvFo8Y^_J(k}#h%>M>IR%wc{^`_od4^m&H_M*|xFBg~i8J-H-p8}@{-N^o z8EXn0IKpqS2xF1-zejjQlK6vY|3iewB#FP+bodj&JSY}MF*6Zd4F3o9Vf-jyWE3~! z`&qCylnr=Ba5#K6G6sb6hR^vj^o;*LtLWD2 zV8qu&tdQ^1RrEjcM>hUAmaB%US3LfRyNOr+2tFf@@%Ll~94lCFEhT?ie4H@$;oQ`K z`=4Kb;EIawhWd2l#y>GOVg0A7g+BO=DPQ8y#E?J4IZXj~Gr>4H@p7hdo}CHf zxE7E9O5hQ!&F$M@|MeVO{x!pf^uEfUwah;oC$Z#jYU(++4Y(V@+yvj@*zLdE{Hw;C zX8wtg|9y}biTeIU>mQZycTr~&JDAs*^t&8wqq_t-^+>pu7zd5GlR;oF%fLyTl?%Kq z_IZ`nRw}*(HmANP1A<#2E{*R_3{ER}p@>tl{b00JW%Aj)Tdo56OwRx_Lj2AAQ;h2g zU~dL6kGkFCN#InTJpt#<1Y*3ky3x@=_X;u6$OpsmFSw+r@6R)QQy5Q8Feon-b22_Q z>?$hDT<%?9h>8m(W}M}oxT`PK?-&BK1w)$g05{>M7^fCotISJ-P-(_AMp(g(n4BkwNyMCAKNewvrS z9gUBVNIe77>fG1Y6X0lGy+VvQ@ZikDt{2fOhJgtLHVL*dVu}9y^K;3kvJ!Dm z^AMw=xXATO9`ka4fmkE9A7y5OzP~oF-Ut0>z2uLzp`DZZCuOL9FQv`Hzp2xN^e=K9 zhUcGsL&LH&TK>Hc>#t<}-~RfWF<$6f4D-DNSQPk@)YogiqU=B)Tu%R6PXBn<><`2e z$=aSiZ1~5*M?QS0mEZ|vU00(2Zl?N6-M9{pVgLE@++mlE{q(D;|CI+f+>X6pxj%gj z+z!_yA^k(g4%g;yfBY|3|IKXwy4zmlzB;hirI%!_d;1eZWA-t@iU3n0^GJNm#)G3+ z0b)%UzfE|g-eUg?-!yE-$HDt8<1ohfUrGOyw}*9Js{ViZ_dneiz}+n767%v#+Ua%q zLtlQh{AC$OvQ7ymF6GWyY4-r1vrPHSOJrCK`&Yd6H$F6p+XNmP!-d#6uxpd+M((SP zJCXCBw(;9-`Hnc7vGFN4IyM!YNAaJyn`&^Dwt=@}0BgDltR;r9UgBN_# zpTFS~c-G(G1>tq*fAz3~>x~yeS!|s2+{*t@hephfo@(j`i&oK}F$3f24`@JPj z_*MM+m$(t~n0BIWT*uaci?|pzXku-Mr{TTEv6i5GVvlJ5B>snMX{IR|!2VsNYh1YrX;vSD;q$O5Ka8-hH(X}`Gxv=-4#2n(g_dVvCx?7&T4*nPMX@vS; z*6k>t^^eE@q3e8%9Xu1y`ajnA+kJMgU_ZY&^_}=zf;dr2jDPN})pD(lZ!VwsD$2ch z=O3|5%gul8A+m4nTJ`^i@mAnh`oJ9nJPNQNFO==;Sq~nD&u$z z_?^QiHO`dTUuc67dx|f=;9-$##l9cfA84!iX76`y*O$A+ZqwKT9$(lNIA1$wV5h`= z;%aj5=L;StuP|SpX`bLdhH`mlrWwNCO!C|?&Qo?l0XRlq2!18Kgcu=US%7_!`-q=; z~yN6t7sUIGVV7l$oWBa zhm?OcOXEz{b-!?Tsv_l+^X4;@Ukv^nVsS2jYlrw7Vt2@Q^VQyc!j(h5967S`q@DGD zzRRwj$Fbl!E0X?q!yVXJ@CEOf|5tDkN&Ew_9ZCF$jL#M0UzD>ZXg{}FR(8JX*4g{ z_l-Qv79wYs^PZGX?$I>t3DC8I_6OG>^1t?yaH=lCvSabUjwC;(le-mPOtY!XH12bWLseQY?{oew<6p=HS|5ex{q-E+@il=K3zW~ckT@9_2ZuN0e&em86`#ryqfhK_*jptINN8r?&v4JwuCI2(E@H95KZmVjhuE2#yIaL( zLt9}z;xth=A}0*vQPKX>+|%m5g*}S4oBuGbIM1-dFu%gG2X20T&Mg2}!`N(-6O1u6 z0xZrm!J;sI?%iC$pb&e*@lPCMwEo3dPK>i=yfK-#GR5X1d$njc^0uR6r%s@p$A}yE zIEa(Q`8SCeRD4(3(f$J)&UV;qg7?L<%!l`^uB=-<_EU!SKiY%YR=SU^W5w#>qVX(U~hndVjD2F6uEMg z<7VDTef@iCAMKR#Q%)Xtb9ny0D2LCJziTtbzJ{$l>NbCO>s@nBf9=NFa7*nX8n=0zr?mb<+j{k z)A~2r{#=8tZv1`t_rJTnCl0K8`xkZ>2lx=hi9nus9NP`p%Xm$$6JLVgHT@d<_-%gw zh_^9+MMh2Qn!mrqFN*vSIr4h_|N8Gw1$QHI#zTi^? z*MKxleXTC*-W`u=xZ%o>*8p^I-X}*7+l@Rme3r3*n}DaN?x>S;T1Pu%{YtD0Icu7* zw(NwBr>qh98`R0l&jY6o`-T0`#F(djh((MvRb4fX@rlXNLwh%$Z^luEIO{tp{FZ(9E!Ejs1P zBA!S6Dy-+8OFxJW@bjZzOZm#J6?^;H@KKJT0Tf%~I~IZ3^eCfA06 zpDAcU90Bit5^i7EDuytJS^hV`0MY(2{%jKSs#M}+E3eLs`{B@jd0%qk3{TIx+?siJ z>h7FiT!?cyaP)-SzgJWyIGmD}dGRlkM}~Ns3+Y*6e<3#w@i49ZuiVi)>d!uSYtA+H z0?Pv|&b`tG$>;RNtH8`CuMPQd9+2+_ZA(lNxoT>Cx+ClwFrZXzuntEMY)cOeP6zF1VgRtMk z-1uvvqhM|B{|mnP5Em1{(dZsqy~h39yiZ)s9C$0l zFF`yGuj6b!i)f!T(}&aOf4w#rlx5}GS>NGZFQ2~9y1`Z*$8nDTiJ3_3l|p&xZZKU}`yI^IV6E1qQQ%0J@p^gF+{?{70XqWm`^y8l(ynB2E>Z22$zJ2Jl$ zuYWLhdgPlN(wAWO5*r@QH(+ljM>6*{76BVW`^68~!&M62VcKJczOWf1zHqU2TUQN@AeHwoJ~N^4bcqUv1y96LtC0bz@H`ZB*^R z-I=b!xl9`wV^KAuEojRkE=g@+Gw#_7@b#cQBYMX$>ho0MO6A?n6}!}f2SvadVNY5+ z+6R0!DW{H0{SO>G=;r1gD{l?(Ld5To>*l{cjuh)f%+CHptZ$v`ALw!IZLRJK+d=Ak z$YXbiy#Z&A=pxIHzpbwSPzU^<|NX72t1i`ViP!nqHc9=DW8>Y{f63L?H#W3r{>gWg zx+&yla{cA?W6?9-&-JHaHWI!5{_4O!ckTt@d1x%OGA)`EJBk2Kix_8~!&=hqpQZFO>A@8r|D}uRm&&IldP8`=u@DKO?v zWmC0WKXg12hlll-m^{EL97@672Rug~`F7j?fd5>7F*XnLvppVnfO#VBr3~wL#_Q>T zJtpnO%ZNC!D0CoLp6vyl_@c;m^UjPm%O@QOTADJj8Rno%Q%s7q2pmue~fpxd^8mtc)(Ls-iG%66qsCYJw2-_O5CjPf%OgG_ZLoxkzUKbx=N`Na88 z%*|TlkJ;b;{@Hf-$!Gs@fBxtbcNcb0a^6m1-wXHHXk4cm*h+v=!y11CW1Q!P@fKH( zF_HxtZu(#4P%ZeD9!ei`%*fclxpx9M79ably7MJ;${~4fj?j8Y;bgOvKU3~CVe56OS=j8s~M+?BU zymF7gQ^Vgk%b%;S(ECy|N}s!YT(9kV>4<^3SI>MG+=arYF0U3bpm21ej0a7)4lGYv z;WH^e8~7i_hhq61I4V0d{}Xqg%JbPZh;s!Tj_~r}zWnBYIerEf@P(`CeBsiHp2?B) ze<%Il!arh|h$Q|Zg1<7~{+7W%7|)7fV-&xjSQ@>jm=0oQ6gLyx?k#UEn-!EfEC!0W1?@IUYAeZ|a>e^S>u-ai-kWVz;nUBvIPv}epOqtEzf zqxNBL;GKMRf? z+Lu={{xyyh@e!plM}5jSQj`A-bh%mm^k3)c<#Zo1tJVop(JFeaNE zXdhw(CeYvP^Gd(Z%Dxe+`To4E_TTFAZya(ZQQ!Xn)3=8C7s$9oe*a8&f&QU3UD{ir zBYEA(bf`-W*TKgPJCE##8WF4sxoNmJiue@4sNf#$FowxFdG3tjabRDiO-J@!A{GawdgYSXc~71{Eq2&$>=T<^m~{)l76q~sW5c*= z7zc~*%y;Lt|KhOv+P%x^m*pDo5x?`2Tsf#)P+wqkc<+_8lRu;0H?wX^`x|Evd2a-- zC}VT;=pTueKSKkp5>ueA=Ar6d@3{Vz==!fz|9F?mC->s`#JD5o!RDW=vy$ttJPUe?VQa}oFLxuNgyhW2Oqh20P1{{H6pz73aurTK>96==Jb!*CLYpHLfjz!d`CQgXOU+r~Nn z^MNHv$1}^V|1^IsllYr9>@#QsKO}wfT>Ej~0Wl=pb1{Vdc(rx)?p%((TlI)yVyc0S zVVZpheiA$kV-;5e6TrATm5qkGIR+fgnBWxH&m;Ivyu#5F$7MZK3ho&4!|*7odf?7p zJ}>Jpu0@4+2DaCdz6xMt3IxAEtV_z-lk#lJxs$@1LtH~se~VyY{)4p}pY0%T4%R>9 z$l>}|@DKP;Ob^##WevJ-g!@MG@f{OPO+&fdVoov_UX7we8B^!S*`{Y?9(L2E}(FcorKQ=zqc0 z0E=U5clj^(anG*v?AQ2ae_yWu_oV$K^6lf@+uW(Di~6kiRkV*UHDoNB|KahMM~*m{l&`X znf8ZXU~VSB-Pl!_}vLU8sct<&mm5RzS`4y#MjKb z3gB&s>uDQ!CI5-*;WNbOFxC_~c?@f#*e0~Izs57m=8^ROM(_oj#s8bcKM>pDaUSFY z3F%)l$ME0gn(1+Z6$#Bhz5X8JKSFJzZG^T0)=KaXg1y3TwyCr)&ctCw;UTO|6*Hmt zb?yK|!ThB^e4ZXxA=jZ&rV0i`)pROY{ee`es=Ry4{$YW6%cAfcb{qhBS zV|qLL2Yr&-0KOYp%W{8-u6L=Uu6O&B?`FpryWJoE{5RL|2z#Be{s}m31TO>J46X%! z31SQQpZDav`2RDkq0}b<9~Sm8(644Z2a4bE7#v(@I^I*?o4=0#o1uLAI@(6MWE~Ul z_@9&*MTxC{B{4T^oPUZ-c{}Y-4905upZpi`%AacNv5>JQ<2kYIFJnD4A2w?IGtQLh zKRH#C!F*h=^2tdQ$ZmcQqU1m0Z%qMrL#`Vh)4<%!A->e(sZs2E#yVFpY9{A#PLTY6 zTkZco$iH6jKPT$@L+s6J<$vX1)w=5+y4R2PIL3#kJxy)A+=EH|XJl?vuqe8>@pIYZ zC|DHOcX}T8Iqt7A+zPQXv{!Q97mr48b~CNoXLkzr#%xrA*`d9PI2W9WWudK-@unu8 zPPsntMRiPc3b##bTZ_bc$`jm;Vo7ZLn>=KHQP*OAa|=%bP8;G;6u$xt%S*-Iyux|< z$&6rq7zfI1R%Q66*q*f`;EATab8=qak+xi|_YC5s593|IVRMpv&bsH!%5MZN((2Fl zAkR$;d2e8Ay?Qf4$|9ELIoj3azhG;Cjmgc+5qoTVd#mDY1Sf=de#LiR5Z)W^qZ}I_ z7F^9d>}tIC3Vb(LfX7kHPOHR{vOIZa{pV&Mi+!ANzVzOLdpBrCec3nM3)L=<;d*%&2XTY5z?v>0LDDh{cKJf5>e`JQlN|u44Q% zj?Gf_ztN&?uon3n%l@cst9f52ONWm5f&299&)wmhCsocb(f;fMlmA>paeYOoUP*5LlJFBgmTs!gf|24tesQuOK;?e8BSmpD* zD*NgLcVla&(>1{p5K}@20A; zM%G2-ml50zunO#F;kyC$hCDdrdYO4XD>xM6hvE6!otqK|`0V9W!J`b|S|@C3#JS`> z%$K#$A>e2DpKCXs^*5irA@|d+U%|7(z#ddc+cIV_(-PytwIA_5EUUP`QgA)|EtneA zXFJwmj6+;lt$3Vv@Q7IXj4{QvSVs1ZpnSHomCt)T3>f8 z-;?-*B>qD2L5fd-Ob~1V@hBcM6ea&Q27ki$VEM$>;2_pP@D3hpV>lV!Lpr7v9FAdQ z{B?QO@*&Pf?lZmSYw}Uc(Cb?NWckVV-`wNxNI@g?!_XR~*48dO^SbIe)Pq%jQG0E$ zE)@I=*Uuhn1O3YM7u6{}R@iL4+*|3fIpm;_JmnsBBkntj=x3IX=|}Hl`GKD=r1LB1 zjkimB+d@`HzWBHm@1%W@==Lv!4Pg5>yWOwBr`g(33r-5~RA6mIpPs}R5FU>ZUIFV! z+h@--<~K7u4(~CJl00jegaEHY-&QCuq!Ztv*a+MnDV!UZE^F>&p$af~m;`QJR!u&(m|eU(2OC4YN>mr*~- z+Q0vdQ?^q1*FQFxu=1CZf2MzM-|M9bXT6u%DwGzD$}qX*1CrSm68uJILw!rl2hP@ znRq(w#(}+Q8fkOW_}$X#`EC%0Nij6@(w>wzMl(s%`0GK7VsYAw9)(6 z&sAA2`#c{M7fK$l7@rF1$mg>QF}%13lRP(kmY5vMrsuQcQh%12a!TW`_xJb6bI-B2 zP36eu(LWMB|3?Np+^7HA?pm<-R_AC^|6@D6>-z5#@Gg#xPlD?Pd+tN?Uu0Tx{iQl$ za{ak3>+k#Uuh8%Pr;q;T_M8IW4ScPPJwgr&#%1JT*8=~z_-Xxhf1iF?;ir)C8rj<; zHiIo-f8aiwe>}j{sIP?n2lCy7?LXIn&yhVb=7)gqBDEO&p?-f< zwEaciHNfG-9{-e&vFg7+{h0e?$G_coXZHuPcBS%H@jD7`0!Ac}@&xVR(q^h!+*z|7rKG zxziq#XYGH@;z~&w+-pIbxE{7wb-D6Ov2GKt7T{F!O700Z$U@@(Ad`^_gcp~T^IH#kvoHNrnY0R1-VekgG0Ox@fIUEkKn(=d%~LV1=edb z&!4!u@n*rQ5U;{GQlDY1#5BqSLwt>vp8}i;*Jq`|R|7s8*z~Hv(Zkp{Ov`7$>n zAl9P{oFoA*25Aqb908VSr(kTj?jtUz7zdw~7*fcaJUT3YC%Aq(VE<99jFwMc9+ppR zknrIkPhxB2J&_0R@!&JOA8vnQdU?GMw$hzn?w0y7CKl84eOY%NjB6F$|C*2aIdEp5 zF5~~uK9BVOe-7?;zxmUj)`)?lbUp6LJQa;}&wc(1$ zw&?k1GGICR7i<1eek>(_^3c}o7tY6c^^YT$PsOyqvOVqrbF&it?>u;YSU%fyDgW#7 z;)i~GXulGJ7_a>|mj5ZIvB2G^xD&{U2-YaJ{C$)Clkz{e;l4YQ-yPUx=~w>ZM3wrn zlm6$V|2>I6z}!gUFWyc3iDF*%GbSqJR-~VRgOENW#wLV`kaWD~^m8(EhGu`d;m zqa1_$O&yb18eP{H1?g;!&olR^;q0+G@*Dr{EYCBaAPv&Lhvh5wMlt%tL2>=SwWin- zY`u&1S9WIs+RpF$TgUc4mz^g4%6{pCzg7J&5nPP?$NI?d2I7~%x+whL((wFD@H+au zU^=kYlIyrPhc%d7!*9X(_S><7;e>Ku>!(J=>~Y68dK-1MMpZ9b5IdNSRoa~ShqpVjfX9`b)2alYS1`-t9}%DUB> zkNEW1zZS@KO(z^Lz_J`B{|juOw$HH&Jjo_|$xF0@E%Ls^;1E;8 z_p$nGzRD+^TX+|?WFKb=cphSJSbh!K#L6en4WA#H8j)*x_kle^`_gUY|CPmgOTXg-; zz2A%4BC7s|$H_))kfi;ETt7NjqV=yg>3`dH?{qu9`#R8nlJXDjxJBeY?O!5O1YZ;3 zg67A{}u2s{Q_KApM1Vu^(0)UJc(t0Wj?gS8V`x#ZBWe$G9e ze~NWwr^l)QJ2Tz`+{+HZ&lrA1F)nx?;8nQxBF=^HNPGot|5NVO4mYV;RKjdUtY56w( zGJpwNZvL69izWY}=U)!wr`k~bx7Ck-UK8$p))Dn5C(dfWzmgZ)<4V&_l~Hl(f5K_y z%V$3d#{&JdQU2eQV)ET+-!fgmce8~2HTloDfH_g}m*2(j&mMAr{>MK8`^%f;@0;`w zTYnMvd$X$C9m^RFxX}XNbkhH-6hV>Tx}rbci=n4c=gBC?tPbslqE+HcNj8>g>hNEB0{^FA2s{@G;t+6RG5Ot!y% zFE~Cn+4v)GpXzdcJwg3b^cU4X$=i1gF>6h4Q2oNM5&gQw?#UT?j_5SRe_*X>_kwHC z{NMgs1XB}9!~4N?pRZzbjN=Ar{quqUi< zQT{f5gK-|3BZ(}Zv88NnO75HWntw9RY&`QEL;e%DH3N<;i7z#woF-O(=_i{9>mdJ$ zHwgFdMz#M|m4D|`&$?~fKZA@{xy>=l_N@Z8DiPlwjcFJ9CWN`vI9L3983X2~ZzSSR zHvJ&h_~X6x)<1|rVZ89ez;tYfz0hJPRf4a^$}hwI$8xk&1+LW$*SpgGD*UhZ7@Zl3 zAw?T0xp0U}A)hyOBksqlL@Yd(!Rxd~60b4|j+;qfLYf43Gv#WU9tj>LJ1%n9cu@l2!RQ||e~JnA&+$~e?!uKc_Ze)(vHh+9 zGsE}!?@Pv-Qofm=5hsc~HMzjuFikt+YB9|MaW~LAUXUXPY1)97;U3H5r&uq;+~`^A z3!G8F2NaUOQXX(N%%ABb_7=(~pN_O+X#7Qwf5YYQoYa4k`ro@C|EH(MWF8ZnxZd*b zZOh+e`F_0|L;texPgwp-dzs#4=XKD(0v-zZVug1C{uaTR@JxSg=p2bDl`TG=f*!^j z(eI!2?^av?tG_(bCISA)+DUxcIoMls&+8GoXG!LBRKH0Zh5DcVH2Ry z5PtRFy3<)2W6H)-V0VgYM{TR5{mEnm^-pWFcX9sF9~{B1DVLVTFbc~U${(h+y1c9X zf4e?k#_J#c@;8awbTs`;@XkxMKkKEkL+k&|$?x5s(?7aPm1-|!JFGaQp^%C zHeMcC%&utrW4!IZ>(Cyz>);-D_Ws3X<-e5|U4D8)ro4;9fFef1a1VluAa(+n34fi~ z7`2_MO2gzT?^laMk!M&k|TXD}WT z)(ymgq?|k{>x#mv2f|+}*brb!(ynXl+nmBO*E90UwGO;;7l19P2d}8$ZWyYYW5 z_CqvdKc!(-h-(o%4Az9b*f-TS)hRd;tIr|u-SEB0ZNqEAcY`%9%V!KJuK$F~2LD-( zV04()mruM7pJy7D&x4p3E1&lmH>w}y6R#s2{AlmY_FT;a`6%{hhj8ieT^Xl~YeUBK zVt$Nkb-w>3 za0TB|?yP0>KYPz`j4AfN`Ci4J8}k3Alz6@yq~ZMMUh#1GvGku4dE*|ZFems&s{_-D zJb?UV+pNd;k1++4{^z9sU2!r={6RE_MG}AE#{@BGUd|bI#bn^d;xF`leiF=#zLVi> zL>3eKAe=UK&(Cea%y=A)q``f`@bGNEBX|p`^2Gel5>yiw|HE zcn`d)%8TyvXW2YVH}t>5<=cB~weoG>1^b2T1Bo{kLuZwJ_#4>%1K>nezn=P8_*?zy zj6vYB8n{MZsa%({`A$8*2(Fngm1p&5@mb`-d(219`kVQfuXoXPpXOaEe`aztm>cno z|3ubb;w;%*lR2}x`PWQ*)h29zkrQ#$e;hvGpnj-lqQ)O%DKXZ$;BJubMvwpA!BOQe z#doQ9aAaM|C+0>tl}skv**LL%`?Gzg$NO;fxH-g^()QMQy;$~B)+bi}_l~tmc^lpS zTUGw0rk->E2JR-nAyB?kCZmrlJ@#g;-`}di+BeGoiE(n>U_WVSj=#3| zOP>plgq%0+W34j&CJ@W6bE4giPQn*HJt^1~VsdH_XU*_5H-4YeM-`HW=@|biQieE#!z zr$EoyMEZxmv+7q#`KSFXx+BI)pjYy@{MU1$zW=L}|B$1z;G3Eq1J-QJJ)7fi9(Z>z zXURu3FZajYJb1J8KGOI)NIye&e)a_4e58H)c+548VctQemO(z31nV&MrBY@xjveuU zjA_R>1LXs?II3ljv&o-_{YV2DWSBwT=Q9>FnCZCJnKG?zq{($cHz01X7e^;>xAmO+ zxEHH@(*gJ%jAc-Pn0(bkb*>CpLn#CKF17yTdsPlS0tZ*C>jsaWme~(pv2I`+8>G&n z3kLPJ^<<>}R=%DStA8-h_qqI>j(grGuD;sRFovP`$lP2;|FJ#q%!l|J?#;Q+coH0w@0tDOc3r+J1doX6 zKkr-p-cHmm3mp7Cx@A~-9Yb|nL z?*GnZ)#bTcwRw)XvGDirdf6@a;otx6b|cO4jI(av>4S0CKOXrTOa53}@_B7zl~;0| z?aOwz^D^zvcvpY?vn#%+jWn=a$PtwO6T24#JFi5>p)y7&v%1$%b^s+ znIhi}uCd*DCjZSLth2b@AumpOV->h&%7uf5SR1a*n0HfOt6*au_9;e&*cLu>5F9#! zqk;ZNJPSE*8pn|qdYj>Ec&47mgLPLd&Y)sm@Lr4;MT`q$Oc8s-X9ZJ(d)MyVKt6-6 zrXBH-Q69NyEZ!8cIlM-`8+!-(9}H)+9k?CdxA$OMvwZGBVHu76Sm&V(#>-;)OxFaP zG}n&Gt)qA+#x$~ix3lyc`;}uz4#nUs<^QmL-j{LEeS7&Q!SO6L{)nd$oiFrlj+VdV zkrDsO3d`sF6SrdX&d%}9zv%f-Y_rOJod-7lEBb2P#YT_0@#CM|GpftJu7BKXf8eqa zn@M#Nd}l?+&^#4$qwQ?%f2B$Bb738azoX|rIjsUe6zXpN_-Oy{!JGl<6UiTQQ(|H* z)BgPaTTDRu?=ouJd^@QAe;nVeU;qA(S|48*k-_|pBOd)L&^6?l*X{2~|1*82N&kBi ze~`pqs4RGQ@h66Dh~ONQ!$z=!#M^|hF@hx%OoYeIzz3yr+vGXNi<6@UDY3S>v zt&aJjjIC6DekbCqq8|jW@7H^#ugW@D>VxhZeYhLFD;aD z|2D=S@ixTYtk?XjgpW++Gi7*e`Ahy1me2T7#N0&YC1Tl3f|F^T<$w2R=epIO{#w@O zU6wzFiAmJ>Grk+~RY%pI{h6rmukqffJbYdLj8625o#aj9&+f+~f7KVWI{ia%D8R}b zKAs}B!eMZPKYuX?-}s~-f8=ACK}@8_?$t~1$}Bv0-Ba`rceid_9UzymNfl0NO64S!}Jlf%7X8Elot z8K(c~-~q&?Ld>Owr*3#cIWop4rriwQm3X4`%nYd$^C!F7%igv=?v$jGYzWVvxV$ zZX$7}UI8aW91eMESbpZMoARGn9K+wxj=TTR!64t~vty!LX#R@LvGSP@u{aWEiu%MR z)ISnE|2d8VtWwnce;4(y%~XGm#TS@UloK55FM%Ut47GXeab`UhfU{e84o)YGXO7F4 zFQ4jt8N-Y9?*+_L<|S#7*Zjh)n*&a#5%Z5SAgq59pF$Zzc{7Rlcf{K9Kd~$(e~1rk zM_jxvU|WcdYo9{QJRHQuFii!{lw~7x8Z%G$w2;o`Kc5)~Hy7jV5t|b(-*kYM@eY*R zCFN5_(5J-z#u+B-yO0je*n7M$Wud+*gB6=-<_y2t#zl!Y~-Tw49(-%ezPGsy;hmYU>l8@&l59_Zb^ndHa_jUZg@AbcM z_o`ql_NN|QG_PaH|CNkCwyTYQ;k#*7`vQ+Nzx}=Y$_C_!`Gu_@N)7;?2X7@ zcs7v#QufC;wZE00l6}T)-}{Bzdv1S#k6Nny&wd2n2DX&H{_CG^--Uzjc>65zLuqXR-?;j{}CrbY{)krVIo{^tj4{$eU z?>%#;DzXK~G7Vi!;!I)PayZ4unIi56eL&uuQRrJ-3(8&x?svd?j%ysQe|SCwTul@3 zDJ<{NXrqiJ;$ZlnX~|h5{4;nL;%N*EW6v`W^3)L1LcSc<(=ajzCC(K1Zopf^{1ls` z7@Troarmrp+3wm*#$baN#{l@EZNMGx3dnVl1l3uVfiqqjch4V~n$dEYHZ?Zpf z>;>b==Mhi&=Ycn~xyN&~{XgFM$8?k@HvaV-`TpN&%MaSj>Yve^70BGM{N?W*h>Q2p zwof77bpGTrjvfx)yAA)4wPm=ih@B&r$K+7-{Ex(#inR4|{?~)q{qD%UMt8KJ(VZ@8 z56ahfU2NB({1?6(?}N;!X97r2qSE`oELoFOKo& zu{3Ne#R(~9j&T*j{{tEAIY|N@9K*_3KKL(~Gs<9G(>(k&rt!~5V@ZZ_6G4I|96?oW&^Kb)4lf|39Hy*0{boG-RJz_SAugCik zeN?sXNrg3br70JzqIPW~=-grjrMSNH7H8s0rdgf!Bt3ng!s4 z=26CfqvB9iRF(<;hbjZEL|9Nm) z&13w(Am#?+e{L4InD$oJ-rDRI<{yh}36D+6n-}x5GIl30hROdli}C()9ymbE6MlE8 zZ(3}?ChTt>oE-r-RkwSDc{w;WEOWLKnDJ`F!=pd65ptbrS_j$%Uq_z?=Q6ow$fHAk z8Deg1{+HHP2%l9}?rm3w-;@cI1H-5zu{Y$+iRi$kz~oiA?wNkU(C|HKfa4p&Gc1#M zoaptR;ec2k55}@9s(2t}l1Hls7(QO7oFflTE6RL`z1SxIB4z8ER`f-DACl|O@EUsU z>+gHuz!kp=*QVYtEdCKz~Q7zH_`PiFJn}Wox0%j+YpZ1~dnUAgi zuT}q&wKC*S^!%6kyG;G#S^q_3!1}E}-sk$?0$#pZ_W^6PegzED$6x;2eVz7$J6Ux>?upG5_EOqUx9{IA7%-+u zd3Y9B0CL{kU9$Ztb2$FQ4jyHH4VQ2BZ(dUz2haL$EI+L=L$M;jh7gCswM9`iu_C~k zTuznsS4~Hq>qd;JinbTxeey_p6%0 z57-30o5o6a@%j~9``l$ft9m;WfA_p&?l6Z&WoFG3vt-|OJ9S<3!%{4V26!EXouukhW3^q-u@doC52(L&;g)=B>e@2^k# zpW#DJ`rniIgCzdq-Nc_j)(SSp&r!iCv9IL1Vr5L8ne12m4KOu~8x@k(l8=A(C)|tR zbQFIhGG5Aw{5L)ulM%`Ctv~epCHNEhmMIp;Fig^x$@YKe$DhQUg8oT;N3qF0l0 zAIhGnGU2w-bq4iT)lKt7=Y;*m;|e1Br^oBSFIy}+OaylzX<$DwpRL+c%(jFx??Err zJh49Y<=eh`y^l1Kj=JvFD?hC<-RqyWKF~Enbi66GJ3#-&T2}06;*V52si|FMQsciG_Y^~9@4ou_ON^;d-*b+wrvDpxN{3AikZi}Kwt{8U?U{8#pSt{X3Rmy*A%`z$dxG3GxpG3zb= z#}VUVE4IJX=^d4SjHyJQuFbvG${)_zD#SKfO8yIf%Nxd@y+f?|AIJ#i;W1;;`bR;> z1DD^9y{7F&a=zQf|L{Y#;eQ7Xp7FnL8rT`~)0CA6cI0N(P51HzIVqlt|C{_264wa+ zZ`uTR0hhx6Pn!Lh%c~8L*Nxtxn&-6OpV?M+U z@wvjXV)2pl-RpoG5b$Y zPx9t()}5FdYyZrwOlf~&pV?~~j+vv-4szX#)(@`e~Rj`9CO9z7Ebnd;xf&yLJ0UdH0S36~b+05Nvtuz3i7 z$^f3>yv-C&t{sAlp{!^aZ50kH<++)5rQquN0_cVJq|9b$Xf9*Wu9DQ7 z&vzlGguD~dh`kVJoBzSPE+K!GoBxR_pSHx`{_#)pj>OnR*I#`2uth6>hT5HJe?Io$ zjQjH3UiY`1+uSda$B(y<3f6|{PS;+<^?$iveeiqt)!FX_k0bVNZ?_g(@)GMmjxS;Y z)c?QO{%Usb;2hY^6(gW{oHTa|JUkUc)q+)FyeH~I$IqRV|2x0j?Y;uG%+<2& zP0eV%yI6k>Wsw_3xp$~12`>!F=R0&_pOo;%;5YF&%vbnske=81UW$uRUK!pe-i6l~ zV~SWImT#CEa?-yFr<3Gb^9vGJnAZAZ{NY6G%q|$ybkd-#BKI6@Hh*@c90(>iN6qBpki7uN8TF#Mf*nZ9E-3v zyl%LgP=ERNR2dg}Z}z9*a2&@UNl3h{t-RWxbdvW8k@Qt^%y&w{lWf2w^5%Mbe!OtJ`-SS z4txbtPL3ZG}tR5wmG$}iJcDX zvW;l}7VO7=P;?gM zf8%xt=6ekJGY%UA$Km@l{$#GKasF{^h@5?c{MA@N%0m@v{`Cs(=5<+}DEa@U@>QlJ z`+vR0zhDhb-o==I@qYg;=2Y+v@bZ6rk}>>3-~90JD4k+8-~S?T-Q4w<8^PHa{swrP zyN12NHU6#xM)4`)!puII0;XoS*aQ3fff;!TObGqmuati#HxHN**bA>*y{x#Hm(Se% z?3no5>0`f~4lZuk8tF?Wwncb!#J@Z(K4d;?7#RAT>qnb}Yl1#;Vpn+ocHV7?QzJfm zlrQ+37YlA0+!%t>L3|kQ7o^|13)~Vck2s*ADRR-MFI&#|ed631@nb8_2R?B4_!+Z> z<+1!DCt&kMnerdkTH&YHd(-ls%$r;k7WakEkjH}97W&0m$0;5t>jf|YhM}o%(7Ies zzal&~jJsnPguMJ*DU%o-y++)P@__tAOakn+d3heQfcnqRA$||~h8UdjF_ew>-35C$ zaXFT!mOJmxrJk4e5L^!X4E^&Q_UvHnK_5~5VRPyqtCjyl@D~twQ%Bs5pMPwV&8B~? zw*DK@{|f=`rd7r$@nsydh@<&XI#Qo!NF zy!gy>#G5kxn|cy)H=KW2IkzNlK119bWxxd9sR>*+!$`w<&De1)zXq~~bGaG!$YsTQ zCVwdZihv6o65gB{#LcU4KOWjI{+6;@l^y+$2NtdW`k;qV7Bu&?1@C(3HrNBu8 zZW-aE!M!uZt5pgW!2druW-wkv!;%kVrA>M|4slUhELE>(ZkKt2@t6_e(!1u!E z7}tsGJ(hhJ+-1fsbMeNN*UGnahJztz4e>07onig;`5|`@aj(c#DttGn8*xI#cxRR` zF{JRE#hD87#XCs6Db(NIJ6wPE70Y57)H7MWJ)6;*72G>>N!Mw45A&sb#>e8Jyf@{- z#lz<-8f)bFI>gvAJV|u_YhOh$T-N^P|2STH*8OA8XPzS|Vt?m-4=>kjG zAK3mYEno3DI;La}%ltLj7Ls{ykbgG+1#=Ta{#Eupa@WbN@5i6jKU{va{&6ll&29T? zm(-m+H{^}UsBLwr#l3>Rp-iK{NbpWFe~5cxTdV(wXKVkArrWNzuMzw>w_FCWZl}Qc z6!t$co%q(sl|Wx(oc`YvcgN&i_+E@BCGS{+-+0&5;vSdNqVcf8@;6e?_47X^{mt!XYrp*l*C%whfX4>Ei{+j^TO|7wLixz^TdRE0gW29V!tKvBsIH-3--AY5 z#74Eh_%g6oik$WLGoZxKnrRd9bScUj_FxGS*V&t((GMK^%!-YH)r3p#u^t=4bfRUjPfk@81G(Aukm> zascy|qm)yd;ikks{ zPU>aEw1PjI2YDtq|MfrOOr1Oi+vrXypVt_dhS(hbCWj8~%Zx>3>3OD4p7vm3i^!=# z4h;I?7x0_0xX4@c3Roran}78c+C{NLFTvSE{DIajxVq|xA~QAaQbM!-B&Iw&~z4T9xe~!2VavGNBROSqc{>k;0aZqJ?+zovx zJHOs7coojq9>jmr`K#ER&mfy9YlyXJ1BPz`XUZRwQHFovePZf(CiafLA;Apd8ux8K z@Z6+Th*iZj#2AtXi{)FqK0Zf$PuEPJt_}VA&*aIT@4plI6JQ4MzRZjFP5wwsKK$>3 zJ|gSOiz=Fx(9D(%HsDX_qQrZ4JcmFrB>@{eKbr19^6( zKTQ|&Hl4NVe}Rs-0{c&HQ-S-%uYT)JXI&5-k#Wb9^ItJX@#w#AWBhBG@L#XM{>Qz5 z=2NyYs$*Wqvi{C-T_b(MFEcha>Ek$AqOX2In&;Tkd0+=IY4SH?3#ZX9A~I>)gmgR!3Q zu9_d>VgdW0ajAwCKZJE7V@eS#L(GlfZt$D<7p}#KsZkuwFnCg{C7;f*F8^N2O_*VP zHz=3&xAOTs%QqYj>m^)1<6Ux{oH_DdSl>w+lxycg#PQu=?=E%@Dtw*TGlE_KA*nBR{aH>|tWKdnLeeZu)K z)&3d4{Sa?M{}b~&Uh+_JK>l44>Hp1Xt&8;A8svYVn^>Kf>3{jY`Sxf1?D#3^e@^<} zllTKaACmZscMX3+ybSR%ig%3Q7X;(su~CAX3CT419&k*{v&4pY9Ejj)@Y~;$bb<>Z zHpJsYqVr6apKSm4Wc(ey=P}}@i%~z7gKHf5kT{A;3gWh4k?M&=UF%FHDsrSiQ zNLz^Pui-t@TNq19((;<&Z}dK|D-H+$eHx7kA4#{B$|p~Euoj4F{|w;5Wv?37W%T|Frq4 z?QEEtFkemNn&4{a2SIt!7At>TxNg=q|HwgN+&kJ{;kMJ? z(x%epXww9?KXDkWL!!!OU2G17$6po3-vqgCwpjmLzeL7);>SN@n8ho97yD*kpMRD8 zj77A5@?ZM+J(~X;(f?M4o#UPV&BG0A{{Ap_m6dDfzA@lHL~ls!_g^qK5<|*jOex2W z#F!%24Gv;*8V2h8cV!3|j~R*QMBGS!f3Mqr_>kECX#d*|+vR6CE?>RsX6I(a|Gn_+ ziF=M1D#V*IHjKrRnS1isUAl5v($iPX=V_lMexjYY|^_E$}jy zmgn$c<<~aX!%sft>d2Eb(JjB}?=AzjXV1R9`pk}{U3Ip@Fl zw(;B%*n;_P_Mh^$6)|MYPfs2SzDEt-O?>e1q1&}i#IWLXG@d0Y9!>^#T&aIA&Dg*Nu&dIGQ&uGkD_P z$NFzX|I7HqIPYi!-wnofz}dvP0DKt7JY!5LZw)YE7|-*-lj*yu{=I;>1UCMOLnF@( zd2cxXnFr?&$A1Uprmeq(Qwwuh;x(a+Q|Hb~`JCH^Vd4BI{v``>rkEGGZHTpLpXl;w zAPXR$_>PZw5AU|h(oJp=fx#sq3?G0Lg|K^Y2yGc7FYgNH$v~j(vcn$ij z`8|=fynM&``~6=3=XNOPjdIXDuOzYxLzac9g&8`$b~W*fqoA_&fr9f#jvn36~D?G5bTI$KKf5YrX9cOX+{d zuAOne{J-D1f-W6n>t+8~s{FTI|M#VQV)vr$Up5vaV?Ep514h1UcmUX&Nx|Qc`=%WG z!qy^x3c8C0I~Y&-Z<>Gk-N5!^E?=t10AB0^cRK$9=2T?@f*l~QhPPjb_KFf;K~4?YQn|MK?iE!#GpqxEaKngnKTDG2wHn5 zIpa(Lr;~^G&BOR5ZYJQn$<`QBjpHru4tRx{V3QL*96ZDNbN!X>`F?Kib4lzSZ_rKgD zwnN5`ozsNl=9j3><^#*3$XwvFlEim6e(jo-iH;FK{gnhU_)gugu&A0giMKVJMW@V_1c z{wD1INRRA4jV|2J*P+kB zUPjz7^$f$y1pA#{*F_?6H2pn!*0>rqAJKCxFR#Ct-e_eRHfJlA&$SoZ*D&(3_Cvc1 z_8n_#jm@lUbJ>H2Yj?3vzizNub-xX0e{v3}j~)IZtby(qm9v3ue2)qh1!4Wz~M_Ka{_ zAW!idF>jWMgXy+H`HjQq^Ht72^1n>Xus_~j`;!NVazkQVC8+J{>)&tj%!CdxZZ7KQtrukPjP_=k{8j}CSSdim{aoH*{ zE;u$gMl123_vAo-N*dggwQcD8!}M<|f2+-ZlXL4S|8l{Ja2)U<(rAS9b1 zN5buIn7~E$2>)#eu7&zv`%~>Yfi8h>2m4>Y6D&*1UuyhGzDs<6!uO)fFO>LF9$N$K zjm4T0%nkk*bQQZo#Ks`5FZ}&^Hp_TMGl>22RO7?ET0mT*VPHX8U3*81#G4`)1rNqO zVq6)vnSOu3c>~|}!gIzxQm&TSg;__O3}d=5W{bpXg73QzGNf&?%asmR$z0?p46#h%@4v>IV!n7D>4{Gu2MGCYBqo^WxMAKb|2eP$N&O?Kf7u+@??p() zdHEBM{EO%NPuW4)KzTu53GrpbfRzJx#{UO^xv|)2#OQH++PhH}KEr(b`PDNS|KxNc z9<8FHOy>@Xn@!2q4CU7@= z7vZ}>KAiKM|CBMpcZ2=UnT(N#{Dembco*K2|Gb8SvZQ6QL&~Qd3V63Fz=MVI3&HWl z^xO}=XYY4G`C<7Zd7^x#;WNs=6XCiEmrwad`BOjEv{>I*#rMbLpL{dkp#OxwF@etH z*FWKV(cd3SD`(NSB0inXSpGl3xpex@1;=JHr#iTL04@M}NBdzaw}UJ|E7*xNw5&xNm;`wU(a+ zEW~a2S&0#%Us7UQgvUOAFHwJMtF?~*ZM%269p8QB*9P9k6n=+wE?@fEmtl2^r~fVO zTI;{j<=<^BbSG|}m$4q`>>E)3+a0+wU(EjXrtzN-48_>^lq2s=@8}RXnf?B-Rmh)P z@L3DyhI5A;P%?+sHviHpfxAIW&r|mbD|NeTH`}GHZa2M{SLq@4ByMC}`RpozobwB#@19!CejLT@f zB{7e~L8#tK@4e4U*mAc?vb0Ig0r71=HBO8%evD6yDa1&%VZv9xGs4>ccU)FvUq$2KABthvXO@I zu{4ep^X4;C#9SW zU~`xs)39%(Uii<3Q}{#Rfho%MfuOQu{SZu`u6#-c(S zBc7MMUsr+Kk@B@WT6Eg;++b{k`d{%ddQE=g-hYJa=1=ZS?Zue=&pO9ze;}q#<5F=P z8n29wJ@uz}JQ?m;`8wt~mVpfe_Dp3P<%=FG`Tlp0^t<|@mWa*;*(~pbK8>e*rXg;K zI9B<#c>S0BHUVb=e5k1OSo?Qw<-80hvfhL?uYJwFmKP@PK(q9b0(4cC;jS4|FieK)7PH# zzX#*qxIvQm1L6$~w?RBd5`SPaVna-Rn-TnS5Y71 z8bx$ap5?dNo2aYEo*;kS>6CjsVrNv_f$q^G7igd(K?f=hujzf>TdjQB ztW0k;y_Ek`8?InY?(sIX$JWQNb=3nMkDGY>J((F1?8{2!uizs59E&yomXiO~z!AtCjC1}mb{+9K z;qMPII&Ug}tIdCvd+RIzQd7^mZQDN+?2E}-#g3?KwrjEEZxe7^YR5GFV0GVr$_DXc zds*KL?gr_5(I22Y1iHZLzJCR<%M)Xh&$v?LwrN95DcEBzhJs)eC5GDT-=F9BUd+SS z{1TWM!Gd@!$A5_nd8v4s1^CQ`r$W9hp>G;w?>zV_UI_LE*c|xK4QoR`@+5FElu2KCIp+)XuX12-xJPhgZcLstAGwq# zescQOyIjpEc<@8|7x6nRllD^bWi*1bg8%LNGXQMOFz(UMJ_En|FfczXzZWrUMxKrf z9;Xv+$ak4U44L4Y%QgVMhTI=7U(5+V&5QY2!NJTUFN?)Pe1h_Ncpe;LbY7v25$lV1 z8{w%zU8BGMyw3i41#HyM9;0J8C&fe|_7}3|Dc~Jo0IyNAGe9oKZz;h zSR`i?{T_^`R!Pha_63u>W=?prFwQa7IS<(W0Z$b4x96BQKfij8W8S5lI4*f8x7NIS zP+Tbcn#pU$InMcB(y!|(ne&(v8fR*!aM>`vlg4@b5}3ac!NE}eFjgJkjeIwhF`V<9 z!~ER^{wl^Tps$2nIc1M31I!HN80SA_6Y+tR7nBvm09yHn@eJb%3{4M9d3lI+N8e3Z zZKeDlL41W`yffD|{LL~M(@OkAD3kH?-K?lZrdp*rMSC;RYuJ#7DAnKj`5BL=ni z$pCP)gMvlnH(1t+#k4<& zj+nGRCDi`**`D3*Pak~*UYQ4~gKv=iiDN2k|5|SR+1RCSPe1f1@Hdq`b?zGYPF5;^ z!m@0o<;yz)8)yD=c`rZz(kibB?&fp>a5pl4Jf6qTC9A_~=AS*gT=@|kk>T{-ZuyKo zqd0`6?a#(>qi1iI27ci*@GFM15j!gI3yRSo_JQ{z`$stj%>KM{-#2de{_jNBFpj+Z z&SJ^Sp3%LKn#WS*A1pZOcAxo9a2Dt4uDBBH4Wj&4> zk!^mO7Jq*mF1m8&3mlzH5zcfy?x?bGtd)$w2kS_<% z>iu%p0UMj(T%bR8jCBi74RJJ$KK2#YcYIgA|NquMi&ufeOpXCc*lZ;WuoKqXW&Eb{I z|MK2yH#&y>FT-8I`?4QdX1wK_|Ka0Z+ugy-$6amA~eqXh1;+=n1 z|Kq^jnE&-q4skbpN48s<_rbFq_2pXmC-TNz4&KM?58?8y|3$u2&qSZa^Zox{VDC=e zIES?BxCXx5+_Yj+cu8uE(cOmY;0@_htMYx!2^* z)(KAaHF#bZ8%CxL0;S1>$}_>>Gc6Flql@c$z|wg^^+ z&j)$e*)QSoFL|Jy)>?lVD z?ra$E&O5WSJJBgk{l zzSTK#l$x>Z^6@U04jr&9L z*EMQ?E5k7I;T0Rn{xDYgVFT{n^*B!6p1u~Cj``NB>5w0DfwfcU zQMLZ@c|NzpleYdV;!IsQXBe3!OFuX43%HVZ#dY(SKRX`|crn9;NpHG@0f0Lad-y=S zQh)o~cj9omX;>8Et~sXchjc^V^^*_S6vw1|ZFU8_78pB^GnKhxgpt{?*Kse4mVPF@ z4BS`5qN?F;z|erngFB~3csls8z}|fL$;Xa`kvyoxgG zIX@wc4e!6;bGq~_e#{tijH~+pF8_qy<+mD+=Y;YFZ+lboRkzY}4i1KQeQ+};|HU{s9u7gJ~OhRA`iu0j9#LdzN;%Ei7xf*|umi>8q@jT-PXx+C?W1+N0 zWo(bT(xr6kN@)f#~#_R@PAK+{zo1${{HaB zi|LC)s|q|3vV0un@ixihuU@{@4O<|&{(t7=FFm!&F$typ&-(pmeEXkj9~w@MGFHLP z@!RWufp@THGUg%w4-5ueW9UI6`*ZY4=dkx?wg~?=23VaRoNBKYJaMXaAjQwZilkY|0ZorKm(>%d>t8hZ(4c-TA4VW3`Q7||g zFKjQ`zfHJMFV{7z7x{1weuj3m^h$G8SRv{~9l_=7Q5-g&yCD1#*X`RAod-`)^#6u4 zvIYCLq|=IR#dFNR2ee1!ZM-}^`@ze$H}^l!Kb<}~(qe59{g3=;fB#?7lal_i|2~%Y zZ~CSg{Tog`V_>}FpZHS5)(d%w!Xy|`k zCcc}n@vf`Qk3VECJor_{q1;ae?uK!y_8-pwyX^1@!}GF^*sFC6zbM0a=bxv3`rqlp z6^q8a|IzIH7kHb>|6KXsEBrwXmtlM|92PF-%_i}*T+Z`gV7)-m=ab!07K*bDQ~>b_m`>$caa>yeIp{69y354QX)58mUI zSLCf{c^_sE^Kq09U$ehQ)z<$lT7#G0`HOdB+XLHb-|!G;s%WEWXn*{X&O3ph&ify( z#+T>4mA0H{GrkdgYtAtd{xz^K`CDPb5@ZZc`M=)#JPq6e`Mw?XKl25+Z=8Glu8Vu$ zkLJtEd4(_Sag~2j-!Y7&|Gl@wbHFpD@#is@W=H!UwU{ZcH}&J+{kSvV{{zDBU}pyJ zfCCy?|88D8pZ@7b!rdG@XwPqojYg2C47(?e9qA4=j@FYwq)G{|Ci^;XY}` zF!rJO@qcTuH=VzE#W07Y8%aL*!fw=X5Lsqre@tf^wLiFeS?eyu|si*m_qvBj8E zI^sil%%+TyQJQz=zw4Yc;*}wPdq(^_#})sMb8rRi;`2DCV~_kKUA)+%9b$MMD>HbWxyE1PI0WzrlzD;4cMcp+$NL|=B*eK3-W#5U zU#Df|7isP*uUI|c-Pw2eOOrt?EBHjp>)%G}j{cMWYeUz6 z)7k#SS-k$|TNc9+{wCrpqI=+Q;FK%R{~da^SMQtXD={q4|L&gi_AJ;j=4H}=xw$0l z8To-hv%GGdH(%m8#mTs=^)0%}_~RL{ZeZE=OHaX`1qKH^5N&ZavBOJcRm+~=CzyH>Ze99YKHud_?xLSWU z#)RYGoP#EhJH}Tr-X?$i`M72*Qoos%zvk?whxR`UTm-x!U`u|WOa!AITrPz+>XmB@4ru^{!2Ss z6Wls$&uvLtFYOdJjrgN9rnt83^r~rX|LLm#yIVg>&wuo)wR4RB(3=8-Gfew0KfSKD zw=NsejQ?T9nYGr3Mc$!zag07!KNruG?LPus-Lb*bQDdPMY(b8&zzprED)5;uvu@B+TIA+JNI=as@!~*A@?E{+64u2Tw z!Qmh`{9{AQP?lN#|ES2{q_tzLS%YhFW!DCKAGUXK-oNb~y!LI%fUxc5I8)IlQ(b?L zb2PO5;V}t(OwDJR{YYj1c5q3UKU_X@&WRIoFZ(!k-Td+5F136tZTO(LC;te~So-j( z`}yN8pEy8At~sAg^mQERbK;lty#t)e{Es*(L+}kV-2Nkt{~>%eGuZ!N%dkHY=VpjL z*XbX)8{&GO0Cyujra#~ux~~`to=$o^i}fE~s)^d)0;iDiapm^HF1Rg^z4RLQlEp6> z=lK6d{27CTgM}?HnGNI{E?^e7|7^8?TeqxF^FM%lA=_5NIO>0${)a8DZ+~>cZ4>kP z#OHtFiy@=Nmo;?$DbIQ3|HIAyaNF2DTT_7V)%S+-X%{?K(`YNezMV)7;{?j2JEY08l{(ZW5q1$3L zy&(KZZ|~Lg;Qlx1J@MVZ2Xmz3kj0TAmedd8xB1IA;?a}+yC;ADUE|KUXWTD5>sW$L z%$4F{+3cShw4ewz6oFReujYPdA;INS?9D3d4I$e*jatlPfP@_+*eUYo7j%LyKw zIh0R7usOtsEcP5EyZB$X{{Rl*p>OjuM#p_)?$7u1*}rdj1dc&@>m2;e9`Mgk@cvKe z-)!FhY7@8d$7{jd3|)Iq*ZAKeoB+BM_?OZ2@4%HK#?Nj0Y1+FqOv4Fb9pvY3#{P%A z$<+VlN7kqgL-ij&yZMmK&tAjf#D3po${*^-_whFyAFU~W*g?qXGc@F-h`uT6$nO$k|%BA8AIhpf9Mx-ZCmxi@Ofo3ed~v57s%|3{jC&(?T` zLjS2l=ulvd%KG0(emwuer+-YuUqTP@1(p4;>rOaU8DG$f%%xMSH@eF>9DV#PJaC|h zOEPcU^&$E{od0#%k>exUf67FBOZfDhQ*ZSBrxp9w7VAIe-`$Ec_v`28h{s=RsaIc2 z&%N<-YH3?F#Q(Ivr#-#*`GPe6i-l>y%Eg)&m!$Paw%XiSUjMFX-7rYD}ZrZb+tJhm)frLE+v9dnyAzT&^z@$A&U1;%^h?-{YKf|tei2(%t$ec}IW@8P!Qu)VxS_l9C-ig#b-bHLWO z?BDtKC$)F``ZVm7I?noWlFvI};NMvf^A6@Qrs6vke^>W4xPLp=dF|ZLI8(9zIgRaq zb>M>e-uzp2_Yu{6an2Pm`a{FXUYC?(mQXBV;6$M#&9*IXFT4A^SDGl z_$D4#`F#V|H9m&d|6auy0CzJma3@{6ecj_WX^(hF+eCZMK>OD?9o$}&$G>s%l=^li z`@f7UJF0KBN7BE0gMDe=p6%&YzjI`Ci|ZC_5xA%O7ISL$w7-pwQvY`ucZl2ZiP&Gb zO@`>0#-RBxrDI^2!j_}EU>kglR^$J1w}0@VMBn?~eEnRG9cW(v0te@uH=b^?*B@}X z&BXiz-pAYM(OCZwC+eRVY z?q3goK0f{Ydp2VW-kJBl`TxPjoDzlwYykfQF97dH`2IO^eU7+jmMPwo$D$JMMz|Q# zz*}>6@S?b96n{rp0iGwuj`7&!bMo)Mdm}ks;d#d@C~bd^?_;=!QaQl~Q2#hm{&(iT zZ+Rn=xCrpgKYSpMCvZ0(7y8E< z_Qw4Id&aS8b8Xy^hFDEt#fa0^fA^-aF7PouZ)1sAXp{jg&Z5shv+IGq0sAvx@u3FN z{DmLcJ-BDU#~jf-3ttAYAvrhPjmA8<8}KpUW_Si3o518OZC$4S@ZRXBmUVpoxlJQ#jpD zr)eI4GbMkG_=wp1tl$3(97-I`pKo{+$Gi}42>-tAmj+J7_D;(<8Ql;34fi6Aj$fQv z^U(X}=i6It{rllZiwhh;z5EwHeIq^nruuTuuhYN%NxXIt|}V_^v+Ob4D=_;I{F2Zxb1RAB*qC zeXhirg73!1EqRBJ%>9b)cja1(a5ur7H=O+sTqe(f>D{h)XR&sVwW^={{?jJ$^q1}b z9^r0Y`{14Q^80V57v6qNxSLng(jBcu9?W@r#FzZjU;Qfm*Ux{Eh*S0N|M~w6gJW|_ zo`3gVX}51O`7V=p>VMMj?bWx6x;Z`}{G#pyjBCTyzw$p<{^#(ySN``3e-OGbS@;XH z$HI4*Ze_d>w#Z|F1zy3AjwRB6p5MeZ(#ehmca7mhJg>0xk;d#?NsimSoPX&$&sXxR z_J5M}Z{D_R8M~azRU6VG5>=X>U}_x~OGM%TGC z`1ZSoUnt`shLdmk2Di&NtEnZuvy@DjQ3`i>EE9|0{D-R!AGd@0jS8(Vd@p)~$yqW{gmTG%4#>qJa zOs6Js{%1_}3hNnoo%j}QvgSX=ujyUr;WYJs#J00~-3Mm{h&Bg=gimLCfv^VjeGoPLns{vUt)KK-AbZC%}Jcoq0wPAC=*7#cr1 ze+(FuXP$q~;y{6o>D4&3xHrn9#%1I2cEAb5J@{(yzr*n{NBEtH$_NvWL}>g;_ZPa z#CSziRxmksKjS8l4|eCng^rKlzT3>eX4cjpK5q(bo|MP=aOlQzH^z!w${%HCX@t)vvqWs`*jQ>gc6#7q0G-99`zD&B!`&Z~6yiwp) zHf`VH<45T(iUW@O=s4pKY>lV&cxtYtCfsJ3k*){|io<7&D9`{jcBuo2v0Q-SV&8=yRMx_Pd)eKmKda+3^H5{7e}KV|W!X z4tmb6bIfT*>wnS^hX;Fuf4)t8C2*E}y7>$9lmF*0|2KiLsh9tYxxY*Q^W1OK@7|f4 zUJ@_Jd)q!9w|vJf1V+R6*{8GqkD~lvzW9gqr>zUT%^AyM?ElwW|CE08@Bfv4@|$0# zfB)&vWD9b;XPpbo&1myaBm39ce>M$>Z=CNRJFaw&Xn%qi#`Rgcct%`UjCmXPaU9wH z5HGDoTv6lI|7QCC{mgfR|MTMm2fe+qtv1%i-u_{KNpCT%3RP8@m2rd`DcYA^R!pwM@ePXZ`%Qr{_T0a(+kp;_&M9ddsEs>gVUuE1z}A zhaB7l?vJkg&)ILEefE|A-EjuP>Hm}De+E;6J~)=6!e2}W{>1ez^MC|?MtxA`>54uX zGFI&w^;O2-P*(p1PEPltKZBPgr$J`<=Q>`(?^N=u_BUO0TkyE+AGjNTuVG#4>nw0L z@l8ssJN?MsrtfpwIws?9;@uWJG3!{)eLc(3F$BJ5@$~*Y*K5z$)s#JNQTJI?{|@=g8;$?l+N*v@N21)*-2S(Xcj96DLp&xh z7^CSQ{7+^3ceFqFU1o>=-B+wK@NC$O$+W+YSIBh)@0Ilrz99M>`yX5)=8Ly6HT?LW zZR5|%+(iGI9+&E0)MJeHuShq|`tRegWH%=$-{*7h|H+#F;k_|C!k$U2Im-XpN14F- zqsF}@+dskj7yUR&{|6?~+v{QbW8)Rv@+@2bI3|&~m*2zVzuEe`-j!@5_CtA2SNm7; zef{OQ8~AR(-Bj&A75YbD?Se^X#k3M`8J|LvVe?3osE*Ki%oO!)sd3MW8%cw)HL|KL_Ca5X((f#AL% zHjc-c0zU)a%}wD0`2X5lZ(4e|I|4@#xSdP=J(h0nt1mkiL3QPs8{)y4qx@cf>kX4> z&nqwFTOK+dKIvtKZ^y5Bxv%tJF?q;^PbXx>(J&6G&!VND+C6YM6S4oyDNow_Cu>%( zcO1w5{{1ii_EcKDY1xqV?^MkHV}1XJGYS1aF02=rm6q1!rcbN%T}bHP(d#EuPv%vE zn+E+4UYZZZLF0OU&*tCIJCE1)oZ;98G&XMBzm?jx-W~kQ-L$c7v&n!rinQhNhs+)O zb{S{QnM>V{pE0~k;BKBP;ciaZ`~QiXr)>Nk748NsP#Jea%&6eP0XwsPn{YSaY4p3U z*jF3}9t@<`^{cJ^;B&Z7e}l2%KVuyXk>PNJ)rr^^BkeyJrUw64;U~=afH>FQg+Id{ zMj1Phujgy_jM4;7$2f45Z{Tkl?f>lP+N1BspGu!@YMIvkkJ+~VGCO5!-_lxmg6m(m z13vzj?OK(HsWDsDpL?$yFpNZ@b0z&daOH4XE3S#~!@FPDF%6Ev$k>eRr(dI(F2#F9 z1N*oA;_eam-$v5^Jy(fidnm0qyw>)?o_*`3wC2p_jGbvt|Ec3lj=$-We@eXF^jY9! zV*fMtLgTt)3w$3surRe_37?buceMT|?b6PbY1P?{X`A}`@b#nVnC$HF8=YxW`}Xwg z^Dm{>7yqd!S0njLPqn61-AaFHcRHl>C$wLAy#G{c?-x(mg&k?N@^)+kd+0;;Z)s<1 zS}h&iN?PrWb>2Fij@>wA`E0zf-SRE(zkhyerS^o^tGt^Omuy>FC*5D!yKE^R&g%)alH9=2WCmo^DM$-OU5ueN8Yi?wfVEAm*`wNCZeCG3%>J;T|D9GH6rFUowzK8CNR}W#&K6tms;+<2vd04l5rx z%Y%J~O^zS+Kg-{zd(>g0;>`W2^~3bkPkx@}@A|~+p+5Xv?MS}JN5*QEr&Z_6B)i}@ z(sQ)`QnexSKR>cEz4gia>D|@^_Usp`OXykI{@MBkd#bT)>y9SgzvKJIweZ4NJBMx$ z?f+>1rKeX~JiPk(ubJ^jy{VV~N;-yI{hE>QdL3n~`5&x&@^nx`$)sf5r!2`QM$Jq{1Im_zUm@=mB^W|L?pmvjKks#wL$fVQ7Z%*MNW7 z_!q-~6y@exw#jzQur*$f=w}=ImKHmn^ERwauDh<)o+ZEhOeMc+fAqxkD|F}a*T4DT zZdk9{+7Vnc{EOgjc*l1iP`tMu;96eC)YdlaU*g~Ob!%;pz~AF*=W(BB;kSwW^In2{ zXm-usjpNzJOa5x{-30F4+k1uaRr(&3zo(bK3)^UXlv~AjbJp5svfF=9dywwmRA1%x zKXy$R0{mg-i*yWvVN&o%o8OIl`mg)=5kFY*iG4Tn?xGLUy}P%>{Sj&9Un39woU30) z_-rhX8>z#5_4KdzzjIFD7xMJY$o~u68`*Ef(d0;;ryW^7&wwpLp3BU6&7gdEQ)vGf zZ{_iK_?ozG^o_+g;x>==pN;jejrZF4KdSu+>z`8p&t&^|sEvoSKZZFgbV&LUJPsxO zho7lt^W6S{#d%cpk8wL({e3(RZ-42>di{&G=+b_a^{d*?FnApGYc&36vj3gqV)l)H zvt=`Af5s~x49lZ7|2tN0dhLG=llbVZf3SHzcRxJ-8RKT(Ip$wA{%7y{3@Ft zo78oxV^*zy#%q6OqyGJ%xH5kihUVhMv&Jz2?uK)4H9vg!jm4Yd|9kVrhc93F{)79C z3+L~D{fpf@a`dpS&rNM@&XaThhx_TW*6ZL4z|e$`f9@+USw!J$IR|B?T$KG8fyusJb|Dn2oRj~3Y&&&6&THGqi>@k1tDbH7omxFSE@wxlm zT`M!3H^k2Zw?iJt12=?xcs!5^7Y}76U!QZT_s>{=`I@e_?jCv`YdRgr`Tot?@SlJ5 ztmN@*agtN9PChUJoA*d5|Y<6VG}q2mJo>Ye_!8M*9!O!NEPA z0Y_8(_jA9#&HS?EZ`A#{t@*m&_h+3mr!0SG&zBGF|9rgqvjom-?`84gs81$)|HI#} zpPcT0%lCQ<`%hZt0@C+sJ|Mm)vGcxA`dZnSr!|tze%K|gRs7k9<)6CMo%RVgvs`!* zbQ#Re0bx_X2KD~=db)JyieXj2!%+X7^7nJUEWh|qnUsdL5qToNhHqM7m>Tdd<@(be z%xTsh)QdXlhz#&JV0lPG{rmoW&7S4nE@5N>hp|c6qXY649O*x)GGEJS51Ajq9`=|`_Jrd#tAuw&c`i%NihMhr& z^Z2&sB0pWr*c#72%j8-mU+w64B<78({k;vIH2wSd;8#P|Vzxf1!`HAE#Ttcsv3{{@ zc3tb&5=O_L;~IM!q~pKuj~448@D_o!v1jtL`v17f=Uathjmnx=djf0p?GE396yNp; z%Wwa+zZH96Mcl7RY=7___$%P2h`x>f3SNuC&!%@Vd?J6z91p~wif1`4T=#jJ`^IbO z)`0dI;onp&q}zjcQs2P!1c%7rovTXkekk%W|6^VMTizkZj>NXea^n~r6LB6#;ctk0 zWo6{Zb9%S7b3OB|;d5&8?H+gv)gLU7VSX%4S>DXahmVC=E78X6?_9fmJv|UE$MFi~ za_avqssHUeJ%ujC_o~!kP&!ub|Cw%ow=cunAKIVthW_3E`daF_bUNL;-D~Y%j#FiQ zB>Q$&doPcQ{smvpcQGLcx387)A~1CcCZo>ZBIANWmb$ckb z8|%1Oe-`I44>d9VrhEPIz4$N+zMJQTpV_(H&j0?ygY=#J`G5WHzTs;IZr?QA4EUG6 zz8-r9?wj}Ky>CA9+qZ8R9_O#$|5jGsUK+q7)=>f+rb`gc0y zkF@`A;qDdFS&K6zeL?@*#5aQu?LVZkA-xOz>3dA1@HD1wNYr^MB(1 z!zZ|A+j`SK!`=Q^IM#$jJqLz)dz|*1#XADhTKzm*9#A1`RN|mom(nJOKAxVl{J4kj2<`y$`IV2h2T|L97_v8^G!H+&U3ukL8Qiz@&ezNTjpk$q1-*G%;`KC*y{h!~zG&eo}<|~G8a6PN`pI95(`q0*rdC$!D*JK07xc=U9sxAHa zXFpFbyyJ1a>f66KXRii%wyvK%`OUt6?h*eD^5KhiAFh1A_4^S%xreeHbo{s%MTSPgI`!m!-FlJ+0_QZ{`M*6o_-&m5C_0~1* zF^BnZRHG%3-Y&J6fVWa$Z~Q0l+s$7!>QelIUnVBptIe6ZNm4! ziNg2AIMAH96S%G7c7gwk9PHfMh#pD)iU&r@G{dDZ47 zvw{2rr`prTJ=@Y-e|kTyIOaH$=x?yDUD``Ve!I$fruVF2(2w3YY1}*I@$YSTA$9bg zRGAN}Tqms#)CK*s7*p7^3HTq5^qm;h{t(}6ZMXQZnw|FQKXF{kpnqRI7#V{c;Knmqp#v89HTC9ied4_*16 zX@?pH34dzkf3NTdSq}`~QQV9lAqfs+S12~wO7^tPlW!#^|#p8TFZ;~dV9ZTZ92kxx5d%a z`-&g+ZX3_qHDC9*AF1}f?)l086wj9S3wZa5eTBzOzTs|c&01UkUg*DSc$Hn3grQ~) zSHG^*`AE2%@w7i2H-i@U$FV7cCA>tm|Da(H<@Zc*8jeqZsU~{q6hvO80&G+g~5p`FG;0p#8zgV;|u6IDhAo zI5h^v%`uqH>Hqn=my9z5PMj-W_ohL~0FS`4hcm|?{`>R#hT3ol!rFjAxUMy_KXc6d zDd+S&*9@od{nzQb;y!_AI4SO#%QqZT18>M};bqR>y)2*0c}w4;Z=wfPe!elL49E4& zb}%LwaVPa5(VPY}?b8ZU`3x z#%12Z5A9oiFf#auIO1Piv;AS*4SqfRjy!Ym_GNL*thW3jZrh^I7pL9rdkvFjTs0a8 zNAx`WGn|9*;aTIm(fJ9*9pSy7BRHFmuH#m2;!N@UP~45*Te|WKnzUz-0$ z`e@as4dz)*|3g+79j(XWmO@R~F*aX)>yN^)oHSbxZw=TC?EgdQ zzuIlwe_=!6-eYcgh4jM481KzMSK4uDZ)#CoD#pjvZ^RFyIb_GdU1_d(10!w7fA!5b zinN`Q-F9h@#ad$C0ZYU4^FR5}u|2v*+i;KiFgGB7j^>fTQ!=NJXWLi1JdO6)z#SRy zjm8UUDbKt-|9CmTQ+pn84SJr>3lDTnYprXkYw)b)1y+dr^CUMgr_`}Uah}fH=9%k; zQ6*3COgwW*d(5;ySR=02*T0ecRh!qQ^Zmjo$tPg_tTDYt^R1O#d4AT~Vr5*SBl9nu zKx@V8V>*<_KYfV&c42O)5Au2T%WM}^J$E& zk>QA}Lx^~D}jx%Yk9rGw{5J8c_!Y~<9WLlYaQ;_|7`t3TE5T8aL+35$o0q*L%{f!Mo0RW8aMFefPr9ci!!KADhhf$44H1^YE#7>>TeCWZ^%xd*XqC z%fRA74b%UPbb7xdJ+YI(-V}N;O#eH!B;#EyZT=50jq)k*Km0e} zhkV6)j(TvP;{!Xo+#$~g_9mC+kJQ$q#)9{}SJrH`D(3gCdSf*%lbSYZkS? z$5`@(u|677$zRmyqV zf0s3#`uFVva5wjarMV{#o9~6c`Lkhgz}>L^{7&(lxc67#YyR<%?~Ui?Z{ouFhp;w( z{o&8T;RuT(yv`5beq+ylt5`C&HdB3$3PW>3m_INtj*q#UuHL(5*p+kQs{w;>1q_TZ z2H;=7-hdOpHXPJ@SNEL@>9W>q!I^_k11!s7an@l^__i2+9C&4T#$xj*uXrAQn;WX% zS>tGp973z`B5cnV;noGm7&QiXnxs%{gs^yAcl#>G7=^Zw}ZTJ;SqL zY>1B)zS8hrQpV@y+uf!zz_A0yhx~|#gM8AGC(nD_sX_M(mVAR7hS`4zAD8`z^*i-|27`#_W!1H{7t3&E$4Syf6<50Z`MaT$L87(Y>obV zf9n5<%-6v)^k*FHxmrH;{SOu+VoS9NGlT5|cLVBDB zw1L%Z`)ZG2agcAg9nCeQ-F@Xtn|I){A>F)>!Gro-ME#k6kU#I^5A42i-M}5A-)eFA zy!PfF?fR0|r9NLN?cS@-XAkCvykh=?3x;&?#~62xj>dO$y4_+@wF$p+Ua?0>6WAHB zJ)3uLQ{Lk0QCavV6#O^OAfGamFLNjBI`Y_m-Z^x@t)s_kAh?i=JX{>uHoTQLiHp1dg!m?6@FOQ*b!(Vm$9fiji# zIOKzADdx2D+@}ANG5+x()a=^u`tM_@X8(3wJdh6b?q-z02vajdidT#xx~wD}L-wc+H~e9VqBsr=8C|GmN=WXwewiy^#* zW7IO%gL@VJVg~RRaIDY=F-`*?ldtD{H7*?IWbt#Q$?0nNoSaYKb)ui6Z*?9vGBApj z{Hpyc{qu3NP<(%2dY!XY>ol!P%(s*G_lo_zIJb2S`vZ={VGU!?lR)6A4)vy(gQ3)SVSLRyvI=2gZqrLDO&Vf2y`yUaP=e>-zv3&Ht zbNBYuv}n=7bVqm_a2xl(*0&EgFAdd;y8fqJ_U*jhkIYAB$C|I9TxQ4FgukZtOvn%a zgq=(NkQf7*cct+4NKVwhlJ9Llp7!sE?~hC4AH0^w{Bn$j^~(&m|It2=-_?x$>DC?$ zF|y8II$_^}96R}y#Z@wFLF7}iKZA;^@Q_~3QvLI>j*T7J{tjpV0*iIqV#vjq)mYT{ zuf|`gJ!WbD(@)@T{xIj6DY1X}hS8n)w)D$!&i}*dUojt*#-GV6*`H?Q!`0?-@Dy`! zi0;ydKDU4~Ddg3yKRhO5slSKhq4es1IJPFU{M-1ZRdH4}Z`#`4#)*hs9@ye-IyS`2Ogl_P(RSkKIW9_iq`-1-zJX(+J~2jHgeQ zEH=E(+wZ?;I2h-jar_H-8ovDpLjy+Uj4(O)>I|Ecu{F<%gMfHcftfjRL%18`!Z~L7 zE^S?=^v8`eha-MS{J&T4^jUex_mIXC`SPE%#y6n4fWZNm<31$f>3B@2^(Cx8{r*GY zOJr}t_9ybULE&4}eno)~$oYhy(fLI1mt~wyq%j}bQ28}{M5X_g{TaId$i5`Lc=z8r zJ|p(h>^ggEoq2za=VGr-|MBhG+%d$C`}=P*`oD1NlJqbCCcpD@e@GjTmiFV6U!(bN z%Z0YW&psCYk8w6r<8LbE*YAINpVj*5Q}rEvhW$04d_FJZ44UnK@GIa)RoTw&$aeRSCJkX+^~ z<}tgcbDzuLU%Qe%{(OS@We_7u}5yQ&T>KxoBWsdoeI9S|^`HwOl)Evk9FUrgO zhdh4FGhK@FME#HTpUU&1cxRX^g--&|8Js_MnavU#ItG~@fnwObp>*d4Ivq=~@ z#_|`ZR@d-P;_*TL!iVa2H7(O~j_Fuo8;6PW)-8-H;BG;9CXi65-vN~iPC58g?KwbxNz$HE8WV{Jvk@8dXu z;r*|3KRPIE&X`mC@+-4!4dolirMHT+t@Xdz**LZK#z6Cc> ztR)((Kfpgu=KfRQDeKoil&SJRyT2aJ4AY~^|L!=03V+}@n+kuC$HmO!PYe@?URs~j za5i>5IBRszaWZh<_?Rx=xA<{jbLxIJ_H!PE?JmxhXK>wA@~if*^v`W$9zzRv4iszC z{qmQw_N;$rwRcThyRv>A{>O6%xNkA2Gxo;LBTwz6=I@&#ACskLIQ~WJWjIqT=8pDW z!Qq7LcrMa4I`Yg!$dM~%~t6j?VC-#MXgA;pH>`n0=NIdD%ojA8np=OX3=Y2#aB{`X!!lYaT@r_(df zKA)~#J?lO~z1vwIDxH-t?^mD~QGd%v>ER8D^3ebGpE8;coATCteeqmbzF`6+FR%e| zUOY>Akzsibtv}Z*`D1JUg3CcV6S_wnlxXAG(*71>D$3YE|Dxb!vPyhPk zwC3QZ!WK3fe}=mW-J0e4N6a{@XKDNmSAVYiv);e_hifCo6US=&)y7Qd`)t$y=r78} zZ}X;g>Am;fA7cNxK3Vqfto)|v%50f`*=I97R+*SfU8lwWpl`{`Z4>neZ_~{DKbro7 z(;M&lr(QnmgZr{AQC^OQ>!D5!epA{0$c=JTi1idTgHI?-@AD7;bPYMr4T(z!qXU#XaamNK)ce85aTEnfx zH~DY}INy!O^T4Ny4+y^nr$fbZzUU-Nw&E91i2KflnrW!nA;E;rs*nOi6oG zxER0YJT%0i0?PwlhU-1w^cg1Q>b*WocSP4oXM8ts!FO}U@2%gy(eX9;{`&2k zEY13Dn+o~(FKM5FTqf{GyXWTV*bW99Br2>CrJ}uvW@Mkk_hUe>k1?EO+ z!Y3BjoCAk%h&->MeyiHIMfe=KSB?)c+x0K>e7GayWGeN4IJt5CaguL*H~4L{&$c+~ z+7i1KxDChNSS%A=cPz&W`<{^Yu(m0!|I50K{x#D7*5m8aYm45oeYmiFMP89--EqA7 z-$;JBjP+xW^N?j@$i{8$+E~ZmRLNi2tvET>A2nRfXD8@SxNP{<`Z3PA=XeU;=h-Iv zzf1cQ*zz61o)}-5xL6E(p=;N`V2Eq)#L3QdNpUmhDV7s<@r<4u$o94yEHhXPK;((3=_oObh`ZH_I`v!p$vw2tc(e~b8Xn12kL zqO{;{kP}=j^FH~&%0%AO-^!r>aMn=fsMDpd#od>MXJ+r!gZbI(Cf~}R<#Vs?@;;N>+O^(rH1zex3)_qOFBG;Z@K3Zk970k5 zEf>Xwh5qPgZ7BJ{83Y~(Y|nM!WQ#Fd8vkQm|1dw9er7w=a(d;ojz1emh9zV?3>`ON z>wGLNPsDZ`xP3SE-n=2Z_wfD)I3(xLA^y|Wv|vwH`p|x7iX+#EE!D{XI&XWQw|f)z z*T#7hk|} z{nd_NazC{G%g>CjI{ea=|2fB`sr>Ji|Go0R5Ana7-J4SUOUA~Tj2gbCz}XlM0E~>| zYQlzj9I3b-woG|tEREZ@7}t?+$kH*#u^MV0+XL}m>l?ng_B3(yYrN+cdGWu5vngLEZ|8vY=ec)P{^4%}Z=v@Q z_UrNY@Z+0$uq2VkRLGBa^vS6I^3%fG=>4FX`tR*Ika(Afb>uF6e?eI$(*A)9aGXs& zE~VDCfxU@#b-a&%dld4CRfW&wTfM89?@jMHfs5f<@0G6fhi9HkzxvJ7>C*X=g)bK$ zWQX3ztX-|YYkSwktl`^m_tTX8Satm$zP^#<`!f;y#g9cg%BuIU@co25KUVUiJ)*tp z$6s8h{d={)5qeS{f2JR5V|>`~3574)(#}x(8*c?VHwOEIp6eMCAFR1H{$ri zR=Hl~F)_>PU-X;WpSWPuE&48OOTGQIajHFvM)t27f5Y29Z|m8m|K)jFX3V`7N%N%&C2zs$GDr=`akTRbNOJJ z`_`*z?V-&+pH1TYJJ$a1ynZ$f4BVB!%Xw7bVuEu9EX%XPmu$#!rieYY|L_6(zJK4L zFZHdy{E=_Jk#5`{DExWhNAz#|ubc1AeUk2PeAd31$8XzjzPlUuZwm7=U_Mi1MJy=f z!y^N(g(Fy)IpVDWcVpKx{$<^cjpn=D-M+7Q9!?tYG32{P*C`X&8m<#d&SFq0Px1mk z@~3P3O{M(6%@p_m^_$_N zihe5LYz#-?=h27F_J7!KcxbSB!NGFo_Bo3qwX}U@Iw{=E6~zHuD?SvS0UrbQ}FY%-8NJAM7ck}#QlTY4DPqn5Uvi1B&{%49a zMfzhGPFk8hU|w{OU*L=^FXb0`#{38N25v#{FCp7_-<02Bl`Akm#OyK*6ZtA1IC0>y zp+20$ms1{pl;6srdz6hI&s`blN&h|PH{wrOVmK1(>pZT(?ofs^z31%t&n^Sef!|EPnHvEj!bc$k`R*8P8TKiHT4wDDq7_SeR~bilE9j*+te z*4J6C?7)H&?#6f(8u)(~e|cfZ`UA`j{$Fr8<@E<~#mwgCK5k_HN9+H+#FuKY{#mf& zMhQ#vc=`X_$Lm<3%Ku*Z|11ALxQEb#M;!kEexuAsmGLl9KgK&4%X%D5-1mF5hht>| zPZ)UySDD{uo~V1Sl3%rdrGLJbVyxATza3{gi@lFx-y(40>}3@DAlgMv%ugG! zr)AT=xs%L#&ig*!*jf9Iv;B|tA2a`04O784^YY;d)ADWRk9m-f z#rN}S|EPbt|A|o(ezh9+OnigyM|^Dq{TI^LtY1~|VTAnXuOffdt4r^@;Tz&P zkN-p;kKF%7S(GMXgLqob{TJWkhkSpoas5eC$sfJ_2NdJP@fbtLKjUyVwttP6r+NER z=x4mQNl!a6XOrKkrlq%qulir8uShfBd>HVWNpQGbG9w$@(Sy#lEYc&31 z{V@^y*Npv{$oq$tQMSX&II;Ctv_;sTs{TXQ-;??NU7mk-p5JfrR+sHsZT&ct?SD$R zn_I%&Y*0K3cvKvh;<%eR^0jRc<^>$f9r4}ti!Ybh7%#vrAYWhG-krj;49XYh-}u8- zFwf#l-KhCD^$y54@@vGCK$_JSs{$Y84RIYvws0(;w|=2}bJMoHJ2J;ijx{B$%&or+ z3J3E?OMB|F$B2qpR2^rI+4Z;ey?$H+J9ATM$oK7e?-_r>QE}UFy?gMy;=7%)d!)s; z38p9TKG*K|oBZAFdoAD36@v=-7HdlHVqkf|0>N=WUARtKi+>aN7aiAITRL6_j*N)E zWB8ejkpYWf7#hy?Kic2_ds_0{NM3=@(X)Y%GM^&XNt=&;ttS8V&)zj$==&`T8}2_; zbga#`^|xirUX~qywkg)1He56pv|NT5)<^mUrFeKiUzVxYK=S zjpOHe&8HV{_n3U-8YfQ9m--)6jH&3e7=MBBAusTwv{l#nv+3v0K3&8aivC~O<#-wD z$NWp0eMi5vIv*EaX^!f@eErHo{_3+EtsRJMg?x|I|B;<~vb4DLki4{3||Qd$36 zPOq}{$7Ifb&5XabiZ^9A7AuEi3@tXB^uWecKGOcqA2)RWA?%;qaQDBo^@#h1_*qIj z-1wWfO}sbR|NQ348|goO`gHpDpZ+$zzG9Wqcsc6j`xxh5jP=@cwQIFFQ-SXp&Hvka z65gBbX;tTb^I?Vmx8?BhV*RmASTwiSqt}19{g*8lcMMtcu>M(Pv88H$cyI|Jzw$q4 zKYRFA%|BoH-z)qX8*ttSeiJJpFiWz>$ysP)&7Db-_yo3zQ(iXl}}*IZT)A@$2+m(bGmPx$={!{pA8p@zVX((gX1Fn7<=6u12ZyN z@>y#WFC+XUAs?QP@FPxT{p~$L?Xp++oAI_ke!W5XX$()|egXThJw*41$^WE#{`3Fr z^%wH!m)!prKWK#ZH(ZPEJExBPHR5xv^-o|qvJX!3&F7f$SH>HlKDKgL9{QhU)wlm} z{a-KN>sP9?bR_Bu-e|b`Tlw|ASIIArvD)~vahAt-z5bi7(SPWh9ZPLKgY94N-KgBn z+MgJIq5qsS_PcMKerWu6>wBk1MgPDLe%XZmZB&2K#dWK1(Wmfl5a`tmwnZvwvkgOJOf2LI2RhB0uf7#hf*n^S{mW zqpW{??s~ZW-A+=jq3a*FjkWm){0;nllpovV>#6KdmAyLBd(z^xKY-&VkBLV85BA1n zF-Eg}p2+$u#(CNPmB&B#DR*FRCOZD7O8<&Ezpz!zO||xq`!gvY9T>tNG)3!=etkPi z+{Dfk?bZ6n=Bd2q#O}?q^{1`F8ONj8AGa4XXa6estcf1)_TPDKui+uS*yFgHm|tdU z{v8;&BmauyKiaPyHLS_eF2}ThONn?-1H#y}to*|8D){dD@7^>#4wx7GfcXEw-Gt8) zU(lJsv*yo>_!{7E%tt8Bf>Q%shGXd!SHkOWy@Yf(8{LB1Lhmf zIbHnsbUdH=Z!E3%i}w#{^LajUK9c-5mcA!l`*Hf?!jF6%Q`tXT8`^rT^!{aQy?CE( z!v6f?_rDYFX5NI}f9uzO(>ealA1n+8KHm75|JnS^@)sLEV|jXY`8(++zx>~{_}DV@ zAv30VZiP6fi}I=+I~2FIz2|75pMeFd*Z(bw3m@+m&D6i(&|xgVl`uyAub1z62+vj; zH}OC6p3Lz#Rq|A+0^TNk09piuI$s#4lr9Es|wrVqO};ceC8` z0>k6=s^N*E{S05EInDTKR40$I_VJ=`E0ds2c2lcGuGM_Un4lxud7j+?x z<4?uiBYX}rEQXfSzz5{>W|pZk2j9)X-Xn%H@;dwYi?#^)#Q8dL@??5v;|GOa*jQB` zZ@sjukpC)NZZE%B)E`bCaIF?gOXZ^sJ1+0Fz5xqGxg%B=WoHd==ev9UZXEVYOpHI|Mj4{-%lhwlCvkj9ug3EJPaPdwU&VhbpW4sMJN)?naL;M?N#U2qpF52I z7rq&IZa9W-mvSvTqIgqgcYTd9mipK4zrb6Doh{p6WJdkX*IfCZhqS-7N#%d9@COzC zLUv*n;!h0o;8+;P0o8CZoELZ+*%Qnz3hos9g{763Fa>%Q8 zuPi&{#?fR}@~ifL0`+f$aPYRD$~sjze&1Wg&*eNQ_Pvb!E?@T5zPIC@HueI(EaFbN zABpr4uiKs>?L)s3$BOde`)&8-$ak-`wEIW!_5D8{`NP$}xK3M9r@H=slI3?;OcVDJm&ZRo*ct~z zS;zR_xc`fGR{KtM|1)O8=9q4eVt?xOpR~sFBD({xkKNDX|E%(URP?WmgNXL<<52tC zsQzX9-y=SYJMU^V*ZSJvf*i+-2-lgpf1-RnE^_P^2kBg$C6{wc0c z)BH~xmhB(saH}1Y4t0pXo_+=I$^65QamCtc@arq47mf5U>QHX~n~Fp7)1Ut$o$fqR z(kF08Q$PRC=Jua$^@mTe+3^>1c-eMN=KIe?-aqQ?Us2Y_%>G+FXK?Bf((DO0qe~eEXi||KfUvh!tQC{FZhH~jJ#`4&j z;P{&g`OD9&b{v%Y!Ts;yhX*s`JR9DZrR!j(bdO)N{qGnPa5K(V6Ihs4XEzk`j|g+c zbMU=je+{D|`|oKT%K`2M``^cP%@1H>qTIxq+HihHYP%v%4ZUk|zES5UOZkGk0bdfb zTV*F5$FQP!7OV*S=-?>e;yKvY;bjuOg}KCWH{xYuUQ+!nhLzqMormW+@$4{XIo}O! zL)no>%%^9>cfFeue;2g%dmStP z^N{{`AG&<%8H3cQ|IOzvU9rBc{O<)e!P~BegP;v3qW^|=i%$7*MXhMI$h*v*c{i-O1|2zYX3_A z%w|7GD?1Mq@0$LthvRE_Pl#_mVxKME+wC6T-B_%r60U}Kc;U-y&)2@?F7P|71GO&X z9p(W0mprd)j={)&d#$G*2E)@roP6v!WM z`=9Q24i0NWy}SK|@8#8o;fL}6`FmfrpZj(l8^ibDU~jyB?ehBwS1?NZ^S!WRCu-ji zBO~N@9@l%_u5AtF<5%)_uE|GUxx5pVKi2wJ@*i&h4()LdH~w#nS81gFpAGHr{>|p? z58s<^J+(9KGtQ|)ibr$a>`$-a($wtPq3ll|S^sB4{TWZiw|lm?n*Ark*xwlck*41M zm+kLpGIwaQkk$duO1q8D;y+_?)Qxp&SR~_hi_g-Lk_= zK3i<{wRUV^|0inyzy?@+w+YPuqv@aD_qE1UtUsES4>w=E{ugB{)xU0N&dgfTO>m%47_-=mo>tCmp2R976{-4hNzi_jsz>e$?Hsyq3G4Z=`f57~V zU|om_by7z#D8ybGRIG{1T9aJ3b6J>`E8>zln67@)mpX5C%U^dm?G%OupVcP$PY){Y z#~I;lhy%hAE`p8njc&ZK-QsqTcf^STC(|LW8*o3TFN+Vy63Mz=k^@i_#f{5Z#vr_U28`F(8J%o{k-7>KWYEG(B02Y2=gF}L)4}B zW`F8b+#K}Oe?#^Er3G)w=KU%^-<j|IlMD*XsiR00Xdn)5-;3090P{!9#cKpnC zWbA@n^YJyCrhd;rfH^TSo)9O4-30*xEp;JG2gIA#CU?s#$zq=KX5r+;z9;91J2T( zkxY*v1((eclMhCfSWjSs<|>BcMb)u*MrEfQ2gN%RIE(1JKFN37&2xsmxvV+7=T7fK z{l8AS;xVcE(~{PudiJ@rdAIPjk`EUUM`CCpf1x<#qWtTn_l{k%w8y ze>-#Bso}=oyzPoPg|A3HS$wDOti5AcjC#Lp_+LNV)78}Y|8Vzd=L#98|991?14HcJ zcC8J^v;HNW*-x7rwx(4lJ)RYQ=F0#4u%Es1zk?%qxLrd3jXR{m9~Ab&@D>&RqK03~ zc4f-(FNF@uZtK5|+qhQ7e}J{g_x(9Nk4?_c8YfLWqw5x5D%<9{1P};X3z8r}ex0 z4)QuTKWo>@dnWcD%uUYA@>d$2UzLB`e5+dP+y1rQ5x|7Rp0*uzk7vMcOtyULM!sND z>gDr|ci|gRS&R4D^CpV~G3}%Ug`AeAA}2`95vxGI_p{e8&RmnMsfzW%8q!v6A0> z`=1RCBpaVTRzv@d2PXH?aQ#0U+8>Sp{MlwFvOV(ujqT6IW82d|{phK*?(mkv9)8jlaB3%4@Is{_hH$b7}oM z7X7PVf3j`^`!=-QneStLHoE>zmHmk_jHdrjntbPf6qg>~F68&2nSB46i2hBt{jJyk zO8&$1kM(C>ukzo1re}@UU$eFU;X@2ON1J?_C&UE?Rt0QH*Wh`>m*5vYp7A(*^WH1J z>IHGYbl&Q+;}P+Q;m16caW`%9%i;rudw>|&@ZLD?=A8LP!Q)j+89TT zVQCz1!}a6ByX-Y=OwA9zPviQSuJgQOZ@}L;28S3>T%*i;g$auK?YN}+Q4iG-{EXF4 z|My*W+zoy~?w!AT$?AXo{tc@?v8|&1hPx4F2RsfuI^nA~8TtEg_%p)Sgb$N@eCHp2 zarePFHwD-1T>d@xkq0M*pVLlob9kP$`Wrr=^$yi-ZY!Z{Hbfz_^*xseOJCpuYLG-THC(4Xv;@!{Nq11y~C$mr+;%lc|HC2Grvhc zpYz-F%V&R|=I>mT7JRux&p93}beQ8NVPiaY>)mv^@0^bX>3hBY|6E(HEHm!dV zmn1MV6Vd+|e>Psg(rC?exvQ6;u`6hqc=J;=Hq%=xMZ>6 zL*Rx1m(s1h4r2E(KU~r(G`{)0R?$Nq8+`5!9=(=&7DTHGdZC|#r#HU{h_&ms%# zNRd`$1DDBla3yoZR|98`;bC+Q3FJH7TWhbvCtu6kHutFY- zs$cV^a5w6!^7unOzO=XG;9C9AU>Mf-^;loEjzu+Y{pECzop{38BPBKvsT~! z)PZYXXindJVW)B7SR0J6{sXUL`IPEU{`iLsdxQTpe557+>pN=)<-{ueIGvC` z()j;ykN9rJ>Hlpxa@=fUz5N^O{u6e*-u|{6KA!!=mH)Z&zgPH!z)Dp3i^lfPacDLB zSKv;1|EbV`)zdPOk z+VL~iM#3o-W!F22VQZ}Y@RhqChWqXV;XdEsyB{6D4e_P8SL8uFi3aUo_>@gX_P_DJ zB)_$FnPG2MuUhW1N0DFl&rF8=@Z(rs$gbpDUk=y*(f-6hX*B-9r1dK9MWHigy|BI? z+W)hm{qb#iUEJ?5lKt6mbenxQw;mj#Y?9fdlKvB0E5?5_`aje4H*6yN4%xm&pK@$u zf8n{p28?8X+-_u>F-rf#+tD|0Jss&g;rqWe-03kLbN$NwI*$2&Jo6uE3JjO&*YwCYd~VkNj=mZf9{wL|2i4zsak4H? z;rufb^>>Uk_TJYAhQFzs|7VN-&(`@r?6La|vB_>5N3y>$|9DzYQ||wx*H3sHu);P^ zz5dyneFF18b94>LJ8iOsTjz%#S$;_gEJ2E~bSd`S&|vi;I7<3ON)i9yAYe70TM zt$Nj-3+@VHKoxmVN2{kFN2`A$`O!AkhHz-mUe=D(%jFwKMaC^e{jEL3+h9lY><#0R4_DHsjnGl98$^{qeZndeeh?^!)_!!RllXK)9c zD!R9PJs6Z5MIMG>Q63kC_W=L#!pkokP6XZ?ORKzh9NcYOJImLv6uzXEHspgT0W$)w z1dIu3BhD0@E|eR-8}1PCJu{SaPz>zUmgTvXSxKxFWvwahPmn81k3Sp0Y zebm_gTDjDRG5`PKh2N#0Kl_{X!QMr}+pI{7wSQXn$%g;+OnsmivE;aMhNV^{?CCWrt5Vz6if@<$tdH?-l;Q$7zMX za6I0lgg>Fr3j7N=7@Z622=>MKX!Kt;F1T>s1qWG&hjHvoPE+JX8pq}YKF9LpT3k2# zNxHz_RPw9#mp)YbXJcgX;cbRbhMUm#fc2gk@lk!h*5Aj=|9$Pk9!Xxq+WtuFDRM2Y zbB*`c@;&yNb3^{(f^~ehpa=5uZ^{`)|$<( zzt3vUo=x@-JZG0U8sN}#PDRI?Ol1B4sN4Sz#U7}yf4TpgUH{Ld{hJN%KUMw1&g(dh z_J2C(-(B*Dg>PgdxDokC0?Xm}6tFnk(yq(8uTifm5bGsi(KBe$W;oHyu z%SYmGAQzd<$T!?f_Q6}Zgr9LN4g4C8cX1yc`9+=?r^0#3zgN3I_44uYwVVd4(5M~c z$5Y$5FE9Vcw-;@f{cq$k8TALxu=Vur^y8oXEIs|w^J(`*$0?0v{tMl#@BiBM#`{l| z{q;4*Y*>Fg4h(&KSpQZYU7y;z6;niOBK*fYF7EZQqcO%9!Zz#%Z_{@^UB1zmZr#3< zZVueBIL3{}U(12k^z)~GowiBuSYtI)|1B5W+%_;~1H)F5|0s=rFYCnZPYv&+J`2A* z7y#J{iy38j0Pbbm8#ZJZ`|I}T;r@q%BkT{@#lXhA`sV9~@qk0duqVR6fYG>c?NVB` zeyw3MmWUU}VlHVP8NQd@;=AD4OSdnlxx&#>#Kd->e(B$w~? z7;g+|FAnr5?MuRiJeQ7NIBECG@<}^K_m-?!YGnm$LcA$t96Hk>EX(s2C(H3I*Ub)x zeDFBW3R`3ONfsCy@GQiB0>=a1B)Dma8wHky`#f)PrX-iVz#SEN=)dRh+&th&?ObWR ztisd?4@BL&?_3nuTbHFpCS?gMO|QHB}OUQlgt=GMND%(YUBZeI64<={RcJbW^Z*y01rtW@w z&oDTFzquwk#GE_~|26)I2L6ZTnd>Iz!4|k~W?=pY>r-2YjI96VaprThw}1KiaN`et zJFqy!WGnB#zy(<2z8hWs`)v!;PoMr(`q6*kC`j7QTV0V44$G22l|JBd`dxU{5aFV6hCAKQVYsPGrF8-L=q75t#-v*8FG8xxqvu+@eMp|5#1un~sA30t5e_rM+5 zee@#tf7TC|;nyu+;F5p7wx-GN?)HrP3(D9Ud#4RwgVIMj@+K~W`wL2bQ?0M@YvA7@ zj*`VE(zU6OZ{?)i`W1eQ2J*rDOtpMp2an$V9rDlEx59d_FdwhlsC*pa7t{L-_pA+# z$D@=+_2k)R+uwXm1zrc-PARWa8OXEea+jBBhU6E1u}c1k{a^bA`%nU3X6@EM{|ih+ zll?y%+8-ady>FXuKV$vs?9T?_ZvI){y@9*o*@&k_`O#xANyO8^X3R7}VV_%}q{^K(Z`)hS-(EoSu45afnuB5|o+!TJG8n&{L{m1U# zuH)Gn$^Jfy`e!zIhV0MA4QtXn@BB%9Jo)zj&(azAjA9<=80&;)`#;i@=ig@Mzwl4b zg#2z{2?nIMW!X^|YlD*hgMkBQ0S;#>=HH|J>?h{6S@c0kzTtA%Zydq?jivo(yZwtb z5H@Wl>~FL3eO?mQ+wiRygmHyWZs__KJR(0ZIOvt>nDI_(to4PBudSs!#Sd}s>sx8? z)|Iq)(I=_rlJM-T$);fZyDc7m{zFfiUH|i3qx#4ETVDSUH~&Pt$8k3HKd~HbJl3s0 z#xnk9%lk(o{d-dEf7w49ws$!DKiT&8aqoYyHrp=lF~1jnZ8#u^8N$ynFyZUY{*vwD zqKQ5jN&oPveOma0)wQvZHJbduErHySPkj7DHlz-N5cx-{)m%&9hU(Y*hWbH=>+ z?%Tr1Tv0s18|kptV9QReG3-s3-pfc2j)b(}SyrrTH9W^Y@#uinfdl3(VME}(0i)8c zeIWRKhyw^tq?{Js8)6?JpSVoKK!Pgtl; zJt*C8Pozh-#o{t7k8n4V-==vOeTM^xHX^OzZX_Q*8rp)oSl^fWpE8`ieBPf``8fwa zQ=WfY&ulOZ%^C3zktaAI$^cfXQ{RCd?CnS=2Tprh$tRu{xTxb7#dD+cLy9ele8b)7 z`UjtUlr|~W6udVZISPlfN&oqs>^Ysz2}5+qI3^$7|05n9x*B$d`5&CFjg2POA2Ei8 z9LG8SnU5Vq^RWH%b_U<1d!_lezWwcflj9E#oHqG=>g^xAI5F2pyVT3yBmu#Zf(aVQ{x&=RZ@J*u$>=le z@2bu((}K2s^A%VA&nLtGS^57f{DWa<;AzP?lg9)9Kz)ScASR&IEpRgQH~+zSlrS;& zTum1YU!!O2*}%^XX(Q!pcpA?)Z2Y^CPfk2jD zcTzCoI_AA%e@}HEn>}m(9QOgV9OzA-?7Wp0?i%o8+kodMjKAmW&#~S&+_{eA%RU18 z%3GMB1IWl_{;~=Awr10Fy*cJpBl&~! zzfZM%ZzuPqc=<Sb=<D?#%E~I~; zcc4ms#viFIBIeek(*EE~_&u)uf3!dF0gdg?&a?Z{!nI4%&I``LYPg#`Mi^U$xyiN! z?i>peN=oA5#n zlX%|K)Yf0I{u!j*OdiAa&)^*}I6cN2Lm$ODv|j(gKlWccpZ-PsZ6}Yn zo32f_{TYysjA#Arx>X(@{CCXYNb}F5u>K7EulL>f$6xe&9P9hv-q)I#f5$uiLv9=^ z`EE~RE_jsNf5*9f>7{pGPn%D)+1%F5`{!iz|4#Yuwh4EEU)*_YGB(9HC7d6|xfvXL z6aVp_G%J6Nd}+az;67q}ST#Nu^9vdVWx3)Ri0{T^Q;y-~J5C0Fe#V)Q27mko$Iqas5y9-}>v{RigP`>o=SFTZv6T=xzu>L!H{QYaw z@g3>szx_>mLAtpA>Q_G3<@c|!J8^8b|9xH4`27z(C%@s|e@s>--)#c>Y$L2cCTjnJ zn=1Urj8Vhf4AcI5uN<)P_ui_H(m(&`snmLCUE0~RKXusmA6{1W|D30WahJ!m#vix> z)1OlRBcE>&t&S$Mw*R)>;=?hv-40D;{LS?EpA7lf5NyDw*%r`eW@ED*wR3EYo#%VD z*X%ZBIQ!eI{n@M7f~RhF3r}<1us8ERULYKYcvfC`-uPMO2%oZe>1XLk$FX!}pjVtH z$1KJla+h|ts*l^#*^Hk#F0Pxm=D%k=GKMb^o`dvo)qvRn7XoL>R_Vaf&Xr~_x|Npe z$AkxYd)|A7hbhbdOlje3fpdkl+Z1;YJPY^|uq!+}U-6^@FY~F|$?+%7S%ZAbPh|mX zL%b~TJjBZa3v*fPY&dILyVqGi1jc3FCku-DTU}ldR);(a&YI^;e(yJZg*-4ibM#zr z=s5SuT5B_8Q4f#Tm3ek_4ctwA|M%SKO(!~?ABXZ&AL?&&MaEwpRLm#ZAYw=nuZyx@ zy4Rb&5N{9tPaB`VbIG3DckF=Ge~BW0*;WWoT8#Pff8FQ$WX%7RCFD1&|1tkgWc)FP;k~J! z|FD5yfU8k^_&8l*c(cvfM-=m~apv?KPVa5|$oh@(4@PGG_CDu0z{fiY{@=w%JT?PZ znW8W1+J9H(?-_0XGi)D6@>;y_qH{8Y-#C2C_@*oWbLD?Whb#Pn;WYxM;`ogUe=#fZ zC)s8-!p#`INOsQqv1Xf%lLkGvpL5a}W+L;Ix&9Bu5ICkH>p);_O8A0G{=;^oYJV`D zPqzLMcav`rSS#^v#Ci`bzptq>mL{GBy_RQ~Q)Yiq96FdgE*H2#WQmh$^Q<&g}&2eiEHp1(7jj8Wt}_j`^tWilnZ zfqZ=Okw3>+f7-Q4kYCGlZ0!#x#UQaQz{IHhR`y)}0{_8vyO;4zdLQB&e2b5epN&2+ zJWhl9m+u$-lJj-n$nf%y9NKGfHv*T!aXRG}7$eE``c?9ug!TuEVzHO75#?XW{>1p_ z{#9Y`&<{^n^RN588ZW_E^?y3_ucNQbf6>_f!Ld-U{}I2hk^KoSg0P3!0Mb)`_;m{2 zlP2w7!EaWL|3}jP-M@FU==0e!|Jk^1Qvd8(?7%SNKh`A0b37aChd5?CGM4&Z`Ty*F z_kY~R@%EpZ=EQPblDH(X;~LwsBe%HAmSoAYsA3hWQlvyuy;8k*it40VEPwNPf82MT zXLc5QAaDoV;Ydox5BI?x4!~@gnO*Gj?9BLuu8hAJ`=_e@;C{sRZ}S13BR4vK{GST{ zH8br-^i=Kwj1Ut<>vo<-VFDDEMr~&WDc64|I^w3eMh&@ zZ>-w0eoFLjNbvDZ!nd&;QpC9sGlh7H@?D6t_;cK!EdSvM96f0(Kd*11|GdM-B|yS1BUHl{cgvo|F;Q$263`p zc;yxM)N_Ave|zh7*E0xiMDqSSAThLHGl;7+YP-{C|DDQ5&KLLr`UN?X1Ax3yb`HJ+{(?TkbM(CbfZyf4IsP~9fBo*|ME(c- zh~+2OaQ=Jz_G#sJ$eILlKkbuTNr*$k97-~0JaO){TQ>xr)lTwlOg{1n?z(!wot!ws z_$%OkAm0%FWjQ%ndZ@DTZ;9o5lzuF#|Fj|U zVmhXVIoSP4qjk-5J-|YVS?qc`cD<8W*Jok!w{`IdID}rSQ52wbTeVhzn z?=}8DiJw3n5j;7Cf0_-Xc{?@!UgPiG;~%JvTHG)%%c*TTHn z=DT=L!n-c_e8?P&b1=_k!S}|GtPSHo$!pNFXDpegMD{m-a3aK=v3*6Dr|H~Ijy@+s zh%q7W23%+7(YP;y<;ZV*7|$V;BayFpv8=oiPKIm!T(Oyaa(3iel&zV3lmYP{v>m!5 zA8{YqJ|)`U>JJPKIV~(ke}eUR&W-2UD7FEN4Eu>aRwnOss9&r46YG%c6wmR`kl%a` zkNO?YG5I&IpLb6``@H+t`|rEEk_Ta`i-a%Cwf1Q{U7`Tcy?*~i~V2P{~*^1%a8lazU2t}C!a}txcMLR zTj4!D<$oDFCqusKhCaU={wI{Xw*SojFWUY;{r8qbtecrS{Nn!2EW;0YGBzfkWs>yMZuGui(&*m*SnXgL2E`JV}igM<0rh|f26?$%{D zI(m_NzmG}08=HSkRsAt;()Z_#Kdtl+{Ljb9|AVs{kH4+z51*7Cf8+TF?oU25@BM@I zL*KXA|8@PRum3kloSR=uoUGoxe(#NqiP8Kw(LLy4dHut>LWmn7_=oO2_Iwu4safy2 z8-Z8Sz~xZR&DK%PlVR%*MaDnGydg$O{4e5@5GzWsU95j3+?X_%CgILtpS$KgNH{{| zp^$&0Jd`}nj$udb)Soh>?K+XaSa7}=w~N<*cwR6`JMuqiGvL%F8^=!M=hYwmTKm8D z=AWN_Kga#)Z-47({GCew3!dN7;Z>Z6+xzE6;nSJk!4BbX{`%${Zq@E}(YR-0V59$8 zEq?2(ALqM&fBlJDv16@17vrV)v5m*KxLMEsS)TQ}d-t;s+-E<0!~e1VXnuhl0?~8G z2gYt?f{!u0w%htoyJ+G6tPI_-zasMC2e3|zI2*CwFh8N^JQu*@@ZdOv^Sm$L|62ds zF+3N~;79p9kiSg0H;9*ZZ2T1YFUFM#ToYNN*mL;+b)SOeD%|D@oc-ANDzIHFY`ycn& z+6N);R44c^@>fBJ;yFl`|I2&-=sP~>mJF?Q|5-A}tv#djHO$Qr>*lpj2i$M}@SOYO z3-7q+-~7hC^5I(d?gGD$99VRXKYI?9$KzA+G-~`^xCu4?AQS(s`3LYH#x+p;={Enx zxE+Zcl~3*<_zn>_#`t5(xk>mB;a-$Ie2iD)pBMOdcAs8b%eVG1o|FIW+p%tcZQVs1+AjbG;tYw1`|*Mg^mkF7`V^5?<50VWJQmoZr681TU8J7eB(EijR9}Dd-0{eyVu`%%UzefAyX}Xy6a!d_na*K)K87f4BP|_HOo1|C;t8^7{^P^G5qeovf}n zrv1;veT_ko_~NAgaXaZVyid&Vzh{uIO4`kGhfH<PVpZxw0*R-&|wEo5Rm&`*RJ^6RUj=H7)NgTlLw!iv-#QrsQo$_{n3Hm>i>kmKv zQ085iMlZXkpZT*pessUg{ibgIS7iL54`^Zk$l=y%{yh`N-?aXdgXG8H_+2FL{m1;{ zoTMP&+B~IEyfM_G>mg&b-;BM)xQe)*vGFJwCC5bO@K*j{TTz9cqFiO zV4;oqx4@06y8g@?mht{!^S>oqH@o?gyS!)DmA3ld?CWv$KeOk2BC%dxQ`^mW|7uqM zH3#~F%}<5@S-EQ+c`%Gx#<;m*M}wX-aer{i*tv zoGYe(!{>Lo;R`z}8~+ebhiw(jKeEPOy(U}#t^H$NFWdfTSHuFV!vD|dTi~8}`dRnX z3op6%7w__M7COTpflu`u8q#@U#{2_54LmaHg75zyHm`6`%zB!9a&XFLJ@+TKbl*yO z1~}9GZs88eF}3FYFBbn(?DLn4f7bOk4BWT^;D&e%*W=>+9k>_rUx=%a+|z*l;(m|+ z8n)i>%$k3o?bA*E3;Ry`HpLl4&Oh{p#;>uyw(I0K`z<kvqIT4egm3-_mj_Y5ge71|Uuf6jpZLf8*|BJ|H{wax9!5mbE34=2bzI&dG z#QRiCQ27w8>W@A^zmQuaNA?+x4}kLkhl^xD7Wz|;S1z4&ue|n#oBhFT_tU+r>`P)< zQzSp&X46#vTE6Pabm^bQs%o@<yB?Rj9sTcS{~I5%ng3G` zO=O#5v%m+<|7O)c%m1Pth=Y^(@aFy(Wy^}WpzQ(QFg5cDSz9xez#ci z+q2!h|LsIR@=J|R+?5*tXXn22^OLp9K}TfuSKrMJ;*83 zj(p_c0Pd#yr6dKb*&JIS-CfRr0g?A31>X^#7X`3*2v>c*?!`)iBqYz`ZFu|7xZG zSbxfsALel#=zq86zxDC^?v2_1()q2QtA=tn8Gp83+U@48UBvabsi^;wp;g2}U;FpF zYRepx)c*lDU3Rk9ZIQfiC_8dS{qvK5E0*f()Q zkDL8x+24BcOU?W*ct{#6#&h$~Zh?=YK0t=gY{+4~