diff --git a/.ipynb_checkpoints/main-checkpoint.ipynb b/.ipynb_checkpoints/main-checkpoint.ipynb new file mode 100644 index 0000000..0fb6476 --- /dev/null +++ b/.ipynb_checkpoints/main-checkpoint.ipynb @@ -0,0 +1,4660 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "16739bdf-f6ef-402b-a93d-c0546702fdc1", + "metadata": {}, + "source": [ + "# Project 5: Statistical Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "ac945351-6953-430a-9813-6689a5fc0ab8", + "metadata": {}, + "source": [ + "## 1. Data Exploring" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "ab158a02-ece5-4f1a-a875-2b6fd702957a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols\n", + "from statsmodels.stats.anova import anova_lm\n", + "\n", + "from scipy.stats import ttest_1samp\n", + "\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression, Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f64e958f-71db-4176-8385-67d7309eee97", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('train.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a7ded83a-01ad-416c-b6bf-4a92dae5477c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
\n", + "

5 rows × 81 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n", + "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n", + "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n", + "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n", + "\n", + " YrSold SaleType SaleCondition SalePrice \n", + "0 2008 WD Normal 208500 \n", + "1 2007 WD Normal 181500 \n", + "2 2008 WD Normal 223500 \n", + "3 2006 WD Abnorml 140000 \n", + "4 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c7122ee1-3615-435a-9636-3f161f530f1b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 81)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5bddb0a6-dcee-4076-9009-a4eb6451d678", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dfa28108-2677-48db-994c-938fcc8282b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
Id1460.0730.500000421.6100091.0365.75730.51095.251460.0
MSSubClass1460.056.89726042.30057120.020.0050.070.00190.0
LotFrontage1201.070.04995824.28475221.059.0069.080.00313.0
LotArea1460.010516.8280829981.2649321300.07553.509478.511601.50215245.0
OverallQual1460.06.0993151.3829971.05.006.07.0010.0
OverallCond1460.05.5753421.1127991.05.005.06.009.0
YearBuilt1460.01971.26780830.2029041872.01954.001973.02000.002010.0
YearRemodAdd1460.01984.86575320.6454071950.01967.001994.02004.002010.0
MasVnrArea1452.0103.685262181.0662070.00.000.0166.001600.0
BsmtFinSF11460.0443.639726456.0980910.00.00383.5712.255644.0
BsmtFinSF21460.046.549315161.3192730.00.000.00.001474.0
BsmtUnfSF1460.0567.240411441.8669550.0223.00477.5808.002336.0
TotalBsmtSF1460.01057.429452438.7053240.0795.75991.51298.256110.0
1stFlrSF1460.01162.626712386.587738334.0882.001087.01391.254692.0
2ndFlrSF1460.0346.992466436.5284360.00.000.0728.002065.0
LowQualFinSF1460.05.84452148.6230810.00.000.00.00572.0
GrLivArea1460.01515.463699525.480383334.01129.501464.01776.755642.0
BsmtFullBath1460.00.4253420.5189110.00.000.01.003.0
BsmtHalfBath1460.00.0575340.2387530.00.000.00.002.0
FullBath1460.01.5650680.5509160.01.002.02.003.0
HalfBath1460.00.3828770.5028850.00.000.01.002.0
BedroomAbvGr1460.02.8664380.8157780.02.003.03.008.0
KitchenAbvGr1460.01.0465750.2203380.01.001.01.003.0
TotRmsAbvGrd1460.06.5178081.6253932.05.006.07.0014.0
Fireplaces1460.00.6130140.6446660.00.001.01.003.0
GarageYrBlt1379.01978.50616424.6897251900.01961.001980.02002.002010.0
GarageCars1460.01.7671230.7473150.01.002.02.004.0
GarageArea1460.0472.980137213.8048410.0334.50480.0576.001418.0
WoodDeckSF1460.094.244521125.3387940.00.000.0168.00857.0
OpenPorchSF1460.046.66027466.2560280.00.0025.068.00547.0
EnclosedPorch1460.021.95411061.1191490.00.000.00.00552.0
3SsnPorch1460.03.40958929.3173310.00.000.00.00508.0
ScreenPorch1460.015.06095955.7574150.00.000.00.00480.0
PoolArea1460.02.75890440.1773070.00.000.00.00738.0
MiscVal1460.043.489041496.1230240.00.000.00.0015500.0
MoSold1460.06.3219182.7036261.05.006.08.0012.0
YrSold1460.02007.8157531.3280952006.02007.002008.02009.002010.0
SalePrice1460.0180921.19589079442.50288334900.0129975.00163000.0214000.00755000.0
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% \\\n", + "Id 1460.0 730.500000 421.610009 1.0 365.75 \n", + "MSSubClass 1460.0 56.897260 42.300571 20.0 20.00 \n", + "LotFrontage 1201.0 70.049958 24.284752 21.0 59.00 \n", + "LotArea 1460.0 10516.828082 9981.264932 1300.0 7553.50 \n", + "OverallQual 1460.0 6.099315 1.382997 1.0 5.00 \n", + "OverallCond 1460.0 5.575342 1.112799 1.0 5.00 \n", + "YearBuilt 1460.0 1971.267808 30.202904 1872.0 1954.00 \n", + "YearRemodAdd 1460.0 1984.865753 20.645407 1950.0 1967.00 \n", + "MasVnrArea 1452.0 103.685262 181.066207 0.0 0.00 \n", + "BsmtFinSF1 1460.0 443.639726 456.098091 0.0 0.00 \n", + "BsmtFinSF2 1460.0 46.549315 161.319273 0.0 0.00 \n", + "BsmtUnfSF 1460.0 567.240411 441.866955 0.0 223.00 \n", + "TotalBsmtSF 1460.0 1057.429452 438.705324 0.0 795.75 \n", + "1stFlrSF 1460.0 1162.626712 386.587738 334.0 882.00 \n", + "2ndFlrSF 1460.0 346.992466 436.528436 0.0 0.00 \n", + "LowQualFinSF 1460.0 5.844521 48.623081 0.0 0.00 \n", + "GrLivArea 1460.0 1515.463699 525.480383 334.0 1129.50 \n", + "BsmtFullBath 1460.0 0.425342 0.518911 0.0 0.00 \n", + "BsmtHalfBath 1460.0 0.057534 0.238753 0.0 0.00 \n", + "FullBath 1460.0 1.565068 0.550916 0.0 1.00 \n", + "HalfBath 1460.0 0.382877 0.502885 0.0 0.00 \n", + "BedroomAbvGr 1460.0 2.866438 0.815778 0.0 2.00 \n", + "KitchenAbvGr 1460.0 1.046575 0.220338 0.0 1.00 \n", + "TotRmsAbvGrd 1460.0 6.517808 1.625393 2.0 5.00 \n", + "Fireplaces 1460.0 0.613014 0.644666 0.0 0.00 \n", + "GarageYrBlt 1379.0 1978.506164 24.689725 1900.0 1961.00 \n", + "GarageCars 1460.0 1.767123 0.747315 0.0 1.00 \n", + "GarageArea 1460.0 472.980137 213.804841 0.0 334.50 \n", + "WoodDeckSF 1460.0 94.244521 125.338794 0.0 0.00 \n", + "OpenPorchSF 1460.0 46.660274 66.256028 0.0 0.00 \n", + "EnclosedPorch 1460.0 21.954110 61.119149 0.0 0.00 \n", + "3SsnPorch 1460.0 3.409589 29.317331 0.0 0.00 \n", + "ScreenPorch 1460.0 15.060959 55.757415 0.0 0.00 \n", + "PoolArea 1460.0 2.758904 40.177307 0.0 0.00 \n", + "MiscVal 1460.0 43.489041 496.123024 0.0 0.00 \n", + "MoSold 1460.0 6.321918 2.703626 1.0 5.00 \n", + "YrSold 1460.0 2007.815753 1.328095 2006.0 2007.00 \n", + "SalePrice 1460.0 180921.195890 79442.502883 34900.0 129975.00 \n", + "\n", + " 50% 75% max \n", + "Id 730.5 1095.25 1460.0 \n", + "MSSubClass 50.0 70.00 190.0 \n", + "LotFrontage 69.0 80.00 313.0 \n", + "LotArea 9478.5 11601.50 215245.0 \n", + "OverallQual 6.0 7.00 10.0 \n", + "OverallCond 5.0 6.00 9.0 \n", + "YearBuilt 1973.0 2000.00 2010.0 \n", + "YearRemodAdd 1994.0 2004.00 2010.0 \n", + "MasVnrArea 0.0 166.00 1600.0 \n", + "BsmtFinSF1 383.5 712.25 5644.0 \n", + "BsmtFinSF2 0.0 0.00 1474.0 \n", + "BsmtUnfSF 477.5 808.00 2336.0 \n", + "TotalBsmtSF 991.5 1298.25 6110.0 \n", + "1stFlrSF 1087.0 1391.25 4692.0 \n", + "2ndFlrSF 0.0 728.00 2065.0 \n", + "LowQualFinSF 0.0 0.00 572.0 \n", + "GrLivArea 1464.0 1776.75 5642.0 \n", + "BsmtFullBath 0.0 1.00 3.0 \n", + "BsmtHalfBath 0.0 0.00 2.0 \n", + "FullBath 2.0 2.00 3.0 \n", + "HalfBath 0.0 1.00 2.0 \n", + "BedroomAbvGr 3.0 3.00 8.0 \n", + "KitchenAbvGr 1.0 1.00 3.0 \n", + "TotRmsAbvGrd 6.0 7.00 14.0 \n", + "Fireplaces 1.0 1.00 3.0 \n", + "GarageYrBlt 1980.0 2002.00 2010.0 \n", + "GarageCars 2.0 2.00 4.0 \n", + "GarageArea 480.0 576.00 1418.0 \n", + "WoodDeckSF 0.0 168.00 857.0 \n", + "OpenPorchSF 25.0 68.00 547.0 \n", + "EnclosedPorch 0.0 0.00 552.0 \n", + "3SsnPorch 0.0 0.00 508.0 \n", + "ScreenPorch 0.0 0.00 480.0 \n", + "PoolArea 0.0 0.00 738.0 \n", + "MiscVal 0.0 0.00 15500.0 \n", + "MoSold 6.0 8.00 12.0 \n", + "YrSold 2008.0 2009.00 2010.0 \n", + "SalePrice 163000.0 214000.00 755000.0 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bc7fccda-f48f-4388-9baa-3cd6dd6631ec", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "0dfe7393-f6a1-417a-aff0-02a0a7a8358b", + "metadata": { + "tags": [] + }, + "source": [ + "## 2.Data Cleaning & Manipulation" + ] + }, + { + "cell_type": "markdown", + "id": "8171679c-0f6f-47af-9886-c7cde7aadcc1", + "metadata": {}, + "source": [ + "It begings with the identification of the columns with the highest percentage of null data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e09bc651-e718-4179-ab14-b046a0d316c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PoolQC 99.520548\n", + "MiscFeature 96.301370\n", + "Alley 93.767123\n", + "Fence 80.753425\n", + "FireplaceQu 47.260274\n", + "LotFrontage 17.739726\n", + "GarageYrBlt 5.547945\n", + "GarageCond 5.547945\n", + "GarageType 5.547945\n", + "GarageFinish 5.547945\n", + "GarageQual 5.547945\n", + "BsmtFinType2 2.602740\n", + "BsmtExposure 2.602740\n", + "BsmtQual 2.534247\n", + "BsmtCond 2.534247\n", + "BsmtFinType1 2.534247\n", + "MasVnrArea 0.547945\n", + "MasVnrType 0.547945\n", + "Electrical 0.068493\n", + "Id 0.000000\n", + "Functional 0.000000\n", + "dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "null = ((df.isnull().sum()/df.shape[0])*100).sort_values(ascending = False)\n", + "\n", + "null.head(21)" + ] + }, + { + "cell_type": "markdown", + "id": "04562a0c-01eb-40b4-8383-9d657ce73da3", + "metadata": {}, + "source": [ + "The variables with a high percentage of null values are the following: \n", + "\n", + "\n", + " 1. Pool QC : Pool Quality >> Pool Area\n", + " 2. MiscFeature : Miscellaneous feature not covered in other categories\n", + " 3. Alley : Type of alley access to property\n", + " 4. Fence : Fence quality\n", + " 5. FireplaceQu : Fireplace quality >> Fireplaces: Number of Fireplaces\n", + " 6. Lot Frontage : Linear feet of street connected to property\n", + "\n", + "They describe features that not all houses have, and that surely affect on the price, nevertheless, there are other columns that provide \n", + "related and more valuable information. So, we'll review each one.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "ce3fe1fb-a906-49b6-8280-f3544f6066e5", + "metadata": {}, + "source": [ + " 2.1 Review of columns with a major number of null values: count of null values & ANOVA" + ] + }, + { + "cell_type": "markdown", + "id": "91c2b329-7d0f-4bc0-a019-522f1287402a", + "metadata": {}, + "source": [ + " 2.1.1 PoolArea & PoolQC" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d136d2bb-176c-4ff3-af90-9d7da439586e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SalePrice 1460\n", + "PoolArea 1460\n", + "PoolQC 7\n", + "dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "#The prescence of null values radicates in the lack of pool in the property, and in fact can be stated by PoolArea. \n", + "\n", + "df[['SalePrice','PoolArea','PoolQC']].notnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b329f132-ed3d-4019-8c89-cd2eff00d137", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(PoolQC)1.143135e+112.01.6274690.303985
Residual1.404801e+114.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(PoolQC) 1.143135e+11 2.0 1.627469 0.303985\n", + "Residual 1.404801e+11 4.0 NaN NaN" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#To identify the importance of each column, an ANOVA test is performed\n", + "\n", + "df_pool = df[['SalePrice','PoolArea','PoolQC']][df.PoolQC.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(PoolQC)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7992aaf9-54cf-45be-88a6-a3e427c01c3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(PoolArea)3.356503e+117.07.8473182.341047e-09
Residual8.872261e+121452.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(PoolArea) 3.356503e+11 7.0 7.847318 2.341047e-09\n", + "Residual 8.872261e+12 1452.0 NaN NaN" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_pool = df[['SalePrice','PoolArea','PoolQC']]\n", + "\n", + "model = ols('SalePrice ~ C(PoolArea)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5bb858b4-0e90-4b94-b4eb-fd856f9217a7", + "metadata": {}, + "outputs": [], + "source": [ + "#The p-value from the ANOVA test for Pool Area, denote its statistical importance. PoolQC will be dropped. " + ] + }, + { + "cell_type": "markdown", + "id": "124aa72b-ac31-48a9-924b-8115b2956583", + "metadata": {}, + "source": [ + " 2.1.2 MiscFeatures" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8fcc154a-eeea-4e43-ac44-4af8a78b9f41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MiscFeature.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3da804ec-2a57-4a30-8354-c023f1d52d96", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1406" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MiscFeature.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7d130892-1c1b-4467-ae51-98276a30b13c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(MiscFeature)1.705983e+103.02.1573240.104728
Residual1.317978e+1150.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(MiscFeature) 1.705983e+10 3.0 2.157324 0.104728\n", + "Residual 1.317978e+11 50.0 NaN NaN" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','MiscFeature']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(MiscFeature)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "9e4a9384-34a4-469a-9d8b-b06eec8288cb", + "metadata": {}, + "source": [ + " 2.1.3 Alley" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3a6c609f-0cc5-45c5-9e63-72054100a5f7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d74d2655-a138-40b4-83dd-b1c5a7452372", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1369" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Alley.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e0c035dc-84e1-4fec-a3c8-7dc185d00442", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Alley)4.721637e+101.035.562064.899826e-08
Residual1.181669e+1189.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Alley) 4.721637e+10 1.0 35.56206 4.899826e-08\n", + "Residual 1.181669e+11 89.0 NaN NaN" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','Alley']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(Alley)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "2b142e00-d445-49df-a261-abd065fddf7e", + "metadata": {}, + "source": [ + " 2.1.4 Fence" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a3f4c54b-b6b2-4884-926e-0a4aafb30f62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Fence)5.494735e+103.04.9481590.002313
Residual1.025325e+12277.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Fence) 5.494735e+10 3.0 4.948159 0.002313\n", + "Residual 1.025325e+12 277.0 NaN NaN" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','Fence']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(Fence)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "57084859-a2cf-4cc5-9aef-2d763234dc23", + "metadata": {}, + "source": [ + " 2.1.5 FireQu" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ba237f8a-e2ba-4de5-ada9-f0558a7f893a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(FireplaceQu)6.561883e+114.024.3989295.016300e-19
Residual5.143505e+12765.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(FireplaceQu) 6.561883e+11 4.0 24.398929 5.016300e-19\n", + "Residual 5.143505e+12 765.0 NaN NaN" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','FireplaceQu']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(FireplaceQu)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b6d096d6-b602-42f1-a5ef-714b3b1783c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Fireplaces)2.137691e+123.0146.7411764.421001e-83
Residual7.070221e+121456.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Fireplaces) 2.137691e+12 3.0 146.741176 4.421001e-83\n", + "Residual 7.070221e+12 1456.0 NaN NaN" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','Fireplaces']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(Fireplaces)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "c0148ab6-9a8f-4011-94f0-0bde3057e2f7", + "metadata": {}, + "source": [ + " 2.1.6 LotFrontage" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e4445a7e-43ef-4b4b-b29b-089c93f5bd63", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(LotFrontage)3.147630e+12109.06.062251.924845e-58
Residual5.196944e+121091.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(LotFrontage) 3.147630e+12 109.0 6.06225 1.924845e-58\n", + "Residual 5.196944e+12 1091.0 NaN NaN" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','LotFrontage']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(LotFrontage)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "555c17d6-de46-4163-977f-512ccc8c4b62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(LotArea)8.463582e+121072.04.1049256.590820e-50
Residual7.443294e+11387.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(LotArea) 8.463582e+12 1072.0 4.104925 6.590820e-50\n", + "Residual 7.443294e+11 387.0 NaN NaN" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','LotArea']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(LotArea)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "177b2b1b-07b2-4291-b50f-ac58cf3a28e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.LotArea.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "a34314ec-dc68-407b-b1c2-46865e72deba", + "metadata": {}, + "source": [ + "After the analysis the 6 variables with the major amount of null values will be dropped." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "be444157-2365-42d0-ab04-52cbac6bd428", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 75)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#The p-value and the ANOVA test for Pool Area, denote its statistical importance. PoolQC will be dropped. \n", + "\n", + "df_1 = df.drop(['PoolQC','MiscFeature','Alley','Fence','FireplaceQu','LotFrontage'],axis = 1)\n", + "df_1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "460087fd-521f-4aad-bd3b-8c0592873ca7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 75)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.shape" + ] + }, + { + "cell_type": "markdown", + "id": "786e8b42-52d4-4d40-af87-c5a00527017a", + "metadata": {}, + "source": [ + " 2.2 Treatment of Variables with Minor amount of null values" + ] + }, + { + "cell_type": "markdown", + "id": "4c3e221e-06dd-4505-ba7e-202139702e2e", + "metadata": {}, + "source": [ + " 2.2.1 Garage" + ] + }, + { + "cell_type": "markdown", + "id": "6259ae39-66c2-4d07-97c1-4f162948b9c7", + "metadata": {}, + "source": [ + "- GarageType: Garage location*\n", + "- GarageYrBlt: Year garage was built *\n", + "- GarageFinish: Interior finish of the garage*\n", + "- GarageCars: Size of garage in car capacity\n", + "- GarageArea: Size of garage in square feet\n", + "- GarageQual: Garage quality*\n", + "- GarageCond: Garage condition*" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "13386a94-2775-4abc-af29-e3ac3abf2ef2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GarageTypeGarageFinishGarageQualGarageCond
0AttchdRFnTATA
1AttchdRFnTATA
2AttchdRFnTATA
\n", + "
" + ], + "text/plain": [ + " GarageType GarageFinish GarageQual GarageCond\n", + "0 Attchd RFn TA TA\n", + "1 Attchd RFn TA TA\n", + "2 Attchd RFn TA TA" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1[['GarageType', 'GarageFinish', 'GarageQual','GarageCond']].head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c3fb4c8b-7961-4e7a-b16d-0868b1315bb1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(GarageQual)2.332568e+114.09.5703891.240803e-07
Residual8.372044e+121374.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(GarageQual) 2.332568e+11 4.0 9.570389 1.240803e-07\n", + "Residual 8.372044e+12 1374.0 NaN NaN" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_gar = df[['GarageType','GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual','GarageCond']][df.GarageQual.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(GarageQual)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "d3f19793-61f0-4d57-b9de-738e60f92029", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Attchd', 'Detchd', 'BuiltIn', 'CarPort', nan, 'Basment', '2Types'],\n", + " dtype=object)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageType.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0dff217e-4235-4ee7-9c47-00347da6a269", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['RFn', 'Unf', 'Fin', nan], dtype=object)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageFinish.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "476e3bec-4624-42fa-aeda-86cd87040a24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['TA', 'Fa', 'Gd', nan, 'Ex', 'Po'], dtype=object)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageQual.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "eec39e10-b398-4c2c-adaf-a4b0597a27e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 74)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1 = df_1.drop(['GarageYrBlt'],axis = 1)\n", + "df_1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "4de80fef-8e3f-417a-9099-ac612b09e12f", + "metadata": {}, + "outputs": [], + "source": [ + "garage = ['GarageType', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual','GarageCond']\n", + "\n", + "for column in garage:\n", + " df_1[column] = df_1[column].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "79f4990d-2044-48f2-acfc-3452e10b0642", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['TA', 'Fa', 'Gd', 'None', 'Ex', 'Po'], dtype=object)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageQual.unique()" + ] + }, + { + "cell_type": "markdown", + "id": "6475f86d-9ea8-4c8e-99b4-88fbffc87912", + "metadata": {}, + "source": [ + " 2.2.2 Basement" + ] + }, + { + "cell_type": "markdown", + "id": "0f24eab6-8507-4289-a32d-9038d7421e4a", + "metadata": {}, + "source": [ + "- BsmtFinType2: Quality of second finished area (if present) \n", + "- BsmtExposure : Walkout or garden level basement walls \n", + "- BsmtQual : Height of the basement\n", + "- BsmtCond : General condition of the basement \n", + "- BsmtFinType1 : Quality of basement finished area" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "364ccdfc-32e8-4589-8991-64fd2031d495", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
BsmtFinType2BsmtFinType1BsmtExposureBsmtQualBsmtCond
0UnfGLQNoGdTA
1UnfALQGdGdTA
2UnfGLQMnGdTA
\n", + "
" + ], + "text/plain": [ + " BsmtFinType2 BsmtFinType1 BsmtExposure BsmtQual BsmtCond\n", + "0 Unf GLQ No Gd TA\n", + "1 Unf ALQ Gd Gd TA\n", + "2 Unf GLQ Mn Gd TA" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1[['BsmtFinType2', 'BsmtFinType1', 'BsmtExposure','BsmtQual','BsmtCond']].head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "dff45504-45e8-4802-85ad-3138d169a401", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(BsmtQual)4.066554e+123.0392.9135069.610615e-186
Residual4.895429e+121419.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(BsmtQual) 4.066554e+12 3.0 392.913506 9.610615e-186\n", + "Residual 4.895429e+12 1419.0 NaN NaN" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_bsmt = df[['BsmtFinType2', 'BsmtFinType1', 'BsmtExposure','BsmtQual','BsmtCond']][df.BsmtQual.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(BsmtQual)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "b39879fa-f57c-453d-b63a-d2b5f6a15a36", + "metadata": {}, + "outputs": [], + "source": [ + "bsmt = ['BsmtFinType2', 'BsmtFinType1', 'BsmtExposure','BsmtQual','BsmtCond']\n", + "\n", + "for column in bsmt:\n", + " df_1[column] = df_1[column].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "d284a802-853d-4514-91ef-fce2df07f5bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Unf', 'BLQ', 'None', 'ALQ', 'Rec', 'LwQ', 'GLQ'], dtype=object)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.BsmtFinType2.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "9cb737f4-2b6f-47be-ab68-e9377b71e3d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.BsmtFinType2.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "e87a1452-c63e-4958-a766-dd4727175a49", + "metadata": {}, + "source": [ + " 2.2.3 Masonry" + ] + }, + { + "cell_type": "markdown", + "id": "685d22bd-393a-4c28-8f05-820d9819dd95", + "metadata": {}, + "source": [ + "- MasVnrType: Masonry veneer type\n", + "- MasVnrArea: Masonry veneer area in square feet " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "8b6ffbdf-0813-49bc-8577-b41d3ad61a35", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MasVnrTypeMasVnrArea
0BrkFace196.0
1None0.0
2BrkFace162.0
\n", + "
" + ], + "text/plain": [ + " MasVnrType MasVnrArea\n", + "0 BrkFace 196.0\n", + "1 None 0.0\n", + "2 BrkFace 162.0" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1[['MasVnrType', 'MasVnrArea']].head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "6d5042e0-45f3-4007-9f33-03e388ddac68", + "metadata": {}, + "outputs": [], + "source": [ + "df_1['MasVnrType'] = df_1['MasVnrType'].fillna('None')\n", + "df_1['MasVnrArea'] = df_1['MasVnrArea'].fillna(0)" + ] + }, + { + "cell_type": "markdown", + "id": "262357d1-c661-4a32-916e-bf5a3abf2ddb", + "metadata": {}, + "source": [ + " 2.2.4 Electrical" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "43dec2f1-8b50-4680-87c2-763dea119a34", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 SBrkr\n", + "1 SBrkr\n", + "2 SBrkr\n", + "3 SBrkr\n", + "4 SBrkr\n", + "Name: Electrical, dtype: object" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "08211624-b5a9-4738-9fa4-14db7df6b012", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['SBrkr', 'FuseF', 'FuseA', 'FuseP', 'Mix', nan], dtype=object)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f5db2d3b-5349-484d-af13-d4f58df94940", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Electrical)5.494534e+114.023.0676731.663249e-18
Residual8.658278e+121454.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Electrical) 5.494534e+11 4.0 23.067673 1.663249e-18\n", + "Residual 8.658278e+12 1454.0 NaN NaN" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_pool = df_1[['Electrical', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual','GarageCond']][df_1.Electrical.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(Electrical)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "53f5cf92-8c5f-4999-a31c-0207759679be", + "metadata": {}, + "outputs": [], + "source": [ + "df_1['Electrical'] = df_1['Electrical'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "eb7bc13d-7dd8-4206-b474-1e0e494369e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['SBrkr', 'FuseF', 'FuseA', 'FuseP', 'Mix', 'None'], dtype=object)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "e237c89e-09a7-46d0-b64e-a231775a983c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "dff5c874-994b-48c2-8b9e-1052fbad219c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 74 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 LotShape 1460 non-null object \n", + " 6 LandContour 1460 non-null object \n", + " 7 Utilities 1460 non-null object \n", + " 8 LotConfig 1460 non-null object \n", + " 9 LandSlope 1460 non-null object \n", + " 10 Neighborhood 1460 non-null object \n", + " 11 Condition1 1460 non-null object \n", + " 12 Condition2 1460 non-null object \n", + " 13 BldgType 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 OverallQual 1460 non-null int64 \n", + " 16 OverallCond 1460 non-null int64 \n", + " 17 YearBuilt 1460 non-null int64 \n", + " 18 YearRemodAdd 1460 non-null int64 \n", + " 19 RoofStyle 1460 non-null object \n", + " 20 RoofMatl 1460 non-null object \n", + " 21 Exterior1st 1460 non-null object \n", + " 22 Exterior2nd 1460 non-null object \n", + " 23 MasVnrType 1460 non-null object \n", + " 24 MasVnrArea 1460 non-null float64\n", + " 25 ExterQual 1460 non-null object \n", + " 26 ExterCond 1460 non-null object \n", + " 27 Foundation 1460 non-null object \n", + " 28 BsmtQual 1460 non-null object \n", + " 29 BsmtCond 1460 non-null object \n", + " 30 BsmtExposure 1460 non-null object \n", + " 31 BsmtFinType1 1460 non-null object \n", + " 32 BsmtFinSF1 1460 non-null int64 \n", + " 33 BsmtFinType2 1460 non-null object \n", + " 34 BsmtFinSF2 1460 non-null int64 \n", + " 35 BsmtUnfSF 1460 non-null int64 \n", + " 36 TotalBsmtSF 1460 non-null int64 \n", + " 37 Heating 1460 non-null object \n", + " 38 HeatingQC 1460 non-null object \n", + " 39 CentralAir 1460 non-null object \n", + " 40 Electrical 1460 non-null object \n", + " 41 1stFlrSF 1460 non-null int64 \n", + " 42 2ndFlrSF 1460 non-null int64 \n", + " 43 LowQualFinSF 1460 non-null int64 \n", + " 44 GrLivArea 1460 non-null int64 \n", + " 45 BsmtFullBath 1460 non-null int64 \n", + " 46 BsmtHalfBath 1460 non-null int64 \n", + " 47 FullBath 1460 non-null int64 \n", + " 48 HalfBath 1460 non-null int64 \n", + " 49 BedroomAbvGr 1460 non-null int64 \n", + " 50 KitchenAbvGr 1460 non-null int64 \n", + " 51 KitchenQual 1460 non-null object \n", + " 52 TotRmsAbvGrd 1460 non-null int64 \n", + " 53 Functional 1460 non-null object \n", + " 54 Fireplaces 1460 non-null int64 \n", + " 55 GarageType 1460 non-null object \n", + " 56 GarageFinish 1460 non-null object \n", + " 57 GarageCars 1460 non-null int64 \n", + " 58 GarageArea 1460 non-null int64 \n", + " 59 GarageQual 1460 non-null object \n", + " 60 GarageCond 1460 non-null object \n", + " 61 PavedDrive 1460 non-null object \n", + " 62 WoodDeckSF 1460 non-null int64 \n", + " 63 OpenPorchSF 1460 non-null int64 \n", + " 64 EnclosedPorch 1460 non-null int64 \n", + " 65 3SsnPorch 1460 non-null int64 \n", + " 66 ScreenPorch 1460 non-null int64 \n", + " 67 PoolArea 1460 non-null int64 \n", + " 68 MiscVal 1460 non-null int64 \n", + " 69 MoSold 1460 non-null int64 \n", + " 70 YrSold 1460 non-null int64 \n", + " 71 SaleType 1460 non-null object \n", + " 72 SaleCondition 1460 non-null object \n", + " 73 SalePrice 1460 non-null int64 \n", + "dtypes: float64(1), int64(35), object(38)\n", + "memory usage: 844.2+ KB\n" + ] + } + ], + "source": [ + "df_1.info()" + ] + }, + { + "cell_type": "markdown", + "id": "1bc650c8-2ad9-404b-b24e-8f56dfb97640", + "metadata": {}, + "source": [ + "## 3. Correlations" + ] + }, + { + "cell_type": "markdown", + "id": "5f83cf28-5558-4546-a88a-db088ae3050d", + "metadata": {}, + "source": [ + "In order to select the most important variables to the SalePrice, the correlation of the whole df to SalePrice will be obtained. " + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "2957af2e-bf3b-43ae-a8a5-e7e65fd5a775", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexSalePrice
0SalePrice1.000000
1OverallQual0.790982
2GrLivArea0.708624
3GarageCars0.640409
4GarageArea0.623431
5TotalBsmtSF0.613581
61stFlrSF0.605852
7FullBath0.560664
8TotRmsAbvGrd0.533723
9YearBuilt0.522897
10YearRemodAdd0.507101
11MasVnrArea0.472614
12Fireplaces0.466929
13BsmtFinSF10.386420
14WoodDeckSF0.324413
152ndFlrSF0.319334
16OpenPorchSF0.315856
17HalfBath0.284108
18LotArea0.263843
19BsmtFullBath0.227122
20BsmtUnfSF0.214479
21BedroomAbvGr0.168213
22ScreenPorch0.111447
23PoolArea0.092404
24MoSold0.046432
253SsnPorch0.044584
26BsmtFinSF2-0.011378
27BsmtHalfBath-0.016844
28MiscVal-0.021190
29LowQualFinSF-0.025606
30YrSold-0.028923
31OverallCond-0.077856
32MSSubClass-0.084284
33EnclosedPorch-0.128578
34KitchenAbvGr-0.135907
\n", + "
" + ], + "text/plain": [ + " index SalePrice\n", + "0 SalePrice 1.000000\n", + "1 OverallQual 0.790982\n", + "2 GrLivArea 0.708624\n", + "3 GarageCars 0.640409\n", + "4 GarageArea 0.623431\n", + "5 TotalBsmtSF 0.613581\n", + "6 1stFlrSF 0.605852\n", + "7 FullBath 0.560664\n", + "8 TotRmsAbvGrd 0.533723\n", + "9 YearBuilt 0.522897\n", + "10 YearRemodAdd 0.507101\n", + "11 MasVnrArea 0.472614\n", + "12 Fireplaces 0.466929\n", + "13 BsmtFinSF1 0.386420\n", + "14 WoodDeckSF 0.324413\n", + "15 2ndFlrSF 0.319334\n", + "16 OpenPorchSF 0.315856\n", + "17 HalfBath 0.284108\n", + "18 LotArea 0.263843\n", + "19 BsmtFullBath 0.227122\n", + "20 BsmtUnfSF 0.214479\n", + "21 BedroomAbvGr 0.168213\n", + "22 ScreenPorch 0.111447\n", + "23 PoolArea 0.092404\n", + "24 MoSold 0.046432\n", + "25 3SsnPorch 0.044584\n", + "26 BsmtFinSF2 -0.011378\n", + "27 BsmtHalfBath -0.016844\n", + "28 MiscVal -0.021190\n", + "29 LowQualFinSF -0.025606\n", + "30 YrSold -0.028923\n", + "31 OverallCond -0.077856\n", + "32 MSSubClass -0.084284\n", + "33 EnclosedPorch -0.128578\n", + "34 KitchenAbvGr -0.135907" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corr = df_1[df_1.columns[1:]].corr()['SalePrice'][:].sort_values(ascending = False).reset_index()\n", + "corr" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "1a2f9ffd-707c-4083-9708-58753c08e7f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SalePriceOverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAdd
02085007171025488568562820032003
1181500612622460126212622619761976
22235007178626089209202620012002
31400007171736427569611719151970
4250000821983836114511452920002000
....................................
14551750006164724609539532719992000
1456210000620732500154220732719781988
1457266500723401252115211882919412006
1458142125510781240107810781519501996
1459147500512561276125612561619651965
\n", + "

1460 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " SalePrice OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF \\\n", + "0 208500 7 1710 2 548 856 \n", + "1 181500 6 1262 2 460 1262 \n", + "2 223500 7 1786 2 608 920 \n", + "3 140000 7 1717 3 642 756 \n", + "4 250000 8 2198 3 836 1145 \n", + "... ... ... ... ... ... ... \n", + "1455 175000 6 1647 2 460 953 \n", + "1456 210000 6 2073 2 500 1542 \n", + "1457 266500 7 2340 1 252 1152 \n", + "1458 142125 5 1078 1 240 1078 \n", + "1459 147500 5 1256 1 276 1256 \n", + "\n", + " 1stFlrSF FullBath TotRmsAbvGrd YearBuilt YearRemodAdd \n", + "0 856 2 8 2003 2003 \n", + "1 1262 2 6 1976 1976 \n", + "2 920 2 6 2001 2002 \n", + "3 961 1 7 1915 1970 \n", + "4 1145 2 9 2000 2000 \n", + "... ... ... ... ... ... \n", + "1455 953 2 7 1999 2000 \n", + "1456 2073 2 7 1978 1988 \n", + "1457 1188 2 9 1941 2006 \n", + "1458 1078 1 5 1950 1996 \n", + "1459 1256 1 6 1965 1965 \n", + "\n", + "[1460 rows x 11 columns]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_corr = df_1[corr[corr['SalePrice']>0.5]['index']]\n", + "df_corr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35979f1d-d8de-420c-aaa2-1047d4f70cda", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "e8f41b1d-50cd-43b3-bcef-d5d9d665c856", + "metadata": {}, + "source": [ + "Through this analysis, and with the objective of select the most important and influential variables over the Sales price, we could select those with a corr value > 0.45. \n", + "\n", + "They could be used for linear regression. " + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "91f4c333-0b79-4dd0-b523-632049893c3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data = df_corr, y_vars = ['SalePrice'], x_vars = df_corr.columns[1:7])\n", + "sns.pairplot(data = df_corr, y_vars = ['SalePrice'], x_vars = df_corr.columns[7:14])" + ] + }, + { + "cell_type": "markdown", + "id": "fb37d8bf-06b4-4ed3-a4d7-29307cd19bab", + "metadata": {}, + "source": [ + "It can be visually appreciated the linear correspondence between the variables and the SalePrice" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "499c2974-8b94-46fb-b9f9-0185256a9c86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 8, 6, 7, 9, 5, 11, 4, 10, 12, 3, 2, 14])" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_corr.TotRmsAbvGrd.unique()" + ] + }, + { + "cell_type": "markdown", + "id": "0350d23e-6dfb-4c0d-9f1d-5c52cdc1cdd5", + "metadata": {}, + "source": [ + "## 4. ANOVA" + ] + }, + { + "cell_type": "markdown", + "id": "2acad8c1-b413-463c-a21f-0378b36ed394", + "metadata": {}, + "source": [ + "Let's review the statistical significance of the variables.\n", + "\n", + "We'll review just those which p_values are < 0.05." + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "f30b6907-349c-43db-91e0-fb50f547ca69", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unable to perform ANOVA test with 1stFlrSF\n", + "Unable to perform ANOVA test with 2ndFlrSF\n", + "Unable to perform ANOVA test with 3SsnPorch\n" + ] + }, + { + "data": { + "text/plain": [ + "{'MSSubClass': 8.662166266091296e-79,\n", + " 'MSZoning': 8.817633866271897e-35,\n", + " 'LotArea': 6.5908196547961145e-50,\n", + " 'LotShape': 6.447523852010117e-25,\n", + " 'LandContour': 2.7422167521374613e-08,\n", + " 'LotConfig': 3.1631674736034586e-06,\n", + " 'Neighborhood': 1.558600282770091e-225,\n", + " 'Condition1': 8.904549416138158e-08,\n", + " 'Condition2': 0.04342565836094042,\n", + " 'BldgType': 2.0567364604967015e-10,\n", + " 'HouseStyle': 3.376776535120862e-25,\n", + " 'OverallQual': 0.0,\n", + " 'OverallCond': 7.962288819949257e-38,\n", + " 'YearBuilt': 9.128103646615598e-107,\n", + " 'YearRemodAdd': 2.3547477020621105e-76,\n", + " 'RoofStyle': 3.653523047098502e-17,\n", + " 'RoofMatl': 7.231444779987624e-08,\n", + " 'Exterior1st': 2.5860887286370804e-43,\n", + " 'Exterior2nd': 4.842185670698133e-43,\n", + " 'MasVnrType': 4.793331178119194e-65,\n", + " 'MasVnrArea': 2.015881598244982e-54,\n", + " 'ExterQual': 1.4395510967780529e-204,\n", + " 'ExterCond': 5.106680608671862e-07,\n", + " 'Foundation': 5.791895002231574e-91,\n", + " 'BsmtQual': 9.610615106781709e-186,\n", + " 'BsmtCond': 5.136900937702552e-09,\n", + " 'BsmtExposure': 1.022670629183227e-42,\n", + " 'BsmtFinType1': 1.8077310066858572e-63,\n", + " 'BsmtFinSF1': 1.4799695510403932e-26,\n", + " 'BsmtFinType2': 0.019410089690234594,\n", + " 'BsmtUnfSF': 1.6361063234707874e-08,\n", + " 'TotalBsmtSF': 1.2682492252063745e-88,\n", + " 'Heating': 0.0007534721064453344,\n", + " 'HeatingQC': 2.6670620921040538e-67,\n", + " 'CentralAir': 1.8095061559266183e-22,\n", + " 'Electrical': 1.663248781473492e-18,\n", + " 'GrLivArea': 1.1649738558255367e-90,\n", + " 'BsmtFullBath': 2.88243552729416e-17,\n", + " 'FullBath': 3.8021879324489406e-129,\n", + " 'HalfBath': 1.609144945403053e-31,\n", + " 'BedroomAbvGr': 3.3043196450456234e-16,\n", + " 'KitchenAbvGr': 2.011735142857372e-06,\n", + " 'KitchenQual': 3.032212752839544e-192,\n", + " 'TotRmsAbvGrd': 1.1917103366526644e-103,\n", + " 'Functional': 0.0004841696801078294,\n", + " 'Fireplaces': 4.421001030725402e-83,\n", + " 'GarageType': 1.247153670659079e-66,\n", + " 'GarageFinish': 1.1991165312294262e-93,\n", + " 'GarageCars': 1.1211287650606748e-211,\n", + " 'GarageArea': 1.0705140248740953e-158,\n", + " 'GarageQual': 1.240802647801658e-07,\n", + " 'GarageCond': 1.3097143055289643e-07,\n", + " 'PavedDrive': 1.8035688906512255e-18,\n", + " 'WoodDeckSF': 2.9149019687647105e-35,\n", + " 'OpenPorchSF': 5.057704418604986e-49,\n", + " 'ScreenPorch': 0.036758595193084345,\n", + " 'PoolArea': 2.3410470985443083e-09,\n", + " 'SaleType': 5.039766889461878e-42,\n", + " 'SaleCondition': 7.988268404989587e-44,\n", + " 'SalePrice': 0.0}" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ss_col = {}\n", + "\n", + "for i in df_1.columns: \n", + " try:\n", + " model = ols(f'SalePrice ~ C({i})', data = df).fit()\n", + " \n", + " if model.f_pvalue < 0.05: \n", + " \n", + " ss_col[i] = model.f_pvalue\n", + " except:\n", + " print(f'Unable to perform ANOVA test with {i}')\n", + " \n", + "ss_col\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7dc5d37c-4cd3-436f-ba04-59df95846792", + "metadata": {}, + "outputs": [], + "source": [ + "len(ss_col)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c13c39f8-e06c-4365-908b-41c7884f50d2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "aa876541-223a-4ed4-8912-d786efa64306", + "metadata": {}, + "source": [ + "The number of statistical important variables through ANOVA test is high. \n", + "\n", + "Nevertheless it does not make sense to be comparing the variances between several variables that don't even have the same units. The value of the ANOVA is for comparing distributions. \n", + "\n", + "For the following steps will keep the 13 selected variables through the Pearson \n", + "correlation." + ] + }, + { + "cell_type": "markdown", + "id": "c81c16fc-d641-467b-b085-77a14eb28a8f", + "metadata": {}, + "source": [ + "## 5. Hypothesis Test" + ] + }, + { + "cell_type": "markdown", + "id": "1ef6aaf1-1464-4c5e-b436-f54c2c5d374e", + "metadata": {}, + "source": [ + "The following hypothesis test will review the significance of the continuos and categorical variables. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "699491e7-4684-4b22-a3a0-871517a50847", + "metadata": {}, + "outputs": [], + "source": [ + "df_corr.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "deade946-c5ce-479c-8d7c-83d3e8546b09", + "metadata": {}, + "outputs": [], + "source": [ + "df_corr.head().T" + ] + }, + { + "cell_type": "markdown", + "id": "e0c475ac-f062-48ac-9644-341cd7acba97", + "metadata": {}, + "source": [ + " 5.1 Continuous" + ] + }, + { + "cell_type": "markdown", + "id": "d8627e34-ff86-475f-af91-e65a49de1a8f", + "metadata": {}, + "source": [ + "- Ho: mu(Sale Price) = mu(Column i) >> This variable IS NOT relevant for the SalePrice\n", + "- Hi: mu(Sale Price) != mu(Column i) >> This variable IS relevant for the SalePrice" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "c14ddeee-9cb4-427c-b9dc-d3a80282f36f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ho is rejected for GrLivArea, with a confidence of 100.0%\n", + "Ho is rejected for GarageArea, with a confidence of 100.0%\n", + "Ho is rejected for TotalBsmtSF, with a confidence of 100.0%\n", + "Ho is rejected for YearBuilt, with a confidence of 100.0%\n", + "Ho is rejected for YearRemodAdd, with a confidence of 100.0%\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp_mean = df_corr.SalePrice.mean()\n", + "\n", + "h_test_cont = []\n", + "\n", + "\n", + "cont = ['GrLivArea','GarageArea','TotalBsmtSF','YearBuilt','YearRemodAdd']\n", + "\n", + "for column in cont: \n", + " \n", + " t,p = ttest_1samp(df_corr[df_corr[column]> df_1[column].mean()]['SalePrice'], sp_mean)\n", + " \n", + " if p < 0.05:\n", + " print(f'Ho is rejected for {column}, with a confidence of {round((1-p)*100,2)}%')\n", + " else: \n", + " print(f'Ho cannot be rejected for {column}, p_value {round(p,2)}')\n", + " \n", + "h_test_cont" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c99369f9-1a2e-4488-8ad0-a31f7f102814", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "9918ea89-96c5-4452-92f3-081ebea7dd7a", + "metadata": {}, + "source": [ + " 5.2 Categorical" + ] + }, + { + "cell_type": "markdown", + "id": "f35bf4a5-b354-46aa-ae51-a7b51f612e92", + "metadata": {}, + "source": [ + "- Ho: mu(Sale Price) = mu(Column i) >> This variable IS NOT relevant for the SalePrice\n", + "- Hi: mu(Sale Price) != mu(Column i) >> This variable IS relevant for the SalePrice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "477dd791-c229-4b3c-be82-f846c71b3489", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ho is rejected for OverallQual, with a confidence of 100.0%\n", + "Ho is rejected for GarageCars, with a confidence of 100.0%\n", + "Ho is rejected for FullBath, with a confidence of 100.0%\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp_mean = df_corr.SalePrice.mean()\n", + "\n", + "h_test_cat = []\n", + "\n", + "\n", + "cont = ['OverallQual','GarageCars','FullBath']\n", + "\n", + "for column in cont: \n", + " \n", + " t,p = ttest_1samp(df_corr[df_corr[column]> df_1[column].mean()]['SalePrice'], sp_mean)\n", + " \n", + " if p < 0.05:\n", + " print(f'Ho is rejected for {column}, with a confidence of {round((1-p)*100,2)}%')\n", + " else: \n", + " print(f'Ho cannot be rejected for {column}, p_value {round(p,2)}')\n", + " \n", + "h_test_cat" + ] + }, + { + "cell_type": "markdown", + "id": "aab6294d-9916-4921-b522-55855e2fbe7e", + "metadata": {}, + "source": [ + "Continuous and categorical variables are significant. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3fefd2c-f88a-4209-ab90-501306fa255a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c94f8875-047c-477b-a09f-479c3c3519ad", + "metadata": {}, + "source": [ + "## 6. Linear Regression" + ] + }, + { + "cell_type": "markdown", + "id": "0392881f-1ce1-4bfc-be6b-af7153e218db", + "metadata": {}, + "source": [ + "Hypothesis testing is used to confirm if our beta coefficients are significant in a linear regression model. Every time we run the linear regression model, we test if the line is significant or not by checking if the coefficient is significant. " + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "03289b41-e60d-48a5-9f46-8bf67a59f13e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 27)" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First get dummmies is applied for the categorical variables. \n", + "\n", + "df_corr_1 = pd.get_dummies(df_corr, columns = ['OverallQual','GarageCars','FullBath'])\n", + "df_corr_1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "e3b41659-5dd7-42fe-ae91-2699f11df557", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 27 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 SalePrice 1460 non-null int64\n", + " 1 GrLivArea 1460 non-null int64\n", + " 2 GarageArea 1460 non-null int64\n", + " 3 TotalBsmtSF 1460 non-null int64\n", + " 4 1stFlrSF 1460 non-null int64\n", + " 5 TotRmsAbvGrd 1460 non-null int64\n", + " 6 YearBuilt 1460 non-null int64\n", + " 7 YearRemodAdd 1460 non-null int64\n", + " 8 OverallQual_1 1460 non-null uint8\n", + " 9 OverallQual_2 1460 non-null uint8\n", + " 10 OverallQual_3 1460 non-null uint8\n", + " 11 OverallQual_4 1460 non-null uint8\n", + " 12 OverallQual_5 1460 non-null uint8\n", + " 13 OverallQual_6 1460 non-null uint8\n", + " 14 OverallQual_7 1460 non-null uint8\n", + " 15 OverallQual_8 1460 non-null uint8\n", + " 16 OverallQual_9 1460 non-null uint8\n", + " 17 OverallQual_10 1460 non-null uint8\n", + " 18 GarageCars_0 1460 non-null uint8\n", + " 19 GarageCars_1 1460 non-null uint8\n", + " 20 GarageCars_2 1460 non-null uint8\n", + " 21 GarageCars_3 1460 non-null uint8\n", + " 22 GarageCars_4 1460 non-null uint8\n", + " 23 FullBath_0 1460 non-null uint8\n", + " 24 FullBath_1 1460 non-null uint8\n", + " 25 FullBath_2 1460 non-null uint8\n", + " 26 FullBath_3 1460 non-null uint8\n", + "dtypes: int64(8), uint8(19)\n", + "memory usage: 118.5 KB\n" + ] + } + ], + "source": [ + "df_corr_1.info()" + ] + }, + { + "cell_type": "markdown", + "id": "4f370cb3-9826-4ae4-8fc7-b5932e291ffe", + "metadata": {}, + "source": [ + "### 6.1 Sklearn" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "6ac03419-881a-446e-b4cc-43d8eac1d92f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 208500\n", + "1 181500\n", + "2 223500\n", + "3 140000\n", + "4 250000\n", + " ... \n", + "1455 175000\n", + "1456 210000\n", + "1457 266500\n", + "1458 142125\n", + "1459 147500\n", + "Name: SalePrice, Length: 1460, dtype: int64" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_sp = df_corr['SalePrice']\n", + "df_sp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c1de3c29-08d3-4ed9-aa5a-14bf56bde7ad", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "8f2f0cf2-3246-44a1-954a-c5abbc907c2c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GrLivAreaGarageAreaTotalBsmtSF1stFlrSFTotRmsAbvGrdYearBuiltYearRemodAddOverallQual_1OverallQual_2OverallQual_3...OverallQual_10GarageCars_0GarageCars_1GarageCars_2GarageCars_3GarageCars_4FullBath_0FullBath_1FullBath_2FullBath_3
01710548856856820032003000...0001000010
1126246012621262619761976000...0001000010
21786608920920620012002000...0001000010
31717642756961719151970000...0000100100
4219883611451145920002000000...0000100010
\n", + "

5 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " GrLivArea GarageArea TotalBsmtSF 1stFlrSF TotRmsAbvGrd YearBuilt \\\n", + "0 1710 548 856 856 8 2003 \n", + "1 1262 460 1262 1262 6 1976 \n", + "2 1786 608 920 920 6 2001 \n", + "3 1717 642 756 961 7 1915 \n", + "4 2198 836 1145 1145 9 2000 \n", + "\n", + " YearRemodAdd OverallQual_1 OverallQual_2 OverallQual_3 ... \\\n", + "0 2003 0 0 0 ... \n", + "1 1976 0 0 0 ... \n", + "2 2002 0 0 0 ... \n", + "3 1970 0 0 0 ... \n", + "4 2000 0 0 0 ... \n", + "\n", + " OverallQual_10 GarageCars_0 GarageCars_1 GarageCars_2 GarageCars_3 \\\n", + "0 0 0 0 1 0 \n", + "1 0 0 0 1 0 \n", + "2 0 0 0 1 0 \n", + "3 0 0 0 0 1 \n", + "4 0 0 0 0 1 \n", + "\n", + " GarageCars_4 FullBath_0 FullBath_1 FullBath_2 FullBath_3 \n", + "0 0 0 0 1 0 \n", + "1 0 0 0 1 0 \n", + "2 0 0 0 1 0 \n", + "3 0 0 1 0 0 \n", + "4 0 0 0 1 0 \n", + "\n", + "[5 rows x 26 columns]" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "df_corr_1 = df_corr_1.drop(['SalePrice'],axis = 1)\n", + "df_corr_1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "7e1c4c70-1b03-4b01-b48e-6050796edf47", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "dd78b234-6b6e-441b-91f7-3d96b0b0b79f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.37033344, 0.35100032, -0.45930254, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " [-0.48251191, -0.06073101, 0.46646492, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " [ 0.51501256, 0.63172623, -0.31336875, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " ...,\n", + " [ 1.56964722, -1.03391416, 0.21564122, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " [-0.83278768, -1.09005935, 0.04690528, ..., 1.11631261,\n", + " -1.05348308, -0.1520705 ],\n", + " [-0.49393395, -0.9216238 , 0.45278362, ..., 1.11631261,\n", + " -1.05348308, -0.1520705 ]])" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_std = StandardScaler().fit_transform(df_corr_1)\n", + "df_std" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "03fe0858-7004-43fc-825f-b93f1af793fe", + "metadata": {}, + "outputs": [], + "source": [ + "x_train , x_test , y_train , y_test = train_test_split (df_std, df_sp, test_size = 0.30)" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "3a66e0b2-4564-4907-b247-4ec75c5ff921", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8341396004426043" + ] + }, + "execution_count": 207, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg = LinearRegression().fit(x_train, y_train)\n", + "r2_sk = reg.score(x_test,y_test)\n", + "r2_sk" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "c8cf4bc7-26e4-482f-8b0c-349f9e209558", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ActualPredictedDif
1058335000361051.64979026051.649790
11345000385276.37358940276.373589
464124000110797.759673-13202.240327
521150000142111.293875-7888.706125
1367127000139552.23709512552.237095
............
604221000208314.792999-12685.207001
965178900177696.928828-1203.071172
1070135000118226.838134-16773.161866
513134000155326.23410921326.234109
238318000292594.187068-25405.812932
\n", + "

438 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Actual Predicted Dif\n", + "1058 335000 361051.649790 26051.649790\n", + "11 345000 385276.373589 40276.373589\n", + "464 124000 110797.759673 -13202.240327\n", + "521 150000 142111.293875 -7888.706125\n", + "1367 127000 139552.237095 12552.237095\n", + "... ... ... ...\n", + "604 221000 208314.792999 -12685.207001\n", + "965 178900 177696.928828 -1203.071172\n", + "1070 135000 118226.838134 -16773.161866\n", + "513 134000 155326.234109 21326.234109\n", + "238 318000 292594.187068 -25405.812932\n", + "\n", + "[438 rows x 3 columns]" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred = reg.predict(x_test)\n", + "\n", + "df_pred=pd.DataFrame({'Actual':y_test,'Predicted':pred,'Dif':pred-y_test})\n", + "df_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65fea2e4-be10-406c-9015-1c84d294fb1c", + "metadata": {}, + "outputs": [], + "source": [ + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "id": "42e43e4a-8ef5-4ee7-83ad-8128cb17dc9f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "sns.scatterplot(data=df_pred.drop('Dif',axis=1),palette=\"Set1\",sizes=(15,20))\n", + "plt.title('Sklearn LinearRegression')\n", + "plt.xlabel('House')\n", + "plt.ylabel('Price');" + ] + }, + { + "cell_type": "markdown", + "id": "9eccdfd3-9cef-4fa0-b8cd-0670c33fff7f", + "metadata": {}, + "source": [ + "### 6.2 Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "id": "af10f295-b3b8-4867-94d9-f1315563b700", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Ridge()" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ridge = Ridge()\n", + "ridge.fit(x_train,y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "id": "a2b25963-a9ee-484b-9ad1-ca50eb0d766c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ActualPredDif
1058335000360990.39647125990.396471
11345000385259.15200740259.152007
464124000110849.058279-13150.941721
521150000142146.676903-7853.323097
1367127000139561.99238312561.992383
............
604221000208336.601196-12663.398804
965178900177738.391390-1161.608610
1070135000118251.845212-16748.154788
513134000155314.93546121314.935461
238318000292600.642167-25399.357833
\n", + "

438 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Actual Pred Dif\n", + "1058 335000 360990.396471 25990.396471\n", + "11 345000 385259.152007 40259.152007\n", + "464 124000 110849.058279 -13150.941721\n", + "521 150000 142146.676903 -7853.323097\n", + "1367 127000 139561.992383 12561.992383\n", + "... ... ... ...\n", + "604 221000 208336.601196 -12663.398804\n", + "965 178900 177738.391390 -1161.608610\n", + "1070 135000 118251.845212 -16748.154788\n", + "513 134000 155314.935461 21314.935461\n", + "238 318000 292600.642167 -25399.357833\n", + "\n", + "[438 rows x 3 columns]" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred_ridge = ridge.predict(x_test)\n", + "\n", + "df_pred_ridge = pd.DataFrame({'Actual':y_test, 'Pred':pred_ridge,'Dif':pred_ridge-y_test})\n", + "df_pred_ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "id": "5fa01e73-44e1-4198-8f49-3a4c94cd9a26", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "sns.scatterplot(data=df_pred_ridge.drop('Dif',axis=1),palette=\"Set1\",sizes=(15,20))\n", + "plt.title('Ridge LinearRegression')\n", + "plt.xlabel('House')\n", + "plt.ylabel('Price');" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "id": "82b5512d-c5dc-4669-8d34-0c64d3468ce6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.834054343804824" + ] + }, + "execution_count": 209, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r2_ridge = ridge.score(x_test,y_test)\n", + "r2_ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "id": "904fe5f7-36ea-41f2-a52a-16dbb9459746", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SklearnRidge
R2 Test0.834140.834054
\n", + "
" + ], + "text/plain": [ + " Sklearn Ridge\n", + "R2 Test 0.83414 0.834054" + ] + }, + "execution_count": 213, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame([[r2_sk,r2_ridge]],columns=['Sklearn','Ridge'],index=['R2 Test'])" + ] + }, + { + "cell_type": "markdown", + "id": "eb9749f6-26eb-4f4b-a271-5f7add505db3", + "metadata": {}, + "source": [ + "The Lineal Regression that appears to be a better fit according to the R2 is the one obtained with Sklearn." + ] + }, + { + "cell_type": "markdown", + "id": "701f9bee-65e7-4ced-9018-2e9c06bf11a3", + "metadata": {}, + "source": [ + "## Source\n", + "\n", + "##### De Cock, D. . (Unknown). House Prices - Advanced Regression Techniques. July 26 th 2022, from kaggle Web Site: https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques/data?select=train.csv\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/main.ipynb b/main.ipynb new file mode 100644 index 0000000..0fb6476 --- /dev/null +++ b/main.ipynb @@ -0,0 +1,4660 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "16739bdf-f6ef-402b-a93d-c0546702fdc1", + "metadata": {}, + "source": [ + "# Project 5: Statistical Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "ac945351-6953-430a-9813-6689a5fc0ab8", + "metadata": {}, + "source": [ + "## 1. Data Exploring" + ] + }, + { + "cell_type": "code", + "execution_count": 178, + "id": "ab158a02-ece5-4f1a-a875-2b6fd702957a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols\n", + "from statsmodels.stats.anova import anova_lm\n", + "\n", + "from scipy.stats import ttest_1samp\n", + "\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import LinearRegression, Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "f64e958f-71db-4176-8385-67d7309eee97", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('train.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "a7ded83a-01ad-416c-b6bf-4a92dae5477c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
\n", + "

5 rows × 81 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n", + "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n", + "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n", + "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n", + "\n", + " YrSold SaleType SaleCondition SalePrice \n", + "0 2008 WD Normal 208500 \n", + "1 2007 WD Normal 181500 \n", + "2 2008 WD Normal 223500 \n", + "3 2006 WD Abnorml 140000 \n", + "4 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c7122ee1-3615-435a-9636-3f161f530f1b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 81)" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5bddb0a6-dcee-4076-9009-a4eb6451d678", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 81 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotFrontage 1201 non-null float64\n", + " 4 LotArea 1460 non-null int64 \n", + " 5 Street 1460 non-null object \n", + " 6 Alley 91 non-null object \n", + " 7 LotShape 1460 non-null object \n", + " 8 LandContour 1460 non-null object \n", + " 9 Utilities 1460 non-null object \n", + " 10 LotConfig 1460 non-null object \n", + " 11 LandSlope 1460 non-null object \n", + " 12 Neighborhood 1460 non-null object \n", + " 13 Condition1 1460 non-null object \n", + " 14 Condition2 1460 non-null object \n", + " 15 BldgType 1460 non-null object \n", + " 16 HouseStyle 1460 non-null object \n", + " 17 OverallQual 1460 non-null int64 \n", + " 18 OverallCond 1460 non-null int64 \n", + " 19 YearBuilt 1460 non-null int64 \n", + " 20 YearRemodAdd 1460 non-null int64 \n", + " 21 RoofStyle 1460 non-null object \n", + " 22 RoofMatl 1460 non-null object \n", + " 23 Exterior1st 1460 non-null object \n", + " 24 Exterior2nd 1460 non-null object \n", + " 25 MasVnrType 1452 non-null object \n", + " 26 MasVnrArea 1452 non-null float64\n", + " 27 ExterQual 1460 non-null object \n", + " 28 ExterCond 1460 non-null object \n", + " 29 Foundation 1460 non-null object \n", + " 30 BsmtQual 1423 non-null object \n", + " 31 BsmtCond 1423 non-null object \n", + " 32 BsmtExposure 1422 non-null object \n", + " 33 BsmtFinType1 1423 non-null object \n", + " 34 BsmtFinSF1 1460 non-null int64 \n", + " 35 BsmtFinType2 1422 non-null object \n", + " 36 BsmtFinSF2 1460 non-null int64 \n", + " 37 BsmtUnfSF 1460 non-null int64 \n", + " 38 TotalBsmtSF 1460 non-null int64 \n", + " 39 Heating 1460 non-null object \n", + " 40 HeatingQC 1460 non-null object \n", + " 41 CentralAir 1460 non-null object \n", + " 42 Electrical 1459 non-null object \n", + " 43 1stFlrSF 1460 non-null int64 \n", + " 44 2ndFlrSF 1460 non-null int64 \n", + " 45 LowQualFinSF 1460 non-null int64 \n", + " 46 GrLivArea 1460 non-null int64 \n", + " 47 BsmtFullBath 1460 non-null int64 \n", + " 48 BsmtHalfBath 1460 non-null int64 \n", + " 49 FullBath 1460 non-null int64 \n", + " 50 HalfBath 1460 non-null int64 \n", + " 51 BedroomAbvGr 1460 non-null int64 \n", + " 52 KitchenAbvGr 1460 non-null int64 \n", + " 53 KitchenQual 1460 non-null object \n", + " 54 TotRmsAbvGrd 1460 non-null int64 \n", + " 55 Functional 1460 non-null object \n", + " 56 Fireplaces 1460 non-null int64 \n", + " 57 FireplaceQu 770 non-null object \n", + " 58 GarageType 1379 non-null object \n", + " 59 GarageYrBlt 1379 non-null float64\n", + " 60 GarageFinish 1379 non-null object \n", + " 61 GarageCars 1460 non-null int64 \n", + " 62 GarageArea 1460 non-null int64 \n", + " 63 GarageQual 1379 non-null object \n", + " 64 GarageCond 1379 non-null object \n", + " 65 PavedDrive 1460 non-null object \n", + " 66 WoodDeckSF 1460 non-null int64 \n", + " 67 OpenPorchSF 1460 non-null int64 \n", + " 68 EnclosedPorch 1460 non-null int64 \n", + " 69 3SsnPorch 1460 non-null int64 \n", + " 70 ScreenPorch 1460 non-null int64 \n", + " 71 PoolArea 1460 non-null int64 \n", + " 72 PoolQC 7 non-null object \n", + " 73 Fence 281 non-null object \n", + " 74 MiscFeature 54 non-null object \n", + " 75 MiscVal 1460 non-null int64 \n", + " 76 MoSold 1460 non-null int64 \n", + " 77 YrSold 1460 non-null int64 \n", + " 78 SaleType 1460 non-null object \n", + " 79 SaleCondition 1460 non-null object \n", + " 80 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(35), object(43)\n", + "memory usage: 924.0+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "dfa28108-2677-48db-994c-938fcc8282b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
countmeanstdmin25%50%75%max
Id1460.0730.500000421.6100091.0365.75730.51095.251460.0
MSSubClass1460.056.89726042.30057120.020.0050.070.00190.0
LotFrontage1201.070.04995824.28475221.059.0069.080.00313.0
LotArea1460.010516.8280829981.2649321300.07553.509478.511601.50215245.0
OverallQual1460.06.0993151.3829971.05.006.07.0010.0
OverallCond1460.05.5753421.1127991.05.005.06.009.0
YearBuilt1460.01971.26780830.2029041872.01954.001973.02000.002010.0
YearRemodAdd1460.01984.86575320.6454071950.01967.001994.02004.002010.0
MasVnrArea1452.0103.685262181.0662070.00.000.0166.001600.0
BsmtFinSF11460.0443.639726456.0980910.00.00383.5712.255644.0
BsmtFinSF21460.046.549315161.3192730.00.000.00.001474.0
BsmtUnfSF1460.0567.240411441.8669550.0223.00477.5808.002336.0
TotalBsmtSF1460.01057.429452438.7053240.0795.75991.51298.256110.0
1stFlrSF1460.01162.626712386.587738334.0882.001087.01391.254692.0
2ndFlrSF1460.0346.992466436.5284360.00.000.0728.002065.0
LowQualFinSF1460.05.84452148.6230810.00.000.00.00572.0
GrLivArea1460.01515.463699525.480383334.01129.501464.01776.755642.0
BsmtFullBath1460.00.4253420.5189110.00.000.01.003.0
BsmtHalfBath1460.00.0575340.2387530.00.000.00.002.0
FullBath1460.01.5650680.5509160.01.002.02.003.0
HalfBath1460.00.3828770.5028850.00.000.01.002.0
BedroomAbvGr1460.02.8664380.8157780.02.003.03.008.0
KitchenAbvGr1460.01.0465750.2203380.01.001.01.003.0
TotRmsAbvGrd1460.06.5178081.6253932.05.006.07.0014.0
Fireplaces1460.00.6130140.6446660.00.001.01.003.0
GarageYrBlt1379.01978.50616424.6897251900.01961.001980.02002.002010.0
GarageCars1460.01.7671230.7473150.01.002.02.004.0
GarageArea1460.0472.980137213.8048410.0334.50480.0576.001418.0
WoodDeckSF1460.094.244521125.3387940.00.000.0168.00857.0
OpenPorchSF1460.046.66027466.2560280.00.0025.068.00547.0
EnclosedPorch1460.021.95411061.1191490.00.000.00.00552.0
3SsnPorch1460.03.40958929.3173310.00.000.00.00508.0
ScreenPorch1460.015.06095955.7574150.00.000.00.00480.0
PoolArea1460.02.75890440.1773070.00.000.00.00738.0
MiscVal1460.043.489041496.1230240.00.000.00.0015500.0
MoSold1460.06.3219182.7036261.05.006.08.0012.0
YrSold1460.02007.8157531.3280952006.02007.002008.02009.002010.0
SalePrice1460.0180921.19589079442.50288334900.0129975.00163000.0214000.00755000.0
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% \\\n", + "Id 1460.0 730.500000 421.610009 1.0 365.75 \n", + "MSSubClass 1460.0 56.897260 42.300571 20.0 20.00 \n", + "LotFrontage 1201.0 70.049958 24.284752 21.0 59.00 \n", + "LotArea 1460.0 10516.828082 9981.264932 1300.0 7553.50 \n", + "OverallQual 1460.0 6.099315 1.382997 1.0 5.00 \n", + "OverallCond 1460.0 5.575342 1.112799 1.0 5.00 \n", + "YearBuilt 1460.0 1971.267808 30.202904 1872.0 1954.00 \n", + "YearRemodAdd 1460.0 1984.865753 20.645407 1950.0 1967.00 \n", + "MasVnrArea 1452.0 103.685262 181.066207 0.0 0.00 \n", + "BsmtFinSF1 1460.0 443.639726 456.098091 0.0 0.00 \n", + "BsmtFinSF2 1460.0 46.549315 161.319273 0.0 0.00 \n", + "BsmtUnfSF 1460.0 567.240411 441.866955 0.0 223.00 \n", + "TotalBsmtSF 1460.0 1057.429452 438.705324 0.0 795.75 \n", + "1stFlrSF 1460.0 1162.626712 386.587738 334.0 882.00 \n", + "2ndFlrSF 1460.0 346.992466 436.528436 0.0 0.00 \n", + "LowQualFinSF 1460.0 5.844521 48.623081 0.0 0.00 \n", + "GrLivArea 1460.0 1515.463699 525.480383 334.0 1129.50 \n", + "BsmtFullBath 1460.0 0.425342 0.518911 0.0 0.00 \n", + "BsmtHalfBath 1460.0 0.057534 0.238753 0.0 0.00 \n", + "FullBath 1460.0 1.565068 0.550916 0.0 1.00 \n", + "HalfBath 1460.0 0.382877 0.502885 0.0 0.00 \n", + "BedroomAbvGr 1460.0 2.866438 0.815778 0.0 2.00 \n", + "KitchenAbvGr 1460.0 1.046575 0.220338 0.0 1.00 \n", + "TotRmsAbvGrd 1460.0 6.517808 1.625393 2.0 5.00 \n", + "Fireplaces 1460.0 0.613014 0.644666 0.0 0.00 \n", + "GarageYrBlt 1379.0 1978.506164 24.689725 1900.0 1961.00 \n", + "GarageCars 1460.0 1.767123 0.747315 0.0 1.00 \n", + "GarageArea 1460.0 472.980137 213.804841 0.0 334.50 \n", + "WoodDeckSF 1460.0 94.244521 125.338794 0.0 0.00 \n", + "OpenPorchSF 1460.0 46.660274 66.256028 0.0 0.00 \n", + "EnclosedPorch 1460.0 21.954110 61.119149 0.0 0.00 \n", + "3SsnPorch 1460.0 3.409589 29.317331 0.0 0.00 \n", + "ScreenPorch 1460.0 15.060959 55.757415 0.0 0.00 \n", + "PoolArea 1460.0 2.758904 40.177307 0.0 0.00 \n", + "MiscVal 1460.0 43.489041 496.123024 0.0 0.00 \n", + "MoSold 1460.0 6.321918 2.703626 1.0 5.00 \n", + "YrSold 1460.0 2007.815753 1.328095 2006.0 2007.00 \n", + "SalePrice 1460.0 180921.195890 79442.502883 34900.0 129975.00 \n", + "\n", + " 50% 75% max \n", + "Id 730.5 1095.25 1460.0 \n", + "MSSubClass 50.0 70.00 190.0 \n", + "LotFrontage 69.0 80.00 313.0 \n", + "LotArea 9478.5 11601.50 215245.0 \n", + "OverallQual 6.0 7.00 10.0 \n", + "OverallCond 5.0 6.00 9.0 \n", + "YearBuilt 1973.0 2000.00 2010.0 \n", + "YearRemodAdd 1994.0 2004.00 2010.0 \n", + "MasVnrArea 0.0 166.00 1600.0 \n", + "BsmtFinSF1 383.5 712.25 5644.0 \n", + "BsmtFinSF2 0.0 0.00 1474.0 \n", + "BsmtUnfSF 477.5 808.00 2336.0 \n", + "TotalBsmtSF 991.5 1298.25 6110.0 \n", + "1stFlrSF 1087.0 1391.25 4692.0 \n", + "2ndFlrSF 0.0 728.00 2065.0 \n", + "LowQualFinSF 0.0 0.00 572.0 \n", + "GrLivArea 1464.0 1776.75 5642.0 \n", + "BsmtFullBath 0.0 1.00 3.0 \n", + "BsmtHalfBath 0.0 0.00 2.0 \n", + "FullBath 2.0 2.00 3.0 \n", + "HalfBath 0.0 1.00 2.0 \n", + "BedroomAbvGr 3.0 3.00 8.0 \n", + "KitchenAbvGr 1.0 1.00 3.0 \n", + "TotRmsAbvGrd 6.0 7.00 14.0 \n", + "Fireplaces 1.0 1.00 3.0 \n", + "GarageYrBlt 1980.0 2002.00 2010.0 \n", + "GarageCars 2.0 2.00 4.0 \n", + "GarageArea 480.0 576.00 1418.0 \n", + "WoodDeckSF 0.0 168.00 857.0 \n", + "OpenPorchSF 25.0 68.00 547.0 \n", + "EnclosedPorch 0.0 0.00 552.0 \n", + "3SsnPorch 0.0 0.00 508.0 \n", + "ScreenPorch 0.0 0.00 480.0 \n", + "PoolArea 0.0 0.00 738.0 \n", + "MiscVal 0.0 0.00 15500.0 \n", + "MoSold 6.0 8.00 12.0 \n", + "YrSold 2008.0 2009.00 2010.0 \n", + "SalePrice 163000.0 214000.00 755000.0 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bc7fccda-f48f-4388-9baa-3cd6dd6631ec", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "0dfe7393-f6a1-417a-aff0-02a0a7a8358b", + "metadata": { + "tags": [] + }, + "source": [ + "## 2.Data Cleaning & Manipulation" + ] + }, + { + "cell_type": "markdown", + "id": "8171679c-0f6f-47af-9886-c7cde7aadcc1", + "metadata": {}, + "source": [ + "It begings with the identification of the columns with the highest percentage of null data." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e09bc651-e718-4179-ab14-b046a0d316c8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "PoolQC 99.520548\n", + "MiscFeature 96.301370\n", + "Alley 93.767123\n", + "Fence 80.753425\n", + "FireplaceQu 47.260274\n", + "LotFrontage 17.739726\n", + "GarageYrBlt 5.547945\n", + "GarageCond 5.547945\n", + "GarageType 5.547945\n", + "GarageFinish 5.547945\n", + "GarageQual 5.547945\n", + "BsmtFinType2 2.602740\n", + "BsmtExposure 2.602740\n", + "BsmtQual 2.534247\n", + "BsmtCond 2.534247\n", + "BsmtFinType1 2.534247\n", + "MasVnrArea 0.547945\n", + "MasVnrType 0.547945\n", + "Electrical 0.068493\n", + "Id 0.000000\n", + "Functional 0.000000\n", + "dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "null = ((df.isnull().sum()/df.shape[0])*100).sort_values(ascending = False)\n", + "\n", + "null.head(21)" + ] + }, + { + "cell_type": "markdown", + "id": "04562a0c-01eb-40b4-8383-9d657ce73da3", + "metadata": {}, + "source": [ + "The variables with a high percentage of null values are the following: \n", + "\n", + "\n", + " 1. Pool QC : Pool Quality >> Pool Area\n", + " 2. MiscFeature : Miscellaneous feature not covered in other categories\n", + " 3. Alley : Type of alley access to property\n", + " 4. Fence : Fence quality\n", + " 5. FireplaceQu : Fireplace quality >> Fireplaces: Number of Fireplaces\n", + " 6. Lot Frontage : Linear feet of street connected to property\n", + "\n", + "They describe features that not all houses have, and that surely affect on the price, nevertheless, there are other columns that provide \n", + "related and more valuable information. So, we'll review each one.\n", + "\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "ce3fe1fb-a906-49b6-8280-f3544f6066e5", + "metadata": {}, + "source": [ + " 2.1 Review of columns with a major number of null values: count of null values & ANOVA" + ] + }, + { + "cell_type": "markdown", + "id": "91c2b329-7d0f-4bc0-a019-522f1287402a", + "metadata": {}, + "source": [ + " 2.1.1 PoolArea & PoolQC" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "d136d2bb-176c-4ff3-af90-9d7da439586e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "SalePrice 1460\n", + "PoolArea 1460\n", + "PoolQC 7\n", + "dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "#The prescence of null values radicates in the lack of pool in the property, and in fact can be stated by PoolArea. \n", + "\n", + "df[['SalePrice','PoolArea','PoolQC']].notnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b329f132-ed3d-4019-8c89-cd2eff00d137", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(PoolQC)1.143135e+112.01.6274690.303985
Residual1.404801e+114.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(PoolQC) 1.143135e+11 2.0 1.627469 0.303985\n", + "Residual 1.404801e+11 4.0 NaN NaN" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#To identify the importance of each column, an ANOVA test is performed\n", + "\n", + "df_pool = df[['SalePrice','PoolArea','PoolQC']][df.PoolQC.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(PoolQC)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7992aaf9-54cf-45be-88a6-a3e427c01c3c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(PoolArea)3.356503e+117.07.8473182.341047e-09
Residual8.872261e+121452.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(PoolArea) 3.356503e+11 7.0 7.847318 2.341047e-09\n", + "Residual 8.872261e+12 1452.0 NaN NaN" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_pool = df[['SalePrice','PoolArea','PoolQC']]\n", + "\n", + "model = ols('SalePrice ~ C(PoolArea)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5bb858b4-0e90-4b94-b4eb-fd856f9217a7", + "metadata": {}, + "outputs": [], + "source": [ + "#The p-value from the ANOVA test for Pool Area, denote its statistical importance. PoolQC will be dropped. " + ] + }, + { + "cell_type": "markdown", + "id": "124aa72b-ac31-48a9-924b-8115b2956583", + "metadata": {}, + "source": [ + " 2.1.2 MiscFeatures" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8fcc154a-eeea-4e43-ac44-4af8a78b9f41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MiscFeature.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "3da804ec-2a57-4a30-8354-c023f1d52d96", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1406" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.MiscFeature.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7d130892-1c1b-4467-ae51-98276a30b13c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(MiscFeature)1.705983e+103.02.1573240.104728
Residual1.317978e+1150.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(MiscFeature) 1.705983e+10 3.0 2.157324 0.104728\n", + "Residual 1.317978e+11 50.0 NaN NaN" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','MiscFeature']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(MiscFeature)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "9e4a9384-34a4-469a-9d8b-b06eec8288cb", + "metadata": {}, + "source": [ + " 2.1.3 Alley" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3a6c609f-0cc5-45c5-9e63-72054100a5f7", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "d74d2655-a138-40b4-83dd-b1c5a7452372", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1369" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.Alley.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e0c035dc-84e1-4fec-a3c8-7dc185d00442", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Alley)4.721637e+101.035.562064.899826e-08
Residual1.181669e+1189.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Alley) 4.721637e+10 1.0 35.56206 4.899826e-08\n", + "Residual 1.181669e+11 89.0 NaN NaN" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','Alley']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(Alley)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "2b142e00-d445-49df-a261-abd065fddf7e", + "metadata": {}, + "source": [ + " 2.1.4 Fence" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "a3f4c54b-b6b2-4884-926e-0a4aafb30f62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Fence)5.494735e+103.04.9481590.002313
Residual1.025325e+12277.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Fence) 5.494735e+10 3.0 4.948159 0.002313\n", + "Residual 1.025325e+12 277.0 NaN NaN" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','Fence']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(Fence)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "57084859-a2cf-4cc5-9aef-2d763234dc23", + "metadata": {}, + "source": [ + " 2.1.5 FireQu" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "ba237f8a-e2ba-4de5-ada9-f0558a7f893a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(FireplaceQu)6.561883e+114.024.3989295.016300e-19
Residual5.143505e+12765.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(FireplaceQu) 6.561883e+11 4.0 24.398929 5.016300e-19\n", + "Residual 5.143505e+12 765.0 NaN NaN" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','FireplaceQu']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(FireplaceQu)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b6d096d6-b602-42f1-a5ef-714b3b1783c7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Fireplaces)2.137691e+123.0146.7411764.421001e-83
Residual7.070221e+121456.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Fireplaces) 2.137691e+12 3.0 146.741176 4.421001e-83\n", + "Residual 7.070221e+12 1456.0 NaN NaN" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','Fireplaces']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(Fireplaces)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "markdown", + "id": "c0148ab6-9a8f-4011-94f0-0bde3057e2f7", + "metadata": {}, + "source": [ + " 2.1.6 LotFrontage" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "e4445a7e-43ef-4b4b-b29b-089c93f5bd63", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(LotFrontage)3.147630e+12109.06.062251.924845e-58
Residual5.196944e+121091.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(LotFrontage) 3.147630e+12 109.0 6.06225 1.924845e-58\n", + "Residual 5.196944e+12 1091.0 NaN NaN" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','LotFrontage']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(LotFrontage)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "555c17d6-de46-4163-977f-512ccc8c4b62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(LotArea)8.463582e+121072.04.1049256.590820e-50
Residual7.443294e+11387.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(LotArea) 8.463582e+12 1072.0 4.104925 6.590820e-50\n", + "Residual 7.443294e+11 387.0 NaN NaN" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_misc = df[['SalePrice','LotArea']].notnull()\n", + "\n", + "model = ols('SalePrice ~ C(LotArea)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "177b2b1b-07b2-4291-b50f-ac58cf3a28e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.LotArea.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "a34314ec-dc68-407b-b1c2-46865e72deba", + "metadata": {}, + "source": [ + "After the analysis the 6 variables with the major amount of null values will be dropped." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "be444157-2365-42d0-ab04-52cbac6bd428", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 75)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "#The p-value and the ANOVA test for Pool Area, denote its statistical importance. PoolQC will be dropped. \n", + "\n", + "df_1 = df.drop(['PoolQC','MiscFeature','Alley','Fence','FireplaceQu','LotFrontage'],axis = 1)\n", + "df_1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "460087fd-521f-4aad-bd3b-8c0592873ca7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 75)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.shape" + ] + }, + { + "cell_type": "markdown", + "id": "786e8b42-52d4-4d40-af87-c5a00527017a", + "metadata": {}, + "source": [ + " 2.2 Treatment of Variables with Minor amount of null values" + ] + }, + { + "cell_type": "markdown", + "id": "4c3e221e-06dd-4505-ba7e-202139702e2e", + "metadata": {}, + "source": [ + " 2.2.1 Garage" + ] + }, + { + "cell_type": "markdown", + "id": "6259ae39-66c2-4d07-97c1-4f162948b9c7", + "metadata": {}, + "source": [ + "- GarageType: Garage location*\n", + "- GarageYrBlt: Year garage was built *\n", + "- GarageFinish: Interior finish of the garage*\n", + "- GarageCars: Size of garage in car capacity\n", + "- GarageArea: Size of garage in square feet\n", + "- GarageQual: Garage quality*\n", + "- GarageCond: Garage condition*" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "13386a94-2775-4abc-af29-e3ac3abf2ef2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GarageTypeGarageFinishGarageQualGarageCond
0AttchdRFnTATA
1AttchdRFnTATA
2AttchdRFnTATA
\n", + "
" + ], + "text/plain": [ + " GarageType GarageFinish GarageQual GarageCond\n", + "0 Attchd RFn TA TA\n", + "1 Attchd RFn TA TA\n", + "2 Attchd RFn TA TA" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1[['GarageType', 'GarageFinish', 'GarageQual','GarageCond']].head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c3fb4c8b-7961-4e7a-b16d-0868b1315bb1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(GarageQual)2.332568e+114.09.5703891.240803e-07
Residual8.372044e+121374.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(GarageQual) 2.332568e+11 4.0 9.570389 1.240803e-07\n", + "Residual 8.372044e+12 1374.0 NaN NaN" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_gar = df[['GarageType','GarageYrBlt', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual','GarageCond']][df.GarageQual.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(GarageQual)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "d3f19793-61f0-4d57-b9de-738e60f92029", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Attchd', 'Detchd', 'BuiltIn', 'CarPort', nan, 'Basment', '2Types'],\n", + " dtype=object)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageType.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "0dff217e-4235-4ee7-9c47-00347da6a269", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['RFn', 'Unf', 'Fin', nan], dtype=object)" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageFinish.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "476e3bec-4624-42fa-aeda-86cd87040a24", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['TA', 'Fa', 'Gd', nan, 'Ex', 'Po'], dtype=object)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageQual.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "eec39e10-b398-4c2c-adaf-a4b0597a27e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 74)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1 = df_1.drop(['GarageYrBlt'],axis = 1)\n", + "df_1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "4de80fef-8e3f-417a-9099-ac612b09e12f", + "metadata": {}, + "outputs": [], + "source": [ + "garage = ['GarageType', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual','GarageCond']\n", + "\n", + "for column in garage:\n", + " df_1[column] = df_1[column].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "79f4990d-2044-48f2-acfc-3452e10b0642", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['TA', 'Fa', 'Gd', 'None', 'Ex', 'Po'], dtype=object)" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.GarageQual.unique()" + ] + }, + { + "cell_type": "markdown", + "id": "6475f86d-9ea8-4c8e-99b4-88fbffc87912", + "metadata": {}, + "source": [ + " 2.2.2 Basement" + ] + }, + { + "cell_type": "markdown", + "id": "0f24eab6-8507-4289-a32d-9038d7421e4a", + "metadata": {}, + "source": [ + "- BsmtFinType2: Quality of second finished area (if present) \n", + "- BsmtExposure : Walkout or garden level basement walls \n", + "- BsmtQual : Height of the basement\n", + "- BsmtCond : General condition of the basement \n", + "- BsmtFinType1 : Quality of basement finished area" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "364ccdfc-32e8-4589-8991-64fd2031d495", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
BsmtFinType2BsmtFinType1BsmtExposureBsmtQualBsmtCond
0UnfGLQNoGdTA
1UnfALQGdGdTA
2UnfGLQMnGdTA
\n", + "
" + ], + "text/plain": [ + " BsmtFinType2 BsmtFinType1 BsmtExposure BsmtQual BsmtCond\n", + "0 Unf GLQ No Gd TA\n", + "1 Unf ALQ Gd Gd TA\n", + "2 Unf GLQ Mn Gd TA" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1[['BsmtFinType2', 'BsmtFinType1', 'BsmtExposure','BsmtQual','BsmtCond']].head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "dff45504-45e8-4802-85ad-3138d169a401", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(BsmtQual)4.066554e+123.0392.9135069.610615e-186
Residual4.895429e+121419.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(BsmtQual) 4.066554e+12 3.0 392.913506 9.610615e-186\n", + "Residual 4.895429e+12 1419.0 NaN NaN" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_bsmt = df[['BsmtFinType2', 'BsmtFinType1', 'BsmtExposure','BsmtQual','BsmtCond']][df.BsmtQual.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(BsmtQual)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "b39879fa-f57c-453d-b63a-d2b5f6a15a36", + "metadata": {}, + "outputs": [], + "source": [ + "bsmt = ['BsmtFinType2', 'BsmtFinType1', 'BsmtExposure','BsmtQual','BsmtCond']\n", + "\n", + "for column in bsmt:\n", + " df_1[column] = df_1[column].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "d284a802-853d-4514-91ef-fce2df07f5bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Unf', 'BLQ', 'None', 'ALQ', 'Rec', 'LwQ', 'GLQ'], dtype=object)" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.BsmtFinType2.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "9cb737f4-2b6f-47be-ab68-e9377b71e3d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.BsmtFinType2.isnull().sum()" + ] + }, + { + "cell_type": "markdown", + "id": "e87a1452-c63e-4958-a766-dd4727175a49", + "metadata": {}, + "source": [ + " 2.2.3 Masonry" + ] + }, + { + "cell_type": "markdown", + "id": "685d22bd-393a-4c28-8f05-820d9819dd95", + "metadata": {}, + "source": [ + "- MasVnrType: Masonry veneer type\n", + "- MasVnrArea: Masonry veneer area in square feet " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "8b6ffbdf-0813-49bc-8577-b41d3ad61a35", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
MasVnrTypeMasVnrArea
0BrkFace196.0
1None0.0
2BrkFace162.0
\n", + "
" + ], + "text/plain": [ + " MasVnrType MasVnrArea\n", + "0 BrkFace 196.0\n", + "1 None 0.0\n", + "2 BrkFace 162.0" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1[['MasVnrType', 'MasVnrArea']].head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "6d5042e0-45f3-4007-9f33-03e388ddac68", + "metadata": {}, + "outputs": [], + "source": [ + "df_1['MasVnrType'] = df_1['MasVnrType'].fillna('None')\n", + "df_1['MasVnrArea'] = df_1['MasVnrArea'].fillna(0)" + ] + }, + { + "cell_type": "markdown", + "id": "262357d1-c661-4a32-916e-bf5a3abf2ddb", + "metadata": {}, + "source": [ + " 2.2.4 Electrical" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "43dec2f1-8b50-4680-87c2-763dea119a34", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 SBrkr\n", + "1 SBrkr\n", + "2 SBrkr\n", + "3 SBrkr\n", + "4 SBrkr\n", + "Name: Electrical, dtype: object" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "08211624-b5a9-4738-9fa4-14db7df6b012", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['SBrkr', 'FuseF', 'FuseA', 'FuseP', 'Mix', nan], dtype=object)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f5db2d3b-5349-484d-af13-d4f58df94940", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
sum_sqdfFPR(>F)
C(Electrical)5.494534e+114.023.0676731.663249e-18
Residual8.658278e+121454.0NaNNaN
\n", + "
" + ], + "text/plain": [ + " sum_sq df F PR(>F)\n", + "C(Electrical) 5.494534e+11 4.0 23.067673 1.663249e-18\n", + "Residual 8.658278e+12 1454.0 NaN NaN" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_pool = df_1[['Electrical', 'GarageFinish', 'GarageCars', 'GarageArea', 'GarageQual','GarageCond']][df_1.Electrical.notnull()]\n", + "\n", + "model = ols('SalePrice ~ C(Electrical)', data = df).fit()\n", + "anova_table = sm.stats.anova_lm(model, typ=2)\n", + "anova_table" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "53f5cf92-8c5f-4999-a31c-0207759679be", + "metadata": {}, + "outputs": [], + "source": [ + "df_1['Electrical'] = df_1['Electrical'].fillna('None')" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "eb7bc13d-7dd8-4206-b474-1e0e494369e0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['SBrkr', 'FuseF', 'FuseA', 'FuseP', 'Mix', 'None'], dtype=object)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "e237c89e-09a7-46d0-b64e-a231775a983c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_1.Electrical.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "dff5c874-994b-48c2-8b9e-1052fbad219c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 74 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Id 1460 non-null int64 \n", + " 1 MSSubClass 1460 non-null int64 \n", + " 2 MSZoning 1460 non-null object \n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 LotShape 1460 non-null object \n", + " 6 LandContour 1460 non-null object \n", + " 7 Utilities 1460 non-null object \n", + " 8 LotConfig 1460 non-null object \n", + " 9 LandSlope 1460 non-null object \n", + " 10 Neighborhood 1460 non-null object \n", + " 11 Condition1 1460 non-null object \n", + " 12 Condition2 1460 non-null object \n", + " 13 BldgType 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 OverallQual 1460 non-null int64 \n", + " 16 OverallCond 1460 non-null int64 \n", + " 17 YearBuilt 1460 non-null int64 \n", + " 18 YearRemodAdd 1460 non-null int64 \n", + " 19 RoofStyle 1460 non-null object \n", + " 20 RoofMatl 1460 non-null object \n", + " 21 Exterior1st 1460 non-null object \n", + " 22 Exterior2nd 1460 non-null object \n", + " 23 MasVnrType 1460 non-null object \n", + " 24 MasVnrArea 1460 non-null float64\n", + " 25 ExterQual 1460 non-null object \n", + " 26 ExterCond 1460 non-null object \n", + " 27 Foundation 1460 non-null object \n", + " 28 BsmtQual 1460 non-null object \n", + " 29 BsmtCond 1460 non-null object \n", + " 30 BsmtExposure 1460 non-null object \n", + " 31 BsmtFinType1 1460 non-null object \n", + " 32 BsmtFinSF1 1460 non-null int64 \n", + " 33 BsmtFinType2 1460 non-null object \n", + " 34 BsmtFinSF2 1460 non-null int64 \n", + " 35 BsmtUnfSF 1460 non-null int64 \n", + " 36 TotalBsmtSF 1460 non-null int64 \n", + " 37 Heating 1460 non-null object \n", + " 38 HeatingQC 1460 non-null object \n", + " 39 CentralAir 1460 non-null object \n", + " 40 Electrical 1460 non-null object \n", + " 41 1stFlrSF 1460 non-null int64 \n", + " 42 2ndFlrSF 1460 non-null int64 \n", + " 43 LowQualFinSF 1460 non-null int64 \n", + " 44 GrLivArea 1460 non-null int64 \n", + " 45 BsmtFullBath 1460 non-null int64 \n", + " 46 BsmtHalfBath 1460 non-null int64 \n", + " 47 FullBath 1460 non-null int64 \n", + " 48 HalfBath 1460 non-null int64 \n", + " 49 BedroomAbvGr 1460 non-null int64 \n", + " 50 KitchenAbvGr 1460 non-null int64 \n", + " 51 KitchenQual 1460 non-null object \n", + " 52 TotRmsAbvGrd 1460 non-null int64 \n", + " 53 Functional 1460 non-null object \n", + " 54 Fireplaces 1460 non-null int64 \n", + " 55 GarageType 1460 non-null object \n", + " 56 GarageFinish 1460 non-null object \n", + " 57 GarageCars 1460 non-null int64 \n", + " 58 GarageArea 1460 non-null int64 \n", + " 59 GarageQual 1460 non-null object \n", + " 60 GarageCond 1460 non-null object \n", + " 61 PavedDrive 1460 non-null object \n", + " 62 WoodDeckSF 1460 non-null int64 \n", + " 63 OpenPorchSF 1460 non-null int64 \n", + " 64 EnclosedPorch 1460 non-null int64 \n", + " 65 3SsnPorch 1460 non-null int64 \n", + " 66 ScreenPorch 1460 non-null int64 \n", + " 67 PoolArea 1460 non-null int64 \n", + " 68 MiscVal 1460 non-null int64 \n", + " 69 MoSold 1460 non-null int64 \n", + " 70 YrSold 1460 non-null int64 \n", + " 71 SaleType 1460 non-null object \n", + " 72 SaleCondition 1460 non-null object \n", + " 73 SalePrice 1460 non-null int64 \n", + "dtypes: float64(1), int64(35), object(38)\n", + "memory usage: 844.2+ KB\n" + ] + } + ], + "source": [ + "df_1.info()" + ] + }, + { + "cell_type": "markdown", + "id": "1bc650c8-2ad9-404b-b24e-8f56dfb97640", + "metadata": {}, + "source": [ + "## 3. Correlations" + ] + }, + { + "cell_type": "markdown", + "id": "5f83cf28-5558-4546-a88a-db088ae3050d", + "metadata": {}, + "source": [ + "In order to select the most important variables to the SalePrice, the correlation of the whole df to SalePrice will be obtained. " + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "2957af2e-bf3b-43ae-a8a5-e7e65fd5a775", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
indexSalePrice
0SalePrice1.000000
1OverallQual0.790982
2GrLivArea0.708624
3GarageCars0.640409
4GarageArea0.623431
5TotalBsmtSF0.613581
61stFlrSF0.605852
7FullBath0.560664
8TotRmsAbvGrd0.533723
9YearBuilt0.522897
10YearRemodAdd0.507101
11MasVnrArea0.472614
12Fireplaces0.466929
13BsmtFinSF10.386420
14WoodDeckSF0.324413
152ndFlrSF0.319334
16OpenPorchSF0.315856
17HalfBath0.284108
18LotArea0.263843
19BsmtFullBath0.227122
20BsmtUnfSF0.214479
21BedroomAbvGr0.168213
22ScreenPorch0.111447
23PoolArea0.092404
24MoSold0.046432
253SsnPorch0.044584
26BsmtFinSF2-0.011378
27BsmtHalfBath-0.016844
28MiscVal-0.021190
29LowQualFinSF-0.025606
30YrSold-0.028923
31OverallCond-0.077856
32MSSubClass-0.084284
33EnclosedPorch-0.128578
34KitchenAbvGr-0.135907
\n", + "
" + ], + "text/plain": [ + " index SalePrice\n", + "0 SalePrice 1.000000\n", + "1 OverallQual 0.790982\n", + "2 GrLivArea 0.708624\n", + "3 GarageCars 0.640409\n", + "4 GarageArea 0.623431\n", + "5 TotalBsmtSF 0.613581\n", + "6 1stFlrSF 0.605852\n", + "7 FullBath 0.560664\n", + "8 TotRmsAbvGrd 0.533723\n", + "9 YearBuilt 0.522897\n", + "10 YearRemodAdd 0.507101\n", + "11 MasVnrArea 0.472614\n", + "12 Fireplaces 0.466929\n", + "13 BsmtFinSF1 0.386420\n", + "14 WoodDeckSF 0.324413\n", + "15 2ndFlrSF 0.319334\n", + "16 OpenPorchSF 0.315856\n", + "17 HalfBath 0.284108\n", + "18 LotArea 0.263843\n", + "19 BsmtFullBath 0.227122\n", + "20 BsmtUnfSF 0.214479\n", + "21 BedroomAbvGr 0.168213\n", + "22 ScreenPorch 0.111447\n", + "23 PoolArea 0.092404\n", + "24 MoSold 0.046432\n", + "25 3SsnPorch 0.044584\n", + "26 BsmtFinSF2 -0.011378\n", + "27 BsmtHalfBath -0.016844\n", + "28 MiscVal -0.021190\n", + "29 LowQualFinSF -0.025606\n", + "30 YrSold -0.028923\n", + "31 OverallCond -0.077856\n", + "32 MSSubClass -0.084284\n", + "33 EnclosedPorch -0.128578\n", + "34 KitchenAbvGr -0.135907" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "corr = df_1[df_1.columns[1:]].corr()['SalePrice'][:].sort_values(ascending = False).reset_index()\n", + "corr" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "1a2f9ffd-707c-4083-9708-58753c08e7f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SalePriceOverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAdd
02085007171025488568562820032003
1181500612622460126212622619761976
22235007178626089209202620012002
31400007171736427569611719151970
4250000821983836114511452920002000
....................................
14551750006164724609539532719992000
1456210000620732500154220732719781988
1457266500723401252115211882919412006
1458142125510781240107810781519501996
1459147500512561276125612561619651965
\n", + "

1460 rows × 11 columns

\n", + "
" + ], + "text/plain": [ + " SalePrice OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF \\\n", + "0 208500 7 1710 2 548 856 \n", + "1 181500 6 1262 2 460 1262 \n", + "2 223500 7 1786 2 608 920 \n", + "3 140000 7 1717 3 642 756 \n", + "4 250000 8 2198 3 836 1145 \n", + "... ... ... ... ... ... ... \n", + "1455 175000 6 1647 2 460 953 \n", + "1456 210000 6 2073 2 500 1542 \n", + "1457 266500 7 2340 1 252 1152 \n", + "1458 142125 5 1078 1 240 1078 \n", + "1459 147500 5 1256 1 276 1256 \n", + "\n", + " 1stFlrSF FullBath TotRmsAbvGrd YearBuilt YearRemodAdd \n", + "0 856 2 8 2003 2003 \n", + "1 1262 2 6 1976 1976 \n", + "2 920 2 6 2001 2002 \n", + "3 961 1 7 1915 1970 \n", + "4 1145 2 9 2000 2000 \n", + "... ... ... ... ... ... \n", + "1455 953 2 7 1999 2000 \n", + "1456 2073 2 7 1978 1988 \n", + "1457 1188 2 9 1941 2006 \n", + "1458 1078 1 5 1950 1996 \n", + "1459 1256 1 6 1965 1965 \n", + "\n", + "[1460 rows x 11 columns]" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_corr = df_1[corr[corr['SalePrice']>0.5]['index']]\n", + "df_corr" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35979f1d-d8de-420c-aaa2-1047d4f70cda", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "e8f41b1d-50cd-43b3-bcef-d5d9d665c856", + "metadata": {}, + "source": [ + "Through this analysis, and with the objective of select the most important and influential variables over the Sales price, we could select those with a corr value > 0.45. \n", + "\n", + "They could be used for linear regression. " + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "91f4c333-0b79-4dd0-b523-632049893c3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.pairplot(data = df_corr, y_vars = ['SalePrice'], x_vars = df_corr.columns[1:7])\n", + "sns.pairplot(data = df_corr, y_vars = ['SalePrice'], x_vars = df_corr.columns[7:14])" + ] + }, + { + "cell_type": "markdown", + "id": "fb37d8bf-06b4-4ed3-a4d7-29307cd19bab", + "metadata": {}, + "source": [ + "It can be visually appreciated the linear correspondence between the variables and the SalePrice" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "499c2974-8b94-46fb-b9f9-0185256a9c86", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 8, 6, 7, 9, 5, 11, 4, 10, 12, 3, 2, 14])" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_corr.TotRmsAbvGrd.unique()" + ] + }, + { + "cell_type": "markdown", + "id": "0350d23e-6dfb-4c0d-9f1d-5c52cdc1cdd5", + "metadata": {}, + "source": [ + "## 4. ANOVA" + ] + }, + { + "cell_type": "markdown", + "id": "2acad8c1-b413-463c-a21f-0378b36ed394", + "metadata": {}, + "source": [ + "Let's review the statistical significance of the variables.\n", + "\n", + "We'll review just those which p_values are < 0.05." + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "f30b6907-349c-43db-91e0-fb50f547ca69", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Unable to perform ANOVA test with 1stFlrSF\n", + "Unable to perform ANOVA test with 2ndFlrSF\n", + "Unable to perform ANOVA test with 3SsnPorch\n" + ] + }, + { + "data": { + "text/plain": [ + "{'MSSubClass': 8.662166266091296e-79,\n", + " 'MSZoning': 8.817633866271897e-35,\n", + " 'LotArea': 6.5908196547961145e-50,\n", + " 'LotShape': 6.447523852010117e-25,\n", + " 'LandContour': 2.7422167521374613e-08,\n", + " 'LotConfig': 3.1631674736034586e-06,\n", + " 'Neighborhood': 1.558600282770091e-225,\n", + " 'Condition1': 8.904549416138158e-08,\n", + " 'Condition2': 0.04342565836094042,\n", + " 'BldgType': 2.0567364604967015e-10,\n", + " 'HouseStyle': 3.376776535120862e-25,\n", + " 'OverallQual': 0.0,\n", + " 'OverallCond': 7.962288819949257e-38,\n", + " 'YearBuilt': 9.128103646615598e-107,\n", + " 'YearRemodAdd': 2.3547477020621105e-76,\n", + " 'RoofStyle': 3.653523047098502e-17,\n", + " 'RoofMatl': 7.231444779987624e-08,\n", + " 'Exterior1st': 2.5860887286370804e-43,\n", + " 'Exterior2nd': 4.842185670698133e-43,\n", + " 'MasVnrType': 4.793331178119194e-65,\n", + " 'MasVnrArea': 2.015881598244982e-54,\n", + " 'ExterQual': 1.4395510967780529e-204,\n", + " 'ExterCond': 5.106680608671862e-07,\n", + " 'Foundation': 5.791895002231574e-91,\n", + " 'BsmtQual': 9.610615106781709e-186,\n", + " 'BsmtCond': 5.136900937702552e-09,\n", + " 'BsmtExposure': 1.022670629183227e-42,\n", + " 'BsmtFinType1': 1.8077310066858572e-63,\n", + " 'BsmtFinSF1': 1.4799695510403932e-26,\n", + " 'BsmtFinType2': 0.019410089690234594,\n", + " 'BsmtUnfSF': 1.6361063234707874e-08,\n", + " 'TotalBsmtSF': 1.2682492252063745e-88,\n", + " 'Heating': 0.0007534721064453344,\n", + " 'HeatingQC': 2.6670620921040538e-67,\n", + " 'CentralAir': 1.8095061559266183e-22,\n", + " 'Electrical': 1.663248781473492e-18,\n", + " 'GrLivArea': 1.1649738558255367e-90,\n", + " 'BsmtFullBath': 2.88243552729416e-17,\n", + " 'FullBath': 3.8021879324489406e-129,\n", + " 'HalfBath': 1.609144945403053e-31,\n", + " 'BedroomAbvGr': 3.3043196450456234e-16,\n", + " 'KitchenAbvGr': 2.011735142857372e-06,\n", + " 'KitchenQual': 3.032212752839544e-192,\n", + " 'TotRmsAbvGrd': 1.1917103366526644e-103,\n", + " 'Functional': 0.0004841696801078294,\n", + " 'Fireplaces': 4.421001030725402e-83,\n", + " 'GarageType': 1.247153670659079e-66,\n", + " 'GarageFinish': 1.1991165312294262e-93,\n", + " 'GarageCars': 1.1211287650606748e-211,\n", + " 'GarageArea': 1.0705140248740953e-158,\n", + " 'GarageQual': 1.240802647801658e-07,\n", + " 'GarageCond': 1.3097143055289643e-07,\n", + " 'PavedDrive': 1.8035688906512255e-18,\n", + " 'WoodDeckSF': 2.9149019687647105e-35,\n", + " 'OpenPorchSF': 5.057704418604986e-49,\n", + " 'ScreenPorch': 0.036758595193084345,\n", + " 'PoolArea': 2.3410470985443083e-09,\n", + " 'SaleType': 5.039766889461878e-42,\n", + " 'SaleCondition': 7.988268404989587e-44,\n", + " 'SalePrice': 0.0}" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ss_col = {}\n", + "\n", + "for i in df_1.columns: \n", + " try:\n", + " model = ols(f'SalePrice ~ C({i})', data = df).fit()\n", + " \n", + " if model.f_pvalue < 0.05: \n", + " \n", + " ss_col[i] = model.f_pvalue\n", + " except:\n", + " print(f'Unable to perform ANOVA test with {i}')\n", + " \n", + "ss_col\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7dc5d37c-4cd3-436f-ba04-59df95846792", + "metadata": {}, + "outputs": [], + "source": [ + "len(ss_col)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c13c39f8-e06c-4365-908b-41c7884f50d2", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "aa876541-223a-4ed4-8912-d786efa64306", + "metadata": {}, + "source": [ + "The number of statistical important variables through ANOVA test is high. \n", + "\n", + "Nevertheless it does not make sense to be comparing the variances between several variables that don't even have the same units. The value of the ANOVA is for comparing distributions. \n", + "\n", + "For the following steps will keep the 13 selected variables through the Pearson \n", + "correlation." + ] + }, + { + "cell_type": "markdown", + "id": "c81c16fc-d641-467b-b085-77a14eb28a8f", + "metadata": {}, + "source": [ + "## 5. Hypothesis Test" + ] + }, + { + "cell_type": "markdown", + "id": "1ef6aaf1-1464-4c5e-b436-f54c2c5d374e", + "metadata": {}, + "source": [ + "The following hypothesis test will review the significance of the continuos and categorical variables. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "699491e7-4684-4b22-a3a0-871517a50847", + "metadata": {}, + "outputs": [], + "source": [ + "df_corr.shape" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "deade946-c5ce-479c-8d7c-83d3e8546b09", + "metadata": {}, + "outputs": [], + "source": [ + "df_corr.head().T" + ] + }, + { + "cell_type": "markdown", + "id": "e0c475ac-f062-48ac-9644-341cd7acba97", + "metadata": {}, + "source": [ + " 5.1 Continuous" + ] + }, + { + "cell_type": "markdown", + "id": "d8627e34-ff86-475f-af91-e65a49de1a8f", + "metadata": {}, + "source": [ + "- Ho: mu(Sale Price) = mu(Column i) >> This variable IS NOT relevant for the SalePrice\n", + "- Hi: mu(Sale Price) != mu(Column i) >> This variable IS relevant for the SalePrice" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "c14ddeee-9cb4-427c-b9dc-d3a80282f36f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ho is rejected for GrLivArea, with a confidence of 100.0%\n", + "Ho is rejected for GarageArea, with a confidence of 100.0%\n", + "Ho is rejected for TotalBsmtSF, with a confidence of 100.0%\n", + "Ho is rejected for YearBuilt, with a confidence of 100.0%\n", + "Ho is rejected for YearRemodAdd, with a confidence of 100.0%\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp_mean = df_corr.SalePrice.mean()\n", + "\n", + "h_test_cont = []\n", + "\n", + "\n", + "cont = ['GrLivArea','GarageArea','TotalBsmtSF','YearBuilt','YearRemodAdd']\n", + "\n", + "for column in cont: \n", + " \n", + " t,p = ttest_1samp(df_corr[df_corr[column]> df_1[column].mean()]['SalePrice'], sp_mean)\n", + " \n", + " if p < 0.05:\n", + " print(f'Ho is rejected for {column}, with a confidence of {round((1-p)*100,2)}%')\n", + " else: \n", + " print(f'Ho cannot be rejected for {column}, p_value {round(p,2)}')\n", + " \n", + "h_test_cont" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c99369f9-1a2e-4488-8ad0-a31f7f102814", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "9918ea89-96c5-4452-92f3-081ebea7dd7a", + "metadata": {}, + "source": [ + " 5.2 Categorical" + ] + }, + { + "cell_type": "markdown", + "id": "f35bf4a5-b354-46aa-ae51-a7b51f612e92", + "metadata": {}, + "source": [ + "- Ho: mu(Sale Price) = mu(Column i) >> This variable IS NOT relevant for the SalePrice\n", + "- Hi: mu(Sale Price) != mu(Column i) >> This variable IS relevant for the SalePrice" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "477dd791-c229-4b3c-be82-f846c71b3489", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Ho is rejected for OverallQual, with a confidence of 100.0%\n", + "Ho is rejected for GarageCars, with a confidence of 100.0%\n", + "Ho is rejected for FullBath, with a confidence of 100.0%\n" + ] + }, + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 129, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sp_mean = df_corr.SalePrice.mean()\n", + "\n", + "h_test_cat = []\n", + "\n", + "\n", + "cont = ['OverallQual','GarageCars','FullBath']\n", + "\n", + "for column in cont: \n", + " \n", + " t,p = ttest_1samp(df_corr[df_corr[column]> df_1[column].mean()]['SalePrice'], sp_mean)\n", + " \n", + " if p < 0.05:\n", + " print(f'Ho is rejected for {column}, with a confidence of {round((1-p)*100,2)}%')\n", + " else: \n", + " print(f'Ho cannot be rejected for {column}, p_value {round(p,2)}')\n", + " \n", + "h_test_cat" + ] + }, + { + "cell_type": "markdown", + "id": "aab6294d-9916-4921-b522-55855e2fbe7e", + "metadata": {}, + "source": [ + "Continuous and categorical variables are significant. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "e3fefd2c-f88a-4209-ab90-501306fa255a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "c94f8875-047c-477b-a09f-479c3c3519ad", + "metadata": {}, + "source": [ + "## 6. Linear Regression" + ] + }, + { + "cell_type": "markdown", + "id": "0392881f-1ce1-4bfc-be6b-af7153e218db", + "metadata": {}, + "source": [ + "Hypothesis testing is used to confirm if our beta coefficients are significant in a linear regression model. Every time we run the linear regression model, we test if the line is significant or not by checking if the coefficient is significant. " + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "03289b41-e60d-48a5-9f46-8bf67a59f13e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 27)" + ] + }, + "execution_count": 158, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# First get dummmies is applied for the categorical variables. \n", + "\n", + "df_corr_1 = pd.get_dummies(df_corr, columns = ['OverallQual','GarageCars','FullBath'])\n", + "df_corr_1.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "e3b41659-5dd7-42fe-ae91-2699f11df557", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 27 columns):\n", + " # Column Non-Null Count Dtype\n", + "--- ------ -------------- -----\n", + " 0 SalePrice 1460 non-null int64\n", + " 1 GrLivArea 1460 non-null int64\n", + " 2 GarageArea 1460 non-null int64\n", + " 3 TotalBsmtSF 1460 non-null int64\n", + " 4 1stFlrSF 1460 non-null int64\n", + " 5 TotRmsAbvGrd 1460 non-null int64\n", + " 6 YearBuilt 1460 non-null int64\n", + " 7 YearRemodAdd 1460 non-null int64\n", + " 8 OverallQual_1 1460 non-null uint8\n", + " 9 OverallQual_2 1460 non-null uint8\n", + " 10 OverallQual_3 1460 non-null uint8\n", + " 11 OverallQual_4 1460 non-null uint8\n", + " 12 OverallQual_5 1460 non-null uint8\n", + " 13 OverallQual_6 1460 non-null uint8\n", + " 14 OverallQual_7 1460 non-null uint8\n", + " 15 OverallQual_8 1460 non-null uint8\n", + " 16 OverallQual_9 1460 non-null uint8\n", + " 17 OverallQual_10 1460 non-null uint8\n", + " 18 GarageCars_0 1460 non-null uint8\n", + " 19 GarageCars_1 1460 non-null uint8\n", + " 20 GarageCars_2 1460 non-null uint8\n", + " 21 GarageCars_3 1460 non-null uint8\n", + " 22 GarageCars_4 1460 non-null uint8\n", + " 23 FullBath_0 1460 non-null uint8\n", + " 24 FullBath_1 1460 non-null uint8\n", + " 25 FullBath_2 1460 non-null uint8\n", + " 26 FullBath_3 1460 non-null uint8\n", + "dtypes: int64(8), uint8(19)\n", + "memory usage: 118.5 KB\n" + ] + } + ], + "source": [ + "df_corr_1.info()" + ] + }, + { + "cell_type": "markdown", + "id": "4f370cb3-9826-4ae4-8fc7-b5932e291ffe", + "metadata": {}, + "source": [ + "### 6.1 Sklearn" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "6ac03419-881a-446e-b4cc-43d8eac1d92f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 208500\n", + "1 181500\n", + "2 223500\n", + "3 140000\n", + "4 250000\n", + " ... \n", + "1455 175000\n", + "1456 210000\n", + "1457 266500\n", + "1458 142125\n", + "1459 147500\n", + "Name: SalePrice, Length: 1460, dtype: int64" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_sp = df_corr['SalePrice']\n", + "df_sp" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c1de3c29-08d3-4ed9-aa5a-14bf56bde7ad", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "8f2f0cf2-3246-44a1-954a-c5abbc907c2c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
GrLivAreaGarageAreaTotalBsmtSF1stFlrSFTotRmsAbvGrdYearBuiltYearRemodAddOverallQual_1OverallQual_2OverallQual_3...OverallQual_10GarageCars_0GarageCars_1GarageCars_2GarageCars_3GarageCars_4FullBath_0FullBath_1FullBath_2FullBath_3
01710548856856820032003000...0001000010
1126246012621262619761976000...0001000010
21786608920920620012002000...0001000010
31717642756961719151970000...0000100100
4219883611451145920002000000...0000100010
\n", + "

5 rows × 26 columns

\n", + "
" + ], + "text/plain": [ + " GrLivArea GarageArea TotalBsmtSF 1stFlrSF TotRmsAbvGrd YearBuilt \\\n", + "0 1710 548 856 856 8 2003 \n", + "1 1262 460 1262 1262 6 1976 \n", + "2 1786 608 920 920 6 2001 \n", + "3 1717 642 756 961 7 1915 \n", + "4 2198 836 1145 1145 9 2000 \n", + "\n", + " YearRemodAdd OverallQual_1 OverallQual_2 OverallQual_3 ... \\\n", + "0 2003 0 0 0 ... \n", + "1 1976 0 0 0 ... \n", + "2 2002 0 0 0 ... \n", + "3 1970 0 0 0 ... \n", + "4 2000 0 0 0 ... \n", + "\n", + " OverallQual_10 GarageCars_0 GarageCars_1 GarageCars_2 GarageCars_3 \\\n", + "0 0 0 0 1 0 \n", + "1 0 0 0 1 0 \n", + "2 0 0 0 1 0 \n", + "3 0 0 0 0 1 \n", + "4 0 0 0 0 1 \n", + "\n", + " GarageCars_4 FullBath_0 FullBath_1 FullBath_2 FullBath_3 \n", + "0 0 0 0 1 0 \n", + "1 0 0 0 1 0 \n", + "2 0 0 0 1 0 \n", + "3 0 0 1 0 0 \n", + "4 0 0 0 1 0 \n", + "\n", + "[5 rows x 26 columns]" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "\n", + "df_corr_1 = df_corr_1.drop(['SalePrice'],axis = 1)\n", + "df_corr_1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "7e1c4c70-1b03-4b01-b48e-6050796edf47", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "dd78b234-6b6e-441b-91f7-3d96b0b0b79f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0.37033344, 0.35100032, -0.45930254, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " [-0.48251191, -0.06073101, 0.46646492, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " [ 0.51501256, 0.63172623, -0.31336875, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " ...,\n", + " [ 1.56964722, -1.03391416, 0.21564122, ..., -0.89580642,\n", + " 0.94923215, -0.1520705 ],\n", + " [-0.83278768, -1.09005935, 0.04690528, ..., 1.11631261,\n", + " -1.05348308, -0.1520705 ],\n", + " [-0.49393395, -0.9216238 , 0.45278362, ..., 1.11631261,\n", + " -1.05348308, -0.1520705 ]])" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_std = StandardScaler().fit_transform(df_corr_1)\n", + "df_std" + ] + }, + { + "cell_type": "code", + "execution_count": 185, + "id": "03fe0858-7004-43fc-825f-b93f1af793fe", + "metadata": {}, + "outputs": [], + "source": [ + "x_train , x_test , y_train , y_test = train_test_split (df_std, df_sp, test_size = 0.30)" + ] + }, + { + "cell_type": "code", + "execution_count": 207, + "id": "3a66e0b2-4564-4907-b247-4ec75c5ff921", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8341396004426043" + ] + }, + "execution_count": 207, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "reg = LinearRegression().fit(x_train, y_train)\n", + "r2_sk = reg.score(x_test,y_test)\n", + "r2_sk" + ] + }, + { + "cell_type": "code", + "execution_count": 187, + "id": "c8cf4bc7-26e4-482f-8b0c-349f9e209558", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ActualPredictedDif
1058335000361051.64979026051.649790
11345000385276.37358940276.373589
464124000110797.759673-13202.240327
521150000142111.293875-7888.706125
1367127000139552.23709512552.237095
............
604221000208314.792999-12685.207001
965178900177696.928828-1203.071172
1070135000118226.838134-16773.161866
513134000155326.23410921326.234109
238318000292594.187068-25405.812932
\n", + "

438 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Actual Predicted Dif\n", + "1058 335000 361051.649790 26051.649790\n", + "11 345000 385276.373589 40276.373589\n", + "464 124000 110797.759673 -13202.240327\n", + "521 150000 142111.293875 -7888.706125\n", + "1367 127000 139552.237095 12552.237095\n", + "... ... ... ...\n", + "604 221000 208314.792999 -12685.207001\n", + "965 178900 177696.928828 -1203.071172\n", + "1070 135000 118226.838134 -16773.161866\n", + "513 134000 155326.234109 21326.234109\n", + "238 318000 292594.187068 -25405.812932\n", + "\n", + "[438 rows x 3 columns]" + ] + }, + "execution_count": 187, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred = reg.predict(x_test)\n", + "\n", + "df_pred=pd.DataFrame({'Actual':y_test,'Predicted':pred,'Dif':pred-y_test})\n", + "df_pred" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "65fea2e4-be10-406c-9015-1c84d294fb1c", + "metadata": {}, + "outputs": [], + "source": [ + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 188, + "id": "42e43e4a-8ef5-4ee7-83ad-8128cb17dc9f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAucAAAHwCAYAAAAFPMF2AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOzddXicVfbA8e8dj3uaJmma1Ju6UqAUd/eiBYov+8MXWNxlF2dxtwKLw1KcoqU0dddU08Zlksn4/f0xkzRp0jY+k/R8nidP79zM+75n0siZ+557r9JaI4QQQgghhAg9Q6gDEEIIIYQQQgRIci6EEEIIIUSYkORcCCGEEEKIMCHJuRBCCCGEEGFCknMhhBBCCCHChCTnQgghhBBChAlJzoUQohWUUhcopX5r7efChVLqAKXUqlDH0R0ppWYqpaaFOg4hRM8mybkQQuxEKTVZKfWHUqpSKVWmlPpdKTUh1HG1hlJqg1LqsJ37tda/aq0HhyimC5RSPqVUtVKqSim1SCl1XChiaQut9dFa6zdCHYcQomeT5FwIIRpQSsUCXwJPA4lABnA34AphTKZQXbujNHgNs7XW0UA88CzwnlIqvhOuZ+zocwohRFeQ5FwIIRobBKC1nqG19mmta7XW32qtFzf3ZKXUv5RSvyml4pr53BCl1HfB0fdVSqkzGnzuWKXUguAI8mal1F0NPpetlNJKqelKqU3Aj3UlM0qpfyulypVS+Uqpo1v74pRSBymltjR4vEEpdYNSanHwTsH7Silbg88fp5RaqJSqCN5NGNngczcrpdYppexKqeVKqZMbfO6C4B2Hx5VSZUD96wt+ff3AW0AUMDB4jDX4+jYppQqVUs8rpSIanPMfSqltSqkCpdTFwa/RgODnXldKPaeU+kopVQMcrJRKV0p9pJQqDn69/q/BuSYqpfKCX/9CpdRjwX6bUuptpVRp8DXPVUr1Cn5ullLq4mDboJS6TSm1USlVpJR6s+57oMH/37TgaylRSt3a2v8rIcTeSZJzIYRobDXgU0q9oZQ6WimV0NyTgsnZS8BI4AitdeVOn48CvgPeBVKBs4BnlVLDgk+pAc4nMIJ8LHCFUuqknS5zIDAUODL4eB9gFZAMPAK8opRS7Xitdc4AjgJygq/nguBrGAu8ClwGJAEvAJ8rpazB49YBBwBxBO4uvK2U6t3gvPsA6wm8/vsbXjA4sn0h4AE2BrsfJvDmaDQwgMBdizuCzz8KuA44LPi5A5t5HWcHrxMD/AF8ASwKnudQ4BqlVN3X8kngSa11LNAf+CDYPy34evoEX/PlQG0z17og+HEw0A+IBp7Z6TmTgcHBa9+hlBrazHmEEKIRSc6FEKIBrXUVgaRKAy8BxUqpz+tGT4PMwAwCZS/Ha60dzZzqOGCD1vo1rbVXaz0f+Ag4LXidWVrrJVprf3BUfgZNE867tNY1Wuu65HCj1volrbUPeAPoDfSi/Z7SWhdorcsIJLSjg/2XAC9orecE7yK8QaC8Z1LwNfw3eJxfa/0+sAaY2OC8BVrrp4Ovv+41TFJKVQBO4N/AuVrrouCbjEuAa7XWZVprO/AAMDV43BnAa1rrZcGv993NvI7PtNa/B0flRwApWut7tNZurfV6Av+fdefzAAOUUsla62qt9Z8N+pOAAcHXPC/4PbGzc4DHtNbrtdbVwC3A1J1KkO4O3nlZROBNwqhmv/pCCNGAJOdCCLETrfUKrfUFWutMYDiQDjzR4CkDgBMJJF/uXZymL7BPsDSiIpiQngOkASil9lFK/RQsuagkMEKbvNM5Nu/0eHuDGOveEES3+gU2tb1B29HgnH2B63d6DX0IfD1QSp3foOSlgsDXquFr2Dl+gD+11vFAAvA5gZF3gBQgEpjX4HxfB/sJXrPh+Zo7d8O+vkD6TrH/kx1vZqYTGKVfGSxdqZuY+hbwDYFa+AKl1CNKKXMz10pnx4g/wbaJxm+WdvV1FUKIXZLkXAghdkNrvRJ4nUDiWWcFgZKMmUqpXa18shn4WWsd3+AjWmt9RfDz7xJITvtoreOA54GdS1R0R72ONtoM3L/Ta4jUWs9QSvUlMBJ9FZAUTLiX0vg17DL+4GjzlcB5SqkxQAmB8pFhDa4VF5w8CrANyGxwij7NnXan2PN3ij1Ga31M8PprtNZnESi5eRj4UCkVpbX2aK3v1lrnAvsRuANyfjPXKiDwBqBOFuAFCnf1moUQoiUkORdCiAZUYBLn9UqpzODjPgTqxf9s+Dyt9QwCI7HfK6X6N3OqL4FBSqnzlFLm4MeEBnXHMUCZ1tqplJpIoF66o5mDExzrPlq76stLwOXBUX6llIpSgYmsMQQmcmqgGEApdSGN38Dskda6FHgZuCNYivIS8LhSKjV4zowGNeIfABcqpYYqpSIJ1qLvxl9AlVLqJqVUhFLKqJQaroJLYiqlzlVKpQSvWxE8xqeUOlgpNSJYE19FoMzF18z5ZwDXKqVylFLRBEpw3tdae1vzNRBCiJ1Jci6EEI3ZCUxknKMCq378SWBE+Pqdnxiswb6HwGoq2Tt9zg4cQaDGuYBAicPDQN1kyiuBe5RSdgKJ5gd0vK8IjEbXfdzVmoO11nkE6sCfAcqBtQQni2qtlwOPArMJjBaPAH5vQ4xPAMeowCowNwWv8adSqgr4nsCESrTWM4GngJ+Cz5kdPL7ZJS6DdfnHE6ifzycwMv8ygcmeEJgAu0wpVU1gcuhUrbWTQNnRhwQS8xXAz8DbzVziVQIlML8Ez+8E/t6G1y+EEI0orUN911QIIYRoneAdiKWAVUarhRA9iYycCyGE6BaUUicrpSzB5S0fBr6QxFwI0dNIci6EEKK7uIxAjfs6AnXgV+z+6UII0f1IWYsQQgghhBBhQkbOhRBCCCGECBOSnAshhBBCCBEmWrvmbY+VnJyss7OzQx2GEEIIIYTo4ebNm1eitU5p7nOSnAdlZ2eTl5cX6jCEEEIIIUQPp5TauKvPSVmLEEIIIYQQYUKScyGEEEIIIcKEJOdCCCGEEEKECak5F0IIIYQQjXg8HrZs2YLT6Qx1KN2azWYjMzMTs9nc4mMkORdCCCGEEI1s2bKFmJgYsrOzUUqFOpxuSWtNaWkpW7ZsIScnp8XHSVmLEEIIIYRoxOl0kpSUJIl5OyilSEpKavXdB0nOhRBCCCFEE5KYt19bvoaSnAshhBBCiLD0ySefoJRi5cqVu33eE088gcPhaPN1Xn/9da666qo2H9+RJDkXQgghhBBhacaMGUyePJn33ntvt89rb3IeTiQ5F0IIIYQQ7VLz8SdsnziJrZlZbJ84iZqPP2n3Oaurq/n999955ZVX6pNzn8/HDTfcwIgRIxg5ciRPP/00Tz31FAUFBRx88MEcfPDBAERHR9ef58MPP+SCCy4A4IsvvmCfffZhzJgxHHbYYRQWFrY7zo4mq7UIIYQQQog2q/n4Eyr/cRO6thYA39atVP7jJgCiTjm5zef99NNPOeqooxg0aBCJiYnMnz+fOXPmkJ+fz4IFCzCZTJSVlZGYmMhjjz3GTz/9RHJy8m7POXnyZP7880+UUrz88ss88sgjPProo22OsTNIci6EEEIIIdrM/tDD9Yl5HV1bi/2hh9uVnM+YMYNrrrkGgKlTpzJjxgzWr1/P5ZdfjskUSGETExNbdc4tW7Zw5plnsm3bNtxud6uWOOwqkpwLIYQQQog28xUUtKq/JUpLS/nxxx9ZunQpSil8Ph9KKcaNG9eiFVAaPqfhUoZ///vfue666zjhhBOYNWsWd911V5tj7CxScy6EEEIIIdrMmJ7eqv6W+PDDDzn//PPZuHEjGzZsYPPmzeTk5DB27Fief/55vF4vAGVlZQDExMRgt9vrj+/VqxcrVqzA7/fzySc76t8rKyvJyMgA4I033mhzfJ1JknMhhBBCiFbwV1fjWbceXxhOJgyFmJtvQkVENOpTERHE3HxTm885Y8YMTj65cUnMqaeeSkFBAVlZWYwcOZJRo0bx7rvvAnDppZdy9NFH108IfeihhzjuuOM45JBD6N27d/057rrrLk4//XQOOOCAPdanh4rSWoc6hrAwfvx4nZeXF+owhBBCCBHGPKtWU3nnXbh+/RVDr17EP/gAtkMPQZl6VqXwihUrGDp0aIufX/PxJ9gfehhfQQHG9HRibr6pXfXmPUlzX0ul1Dyt9fjmnt+zvpOEEEIIITqJv7qaytvvwPX774HHhYWUXXwJKTP/h2X48BBHF1pRp5wsyXgHkbIWIYQQQogW8BUW1ifm9fx+vOvWhyYg0SNJci6EEEII0QKGqCgMqalN+5Nat5yfELsjybkQQgghRAsY09KIf/ABMOxInyJOOB5zK2qzhdgTqTkXQgghhGgh26GHkPLV//CuX48hMRFz7lCMSUmhDkv0IJKcCyGEEEK0kDKbsYwYjmXE3j0BVHQeKWsRQgghhBBhx2g0Mnr0aIYPH87pp5+Ow+Fo87kuuOACPvzwQwAuvvhili9fvsvnzpo1iz/++KPV18jOzqakpKTNMdaR5FwIIYQQQoSdiIgIFi5cyNKlS7FYLDz//PONPu/z+dp03pdffpnc3Nxdfr6tyXlHkeRcCCGEEEK0mcfr55q35nHNW/NwuLz1bY/X32HXOOCAA1i7di2zZs3i4IMP5uyzz2bEiBH4fD5uvPFGJkyYwMiRI3nhhRcA0Fpz1VVXkZuby7HHHktRUVH9uQ466CDqNp78+uuvGTt2LKNGjeLQQw9lw4YNPP/88zz++OOMHj2aX3/9leLiYk499VQmTJjAhAkT+D24nGZpaSlHHHEEY8aM4bLLLqOjNvaUmnMhhBBCCNFmN85YwIINZQCc8OjPeHz++v4nzhvX7vN7vV5mzpzJUUcdBcBff/3F0qVLycnJ4cUXXyQuLo65c+ficrnYf//9OeKII1iwYAGrVq1iyZIlFBYWkpuby0UXXdTovMXFxVxyySX88ssv5OTkUFZWRmJiIpdffjnR0dHccMMNAJx99tlce+21TJ48mU2bNnHkkUeyYsUK7r77biZPnswdd9zB//73P1588cV2v1aQ5FwIIYQQQnQAl9ePKzhabjW1vzijtraW0aNHA4GR8+nTp/PHH38wceJEcnJyAPj2229ZvHhxfT15ZWUla9as4ZdffuGss87CaDSSnp7OIYcc0uT8f/75J1OmTKk/V2Ji8+vVf//9941q1KuqqrDb7fzyyy98/PHHABx77LEkJCS0+zWDJOdCCCGEEKIdHjhjFCc8+nN9Yg5gNhp48MxR7TpvXc35zqKiourbWmuefvppjjzyyEbP+eqrr1BK7fb8Wus9PgfA7/cze/ZsIiIimnyuJce3ltScCyGEEEKINvvnB4vqS1nqeHx+bnl/Uadf+8gjj+S5557D4/EAsHr1ampqapgyZQrvvfcePp+Pbdu28dNPPzU5dt999+Xnn38mPz8fgLKyQGlOTEwMdru9/nlHHHEEzzzzTP3jujcMU6ZM4Z133gFg5syZlJeXd8hrkuRcCCGEEEK0m9VkINpq6pCSlpa6+OKLyc3NZezYsQwfPpzLLrsMr9fLySefzMCBAxkxYgRXXHEFBx54YJNjU1JSePHFFznllFMYNWoUZ555JgDHH388n3zySf2E0Keeeoq8vDxGjhxJbm5u/aoxd955J7/88gtjx47l22+/JSsrq0Nek+qomaXd3fjx43XdzF0hhBBCiL3ZihUrGDp0aIue6/H6uXHGAiBQ4vLPDwIj5v86awzmLkzUw1VzX0ul1Dyt9fjmni8150IIIYQQos3MJkOjVVk6YoWWvZm8nRFCCCGEECJMSHIuhBBCCCFEmJDkXAghhBBCNCHzEtuvLV9DSc6FEEIIIUQjNpuN0tJSSdDbQWtNaWkpNputVcfJhFAhhBBCCNFIZmYmW7Zsobi4ONShdGs2m43MzMxWHSPJuRBCCCGEaMRsNtdvay+6lpS1CCGEEEIIESY6LTlXSg1WSi1s8FGllLpGKZWolPpOKbUm+G9Cg2NuUUqtVUqtUkod2aB/nFJqSfBzTymlVLDfqpR6P9g/RymV3eCYacFrrFFKTeus1ymEEEIIIURH6bTkXGu9Sms9Wms9GhgHOIBPgJuBH7TWA4Efgo9RSuUCU4FhwFHAs0opY/B0zwGXAgODH0cF+6cD5VrrAcDjwMPBcyUCdwL7ABOBOxu+CRBCCCGEECIcdVVZy6HAOq31RuBE4I1g/xvAScH2icB7WmuX1jofWAtMVEr1BmK11rN1YMrwmzsdU3euD4FDg6PqRwLfaa3LtNblwHfsSOiFEEIIIYQIS12VnE8FZgTbvbTW2wCC/6YG+zOAzQ2O2RLsywi2d+5vdIzW2gtUAkm7OZcQQgghhBBhq9OTc6WUBTgB+O+entpMn95Nf1uPaRjbpUqpPKVUniwVJIQQQgghQq0rRs6PBuZrrQuDjwuDpSoE/y0K9m8B+jQ4LhMoCPZnNtPf6BillAmIA8p2c65GtNYvaq3Ha63Hp6SktPkFCiGEEEII0RG6Ijk/ix0lLQCfA3Wrp0wDPmvQPzW4AksOgYmffwVLX+xKqUnBevLzdzqm7lynAT8G69K/AY5QSiUEJ4IeEewTQgghhBAibHXqJkRKqUjgcOCyBt0PAR8opaYDm4DTAbTWy5RSHwDLAS/wN621L3jMFcDrQAQwM/gB8ArwllJqLYER86nBc5Uppe4F5gafd4/WuqxTXqQQQgghhBAdRAUGmsX48eN1Xl5eqMMQQgghhBA9nFJqntZ6fHOfkx1ChRBCCCGECBOSnAshhBBCCBEmJDkXQgghhBAiTEhyLoQQQgghRJiQ5FwIIYQQQogwIcm5EEIIIYQQYUKScyGEEEIIIcKEJOdCCCGEEEKECUnOhRBCCCGECBOSnAshhBBCCBEmJDkXQgghhBAiTEhyLoQQQgghRJiQ5FwIIYQQQogwIcm5EEIIIYQQYUKScyGEEEIIIcKEJOdCCCGEEEKECUnOhRBCCCGECBOSnAshhBBCCBEmJDkXQgghhBAiTEhyLoQQQgghRJiQ5FwIIYQQQogwIcm5EEIIIYQQYUKScyGEEEIIIcKEJOdCCCGEEEKECUnOhRBCCCGECBOSnAshhBBCCBEmJDkXQgghhBAiTEhyLoQQQgghRJiQ5FwIIYQQQogwIcm5EEIIIYQQYUKScyGEEEIIIcKEJOdCCCGEEEKECUnOhRBCCCGECBOmUAcghBBCCBGOtM+Hd8NGtMOBqU8mhvj4UIck9gIyci6EEEIIsRO/3U71y69QdPgRFB91NCXnnIdn9epQhyX2ApKcCyGEEELsxL1kCVX33AsuFwCehQupevQx/MHHQnQWSc6FEEIIIXbi27ChSZ/z+x/wl5R0fTBiryLJuRBCCCHETgy9ejXpMw8fhoqNDUE0Ym8iybkQQgghxE4sI0cSceKJ9Y9VTAxxd9yOMSYmhFGJvYGs1iKEEEIIsRNjSgpxD9xH1LTz8VdXY+qXgzknJ9Rhib2AJOdCCCGEEM0wxsdj3GdiqMMQexkpaxFCCCGEECJMSHIuhBBCCCFEmJDkXAghhBBCiDAhybkQQgghhBBhQpJzIYQQQgghwoQk50IIIYQQQoSJTk3OlVLxSqkPlVIrlVIrlFL7KqUSlVLfKaXWBP9NaPD8W5RSa5VSq5RSRzboH6eUWhL83FNKKRXstyql3g/2z1FKZTc4ZlrwGmuUUtM683UKIYQQQgjRETp75PxJ4Gut9RBgFLACuBn4QWs9EPgh+BilVC4wFRgGHAU8q5QyBs/zHHApMDD4cVSwfzpQrrUeADwOPBw8VyJwJ7APMBG4s+GbACGEEEIIIcJRpyXnSqlYYArwCoDW2q21rgBOBN4IPu0N4KRg+0TgPa21S2udD6wFJiqlegOxWuvZWmsNvLnTMXXn+hA4NDiqfiTwnda6TGtdDnzHjoReCCGEEEKIsNSZI+f9gGLgNaXUAqXUy0qpKKCX1nobQPDf1ODzM4DNDY7fEuzLCLZ37m90jNbaC1QCSbs5lxBCCCGEEGGrM5NzEzAWeE5rPQaoIVjCsguqmT69m/62HrPjgkpdqpTKU0rlFRcX7yY0IYQQQgghOl9nJudbgC1a6znBxx8SSNYLg6UqBP8tavD8Pg2OzwQKgv2ZzfQ3OkYpZQLigLLdnKsRrfWLWuvxWuvxKSkpbXyZQgghhBBCdIxOS8611tuBzUqpwcGuQ4HlwOdA3eop04DPgu3PganBFVhyCEz8/CtY+mJXSk0K1pOfv9Mxdec6DfgxWJf+DXCEUiohOBH0iGCfEEIIIYQQYcvUyef/O/COUsoCrAcuJPCG4AOl1HRgE3A6gNZ6mVLqAwIJvBf4m9baFzzPFcDrQAQwM/gBgcmmbyml1hIYMZ8aPFeZUupeYG7wefdorcs684UKIYQQQgjRXiow0CzGjx+v8/LyQh2GEEIIIYTo4ZRS87TW45v7nOwQKoQQQgghRJjo7LIWIYQQosN5t2/H9dvvuH7+Bcu4sdgOPghT376hDksIIdpNknMhhBDdir+2Fvujj+F4dwYAtR9/jGPsGJJeexVjcnKIoxNCiPaRshYhhBDdinfDBhwz3mvU55m/AO/qNSGKSAghOo4k50IIIboXnx+aWcxA+3zNPFkIIboXSc6FEEJ0K6bsvlgPP7xRn7FfDuaBA0IUkRBCdBypORdCCNGtGKKjib/nLmonjKf2f19h3X8/Ik8/DWNaWqhDE0KIdpN1zoNknXMhhOh+tMuFslpDHYYQQrSKrHMuhBCiR5LEXAjR00hyLoQQQgghRJiQ5FwIIYQQQogwIcm5EEIIIYQQYUKScyGEEEIIIcKEJOdCCCGEEEKECUnOhRBCCCGECBOSnAshhBBCCBEmJDkXQgghhBAiTEhyLoQQQgghRJiQ5FwIIYQQQogwIcm5EEIIIYQQYUKScyGEEEIIIcKEJOdCCCGEEEKECUnOhRBCCCGECBOSnAshhBBCCBEmJDkXQgghhBAiTEhyLoQQQgghRJgwhToAIYQQey/P+vW4/vgDb/4GrPvth2XCeIyxsaEOSwghQkaScyGEECHh3bKF0mkX4lu/HoCa518g7t67ib7oohBHJoQQoSNlLUIIIULCs3x5fWJep+rhf+HdujVEEQkhROhJci6EECIktMvVtM/pBI83BNEIIUR4kORcCCFESJiHDEFFRzfqizzvHIwZ6SGKSAghQk9qzoUQQoSEeeBAkt+bgf2FF/CuWEnkGacTcdKJKLM51KEJIUTISHIuhBAiZCxjRpP41JP4nU5ZpUUIIZDkXAghRIgpiwWjxRLqMIQQIixIzbkQQgghhBBhQpJzIYQQQgghwoQk50IIIYQQQoQJSc6FEEIIIYQIE5KcCyGEEEIIESYkORdCCCGEECJMSHIuhBBCCCFEmJDkXAghhBBCiDAhybkQQgghhBBhQpJzIYQQQgghwoQk50IIIYQQQoQJSc6FEEIIIYQIE6ZQByDEnngLCvAsXYqursE0aBDm3KEog7yvFEIIIUTP06kZjlJqg1JqiVJqoVIqL9iXqJT6Tim1JvhvQoPn36KUWquUWqWUOrJB/7jgedYqpZ5SSqlgv1Up9X6wf45SKrvBMdOC11ijlJrWma9TdB7v5s2UXjidsgunU/73/6P4uONxz/4z1GEJIYQQQnSKrhh+PFhrPVprPT74+GbgB631QOCH4GOUUrnAVGAYcBTwrFLKGDzmOeBSYGDw46hg/3SgXGs9AHgceDh4rkTgTmAfYCJwZ8M3AaL7cC9YiHfp0h0dHg+VDzyIz24PXVBCCCGEEJ0kFLUBJwJvBNtvACc16H9Pa+3SWucDa4GJSqneQKzWerbWWgNv7nRM3bk+BA4NjqofCXyntS7TWpcD37EjoRfdiL+0tEmfb+MGcDi6PhghhBBCiE7W2cm5Br5VSs1TSl0a7Oultd4GEPw3NdifAWxucOyWYF9GsL1zf6NjtNZeoBJI2s25GlFKXaqUylNK5RUXF7f5RYrOYx6W26Qv8owzMKSkhCAaIYQQQojO1dnJ+f5a67HA0cDflFJTdvNc1Uyf3k1/W4/Z0aH1i1rr8Vrr8SmS7IUl88iRJDz7n0AybjIRec45RF14gUwIFUIIIUSP1KmrtWitC4L/FimlPiFQ/12olOqttd4WLFkpCj59C9CnweGZQEGwP7OZ/obHbFFKmYA4oCzYf9BOx8zquFcmuorBZiPyxBOw7jsJ7XJhTEtDmc2hDksIIYQQolN02vCjUipKKRVT1waOAJYCnwN1q6dMAz4Ltj8HpgZXYMkhMPHzr2Dpi10pNSlYT37+TsfUnes04MdgXfo3wBFKqYTgRNAjgn2imzKmpmLq00cScyGEECG1tczBkk3lTdpCdJTOHDnvBXwSXPXQBLyrtf5aKTUX+EApNR3YBJwOoLVeppT6AFgOeIG/aa19wXNdAbwORAAzgx8ArwBvKaXWEhgxnxo8V5lS6l5gbvB592ityzrxtQohhBCih7PXenjq21X8uaaE+84YxZu/5rN6WxWvX74vOSnRoQ5P9BAqMNAsxo8fr/Py8kIdhhBCCCHC2JrtVVz95jzKatwA3HriMI4Y0Rur2biHI4XYQSk1r8Ey443IrDohhBBCiBaKtJhIirHWP+4dHyGJuehQkpwLIYQQQrRAXVnLmu12LjtkAInRFq5/Zz75xdWhDk30IJ26WosQQgghRE8RE2Fm+kH9OSS3FwcN7cXkwSmsL6omPT4i1KGJHkSScyGEEEKIFhqUFsuA1BgMBsXAtFj6B9tCdBQpaxFCCCGEaIWGybgk5qKjyci56Fa8GzbiXrIE7azFPHQo5mHDCC7XKYQQQgjR7UlyLroNz7r1lJ59Dr4tWwIdFgvJ772LdZ99QhuYEEIIIUQHkbIW0W24Zs/ekZgDuN3Yn3gKf21t6IISQgghhOhAkpyLbsO/vbBJn3fTJnA6QxCNEEIIIUTHk+RcdBuWfZuWr0Sdew6GhIQQRCOEEEII0fEkORfdhmXMGBL+8zSG3mmoqCiir/4/Ik46MdRhCSGEEEJ0GJkQKroNQ2QkkSedhHXyZLTHgzEtTVZqEUIIIUSPIsm56HaMycmhDkEIIYQQolNIWYsQQgghhBBhQpJzIYQQQgghwoQk50IIIYQQQoQJSc6FEEIIIYQIE5KcCyGEEEIIESYkORdCCCGEECJMSHIuhBBCCCFEmJDkXAghhBBCiDAhmxAJIfYK2u3GvWwZ3nXrMMTHYx4+HFNaWqjDEkIIIRqR5FwIsVdwfv89ZZdeDloDYDlgMglPPompV2qIIxNCCCF2kLIWIUSP5ysspOLW2+sTcwD3r7/hXbYshFEJIcJdcZUTr8/fpC1EZ5LkXAjR4/lra/EXFzftr6oMQTRCiO5gS5mDW/+7iD/WlFBQ7uCfHyzkjzUlkqCLTidlLUKIHs+YlobtmKNx/u+rBp1GTAMGhC4oIURY8/r8VNS4ueX9hSRGWyiuclFV68Hn15iMoY5O9GQyci6E6PEMNhuxN92E7eQTwWDAmJ1N4huvYR46NNShCSHCVHZKNPeePgqfX1Nc5eK4MekcNjwNq1kyc9G5ZORcCLFXMPfvR+Kjj+K76SZUZCTGpKRQhySECGNbyhw88mVgXkqU1cTMRduYMqQX+w1MxmSUsU3ReeS7Swix11BWK6Y+fSQxF0Lskdfnx17r5baThvHqpfuQkRBRX9YiRGdSWss3GcD48eN1Xl5eqMMQQgghRJgoKHeQFG3FajY2agvRXkqpeVrr8c19TspahBDdjvZ68axahXd9PobEBMxDhmJMSgx1WEKIHiY9IbLZthCdSZJzIUS34/xpFmXTLwafD4CIE44n7r57pVxFCCFEtyc150KIbsVXVETFzbfUJ+YAtZ9/gWf58hBGJYQQQnQMSc6FEN2Kv7oa//btTftLy0IQjRBCCNGxpKxFCNGtGHv1wnrAAbh+/XVHp1KY+uWELqgw4t28Bc+Sxfir7JgHD8Y8fBjKbA51WEIIIVpIknMhRLdiiIoi7u67qLj9Nty/z8aQnEz8g/djHjIk1KGFnHfzFkovmo63rsTHYCDxjdeJOOTg0AYmhBCixSQ5F0J0O+bBg0h69VV827djiIrC2Lt3qEMKC57Fi3Yk5gB+P1V334N1zGgMCQmhC0wIIUSLSc25EKJbMkRHYx4wQBLzBvyVVU36fNu24a+tDUE0nWtzaQ1rC+1N2kII0d3JyLkQHcRfW4t3/Xp0bS2m7GyMycmhDknsZUxDBoNS0GBzucizz8LYq1cIo+p4JXYn932ylILKWh48YzSPfrWC0moXz104kYxEWYtaCNG9yci5EB3AV1pK1YMPUXzk0ZSceDIlp5+JZ9WqUIcl9jKW4cNJfP01jP1yUJGRRF08nejpF6GMPWtHw6RoK9MP7k+lw8PFL89hRUEVVx42iJQYa6hDE0KIdpORcyE6gHvBAmpeebX+sXf1auxP/4eEx/6NslhCGJnYmyiLhYjDDsUydgza6cTYq1ePS8wBlFJkJESSGG1he4UTq9nAgF4xWGRbdSFEDyAj50J0AO/qNU36XL/8gq+iouuDEXs9Y2IipvT0HpmYQ6Cs5Z6Pl7C9wsnUSX3x+zXXvTOPrWWOUIcmhBDtJiPnQnQAU/9+Tfos+07CGBcXgmiE6NnqylrKqt0cMqwX+w1KprzGLWUtQogeQZJzITqAZcwYIs44g9oPPgDAmJFB7NVXo6ySLAjR0ZRSTOiXhNenMZsMjdpCCNHdKd1gVv/ebPz48TovLy/UYYhuzF9djXftWvyOWsz9cjCmpYU6JCGEEEKEIaXUPK31+OY+JyPnQnQQQ3Q0ltGjQx2GEEIIIbqxFt0DVEoNUkr9oJRaGnw8Uil1WwuPNSqlFiilvgw+TlRKfaeUWhP8N6HBc29RSq1VSq1SSh3ZoH+cUmpJ8HNPKaVUsN+qlHo/2D9HKZXd4JhpwWusUUpNa9FXQwghhBBCiBBqaYHeS8AtgAdAa70YmNrCY68GVjR4fDPwg9Z6IPBD8DFKqdzgOYcBRwHPKqXqlhp4DrgUGBj8OCrYPx0o11oPAB4HHg6eKxG4E9gHmAjc2fBNgBBCCCGEEOGopcl5pNb6r536vHs6SCmVCRwLvNyg+0TgjWD7DeCkBv3vaa1dWut8YC0wUSnVG4jVWs/WgQL5N3c6pu5cHwKHBkfVjwS+01qXaa3Lge/YkdALIYQQQggRllqanJcopfoDGkApdRqwrQXHPQH8A/A36Oultd4GEPw3NdifAWxu8Lwtwb6MYHvn/kbHaK29QCWQtJtzCSGEEEIIEbZaOiH0b8CLwBCl1FYgHzh3dwcopY4DirTW85RSB7XgGqqZPr2b/rYe0zDGSwmUy5CVldWCEIUQQgghhOg8LUrOtdbrgcOUUlGAQWttb8Fh+wMnKKWOAWxArFLqbaBQKdVba70tWLJSFHz+FqBPg+MzgYJgf2Yz/Q2P2aKUMgFxQFmw/6CdjpnVzOt6kcCbDsaPHy9rSgohhBBCiJBq6WotDyil4rXWNVpru1IqQSl13+6O0VrforXO1FpnE5jo+aPW+lzgc6Bu9ZRpwGfB9ufA1OAKLDkEJn7+FSx9sSulJgXryc/f6Zi6c50WvIYGvgGOCMaZABwR7BNC7KU2l9Ywd10pPr8OtNcH2kIIIUQ4aWnN+dFa64q6B8FJlse08ZoPAYcrpdYAhwcfo7VeBnwALAe+Bv6mtfYFj7mCwKTStcA6YGaw/xUgSSm1FriO4MovWusy4F5gbvDjnmCf2Mttq6hlW4WjSVv0bNVOL8/9sIZr3p7H90u3cdt/F3HNW/PYVFIT6tCEEEKIRlq0Q6hSajEwQWvtCj6OAPK01sM6Ob4uIzuE9nxFlbU89MVy/Fpz3aH9eeKHdfhR3HJCLr3iIkIdnuhk+cXVXP/OfArKawG465QRHJLbC4vZuIcjhRBCiI61ux1CWzpy/jbwg1JqulLqIgJLE76xh2NEK/j9mrWFdmrd3kZtAdvKHXi8/ibt1oq2mZnQJ4Y/15Zy5ot/8cfaUib2iSHGZu7IcEWYMhkUEZYdiXik1YTR2NJfgUIIIUTXaNFfJq31I8D9wFACmwTdG+wTHWTx5gqmPT+brxYW8PuaYqY9P5tZK4poyZ2NrubdsBH7cy9QfPqZ2F98Ce/GjZ12rfwiO//35jxmrSgkv7iavwfbHq8fp9u35xM0YCktYt/SNSRGW9AaEqIs7Fe+Fktp0Z4PFt1aXVnL+qJqrj16CJmJkdzy/kI2llSHOjQhhBCikZYupYjWeiY7ar1FB0uNtTK6bzz/+l9gM9X0BBuDe8cSmAMbPnxl5ZRfcy3uuXMBcP/xB64ffyLhhecwxsV1+PWMBgM2s4E7PlpMpMWE0+PDZFCU1bh5+7d8ThqfSf9eMS06V1FFLU8UR1NW7WREWhRLttfweGE0N1XUkp7e/ljLql0kRlubtEXoRdtMXHLwAA4f3pv9ByYzsX8SG4tryEyIDHVoQgghRCO7HTlXSv0W/NeulKpq8GFXSlV1TYh7h7S4CE4Zv2Ot9ePGZNI73hbCiJrnXb+uPjGv4/r1V7zr13fK9bKSo7jlhOFoDTUuL0eM6M0vK4u4/7Ol/PevTczfUIbX17Iyl2izgQlJZq4aHsOd5bP5+4hoJiSbiDa1/w1QQbmDuz5ewoINZWwrr+Wuj5cwf4PMQQ4nOSnRHBysMc9JieYgqTcXQohGyqpdbCiubtIWXWu3I+da68nBf1s2NCnabPHmCu74aDHp8TYSY6y8+ONaesdHcNTI3uE1et7FVTb5RXZu/3ARRoMiLtLM14sLuOTgASzZUsnUSX05elQ6phbWDcf06c2Rc//C8dHHqD//4IB95hJx6qnEZI1td5w1Li+rt1Vx7dvz6RVnY2NJDYcPT2N4ZjwWk9Q1CyGE6Bye9etxfvc97kWLiTjsUKyT98eYmrrnA3dS5fDw+i/rmbWykMfOHsdHczfx+5pinjpvPNkp0Z0QudiVPZa1KKUMwGKt9fAuiGevlRpr5aiRvTln/xwiLAZe+mldWJa1mPv3xzJpH9x/zqnvsx54IKb+/TvlekaDgWibiYePHk3v+Aju/GgxFqMBj8/PrBWFHD82g+gWTuhUNhsJxx1DTE5fvFvPwJSRjmnYMJSt/XcoBqbF8shZY7j0lb/YWFLD1El9OWJEb0nMhRBCdBrvtu2sWrcdq9dI1PffU3D0KcQsXUvfAxJQ5tYtdhBtM7HfoBQ+ztvMuc/9AcCZk7KIi5RFE7paS5dSfAe4RWu9qfNDCo1wWEqxxuUhympu0g433o0bqf3uO1w//4Lt4IOxHXYYpqw+ez6wjYoqnSTFWFlZUMlvq4qIj7KQkRDJze8v5OojB3Py+D4tHj3vLAXlDu7+eAmLNlVgNCjMRgOPnzuWMdmJIY1LiHBXWeMmJsKMwaAatYUQe5a/ZguXfbSavtFGLh0Sya15doYmWbnjyP4kZaW1+nzlNS7++f4iFmwsB+CdK/dr8bwu0Tq7W0qxpRNCewPLlFJ/AfW7dmitT+iA+ERQw2Q8XBNzAFPfvsRcfDExF1/c5nN4CwrwrluHskVgGjgAY3z8Lp+bGhcY2R6aHofZaCA9PoJIq4lXL5lEenxEyBNzCJS1bCyp4ZYTchmSHsfVb+axtdzBMClrEWHCW1SMd9UqtMeDeeAATH067w11S5XaXbz401qmDEllaHosL/wYaO87IFkSdCFaIKl0K5cPsfHIAjt/L3YSaTFyXpqXWE/rN1ircnh47ef1LNhYzoR+iSzYWM6178yTspYQaGlyfnenRiH2Kp7lKyiZNg1/wTYArEcdSfx992Lq3Xu3xxkMikG9Y+sfN2yH2sC0WF66eB9SY21Yzcb6tiTmIhx4N22i7G9X4Zm/AABDSgpJ776NJTc3pHHZnR7mrivhywVbGdw7huVbq0iIMjOqTzzREeE7QCFEuIjMzGCAfTNGg8Ln16REGkm2GTBlZrb6XNE2E/sOTMFiMnDu5BxWFlSRt75UylpCYE+rtdiUUtcApwNDgN+11j/XfXRFgKJn0W439mefq0/MAVxff4M7b14Io+oYfZKisAZX/2jYFiLUXL//UZ+YA/iLi6l55TW0N7QbnWWnRPOvs8fi82uWb61iYv8kzt4vO+wT83WFdmavKcbn16wrtPNnsC1EV9tqS+CGebVYTQbOGpnExgo3T2yzUeFt/Z0ng0GxT/8kpk3pR3ykhYn9Au2EKFkWuKvtaeT8DcAD/AocDeQCV3d2UKLn8ldX454zp0m/d9VqOD4EAYluqbTaRaXDQ7/U6EZt0TzPihVN+tx5efhrazHGhK6etNTuYsYfGwBQCubll7Fkc2VYl7VUONw8+tUKFm2q4Kbjc3l51lqqHF7euHxf+iZHhTo8sZdJi7Pxf0cOIispikEpUfTvV0RWUhQJUZY2nc9gUPW7Zjdsi661p3vuuVrrc7XWLwCnAQd0QUyiBzPExmI9/LAm/eYRshiQaJmqWg9v/LKe/3tzLqu2VfHST2v5+5tzyZf1eHfJOmlSk76IE44PaWIOgbKW+RvKOG9yNu9euT+9Yq0s2VyOwxXaEf3diY+0cONxuaTEWHngs2UUV7l4aOpospJkQyvR9axmI0eOSGdkVgK2CEt9W3Rvexo599Q1tNbecFvWT3Q/ymQi+qIL8SxZimf+fDAYiLp4Opbx40IdmugmYmwmpgxJ5dN5W5j2/GwAztq3LwlSF7lLln0mEn3V36h+/gXwerEdfRSRp50a6rDITonm8fPGEx9pJi7SUt8O97IWv1/j9e/Y/Mzr8+PXYJQ/kSIEzA3mNpllnlOPsNulFJVSPnaszqKACMARbGutdfjMyGuncFhKcW/ir6jAu2EjWC2Yc3I6ZK1xsfcor3Fx638XMT8/sNzXm1fsy6C01v868vr8rNpWRXp8BDERZlZvt9M7zkZCdM+rsdQeD94NG9FeL6a+WRgiZaS3LSocbv75/kKWbK7g9pNH8OKPaymxu6SsZTe01jg9PiIspkZtIfZmu1tKsUXrnO8NJDkXonuoqvXw8k9r+WDOJiYNSGb+hjJiIkw8M20COa1c7mvF1koufnkOJ47NYGxOInd+tISLD+rPefvnYJIRKLEL+UXVlFa7GJeTyIbimvq23F1uSmtN3vpS1hdVc/y4TJZtrgi0x2YSaZUEXey9OmKdcyGECAsxNhMHDEnFZjZwzv45rN5uZ+66kjaVtfSOj+C0iX14/89NfJy3haykSA7O7SWJuditnNRocoITkBu2RVMVDjcfzd3MrBVFrNxm54dl24mNCCzZlyXJuRDNkp8MIUS3opRifE4iuemxRNnMjdqtFW0zMbJPAu//Gdj8eGh6rKzpK0QHSoiyct0xQ9lc6mDmogKMBsUT540nS0qAhNglGR4SQnQ7Sqn6ZLxhu7XWbLdzx0eLyUqK5LjR6XyzZDuf5m3B6/Xv+eC9WFWtG5fH16QtxM601mwsrmZzmQMAn18zd11pWK/II0Soyci5EGKvlRZv49JDBnDgkFTiIy1kJUcxZUiqlLXsRpXDwzt/bKRvciT7D0rh3WD70GFpsvGWaKKurCU2wsS/zhrLSz+t5Z0/8tl/kJS1CLErMiE0SCaECrF38vr8mIyGJu3uRLvdAChL2zYeaY2t5Q5u/+8ilm+tYnifOJZuruTY0en87fBBJPbAVW52x+90oiwWlKH7fc90pe0VtdS4vPTvFdOoLcTebHcTQuU3ihBir9YwGe9uibl2OnHOmkXJtAspOfc8ar/7Hr/DsdtjGpYTtKW0ICMhkntOG4XVZGDp5kqykyO58rC9KzH3btmC/YUXKDnpFCpuvx338qY7sIod0uIj6pPxhm0hRPO6118iIYQQ9Vx58yg95zzcv/yC+/c/KLvgQtx/ztnl80vtLp7/YQ0rtlZSWr2j3RpVDg9fzN+Cy+vHoGBDiYM560r2mrpz7XJhf/Qxqu65D8+SJThef5PSs87Gu2lTqEMTQvQQkpyHGW9BAd7Nm9G+veMPnRCi7Rwfftikr/rNN9lVuWJptYsvFmzl6rfmcc/HS/hgzib+WlfaqsTa7vIwd30px4xO572/TyY3I5Z5+WXU7CUT/LybNuH4b+Ovu7+kBM+qVSGKSAjR08hsjDDhq6qi9qOPqXr4EbTbTfTF04m66EJMaWmhDk0IEaZUM7t8GiKjdrkZzqDesfzrrDFc9UYec9aVcsyodE6Z0KdVEzkDZS0jsZlNJMdY69t7TVmL0QgmE3g8jbqVSZbgFEJ0DBk5DxPuv/6i8rbb0XY7uFxU/+dZav/3VajDEkKEschTTgkkinUMBqLOP3eXzy+xu/jfwq31j39bXcyWst3XqDcnMzGK5Bhrk/bewJSVRfTllzXuGzwI85AhIYpICNHTyMh5mHD+NKtJn+O994iaeiaGKNmsQYSW1hrfpk1olwtjZiaGZkZsRdezjB1DyicfUfv1N+D1Yjv6aCxjRu/y+WXVLmatKGLaAf2YNCCJ696Zz5x1pfRLjZZlEFtImUxEXzwdy/DhOH+ahXn4MKwHTsHYW+5yCtHVtMeDZ916dEU5xoxMTH0yQx1Sh5DkPEyYcnKa9g0ehLLuPSNSIjz5quzUfvABVQ89jK6txXbUkcTedivmZr5nRddSBgOWsWOxjB3boucP6h3LSxfvQ2qMjdhIc31bEvPWMSYnE3HcsUQcd2yoQxFir+V3OKh5512q7rsfvF4MiYkkvvoy1gkTQh1au0lZS5iwHXQgxswd7/hUdDQxF1+CMsn7JxFanoULqbzzLnRtLQDOr7+h5rXXZdJyNzWgVwyxkeYmbdGz+UpLA4sNuFyhDkWIDuFZuYqqu+4Gb2Ayur+sjPLrbsBXUhLiyNpPMr8wYR4wgOT/vo9n2XK0x415yFDMgwaGOiwh8Cxd2qSv9vMviL7qKkypKSGISAjRUtrnw/Xrr1Tceju+TZuwHX8csddfj7l/v66LwenEs2IF3g0bMKSkYM7NxZiY2GXXFz2Tb+vWpn3r1+MvLcOYnByCiDqOJOdhxJSVhSkrK9RhCNFIwzs6dcy5QzHERIcgGiFEa3hWrKD0/AsgeKfL+dnn4HaT8PRTGCIiuiSG2i++pPyaa+sfR5x5JnF33o4xLq5Lri9aTns8eFauxJufjyExEfPQXIxJ4flGypiR3rQvOxtDmMbbGlLWItpla7mj2bboOSzjxmLZZ5/6xyo6mpgbb+iyP+xCiLbzrl1Xn5jXcX79Db7t27vm+ps3U3H7HY36at9/H+8K2VU1HDl/+JHiY46j/Iq/UXrmWVTecSe+0rJQh9Us8+DBxN52KxgCqayKjyfh0X93+1FzkJFz0Q4LNpRx8/sLefCM0SgFN7+/kIfOHM2Y7O7/rlXsYMrIIPH55/CsXIF21GIaOLBLb4kLEe60349vyxYgcKdJGcJn3MvQzOi0ITm5y95c+6urA0sE79xf2bqdaUXn823fTsXNt4DfX99X++mnRJ41FePk/UMYWfMMUVFET78I64EH4i8vx9Qns8dUH0hyLtos0mpCAVe/lVf/OMIi31I9kTE1BaPUlwvRhK+4mJo338L+7HMAxFx5BVHnn4cxJTx+XkzDcrEeeCCun38OdChF/H33YuyiDe5MvXtjHjkCz+IlOzotFkzZstpTuPFX1+AvLm7aXxaeI+cAymLBkjs01GF0uPB5ey+6ncG9Y7n+mKF4fBqPT3Pd0UMYkh4b6rCEEKLLOH/5Fftjj4PTCU4n9scex/nLr6EOq54pNZX4xx8l8c03iH/ycZI//wzbEYd32fUN8fEkPP4Y1v33A8DYty9Jb76OSRY8CDvGtF71/0/1DAZM/eSNVFeTYU7RZgs2lHH/Z8uIsZlQSvHA58tIjbVJWYsQYq9R+/EnTfs++ZSoU08JQTTNM/XqhalXr5Bd3zxkCImvvoKvqAhDbGyPqAnuiQzR0cTdew8Vt9+O+/fZGFJTiX/oQdn9NgQkORdtFmkxkhZn465TR6CAOz9aImUte5nSahdJ0dYmbSH2FuYRw3DNmtW4b/iw0AQTxgzR0RiiZYWncGcePJikV1/Ft70QQ3RUl5U/icakrEW02eD0OJ4+fyz9XWX0c5Xx9PljpaxlL7KuyM51b89jxdZK1jdoi72Dr7AQz6pV+MvLQx1KSEWeeBKGBiPBhuRkIk86MYQRCdE+huhozAP6S2IeQjLMKdrMW1iI5cWXKHrlVdCa6Isuwnv5pSG9fdoePrsdbbdjTEpCWWUEeE9qnF42lTr4vzfzsJgNVDo8VNZ6Qh3WXq+g3EFStBWr2dio3VG01rh+/oXyG27Av207pqFDSXjs31hGjuywa3Qn5qFDSP70EzzBpQEtuUMxZWeHNighRLcmI+eizVw//0L18y+AxwNeL9Uvvtjk9m534ZqbR+nZ51J4wIGUXXMtnjVrQh1S2BuZlcCdp4zA7vRSandz/dFDmdgvKdRh7dXyi6u55q15/LBsOxtLdrTdHt+eD24h79q1lF40Hf+2wDrZ3hUrKLvybz1iy+y2MudkE3nM0UQec3RYJubbKhzUurxN2kKI8CTJuWiz2s+/aNLn+OTTLrm2327HvWABzl9+wbt5c7vO5Vm3jtKzz8Ezfz44nTg//4Lyf9yMr5m1ecUO64vsPPn1SowGhcmoeO6HNazaVhXqsFrNV1WFK28ezl9/w1tQEOpw2sVsNBBtM3HPJ0u56MU5bC2vJdpmxuv3M39DGWXVbpxub327LbwbN4HL1ajPl78B39bu/bVrj+IqZ7PtcLC5tIZbP1jE5wu2sqXMwa0fLOKLBVslQRcijElyLtrMMnp0kz7r2HGdfl1faSmV991H8XEnUHrWORQfcxzuhYvafD7vuvVoR+PdTT1//YWvnUl/T2evclDt9PLguCgeG2NFa01FRU2ow2oVb2EhlTfdTMmJJ1E69SyKjz8R97JloQ6rzTITI7npuMBkxBqXl2NHpzOxfxKrttm58rW5vPLzWj6fv5UrX5vLD8u24/frVl/DmNh0NSYVFdXsZjd7gxVbK7ny9bms2FrZqB0uTEYDMTYzj89cyYUvzGb51iqibSaMBhXq0IQQuyDJuWiziOOPw5Deu/6xoXcaESce3+nX9SxeguPtd+sf+8vKqLzvPvzV1W06nyGm6QoCymZDRUS2Oca9Qf+8n3huiIcBd19Pn1uu4rkhHob+/Fmow2oVz7z5je4A+bdvx/7U0+idRoY7m6tB2YmrFSUoXp+fdUV2PF4/Xp+fZVsquP2/izAaFCmxVj6fv5Ufl22nT1Ikp03M4qO/NvPYzJWM6ZvA/oNSMLQhQTMNGkj0lVc06ou//z6MfXvGznyt5fL6KbG7uOqNPK56I48SuwuXt+PKiNqrd3wE1x4dWArP7vSy78BkpgxJxdLOeQhOt5ftFbVN2kKI9pMJoaLNzIMHkfLxR3hWrgKtMQ8dgqlPn06/rm/btiZ97nnz8VdWtmmpLtOQIdiOPhrnzJn1fbG33oIpu2+74uzp3L/9TsQnn6IBDURcdQnuMaPRF09HWSyhDq9FPOvXN+lzz/kLf1VVl+3wWO308MWCrQxNj2VgWgyfzw+0R/fd834BefllXP/OfO44eTgWk4G1hdXERJp48MjRDOgVzZ0fLSbaZibSYiQrecebzT5JkdjamJwZoqOJ/vvfsR12GL6iIkxZWZiHDEapvXMkdnTfBG4+Ppc7PwrsgHn3qSNa9H/XkMPl5ddVReRmxJEUba1v90mKand8m0truOeTQGypsTZmrynhq4UFHD8mgwhr21KAWreXrxcW8OWCLdwxuRfzynz8b0Upd506ij5JMqghRHtJci7axdSnT5ck5A0Zs5qO0FmnTMHQzO32Fp0vIYG4++8j8swz8BcVYcrJwTxyxF6bbLSU9YDJ1O40xyDiqKO6TWIONLu5hu2wQzHEx3dZDCV2F6/9vB6Pz89hw9L4YsFWjhiRRk5KNHGRu/9aZiRE0L9XdH1i2Dc5igfOGEl2SgxGg+KBM0aTGG1l8aZyHvsqMGKelRzJZ/O2MjAtllMn9GnT6LkxNgbjPhPb9Hp7mhVbK3n0q5VYTIEb0Y9+tZKspCiGZrS8zGdzmYO7Pl7CwLQYDhraixd/XMuZk7K48rBB7V5pp66s5Y6ThzM2O5EHP19GTIS5XWUtBqUwe1wsK7BzyRdOqmo9jEmLRDkdgCTnQrSXlLWIbsc8cgQxN9wApsB7S9OAAcTdfBOGiIg2n9PUK5WIww8j6pyzse63r2yW0QLWAw4g4pSTdzw+6EAijj8uhBG1nmXMGKIvvxwMgV+FphEjiL70UpTZ3GUxZKdE89T546h1+/hiwVZyM2K56ojBe0zMIVCycOY+O+7wnL5PH7KSousTr5RYG0aDIjslmhuOGcrtJ4/g8kMHccMxQ9tc1iIac3l9mAyKp84fx1Pnj8NkUK0ua+mXEs2dJ49g9TY7L/64lrHZiUzdN7tDlsDsHR/BbScN57BhaaQF24fm9mpXWYuprIRxP37I5L4xVAWXT712iIXklYvbHa8QrVFR48Lr8zdpd3dK69ZPCOqJxo8fr/Py8kIdhmgh7fHgXb8ef00Npqws2Q46RPwOB971+eD3YczJwRgTE+qQWk27XHjy89G1tZj6ZmNMTOjS61c7PXw0O5/nZuUDEGEx8vjUUYzuv+eymj/XlnDd2/NIT4jEYjKQX1zNw1NHM2VI070G/H5dn4w3bIv2Kyh3kJ4Q2aTdUg6Xl8/nb+GJr1cBMDAthgfOGNUhZS2doXrTVr6et5F/L7STHGOlxO4iN8XKHfv3InvM0FCHJ/YSpXYnL/20jgn9kxjTN4EXflzLxP5JHDgkFZMx/MeelVLztNbjm/uclLWIbkmZzZgHDw51GHs9Q2Qklm6+VbmyWrE0U97SVYpLqnhnzhYmZ0Rydj8LN+fV8OGfG8jpFUNctG23x2YkRHBwbi8uOWQARqV4/oc19E1uPqFrmIxLYt6xGibjrU3MIVDW8uQ3q5g0IIlDhqXx4OfL+PCvTR1S1tIZTMmJWKJLGNPLy41xxSwZ0JuvC7wYY7vfm3PRfdW4fSzaXM7n87cwMC2GVdvsRNtMTOiXSGxE9ymvbE6njZwrpWzAL4CVwJuAD7XWdyqlEoH3gWxgA3CG1ro8eMwtwHTAB/yf1vqbYP844HUgAvgKuFprrZVSVuBNYBxQCpyptd4QPGYacFswnPu01m/sLl4ZORfhwu904lmyFG/+eoxJyZhHDMeYmhrqsEQnqf3xR9ZXa2zLFhPx6vOUP/ostpVL6XvGiS3a0KbG6SXKZmrSFt2Hx+tn4cYyMpOiSI621rd7x7e9VK+zOTZupmThMozXXoXhkMPQ195A7yE5KGP4vZkQPdeG4mqmPvM7AKOy4nnkrDEtKgkMB7sbOe/M5FwBUVrraqWUGfgNuBo4BSjTWj+klLoZSNBa36SUygVmABOBdOB7YJDW2qeU+it47J8EkvOntNYzlVJXAiO11pcrpaYCJ2utzwy+AcgDxhNYSGIeMK7uTUBzJDkX4aLm/fepuO6G+se2o48m/uEHMSbJ7pudwefXuL0+IiymRu2uUvvNt5RdNL1xp9lM6k8/YM7J6bI4hGgt7fHgKyzCEBWJIaFry8EqHW4WbChnRJ94TEZV306KsXZpHGIHu9NDjM3cpN1ZSu1OXvgxsHeD0aDQWnPv6aN6RFlLp0WvA+oWnjYHPzRwIlA3iv0GcFKwfSLwntbapbXOB9YCE5VSvYFYrfVsHXgn8eZOx9Sd60Pg0OCbgiOB77TWZcGE/DvgqM55pUJ0HO+mzVTeeXejPufMmXhXrgpRRKHjs9txL1iI688/8RUVdc41/JrfVxfz+fytOFzeRu2uYh4yGMNOyzZGXTANU2Zml8UgRFsosxlTZkaXJ+YAy7ZUcvP7C3nuh9W89st6bn5/IX+tL+3yOHo6r8/Pb6uK2FBSXd/eWNJ0T5H1RdXc98lStpTW1Lc3l3bupnQ1bh9LtlRw9n7ZvPu3/embEsXyrZU43N1/99tOHR5SShkJjFoPAP6jtZ6jlOqltd4GoLXeppSqu1+fQWBkvM6WYJ8n2N65v+6YzcFzeZVSlUBSw/5mjhEibOlaB9pub9LvrwqfHQe7grewEPvjT+J46y0ATGNHk/jvf3f4PIMKh5vP5m3m99UlLN5UzqwVRWQkRLD/oGQi27gGdGuZ+vYlacY71H74Me4FC4g49RRshx7SpSvGCNHd5GbGMXXfvrw3eyMAx4xKZ2I/ubvYUcprXJTYXRgNBm56byEZCRGctV82j3y5nIOG9OLWk4YR3WBkfGNJDb+sKmJzmQOHy0ux3cXpk7I6dVJzVlIUD08dQ6zNTHyUpb7d3evNoZOXUtRa+7TWo4FMAqPgw3fz9OZmKOnd9Lf1mB0XVOpSpVSeUiqvuLh4N6GJjtbWHRF7OkN6BpZ9JzXutFox9esXmoCC1hXaqXZ6mrQ7S/Wa9Sw87HScV12Hf/8DWH71PRSsWI/2dOx1k6Kt/OO4XPokRfLDskJMRsUjZ40hM7FrV8mwDB1K3O23kvzhB0SfczamtLQuvb4Q3Y2i8R96Ff5VDN2G0+3lgzmbuPSVv7A7PVx/zBA2lTp4+IvlZCVFcsVhAxsl5gCTB6Vw9VGDWV9UzfZKJ3eeMoKxrdyMqy2ykqKIj7I0aXd3XfLtrLWuAGYRKC0pDJaqEPy37n71FqDhbjaZQEGwP7OZ/kbHKKVMQBxQtptz7RzXi1rr8Vrr8SldtBtgT9BwnkJb5izkF1Xzyqx1lNpd9e0Se9dul96Qz6/5bVURqwqq6tsrC0IzUm2MiSb+gQewHX00GAyYBg8i+a03MQ0aFJJ4AFYWVHLxy3P4eO5mFm4o4+KX5/C/hQV4vJ23nuymuN7c8msRzyaO49tTruCWX4v40ZSGp7pjb5P6/JpV2+wUlAe2Hnd5/MxZW9qlZS0NKYNkGEK0xNItlcyYvZFjR6dz5qS+/G9BgZS1dBCbxcSUwamYjQYe+GwZlY4dgyI+P/ibjnWyuczBB8G7GADv/J7P1nJHl8TbE3XafVulVArg0VpXKKUigMOAh4HPgWnAQ8F/Pwse8jnwrlLqMQITQgcCfwUnhNqVUpOAOcD5wNMNjpkGzAZOA34MruLyDfCAUqquEO4I4JbOeq3hwF7rISbC3KTd0bTW5K0vw2hUjOmbQF5+GUaDYmx2y94he31+/lxbwpu/5bOxtIa12+1sr3Ry4NBUkkM0kWdruYM7PlqMxWhg+sH9eWLmKnIz4njkrNEkRHV9TOZBA0l45in8xcUYoqNDUs/ZUEKUhQn9knj2+zUAxEaYGdknHrOp8xLJTHshlw6N4sUVNfxeABN62TiYYswxIzr0OnVlLRkJETxwxiie+W41H83dxP6Du66sRQjResMy43jgjFGMykrAaFSMyopnVFZof1f2JOkJEUzol8j+g1K4/7Nl5KREcc7+OTzw2VJe+H5ts2UtRXYX/z57DNVOL/d9tpTCKmfYrtUf7jpztZaRBCZrGgmM0H+gtb5HKZUEfABkAZuA07XWZcFjbgUuArzANVrrmcH+8exYSnEm8PdgEm4D3gLGEBgxn6q1Xh885iLgn8Fw7tdav7a7eLvzai1FVU5e+nENJ47rQ1q8jRd+CLSH94nv8Gttr6jl0lf+orLWzZWHDeI/360mNdbKfy6YQK+4li37Za/18Oz3q/kkLzCV4MEzRzFlSK92bSfdXgs2lHHVG3n4/Jq0OBtPnDeO7BTZJbTOX+tK+b83Az8fp07sw5WHDSTK2rFvAF0eX/2azhUl5Xw+O59n8wLlZpMyIvnH4f1Jz0nv0GtC4Hva6fGRnRLdqC2EEHsjp9vLG7/l89rP6zl5XAb9esVQ6/ax/6AUiqucpCdEkrXTfgoer5/NZQ6yk6Pw+XV9W/ZU2LWQbEKktV5MIGneub8UOHQXx9wP3N9Mfx7QpF5da+0ETt/FuV4FXm1d1N1TRY2bH5cX8dOKIgb0imHhxnKyU6IZmBbT4RtYpMVH8O+zx3D5a3/x+MyVxNhMPHTmmBYn5gAldhd/rQvcfjx4aC9Wbq1kRJ8EjAaItJhaFLPPXo1vy2aUzYapb992lQP4/Bq704s/+Ea11uPD5ekZWwB3hJUFldz03gJiI8zkpEbx0V+byUqK4pTxfTps9HxTSQ0fzd3EWftl4/b6+WDONkzmSPbtn8iwtGhe/n0T3212ck6Wv8OXyEprsJZ0WhivKy3E3qLWHZhQmJUU1agtukZdWYvX5+ec/bIprHTx/bJtJEZZ6N+r+Y2mzCYD/VIDgxoGg6pvhyvX9kJqFi7G/+47mA8+GHXQwcTmZIU6rHpy3zbMFVU5mbO2hP0HpeD16/p2YvSOcotBvWP599ljuOK1uSzcWM7xYzM4aVxmp+wsp7Wm0uGprzd2e/1UtWJyoNfn5891JWyvdPLU+eOYuagAo9FIeY2Lj+duZlhGHIeP6L3b2D3r1lF5yz9x/f4H2GzE3ngDkWefhTE2tk2vaWu5g7s+XkyfxEj+dvgg7vhoMf/+akXIylrCTUKUhUNye3HaxCySYqy88MOaDi1r0VqzbGsl7/+5ibWF1VTUuFhfXMPDU0dz1qS+RNlM9MtIIDcjrlusXRvuPPn5uOfNx19RgWXUKCyjRqIsPWMSVXfmyd+Ae/58/GVlWEaPwjJyJMq69/3+cXl8fL1oGy/+tJYnzxvHok0VvPrzOp6eNp4Bu0gMRccbmhFHdko0ERYj8VFWspKjcLi8LN1cwZD0WCodHrZV1DIkPbbb/V72Ol38uaaYfHsUh6dlsDRlABsWbuMUWwSxvcNj/mGnlbV0N+Fa1jJzUQF3f7yE48dmUO308NPyIh49Zyz7D9rxDVRU5eTJr1fyw7JCAKJtJp44d1ynlrX4tZ/bThrB3R8vIcpqbFVZS1XwhzrSauTuj5ewdEsl/VOjWFdUw9RJfbnwwH673OFLezxU3PJPHDPea9Sf9N4MbAdMbvPrWrypnNgIM9kp0Y3aIqDa6amvL2zY7igOl5cZf2zgpVnrALjtpOEcOaJ3p9a17408+RsoPetsfJuDK80qReLrrxJx2GGhDWwv592wkZKzz8G3MTihTikSX3mZiCOPCG1gITIvv5Tr3pmP16fx+TUT+iXyzxOHh/WOqT2d2+vjtZ/X8+Zv+dx1yghmry3hm8XbeOWSSQxJj0W73bjy8qj95FOwWog86SQsY8aE5Y6xxflbeezHfH7aVMOUvjH8vrmaXtFmHjs2h+wh2V0WR0g2IRIdY98BSZw6sQ9fzN/KT8uLuOjAfozKim/0nIoaN3+uLeXSQwbw0vR90BoWbSrvlCUK68paHj93PJMGJPPkeeN4sJVlLbGRZganx9InKYo7TxmJ0aBYV1TD4N4xTJuy68QcwF9WRu3Mr5v0e1aubNPrqTMyK6E+GW/YFgENk/GOTswBSqpdzFpRWP/4h2XbKa0O3Qo+PZVn4cIdiTmA1lTd/yD+ioqQxSTAvXhRIDE3meDIo0FrKh98EEf53rW/QZ1hGfEcMyodnz8weHjZIQN3mZhrvx/tlzLEzmYxGTlyZG8yEiK4/cPFfLWwgLP360t68P/F9ddflJ4xFce7M3C89gYlp56Oe8HC0Aa9C/HuGi5zraRfUgS/bLSjFDyYayCtcOOeD+4ikpyHObdPU9YgSSmtduPeaQm7Qb1jeeniiZyxTxYjsuJ56eKJnNhJZS111xuYFtOk3Vpl1S7e+SMfn19jNipWbbPz++ri3b6pUNHRWIYNa9JvypQ9prorrTXLtlSytqiau08dwdVHDuLPtSVskWW4Opy/uQ2uSkrQLnkjFEq6uhpMJiofepK3D78Y5zX/oPyqG3nm180UVtaGOrwu5fL4mLmogE/ytpCTEoXVbODGGQtYs73x9652u3H+/gdlF19K6QUX4vxpFv7avetr1dVibOZGNedDescRaTWifT5qXnoFGlZieL3UfvllCKJsgb592Th8HzaWOwHw+jS/O6y4Bw0JcWA7SHIe5ubllwVGzA/qx5mTsvhs3hZWFlQ1eV6/1Jj6Ec2G7XDmcPtYu93O1El9mXHVZIZnxrF2ux3nbpJzQ1QUMbfchIrZ8QvCesjBmEePbvQ8f3U1npWr8G7c2Ka12EXXUUpx4JBU3rhsXw7JTePEcX1447J9GdVHlkXraObhw2CnydNRF16AITV1F0eIrmAemovq34+VMb35ZGU5j0aO4NZNkXy2oIDCSmeow+tSVrORrORI9h+czBPnjePxc8aRmxlLtK3xFDn3vPmUnjkV5zff4PrhR0rPPQ/3n3/u4qyivdxeHx/+tYmflhdy6oQ+ZCVFcsdHi1lbWA1a429mgzjt7dzN6trK7oVvt3npFWvl9WPSObB/HP/b7KLSEj53zKXmPChca84ralys2mZnWGYcXp+/vt0dku+W2FrmIMoamHDSsL0nnvx8vOvWYYiNY0vmAHolRhNtM7O+0E5SbQWem/6B67ffUJGRxN76TyJPOxVDdPj84PU0vrJytMOBMSV5r5zE1l1orxfX739Q9fDD+LYXEjXtfCLPOB1T794tP4fbja+oCBUZiTGx83cA3BtorxfX7NmUf/cjHw07kreXB8pZHjhjFAcN7bVXLkdXXuOqn5DfsF3/+X/cjOOddxr1WQ89hKTXXg3LOufuSHs8+AqLUBE2jElJbCiuZvbaEo4dnUFZtSvQHpVBbKQZ548/UnretB0HK0XyRx9i3Wdi18Xr9+MrLESZzRiTk3f73MLKWhxuHzkp0Y3aXSkkSymKjhEfZWWfATt+KTVs9wQZiZHNtvfEnJODOSeHlQWVXPHaXC6c0o+RfeK59p35XDYulSkVgT9u2uGg8tbbMA0ahG2/fTs8/r2d9vtx/fYblbfdgXfjRmzHH0fstddi7t8v1KGJZiiTCduBUzCPHQNOJ8ZW7ozs2bCB6qeexvHRxxgzM4m79x5sUw5AmeRPSXsokwnbAQdQ238EP76/qL7/q0VbGZYZ16o5PT1Fw2S82VWzLE0HqJTJDGrveyPTGbybNmF/7nkc772PMSWFuHvvoe/BB5E5MQuT0UBshJnMxMj6lVos++5L0ltvUv366yiLhaiLLsQyZnTz5962DXfePLyrV2MePgzLuHF7TKb3GO+2bdS89TY1r7yKITaW2Ntvw3b4YRgimv/ZafgzFY4/X/IbVXRr8ZEWJvRLbLR75VB3Kaxf1+h53nXrQJLzDudZsSIwWuINbHfv/ORTcDpJePqpXf5SDDee/A34NmxAxcZiGjgQY2zPX67NGBMDMa17ndrlwv74E9R++BEAvg0bKLvgQlK++BzLqJGdEeZexefXLC6wU1jl4l9nj2FTSQ3Pfr+GwkpnWCYPoRZ50ok43nq7/ncPShF10YXt2vNCBGivl+oXX8bx5lsA+LZupWz6xSR/9gnWcePqn9dwCUVDRAS2Qw7GetCBoBRqF2+SfBUVVN5xJ86vZtb3RV08ndhbbsZgs7U5ZsfHn1D95FOBa1RXU37FlST9931s++3X5nOGkiTnIuT8Dge6uhpDQgLK3LpynbT4CM7Ypy+/rAzsJHnE8F6kLvoSv6PxZEJjL6mp7Qzetet2/HEMcn79Db7t2zHk5IQoqpZz5eVRet40dFVgHkfkOWcTe9NNGJOkXGNnvsJCaj/+ZKdOH561a7skOdduN97NW8CgMPXp0+NG640GxeEjejMsM47+qTGMzU5kYv8k+qf2/DeLbWEZM4bkj/5L7aefoz3uwNJ948aGOqwewVdUhOODDxp3ao139epGyXlz9vTmyLt2baPEHKDm1deInHomlqFD2xZvWTmOt99p0u/+a263Tc7lLaYIKdeCBZRNv5iiQw6j4vbb8axbv8djfH7Noo3lFFY6WbOtim0VtZy7fzajsuL5cO4WfplyCmr8jjo366GHYh4pI3udwRDXdOMnQ2Jitxg191VWUnnHnfWJOYDjnXfxLF0awqjCl4qIxJjWq0m/IS6u06/tLdhGxV13U3TwIRQdchhV/34UX3Fxp1+3q0VZTQxMi8VgUI3aoillNGIdP574++4h4eGHsO47STbT6iCGiAiM6elN++Pi231u7WxmgrPfj3a2fcUoFWHD2CezSb+xV9PfV92FJOciZDzr11N61jm4fvkVf3k5jrfeofK22/BXV+/2uPVFdq58fS7//t9y8otreOiL5TjcXu45bSTHjk5nZP9UUh57hMRXXybpg/dIePxRTGlpXfSq9i6m3FysUw5o1Bd37z0Yu8HXW1dV4Vm8pEm/r3B7CKIJf8aUZOLuvbdRTa9lwgTMw3J3e5yvuBhfYeFun7Mnzm+/xfHGm+DzgdtN9dPP4Jo9u13n3NtUOdwN2uG5iobYQXu9eIuKQrI8pCEhgbi77oAGE2tNI0dgHjmi3ec29e/fJPE3jxmDObtvm89piIgg9rprocGdd2OfPli6cDJqR5PVWoLCdbWWnqz2u+8pu+DCJv0p33+729tbNS4vH8/dzH++Ww1ARkIkj54zhuyU6E7ZvVLsnnf7djxLluIvL8fUvz+W4cO6xYot/poayi69DNesnxv1J3/0X6yTJoUoqvCm3W7cy5bhXbMWQ1wclhEjMKY3v9KL326ndubXVD3yCLjcRP/tSiJPO7XVE7+0x0PJqafhnje/Ub/txBNJevaZNr+WvUlBuYMnv17FtCn9SIiy8MTMlUyb0o/cjM6/6yFaz7NuPdUvvYTzq5mYR4wg9sYbsIwe1aUxaK8Xz7JleFavxhAdg3nkCEwZHbOfiHv5cqqfex73n3OwHn4Y0RddiHnAgPbF6/fjWbYcz4oVqIgILCNGYGpHwt8VZLWWbsrt8VFR6yE11tao3VMYIptZncVmQ+1hUojNbCQracexveNtRFgC38qSmHc9U1pat7wzYYiKIu62Wykr2IZ39WqwWom96R+Yhw8PdWhhS1ksWMeMwTpmzB6f687Lo+La6+ofV917H4aEBKLOPKN11zSbMY8Z0yQ5t4xo/yje3qLS4WHu+lLmbygjLT6CNdvtHDAklUFpMY0m9XUEf20tuqYGQ2KiTM5sA5+9msp/3orrt98AcM2aRcmCBaR89SXm7Owui0OZTFhGjcIyquPfFFhyc0l49N/4q6sxxMbWzx9Zva2KuEgzveIiGrVbFK/BgGXEcCwjesbvb/nJCVNuj4/vl23n/k+Xsr2ilu+Xbee+T5dSUN5zdkAzDRmM9cADG/XF3nADpr67f7e7vsjOPz9YRJ/ESKYdkENefhlv/5a/282LhGiOeehQkj/8gJSvviT122+Ivni6rIffQWq//qZJX82bb+Fvw26kkVPPxNBg2Udjdl9shx/Wrvi6g7rt63dut9bQjDgenjoau9PLmu12zpucw2HD0jo8MXfNX0DZxZdQdNTRVD34EN6N4bMdenfh27ypPjGvoysrA5PvexBlsWBMTKxPzPOLq7ny9bk88sVyFm4s58rX5/LMt6sblWPtTWTkPEz5tKbG5WPOulIufeUviqqc5GbE4vP7Qx1ahzEmJRH/73/hWbgA7+YtmIcOxTx61B5HW9ITIvnHcbmMyoonJdZGekIko7LisZll4wnResakJIxJSaEOo8cx9unTpM/UN6tNq6xYhg4l5bNP8KxajTIaMA0Z0mG32MOVw+Xlu6XbGdEnjrS4iPp2vzas3lJQXstrv+yYbP/ZvC0cnNurQ8taPGvWUDr1LHRNDQDVzz6Hd1sBCY8+iiFEZW7+igp8xcWouDhM3WQXXGWzgdUKO72JbfZOcwO+sjLceXm4587FNHAg1kn7Yspq+jMYrnrF2rhwSj+e/nY1v68pIdJq5IxJWcRG7p2TfCU5D1MRFhPHjOrN7DXF/LGmBIA7Th5Bn6SoEEfWsUzpvTHtomZ1V6KsJo4fk1G/ikHDthBt4fX5mZdfRkZiBGlxEfXtzMSe9fPWlawHTKbm+QT85eVAIOmw7Lcf/oqKNr0ZMvXtu8e7aj3J1vJaHvlyOamxVg4f0Zs3f83npHGZ/N+Rg4m0tu5Pd6XDzcqCKm46Ppf+qdFc89Y81hdVd2hZi2fN2vrEvI7z08/xXXsthv79O+QareFesoTyG2/Cu2QJxvR04v/9L6xTDtjl+tvhwtS3LzHXX4v9gYfq+6wHH4Rp8KBdHqO9Xmpeex37Y4/X91km70/CU09h6ibLCEdaTYzum1D/uG9y1F69vr9MCA0KtwmhdWUt93yylBibCbvTy8S+sfzjoCwy+/XsESMhutq6QjvnPfcHQ9JjOWVCFg98tpQjR6Zzw7FDiLLKPIa2cP01F9fPPwdWd9EaLBZqXnmVxFdfxjq+2TlQogG/X/PHmmJueHcBAGOyE7jrlBFtTljyCypIKtyE2V7J9n659E6Nw2bpuPE5508/UXru+Y36VFQUqT98h6mZuyidyVdSQvHJp+Jb32BpXpuN1K+/wjxwYJfG0ha+yko8ixbhWbYcU58+mMeO3e0glmf9eooOPRzcgRIQz0mnsfm0aeTGmzANGsSygkqGZ8QTGxm+v8vyi6u55OU5+LXmqBG9+ThvC4cPT+PGY4f22NFzmRDaDdWVtQztHcNtaXbm+qL5psBNzQ8/4a4Z3WMmPeytvD4/BeW1ZCVHNWqHu+IqJwlRFkxGQ6N2d9cnMZJbTxzOvZ8uZfnWpfRNjuSCKTmSmLeDMpmwP/Fk8EEwQQeUJfxX8gkHTo+PTSU7RqK3lddS4/Lu5ohd827dSsz1N2D/NVDLbEtKwvDu29CBk59NQ4diGj0K78JF9X2xN/+jyxNzAF9BQePEHMDpxLtpU7dIzo1xcRinTME2ZUrLDvB46hNzQ2oqq04+nztnFXLO+N74Ctfx3uxNPDx1NAcODd91v3vF2rj04AEMzYhlQGoM2SnRDM2I7bGJ+Z50/7+qPVSExcSxo9O5o48D298uZv93n+JWVhN91y3UfvVVqMPrFnwlJdT+8APVr76Gc9bP+IK317vS6u1VlNe4GrW11vyxpoQLXpzNgo1l/LqqiAtenM3iTV0fX2tsq6jl3k+X8PPKIrZX1nJPsO31df95EAaDajRnwWoyYpRSqXYxDuiP7bhjAg+CiXnEqadi6t8vhFF1H1vLa3n2hzXsPzCZB88cRbHdxQd/bsLRhgTd/ddcXL/umGToLy3F/sx/0G2YnLsrprQ0kp5/joRnniLmpn+QNONdIk47vc3n85eX4168GM/q1WhP69ZlN8TEopqp0TYmJDTz7O7PmJWF7ZjAz5q/qIiBs77giL6RvJO3jfdmb+L4sRmM6BMf2iD3INJq4qRxmYzok0BEg/beSkbOw1iESRH92gu4AcOffxDx5x9AYFSgOX6HA1wuDD30F1CdgnIH6wqrmdA/kbJqd33bZt7x7ey326l6+BEc786o74u+8gpir79uj0s1dpTV26q45JU5nDQukwMGp3L9u/M5d79szj8gh9RYG2ajgatez8OvNVlJUcQFRwjKqt1UuzxkJUU1aoea2+un2O7i9v8uIjXWxvZKJwcO6YXH5++Q0XPt8eArKGCd14rJUUPKD19QcPhJWONiyclM7IBXsGsbS2q4/cNF5KRGcdK4Pjw+cyWvzFovZS3tYIyNJe6uu4g46mjcixZjGTsay8SJGKJC/73cElprfFu2oH0+TBkZKHPXfh/0T43m2QsmkBprIzXWxnMXBtqtrTcH8Daz87Jn3nz8NTUYO3CypqlPnw4ZKfesWUP51dfgWbQYTCZirr2GqAsvwNjC3WiN2X2Ju/++Rkt5Rl1yCaZBu67b7s4MERHE3fZPTAMHUPv559iys4lLjoeNDgBiI8yYdrHQwoINZZiMihF9Ehq1Q8FiNuIrKsJvrw7Uypv33pWzpOY8KNxqzus4PvuM8iuvatSX+ObrRBx6aP1j7fPh/nMOVY89jm/bNqIumEbEiSdg6sZb1+6K2+vjxR/X8vbvG7jmqMH8uqqIefnlvH7ZJIak7/jF7V6wkOLjjm98sMFAyrdf73aDo45UVu3i5Z/W8nHeFgDiI808ef54BveOxevz89Ffm3j861UA/OvsMRwwOJVKh5uXZ60lL7+Mh84cwwdzNjJ/QxmPTB0TFpOB1xXaOefZwJvEg3NTuf2kEW1KFnbm3baNmhdfonz/Q/j7Qi9Wg+Yfo2O4K89OfISJJ84dS2pC57x+j9eP3+NmzvoyclKi6ZUQxey1JeSkRIe01Kis2kWU1YTVbGzUFp3PV1GB4733sT/6GNrtJur884i+/HJMGU23NG+rsmoXW8trGdI7FrvTU982mzr+hnZzG75FXXIxcXfcHnZrkWuXi7Lrb8D5yaeN+pNmvNPyMg8C28R7Vq/Gu2EDxtRUTLm5GGNjOzja8KK1RldV8eMmB7d9uJjjxmTg8fr4Zsn2ZstatlXUcunLc6hxe7n2qCE8+tVKEqMtPHfhhC6fjKm9Xpw/zaLi5lvwb9+OdfJk4u69G3MPfUMFu685D6+fStGEdcoU4v/1MMY+fTDmZJPwn6exTmy8Ja1nyRJKzjob959/4tu4kaq778HxwX9DFHHnspiMnDIhi5FZ8Tzx9Srm5Zdz/TFD6LtTEuV3OJoe7Pejm+vvJInRVg4etmNznvH9EukVa6sva3nym1Wkx0cQG2Hm9v8uZvGmcqKsJsb0TWRjcQ1nPfMbH/21mfHZSWGxudK2iloe/3olAJEWIz+vKGL22pIOKWtxfv0N1S++RMLG1Vw3xMI2u4f/+7mUGpeXv+dAQtHWdl+jOWu2V/Hh7Hwq3p5B4sY1/DpvPY71GzhwaK+QJuYldhfPfb+G75Zso7R6R9sV4rX8C8odLNxYjt+vG7V7Gvdff1F1732B3xdeLzWvvkbtl1922Pm9Pj9fzN/Kpa/M4ftl23j5p7Vc+socVm2v6rBrNGQZN5boa66G4DKW1ikHEHX+eWGXmAP4y8px/fBjk/7WrvO9we5ldUIWkSecQEH/4ayo7P7ld3uilMIQF8fo7ETuOHk4Vx42kL8fOYQ7Th7ebFlL7/gIHpo6Gr8f7v9sGUaD4oEzRodklRTPqlWUTb8Y//btALh++42KW2/FX13d5bGEAylrCXPGhASizj4b25FHogxGDAnxTZ7jXrIUfI3/aNe8/ApRZ56BsZus7do6moblwEaDYufVsUzZfTH06oW/sHBH34ABXboU2+ptVdzw7nziI82Mykrg+6WF9E2K4vwDcugVa2NEVjz/PGE4tW4fj3+9grjIwOTKMdmJDM2IZdmWKgwKTtsni4Sorp0U492+Hc+ixfgKCjANGIB51CjcXgOl1S6uP2Yo+/RP4qb3F1Be4253WYvf5ap/M6mqqkhJcmAxGah1+4i0mkioqcDv6Pjbmw6Xl0/mbubjvC1sHjiIn5c6qXYVM8bqJDrCjCkrq8Ov2VJOj4/84mq+WLCVnJQo8otriIs04/L4QzZ6XuPy8PKsdXy7ZBv3nDqSj+ZuYtGmCt64bF/692r92tvhzPnzL036HB9+SNS553RIWY7JaODgYb34buk27v54KQBnTsoiI6FpUqR9PvwlJajo6DZf25iYSOw1VxN50olotxtjVl+MMeFZMqBiY7CMHoXrl18b9RszM1t8jrJqF/d8vISNJTXce/ooHp+5kkqHm9cu3ZfMpN2vFx4ONpfWUOPyMiQ9rlG7pZJjrBwzeseqbg3bO3N7/dRVUPi1xuMLzQCAd/36JnmM+48/8W3fjmHAgJDEFErh97ZZNMuYlNRsYg40O/HFEBfX5TWSHWVtoZ2tZYER7rUFFWxaX4Bn1Sq004nb6+OTvC0s3FjBVUcMYnTfBB75cgUbihuvr2vKyCDpzdexHnoIKjYW23HHkvDCcxiTk7vsdSTHWDlzn748ef54bj4+l/Mn5zBlaC+sZhOD02N56MzR9E2OYkiDdqXDzas/r2XZliqGZQZ+Gd/8/gI2l9bs4Wodx1dWTsU/b6XsoulU3nY7pVPPwvHuu2QlRvDo2WM5bkw6WclRPHr2WI4dnU5EO5djU2Yz5uHDACifMJlb1prw+zUXj0qkqtbDPUXxVGbufhJhYWUt3y3dht3padTenUirifNzYxmfZuPjNdWU1nh5YFwUcdddiWddaHfjy0yM5M5TRmA0KPKLaxiSHsu5++eEdCm0KKuZc/fPJjnayj8/WMS8/HKuOWoI6c0klN2duZlkwJybi+rA+uxoq4mBaTvKLIakxxG90/wGT34+FXfeRdGhh1Ny3jRcc9teeqnMZswDB2IZNixsE3MAQ1QUsTff3GjuVMSJJ2BuxTbyidFWbjwuF4NBcf078ykod3DnKSPo3Q2+V8uqXTzw2TL+/kYeeetLue2/i/i/N+d1yt+AbRW13PHhYmwWIw9NHY3JoLjzoyUUVrZvJ/Jqp4fV26rw+vyN2rvT3Fw5Q3Iyhqjw/V7tTDJy3gNYxozGkJZWfzsIIPaft3TLiaFbyhxc+/Y8esXauOaw/tzy4VIyYkzcXJlHnL2MmL//nZPH92F4ZhwT+ydxSG4aa7ZXNSlrAbAMH07iC8+jKypRiQkt3qXOX1ODd80a/OXlGLP6Yt7N6hI+ux3v6tVoezWmnOxGI/OJ0VYuPLA/EZbASGfDNkBClLVJu66sRaG46MB+zN9QzqJNFV1a1uJdtQrXN9826qv617+xHXE46f12fC3SEzpmBEoZDERNO5/ar2ZiuvVGbnjoeWweJzlv/IcBF1xNdEoiqSm7HjXy+TU/LS/kia9Xcd7kHPKL7fy2qoTnL5rA6L67n0hapSzk23esfrG8StNn1NiQT1ostbt489d8fH6N1WRgZUEVv60q4vARvUNadx5hMZEca2V7pROA3nE2rKaeVwdvnTIFY042vvwNAKjYWKKnX9Sm3U2bU1fWMnNRASeMzWD51kru+WQJWUmRDMuMx1dWhmfVKqpffAnXt98B4J8zh9Kzziblqy97dB0ugGXUSFK++hLv+vWoqChMAwdijI9v1TkiLUYiLUaqnV4MBkVshLlbrMCUGG3lysMHcvVb87jqjcCbsbtOGUFaJ5Sa9I6P4OGpozEYDAxJjyU1xorRYGhXWYvPr/l2yXb+/b/l3Hf6KDaU1PDKrHU8d+EERmbtOicxD80l4sQTqP3s80CHwUD8gw9g7J22y2N6MknOewBzv34kvz8D15y/8JeWYJ24D5bRLR9lCCcpMVYuO3gA9322jItfn4/FZODmoWYsL76Do7AQ64TxpJ94Yv1oXYTFtNuRO0NEBES0/BeNr6qK6mf+Q/V/ngUCdyWSXn8N6/77NX1uaSlVDz6EY8Z7gefGx5P09ptYx4ypf07DZDzCYsRXWQkezy5H8E1GA1OGpDIuJ5G4SEujdlfx1zQzQuN0omud9Q+1y4W/ogIVH98hW3Nbhg8n5YvP8KxcyXjnNiyDB2H418NMjonBZN79rymjQXHosDQWb6rgrd/yAbjysIGNRiWb43B5+XRZCdUuP49MimPmVg9vrXEw+cprMA1q+S30zlAbLGs5d/9sThrfh7s+WszG0pqQl7W8+ONalm6u5JKD+/Plgq3c9P7CHlHW4quowLNsGb5t2zBlZGAePpzk92bgWb4C7fFgHjJkt2/SW6uurMVsMnDMqHSqnB5+W1VMekIE2u2m+vkXUGYzymAk5obrwRt4A1nz1tt41qzt1OTcX1uLZ9mywETK5GTMw4d36R3HOqasrDaXlpVVu7j74yWUVru57ughvPTTWq5/Z363KWtJiLKSGGXF4XJgNCiykiI7ZaIwQG5mfLPttjIaFGOzE8hMjOSfHwTWvD90WC/S4nf/d9iYlEjcvfcQedZZ+EtLMfXLwdxFizeEI0nOewjzgAHN3oqts67QTq9YG9ER5kbtcGM1GxmSEYfVZMDl9ZMUZSatZAs6WDvu+uVXIk88sdOu712xoj4xB9AOB+U3/oOUzz9t8gfKs3hJfWIOoCsqqLz7HpLeeqvJbWPtduP89VeqHnoYf3k50dOnE3HKKc1urWwyGuqT8YbtrmLq3w8VE4O22+v7zPvsgzErsESaZ9Uq7E//B9fPP2PZdxKx11yNOTe33dc19+uHuV/bEiC/1ri8O+oVnR4f/j2sRBVpNXHBgf05blRvcraspF+kiXMnD2VAoqXVo3QdLTMxkrtPHUm0zURcpKW+HeqylvMmZzO+XyKH5Pbi4NxerCyo6vZlLX6Hg+qn/0P188/X98Xc/A9iLr8cUyvqnFsrKymKU7Mq8c/+lVSbjdNyh2KJsuJZuYrq518g7oH70YsXY//3owCoiAhib74JQ3Tn3tWp/fxzKq67of5xxAnHE/fA/S1aI7zE7iTGZsZqNjZqd7W6spbyGheTBqQwvE885TWublTWspSt5Q6mH9iPGX9u5Jq35/PKJfu0esUu7fGAUh12x6elkmOsTB6cwrt/bATgoKG9SGzBvCljUhLGAyZ3dnjdgiTne4FVBZVc9upcLjggh1F9E7j27flcdsgATpuY1WnvxtuqrqxFA6eOTOWjxUX8KzKDm/9+LeanH29V3WFb+LYXNu3buBF/eUWT5NzXoIyojmfhInRVJeyUnLsXLqJs2oX1m7FU3Xc/GI3EXHpJB0bfMcw5OSS9+w5VDz6AZ8kybEcdSczf/oYxJgZfSQllV1yJd9VqAJz/+wrPwkWkfPZpu28/Oj1eSu1uMhIjG7X3pK6s5ffVJVx2yADWFVXz6s/rmdg/aY9lLXVrSJO1H5lAaMfLG2v42lvydegK/VJjyE6OxmBQjdrdmXft2kaJOYD9X48ScfgRmIcM7rTruhcvoezss/GXVwBg2W9fEp54PLAxkM+HrqrC9eNP9c/XtbXUvPceia++2mkxeTdvpvLOuxv11X7+BVHnn4dx3313e2xRZS2PzVzJAUNSmdAvicdnrmD/QSkcPjw0pVi5GXForVFKNWqHu8RoK5cfOpDtlU4OHtqLfQYks73S2aqyFn9tLe7Zs7G/+DIYDcRccgnWSft0yR4fdWUt7/6xkf0GJrOlzMFdHy+hV5xtt2UtojFJzvcCCVFW9h2YxPM/rgUgLtLMmOyEkCbmvrIy3H/Owfntt5gGD8Z22KGYBw4kJcbK5YcMJCXWynCTg8E2L8m4sLz4LsbRo7Ad2HSdW/fSpTi//hZf4XYijj0Wy4Txba4ZNmU13UDDNGIExpSmt3WNzdxytR54IIbEpgmhe+7c+sS8Ts2rrxF52mkYE8PvF5Z17BiSXn8dXWXHkJSIsgRGPbwbNtYn5nV8W7fiyc9vV3Lu8vj4ZvE2Xv9lPY+dM45Fm8p589f1/PuccfRL3f2EoLqylszESMZkJ+JweTlqZO89lrWItmmYjHdEYu50+7AFy78atruKv6qZ5Qt9PvwN7hx1NO1yYX/qqfrEHMD9x2zceXnYDjwQ8/hx6GaWkPOuXoPqxDdD/uqaRnfM6vsr97zEo9vnp9ju5N5PlpKeEEFBeS1Desfh8YWuFKthMt4dEvM6I7MSyA2ugtWw3VLuOXMoPW9a/ePSWT+T9N672A44oDPCbcRoUIzpE8fZEzM5ybsZV04qMyuT9ljWIhoLr2FT0SlS42ycMn5HInlobhp9QjgSp7XGMeM9yi65FMd/P6TqvvspPfd8vJs3YzUbOXxEbyb0SyKybxaHj8lkTIKBpKeeJOm115oshehZsZKS087A/vjjON6dQek55+L8sekauS1lGjKE+IcfguAIgzEri4SHH8LQTJmDecQIYv55MwRXxTENGUzcLTcF6tyD3MuXU/XkU2hv0y23DampKGvXlqy0hiEqCmPvtPrEHII1/M38kTNEtu8Xr9loICXGRlGViwtenM1DXywnNS4Cm7llv6JSYm1MHpxKlNXUqC3CW35xNf/5fjVFlc76dntXimgtU9++TSbPGzMyMPXtvKU0/dXVeBYtatLvXbceQ3w8CY/+G2Mzy77aDj8MQ1JSp8VlzEjHPGFC406rFVO/nD0em5kYxZ0njwSgoLyWsdkJnDwhMyz2aOiOGibjrV2qtubNt5v07W7vE19lJd6Nm/B10BvStGV5nPbWgxivvITIqSdz+nv/In7jmg45995CkvMwp7XGV1KCv7btf7BWFVRy44wFxEWaGZudwMd5m/l8/lY83s7blKGw0lm/YUrDNoBvyxbsjz/R6Pm+LVvwLFsOgMVkqB/liEjvTcR++2GdvD+m1JQm13HNm9dkpMf+78fwV1a2KW5DRASRZ59F6rdfk/LlFyR/9imWUSObfa4xNoaYyy4j9btvSPnflyT/9wPMQ4bUf96zeg0lp5+J/ZF/gduNoeGa8wYDsTdcH9JVQZxuL/Pzyyirdjdq746xfz+ipl/UqC/ijDMw9e/frlgMBsXY7ESOGZ2OyxP4vgws0xce5Ryi4/n8mgUbyvjvnE3c99lSrn97Hh/P3UxRlXPPB3cgU58+JL75Bubgz7l5n4kkvvJSp+4RYUhIwHbssU3668r2zAMGYDvmaOLuv69+qVzzuHHE3vSPRm/+O5oxNpaEhx/CelhgB2rTgAEkv/UGpoED93hsUWUtz34fuKsWaTEyf0M5v6wsDvnGWXsj1cxgiYpo/nepa8ECSs86m8L99qf0nPNwL17Srmv7a2uxP/00+tefgx1+/D983+zeAe26jsuFr6Sk2YGvnkCGlsKYd9Nmat6dgePD/2LuP4CYG6/HOr7ZnV53KyHKypEj0zh5fB+Soq28PGttq8paSqqclDs8DEyLocTupLwm0N6VgnIH93+6lKNGpTO+XxL3fbKEo0alc0TdMnB+P7qZjQ527tMez57Xavc0Xctau93oduxaqQwGzC1MNpXJhHkXf7jcixehKyoAsD//AjGXXwYGAyo2Fsu4sVhGNp/074qvrAzv6jVotxvTwAGYevdu1fE7W15QxZWvz+XUiX3ISori8ZkrueGYoZwyoQ+rt1cRZTXRJymKlQWV9W2DzUbMtddgO/ZYPIsXY+qTiWXMGAwx7Vutw+Xx8c2SAr6Yv5X0hAgKK5388/0FLSpr6Si+ykq8q1bjt1dhys7p0NU5RFNGg+LIEb3ZWlbLO39sAOCBM0YxLCO+y2Oxjh1D0ox3g8uuJnb6OuB1y4d6163H9eOPYLEQc83VWMbuWOnJGBND1LTzsR10EH5HDcaMDIxxLd+Ipq3MgweR+Pxz+IuLUdExLS67qytrueLQgRw6PI07P1pEqd0V0rKWvVXUuecGliT0B/8OmkxEnn5ak+d5t2ylbNqF+EtLAfDMm0fpRReR+uUXGNPaWKbo90NtM2+w3bsf+GkN95Il2J98CveChYE5UdMvwtTGxQTClSTnYUq73diffhrHuzMAcG3bjjsvj5T/fdFodLYlUuNs/N+Rg4kKbnDRsL0n1U4Pr/68ju+Wbuexc8bxcd4mfltVzAsXTaTfLpZP82uN26e5/7NlJEVbKK12c8jwtPpdyIwZGURfdCHVz79Qf4yKj69/XZ7Va3B89CGuP2YTceyxRBxzTLO14BDYlhqLpdEPfsxVfwuPOu6GbxCcTuxPPIkhLY3Umf9r9aicd8sWKm64EdevvwGBr2HiG69jGdq674WGclKiOW1iFh/+tQmAsdkJ7Dcoma3lDv7vzXmkxdv4vyMGc8v7C+nfK4YHzhhF9PrV1LzzDt6VK4mcOhXLmDEdMsJYV9YyPieRW08aRn5RDe/+saHFZS3t5SstpfL+B6l9/30guITm229i3WefLrn+3qrI7uKnFTsmVn+7ZBvDMuNavM6yd+tW3Hl5eFevwTxqFJZx4zAm7X4S8K4Y4+KgC5LfOuacHBKffxbvpk0oqxVT374oY+MkVimFKbvrdjWuY4iIwNDKZQwzE6O497RRxEaYibaZG7VF17KMH0fyxx9S++X/QGtshx2KKbfpsoTejRvrE/M6/m3b8W7atMvk3FtUjG/jBlREBKb+/ZvcyTFERRF95RWUX/m3HZ1GI7YpTeeLtYV340ZKzzoHf3k5AI7X38C3Zi0Jr7yEsZ2DROFEylrClLegAMf7HzTq004nntVtq9tqmIy3NDEHiLaZOWpUOj6/5pJX5jBz0TZOmZBFcsyuZ31nJkZx64mBHR9Lq93sNzCZI0f0xhbcSVKZTERdcjFxD9yPefRoIs89h+T3Z2Du3w/ftu2UTp9O9TPP4pm/gKp776Py/vvxOxzNXss8YgTJ/30f2wknYJkwgYRnnsZ2zNEtfn2dyTxiOGqnX1wxV15en8z6nU48q1fjWbcusOTVbrhmz65PzCEwCbPm9dfbdUsvwmygT4M1fzMTI7GZTaTFRXDDsUNZs93OVW/k4fNr/nb4QGIKt1By5lRKY5Mpn3I4FTfcyNZFq+p3c20Pg0ExaUAyd586kt7xkfXtripr8SxbXp+YQ2AJzYpbb8MfvPMhWq+yxs3MRQUUVTobtevUlbUUVrp45KwxXHHoQH5dVdzishZfWRkVN95E+ZVXYX/iScouvIjqF1/c489SODFERWEZOhRzv35NEvPuKD0hsj4Zb9gWraf9frybNuHdsLHVv+eVyYSKicGzciXOb76l9KxzsD/4EL6dEnFDbGzTOUTBu7vNca9cScmpp1Fy0ikUH3UMVc2cE8B68MEkvPgClkn7YDvqSJLffw/zmNGteg274lm3vj4xr+P6/Xd8mzZ1yPnDhYych5Df6cS7di3+8gpMfRtvuKAslsBa0zslBzsne10hIzGSIelxzN9QBsCUISm7XW+5oNzBv74M1I/HRZr5Y00JPy0v3FHWApjS0oiedj5RZ00Fs7m+xtyzZg2+9fmNzuf88n94r74aSzPv/JVSWMePxzJmDPh8jSYvtkWJ3UV+sZ1hGfE43L76dmQbJhdacnNJ/vADat54C++GDUSedw62Aw8CAiPhVQ8/Qu0nn4LRSPTllxF9ycW73Oyjrh6/IffsP/E7HBh38Yt0T5YXVPH4zJWMzU6gT1Ikn83byqC0WE6Z0IfMhAiMBoXXp4mPspAQacWzYBm1Z5zD8yn74PD6uf6N93gu30/tlqXcfvKIds/GNxgUSTHWJu3OsKmkhvIaN6P6JrCppIbS+EzSUlLwFxfXP8e7YiX+qqpmJwOLPVu1vYq7P17CQUNTSYmx8t+/NnPLCbmcMDYTpRRGg+KIEb0ZkRlP/14xgTs3A5NbvKGRd/VqXD//3Kiv+rnniTz1lG6/g2ap3Ynb66d3QmSjdlfYUubAXuthaEYcW8scVAXbewvt8+FZvAT3kiWoyAgso8dgHtC+OTWt5Sspoeatd7A/8wz4/URPv4ioi6djamGpiXa5sD/9DO7ffq/vq3ntdawHHUjEYYfV95kG9Cf6b1dQ/cyOvT1irr+u2f0mtMuF/cmn8K1fH+zQ1LzyKtYDDyTi0EMaPdcYG0PksccQccThgWS/A994GppZDlIlJYHRhHfLVoxpvbp8XffO0P1fQTflq7JT88IL2J98CrRGxcWR9MZrWIMz5U3p6cTd+k8qbvxH/TGm3FzMw9q/2UtrVDs9vPLTWuZvKOOw4Wn8sbqYa96at8eyFo9Pc+NxQwMjoB8twePzo7XGvXgJtZ9/jrdgG5Enn4h10iQMDRJqZWjmZo5Sza4Q0ugpRiO08xeA36/5a10JRVVOHC4fq7dXYTYaMSjFuJy2rZBgGT06MMnL52v0C6P2iy+p/fiTwAOvl+pn/oNl+HAijj+u2fNYx4+j5qWXG/XZjj6qXbXeOSnR3HjsUPYdmEyExcSgtNj6spZr3g7sznrBAdm88vM67vtsKfeM7Y/ltTeZOOogHlvk4P/ZO+/oqMrv63/u9JrMJJPeQyChJPSuiGABRbBQFKxfBbuIBQtWbNh7xw4WigVB7ChK7y2E9EB6JnV6ve8fE0JCEkgwiP5e91ouzzy5dbhz77nn2WfvyysD6pA3j4lEp/r33Erq7G6eWZnJnkN1PDo5g7d/zaGs1sk7TzyPdtaVTcspR5+B5CQ4I/osVkD8PzUF2xZ6xwRz3ehuLPwtD4AJ/WM4PTW8haSdTiWne5S8VdwRiM42Kuw+H77Kqn91cl5jdfHOr3mU1tm594LefPxHAaV1du6f1Jsow8lN0Otsgd/GvuJ6nr60H2/9kkOh2cb7M4cRbzp1zet/J9ybNmG+dDo09kBJwsIwLf2i3d6ikwHXuvVYnnuu6bP1zbeQJiaiu3xGh9b319fjXvtHq3FvTi40S84lajW6m25COWpUkzuurHefNotc/ro63H+0sc28PDgqOT+M9nrGSmrtyKUSwoNULeKOQJaWinL0aFy//QaAvE8fNDOmUz3jcvw1NWgvn4Hu+lkn1UDs78C/54n6fwzezEwsL73c9Fmsr6furrmYvlqOtFEnWz1pItL4eNw7dyCNikY5eBCy6OgT2p+vsgq/1YI0IqJTCiGHaS2mIBVThsRTUGVla0HNcWktj07qia6yFNmOjTx8dm9Co0KR5uVQNXkKYqM9vPObbzC++jKaiy9GdLnw5OYiymTI0tPx7jnSMa6ZflmHpLz+KiQSgZQIPU9/m4lWKeOsPpEs2ZTP6alhpBiVqIvy8JmrkcXHIevWre0XiTYgCAI0S8z9DkegYn4UnGvXtpucK4YMQfu/a7B9+BH4/ShHjkQzbepf0u41ahVcNCiuSav6cOzx+rn7/J5EGlSkRQWTYNISaVBh9DdgLshniK2YsKBwqhpcBKnljM2I+VdNXxs0Cmafm8ptn2zj3s93AvDklHQiD2zCqlIhOp3Ievcm+MEHkGi6Lhny22y4fl9Lw4svgceD/rZbUZ419oRnPv7p8PpEGhxHKCYNDg8O94krdzjcXtSN1DiH24u8WwqSo2Y7FIMG4lyzBnlG+r/2e1UrpKRE6vlmezGXvb4Ot9fP9BGJaOQn/3Ft0CqYdWYKsz/Zxi0fbQXggQv7EBF88s1r/gnwOxyB32czcQJ/VRWujRv/1uTcsXp167Gly9BedmmHqtCS4GAUI0fg/HZli/G2mialwcFIR4487jYFgwHF8BE4v/vuqG127tlcVuvg8a/3EqpTcv2YFJ5csY8QrZI549MwdWC2VBoSguHZp3Fv2463IB95Who111zb9Hfb+x8gaLUE3TP3X6VtfzT+45yfIvjKylqNeXNzW3BcJVotqtNGEnTLLWgvubgF7aWjEH0+HL+vpWriRCpPP4Pa2bfjOcpE5njIiDdy2fAE9Gp5U3wsWouvvh71ay/QcM7Z1FxxFcLY0xG2bcW9Ywe+Cy5s4rP5L52B5e138ZnN2Jcuo2rceVRPnoJq1Ono75mLauIFGF56Af2c25EoTx7FoTlC9UruntCTGpubJZsOkhSm5ZaxKfiXL8M8/XJqrryKytvm4Fy37vgbaweCUol80MBW4/JevdtdRxoeTvC8+wn76QfCvv8O43vvnrDVfXO0ZSgjl0k4s1cE6XHGlnFCAsKXK3jdn0BVg4uM2CAaHB6e+GYv5XV/rzb1X4VSLkXTaHYjCKBVKdBfNImwn39E88d6wr74rNON18eDe/MWambOwpuZiTcnh9pbb2sx7fxPRYPDjbexubl5fDzsL2tgyaaDjMuI4pozklmbVckfB6qwOjuv2nDQbOOF77IoqbU3xZW6EAwvPI/q7LORxsSgnnwJytNOw/b2O4gnKKXaHGaLs834ZEOtkHFmrwjiQjW4vX5UcimTh8QR3AH7865AiE7RlCRJBEgM0/7/o7bicuFvw/nZb27Nqz6ZkPdqPUMu79e3w/QQQakk6LbbkMYdEVLQXHZpCzWgzkKiVBI0ZzbSmJgj25wxHUW/fp3ajk4tY1BSCD/vLWfaq3+yo7CWQckh6FQdv8Zk0dFoLphA0G234T14qNXf7Z9/ga/ZS/u/Ef9Vzk8RpG1Mucj69GmqmncVXLl57HQqMN5yF0Gvv0j25GsJzSuhW3R0p+TCDlesAFT4cW3chPPXXxF0OlRnnokivU/T37379mFb+F7TZ9HhoPaBB/E89jRvexK5+IxzMRRk815wOpPPvgBjTS118x5okn2yvv4GQkQEYV9/hbwdlZZjobLBSVmtg96xwdTY3E1xW0YOot+PNycHb2EhQkQkm8RQSmqPJJr1dg91Di9bw3qSsOA1opd/zIaLZpJg9dG/ogJpRESnj0+QSNBefjnO71Y3Vf1kvXqhHH3GsddTqVB0ccLYHtozwAiOjWRYLz8Z3cKYNDCWn/aWY3d5/5W0lrI6B3eMT+PDtfnc8/lO3r52MApdGC9/f4DbxxlJ7OL92r/6qtWY9eOPUY07t8OzMH836mxuPllXQO+YYPonGFm0vpDeMcGM7G5CqTj2v3lciIYHL+zDlvxqqi0u5k7oic3lw+H2o2ssxIo+H549e3Dv3IWg0aAY0B95SkqrbWWXW/h2Rwl5lVbsbi8HzTbOTo8kRKPBZ65CMXQInh07cSxbjnLkiFamQp1FQZWVB5fu4p4LeqFTynlwWSBOjzv5KlA1Vhfv/prLoWo73cK15FXaeGrFvr+N1rLg20yKzDauHpXM0k0Huf2Tbf/f0FokBgPaq6+m/qGHW4wrhw37W49Ddf752D75BH9FJZKEBKirQzN1aqe2Ie/Vk7Cvv8Rb0KisktINie6vSYTKe/UibMXXeAsKEDSagFpLJ7epb5yNX7y+ELvLR5RBxcgeYahOcGZIampNOZXGxbWr6/5vwb/nifp/DPJePQl6+CEannwKPB4kkZEYn36qy5vPSiUa7t1cRIQuhCsfeIGnNtUxME7Po3UWjCeo5evauInq6TOa7Oitr76G6cvlTQm6r6Ky1Tq+rCxsYZFs/H0/G0ogTpdGVoGFfokJpNjsCMHBCH4f/to6hNBQBLcLf1kZdDI5d3l8fLa+kCWbDvLwxen8uq+cPw5U8cGsYfSIaj3N7fpzHdVXXd0kxdjt1w08vaqQPrHBXH5aEg8v243Z6uLtTBten5/zzp3Jsu31jIzTk5Tm4US9+hS9ehK24ms82TkIchny1NQT15X9G6FWyDivbzR+EbTKlvGphCiKePbsxbNvLyhVKPr2bVen3KBRcNu5qZTVORjZI4zkcB1ZZQ28/H0W5XUuKhqclNc7SQxr+/fht9nw19YhMRo6RRGThrWWnJSGh5+SxFwUxaYp3+bx0bA4PazPqeKz9YX0iglmb3E9EwfE4HD76J9oPKaaTkyIBplU4JUfD1Bv97CzqJZXrxpMWDNuqXvzFsyXXgaNahSS0NCAmVdqS874aakmbj2nB6/+GJj1e/DCPgxIDEEIU6A66ywsL7wIPh/SuDiCHnroLychTrePinonsz/ehkohpd7uocHhPeZ31VU4TGuZPiKRK05L5Oe9FZTVOf42WsvMM1MY3zeaMb0jOK1HGIdq7P/f0FoAVBMmILpcWN9diCQoiKD77kXRRUojHUFhlZVddQrO/Pobquqc7KnzMSZOjSI+5vgrHwVpZGSXP1eOtU1vRQWenbvwlZcjS0lBkZHeqi/qMK3F7vLRJy6YvYfqeeWHA9w+rmO0FrfHx8HSGiL2bkWUSqnsN4KgiRPxrFgRWEAuJ/jee066V8HJhnBYe/r/dwwaNEjcunXr37pP0ePBm1+Av6EeWWwc0qiuT85sm7eyscLFvK1WACJ0ChYkOek+ou8J8df9LhfVV16N+88/W4zr772HoFtvAcC1bTvmiZNa/F0+eBChiz5hV3EDN30W4JNf0j+SG89IQlFfw5bMUmR+LwmvPEnebQ8gkwoMzEhEFtP5G1JhlZW5n+3gYHVA4u+GMSmc0TMCQYAEkxZBEKi1utC7rJgnTGwhwSQxmaj8YhWmcAMxIRp2H6zD6LVTeyCPGzbZ8YuQbFTyRFg18eNGI+2ElbbX52+qQjePTwX8NhvuzZtxfPMtkshI1OePR5GefsqOpzn89fWgVLbZld8eXJs2Y552aZMplSQsDNOSL5D3aJ8nejjR8vlFftl1iIe+3g/AvPN7cN6gRKSS1klYTXYeji+/gbdegxtvRX3RJEJ6dIxe5N61C/PFk480MsrlmJYtOSFjsb+CaouL3/ZXMLJHGHKppCluT22nyGxj+uvr8PlFUiL0TB4Sx4JvM3n44nTG923/HmJxeli66SDv/JqLXCrg8QUkOS8aFIdOJcfvdFJ99TW4/2h5Lwl+bD66/13TYuyg2cY9X+ygoDLQr9I3wcBDF6UTY9Qgut148vIRrVZkCfFd5uy5MaeK2xdtB2D2uFSmDk1o85o4GXC4vbi9foI1ihbx34V/0r3qVMFXZUZQyJH8jdr3TreP13/OZummg1x1ehJrMisoqXXw4axhdG+juHQs1NlcVNS76B6pp8HhboolJ+ka9lVXU3vHXbh+/rlpLHj+o2j/d02LF1qL08OSjUWE6JSM6RXBss0HCdEpGd83qkPV8992HeL+rzJ5aIAOj1/gqZ0Wnp/cm37lB/DX1yHvkYq8d69/7GxkcwiCsE0UxTYfAP9Vzk8hBLm8VYWoq6FI6YbccQgIJOdSQUSR1uOEG0vx+RAbGloNizZrUyzv1RPDgqeof+RRRKcTaXIShscfp8orZdHWI1z77zPNjB+YgMkQzoL9hTQ4PMy8+THe3l5LZLCa10eEciKPWY1SRpRB3ZScRxrUbMytYnN+DZcMjiM1KogXVu9nYnoECUe5lvnNZrof2IImLfBykRFvwGFXselgA36xCIBym5f6ccM6lZjX2lx8t7OU01PDCVLLWbWzhNNTw0/ZVLHzl19peOxxfKWlgc/ff0/IG68jb0Ou8u+Ct7wcx7crsX/yCdLYWPSzb0MxZMhxK5WHZcOau8X6q6pw/fnnMZPzw9stKijjnTV5TeMf/lFIrxAl3VJa/kbqyqr4bEcFxA/hgnkPs0LbDcmOCqbr9Riiwo57foq+fTF98xWuDRvA50c5fBjyTrrEdgUOlDXw7Kr9bMitQqeU8/3uMrRKGePaSM7rbG6+2VaMzx8o4uRXWqize7j17O6cnnrsc7a7fGSV1jO2dyQ3ntWdV37IIqvUgsPtQ6eSI3o8+Ms6xu/NLrdQVGXj8SkZWJ1enlmZSUmNnRijBkGh+EtmXG2hoMrKMyszkUoEZBKBd9fk0ic2+G+htUBghkqtaB3/XWiP1naqYHd5KaiyktQ4m3U4PhGJ245CGtb1Sk3Hg0oh5fKRSRRWWfnoj4Ck8FPT+rarjNYePF4/X20r5r3f8lgwrT/bCqpZuvkgC68bSlr0yXnZ8B440CIxB2h4agGqMWOQJSU2jelVcqYNTUAmE1DJZS3ijiC2poREg5JHtgVyjrRQJRHVpajPGttl5/JPwKn/1f2Hk4oSn5wH1lYQHazi3rOTqbB5eWV7LQ32EzPqkGg06K6f1XJQEFCNOSKlJFGr0cyYHmhe/G4VYV99iaJPb+odHnYfqmP2uFTemzkUQYCs0npCtEqemz4AqSDw2vYa1AoZCy7tR3iwiuYzOx2Z5TlMa9mUV82UofHEhmh47Ou9JIfryauwcN8XO7n9k22syaykoNaJcO64VtuQxbd05Ku0+3hnYykDEgy8OT0DmVTCom0V1Nk63thWWuvgtZ+yueeLHbz+czav/pjNmszyDjfXdSX89fWU1TvZ/vgb+EaPwX7/I2y771nqDxb/7cdyGKIoYv/8CxoeeTRgaf77WsyXTsezb99x1/W73fhKSlqN+ypaJ35tobyynkqblycH6XlqsJ4qu5fyqtYNhc7qWiptPj45YON2WxKLDtiosHlxVte2sdW2Ie/dG/3MmehvuB55RsYxXzx8ZjPO337Htmw5rq3b8LclHXgCyIg3MOvMFP48YOb73WVMG5bA8O5tJyIWp4cNuVVc0D+G52cMIDZEw4GyBuocHuodx76HRASruPO8nswel0psiKYpPkxrker1aK+5utV6ytNaK0eclmrioxtGkBSmY1zfKD66YQShuq5rEq9qcFJjdTXFFocHh8fPM5f1541rBqOUSZtoLf/h78fm/GqufXcTX289xNdbD3Htu5vYnP/3Nmn+XXC4vS3MuoprHDg9nVM5ksskjEoNJ0Sn4K5Pt/PZhiIm9I/psFzhicBvsbYaEx2ONu9bOrW8KRlvHh8PoigS9MMKJiUcOY8Lk9QE/fLdMdb6d+K/yvkphN8vUu/wYNQqWsRdidgQDU9N60eUQU18qIawcANRBvUx1VaOB+WZozG+/hrWt99BCA5Gf/NNrTq2BYmklZpIalQQ7143lIggFRqlrCmWyyTU2dy4GxNVl8dHvcNDRb2DjblmTk+NwOPzNcUhuva/I6VcyqSBscSbtAxIMBIVrMLm9rFqZwlPTu3HdQs3kVdp5Zw+kVw4KB55yAxqd+3As3MXQlAQhsfmIz+qCpdg0vLqZRlorHWEVRfw6vS+6PVqDEf9W5XVBW6iSWG6FvHhc3/k4nQeXr6Hgkob4/tGc8GA2FNSlfKKAj8HpfDB+kqumTCL7TVedq038960XpxIrSi/0opBIydEp2wRdwb+igqs77zbctDtxpO5H0WfPm2v1AipXo/2qiupn/dAi3Hl6R2zi+7x5YcsHHs+2vlzQRRZ+PBThCz/EIY/3WK5ENxcozGzWWugtNaBUavgGo2ZEDrWxF1tcfFndiXDu4chFYSmuK0Hpq+2lvpHHm0huWl44Xm00zrXFNYWXB4/xTVHHqQlNTacHh9t1dPiQrU8fWl/qi0ubv5wC09O7YsgCNzz+U6Sw/XEHMcYJyJY3WZ8GOrzz0N0u7G+/Q4SvZ6ge+9B3oaihIDAxlwzH6zN46XLB7E5z8xnG4p45cqBRBk0hOgUlNXZUcpkx7w/tIWqBiev/5SNTiXj8pFJvPVLDkadgjeuHkyCSYtEIrDwuqFEGdT/amm2fzPSooIY3t3EK409B8NSTKR1kubxT0aN1UVprYOkcC3bC2u4alQykcFqPt9QyFu/5HBaDxNJ4Z2rnpv0SgYnhbJqZ2B2dGSPMAwnkRolS+mGoNXivuwKFCu+RKysRHzsKSRdqDcuCAKZU2by4opsUkwavF4vT2+rI3TaLE7vsr38M/Bfcn6K4PeL7D5Yy9aCGi4cFMuhajvbCmqYODC2S99uZVIJI3scmX5uHp8opMHB2Maci+mcsxGkUswuEVUHnTmTmjXZHY7L6hw8/s1eQrQK5k3qwyNf7uG933I5q08UT3+byf6BDVRZnKzLNhN1pZohumOnkIlhOtRyCXMWb+dgtZ0pQ+IwaBS89UtO4PglAmv2V3Be/xiGpqViWrwIb1kZEp0OWaP0lK+iAmQypKGheLKyCLriSvylZVQDhj59CH3rTTAmNu2z2uri2W/3UWi2seDS/rz+UzaHamy8cuVgYkM0WJweMkuOVGOzyuqxOr2dTmK7AgpDEOdHwP5IFR9kBZK0OwYYSJDYsTo8qJWyDnNrCyqt3PrxFkalhnPRoDjmLN7G2F6RzDwzBb26Yy+AVqeHelGJVKfDPWAQrmEj0Tw1HwBB1bHvR33eeES7Detb7wQ0bu+7F8XAAR1aVzv2TFzXHjH30F47A+3Cd1st54hLZlWOm1pbFRqFlFqbm+9UCcyIS6IjV//+0nqeWpHJmT3DUStlfLezlEcuSWdcRmuKmTfrQCst/PqHH0E5YnjTNXqiOFBcw3e7yrksRYNWBguzzIzNrWL8wLalWuNDtYQHKXn3uqEkmLTIpALvzQzEfxXSsDD0s2aiuehCBLm83YZ4pVzKgEQjH/0hMOu9TQCM7R3BtoJqKhpKmT4ikQUr9pFg0nLt6G4YtR3/XcmkAjqVnGWbD/LD7jIsTi/XjEomVKds4ufGhPy7lR+Oxr7iOgB6xxpaxP9UBKnl9Is3siHHDED/BCNBHby//NPh9fr5elsxC9fk8uglGWSVNrByRwlPX9afmWNSuOK0JD7fWMSMEUkdpkF6vH6+3HqIVTtLGds7kj3Ftdz3xc6TSmuRd+uG8/s1LNtZwWlDzyQiPJjlZSJnVjoZpNN22YttZKSRMb0i6B8fTA+jgs93VVFl91JtdXXpbNqpxn/J+SlCkdnKc9/tZ0BiCNsKavhwbT7DUkxYHe4uSc4LqqxoFFIigtUt4q7ArqJanlm5j8en9qPe7uSZlZk8PqUfyeEn1h0dZVDz/PQBTSZAL18xEIlEIESrJKu0nq+3BegWN4zt3uEHiEGr5LLhiWgUMkb0MLGrqI7f9ldwyzk9GJ5iYs7ibeRXWukbb0BtMKBoTAp8lZXYvliC7e23EdQagp54HPcff+AvPcKV9+7di/P339E18uh8VVXIV3/PpLDu3J/v4sq3NgAwZ3waoY3V9dJaB0s2HeTiQbFkJBiZ/+Uefs0s5/KRSaekei4kJWHblQkEphzrdEbsUXEsX1dAepwhUN3tQIJu1Mo5u3cUn28s4qutxShkEkalhXdYWtHm8vLVlkOs2V/Bw598wa+7ivm93MN98+YT9P4byDvYpCoND0d/001oLrkE5PJOSZIqRozA8OILWF58CUQR/ZzbUYwc0Wo5j0SC2SdlXO8wrks3snBPLVVeKZ4ONh71SzDyvzOSef/3gP311KHxDEtp+0XT34ZOt2ix4Le2njruLLrnbOflMTFEfPYeEksD6bPmkJC3DdpJzgFUclmL315XJ3LSsOMXDRJMOs5IC2+qBF40KI71OVUs33yIldtLcHn9jEqLQNVJTW6jVsnlIxP5YXcpFqeX8CAVFw+O+0uzi/9klNc7uH/JLmwuL/dM6MXTKwOma29fO4TILnpGdDU251fz5i85DOkW6PN585ccEsK0jO7ZeSnbfxpkMglje0fyw+4yHly2G4DJQ+L4bkcpB6utqOQy9pXUM6SbqcPJ+WFai9vjZ8rQeGptbn7eW35SaS3VFief7jITadSRKehYmWclIUxLjc2N2+vvMq38pHA9EwfEcPui7QgCnN0nkkST7v9UYg7/JeenDGqFjMhgNUs2HUS9Q4rT42PGyERiQ/+6/M+hajt3f7qD5HAts8Z0597Pd9I9QsfdE3r95Uqt3y9ic3kpNNu56YMtONw+FDIJbu+JO/8BLWQOD8cV9Q7MFlfTeJXFicvjpyNFMaVcyjnpUYGGLqmE/olGXr1qECa9Cq1SxmtXDSZUp2yh3w7gWP09lgWNdIbaOuwff9xmg5pn164j6/zwI5b77if+kSeICUrgYJ0ThUzCkORQ1I0NS6lRQbx77VCijWqC1HJijRqijepTQ2vx+vku08yeUguzz01lXU4V768tIDU6mI/+KGDSwFjSYw0dMj0xaJWc1y+azzcGmmX7xAXTLULf4SqJXCJg0ivJLGngmmU27G4fo5KC0aT0xvT5Z8iTOuc+dyK689KgILRTp6A6+ywQxXYTe5NexU3npAIQFqTi5piopvGOwOXxU3XU9ez2tt1zIEtOAqUSXEeWlw8c2MIA5EQh+W4lcT/93KQaE7dxPdLevRAvvgBB9s98JLg8Pr5qrAQOSDSSXW7hns938sqVA1m+5RAuj58Ek4axvSNa/aaPh6oGJ2/9ktOUmFc2OPnwj3yuPaPbKZnZOtmIDFbzxJS+3PLRVh5cthuVXMrjU/qetMS83uam0hJQCmkedwZpUUHMPLMb5/cLXP+rdpaQFv3PpbWU1Nipt3voFRtMSa2delsgbg96lYzUKD1F5kY1ongjiPDg8goAbjunByN7dI502C1CT2yIBqVcSohO2RSfLDg8PgrNNlbuLCXRpKXQbGPSwBguGRTXpfs9fD6HFaD2Fddz/di/z73178JJywwEQYgTBGGNIAj7BUHYJwjC7MbxEEEQfhIEIafx/8Zm69wnCEKuIAgHBEE4t9n4QEEQ9jT+7RWh8ckvCIJSEIQvGsc3CYKQ2Gydqxr3kSMIwlUn6zxPFOFBKq45I8DJdrh99E8IweH2UWfvvHve0TBq5UwaGMParCouf2M9ZXUOzu8f0yVSXBKJwNAUEzef1Z1amxunx8djUzK6fKpMFEU25ppZl23mhrHduXhwLMs3HyK3orVSTHtQyqVNya9SLiXeoEJxsAD3zl3E4Gylze23WrF9/EmLMc/efSjPHN1626MDY367HfvHn+CeeSOviEkcrHNydrcgfH6ROz/dRnFNQDFGJpXQJ85AiE7ZIj4VkMkkTBwQw4uXD+CiwbHcdk4qcyf05IO1+fSKCeL6MSkddiMsqLQyZ/E2FDIJw1JMbC+o5YPf87Acp1nwMBRyKaelhjM4KQR7o7X7zRPSiTttSJtmNCcTUqPxuBX3sCBVU0Nj87gj2F9az7fbS7h0eAL/G53MmsxKdhTWtLmsrHt3TJ98hKxbNwCUZ56J8dmnu8SSXnXWWUfkHAHR6UQ1cWKnE3Onx8uuolrqbK4W8cmAUi6lf6KRSQNjmT+5Ly9fMZAxvQK0FpfHT2KYliKznfd/z6O2k8dwmNZyzahk3ps1lMlD4glSyZGdAik2v92Oc80aqm+8mdr75+Hetv0vN6H6ampwZ2bibd40LQSccSHw/5OhrnegrIFdBWaWrs9n1nubWHegko/+zGfmwk1kl3X8Pg4Bxa2rTk8m0qA+Ev9Dqvw55RbqG5/bOeUWKuodvLA6i1s+2sKmXDOPLt/DLR9tobCq7Vmvw7SWH/eUM3FADAkmLQ8v341UeuQfZfWuUirrO//bap4Un2yX19gQLfdN7I1UIlBottE9Uo9BoyCrrIGKusBzsKDK+pfdpA9V27n9k21IJALTRyRSUuvgia/3Um09OfeeU4WTpnMuCEIUECWK4nZBEPTANuBC4GqgRhTFBYIg3AsYRVG8RxCEXsBnwBAgGvgZ6CGKok8QhM3AbGAj8B3wiiiKqwVBuAnIEEXxBkEQLgUuEkVxmiAIIcBWYBAgNu57oCiK7coq/N065wWVFh5ctpu8SivRBjUltQ4uG57ABf2jSY746w/gwiorV7y5Ho9PJClMyytXDupUItEcfrsd965dePbuQxobw4GUAdyxZA9+UcTrE4kIUvLcjIEnTGtpDzVWN7kVDfSONeDy+JviEzG88Vut2D5ZRMPTz4DHgywtlZDXX2th0S663dTMugHnTz+1WNe48F0c336L85sVIJWiveZq9DffhDQ8HNHjoeamm3Ht2kP2Q89R7hYY9dsy8mbcQDlKJvSLaaqe/xNRb3fz2fpCvtxaTIPDg1Qi8PSl/TpMa6mzuVi8rpChKSa6R+pZ9GcBQ1NMDEwK6VD13Oby8uXmg7z+cw5RBjVldQ56xQTx6CUZxIX+33IktDo97CupJzUqCJlEILMxPtZLs6+mBtFiRRJmQqLpGt6zt6ICy6uvYv/oExBF1BdfRNDcu5F1snFre2ENN32whWnDAqpIz3+XxdwJPblwYNxJ01K2Oj3oVAG6SUWdg4/XFZBo0jG2dwTv/55HgknHhP7Rna6e19pcSAUJQRp5i/jvhuOHH6j533VHBhSKgNpVv76d2k5Vg5OwIBXuvXspyzmI4qH7EHQ69AuexJIxmOs/2ILV6WXuhJ48s3I/OlXX0lryKizMW7qrkRtsYN6yPTQ0vrBPGhDLrDEphHbAcKY5vD4/lQ0uoo3qFvGpxIGyBq5/bzOTh8QxvHsYdy7ezrWjkxmQGMKcRdubzvn+Sb05Nz2q3QS5yGzjj6xKJgyIod7u4dd95WSXWRiSEopGIeORL3fz+JS+jO3dcS8Uv82Gv6YGISgI6d+g1V5tcfLmzzms3FnaOJvu57rR3QhSy8ivtHHJkHju/2In8SYt90/qfcI0FJfHx5rMCsKDVPSJC+aXfRVEBKkYkNS17up/B46lc/63mRAJgvAN8Frjf6NFUSxrTOB/E0UxVRCE+wBEUXyqcfkfgEeAQmCNKIppjeOXNa5//eFlRFHcIAiCDCgHwoBLDy/TuM7bjfv5rL3j+7uT8/I6B89/t5/RPSMY3C2UZ1dmMrpnBGenR6GQ/bWKzaFqO3M+2UZZvYPTuofy+wEzZ/YMP2Fai33pMmpvnxP4EB5B3rNvs2BHAy/MGEC11c0T3+zlhRkDTlqjSVfAtX4D5iktlS6UY8cQ8taboFI3JRPOXbuovuiSJjpBwMzmc6RxcXgLixBkUmQJCQjNGmBdW7dinnopQqgJX3gEsuKDhCxfij8+sdNJwt+FvYfq0ChlKKQCWwpq0ClldIvQM/ezHQxMNHLTWT06XD23OT1olDIEQWgRdwRuj49fMiv4LbOCO8/vybb8an7bX8kd56V1WY/Ef2gN0eXCW1QEfhFpYkKnDJ8Oo8bq4t01uXy1NdAT0i/ByEMX9Tmma2hz1NlcbM6rpq/ajdTnZbtLzYCkUEydKCLU2lyo5FLUClmL+N8Iv92OeeqleHbsODLYowfC3fcSfd7ZeLx+rE4PxuPcw/MrrcxbspO7x6Ui9bh46udC5vRRo3LaKfUpOKNnOHmKwIR1epyBvYfqEBvjrkJJeS2Pr8xix6EGJg6IwWxxsb6xmfP1qwczsJOJlNfn548DlbzywwGenz6Aomobr/xwgOdmDKBbJ1VMuhLVVhdv/pTNysY+iGCNnJevGITe6+Dur7PIrw7MUL11aW/6psUc877Y3OzJ6fZSXOMgNlSNVJBQZLYRG6rusOSgJzOT+vmP4/rzT2TpfTA8Nv+km50V19h4ZOkuekdquSDEw1O7bPRJCGFArJ57vj4ABMQYFkzrx4geHSv+tAeP14+8MU9qHv/bcMpNiBrpJv2BTUCEKIplAI0J+mGfmRgClfHDKG4c8zTGR48fXudQ47a8giDUA6HNx9tY5x+BSIOaey7oRbBagVwmaRH/VRiVApN6hxDrrqfHb0vpPfxCkpJDTojW4isrp/7R+UcGKitIuf8W3l70OXHRwfj9IguvG9rhB/KpgvfQoVZjrg0byauykVNby5heERyqcZAtmhj1/WokO3YgKBXIMzKaJCHbMzpRDBxI2Lff4Nm7D0GhQJ6RjryRjvBPRHGNjTsWb0evknHH+DRe/fEAcSEaXrh8IM9N749eJe9wYg6gVcnxHMjGtXEj/vp63MOHoejbt8ULTHtQyKWM7RXB4OQQTHoVY3tHMrhbaId53P+hbRRUWpBIJCSYtBRUWpFIhBbqKoJSibzHXzNA0yilJDWbLUsK16JRdHzqPPNgLQ8t38M58Wp0Mvgy38FDE3ty3jEaU/1WK77iEgSVCmlCfAtVls4otPxjITbrQejeg91zHmNzvZxbLE52FNWyPruKG8/uQdgxfh8en59am5s5n+9ELZdicXox6+P5YHch9XYrPbtHkd7N0LR8ny5Myg8j3FrDrafH8fKfJShkUtbnmBmeEsq+kgbu+nQ7b/9vSIs+o+NBIgioFTKqLC6ue28TTrePuFDtSaceiW43ot/f7strqE7JuX3Cm5Lz4ckhGJUCz/xYQH61k6t6B/NVvp07vszivSuUJMW33/jcvP9IWlRATF4+6HRIeqaREtlxwzuf2UzNjTfjzc0FwLt7D9VXXEX46u+QJSYcZ+0TR2yIlgf6auDjD5B/s5x75j6I4scs3OdNQimT4PL6iTaq6RGl/8tOu83zpH9rYn48nPTkXBAEHbAcuF0UxYZjvDm29QfxGOMnuk7zY5sFzAKIj2//gXCy0DwB6cpkRFGYxxlvzEdaXgIHDzI6Nw+5xw0L34bIjk+LQaDC5j/KEVQsKSZ0/y7okYBEIvzjE3MAaURrr1HJjbfw0aYSft5XQWmtg6+3HaLB4aXn9cNI7oSetCAIKHr3RtG7d1ce8klDlEHDwxenM/ezHdz56Q60ShlzJ/QiVKc8oalGz4Fsqq+4sskIyKrTEfLWm6jOHN2h9RVyKabG6d7m8X84MZTVObjnsx1IBIF5Y+J4+KciNAoZz18+oEtnIzKLG3jhuyz6JRiJNqr5aksxKeF6LhrUMVpL99IDTE9R82lugIN6foKafpXZQNv3Yk9eHvUPPIhr7R8IajVB8+5DM2UKEl3X0ulOFSQaDfqbb6ZmZsDkzRuXQKFNZHVWDdk1W8mvstEtXIfD5YNjFItTo4J4bHJfbv14Ky6PnytGJrJkawlldU5eG6Qiyl5Ne99xV6FIE8r85XuptDg5Jz2KCf1jGJgUwpUjE/kjp7rT9xmJRGBQUgiXDU/kkz8DzpnzJvXuEjnPtiB6vbg2b8H6xhv4a2rRXXctyjFnIm0m9XmoxkadxcXdX+whWCOnZ4SW7/dWkGzScEWcwBmhBgZ9/BLDZ1zHQamekIJsOEZyfhiuTZuonn55U1+I8uyzMDy9AFkHm919h4qbEvOm82lowFtYeFKTc4AIWzU13ywHQPvMY9ifeJb7s0S8fpGxfSL4ZW8Fz6zc/5doLceCKIpNsxPN438jTmpyLgiCnEBivlgUxS8bhysEQYhqRmupbBwvBpoL+MYCpY3jsW2MN1+nuJHWEgzUNI6PPmqd344+PlEU3wHegQCt5cTO8p8HX2kp0s0bmj5LN2/ET0DyT9rJ5FwaFYnmkouxL1l6ZLALqm5/N+Tp6WimX4b90wCzSQgOJuSMEdycnEpxrZ2FvwXs21+9clALLfZjweXxsSmvmuRwHWF6JZuyK4h31aN/6yUUAweiOufsTquNFFZZUZ8kCczDkEoE9Co5EgF8gEouIM/NxrG/AVmfPsijOneNWLNzKHj6DcJ//wHl1k0cvPNh3Ad2Ej940P+ZxOnfhFCpj+v7hfDgmhJmLj2AVCLw5NgwQhRd+6BKDNNy+7hURqWFo5JL6RGpZ3h3U4f55u78AjzKIzNMbhE8BYWIHg+CvCXfW/R4sL7xFq61fwQ+OxzUP/AQstRUVCNay17+W6EcdTohH32IbdEiNAYD0wbHsMdRyfaiQLvUE1P7HVdOL7/SylMr9iKVCChkEpZsPsiNY3vw/u95lGpD6dnt5CZoABq1ghCtghlDY0kvzeSQPB6fx0uaKYi02G6dph4dprUsXldAiFaBRCLw094ytCoZ3cL11NncrUzh/grcO3dRfell4As0qdfeehuGl15EO2UyEFASe3T5HvrFG5nYL5KUyCDK6xzEG9UMDPITOucewkURMT+f8F07CI+IRPnU48fdr6+hgfoFT7do2Hb99DOey/d0ODkXdFqE0FCQSBCrqhCCgkCpRBJ08uk/iowM1JdcjGN5IN1T//4LU66ZS3R4MAOTQsiIMxJtUHepGZLfL5JTYUEhlbC3uI4ekXoUMil7i+s4o2fEv1YP/6Ql542KKu8B+0VRfKHZn1YAVwELGv//TbPxTwVBeIFAQ2h3YHNjQ6hFEIRhBGgxVwKvHrWtDcBk4FdRFMVGLvqTzZRgzgHuO0mn+o+DNDIy0ILfrJ9AYjIhCe341NhhCEol+jm3IxiMOJYtQ9otmeD77kWWltqVh9wET3YOrk2b8NfXoxgxHHnv3kiVSkRRRBQ54UYzaWgoQQ89iObSaYgWC7KkJGQJCVjLLS3k7Ypr7aR7glF14OFxsNrGPZ/vIC0qiPF9o3hh9QEm9TRylQ+c8x/DvvxLQhd9jCy8ddX+aBRUWalt5O8nh+uYMSKRx77eS1p0EHee17NLlV2Ka2zc9el2VHIpN/cP5tXtNTyxz8V89wFCi4oQBw9C0bfjDWiHkvowZ2kWY+NPIz19FC/9VsmsQf24wus9eXJQ/6F95OURU12GVinH4vQSpJYTVZILRqB3rxPapM9sxm+xIA0La3rhCtEpmTI0oWmKunncERQOGs3Srw9wQWKA1vJZroNh54xC7/KTe9BMn1gDTo+P3AoLvTR+HKtWtdqGNzsHTlJy7jObce/ciTc7B1lKCooB/ZGaTsRDt+OQ6HSozxqL+qyxeLx+fsuqQAQUUgG3T+SXvWVcMDD2uLQWt09kwbR+WJwe3vg5B5NWTlqklpc2lJPeJ/Ek180h2qjh0ckZ6G11CH4Dl0YEExJlQtFBU7GjIREEVHIZyeE6FkzrR36Vla+3FoMIW/Or+WrrIW47N7XLChmu9euaEvPDsL7xJqpx5yLV6wnVBXw0Hli2i8HJoazYWc6d6Rr6b/4R+Wvr0d1yE3Vz7gRAtNlQdu+GvGfPdvcnut24d+7CtWEDyiFDUI0cieXNt6AxSfdXVra77tGQJSVR8f4SGsrN9HhlPiW33ovdEEZYyslnB0jDwgh+/DG0V16BaLUhS05iYmQ0UksDQukhzk8zoQ7S/WVaS3Nklzfw7MpMBieb+PCPfMb3jeag2ca+knqSwnX0+Qebax0LJ7NyPhK4AtgjCMLOxrH7CSTlSwRBuBY4CEwBEEVxnyAIS4BMwAvcLIri4V/HjcCHgBpY3fgfBJL/TwRByCVQMb+0cVs1giA8BmxpXG6+KIpta5b9H4SsRw+CH3+M+oceBp8PQavF+PJLyKJbOxF2aHvx8QQ/OA/9jdcjaDQnrRrqycnBPHkK/upqhIgIChIzQFLGsIwEthVU4/OLDO0WqMyJoojD7UOjlLWIjwWpXo904MCmz1anh4/+yMPi8PLs9P58tr6QF1dn0TfeQHIHmowSQrU8MKkPj329l/2lDaSFKphcvx/x++8A8O7bh/dA9nGTc6vTy7u/BnSWz+oVwUfrCvnjQBVSicCc8WldIoHZHFEGDQ9f1Jsgl534LWuIOWck+noz8tmv4UhLxb1/P8Hz4jps5BMrOLkqTctHWTZ+OQh9wlSMDZcgb8ft8e9Crc2NsbGa1jz+N6F5k1jz+Fio1Bp5sLAWu9vNtF4Glu6vY355MM8O1BPVyf2Lfj+uP9dRd8+9+A4eRDFiOIbH5jepHDV/yHb2gdsrTMWCc+JI+PpTJPW19L3iJtITgvltf2Dq++azu1Na6+CrrcW8duUA4vv2xfPnny22IY3q7Bl1DH67nYbnX8DeTFpVc8UMgh98EIn271ERcnp8+HwiyeE6Zo9LpchsY/fBOqotrmMm56lRQbzTqLxSWmvn+ekD6B6pJzUmGKvL26Ly7jObEWSydp1Z/wrCglQQFAlRkXRuLi7QI+SrqEASakKWGKBPDu0WSreIgQSpZfyZXcX6HDNmi4sisw2tUkZDRTVhkmAk+r9eIRbUramagk6H0Mhxl0klpMUEEaJVsDmvmiC1nDRvHcJH76OYNg3Veedh6paCNy8PqSkUeZ8+SI9RHHP+8Sc1V13dVFCTmEzob7gey0svB/aXfPweJr9fxOnxYXd5+TCzHpdXyqh7X2LhhmKU8koW9k76WxrvpEFBSJs1n/rWr6fmnnvx5RcgHzwYxROPIe1CCmhEkIrUqCBq7W4GJ4eweleAWDH3/J50jzh1zcJ/FSctORdF8U/a5n4DjG1nnSeAJ9oY3wr0aWPcSWNy38bf3gfe7+jx/l+CRKVCO2M6ymFD8ZnNSGNikCUmtru8t7GBKCxI1SJuDkEiQRoejtfnJ7/cQkyIGrlUQmGVjZgQdZcoJLg2b8FfHTD8cd14Gy/l+Cnbns21dV7eX5uPSa/kzWuGEBGsYnNeNZkl9UwZEs++knoyS+qZPCQOvfpIAuYrL8eTdQDR70feo3srqTidSs5NZ6UybVgCfWINdAvXY7Y4O0xrEQF/s9kJnx9EiQRpUiKy5GQ8+zJbNni1A61CwnWxfh7ebicmPQqZVMDrE4k3qkiROru0ygAguJyk/7EK6zPPYLXZ6BYZiX7mdVg1GkSvD39FBb6Kyg4n55puiYTXCJAV4IKagtSoEv6axfxfxUGzjQXf7uPWc1LRKmU8tWIvt52bRs+Yf66i0NHIr7SwMcfMBQNiqbI42ZhjZkL/2ONK/IXrlczqqUbuk5P22ev0ufQG5Ao5ISdQVfTm5FJ91dXgDug4u9dvoHbOHZg++/QvJ3TG2EhG6VR4lBeCz09s9yikISGM0DkYllLJ6z/lAAEn1W6RQWjuvpPq7dsR7QHNZOXo0cj7ZvylY2gP3ry8Fok5gP2TxWinT0eRcXL2eTT0ajkmvZIvtx5iZ1ENEcFq1ueY6RGlp0dkUNMsYlsvcIf7gGKbyZE2lyb1VVfjWPEt1jfeRFCr0c+9C9WYMV0m13k0vMXFeAuLkOi0yFJSjlngcf72OzU33YxYXx8oLL34PKpx45BIpU0OlxMHxJJd1sB3uwLOza+M0KAZfybWObPRX399K1pUZ6EcfQaKMWNw//EHeAJyiPrZtzW9mFXUO3ho6S6qrW7G9zTxfZaZR4q1PP76O4T36Y5Up0M6cADKgQOOuy+fxULDM8+2mOn2m82Ifj+C0UjwPXORp7dKf1rA7w/4gmSXNzB5SDwXDYpne2ENm4qt+Pwiz88YQEzI398b5snLo/rKqxEdgb4Sz5Yt1N58K6blS4/5stIZBGsUDO8exr6SerJKjzgrm60uXF3oTPp349+pOfUfjgtBLkeelsbxblFen5+1WZV8ve0Q90/qQ2ZxPV9vO8R9E/sQZWj9MN91sJZbP9rKHef1JESr4IGlu3jo4nTOTY/6y80XosXSFCueeIT5z77K7Dw1b6/JQ6uU8exl/Yk0qKmzu/l+dxmrd5VyoKSOdbnVGDUKxvSObErOPfn51Fw3E++BbAAk0VGYFn2CPLUlHSfaqG7Sym0eH40aq6uJWnI4Plht48kV++gTG8z4vlE8uyqLL+PTue7Kq/EvX4Z6/HgkpuM3APlKSnAfLOaCwX354Pc8RBFGdg9lXU41L/9xiDt1Wkyd6NY/HrzZ2Vgefrjps1hejuWll9FOn47EaMC6+FOkRkOHt5drdvDszwVkxAWTEWdg0foi0rJruTzMcFIdUH0WC768PES3G1lSUgsL+AaHh/2lDcz+ZBs6lYyyOgdldQ5So4JOmgZ3V8Ll8fHdzlIWrSvkUI2DjblVVFlcDEwOPW5yroiM4LSkOmwL38O9fRv9E75Dd/VVKMM6T8nwFhY0JeaH4dm9B29ZGYouqLZKDIZWEm8KmaRFZTgsSIlSJkU5aBBhq1fhzctH0GqQp6WdNJrJ4WSio+MnC33jjU2zc3mVNmaMTGRs78ima9jc4GTVzlLOTo9EIZWwcmcJ56RHHbdJ3/nzL9Q/8GDT59rrbyT0s8WoRo3q8nNw7wmohfirqgDQXD6doLvvbvPfznvoUFNiDgFKSM2tswn/YTXy7kdcIDNL6vllXwUSAfwifJzr4sZZt8Czz6M++xzkqSfWEyU6nbg2b6Zu+26kTieGZ5/BoQ9GH6RDMaB/03JG0c3UJBXuCJEhm1cw/NypuJESmRqKPOL49/wWcLsRa1tbsEj0esJXr0IWd/xCR73Dw/e7SvlxbzmZJfWsyzYTpldy8eA4thbUUGN14fOLXV7oOR68hUWtfjPenBx8JSVdlpxnlzfw4do8+ieGcKDMwvQRiZTW2nn/93xG9Aj7j9byH04MPosVQS47IZ3hroDH56fG5mZzXg03vLeZygYnCWHadm3Fowxq+icaeW7VfgASTFp6RgV1SVe0YtBABI0G0W5HCAmhTmvA4Q7YGTs9PipKzCSZNBg0Cm5I11NQpuG3A2YEAZ4bF0+c5sgxOH/9tSkxB/CXlmH/YgnBDz3Yar/HQ2ZJPc+uzOShi9Nxun080xgnhGp57rL+JIYFGkIjNDIid23E9egjAHj27sVbVITxjdeR6tuvFNllKj7yRGI9UMV56ZEEaZXkVFi4/vQEkpzV6OqqoAuTc5/Z3GpMtFiQp/fG9tnnGJ56olONwwmhWh64sA8DEo3oVXISw/UMSDSe1MTcW1ZGw2OP4/hmBUDAVOrNN5oalfvEGXh8SgZ3Lt5Bg8PDLef04PTU8H9FYg4BN7/LRiRSZLbx1daADOhz0/t3eJpWnZaK8rFHEe+6A8FoRKI8Qa5vsKHVmKDXnzRqmyiK/La/gm93lHDRoDjK6uy8/lMOPaODGZQcijwl5W9xjvUmJuO6/2GUTz6Kf9gIXAOHoFv1FbJONnj/VdTa3azLrmr6vCnXzKSBsU1GTAVmG2/+ksOf2VWY9ErWZFZg0iuJMqjbvSf7nU5sH3zYatz5089tJucV9Q5yK6wMTDRS7/A0xR3py/HbbDQ88VRTYg5gX/Qp6nPPRTpmTKvlfeUVTYl5E1wufKVlTcm50+Mlt8ISKNhkyNhmkfB5gRt39zTUXi9+q6XVdjsK1/bt5Fba+NI0mBnDBCoELV9Zw5g5LJXI5s/owgL6zJ+DqJDjzcqi99rfEZUKJE8+AZ1MzqWhoWivu5aG5pLFEgmKoUM6lJgDGLUKbhuXSn6VjbVZAUrkrDEphOoURAareOKbfSy8bujfXj2XtGF+JKjVCF1APTqMiCAVQ1PCOKNnOIOTQzlYbePcniYu7hVK5KrlOBJiUQwejDT032VS9F9yforgq63F+dPPWN9+B4nBgH72rSiHDeuQNvQJ77O8HNHtRhoV1TTtp1bIOK9vNNsKqlmTGWg6eXxy33YlqsKDVFzQP5ZtBYE3/fF9owgP7qIXiz7plK34ldDffoC4BGqjE7lkcAPDFTae2m7hud+KeD1cR7haQm5+BXnVgTdyUYQ1e8oIk/ow9gzcwD07d7XavGvzZvx2O/66OgSdrkNW6KIoUmdzk11u4baPtuD0+PH5RaxOLwq5lJGpR/jkg6yHqJ57e8t9/vorvsICpOnp7e5DH2liZsohKhV6Yt57BfcZZxFnjCR2+SLkRQXIFr7bkW+vw5DFxoJc3jRdCyCNjkISFY3hicebLOM7Cr1azvn9opuSgebxyYJ785amxBzAm3UA68efYHj0EQSplINmG2/8lI0gBLh1H/9RwMDEEHrGBP9ruOj1dje5FUcSjT2H6smIM3bYuVKiVoP6rzXIydJSUU+bhuOLL5rGDI/N73DS0FkIgsCI7mHcN1FgVFo4Lo+fTXlmukX8fao/DpeXVfk2/tRmcNenS1lXA+vNPu75+FKkHWju7koU19hZs7+CmWd2IzZEwyNf7mFHYQ2xRg0SiUBGnIE7z0vj+e+yAJgxMpFRaRHH/P0JUinS6Gg8e/a0GJe2oQbi9fr5Zlsx7/+ez+3jUtmSX826bDPvzxpGrw5QxPwNDXj27UMzZTLS6OhA0+PatXiLS9pcXmIyIWi1iDbbkUGZrIUUrkou44IBsQyL1aG8cByju/dk6CWXor/7diQJCUg7cW36rVb81dVIgoKQGI041q4jq9cZfLenluKw3pTk+7C4qrh4WCKRLWaSBcjPO8LbPRyf4H1Pc+EkkEiwvf8BEpOJoLvuOCZ9ShRFtuZUonU7iNv+JzmDzqBelFNQZQXA5xcprrEzKi2cZ6cPwOXxEROiwWc248nJARFkKSnIwjtZ5e8kZD16oL36amwfftg0FvzIw8ek2XYWRp2Sq0YloZQF6CsZBgHLddehz9yPy2bDBehm30bQHXMQZP+elPc/MYVTBOdPP1M35w68WVm4N26kevrluNtIKLsCfrsd+/IvqTxnHBWnn0HdQw83mfJ4fX425pr5fX8lGmXg4n7p+yzK6lpORflqavBZLOwqrGb+V3uID1bSx6TkrV9y+X1fGV3hNJtX7eTmz/fygWkgO0ISmf/VXjRSiH/7OZ6Mt/JYnIOQQ7nUNzj4qcyLUS1j4ahgxsZrWFXsotZ/hFumaqMqo54wgYYnn6Jy1Giqp12Ka+PG4x63IAgMTTExZ1waVRY3FqeXRydntOmm1+ZtWRBAeuwbgiAIJKQm0NdSTFBiHKq5s0mcfQ2yn37AOPcuZNFd2/QmS0kh5K03ERppCdLoaIxvvoFq2FDk3bs3NT11Bs2Tgc4m5qIoYjlUinPNb7h37sTWYDvuOu5drX8r7t9/R7QGHk4NDg9l9U4em5zBm9cMwev3U1bnILe8gTsXbyO/0kJ2WT13LtpGXll9q22dahymtVRZXDxzaT/G941i8foCyur/XlqF1GAg+IH7Cf3iM4yvvULYyhWoL5hwUvcZaVAzcUAsRq2yRfx3Y3NBLTdscvDyznoEpaLDPRjHQq3NRZ3N1SpuD+mxBj6YNYxpwxIY0yuSD2YNa0FrsTg87DlUBwToQLmlDdRl5+PavAVfQ9sVZEEuR33bLTje+gDBYEBITsbx7kcoz2rdCiaTSZjQP5a+8QZe+v4A67LN3HJ2DxI7qC8uGAwEzbsf19atWF5+BdHtImje/cgS2pZzlCUmYHzxeTg80yOTYXj6qVYFA2VlGcbF76O/9RZU9TXobr8B+eBBhLzzdofUsQDc+/ZRffU1VIw4jarJU3Bt3ozgczNs2ZtclqZnd5WLapuXx8+MQquUNiW++ZUWSiISUJ5zdovtKYYN7XRh4zCk4eHor7uWsJXfYvp0EapRo47Jmy+pamDel/u4fWU+v4amsupAHat2lhARpGTRjcMZ2zuC73eVUmN1kxyuo2dMMN6CQqqv+R/Vk6dSPWUq1dNn4MnLO6Hj7fB5BenR33UHoUs+x/jaK5hWfIP6kou7vHhzODEHEDIz8WzZ2uIFz/rGmwFH5H8R/j2vEf+H4LNYsb79TstBUcS19g+UQwZ3+f7cO3dRe9vsps/2jz9BotcTdN+9VDY4QYCEMC3zL8ngYLWdhb/lNtFafFVVOFaswPrOQgSDgfAFzzOhZygXu4uQ1ZhZktaf7qK1S35ssSEarhmVzAdr8/lhL6SFKhlduBX/unUEb9gAKhXS1d9h0Ku4qnYX0+LjCLpuJv+76jrcPfsQ6znyMFKeNhLpO+/hu/1WcLmQvPAy1JubpnM9u/dgnnEF4d+tbMVDPxrZZQ28syYXmVTA7xd5aXUWsSGaVo2jsu7dUZx9Fp4NGxGtVoTQUNQTL0CWfPypcGloKOozz0Q1YgTqCefjr65GGht7UqbRBakU9bhzkffuhb+2Fmlk5DErgn6LBU92Nv7qGmSJCchSUk4ogW8PJfvz+HhXDRdRj2JHJl/kilw6IonkaEO76yj69ePoFF555pkIjXSLPnEGPpw1nCiDGrlM0hRvK6wJzIJ8vBWPL6BuUJOdT2ylBGUn5CNPBF6fH6fHh04lbxG3hdJaB5OHxjGmdyRahZTrx6YwZWjCSVUfEEURvN5WSYE0JATpaaedtP22BUEQEL1eEAQE6d/b0KVWyhjfN5o1meXsKKoD4K7zexHVTj9KR1Frc/HB2nwkCEwfmciidQVIELiibwhBtobA7NVRSjBymYS06CMV6uYxBGgtP+4pZ+aZ3UiL0FFc72J/TQMWuw27WMzAPvGttimKIluUUczfU81zi76i1i3yxC8HeSk9krbm96QSUDdrqlMrpHSUHebLzqbu/nngCryEuDdsRHQ4UF04qc3lBUFANW4c4T+sxldWhjQyEllSUotrUvT5sL3/AbZPFlH93Bso7nqAyN2bKLtgGpYgPckdOS6zmdobbsKbnw8EZt6qr7iK0MWLKO5p5sfcIy/BX+Y76OOp4IfdZTx4UR8eXr4blVzKi088Q/AZq3D+ugbl6aehPudspCHG9nbZIXR0/bDifJ7oI+OO7U6e2lxDsEbOC6MjUI+IJTkyiNnj0rA5WyrzOH75Gc/2HU2fvfv34/h2JfLbZ7e1i07BV1+P98AB/PUNyJISW1DPpEYj0pEjWyx/IipUHYV4VI8MAB4PYrOZ4n8D/qucnwII8ralq4Rj8JL/Co6evgSwL1lKZXkNb/+ay+bcap6a2o9P/ixgS141T045Qmup3r6Hwm4Z+CQSHHGJ1NfbuMFkRX//HaifeZxLbdmovlqK3+mk2uLE6jzxH4BKJmnRhBoVokVWWQ6AoFBgfOF5ZMmBxr/oEYMwPDYP3G5UH7xDnLUSWbMmoEOChvkVBqw/rMX9+yYea4ikKDj6SEUGwOnEk3vsyoEoitTY3IiiyBtXD+bZ6QNocHiwOr1Ny/j9IqW1dgRjCLn3PEnZil/R3nUnhR8sp/h/t7XoJ/AWFeHasBFPTg7iUTq6ENCVV/TujWrUKOTJySeVHiKLi0ORkXHMxNxXX0/Dc89jnnghNdf8j8px5+Fau7bLjsFXVUVFlYVV2XXMKwniGUUvVuypZO/BGvz+9mc1FEMGo77kkiPn0qsX2isub5HIxZu0TdbOh+MhyaHcPT4Vs8VNvd3DvMFGYu+YRfXUS/Hk5XfZeR2NwyYqn28owuLwNMUNjta/lz2H6rj67Q1syqnG7vJy5Vsb2F5Qe1KbWd27dlF3512YJ0/FtmRpm30Jfxf8Viv2b1divmwG1ddci+O71XjKylss46uuxrVlK+5du/E3zpacCHwWK+69e3FnZuJvbFxzuLys3lXKjqK6JsrTc6v2U1b712YtRBE8Xj+fbyzimrc3sGTjQVwOJw2vvk7l6DOpuW4mnpzc42+oGTLiDCycOZTxqSG89Wseb/yUjU+QMHefj/t/LaW4qnX1XBAEwoJUSCUCt6zIZ97qgBKWXt26Vuf1+lmxvYSNedXMHBZF/0gNz67aT15J6wbGFufqcmFf8S3OX35tSswPw7NzF2JdXbvrClIp8u7dUY0axS5ZKLtKLQEaR341O4tq8VVVYVv8Kc75C7gvV8a9O5xkZpzG7cv3M2/JTqoanO1u+zB8h4qbEvOmY7Za8Qrg7j8QrUrB6xck8dqVAymrd5IRb6Ci3sms9zZTZXFx2zmphEeGorv6Kkwff4h+5nXtzgacDPidTjwIHL5F+v0i3tJSYq0Bamp4kIqk8Jb5hHv9xlbbcf32O6L/+Ipix4KvuoaG+Y9hvugSaq6+hqpx5+Ha0Hpfh1FR7+CjP/Ipq7W3iLsK8h7dkSYlQSNFWDAYUE2aiOwUuMD/FfyXnJ8CSFQq9LNvbcFPE/R6lKefnOqUtA1emTQpCYVKgVGj4OttxVz77iZ+3FNOqE5BqD6QwHrqG/jFa+T632vJvO8Zvhszg+t/r6XYGIMkJATX5VezSJrAD4MnUO0SefPnHJZtOnjCCXpupZUnV+yjV0wQlw1PYE1ODWuGT8L4w/eE/fwjqnPObqrYKocOIWz1d5iWLSX8x+/RXnllgGPbiFqbm70l9cxZnsmdXx9g58E6zPpQJEfxzCXHeSESBIFhKSbenzWMjHhjU3yY1iKKIpvyzFy3cBPZ5Q08umI/c5dnsnrohcxdlcfT32djtgQeFs7ffqfy3PGYJ0+h8tzxOL76usvf5v0OB54DB/Dk5nXJtr3792Nb+N6RAZeLurvn4uuEKcax4K+rJ2ruzTw8KIhSi5tdVS6u6qnndHfZMRNRWWQkhicfJ+y7VZi+/grT55+2UHNoDzlFVby1Jh+pREAiwJt7LNTOfQjR6cSbm9Ml59QWLA4Pv2dVsvC3PO7/Yifzluzil33l1NtbV3lCdQrSYoJ46ttMbvloK1qljO4R+pOmtODJysI8eSr2L5bg3rqVujl3YF+69PgrniQ416yh7t77cG/ahOuXX6i95x7cmzYGKumAJzcX84wrMF94EVXnnU/dfffjLSvr9H68RUXU3nIL5R8sonrqNOrnPUht+ZGXkiHdQvlg1jDuGJ/WJecVolNyzahkjFoF1VY3IToFkyNFlH/+BoAltQ8NH3zY9JLQESjlUvrEGjBVlTA30oJSLmX+mmLqHD7mpysxHdjT5vZ6ROq5ZlQyPn/A3O22c3qQaGp9L5TJJJyfEcX8cxI556NnuMObxaMjTBiefAhPQWG7x+XOzKT2xptAEHDcdie+s84FwHHbnfgvuLBDDcVldQ4e/WoPcxZt58sth7hz8XYe+2oPZokaaUQEqpeeZW6anEqbhzlrq3F4fMyd0KuVDHBbEPS6loUaAjrm+9WRzFm8g+vHpOA1hHDnZzu46aweRAarUMoDzx6tUkaUUX1Sm8sLq6zYXN5W8WGYE1N5ZK8Ho1rG/BGheHwiz5SoqY9qPwFVjm1N9VSdP/4vz4J69u3F/vmRnhTR4aBu3jz8tXVtLp9bYeXdNXk89vVenlm5n3fX5LG3uOuohZLYOIre+QzLR18gHzWKgx8so3buIydNJvRk4b/k/BRBOWwYpi+Xo58zB/k7C7F+/xuKXr1ocHjILT/xbvO2oBg4EFmvZs6ACgXB98zFaNRz6YgEgtRybC4vYUFKLhwUR1CjHKFULmOAUE+UXs6D26x8fMDG2DgVIaUFiHY7frUGqw/e2VbF/xZuYuXOUmxuL75jVDyPhdgQDfde0Jv5kzO45oxu3HtBb85JC8W/dSs1182i9sabcW3d2sQTl8XFohw+DHlqKoJcjq+sHOe69bi3bSc9RMYjF6dTY3VTWufgzvN6MshX3UI1QDnq9GO6th2GVCI0aQQ3jyGQvKsVUhxuH3cs3s41Z3TD4/Pz8g8HCFLLeXRyBia9Cm9xMbW33HpELtLlovaOO/Hmdq5Sdix4Dx2i9q67qBx7NpVjz6Lhuef/cgXUV1nVeqy0DP/RigonCGmYCecNt7Lq0JEk9acSNzXRx6fzSHQ6FH0zUA4e1GFZrurKWtxeP88P1rJgkI4Gtx+rzoCgUCB0sHnS4vA08U+bx8eCUafklrN7kBKhY0tBDRKJwIJL+7e4lg4j2qjhytOOTM5fMiSOeFPXP1jsjQ98d1YW4ugzW/zN8urr+MrL21rtpMLvcmFbsZL8596hYcFLCEmJ5D/7DiWGaLylpYh+P7ZFi/E2mw10fPkV7k2bO70vx7crqU/ry9t9JlL81GvUJaTw/JoiDpQ3cEH/GOZN6k2kQd0UdwWtZdH6QmptboI1cs7uE8VL2R72zX8N9yNP8kr06ewYcR4e8/H98nw1NTjXrMHyzrs4fvwRISgIiUqFhCNVUEEAX24OtbfPacG3FUWRddlVvPrjAaIMKvQqGQ8s293EXT8aYQ2VpN9xNZI/fkezYD4Z826A71biPZDV7vF5G2ehzDHJvGwcxA/jr8H96tu8HNSfHy+8Hqfp+GpQUQY1z17WHwF4dtV+5DIJT03rR2R4MEGPPAR1tRh9ThSNs2NqubTDtvCypCSC729pGq6ZOpVQo5ZwvYp5S3dz+6JtBKvlhAUpmfv5DhweH1cNjcHq9HLf5zuoqD9+hf5EkF3ewMyFm/h66yH2l9Qzc+EmVu4oweU5MtMaFx3C0xel8cxgHX2fn8cLYyJ56LzuhJnab9JVjT4D1aSJTZ+V55yD+txxJ3yc+ZVWqixOfOZqGl58E9c1s5r+5j2Qjb+h7WfEgEQjt53Tg+2FtazLruLa0d0Y3r3rJFGLa+3c99V+5m62suXuBdz1fRFP/5xP7XH6O/5p+I9zfoogKBQohwxGMmAgKzYW8e4nu3hu+gB2FNWweH0h7/xvKKnRx1YTEd1uPPv34y0oQGIMQd67V5vasbL4eEI/fB/Pvn2INjuy1B7Ie/akqsHJGz9l0+DwEGVQUVbn5P3f85h5ZgohOiUSjQZTTBhDqusorg8kT6dFKjHFhyK+/CIGr4/ZA3uy+YOdVDW4iAvVcOnwxBN2tAxSy5k0MKaJyjFxQDTW116n/ulnAPBmZeH8/XfCVnyN4iiHMc/+/VRf/T98xcUgkWD/4FPeygw8qAQBPlibR/plw0n4cjne3FwkplDkffu20MY+UWTEGZk1JoXP1hfh9fmbXk4Cbm2BG6qvsgpPnwy8YREov1yC7/Qz8IZF4Csr79ALAkCd3d308GkeH4b9629wft2oYOL1Yn3tdRQZ6ajPP/+Ez02W0LoSI+97bCpMZyAxGKgfMZqtn+/h1j46otUCD2yzklnvJ8kvdml1SvT56P72M7w97SrC92zE+sVS3n7gUbT33YmsTx9kae1XSD0FBXj278cdFMJX7hC+2FLMy1cMYm1WBcu3HOK1qweTcgw+uNfnZ8+hOvIrrY2fRX7YXcqlwxMJUrfkeO89VMf9X+wkRKsgLEjJu2vyiDKoOTcjut3qea3NTZBajlQitIjbQ16FhSWbDvK/M5Kp75bOsjOjmNotDfWrzwMEVA26sK+goxAEgbqrr2fer9WEaoK5+r7neXpTHQPigpnfQ0WQ1Yrr119brefeuTOgeNFBiG43ju9W47z+drbsd7K+1E9CcE+yssz0iTPSMzq4yQperZShPo77cIf22UhruSgjnGneIrIiu7M+u4qHf68lOjie4jo7g8ONeFRqjtX+KjqdWN96G+vrbzSNCe9+wFNFauweDw8OC+X1PRYe3O3irYxUVE8+hTw1laA75gSWbaS19I418MCFvbG7fLywOqtNWgsEDOiaFzX8hylGx+gFONw869+3D13SaN7b38ASlRKL08mo/q1ngXxlZbj3ZSLa7ci7pyBLS0MQBKxOL97G+6nH58daVYN972bkyUn4f1zDfcsOIIpebhnbjTfX5HP/kp28fOWgJrOi9iBIpWguuxR5RgbeooNIoyKR9+5FsCGYWWNSeHDZbkQRrh3djW4GBTf0C0WoraXHB4+ReuVsFCYjppPUoxysltM3wcCrPwakgDVKKak68NbUoGwm09g/NRp/Yiji4kWEGwzHNV6SxcRgfPYZvDfdCKKILDHxhN1Ui8xWZn+ylUFJIVwy4HTuW7qHIT3GMO3Vwcg2/knQoXwk7TxbGxwedh6sa/q862AtE/pFt9t/0x7a463HhWh4alo/5izaxmPfZBKmV3DvxF6npKn8r+C/5PwUQy6TMKRbKIvXF3Lrx1sBODcjihDd8RNc58+/UDPr+iZnMdX55wc0qtuoIspiYpDFtDTvlUsFQrRKrh2VzMQEJZ/uMqOR+BCqzaCLwevz85Ndy5e5xZyeHEx+jYtHt9Tzdnoqfc7rjdni4oOfs3F6fASp5RyqtvPttmImD43v9A/tMJpzrMXKSqxvvX3USTvxZGa2SM5Ft5uG198IJOaAoFJR64HKBhdPX9oPjULG3Z/toNLqpsfQISiHDjmhY2sLh2ktr/+UzR3j03jn11xCdUrmjE/l8a/38fS3+3jpioEowiNZM/lmSm1eZvTty5rgbpTa/VwXn0BHhCgPVdt4+ttMbj67B3q1jAUrAvFhx0u/zYbjm29aref844+/lJzL09IwvvwSdfMeQLRakaWkYHj66Tb1a08UfbtH8uG1KiIslSjVSj4cFEJMo1TcseD1+pE1Vs2ax+1BkEpRZmSg/t8M3Kefjv7Ky9Fs+RPZXXeiGnNmuyoP7sxMqqddhr+mBklICL2ffStQRXt7AwBn94nEoD729X6Y1pJg0vLktH58uDafNZkVjO8b3So5D9EpGNkjjGtGJaNVyXjtx+xj0loqG5y89mM252ZEkRql59UfszknPYphKaY21/H5RXYfrOWbbcUcrLZRUm2n1u5m/IjhqGUy8HoJmnv33y4bCIGiRbTPyqP9Ndy7xcqTm91E6uTMHhSKIcwIUinK0aObKrOHoeikU6igUKAcOQLjXTez4M2PuemPOrKqfJzfy8RZFXtQSLqePxyiUzLzzBSc69Yh/u9Wej/xNI+dNYKrlxyguM7JqEQ956Xo0YUdWxXGU1CA9c23WoyJt97IA9//jhUZPbO3kTQiknqLA/V9tyACjq+/QTvzOqSNyVjPMDVPnRWLducmpDHRPD0lo10HWWlcHPqbb8LywosASMLD0cyYjjQqGtHlQmhDQ1/epw/Ks8+ChW8w88PTWFskYHF66RkdxDkZUS1edrzFxVTPugFvowKTfe4DyCUalBHhPPrVHnRKGfMu7sGj3x7giV8P8pyuDNVddxO2dAn3T+yNWiElI95IcmQwaoX0uIn5YUi0WmSDBjWJMPj8ItsLa5j/1R5MegVyqYRnVu7HpOhF6vw7EKur8ZeXk1pYiAD4P/oQaa9AYcVbWYUvOzvgRt09BWnUiStsRQSruWJkMn8eCMx6npViRGcu550sGdOH+IiIPzLrIFEqoRMFJolWi6LPsd1GOwKjRsn56VF8uK6Q1bvKUMgknJmRzEc7S9Ckn8es62PbpZHkVlhZm1XJDWNTUCtkvLg6i70HazHVVyEJDWm6Ro+Fgior6w5UcUH/GGrs7qY4WKtAFKH55L1PbGG++q/Bf8n5PwBRBjWj0sL5ZlsguTyvb/RxeXO+snLq7ru/xVXnXLUKz5WXd1hZwaBVcvWoJDybNuE+YwYXTrwIwenEtSAL76eLkcXFMTTFxBWnuZg2LAGL08t3O0uIMASOzecXsbq8XHFaIpcMjuflH7Kwuk6c1tIKMhmCRt3KlEJQtHwY+BsacG880oAi2u3E3n8b73/0GfE9wpBKBD66YTgxf3Faui0cprXEhWjonxjC/MkZFNfYSTTpeOXKgajkUkx6FXWSEMzySr7JL2eLMZHSQ1ZOSzbg66A8W4PDw76SemZ/EphqLa61U1Jrb2oSFFQqFAMH4t3fcqpZftQMQ6fPT6lEM/kSFIMH4W+wII2O6jJnt6Z9iH7iS3OxffQR7vp6Yq+8EuWI4aBsn5dabXHx9bZDnJ0ehVYhC8R9olqoE7QF9aSJOH/9Fdcff+D64w9U48ehmzUroP3eDhxLl+OvCVAN/DU1RP/0NacNmMwv2YGxS4cnYDrO79WoU3LzWT2wu30kmLTccnYgbo/Wct/E3ugbk/bmcVuwubzsK67jl33lJIXpyK2wkGjS0i/BiLaNiq9UInBORjQltQ4WrSsE4OlLepG86Ud8F05CPeF8FEOHHvN8TiaUg4cg2V8GNJqISaQIRmNTZVB7+eW41q3Dm3UAANWECSiGDev0fjRTp1AdEsnivCPT3b/m1jKufyjGKjPSyNa6338VITolrhA9ZsBVaeatDaUAqORS/iyysGNoMqcfR71CdDqxz5mLTxeMfv792O+4B58umMTKAlQjR2LbWk/wrbdiUCoRGxoAUAwc0NSYLnq92JcvxzX3Xlx+P0gkGJ5ZgDhlSps60IJEgvbqq5D16IEnMxNJaCiWF1/C+tLLqC6cRPBdd7bSrZaGh2F87llKy+t4cZMZn99OeJCK/aUNLN9yiKlD4tE1XtPuHTuaEnPXzbfzijKN+h8LmT/VwPVjuuPz+4mrK+XZND8Snx3F3Pn4nU6cX37JsLlzm17ih6WYOjXTtrOohnq7h5E9wthbXEe93UNimJb0eAN3ju+JVCLwzKpMwhQi/pycI065paWI0GR25C0opPrmm/Hu2h049+QkQt97D3mP4/fAtIXs8gbu+nQ7GqWUGKOGFfvMhIYmk2eppcLiIsTrb2p0h4DsanGNnQSTtknfPMGkPakmcOqSIkarrXzY+DklQkduvZdfCiwsmJqBJqZ9msqARCPvzRxKvEpEgkjvy/tieP1ZKpcuQT54MIYnHkfRu1e767u9Pn7eW8Z7v+VzsNrGjsJaSuscDEoOJViroLjWzrwlOwkPUnHDWd154uu9PP1tJs9c1u9fVT3/Lzk/xfA0mjx8s62YYSmhZJdZmPv5juPSWvw2G/42+MT+mmN30R8NvaWWytm3AqBY8RUAPsCzZy+SsDCSwnTMHJ2CQi7FpKcpBogIVjFnfE8UDiu68iJmn5GAOkh3wrSWoyE1mQi+915qZ9/eNCaJiECe3vLNXxIcjOrMM7F/+lnTmFhZSVR5IbKMgIJLe6ZKXYF+CSG8cuUgwoJUJIXpSApztnq5MmiVXDUmlY2FDRyqsaOSS7njgj5Ehhz/uOpsbnrHGnhqaj9uX7SNBoeHG8d254y0iKaHkSCVor3qKlxlFfh++RkA+dQpqE4/vUvO8WQqEXh27sQ8eQr4fKBS4dm1m+CnF6A5b3y76xTX2ln4Wx5rMitIMGn5ZV8FQWo5MSGaY9I55ElJhH74Ad68PASJBGm3bkiPYUMviiLuvUf4zf5hI/hh2IX8sreGjDgDB8obuHPxdl65oBsJDeXI0lLb3V7za+J4L9/Nk/FjJeYASWE6nr60P5e/uZ7cCgun9QhjytB4tEoZvspKXBs34dq4EUV6OsqRI5HFx1Fe5+DHvUeaKL/dW0na1OlEzOz6F9jOotjq5cFVucQY1VxzRjJPrcjkpV/zeWKqniC1AnmP7pg+/wxvQQGCXIE0pVuHqm1HQ969Ox6/mj1fZXPTsCgGhki56/dK8kUNfZQq8ovrEMWALOe+4joAeh/DCtzj9dPg8BBsLsO2ezcWt0ioVoFi6JAWL7SKjAxC3lvIwQY3ZSVubh0Rxcg+sdzzZSaV9U483mMn5/XRibystVJv9/HAJ0t5JctJg1NkQWIqMYBy5AhkPdPwNvpmSBodKA+/3HjzC6i7bx4cVunw+6m7/wEUAwe1m1BKQ0PRXDABl8kU+K02wvnV10iNRoIfebiV5KXUZEKp0KHfZ+XO86I5o2c4L3+fhV7VknLlqzjSXK789UfG3Tqcx3dYuPSNjcilArPHpaH45UdMH7zfyA0KNLp79u5rkYx3JjE3W1y8uDqLnHILM8ek8NHaAjQKKe9eN5Qnp/Zrogw+ObUfujozVUYj/oqKI+cWE9N0T3T8+mtTYg7gyy/AvnwZwfe15LR3FMFqOcO6hTIpVkaNXMtPOSpSInSkR6iJz9/FTx5Zo1N3oLDz54EqHlq+myen9qXB4WHBt5m8dMVABid3bRHlMES/nyKzlbs31qOQSRicZGRdTjVxIVoen5zBd7vLkUiljGwsjB0NhdNB0oafaXj+BbRXXoHxhRehsWnZs2ULtbNvJ2zpF0iMbctKKmRSLh4cT2GVnRXbA2ZWT07tS/fIwD0gLkTDM5f1x6hVkByuw6RTYtQq/lWJOfyXnJ9yHKa1TG6I4+rTu1FjdbFiR/FxaS3SyAiUp52G688/mw1KkXXriMrrEYgeT5tSZJ7CAixT30Y36zqUo0aBPPCioGimd+tweZHk5uCc9T+ssfGIfQcQctH50L9fp47hmDj7HLxr1hH8xSf4MjKw9huCPKFlRUuQy9HNnIl71268+/aBIKC95moUAwZ03XEcB8dLvGwuL9/vKuNQjR2NQord7WPRukKua+T3t4e8CgvPrMzk9nFpvP5zoFIoEWDx+kIGdwtt4dJXGRnPD1ffx3l3zMWtVPF9mYdJIZF0XatN5+HJy8ezbx+IfuS9erWpqOJc81tTYl7zzKvUqoPpueITivsOx2z3MLRba3pGr+hgHrywD/O/2ktuhZVLhsQdk5PdHNKQkA4bygiCgGbKZNzrAxQWWXYW6SoPE/qEc+O4XhQUVrB6RzGyJYsxv/sm6qlTCX5wXpcY1nQUlQ1OPlgboHlIJQIbcs3sOljH0Dg9lldexd6o7W8HFEOHEvzuO+w+aKXW6ubFGQPIq7Ly1i85VDa4mnjWpxJxoVqeuaw/4UEq4k1awvQqwoNUTY3qANKwsC7pF+mmFXhtgALVB88h27Wdp79YiahQUC9RMG/JZixOL/de0IunV2aiUch459ohRzlFBuD2+vl9fwW/Z1Ywi0L2qsL5s97LtfvWEbZ/P/rZtzVVpQWlEvW4c0mpqeF5h0iIKQiNUs7zMwYQolUcl99uDA1m4qB4Hv42i6t+C1T97zi7GyFhBqCxx+iD9/FmZSF6PMi7d28hI+czV7VwBw6cgDtQ7DlOtdezf3+rMcdXX6G/+Sakka2bPMODVMwZn4aukbd/+7gj8WHIm1dJ92fSq/4QYfpIKhucKOVShnUzoe/dk7qj9KvVF114zGM9Fkx6JY9N7svNH23h7V9yUcokvHD5gFb29gaNAjTRhC7+hPoHH8K9ZSvKYcMIenBek6Oqe+u2Vtt3rd+A6PEclwfeFiKC1dw1oRfm/Tk8+VsRt45P4/Ufs6myurhoQBKff7WXgUlGHpvclxCdkm4ROmKMau75fCcA6XEGog1qfFVmRI8baWRkl/pSiHY7qj9/44I+Z9HLKEdqNBJl1BBj1LB080F2HawjPTaYQUkhaNq4lt0bN1J7e6D/QbTZmhLzw/Du34+3pBRFO8k5BGaSs8samj7vLa5nYGIIwVoFgiAwqNmLyaCT9JJysvGfWss/AD2igrhpbA9MemVTfLzKmkSnI/ixR1GOHg0E7NdDPngP+TGa2tqCNCoK7VVXthxUqcDtwbNtG7XX34jr99a61k63l++2HeSj/Q14r5nJ+ivvYEnKGZR9tbJNhY8TgdPj5bsDtdz6bT7Vs27jl4gMbl22n7zK1mo28h7dCfniM0zfriDsh+/Rzbu/zebYvxser5+c8gbsLg8en4/npvfn4xuHM3VYPFUWF27fsTVma6wuDpQ1cKCsgZJaB7POTOH5GQPw+v2U1NqbtMADOsA1vPt7Aa9kuXhkbTnv/l5AUXXX6cd2Fu7M/ZgnXUjtjTdRe9MtVE28EHcbmvs0Ji2+mTfwUpWe+7ZYWHvRLG5fvIMHlu6ipA0N3AaHh20FR1QtdhXVUmdrw3yiC6AaPRr9Qw+BUolot9PLUsotoxMxOBuIu+t6rtqyDOW7bwLgWLIET2Zmi/U9Xj9FVVZEUWwRdxVsLi9ZpfXMGpPCohtHEBmsIqe8AVtJGfaPP2n6fhEE3Nu2IWYf4JyMaD6YNZyhKSYuGhTHh7OG07sDdux/B6SSgCtvYogK77ZtpH7xNoaXF+DatKnLpUdlsTEk904i7OoZCJ8u4enfi7lj+X7yK61ccXoSflHkwWW78fpEnpzat83EHAJT7Ydq7PycWcFd5UYe22HhkM2PJyoGy2uvNzkyH0ZuuQWbWk9sTCiltU4aHB5iQzRtJjNHQy6TkNEtvIlbrVXKGN4zCrUisK7fakWi0aAaNQr12LGt9J1l0TFNZl2HIeh0SKOjj7lff0MDkrDW91Rpt26ttncYew7VUVxjR62UsbdZ3ByKvn0xvPgCEqMB1y1zeMEdS2WDk9NTTdhcXuYt2UndkNPR3XFH4NmkUqG/Yw6qUX9tVrDG5sLiaJTn9PmpqHfibbwfWxwevttZQmmtHYvDw0+uIDxvvEfEuj8JeX9hC9626qwx+GfdFJBmlErxz7oJ9aSJJ5SYH4ZWKWObS0OF1Y1QVMDss7rh84t8vukQcSEa5k3qQ4hOiScri6CfVjIx5cjM0eTBsQRvXUfl+PFUjhpNw4Jn8JV2Xmq0XWg0HDztXPLqPIRK3GzIrmBsrwgWry9k18E6RvYI44L+Me1ey/avvj7yoY3vSNDpWkgciz4f/traJinVw7SW0joHT0zty6QBsXyxsYiyk6Sec6rwX3J+iuDx+jlotjXFZssR3qNGKaO8og7npk04N2ygvKJtqoq8Rw9C3nmL8D/XYlq1EvXYsZ120xNkMnQzr0N/z91I4+NRnDaS4PvuaXLSBLC+804rrVyHx0dueQPLcqzc4+/Ji7ut5Fv9uPTB+EpLjrtfv1+kvjGZah43h1ImJTZEQ63NzVVvb+CF1VkkhunQKFr/6Itr7Hyba8GV1ofKqERW7Kmkwd7yQV5tdVHYKHtX0yw+mdhRVMOVb21gzf5KIoPV3P3ZDvYV1XBNfxN3nteTyONUKgcmhXLvBb154+ccbj0nlaQwDUO7mfhg1nBGN6e1CAJjekcyfUQCa/ZXsL+0gXsv6EV67KlLuJwrV+GvPXLtig0N2L9Y0mo51ejRoFQiffM17go2E6qW8ez6CuodHp69bADxbfCyi2vtfLerlCtGJvLIxenkVVrZlGfuun6HZqhWBfHrwHHIf/8T6W9/8kuPkfhUGvwWC969e5F+2VIT3F91hG52WLbuyrc3sK2ght+zKrjy7Q3sOtg5+tmxkBSm48UrBjJlaDxJ4YH4kiHxqJ02LE88h/mVhQhBQVieehHzKwsR/SJapYyUSD0SidAiPhbcmZlYP/wIy7vv4t616y+blxwP1v0HyHHJaNixF9uefeR4lNTva1++70Qhi4lBfe65RPXrxf0X9kFE5MGlgYS8o9Cp5EwZEs/ABAMHa5yIIjyUrkT/2AOBKrX3iE71gdIGrn13I59tKGRznplr393Iim3FeLwd+z6rGpw8sWIvFfVOzkgLx+72Mm/pLkqqGrCv+g7z5KmYL5mCfeXKNmdFZYkJhLzzFpJGqo0kNJSQd95Cltg2dc1XVYX140+omjAR76FDyPv3P/JHpZLg++9rU7e8st7JI8sDkoQrthcz+5NtPLhsd9Nz72C1jQa7B4lGg3bqFMJ++pHIy6dwXnokcwaHcmfZOh4al8J5SRp44lFERMK+/orw1auQDxqEbdFiHKtX463ovOfCYVqLUi7htasGERui4elvM6mod5Jd1kBBlZXnVu1nR2ENW/KrefKbffySbYao1i6ulUPP4KnYM6l95lUsTzzPU7FnUnZWx5WD2oJMKmH8gFjenzmUwRmJ1Dq8TddjpcVJRb0TT1ERNbfdzhZjN17bVEFqiIJYg4r5X+9jjxCMaLEiOhxYX38d2/Llf+l4mkMikaAKNbApr5qbfqog2qTng7UFmC0u5FKBjblmdhfXt3svlsUd6e9xb96CbPbtEBcHgG/ocPTPPddEGfLk5FD30MNUnjeBuvsfwHPgQIDWMiied64dwuieEcwak8I71w5porX8X8F/tJZTAJ9f5LesCp7+NpMXLx9Iaa2dZ1bu55UrB9I71kBmfgXzvjnAg918SP0+Htm4h/kX9CA9pfW0oUSrRfIXLd5lMTEE3XYbuiuuwP7Dj9TfdXeLRlNBq2s1LWbUKvnfwHC2H2ogv9qOUi7hrng3qjmvIUyecMz9+f0iG3LNrM2q5PoxKewvqWftgSpmnZnSZIAEgYSzb5yBs9Oj+G5noHHqxrHdW7iIQkBG6cc9Zbzzay5FZhu7D9axv7SBtOhgemkCyWm93c17v+WxMaeKZ6cPYMmmg2zJM/PiFQNJaMN8w+cXkUoEvBUVOLdtx/HRxyj6ZqC5+KJOzU7EhWoZlBTCC98FkoruYRpS7JVIF/1GUGoqvhHDj9lgWdBIObA4PTyzMpOwICXxJh3d2pDta3C42Vl0JOnbXljDyB5hhMm71v7c4vA08aCbx0fD04apj+dANqIotlDlkffNIGzZUuyrVlEfE4v7YKABWBRFHI26+W3RWt6fOYyYEA1quZQEk7YF31z0+XBv247t008RGxrQXn45iqFDWj1YO4JdRbUs+DaTcRlRuL1+fs2sIESn5LTYcBTDh+E+yg1PlpTYFAuCQEyIGp1Kxi0fBdSYUiJ0x6QynQiav8Acjs1RCSxYW0dpiZtHX/uIF3dbqC8VWXhFGnGd3L57zx7Ml0wJTEMDyOWYli5BOXhQF51Ba+ywyZj7UzG3TLsZOfDiTxU8fnY8Z7WzvK+hAde+TJyffYYsORn5hAmoU7q1Wq7IbEUhkxJlUHOo2oYoisQ33gOU+FFKBS4bkcRn6wuRCAKPTk7nmW/3c/+SXcektWzINbP9YB1KmQSX18/7+R6uu+5GjDXlSJtVr0P0Ckb3iuCD3/P5AAjRKhjSLbRFk19bqLW5MWoVBGsUnN83hjPSIhjfN5p12VU0ODzo8w5QO+v6I8tffyMhH32I+qyxQID+5Pb6iA3R0tB/KJ5VPxFZU4rEZGql5NUcjhUrqH/oEQAsTzyF5vIZ6G6YBX4ReY/uyFJT21wvPFjFk9P6cfOHW3jym30o5RKuHd2Dn/eWM6Z3BHM/28HYPpHMGJ6ITi1HFhWFb/NmMu5/AL9Gg7JXGv1en4+3rh62b8MGuL7/Hu3ll1N//7ym/agnT8bw+PxOyQKa9EoevSQDp8dPWnQQz1zWH6fHj0SAOxZvRy2X8vDF6Sz4NhODRs69F/RiWIqpzV6AOq+EvaUW5larUMk1VDQ0UOkS6dHGfjsDvUpOanQwh6plvPHrJvrEBnPrOanc8/kOFv6Wy8N9NXizskioOcS53WO43LIfX0gIn8XEYcrdhdjsxcy+aDHaGdO7jG7XLyWSG8Y4eemHbJweP6V1dm4+uzunp4Zz96c7OFRtw+Vpm9aivmACto8/QbRYsEtkrOl5JkmvX0y6v46VVg1JkQaG+0WoraHmltvw7t0bOIfFi3FtWE/Y8mWEhoc35QqhemWLvOH/Cv6rnJ8CSCUC0Y03+Bve38zDy/cQG6JGJhHIK7fgrWvA4vRw5x4fczIDmtaemrqTflwSoxFFr14tpbEkEpwPP4GTQIJXWmvH4fLidHtZW+6hqMaBQibB5fHzZZ0a6XsfturcPxp2l5c9hwJSbnd9up25n+9kS54Zy1HOok6Pl1W7SvluZylJYVrkUoF7Pt/RitYik0qYOCCGsb0j+GLjQfaXNjBvUm+6hShxbdpM/dPPICxbwsiEICoaXMx4Yz3fbCvmjJ4RGNStuf0NDg9fbjnIQbOVQ4fMrNClUDPhEqrkOg4cqsV78GCHv1OTTsk56UdktcZ0C0b12ktYXnyJ+nkP4N685Zjr11hd1Ds8vDBjAC/MGIjF4aXa2tpM4TCtJbOkgfsnpHHN0Bh+3FNOUVEF3kaJya5Aaa2dJ77ZS3ZZA6W1dh5vjNuCeuLEVmOaS6e2SMwhkMAqBvRHvONuXjjgweH28eTUvkQZ1Dy0fHebtBa5TELPmGCC1PIWMQRe1kqLyjFfNh3ntu3UnTaG6mv+h2vduhM656EpJi4bnsD3u8v4NbOCa0Yl0z/RiESnw/D4Y8j79Q2cR3AwxldfaaVbn2jSccXII70g152ZQlzIXzMVEv1+vIVFePLyEV1tm2uYQvXMOac7Hp+fOWurKa53c++53YmKMLRYzuP1szGnipJae1NcetR37lj9/ZHEHMDjwbpw4UmtnsdXFjIkUs1re228uNdGvwgVyeaiFst4fX425poprLJSdKia9ZpYzDOuoySqG99m1VFX0JJOUlJj597Pd7JgxT4Kqqxsya/mxdUHKDJb2ZRTxWtr8hnfLwa9tY7pIxK5cWx30iO0vHzFwOPSWopr7HSP1PPRNf15bmo65S5g0oVY5z4UkLxrRJhexfi+Rygkp6eFtyo4HI3SWjuPfbWHHYU11FhdbC+ooUekHq1SxuhUE+NiFbjffafVevZPPwUC6kav/HCAR7/cy8FqGy9/f4DHfsjHHN/9mIm5r7oa6zsL8Q8eivOWAE/YeiCX6qAwNBMvQN6oR94ePN4jvg+iCEqZhCWbipjxxnpKah2kRQWjUhwpHrj+XA9Z+5Fs34bUZML/669Ith/hdHsz97fQXAdwLFuGNy/vmN9fW0gM05HWKLpwOA4PVjN3Qi9K6xzc8/lO7G4vkwbG8Ud2JZ5GyosoiniLi/EWFyOKIv0SjDx8cTo1NjeldU7uPC+NYSldR6mMC9XyypWDePSSDPomGHnlykHcP7EPuvJD1L79MYoDmcza9TWuxGQUBzKZkypH8/iDLbYhTYjrsMna8SCKIlvyq3n95xyC1HI+/iOfiwbFMThWT5zUw4uXD2TSwNh2aS2K9HTCvvkKw/PP4bvzXlbkWbhvZQ5P5Yq8/lshq/eUUW934y0obErMD8OXX9BKRrUjaG7g1Dz+J+O/yvkpQo/IgEX9u2sCN5XrRqfw4uosSuscvDZYwz0DgnlwfTUA84aZSHj/FcRBr3VpYwc0PuTz8vFVVSKNjESe3gfTV8tx/vwLfouVumlX8NCaUi5okDAsxcQDS3dxfr8YRvcMJ6+8ngFRGu6K97CkWkO+U4q3Z+9j3qwBdGo500ckklnSwOa8wDk+O30AiWEtK9iHaS0je4Qxd0JPCqpsLN10sE1ai9Pjp6T2CPWmuMZOdVEp4iWTm2YB4u+6h97Rg9jdaBV8wYBYgrWtk/PiGjsvrM4iJUxHSqSO1buLuea0dKzaJL7bUsc78QKt63FtY3teFU+u2Ee3MC16hYS3N5YRedVs+ufl4CspoW7eAyj69UMa1bZj3sCkUD66fjixjclc87g5DtNaekToiVy9DMvmbQy/ahahd91IrVpFyMJ3uoSDX211NzUcmvRKcsotjO4ZTrc2dLiVI0cQ9MjDAX1kvx/dbbegOuOMdrdt1Cq5f1If6u1u+ieGkBSuo87mbpPW0h68Pj9/HqjitR9zefzZVylWBPFWtpvHFryE4s23UI4a1SQp1xzZZQ2o5FLiTdoWMQRu5pUNRxLginonbo8fVAEdeNOni/GWliLR6ZDFtaxJH6a1vPxDFvGhGqwuLw8t280rVw6kX8KJVbF8NTXYPlmE5ZVXwe1Gc+k09LNva1MO0mDQolPJcLh9yKQSIsKCWlX/Cs1W5izeTkacgfP6RbPg20wuHBjL7HPTmhInX3kFjptmIzgcKJx23BGReHR6pBXVGKL+emNmWwiJi2SIy8bmRs+bISYZIbEtm8ELzTbuWLSN03qYmDY8keeX7uKc9EjOGj6Sz5btJqN7BIbm29QquHBgLC9+f4CHl+1maIqJDblmKr9wUFzjQKuUcfnASGJuvoXKux7AYzRhKK0hul8/rE4P/naMsXQqOVOGxnNWzzA2Z5Xz8eYSnpqUxrYyK4t+2cMLU/uQHCTDb7WS0+DjnuXZhGgV9IjU8c22YuJCNEwbltBu9dzm8pJZUs/ti7YRFaym0Gyjd1ww3TUino8+xLH6e+Q9WtdqJY2/eZ1KxtBuoTzxzT6mvfonogizxqQcVwkIhQL/kGFsPHMKays83PHcK2xRRvBHjp/70h1EH0OetrLeycPLdyOVCCy4tB8LVuzjjZ9zuOr0ZF7+4QBDuoUyINHY4noUgvX4TzudulvuRl2Yif/0UdTdfBfGpx5G2LWjcaHW37/o6Bq+sVQiEBmsQi6V4PP70CplJJg0vPrjAdJjy5nW24hz0WKsL78CgO62W6m5ZAZv/5LTdGjv/55HRpyRlC6kWfSICmoV5/YaxG2LdnF64hmcFyPnvq1WxvcZxyxTKO7nX0H5wjOIFeW4Hn6C0L6pSLooORcEAYVMQpRRzVNT+1FfVcuCXwroV2LF/M5LhD/3LIp+/Y65DXlqKvLUVJKA52JjueLN9azNqiI5XMft49II0SlxK5W4J1+KX61BvXcnrm49EDVafMGGTh2v2eLi8w2FnJMehUGjYMmmIs5JjyIxTNfkLvtPxH/J+SnAYVrLwt/yiDFqqHe4efjL3dw4tgehOjkNfifPri9AKZcgIPDSjjriZ91OaFcn5j4fjm9XUnvnXeB0IqjVGF9/DfW556DICJh6OOocBGvMPP9dFlqlDLvby3SNnCC3jWl7vselVKOc+QzTpl2OJy6e8HoThB37puT3i+w5WMe2ghoEIZA7f7a+kBvP6tGK1jK0WyjdI/WE6pSEB6ma4ubw+vz8uLuMrNIGbjyrOwWVVj76o4CMy/oSfenlKD77BO/Ei/jc1J/dufUMSg5hR2Etdy3e1iatpXuEnocuTOfRr/aQU2llaLdQKq1uVu0yc0sfPaE1ZdABYoB7zx5C/9zKxT37MNGeh9IUwtLQcJLLDuArDdB0/BUV+Cor203OJRKhhXb30Tre/traQGKo1aFPiKe7o5LKxx9H5vMR+v0qEEXcBOyUuyI5T48LSDresXg7tTY3M8/sxphekW2qpEiNRoTLryJ8wvkgijiMJqRtzFQ0R3L4kX+LpDAddDDvO0x9kQgCMqmEsnoXtx6QY3NZiA1WIHi9gSdnGw/2kho7ty/ahkEj5+7ze3HfFzuJNqp55rIBmPRKdhbV8su+cv53RjIur5/F6woZ3SuCUWkBkx5JcDCKdkyZDtNahiSHcue53XH6RF7/KYdgSw3ONbuQp6V1yrDE19AQsKp3uQiafRv2b1Zg/zRA49DfeEOLZastLh5etodqi4ubzurOh2vzuWPRNhbOHNbiBS8+VMs9E3qx4NtMdh2sIyVCx/QRiS0qmo4ZV/Hm1lpOT49hY2Edo1LD8Isi634r5orTFfQ6Cb0Nu9VRvLZ3BxmRGhQSeGeflcReyYxptkxciIb7J/amzuHh7k93cPPZPZBKBGZ/so3HL+xJbMFeSD3y0qIS/AwJFlHJpWSXW+gdE8z56RGs2hOQyXtlQhyJ336KNfsAhh9WsnrMZbjijaRt3cmyaiUZSaEMTQlrM0HXq+TINqwj0iaj1u7h+s/24PWJDI7VwzdfUV9RhK+wCGVyGhN7n8U5sloMrmqWDul1XFpLSpiWZy/rz8z3NlNotjG5UZ1I/PH7JnMgzZTJOL7/Hg7PpCgUaKZNBQionqSYiDaqKa11oFFIOTc9Cv1xzOKkej2a6ZfiK/WxpdzJzVYDNVYLAxIMwLE5+eHBKp6c2hevX6R3rAGjVkF+pZU3f86hR6SezXnVfLahkOmNtBYA1ahR7I0fwKM/VzJ3aBq2y1J5/edKnrvzYZJvvSpgQFXUcuZSmpiALPmvUTsPo7TWzh2LtyMi8r8zuvHRH/m8/lMOb/9vCBHBKry/fI9lwdNNy1tfe53qMy5oZXhXXu/o0uS8LYSHGZgyKIaP1h/kh6KAw/b5A2KpUaiYWxHK7DcXE6kUue/nEm7XxzO8Cx2X+yeG8NpVgzFWlVB9zXSeue5G5Pc8htftpmbWDYStXNEhEzOr08Pa/ZVNfPois40DZQ2E6JRYYhNYOnIqdlHK+VffwK+7inFIZAzz6Blud3dYsrmywcnnG4v4aU85KRE61uWYUcmlVFmcDEk2HZdOdqrwX3J+CnCY1jIgMYTZ41LZe6iOH3aXYXN5GZBgxGGXopRLeLK3FCkiD2WDXx+MxeEBrweNrQGbJgipUtGmyUhH4c3Lp3bOHU3mCqLDQe1ts5F9/x3yRh57lEHNHePTuOz1ddhcXk5PDeO01HAkWfuQvflq0wWk+GIRCsCb0QN5Ssox92t3edlTXEdEkJLnZgxk9c4SftlXjsXpacUdEwShKRlvHjeHTCrhrD4RJEfoWLgml0kDYhiaYuKLjUXcNHAIis8+Qb5tC8PPn4a2fzhXnNObfcX17CiqaZPW4vD4yG9Gnamod9I34f+xd56BUZT9Fv9tb9lNNr33BklIIHRpAiJWEAWl2lCw9y52pdgb9oKCig3BAiIqRTqhlySEVNL79j73w4YlIQlNfV/vvZ5Pz05mZmc3OzNn/s/5n6NHJIKMQCl+0acmUx6LBcPceajWrWfqqPMQfluDSKdj8jffIZ7wNOh02B98DNXCVxAHnV0F1ZmfT9Odd+Patw+RRoP/E48jzcr02hJCh74Bj6Nr6cOZoqrZwsfrj08rfr2tgqFpoR0qO8dQ3mDm9dUF3HxeKhKRiNeX7efm81K9pPsvRL3Rxuq91YzMCEcqEWFxOJnUP4bPt3hv4g9la9HOvAHNKy/hqa9HfEKFOcxfyT0X9ODRr/dw00fbUcjE3DomjeC23+KA5GBem5FLjyh/BAEGJAX5kllPB4lqmNNTiuLrz5DExvCgoQLP2Lk0CgLykeeif+bp0/KR95hMGF99DXO71FztPXdjMbRi+eYbNDOmd9DUB2kV3H1hOi1mB4NTQ8iJ09NidhDu33HmQCwSoWzXl6CQSjo9bKkC/EmNdCPI5WwraWZneSuhOgVFtSYGpASTGqH9y0NPksK1XD0sgXG9oxAh4rtdR0k/4XuXiL0hYCa7G4VMwos/HULAS9qdTjeulI566MqqJh76uRSHy82MwbH0Twll3ooDJIf5MXlQPF8V1nL9uWORv/Y6jkvGsWqPkcV7G+kbqWFLRS2XGG30jA7okhgIDge2X3+jZ7/+jEkN58dD3lnBG5KkqK6fh+TWW7As+hSlB64sK0a06Q9E/fpzw+M5aLs4f8AbGGTfvp3qmhbeqvXzfebvd1UyKiOchK3HZXGmt99Bd8/duNuSbJVDzkHWVmRpNNp59ecCxmRFIBHBB+uK+aOgjv5JQSSEnpxE+vfJYWxQJRtaxOS19YM8eGkmkfpTS7PSIo//v6L0Kn7aXcmj4zPJiPJn4ZpC0iM7ylpkKSlkSqvIKrawYKu3sXpQQgCxbhPau+7EuW8/spRkhAsvwLFzF4oB/fC77TafreGfRZi/igcu6YlGLqVXbAA9InVoFFIyYwIAaFi2rMP6gtlM/DvPs+ipBUTpVX9r4F17eCwWZJu30F+pZ1HbsvQILaFBWgxWJ26PwAM/FKFRSDHbXSfd19kiVKfEZEUVEQAAnSdJREFUlleOu6oK2VPHZTTuykpcRytPi5w3mx2s2HmUET1CmTkimQe+2MXKPVX0jPJHqlCg8dfy7aYyNpW0YLA6OS8znI2F9SSGak+bnKdH6Hjy8l488uUeag02zssM50itibIGM+mR/l1yin8C/pmPDP8PkBEdwCPjMpi/4gBvrink8n6xfLTuCHctzkOqVPDONblEZaYg7pHOO1fnkhwTyNI/jrBs7SGql/3I0t8O8u3m4j914rlra46nnrVBMJk6aPrKG808/u1eRCIvidlQUM+PuypxBAQh6iKeVxJ4ak9RP5WMyYPieXl6XxJD/Zg2JIGXp/ftJGs5XVgdLrYXN4HHw4j0UOqMDppMdu4YHof2CW8QhFB5lOSn72Nqshp/tZyBycHMGJrYraxl8aZSLsyJ5JbzUilrNGO1u+gTr+ferUYqFN37rx6Dp7XV538r/PoLIrWa6nmvc9NPR6lZ8CbV817n9vpQ6j/4/KTplN3u32ym9YmncLVZEwpmMy333Q+Aoq0B7BjEYWHIUv5se5IXjQYrBTUG7s8N4NWBWiwOF0VVLV125te0Wtl0uIF7Fu/k3s938kdhPUdPw9rRXVODfecunCUlp2U5WFxr4vXVhTz93T4+XHuE6hYbS7eWE6D2hp08vcuEZelyTG+/S/0l43Ds66hjlErExASpkbeRS3+1jJB2D4k6lYz+ScFolbIO49OFff16eOkFXDU11Fjd7EwdgHvMWKz3Psy2aXfSUliMx3Lq78VVWIjl22WI2gi4KDQU86eLUU2YgPammzC+/iYNV1+L5bvluBu9xLBXrJ4haaFIJeIOY8HhwL5tO4aXXqa4sIInl+0jNULL7eencqCylU//KMHmOK7N1MdGcFGyjsV/lHDLeakYrE6Kak1MHRzP2F6Rf0saYUSAipnDk4kM1BARqPaOTyCEpQ1m5ny9l50ljUwaEIunLap75rlJvPp7KXXqjg++frVHGRenYN45QaSE+XHX4jyuGBDL5f1imPf9AXITQ7BrtCiGDSOyqZr52TLcHoEtFSZ6hqqYXrsDTUvn8DcAV2kppvQMfg7swY+HGokLViOTiHg0z0zrfK8MwvTMCywdfzv2nlmYHn2GpeNvx3iSGplj924aJ12FGQnFrU7uydby/mVJqGQSjjZZcI9sO9eVSjzpPTA8Nxc8brQ3zUaene2TGPoppVyUHcmmwnpqWm28e31/ftxdxeKNpTSZTm5BahdJ+LVVSl55K/q26+XzPx6iqtl60u1ORLBWyexRqQxOCSZIq+DWMWkMTuncZBkUGcqgtOMzief0jCDs3CEoBw/CvnkThnnzcZdX4Dd7FrrHH0d+Qo/H6cKxezctj86h8YYbsa75FY/RiEQsYnBKCH0SApFKxAxO9Y6PQdaz83tJIyN9iZwikehvT+cEcGzdSqldwn1/NKJTyRib4Me24iY+Xn+EMJ2Cxyf0wu0RMFidzBiawICkoL+sat4e4i4aTEVKJeKA0ytexARpeHFqH+66IJ3kcC0vTu3DHeenEeinwF8tZ9KgeEK0CgxWJzqVjOw4PRdkR52RM0tDo4E/9h7vPdlT3kLfxEBuHRTxjyXm8G/l/L+KiAAVs0el0mJ1MDw9FH91b8oazDy1bB/XDk9i1e5qthxp5ONZAxE3tnKotJ6NRy2sDkmlaFcjo+LtmNOC0UScXeW1MjYd2YWXIN2wltYFr6H57kukGzcgCTn+xCuTiNGr5TwxIYvsOD1zlx/AXy1DHhmG/7PP0HLX3b51/W65GelpRhb7q+W+J9/247NBk9nB0i1lVDZbGZwSzIaCerJjA9CKghjwxdeIHrgbkV6P9tZbUaR6ZwTEYlG3BCslTMvb1/YnOlBNncHKC5N7kxiqZbjJTn51K2H+J/egB+9FSzFsGLaVK70LBAGRIGCxe7h7j4CAgFwiRtyNHOJU8NQ3YN+wodNyV0EhAU8+gSUjE+sPPyDv1w/N9dchje6+6etMkFKRz7t9FWhefw5JRRnvzn+V0OIdSHJjO62bmxDEo+MzePJbLxm+/+KeDEo5ubTGvmMHTbNuwlNTg0itJmDeXFSXXIxI3v3vo1dsALefm8Brv5dwtNHKzBGJxIf4Me/KHMqONvDW+lLcBfk42yLCDS+8SODbC30azMomC3d+mgciuG54Ih+tL+axb/byfJus5WSobLbQaLSTFRNAVYvVNz5GigS7HfP7H6I4ZzBul4cNmjje2lTLlJHTKTQK7NhUz9vjk5DMnYd29mykUd17TTstFgqfeQN/l5XwN+ZTcOcT+LuspIpMtD76GJ42Qm5fswbtgw+gvfUWRCJRlymK9s2baZw6HQQBzW/reOr2OaSmRBIeHUq4v4qUcG2Hima9xcXLO5sZ0TOMn/e1SxbdVcmozPAOYVh/JdpPOXc1/RwTqObZib0w2d3MXXGA8AAlVoebZ5cf4PnJvUk+wdVIo9Mw5Lm5iFtbMNz7CEFaBa+s8oZ7JYf5keovIb6uDIPRgEmm4pd6wTcBVdhoo7RPT8Islk43To/ZjOGtd9h/ydUIEgkDEgMZnxVCjQ22FtUjry3CbbVwKCKFpRtrKQ7LoaEJylqbGNE3ge7+67Y1v4LHQ+C9t/D6/FdQLnoThVTE23Nfwu6n5fO6YC6990EMsUn87tZzSVoG6ivGdepNUsgkpEbo6J8UxOKNpazcU4VHgMmD4/FTnNzNSRC8YaK58XoevSyTPwoaWHuwBuEUspauoG9XDNF3URgB+KOgjnd/L6JfjBarS+CFHw8RpVcxKCODkBXLvem+KhXS5GQkZ3n9dOzb73Ufsnm16rafVqJf+CbqcZciEYtwNzTgaW5BEhwE7cJwVJeOw/LZF75zTRwYiGrCZWd1DMfgbmjAsX0Hjl27kKWnIR8w4KRNugDmpV+ijUlgeo/h9JaYCCnKI67fUAbkRFFntPPkt16tv0Yh5ZMNJWRGBzAoOfisCbqzpATHlq24SstQDOyPLLcvEp0WaUoK2jvuwPjqq751/Z9+6pSmEO3RvijXftxstvPxhmLqjXZCtArqjXa2FjUwND3Em8TbxhmO9YEcbbIQ4a9EIhFztMlClF6FSCSivtnML4ebmdg3ijC9hrd/O0xVi5UCwYa/VonSv/sk9v8m/iXn/0V4k6wCcXsEpBJvUmiYv4Ivt5Yz5ytvHPDtY1KJ0qsR5x3gtoBm9jf5UVRvIVir4AZZJf5HFXAW5Lyw2sDNn+3lygk303fidO7LszD14uuZcP11HazgIgJUPDo+kwC1HJlU3GEsu/QSZGmpuMorkISFIk3vcVZWdX8WUXo18y7P5LqP8jhwtJXceD2X54Tz2q9HSLkik7Rvv8ElllBn8xB9EpJ3DDKpmOw47wU5SKvA6fIga2uASYvQnZZGTaxQoL33blxFRbgOH0aw20muKuS+Cy/miWUHAJgzPvOkceAng0inRZKYiLu4Y+e6JDQEaXw8yomXIxvQDxxORNK/zkrR/vta/N5+GwAP4DdzGo7kZNxjz+sUoV7ZZOGTP0p8rz/fVEqfeH23MySuujqab70dT423A1CwWGi+8y6k6WnIMzK6PabWsqPkF3s1w3UGG9sOVvLMxanEBmsIWP09z8osyB960re+Y8cOBIMB2sh5mL+Sey/qQYBGTq/oAJLDtASoZack5kabk4W/FLKhoJ5nJ2azeFMJhyoNfDxrIInHpAISibeKJAjYv1/ByLSeHIjS8tlhb6X8tkw/Yor2YggKR75hA9Krruz2/Rrj0nh2sfe6cO2tT/PmjhZSQzXMGxHrIwvHYHr1NdSXXdblQ5nHasXwyqs+2ZNoVx6ZD83G7+bZKK6/npEZnfsflHIpaRE6MqIDWLa9glkjk0kM9ePJb/dRWG0gNfyvl7WcDhQyCSN6hrO3vIVeMQHcf24sBpGMt387Qpi/qhMZkSYlETjlSloefAhFTRUX9urPh+u9v9Hze0VysMZETM8MkEgwRcWxZn0jY+PUTIqV8vAuGxtaJGTpQzjxl+GursH25ZekxKXwYUA24YE6HlpewJW9w7jVrwHVQ09hEYkYktOXq3PDWZTn/b0+fkk6WSdpDD4WZCPYbKjv8PYUiPr3x39vHstCerF4cznlaQPZf8SA2W7gvGtuQB7f9QNwkFbBuNxovtxajsPlITFUQ//EoA6pz11BpZBycU4kw9JDCPNXdRifCoIg4Cotw1Nbi7jt2nQyUwOjzYm/Ssq0/lGcby6mqWdvtpe1Eoe3Si+NiEB6Bj0a3cG+bZuPmPve+5VXUY48F+f+/TTfez/u0lKkGRnoF8xH3ubIJO/Zg+Dly3AdPAgCSHv2QJZ4Zqnc7SHY7ZgWvoXpneNOO4rhw9G/8dpJbQ9NF09gjTuQ4YYSRPW1rEo+h5F+duK0Ikpb7UjEIp6f3JsIvYr7P9911scH4Dp6lKZrr8d12Nv0anoD/J97Fr+rZyBWq/G7aRaKEcNw19YhjYlBmp52xsYVJpuTvRUtpEfokEvF7K1oIS5Ig0om4aKcSJLDtdS2eMO6th9pJD3CH3+1nOoWC5sKG4gL1vDwl3u476IeBKjlPPLVHp6blE1uXABxh3fz1uUZ/FzUSkV5LW9N7sXPh+r4ucZKepDiX3L+L7qBw4EnvwDr0aOIw8JQxqcQqlNytMl7844KVKOQSTAGhbC63E2rxYxMIqLBaGddXBTjAwI73ShOB3qNnEHJwXywpZIP8CaS9e0Vjy6ps06su2h6kVKJPDsbeXb2WRzBmcFoc1LdbCU5TIvZ4fKNxWIR2480UNZgJjs2gIEp3lQ5ucvBExencc+X+3lham9qWkzM+/4gr83IJT3yzKotp6redQd5ejrBX3+Jq6wckdaPAkUwC5bsRC2XIABzVxwk3F/l0zOeCSSBgejnz6Vh+tXQdpNRTZqELCMTx4GDNEy6EqGlBQCRVkvwl0uR98o64/fp9L4pyd7EyXahKtKUFMRdPPRUt1ipaLTwzMReyKUSHv5yNxWNlm7JuaeuHvcJSYp4PLgrjsJJyHmJwc3qMgsz0jQEyOC1/a0MjKknIToQeUQ4yk+exyMWg8eDOKsXipRkxAEBx49fImZYeqiPXLYfdwd3UxOKo5Vc3TeC3WXN3Nd2A3zo0p4dHCxEUimaG2+k9fEnUJwzGLufDlP98X23agOpDQ7iubpQHgmVcbIJ+pjoYF64NIVbvsnntZ3NhPrJmDMmEc329bR2uUXXlU3B5UJobumwzFNTg2DuXlqjU8m4alAcErGY96/JRdNcj8J0lPen5xARFvCXEnNPczOu6mrEOt1pSb5EIhE9PS3MoQCGTyJULuexufMJtccAHYsFIrkc9RWXI+/Xl3UGOR99d4C4YA02p4t3fjvMU5f3QqrVop83D/Frr/H8dTcj/WUV8qcWMu/NDwlMj0If1PH6YbY7UWjUiAMDkSnlhMk8fJ7ntS8N1SkJDY1H8vwCxMFB1Pbow/rvDvm2/S2/nj4pod0SXeWoURjfXHi8yRNQnj8GiUTE5f1iKG80s2qPdybjlem5pHdDzMH7sPzY13txuDxkxvizv6KVt389zE2jUwn0O3nRQqWQ+pI9BfAdr8XuOmmqqW3NrzTfciuC2YxIpSLg5ZdQXXhBt2F5xbUm7li8iytzwljl0LPkq4PMOS8Oze+rIWUmAC1mOx4BAv0UHcZnhi7ODY8Hd1U1jddc5/MIdx04QNMNN3obHNt07bKEBF9P1p+Fq6QU03vvd1hmX7cOV+FhhPAwPDYb0ujoTiFPpTHpvPftQXaFhSBRhbB1ZwPx49Lxu/Z6lEVFvPjmu4RrXchD/Hj96r6EapVnXzU/eNBHzI/BMG8+ytGjkEZFIdZqUfTvf1b7PoaDla3cvXgn43KjCdEqeH/tER66tCfTz4mn3mjHIwiE6BQ0Gh14BIGUcC2CILClqJFXVuUz57IsZBIRT3y7D5EI/BRSNC4bTffci/twEbHDhjIusy/iwq0o73+Lca+/h8zVgF74a3zf/w78S87/ixA8HiwrVmB+/0PvNFpWNksuvZWdpU1cOyyRNftrePjLPXw8ayDawFAKrPWMjFExM9rDm2ViCm1S7EGhuOvrvT6vUimypCTE+lNrokN0Sq7oH8sv+71VyuHpoSREB53SBvG/AZfbw6o9VbyyqoB5V+ZwuNbIB2uP8M51/YkIUPHBumJ2lzUzrk8Ub605jFYp5dZRyfhbzdhcbmZ9sA2XRyA+RNOlDeNfdpxHK3GVliLWapGmJCNWq5EEBx93SaloQaeU8eykbAQBHv1qT1fmIacN+aBBhP68EldxCWJ/f6TpaUj8/ancsQfrvJfxu/l6bLNvw9UrB/VXX50VOXe5PWw90khEgIrYIDW7s4YS/Oo7aO+YBS4XIpUKv5tv6uiN34a+iUF8OnswMUFqRCKRb9wdxIF6xEFBnarAkvDjzV51rTasTjdxwRrfOHnLGhaOGkDQJ+8gaWog/c5HCNv4E5yTgjUrh1/unk+/xiOoN61n7flTGZIRReAJx9ueXLYfu2trcR4pRqyQI2mbRnfm59N06224DuUjeuwZglSJNLbpdiMCVChOmKlQ9O9HwNxncTY0sk4Sys6qMmadm8SeilY+2VxO0uVZVLdWYg2MpNXixF/dtdzKI4BBosTTpu+3uASsUjmC2YxYr++Qxqq57lok3UyNS7Ra/GbdSMu993k/b1Ii6okTQS7H/M23yPv07pJ86FRyXEePor3lVhw78nABSq0WyRefwSms004XjgMHaL7zblwHDyLWB+A/dy6q88ecVNYEYP3mW3j5FcBbZeauO7C/8jLSiVd0WlckkSBLTCSxzsjQ1BBmD47GY7Px7s4GEkP9vGSzRzr6BfPxr62FSePhiksJDw9HoutYZatttfLB2iNc3j8W7ZIvWXTYRmpkABc5Kqh2S9hSYSQzKZmYSydQ12rlUGUrZY0WHu/tR40D3jvYyOSalm7JuSy7F8FLFmNZvhzBYETWKwt3czOqcZdSabCxrej4ufL7gVpSwvwI0nYtu/NTSumXGMSkgXEMTglmycZSEkL9TilraY8Go41FG4q5KCeKEK2Sjzcc4aKcqC4LHq7SMppvvc3njy9YrTTfcSey9DRkKcfljzanix3FTSSFaYkLVHPD8ATeW+edzRgWpSR9zTI8rd4+qBaznUUbSrA73VwzPInPN5Vid7qZeW7yGRF0Rf/+oFT6ChsA2jtvx11b0yG8B8BdVeVtcPyLmk7bQ3A6QBAwPfo00poqlB+8jenRpxAJUhg9BsFqRTF8GP5PP4Us6biBb7/0cG4aZuGt9aUA3HhODOnvv4RjizcQTXLlBKy33YLs/vtPmUJ9ymO0dZGrYbF0KND8WaSGa7lyYCxL25r4h6WHMig5mMO1pjaJYW+Kas08/s1eXpjc28dTRvYIo6jGyBurC5k8OJ43VhcCcNvIRPSzZmAr9L527t5N6KwbsXy/AsHfn4iGCtxNTWckv/lP419y/l+E8/Bh3JVVSMLDkPXOQRoVxaWOctIvzGJ0Tgzn94pgb3kLUXo1aoWUe8emIdTWoN2+kbsGDkUWHoa+qYaG2TfjOuStxiiGDyNg/vwOEbldobDawD2f7USjkJISruWnPVXEh2iYNDAWpez0fhaC04mrtBTBZkMSG3vW+r9TQSoRk5sQRJhO4atQjsoIJ9RfSZBWwWOXZXLLou0s31mJQipm7vh0AgyNhOo1zBiSwNu/FgFw99genawIu4Nj716sy7/HXVONesIEb7pkFxHVvvV376FxxtU+YqmZeT1+d96BQaYm0E+BIAhE6VW8c31/3424/fhsIBKJkCUnd3DHaTLZWdig5UiDladWreOjvFpKih08ffl0/E9I5jwdHG2y8NDS3YRoFcwYmsD87w/SPymIOctXoCot9t5ou0lMlYhFJLS3Rgw9ecOvNDKSgJdfpOmGWd5KoUiE9sEHkLb5Nzea7Lzycz4l9Saem5jDu78fprTBzPxR5xN2/rm+m0XY9MvQL3wTkUxGrUPEO5urWO4fQN9zZ7B8ew02lZbomOBOJPpEOAsKaLx+Ju6SUgCUF16Abs6jtM6dh+tQPsKVk/lQmUZhVSs3DIlj2Z5q7v1sV0dZC97quaJvXxTABQYbqbHBZKgcJAfIGJYeytfbKnhwVDw2uZKP1h/h6qEJ6DWdiUZVs5Wnlu0jSq/mzgvSmfP1Hl5YVcBTag0Bs2fhKi7BXXkUed++SNPSTvq/Vp4/hgCRCNOHH6GZNtWbuNgmc5HExBD0+ZIuCbpj+3ZfozOAYDRieOVVAt9+q0v/+DOBp6WFlvvu90oGAE9zC80334J05Y/IMzO7385qxbb6l87Hunkzmi7I+THE+0m4P8yIfVh/EIu5fdoMgmNGQ8gQwPsQc6JU60Q0mRz8vK+a9fl1JIb6sbO0mbhgP24YEkOpoGZXeTPPfLePO8ams7moAaPVyTtXZhB443QyYmPpf+NtRG1aDWlXd7l/kUiEYtBApJkZuCurELndSBLiccoVbNhYitnu4tUZuWwtauSbbeVM6BfdLTn3V8uZNiQepVSCXCbpMD5dNJocfL+zitX7akiP0LH1SCPBfkoSQv06nU/u2tpORBe7HXdNTQdyXlpv5t7PdtEvMYhLekdSazzeoGpxgeCnRXXuOQB4BIF+SUEs3VzGw0t3M3FALA0GW7fqd1dpKdY1a3Bs3opy9ChvzkFwEEhlBH26COfefdg3b0EzdTLygYNwl5Z03olCgVj390gfJPHxWF9eyLNVWmJik7j2k3N5dr+DuCMurr38ShSLP8a+bj2mt98h4LlnfTIno83F3prj3+2eowaGJabQ/m5i/nQJftdcgyS8a5ve04UsPQ2RWu0l5G1QT5+KJLL7/pjuUFxnQquSEqJVUlxnQqeSEqxVIpWIO3jua5UyJBIxCqkYm9PNzR9vx+0RCFB7Q+c8RiP2rVtpsnqobNAx7Zx43lxTiE4lQyyC+asOM/eFd4mf/yhs3YL1yXmIVq1A/+LzCGYLIo0GVXYv3/f5T8S/bi3/RdhW/4Lx+RewrfkVy6eLMb3/ARFl+ZznqUGtkBIf4sfFvaN804YREYFE5vREe8MNRGeno9H5UVlRh+vQIdznjsLy0GPY163vslHwREjEMCw9hJen9eGBi3twYU4EOXH60ybm7uZmDK+8St3oMdSPvZDGq6/FWVT0p76PkyFUp2BY+vHKxejMcILbKiVVDUYa2y7odpeHsoMlKLduZLNZybu/FRHur0Qt98oq8qu6FgCAtwEFwJGfT/V3P2F6+22s3y2nccbV2H79rdvt3EYjLU882aHia1m+gp1HjTyzfD81LVbySpp4+rv9HVxN/gwxB68n7LpDtTicbsoazKw9VItKLmZ4z3Aqmy1c+2UB64+00D85iCaZ+qxmRWKCNMy9MofKZitzVxwkIkDFXWPTCcrJQj1+XLfE/GyhPPdcQlevImjxJ4T89CN+M69H3OYK5K+SMTojnLJ6M5Pf3MjvB+s4PzMCfWQoge+/633A7dkD/SsvoxjqJVgp4TqenZhNZbON5XtqGJURxsQBsack5oLLhenDj3zEHLxNY46t27Bv3ASA6Ltvmapp4tH+ei4XKnllWt9OspYTEaJTMjAlmEqxH8/8fIR3fzvMwcpWXttQQVmLg61FDRitXVekYoLUvDwtlwVTepMaoeW16X15bEIvpH36YHr7beybNyPYbJgXfYL0FDpYSWAgmquuJHDxJ5gXL+lgu+muqMCxa3eX27nKyjovO3CgMwk7C7hr63Du2dtxoceDq7T0hEWCzynE4xGosQkoxpzn+7skPh6/m2ajuvhiBLeb7uAqKMQ+Y5rXetTpRPTRBzTfdRfu2trTPuYeUf4suKo3LRYnO0ubmTgglhE9w5CFhxMToiEuWENVi42Hlu7mm20V2MxWVN98AcVFSNb+RsCUyxBVVZ7yfSRaLfL0NGQZPRGr1SikEi7vG8N7MwcwICmYq4ck8N7MAR2sC7uCTiX3kfH249NFWoSOF6b0ptXiZOuRRi7qHcmEfjFdnk/i0JDOjl5yOZKwjmQxLkjDXReksbO0CZdHYMXOSkamhzA7258dtTa25I5B0r8fAOWNVu5dspOoQDUDU4J58tt9KBVS9F0YCrjr62m8+VYMjz+JbdUqWu69D+tPP9E653HqzxtD48QrcWzfTsDTT6IaM8bb4JicjPaO2zvsx/+xOX+Zj/qJkGi1BPfvzZAEHb+WW5i2zsDhJhsDdR4Uedt861l/Wtnh/lJQbWBjYQO3nJfK7WPS2FrWSkn2YMQhx4MhJKGhiE54YK5rtXY5PhlkqakELf3CK6dKiEd7/31oZ88+Y2Jb1mDmzsU7eGN1IYdrDNy5eAdv/XqYVouDg5WtvP/7EYb3COWK/jH8uLuSPwrqyIj259aRydidHlxugQfGpJCoEWNb/QutTz7FTkkQeRUGItViYgLVXDc8iecmZRMbqKbWLSNv2h0YX3+P+xvD2Db1DsjIRH3RhahGDEdyGgqD/yb+rZz/l+CqqsL0+hsdlnkaGhDJZEjb+YMe04kJHg+CzeYjKma7i293VPD7QRePvvUB620a1tU4eeiRpxCp/X1KyyaTvdN0n8PpZsXOSix2N3sPVLC6qJnIEB0qyemTN+euXZhe8XZoS3v2QDVqJLY1a3CVlCLr1Qtp2Kk9Tk8XLreHlXuq+GJLGQOTgyhvMPPoV3t8spb315Xgp5TybF8tr+038VahnR4J0QTKvTfPxy/LotXq4JVVBajkXd+M8koa+WxTKfdd1JMKs4TPI4Zw030BqJ9/FgDjy6+gHDG8S3cVobUVZ15eh2WesHCONnmbVe5s2kFViw2dUorFbIPT8Ac+FSx2F+//XsSaAzXcfUE6X2+r4GiThU9mDyInWkdskIbSBjNyqZjhKcH0DDy7CoEgCLjcxyPaPYKA+8xNGk4bIrG402zAMUglYrJiAogNUlPaYEEuFTMyIxytTg3nnYdi8GAEj4BEe7xCb7Q52VfR4nudX2Wg1eI85RS4YDJh/2Njp+Wu/AIU55yDfc0asNvR3387gWHhKOc+Q3K4lsRQv9PSdhqtTgQBnhnfg3KDg7d/LUIiFvHsuRFEK71fsKelBcHpRNLuhpsZE8CROiO3L9rBg5dkIAhw9++13PPNapI/WYg4JAjPy28gTzw9e04RIIjEOO55EPlL8xFFRGCfPAOhteuHWHl2TqdlqkvHdWmpdqYQ++sQh4biqavrsFwSfPzzezwCW4oaeG7FAV6c2odGo53nVhzghQnT0P/6G9LoKCTh4Zg/XoTpw4/wu3EmmmuvRdqFJMFdXd1pmae6Bndj42lJGJwlJdSUVPFNu2LrL/uqSQz1I7+qlSv6x3Kk1kS/xEC2tMlPZg6JQ3XuVd6VRSLkgwehvPACBIfjlNKdE+GvkfusYNuP/yp47HaElhbEAQE+2VqD0cYPu44/TPxRUM/E/rGkqzpfF6Xx8ehffYWm2273ykfkcvQvPN+B6LpaW3E3G5GJRbg9AsvzjvLIuAwyov0JU0BqhoWUCH9kKi/JDPSTMSglmG+3e3tTYoPU6JQyWiyOTue083ARrjaHJgCUSoTmZixLlvgW2Vb9jDw3F+3NNwEgVqvRzJ6NYtgw3LU1SKJjkPXs0a1G/q+APDyM81T+LNnbgN3pISZQTWbVITh00LeOrGc6onazOH0Tgnj/hgEktvXv9Ir0Q//jNwjGtnyOYcPR3Xh9h96a/KpWHv5yj7evQiLyjq/oReZpmBIo+vRG/tZCLwdpdw/0mM0IJhPioCBE0pPTSb1GzkU5UXy0rpif91YjlYg4L9MbhJUaruWxy7Lom6BHLhXTMyqAvgl68gpqeOWXw+hUMpxuD0/9WMDLlyYT/MabuItLyP1pCS9PnEHYU/cx9+m5NKm1pEXoeOayHiz4/iA7q8yo5BIcLgdBETEogk5t9fxPwb+V8/8WPG3+VCdAEhnZqerlOHSIljlzaBh/GcY33sRVXoFMLCJEq+BQnZUb9ol554CJEKUYT1YvnqzXs6e82SdJ2FPe3GF/UpuFieECrY2tvLGlmsIGG4MVZkK3rTvtw3cc9MpoxIGBqC6+GMO8+Riefpama66l5d57cbfzSv+zOCZruXJgLI+My+SFqblc0T/GJ2t5aEg4zyfaCZ05mYcU5TyfaEd1/x30cLWw4KrexAZryIrRs+Cq3p3SQMEbz17eYGFjYQN3Lc7j3pWlHGp24ohr939wuzpUF9tDrNejOOecDstE+/cxOlTMpb3CKG2w4HB5eDbXj6A3X8DdDfE5E6gVUm4cmUxSqB8v/pRPWYOZp6/ohb9Kxmu/HqG0wUy/xEBcbg/PryygynV2N5ejTRbmfL2X2CA1j0/Ios5g57WfCzBYnX/6M5wpGk12Xl6VT2mDhUEpQbjcHh5YusvXPC3WaHzE3FlcjHX1L1RXNfHFljIu6RPF3CuzqWm18cv+auyuzhVVQRDwWL3VJJFWi3LUyE7ryHtno739NkTHprntdlSDByLL8ur5T7fpqm9iIO9f0wfr0SoWrS9h9qgUPlh3hG93VtN4tBbrTz9Rf+l46sZeiPHd9zqcT06Xh0aTgzs+zeOmj7ZR0WShrNWJ6e4HKRo/g4fWVFDeYD6t4xAHh1D85Ms8o8jCMu9ljjz+Ek/Ls2gYMqrL9WW5fdDNedRXkVNedCGa6VPP2J2hK0jCwwlYMN/bcNwGzdVXI+1xfHZGLBahlIkx2pzM/nAb932+C7lEhNxPQ/Cni1CeNxrzhx8hWK1gt2N6/U3s3cx6SbpwspHExiJu9zDQHdyNjRjfeZdmt5it1RZu7OnHq+eGYnW6aTHaOFhpYMEPh3C4PWwpaiQuWINELOKRHw5j/XEN8qFDCXjpRZDLaZo+g+Z778PZpo/9J8Bx4ADNN99C7cjRNN15F45D+YBX1rL2UB3XDEtk4bX9sDs9bC1q7PJ8EolEKMee750J+/ILQn9eiWr8OERSKYLbjW3rVgxzHqe0spEFP+aTHa3jnNQQXvu5gJV7qpFp1AxOC+tgQqARQ792vuO58YHUtVq6lrUIHe+vrtm3YnV4Z6XsU67Gk+utxlt/+BGhXd6HRKdFMXAA6nHjUOT2+cti77uCxe4ir7SJOV/vweHykB0bQHmjhfe0WdinXQOAyM8P3YMPdnBCUyukZEYHoFZIUSukRIZoWZ4ynNblq5F88RXLr36YirQ+HT+/W6DV4uS2T3Zwy8c7aDI5fMmcpwORQtGBmNu376Dx6muoG3UeLY8/gfOEGa4ToWub+Tw2gZsSriUl3GvqEKBRcGFOJKH+Kt84RKdE1tpMuE7OSykOXsiSoFdLkbqc4PTef2TLviLimssRb96IfscfZMcFopRLiY8M5LYx3gAyq8PNRVlh9E0N/1u83v8u/Fs5/y9BEhWJ3623YHz+Bd8yUUAA8n59cdfU4CopRaz1Q+SnpXHqdDxtU63OAwdxHDqI/oUXGJIWSt8EPTtKvOR7Voocm0hMSaOVOz/NQ6+WUd1qo67Vhsvt8TW6OQsLcVgFTO34ldEtwrTyJ/zOGYwk9NQ3J1mb3aJq/DhayiuxPr0Av8cfxHXhJZgGnIPfwYNIhg//i74tb6z7TaNSUcolhOjwjQGiA9U0vPE8LpsNzZOPAKC88EKkcbEEtdPunpg+egwKmYQLsiMprDGwbIfXZeGVc7ToZ072XfT9br+9QxWiPcQaDbo5j9A080bc5eUgkaB96CEK8GPVwTKkEhEut8C7hTZu7zcUWUkZfjm9MFicKGRiFGc4tXwMHgHszuM3IIfLg0YhYWh6GME6Jf0TgxiTFUFhjZHGZjO2xgrqgqOJDTv93oCYIA3PT+lNmE5JTJCGQD854TolOtV/Xqvnr5IxKi2IVK2Y84s2cWDkUI66pOhPaKB07NpFw5RpCAYDupgY3nr1fSKiQwiMCOa9Np3/idPwzsJCzJ99jmPTZpQXXYh6/Dg0M6bj2JHn80dXT5mCrF9/pGGhhK78EVdJCSKtFmlqaqdGwVNBJBLhZzawtdqKUiLQy3CUc8NlbGtwMsHpwXHDLN+6hief8jbeTp8GQHqkP09f0Ys7Ps3z6jFHp7Bsx1EWbSim1epEJZNgc3Yv52gPt0fApFRzsN7K3bYgmovNBGsUuLVd/0YkOh1+N96AauxYBIcdSUzMX0pelCPPJXTVSlylJYiDgpCmp3f6brPjApk5Ipk3f/GS2YcuzSQx1A/ww/br7532afnyK9RXTupU/ZSlphKwYD4tcx4Dux1xUBD6V19G2u76JwgCnppakEiQhIbgMZuxb9yE6Z13QCQiMb2Qd4dloHr3DWR7dvHe4q8RWa28V2skPEBFtF7FiNQgrk+SUSCNYePhRrSxUQTMe46GcZfhafAGGlm/+RZXURHBSxZ32dDvaRe97vkLY9i7gru6mqZrrsNdVQWAbcX3uA4eIvjrL0mLCOH9GwYQqlWiU8t84+5kYiKxGFlSUodmRgBnQSGm197AvnYt/kereGr2AyQc2UdYZARRl2aQHqlD3sU+y2sNvLa6kPhAJREKWJZ3lPvGJHcpa5ElJyNNS8VVUIjtmhtYFJxLdmwAfcOi+FgST68R4xnw7lwU/frglkj/K2TI7nJT0WgmMyaA0ZnhNJkcpEXoSAvXEpp+GZJRQ5EmJSNLOrlMrd5oZ+n2Cr7fIyUnLoDfD1Ygk8uIC/Hz3V8yYwJ4dHwGDy31Xs/mXJZJTtzZSTuchw/TOHmK9yEYsHy8CE9dPfrXXun2elDWYOauJXlIxCIGJXvzSBb+Usjt56d1nXPicBD14lMsGD0W2X3PIlIqWXDHPegWfY/82mtofexx33oolch7H38YKakz8cjyg0jEIkJ0ClbsqSErPogxWcqzvt/+pyE6nQS+/w/o27evsGPHjv/oe7rr67H9vhbL0qUox45FnpODSCal+eFHcLVpL/3nPkfrQw933FAkQrt2PcurPby55jARASqqW6z0iNDy5GUZNFhc3Pyx97NcNyyBa4cnd7AANG7Zzvu1cr7cVcO9OTrW1jjYUWPj/THhpKdGHXcXOQlc1dW0PPwI7rEX8bUnnHU1Dp7pKeXnBhEb6pzMGxVNYq/TCyT6K+AsKsK6fAX2DX+gvOhCVGPPRxoTc9rb55U0cfeSPFxuAbdHoG9cAPeGGtEs+RDNtGkohg45JQFz19XhKi9H5OeHJy6elbur+GBDKS+eH8ueahOf7Gvm3rFpGIwWhmXHsnhjCfHBGs7LijjjC4bF7mLuigP8eqCGR8Zl8uXWMopqTXwyexDhAQoqGqzEBms4XNmM0SngV1eFodXMU/tsvDgxk+zkv9554O+Gx2ym6dm5WA4XI9m0ARKTETIzCZ/zENK25iSP1UrTzBuxr117fEORiMC3F6K6+OIu9+uurqZ+whXeB6s2KEaNJHDhmwgOb9OzSC5Dmpjok5X9FXA3NVH57sdYwyLxe+wBHJOm4Og3kPCi/ZjeervDutK0NIKXf4dE68eROiP3LN5JvdGOTCJGJMKbNvz9QYw2F29d24/e8acvM3G43Ly5+jBLt3r15B/cMOCs/ff/bhyTtdz3+S60SilWpxuVTMJrM/qSGqHD8OprGBc832EbzXXXEvD0Ux2WCS4XzoKCtkAbNeKgQCRhYR3CX+z19RytbkFz03V4wiOxPTOfiJpSmqZN77Av3aOPYHjGK3+zf7WC+7e0UG10khOto8boYHLvMPp+/S6K+lqYcQ0RF47Gtn49jZOndvp8IT/90MmatrrFyob8OkZlhOFwC6zPr2N0Rli3jZ9/FrZNm2m8ajKiIUMR1q0FiQTRkKEE3X0Hir59/5L3sP72G03TjzfBisPC8NTW+oKAukPFj2v4zurPGHMJsvIyfuwxgvOVBhIzkxAcDsQRER2aeGtLK2HHDow2Jy/Yotld0UqkXkVVs5VJ/WO4UGMiOC6SHyscjOgZRtxpGgb8lWg02nn153wO1xipbrHxyeyBRASoO9n2Ck6n15LS37/L/qFtRxq5/RPvfX9MVjh3X+DNbjiG/KpW7wO9w41IJEIiFvHq9NyzsvK1/LSS5htu7LhQJCJ07W9dShIBDFYnX24pIzMmgIxof77cUkZGdAD9E7tPLzW8/gbGefM7LNPeeQfy4cPw1NVh/nQJ0phoNFOmIO/T27dOZbOFZ5btZ9qQBBJC/Hhq2T6mD0n4U0FMfwdEIlGeIAhdnlT/Vs7/i5CEhKCZNBF5374YnnsOwxNPItJo0Fw9A4dGg2PTZjz19XhyeiOprkKorfWO62qRSiBYp2R4eij3XNSDvOJG1h6qw+EWePnHg0jEkBUdwOdbyukfqyMn5XgTjkKrZoLNQP9hIcQ/9xDZF46jdugAohsqkAw+Pc9yaUQE+pdexF5ZRY86J0sKTFy7xYnbIzA2Xo2f5s/dOFxHj+IqLvEmwaUkI+mman0MsuRkZPfcjXDXnWc8xe6VtZhRy6W8Oj2XPeUtfLjuCK4LBxB84cjT3p8kNBRJu36BMWlB5KhdyCddzOCMLLIefopX/ihiT42Vb/fVk19l4JLeUQxODTljcn5M1nJR7yj6JgTSKzaAymarLzo6Pcp7UZY21vP0bzWYbN7p3FCNDJWpBfjfR85dZeXYFy3C900VFyEqLsJ11RXHybnRiHP//o4bCgKu8hP809vBWVTUgZgD2H/9DVdpKfLMTCSBf0/jkCQwkPCxI2madRNujwfFim8JHTIATxfuCpKIcERy7wyB0+XB6fbw4tQ+BKhl3LNkJ/UGO2q5BJPdxfM/HmTelb1Py5nI4xHYWdrMNzvKUcm9FfcFPxzkmYnZxAT954lKp+MzmXA3NCLWaZEEBvpkLbFBah4dn4nd6eb5Hw/hbOuLUI09H/Onn+Kp9lrEivV61CcEOwmCQF3ePpqPlKJ96G4cl07ANf5yEuOUHdbZWNzKU7+UMe/huTR7xMz/pogXhwUT3mbBZ77vUUQuB6o9e7DOewmio1Ht3Ma5kVn0CA8mS2TkyyoJgYZGZPt3o+iVhUouwmMydW6UBC8JVnasOgqCwLYjDby0Mp/8KgO1Bit5Jc0khnRvmfhnIVarMTz3EqvkMYzLysERm8BKWQyT9eH8Od+P4xDJFYj8/HyNxMdmhkWakz/8BmFnuqMY99qfsa35lUkT69D0TKf+wTvxNLcg698f/bznkKWl0WC08/bORiICezIuN5oZdSb2fbaLqmYr6RFa5DIJj++zk9HUzE97vLMEU8+JRyoR4yorw74jD3d1DfLe2ch79/5LH8yPwWJ3seZANav31aCQibE7PXy1rYLrhieilx6f6XXsP4DpnXdw7NyF6uKL0Ey+CklMDM4DB3AeOIgxIYXfa48T8e3FTdQZbB3IucstIJOImT8jB6lYzINLd+PynF1xVtzF/0mk0XRpqXsMOpWMyYPjUckkiMUirhp0fNwd1OMuxZmXh+2XNSASobrkYiQJ8cjS0pD074/qwgu7vD9H6dU8NbEXQRoFYrGIp9uN/7fgX3L+X4bgdmP+6CNsK1d5X5vNmBa+he7BB3Bs2oxN5cfG2Y8RI7KRsOprNo68kthwfwZGRTIqWkK/RG+FbFRGOKnhOtYcqKZPUjC3Dtewq8pMYpiW2uomnAnByNq0nLLUVELK1hBYU4MrOwvlnu1EpsSgGOGVoRisTp9sof34REj0etR6Pb0ra+hdbCWvwgDA9OHJhMSfOflzNzZi37ABweHE9M67uPLzQSzGsfhLzLGJZCaEUN5gxmhzdlvZOxvtq0ImYWx2BLkJgcQGa4gJUjMgKei0bRe7gybQH/2rL2M2mRFt3YJu3BgeeHcR1zaIya8ykBCiYfaoM/PnbY+YII2PQLUfH4PgcBD6wevMuvh6lpbYuG54In6mFgJ//YnCsAhiAtW+YJH/DRBJxLinX4N0+bcIBgPuaVcjXbGsQyOSJDAQ5cUXYfl4UYdtZScJMeqykUkk6qB9/rsgz8kh+PvleKqqEPkHII2Pw1V4GFNgIJ6mJu9KUina225F3HbjS4/0572ZAwj3V+ERBJ67MocXfjjIgsl9ONpk4cWfDp2RrMVodRKiVfDilD4U1Rp569fDONyd+2H+KrjKy7GuXo3tl19RjhiOauxYXyqxyebEYHUSqVfTcqSUpu27UdxzG9KkJALmz0UxaBBpkf7MHpXC/Z/v4pXpudxwbjL3f76L12f0JTEtjZBvvsZ58BAIAtIe6R0sIS0NTZQZXPxc7mJddQDP/LaFVdtK+GOXlRejzSS2NYwJdjthLTWo5BLu2m5GECA5SIW/uRnsdqx3PcCLsnTkSrjzpvNZsK0JaYmYO3tkMUwqZ02Lm7S0CC7+6DnkddVop07GvOgTrF9/g+Kcwfg/+QSqSy/BuuJ737H53XZrJ1cQkUjEiPQwCmuMfLPN+4B5x/lpZMacnW2t4HTibm7xNt92Q6TEKckcapSydP1RSsJzqakVqDQ2c27/pL+MnEuTEjEv+RrFW68jXfsrhgWvoc3fiyyrV7fb2Lduxfj8i7gOH0bWpzf+j81BcDpofeJJXz+Qc9s2Wp94ksAP3kcQxHgE+HBdMUabi6pmK26PgFouIb/ayJhekajlUn7aU8VFOZFc2ifaS8yrqmi8/gafPTFAwIsvoDlJeu/Zwu5yU95oYWBiIPcMi+bznTVU1BmxWuw+O1VXeTmNU6f5JFCmN97EefgwftdeS+O06eBy0fzRF/y0r4kr+0UzpGc49362k3WHaokL1nSQtbw3cwARAd4HwPbjM4U0vQfy/v1xbDvuKKN75OFTzlYrjS049h/A3dCANDEBUc+eXr/57t4nNhb9G6/jPHzYa9kcHOxNmW1zijl2vxccDhx5OzEvWYLgdqOZOpXgfn0RtZHxkL/pQfbvxL+yljb8N2Qt4I0srz/vfN+Jdwyamddj+exzzE8v4J6j/jRbHIxOCWRlfiPDUkN4cHwGgRoF+ypaeG7FfuZNymFDYT1vrC5keFoI5XVGylpsvD4pg8jnHiX0tZc6xAHbt27Dtno14pAQBIsF68ZNBL36MjXqQF5bVcANI5O8leRVBcwcmURqeGdJR22rFZVMwmeby/h4fTFp4VoO1xqJDlTz/JSumy+7gyAImBa+hW3Nrxgnz6BEH0Pq2/Ox3Xwne7VRrD1Uw5TBCbz2cwH1Rjsf3jiQ2D9R2XM3NeEqKMBjsSBNTPJp6P9qlC/7EbPJiu6Re7HOe4kfNEl8sbMGSZs7waPjMs5K1nK62Li1gCd/P8rNo1OZ/8NBJg+KIyFIzXM/HOLxCVmM7XXmXrV/BwSPxxtqdBLHiupGI6/8eIhJAWb05UW8o+nJlTFSsnOSfFIsQRBw7t+PYd487GvXg1KJ7t57UE+d0q0syd3QQNPMG3BsP37+q6dPxf/JJ7slMH83nIcP49i1G8FqRZ6djaxXVrcPni63h5pWG9GB6g7j034vl4d6o41IvbrD+O+A22Cg+aZbOsiOZP1yCfrwQ6xqLV9tLWdjYQNPXJrOyi1H2Fpl4T5XPur1v+FKTiH6+hnIkpPYVdrEXYt3+h5CxuVGM2vkqR901+0s5aW1Zdw0LJ5nfirwNcSNT/bjmhQl4QNzAa/spXHBC6zsOZI3d3l7euaeE8QAoYnmmTfgGTCIDVfdxmv7jltIXj00gfoWK38UNeJ0e1h4TV+S6ktx19XTfNPNHeLipT16EPT+uzgLCnGVlyFLSUGWnd2lvVt1i5VnvttHXltv0SVZYdw4MIKQaG8BRHA6vVX3UxQmnIcPY3r7XWy//oq8b1+vPCCz64dWY10jH2+rYsl2b0X5qQkZjMyM/MuSYI/UGrl10Q7GZ4YwLErJ3T9XMKlvFFedk9hlwcBZXEz92At9gUYA0qQkdI/NoenqazqtH/rHemQJCVQ1W5i2cBPjcqPZW95C38RAxuVG8/Sy/SSH+VHWaGHbEW/D7oLJvYkL1mBdvZqma6/vsD+xPoCQ1auRRkb8qc8tOBxt+SaVSMLCkaam0GR2Yty0GflNM3FMnIIrLJyICD2aGTMQicWdJEAAipHn4jGZcG7b7j2+oCCaXniTYIWIsOGDKaw2EKJTdJmX8FfBVVmJc9duXNXVyHr2QJ6dfdIsEHdjE60PP4L1hx98y/SvvYr68gl/+ljsm7fQMHFSB9OGoKWfoxwy5E/v++/Ev7KWfzDEGg2ytDTsJ5Bzsb+/t/JZUchLU2/gmve3sTK/kYQQDfdc3IPAtpPOYndxtNHCrA+30S8xkNEZ4aw54J3SndNHS/is6cizenbo9Ha3ttIy5zFcBw50eE/nvv00ZQxgy5EGDlS1oFfLKao1cV5WOMmh2g5TQqX1Jh78Yjd3XZBOUpgf5/YMY8rgeBqNdjYW1qNRnFnDoLu6GuOrr6G643ZWy2P4+I96Zl95B3mFTrbXHOLpK3px1+KdiETw7MRsIs/yiR/a9PIPPIS9tg7LTXegWLOOoKEOGoOj0Cik3TaOnimazQ4+dkWyp66FZz/+gnxlCLv21HJhr3CuHZHMk9/uY095y1nJWk4XgSEBROjqSRGM5MYG8Nkmr644KVRDz6i/NjSqtN6EUiYhPEDVYXwqOPbsxfzJJzgLClBPnoLqvFEd5EHHYHQI5FUa2X5UIEqXzuFSEwPSU8kKCEQCuA1GrF9/hWHeAuQD+uP//ALkWZnIMjJOSlwkwcHoX3sV2/oNOHfvRjFkCO5Bg2m0C4QovOeY2e7q4Brxd0OWktIhqOVkkErEPjLefnza7yUV+8h4+/HfAXdxccd+AMC5PQ/XkSPIcvoQrFWw/2gLM97fjsXh5pzkIMSx2awN70GJycONRhvhQFKoH/0SA9lQ4HWxGZ8bfVozUDGlB4jS+LO/1kJGlD97ylu820eKfddUACQS9l4whYXLDxGrk2FwwRNbm3ljSg4JP/6Ie/lyhqYEs7ZFwt6KVoK1CjKiA7h/g9dX8bUZfekRFQBROVjXrOlAzAFchw5hcLhRjxyJVibFYHWAVMyJV4Fjspa8kmZu6xdCbbOZL/fVMjJUjK65HtfhQiwff4IkNgbNddei6NOHruBpbqb5jjt9PvK2lStx5OUR8v1ypNGdbTcbRQo2FLf4Xv92qJ6chCBCdX9N86+/Ska/xEA+2lrJR4BCJiY7IbjbmTxXaVkHYg54U7G7OK8lUVGI/bQ0GO2893sRFoebVXurOb9XBFF6FX5KKbecl8rH64uJDVJzSe8oHv9mL2sP1jL1nHgEixXLI0+i/PVnxFs3Y3n4CZRrfwGno9N7nQkEjwfLsu+8ybxtTm26Jx9H27cv9ptmAiD/6jPkQKtSiWLYMGSJiYjknX/X4uBgXIWHfa89jY0EXHsVqocehOGDSY34e0KT2kMaFdWhR+NUcOXndyDmAC1zHkM+oH+Xv8EzgfnLrzq5qZkXffKPJ+cnw79Wiv9liDUatA/c10GDKO/XD8XQoYSu/BHp7FvYUdbiq/AcbbJQWm/m2IxH/6Qg7hybjsHqJClMR1Gt0befHU1uHGPGoj0xXt1ixV3RWYPrrq8nKyaAZyZm02h0UFRr4ubRKQzrEdpJqyUADrebu5fsZMkfJUjEXjI6KDWYW85LJfhMCa4ggEiEc/kKzvdU0ydMwdsHjGyvsXLr0Bh+2ef1JBaLRARrFX+qguPcvRtHcTF7bnuMW/Jl7MsdxepmKde/t4XNRfXsKms66323h04lY2RWJDUmJ9esa2Xez0VMGxTL9cMSiAnS8MTlvZg1KuWsZS2ngx6JYbw0qRfxKg9jYo6Ty5GRCvSmv+ZzAhxtMnP/57t4aeUhjtQZvZKDVfk0mjpHP7eHs7CQhklXYvliKc5du2m9/37Mn31OVzN6qRE6np/cG4vdzeF6C5MGxHJhbqyvccq5axetcx5HMJux//Y7rffd770ZnEb4kjQ2Fr9pU9G/8DxccBHfHzHx0sp8SuqMfJdXwUsr8ymsNpzdl/N/GB6zGcF+8v/x6UGEQiZheHooOXEBWBzeiviY7Cju32nhzf0mmhwCLpUas93FZ5tK2VBQT9+EQJQyCXctzqO43bWvO/gbmrk4LQCL3cWe8hayov2RiEU8tMdOVVjc8aMRiYgOD6BfvJ75o6N5+cJ4RvUMpc7qId8vHOttd7PFpmTKOQmMz42mwWhnycYSrugfC8DSLaXUtoW8iHVdRNuPv5ylJQ5W7qmmxezgs01lrNxTjc3ZMYDqmKxl4VWZDP9wLhO2fMsbo8KI/fBV7KtX03LbHTjy8rAu+46GiVfiOLHf4tj7lZV3Cnjy1NXhKu6ciOnxCOwqa/YGj12ZzexRKWwoqKe62dZp3WMoqDLQaLR3GneHYJ2SqwbF+14PSQ0hJaL7NFaxfxdkU6lEEh6Oavz448ukUvznz0USEowgeJv7rx6awMezBtJkslPZbANBRHqkjmuHJ3Hd8GTO7RnGezMHckmbrKW+Vz+eciXyx5Q7sL7xLk85E9l03YM4Qv5cn46ruISWhx9BHBRE8ydf4ZhyNaaFb1OiCcUx5YSEWJvNp8eXpach79+/w5+lycmop3duKJaEh+PYtavL6+d/G57Wlk7LhNZWBLPXCrekzkhpg6nT+GRw19dj/mJph/RSH84idO+fhH8r5/8AKHJzCVn5I67DRYjUKqTpPXwhPjWNZj7bVMrA5GBmjfJqK7/ZXk5KhJZAjYIDR1tZuOYwqeFaLA4X5Y1m5ozPoLSqhSXbKxk//ToSkjpaI4pDQ1BfcTnmDz/qsFyWnkZls5VFG474ln25tYxBKcEkyt0IFguS0BBEcjkJIX48eXk2N7y/lfxqI/0SgxmcEoxUIj5p+qLV7qK43kR8iB9i8I3VkZFo77wdwzPPIQkKhtrjF/dWj4RWi5Nbz01g0eYK7l6ykw+m9SIu5tSWj13BVXEUGhsJE2y4PB6e+/4gbo9AcpiW6hYbWqUMt0dA8iebRyRiET2iAkgK9aOwxohELCIlKoCotuCIYxVOd2Mjzn37cFdVI4mLRZaV1UGCIQiC19ZMJEISEYFIJMLudFPdYiU+xK/DuCsEBevYetSPuRsLSNDL0UlFvLe7ichQHRfEdbnJacHjEbA53agVUgJUci7qHcVbaw6zPr8esQhuOS8Vh9NDVbOl22qs8+ChTumSpjcXop400dfkeQzVLVY+Wl/se/3zvmouygwlauMaRAoZlqAwDB99geaT95Dt20PL86/j+f4b/JqakJxB+ITHI2B3evj9YC37KlpoMNoZkBTET7urcLo9/1gnk/8k3I2N2H5ejenDD5GEhaG99Vbk/fudMqxFkpiI4vIJ2LftgIpyRBERyPr0QZqUiMnm5NvtFewua/E5any2qYTRmREs3VLGXbmBREQGIVFIGZAcjMXh5trhiZTWm/n9YG2H5rfucCB3BO/8coTpg+PwCBH4q+VMGhDL3ooWdCfYuaVG6Hh6Uo7P5u36SDM7y5r5eEMx08+Jx+OBD9Ye4YGLexIRoMTqdDMkJYTwACUfrD1CU4uFYLELaXoa6imTsXz2uW/foulXs/egkUWbylmed5T8KgMXZEcwLC2kU0qzv0ZOyqafMWzdggyI+GkF6ssnYG63PwA8HlosTo7NOTWZ7cdnA5QKb5X5hGwNkbpzJVwsFnFeZjhZ0f4EaRX0SwxiSGpwtzOKhdUGbvxwK2OyIhidEc79X+ziiv6xzByR3G3o25FaI/cs2YlCJiY1XMevB2pJDtNy1cC4LqvnstRUNFfPwLzok+Pfy5xHkaWn4f/0U2imTMbd0oIsIR5pmtffOkSn5LYxaSikEnRqGbeNSUPusKFuqEYcEkJG9PGHpvZjuV6PXqvm1b3NaBQyLA47AaGBSM8wJOpEeJqbwWaj6Z1PuGWTkfMzzmfYuRfx8BcHmDTgUi4rL4E/1gN47VnbqsnHZvbsW7bgyj+ErE8uioEDERx2sDswffgRYn9/NFMmY37vfZyFhYR883UH95J/AqSJiSCXe60P2yAbMABxZCTVLVYe+GI3IpGIOeMzefybvcilYl6ZnnvSJG3r6tW03v8gusfmYPvxR1/1XBIXh+aGG3BVVXW6j/xvwb/k/B+C7lIRY4I0vDK9L2q5VyLwatv42EXXbHchl4q59+KeOFweksO0xASpGJoexsicGFLCO1cjRBIJfjOvx6kPwlhZi+q3n1G/9DKmlJ40Ge0U1ZiYMz6TMH8l9yzZSUlFI7oFD+Lavh31+PH43XEblX4hPL1sHxKxCLVcwmebS8mJ15/SqiivtIl7P9vFLaNTkUnFvLIqn2cm9mJ0ZgTqSVciyshicauSnTUt3DIsju0VBj7dWMqbM3KJvP06Mm68k0apCvktN+J8ccFpT/13+K7T0xAMBiI/eZuJV97Non1eLefl/WMw2Vyckxryp4k5eGcS3lxTSGGNkYHJwWwvbuTez3bx0tQ+vmZTj9GIYcECLIs/822nvf8+72yHTIa7sRHLl19hfOVVEAS0d9yO4qqr+L3SxoLvD/LStFyONpp5cWU+b1zdt1viGFZeyIQegVxqOYKkpZllPfuSXFeKYI8/aYd9d/B4BLYcaeBwjZHL+8Ww72gLPSJ1yKViHC4P0YFqYgLVrNhRzt6yJh4cHoXaX0tQ6Ama2q7InEyGSNR5ZsRodXKwspW7L0gnKzqAfUdbeHlNEXcGB+JyeajWJ/DM8gNcc+kNpE0R8dBWMzdfdA0TVOpOcoGTwU8l47K+Maw9VEtBtfeh6vxeESzPO8rEAbFn9kX9H4V1xQpaH30MANehfOx/bCTku2XIe+ecdDuRn5aCWQ9gn2wi+/dlHBx1GW6VmiH+Acg8AkFaBSN7hnHbmFTWHqpjc1EDdqcbh8vDJ+Uebk5TEAT0jg8kJVyLn1KGXqPwjU+F5OhARvc0MlDrJDfTnx9KLGTG6hmQHIJO3Xn79v7LUUEaShrMlNSbeGVVAS6PgMPlwWW2MMZwGFNkPNHFe4hNSGbAhTFop02gQaPB/+EHMdz1IIqrZ6Ir2E9dr35ogvQ8miZm2sJN5FcZiA5Uccvo1G4dWGTtgulEajXOWG9TnCggAHfPTMTbt9Iy/zVe3GXl4VgjiGDu8gM8dGkGyeFaZImJ+N00G9ObC5H36+dtwNXpkHZz/dQopLRYnHy1tZxZo1J84xtGpnSaFQ31V3JFv1iWbCrl+52V6DVyzs+K6JaYg1fWcvPoFKL0auKDNWw8XE+UvvsGdbFWi/a+e1FeeCGe2loksbHIMnoiEouRBOqRnDMYaHtoXLUK62+/I01IQJvdC2lcPEJMNLr9u2h5+BFMhw+jGDUS/0ceRtZG5NsjQq/irot6MvnNjZjtLoamhTAkIwK5tPM1qcnkQKOQoJBJOozbw+FyI5dKkESEIx5xLprvvmL8gAksLTKzogQC/eSc1ysS6ftNuMDbMPzEEx16xBAEHPv2Yft5NXy3Av/H5qA8fwzim25BG+CP61A+hkOF0DZzYv3xp38eOU9NJeiTj2l56GHcJaUoRo/C/5GHkWj9CHF7uPm8VB5eupuZ729FIhYx/6ocgk/SyOmxWrF8shgAy+LF+D82B/v27chycsBspmnyFJDJ0N1zN6rLJ3TZz/FPxr/k/H8BvAEbncfglbW8P3MAUYFqBEGgqtlKVFtFVncSTbE7Mpotwyewu6yJ2Q/cz/qjJnavLeGmUSksmj2IiAAVcqmYj2ZkI79pJq49uwCwfPUVHqcdz5y5CILA3CtziAlSc/9nO3F7hK6T2tohJVzHkLRg3lzjDRDplxjkI5SSoED8hg1hXIuVHsnh9E8MYrTVSWFVK1HfLMK9exdh991MmE6Hp7oa+6bNnch5q8Xhu6G2H7eHLCcHzXvvskkIYtG2ZqL0KpotDhb+UshNo1PYd7SF3nF/Po5cp5Ixsmc4UQEqJg2MY095MwVVho72VoeLaJT6IblsIvJlX2G95kYcxeWoikuQpaVi/2Ojz0MZwPDcXPSxscTnDkUqETP7Q2+3fGa0PwFdBTm0IcTUyNSfv0D4dQ0IAlNHn4dfZk9EivPP+HMJbjetVhc/7a5izf4a8isNpEVq+WFXFS63h0EpwWw+3MAbvxTSNzGQGf2j2FxYT5GxhhtGpxES7P1dGm1OlFmZiENCcA0bgWTljwgWC7r77kUS0dkXIjVCx/szBxCqU6IUC9Q0GthX0cpDTVLsbjGjVa30i9fzzgFvVHqgRk52UjCyLqqD4HUqqWnxni/txxa7i5/2VFJQbUSnkmGwOlm1t5pZI5N959b/Z7ibmjC99U7HhS4Xjl07uyTnzWYH+rbffGWzhYVrSyipNzF58Hi+WFVKuL+StNhAIgLUjMmKYFBKCDKJGEHwkJug57zMSBRSMUV1pg4uMu3J+OkQc4BIvZpZo1N9ATezktxdht10BZfbg0QE1wxL5P3fvbOLj43PIGz+Y3hW/4waMCQlohg5EvV773PML6e8oIwn94pJjtBx3bDzeeTLXYzJcmC2u7E63EjEIo42WdlQWM8F2RGdKucAspxs/G6/DfPiJVQ9+yq7PH5cNi+bUqObnTYFY6O+wegfRFGB0et1LfI+zLZYvFVKkVyO3+xZKIYMwfTRR9g2bEA1diyexkYk/p3vExaHm11lzSzfWUlJvZn8agNapZRJA+MI1ioQBAFB8FbZA9RyBqYEs2RTKQBZMf5dyhoFQaCm1UZEgAqZRMwfhfXsKG7i+cm9Wb23mkPVBj6YOYC4bmYAJXo9kiHndPk3aHM++3gRxpde9n5mlQrlBWOR5eQg792bhukzoE37b//1N5pbWgla/EmnRvGKRjOPf7sXkQhCdUo2FNTz0+5KLu4dhUp+/H/TYLTzzm+H6R2nZ0BSMG+3jUdlhPsIemG1gS1HGrgsN4ZqiY4t1z/CyD++pV+QmKVF3v1kxwQQEhlCwOef4TEYEQcFdmisFDwezJ98guWDD33Lmu+6G9OqtXxX0MpVCh3GQaP4waFnYmQMyoWv4rF2IfP4L0MkFqMcOpSQ5d8hmMyIQ0N8gUVSiZj4YA0ahRSjzYVWKSU2SHPSIplIJkMSF4dz/35cxSW0PvkUsj69USgUtD4317uS1Urr408giYpCdcFY37Z7y5sJ0MiJDdJ4x2r5n3Zn+6vxLzn/Xw6RSNSBMIRUl2D+PR+xQoksMxNpfNe6BbvTQ3mThR/31LC/0kBZg4WsmADsLk8HeUT4zk00txHzY7Ct+IHY++7ntav7EapTIhGLOoxPBq0UssM0/FHgbYDNDlejlRyn9E6Xh4gAFREBKt84TOyk/ocVgNdqkrbGIE9jY4d9H7ORmzUyGT+ljBd+OsjskSmkR3a8+RgkCn7SpZMa7kefOq/eMTZYw2ebSjFaXRgszr9M1jIoJZicuAD8lDIGpYSQE6fvQCQapCo+TBhOoELMFeeO4sNmLYFyMVe7RYQAlm++7bRfyxdLSbjgAiYNjPWRhJnnnpw4KoYNRf7zauxt037ShnpUZ9gl39TQSlWjibA3X8Ce25fpoy70SgoO1WKyO7mkdxRxwRpSVG6Wh2kJ81fy+eYyxCKB8kYrfcJU2BqaIdifmhYrb/96mCsHxhHw3Y+8v6WKKyZOJ9nWiLx/vy7fXxAEIsoLMX/6KfaAALKaW7hj1GReyvPOfPRV2pFkBPJHkfd3MbpnKDExnRtL4XiYzTPf7efFqX1oMtl5dvkBXprah5hANXanhwFJQQxJC6W80UxRjZH1+fUoZJL/97IWkVSKODQU59ARiL9YgkirxX3RpZ08ugEOVbby+uoCHro0A5PNxRu/FPDYZZncuXgnSzaW4qeU8vyU3kQEeH+7CtnxyuNFvaOxOtyEB6iYNiTBNz4VXC4P0rYqZ/vxMbQn46dLzAGaTHYajA6+2lqOVCJCEODt347w3J0Pof/9N3A6UZx7LpYvlnbYTrFlI0MnZPPxtmp+3luNSOS1w/x4fTEXZEdw/fAknl1xgL3lzV3KWsBLTHV33Ylw6WX8dtDIt3vrKUnyZ0uFDanEzYjJ08k4uIsH+mXy9GbvtfXxCVnktou6F0wmmm+51WfRaf7oY1yHi9C//26H4B7wVs6vGhjH4Roj6/PrAHj6imzqjTbiQ/zYWdKIyyMwICmYoloj9362E71GzoDkIFbtqSYmqLSDrEUQBLYeaWT+Dwd4fnIfms0OBiQFsaO4iZs/9jqO3HNhD0L/RNO1q7ycepsH+yvvELZuJY4rJlPr8BD2ywokYWE+Yn4Mzrw8r2vKCeRcKhajV8t5YkIW2XF65i4/gE4lQ9LWfGqwONGpZdicLo7UGvl+ZyWJoRqK68z4q2QMSfWgkEmwOlz8uLuKpVvKqGi0sLGgHrPdRe9rZvPwoh0E+cnplxjEqr3VxARpuG54Esqu0mEbGrAs/bLDMlFSCruOGlm24yjlsTGUVpkx2g1cOHAIyrdfR31J14Fr/wRIgoLgBJlhdYuV+z/fhcXhZsqgOL7YUsYDX+w6qaxFJJXid+MN2H791fe/FYeFYf3++07rWn/6yUfOyxrM3PFpHtF6FTeOSuHRr/aQFe3ttTsdadx/Cv+S8/9DcOzYQcOVk6GtQUuWlYXlvU+IighEJhVT1mAmMkCFTCpGp5YxdXAC24ubyK8yIBGLeOyyzE4ET9yF/Zw4OBiRWtXBI/V0/VLzjtTz5voy+oQpkItEvL+pgrhgDeflxlFQbSCvpIlL+0RR2WxlZ0kTF/eJQqvTobn2WlofndNhX4rBgzq8brU42FXazO2f5BHoJ6e03swFvaJICdd1INq1rTYW/nqYxBANEwfEYnV6qG2x8vjQcKz1jQTmbcEj6oMkPf20PtPJIBGLfGS8/fgY5IF6dPJGvi4y8bNSidFm5fpMf+TB3puqLD0N+6+/dthGOnAgvx+s5f3fj5AYqqHB6OChpbtPKmuRRkejf+0V3EeKEdxupEmJHadNTwGX28P3u6t4549y5oy6glKnFG1Zi69pZ3txE6PSQ0nWipn7QwF2mYIJvSORSUSU1FuQSUTcm+Ah+GgRpMfTYnGwLr+OTYcbiA1Ss/9oK1mJPUgflI2ki+ljAOf+AzRMuhJsNkQ6Ha2LvmTR2hpEIm/vj1kfwrzvDxKokRMfouHL7UeJDvFjQt+YTg3EYrEIrVKK3enmpg+34fIIRASoUMok+KlkTBwQy4CkYD7ecIRbx6Rhsrn4eP2Rk85O/H+BWKejdt5rfL6jmpnxibTGJfNVs4pbBsfRvvbk8QhUt1jZVdbMnZ/mYbA6CfKTU9lsxWB1Al4nnPIGC7FBmk7/I3+1HH915/HJUNtq5YedlVyQE4lELGobRxGp//MuI/rmWvw9LjwegZdyVdhCInj61zIcDhcimQzB6cTT0oI4MBC38XhzqvTnnxj7wCMsyavB6RZICNGQHObHo+MzUUjFBOuUPDrOOz5ZsJBILkeXGMvUA6sojQjktyOtALxzrh7dA3dSfsu9vLOvFbHIW7RZuKaQlDAtyW3SRmfRkePe+W2w//EH7vJyJCfkAAiC4K36FjUgl4oRBIHPN5ei18gpqDbywdojBPnJeeva/oT6K5kxJJGhaSGE+SuJCdQwNC2kk6xFLIJGo4PZH27D5nRzw7nJRAaoONzWyNszSvenchcMEjmLogaxu9TBc3c/xoFaM9uONnDdtFkcNbvp2W8A4u1bfdp7kZ9fBxezY4jQq3h0fCYBajkyqbjDuKTexKur8rljrPfecO2wJB74YhfFdWZ6ROqYdk6CTx6lkkuZMSSeo41mvt9ZCcCLk7KQGlq4/pwYcpNDkUgkxIf4MTg1GGV3MiCVCklsbIf/nXBwP2OUBqoGxPLlVm+A2vPnhhP59Xv4fbYEeW7uWX+P/w2EaBXcPDoFidtNX3+BrJheyKSSk8paABR9cwlZ8R3O/QcQyeXI+vTBtHAhjh15HdaTphyXDEcGqHhkXAaPfrWX+z7bRYBaxu3np/2jiDn869byfwYeux3jq6/5iDlKJeV3PMI1i3azLr+WvJImrn57MxsL6xEEAbvTzYaCOvKrDChkYtwegY/XF3fqspdm9EQ+aODxBSIRAc881aXV3ekg7sh+ZvYJ5m77IW4z7OLRMQmk1JdgtjtZtr2C134u4M1fCrnjkx28/dth6lq9T8Sqiy5E9/hjiCPCkaanEfjRB8hzcjrsOyM6gLlX5mCwOimtNzNrZDIjeoZ2qoCnhut4blIOh2tNPLfiIPsrWhhCI67h5yC74lKMDzxAwxWTcOQXnNVnPBMER4cxfUQyaoUEo81FRICKcYMS8A/1VhZU48ch1gf41hfrA1CPHkl8sIZzUkN4YUofXpuRS5/4wFMSR4m/P/I+vVH064skMJCyBjMmm5cktR93BbHRwCBjKTH+cp7caaJOrGZvWTPBGjkfDPNnWLSKRX8UY3e5GRYmZUK6P4ZmAyX1ZhQyMU63wOd1UkxJ3ptaeqQ/86/qjcHqZP/RVq/zSnYkR5ssPuJ2Ihw7d/kqJCKFgnqrB4tT4KVBATwzIJCCaiNjsiJ4dXouT1zei/G50fSO1Xfr7NMzRMV158Rid3lwewTuPS+RhDbZmJ9SRs9ofx4dn0VskNd28tHxWf/KWvDObhVaRPxWYuApSU/uOyCwtdKCUd6R6IjFIoalhXLz6BQqm60YbS4eGZfJ+2uPEKZT8N7MAcQEaXh9dQH1xu6dQLqCu6YGV2Ulrvr6DkT4SK2J99Ye4all+5j//UHeW3uEA0db/oqPTaVDgtJk4K0cCYFNtSjNBt7KEZOydY3PLcK2chXau+/qsJ1lwas8sroMl0cgNyGQ4jpvA6vF4SJYp6Su1YbLIxB8GlVjsUJBffYA8huPX6c3VFlx5ORi0Phjcnp4vq+Gly7vgdnu8slaAMSqLvYvk3Wy6iupN7G3ogWj3UV0oIqXp+Xy1BXZHKk1khqu4601h5FJxDw/uQ/hASoC1HKmDYknNUKHf7ux3XU8CMvh9pCbEMTMEUmYbC7GZEZw4Ggrh2uNXDUwDo1Cyh2f5lFaf2qHju6gDw3iojQ9PWMCWJpXxcurCkgO9eOpdVU8uboE85xnEPrkUv/Zd7jOOx/1K69QINZh7OK6F6JT+lyg2o/rWm1sL27i7sV5LNtewQ+7KvEIIJeKOVRlYNPheuztAsAaTQ4OVR13eVpf1MTSfAM9lS6e+HYfDyzdxejMsC5zRI5BotXi//BDiNN7eBeIxcgvvoiGyER+PVjjW+/Hag+eZxagHDrkpHkR/0SImpvIWbuMxNlX0jR4MNnffEA/P9dpzV7LMzLQXDkJ9WXjkcXFopk6FVG7wpM4IgLV+cflm1LBTYDH7jNz0cpEKKzmE3f7X8e/lfP/K7DZcJeVHX9tt6OtqSDaP5JHv/Lq5wLUciL1qja3Dw/ltQYyw9Q8HOfkR5OWvfXGTsmC0vBw9K+/hnPfPjwtrUiTk5CfJG3xVNBu+p2L8gvx7NqJ+eWFHKizkSF1UrM5j8zoKCqaAlm24ygAb1zdl6Qwb9VHEhqK9sYbUE+4DJFMhrgLnWRFbSvvrfESapEIvthSxoA4HT3jO7q6tFod7Cw9Lok5cLSFJpkdnVQKLq+Vmae5GfvGjUhjY/6W2GaAwhoDUpGIxXl13DI6lWazg/fXHmHJviau0Qeg1yiQ9+xJ8PLvfImHsp49kSUnkQ48flkmOrWcSP3x8eniSJ2ROz/NY0LfGIalh3Ln4jwm9o9lYv/YLqtXgkiEsjCfniG5lLXAyj1VvHxJEgHqRnTXX8esmTfhSEwhsmg/ii8/wtG7HytSh9Mnyo9706R8V+mmyCrG4e+9aFY3mvh8Q5Fv/6v2VjMiPYSnlx/kwuwIpp6TgPrE45Acv1B76utJfuQW3nv2BeKSoxDUGpLcMoL85L7ZidvOT+3Wb9/jEdiSX8Nb60oJ0kixOAUeW1HAKzIxPVO8QSOCIOBnM+HxeB0GdP/LGor+LsikYi7MiaKswcyXW72WrK8NCyLy2yW4Jl7hc5oCOFxr5NM/SpGIRXgEgQU/HmTOZZkopBISQ/2YPzkHjwefrOVUcBsM2FZ8j2H+AgSHA/WVkxApFChHDEc+aBB94vXcMTaNV1d5rwMzRyTRX2nF8PwLOEtKUV96MfJBg7rUWZ8MJpuTd/LqWV/YwMN9A/iiKZiSkgY+OEeLfEB/1FMm466uQTN1CrIB/Qn+7luc+/Yh1geiyR3A8CIT14Vq6ZcUyMaCetYequOb7RU8d2UO7/1WREmDiecn9zmlR73J5uSXgiakEjHvXZ3Nsl1VrDjcyKhzxxD3yO28++RcdJ++SeBbb7Jo1qAO+5OmpqIYPgz7uvW+Zdpbb+kgfTxcY2BnSROLN5bi8gjccX4aD36xC51KxnOTcrhlkVeCYne5qTfaSAz1QywWdXDoUkglFNeZ+GVfNVcMiMVgdbL+kNeN5b3fi9AqpWw6XM8N5ybTPzGIi3tHMToznKJaI2EneUAxWBw+2VP78TGIlUoSIvXU5BXRPz2M1HAtizZ674lPj4wixtnKvrlvcOdXB5g55R4CdCpeeG8rj0/I4oLs03P06JsYxMPjMnh62X6Ucgm1BitTB8dzWb8YHvt6D8V1pk6yFrPdxcuXpbFq91FW7a3mvot7ctt3+5GIRcy9PPO0fvu1ab3Y8czbDHfVYAgM54BTQWO1GaPVxWszcjl4tJUP1xdztTmR0IDT+ij/KNg3b8H87HO+19Z33kEWFoJi1qwz3pctOZ2ab1cTYW7EptTQIlUhC9Vhb7IQFaimrKqZ+74vIkAtZ0qKmoV7WljwWynP+qsJCPprsz/+DP4l5/9HIPb3Rz11Koann/EuEAR0ry7gxo+/4/5lhxAEmD4kgYQ2PbnGbWPc3lWMUahR3Pgsl14ynrEZvQhtDIHAjk2W0ogIpBF/LhntGNQTr8ByxSQkkZGUxaSxbGUxh4MUuMR2xuZ6ONLOq3hvRQtpkTq07aQgx5Igu0JLk5GSJiuP9NESLvNw/y4b5ZXNpMUGd5K1fL2tggl9oxmQHMzDX+5hgxDIxX36ILSLI/Y0NOAqKEDe+6/vei+rN3HrxztIi9ByWd8Y5n1/kJy4AB68uAeNZkeHaq8sKQlZUlKnfbQn42dCzAG0ChlZ0QG881sR7/1ehETs9f7tbmpV8NPye+4FrNxQxvmxKvJNcM8PR3j73GBwuVC+9RpKgE8+JvjmWTTfdgfjh5UjjDyPCHkA147ugU2mJKJNXtDSZGB3pZGb+4cTGhnI/J8K2FrchL9aSm5iUGdiDij65CLy8/NZLwolJUQ2VyGL8noAn9hdcdIgLIcddUsDiUEqHgluwqT255VyCbKmBiACZ0kpls8+w/r9D0h7pKMcMQKPwYj6snF/OjDj/wKK60z8tKfa93pxoYXbbR7CV67E7xqvZ/MxWYvL42HhNf2oN9p4bsUB3G6BxEjvdSj+DFKEARxbttLywIO+1+YPPsTvtltpnHUTId99S2tIFLtKj0//5xU3MKKwANUrrwJgW76cgPnz0Ezr7BF9MmgUUq5LUVBQLefpbd4eh8f6+hMpcyHvOxBFv459EtLAQN8yNTAlxIlCJkEmFXNOSghyqYQ5X+9h8hsbAZg1MpmALtxiToSfUsa1w5O4rG8MyeFaIkJ0XN7XhPLQPsQKBWK5Ase8l5AGBnJikLokKIiA55/HkdcW+tSrF/I+vX1R6OAt4BTXm5lyTjxvrTnME9/uQymT8Mi4DOb9cBCVXMKCyX14etk+FvxwkLeu7d+pD8Dl9rCpsJ6P1hdT1mCmoNqAzenmwUsyCPNXMv+q3jSa7LyxuoAnLu+FUi4hMyaAtAidr0J9IgwWJ59uLCEmSMOwtFA+21RKVKCKsb0ifQS91eJg4dYaChssTNIr+c1xvNDU6gQhLoLEwGBGZYTz/kavFCQnTk927Ok/dJc3mvl4ndfO9ZMNJcwelcLQtBCiA9U8dUU2fkppB1nL9HPiuaBHMDH7txIToWbCoAzm/eLdXiEVE6GVn7I6bHe5+WF3FZ9sKOHooDg2762irN7MR7MG8uENA0kK8yMjyp8haaEkhZ3Z+fRPwYnBZADWZcvRXH01YuWZ9SFsPFzPk9/u4+qhCTSbjazYmc+Tl2exPO8oD4/LJLg4n4d7awm3tRL03tOE3zqHcFsr6voa+Jec/4u/A6pxl+IxGDC/+x6ikBBq31nCnBUFBKhl+CllvL66gMgAFcN7hGKobUS8Yhnq0lJc545Gtm830u+/w5Uae1b2hKcLeZ8+BH/9FfYdO+j185fMyhzJO/sNDEkNoaimFavTzWszclmxs5JFG4oZnh7agZyfDPEbV/FOn2TUrzyDpPIo78x/Be1HL0Gv56Fdw1NquI4PZg4gzF+Jv1rOBzMH4L8/D087Yo5cjlitxl1VDadJzgVBQNQ2V9Z+3BVCdUpmjkjipZX5bC9uQi2XMO2cBGIC1Uil4tP+zGeLUH8lVw9L5LeDtXgEGJEeSkZ0QLfHLJWIGZ4ZgSAScV7VLmxDerG+1oX2uyU+b1lxSAiy1FSkMTGErPwRT30D4uAgpFFRnHh5jV6/ird6J6L57BUMN9zCnWPTWbmnijCtkuSwrsNIZD17EPz1l1h/+AF3VTWq8eNQnBDOcdoQBGLeeZGnBw1Hdv88dFotz9x4C/p1RjxZSRieehrb6tUAuCsqcG7fgXrKZIxvvEnA0091IDT/3+B0ecivNiAI8NYgPw6Z4INCG9acLMwvP4t64hWINRrEYhFD00L5+MZBxAZrcLo8pIbr/pQrgu3nnzsts//xBwFzn8P09jscnnAd6/PruWlkMhqllBd+yufw4Ex6R0Z4z2XA8PwLKMecd0bSPPfRSoQDB1CIjm+jCtAipvmk5/kx+KmO/150Gjm9YgOIDVJT2mBBLhUzKjP8tB1ngrUKnxuK0+3h1V+KkEnU3PfdSub+cAh5dQWPBeoJ8+9MaqRRkUijuq8Sh+iUXNI7kgOVBsRtn0sq8fbKPHZZJh4PJIdreXFaHwQPXTboSiViLukTRUWTmeV5Xq313CuzGZQSTEpEP8L9VSSG+rFgSh/C2zX7dUfMAUx2J3vKWvj0j1K+jawgv8rARTmRDE0L9ZFznUrGRVlhDIhQsrO4gapmC/ecn8Jv+6p46Y9KcjLjiFZJyY4N4Ne2FO1eMQFoVadPg+pabdQabCyY3BuxCB7+cg/pkTqSwrRdznpoiw7imDaDltZWXI88wbwCCeXNNq7L1rP4QCv3fL2ft6/rf9JUXoVUwsT+sZTUmfhsc9tMwBW9SArV+oo4GqWM5PD/vdckWRez8bLc3mclz+kd57V0XtSW1ntOagjbi5uICdSgkomRqRVk3n8bQlMzgs1G5uO3gUiM+LvO5gv/TfxLzv8PQRoRge7ee9BMm4pIKsMpUdMrpp7bxqShlEt4/oeDROpVGK0ulhbbSHl4AWnbf+PH9BGkaaDH/IcQa//e2F+RVIqifz/kuX2oW7WOX4u82sk/CuuZPSye1yf2pFdSMPEhfkw/J8EnazkZ3PX1OLZuw3W4iLCGRoQB/TB/sA/NjVcjHzMG8QknuFgsIr2dzWR6lD9OZyLWu+/C9ssaxMFBKEcMx7jwbYI++uC0PldpvYn8KgPDe4RS22rzjdtbb7WHSiElKyYAkcjLbSP1KsL8lej/xrTQ9jhS53VYkElEJIb68duBWtIjdN3KWgDiw/2ZFqxFKvV6A0dV1eAojsXaIx15bi6aq69GGuOt10kjI+Ek4Q9ifx3aG6bT+tp73LvViMXRTI8QNevKmkneXNqlrEUQBMyJaegfykIQBFosTlRn2cQjVqnQTJuGY9Zs775bWpC9MBflsm9wlZX7iLnQOxdxUSGe5mbc0THY5s9HO3t2ty5I/x8gk4q5oFck2Qo76ivHE5TRi9wZ16O952akw4d1uKHKpGIfGW8/PltI4uM7LZPGx2N6cyHOffuIKzzCO/c9RoykCXXv3qQHSNE99bCPmAPgdnUK4zkVLBI5H4riKG1t4c7eAXx1xMKc3yv5eHJPOqdTnByNJjuvrMqntMHCgOQgth9p5IEvdp2WrOVE6NUyzs+O4PkfDnHVW1sAeHhcxmlV4bvC4RoDBysNLP6jBLHIKwv6dGMJDy3dzcJr+/mcM5JCT35dbjQ52FF8fAZj0+EGesXofWRcJBJ1IOanQqRezeMTspiycCP5VQZig9XcNDqVQD8FDUYb/ipvw2Z8hD8RpgaSZPWMGh5C2L515A4aQpNGT3yIhrySJl5amU92XAD+Khmf/FFCQqjfGclaPpk9iJgg7++4/fhEuI1GWh9/EqHV27grf28htz/9KvbgOPrWF5EzKRebID5pyM4xWB1ujjYdt0csazBjdbrR/omk7H8SFCNGIE1JwXX4MOAt9KjGjkUkPvPPp5ZLSQjVsLnI61oU7q+kuM7Ew+MyCNIqcffoger88zF/9DEAnto6At995x8XVvQvOf8/BpFY7PuRxQLPTMzGz2wAp4tnJmbjr5ZT3mjmt/x6Pm220idqBNsPmbggQUP6NTORnsShxGhz+iq67cdndZwSCSVhiRzZXsCc3n6Y3AKvbCjl5YneJ+hQnfK0bLUEux3jwrcwv/ueb5ksJwfVFZdj/eFH/G656bRCdmTx8XhGjMBZXIKnopzWZ+fi/+QTvrS5k8HqcPH55lKW51Uya2QyK/dUUdlsJTlskM8p4USU1Zu449M8VDIJF+ZE8fW2cl76KZ+Hx2V06c3+V0OrkNEnTs9FvaNIDPXj9Z8LTiprOYb2tnTKyHCUt96C37XXIFIqT5kO2R6K3L5IEhNQ7tjC8IwxnKuXkZgcwUeFti5lLYIgsK24kRV5ldw5No2SehPL8yq54/xUQs/gJt8eyuHD0L/3LuYPPkDsH4DmhuuR5+TgKisHuRz30BGsG38jGVILoT9/x0/hOfRc8Cah8v+9Faq/CmqFlDgVNKjVSDb/gd/mP0CpxO/GG/7WWQXVeaMxv/8BngbvjVek0aAcNZLmZd8BIM7bTvDkS3H16YP8yy9IE4zUb9/aIX/B7447kIR39tE/GbRhQVyfXMV5IXrSX36C7KtvoCo4hkj5mZF88AbwjMoIJyVcy+X9Ytle3Eh5o/msCLVSLmVgUjD+ahmtFqfPnu/EIJzTRYBaTmWzhQcvzUAlk7C1uIFnJ2ajU8lOi0TCcVlLTauN+VflsLeihS82l3FZbky3KaOngsHi5LsdFdidHiRiEeUNFjYdrqdfQiAvr8pnTFYEvWL0LN9VhdEqQ66IYWKkki+t/RHXeJg+xB+pRExCqB+zRyUzJisSqUREz6jKM5K1SMSiDlbD3aUygzea3rl37/HXdXXEPXwr2iefwO+y8fQTBDwCpylrqaSswcwTE7LYWFjPh+uOMCQtpJNNcHvUtlpRybwym/bjfyQEAcXQIaguuRgEAcFmo+mW2whd/p03MOsMsPFwPZ9tKmNoWggGq5Nvtldw/8U9mbviAA+PyyQ6UIf2/vtQXXoJnoZGpPHxSFP/PrXA2UIkCKeKjTnLHYtEHwIXA3WCIGS2LQsElgLxQCkwSRCE5ra/PQRcD7iB2wVB+LlteS7wMaACfgLuEARBEIlECuATIBdoBK4UBKG0bZurgUfbDuUZQRAWnep4+/btK+zYseNPf+5/EjxGI9afVmGYPx/BZsPvlpvQTJqEJCSE0noTUxduwu0RSA3T8Py54QSHBHSr6S6pN/HOmkJmZfnjEYt5b08zt4xJ67ZqcDqwmCwcrW1F/94bCDotzVdeQ0KUHrmy4wVcsNtx5hfgKitDEhKCtGcPX0OXs6CQutHndaqE6d96E2lyMvKePc/omFxVVbgrjiIO1CNNSEAkPb3n1+pmC098u4895S2Adxp3aFpot04hVruLlXurSA7Tkhqu46c9lSSHael1BjeKP4sWswN/tQyRSNRh/J+Cq7wc5779mLV6dCEByNLSMNrd6FSdbyBWh4tvt1fw+upCksO0lDWYCNDIeXV6307BXGcKweEAsdj3vxZcLoyvv0FVcha37POuc26chh8KW7koI5Q7L8lE28Ux/n+Es6QE5/4DCE4n8h49kPX48/ajp3zP4mKc+/bjMZuRhIbi3LsX44svdVhH3r8fQZ9/hlipxLFnD+Yln+M6UoR6ymSUI0Z4vZbPEK7aOhwbN2L+5FNkvXqhnjoZ+Wk8vHe5L7cHm9ONn1LWYXymqG6x8vjXe9lb0cLglGA2HW4gN17P4xN6EdqFrOV0YLQ60apkOEtKMNS3oHFakSYmnFHfUYvFQU2LlZRwrxvKsfHZZkdUNVt44pt9xASpuXZYIk8t209MkJopg+N5/Ju9HKkzER2opmekP25BYM3+GsL9ldS02rikdxSzRiX7bPlcbo/vutx+/FfDY7XSNGs29l9/67A86KulKAcPPqN91RtsVDVbyYj2p9nsoLLZSma0f7fHXtNq5aWf8kkK82Ncn2heWplPUqgfkwfHoVP985xcbBs30jjpqk7Lg7/5GsXAAWe0r5oWK2sP1RIbrKHRaMdkcxEXomHdoTpuPDfppHal/2mIRKI8QRD6dvm3v5GcDwNMwCftyPkCoEkQhHkikehBQC8IwgMikagn8DnQH4gE1gCpgiC4RSLRNuAOYAtecv6aIAgrRSLRzUAvQRBmi0Siq4DLBEG4su0BYAfQFxCAPCD32ENAd/i/SM6tv/1O0/QZHZb5L5iP57KJLNlUyqIN3sYUiVjEc5Oy0SqlqBUyUsO1bC9uxF8tJz3SK3NZu/coD317gDh/OQ63QK3ZxcuTMunf489PBQkeD4hE3RJDy7fLaL79Dp+2WXPdtWjvuw+JTovjwAHqx4zttE3gksVIY6K9RDsoCGlK8ikbS8obzDSbHWTH6TuMTwel9Sbu/3wX5Y3eqcd7LuzBxb0ju5W1ADicbuRtFa7243/RNcw2F/O+P8Av+7160Y9nDfL9Pv9quJubcezeQ6EuklkrvNrF7Cgdz1yeQUjQ3yv9+r8Gd00NziNHEMlkyJJTEAf+uQfQ8gYzkXoVUomY8gYzIdWlNF1yCTiPW+IFfvwRqvNGd9hOcLvPaHanO/xV+/krYHO4+HFPFXKJmHN7hvHzvmrkEjFjsiLOunoO4Nizl4arJiMYvDaA0vQ0At9/D1lCwl916GeMyiYLSpmEIK2iw7ikzsTkN72NtYNSgrnvoh5c/95Wms0OAv3kfDxr0J8KN/ozcObn03TLrbjyC0AuR3f/fWimTUWsPbVc88+g3mDjzV8KWbW32pdyfMt5KVzWN+asHgL/bjgLC6k7/wJwHLf+FCmVhKxe1aUZwqng8Qi43B7MDhf+KrlvrNf8Z2Sjp4uTkfO/TbAkCMJ6oOmExeOAY1XsRcD4dsu/EATBLghCCVAE9BeJRBGAThCEzYL3KeKTE7Y5tq+vgVEiL7s7H/hFEISmNkL+C9CZvf0/gO2XXzots3y6mBaTld8P1nBBdgSf33IOUXoV6w7V8tOeKu74dAff76rkns92MnfFfhpNXk141sYfubN3AKUtDqqMTh7O9Sd926+d9n82EInF3RJzV3k5LQ8/4iPmAOYPP8JV6LVKk8bFoRg5ssM24sgIxEol9WPG0jh1GvUXXIjp/Q/wmLv3Mm2xOJj/wwFu/2QH6w7V8sDSXdy5OI+yhlP7n1odLj7bVMrRJgtPXJ5F38RAXlmVT2WT9aTbtSfj/xLzk0MQBA5UtrD2UC3Him8frjtCXevJv+OzhUSvxz3oHHaajv9fihos1FrOXMbw/xnOggJav/wKx+492Neuw7ThD5xHj571/vaUNXPNO5vZWNjAztImrnlnMzvkIQQv/w71NVejGj+OoM+WoOgi5v2vItT/FGIOXlnLhdmRjMmKwE8p843/DDEXnE6M777jI+YArvwC7Js2d7uNY99+Wp58moYZ12D5/gfczSethZ0VogLVPlnMsXFNi5WFawoBUMokSMUiPt9cSrPZgUYhpcnk4KutZRgs3Wc4/J2QpacT/NWXhPz0A6Grf8bvhpl/OzEHb2PvDecmI5eKMVidJIZquDgn6h9JzAGkiYnon18AxyRxcjkBL76A9CwfBsViEXKZBL1G0WH8vwn/ac15mCAI1QCCIFSLRL7W9yi8lfFjONq2zNk2PnH5sW0q2vblEolErUBQ++VdbNMBIpHoRuBGgNjY2LP/VP9QHGvOaw9JotcR5PkpvdEoZARrFb5xRaOZlXuqmbviAIF+ch67LIsgPwWC201DbCpf5h9vSPniiJW0tFj+7hqix2BAaBcy4lvelpYm9vPD/6knsWZlYf3xR+QDBqCefBVNs2YjHItrFgSMc+ehPGdwJ1tEV3k5zqIjqNQqbh+Zwh2f7+GBL3YD8NykbKJOI1lQJZdy7bBEzu8VSXZsANkxAVS32IgP+XPNb//iOGxON4drjARo5Lw8LZdNhfV8ta0ck93N2cVhnRp1BjuLN5YysmcYEwfEcu9nu/guz5to+6+s5dQQ3G6Mh4v5PXUoibZGQr/5lC1pQ0ltsJN1lm6U/mrvNevBpbsQ4XXoCNUqUKT1QpHd6y89/v8taD87d7KZutOFx2bDtf9gp+WuoqIu1vZWPRsmXekj8/Zff8X/mafxu/aaP30sp4LD7aG6xcqt56UyvEcoy3ZUUG+wc3HvSK4fkcz7vxfRbHbicLuBv/6cdZWXY9+8BVfRYeT9+iHv1w/JCXkIksDAM0pj/itQ02rl1Z8LcLg8hGgVFNeZ+XJr+f+0d9/xUdf3A8dfn9sjyWUPkkAghBGGQEABrWBxoYij2mq1CtrWgdvi7M9ZB7ZWpdLiHjioswLWOltxoIIs2RtkBrLIutz6/P64I4MEQpILd0nez8cjj3zvc9+7+9w7ubv3fb+fz/sTtcNalMmE/ZyzMQ0cSGDPHowZ6Zh69WrVhNDOIlomhDZ12FQfpr21t2nYqPUzwDMQHNbSfDc7Ftu4n1Px9DN1k6dsNmJ+ewXKZKJHvfrCPZJjCAQ063fXJcE+v8brD4ZEGY3sTO3Onh828lBBDG6teGhZBUUZfVpcqaCljN26YerbF9/aeqt1WiyYeuTUXjT3zME09RacV1+JwW7Hu24dgR07Gt2Xf/eeBpc9K1ZQdNHFwUTfYMAw80WcViOlVV6UCi4ZfqTjETMSHGSEymFlJDhIibOxoyS4LLk/oGu3j+aY7s7EbjFxdkEWJ/RNpUeyk3SXjTH90+jRxuofh9MrNYaZk0fgclhIddlqtyUxPzKBqmqKu/dmxtytGA2KM8+4itmLyxhbork9PZ749JaP+85JiWHKKX24bfZSNHDFSblHVNFJHDljbCz2X5xH+bRHG7RbDzFO2rN6TW1irux2dHU15X99HPsZ4zGmpbVrX7snOZl24VDinRacVhO/GNGdyhofq3aWYVRw0agcVuwoxR8I/8e7r7CQ4mum4F2yNNQyk9hbpxJ77ZSIn10xKoXDYmTKKXmcNrgbf/9kHQ6rsbY8ZjRSJhOWfn2hX+vmcXQ2R/tryZ7QUBVCvwtD7duhwZoJWcDOUHtWE+0NbqOUMgEugsNoDnVfXY65b1+S332HhBlPEf/E4yTPfR/rsGFN7rujpJq7315GUqyFh391DB5foMGwlpHdY3lxYg59H72DY2Y+xEvn9GJoZvsveGBMTCRh+hOYQ0fFDBnpJL7wHKa8hl8LlFIYY2NRJhPGlBSMB58JUQpjdt2/kq6pofypv9cegff/9koe32ljV6mbm8b3I8Fh4Q+vLz6iYS1NWbBhH5fOXMDCTcV8ubaQS2cuYMnW8J/q7UpibObaZLz+dnvKy4irnVhXf1s0zxDjJH3Zd/ylwE6528fsNWX0SbTxu4oVOCta91pYtrWEu99ZjsthJt1l44kP19aWTBOtE6iooGbRIqrmfYBn2TK0243jvHNxXHRhcKK03U7cXXdgGV7Q6LZlVR5W9BqCf9yp+Caey9bn3sQ/7tTDPp72+QiEFhILh8xEB85QdaduCXbW7NzPI3NW8dCclfzfO8uYNncVO0saDn/bt9/N2l37G223hG/1mnqJeVD5k9Px1V+p+xC8a9ZQ/tQMSm6/g+rP/xvWeEBwWMu1p/bl3OHZpNbbjtZhLaKxo33kfA5wGfBI6Pf79dpfV0r9leCE0Dzg+9CE0HKl1EjgO+BS4G8H3dcC4Hzg81AVl4+Ah5RSB84tnQrc0f5PLTqZc3thzu3V7H7ZSQ7+8uthxNhM5KbFkui0EmMzkRSqu21PS6V3YgK+WS8HE+Hs7KN2dMAycCBJb7xOoLAQg8vV7OIhxpQUEqY/SfGVVxHYswdls+F6+CHMffrU7hOorMS7eHHdbV55kasfLWDfgB6cUNCNoT0S2FVafUTDWpqS4bITZzdz/SvBScY9U5y1sTzAt3Mn3sVL8O3ciTm/P5YhQzDENP+Fx+cPsHVfJVmJDowGVbvdlnGmQng3b66rVNS7+QnUzVFKERhSwLr1dYn4riofFccNwdjKFYddDjN90uP4wxn9sJqNPPj+SlJbWZ5PBCuKbFq6Fv3tAhxP/Jnyex/B6dZkjRhM/IN/Iuaaq4MHPLKzmzzr9+2GIu55ZzWTx0+m2qeZ/d89TJt0HQWnrWzyqLln+XLKn3kG36o1OH55AfaJZ4W1vrRSinED0theUsUroUVo7j53IIOy42v3qXR7eWH+Jj5ctpM/XzSU93/Yzlfr9vLcb49r0VkYXVPTuNHjAZ+/cXs93g0b2HfBr2oPDFXNepWEJx7HccH5R/zYRyK53usiWV4jHU67JedKqTeAsUCyUmo7cA/BpPxNpdQVwDbgAgCt9Uql1JvAKsAHTNFaH/gPv5q6Uoofhn4AngdmKaU2EDxifmHovoqVUg8AC0P73a+1PnhiqmhC/cokTVUpUWZzxGbrG12u2vKJR8I6YjipH8zFt3MXhoT4YFnEeh8uhvh47BPOpOLpZ4INbjeJt15Lzh134KeEPqNHkZce2+phKD1cZi49NpPHPg1WxPnt6Gyy4+veIP2Feym54UY89SZZuf50P85Jk5p9zCVbS7hx1g/cNi4Hp8XI3R9u5IHzB/PzAS2r3SzEATXffEPR5CvQFRWgFLG3TiXmissxONt2dqIoLYtn5uxgeDcHF/eyctf3+5m9x0hPg7lV81VyUmJ49KIhtZO76m93JiWVHn78qZTB2S40qnY7PszPdcfOYu5eVE5yzDFcM+st7l/uJnWVm1uKPsfxr7dxnHsOltGjat+TfDt2ECjciyElGVNWFkN7JHBSfiovrgqeBD8jz0WfGI39jDMaPZZ3wwb2/fLC2jlE+x/4E/7t23Hdc3dYa+MXVXj4am1h7eX5awop6JlYW6fdaTNz1rBMPl2xm2tfDh48uWJMrxZXdDHl5WFIiCdQUlrbZpswocEZ2qZ4lv9Ym5gfsP/RR7GOHYMxJaVFfRCdV7sl51rriw5x1bhD7P8g8GAT7YuAgU20uwkl901c9wLwwhF3VtTy79tHoGw/hpRkjHEdu2ScMSPjkEfolMGA4zeX4Fm5Es9XX4PZjOOC8/F8/TXuTz7GMmxom44cLli7h8c/20RmnBm3X3PfB+uIt5so6B+cm+xds6ZBYg6w/6FHsI0bh6mZycnpBi/9kq089EnwyFCPeCs97Z1uykQjgaoqvEuWUvPddxjT07GMPA5zr+bPCnUW/j17grW909LanDTX5ysspOTGm4OJOQQnUE97FOvxo7EWNB7K0BI9U2OZMXkELuUn1VfJjP55xMfY2jQprX4y3hkTc4AlW4q5881l/PK47vi15p3vf+KRXw1hbH54x3DHFe9hQpaZ6T9W8P2uapSCScNSiFm+lKoPP0SXlYLFjGXAALwbN1Fy1dUEiosxJMQTP306luNGkxpXd3YxvVsSsYNzMNrMaL8f/+7dKLMFY2oK3jVrG03ur5z1Ks7fXoG5iZVfW0NrzdKtJWzeW8n95w9mV0k1Mz9fz69G9miwiFJqrI2+GbEsDK1iOrxXUovnkph75pD0xhuUPz0T79JlOM4+G8cvL8Bgb+Zsq8/XuN/umhavWis6t2iZECoiTGtNzddfU3rr7fi3bsU8bBjxDz+EZeCASHet3Zh79sRx3nlYhw8Hran++GN8q9dgys0Nnp5sZXKufT5SinZRkB3HFMsOfDYHM8viidu7E0LJua5qPJZdV1U1far0IHFffMI53fNYWRisRnNWDxux77+N/3eTMR7BsJiOyv3RR5Rce33tZWP37iTPfh1Tjx4R7FX7014v7i+/pPQPtxLYswfrmBNx3Xcv5rzwrGqnS0rwNzWBetfusNx//9pVDBPpH5Z77PyG9Ehg4rBM3vxuGwDnjshicPf4sD+OI9HFsSWVOC1GUIo4u4m89UvxzptLwt+mUzV7NsWXTsKQnEzM73+HISWFQHExgZJSyu65h2XTX+Of327l9P7JVHv9vPDFJvpnuhgV56fy+ReoePElDC4Xrrv/iKGJiiXKakUZw5eGKKX4+YA0+mbEkZsWg9vrZ2TvZHLT6t4XK91env9iIws3FXPWsEy+WF3Iza8tbvGwFgDLoIEkPv44urIS5XId0ZlW84D84GfLgWpiQMy1U9p98qzoWCQ5FwD4Nm6i+LLJteUHvYsXUzLlWpLffbtVq+l1FKbsbEpvvqVBm3PyJAxtPGuQ8uoz3JrdC8OLz4LZzG2XTCJmaw2cOCL4uL17oxwOdFVdeUrbqadizGyy6mcDq/sM5+GPtpHtMmM3Kp5aVkbamBM5cdMmjIM7Zzk5f+Feyh5oeGLNv20b3hUrOm1yHqisxLNwEe5PPgWTEedvLqHiqRnUfDGfsnvvJ/GZmWE5gm5ITsaUm4tv48YG7aasVtY7FG2mlGpQKcpsMNDKxTUPqzAhnXvW7eLiE3qSFmvh+fmbWT5gNClDRpL3xtN4vvwKgMC+fex/+BHibp3K/lAVF/+mzQwyu5k6Oo2h/30P7XRy7KhT6Wuqoeqf71Lxj5nB27rdlEy5jsRXZ2Hs3w9TWjq6uhrP998TO/UPGLOaf89riRibmb7dgkfBY4yG2u0DnDYzZw3NJCPexjkF2Zw3PJtFm4tavVCRMptR8fHN7qe1RimFZcAAkt57h8pnn8O/cRPOS3+D7eQmBxSILkyScwGAb+vWurrgB9o2bMC/Y2enTs7Nw4aS+Pxz7H9kGoH9+4m58vfYJ5zZpvtUJhMxl/6GmktCq7PW1GB48Vkc77xV97i9e5M0+3X2T5uGb9UabBPPCi5Q4XA0e/8ZDgOn9I7nIr0dY1UFr+b1o6fVj/uzL7BGMDnXgQC+zVsIFBcH69SGMbnTXk+DRVEOCFS7m9i7c3B/9DEl19WdKTAkJRFz1ZWUP/EkNf/7H/49ezCEYViPMSmJ+L8+RvHvfk+gsBAsFlz33YtJSppFzOLNxby78CfOGZKBP6B587ttDMtJDPuwlkSnld+flMsHy3by/Poibjk1j7cXbWdzURXPnzqRmNdfr9tZ6wZn9kz9+mF59QWO/+or/Ju3AHD8R3OxTpyIe/78Ro/lLywk9qorqXz5FQwxMcEVR487NiLlZftnushR1ajFC8mNj6fnkBxs7VgitcbrZ/6aQnqnxdItwc6XKoXcPz5Ijsvc5onXonOS5FwAwQmSB1N2Oyq2Yw6T2LinnKKKGob3TGLzvgqKyoPbhoMOPxlsNuynn4Z15HForzdsE3IsI0eS9NqrVL78MthsxFx6aaMFkKwFBSS99BK6vBxDUhLKdGQvx6yMBK5bvxrPnXehfT6uvfc+TG//gGnEiLD0vTW0x0P1nLmU3nY72u3GkJBA4jNPYx09Kiz3b8zIwHn55VTMmFHXaLFg7t8vLPcfKW6PD1to4Zj62/6iIvY/Mq3BvoGiIggtymFISzuiyj5Hyj/oGJj3H5J3bKEmJZXK+BRiJGmImGNcivtOzqbPu6+AycSIiRczsB2mANmtJkbkJJCxfy/rd5p49D/B1TbvHduNuOf/QqNR0ObQe5TBQNxtt1Lx9NO1iTmAf/MWfBs3Yc7v36DMoHI6oaaG0jvurG2r+eprkt97F1MTJRrbW82SJZReNjn4mlKKmClXY77mmhYVHWiJ7cVV3Pvuj6S7bJwzPJsZn6zj1EHp3H7WAJo/HBMdPMuWU/3BBwQK92I/52wsx444ooNJonUkORcAmPvk4bz8cipfqJtH67r/PkxhmqhzNJVWepg2dxWrdpZx19kDefqz9ZRVe3n5ylF0P0Rt7Ka+nLSFwW7HNnYMtrFjDr+fwwEtfIMzpqYS2y8P9+WTIRDA/cLzeICY669rcT/9e/YQqK7GmJGBwdr6yXW+DRspuenm2klNgZISiq+9jtQP5mHMaHsVGWUw4Jx0GcoVR9VrwXHmsTfegDk/v833HSkllTX889ttjO2fSnq8ndkLtjK2fyr9urnA50NXVze+USAAJhPxDz/UbEnRI1VZ42PO4u0sWL+POyYO5H+r9/DN/FXcMXEA3VpZSlS0jfWjuQye8Y/gmQxg0KcfYrvheph0Wdgfy+G0Yc3qhs1cQnBRbnAkxuOachUlX86vncBoPWkstnEnYx40CGN6Bua83gT278fz7XcN7+/sszAkJVP11jvBuTuA7bxzqJz1asMHDgSomf8l1qOcnPvLyij7493BxBxAayqe+jvWE8dgPL7phZbaKiclhkcuHMLU15cw45N19M2I5cpxeTisHSMF86xYyb5fnF/7nlT11lskPvcs9vGnR7hnnVfH+M8Q7c4QG0vsH27GPv40/IWFGLv3wNy/X4dc0TLeaeG2s/K5cdYi7nv3RwwKHru4gKzEzvMt3zpwAAarBe/atVhGjMCc3x/TEYxXP0B7PLg//ZTSu/6PwN692CZMwHXbVEytLJXp27GjUbWBwJ49+PcWhiU5BzB1yyBuyjXE/PoisNmar4oQ5faV1zB7wVbeW/QTBel2Pt+0n4DfT4/kGOxpacRcfRX7H3yo7gZWK+ZhQ0mZNwdzv/CdMTAAJoPi+41FTH56AaVVXkbnJdMBX/odRqCqCu+Klfi2bcWYmop5wECMSXUTJt0ffVKbmAMECgtxf/YZMe2QnJe7vfzj65/YUuLmltP7MPu7bdz5/mpeuXIUWf+eh2/DRgwuF+YB+aEzi3XF02xjxxB35x2UT/8bmEzE3XITllGjMMTHkzJvDt41azDYHZgGDqDk+hsaPbZyHP3XsC4tw7t0aaN2/672W6vQ5w9QWumpvVzu9uHxdpzqLDULFjQ6WFD+xJNYTjgBYwc9ux7tJDkXtYwuF8ZDLNHc0XXGRMOcl9fqih2eFSsp/v1VoIMlGN1z56IsZhL+/CiqFUfQjenpwSDrupKOhsREDO0wX8GQ0LgGf0eUU1HItGNjueHrUj7f5OXEbAe/sBRhtwQTb8cF56Pi4qh65RWM3bsTc9WVWAoKwv6F2W41cdrgDD5dsZtl20pRCm4a34+M+I795QfA6wvww+YispOdpMba+GFzEd2TnXRLiNwXdR0IUPXWW5Td+cfaNsdFFxJ39//Vlq+1jTkRzzffNLid9YQT2qU/sTYzV43LY/wx3Ridl8KI3ils3VdJdpITc9oALAMOXbHLmJxM7JRrsJ93bnBxuvS6L+KWAQ1vG3v99RT/5tLay8rhaLfndDgqMQHziOF4Fy5q0N6Sgxsttb24ikfmrmJQdjy/PK479777Iy/O3xgc1tIRjp5brJS9/CYxrzyLaeWPlE6bjuvTD4DOX8I3UpTWElyA4cOH60WLFjW/o4h6pZUebn1jSe2wlpmfrWN/te+ww1q6msq33qL0xpsbNhqNpH3zVasmcmq3m8o33qDs7nshEEDZbCQ88zT2cT8PT4c7oT1ff8+sjR7e3hgsq+lymPnzAMWAEfkNyqoFqqqCFSHCuFBLfQeGtTz5n7UkxlgorvBwbG4St5/V8Ye1rN+9n0tnLmBw93jGD+7GtHmrOKcgmxtO74stQivqejdtYu8ppzWagJ/8r/ewjhge3GfzZkquvb72CK95+DASn3gSU8+co9zb8NFuN57FS6j++GMMLhe2k8dhGTQoIn3xLF9O0eVXENi1GwwGYm++CecVV2CMa1kpxSPlD2iWbi0mPd5Ousteu50ZwS+JLbFiw26ufn05l/Vx0icG7lpcyXUn9uC8n+U1qCokWkYp9YPWenhT13WAr2xCtEy808JtE/NrJ4H2yYilqLymUw1raaumxtgbu2ejWjnBR9lsOC++GOtxI/Hv24sxMwtTr8isJttRlCamM++/6zi3l4MxaSZuX1TJ/Oo4cpWR+l8hDQ4Ha3aWEe+wkB5vb7AdDsFhLQZG5yVz61n5fLmmkAXr93WKs03ZSQ5um5DPI3NXsWxrKXnpsfx6dI+IJeYAurKyUWIOEKhXjcjcsydJr7yEb8MGUApT794Ym6gT3pEomw3r6FFhmyTeFpbBg0mdNxfftm2o2FjMubkoS+sXxmqO0aAo6Fl3FrH+dnvTHk+bn1tqiosTchN5bnVwnH5qnIVheamSmLcjSc5Fp5SbGktuamyjbRFkHjQIy/HH4/n662CD0Uj8nx5oUwKgLBbM+f0xy1IzR6SX2cuMkU4c/56D7eMPmPHYDJLMHpypyQ3221RYwdUvLmRojwQuGp3DrW8s4Wd9U5g6IZ9YW9uPptutJiYM6caYfqmkumxMGJLJmH5ppLps/FRUiT+gyUmJabDdURiVAWu9RNxqMjSq2HS0GTOzMPXvj2/16to25XA0OipuTErq1GVsI82Ynt5gGE5n4127jqo336Lm22+xT5iA/cwzMHXPbtV9pcTZGF/Qnf+uCybnJ+Wnk5HUcd4HOiJJzoXogkzp6ST87Ul8K1cSKNuPqXdvzPmSVB9N5t655LmrqU6MwTtiOD29+7Ee23jOR7rLxu9PyuXJj9bxzfp9xNnNXDgqJyyJ+QF2qwl7aOzrge3C/W7ufmc5lW4f958/mIfnrKTa4+fJ3wwno4MMd9myr4L73/uRvhmxnDa4G9M/WsurX22J6LAWY2ICiX+bTtn991Mz/0tM/fsR/+CfMIehZr0QAL6dOymaNBn/tuAKs96lS/EsW0rCXx9rVfnDVTvKuOvNpaTGWemR4uSf324jK9HBucOz5eh5O5HkXIguypSWhkmWjI4oy8CBWAYOPOw+DquJ/Mz42svZSXaSYtrvFPwBiU4Lk37WizvfXMakp79FKbjn3EEkx7a+5ObRlp3k4KELjqF3eiwpcVYyXDZ6p8dGdFgLgLl/PxKfe5bAviIMcbGdZpKziA6+9RtqE/MD3HPn4bvheiz9W34QJiXWxsRhWZw3IptYu5mX529iWE5iVCfm/pISPD/8gGfhIky9e2MdeRym7NadOYgESc6FECKKbSqs4MZXfyDObmb8MRn889ttzPhkXdiGtRyKyWggNy2WeIeZogoPTquJ/pkuzKbo/UA+mM1s4qQBdUMX6m9HmsHpxOCUCeqiHTSVNBsMKNW6126qy8a1p/bBHlokrf52NNJ+P5WvvEr5o4/WtpmHDiHxhecxhWl9iPYWvdEVQghBusvGtaf0IT/TRY9kJ92TnORnuto1MQeCw1reXkZxpYdzCrKYu2QHU19f3KGGtQjRFZn69ME0eBC+5T/WtjkuuRhTTo9W32f9ZDyaE3MA37ZtlD/5ZIM275Kl+NaskeRcCCFE2zmsJiYOy6o9Yl1/uz0lOi1c9rNeVHv8nJSfxqi8ZNxef4ca1iJEV2RKTSXp73/H/b//4Vm8GNvYsVhOOB5ls0W6a0eH1wc1NY2atbtxW7SSOuchUudcCCEa8vkDBDRYTIYG20IIEa0C1dWU3HAj7g/+XdtmSIgned5czDk5kevYQaTOuRBCiBarP+Ermid/iTo+f6D2b1V/W4iuwmC347rrTky5uVTPmYt58GBir74qqhLz5siR8xA5ci6EEKIj27avkm/W72X84G6UVXtrt13O9q/uI0S00VqjS0tRTme7LjLVWnLkXAghRIv5du/G8933eL5fiHnoEKyjRmLKzIx0t0QTfL4An63czdOfb2Drvkp+/KmUjYUVDO4eL8m56JKUUqgOWqZUknMhhBCNBCor2f/INKrfejvY8BJYTz6ZhCcfxxgfH8muiSaYTAYmFmSxeW8F7y3aDsC95w0iLy0uwj0TQrSUDEYTQgjRiG/z5rrEPKTm00/xbdwYoR6J5lS6fWzcU157ed3ucqpqfBHskRCiNSQ5F0II0Yj2eA/R7jnKPRFH4sCwlk17K7nnvIGcPSyLNxZsYUdpVaS7JoRoIRnWIoQQohFzzxzMBcPw/rC4ts3Uuzem3NwI9kocislkYOKwLIb3SqJfRhzH9kpmwrBMGdYiRAckybkQQohGDAkJJDz+OFVv/hP3R59gPfFEnJdc3GFW2OuKkmKtJIUWiaq/LYToWKSUYoiUUhRCiMa01gQqKjE4HSiDjIQUQohwkFKKQghRj2/zFmoWLyZQXITlmGOwDB7cdZa2biGlFMbYmEh3Q7SA9vnAYJAvU0J0UJKcCyG6FN/WrRRdczW+5SsAUC4XCY/9Bfv40yPcMyHaxl9WRs0X86l8+WUM6enETJ6EpaAApVSkuyaEaAFJzoUQXUrVxi2sv+UB0lYtwTHnbTbd/iDp29bTs6gIY1JSpLsnRKu5//MRpTffUnf53x+S8v57WAYPjmCvhBAtJee8hBBdyq7MXKZ+VcRjpj58d929TP2qiHdielPjk/k3ouMKlJZS8dRTDRs9Hmq+XxiZDgkhWk2OnAshupTMQBU3DYrhr8srWLrHTe8EKxekgz0lMdJdE6L1DAYwWxo1K5N8zAvR0ciRcyFEl2LJ7UlMZnrtZZvVhDW3p0yeEx2aIS6O2JtvatCmnE4sx46IUI+EEK0lX6mFEF3K1mI3D/xnA33TYzllQBpPfbaB15cUcl1qAjazMdLdE6LVbCeNJenVWVTPnYshNQ37meOx5OdHultCiBaS5FwI0aVkJ9l58IJjyEuPJSXOSkaSkz7psZKYiw7P4HRiO2kstpPGRrgnQoi2kORcCNGl2Mwmfj6gbljLuHrbQgghRKTJIEshhBBCCCGihCTnQgghhBBCRAlJzoUQQgghhIgSkpwLIYQQQggRJSQ5F0IIIYQQIkpIci6EEEIIIUSUkORcCCGEEEKIKCHJuRBCCCGEEFFCknMhhBBCCCGihCTnQgghhBBCRAlJzoUQQgghhIgSkpwLIYQQQggRJSQ5F0IIIYQQIkpIci6EEEIIIUSUkORcCCGEEEKIKCHJuRBCCCGEEFFCaa0j3YeooJTaC2yNwEMnA/si8LidlcQzvCSe4SXxDC+JZ3hJPMNL4hlenS2ePbTWKU1dIcl5hCmlFmmth0e6H52FxDO8JJ7hJfEML4lneEk8w0viGV5dKZ4yrEUIIYQQQogoIcm5EEIIIYQQUUKS88h7JtId6GQknuEl8QwviWd4STzDS+IZXhLP8Ooy8ZQx50IIIYQQQkQJOXIuhBBCCCFElJDkPIKUUqcrpdYqpTYopW6PdH86AqVUtlLqv0qp1UqplUqpG0LtiUqpT5RS60O/E+rd5o5QjNcqpU6LXO+jk1LKqJRaopSaF7ossWwDpVS8UuptpdSa0P/pKIlp6yilbgq9zlcopd5QStkkli2jlHpBKVWolFpRr63FMVRKFSilfgxdN10ppY72c4kGh4jnn0Ov9+VKqfeUUvH1rpN4HkZT8ax33R+UUloplVyvrUvEU5LzCFFKGYEZwHggH7hIKZUf2V51CD7gFq11f2AkMCUUt9uBz7TWecBnocuErrsQGACcDvw9FHtR5wZgdb3LEsu2eRL4j9a6H3AMwdhKTFtIKZUJXA8M11oPBIwEYyWxbJmXCMajvtbE8B/A74G80M/B99lVvETj5/4JMFBrPRhYB9wBEs8j9BJNPHelVDZwCrCtXluXiack55FzLLBBa71Ja+0BZgNnR7hPUU9rvUtrvTi0XU4w8ckkGLuXQ7u9DJwT2j4bmK21rtFabwY2EIy9AJRSWcCZwHP1miWWraSUigNOBJ4H0Fp7tNalSExbywTYlVImwAHsRGLZIlrr+UDxQc0tiqFSKgOI01ov0MGJaq/Uu02X0lQ8tdYfa619oYvfAlmhbYlnMw7x/wnwOHArUH9iZJeJpyTnkZMJ/FTv8vZQmzhCSqkcYCjwHZCmtd4FwQQeSA3tJnE+vCcIvgEG6rVJLFuvF7AXeDE0VOg5pZQTiWmLaa13AH8heORsF1Cmtf4YiWU4tDSGmaHtg9tFY5cDH4a2JZ6toJSaCOzQWi876KouE09JziOnqfFQUjrnCCmlYoB3gBu11vsPt2sTbRJnQCk1ASjUWv9wpDdpok1i2ZAJGAb8Q2s9FKgkNGTgECSmhxAaB3020BPoBjiVUpcc7iZNtEksW+ZQMZTYHgGl1F0Eh16+dqCpid0knoehlHIAdwF3N3V1E22dMp6SnEfOdiC73uUsgqdsRTOUUmaCiflrWut3Q817Qqe2CP0uDLVLnA/teGCiUmoLwWFVP1dKvYrEsi22A9u11t+FLr9NMFmXmLbcycBmrfVerbUXeBcYjcQyHFoaw+3UDdWo3y5ClFKXAROAi3VdjWqJZ8vlEvxCviz02ZQFLFZKpdOF4inJeeQsBPKUUj2VUhaCkxzmRLhPUS80A/t5YLXW+q/1rpoDXBbavgx4v177hUopq1KqJ8GJIt8frf5GM631HVrrLK11DsH/v8+11pcgsWw1rfVu4CelVN9Q0zhgFRLT1tgGjFRKOUKv+3EE55hILNuuRTEMDX0pV0qNDP0tLq13my5PKXU6cBswUWtdVe8qiWcLaa1/1Fqnaq1zQp9N24FhoffWrhNPrbX8ROgHOIPgzO6NwF2R7k9H+AFOIHi6ajmwNPRzBpBEsOrA+tDvxHq3uSsU47XA+Eg/h2j8AcYC80LbEsu2xXIIsCj0P/ovIEFi2upY3gesAVYAswCrxLLFMXyD4Jh9L8FE54rWxBAYHvo7bASeIrSIYVf7OUQ8NxAcC33gM2mmxLP18Tzo+i1AcleLp6wQKoQQQgghRJSQYS1CCCGEEEJECUnOhRBCCCGEiBKSnAshhBBCCBElJDkXQgghhBAiSkhyLoQQQgghRJSQ5FwIIQRKqYqDLk9SSj0Vqf4IIURXJcm5EEIIIYQQUUKScyGEEIellOqhlPpMKbU89Lt7qP0lpdT59farCP3OUErNV0otVUqtUEr9LNR+qlJqgVJqsVLqLaVUTGSekRBCRC9JzoUQQgDYQ8n0UqXUUuD+etc9BbyitR4MvAZMb+a+fg18pLUeAhwDLFVKJQN/BE7WWg8juIrqzWF+DkII0eGZIt0BIYQQUaE6lEwDwTHnBJfEBhgFnBfangU82sx9LQReUEqZgX9prZcqpcYA+cDXSikAC7AgbL0XQohOQpJzIYQQLaVDv32EzsCqYMZtAdBaz1dKnQicCcxSSv0ZKAE+0VpfFIH+CiFEhyHDWoQQQjTnG+DC0PbFwFeh7S1AQWj7bMAMwTHqQKHW+lngeWAY8C1wvFKqd2gfh1Kqz1HpvRBCdCBy5FwIIURzric4TGUqsBeYHGp/FnhfKfU98BlQGWofC0xVSnmBCuBSrfXe0FCZN5RS1tB+fwTWHZ2nIIQQHYPSWje/lxBCCCGEEKLdybAWIYQQQgghooQk50IIIYQQQkQJSc6FEEIIIYSIEpKcCyGEEEIIESUkORdCCCGEECJKSHIuhBBCCCFElJDkXAghhBBCiCghybkQQgghhBBR4v8Bln7dnkTSAzUAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "sns.scatterplot(data=df_pred.drop('Dif',axis=1),palette=\"Set1\",sizes=(15,20))\n", + "plt.title('Sklearn LinearRegression')\n", + "plt.xlabel('House')\n", + "plt.ylabel('Price');" + ] + }, + { + "cell_type": "markdown", + "id": "9eccdfd3-9cef-4fa0-b8cd-0670c33fff7f", + "metadata": {}, + "source": [ + "### 6.2 Ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "id": "af10f295-b3b8-4867-94d9-f1315563b700", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Ridge()" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ridge = Ridge()\n", + "ridge.fit(x_train,y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 203, + "id": "a2b25963-a9ee-484b-9ad1-ca50eb0d766c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
ActualPredDif
1058335000360990.39647125990.396471
11345000385259.15200740259.152007
464124000110849.058279-13150.941721
521150000142146.676903-7853.323097
1367127000139561.99238312561.992383
............
604221000208336.601196-12663.398804
965178900177738.391390-1161.608610
1070135000118251.845212-16748.154788
513134000155314.93546121314.935461
238318000292600.642167-25399.357833
\n", + "

438 rows × 3 columns

\n", + "
" + ], + "text/plain": [ + " Actual Pred Dif\n", + "1058 335000 360990.396471 25990.396471\n", + "11 345000 385259.152007 40259.152007\n", + "464 124000 110849.058279 -13150.941721\n", + "521 150000 142146.676903 -7853.323097\n", + "1367 127000 139561.992383 12561.992383\n", + "... ... ... ...\n", + "604 221000 208336.601196 -12663.398804\n", + "965 178900 177738.391390 -1161.608610\n", + "1070 135000 118251.845212 -16748.154788\n", + "513 134000 155314.935461 21314.935461\n", + "238 318000 292600.642167 -25399.357833\n", + "\n", + "[438 rows x 3 columns]" + ] + }, + "execution_count": 203, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pred_ridge = ridge.predict(x_test)\n", + "\n", + "df_pred_ridge = pd.DataFrame({'Actual':y_test, 'Pred':pred_ridge,'Dif':pred_ridge-y_test})\n", + "df_pred_ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 204, + "id": "5fa01e73-44e1-4198-8f49-3a4c94cd9a26", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "sns.scatterplot(data=df_pred_ridge.drop('Dif',axis=1),palette=\"Set1\",sizes=(15,20))\n", + "plt.title('Ridge LinearRegression')\n", + "plt.xlabel('House')\n", + "plt.ylabel('Price');" + ] + }, + { + "cell_type": "code", + "execution_count": 209, + "id": "82b5512d-c5dc-4669-8d34-0c64d3468ce6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.834054343804824" + ] + }, + "execution_count": 209, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "r2_ridge = ridge.score(x_test,y_test)\n", + "r2_ridge" + ] + }, + { + "cell_type": "code", + "execution_count": 213, + "id": "904fe5f7-36ea-41f2-a52a-16dbb9459746", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
SklearnRidge
R2 Test0.834140.834054
\n", + "
" + ], + "text/plain": [ + " Sklearn Ridge\n", + "R2 Test 0.83414 0.834054" + ] + }, + "execution_count": 213, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame([[r2_sk,r2_ridge]],columns=['Sklearn','Ridge'],index=['R2 Test'])" + ] + }, + { + "cell_type": "markdown", + "id": "eb9749f6-26eb-4f4b-a271-5f7add505db3", + "metadata": {}, + "source": [ + "The Lineal Regression that appears to be a better fit according to the R2 is the one obtained with Sklearn." + ] + }, + { + "cell_type": "markdown", + "id": "701f9bee-65e7-4ced-9018-2e9c06bf11a3", + "metadata": {}, + "source": [ + "## Source\n", + "\n", + "##### De Cock, D. . (Unknown). House Prices - Advanced Regression Techniques. July 26 th 2022, from kaggle Web Site: https://www.kaggle.com/competitions/house-prices-advanced-regression-techniques/data?select=train.csv\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/train.csv b/train.csv new file mode 100644 index 0000000..d68e0d7 --- /dev/null +++ b/train.csv @@ -0,0 +1,1461 @@ +Id,MSSubClass,MSZoning,LotFrontage,LotArea,Street,Alley,LotShape,LandContour,Utilities,LotConfig,LandSlope,Neighborhood,Condition1,Condition2,BldgType,HouseStyle,OverallQual,OverallCond,YearBuilt,YearRemodAdd,RoofStyle,RoofMatl,Exterior1st,Exterior2nd,MasVnrType,MasVnrArea,ExterQual,ExterCond,Foundation,BsmtQual,BsmtCond,BsmtExposure,BsmtFinType1,BsmtFinSF1,BsmtFinType2,BsmtFinSF2,BsmtUnfSF,TotalBsmtSF,Heating,HeatingQC,CentralAir,Electrical,1stFlrSF,2ndFlrSF,LowQualFinSF,GrLivArea,BsmtFullBath,BsmtHalfBath,FullBath,HalfBath,BedroomAbvGr,KitchenAbvGr,KitchenQual,TotRmsAbvGrd,Functional,Fireplaces,FireplaceQu,GarageType,GarageYrBlt,GarageFinish,GarageCars,GarageArea,GarageQual,GarageCond,PavedDrive,WoodDeckSF,OpenPorchSF,EnclosedPorch,3SsnPorch,ScreenPorch,PoolArea,PoolQC,Fence,MiscFeature,MiscVal,MoSold,YrSold,SaleType,SaleCondition,SalePrice +1,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,706,Unf,0,150,856,GasA,Ex,Y,SBrkr,856,854,0,1710,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,548,TA,TA,Y,0,61,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,208500 +2,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,1Story,6,8,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,978,Unf,0,284,1262,GasA,Ex,Y,SBrkr,1262,0,0,1262,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,181500 +3,60,RL,68,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,162,Gd,TA,PConc,Gd,TA,Mn,GLQ,486,Unf,0,434,920,GasA,Ex,Y,SBrkr,920,866,0,1786,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,223500 +4,70,RL,60,9550,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,5,1915,1970,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,Gd,No,ALQ,216,Unf,0,540,756,GasA,Gd,Y,SBrkr,961,756,0,1717,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1998,Unf,3,642,TA,TA,Y,0,35,272,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,140000 +5,60,RL,84,14260,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Gd,TA,Av,GLQ,655,Unf,0,490,1145,GasA,Ex,Y,SBrkr,1145,1053,0,2198,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,2000,RFn,3,836,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,250000 +6,50,RL,85,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1993,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Wood,Gd,TA,No,GLQ,732,Unf,0,64,796,GasA,Ex,Y,SBrkr,796,566,0,1362,1,0,1,1,1,1,TA,5,Typ,0,NA,Attchd,1993,Unf,2,480,TA,TA,Y,40,30,0,320,0,0,NA,MnPrv,Shed,700,10,2009,WD,Normal,143000 +7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000 +8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000 +9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900 +10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000 +11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500 +12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000 +13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000 +14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500 +15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000 +16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000 +17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000 +18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000 +19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000 +20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000 +21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300 +22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400 +23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000 +24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900 +25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000 +26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300 +27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800 +28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000 +29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500 +30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500 +31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000 +32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350 +33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900 +34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500 +35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500 +36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000 +37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000 +38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000 +39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000 +40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000 +41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000 +42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000 +43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000 +44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250 +45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000 +46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900 +47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686 +48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700 +49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000 +50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000 +51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000 +52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500 +53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000 +54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000 +55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000 +56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500 +57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500 +58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500 +59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780 +60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900 +61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000 +62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000 +63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500 +64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000 +65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500 +66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000 +67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000 +68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000 +69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000 +70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000 +71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000 +72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500 +73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000 +74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900 +75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400 +76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000 +77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750 +78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000 +79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500 +80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000 +81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500 +82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500 +83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000 +84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500 +85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500 +86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000 +87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500 +89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000 +90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600 +91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900 +92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600 +93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500 +94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900 +95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750 +96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000 +97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000 +98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750 +99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000 +100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950 +101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000 +102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000 +103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964 +104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900 +105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500 +106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000 +107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000 +108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000 +109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000 +110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000 +111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900 +112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000 +113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970 +114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000 +115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500 +116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000 +118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000 +119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000 +120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990 +121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000 +122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000 +123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000 +124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900 +125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000 +126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500 +127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000 +128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000 +129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000 +130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000 +131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000 +132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000 +133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750 +134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000 +135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000 +136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000 +137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000 +138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000 +139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000 +140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500 +141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000 +142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000 +143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000 +144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000 +145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000 +146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000 +148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500 +149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000 +150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402 +153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000 +154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000 +155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000 +156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000 +157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500 +158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500 +159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900 +160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000 +161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500 +162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500 +163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000 +164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200 +165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000 +166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500 +167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000 +168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624 +169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500 +170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000 +171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500 +172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000 +173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000 +174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000 +175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000 +176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000 +177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000 +178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500 +179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837 +180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000 +181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000 +182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100 +183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000 +184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000 +185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000 +186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000 +187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000 +188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000 +189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337 +190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000 +191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000 +192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000 +193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000 +194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000 +195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000 +196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500 +197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872 +198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000 +199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000 +200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900 +201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000 +202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500 +203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000 +204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000 +205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000 +206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500 +207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900 +208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000 +209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000 +210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000 +211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000 +212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000 +213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678 +214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000 +215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750 +216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450 +217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000 +218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000 +219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500 +220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240 +221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900 +222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000 +223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900 +224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000 +225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250 +226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000 +227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000 +228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000 +229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000 +230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500 +231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000 +232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000 +233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500 +234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200 +235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500 +236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500 +237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500 +238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500 +239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000 +240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000 +241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500 +242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500 +243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000 +244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000 +245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000 +246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500 +247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000 +248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000 +250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000 +251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500 +252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000 +253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000 +254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000 +255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000 +256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500 +258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000 +259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500 +260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000 +261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000 +262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000 +263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000 +264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000 +265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000 +266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500 +267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000 +268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500 +269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500 +270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000 +271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000 +272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500 +273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000 +274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000 +275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500 +276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000 +278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000 +279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298 +280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000 +281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500 +282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000 +283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500 +284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600 +285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200 +286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700 +287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000 +288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000 +289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000 +290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575 +291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230 +292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900 +293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000 +294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000 +295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000 +296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500 +297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000 +298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000 +299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000 +300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500 +301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000 +302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000 +303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000 +304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900 +305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000 +306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900 +307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000 +308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500 +309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500 +310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000 +311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600 +312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000 +313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900 +314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000 +315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000 +316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500 +317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000 +318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000 +319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000 +320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500 +321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643 +322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000 +323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000 +324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175 +325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000 +326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000 +327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000 +328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250 +329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500 +330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000 +331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000 +332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000 +333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000 +334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000 +335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000 +336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950 +337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426 +338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000 +339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500 +340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900 +342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000 +343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500 +344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000 +345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000 +346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200 +347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500 +348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500 +349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000 +350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154 +351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061 +352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000 +353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000 +354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900 +355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500 +357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000 +359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000 +360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000 +361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000 +362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000 +363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500 +364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000 +365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000 +366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000 +368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000 +369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000 +370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000 +371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400 +372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432 +373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000 +374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000 +375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500 +376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000 +377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000 +378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000 +379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432 +380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000 +381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000 +382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750 +383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500 +384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000 +385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000 +386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000 +387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000 +388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000 +389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000 +390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000 +391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000 +392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500 +394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000 +395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000 +396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000 +397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000 +398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500 +399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000 +400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000 +401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500 +402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990 +403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000 +404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000 +405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000 +406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000 +407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000 +408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000 +409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000 +410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750 +411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000 +412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000 +413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000 +414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000 +415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000 +416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134 +417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500 +418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000 +419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000 +420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000 +421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300 +422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000 +424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000 +425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000 +426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000 +427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000 +428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008 +429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400 +430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000 +431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400 +432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900 +433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500 +434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000 +435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000 +436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000 +437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000 +438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000 +439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350 +440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000 +441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000 +442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000 +443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900 +444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500 +445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000 +446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500 +447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900 +449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500 +450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000 +451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000 +452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000 +453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000 +454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000 +455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000 +456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500 +457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000 +458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000 +459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000 +460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435 +462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000 +463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383 +464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700 +465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000 +466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740 +467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000 +468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500 +469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000 +470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000 +471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000 +472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000 +473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000 +474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000 +475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000 +476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500 +477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900 +478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000 +479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000 +480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471 +481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000 +482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000 +483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000 +485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500 +486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000 +488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000 +489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000 +490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000 +491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000 +492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000 +493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785 +494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300 +496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900 +497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000 +498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000 +499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000 +500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000 +501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000 +502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700 +503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000 +504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000 +505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000 +506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500 +507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000 +508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300 +509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000 +510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500 +511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900 +512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665 +513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000 +515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500 +516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861 +517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000 +518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000 +519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000 +520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000 +521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250 +522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000 +523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000 +524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750 +525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750 +526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000 +527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000 +528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261 +529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000 +530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624 +531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000 +532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500 +534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300 +535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000 +536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500 +537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000 +538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250 +539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000 +540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000 +541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000 +542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000 +543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250 +544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000 +545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665 +546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000 +547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000 +548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500 +549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000 +550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000 +551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000 +552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500 +553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500 +554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000 +555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000 +556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000 +557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000 +558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000 +559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000 +560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000 +561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500 +562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000 +563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000 +564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000 +566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000 +567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000 +568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000 +569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600 +570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960 +571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600 +572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000 +573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500 +574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000 +575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000 +576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500 +577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000 +578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500 +579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000 +580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500 +581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900 +582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293 +583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500 +584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000 +585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000 +586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900 +587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000 +588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000 +589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000 +590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500 +591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900 +592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950 +593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000 +594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000 +595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000 +596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000 +597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504 +598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201 +599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500 +600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000 +601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000 +602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000 +603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000 +604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000 +605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000 +606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000 +608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000 +609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100 +610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500 +611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000 +612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000 +613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500 +614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000 +615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500 +616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500 +617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200 +618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500 +619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813 +620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000 +621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000 +622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000 +623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000 +624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500 +625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150 +626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000 +627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900 +628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000 +629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000 +630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500 +631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000 +632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500 +633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500 +634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400 +635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000 +636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000 +637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000 +638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000 +639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000 +640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561 +641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000 +642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000 +643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000 +644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000 +645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878 +646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250 +647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300 +648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000 +650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500 +651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950 +652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000 +653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000 +654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000 +655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000 +656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000 +657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500 +658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000 +659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500 +660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000 +661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900 +662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000 +663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500 +665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000 +666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500 +667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000 +668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500 +669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000 +670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500 +671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500 +672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600 +673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000 +674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500 +675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000 +676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500 +677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000 +678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500 +679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500 +680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500 +681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434 +683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000 +684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000 +685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000 +686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500 +687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875 +688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800 +689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000 +690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700 +691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000 +692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000 +693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000 +694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480 +695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500 +696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000 +697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000 +698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500 +699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500 +700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000 +701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500 +702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000 +703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919 +704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000 +705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000 +706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000 +707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000 +709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540 +710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900 +711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000 +712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776 +713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000 +715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500 +716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000 +717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500 +718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000 +719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000 +720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500 +721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000 +722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500 +724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000 +725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000 +726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500 +727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000 +728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500 +729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000 +730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000 +731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500 +732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500 +733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500 +734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400 +735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000 +736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000 +737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500 +738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900 +739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000 +740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000 +741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000 +742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000 +743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000 +744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000 +745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000 +746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800 +747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000 +748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979 +749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400 +750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000 +751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500 +752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000 +753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000 +754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500 +755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000 +756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500 +757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000 +758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900 +759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400 +760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000 +761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500 +762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000 +763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200 +764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000 +765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000 +766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132 +767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500 +768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000 +769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837 +770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000 +771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900 +772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000 +773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000 +774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500 +775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000 +776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000 +777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500 +778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500 +779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000 +780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000 +781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900 +783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100 +784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500 +785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500 +787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000 +788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000 +789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900 +790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500 +791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200 +792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800 +793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790 +794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000 +795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500 +796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000 +797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500 +798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000 +799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000 +800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000 +801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000 +802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900 +803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933 +805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000 +806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680 +807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500 +808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500 +809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950 +810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000 +811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000 +812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500 +813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993 +814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900 +815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000 +816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900 +817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000 +818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000 +819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000 +820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000 +821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000 +822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000 +823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000 +824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500 +825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600 +826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000 +827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500 +828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000 +829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000 +830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400 +831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000 +832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000 +833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000 +834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000 +835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950 +836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000 +837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500 +838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000 +839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000 +840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500 +841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000 +842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500 +843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900 +844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000 +845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900 +846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000 +847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000 +848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500 +849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000 +850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000 +851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500 +852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000 +853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000 +854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000 +855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000 +856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000 +857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000 +858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000 +860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000 +861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950 +862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500 +863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000 +864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500 +865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580 +866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500 +867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900 +868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000 +869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000 +870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000 +871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500 +872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500 +873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000 +874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000 +875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500 +876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477 +877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250 +878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000 +879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000 +880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500 +881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000 +882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500 +883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000 +884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500 +885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000 +886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900 +887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000 +888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500 +889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000 +890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500 +891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900 +892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500 +893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500 +894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000 +895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858 +896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500 +898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953 +899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657 +900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000 +901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000 +902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000 +903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000 +905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500 +906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000 +907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000 +908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000 +909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000 +910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300 +912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500 +913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000 +914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733 +916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000 +917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311 +918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000 +919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000 +920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500 +921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000 +922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900 +923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990 +924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000 +925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500 +926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000 +927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000 +928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000 +929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500 +930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000 +931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000 +932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500 +933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000 +934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000 +935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000 +936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900 +937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900 +938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000 +939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799 +940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400 +941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900 +942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000 +943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000 +944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000 +945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500 +946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900 +947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000 +948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000 +949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500 +950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500 +951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000 +952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900 +953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900 +954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000 +955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500 +956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000 +958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000 +959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000 +960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000 +961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500 +962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000 +963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000 +964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000 +965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900 +966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900 +967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000 +968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000 +969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900 +970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000 +971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000 +972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500 +974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000 +975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500 +976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000 +977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500 +978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900 +979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000 +980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000 +981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400 +982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000 +983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895 +984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900 +985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000 +986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000 +987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000 +988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192 +989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000 +990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000 +991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000 +992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000 +993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000 +994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900 +995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500 +996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600 +997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500 +998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000 +999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000 +1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000 +1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000 +1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000 +1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000 +1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905 +1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000 +1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900 +1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500 +1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000 +1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000 +1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000 +1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000 +1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000 +1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000 +1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000 +1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200 +1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000 +1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000 +1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500 +1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000 +1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490 +1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000 +1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000 +1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000 +1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000 +1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000 +1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500 +1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500 +1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077 +1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000 +1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000 +1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000 +1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000 +1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000 +1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750 +1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000 +1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500 +1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000 +1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000 +1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000 +1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000 +1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000 +1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000 +1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280 +1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000 +1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600 +1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581 +1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000 +1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000 +1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900 +1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485 +1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141 +1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000 +1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500 +1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000 +1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000 +1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850 +1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000 +1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000 +1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000 +1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500 +1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000 +1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000 +1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500 +1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000 +1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000 +1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000 +1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900 +1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400 +1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000 +1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000 +1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000 +1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500 +1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500 +1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000 +1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500 +1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000 +1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800 +1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900 +1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000 +1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000 +1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000 +1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000 +1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000 +1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500 +1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000 +1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500 +1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000 +1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500 +1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000 +1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900 +1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000 +1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500 +1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000 +1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000 +1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432 +1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000 +1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000 +1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000 +1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000 +1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000 +1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500 +1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000 +1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500 +1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000 +1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000 +1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900 +1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725 +1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000 +1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000 +1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000 +1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000 +1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500 +1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000 +1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000 +1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100 +1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000 +1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000 +1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700 +1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400 +1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900 +1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000 +1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000 +1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900 +1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000 +1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000 +1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000 +1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000 +1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000 +1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500 +1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500 +1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500 +1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000 +1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000 +1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000 +1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000 +1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000 +1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000 +1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000 +1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500 +1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870 +1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000 +1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000 +1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000 +1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000 +1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500 +1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900 +1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000 +1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000 +1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900 +1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000 +1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500 +1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800 +1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000 +1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900 +1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000 +1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128 +1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000 +1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000 +1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959 +1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000 +1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170 +1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350 +1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000 +1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000 +1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000 +1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000 +1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000 +1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900 +1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500 +1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000 +1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000 +1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500 +1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000 +1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900 +1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000 +1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000 +1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500 +1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000 +1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000 +1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700 +1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900 +1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000 +1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000 +1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000 +1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000 +1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000 +1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000 +1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000 +1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000 +1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000 +1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000 +1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210 +1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000 +1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000 +1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000 +1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050 +1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900 +1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000 +1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000 +1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500 +1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900 +1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000 +1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000 +1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000 +1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000 +1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000 +1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000 +1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500 +1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000 +1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000 +1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456 +1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500 +1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500 +1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000 +1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000 +1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000 +1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900 +1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000 +1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000 +1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000 +1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000 +1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294 +1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000 +1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000 +1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500 +1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800 +1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000 +1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000 +1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887 +1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500 +1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000 +1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500 +1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900 +1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900 +1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328 +1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000 +1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000 +1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000 +1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000 +1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500 +1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900 +1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500 +1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000 +1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000 +1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750 +1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000 +1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000 +1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400 +1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500 +1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500 +1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900 +1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000 +1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000 +1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000 +1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900 +1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500 +1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500 +1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000 +1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900 +1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500 +1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000 +1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000 +1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000 +1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750 +1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000 +1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000 +1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000 +1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000 +1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000 +1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900 +1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000 +1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400 +1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000 +1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500 +1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000 +1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000 +1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500 +1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000 +1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000 +1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000 +1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000 +1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500 +1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500 +1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500 +1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900 +1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500 +1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000 +1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000 +1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000 +1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000 +1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000 +1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500 +1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000 +1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000 +1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000 +1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500 +1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000 +1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000 +1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200 +1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000 +1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000 +1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168 +1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000 +1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900 +1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493 +1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900 +1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000 +1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000 +1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500 +1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500 +1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500 +1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000 +1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000 +1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000 +1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500 +1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000 +1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500 +1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000 +1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500 +1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000 +1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500 +1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000 +1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900 +1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000 +1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500 +1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000 +1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500 +1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000 +1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000 +1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500 +1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000 +1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835 +1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500 +1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500 +1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463 +1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000 +1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000 +1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000 +1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000 +1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900 +1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000 +1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000 +1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000 +1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000 +1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900 +1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500 +1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000 +1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000 +1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000 +1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900 +1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932 +1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152 +1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000 +1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000 +1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000 +1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000 +1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000 +1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000 +1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500 +1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300 +1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500 +1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000 +1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000 +1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000 +1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000 +1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000 +1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500 +1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500 +1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500 +1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000 +1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000 +1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000 +1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500 +1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000 +1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000 +1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500 +1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000 +1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000 +1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000 +1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000 +1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000 +1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578 +1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213 +1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000 +1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500 +1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000 +1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450 +1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000 +1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000 +1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879 +1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922 +1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000 +1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000 +1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000 +1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000 +1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500 +1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000 +1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000 +1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000 +1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000 +1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000 +1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000 +1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900 +1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500 +1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000 +1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000 +1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000 +1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900 +1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500 +1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500 +1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970 +1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000 +1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000 +1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000 +1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000 +1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000 +1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900 +1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140 +1432,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,958,Unf,0,0,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1976,RFn,2,440,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143750 +1433,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1927,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,656,656,GasA,TA,Y,SBrkr,968,0,0,968,0,0,2,0,4,1,TA,5,Typ,0,NA,Detchd,1928,Unf,1,216,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,64500 +1434,60,RL,93,10261,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,318,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,962,830,0,1792,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,186500 +1435,20,RL,80,17400,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,936,Unf,0,190,1126,GasA,Fa,Y,SBrkr,1126,0,0,1126,1,0,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1977,RFn,2,484,TA,TA,P,295,41,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,160000 +1436,20,RL,80,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1962,2005,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,237,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1319,1319,GasA,TA,Y,SBrkr,1537,0,0,1537,1,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,462,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Abnorml,174000 +1437,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,616,Unf,0,248,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,120500 +1438,20,RL,96,12444,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,426,Ex,TA,PConc,Ex,TA,Av,GLQ,1336,Unf,0,596,1932,GasA,Ex,Y,SBrkr,1932,0,0,1932,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,774,TA,TA,Y,0,66,0,304,0,0,NA,NA,NA,0,11,2008,New,Partial,394617 +1439,20,RM,90,7407,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,7,1957,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,600,Unf,0,312,912,GasA,TA,Y,FuseA,1236,0,0,1236,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1957,Unf,2,923,TA,TA,Y,0,158,158,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,149700 +1440,60,RL,80,11584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1979,1979,Hip,CompShg,HdBoard,HdBoard,BrkFace,96,TA,TA,CBlock,TA,TA,No,GLQ,315,Rec,110,114,539,GasA,TA,Y,SBrkr,1040,685,0,1725,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1979,RFn,2,550,TA,TA,Y,0,88,216,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197000 +1441,70,RL,79,11526,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2.5Fin,6,7,1922,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Ex,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,1423,748,384,2555,0,0,2,0,3,1,TA,11,Min1,1,Gd,Detchd,1993,Fin,2,672,TA,TA,Y,431,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,191000 +1442,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Av,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,149300 +1443,60,FV,85,11003,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Av,GLQ,765,Unf,0,252,1017,GasA,Ex,Y,SBrkr,1026,981,0,2007,1,0,2,1,3,1,Ex,10,Typ,1,Ex,Attchd,2008,Fin,3,812,TA,TA,Y,168,52,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,310000 +1444,30,RL,NA,8854,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,6,1916,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,Grav,Fa,N,FuseF,952,0,0,952,0,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1916,Unf,1,192,Fa,Po,P,0,98,0,0,40,0,NA,NA,NA,0,5,2009,WD,Normal,121000 +1445,20,RL,63,8500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,106,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1422,1422,GasA,Ex,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,626,TA,TA,Y,192,60,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,179600 +1446,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Gd,LwQ,187,Rec,627,0,814,GasA,Gd,Y,SBrkr,913,0,0,913,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,240,TA,TA,Y,0,0,252,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1447,20,RL,NA,26142,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,TA,TA,No,Rec,593,Unf,0,595,1188,GasA,TA,Y,SBrkr,1188,0,0,1188,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,312,TA,TA,P,261,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,157900 +1448,60,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,438,Gd,TA,PConc,Gd,TA,No,GLQ,1079,Unf,0,141,1220,GasA,Ex,Y,SBrkr,1220,870,0,2090,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,556,TA,TA,Y,0,65,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,240000 +1449,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,4,7,1910,2000,Gable,CompShg,MetalSd,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Gd,N,SBrkr,796,550,0,1346,0,0,1,1,2,1,TA,6,Min2,0,NA,Detchd,1950,Unf,1,384,Fa,TA,Y,168,24,0,0,0,0,NA,GdWo,NA,0,5,2007,WD,Normal,112000 +1450,180,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,5,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,553,Unf,0,77,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Ex,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml,92000 +1451,90,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,2Story,5,5,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,TA,Y,SBrkr,896,896,0,1792,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,32,45,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,136000 +1452,20,RL,78,9262,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,CemntBd,CmentBd,Stone,194,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1573,1573,GasA,Ex,Y,SBrkr,1578,0,0,1578,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,840,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial,287090 +1453,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1454,20,RL,90,17217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1140,1140,GasA,Ex,Y,SBrkr,1140,0,0,1140,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,36,56,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,84500 +1455,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,811,1221,GasA,Ex,Y,SBrkr,1221,0,0,1221,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,400,TA,TA,Y,0,113,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,185000 +1456,60,RL,62,7917,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,694,0,1647,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,175000 +1457,20,RL,85,13175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1988,Gable,CompShg,Plywood,Plywood,Stone,119,TA,TA,CBlock,Gd,TA,No,ALQ,790,Rec,163,589,1542,GasA,TA,Y,SBrkr,2073,0,0,2073,1,0,2,0,3,1,TA,7,Min1,2,TA,Attchd,1978,Unf,2,500,TA,TA,Y,349,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,210000 +1458,70,RL,66,9042,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1941,2006,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,Gd,Stone,TA,Gd,No,GLQ,275,Unf,0,877,1152,GasA,Ex,Y,SBrkr,1188,1152,0,2340,0,0,2,0,4,1,Gd,9,Typ,2,Gd,Attchd,1941,RFn,1,252,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,Shed,2500,5,2010,WD,Normal,266500 +1459,20,RL,68,9717,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1996,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,49,Rec,1029,0,1078,GasA,Gd,Y,FuseA,1078,0,0,1078,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,366,0,112,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,142125 +1460,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,830,LwQ,290,136,1256,GasA,Gd,Y,SBrkr,1256,0,0,1256,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,276,TA,TA,Y,736,68,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,147500