From 1c021179c98f6e56b996e1df1af70f970b15aeff Mon Sep 17 00:00:00 2001 From: anahiolmos Date: Tue, 18 Oct 2022 01:48:46 -0500 Subject: [PATCH] Project 5 --- Project_5.ipynb | 11438 +++++++++++++++++++++++++++++++++++++++++ data_description.txt | 523 ++ train.csv | 1461 ++++++ 3 files changed, 13422 insertions(+) create mode 100644 Project_5.ipynb create mode 100644 data_description.txt create mode 100644 train.csv diff --git a/Project_5.ipynb b/Project_5.ipynb new file mode 100644 index 0000000..9afb9df --- /dev/null +++ b/Project_5.ipynb @@ -0,0 +1,11438 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "e3efdcf1", + "metadata": {}, + "source": [ + "# Statistical Analysis: Housing Prices" + ] + }, + { + "cell_type": "markdown", + "id": "4bc92261", + "metadata": {}, + "source": [ + "El objetivo es identificar las características que afectan los precios de venta de las casas y utilizar un modelo de regresión linear para predecir dichos precios." + ] + }, + { + "cell_type": "markdown", + "id": "9f67f4a1", + "metadata": {}, + "source": [ + "**Referencia:** \n", + "https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "5751411c", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "# pd.set_option('display.max_columns', None)\n", + "pd.set_option('display.max_rows', 500)\n", + "pd.set_option('display.max_columns', 500)\n", + "pd.set_option('display.width', 1000)\n", + "\n", + "from scipy import stats \n", + "\n", + "import matplotlib.pyplot as plt\n", + "import plotly.express as px\n", + "import seaborn as sns\n", + "\n", + "from scipy.stats import f_oneway\n", + "from scipy.stats import ttest_1samp\n", + "\n", + "import statsmodels.api as sm\n", + "from statsmodels.formula.api import ols\n", + "\n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.model_selection import train_test_split\n", + "from sklearn.linear_model import Ridge, Lasso\n", + "\n", + "#pd.options.plotting.backend = 'plotly'" + ] + }, + { + "cell_type": "markdown", + "id": "2252d891", + "metadata": {}, + "source": [ + "Importación y revisión de los datos\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "28c9790d", + "metadata": {}, + "outputs": [], + "source": [ + "df_original = pd.read_csv('train.csv')\n", + "df = df_original.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "80a2cf02", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 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\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg Lvl AllPub Inside Gtl CollgCr Norm Norm 1Fam 2Story 7 5 2003 2003 Gable CompShg VinylSd VinylSd BrkFace 196.0 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 NaN Attchd 2003.0 RFn 2 548 TA TA Y 0 61 0 0 0 0 NaN NaN NaN 0 2 2008 WD Normal 208500\n", + "1 2 20 RL 80.0 9600 Pave NaN Reg Lvl AllPub FR2 Gtl Veenker Feedr Norm 1Fam 1Story 6 8 1976 1976 Gable CompShg MetalSd MetalSd None 0.0 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 1976.0 RFn 2 460 TA TA Y 298 0 0 0 0 0 NaN NaN NaN 0 5 2007 WD Normal 181500\n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 Lvl AllPub Inside Gtl CollgCr Norm Norm 1Fam 2Story 7 5 2001 2002 Gable CompShg VinylSd VinylSd BrkFace 162.0 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 2001.0 RFn 2 608 TA TA Y 0 42 0 0 0 0 NaN NaN NaN 0 9 2008 WD Normal 223500\n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 Lvl AllPub Corner Gtl Crawfor Norm Norm 1Fam 2Story 7 5 1915 1970 Gable CompShg Wd Sdng Wd Shng None 0.0 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 1998.0 Unf 3 642 TA TA Y 0 35 272 0 0 0 NaN NaN NaN 0 2 2006 WD Abnorml 140000\n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 Lvl AllPub FR2 Gtl NoRidge Norm Norm 1Fam 2Story 8 5 2000 2000 Gable CompShg VinylSd VinylSd BrkFace 350.0 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 2000.0 RFn 3 836 TA TA Y 192 84 0 0 0 0 NaN NaN NaN 0 12 2008 WD Normal 250000\n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "1455 1456 60 RL 62.0 7917 Pave NaN Reg Lvl AllPub Inside Gtl Gilbert Norm Norm 1Fam 2Story 6 5 1999 2000 Gable CompShg VinylSd VinylSd None 0.0 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 1999.0 RFn 2 460 TA TA Y 0 40 0 0 0 0 NaN NaN NaN 0 8 2007 WD Normal 175000\n", + "1456 1457 20 RL 85.0 13175 Pave NaN Reg Lvl AllPub Inside Gtl NWAmes Norm Norm 1Fam 1Story 6 6 1978 1988 Gable CompShg Plywood Plywood Stone 119.0 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 1978.0 Unf 2 500 TA TA Y 349 0 0 0 0 0 NaN MnPrv NaN 0 2 2010 WD Normal 210000\n", + "1457 1458 70 RL 66.0 9042 Pave NaN Reg Lvl AllPub Inside Gtl Crawfor Norm Norm 1Fam 2Story 7 9 1941 2006 Gable CompShg CemntBd CmentBd None 0.0 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 1941.0 RFn 1 252 TA TA Y 0 60 0 0 0 0 NaN GdPrv Shed 2500 5 2010 WD Normal 266500\n", + "1458 1459 20 RL 68.0 9717 Pave NaN Reg Lvl AllPub Inside Gtl NAmes Norm Norm 1Fam 1Story 5 6 1950 1996 Hip CompShg MetalSd MetalSd None 0.0 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 NaN Attchd 1950.0 Unf 1 240 TA TA Y 366 0 112 0 0 0 NaN NaN NaN 0 4 2010 WD Normal 142125\n", + "1459 1460 20 RL 75.0 9937 Pave NaN Reg Lvl AllPub Inside Gtl Edwards Norm Norm 1Fam 1Story 5 6 1965 1965 Gable CompShg HdBoard HdBoard None 0.0 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 NaN Attchd 1965.0 Fin 1 276 TA TA Y 736 68 0 0 0 0 NaN NaN NaN 0 6 2008 WD Normal 147500\n", + "\n", + "[1460 rows x 81 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "786d26f3", + "metadata": { + "scrolled": true + }, + "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": 5, + "id": "8e3d7f7b", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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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% 50% 75% max\n", + "Id 1460.0 730.500000 421.610009 1.0 365.75 730.5 1095.25 1460.0\n", + "MSSubClass 1460.0 56.897260 42.300571 20.0 20.00 50.0 70.00 190.0\n", + "LotFrontage 1201.0 70.049958 24.284752 21.0 59.00 69.0 80.00 313.0\n", + "LotArea 1460.0 10516.828082 9981.264932 1300.0 7553.50 9478.5 11601.50 215245.0\n", + "OverallQual 1460.0 6.099315 1.382997 1.0 5.00 6.0 7.00 10.0\n", + "OverallCond 1460.0 5.575342 1.112799 1.0 5.00 5.0 6.00 9.0\n", + "YearBuilt 1460.0 1971.267808 30.202904 1872.0 1954.00 1973.0 2000.00 2010.0\n", + "YearRemodAdd 1460.0 1984.865753 20.645407 1950.0 1967.00 1994.0 2004.00 2010.0\n", + "MasVnrArea 1452.0 103.685262 181.066207 0.0 0.00 0.0 166.00 1600.0\n", + "BsmtFinSF1 1460.0 443.639726 456.098091 0.0 0.00 383.5 712.25 5644.0\n", + "BsmtFinSF2 1460.0 46.549315 161.319273 0.0 0.00 0.0 0.00 1474.0\n", + "BsmtUnfSF 1460.0 567.240411 441.866955 0.0 223.00 477.5 808.00 2336.0\n", + "TotalBsmtSF 1460.0 1057.429452 438.705324 0.0 795.75 991.5 1298.25 6110.0\n", + "1stFlrSF 1460.0 1162.626712 386.587738 334.0 882.00 1087.0 1391.25 4692.0\n", + "2ndFlrSF 1460.0 346.992466 436.528436 0.0 0.00 0.0 728.00 2065.0\n", + "LowQualFinSF 1460.0 5.844521 48.623081 0.0 0.00 0.0 0.00 572.0\n", + "GrLivArea 1460.0 1515.463699 525.480383 334.0 1129.50 1464.0 1776.75 5642.0\n", + "BsmtFullBath 1460.0 0.425342 0.518911 0.0 0.00 0.0 1.00 3.0\n", + "BsmtHalfBath 1460.0 0.057534 0.238753 0.0 0.00 0.0 0.00 2.0\n", + "FullBath 1460.0 1.565068 0.550916 0.0 1.00 2.0 2.00 3.0\n", + "HalfBath 1460.0 0.382877 0.502885 0.0 0.00 0.0 1.00 2.0\n", + "BedroomAbvGr 1460.0 2.866438 0.815778 0.0 2.00 3.0 3.00 8.0\n", + "KitchenAbvGr 1460.0 1.046575 0.220338 0.0 1.00 1.0 1.00 3.0\n", + "TotRmsAbvGrd 1460.0 6.517808 1.625393 2.0 5.00 6.0 7.00 14.0\n", + "Fireplaces 1460.0 0.613014 0.644666 0.0 0.00 1.0 1.00 3.0\n", + "GarageYrBlt 1379.0 1978.506164 24.689725 1900.0 1961.00 1980.0 2002.00 2010.0\n", + "GarageCars 1460.0 1.767123 0.747315 0.0 1.00 2.0 2.00 4.0\n", + "GarageArea 1460.0 472.980137 213.804841 0.0 334.50 480.0 576.00 1418.0\n", + "WoodDeckSF 1460.0 94.244521 125.338794 0.0 0.00 0.0 168.00 857.0\n", + "OpenPorchSF 1460.0 46.660274 66.256028 0.0 0.00 25.0 68.00 547.0\n", + "EnclosedPorch 1460.0 21.954110 61.119149 0.0 0.00 0.0 0.00 552.0\n", + "3SsnPorch 1460.0 3.409589 29.317331 0.0 0.00 0.0 0.00 508.0\n", + "ScreenPorch 1460.0 15.060959 55.757415 0.0 0.00 0.0 0.00 480.0\n", + "PoolArea 1460.0 2.758904 40.177307 0.0 0.00 0.0 0.00 738.0\n", + "MiscVal 1460.0 43.489041 496.123024 0.0 0.00 0.0 0.00 15500.0\n", + "MoSold 1460.0 6.321918 2.703626 1.0 5.00 6.0 8.00 12.0\n", + "YrSold 1460.0 2007.815753 1.328095 2006.0 2007.00 2008.0 2009.00 2010.0\n", + "SalePrice 1460.0 180921.195890 79442.502883 34900.0 129975.00 163000.0 214000.00 755000.0" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "961ff015", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 81)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "markdown", + "id": "481ddfd7", + "metadata": {}, + "source": [ + "Valores nulos\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8a4617c8", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "PoolQC 99.52\n", + "MiscFeature 96.30\n", + "Alley 93.77\n", + "Fence 80.75\n", + "FireplaceQu 47.26\n", + "LotFrontage 17.74\n", + "GarageYrBlt 5.55\n", + "GarageCond 5.55\n", + "GarageType 5.55\n", + "GarageFinish 5.55\n", + "GarageQual 5.55\n", + "BsmtFinType2 2.60\n", + "BsmtExposure 2.60\n", + "BsmtQual 2.53\n", + "BsmtCond 2.53\n", + "BsmtFinType1 2.53\n", + "MasVnrArea 0.55\n", + "MasVnrType 0.55\n", + "Electrical 0.07\n", + "Id 0.00\n", + "Functional 0.00\n", + "Fireplaces 0.00\n", + "KitchenQual 0.00\n", + "KitchenAbvGr 0.00\n", + "BedroomAbvGr 0.00\n", + "HalfBath 0.00\n", + "FullBath 0.00\n", + "BsmtHalfBath 0.00\n", + "TotRmsAbvGrd 0.00\n", + "GarageCars 0.00\n", + "GrLivArea 0.00\n", + "GarageArea 0.00\n", + "PavedDrive 0.00\n", + "WoodDeckSF 0.00\n", + "OpenPorchSF 0.00\n", + "EnclosedPorch 0.00\n", + "3SsnPorch 0.00\n", + "ScreenPorch 0.00\n", + "PoolArea 0.00\n", + "MiscVal 0.00\n", + "MoSold 0.00\n", + "YrSold 0.00\n", + "SaleType 0.00\n", + "SaleCondition 0.00\n", + "BsmtFullBath 0.00\n", + "HeatingQC 0.00\n", + "LowQualFinSF 0.00\n", + "LandSlope 0.00\n", + "OverallQual 0.00\n", + "HouseStyle 0.00\n", + "BldgType 0.00\n", + "Condition2 0.00\n", + "Condition1 0.00\n", + "Neighborhood 0.00\n", + "LotConfig 0.00\n", + "YearBuilt 0.00\n", + "Utilities 0.00\n", + "LandContour 0.00\n", + "LotShape 0.00\n", + "Street 0.00\n", + "LotArea 0.00\n", + "MSZoning 0.00\n", + "OverallCond 0.00\n", + "YearRemodAdd 0.00\n", + "2ndFlrSF 0.00\n", + "BsmtFinSF2 0.00\n", + "1stFlrSF 0.00\n", + "CentralAir 0.00\n", + "MSSubClass 0.00\n", + "Heating 0.00\n", + "TotalBsmtSF 0.00\n", + "BsmtUnfSF 0.00\n", + "BsmtFinSF1 0.00\n", + "RoofStyle 0.00\n", + "Foundation 0.00\n", + "ExterCond 0.00\n", + "ExterQual 0.00\n", + "Exterior2nd 0.00\n", + "Exterior1st 0.00\n", + "RoofMatl 0.00\n", + "SalePrice 0.00\n", + "dtype: float64" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def nan_values_columns(df):\n", + " '''\n", + " función para ordenar de manera descendente las columnas que tienen el mayor número de valores nulos.\n", + " '''\n", + " return(round((df.isnull().sum() / len(df)) *100, 2).sort_values(ascending=False))\n", + "\n", + "nan_values_columns(df)" + ] + }, + { + "cell_type": "markdown", + "id": "26183b99", + "metadata": {}, + "source": [ + "- PoolQC: Pool quality\n", + "- MiscFeature: Miscellaneous feature not covered in other categories\n", + "- Alley: Type of alley access to property\n", + "- Fence: Fence quality" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a578f71d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Alley', 'PoolQC', 'Fence', 'MiscFeature']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# nombres de columnas con valores nulos mayores al 80%\n", + "\n", + "nan_names_columns = [column for column in df.columns if df[column].isnull().sum() > 0.80 * len(df)]\n", + "\n", + "nan_names_columns" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "6ff0433b", + "metadata": {}, + "outputs": [], + "source": [ + "# drop columnas con valores nulos mayores al 80% y columna 'Id'\n", + "\n", + "df.drop(columns = nan_names_columns, inplace=True)\n", + "df.drop(columns = ['Id'], inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "10efd392", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 76)" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "782f36b9", + "metadata": {}, + "outputs": [], + "source": [ + "# rellenando los na con 0\n", + "\n", + "df.fillna(0, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "4b253454", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "MSSubClass 0.0\n", + "HalfBath 0.0\n", + "FireplaceQu 0.0\n", + "Fireplaces 0.0\n", + "Functional 0.0\n", + "TotRmsAbvGrd 0.0\n", + "KitchenQual 0.0\n", + "KitchenAbvGr 0.0\n", + "BedroomAbvGr 0.0\n", + "FullBath 0.0\n", + "MSZoning 0.0\n", + "BsmtHalfBath 0.0\n", + "BsmtFullBath 0.0\n", + "GrLivArea 0.0\n", + "LowQualFinSF 0.0\n", + "2ndFlrSF 0.0\n", + "1stFlrSF 0.0\n", + "Electrical 0.0\n", + "GarageType 0.0\n", + "GarageYrBlt 0.0\n", + "GarageFinish 0.0\n", + "GarageCars 0.0\n", + "SaleCondition 0.0\n", + "SaleType 0.0\n", + "YrSold 0.0\n", + "MoSold 0.0\n", + "MiscVal 0.0\n", + "PoolArea 0.0\n", + "ScreenPorch 0.0\n", + "3SsnPorch 0.0\n", + "EnclosedPorch 0.0\n", + "OpenPorchSF 0.0\n", + "WoodDeckSF 0.0\n", + "PavedDrive 0.0\n", + "GarageCond 0.0\n", + "GarageQual 0.0\n", + "GarageArea 0.0\n", + "CentralAir 0.0\n", + "HeatingQC 0.0\n", + "Heating 0.0\n", + "YearRemodAdd 0.0\n", + "OverallCond 0.0\n", + "OverallQual 0.0\n", + "HouseStyle 0.0\n", + "BldgType 0.0\n", + "Condition2 0.0\n", + "Condition1 0.0\n", + "Neighborhood 0.0\n", + "LandSlope 0.0\n", + "LotConfig 0.0\n", + "Utilities 0.0\n", + "LandContour 0.0\n", + "LotShape 0.0\n", + "Street 0.0\n", + "LotArea 0.0\n", + "LotFrontage 0.0\n", + "YearBuilt 0.0\n", + "RoofStyle 0.0\n", + "TotalBsmtSF 0.0\n", + "RoofMatl 0.0\n", + "BsmtUnfSF 0.0\n", + "BsmtFinSF2 0.0\n", + "BsmtFinType2 0.0\n", + "BsmtFinSF1 0.0\n", + "BsmtFinType1 0.0\n", + "BsmtExposure 0.0\n", + "BsmtCond 0.0\n", + "BsmtQual 0.0\n", + "Foundation 0.0\n", + "ExterCond 0.0\n", + "ExterQual 0.0\n", + "MasVnrArea 0.0\n", + "MasVnrType 0.0\n", + "Exterior2nd 0.0\n", + "Exterior1st 0.0\n", + "SalePrice 0.0\n", + "dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# verificando los nulos\n", + "\n", + "round((df.isnull().sum() / len(df)) * 100, 2).sort_values(ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "748a6c02", + "metadata": {}, + "source": [ + "Sale Price\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "a0dee72f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "El promedio de Sale Price es 180921.2 y su desviación estandar es 79442.5\n" + ] + } + ], + "source": [ + "saleprice_data = df['SalePrice']\n", + "mu = saleprice_data.mean()\n", + "sigma = saleprice_data.std()\n", + "\n", + "print(f'El promedio de Sale Price es {round(mu, 2)} y su desviación estandar es {round(sigma, 2)}')" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2479269c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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4RLPaveIR1LvlAllPubFR2GtlNoRidgeNormNorm1Fam2StoryGableCompShgVinylSdVinylSdBrkFaceGdTAPConcGdTAAvGLQUnfGasAExYSBrkrGdTypTAAttchdRFnTATAYWDNormal
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" + ], + "text/plain": [ + " MSZoning Street LotShape LandContour Utilities LotConfig LandSlope Neighborhood Condition1 Condition2 BldgType HouseStyle RoofStyle RoofMatl Exterior1st Exterior2nd MasVnrType ExterQual ExterCond Foundation BsmtQual BsmtCond BsmtExposure BsmtFinType1 BsmtFinType2 Heating HeatingQC CentralAir Electrical KitchenQual Functional FireplaceQu GarageType GarageFinish GarageQual GarageCond PavedDrive SaleType SaleCondition\n", + "0 RL Pave Reg Lvl AllPub Inside Gtl CollgCr Norm Norm 1Fam 2Story Gable CompShg VinylSd VinylSd BrkFace Gd TA PConc Gd TA No GLQ Unf GasA Ex Y SBrkr Gd Typ 0 Attchd RFn TA TA Y WD Normal\n", + "1 RL Pave Reg Lvl AllPub FR2 Gtl Veenker Feedr Norm 1Fam 1Story Gable CompShg MetalSd MetalSd None TA TA CBlock Gd TA Gd ALQ Unf GasA Ex Y SBrkr TA Typ TA Attchd RFn TA TA Y WD Normal\n", + "2 RL Pave IR1 Lvl AllPub Inside Gtl CollgCr Norm Norm 1Fam 2Story Gable CompShg VinylSd VinylSd BrkFace Gd TA PConc Gd TA Mn GLQ Unf GasA Ex Y SBrkr Gd Typ TA Attchd RFn TA TA Y WD Normal\n", + "3 RL Pave IR1 Lvl AllPub Corner Gtl Crawfor Norm Norm 1Fam 2Story Gable CompShg Wd Sdng Wd Shng None TA TA BrkTil TA Gd No ALQ Unf GasA Gd Y SBrkr Gd Typ Gd Detchd Unf TA TA Y WD Abnorml\n", + "4 RL Pave IR1 Lvl AllPub FR2 Gtl NoRidge Norm Norm 1Fam 2Story Gable CompShg VinylSd VinylSd BrkFace Gd TA PConc Gd TA Av GLQ Unf GasA Ex Y SBrkr Gd Typ TA Attchd RFn TA TA Y WD Normal" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "categorical_data.head(5)" + ] + }, + { + "cell_type": "markdown", + "id": "40219e3b", + "metadata": {}, + "source": [ + "Correlaciones\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "7b3ec491", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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MSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2BsmtUnfSFTotalBsmtSF1stFlrSF2ndFlrSFLowQualFinSFGrLivAreaBsmtFullBathBsmtHalfBathFullBathHalfBathBedroomAbvGrKitchenAbvGrTotRmsAbvGrdFireplacesGarageYrBltGarageCarsGarageAreaWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMiscValMoSoldYrSoldSalePrice
MSSubClass1.000000-0.215023-0.1397810.032628-0.0593160.0278500.0405810.023573-0.069836-0.065649-0.140759-0.238518-0.2517580.3078860.0464740.0748530.003491-0.0023330.1316080.177354-0.0234380.2817210.040380-0.045569-0.080997-0.040110-0.098672-0.012579-0.006100-0.012037-0.043825-0.0260300.008283-0.007683-0.013585-0.021407-0.084284
LotFrontage-0.2150231.0000000.1007390.176561-0.0534570.0368530.0786860.1050100.076670-0.0093120.1608290.2382740.2451810.0425490.0499810.2203470.010514-0.0278560.120548-0.0129520.1444940.0344250.2213960.0440180.0193170.1652290.201473-0.0167800.0696050.0273660.0234990.0229690.114106-0.0596060.018942-0.0120940.209624
LotArea-0.1397810.1007391.0000000.105806-0.0056360.0142280.0137880.1033210.2141030.111170-0.0026180.2608330.2994750.0509860.0047790.2631160.1581550.0480460.1260310.0142590.119690-0.0177840.1900150.2713640.0725990.1548710.1804030.1716980.084774-0.0183400.0204230.0431600.0776720.0380680.001205-0.0142610.263843
OverallQual0.0326280.1765610.1058061.000000-0.0919320.5723230.5506840.4072520.239666-0.0591190.3081590.5378080.4762240.295493-0.0304290.5930070.111098-0.0401500.5506000.2734580.101676-0.1838820.4274520.3967650.2889980.6006710.5620220.2389230.308819-0.1139370.0303710.0648860.065166-0.0314060.070815-0.0273470.790982
OverallCond-0.059316-0.053457-0.005636-0.0919321.000000-0.3759830.073741-0.125694-0.0462310.040229-0.136841-0.171098-0.1442030.0289420.025494-0.079686-0.0549420.117821-0.194149-0.0607690.012980-0.087001-0.057583-0.023820-0.006515-0.185758-0.151521-0.003334-0.0325890.0703560.0255040.054811-0.0019850.068777-0.0035110.043950-0.077856
YearBuilt0.0278500.0368530.0142280.572323-0.3759831.0000000.5928550.3116000.249503-0.0491070.1490400.3914520.2819860.010308-0.1837840.1990100.187599-0.0381620.4682710.242656-0.070651-0.1748000.0955890.1477160.2720290.5378500.4789540.2248800.188686-0.3872680.031355-0.0503640.004950-0.0343830.012398-0.0136180.522897
YearRemodAdd0.0405810.0786860.0137880.5506840.0737410.5928551.0000000.1765290.128451-0.0677590.1811330.2910660.2403790.140024-0.0624190.2873890.119470-0.0123370.4390460.183331-0.040581-0.1495980.1917400.1125810.1463570.4206220.3716000.2057260.226298-0.1939190.045286-0.0387400.005829-0.0102860.0214900.0357430.507101
MasVnrArea0.0235730.1050100.1033210.407252-0.1256940.3116000.1765291.0000000.261256-0.0713300.1138620.3600670.3398500.173800-0.0686280.3880520.0830100.0274030.2729990.1991080.102775-0.0384500.2795680.2470150.1326960.3619450.3708840.1599910.122528-0.1099070.0191440.0622480.011928-0.029512-0.006723-0.0083170.472614
BsmtFinSF1-0.0698360.0766700.2141030.239666-0.0462310.2495030.1284510.2612561.000000-0.050117-0.4952510.5223960.445863-0.137079-0.0645030.2081710.6492120.0674180.0585430.004262-0.107355-0.0810070.0443160.2600110.1158430.2240540.2969700.2043060.111761-0.1023030.0264510.0620210.1404910.003571-0.0157270.0143590.386420
BsmtFinSF2-0.065649-0.0093120.111170-0.0591190.040229-0.049107-0.067759-0.071330-0.0501171.000000-0.2092940.1048100.097117-0.0992600.014807-0.0096400.1586780.070948-0.076444-0.032148-0.015728-0.040751-0.0352270.0469210.035070-0.038264-0.0182270.0678980.0030930.036543-0.0299930.0888710.0417090.004940-0.0152110.031706-0.011378
BsmtUnfSF-0.1407590.160829-0.0026180.308159-0.1368410.1490400.1811330.113862-0.495251-0.2092941.0000000.4153600.3179870.0044690.0281670.240257-0.422900-0.0958040.288886-0.0411180.1666430.0300860.2506470.0515750.0427200.2141750.183303-0.0053160.129005-0.0025380.020764-0.012579-0.035092-0.0238370.034888-0.0412580.214479
TotalBsmtSF-0.2385180.2382740.2608330.537808-0.1710980.3914520.2910660.3600670.5223960.1048100.4153601.0000000.819530-0.174512-0.0332450.4548680.307351-0.0003150.323722-0.0488040.050450-0.0689010.2855730.3395190.1763590.4345850.4866650.2320190.247264-0.0954780.0373840.0844890.126053-0.0184790.013196-0.0149690.613581
1stFlrSF-0.2517580.2451810.2994750.476224-0.1442030.2819860.2403790.3398500.4458630.0971170.3179870.8195301.000000-0.202646-0.0142410.5660240.2446710.0019560.380637-0.1199160.1274010.0681010.4095160.4105310.1666420.4393170.4897820.2354590.211671-0.0652920.0561040.0887580.131525-0.0210960.031372-0.0136040.605852
2ndFlrSF0.3078860.0425490.0509860.2954930.0289420.0103080.1400240.173800-0.137079-0.0992600.004469-0.174512-0.2026461.0000000.0633530.687501-0.169494-0.0238550.4213780.6097070.5029010.0593060.6164230.1945610.0644020.1839260.1383470.0921650.2080260.061989-0.0243580.0406060.0814870.0161970.035164-0.0287000.319334
LowQualFinSF0.0464740.0499810.004779-0.0304290.025494-0.183784-0.062419-0.068628-0.0645030.0148070.028167-0.033245-0.0142410.0633531.0000000.134683-0.047143-0.005842-0.000710-0.0270800.1056070.0075220.131185-0.021272-0.146467-0.094480-0.067601-0.0254440.0182510.061081-0.0042960.0267990.062157-0.003793-0.022174-0.028921-0.025606
GrLivArea0.0748530.2203470.2631160.593007-0.0796860.1990100.2873890.3880520.208171-0.0096400.2402570.4548680.5660240.6875010.1346831.0000000.034836-0.0189180.6300120.4157720.5212700.1000630.8254890.4616790.1625430.4672470.4689970.2474330.3302240.0091130.0206430.1015100.170205-0.0024160.050240-0.0365260.708624
BsmtFullBath0.0034910.0105140.1581550.111098-0.0549420.1875990.1194700.0830100.6492120.158678-0.4229000.3073510.244671-0.169494-0.0471430.0348361.000000-0.147871-0.064512-0.030905-0.150673-0.041503-0.0532750.1379280.0492700.1318810.1791890.1753150.067341-0.049911-0.0001060.0231480.067616-0.023047-0.0253610.0670490.227122
BsmtHalfBath-0.002333-0.0278560.048046-0.0401500.117821-0.038162-0.0123370.0274030.0674180.070948-0.095804-0.0003150.001956-0.023855-0.005842-0.018918-0.1478711.000000-0.054536-0.0123400.046519-0.037944-0.0238360.0289760.016811-0.020891-0.0245360.040161-0.025324-0.0085550.0351140.0321210.020025-0.0073670.032873-0.046524-0.016844
FullBath0.1316080.1205480.1260310.550600-0.1941490.4682710.4390460.2729990.058543-0.0764440.2888860.3237220.3806370.421378-0.0007100.630012-0.064512-0.0545361.0000000.1363810.3632520.1331150.5547840.2436710.1374640.4696720.4056560.1877030.259977-0.1150930.035353-0.0081060.049604-0.0142900.055872-0.0196690.560664
HalfBath0.177354-0.0129520.0142590.273458-0.0607690.2426560.1833310.1991080.004262-0.032148-0.041118-0.048804-0.1199160.609707-0.0270800.415772-0.030905-0.0123400.1363811.0000000.226651-0.0682630.3434150.2036490.1171660.2191780.1635490.1080800.199740-0.095317-0.0049720.0724260.0223810.001290-0.009050-0.0102690.284108
BedroomAbvGr-0.0234380.1444940.1196900.1016760.012980-0.070651-0.0405810.102775-0.107355-0.0157280.1666430.0504500.1274010.5029010.1056070.521270-0.1506730.0465190.3632520.2266511.0000000.1985970.6766200.107570-0.0098500.0861060.0652530.0468540.0938100.041570-0.0244780.0443000.0707030.0077670.046544-0.0360140.168213
KitchenAbvGr0.2817210.034425-0.017784-0.183882-0.087001-0.174800-0.149598-0.038450-0.081007-0.0407510.030086-0.0689010.0681010.0593060.0075220.100063-0.041503-0.0379440.133115-0.0682630.1985971.0000000.256045-0.123936-0.157991-0.050634-0.064433-0.090130-0.0700910.037312-0.024600-0.051613-0.0145250.0623410.0265890.031687-0.135907
TotRmsAbvGrd0.0403800.2213960.1900150.427452-0.0575830.0955890.1917400.2795680.044316-0.0352270.2506470.2855730.4095160.6164230.1311850.825489-0.053275-0.0238360.5547840.3434150.6766200.2560451.0000000.3261140.0956070.3622890.3378220.1659840.2341920.004151-0.0066830.0593830.0837570.0247630.036907-0.0345160.533723
Fireplaces-0.0455690.0440180.2713640.396765-0.0238200.1477160.1125810.2470150.2600110.0469210.0515750.3395190.4105310.194561-0.0212720.4616790.1379280.0289760.2436710.2036490.107570-0.1239360.3261141.0000000.1862640.3007890.2691410.2000190.169405-0.0248220.0112570.1845300.0950740.0014090.046357-0.0240960.466929
GarageYrBlt-0.0809970.0193170.0725990.288998-0.0065150.2720290.1463570.1326960.1158430.0350700.0427200.1763590.1666420.064402-0.1464670.1625430.0492700.0168110.1374640.117166-0.009850-0.1579910.0956070.1862641.0000000.5980050.5607830.1173050.049877-0.0768220.0294010.0614160.015858-0.0066690.019151-0.0111340.261366
GarageCars-0.0401100.1652290.1548710.600671-0.1857580.5378500.4206220.3619450.224054-0.0382640.2141750.4345850.4393170.183926-0.0944800.4672470.131881-0.0208910.4696720.2191780.086106-0.0506340.3622890.3007890.5980051.0000000.8824750.2263420.213569-0.1514340.0357650.0504940.020934-0.0430800.040522-0.0391170.640409
GarageArea-0.0986720.2014730.1804030.562022-0.1515210.4789540.3716000.3708840.296970-0.0182270.1833030.4866650.4897820.138347-0.0676010.4689970.179189-0.0245360.4056560.1635490.065253-0.0644330.3378220.2691410.5607830.8824751.0000000.2246660.241435-0.1217770.0350870.0514120.061047-0.0274000.027974-0.0273780.623431
WoodDeckSF-0.012579-0.0167800.1716980.238923-0.0033340.2248800.2057260.1599910.2043060.067898-0.0053160.2320190.2354590.092165-0.0254440.2474330.1753150.0401610.1877030.1080800.046854-0.0901300.1659840.2000190.1173050.2263420.2246661.0000000.058661-0.125989-0.032771-0.0741810.073378-0.0095510.0210110.0222700.324413
OpenPorchSF-0.0061000.0696050.0847740.308819-0.0325890.1886860.2262980.1225280.1117610.0030930.1290050.2472640.2116710.2080260.0182510.3302240.067341-0.0253240.2599770.1997400.093810-0.0700910.2341920.1694050.0498770.2135690.2414350.0586611.000000-0.093079-0.0058420.0743040.060762-0.0185840.071255-0.0576190.315856
EnclosedPorch-0.0120370.027366-0.018340-0.1139370.070356-0.387268-0.193919-0.109907-0.1023030.036543-0.002538-0.095478-0.0652920.0619890.0610810.009113-0.049911-0.008555-0.115093-0.0953170.0415700.0373120.004151-0.024822-0.076822-0.151434-0.121777-0.125989-0.0930791.000000-0.037305-0.0828640.0542030.018361-0.028887-0.009916-0.128578
3SsnPorch-0.0438250.0234990.0204230.0303710.0255040.0313550.0452860.0191440.026451-0.0299930.0207640.0373840.056104-0.024358-0.0042960.020643-0.0001060.0351140.035353-0.004972-0.024478-0.024600-0.0066830.0112570.0294010.0357650.035087-0.032771-0.005842-0.0373051.000000-0.031436-0.0079920.0003540.0294740.0186450.044584
ScreenPorch-0.0260300.0229690.0431600.0648860.054811-0.050364-0.0387400.0622480.0620210.088871-0.0125790.0844890.0887580.0406060.0267990.1015100.0231480.032121-0.0081060.0724260.044300-0.0516130.0593830.1845300.0614160.0504940.051412-0.0741810.074304-0.082864-0.0314361.0000000.0513070.0319460.0232170.0106940.111447
PoolArea0.0082830.1141060.0776720.065166-0.0019850.0049500.0058290.0119280.1404910.041709-0.0350920.1260530.1315250.0814870.0621570.1702050.0676160.0200250.0496040.0223810.070703-0.0145250.0837570.0950740.0158580.0209340.0610470.0733780.0607620.054203-0.0079920.0513071.0000000.029669-0.033737-0.0596890.092404
MiscVal-0.007683-0.0596060.038068-0.0314060.068777-0.034383-0.010286-0.0295120.0035710.004940-0.023837-0.018479-0.0210960.016197-0.003793-0.002416-0.023047-0.007367-0.0142900.0012900.0077670.0623410.0247630.001409-0.006669-0.043080-0.027400-0.009551-0.0185840.0183610.0003540.0319460.0296691.000000-0.0064950.004906-0.021190
MoSold-0.0135850.0189420.0012050.070815-0.0035110.0123980.021490-0.006723-0.015727-0.0152110.0348880.0131960.0313720.035164-0.0221740.050240-0.0253610.0328730.055872-0.0090500.0465440.0265890.0369070.0463570.0191510.0405220.0279740.0210110.071255-0.0288870.0294740.023217-0.033737-0.0064951.000000-0.1457210.046432
YrSold-0.021407-0.012094-0.014261-0.0273470.043950-0.0136180.035743-0.0083170.0143590.031706-0.041258-0.014969-0.013604-0.028700-0.028921-0.0365260.067049-0.046524-0.019669-0.010269-0.0360140.031687-0.034516-0.024096-0.011134-0.039117-0.0273780.022270-0.057619-0.0099160.0186450.010694-0.0596890.004906-0.1457211.000000-0.028923
SalePrice-0.0842840.2096240.2638430.790982-0.0778560.5228970.5071010.4726140.386420-0.0113780.2144790.6135810.6058520.319334-0.0256060.7086240.227122-0.0168440.5606640.2841080.168213-0.1359070.5337230.4669290.2613660.6404090.6234310.3244130.315856-0.1285780.0445840.1114470.092404-0.0211900.046432-0.0289231.000000
\n", + "
" + ], + "text/plain": [ + " MSSubClass LotFrontage LotArea OverallQual OverallCond YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 BsmtUnfSF TotalBsmtSF 1stFlrSF 2ndFlrSF LowQualFinSF GrLivArea BsmtFullBath BsmtHalfBath FullBath HalfBath BedroomAbvGr KitchenAbvGr TotRmsAbvGrd Fireplaces GarageYrBlt GarageCars GarageArea WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch ScreenPorch PoolArea MiscVal MoSold YrSold SalePrice\n", + "MSSubClass 1.000000 -0.215023 -0.139781 0.032628 -0.059316 0.027850 0.040581 0.023573 -0.069836 -0.065649 -0.140759 -0.238518 -0.251758 0.307886 0.046474 0.074853 0.003491 -0.002333 0.131608 0.177354 -0.023438 0.281721 0.040380 -0.045569 -0.080997 -0.040110 -0.098672 -0.012579 -0.006100 -0.012037 -0.043825 -0.026030 0.008283 -0.007683 -0.013585 -0.021407 -0.084284\n", + "LotFrontage -0.215023 1.000000 0.100739 0.176561 -0.053457 0.036853 0.078686 0.105010 0.076670 -0.009312 0.160829 0.238274 0.245181 0.042549 0.049981 0.220347 0.010514 -0.027856 0.120548 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0.036543 -0.029993 0.088871 0.041709 0.004940 -0.015211 0.031706 -0.011378\n", + "BsmtUnfSF -0.140759 0.160829 -0.002618 0.308159 -0.136841 0.149040 0.181133 0.113862 -0.495251 -0.209294 1.000000 0.415360 0.317987 0.004469 0.028167 0.240257 -0.422900 -0.095804 0.288886 -0.041118 0.166643 0.030086 0.250647 0.051575 0.042720 0.214175 0.183303 -0.005316 0.129005 -0.002538 0.020764 -0.012579 -0.035092 -0.023837 0.034888 -0.041258 0.214479\n", + "TotalBsmtSF -0.238518 0.238274 0.260833 0.537808 -0.171098 0.391452 0.291066 0.360067 0.522396 0.104810 0.415360 1.000000 0.819530 -0.174512 -0.033245 0.454868 0.307351 -0.000315 0.323722 -0.048804 0.050450 -0.068901 0.285573 0.339519 0.176359 0.434585 0.486665 0.232019 0.247264 -0.095478 0.037384 0.084489 0.126053 -0.018479 0.013196 -0.014969 0.613581\n", + "1stFlrSF -0.251758 0.245181 0.299475 0.476224 -0.144203 0.281986 0.240379 0.339850 0.445863 0.097117 0.317987 0.819530 1.000000 -0.202646 -0.014241 0.566024 0.244671 0.001956 0.380637 -0.119916 0.127401 0.068101 0.409516 0.410531 0.166642 0.439317 0.489782 0.235459 0.211671 -0.065292 0.056104 0.088758 0.131525 -0.021096 0.031372 -0.013604 0.605852\n", + "2ndFlrSF 0.307886 0.042549 0.050986 0.295493 0.028942 0.010308 0.140024 0.173800 -0.137079 -0.099260 0.004469 -0.174512 -0.202646 1.000000 0.063353 0.687501 -0.169494 -0.023855 0.421378 0.609707 0.502901 0.059306 0.616423 0.194561 0.064402 0.183926 0.138347 0.092165 0.208026 0.061989 -0.024358 0.040606 0.081487 0.016197 0.035164 -0.028700 0.319334\n", + "LowQualFinSF 0.046474 0.049981 0.004779 -0.030429 0.025494 -0.183784 -0.062419 -0.068628 -0.064503 0.014807 0.028167 -0.033245 -0.014241 0.063353 1.000000 0.134683 -0.047143 -0.005842 -0.000710 -0.027080 0.105607 0.007522 0.131185 -0.021272 -0.146467 -0.094480 -0.067601 -0.025444 0.018251 0.061081 -0.004296 0.026799 0.062157 -0.003793 -0.022174 -0.028921 -0.025606\n", + "GrLivArea 0.074853 0.220347 0.263116 0.593007 -0.079686 0.199010 0.287389 0.388052 0.208171 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-0.016844\n", + "FullBath 0.131608 0.120548 0.126031 0.550600 -0.194149 0.468271 0.439046 0.272999 0.058543 -0.076444 0.288886 0.323722 0.380637 0.421378 -0.000710 0.630012 -0.064512 -0.054536 1.000000 0.136381 0.363252 0.133115 0.554784 0.243671 0.137464 0.469672 0.405656 0.187703 0.259977 -0.115093 0.035353 -0.008106 0.049604 -0.014290 0.055872 -0.019669 0.560664\n", + "HalfBath 0.177354 -0.012952 0.014259 0.273458 -0.060769 0.242656 0.183331 0.199108 0.004262 -0.032148 -0.041118 -0.048804 -0.119916 0.609707 -0.027080 0.415772 -0.030905 -0.012340 0.136381 1.000000 0.226651 -0.068263 0.343415 0.203649 0.117166 0.219178 0.163549 0.108080 0.199740 -0.095317 -0.004972 0.072426 0.022381 0.001290 -0.009050 -0.010269 0.284108\n", + "BedroomAbvGr -0.023438 0.144494 0.119690 0.101676 0.012980 -0.070651 -0.040581 0.102775 -0.107355 -0.015728 0.166643 0.050450 0.127401 0.502901 0.105607 0.521270 -0.150673 0.046519 0.363252 0.226651 1.000000 0.198597 0.676620 0.107570 -0.009850 0.086106 0.065253 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0.028976 0.243671 0.203649 0.107570 -0.123936 0.326114 1.000000 0.186264 0.300789 0.269141 0.200019 0.169405 -0.024822 0.011257 0.184530 0.095074 0.001409 0.046357 -0.024096 0.466929\n", + "GarageYrBlt -0.080997 0.019317 0.072599 0.288998 -0.006515 0.272029 0.146357 0.132696 0.115843 0.035070 0.042720 0.176359 0.166642 0.064402 -0.146467 0.162543 0.049270 0.016811 0.137464 0.117166 -0.009850 -0.157991 0.095607 0.186264 1.000000 0.598005 0.560783 0.117305 0.049877 -0.076822 0.029401 0.061416 0.015858 -0.006669 0.019151 -0.011134 0.261366\n", + "GarageCars -0.040110 0.165229 0.154871 0.600671 -0.185758 0.537850 0.420622 0.361945 0.224054 -0.038264 0.214175 0.434585 0.439317 0.183926 -0.094480 0.467247 0.131881 -0.020891 0.469672 0.219178 0.086106 -0.050634 0.362289 0.300789 0.598005 1.000000 0.882475 0.226342 0.213569 -0.151434 0.035765 0.050494 0.020934 -0.043080 0.040522 -0.039117 0.640409\n", + "GarageArea -0.098672 0.201473 0.180403 0.562022 -0.151521 0.478954 0.371600 0.370884 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"EnclosedPorch -0.012037 0.027366 -0.018340 -0.113937 0.070356 -0.387268 -0.193919 -0.109907 -0.102303 0.036543 -0.002538 -0.095478 -0.065292 0.061989 0.061081 0.009113 -0.049911 -0.008555 -0.115093 -0.095317 0.041570 0.037312 0.004151 -0.024822 -0.076822 -0.151434 -0.121777 -0.125989 -0.093079 1.000000 -0.037305 -0.082864 0.054203 0.018361 -0.028887 -0.009916 -0.128578\n", + "3SsnPorch -0.043825 0.023499 0.020423 0.030371 0.025504 0.031355 0.045286 0.019144 0.026451 -0.029993 0.020764 0.037384 0.056104 -0.024358 -0.004296 0.020643 -0.000106 0.035114 0.035353 -0.004972 -0.024478 -0.024600 -0.006683 0.011257 0.029401 0.035765 0.035087 -0.032771 -0.005842 -0.037305 1.000000 -0.031436 -0.007992 0.000354 0.029474 0.018645 0.044584\n", + "ScreenPorch -0.026030 0.022969 0.043160 0.064886 0.054811 -0.050364 -0.038740 0.062248 0.062021 0.088871 -0.012579 0.084489 0.088758 0.040606 0.026799 0.101510 0.023148 0.032121 -0.008106 0.072426 0.044300 -0.051613 0.059383 0.184530 0.061416 0.050494 0.051412 -0.074181 0.074304 -0.082864 -0.031436 1.000000 0.051307 0.031946 0.023217 0.010694 0.111447\n", + "PoolArea 0.008283 0.114106 0.077672 0.065166 -0.001985 0.004950 0.005829 0.011928 0.140491 0.041709 -0.035092 0.126053 0.131525 0.081487 0.062157 0.170205 0.067616 0.020025 0.049604 0.022381 0.070703 -0.014525 0.083757 0.095074 0.015858 0.020934 0.061047 0.073378 0.060762 0.054203 -0.007992 0.051307 1.000000 0.029669 -0.033737 -0.059689 0.092404\n", + "MiscVal -0.007683 -0.059606 0.038068 -0.031406 0.068777 -0.034383 -0.010286 -0.029512 0.003571 0.004940 -0.023837 -0.018479 -0.021096 0.016197 -0.003793 -0.002416 -0.023047 -0.007367 -0.014290 0.001290 0.007767 0.062341 0.024763 0.001409 -0.006669 -0.043080 -0.027400 -0.009551 -0.018584 0.018361 0.000354 0.031946 0.029669 1.000000 -0.006495 0.004906 -0.021190\n", + "MoSold -0.013585 0.018942 0.001205 0.070815 -0.003511 0.012398 0.021490 -0.006723 -0.015727 -0.015211 0.034888 0.013196 0.031372 0.035164 -0.022174 0.050240 -0.025361 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KitchenAbvGr-0.135907
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" + ], + "text/plain": [ + " SalePrice\n", + "SalePrice 1.000000\n", + "OverallQual 0.790982\n", + "GrLivArea 0.708624\n", + "GarageCars 0.640409\n", + "GarageArea 0.623431\n", + "TotalBsmtSF 0.613581\n", + "1stFlrSF 0.605852\n", + "FullBath 0.560664\n", + "TotRmsAbvGrd 0.533723\n", + "YearBuilt 0.522897\n", + "YearRemodAdd 0.507101\n", + "MasVnrArea 0.472614\n", + "Fireplaces 0.466929\n", + "BsmtFinSF1 0.386420\n", + "WoodDeckSF 0.324413\n", + "2ndFlrSF 0.319334\n", + "OpenPorchSF 0.315856\n", + "HalfBath 0.284108\n", + "LotArea 0.263843\n", + "GarageYrBlt 0.261366\n", + "BsmtFullBath 0.227122\n", + "BsmtUnfSF 0.214479\n", + "LotFrontage 0.209624\n", + "BedroomAbvGr 0.168213\n", + "ScreenPorch 0.111447\n", + "PoolArea 0.092404\n", + "MoSold 0.046432\n", + "3SsnPorch 0.044584\n", + "BsmtFinSF2 -0.011378\n", + "BsmtHalfBath -0.016844\n", + "MiscVal -0.021190\n", + "LowQualFinSF -0.025606\n", + "YrSold -0.028923\n", + "OverallCond -0.077856\n", + "MSSubClass -0.084284\n", + "EnclosedPorch -0.128578\n", + "KitchenAbvGr -0.135907" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_corr = df.corr()[['SalePrice']].sort_values(by='SalePrice', ascending=False)\n", + "df_corr" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "8200ef1a", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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SalePrice
SalePrice1.000000
OverallQual0.790982
GrLivArea0.708624
GarageCars0.640409
GarageArea0.623431
TotalBsmtSF0.613581
1stFlrSF0.605852
FullBath0.560664
TotRmsAbvGrd0.533723
YearBuilt0.522897
YearRemodAdd0.507101
MasVnrArea0.472614
Fireplaces0.466929
BsmtFinSF10.386420
WoodDeckSF0.324413
2ndFlrSF0.319334
OpenPorchSF0.315856
HalfBath0.284108
LotArea0.263843
GarageYrBlt0.261366
BsmtFullBath0.227122
BsmtUnfSF0.214479
LotFrontage0.209624
BedroomAbvGr0.168213
ScreenPorch0.111447
PoolArea0.092404
MoSold0.046432
3SsnPorch0.044584
BsmtFinSF2-0.011378
BsmtHalfBath-0.016844
MiscVal-0.021190
LowQualFinSF-0.025606
YrSold-0.028923
OverallCond-0.077856
MSSubClass-0.084284
EnclosedPorch-0.128578
KitchenAbvGr-0.135907
\n", + "
" + ], + "text/plain": [ + " SalePrice\n", + "SalePrice 1.000000\n", + "OverallQual 0.790982\n", + "GrLivArea 0.708624\n", + "GarageCars 0.640409\n", + "GarageArea 0.623431\n", + "TotalBsmtSF 0.613581\n", + "1stFlrSF 0.605852\n", + "FullBath 0.560664\n", + "TotRmsAbvGrd 0.533723\n", + "YearBuilt 0.522897\n", + "YearRemodAdd 0.507101\n", + "MasVnrArea 0.472614\n", + "Fireplaces 0.466929\n", + "BsmtFinSF1 0.386420\n", + "WoodDeckSF 0.324413\n", + "2ndFlrSF 0.319334\n", + "OpenPorchSF 0.315856\n", + "HalfBath 0.284108\n", + "LotArea 0.263843\n", + "GarageYrBlt 0.261366\n", + "BsmtFullBath 0.227122\n", + "BsmtUnfSF 0.214479\n", + "LotFrontage 0.209624\n", + "BedroomAbvGr 0.168213\n", + "ScreenPorch 0.111447\n", + "PoolArea 0.092404\n", + "MoSold 0.046432\n", + "3SsnPorch 0.044584\n", + "BsmtFinSF2 -0.011378\n", + "BsmtHalfBath -0.016844\n", + "MiscVal -0.021190\n", + "LowQualFinSF -0.025606\n", + "YrSold -0.028923\n", + "OverallCond -0.077856\n", + "MSSubClass -0.084284\n", + "EnclosedPorch -0.128578\n", + "KitchenAbvGr -0.135907" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_numeric_corr = df.corr()[['SalePrice']].sort_values(by='SalePrice', ascending=False)\n", + "df_numeric_corr" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e4dc2d6d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['OverallQual',\n", + " 'GrLivArea',\n", + " 'GarageCars',\n", + " 'GarageArea',\n", + " 'TotalBsmtSF',\n", + " '1stFlrSF',\n", + " 'FullBath',\n", + " 'TotRmsAbvGrd',\n", + " 'YearBuilt',\n", + " 'YearRemodAdd']" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# correlaciones positivas mayores a 0.5\n", + "\n", + "df_numeric_positive = df_numeric_corr[df_numeric_corr['SalePrice'] >= 0.5].reset_index()\n", + "\n", + "\n", + "# nombre columnas con correlaciones positivas mayores a 0.5\n", + "df_numeric_values = df_numeric_positive['index'][1:].tolist()\n", + "df_numeric_values" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "a96e31b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# correlaciones negativas mayores a -0.5\n", + "\n", + "df_numeric_negative = df_numeric_corr[df_numeric_corr['SalePrice'] <= -0.5].reset_index()\n", + "\n", + "df_numeric_values_negative = df_numeric_negative['index'][1:].tolist()\n", + "df_numeric_values_negative" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "afc259e4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
OverallQual1460.06.101.381.05.006.07.0010.0
GrLivArea1460.01515.46525.48334.01129.501464.01776.755642.0
GarageCars1460.01.770.750.01.002.02.004.0
GarageArea1460.0472.98213.800.0334.50480.0576.001418.0
TotalBsmtSF1460.01057.43438.710.0795.75991.51298.256110.0
1stFlrSF1460.01162.63386.59334.0882.001087.01391.254692.0
FullBath1460.01.570.550.01.002.02.003.0
TotRmsAbvGrd1460.06.521.632.05.006.07.0014.0
YearBuilt1460.01971.2730.201872.01954.001973.02000.002010.0
YearRemodAdd1460.01984.8720.651950.01967.001994.02004.002010.0
\n", + "
" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "OverallQual 1460.0 6.10 1.38 1.0 5.00 6.0 7.00 10.0\n", + "GrLivArea 1460.0 1515.46 525.48 334.0 1129.50 1464.0 1776.75 5642.0\n", + "GarageCars 1460.0 1.77 0.75 0.0 1.00 2.0 2.00 4.0\n", + "GarageArea 1460.0 472.98 213.80 0.0 334.50 480.0 576.00 1418.0\n", + "TotalBsmtSF 1460.0 1057.43 438.71 0.0 795.75 991.5 1298.25 6110.0\n", + "1stFlrSF 1460.0 1162.63 386.59 334.0 882.00 1087.0 1391.25 4692.0\n", + "FullBath 1460.0 1.57 0.55 0.0 1.00 2.0 2.00 3.0\n", + "TotRmsAbvGrd 1460.0 6.52 1.63 2.0 5.00 6.0 7.00 14.0\n", + "YearBuilt 1460.0 1971.27 30.20 1872.0 1954.00 1973.0 2000.00 2010.0\n", + "YearRemodAdd 1460.0 1984.87 20.65 1950.0 1967.00 1994.0 2004.00 2010.0" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# estadístico de variables numericas correlación >= 0.5\n", + "\n", + "df[df_numeric_values].describe().T.round(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "415dd1e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAdd
OverallQual1.0000000.5930070.6006710.5620220.5378080.4762240.5506000.4274520.5723230.550684
GrLivArea0.5930071.0000000.4672470.4689970.4548680.5660240.6300120.8254890.1990100.287389
GarageCars0.6006710.4672471.0000000.8824750.4345850.4393170.4696720.3622890.5378500.420622
GarageArea0.5620220.4689970.8824751.0000000.4866650.4897820.4056560.3378220.4789540.371600
TotalBsmtSF0.5378080.4548680.4345850.4866651.0000000.8195300.3237220.2855730.3914520.291066
1stFlrSF0.4762240.5660240.4393170.4897820.8195301.0000000.3806370.4095160.2819860.240379
FullBath0.5506000.6300120.4696720.4056560.3237220.3806371.0000000.5547840.4682710.439046
TotRmsAbvGrd0.4274520.8254890.3622890.3378220.2855730.4095160.5547841.0000000.0955890.191740
YearBuilt0.5723230.1990100.5378500.4789540.3914520.2819860.4682710.0955891.0000000.592855
YearRemodAdd0.5506840.2873890.4206220.3716000.2910660.2403790.4390460.1917400.5928551.000000
\n", + "
" + ], + "text/plain": [ + " OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt YearRemodAdd\n", + "OverallQual 1.000000 0.593007 0.600671 0.562022 0.537808 0.476224 0.550600 0.427452 0.572323 0.550684\n", + "GrLivArea 0.593007 1.000000 0.467247 0.468997 0.454868 0.566024 0.630012 0.825489 0.199010 0.287389\n", + "GarageCars 0.600671 0.467247 1.000000 0.882475 0.434585 0.439317 0.469672 0.362289 0.537850 0.420622\n", + "GarageArea 0.562022 0.468997 0.882475 1.000000 0.486665 0.489782 0.405656 0.337822 0.478954 0.371600\n", + "TotalBsmtSF 0.537808 0.454868 0.434585 0.486665 1.000000 0.819530 0.323722 0.285573 0.391452 0.291066\n", + "1stFlrSF 0.476224 0.566024 0.439317 0.489782 0.819530 1.000000 0.380637 0.409516 0.281986 0.240379\n", + "FullBath 0.550600 0.630012 0.469672 0.405656 0.323722 0.380637 1.000000 0.554784 0.468271 0.439046\n", + "TotRmsAbvGrd 0.427452 0.825489 0.362289 0.337822 0.285573 0.409516 0.554784 1.000000 0.095589 0.191740\n", + "YearBuilt 0.572323 0.199010 0.537850 0.478954 0.391452 0.281986 0.468271 0.095589 1.000000 0.592855\n", + "YearRemodAdd 0.550684 0.287389 0.420622 0.371600 0.291066 0.240379 0.439046 0.191740 0.592855 1.000000" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "numeric_corr = df[df_numeric_values].corr()\n", + "numeric_corr" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "c64db005", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# heatmap\n", + "\n", + "plt.subplots(figsize=(8, 5))\n", + "#cmap = sns.diverging_palette(255, 6, as_cmap=True)\n", + "\n", + "mask = np.triu(np.ones_like(numeric_corr, dtype='bool'))\n", + "heatmap = sns.heatmap(numeric_corr, mask=mask, vmin=0, vmax=1, center=0, linewidths=0.5, annot=True, cmap=\"YlGnBu\")\n", + "\n", + "heatmap.set_title('Correlation with Sale Price', fontdict={'fontsize':12}, pad=12)\n", + "plt.xticks(rotation=90);" + ] + }, + { + "cell_type": "markdown", + "id": "89076431", + "metadata": {}, + "source": [ + "Visualización de datos: numerical data\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "11d439ed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['OverallQual',\n", + " 'GrLivArea',\n", + " 'GarageCars',\n", + " 'GarageArea',\n", + " 'TotalBsmtSF',\n", + " '1stFlrSF',\n", + " 'FullBath',\n", + " 'TotRmsAbvGrd',\n", + " 'YearBuilt',\n", + " 'YearRemodAdd']" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# visualización con respecto a 'SalePrice' de las principales columnas numéricas\n", + "\n", + "df_numeric_values" + ] + }, + { + "cell_type": "markdown", + "id": "a34f6526", + "metadata": {}, + "source": [ + "**OverallQual**\n", + "\n", + "- 10\tVery Excellent\n", + "- 9\tExcellent\n", + "- 8\tVery Good\n", + "- 7\tGood\n", + "- 6\tAbove Average\n", + "- 5\tAverage\n", + "- 4\tBelow Average\n", + "- 3\tFair\n", + "- 2\tPoor\n", + "- 1\tVery Poor" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "1b2259ee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "5 397\n", + "6 374\n", + "7 319\n", + "8 168\n", + "4 116\n", + "9 43\n", + "3 20\n", + "10 18\n", + "2 3\n", + "1 2\n", + "Name: OverallQual, dtype: int64" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# top 5 - average\n", + "\n", + "df['OverallQual'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "648150d3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.hist(df['OverallQual'])\n", + "plt.axvline(df['OverallQual'].mean(), color='k', linestyle='dashed', linewidth=1)\n", + "plt.title('Histogram Overall Quality')\n", + "plt.xlabel('OverallQual')\n", + "plt.ylabel('Frequency')\n", + "\n", + "min_ylim, max_ylim = plt.ylim()\n", + "plt.text(df['OverallQual'].mean()* 1.2, max_ylim*0.9, 'Mean: {:.2f}'.format(df['OverallQual'].mean()));" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "9954b193", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['OverallQual'], df['SalePrice'], alpha = 0.5)\n", + "plt.title('Overall Quality vs. Sale Price')\n", + "plt.xlabel('OverallQual')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "8d78b2c5", + "metadata": {}, + "source": [ + "**GrLivArea**: Above grade (ground) living area square feet." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "3ded15b2", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['GrLivArea'], df['SalePrice'], alpha=0.45)\n", + "plt.title('GrLivArea vs. Sale Price')\n", + "plt.xlabel('GrLivArea')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "bfec8029", + "metadata": {}, + "source": [ + "**GarageArea**: Size of garage in square feet." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "17aaccb4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['GarageArea'], df['SalePrice'], alpha=0.45)\n", + "plt.title('Garage Area vs. Sale Price')\n", + "plt.xlabel('Garage Area')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "4c5f2ff8", + "metadata": {}, + "source": [ + "**TotalBsmtSF**: Total square feet of basement area." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "ce6d7188", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['TotalBsmtSF'], df['SalePrice'], alpha=0.45)\n", + "plt.title('Total Basement Area vs. Sale Price')\n", + "plt.xlabel('Total Basement Area')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "f8d966ba", + "metadata": {}, + "source": [ + "**1stFlrSF**: First Floor square feet." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "6ccb9897", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['1stFlrSF'], df['SalePrice'], alpha=0.45)\n", + "plt.title('First Floor Area vs. Sale Price')\n", + "plt.xlabel('First Floor Area')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "9125430c", + "metadata": {}, + "source": [ + "**FullBath**: Full bathrooms above grade." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "f51cb18b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['FullBath'], df['SalePrice'], alpha=0.45)\n", + "plt.title('Full bathrooms vs. Sale Price')\n", + "plt.xlabel('Full bathrooms')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "4dc8a301", + "metadata": {}, + "source": [ + "**TotRmsAbvGrd**: Total rooms above grade (does not include bathrooms)." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "85565e6c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3A0eBa1R1jyuzEfiUa8pnVfWuUvbVMIzJWbOwvqTTVR19aRaPmXKrdwrNmBlKPYL5B+DHqroOeCOwA/gEsFlV1wKb3T4icjZwLXAOcBXwFRGJuet8FbgBWOteVzn59UCPqq4Bvgjc6q41H7gZuAi4ELhZROaVtquGYcwkBTtPMaWw8xhTp2QKRkQagLcA3wBQ1RFV7QWuBgqjibuAd7vtq4Fvq2pGVXcD7cCFItIGNKjqFlVVwhFLcZnCtb4LbBARAa4ENqlqtxsdbeKYUjIMowIph53HmB6lHMGcAXQC/ywiT4vI10WkFlioqh0A7r3w7S8B9heVP+BkS9z2WPlxZVQ1B/QBzZNc6zhE5AYR2SYi2zo7O0+lr4ZhzDDlsPMY06OUNhgfOB/4U1XdKiL/gJsOmwAZR6aTyE+2zDGB6u3A7QDr169/zXHDMOYWpbbzgLlCT4dSjmAOAAdUdavb/y6hwjnspr1w70eKzl9WVH4pcNDJl44jP66MiPhAI9A9ybUMwzBOGnOFnh4lUzCqegjYLyJnOtEG4AXgfmCjk20Efui27weuFZGEiKwiNOY/7qbRBkTkYmdf+eCYMoVrvQd42NlpHgKuEJF5zrh/hZMZhmGcNOYKPT1KHcn/p8C/iEgVsAv4Q0Kldp+IXA/sA94LoKrbReQ+QiWUAz6sqnl3nRs55qb8oHtB6EDwLRFpJxy5XOuu1S0inwGecOfdoqrdpeyoYRiVj7lCTw8JH/iN9evX67Zt22a6GYZhzGJue/QVBsekvOlPZalL+nzostUz2LKZQ0SeVNX14x2zSH7DMIwpYq7Q08MUjGEYxhQxV+jpYdmUDcMwpkE5XKErBVMwhmGUhXLEj1iMyuzCpsgMwyg55YgfsRiV2YcpGMMwSk454kcsRmX2YQrGMIySU44lk21Z5tmHKRjDMEpOOVLpW7r+2YcpGMMwSk454kfKFaPSfniA2x59hU/fv53bHn3FbDyTYArGMIySU474kXLUYY4E08PclA3DKAvliB8pdR3FjgTA6PvmnUfMHXocbARjGIYxRcyRYHqYgjEMw5gi5kgwPUzBGIZhTBFLdjk9TMEYhmFMEUt2OT3MyG8YhjENLNnl1LERjGEYhlESTMEYhmEYJaGkCkZE9ojIcyLyjIhsc7L5IrJJRF527/OKzr9JRNpF5EURubJI/mZ3nXYR+ZKIiJMnROReJ98qIiuLymx0dbwsIhtL2U/DmMtYZLpRKsoxgvlNVT2vaM3mTwCbVXUtsNntIyJnA9cC5wBXAV8RkZgr81XgBmCte13l5NcDPaq6BvgicKu71nzgZuAi4ELg5mJFZhhGiEWmG6VkJqbIrgbuctt3Ae8ukn9bVTOquhtoBy4UkTagQVW3qKoC3xxTpnCt7wIb3OjmSmCTqnarag+wiWNKyTAMh6W4N0pJqRWMAj8RkSdF5AYnW6iqHQDuveBAvgTYX1T2gJMtcdtj5ceVUdUc0Ac0T3Kt4xCRG0Rkm4hs6+zsPOlOGsZcxSLTjVJSajflX1PVgyKyANgkIjsnOVfGkekk8pMtc0ygejtwO8D69etfc9wwKp1CZHohpxbM7ch0WzJ5dlHSEYyqHnTvR4DvE9pDDrtpL9x7YSx+AFhWVHwpcNDJl44jP66MiPhAI9A9ybUMwyiikiLTzZ40+yiZghGRWhGpL2wDVwDPA/cDBa+ujcAP3fb9wLXOM2wVoTH/cTeNNiAiFzv7ygfHlClc6z3Aw85O8xBwhYjMc8b9K5zMMIwiKiky3exJs49STpEtBL7vPIp94F9V9cci8gRwn4hcD+wD3gugqttF5D7gBSAHfFhV8+5aNwJ3AtXAg+4F8A3gWyLSTjhyudZdq1tEPgM84c67RVW7S9hXw5izVEpkekdfmsVjpvbqneKMEpuGmzoSPvAb69ev123bts10MwzDOElue/QVBsfYk/pTWeqSPh+6bHUkdRSm4Zqq49QnfQbSOXpT2Tk76osCEXmyKAzlOKY0ghGRXwfWquo/i0grUOdciQ3DKCH2tDx1NqxbwF1b9gIcd/O/+rzFkdVhC45NjxPaYETkZuDjwE1OFAfuLmWjDGO2U47odzNaT49y2JPMrXt6TGUE81+ANwFPQegZVjDeG8bpSPE0yWLn5nvXlr2R38zsaXn6lNqeVGlu3aVmKl5kI84zS2HUI8wwTlvK5a1kT8uzj0py6y4HUxnB3CcitwFNIvLHwB8B/1TaZhnG7KVc3kqV9rRcCfakwjTc5p1HOOj6cfV5i+dcP8rFCRWMqv6diLwN6AfOBP5SVTeVvGWGMUsp142/HEbrclGuacVyUClu3eXghArGBT3+vKBURKRaRFaq6p5SN84wZiPluvFX0tNyuexJlTBKqiSmMkX2HeDSov28k11QkhYZxiynnDf+SnlaLse0YiWNkiqFqSgYX1VHCjuqOiIiVSVsk2EYFUZbY5JnD/Sy49AA/ekcDUmfsxbV8/qlTZHVYV53s4+peJF1isi7CjsicjXQVbomGcbsxuJTpk9N3OPn7V0MjeRoSHgMjeT4eXsXNfHo0iGa193sYyrf7p8A/0dE9onIfsKgyw+VtlmGMXuxpIrT5+EXO2mpjZPNBRwaGCGbC2ipjfPwi9Gtw1RwvihmLnvdVQJT8SJ7BbhYROoIc5fZY5pxWlMuN+VKYnfXENlcQF0iTlO1kAuUdDbPnq6hyOqoJK+7SmFCBSMi16nq3SLyv8bIAVDVL5S4bYYxKylnfEo5vKLKUYcnQh6ojoWTJvGYkMnnR+8nUbBmYT2Xv66Fu7fuG+3LdRctN/vLDDLZFFkhYr9+gpdhnJaUK5q7HLaectmTVrXUkM0FpHM5IHzP5gLOaIkuMUj74QEeeamLcxc38rtvWsK5ixt55KUus43NIBOOYFT1NhGJAf2q+sUytskwZjXlclPevPMIQaBs7+ijP5WjodqnraE6Uq+ocnleXbiqmep4bNSLrD7pc97SJvMiq3AmtcGoat55kJmCMYwiyhGfsqOjn31Hh6muitFY7ZPOBuzo6Gd4JHfiwlOkXPakDesWsP3VPhY2JGiqjpOIe3gikY76zDY2+5hKHMwvReTLwL3AqEVOVZ8qWasMw6AvlcXzIBmPAeF7JpenN5WNrI62xiR7u4bo6E8z4EYWbQ1Jlkc4dVVAAVRCu4sKUS91WGm52yqBqSiYQhT/LUUyBd4afXMMwyjQWB2nL5Ulnc2T8D0yuYBAQ3lUrGmt5XtPHaAh6dOQ9OlPZznQm+KtZ0VrT9q88wgrm2t5Q9GUWH8qG+n0lXmRzT6momDeq6oWWGkYZeastgay2Tw7Dw8ykMlRn/BZt7COs9oaIqujvXOItoYkz73aT2okR3WVz+uXNNDeOcSGyGopz/RVJeVuqxQm9CITkd8RkU7gWRE5ICKXTnTuZIhITESeFpEH3P58EdkkIi+793lF594kIu0i8qKIXFkkf7OIPOeOfUmcb6OIJETkXiffKiIri8psdHW8LCIbT6bthjGTrGmt5eWuIebVxjl3cT3zauO83DXEmtbopq8e332U5w/2UZPwWDIvSU3C4/mDfTyxuzuyOqB8QZBrFtbzoctW8+l3ncOHLlttymWGmcxN+XPAb6jqYuD3gL85yTo+Cuwo2v8EsFlV1wKb3T4icjZwLXAOcBXwFefFBvBV4AZgrXtd5eTXAz2quobQEeFWd635wM3ARcCFwM3FiswwTpWyLJncOURbQ4JdXUP8clc3u7rC/fbO6IITd3cNI0BqJKBzcITUSIAAuyIMgARbqOt0ZTIFk1PVnQCqupWTiH0RkaXAO4CvF4mvBu5y23cB7y6Sf1tVM6q6G2gHLhSRNqBBVbe4lTW/OaZM4VrfBTa40c2VwCZV7VbVHmATx5SSMYOU48ZcatoPD/ClzS/z6EtHeO5AL4++dIQvbX458r5s3XWU7QcHqInHWNKYpCYeY/vBAR7fdTSyOtLZHMPZPLlcQAwhlwsYzuZJZ6PzVINj01d1blqsLulbluPTgMlsMAvGRPEftz/FSP6/B/6C45XTQlXtcNfoEJHCI8wS4LGi8w44WdZtj5UXyux318qJSB/QXCwfp8woInID4ciI5cuXT6E7xqlQKenU7922n91dwzRU+zTVxElnA3Z3DXPvtv188h1nR1bPnqNudJENGMjk8D0PD9h9dDiyOpJxn+pcAAi5fIDve/gIyfhUzLPTo1KWHjCmzmS/on/ieMUwdn9SROSdwBFVfVJELp9KkXFkOon8ZMscE6jeDtwOsH79+qi9Jo0xlCNwsBw8va8X31MO96fJ5AISvkd9IsbT+3ojrWckl2dwJEdVzMP3QgUwkg9IRJiBeFVLDc/sH6G6yiPp+6RzAamRfKQR9gVsMbDTj8ki+f/qFK/9a8C7ROTtQBJoEJG7gcMi0uZGL21AIQXtAWBZUfmlwEEnXzqOvLjMARHxgUag28kvH1PmkVPsj3GKlCNwsBykRnJ0DY1QHY+R8D1ygXKwP0NLbbTLJFX5MWqrYihCLgjwYx7xmFDlx05ceIpcuKqZXF557tV+jg6MOC+yRi5YNT+yOqB8o1dTYrOL6B6FxqCqN6nqUlVdSWi8f1hVrwPuBwpeXRuBH7rt+4FrnWfYKkJj/uNuOm1ARC529pUPjilTuNZ7XB0KPARcISLznHH/CiczZpDjAweFZDyG5xFp4GA5qEnEGMnl6R3OcmQgTe9wlpFcnppEdDd+gJXNNeQDJZfLo+49Hygrm2siq2NNay0d/WnOaK3hktXzOaO1ho7+dKSeauBGr/mA7Qf72PTCYbYf7CPIB5EucWDr9Mw+op9oPTGfB+4TkeuBfcB7AVR1u4jcB7wA5IAPq2relbkRuBOoBh50L4BvAN8SkXbCkcu17lrdIvIZ4Al33i2qGq3fpTFtyhE4CLD5hUOvyai74exFkV2/PhEnlwvI5pW8QkwC4jGhIRFtP1a31vLCq730ZvPkAvA9aIr7rI7w5t/eOcQFy+eFkfyZHA3JOGcuqI88DmZHRz/7uoepjseoT/pkcgE7Dg8wlM2fuPAUsVxks4+yKBhVfQQ3RaWqR2H8366qfo7QPXqsfBtw7jjyNE5BjXPsDuCOk22zET1ntTVQG4+N3szqEz4r59dEmpZk8wuHuPWhF2lI+ixuTNCfznLrQy8CRKZkBkdyBAI5hUAVRYgJDEQ81dcznCUTQEt9gqTvkc4FDGXy9AxHN+Lr6EuzoqWWla11ozJVjTx/V18qiyevTXvTF+Ho1XKRzT5OOEUmIgtF5Bsi8qDbP9uNPgxjWmxYtwAv5nHO4kbedtZCzlnciBfzIo2FuHvrPhqSPo3VVYh4NFZX0ZD0uXvrvsjq6OhNMZwJUFWE8IY8nAno6E1FVgeEXmQr59eQ9GOkc0rSj7Fyfg17IvQiK1cAZGN1nCCAdDYPhIuNBQE0RTh6tRUtZx9TscHcSWi/KCT0eQn4WInaY1Qw5YiF6OhL0zBmXfaGpM+hCJ9iu4dG8OTY4nsigiehPEoUpSYRY0VzLWcurGdFcy01iRgaYZrIcgVAntXWwOKmJIf60zz7aj+H+tMsbkqyLsK0NxbMOfuYyhRZi6reJyI3wWi8SXQTp8ZpRaljIdoak/SnszRWH/Po6k/nWBThU2w+UGIieDFBCLMCB/lQHiXnL2vikZe6GMmlyAWK74UeZJe/riWyOsqVv2tNay33bN1HNshT5YUBns+/2s9/edNrwtNOvg7LRTbrmIqCGRKRZlwciYhcDPSVtFWGcZJcd9HyUZtLmB04R386x42XrY6sjobqOH3DI6BCoCACIkpDdbRuyhef0cxPXjhMPgin4vKBMpLLc/EZzZHWU44AyMd2dxNoaEPK5jV0ikgKj+3ujtQBw4I5ZxdTUTD/i9AdeLWI/CfQSugSbBizjsLNquBFtqgxyY2XrY70JvaWta08+HwHueDYZJUf83jL2tbI6oDQw+vXV7cc5xTR1pCM3MOrHPzylS4GM+HEh++FU4uDmTy/fMUStVcyJ1QwqvqUiFwGnEkYIf+iqs6twAXjtGLD2YsiVShj+e1zF/HoS530p7Lk3dRVTZXPb58bbZ3l8vAqB539adK5PFWxGDEPAoV0Lk9n/9zrizF1JlQwIvK7Exx6nYigqv9WojYZxqzmsV1Haar2qamKhfYYT6iKCY/tOhqpYivXCo2ljhsCQAQB9wotV27NjUirsUj+2cVkI5jfmeSYAqZgjNOSp/b3Upvw0UyevAbEYx61iRhP7e+NtJ4N6xbw2QdeYPfRIVLZgOq4x6rmWj71zugSam5+4RC3PPDCqIPCy+kstzzwQlh/hEqmtS5BPh8QqJILNIyJ8T1a6xOR1VEpyVQriclykf1hORtiGHOF9EieQ31p8gqBBgyKR88QkXqqAew9OsT2V/voz+TIa+i5NpzOsffoUGQ3zK/97BWGR/LUVPlhQs1AGR7J8bWfvRKpgrl0TQuPvHiEkZyO9qXKFy5dHZ1HnEXyzz6mFMkvIu8gXAhs9B+kqreUqlGGMZvxJJyqktEosgANYHFTtPV84acvMjCSJ+nHiHlCPlAGRvJ84acvRnbz39M1jB8TBjO5MKGm51HlC3u6ogvmBLhm/TKe2dvDy52DpLMBybjH2tY6rlm/7MSFp4hF8s8+TqhgRORrQA3wm4QLh70HeLzE7TIqlEqYIx/OBihKPn9sbQhPQnmU7OlKkYgJvh9qstD7StnTFV3GABHoG86S8GP44hEESt9wjrpktFmk9h4donNwhNpEmCEagc7BkUhHY+WyWRlTZyq/oktV9Q0i8qyq/pWI/F/M/mKcBJWSsn0wnSUW8/AVAsJ0GCqhPGoyuYDhXEAQKJ4nxIBYLLok6Avrkxwd6CeVDY4pS2B1a7Q35bu37qOlvuq4ANi+1Ah3b90X2Whsw7oF/MPmlzk6OMJIPqAq5tFcV8VHN6yN5PrG9JmKgik8Lg2LyGLgKLCqdE0yKpVyzJEXljPuGsqQyQa8dNhj+6t9fGTD2sjqCDQ0Ulf5MTwJXW5H8nkCjTaSv6Wuir3dKWISjjSCQMkqrGiMMqAzIODYanxKqDQlwnQ0UJi+Ot6g35D06Yh4+ir0TFNUFUTHXXnQKB9TeRR6QESagL8FngL2APeUsE1GhdLRl6Z+zNRLfcQ3mXu37edX+3vYcbCfnYcG2HGwn1/t7+HebftPXHiKLKhPohrQl8rSPZylL5VFNWBBfbRP/XXJGDGBvEIuwC0NEMqj4tXeDL6EU3yFqT5f4EBvtDf+MIXP8Ykoo07hs3nnEeqTcZLxGCLhekP1yXika84Y02MqgZafcZvfE5EHgKSqWqoYY9q0NSbZe3SYjv7UcUsmL49wAa2Hdx6hoy8zaoDPBTCUyfPwziN88h3RuPc2JGNksozGdQBksqE8SnqGsuTHDCTyGsqjIjWSI6vH+qEKWSePkusuWs5nHthBR19q1HAV92KRpvCplBVTK4kJRzAicoGILCra/yBwH/AZEYl2PVXjtGBNay1P7O2mP5WlIRmjP5Xlib3dka6eeKgvRYAiCJ6EIX0ByqG+6Azj+3vSxDwXI+imr2JeKI+SrsHMtOQnw2h+Tjn+PeK8naxorqW2yuPo4AiH+jMcHRyhtspjRXN0332lrJhaSUw2RXYbMAIgIm8hXInym4SJLm8vfdOMSqOwemJDMs5AJk9DMs4Fy+fR3jkUWR35QPGQ426YHhJppuO+VBYhtFUEWrBZEOniWQAjE+Qsn0h+MsQ83Jo24cBC3WgmQj8CAL72SDsd/Rla6hKsbK6hpS5BR3+Grz3SHlkdjdXxMAVNNo+qW3OmBCumGlNnsimyWNEyw9cAt6vq9winyp4pecuMiqMcubUaq+P0FjId46axRI/zXjpVVGEkCN2GxSvsK1URP/WXg/pkFSPZDMU6K+bkUbJldzfxmEcqGzCQyeF7HvGYx5bd0a1kflZbA9lsnp2HB0eTg65bWMdZEa45Y0yPyZ5TYiJSUEAbgIeLjk0lfiYpIo+LyK9EZLuI/JWTzxeRTSLysnufV1TmJhFpF5EXReTKIvmbReQ5d+xL4lZ6EpGEiNzr5FtFZGVRmY2ujpdFZOOUPg2jpLQ1JtnbNcSWV7r4yfZDbHmli71dQ5HGKfzG2laSvk+V75HwPap8j6Tv8xsRZjr2vFCT5AMll9fR0VFBPpdYUF+FeJCIhfnUErFQaS6oj1bBpEbyDGayBKr4nkegymAmSyob3XBsTWstz3cMkM7miceEdDbP8x0DkU7BGtNjMgVzD/CoiPyQ0FX55wAisoaprQeTAd6qqm8EzgOucmvJfALYrKprgc1uHxE5G7iWMGPAVcBXRKRgNf0qcAOw1r2ucvLrgR5VXQN8EbjVXWs+cDNwEXAhcHOxIjNmhjWttTyxr4f+dJb6ZIz+dJYn9vVEegP4k8tWc/6KecyriZPwPebVxDl/xTz+JEJjsicevuemlNzL90J5lPgT+NhOJD8ZWuuTVMdjoXuyhssPVMdjtEbsEVebiL3GrhMoYdBlRDy2u5sqX/D9MLGm74fpaB6LcJRkTI/JcpF9TkQ2A23AT1RHnfw94E9PdGF3/qDbjbuXAlcDlzv5XcAjwMed/NuqmgF2i0g7cKGI7AEaVHULgIh8E3g38KAr82l3re8CX3ajmyuBTYUpPhHZRKiUzL16BmnvHOKCFfOLvMjinLmwIdL1TdYsrOeT7zirpIGWCd+jLxXe6AvBifkglEdJc22cw4Ovtes010ZnU1BgQX2CnuEcmXyeRCzGvBo/4igYWLugnr7hboaL8qolfI+1C6L7Xp7e10trXYLqqmO3tdRIjqf39UZWhzE9Jp3qUtXHxpG9NNWLuxHIk8Aa4B9VdauILFTVDnetDhEpLJi9BCiu74CTZd32WHmhzH53rZyI9AHNxfJxyhS37wbCkRHLly+fareMk6SjL82K5hpWthwbsczF9U2qnCIpDk4slkdF3I9R7edI5Y7d7qt9Ie5H99TvCRzsS5PJBQQKKcmTyuZY2VJ34sLTYPWCOtoPD9CfyZENlLgnNCR8Vi+Irh5FkTHp/0VCuTEzROwrcjyqmlfV84ClhKORcyc5fbyBv04iP9kyxe27XVXXq+r61tZoVyM0XkshDmbLri4e2n6ILbu62Ht0OFIbTCEdzWA6x+LGJIMuHU374YHI6ggUkvEwJqXwSsajd+0VgUxOScSEat8jERMyOY10CZX9R4cZzgajbQ80zKm272h0nn1A6AlR+AuOfk7q5NFw/rIm+lO547zI+lM5zl/WFFkdxvQoqYIpoKq9hFNhVwGHRaQNwL0XwmwPAMWpVZcCB5186Tjy48o4h4RGoHuSaxkzSDniYDbvPEKQD9h+sI9NLxxm+8E+gnwQaTR3NpdnrEdyKhvKoybmQTZQ0rmAbKCRuw/v6xk/a/JE8pPllc4hBjJ5NFBiAhooA5k8r0Toon7NBctZ2VKLapglQBVWttRyzQU2OzFTRJsytQgRaQWyqtorItXAbxEa4e8HNhLG1WwEfuiK3A/8q4h8AVhMaMx/XFXzIjLgHAS2Ah8E/l9RmY3AFsIszw+rqorIQ8BfFxn2rwBuKlVfjanR3jnEoroqnu8YIJXNUx2PcW5bfaQ2mB0d/bx0aIChkRy5QPEHhEN9aYYi9FYaSI9/rYnkJ0vGxXEUx0AGGsojq8NNv40dR2Ry0Q7H9hwdJlEVo67qmP1ocCTLnqPRKbI1C+v56Ia1cz5bdyVRMgVD6Bxwl7PDeMB9qvqAiGwB7hOR64F9wHsBVHW7iNwHvADkgA+rauGfdCNwJ1BNaNx/0Mm/AXzLOQR0E3qhoardIvIZ4Al33i1FMT3GDLF111G27eshk9MwQWQuYNu+Hnw/xoci8vI62Jdyuc10NNNxfypHXXV0P/VUbvy0/BPJT5ZcECqU4hklcfKo8IDx1FUppjby+YCjQ2mCADzPLT8QcQzkmoX1plBmESVTMKr6LPCmceRHYfwHVlX9HPC5ceTbgNfYb1Q1jVNQ4xy7A7hjeq02Sskz+3sYzh7LcBvO9yvP7O+JrI6jgyMMprOjWYE9wpvy0cGRyOooF+ls9jUjC3XyqIjFhPzYhGdOHiUt9VX0uABYREGFXBDKo6QS1huqJMpigzEMgN7h8ZMOTiQ/GXqGMqOGdy0ywvcMRZe/q1xkJvhYJpKfDBOpkajT3C9vqkYI42FaaquoTcQQJ4+Kcjh4GNPDFIxRNgrufSJFL8Zx7zsFUiP50fVNCq/Ayeca4wwsJpWfVB0TuL5FmbsNoK66ivXLmxgeyXOwL83wSJ71y5uoizCFT/F6QyJCQ3WcpmpL1z+TlNIGY8whyjG1kIyHuaiKNUoYOR7dc052grvvRPKTYSKlOBcXt5rISzjitdOIe7D76DD1SZ+aqhgxT9h9dJgVLdF5EIaLmh3v8l6f9OdcnFUlYSMYo2xTC28qikfQCeSninjhbX5M9vlReRRMdO+di+F8E/kLROuuAD3DWY70p+kdzjKQztHr9nuGo7MntblluIsZSOcijbMypocpGKNsUwvnLG5gcWOCqrgQE6iKC4sbE5yzOLpst4kJouyjTuNSKZRLWe7o6Mf3PTyXXscT8H2PHYf6I6tjw7oF9Kay9KeyqCr9qSy9qSwb1i04cWGjJNgUmVG2qYVsAO98fRvtnUOj6dTXtNYyEuHjcl1VjMHMa+0tdREmVSwXMcZ3IZ57PQkX/aqOeyTjx/yS09ksvRGOYNYsrGfjJSvYvPMIB91U79XnLY58qtc81aaOKRijLEsZF+oZTOe4ZHXLqKw/laU5Gd3PcCgz/g1rIvlsplzTV+WgqTrOob40g5kMgQZ44hETWBTx9FWp42AK08lN1XEWuym5u7bsZeMlK0zJjIMpGIM1rbV876kDNCR9GpI+/aksB3pSvHVdtPnZNqxbwJc2v0zXUIZMNiAR92ipTfCRDWsjq2NgZPzJnYnks5lyTF+Vy2HhrLZ69nenwhgYINCAIBDOaptbo4vi6WRg9H3zziOmYMbBJqaNsixlXKA/leXVnhT7u4d5tSdFv62XflowrzZBbSLGSE4ZHgkYySm1iRjzahOR1VEOZ5WOvjT1Y0bc9UnfZY8wxmIKxqCjL01t0gdx7qkCtSX409y7bT+7ugbpS2UZyubpS2XZ1TXIvdv2n7jwachEf84o/7TlqANgV+cgqZE8Vb5QU+VR5QupkTy7I3yIKYezinmqTQ9TMAbxmLDllW4y2YDGap9MNmDLK93EI04X8vCOw3QOjKAKiZiHKnQOjPDwzsOR1lMplMMGUy4vst1dwyQTMRbUV4++kokYu7qiUzDlGF2Yp9r0MAVjHLdWx7EAu2jX6gDoHMzgx8CPeYgIfszDj0HnQHRpXCbysJqLnlflQCd4hphIfrIEqsSAbD5AVcnmA2KEC85FRTlGFwVPtTrnZVmX9M3APwlm5DfIBnDJGfOPcx++5Iz5kboPA/ieRyaXJwgUT4RAw6zKiQgXOZkoIczcSxRTJso0hFnVUsuR/hSZXLi2TdL3qEvEWdAQXS6yDesWcNeWvUA4chlI5+hNZbn6vMWR1QGWsXk62AjGoK0xSSLuc8nqFq44exGXrG4hEfcjn1des7COmAipbJ6BTJZUNk9MhDULo12e15g6/gQjlYnkJ8t1Fy0nG0BTTZzXLailqSZONgjlUWGji9mHjWCMsj35/c7r23juQC+BKqoQoGQD4Xde3xZpPcbUqYp7ZMcZqlZFmB8OYMPZiwC4e+s+OvrSLGpMcuNlq0flUWGji9mFKRiDNQvrufx1LaN//rbGJNddtDzyP+q+7mEW1CfpS+XI5vPEYzEaq332dUe7PK8xdWKeR9wLRpc3EIGYhPKoWdFcy8VnNI/+xlY0R5fo0pid2BSZQfvhAX7wzEEy2YC6ROhF9oNnDkae7PKp/b3Mr6mipa6K+bWJ8L2miqf290ZajzF1GpM+eYW4JyTjHnFPyGsojxJbq+X0xBSMwb1P7GNP1xAi0JD0EYE9XUPc+8S+SOtJj+TZ3TXIgZ4Uh/rTHOhJsbtrkHSEa8wb02NRU5Kk75FTJZ0NyKmS9D0WNUVrf7O1Wk5PSqZgRGSZiPyHiOwQke0i8lEnny8im0TkZfc+r6jMTSLSLiIvisiVRfI3i8hz7tiXREScPCEi9zr5VhFZWVRmo6vjZRHZWKp+VgJP7e+lodonGY8hIiTjMRqq/chHFtlcQH86j6LEPUFR+tN5stm5mF2rMqhPxEfzxSiMrgrXkIhPXnCaVFIEfPvhAW579BU+ff92bnv0FRuFTUIpbTA54M9U9SkRqQeeFJFNwB8Am1X18yLyCeATwMdF5GzgWuAcYDHwUxF5narmga8CNwCPAT8CrgIeBK4HelR1jYhcC9wKXCMi84GbgfWEf5knReR+VY1u8fcKQhC6+tN0DWdHXUhbauLU10SXxgOgJzVCPCbkAyUbKJ4XBnn2pEYirceYOp0DYV64QEM9EyhksgFHIoxNApdQtWuIjv40A+kc9UmftoYkyyNccKwctB8e4LMPvMDuo0MMj+SpqYqxpb2LT73z7DnpXFDq3G0lG8GoaoeqPuW2B4AdwBLgauAud9pdwLvd9tXAt1U1o6q7gXbgQhFpAxpUdYuGUVnfHFOmcK3vAhvc6OZKYJOqdjulsolQKRnjMK/GZ093mpFcQMITRnIBe7rTzKuJ9vkjm1cyeSUXhNHouYBwP8o1gI1psa97iLyG67PEvPA9r6E8Sta01vLEvh7601nqkzH601me2NfDmta5pWC+9mg7z77aTz5QGpI++UB59tV+vvZo+0w3bdqUwy5WFi8yN3X1JmArsFBVOyBUQiJSyLGwhHCEUuCAk2Xd9lh5ocx+d62ciPQBzcXyccoYY+hL56hJxAAlH4AfC6Ps+8ZERZ8qqcz41xueQG6UnuFsEMa8iISzYwI+ynDE05btnUNcsGJ+0ZIQcc5c2EB75xAboqynxE/kj+3qJu5BKhswkMnhex5xL5TPNcqRGbrkCkZE6oDvAR9T1X5nPhn31HFkOon8ZMsUt+0Gwqk3li+PLuBrrtGfyrG0KcnBvgxZzeNLjMWNCQZS0d74MxPcsyaSG6UnJuFc9qgRRo7Jo6SjL82K5hpWFk2JqWqki9qVY62WoZEc2VxAPBbDF48gUIbyeeLB3POXKsdCgyX9VEQkTqhc/kVV/82JD7tpL9x7wY3kALCsqPhS4KCTLx1HflwZEfGBRqB7kmsdh6rerqrrVXV9a2u0a5/MJRqSMQ71Z6hP+ixqSFKf9N2+ZfCqdJbNqyFXlHZOFXIayqOkHHnCNu88QhAo2zv6+MkLh9ne0UcQaKSeanVVoVs3cuyV11A+1yjHd1JKLzIBvgHsUNUvFB26Hyh4dW0Eflgkv9Z5hq0C1gKPu+m0ARG52F3zg2PKFK71HuBhZ6d5CLhCROY5L7UrnMwYh+XzaxjJB/QMZTjSn6ZnKMNIPmD5/GhvMsbs443LGqmriuF7gifge0JdVYw3LmuMtJ5yZCHe0dHPjo7+47KC7+joZ2dHf2R1rF1YT9L3CPJKNp8nyIdu3a+bgwb+cnwnpRzB/BrwAeCtIvKMe70d+DzwNhF5GXib20dVtwP3AS8APwY+7DzIAG4Evk5o+H+F0IMMQgXWLCLtwP8i9EhDVbuBzwBPuNctTmaMQy6A+TVhfEIeEBHm18TJ29RVxVOXrOINS+rxPCFQ8DzhDUvqqUtWRVpPOfKE9aWyeB4k4zEgdLf3POiNcFG7i85o5tLVLbQ0JEjGfVoaEly6uoULz2iOrI5yUY7vpGTjOlX9BROvvDquXU9VPwd8bhz5NuDcceRp4L0TXOsO4I6ptvd0pi+VpbbKJ+Z5ZHIBCd8j6XuR/jGN2clgaoSdh4dorq0i4Yff/87DQyxuin70Wuo8YY3VcfpSWdLZ/GhfAg3lUbFh3QIO9KR4e2vdcXn75up6MKX+TubexKEROQK82psiCHTUzut5woIGW6Wv0tnXm0IJjdcDaQhTkAn7elOR11VqD6+z2hqojcfCWBu37MTK+TWRxtoUnvo37zzCQdePq89bPCdjYMqBKRiDwUyWTC5PJndMwSR8YTBjI5hKp2tgBDQglVUCDdfpqY5LKI+Qcnh4FbKCn7O4saSjC8vYPHXmnm+dETkdfWnSWcX3hITv4XtCOqtzMo2HMT1GcnnSOaU6HqM+Eac6HiOdU0Zy0eaHK0cuMlsPZvZhIxiDvlSWuB+6W+ZyAeIJcT+UG5VNwg+fMQNVRML3YnlUdPSlGUpn+dHzHfSnczQkfc5f1kRtJtqcZ+UYXZR6qq+SMAUzByj1DzpQJR8IMQGJCaqQDyTS9dKN2cm82gRxDzqHsqMOHm0NSeqqo81DN5jOsnnnEWoTMRqTMdK5PD/deWTOGcfbDw/wpc0v0zUU5nB76bDH9lf7+MiGtaZkxsGmyGY55cgXNK+6ClQZySuZXPiOKk3V0bqqGrOPNy1vIu7HWbeogYtWzWfdogbifpw3LW+KtJ693UOAMpjOc2Qgw2A6D6iTzx3u3baf3V3DCEJTTRxB2N01zL3b9p+48GmIjWBmOZt3HqF7MMMvX+kazUK7bmF9pPmC5tdWsb/3eHtLTkO5Udlcs34Z7YcH2dU1yNBIntqqGGe01HHN+mUnLjwNOgdG8EXIasGNRPElemeCUvP0vl7qkzEXaxPG3KgqT+/rndmGzVJMwcxytu46yhN7uhnJBQSq9A2PcKQ/TTqb50OXrY6kjsP94xvzJ5IblUVd0mdJU5jNoSrmURfxapYAngjZfDg6zgUBvudBLAzqnUsoSsotZ1BY2qI+6eN5c6sf5cKmyGY52w/2MZTJkwuUQCEXKEOZPM8f7IusjkMTPEVOJDcqh0L+rsMDafZ1D3N4IB15/i6A+kSMvnSOdC5PPlDSuTx96Rz1ibmV725Vcw17j6bCYM6YkM7m2Xs0xapmS6s0HjaCmeX0DmcJACmyt6uTG8apsnXXUbbuPkraLTp2dDDDob5UpCNkgKNDI6MLmhXwnHwuMa+miuZa39krA2Ke0FzrM6/GppPHwxTMLCfn/pFj/blygXl4GafOrw70MjQSjOZ0ChSGRgKeOdAbaT1HB9MooVIRCbM2q5PPJbIB/OaZC2jvHBrNFrCmtZYRy9s3LqZgZjkxlw68eIZXiX69DuP0pDASHvu4EvUIOVDBE8XzQjd4z4MgUAKdWz/kNufJecnqllFZfypLcwnsVpWA2WBmOXXV4/9wJ5IbxnSYaLXqqFexTsRjBAr5vJIPlHw+tCkm4nPLBlOOFPeVhN2lZjltDdXk88NkcsdyRSV8oa2heqabZlQAvoQu6ePJo2RRfYKBdG50pKRF8igpdVCyJbucHqZgZjmXrm7mkZfC3FC5IMwXVuXHuHT13Ft/wph9NNfFOTzw2umw5rpoU7jE40LMC9ceKuB7oTwqypFQEyzZ5XQwBTPLueaC5Rzqz3B0cGQ0TqG5roprLlg+000zKoAVLXX0pXpfk0l7RUtdpPX0DucQQtth8YrDvcO5yQtOg+KEmsDoe5RBycb0MAUzy1mzsJ6PblhryfWMklCf8InHPNCAnIZTY/GYR0Mi2hFMaiRPVdwj6R+75aRzOVIj0WVt7uhLs3jMevL1LrOyMTOYgpkD2JDcKBUDmRx+zMP3PAIUDwGB/ojXAqqpipEaypPLB/iehIHDAdRUR2fkb2tM8uyBXnYcGhjN2HzWonpev7QpsjqM6WFeZIZxGjOUzlEV82iojtNSm6ChOk5VzGMoHd3UFcDahfUsaarGj3lk8gF+zGNJUzVrI3xwqol7/Ly9i6GRHA0Jj6GRHD9v76Imbre5maJkn7yI3CEiR0Tk+SLZfBHZJCIvu/d5RcduEpF2EXlRRK4skr9ZRJ5zx74kLnmRiCRE5F4n3yoiK4vKbHR1vCwiG0vVx3LRfniA2x59hU/fv53bHn0l0kzKxuxlolinKGOgklUx2hoTxGNCJh8QjwltjQmSVdG6D1930XI8T1jVUsOFK+exqqUGzxOuuyg6W+LDL3aytClJXZVPJg91VT5Lm5I8/GJnZHUY06OUqv1O4Koxsk8Am1V1LbDZ7SMiZwPXAue4Ml8RkcIv/KvADcBa9ypc83qgR1XXAF8EbnXXmg/cDFwEXAjcXKzI5hrlSNdvzE78CRIoTiQ/Gc5f1sRQJk82H4Aq2XzAUCbP+cuaIqsDYMPZi/j4lWdSn4zT0ZehPhnn41eeyYazF0VWR0dfmoUNSVY013LmwnpWNNeysCHJIbPBzBgls8Go6s+KRxWOq4HL3fZdwCPAx53826qaAXaLSDtwoYjsARpUdQuAiHwTeDfwoCvzaXet7wJfdqObK4FNqtrtymwiVEr3RN3HcrB55xGCfMD2g32j6frbGpLmGXMaEPMg5rI4qLoUK04eFRef0cxPXjhM3qUeygfKCAEXnxG9G/yGsxdFqlDG0taYpD+dpbFoHaP+dI5FYwz/Rvkot5F/oap2AKhqh4gUwl+XAI8VnXfAybJue6y8UGa/u1ZORPqA5mL5OGWOQ0RuIBwdsXz57HT73dHRz77u4XDN9KRPJhew4/AAQ9lo10w3Zh9tTTXsOzpETAQNbe/kVWlrii5zb3vnEL++ppWO/hT9qRwN1T5tDdW0dw6xIbJaXF0lDoK87qLl3PrQiwA0JH360zn60zlujDBppzE9ZosX2Xhjfp1EfrJljheq3g7cDrB+/fpZmT2yz6Wl2Ht0mHQuT9KPMa8mTl/KsilXOm9dt4AHfnWQnuEseRdk21JbxVsjTEvS0ZdmRXMNK1tqR2WqGrlrbzmCIAujo7u37qOjL82ixiQ3Xra6pKMmY3LKrWAOi0ibG720AYVFJw4AxUvoLQUOOvnSceTFZQ6IiA80At1OfvmYMo9E243ykRrJsadrCCXUkumRPH3DI7TUWXrwSufiVfP592c7SMQEEajyBBHh4lXzI6ujzd3sC0GJAAPpHG0RTyuVKwiy1NNwxvQot//e/UDBq2sj8MMi+bXOM2wVoTH/cTedNiAiFzv7ygfHlClc6z3Aw6qqwEPAFSIyzxn3r3CyOcnuriHyGqZRV/ee11BuzAz+BP+aieQny2O7u6mtitFUW0VzXRVNtVXUVsV4bHd3ZHWUK3ljR1+a+jEZh+uTPh1mgK9oSjaCEZF7CEcSLSJygNCz6/PAfSJyPbAPeC+Aqm4XkfuAF4Ac8GFVLRgZbiT0SKsmNO4/6OTfAL7lHAK6Cb3QUNVuEfkM8IQ775aCwX8u0l20IFPx/F/3HFuoqZK4YEUTW3b3jiuPkqf39dJan6C66tjfNDWSi3T993IlbyzXSMmYXZTSi+x9Exwa13aoqp8DPjeOfBtw7jjyNE5BjXPsDuCOKTd2FqMIio7mbgplOIkxE5y7pIndnUP0pnPkgnDk0pT0OXdJU6T1KPqaNetDT7JozYXlyBSxYd0C7tqyFwhHLgPpHL2pLFeft7ik9Rozy2wx8hsTEI+FGWhjRbEPuUCZY8toVBTZAN513pKSr2p4/rImHtvVDQgJ3yOTC+hP5bj4jOhsMOXC0tyfnpiCmeUsbqxmf0+KfKCjsRBVMWFxY3Trwfhj0qgXy43XUq5VDYszafe7lC4rW2rnbCZty6l3+mG3kFnOW9ctYH5NnHhM8DwhHhPm18QjdVVtmGB1zInkJ0tyglHXRPKToWmCi00kPxnKZRgvZNK+7MxWzl3SyGVntvLRDWvtJm3MGWwEM8sJI62P0Ox5LqQb/JgXaaR1bdynm9cmN6yNR/vzGG/lxMnkJ8P8uiQj+WFS2WPrm1THhfl10RmT1yys5/LXtYzGW7Q1JrnuouUlufHbU78xlzEFM8sJI61bShppnc7lj3MgkCJ5lOQnsFFMJD8ZVjTXUBP3SOcCMrmAhO+R9D1aG6JTMO2HB3jkpS7OXdzIJWc0M5DO8chLXaxorjVlYBhFmIKZ5ZQj0jqTDSj4EBQrmEw2Wqu1SBjLA6ODsVF5VBTShTTVxI9LFxJl1l5bOdEwpoYpmFlOWeIHBBK+ByIEgeJ5ThNE7AmdiAkpNx+mY+RRUY50IbZyomFMDVMws5xyxA+01id5tWeYhO/hxz1ygZLJBrTWR+epBrC4qZp93cNhVgJC/eVJKI+ScmTttaBBwzgxpmBOkVJniC1H/MBb1y3gJ88foj+dJZ0NqIoJC+uTkXqqFep5aPth+tNZsnklHhMaktF6xAFsfuHQawzwUSocCxo0jKlhCuYUKEeGWCi9J9E165fxq/299KZy5PN5As9nYWOSa9YvO3Hh6dRTFNcxkg+oink011VFGtex+YVD3PrQizQkfRY3JuhPZ0dTuEelZCxo0DCmhimYU6BSjL17jw5xuD9NfTJGvYsXOdyfZu/RocgV5Uc3rC3piO/urftoSPqji04V3u/eui/SUYy5DxvGiTEFcwpUirH37q37aK1PHLcSYF9qJPKbMpT+xhx+J4njZA2WtdcwZgSL5D8FCsbeYuaisbejL03DmDQnDUl/Tq5lHi6be/x3YsvmGsbMYArmFChXypBSU0k35esuWk5/OkdfagTVgL7USORxMIZhTA1TMKdAwdhb56bF6pJ+5Ab+clBJN+UNZy/i41eeSX0yTkdfhvpknI9feaatcmgYM4Cozsql6MvO+vXrddu2bTPdjBmj4Np7yAUnRu3aaxhGZSIiT6rq+vGOmZHfAGwtc8MwosemyAzDMIySUNEKRkSuEpEXRaRdRD4x0+0xDMM4nahYBSMiMeAfgd8GzgbeJyJnz2yrDMMwTh8qVsEAFwLtqrpLVUeAbwNXz3CbDMMwThsqWcEsAfYX7R9wslFE5AYR2SYi2zo7O8vaOMMwjEqnkr3Ixltk5DifbFW9HbgdQEQ6RWTvKdTXAnSdQvnZQqX0A6wvs5VK6Uul9ANOrS8rJjpQyQrmAFCcDngpcHCik1W19VQqE5FtE/mCzyUqpR9gfZmtVEpfKqUfULq+VPIU2RPAWhFZJSJVwLXA/TPcJsMwjNOGih3BqGpORP4H8BAQA+5Q1e0z3CzDMIzThopVMACq+iPgR2Wq7vYy1VNqKqUfYH2ZrVRKXyqlH1CivlguMsMwDKMkVLINxjAMw5hBTMEYhmEYJcEUzCkgIstE5D9EZIeIbBeRj850m04VEYmJyNMi8sBMt+VUEJEmEfmuiOx0388lM92mk0FE/qf7bT0vIveIyJxZBU5E7hCRIyLyfJFsvohsEpGX3fu8mWzjVJmgL3/rfl/Pisj3RaRpBps4ZcbrS9GxPxcRFZGWKOoyBXNq5IA/U9WzgIuBD1dAvrOPAjtmuhER8A/Aj1V1HfBG5mCfRGQJ8BFgvaqeS+gNee3Mtmpa3AlcNUb2CWCzqq4FNrv9ucCdvLYvm4BzVfUNwEvATeVu1ElyJ6/tCyKyDHgbsC+qikzBnAKq2qGqT7ntAcKb2JLJS81eRGQp8A7g6zPdllNBRBqAtwDfAFDVEVXtndFGnTw+UC0iPlDDJMHCsw1V/RnQPUZ8NXCX274LeHc523SyjNcXVf2JqhbWGn+MMJh71jPB9wLwReAvGJPx5FQwBRMRIrISeBOwdYabcir8PeEPLJjhdpwqZwCdwD+76b6vi0jtTDdquqjqq8DfET5RdgB9qvqTmW3VKbNQVTsgfEADFsxwe6Lij4AHZ7oRJ4uIvAt4VVV/FeV1TcFEgIjUAd8DPqaq/TPdnpNBRN4JHFHVJ2e6LRHgA+cDX1XVNwFDzJ2pmFGcfeJqYBWwGKgVketmtlXGWETkk4TT5f8y0205GUSkBvgk8JdRX9sUzCkiInFC5fIvqvpvM92eU+DXgHeJyB7CpQ3eKiJ3z2yTTpoDwAFVLYwmv0uocOYavwXsVtVOVc0C/wZcOsNtOlUOi0gbgHs/MsPtOSVEZCPwTuD9OneDClcTPsT8yv3/lwJPicgpr6FuCuYUEBEhnOffoapfmOn2nAqqepOqLlXVlYSG5IdVdU4+LavqIWC/iJzpRBuAF2awSSfLPuBiEalxv7UNzEFnhTHcD2x02xuBH85gW04JEbkK+DjwLlUdnun2nCyq+pyqLlDVle7/fwA43/2PTglTMKfGrwEfIHzaf8a93j7TjTIA+FPgX0TkWeA84K9ntjnTx43Avgs8BTxH+H+dM+lJROQeYAtwpogcEJHrgc8DbxORlwk9lj4/k22cKhP05ctAPbDJ/fe/NqONnCIT9KU0dc3dUZ1hGIYxm7ERjGEYhlESTMEYhmEYJcEUjGEYhlESTMEYhmEYJcEUjGEYhlESTMEYcwoRaS5yCT8kIq8W7VeNOfdjLkr5RNd8RETWl67VpUFE9kSV9bbciMjlcz1jt3FiKnrJZKPyUNWjhHEtiMingUFV/bsJTv8YcDdwykFwIhJT1fypXqeSccGgoqpzPZedERE2gjHmPCKywSW1fM6tdZEQkY8Q5u/6DxH5D3feV0Vkm1tf5a+mcN09IvKXIvIL4L0i8j5Xx/MicmvReRPJB0XkVhF5UkR+KiIXutHSLpdcEBE5R0QedyOwZ0Vk7TjtmKzd/9uVf1xE1rjzV4jIZne9zSKyXEQaXX88d06NiOwXkbiIrBaRH7t2/lxE1o3ThlYJ1295SkRuE5G9ItIiIislXG/nK4QBocsmaq+IXCXh+im/AH63SF7rvrcn3Pd49Ym+G2OOoKr2stecfAGfBj4F7Ade52TfJEw6CrAHaCk6f757jwGPAG9w+48Qrrky9vp7gL9w24sJU7e0Eo78HyZMNT+u3JVR4Lfd9veBnwBxwvVpnnHy/0eYxwqgCqgepx0TtXsP8Em3/UHgAbf9/wEb3fYfAT9w2z8EftNtXwN83W1vBta67YsI0wSNbcOXgZvc9lWuby3ASsLs2xdP1l4g6b6ntYAA9xW196+B69x2E+HaKrUz/fuy16m/bARjzHVihAkhX3L7dxGuBTMevy8iTwFPA+cAU1kc7l73fgHwiIaJJwuZc98yiRxgBPix234OeFTDpJXPEd6YIUzZ8X9E5OPAClVNTbPd9xS9F1btvAT4V7f9LeDXi/pyjdu+FrhXwkzglwLfEZFngNuAtnHa8OuESVBR1R8DPUXH9qrqYydo7zrC7+llDTVJcSLVK4BPuPofIVRGy8dpgzHHMBuMMdcZmspJIrIK+HPgAlXtEZE7CW9kU72+THTpScpm3c0Uwqf8DICqBhIuIIaq/quIbCVc6O0hEflvqvrwNNqtE2wzjvx+4G9EZD7wZsLRVi3Qq6rnTdKPE/Vz9Ds4QXsnap8Av6eqL56gDcYcw0YwxlwnCaws2B8Ik48+6rYHCJMRAjQQ3gj7RGQh8NvTrGcrcJmzO8SA97l6JpJPCRE5A9ilql8iVABvGHPKidp9TdH7Frf9S44trfx+4BcAqjoIPE64nPQDqprXcP2i3SLyXtceEZE3jtPUXwC/7865Apg3QZcmau9OYJWIrHb77ysq8xDwp85JABF50wTXNuYYNoIx5jpp4A8Jp3h84AmgkNX2duBBEelQ1d8UkaeB7cAu4D+nU4mqdojITcB/ED5x/0hVfwgwkXyKXANcJyJZ4BBwy5h6f3WCdifcCMjj2E37I8AdIvK/CVf2/MOi8+8FvgNcXiR7P/BVEfkUoY3o28DYlQ3/CrhHRK4hVKAdhAq8birtVdW0iNwA/LuIdBEqrHNdsc8Qrqb6rFMyewjXWDHmOJZN2TCMEyIiCSCvqjkRuYRwtdDzZrhZxizHRjCGYUyF5cB9zs15BPjjGW6PMQewEYxhGIZREszIbxiGYZQEUzCGYRhGSTAFYxiGYZQEUzCGYRhGSTAFYxiGYZSE/x9j9SbUyccBoAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['TotRmsAbvGrd'], df['SalePrice'], alpha=0.45)\n", + "plt.title('Total rooms above grade vs. Sale Price')\n", + "plt.xlabel('Total rooms above grade')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "e205ae96", + "metadata": {}, + "source": [ + "**YearBuilt**: Original construction date." + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4bb8fdf6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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T64h+4Dfs27dPHTx4cKOnYTAYDG3h/kePUZhXniZX9kgnHD5wx9Wr3q+IPKmU2rfYeyaT32AwGF4FbER5GiNgDAaD4VXARpSnMdWUDQaD4VXCepenMQLGYDAYLiOWK8W/3m2ajYnMYDAYLhOWy3XZiDwYo8EYDAbDZUJzrgvQ+F3PdVnqvXZpMUaDMRgMhsuE5Voxb0SbZiNgDAaD4TJhuVL861mmv44xkRkMBsMlTLPj3rVgNFdlZ2+KTMIhX/GZKXvcfdNWAB44cAJg0ffagdFgDAaD4RJlvuM+4ToooOIHC3JdTB6MwWAwGFpmMaf+rt7UkuVf1jsPxmgwBoPBcImyEY77lWAEjMFgMFyibITjfiUYAWMwGAyXKBtRwHIlGAFjMBgMlygb4bhfCcbJbzAYDJcw6+24XwlGgzEYDAZDWzACxmAwGAxtoa0CRkSOi8hzIvKMiByMxnpE5GERORr97m76/EdFZFhEXhSRtzeN3xztZ1hEfk9EJBqPi8hD0fjjIrKraZv7omMcFZH72nmeBoPBcCkwPJrn/keP8YlvHOL+R4+1tZIyrI8G86NKqZuaejZ/BNivlNoD7I/+RkSuB+4FbgDeAfy+iNjRNn8AvB/YE/28Ixp/HzCtlNoN/A7wmWhfPcDHgVuBNwAfbxZkBoPB8GpjI8r1b4SJ7G7ggej1A8C7m8a/qJSqKqVeAYaBN4jIEJBVSh1QSingT+dtU9/Xl4G7Iu3m7cDDSqkppdQ08DDnhZLBYDC86mjO+hcRskmXrqTbKOXfDtotYBTwHRF5UkTeH40NKqVGAKLf9YDtbcCppm1PR2Pbotfzx+dso5TygVmgd5l9zUFE3i8iB0Xk4Pj4+KpP0mAwGDY7G5H13+4w5X+klDorIgPAwyJyZJnPyiJjapnx1W5zfkCpzwGfA9i3b9+C9w0Gg+FyYagzwYmJIiO5CvmKTybhMJRNsKMv1bZjtlWDUUqdjX6PAV9D+0NGI7MX0e+6fnYauKJp8+3A2Wh8+yLjc7YREQfoBKaW2ZfBYDC8Ktndn+KJk9PkKh6ZhE2u4vHEyWl291+CAkZEUiKSqb8G3gY8D3wDqEd13Qd8PXr9DeDeKDLsSrQz/4eRGS0vIrdF/pWfm7dNfV8/A3w38tN8G3ibiHRHzv23RWMGg8HwqmR4vMgtO3vIJl1ylYBs0uWWnT0Mjxfbdsx2msgGga9FEcUO8OdKqb8RkSeAL4nI+4CTwHsAlFKHRORLwAuAD3xQKRVE+/p54E+AJPCt6Afg88AXRGQYrbncG+1rSkR+HXgi+twnlVJTbTzXS4bm5kRDnQnuum5g02YBGwyGtWNktsLO3g52NZnElFKcbaMPRvQDv2Hfvn3q4MGDGz2NtlIPU+xKunM62m2m2kUGg6E93P/oMQoVv9E7BiBX9pbsHdMqIvJkUxrKHFrSYETkTcAepdT/EpF+IB2FEhsuIRZrTlQfNwLGYNj8XIwF4q7rBjZfy2QR+TjwYeCj0ZALPNi2GRnaxmZvTmQwGJZmpYmS87P2gU3ZMvmngdcBT4GODKs77w2XFvXmRM0q8mZqTmQwGJZmJRaIZnP41ui+f+DACe67fedFmcNWSitRZLUoMktBIyLMcAmy2ZsTGQyGpVmJBWIjsvYXoxUN5ksicj/QJSL/Dvg3wB+2d1qGdlBvTrT/yBhnIxvu3TdtNf4Xg+ESYCUWiJHZClvnjWcSDodHctz/6LF1iyK9oIBRSv2WiLwVyAHXAv+3Uurhts3I0FY2c3Mig8GwNCtx0i8mjE5Mljg+WWJ7d8cCs1m71oRWnPxXAt9XSv0npdSvAH/fXBbfYDAYDO1nJe2RFzOHHz6XY2tngkMjs3znhVEOjcwShqqtZrNWTGR/Cbyx6e8gGrulLTMyGAwGw6K0aoFYzBzelXQZma2QjNl0Jh0qXsjhkRylmt+2+bYiYBylVK3+h1KqJiKxts3IYDAYDKumnivz+MuTHJ8sAbCzt4OJfJW4a5FwdZuthGtT9QNmyl7b5tJKFNm4iPxU/Q8RuRuYaNuMDAaDwbAq6uHJz56a4dnTs5Q8n4rnM56r8MpEgelijYoXoJSi4gWECjqb/DRrTSsazL8H/kxEPosug38KXXDSYDAYDMuw3rX/6uHJPzg2QcK1SLgOfhhS8UO6OmKUaj5xxyJf9cnEHXb1dLS1XH8rUWTHgNtEJI2uXdbeJs4Gg8FwGbBcsmO7hEw9PDlf8cnEtSnMsYSqH7K1K8HR0QI3bO2cE4XWzjy4JQWMiLxXKfWgiPyf88YBUEr9dttmZTAYDJc4G1H7r95UzA9DzszUELFQKkSwKFR8OuIOFT8gP+uvSx7cchpMXW8ySRMGg8GwQpZKdmxnefzd/Sm+8tRpUq7NbMkDAgIFcTuk5Clesy1LxQvXrYL6kgJGKXW/iNhATin1O22ficFgMFxGbETtv3pTscdemSQVsynUAgQIFOzoTuDYVqNkzHoImGWjyKKGXz+13GcMBoPBsJD1qv3XXDX54RdGScVtkq5NJuGSijn0dDgkXYuqFzKWr65rBfVWosh+EEWQPQQ0emsqpZ5q26wMBoPhEudCtf/WIsJsfiDBS+fyHDg2xWzZQwRijoUfhMQcGxEoe8G6VlBvRcDUs/g/2TSmgLes/XQMBoPh8mGpzPu1ijCbH0hw47YsB45NUqr5JBwLxxLKtZCEa6OUwoK2NxlrphUB8x6llEmsNBgMhjVgeDTPp755mDMzZYJQkXBtBrNxhrLJFftG5gcS9GcS3H5VD3/9/DlSrk2gdGCBUmALbOvp4L7bdwKsS1XlJX0wIvKTIjIOPCsip0XkjUt9djlExBaRp0Xkr6K/e0TkYRE5Gv3ubvrsR0VkWEReFJG3N43fLCLPRe/9nkSx0iISF5GHovHHm4twish90TGOish9q5m7wWAwrCV1zeXsTJlC2dOlWko1Zoo1Do/kODKSW9H+6oEEzcRdh3feuIVbr+7jna8Z4mf3XcE7XzPErVf38bF37gVYUWfMi2E5DeZTwD9WSh0RkVuB3wTuWMUxPgQcBrLR3x8B9iulPi0iH4n+/rCIXA/cC9wAbAX+VkSuiQIN/gB4P/AY8E3gHcC3gPcB00qp3SJyL/AZ4B4R6QE+DuxDm/OeFJFvKKWmVzF/g8FgWBPqJi0/VFiWkHB0pn2u4tPV4a64LthSJfzvu30nJyaLPPj4yYaW8t5bdwDwqW8e5ux0GT9UiCgUggWcni7xsXfuXVNNZrkoMl8pdQRAKfU4q8iHEZHtwE8Af9Q0fDfwQPT6AeDdTeNfVEpVlVKvAMPAG0RkCMgqpQ5EnTX/dN429X19Gbgr0m7eDjyslJqKhMrDaKFkMBgMG0a9K2XCsVCAF4TYAsWav6q6YEuV8Ad45KUJbtzayZv39FH1A379r17g/V84yNMnZjg1XWI0X+H0dJl8uUap5nNmqrTmmsxyGszAvCz+OX+3mMn/34D/i7nCaVApNRLtY0RE6jF729AaSp3T0ZgXvZ4/Xt/mVLQvX0Rmgd7m8UW2aSAi70drRuzYsaOF0zEYDIbVUzdpDXYmcG2LQtWnWPXpiDnsHcysWV2wuqZUC0KePDFDwrWo+iGzFQ8/UMRsCz9QBKGi6itijhAo1jxHZjkB84fMFQzz/14WEXkXMKaUelJE7mxlk0XG1DLjq93m/IBSnwM+B7Bv374F7xsMhsub9S5GWTdpDWWTzBQ9ujp0BNjewQyWba04R2apaLR8xeP6oSyPvTJJqepxfLLKVMlDFLiO4AUhIFgilL2AdNwhGbPWvNLAcpn8//ki9/2PgJ8SkXcCCSArIg8CoyIyFGkvQ0C9ndpp4Iqm7bcDZ6Px7YuMN29zWkQcoBOYisbvnLfNIxd5PgbDRbHei5lheTaiGGVzbkyppv0lnUmXHX2pVf0/LFXv7PR0iROTJZ45OcNsxccRkOgR2gsUri3YluD5IbYIA9k43R2xNc+RaSVMeVUopT4KfBQg0mB+RSn1XhH5r8B9wKej31+PNvkG8Oci8ttoJ/8e4IdKqUBE8iJyG/A4ulXAf2/a5j7gAPAzwHeVUkpEvg38RlOE2tvqczEYNoKNWMwMy7MRxSih9a6UrbBYvbOq53NissAPX5mkVAsB8AVCdKhyqKDqK9JxsETIJh1EhKFsYs1zZNomYJbh08CXROR9wEngPQBKqUMi8iXgBcAHPhhFkAH8PPAnQBIdPfataPzzwBdEZBitudwb7WtKRH4deCL63CeVUlPtPjGDYSk2ajHbjGwWTW4jilGuNfXqySO5CvmKj1gwXahSrgUkXJtiJGCCSHsJmhwBvh+CQH82zo6oL8xafxfrImCUUo8QmaiUUpPAXUt87lPo8Oj54weBGxcZrxAJqEXe+2Pgj1c7Z4NhLbkcFrO1YDNpchtRjHKtqVdPziYcsgmHF88VyFd8vDDAsSwcAV+BFWkuoB3UtiUkYzZhqEjFHH7hR3evb6JlHREZFJHPi8i3or+vj7QPg8HQIoslxF1qi9la0KzJiQjZpNuIXFpv1qsYZTupV0/OJl1ylQAvDIk5FkGozWFSD3eaF8KkMz6gI25zcqrctkTLCwoYtGnq22i/CMBLwC+v+UwMhsuYy2ExWwvqeSDNrGd132aWyiG5lEyWI7MVdvZ2cPtVfbz9hi1kEi5xR4g5FrVAESqtsYRN2ziRgx+EfDVAKdU2Id+KiaxPKfUlEfkoNPJNggttZDAY5vobEo6sazfBzchmM0utpcN9IxjqTHBissRIrkyu7FOo+PhhSMK2KAYBSmnlxbFo1CNDgW3rcaXAtdc+PLlOKxpMUUR6iZSsKJprds1nYjBcZtT9DfWaTwnXoeKFvPfWHXzgjqsv6YVttRhNbm3Z3Z/iiRNT5MoeNoqy55Mre1SCkLhrkU3qqgHpuEMm7mBbgIAlFqDocC26Oty2CflWNJj/Ex0OfLWI/G+gHx0SbDAYlsFEji3kQj1SXk2sST+Y8SK37Ojm6ESBl84VUEqHHlf9gGTc5YreFBU/IBN3OD1TxvEttnYmGJmt0hGz6elwScactpXwv6CAUUo9JSJ3ANeizXkvKqVWVpHNYHgVYiLHFudSN0utBYtF0/3u/qNs6UzgBaplgTMyW2FnX4qj43mtsTguYRgwmq9SqAWM5Sv8xGu30peOc3y8wOHRPP/oal2b7Pmzs0wWauzb1c09t+xoy3eypIARkX+yxFvXiAhKqa+u+WwMhsuIzeZvuBzYLDk0F8t87bbqBxyfKDJZrHLnNQMth2/X/8fOzlSIOxaubVEOQpKuQ8UPGMtX+f7Rcbo6XPpScT5459UMjxfJz/rccc1A26/fchrMTy7zngKMgDEYlmGpUurr1U3wcmMz5dCshmbh+NyZGW6+ogsiATM8ViCbdKj6ColMXMfGCnzkq8/x1usHlxQE9f8xP1QEYch0yaNUC4g7FipUKBFGZsrMlDzOTlcY7Exwz74r1u16ST0e+tXOvn371MGDBzd6GobLjMvliXszcP+jxyjM0whzZY90wuEDd1y9gTO7MM3CMZNweOSlMfJln9uv7qU/k+A7h87h2kIiZrO7P83fD09QrHrkykGjlMtb9w4sasoaHs3zHx56mpdGCwjgOhaeH1INFAlXhyPHHYtdPR10JByu7s+sqVAWkSeVUvsWe6+lTH4R+Ql0I7CGbq+U+uSazM5guIy53P0N6ylAN7NP60LXYb5J7DXbuvjB8CTPn8lx57VxXNsiX/F5zfYunjk1w1SxBgpqQcBMSVELQv762XOcy1X50F175ux792CG267qpeIrzs2WEYEgVFgWhKEi6VoEoWK8WCNR9UHJBTWjtaKVTP7/CdwD/CLayf8eYGfbZmQwGC4J5odht7P1LmzeagitXIf5CaZ96Ti3X91DLQh5YSSHHwYUqh7PnZ7llYkCtgX5qkcYQtUP8YOQiWKVIyM5Hnri5II5eCH86DV9DGQTpGIOjmNFTc0EESHm2Hh+wHihprtYKtX27wtay4N5o1Lq59Ctif8zcDtzy+obLkGGR/Pc/+gxPvGNQ9z/6LG2/pMZLk/Wu+zLZs2haeU6NAvH8XyFA8cmePzlKSzRTb9uvbKPt14/CKLPK1Q6+z5QChGizHvIVX1+cGxywRyGOhMUqwF96TiFqk/VDynWQmqBYrbsU6h4TBQ8/DCkXAvpjPrQtLtMTysCphz9LonIVnSHySvbNiND21nvJ0/D5cl6l33ZrKVdWrkOd103wInJIn/97Bm+9vQZXhzNUQsCaoHi+ESRqh/Qn0nwo9cOct2WDGEIQaAAhUIXqky6No4FM+WFWSK7+1M8cXKayXwFLwgbhS1BCyo/MpmhFCenS/Sl4ovOc61pxQfzVyLSBfxX4Cl0BNkftm1GhrZjEgANa8FGhGFvRp9W83WYKFQ5OpZnIl+jNx1jeDTfmK8Cpkseti04lo2I4AWKrqTD8FiB/oy+bm+4spfvHBolb1vU/AArVDiWkIo7+IGiL+0umMPweJFrBtLsPzxOxV8YuBXJKvxQkY4pJopV9pBp+/fVSqLlr0cvvyIifwUklFKmVMwlzGZ2ll7qvJqixi7HMOzVfH/16zBVrHF4JIdl6YKSW7OJRhj1/iNj7OpNcS7SdkSEihdwLlehZAknpkrkKj7ZpMNQNsm+Xd0ceHmS8XyIsiDhWri2FjJvvLp3wRwOj+Q4Nlag6l+4TORY0eP50zPcMNTZ9u9ruUTLW4BTSqlz0d8/B/xT4ISIfMI08Lp0MQmA7eFi8zQuNeF0uZV9We33V78On/rmYYJQ0dURY/dAmv5MglzZa3ynMQumijVOz5RIxRz6UjEEOD5VIhWzySZscmWPl8eK7Ort4M49/Tx1app8xadY9akFCkELkP0vnGN4vNj4Xzk6lmOiWJtTNXk5xgoez5+d5b23tieDv85yGsz9wI8BiMib0Z0ofxG4Cfgcph7ZJcvl+OS5GbgY0+OlmkS4GU1Wq+Vivr/dgxl29qa4/apepNGE5bxlwLXgwMtTZBIOFS+g4gW8MlnEsoS+VIzulEu+GpBNuPiBds7v6k+TSjg8c3qGY2MFYrbwtusHKVYDPvPtF7llZw87ezvIV3zOTFcIwlbFi+bGrZ088tIEO3tTbfsOl3Py201ayj3A55RSX1FK/f+A3W2ZjWFd2KzO0kudi3F6b6ZGXK9WLjZoYdkwatEJj6m4w/buBLYl+KHOU/nRa/t56/VDvO36Ldx+dR+2ZVELtLDozyRIxxyu25KhP5OgP5tkJFchm3AYyZUREWpBSMULyVdXJmDW439sOQ3GFhFHKeWjWxy/v8XtABCRBPB3QDz6/JeVUh8XkR7gIWAXcBz4WaXUdLTNR4H3AQHwS0qpb0fjN6MbnyWBbwIfUkopEYkDfwrcDEwC9yiljkfb3Af8WjSd/6KUeuBCc341cTk9eW4WLsb0aPxiy7MS8+FqTY0X+v4utN+7rhvgd/cfZbJQoxaExGyL3nSMD921hwcfP8ntV/cwPF5gplTDsS22dDrMljyK1YD+pnnEXQuUzJmDawvZpNP4O5twyJV9JgpVDh6fxo+0l6jdywWp773d/2PLaTB/ATwqIl9Hhyp/H0BEdtNaP5gq8Bal1I+gzWrviHrJfATYr5TaA+yP/kZErgfuRVcMeAfw+yJiR/v6A7SA2xP9vCMafx86P2c38DvAZ6J99QAfB24F3gB8XES6W5izwbBqLiZPY7MmEW4GVhJWfzEh+Mt9f63uVwCiREZENRbyoc4EcUeXgUm4DluyCToTLn2ZOE+cnOb4eKFxzL5UnN50rDEPneUfsGdAC7NMwmkEBBwdy5NwLVQIlqD7vbSAJXDg5QlOTJY2JopMKfUpEdkPDAHfUeeLllloX8yyRJ8vRH+60Y8C7gbujMYfAB4BPhyNf1EpVQVeEZFh4A0ichzIKqUOAIjInwLvBr4VbfOJaF9fBj4r2gD6duDhuolPRB5GC6W/uNC8N4JLzblrWJyLcXobv9jSXMg30nz/nJgssjWbWLUfZanv7/5Hj13QP7P/yBg7e1O8ZntXY591J3/9+z02Vojqg0HVV9x6ZS+Fis/Z2TKuazPUmeCX7trT2N/Z2Qo3bM0wmqsSsy2UUgxlE5yeKXPtYJYj53IkXAvLFiwUlmVjS4gAiZjFbDlYVKNxbSFX9jg9XeYt1/Uv8om1YVlTl1LqsUXGXmp155EG8iTaZ/M/lFKPi8igUmok2teIiNQf77YBzcc7HY150ev54/VtTkX78kVkFuhtHl9km+b5vZ/I9Ldjx45WT2tNuVSdu4bFWa3p8VKNyFqPh6PlzIfz75+nTkwzW/ZIJZxGXslKzEBLfX+tmDCX+0z9+/3IV5+jVPWoBgrfD/nLJ08RhopU3OG9t+7gruu3zJlL/fqOF2o8f3aWrqTLdUNZ3rJ3gOHxIi+O5lFK2NWT5PRMhZgjCDahUgQhxG2hFmpNSkXVAQS0ny/hcu1AhuHxIne1dHVWTkvFLleLUioAbooSNb8mIjcu83FZZEwtM77abZrn9zl0RBz79u3bkLLSJunRUOdS84ut18PRcr6R+fdPXybG2GyF/YfH6EnFyCQchrIJdvSl2jaH5T5zYrLE2dkyn/jGIYY6E+zqTfLiuYAYirMzZRxLUIDn68gwoCFkmq/v9UNZ8hWf507PsP/wOR56Qmfz96ddpopVbMvCtYRqLSBQis6EQ8x1KFUDJAgIQ0UtVDgKsM8vj6m43dZM/hYtdheHUmoGbQp7BzAqIkMA0e96CMNp5tY42w6cjca3LzI+ZxsRcYBOYGqZfW061rvchsGwVqxX5NtyvpEFRSRTcUZyFfJVj0zCJlfxeOLkNLv7L07AtOJfm/+Z4xNFnjgxxdZsouG3OXQ2T8UPODdbxrUFx9JLcNyxySYcHnz8fCHL+dd3NFfm2TM5TkyUqXg+Jc/npdEC53IVXh4vUqoFKIF03CEZcwBFvupR9nTYs1I6esq1tIms6occeHkKt41SoG0ajIj0A55SakZEkuicms8A3wDuQ+fV3Ad8PdrkG8Cfi8hvA1vRzvwfKqUCEclHAQKPAz8H/Pembe4DDqDzcr4bRZd9G/iNJsf+24CPtutcLwaT9Gi41Kibbb729BmGOuNcM5ilL32+ttVaRyUtZz6cX6blyZPThApUqBjL1xjIxrl2MLukGahVE99ScwDdp6a+/Z3X9DE8XuTsbIWzs2Vu2dHNrv40oK0TMdsiE7c5O1PBsQTLErrjLkpEhx5H1254NM93XjiHoMd7Uy77Xxyn6geUAkVPOkY65jJb8qh4IemEjaXAC0Nmyz4zZR0wUjfLNP/2AuhM1pd+iUKo20M7TWRDwAORH8YCvqSU+isROQB8SUTeB5xEl/9HKXVIRL4EvAD4wAcjExvAz3M+TPlb0Q/A54EvRAEBU+goNJRSUyLy68AT0ec+uVkrDxjnruFSYr5ZLFfxOHh8mn27uulLx1f0cLQS/81S5sP5ZVryZZ8O16I/k8C2LPYMZOhNxRYVeq2a+ObPs5793rx9zIJHXxznq0+d4c3X9PHeW3fw4OMnF/hketMxJgo1tnQmqPoBCcfBC0LtdK/4bOlMMDya53f3H2UiX6XqhwhC2fMpewGugBcqxgs1OtyAsqcd+lUvoHbhKjEA2iyndDj07Vt7qAXt8w6YjpYRG9nR0kSRGS4VmrtKjucrPHliBhFFJuFw49YuZspeSz6Y+R0e6w9Wq/HfDI/m+dQ3DzNVqFGo+mQSDr3pONPFKrMVn1TMoTcd42Pv3Dtn3610yFxunvuPjFGo+FT9gCdPzJBwLYoVj+myR8J16Oxw2NOXbmgwAMfHCzx1ahqAY+NFPagUji3YlsXbb9gCSvHiaAHHEcZmqxQqHr5SVGphw7t8MTJhIBNjIJPg7pu2rUlH0IvuaGkwGDaGzfbw0Rwp1Z9JcPPOLobHCozMVrjtKqflyLdWg1taOf/mMi0ThSpPnphhqlhlNFfBD6Az6c4pPFnfvpXIsOXmWd/+0MuzJFwLPwgZL9YIlGJbl0upFvC/j01yaGQW27KIuxYxy2JLNsl0uUbcsah6AV4Irg396Thxx+bbL5yjLxWj7CktWAKl/fKiI8Eu1qJlWcJMucb3XhxlslDjzXv65lR9XkvWxclvWBrTm8WwFJvxf2N+Qmh/JsENWzt59+u28YE7rm55kVosuKXqBzz8wmijCd7+F861fP71edWFXq7s44eKTNJh307tB1muCVid+Sa+5YJw6tvnKz5xx2KyWMMPFJ6vODldZmS2glIh0yVP1ydTwmi+ytauJD2pGK/d3sWO3hQD2TiJmEPZC3nslUmCIOT0dFnPP+7QEXnhRYTedKylTP3lmCzUOD1d4akT0xSrHofOapNcO/6vjAazwZgwZcNSrOVT/lqxVj7D+cEtE4UqB47pYpB1f8j/eOQYewczLd0bzfPqS8dJxx06ky63XNkzJwDhhZEc9z96jMMjOc7OlBjLVdnaneTGrZ3EHXvBuSwXhFM/pmtbVP2AmZJHqebTlYoRhorZsscs2qF+804db/T1Z87w8AsjVH1FImZTrPr4fogC4q6iUPXwgpBm10Uy5lDyqoCO/gKdiR+zLcIwxAtbKw9TR1BRJJnFVMknHa+Qr3g89MRJPvauG1awpwtjNJgNxoQprw+XYovoVv432qHlLHWt6oIsX9Gl3l8Yya26UOr8kN7nzswAihu3ZRshz36gGMnNvQ+WujfmF3DtScfYO3Q+ug3gxESRk1MlTk7qn1BBR8ymVAl49KUJKn6w4FyWC0+uH/OGrRkmCjX8MCSTcBGlu07alhCPwoG/f3Sc7x8dR4B8VWfXF6s+NT+kGuiulbZoB3wQajvYTNFjZLZMqRowkI6TdIXJYq2RNFnxQ2rh0ol/SxEqIRmziTk2riWMF2pkkw5PnZpZwV5aw2gwG4wJU24/l2q1hFb+N9ZaA17qWt15TR+PvDQxJ+mveaFdKfPDfqt+yO1X9TSy7wF60y6Thdqc7Za7N5ojzernkSt7DU3rhXN5rh/KMpIrk4zZJFybuGMTdyxu2NpJOuEs6t9ZrsLC7sEMH3vXDdwzmudDX3yasXyVYi2kK+FQ8kL8MKTDsShWAxDdVtK2hHRc937xIm+9CpU2iSUcqkFIzQvpzDoEoY1tCTFb2NWRouKFnJstk6/NrZys0LW4FjZTXkgQKkq1EAgRpRBLKFV9bNu+4LYrxQiYDcaEKbefzWaGbNWk1cr/xlpXYV7qWj34+Elu3Nq5ptewWSDc/+gxTk6WGH55glxZF3JMxRxmLH+OkGj13mgWDC+M5LS5qqw1gtFchS3RNYs7Fvko8mypa9ZKhYXdgxl+6qZtPHtymu8fm2C2GuKIYANJ18YPQ4JQEYTCUDbOVMkjUOcFg2ULHTGHjphDzQtRStje3UHCtah4IcfGcpyYKoNSeKHWdsQSwvC8cWyRTsmLotCtk22BUIGtFMenyi0VZV0pxkS2wZjeLO1nM5khWzVpzTdHHV7CHLXWVZiXu1btvIa7+1M8cWKKXNlrdHZ8aazAP3nd1lXfG7sHM9x13QCZhMuNWzvZ2ZskV9EmrrpmVPVDMnFnTawGu/tTHJ0o6jDpDh3WbFlCJmEThIq4YzGUjZGvBmQSLgOZOJmEjWULMUe3RPbCEC9U7OnvIO5azJZ9xnJlpko+oVJ0xGwQHabcnXTpS8exLdHK0QoJotpkri30peN0d7gX3GalGA1mE3Cp1aC61NhMZshWtKnFalAtZY5aqQZ8Ie1pqDPBickSI7lyQ5MYyiYvulfKcgyP5nnw8ZNUqrq/CUB3MsZ1g2lKXrhojkarx2u+3tcMZjl4fJruZIyxfBXHFkIFu3o6Vm01mF/J+ZqBNOOFGi+PF+mI2ezqTZGMOVzZl0GAk5MlAPwgRCkdmnx6qkwQaEe/7ytE4IqeFDft0IEBf/DosBYiIZQij74A0yWPjphNd9JlqlBDojDmlSBAwnX40Wv6qK2sX1lLGAFj2DDaFf00f7+7+1M88tIE0H4z5IXO6WJzL1bqI5g/twv5onb3p/jKU6fJJpyoqZUu6f4vb93BS2PFxnybr+HF+Ljq256ZKhEoRYdroxRkOxxG8lXKL082rlv9egJzjndiosh/+vKz7OztYO9Qds41b77efek4+3Z189JojpKntYjOpMuOvtSKBeL+I2McHslxcqrE3i1ZdvZ28PSJaWYt4ZYre9jZ08GTJ6c5PqnPa9/Obq4eSHNsvEBPh0s1UHh+oDVAgSAEC0Us5mALPH1qhq6OGDt7OyhUfIKo4rIAQeAToM1cnh/i+SE+rCyUDOhNxaj5Ov0/7jr0JtZeHBgBY9gQ2uV4Hx7N83v7jzJRrFL1Ql4atTh0Jq4XwqhGVKul8FcqAC90TsOjeU5MFnn6xDS96Ri7B9L0ZxKL5l6sxK/SqgbckvY0XuSWHd1RwUi/UdK95IXL9koJQ8Whkdk5Wk8r/pn6nAKl8zwSroMfhuTLPnFHODJb4YatnXOuZ8KRxnmM5yscGS1gWzBbrjVMjvfdvhOAE5NFnjoxTV8mxp6BDH3pODG7i9uu6ltV9nrzd5wre1gCR87lSSd0tYBcxeOZk9P4IXQmXApRN8qZssfZqRLTJZ05n3SF8bzf0FwARvM1rux12DmY5vRUmRdGcpRqPrYInlLkK/4CGeJHYcqtdrJsplD1CEOFF4QcnyzyoagPzVpiBIxhQ2iX4/2hg6d4ZaJENunQ1eFS8UJemSjx2CtTfOwnrm95P8sJi/o85wue5c4J9FP31s4ksyVP1/A6Mc3ewQyWbbWce3ExtNrTZGdfak55k/Fcme+8cG5BLa46h0dynJwskYzZdCYdKl7I4WhxbHVOiZhFxQvwwxDHgmI1oFSDdMJZcD1/8PIEb6+XtB8rkHAtEpG/ov6Zhw6eouKFbM0mmI3CjJ94ZYq9Q1ksS1atvTZ/x7p1sUvVDzk6lmf3QJqDJ6Y5PVPiqt4UZ2YqiMC2riS1IOSZM7N0dzhMlzxyZV1bzLaEKEkfP1ScmCwxW9Xlba4fylL1A21OW2I+XmTWWk3ypSDYFiRce0VhzivBCBjDhtCuHvRPn5whk9AhqKBvHqUUT5+cWdF+lhIWDz1xkoqvFhU8y51T8/7SCd3qdiJf42yusqBGVrsiC1fT02Q8X+HAy1Nkks6SmuZs2cOKFirQv6t+wEx58aDZZhPTs6dndTQTkE06eIGiWA3oiNs4lrC1a+H1FKQxx3xFR4BVvLDRsz6TcDjwwiS3X9VLNumSSjgMjxWYLNQ4O1uec71XqqU2f8eZhMNUUdc/myrWODFRwvcDSlWfXMUjCBU7e5KkEy7HJwo658VXlLyQkhcggCWCE+XKhAqqocIWIRN3OHBsnPFCjRZrWK4cpfNvdvR0kIk7bYmqNALGsCG06yldoXRZjiZE9PhiLLXALCUsfvDyBG+8qm9RLWW5c5rvC+hLx1FKNbodNrNW3S1X4otqXvRfPJcj4TrYljCerxCzLd64u6+RAFk/3/p8OpMus2WPihfo+lrRYtmZXBiVVNcMw1BxcrJEh2txLl+lM2Ezng/Ykk2QTbgMdSZ4+tQMZ2cqHDg2Mcec+LodXQ3hpfvTeygl3Lits3HNFaoR9dafSdCfSSy43qsx0zZ/x70pl+fOzKKUwgsCip5PtRYQd2zOzlRJJWy8SDrMVnxqfkDFt+hNuZSqPkopXFvoTsU4O6MfrCxge1eSUs3nxFT5oopaXohKoDtdvjJRpFj1KXprL8pMmLJhQ2ilgdNqeP0Vug5VxQtQSlHxAnJln9df0bXgs8uFDC8V/ivIkuG6d103wInJIt97cZS/eX6E7704yonJInddN7Dm4cQXYrFze+SlCe68pm9B2C/Q+OxAOoYf6G6L5ZpPNQhxo17w88+3zt6hLHsHM42ckrhjsXcww96h7IJ51TW5erLjYGeSK7qTgEVPh0vJC+jucBnJVXj9ji5SMadhTjw+XmCm7HHPvisaof3ZpEuo4Lotuix//f/o9Vd0XfB6r6ZhWvP/7WTRozMS1F4A5aqPUuBEDb1qXsDL43mePzPLbNnDD0I8X9GfSdCddAiBmh/iWlqLkciR8vSpGZ4/m2+rcAE9T0ugXAs4PVXm2Fhh7Y+x5ns0GFqgXT3o77llB+dyVSYLNXIVn5htsasvxT237Fjw2eV8JkuZqV63o2tZzUsBKGkUN6yvESsxe61FAMRS5zY8Xlzg3L7/0WOEQcihs7O8NJrHtoRtXQm6UjEGOxPkyh7DY4VGlv38hfqu6wb43f1HqXg69LbiheSq/qIPC3VNLlf2G02vujtiOLbFW/cONv4X6mX0t3VXlzQnzjdz1be96YpOHntliq8+dZpizY/6zztc2Zvi1951/YK5NLOcmbY5N+n0dIkXz+X0NkmXzoTDZNHTCZUKruxNcnyyBAhVPyBuCyGQr3q8PFbAti3iFigR8tUAK0p6jFm0tT9LM0FTWHKoFGdmy2t+DCNgDBvGWuX/zDcFvTuKGLuQXX25BWa5DoZLCYr9R8bY1Zvitdu7GvvLlT32HxnjA3dc3bJAXYsAiJUsnvVw26R7vlTIaL5KNVC8aXcfT7wyxWShhooimRYTjAIgSms6opZ0Gp83MWm/ifbXzE12XIk5ERYvETNdrOpCkkqb60o1OD5Z4sRksfHZVs20w6N5HnriJH93dILedIwbt3ZyRXcHL57L093hUPV1mReFwkaXYnFsm3TCZfdAnKqvs+aPjOSo+CHTZY9UzCab0CHS27o6ePiFc1hon8zqXPYrp/lIIlCurr2JzAgYwyXNYk/7j7w00dLT/lJJhTt6O4ClBeBSgmKxDobNi3qrAnUtAiBW4uOajcJtE64OjvAChYg2L/al4+wdynJ2trykYNx/ZIydvSles4hgXSoxdCib5PBIjqofLEh21FrC6vxzdeH8g2MTpJMOCcehWPWoBSElz+dT3zzCzt5UI8v/Qlpl/f/r2FiBvnQMEJ48McO+Xd2kEw5j+RqubTFTrhEGuq6Xi1DxQpL1nJ6kw3iuSi2EhGPhK4UKYboWkCnWGMwmCZSQcKXlrpRrQV2BqfeakdWUA7gARsAYLmku5ml/d3+KP3/8hK5eC5ybhWNjBf7tlivn9FmfrwEtJSjWKnBhLfazEpNcZ7Le2z2gN+VyYqqMUtCZsHSuhyV87J17AX1dH3z8ZEsBEYsJxN2DGe68po8HHz/ZcNTv6u1YkOzYnMsUdy36UnF+qYU8jZHZCjFbODerQ4S9oEIQgi3CQCbObNlrFO8cHi82zF2dSZe9Q9k5wrO5U+Zkscq2riTpyP92dCxPV9JlLFehI+aQTbgUqwEVz8d1LG7e2cXzZ3LkKz6v2d7FS5G2U6j6VD1FaIXYFpyYKlP1ddJlq7XE1hql9E9PNn7hD6+Qtjn5ReQKEfmeiBwWkUMi8qFovEdEHhaRo9Hv7qZtPioiwyLyooi8vWn8ZhF5Lnrv9yQKExKRuIg8FI0/LiK7mra5LzrGURG5r13nadhYLqZG1mMvTxKzLWxLG3Tqv//s8ZOrKn+/VoELq91Pc5n9/UfGFnXoLyYY9w5l2TuUJe5aBErY0ZNka1eSZMyZEwjwu/uP8uiL4zx/ZpZHXxxvNKlaSQDD8Gie/+eZs1S9kJ5UjC3ZBKm4s0CIL+XLuhCuLRw4NoVlQdUL8QMIQ0BgquTREbcJQ8Vnv6fbJV8/lOXGrZ1kEu6cOdQTdg+fyzFRqFCo+hwb19FWCdciV9al9hOOzfbuJNcPZXnt9k529abY3p2gFihu2Jrhyr4OYralS+rXi0uKahSc9ALF2enyhggXW7STXwTSMZut3ck1P0Y7NRgf+I9KqadEJAM8KSIPA/8K2K+U+rSIfAT4CPBhEbkeuBe4AdgK/K2IXKOUCoA/AN4PPAZ8E3gH8C3gfcC0Umq3iNwLfAa4R0R6gI8D+9D/q0+KyDeUUtNtPF/DOjDf3+JatPS0v/+Fczz4+Mk5yYJPnZrR3QTd87fB8FiOmaaEvRVpRGsUuLCa/VyMqbCu7dww1Lmg73x920/91SGOTxTJJl2yCYeqH3J8oshDT5zknlt2tKwtPfTEyQX7OTIyy69+7Vmu39rFUGeCiUKVbNyhWPXxgpCEa5GN8jSARjj1bNlraB4N4aAUuUqNSi1oJCEChKEiFEXCtjjw8gSzZZ9DZ2cb4c/1/dbPt56wG7dtRBQd6NpfJ6eK7OpNEXOEfCXgH+/uZbLk6YrMcYcfvbafWgif+KkbGt9LXcueKNTwggAV9T6uR+ato1VsDq5jEQQhIsJANs7WzktIwCilRoCR6HVeRA4D24C7gTujjz0APAJ8OBr/olKqCrwiIsPAG0TkOJBVSh0AEJE/Bd6NFjB3A5+I9vVl4LORdvN24GGl1FS0zcNoofQX7TpfQ/tZbBEdzVVRVNnVm1pycdv/wjk+8+0XySYctnbGyVU8PvPtFwlCxWBmrlmg6ikce66LeiX+j7UKXFjpfi7KVNiCQHvq1AzZpDMnmRIUT52a4WPvuqFlgTh/P34Qkq8G5Gtlbrqim0dfGuPZUzN0xBy29STpTsao+iGHR/Ocy1U4PV1u5NBYlvYfpVy7EWV3bLzIVKGqtZYmvBDiLpydrRBzdEh01Q958sQMN+/soi8dn/Md1xN2U3Gb09NlYo5NZyIkV/GZLHq8+Zo+UIpSNQC8hre8WA3Y0Zeac23r/p5P/fVh/u7oOEEkWNbPnb84CccisATbEiwR+jNrbyJbFx9MZLp6HfA4MBgJH5RSIyJS1/u3oTWUOqejMS96PX+8vs2paF++iMwCvc3ji2xjuERZbBHd2Zui4gcNU1A9TLXZV7D/8DmyCYfOZAyAzmSMcs1ndLbCTMkjHbfZko3j2DZKdIXbZi6FBnAXGxiwmEBr1hbPzVYYSMfmaHtK6XIjS20/n+HRPKOzFfxQkY47dMRszsyUqXgBIsLfD080QpZLXsB4rkbcsUnFHGZLHk9PzDBeqFGs+XQmHDqTcSpewEhO1yvbf2SMo6N5aqFCLbJ6F6shyZhOBI3Z0hByw2MF4o495zuuJ+ymYg7bu5NMFKoESrAE9g7pmmYdrsUXHj95vjBoxeP0TJm37B2Yc851jevEZJGm9i2rEi6ugLdGUikdd1AKBrJx/ECtvBRzC7RdwIhIGvgK8MtKqdz8LOvmjy4ytlQ30EZ03Sq2aZ7b+9GmN3bsWJgnYdhcLLWI5mf9Rm7HYlrOS6MFrh3QtbUKFY+zM2WmSjrxbVsqTjUIeHmixLauBNdvyZKOqgivRZmWdlWMns9aV0aYfx0HMgmOTxYR0ZnnFS8kXwm47eqeC+7nfIWAPFU/JF/xKVR9PF834VLoVsFjuQrZhEvcsahVfBDFeL5CLRFjJKc1l760y/hIlYoXEHNsOmL2nIZhsxUPz1csVnleoTWmq/vSTJY8Sn4e39d5K+m4MyeI4PVXdPHIi2PUAkUQKl3GxQu4qj/VaKHwN89PMJRNcHqmzImpMtmEw/auBA8+fpLvD0/iWjA8VqQaBAyPFshVvQsKlQtpNWslXABKUciaTkTunGNSXCvamskvIi5auPyZUuqr0fCoiAxF7w8B9bTZ08AVTZtvB85G49sXGZ+zjYg4QCcwtcy+5qCU+pxSap9Sal9/f/9qT9OwTrTiTN5/ZKxR2fc7L4xyaGSWpOtweqZCoeJxekZXCRbRzZsSMZvt3SmGOpN0p+J87Cf28u6btvL82Vm++vQZnj87y53X9F1U++HVBAyslLWujDA/y/2WXd30peNMFmvMlDwUiiv7Orhn3xVL7qP5/M/Olpko1FAKOmJ2oxd9CDi2ECjFdMnjmVPT5Kvni0BOF32OT5YIQ7As4exMmVoQMlv2ODpaYLpUQ1A8EgUflGrBosKlTi2Azo4YfhCCEqq+Dsd+7swsDx081fhubruql1oAfqAFYLHiESqd41L/v5ou6iTQLdkEr92WJRN3OHQ2z5mZMls7Exw8Ps0zp2eo1EJKtQC/BWfLepjMrOhn71CWm67oYktngiOjBdw2SIO2aTCRL+TzwGGl1G83vfUN4D7g09HvrzeN/7mI/Dbayb8H+KFSKhCRvIjchjax/Rzw3+ft6wDwM8B3lVJKRL4N/EZThNrbgI+26VQN60QrobfNlX1tURwbK1CoelR93R894Vp4oSIM4er+FOm4Q9y1uOu6gYY56ZGXJrhxaye3X9XbcJbXcydWwkr9Ihej7ax1ZYT52mJ/JsGPXtPHk6dmeM22rgXzW2zuzed/dqYMYUih5uMFqlEGpR4iK+iWv4GvgABboFILojpy4FgWcVd4eaJEOu4gSlH2fF6ZKJJ0bUIF6biNv4x0qWsHh8/OEiioBQGBCtnVm6IjZnPo7CwPHNBtCYbHi7xpdx8juTKjsxVmyx5eGHJquswV3QmO5Sucna1gW8KOUBtNClWfSs3n5TGP3/rOEbxAR2kdHs1RqS1dEdmx9DUI1Pr4ZUJ0xQDQEWTRq+Y/1ox2msj+EfAvgedE5Jlo7FfRguVLIvI+4CTwHgCl1CER+RLwAjoC7YNRBBnAzwN/AiTRzv1vReOfB74QBQRMoaPQUEpNicivA09En/tk3eFvuHSZv4i6tpBwZE5eRr2yrx+EnJ6p4lhCNulQ8xWFakDND4k7FoOZBH3pOKCYLfsNTahZA5rf2wQWL9O/FBfyizQvym6Uu7GrN7VkL5kLHXstO6MuZnKLuw5vu35LQ3g8+PhJXEtHVz13JkdvKsa2zjiPnsvzxR+epFTzSccdEGF0NspHseaa+rXZaqFJK1A6ukoUxG0hUCFlT/ADRanmN+qjFas+pWrA9p4klQvYeOqHrQWQTdqUawEomCrVmCgoEOHK3nTjOqdiFoWqz9nZSuOzxdDnpdEirm3hBwo/UDx5YgrLEmq+atjnbQSFFqTlC7SKbBaK6+X073Cl0ZI5m3S4fWtPW0rUiGqDY+dSZN++fergwYMbPQ1DizT7CJq1mTPTpajnum69KyJ4QUhXR4zOhAuiuHFrJ0+emCHhRkUcBa7u18Lrs98bbmhACdei4oWUa7oA49bujgXHWy4M+P5HjzVqatXJlXXDqbo2Vt/fIy+NkS/73H51byNsNlf2qHjaJNhcpiTu2Bc8druu753X9PH1Z84yUawyU6wxWfLwA8WO7gSIcHq6TG/aZSyny9gHoSLp2hRqQcMxGqUbNbQYC5Y1a8VsoRZV/nWs8xrNrr4kZ2cqBIHCti0ycS28l1vROlzhqv4Unck4w2MFilUP17HoTLooJfSmdBfJvnSMx16eYrJY1d9DVCE6jLQM1xZCpfBDPX8nmiMQleGn7cUqL5a3XNvfaHcwlE2woy+1qiZsIvKkUmrfYu+ZTP5Nyno5hy9VljI/nZ6GvYMZHs1VqPkBgdL1nSpewPWDaZ49myPu2Ny8o5Pnz+YbIaf37LuC3YOZJXubvDJZ4vqtnUuauxb7vpYy6d10RWcjQ7ze2bLmK7JJZ05Ryarna8GSii8oU1Kv+nuh3JiLMbnVM+5PRH3kd/V2cP/3X2a6WGMgo5MJUTpU+Kivy9QrFC+PFwnC8wtsIXIm19fblS68QagaxSD9UC/enR0ufhCZ2AgpVkMKi3R8nE9XMk4YCiMzZWbLNcJQUQsVMdvmyr4UfhgyU/boy8Qh6jvj2BZuCLWoOqQCvFBhqUhYKp00WWepKKPNRq7iLRn9tlYYAbMJaVc74c3OShbEpcxPnUkXy9alRc7lK8QsadSDOjJa4DVbdZRYvupzx7X97O5PMTxebJjZBL2Qze9tUt///OOdna0s+33N94vcdEUnj7w0wWShRl/6fC6GbSmUEvLV80EMz5/Nk3RtTk4XUQqSri6QeHQsz21X9i4bgtxK++bmhMW67b8z6dKfjjFd8jh4fJpaEFKu+aTiDscnCpzLVVEoKn5IqXq+LUKxGlCqLu9gX4oLCYX5AilUUK75lKo+QRBQCZgT/rsco7kK2aQu2WKJtsXbCpRSVH0dLt2ZdPECxe1X93BiqkigVKSh0Og+KUprXXX/0fyT2OTKC1BPHC2TSTjs3ZJheLzIXWt8DCNgNiHtaie8EbQqNFoVqvX9PX9mlpfO5blxW3ZOGfl6VvevnpvV/pbIh2JbQs735zgyJ/IVDp2ZZWeT32Om7JF2Lc7MVhrZ2dcNpulMuosWxuyI2wu0kebM8A/ccfWc+d//6DG6ki59mRjVqJow6CfgfCUgk3AaVYtHZsskXAtbBER/ZjRXoRaEFwxBbqV9cz1hseYHnMtXGczEODdT5pCCyUIVSwTPDwiUouaHjOc9aoGuDHx2emEzrNUuqknXotRijGxdOyhVAxzbamgxrRIAp6dLJF2H/kySQsWjI+Hg+yG5ss9tV/Y0EiVPTpboTDpMFjxCpXAd0SHQSvuSgvC8wHEjE1l9Ko4lBJvYRibAlmyCXb3aDHx2poJr59b8OEbAbELWqp1wu8xsrex3sRLnhWU0sVaEarMQev2OLg4cm+LAsUmuG0xzZrbKZLGmM6yB67d2cdMV3QyPF8iVfUIVIij+9vAYZ2cq3Lg1w/Nn83qh7ko2Gk5t7Uzw2CtT7OrtYGdvklzF5+hEkbfvHeDbh8fOJ9WVPV4eK7Krt4OpktfQRv7+qK7iG4Y6WW/+tal/t3sGMhw8risXxR2hUPC5sq+DwazOKC+Ua0wVdcn8uG3h2EI6rn1I+Yq3bG7O8Gieh18YpVT1qAbaBzKQibO7P8Xp6RKPvTzJZFPCYsUPsUU4l6tS80Nsy8ILQtyoWJWLkKvoRRZY87pZFS9cNnpqsfcCBZYKG3OxRJtC/RZUmWoQYlkBV2VT5OM23R0x4o4wWfCwbKvROO4rT52mMxGjUtPtnxX6PgyCkEwyxmiuQhAJm4RrIYSNLpHhOvm2E44OtV7p0Vxba3O9qRjphLtsi+uLwQiYTchaJM21y8zWyn6XK3G+lO+gFaE6Vwi5ZBM2P3xliufP5og5ws07ukg4umxIwrWIOza3X9XHeL7CkydmmCxVSboWZ2ZKHB3LIyi2diY5OpaPIsqgWPPpTcXIJt1IU3G5djDL8yN5btnRzUhOazbZhIsfhNQC1dBG/CBkqqQX7m1dSRBZcG2aWwRU/ICZci1q8JXkl+7aw+7BTKO0jSUWMSskVIpCxY96hUBXZunClfVr7/shY/kanh/ihSFTxSrHxgskXZu4Y89JWKzUAsqejx/Wi0wGBCGU0bknQKPidDuWzQvpLhZAk9NcoSPLpMk25ViCawuBpy6o0fgB1AhJJRx29qaYKFaZyGsNtH5d9x8Za3zfiNZ8VAg96Rg37+hmolhlulxDFLi2RaAU8ZhNPAxxHZsdvSnOTJeYKtaiQBPtR1IqUqJFn/j81Bjb0qfk2jAv5WsBSceiLxPj7HRlRfXMLCAVs6l4Aaeny/RnQixLFm1xfbEYAbMJWUmp9aVol5mtlf3WP+MFIZmEQ716w3K+g1aEarMQOnh8koMnZxALXAUxx+Kpk7NkEzH2DGaoeH7jiWx4rICIolTTT+UiQkfMZrbscS5fxWt66p0seGzrSnL7VX1MFHQi3ZFzOU5Nl9kzkOb2/r7GZ//m+RFqQchrBjo5eHyaiUKFuKPDVau+Yt+ubmK2Nefa7O5P8ZWnTpNNOAxmYuQqPrmKz3tv3dH4zINR+ZEw1CG51cgsEyjFj1+/hR19S+fk1K99qEKKNd3RM+bocNtaoBjKxvFCxei5Cl6gcJWQr3r4AYilF9HmBd+W88mG68X8qLIAFki2aqBwmj3pSlGqtTZPhTY3vjiS51l/lu09SXb1djQEPOj/tVRcmy+Trs3u/hSFio9j2+weSDNYSTAyU8EPQwYyiUbE4Vi+QsUL8AOF61jsHcpSqgWcna3gByG9qRhhZHKcLvs4NmRiFvmK1saycZdAhfihQiRcUlimXIsff80QT5+cxrak8QBwIQTY0qkDGBKuTbGmQ/SbTYNrSVsz+Q2ro57v0Uqp9aW4mDL2F9pv1fM5cGyC7xw6x4FjE1Q9f85+68fORNVygUaJ86U0sVYy0Zsz+Z84MU3MFgTBti1ito3rCD88Pk0m4eCFzLmGluibsFQNyFd8QqWIOzZBqChU/cYxHVsYyuqKvgePT0d+Eouka/G9I2P87eHRxnkHYUjMtuhLx7m6v4PpksdYvkbVD7m6P0VfOr7gmg+PF7llRzfZhEu+GpBNuNyyo5vh8eKc65dNOPSl41hikUk49HS4lL2AgyenmchXlqwGUL/2UyXdNdELdRZ51Q9xBEZmq5SqHvmyT9UPmC5V8XSKR2Nhb14ULNqSf7csrQYKNJvqvHBl2lWgdGixYwvTxdqCbV0LDrw8pbttJhxc244qO0vjnvyVt13D3i1ZFKpR3WDvliw37+zhXa8d4pqBTKMFRD0KTieE6ge0bNwmZgmlmsJ2hLSrc2eqXkgYKiSKUmv+PgRwBN5wZS///o6rqfohtt36F6SATFwHMQxmE+zdkiEddxqmwbXGaDCblItNmlvr2lR16jdeNsqPqPohB16e4rarztekqh9790CaJ0/MADpKJ+bIkppYK5nozZpdqRqQiB5hBaVLhIQh5TDgxESx8ZS/ezDDRKHKd54foeIFeIGi7AcUqkJvKk5P0tUlSKJjfvDOq3nkpQmeOzNDPNp/xVNcO5jm8VemGMtVSCddmNE+lmsGYhwfLzA8XiSbcPACxbauJMfGi3SnYsRsa4EWtrMvxa7+dGOs3g64+fqN5apU/AAv0DW/Kl5AMmZzx54+4q6zZADEickiT5+YZrqky7LEHRvQAqYarcizJR+xBD8II18RxG2wbRvla19VvRpxEIJrCdVN6rC2I7NT3VHT6iwVMJbXEXEx2yIMwjnJtD84Nsm5XIXJYg3LEmwRYo7wI1d087GfuL6xn529qUUrGOQrPr0pl+fOzBKPUvVjtjBVqjFTqjbCrQOlzyHlOGTiNn4ohKGOWgtVQBil9wu6X1EmoStRf+wn9rJ7MEPMsYk7wkrcJyenS+zo7iDuWgtMg2uNETCXKWthZlsUESp+QG7aJ1CqceM1P+Y2JxEulW+yGppzMwKlyFd1CLEKQAga0TxPnJyeE9N/fFyH14LCsfTTbhAqpooVXr9jC6/Z3rUgwey7R0bxAkUm7vD6HZ2cmC7j2hbVQDukbUeI2TZxx+LAK1PMlj2SrkU64ZCM2SileO7MDFf3Z+Zc86HOBCcmiozkKozmK1RqIbbAtp4O9r9wjuHxIsWqx5HRXCOXIgy1+erWK7vpz57v2dGcg/PQwVP83UsTUZ0vHTpcL9RYC/R51+30JT9cYIZKuDbdqTjTpRqFJuN/oBTBRjUsaYXIp2Fb6CrMF8iab6bmhSiBIAj43y9PMlGscnq6TFf9oUzpXJFUzMGOWTiWxUS+OmcfSz0IPnDgBGdmqmzrSjBd8qIyMEKHIxQjIV4PnFMKan7AdKjoTrp0pVyKlYCBTJypUo2YbdPhWriORTbhcttVPY1j6qTWlVslijWPG4a2MNPV3oRdI2AuU9a6NlWd8bwuv1KTUOv7FgtuvOZj1/NN6ur3Yi134XwHwXqb3JdGLQ6dmeXum7YyPF7U5VQsGM1VuXFrJzPFCk+fPm8mUk0/Q9n4nJj+F87l6YhZFGshXqgaC3fNh+8PT5BwLYZH843F+gsHTlCs+lT9kJof8OSJGYo1nTcRs21EBNfS4cNPnZpha2eSXb1Jqr5iuljDD1VUJVgtuHnrPphYVD24HIT4vsILQz75Vy/wpqv7KNV8iGpTWfWaUQrOzpy/xvNzcI6N5+lwLaaKVXJRwmEQQj31cH4U8PxlOF8JiNkelVowJ/x4c+ot5wlBO8XRjvTVbGtZQqEa8PjxGZ45nSMV003GkjGHjO3iWMLO3hSz5VpLkVb1//+PfPU5bMvi6oE0nQmXsUKV6WINgqidQIQCaoEiaQGWriZQqpW5Y08/T52aJl/R/4uDqTjbu5Pcc8v5yu+uZTUSWVshZkNfKkahqltcrMWasBxGwFzGrGVtqjqzZY9U3GFrV0fT2MIbb/6xLxR99tDBU/zDqWlyFe2MrvfrODpW4Mf2DrK1M8EjL443wopz1ZDOhM1s5fzNZaFNCYfO5nEsq6GVlGqBLjxoCTGl60NFSehc2dPB2dlKYy7/85Fhnj0zS9zV/pkgVIzkKvh+iO1Y9KRiiOg8kXzVx7UsEv02VV9FWkCMuGtxw1An6YSz4Bo8+PhJAE5OlakGIUnXJpOymC7pCs+PHh1nNBLirmPpXJQwxPNDXhrNM56v0J9JzKmd1pV0mS37zBRr0VOuQ9ULWIl4UOjEu43qC79aFNrU5CtFZ8JhsnSB0KtmItOTF5XjB20qLFY8qiHE7IC+dAwvqgQRKlqOtNo9mOGt1w82SgV9+9A5dvV0MJ6roqLjutZ5we+H0NXh4vshfqB43RWdnM1VKHshMcfmui1ZbrmyZ0HY+9Gx/Jz9LEd/yqWzI0ZXh8vuhLuqsjArxQgYw4roTLrMlr0Fme4XuvEuFH323SNjjOZrxB2LhGNFcfk+k8UaQ50Jdg+k8YIQx1L87eFRzk6XiTnSyJFwbUGU0gmLVY8fHJvkl7/4tO41b1uUar6OlBLtSAVI2EJvJs5s2W+ETx94ZYqOmEXC1X1JitWA0PMJFGRcG5RislDDD1SUaBcyHiU/FqIWv2IJYaD4tXedt9XXBexUoUZX0uH4hDZjKSwcS6j6AbYFsxUPlC7+WIq0ifN5IIq/fWGU26/qxbIt7r5pKw8+fpKtnQkqXkAQKioVHy8IKHtLV+9djLoT+lIkVFELgBVqMI6l/R3Nm+Wq51fqWqCYLtUaPWp29XSsKNJqrpnajsrOiA5FFoswVNgWeFEJGi9UxB2L3lSMpKtDqOsVvesBL/MfGOe3r1iOmGMRd4Rcxefn10G4gBEwm4KNTIhcKXuHsqRcu5EPkok7Ld14i+W5VP2AAy9MMjJb4fRUCURRC4RytFhqM49qlFPxfJ8zsxVqvmr4YBr1raKKvFYUVutYcHKqRMq1CZVqhHGG6nzmtxJ49vQsgVI6qdEPmchXcW2wba0ZOZbuB++HHoOZOKdny1R9HSJroxepqWKNkheQdCztn1HwymSJE5PFBaHbcVc4OVUGtO+g6oVM+jVqvk4Lr+dzlL3zIbf13wKcmanwD2dm+G/3vI7dg5lGQIUAuaqPawkWsmLTVljPz7hkhYy6YNXiOvXTDMMLhzV7gRYAFS8kV/VXFGnVbCruSsaYKekcq8lijTAKRXYtwRboiDt0JlzevKcPREg4dkspBrZl4YXLm8gEbRqLOTYD2STvvXUHd12/peXzuBiMgLlILnYRX2lC5FqXXlkp9aeyG7Z2zgkeuNCNNz+qbaJQ5cCxKTIJh62dCW2OUtpZPycHQp0vPHl6qkKxGhC3pVGao059G6XAdXSHwmQkCJMxm2zgEqBrZoXoEFCloFD16YjpUOJM3EYESjWFY+uoLT8IKVRDXT1gZw9nnj1L0rWIOTa26O3zVZ9QQSomJBynUTTxwcdPNm7khoCNgiHirkXVC/DDkEZpRKVt6l64uPaRdC26O1xmSl7jO6x/H14QkrCh5LfW2Go+Cu3nuVQJQx1l1Uomv2vTlFS6/GfjUaY8ct53txKaTcXDo3l+9WvPMlPW3VRFIEBXarhmMM1v/PRr2T2Y4RPfOER/evG6d/MZ6kxwaqq4bKLlvh1d/P//6Ws3pMyUyYO5CNaiY+H+I2OEQcihs7M8/MIoh87OzgmZXO3x5nckzCbdhhnoYqhHcj1/dpavraDj4/w8l+fOzACKG7dlERFdOp+FzmcLnSh5fLLIZMknbgvZVAxEtEBo+my9I58fCj0d2qyRr/qkYjZ+GCJKcGy9kNafYLs7YoRhiCU6pDcdc3Tdr0D3iZmt+NR8naV/ZrpER9wmFbMIwlA709Xi1YGzCYdz80KP8xUfFcLOng66Ei4gBCFzzDQ6Z2XxVU+bI1Wjqm/9+7jv9p04lkXJ0yG32fjqbuu4eynUAF6cMFTE7NY+64Xny+5fKIfEtfW1TDg2mbhzwftneDTP/Y8e4xPfOMT9jx6bc2/uHsywo6eDhKvL41/Z28FQNkHCddjR0zGn2sOFOrfW+dFr+9nSmVwwDvreiduyYcIFjAZzUaxFtvzhkRwnp0ra2RvllRwezVP0Fj6TrOR4a1XPbD7Do/lVdXycH9VW9UNuv6qnURjSsRfvCmJZAqIaJdsdx2JbZ5K4beGHCtuqUfYCLEsXIrQtXQZjquQxU9bmr2rNp+QprEg7akqbIFfxdL+YpIMSwbJ1IpuyoNnyMFP2efz4JK4lVHxF0rGI2doUZQX6Sbc3ncAPQyYKVbo6XLZ0JuZULT45VUIpXQl4puKdj3qKzG2B0v1OwiUsPYGCqWKNaxa5zgpIRiHKxVU0V3ctUOvST7E9uI5wvpj+4tTPzkKHbDuWYIkQinbyL7alF4R0p2LL3pd1WrEaHJ8ss6M7QaEWUPF1sdO+VIzjk+XGflaSYnDPLTs4l6symqs0/p8ESMUdXFvIJmMbWiDXCJiLYC0W8dmyhyUL+4/MLhIOuZLjtSvR8mKEarO5oN6Mq46/pINWsb2rg4oX0p+Ocy5XbZgHj0+WqHgh3UkXSyymSjWSMYtC2UdFHQVjjkXZi/wvnE9uU2hrVW8qRq7sMVXwCPFoWvMbjaPqVhddDQCSjk0qYTNb1qHLjujyMOO5CtmkTamqBePdP7K1seBcH/muHnlJBzNYokjFtK8lUHqBt+TCi7xSwpam73B4NM/v7j9KruxR9YJG5YSVYlvScDZfinQm3YYvaun/pPPfqWMJ6aienB9JdFuIOlWGVEMt9NNxl56osGWu4jFT8hoh7fNp5d5QKFIJh97M+e+w4vlU/IVaaSspBrsHM3zorj1UPJ9HX5og7lh0Jh18BeVawL9+484VX8u1xAiYi2AtFvHOpMtsSUdl1esZhSHnk71Webzlml3d/+ixFfmMmv0+z52Z4aqeDg6d9Rrd8Hb3p+b0MWmF+fOrLuE48EOIOxY3bM0C8PdHJ5gq1xpax0ypylSxRirusKMnycisrnArokOd445N2Tv/bNssx/xQ34ReEOLNW5UawQN1gRNV6y14AT0dNhVPkXBsqoEOZa0GIUGoGMvXGMjE+fDbr2V4vDhnwdnVn8Y5NkE6blGuhVSjPia2aLNN0hFdc4zFF0lb4Kq+DqabQnEfeuIkxyeKpOK6VM5orrqqaDB/qUf4NaBZcwih5bDalex/IBOnVA0W+ObmzyHuaMe9LrevWw9YlpCwBF/pSCvXsRAvIJNw6elwmCzVohIturTMUr7MVh4AX39FF4+9PAVIIwozV/bnVMKAlaUY7B7M8If3vYEv/OAV/tcPTjBdrNGdivHBO67mX77xypb20S6MgLkI1iJbfu9QllTMYSRXbvTH3tWbYkdvx4LPruR4iz0F1ZtdrcTxP1/tf+ak4juHR+mI2diWxVheODVV5M5rV1bHaP78wibNoU59UULgqZMzZJPagT7oJehKuhweyZGOOZS8gDDU9aACpUjEdDTXUGcSkGWT47xQNQTQck+/fgjFaoAlkI7b1Hzww5CEZWNZQodtY4lgicWWrgQ7e1N8f3hywYJTz/NJxhxQiopo/w7osFhZpvCXYwnJuENz7NNTp/R16YjZnJ6pIHLex7QS/FALsIuhvrklOiy37CmU0mHsQaiFtCtgR2appZRWW/T/d6Hq04pCZgnEXBvLssjGhYof4gUh1ah0vkQaiy0K13Fwbe2AsS2h4oWk4g637+qh5Ifs7E0x1Klr0ZWqAY+9MkmgFOmYQzahs+yXqgjeygNg3aQ1WaiRq+hipLv6UnOSJ1fLv3zjlRsuUObTNie/iPyxiIyJyPNNYz0i8rCIHI1+dze991ERGRaRF0Xk7U3jN4vIc9F7vyfRHSgicRF5KBp/XER2NW1zX3SMoyJyX7vOcS2KUt513QCWJdww1Mnbrh/khqFOLEsWjcpaqYN992CGD9xxNZ/4qRv4wB1Xz3mibtXxPz9YIFSKiq8o1nQeTBAqJos+06Vay+e82PxcW4dr2pZgRb+jiubkyh7ZhE2u7HF0vMB7b91BXzqGa1u4rkVPykUs3Q2y5usETCfy0VwIx5KWW/iGaC2j6uu6aracj2YrRAmfuwc6qHmKBw6cwLUW5ikopX1J2YQTPc1LQ7gGikZ49mJUA8XLE0WubHr4EHTHznTCZXtXAtdqXUrUE1Prr+sO7dVgoRfYuGNhRXk9fqB7ywx1JhlI66CLrg6XWlNQw2Kz7Uq6dCZj57tFXgABZgo1dg+kCEUL13TCZUdPklTcZqgzzhU9Hfzkj2zHlnpIc0A1CHAt4fYre+nJJPjYO/c27pV79l2BZQnpmMP1WzIMZhOICHsGMksWjW2lYGvdpHXHtf3cuK2TO67t50NNVZwvN9qpwfwJ8FngT5vGPgLsV0p9WkQ+Ev39YRG5HrgXuAHYCvytiFyjlAqAPwDeDzwGfBN4B/At4H3AtFJqt4jcC3wGuEdEeoCPA/vQ/2tPisg3lFLT7TjJi82WX4m9dbUO9jqr8RnN32aqVCMTsylUfc7lqyQci4FMjFeivu2rpTPpMl2sEUbP5xJ5I+K2RJWHdQ+Wawd0a9f6k3vZCyjVAmzLwrEUfqj7aKRiDp4f4lvLPwJXaq2b9qzocbinI0Y66XB2uowfwq7eBK5tk3B1j4103KIr6Ub9XrT2VNc4UzGHYtUnRNGZdJgq6Eq+tpw3IS0n8Px5fpLX7ejikSNj1IKy1t5cG8HHtm3KTWVf6kUhhfM1yZTogAY/hGTMwrXtOb6AVhF0ZWJQJB0hVwmpqbpGpAjCEF8JcdfCwooW+WgO9esa/SECFT+kIwznCJilLolr6eCGqZLHnsEMpVrAdFTRQNeeE/wAkh26ykJPKs5EvkJgWdhYpOI2W7sS3HPLjjn3UP2+/NR0iYlCjb5MjBu3ddKXjpMre4uapVu9l9tRYWOz0jYBo5T6u2atIuJu4M7o9QPAI8CHo/EvKqWqwCsiMgy8QUSOA1ml1AEAEflT4N1oAXM38IloX18GPhtpN28HHlZKTUXbPIwWSn+x1ue4HCvJj2n1H+5io9ZW4zOav03NDyn5AYmYQ28qhh8qpks+tnVxyvBrt3fy6EsT2EphWdrMEwDbe5LcfvX5Hiz1ysP1J/eOmM3IbCWKCNLmFy8IGczEsS2hcAHfkEKWNY3N+WwUkvymPX30ZxIcHy9weDRPxVOk47qcSMULuWFrVguUWX/BgvPO1w4xMlPm8DndTTMes+lNxxjN1XBtIe7aTBVr0dwWEndsDp87H/p625U9PHxoVDuqlX7fDxWv397J6ZkKZ2fKeKGiI25jwZzSOkqBp2Ao41KshboG2gVovlaCrqCwvSvJzTu7eOrULH6oSAOubRNzLXJlj0JV5xR1JxNMRv6ymn8+HLseMqzQHRpdW8iVPawor2UpLcaO/GI7ezrY2ZvizEyFbMLFjaoWl6oBV3QnqfiKbNLhpdEc3SmXro4YN+/soj+TIFf2FpT0qbN7MMPH3rm3YSLORJ1MlzOD1+/l+v2/WN29VxPr7YMZVEqNACilRkSkrjtuQ2sodU5HY170ev54fZtT0b58EZkFepvHF9lmDiLyfrR2xI4dF28DrdOuJMeLjVpbjc9o/ja2ZeH7ClsUE8VqZGMVUomL+1fa1ZfmxXN5chVfN8KyhYTSvSsAxvMVhscKTBZq9KRj7Ort4MVzBXIVn86ko00evqI/k+C1W7Nz7On/47tHKVSDRjHMZoJQHwullnU821IvtWE1nmIt2+Knb9rK//rBCc7MlKNWzp2NhWuoM7FkTbZ33pim6gd89akzjOaqOuFOdNUB14LmpPT64tuVsEm6FrOl8z6l4fEi/2h3HyO5ctSB06HDtXn61AzlWkhPOkah7FPzdDvf+bi24NqWLu7oWCh03bb5NPsylFLYltCbjpNNuLz+ii529qV4cbRIZ1K3303HHJ2xHmpzVG8qRkfMwbaFzoRLECqOjhUa0ZJhdI1t0QK/GipcW/tulhL+oYKYLXTEHLZ2JXFti750jL87OsG2riQ3bu0k7tgcnyyypTPB3x+daJQdqofHX+j+WU3R2Hbd/5cim8XJv9hDilpmfLXbzB1U6nPA5wD27du3ZjE07eomebFRa6u5WeZv0xGzmbUFzw/wlTaxuI5FNn5x7Va9QHHdlgwHT84Q+CFxy2LvQJqJkt/QFOq+ma2dSXIVj2TM4pXJKkGom4cNdSW567oB+tK6r/0nfuoGAA6+Msn+F8cX7Q6olEJFwiVm6xpiiz3H2wKJqNhlc9DEg4+dpOz5FCoevh/w1ElFzLYbtcKaqT/V5iseL56bZTxfww9DujpcSjWfkhfSgQ5VFz+gGi30Cn2dEYuqrxjInr/WI7MVdvZ2sKsv1RDC53JVZkoe1wykCZRiuujNuQG0sNRVB8Iw5Fy+xs7eDno6Yhw6myMMg0ajLD8qBOnaws6eBOMFj4oX0pl0+ORP3dDoh3J2tkJvOsbWbIKRnM5z2tmb0jXrmop/fueFc4hoH8megTQvjubJV31sEa4bTDNb0Q3hru7XEYE131vSZGgBvRkdul46NsVtV/fwsZ+4ntteOMeDj5/k+0cn2NKZaJRGqYfGr/T+WalJq133/0ppVwmqlbDeAmZURIYi7WUIqHuXTwNXNH1uO3A2Gt++yHjzNqdFxAE6galo/M552zyytqexPO1KclyLqLXV2H+bt/nZ+3+gTTgKQhRWVJI2V11Bx6NFKFRqPH58WjdmsoQgCHn+XJ437OrmbK6CHyj6MjH2DGToS8c5PlHk6Gie3lSMmh9q7cK2EJGFi8YSNjAdLqsi01qUUY9Odqw/OYvUM74t3nhVL6/d0d2oQvsrX3qGZ07PkIrbDGbjzJR9Tk+XeTY2w+9EtcLq1PNVJgs1akHIeL4adcOMUa6FZBIufqBrktm27jUTqqDRmMp1hFCF1Hzh+qFsY7/1h45q1FYg4Vr4UaOyI6N5VKhwHKHDcak1dW6s+QqRgCBQeKHOF0rFHWKORXfKpVQNKPnatxWGAX4UzNGZdLmyN0YybvPISxPcd3uqcT3qT+5D2QSHR/NU/YAwhF29qcb/6US+0gjTTcV175yKF9Ld4dCXSZBJhuTKHrdd1cNXnz6zrOkyAE5Pl7FEUGEASs3xU+7pT/H82Ty/+e2XeOyVKW67sodHXpoA1rhH0jzadf+vhM2iRa23gPkGcB/w6ej315vG/1xEfhvt5N8D/FApFYhIXkRuAx4Hfg747/P2dQD4GeC7SiklIt8GfqMpQu1twEfbf2rnaVeSY7t6vKyEYkU/bfrRk78SwRGhuIKqrovx4rk8FS8k4Vi4tra9V7yQc7MVbt7Vy+1X9c4J4T07WyLu2Lz5mv7GwrpUk69nT89iL5Ih74fahxOEIUlbaweiQkSEHb1J8lWPqh8SBIrkIm1lD7w8ScwSndPiB4RKIQInpsrMp56vkk26ZBMOZ2Z0AUXXFvozcQpVnyCEsheQiuny/XZ0HQKlu2oKIX2pGN0dscZ+77pugN/bf5R/OD1D1Q8R0detK+lSqPpUA6UfBCRY0PXREqgEio6YTWfCperrpMOabxGP2Xihbrg2XdbGRde26E3FERFes62LmG3x0BMn6cskGk/Jd17Tp5umeTpZuCvpsqO3o/H0PD9MVylhqDNOfzbRKJ56+1U91EKoLJM13/wdxixFvhpwbLzY0B6qfsCTJ2dJuBa9KZdDZ2epeGFjfu28f9p1/6+EzaJFtU3AiMhfoDWJPhE5jY7s+jTwJRF5H3ASeA+AUuqQiHwJeAHwgQ9GEWQAP4+OSEuinfvfisY/D3whCgiYQkehoZSaEpFfB56IPvfJusN/vWhbN0k2RwRKqPSCU3ePr0WZ99F8jZ6kQy3U+SWObdHjWozma4vesJMFj750jP5Mgpt3djE8VogabS1s8jVT9vDChRFJCuhLx3TDJz+kO6VL508UqpzLVSLtRkg6FqmYTaHi89ATJ/HC+iLiESr9GS/KuQhDRc0LFzwt1qPe6hUbUjGHiqfL+9uWxWA2wUBGe7uPjhZIRhUdtB9CCxk/1Kal8cLckHCFrlNmW0KxGuBYFkNdCc7NVqn61ahjotYM/VA1orM8X7fm3doZj/rZCFs7E5yYrCCWojPuIILWDHWJNmYrHj+2d5C+dJzxXJm/OzrB267f0nhK1lrNziV7jdTDdOumm0zCYWs2MaeFdK7s0ZtwWgpRdi0hGbeJx2yOT5bY0Ztia2eCQy9r4aKvt2q0ZBgeL7a9D0o77/9W2QxaFLQ3iuyfLfHWXYsNKqU+BXxqkfGDwI2LjFeIBNQi7/0x8MctT3aN2QyaRrvoiNu6N3hMd/rzQ0Wp5tMRb7HS4BK4thZX3YnzQqTieVjIojesYwtDWX0D9WcSy0YE1RdUS853MTx/jJB6+seWbILZsqfNUrbQYQuZpEvFC9m7JcuZGe1buPPafvIVX/e0V/XMRgWWEIqQcKwFyXj1qLc6fek4r0x4iMiCttJHRvJkEjbVYoCF4Li6Z3yILuveXEZo/5ExdvWmGh04T0yVsEUnhW7rSoBoH0wQhjpvx9E121LR97WzO0k85nLzzm6OjuVJxV22divyFZ8AocOxuf2qHiaLHtUo8qsvHQfg+bN5etOxFT8lz68w/MCBE+TK3oLF+I///mWKteXzq0S0/y4VXdv6w0i9ykT9O84mnXVbYDfD/b8ZtCjYPE7+y47NoGm0g21dHRQqflT1Vz8196VjbOtaWHlgJdx+ZQ/ffXEc8BslNEq1kLdc2z/nhn1hJMds2aO7w+WFKFx3Z19q2afEuGNRC4JFncUdMV1KZkdPAse2yFd8tnclOJer6kx9xyYTd/nh8WlitjBdFiaLOh9iIJNgZLZMqERH00WlRway8QWL2et2dPHYsalG5Wjb0omu3akYtZBGW+ndgxm++dzIec1I6ZbKYajNb8WqzxXd5691/Ul190CaJ0/MNHJPitWAzmSMO/b089jLU1FRT10MdGs2zo9dPxhpfR7ZpENfOt6IjktHC3OzQ3w8X+HAsUkySQeltACaLNa445rzIeSw8qfk5RbjdELnRhFpiM1fn0Tfa6i0RtaTitOfjTceRlzbisoP6Wz9G7d1rusCu9H3/2bQosAIGMMKWazh2FA2saJOf4vx7+/czUShxiuTRfLVgKRr8dptnfz7O3cDNG7W09NlrujuIJNwODFZ4vC5HEUvYO9QdsmnxC3ZOIXx0oIFand/B3/w3n186puHmSrUdIJkh8tgNtFIOOzLxDk2midX9Uk6FrYvfP+lcf7xNf1c1Z9GAfmqT8ULSLoOA5k4Q12JBYvZPfuuYHS2wkRRR3jFXYu9W7L80iJZ3HVhq1Q9yu18jogfKvoy8cZn60+qdVPhM6emOTZWIp2wuXlnF8+fydGZjPHjrxkC4ODxaUQUw2MFhrIJTs+UuXYw2xAazYtQ8wIVd2x29aXY0ploCII3X9NH3JmrubayiC8W3bSY2aqrw8W10owXapRqATU/aOTMxB1LJ3cqXWG7Foa899YdDYH10BMn+bujE/Smdc5LzLY2ZIHdKDaDFgVGwBhWyGobjl2I3YMZfu1d1y8bVtncO6duAtk7mGFHX2pZu3rCtXEsbcUK0eGtCl0X7MHHT7J7IM25eIVdvVpI5ioeqagvzImJAkUvwEYv9h0xh6lSjadPTrGnP8NM2eNNV/c1wqjDEIayyQWL2e7BDL8U+R6OjOSYiRIJ62V6ms+zLmyfPDmNksjPELPZ1Z/C9xXNtrbmJ9W+dJxbr+xjMKvzPmqB7h1z+9U9DbPWvl3dvDSaY2S2wq1X9fKWvQNLOr3nL1D1kiZ1ATGer3JyqsTeLVl29na09JS8kuimemHI67ZkiDsWx8YL5Cs+HTGbuGMxXfYaPX0+/PZrG83ddg9m+Ni7buCeJkHWm3YuGzN1q2y0FgVGwBhWSDufjC50Q6ykd04zxVpIJu5Q8nTDLkG3WJ4teTx/ZpaYrXu7VDxtEpope7xuRzepmMWfP3EqMsHEdGKfY6NUyMmpCtdu6eSnb9rKd18cZ6pYwxLhqr7UnKip+ecHWgvbHmlhiy2wdWH7ka8+R6nqUQ0USdemOxljd39qThLmYt9Hc22r+W0R+tJxYnYXt13l6Pp0o3mGx4stfx/NAqLeguCFkRylms91y2iRdVYS3TQ/4qwnpYXkm67um2MWXSr0djMssK92jIAxrJiNunFX0jtnPrGYTU9am27G8xWKykdFRSerfshkscYe4L/d+7o5JpzOpMtAOkZPOkGx6jNRqFKoKGxbuPOavgW14era3FK15OrmuN50bE5G+fwFdvdghrdeP8jJiaI2R0ZColgNFpgjl/s+lrPFryZXYr6A2NWfpicdJ51wWorOWkl00/yIs6HOBLv7U20PMzasHUbAGC4ZVtI7p5ldvR08e3qWiugAglKk8aTjTuR016GsT52aAeYu2K4tPHZsiooXkIrb2FaCpOtz29U9C/q9LPc0Xl/MJws1+tI65+TJEzPcvLOrUXlgPrv7U3zlqdNkEw7ZhEOu4nF6psxb9rZujlxO47z/0WMrzpW42PDXlUY3LSY8Fw1DNWxKjIAxXDKspHdOM7de1UvStTkyqgtMWqLzUJoTFnUo88LMi8Wc81f2dXDPvit48PGTLS+29Sf/vkyMqhc2tLDhsYIuc7PIAjs8XuSWnT1NdcZcrh3MMjxeXNEiu5SGsxphcbHhr5slusmwPhgBY7hkaAQYDK0swOCu6wY4PV3mnf1pMgmHbz1/juOTRbIJB9CZ7/lKwG1X9yzYttk5Pz/4YCWLbX0x3zOQ4eBx3Tki7giThdqSC2xznbE69WrSa8FqhMXFCojNEt1kWB+MgDFsGi5UnG+1i9PuQd2o7cHHT3JutkI6YbNnII1jywKtZKntFzvGShbb+mLel46zb5dOapzIa1/MUj6PlQqAlRY3XI2wWAsBYZzvrx5ELVZi9lXIvn371MGDBzd6Gq9amh3OzYvdWhTnm19osh41tmdLBi9QF1VpttVFfTXnt5JtlvsssOQcN0PFXcOljYg8qZTat+h7RsBojIDZWBYrpV7PKr/Y2lGf+qtDPPbyFNmk26gSUK/Y+7F33XCxU2+Z1SzmrW6z1PWreD4VX7VFcBsMsLyAMSYyw6agncX55heanB81tl5cbKuE5Vjq+v3g5QneeFXfhlfVNbw6ubg+twbDGlH3NzSzVrWj5heahKWjxi5Vlrp+gjSKPtbJJBxG1rmqruHViREwhk3BXdcNMFP2yJU9lFKN3ucXW4IGdKHJfCWI+osoKl5AvhLwuh1dF73vzcJS10+fe3sEt8FwIYyAMWwK6tFJ6cgslk44a+YnuGffFVzZ14FCMVPyUKhlo8YuRZa6fvfsu6JtgttguBDGyR9hnPyXN6/maKlX87kb2o9x8hte9byacy9ezedu2FiMicxgMBgMbeGyFjAi8g4ReVFEhkXkIxs9H4PBYHg1cdkKGBGxgf8B/DhwPfDPROT6jZ2VwWAwvHq4bAUM8AZgWCn1slKqBnwRuHuD52QwGAyvGi5nAbMNONX09+lorIGIvF9EDorIwfHx8XWdnMFgMFzuXM5RZIulac+JyVZKfQ74HICIjIvIifWY2DL0ARMbPIeVcKnNFy69OZv5thcz34tn51JvXM4C5jTQnEm3HTi71IeVUv1tn9EFEJGDS8WTb0YutfnCpTdnM9/2YubbXi5nE9kTwB4RuVJEYsC9wDc2eE4Gg8HwquGy1WCUUr6I/ALwbcAG/lgpdWiDp2UwGAyvGi5bAQOglPom8M2NnscK+NxGT2CFXGrzhUtvzma+7cXMt42YWmQGg8FgaAuXsw/GYDAYDBuIETAGg8FgaAtGwLQZEfljERkTkeebxm4SkcdE5Jko0fMN0bgrIg+IyHMiclhEPtq0zc3R+LCI/J6ItKUd4xLz/RERORAd//8VkWzTex+N5vSiiLx9M89XRN4qIk9G40+KyFs283yb3t8hIgUR+ZXNPl8ReW303qHo/cRmne8mud+uEJHvRcc/JCIfisZ7RORhETka/e5u2mZD77kVoZQyP238Ad4MvB54vmnsO8CPR6/fCTwSvf7nwBej1x3AcWBX9PcPgdvRCaTfqm+/TvN9Argjev1vgF+PXl8P/AMQB64EjgH2Jp7v64Ct0esbgTNN22y6+Ta9/xXgL4Ff2czzRQcNPQv8SPR37yb/f9gM99sQ8ProdQZ4KbqvfhP4SDT+EeAz0esNv+dW8mM0mDajlPo7YGr+MFB/6uvkfAKoAlIi4gBJoAbkRGQIyCqlDij9n/SnwLvXcb7XAn8XvX4Y+KfR67vRN2hVKfUKMAy8YbPOVyn1tFKqfq0PAQkRiW/W+QKIyLuBl6P51sc263zfBjyrlPqHaNtJpVSwiee7Ge63EaXUU9HrPHAYXdLqbuCB6GMPNB1/w++5lWAEzMbwy8B/FZFTwG8BddX8y0ARGAFOAr+llJpC/8Odbtp+QV21NvM88FPR6/dwvkLCUvXeNut8m/mnwNNKqSqbdL4ikgI+DPzneZ/flPMFrgGUiHxbRJ4Skf8rGt+s891U95uI7EJr2Y8Dg0qpEdBCCKj3uN6s99yiGAGzMfw88B+UUlcA/wH4fDT+BiAAtqLV3/8oIlfRQl21NvNvgA+KyJNoNb4WjS81r806XwBE5AbgM8AH6kOL7GMzzPc/A7+jlCrM+/xmna8DvAn4F9HvnxaRu9i8890095uIpNGm0F9WSuWW++giY5vhnluUyzrRchNzH/Ch6PVfAn8Uvf7nwN8opTxgTET+N7AP+D66llqdZeuqrTVKqSNo8wcicg3wE9FbS9V7O83mnC8ish34GvBzSqlj0fBmne+twM+IyG8CXUAoIhX0QrQZ53saeFQpNRG99020P+TBTTrfTXG/iYiL/k7/TCn11Wh4VESGlFIjkflrLBrflPfcUhgNZmM4C9wRvX4LcDR6fRJ4i2hSwG3AkUhFzovIbVFkyM8BX1+vyYrIQPTbAn4N+J/RW98A7o38GFcCe4Afbtb5ikgX8NfAR5VS/7v++c06X6XUP1ZK7VJK7QL+G/AbSqnPbtb5ossyvVZEOiK/xh3AC5t4vht+v0X7/zxwWCn1201vfQP9IEr0++tN45vunluSjY4yuNx/gL9A23g99FPG+9DmgyfR0SCPAzdHn02jNZpDwAvAf2razz60LfkY8FmiKgzrNN8PoaNbXgI+3Xxs4GPRnF6kKWplM84XvbgUgWeafgY263znbfcJ5kaRbcr5Au+N/n+fB35zM893k9xvb0Kbsp5t+p98JzoCbz/64XM/0LNZ7rmV/JhSMQaDwWBoC8ZEZjAYDIa2YASMwWAwGNqCETAGg8FgaAtGwBgMBoOhLRgBYzAYDIa2YASMwbAGRLkUfy8iP9409rMi8jdreIzjUbXcZ6Lfd7ewzSdF5Mei14+IyL7o9a+u1bwMhqUwYcoGwxohIjei8ypeB9jonIZ3qPMVA1ayL1spFcwbOw7sU0pNiMi1wHeUUjtXsM9H0Lk0B0WkoJRKr3ReBsNKMBqMwbBGKKWeB/5fdIHKj6NLpHxMRJ4QkafrGoeI7BKR70cFIZ8SkTdG43eK7g3y58BzFzhcFphu2l9z/5NfEZFPRK//RER+pnlDEfk0kIw0oT9bi3M3GBbD1CIzGNaW/ww8hS6o+FfAd5VS/yYqU/NDEflbdF2ptyqlKiKyB519vi/a/g3AjUqXYl+M70WlQK4CfnY1E1RKfUREfkEpddNqtjcYWsUIGINhDVFKFUXkIaCAFgA/Kec7USaAHehadJ8VkZvQ1XyvadrFD5cRLgA/GpnIrgb2R2Yvg2FTYgSMwbD2hNGPAP9UKfVi85uR+WoU+BG0mbrS9HaxlQMopY6JyCi6w+FZ5pq7E6ueucGwhhgfjMHQPr4N/GJk0kJEXheNdwIjSqkQ+JfogIAVEVUIvhI4gRZWAyLSKyJx4F0t7MKLysQbDG3DaDAGQ/v4dXSZ/WcjIXMcvfj/PvAVEXkP8D1a1FoiviciAeCie7aPgg5HRlfmfgU40sJ+PhfN6yml1L9YwfENhpYxYcoGg8FgaAvGRGYwGAyGtmAEjMFgMBjaghEwBoPBYGgLRsAYDAaDoS0YAWMwGAyGtmAEjMFgMBjaghEwBoPBYGgL/x+GFsMS2oPPKQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['YearBuilt'], df['SalePrice'], alpha=0.45)\n", + "plt.title('Year Built vs. Sale Price')\n", + "plt.xlabel('Year Built')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "a74abdf4", + "metadata": {}, + "source": [ + "**YearRemodAdd**: Remodel date (same as construction date if no remodeling or additions)." + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "4110c45e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(df['YearRemodAdd'], df['SalePrice'], alpha=0.45)\n", + "plt.title('Year Remodel vs. Sale Price')\n", + "plt.xlabel('Year Remodel')\n", + "plt.ylabel('Sale Price');" + ] + }, + { + "cell_type": "markdown", + "id": "235ab801", + "metadata": {}, + "source": [ + "Variables categóricas\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "9c07299c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['MSZoning',\n", + " 'Street',\n", + " 'LotShape',\n", + " 'LandContour',\n", + " 'Utilities',\n", + " 'LotConfig',\n", + " 'LandSlope',\n", + " 'Neighborhood',\n", + " 'Condition1',\n", + " 'Condition2',\n", + " 'BldgType',\n", + " 'HouseStyle',\n", + " 'RoofStyle',\n", + " 'RoofMatl',\n", + " 'Exterior1st',\n", + " 'Exterior2nd',\n", + " 'MasVnrType',\n", + " 'ExterQual',\n", + " 'ExterCond',\n", + " 'Foundation',\n", + " 'BsmtQual',\n", + " 'BsmtCond',\n", + " 'BsmtExposure',\n", + " 'BsmtFinType1',\n", + " 'BsmtFinType2',\n", + " 'Heating',\n", + " 'HeatingQC',\n", + " 'CentralAir',\n", + " 'Electrical',\n", + " 'KitchenQual',\n", + " 'Functional',\n", + " 'FireplaceQu',\n", + " 'GarageType',\n", + " 'GarageFinish',\n", + " 'GarageQual',\n", + " 'GarageCond',\n", + " 'PavedDrive',\n", + " 'SaleType',\n", + " 'SaleCondition']" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(categorical_data.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "77a0f95a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "39" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(categorical_data.columns)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "1b884345", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "RL 1151\n", + "RM 218\n", + "FV 65\n", + "RH 16\n", + "C (all) 10\n", + "Name: MSZoning, dtype: int64\n", + "Pave 1454\n", + "Grvl 6\n", + "Name: Street, dtype: int64\n", + "Reg 925\n", + "IR1 484\n", + "IR2 41\n", + "IR3 10\n", + "Name: LotShape, dtype: int64\n", + "Lvl 1311\n", + "Bnk 63\n", + "HLS 50\n", + "Low 36\n", + "Name: LandContour, dtype: int64\n", + "AllPub 1459\n", + "NoSeWa 1\n", + "Name: Utilities, dtype: int64\n", + "Inside 1052\n", + "Corner 263\n", + "CulDSac 94\n", + "FR2 47\n", + "FR3 4\n", + "Name: LotConfig, dtype: int64\n", + "Gtl 1382\n", + "Mod 65\n", + "Sev 13\n", + "Name: LandSlope, dtype: int64\n", + "NAmes 225\n", + "CollgCr 150\n", + "OldTown 113\n", + "Edwards 100\n", + "Somerst 86\n", + "Gilbert 79\n", + "NridgHt 77\n", + "Sawyer 74\n", + "NWAmes 73\n", + "SawyerW 59\n", + "BrkSide 58\n", + "Crawfor 51\n", + "Mitchel 49\n", + "NoRidge 41\n", + "Timber 38\n", + "IDOTRR 37\n", + "ClearCr 28\n", + "StoneBr 25\n", + "SWISU 25\n", + "MeadowV 17\n", + "Blmngtn 17\n", + "BrDale 16\n", + "Veenker 11\n", + "NPkVill 9\n", + "Blueste 2\n", + "Name: Neighborhood, dtype: int64\n", + "Norm 1260\n", + "Feedr 81\n", + "Artery 48\n", + "RRAn 26\n", + "PosN 19\n", + "RRAe 11\n", + "PosA 8\n", + "RRNn 5\n", + "RRNe 2\n", + "Name: Condition1, dtype: int64\n", + "Norm 1445\n", + "Feedr 6\n", + "Artery 2\n", + "RRNn 2\n", + "PosN 2\n", + "PosA 1\n", + "RRAn 1\n", + "RRAe 1\n", + "Name: Condition2, dtype: int64\n", + "1Fam 1220\n", + "TwnhsE 114\n", + "Duplex 52\n", + "Twnhs 43\n", + "2fmCon 31\n", + "Name: BldgType, dtype: int64\n", + "1Story 726\n", + "2Story 445\n", + "1.5Fin 154\n", + "SLvl 65\n", + "SFoyer 37\n", + "1.5Unf 14\n", + "2.5Unf 11\n", + "2.5Fin 8\n", + "Name: HouseStyle, dtype: int64\n", + "Gable 1141\n", + "Hip 286\n", + "Flat 13\n", + "Gambrel 11\n", + "Mansard 7\n", + "Shed 2\n", + "Name: RoofStyle, dtype: int64\n", + "CompShg 1434\n", + "Tar&Grv 11\n", + "WdShngl 6\n", + "WdShake 5\n", + "Metal 1\n", + "Membran 1\n", + "Roll 1\n", + "ClyTile 1\n", + "Name: RoofMatl, dtype: int64\n", + "VinylSd 515\n", + "HdBoard 222\n", + "MetalSd 220\n", + "Wd Sdng 206\n", + "Plywood 108\n", + "CemntBd 61\n", + "BrkFace 50\n", + "WdShing 26\n", + "Stucco 25\n", + "AsbShng 20\n", + "BrkComm 2\n", + "Stone 2\n", + "AsphShn 1\n", + "ImStucc 1\n", + "CBlock 1\n", + "Name: Exterior1st, dtype: int64\n", + "VinylSd 504\n", + "MetalSd 214\n", + "HdBoard 207\n", + "Wd Sdng 197\n", + "Plywood 142\n", + "CmentBd 60\n", + "Wd Shng 38\n", + "Stucco 26\n", + "BrkFace 25\n", + "AsbShng 20\n", + "ImStucc 10\n", + "Brk Cmn 7\n", + "Stone 5\n", + "AsphShn 3\n", + "Other 1\n", + "CBlock 1\n", + "Name: Exterior2nd, dtype: int64\n", + "None 864\n", + "BrkFace 445\n", + "Stone 128\n", + "BrkCmn 15\n", + "0 8\n", + "Name: MasVnrType, dtype: int64\n", + "TA 906\n", + "Gd 488\n", + "Ex 52\n", + "Fa 14\n", + "Name: ExterQual, dtype: int64\n", + "TA 1282\n", + "Gd 146\n", + "Fa 28\n", + "Ex 3\n", + "Po 1\n", + "Name: ExterCond, dtype: int64\n", + "PConc 647\n", + "CBlock 634\n", + "BrkTil 146\n", + "Slab 24\n", + "Stone 6\n", + "Wood 3\n", + "Name: Foundation, dtype: int64\n", + "TA 649\n", + "Gd 618\n", + "Ex 121\n", + "0 37\n", + "Fa 35\n", + "Name: BsmtQual, dtype: int64\n", + "TA 1311\n", + "Gd 65\n", + "Fa 45\n", + "0 37\n", + "Po 2\n", + "Name: BsmtCond, dtype: int64\n", + "No 953\n", + "Av 221\n", + "Gd 134\n", + "Mn 114\n", + "0 38\n", + "Name: BsmtExposure, dtype: int64\n", + "Unf 430\n", + "GLQ 418\n", + "ALQ 220\n", + "BLQ 148\n", + "Rec 133\n", + "LwQ 74\n", + "0 37\n", + "Name: BsmtFinType1, dtype: int64\n", + "Unf 1256\n", + "Rec 54\n", + "LwQ 46\n", + "0 38\n", + "BLQ 33\n", + "ALQ 19\n", + "GLQ 14\n", + "Name: BsmtFinType2, dtype: int64\n", + "GasA 1428\n", + "GasW 18\n", + "Grav 7\n", + "Wall 4\n", + "OthW 2\n", + "Floor 1\n", + "Name: Heating, dtype: int64\n", + "Ex 741\n", + "TA 428\n", + "Gd 241\n", + "Fa 49\n", + "Po 1\n", + "Name: HeatingQC, dtype: int64\n", + "Y 1365\n", + "N 95\n", + "Name: CentralAir, dtype: int64\n", + "SBrkr 1334\n", + "FuseA 94\n", + "FuseF 27\n", + "FuseP 3\n", + "Mix 1\n", + "0 1\n", + "Name: Electrical, dtype: int64\n", + "TA 735\n", + "Gd 586\n", + "Ex 100\n", + "Fa 39\n", + "Name: KitchenQual, dtype: int64\n", + "Typ 1360\n", + "Min2 34\n", + "Min1 31\n", + "Mod 15\n", + "Maj1 14\n", + "Maj2 5\n", + "Sev 1\n", + "Name: Functional, dtype: int64\n", + "0 690\n", + "Gd 380\n", + "TA 313\n", + "Fa 33\n", + "Ex 24\n", + "Po 20\n", + "Name: FireplaceQu, dtype: int64\n", + "Attchd 870\n", + "Detchd 387\n", + "BuiltIn 88\n", + "0 81\n", + "Basment 19\n", + "CarPort 9\n", + "2Types 6\n", + "Name: GarageType, dtype: int64\n", + "Unf 605\n", + "RFn 422\n", + "Fin 352\n", + "0 81\n", + "Name: GarageFinish, dtype: int64\n", + "TA 1311\n", + "0 81\n", + "Fa 48\n", + "Gd 14\n", + "Ex 3\n", + "Po 3\n", + "Name: GarageQual, dtype: int64\n", + "TA 1326\n", + "0 81\n", + "Fa 35\n", + "Gd 9\n", + "Po 7\n", + "Ex 2\n", + "Name: GarageCond, dtype: int64\n", + "Y 1340\n", + "N 90\n", + "P 30\n", + "Name: PavedDrive, dtype: int64\n", + "WD 1267\n", + "New 122\n", + "COD 43\n", + "ConLD 9\n", + "ConLI 5\n", + "ConLw 5\n", + "CWD 4\n", + "Oth 3\n", + "Con 2\n", + "Name: SaleType, dtype: int64\n", + "Normal 1198\n", + "Partial 125\n", + "Abnorml 101\n", + "Family 20\n", + "Alloca 12\n", + "AdjLand 4\n", + "Name: SaleCondition, dtype: int64\n" + ] + } + ], + "source": [ + "for column in categorical_data:\n", + " values = df[column].value_counts()\n", + " print(values)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "3b9d9f40", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "['MSZoning',\n", + " 'LotShape',\n", + " 'LandContour',\n", + " 'LotConfig',\n", + " 'LandSlope',\n", + " 'Neighborhood',\n", + " 'Condition1',\n", + " 'BldgType',\n", + " 'HouseStyle',\n", + " 'RoofStyle',\n", + " 'Exterior1st',\n", + " 'Exterior2nd',\n", + " 'MasVnrType',\n", + " 'ExterQual',\n", + " 'ExterCond',\n", + " 'Foundation',\n", + " 'BsmtQual',\n", + " 'BsmtCond',\n", + " 'BsmtExposure',\n", + " 'BsmtFinType1',\n", + " 'HeatingQC',\n", + " 'KitchenQual',\n", + " 'Functional',\n", + " 'FireplaceQu',\n", + " 'GarageType',\n", + " 'GarageFinish',\n", + " 'GarageQual',\n", + " 'GarageCond',\n", + " 'SaleType',\n", + " 'SaleCondition']" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# recortando columnas \n", + "categorical_data = [column for column in categorical_data if column not in ('Street', 'Utilities',\n", + " 'Condition2', 'RoofMatl', 'BsmtFinType2', 'Heating', 'CentralAir','Electrical', 'PavedDrive')]\n", + "\n", + "categorical_data" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "884cd5b4", + "metadata": {}, + "outputs": [], + "source": [ + "# anova para agregar las variables categóricas con menor p-value\n", + "\n", + "values_categorical = []\n", + "\n", + "for column in categorical_data:\n", + " modelo_categorical = ols(f'SalePrice ~ {column}', data=df).fit()\n", + " pvalue_categorical = sm.stats.anova_lm(modelo_categorical)['PR(>F)'][0]\n", + " \n", + " values_categorical.append((pvalue_categorical, column))" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "b4532fc1", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[(1.5586002827706224e-225, 'Neighborhood'),\n", + " (1.4395510967787893e-204, 'ExterQual'),\n", + " (8.158548084715057e-196, 'BsmtQual'),\n", + " (3.0322127528400614e-192, 'KitchenQual'),\n", + " (6.228747181516691e-115, 'GarageFinish'),\n", + " (2.971216972763587e-107, 'FireplaceQu'),\n", + " (5.791895002231574e-91, 'Foundation'),\n", + " (6.117025805436454e-87, 'GarageType'),\n", + " (2.3863579356143142e-71, 'BsmtFinType1'),\n", + " (2.6670620921040538e-67, 'HeatingQC'),\n", + " (1.054025164267864e-64, 'MasVnrType'),\n", + " (7.557758359197863e-50, 'BsmtExposure'),\n", + " (7.988268404991971e-44, 'SaleCondition'),\n", + " (2.5860887286373744e-43, 'Exterior1st'),\n", + " (4.842185670698133e-43, 'Exterior2nd'),\n", + " (5.039766889462451e-42, 'SaleType'),\n", + " (8.817633866272648e-35, 'MSZoning'),\n", + " (3.3767765351217976e-25, 'HouseStyle'),\n", + " (5.388762379336551e-25, 'GarageQual'),\n", + " (5.711745645774751e-25, 'GarageCond'),\n", + " (6.447523852010117e-25, 'LotShape'),\n", + " (3.6535230470996966e-17, 'RoofStyle'),\n", + " (8.195793756121126e-16, 'BsmtCond'),\n", + " (2.0567364604967015e-10, 'BldgType'),\n", + " (2.7422167521379096e-08, 'LandContour'),\n", + " (8.904549416138853e-08, 'Condition1'),\n", + " (5.106680608671862e-07, 'ExterCond'),\n", + " (3.163167473604189e-06, 'LotConfig'),\n", + " (0.0004841696801078672, 'Functional'),\n", + " (0.1413963584114019, 'LandSlope')]" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sorted(values_categorical)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "60f6998f", + "metadata": {}, + "outputs": [], + "source": [ + "# las primeras 5\n", + "\n", + "principal_categorical = ['Neighborhood', 'ExterQual', \n", + " 'KitchenQual', 'BsmtQual', 'Foundation']" + ] + }, + { + "cell_type": "markdown", + "id": "ef80eff0", + "metadata": {}, + "source": [ + "**Codificando las variables categóricas a numéricas**\n", + "\n", + "'Neighborhood', 'ExterQual', 'KitchenQual', 'BsmtQual', 'Foundation'." + ] + }, + { + "cell_type": "markdown", + "id": "35c84e1e", + "metadata": {}, + "source": [ + "**Neighborhood**" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "de47b610", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['CollgCr', 'Veenker', 'Crawfor', 'NoRidge', 'Mitchel', 'Somerst',\n", + " 'NWAmes', 'OldTown', 'BrkSide', 'Sawyer', 'NridgHt', 'NAmes',\n", + " 'SawyerW', 'IDOTRR', 'MeadowV', 'Edwards', 'Timber', 'Gilbert',\n", + " 'StoneBr', 'ClearCr', 'NPkVill', 'Blmngtn', 'BrDale', 'SWISU',\n", + " 'Blueste'], dtype=object)" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Neighborhood'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "c7a0241f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "NAmes 225\n", + "CollgCr 150\n", + "OldTown 113\n", + "Edwards 100\n", + "Somerst 86\n", + "Gilbert 79\n", + "NridgHt 77\n", + "Sawyer 74\n", + "NWAmes 73\n", + "SawyerW 59\n", + "BrkSide 58\n", + "Crawfor 51\n", + "Mitchel 49\n", + "NoRidge 41\n", + "Timber 38\n", + "IDOTRR 37\n", + "ClearCr 28\n", + "StoneBr 25\n", + "SWISU 25\n", + "MeadowV 17\n", + "Blmngtn 17\n", + "BrDale 16\n", + "Veenker 11\n", + "NPkVill 9\n", + "Blueste 2\n", + "Name: Neighborhood, dtype: int64" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Neighborhood'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "b9838396", + "metadata": {}, + "outputs": [], + "source": [ + "def encode_Neighborhood(Neighborhood: str) -> int:\n", + "\n", + " if Neighborhood == 'CollgCr':\n", + " return 1\n", + " elif Neighborhood == 'Veenker':\n", + " return 2\n", + " elif Neighborhood == 'Crawfor':\n", + " return 3\n", + " elif Neighborhood == 'NoRidge':\n", + " return 4\n", + " elif Neighborhood == 'Mitchel':\n", + " return 5\n", + " elif Neighborhood == 'Somerst':\n", + " return 6\n", + " elif Neighborhood == 'NWAmes':\n", + " return 7\n", + " elif Neighborhood == 'OldTown':\n", + " return 8\n", + " elif Neighborhood == 'BrkSide':\n", + " return 9\n", + " elif Neighborhood == 'Sawyer':\n", + " return 10\n", + " elif Neighborhood == 'NridgHt':\n", + " return 11\n", + " elif Neighborhood == 'NAmes':\n", + " return 12\n", + " elif Neighborhood == 'SawyerW':\n", + " return 13\n", + " elif Neighborhood == 'IDOTRR':\n", + " return 14\n", + " elif Neighborhood == 'MeadowV':\n", + " return 15\n", + " elif Neighborhood == 'Edwards':\n", + " return 16\n", + " elif Neighborhood == 'Timber':\n", + " return 17\n", + " elif Neighborhood == 'Gilbert':\n", + " return 18\n", + " elif Neighborhood == 'StoneBr':\n", + " return 19\n", + " elif Neighborhood == 'ClearCr':\n", + " return 20\n", + " elif Neighborhood == 'NPkVill':\n", + " return 21\n", + " elif Neighborhood == 'Blmngtn':\n", + " return 22\n", + " elif Neighborhood == 'BrDale':\n", + " return 23\n", + " elif Neighborhood == 'SWISU':\n", + " return 24\n", + " elif Neighborhood == 'Blueste':\n", + " return 25" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "d4a4e441", + "metadata": {}, + "outputs": [], + "source": [ + "df['Encoded_Neighborhood'] = df['Neighborhood'].apply(encode_Neighborhood)" + ] + }, + { + "cell_type": "markdown", + "id": "543ed962", + "metadata": {}, + "source": [ + "**ExterQual**\n", + "\n", + "Evaluates the quality of the material on the exterior.\n", + "\n", + "Ex-Excellent, Gd-Good, TA-Average/Typical, Fa-Fair, Po-Poor." + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "589f0505", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Gd', 'TA', 'Ex', 'Fa'], dtype=object)" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['ExterQual'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "3f2c6804", + "metadata": {}, + "outputs": [], + "source": [ + "def encode_ExterQual(ExterQual: str) -> int:\n", + " \n", + " if ExterQual == 'Ex':\n", + " return 1\n", + " elif ExterQual == 'Gd':\n", + " return 2\n", + " elif ExterQual == 'TA':\n", + " return 3\n", + " elif ExterQual == 'Fa':\n", + " return 4" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "2137c8d9", + "metadata": {}, + "outputs": [], + "source": [ + "df['Encoded_ExterQual'] = df['ExterQual'].apply(encode_ExterQual)" + ] + }, + { + "cell_type": "markdown", + "id": "1727d2ce", + "metadata": {}, + "source": [ + "**KitchenQual**\n", + "\n", + "Kitchen quality.\n", + "\n", + "Ex-Excellent, Gd-Good, TA-Average/Typical, Fa-Fair, Po-Poor." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "ad4f7a25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Gd', 'TA', 'Ex', 'Fa'], dtype=object)" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['KitchenQual'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "aab57058", + "metadata": {}, + "outputs": [], + "source": [ + "def encode_KitchenQual(KitchenQual: str) -> int:\n", + " \n", + " if KitchenQual == 'Ex':\n", + " return 1\n", + " elif KitchenQual == 'Gd':\n", + " return 2\n", + " elif KitchenQual == 'TA':\n", + " return 3\n", + " elif KitchenQual == 'Fa':\n", + " return 4" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "c5fa331e", + "metadata": {}, + "outputs": [], + "source": [ + "df['Encoded_KitchenQual'] = df['KitchenQual'].apply(encode_KitchenQual)" + ] + }, + { + "cell_type": "markdown", + "id": "277f779b", + "metadata": {}, + "source": [ + "**BsmtQual**\n", + "\n", + "Evaluates the height of the basement." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "c4c60cb6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['Gd', 'TA', 'Ex', 0, 'Fa'], dtype=object)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['BsmtQual'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "1cc506a2", + "metadata": {}, + "outputs": [], + "source": [ + "def encode_BsmtQual(BsmtQual: str) -> int:\n", + " \n", + " if BsmtQual == 'Ex':\n", + " return 1\n", + " elif BsmtQual == 'Gd':\n", + " return 2\n", + " elif BsmtQual == 'TA':\n", + " return 3\n", + " elif BsmtQual == 'Fa':\n", + " return 4" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "2989b2c9", + "metadata": {}, + "outputs": [], + "source": [ + "df['Encoded_BsmtQual'] = df['BsmtQual'].apply(encode_BsmtQual)" + ] + }, + { + "cell_type": "markdown", + "id": "a893071b", + "metadata": {}, + "source": [ + "**Foundation**\n", + "\n", + "Type of foundation." + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "e3c2ccca", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array(['PConc', 'CBlock', 'BrkTil', 'Wood', 'Slab', 'Stone'], dtype=object)" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Foundation'].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "e9c0162c", + "metadata": {}, + "outputs": [], + "source": [ + "def encode_Foundation(Foundation: str) -> int:\n", + " \n", + " if Foundation == 'BrkTil':\n", + " return 1\n", + " elif Foundation == 'CBlock':\n", + " return 2\n", + " elif Foundation == 'PConc':\n", + " return 3\n", + " elif Foundation == 'Slab':\n", + " return 4\n", + " elif Foundation == 'Stone':\n", + " return 5\n", + " elif Foundation == 'Wood':\n", + " return 6" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "b20037bd", + "metadata": {}, + "outputs": [], + "source": [ + "df['Encoded_Foundation'] = df['Foundation'].apply(encode_Foundation)" + ] + }, + { + "cell_type": "markdown", + "id": "6e0f36f7", + "metadata": {}, + "source": [ + "Dataframe de variables elegidas\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "b57b4bed", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['OverallQual',\n", + " 'GrLivArea',\n", + " 'GarageCars',\n", + " 'GarageArea',\n", + " 'TotalBsmtSF',\n", + " '1stFlrSF',\n", + " 'FullBath',\n", + " 'TotRmsAbvGrd',\n", + " 'YearBuilt',\n", + " 'YearRemodAdd']" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_numeric_values" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "0a35c414", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Neighborhood', 'ExterQual', 'KitchenQual', 'BsmtQual', 'Foundation']" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "principal_categorical" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "f2332e69", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAddEncoded_NeighborhoodEncoded_ExterQualEncoded_KitchenQualEncoded_BsmtQualEncoded_Foundation
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................................................
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1460 rows × 15 columns

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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt YearRemodAdd Encoded_Neighborhood Encoded_ExterQual Encoded_KitchenQual Encoded_BsmtQual Encoded_Foundation\n", + "0 7 1710 2 548 856 856 2 8 2003 2003 1 2 2 2.0 3\n", + "1 6 1262 2 460 1262 1262 2 6 1976 1976 2 3 3 2.0 2\n", + "2 7 1786 2 608 920 920 2 6 2001 2002 1 2 2 2.0 3\n", + "3 7 1717 3 642 756 961 1 7 1915 1970 3 3 2 3.0 1\n", + "4 8 2198 3 836 1145 1145 2 9 2000 2000 4 2 2 2.0 3\n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "1455 6 1647 2 460 953 953 2 7 1999 2000 18 3 3 2.0 3\n", + "1456 6 2073 2 500 1542 2073 2 7 1978 1988 7 3 3 2.0 2\n", + "1457 7 2340 1 252 1152 1188 2 9 1941 2006 3 1 2 3.0 5\n", + "1458 5 1078 1 240 1078 1078 1 5 1950 1996 12 3 2 3.0 2\n", + "1459 5 1256 1 276 1256 1256 1 6 1965 1965 16 2 3 3.0 2\n", + "\n", + "[1460 rows x 15 columns]" + ] + }, + "execution_count": 67, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# se crea un df con las variables numéricas y las categóricas convertidas a numéricas\n", + "\n", + "df_variables_numericas = df[['OverallQual', 'GrLivArea', \n", + " 'GarageCars', 'GarageArea', 'TotalBsmtSF', \n", + " '1stFlrSF', 'FullBath', 'TotRmsAbvGrd', \n", + " 'YearBuilt', 'YearRemodAdd', 'Encoded_Neighborhood', \n", + " 'Encoded_ExterQual', 'Encoded_KitchenQual', \n", + " 'Encoded_BsmtQual', 'Encoded_Foundation']]\n", + "\n", + "df_variables_numericas" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "d268de62", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 15)" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_variables_numericas.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "27cb234a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
OverallQual1460.06.0993151.3829971.05.006.07.0010.0
GrLivArea1460.01515.463699525.480383334.01129.501464.01776.755642.0
GarageCars1460.01.7671230.7473150.01.002.02.004.0
GarageArea1460.0472.980137213.8048410.0334.50480.0576.001418.0
TotalBsmtSF1460.01057.429452438.7053240.0795.75991.51298.256110.0
1stFlrSF1460.01162.626712386.587738334.0882.001087.01391.254692.0
FullBath1460.01.5650680.5509160.01.002.02.003.0
TotRmsAbvGrd1460.06.5178081.6253932.05.006.07.0014.0
YearBuilt1460.01971.26780830.2029041872.01954.001973.02000.002010.0
YearRemodAdd1460.01984.86575320.6454071950.01967.001994.02004.002010.0
Encoded_Neighborhood1460.010.4780825.8377831.06.0011.014.0025.0
Encoded_ExterQual1460.02.6041100.5742801.02.003.03.004.0
Encoded_KitchenQual1460.02.4883560.6637601.02.003.03.004.0
Encoded_BsmtQual1423.02.4202390.6806021.02.002.03.004.0
Encoded_Foundation1460.02.3965750.7223941.02.002.03.006.0
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% max\n", + "OverallQual 1460.0 6.099315 1.382997 1.0 5.00 6.0 7.00 10.0\n", + "GrLivArea 1460.0 1515.463699 525.480383 334.0 1129.50 1464.0 1776.75 5642.0\n", + "GarageCars 1460.0 1.767123 0.747315 0.0 1.00 2.0 2.00 4.0\n", + "GarageArea 1460.0 472.980137 213.804841 0.0 334.50 480.0 576.00 1418.0\n", + "TotalBsmtSF 1460.0 1057.429452 438.705324 0.0 795.75 991.5 1298.25 6110.0\n", + "1stFlrSF 1460.0 1162.626712 386.587738 334.0 882.00 1087.0 1391.25 4692.0\n", + "FullBath 1460.0 1.565068 0.550916 0.0 1.00 2.0 2.00 3.0\n", + "TotRmsAbvGrd 1460.0 6.517808 1.625393 2.0 5.00 6.0 7.00 14.0\n", + "YearBuilt 1460.0 1971.267808 30.202904 1872.0 1954.00 1973.0 2000.00 2010.0\n", + "YearRemodAdd 1460.0 1984.865753 20.645407 1950.0 1967.00 1994.0 2004.00 2010.0\n", + "Encoded_Neighborhood 1460.0 10.478082 5.837783 1.0 6.00 11.0 14.00 25.0\n", + "Encoded_ExterQual 1460.0 2.604110 0.574280 1.0 2.00 3.0 3.00 4.0\n", + "Encoded_KitchenQual 1460.0 2.488356 0.663760 1.0 2.00 3.0 3.00 4.0\n", + "Encoded_BsmtQual 1423.0 2.420239 0.680602 1.0 2.00 2.0 3.00 4.0\n", + "Encoded_Foundation 1460.0 2.396575 0.722394 1.0 2.00 2.0 3.00 6.0" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_variables_numericas.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "994a9463", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAddEncoded_NeighborhoodEncoded_ExterQualEncoded_KitchenQualEncoded_BsmtQualEncoded_Foundation
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1423 rows × 15 columns

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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt YearRemodAdd Encoded_Neighborhood Encoded_ExterQual Encoded_KitchenQual Encoded_BsmtQual Encoded_Foundation\n", + "0 7 1710 2 548 856 856 2 8 2003 2003 1 2 2 2.0 3\n", + "1 6 1262 2 460 1262 1262 2 6 1976 1976 2 3 3 2.0 2\n", + "2 7 1786 2 608 920 920 2 6 2001 2002 1 2 2 2.0 3\n", + "3 7 1717 3 642 756 961 1 7 1915 1970 3 3 2 3.0 1\n", + "4 8 2198 3 836 1145 1145 2 9 2000 2000 4 2 2 2.0 3\n", + "... ... ... ... ... ... ... ... ... ... ... ... ... ... ... ...\n", + "1455 6 1647 2 460 953 953 2 7 1999 2000 18 3 3 2.0 3\n", + "1456 6 2073 2 500 1542 2073 2 7 1978 1988 7 3 3 2.0 2\n", + "1457 7 2340 1 252 1152 1188 2 9 1941 2006 3 1 2 3.0 5\n", + "1458 5 1078 1 240 1078 1078 1 5 1950 1996 12 3 2 3.0 2\n", + "1459 5 1256 1 276 1256 1256 1 6 1965 1965 16 2 3 3.0 2\n", + "\n", + "[1423 rows x 15 columns]" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_variables_numericas.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "f6dbe1c4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Encoded_BsmtQual 2.53\n", + "OverallQual 0.00\n", + "GrLivArea 0.00\n", + "GarageCars 0.00\n", + "GarageArea 0.00\n", + "TotalBsmtSF 0.00\n", + "1stFlrSF 0.00\n", + "FullBath 0.00\n", + "TotRmsAbvGrd 0.00\n", + "YearBuilt 0.00\n", + "YearRemodAdd 0.00\n", + "Encoded_Neighborhood 0.00\n", + "Encoded_ExterQual 0.00\n", + "Encoded_KitchenQual 0.00\n", + "Encoded_Foundation 0.00\n", + "dtype: float64" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# verificando los nan del nuevo df con la función\n", + "nan_values_columns(df_variables_numericas)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "a55b3b67", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(1460, 15)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_variables_numericas.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "9d018b81", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/anahiolmos/opt/anaconda3/lib/python3.9/site-packages/pandas/core/frame.py:5176: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame\n", + "\n", + "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + } + ], + "source": [ + "df_variables_numericas.fillna(0, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "602c648c", + "metadata": {}, + "source": [ + "Modelos\n", + "---" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "059c9281", + "metadata": {}, + "outputs": [], + "source": [ + "X = df_variables_numericas\n", + "y = df['SalePrice']" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "36162aa4", + "metadata": {}, + "outputs": [], + "source": [ + "# división de los datos en train y test\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y,\n", + " train_size=0.8,\n", + " random_state=42)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "1cd831de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((1168, 15), (292, 15), (1168,), (292,))" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_train.shape, X_test.shape, y_train.shape, y_test.shape" + ] + }, + { + "cell_type": "markdown", + "id": "b02f7a24", + "metadata": {}, + "source": [ + "**Regresión Lineal**" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "c170d2ca", + "metadata": {}, + "outputs": [], + "source": [ + "modelo_regresion = LinearRegression()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "36f18f83", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "modelo_lin = LinearRegression()\n", + "modelo_lin" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "981f9053", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "LinearRegression()" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "modelo_lin.fit(df_variables_numericas, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "32e0b8a3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-344679.97559258516" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "b_0 = modelo_lin.intercept_\n", + "b_0" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "62da56a0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.45475945e+04, 4.93919203e+01, 9.76636798e+03, 1.06064155e+01,\n", + " 2.74296338e+01, 3.85966046e+00, -8.12393130e+03, 6.70474518e+02,\n", + " 1.17737472e+02, 8.79911487e+01, -2.13925479e+02, -1.08435487e+04,\n", + " -1.27743914e+04, -1.04112037e+04, -2.22014186e+03])" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat_coef = modelo_lin.coef_\n", + "mat_coef" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "a9a27b97", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "15" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "mat_coef.size" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "8ee7ef4c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7902974545216086" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# R2\n", + "\n", + "r2_regresionlineal = modelo_lin.score(X, y)\n", + "r2_regresionlineal" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "412cc3df", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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OverallQualGrLivAreaGarageCarsGarageAreaTotalBsmtSF1stFlrSFFullBathTotRmsAbvGrdYearBuiltYearRemodAddEncoded_NeighborhoodEncoded_ExterQualEncoded_KitchenQualEncoded_BsmtQualEncoded_Foundation
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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF 1stFlrSF FullBath TotRmsAbvGrd YearBuilt YearRemodAdd Encoded_Neighborhood Encoded_ExterQual Encoded_KitchenQual Encoded_BsmtQual Encoded_Foundation\n", + "9 5 1077 1 205 991 1077 1 5 1939 1950 9 3 3 3.0 1\n", + "77 5 1285 1 240 672 1072 1 6 1948 2001 9 3 3 3.0 2\n", + "230 6 1194 1 312 1194 1194 1 6 1959 1959 12 3 3 3.0 2\n", + "590 7 1582 2 520 770 770 2 6 2004 2004 1 2 2 2.0 3\n", + "1110 6 1658 2 431 773 773 2 8 1995 1996 18 3 3 2.0 3" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# prueba random\n", + "\n", + "valores = df_variables_numericas.iloc[[9, 77, 230, 590, 1110]]\n", + "valores" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "484a8484", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([113404.63672929, 119277.547706 , 141840.99432426, 209554.53445137,\n", + " 170233.33211992])" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "modelo_lin.predict(valores)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "d119b312", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "9 118000\n", + "77 127000\n", + "230 148000\n", + "590 185900\n", + "1110 188000\n", + "Name: SalePrice, dtype: int64" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "y.iloc[[9, 77, 230, 590, 1110]]" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "59ace250", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "9 4595.363271\n", + "77 7722.452294\n", + "230 6159.005676\n", + "590 -23654.534451\n", + "1110 17766.667880\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "modelo_lin_valores = modelo_lin.predict(valores)\n", + "salesprice_valores = y.iloc[[9, 77, 230, 590, 1110]]\n", + "\n", + "# diferencia en los precios\n", + "salesprice_valores - modelo_lin_valores " + ] + }, + { + "cell_type": "markdown", + "id": "a46e2436", + "metadata": {}, + "source": [ + "**Ridge**" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "29b2ab91", + "metadata": {}, + "outputs": [], + "source": [ + "# alpha = 1\n", + "regresion_ridge = Ridge(alpha=1).fit(X_train, y_train)\n", + "\n", + "# alpha = 100\n", + "regresion_ridge_100 = Ridge(alpha=100).fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "1f5a7753", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.46744788e+04, 4.64152870e+01, 1.01650140e+04, 1.04390211e+01,\n", + " 2.28801121e+01, 4.10392891e+00, -8.07997464e+03, 1.10531473e+03,\n", + " 1.36188324e+02, 1.11024464e+02, -2.82672857e+02, -9.39826345e+03,\n", + " -1.23732397e+04, -1.04222389e+04, -1.62392438e+03])" + ] + }, + "execution_count": 89, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "regresion_ridge.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "2cda873d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 1.41608107e+04, 4.70681828e+01, 5.91816992e+03, 2.45800334e+01,\n", + " 2.30632133e+01, 4.90707108e+00, -4.57140907e+03, 8.31448532e+02,\n", + " 1.67164935e+02, 1.61219823e+02, -2.74301844e+02, -7.47496816e+03,\n", + " -9.94270120e+03, -8.52429623e+03, -7.16368196e+02])" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "regresion_ridge_100.coef_" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "fb75fed3", + "metadata": {}, + "outputs": [], + "source": [ + "ridge_score = regresion_ridge.score(X_train, y_train)\n", + "ridge_score_100 = regresion_ridge_100.score(X_train, y_train)\n", + "\n", + "ridge_score_test = regresion_ridge.score(X_test, y_test)\n", + "ridge_score_test_100 = regresion_ridge_100.score(X_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "47454d2b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.781113117866324, 0.8140357252583792)" + ] + }, + "execution_count": 92, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# R2 - comprobación\n", + "ridge_score, ridge_score_test" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "b635a7d5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(0.7795984331671937, 0.8120049180489136)" + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# R2 - comprobación\n", + "ridge_score_100, ridge_score_test_100" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "6ff2613a", + "metadata": {}, + "outputs": [], + "source": [ + "# variables R2 \n", + "\n", + "r2_ridge_score = ridge_score\n", + "r2_ridge_score_test = ridge_score_test\n", + "\n", + "r2_ridge_score_100 = ridge_score_100\n", + "r2_ridge_score_test_100 = ridge_score_test_100" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "213c8124", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize = (10,8))\n", + "plt.plot(regresion_ridge.coef_, alpha=0.7, color='red', linestyle='none', marker='*', label = r'Ridge $\\alpha = 1$')\n", + "plt.plot(regresion_ridge_100.coef_, alpha=0.7, color='blue', linestyle='none', marker='d', label = r'Ridge $\\alpha = 100$')\n", + "plt.plot(modelo_lin.coef_, alpha=0.7, color='green', linestyle='none', marker='o', label = 'Linear Regression')\n", + "plt.legend(loc = 1)\n", + "\n", + "plt.title('Comparación regresiones')\n", + "#plt.xlabel('Columna')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.ylabel('Coef')\n", + "plt.xticks(range(len(X_train.columns)), X_train.columns)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "1717d14a", + "metadata": {}, + "source": [ + "**Lasso**" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "1ae46336", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Lasso()" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lasso_reg = Lasso()\n", + "lasso_reg.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "c8d5f279", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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r+rTRj0FEREQ2LWUXKeq7+42Me2QcRbUdeH9+Cdv3rKCm1QomjJwQOzQREREpMBqTl6LhPYdzyYETeP8/pSxetYj3/1PKJQdOYHjP4bFDExERkQKjlryUzbh7OF2fGs6A7UItyhmd4ZCfxY5KRERECo1a8lI0dSrccw/kVmUpLQ3bBV5wW0RERCJQkpeiSZOgfXsoKgrbRUVhe9KkuHGJiIhI4VGSl6IxY2DVKqhJ1umoqQnbY8bEjUtEREQKj5K8FI0YAUceCckyfJSXh+0CXzpPREREIlCSl7KxY2GnneDtt8P12LGxIxIRkc3JO+/AaaeF602lqKiIAQMG0LdvXw477DA++eQTAPbdd99G7z9+/HiuuOKKTRfAJnLqqadSWlpK37596+1/+OGH6dOnDzvvvDOXXnrpRh+LTUleyoqL4fLLYejQcF1cHDsiERHZXFRWwrnnwvTp4bqyctM8b/v27Zk9ezavvPIK22yzDVdffTUA//rXvzbNCVJy8skn8/DDD9fbV1NTw1lnncU//vEPXnvtNe644w5ee+21DR7LAiV5EXTvDtdfH65FRETSMnEivPUW9O4dridO3PTn2GeffXjvvfcAKCkpqdv/61//mj59+jBixAjmzp1b7zEXXXQRu+22G4cccgjHHntsXSvfrbfeyl577cWAAQM444wzqMkNas/z6quvMmLECHbddVcuuugizj77bGbMmPGZYh82bBjbbLNNvX3PP/88O++8M71796Zt27Ycc8wxPPDAAxs8lgVK8kRERDYDaZTxqqmp4bHHHuPwww+vt3/WrFlMmTKFF198kXvvvbdeEjZz5kzuueeeumMzZ84E4PXXX+fOO+/k2WefZfbs2RQVFXHbbbfVe97KykqOOuooJk2axJw5c7juuut47733GDJkSL37HXDAAQwYMGCdy9SNePHvvfceO+64Y912t27d6pLYpo5lgYohi4iIbAaaKuP1eScArlq1igEDBjB//nwGDx7MIYccUu/4008/zTe+8Q222GILgHpJ4DPPPMOoUaNo3749AIcddhgAjz32GLNmzapL2FatWkVpLkNNTJ06lYEDB/LFL34RgKqqKsaNG7dOfE8//fRnfm3uvs4+M9vgsSxQS56IiMhmoDnLeOXG5C1YsICqqqq6MXn51pf8NJYo5fafdNJJzJ49m9mzZzN37lzGjx9f7z4vvvgigwYNAuD999+npKSE/fbbb53n+jwted26dePdd9+t2164cCHbb7/9Bo9lgZI8ERGRzUAaZbw6derElVdeyRVXXEF1dXXd/mHDhnHfffexatUqli9fzkMPPVR3bP/99+ehhx6isrKSiooK/va3vwFw8MEHc/fdd1OeBPzxxx+zYMGCeudr164dCxcuBOD888+nqqqq0biefvrpumQx/zJiI178kCFD+O9//8u8efOoqqpiypQpdS2RTR3LAiV5IiIim4k0yngNHDiQ/v37M2XKlLp9gwYN4uijj2bAgAEceeSRHHDAAXXHhgwZwuGHH07//v355je/SVlZGZ06dWKPPfbg4osvZuTIkfTr149DDjmEDz74oN65jjvuOJ566in69OlD//792WefffjRj370mWM/9thj2WeffZg7dy7dunXj+uuvp3Xr1kyePJlDDz2U3XffnW9/+9t13cNNHcsCW18z6eaqrKzMc4M+RUREsuz1119n9913/1SPeecduPBCuOCC7FR5qKiooKSkhJUrVzJs2DCuvfbaum5YWauxn7eZzXL3ssbur4kXIiIim5FcGa8sOf3003nttdeorKzkpJNOUoK3iSjJExERkahuv/322CEUJI3JExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERH5zEpKStbZ94c//IFbbrkl1TgOPPDAupUvhgwZwuzZs1M9f1MefPBBLr300tTPqzp5IiIim4lp86cxecZk5i2ZR6+tezF6yGiG9xy+yc/z/e9/f5M/Zz53x91p1ap+W9Vtt91GWVkZN954I+eeey6PPvro5z5XTU0NRUVFn+s5Dj/88Chr2qolT0REZDMwbf40xj0yjvIV5XQt6Ur5inLGPTKOafOnbfJzjR8/niuuuAIILWznnXcee+21F7vuuitPP/00EJKnc889lyFDhtCvXz/++Mc/AmGJs4MPPphBgwax55578sADDwAwf/58dt99d84880wGDRrEu+++u97z77PPPrz33nsArFixglNPPZUhQ4YwcODAuudbuXIl3/72t+nXrx9HH300e++9N7llTUtKSvjlL3/J3nvvzXPPPcett97KXnvtxYABAzjjjDOoqamhpqaGk08+mb59+7Lnnnvy29/+FoArr7ySPfbYg379+nHMMccAcNNNNzF69GgAFixYwMEHH0y/fv04+OCDeeeddwA4+eST+eEPf8i+++5L7969ufvuuz/3z0EteSIiIpuByTMm06FtBzq26whQdz15xuRmac3Lt2bNGp5//nn+/ve/c+GFFzJ16lSuv/56OnXqxIwZM1i9ejX77bcfI0eOZMcdd+S+++6jY8eOLF68mKFDh9a1gs2dO5cbb7yR3//+902e7+GHH+aII44A4Ne//jVf+tKXuOGGG/jkk0/Ya6+9GDFiBNdccw1bb701L730Eq+88goDBgyoe/yKFSvo27cvv/rVr3j99df5zW9+w7PPPkubNm0488wzue222/jiF7/Ie++9xyuvvALAJ598AsCll17KvHnzaNeuXd2+fKNHj+bEE0/kpJNO4oYbbuCHP/wh999/PwAffPABzzzzDG+88QaHH3443/rWtz7X+64kT0REZDMwb8k8upZ0rbevpG0J85bMa/Zzf/Ob3wRg8ODBzJ8/H4BHHnmEl156qa7FaunSpfz3v/+lW7du/OxnP+Opp56iVatWvPfeeyxatAiAHj16MHTo0PWe5/jjj2fFihXU1NTwwgsv1J3nwQcfrGtZrKys5J133uGZZ55hzJgxAPTt25d+/frVPU9RURFHHnkkAI899hizZs1iyJAhAKxatYrS0lIOO+ww3n77bc4++2y+9rWvMXLkSAD69evH8ccfzxFHHFGXaOZ77rnnuPfeewH4zne+w09+8pO6Y0cccQStWrVijz32qHvNn4eSPBERkc1Ar617Ub6ivK4FD6CiqoJeW/dq9nO3a9cOCMnTmjVrgDCu7qqrruLQQw+td9+bbrqJDz/8kFmzZtGmTRt69uxJZWUlAB06dGjyPLfddhv9+/fnpz/9KWeddRb33nsv7s4999xDnz596t3X3df7PMXFxXXj8Nydk046iUsuuWSd+82ZM4d//vOfXH311dx1113ccMMN/O1vf+Opp57iwQcf5KKLLuLVV19tMmYzq7ude582FN/G0pg8ERGRzcDoIaNZUbWCZauXUeu1LFu9jBVVKxg9ZHSUeA499FCuueYaqqurAfjPf/7DihUrWLp0KaWlpbRp04YnnniCBQsWfKrnbdOmDRdffDHTp0/n9ddf59BDD+Wqq66qS5pefPFFAPbff3/uuusuAF577TVefvnlRp/v4IMP5u6776a8vByAjz/+mAULFrB48WJqa2s58sgjueiii3jhhReora3l3Xff5aCDDuKyyy7jk08+oaKiot7z7bvvvkyZMgUISen+++//qV7fp6GWPBERkc3A8J7DmTByQv3ZtQd+/tm1K1eupFu3bnXbY8eO3ajHffe732X+/PkMGjQId6dLly7cf//9HH/88Rx22GGUlZUxYMAAdtttt08dU/v27Rk3bhxXXHEFkydP5kc/+hH9+vXD3enZsyd//etfOfPMMznppJPo168fAwcOpF+/fnTq1Gmd59pjjz24+OKLGTlyJLW1tbRp04arr76a9u3bc8opp1BbWwvAJZdcQk1NDSeccAJLly7F3TnnnHPYaqut6j3flVdeyamnnsrll19Oly5duPHGGz/169tYtimaAwtJWVmZ52bXiIiIZNnrr7/O7rvvHjuMFqmmpobq6mqKi4t56623OPjgg/nPf/5D27ZtY4e2Xo39vM1slruXNXZ/teSJiIjIZmflypUcdNBBVFdX4+5cc801mU7wPgsleSIiIrLZ2XLLLSn0njtNvBAREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERGRz6ykpCR2CLIeSvJEREQ2I9XVH/Pmmz+munpJ7FCkmSnJExER2YyUl9/B4sX3Ul5+e7Od46GHHmLvvfdm4MCBjBgxgkWLFgEwbdo0BgwYwIABAxg4cCDLly/ngw8+YNiwYQwYMIC+ffvy9NNPA3DHHXew55570rdvX84777xmi7WQKckTERHZTFRXf8yiRbdRXNyTRYtua7bWvP3335/p06fz4osvcswxx3DZZZcBcMUVV3D11Vcze/Zsnn76adq3b8/tt9/OoYceyuzZs5kzZw4DBgzg/fff57zzzuPxxx9n9uzZzJgxg/vvv79ZYi1kSvJEREQ2E+Xld1BbW01RUQdqa6ubrTVv4cKFHHrooey5555cfvnlvPrqqwDst99+jB07liuvvJJPPvmE1q1bM2TIEG688UbGjx/Pyy+/zJZbbsmMGTM48MAD6dKlC61bt+b444/nqaeeapZYC5mSPBERkc1ArhWvTZttAGjTZptma807++yzGT16NC+//DJ//OMfqaysBOCnP/0p1113HatWrWLo0KG88cYbDBs2jKeeeooddtiB73znO9xyyy24+yaPaXOkJE9ERGQzkGvFa9UqrM/aqlXbZmvNW7p0KTvssAMAN998c93+t956iz333JPzzjuPsrIy3njjDRYsWEBpaSnf+973OO2003jhhRfYe++9mTZtGosXL6ampoY77riD4cOHb/I4C53WrhUREdkMVFTMAWpYvfq9RvZ/ditXrqRbt25122PHjmX8+PEcddRR7LDDDgwdOpR58+YB8Lvf/Y4nnniCoqIi9thjD77yla8wZcoULr/8ctq0aUNJSQm33HIL2223HZdccgkHHXQQ7s5Xv/pVRo0a9bni3ByZmkTrKysr80JfsFhERArD66+/zu677x47DElJYz9vM5vl7mWN3V/dtSIiIiIFSEmeiIiISAFSkiciIiJSgJTkiYiItGAaW795+Cw/ZyV5IiIiLVRxcTEfffSREr0C5+589NFHFBcXf6rHqYSKiIhIC9WtWzcWLlzIhx9+GDsUaWbFxcX1StVsDCV5IiIiLVSbNm3o1atX7DAko9RdKyIiIlKAlOSJiIiIFCAleZI51dUf8+abP26WRbNFREQ2F0ryJHPK513H4rnXUT7vutihiIiItFhK8iRTqqs/ZtGb11C8oJJFb16j1jwREZHPKGqSZ2Y3mFm5mb2St28bM3vUzP6bXG+dd+x8M3vTzOaa2aF5+web2cvJsSvNzJL97czszmT/v82sZ6ovUD6dUaMoHzeA2kUfUNS6hNpF71M+rj+MGhU7MhERkRYndkveTcCXG+z7KfCYu+8CPJZsY2Z7AMcAX0we83szK0oecw1wOrBLcsk952nAEnffGfgt8JtmeyXyuVX/aSKLDjHarG4LRUW0Wd2WRYcY1df9LnZoIiIiLU7UJM/dnwI+brB7FHBzcvtm4Ii8/VPcfbW7zwPeBPYys+2Aju7+nIeS37c0eEzuue4GDs618kn2lFc/TG0RtKpcA6tX06pyDbVFUF7199ihiYiItDhZLIbc1d0/AHD3D8ysNNm/AzA9734Lk33Vye2G+3OPeTd5rjVmthTYFljcfOHLZ1VRMQdqqljdZ1vo2BGWLYM1VWG/iIiIfCqxu2s/jcZa4LyJ/U09pv4Tm51uZjPNbKaWhomnT59rWbHnFH5TMZTvv9qe31QMZcWeU+jT59rYoYmIiLQ4WUzyFiVdsCTX5cn+hcCOeffrBryf7O/WyP56jzGz1kAn1u0ext2vdfcydy/r0qXLJnwp8mlMmz+NcY+Mo3xFOV1LulK+opxxj4xj2vxpsUMTERFpcbKY5D0InJTcPgl4IG//McmM2V6ECRbPJ127y81saDLe7sQGj8k917eAx5Nxe5JBk2dMpkPbDnRs15FW1oqO7TrSoW0HJs+YHDs0ERGRFifqmDwzuwM4EOhsZguBC4BLgbvM7DTgHeAoAHd/1czuAl4D1gBnuXtN8lQ/IMzUbQ/8I7kAXA/82czeJLTgHZPCy5LPaN6SeXQt6VpvX0nbEuYtmRcpIhERkZYrapLn7seu59DB67n/r4FfN7J/JtC3kf2VJEmiZF+vrXtRvqKcju061u2rqKqg19a9IkYlIiLSMmWxu1Y2U6OHjGZF1QqWrV5GrdeybPUyVlStYPSQ0bFDExERaXGU5ElmDO85nAkjJ1DaoZRFFYso7VDKhJETGN5zeOzQREREWpws1smTzdjwnsOV1ImIiGwCaskTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkTzLnnXfgtNPCtYiIiHw2SvIkUyor4dxzYfr0cF1ZGTsiERGRlklJnmTKxInw1lvQu3e4njgxdkQiIiItk5I8yYypU+Gee6C0NGyXlobtqVPjxiUiItISKcmTzJg0Cdq3h6KisF1UFLYnTYobl4iISEukJE8yY8wYWLUKamrCdk1N2B4zJm5cIiIiLZGSPMmMESPgyCOhvDxsl5eH7REj4sYlIiLSEinJk0wZOxZ22gnefjtcjx0bOyIREZGWSUmeZEpxMVx+OQwdGq6Li2NHJCIi0jK1jh2ASEPdu8P118eOQkREpGVTS56IiIhIAVKSJyIiIlKAlOSJiIiIFKDMJnlmNt/MXjaz2WY2M9m3jZk9amb/Ta63zrv/+Wb2ppnNNbND8/YPTp7nTTO70swsxusRERERSVNmk7zEQe4+wN3Lku2fAo+5+y7AY8k2ZrYHcAzwReDLwO/NLFk3gWuA04FdksuXU4xfREREJIqsJ3kNjQJuTm7fDByRt3+Ku69293nAm8BeZrYd0NHdn3N3B27Je4yIiIhIwcpykufAI2Y2y8xOT/Z1dfcPAJLrZCl7dgDezXvswmTfDsnthvtFREREClqW6+Tt5+7vm1kp8KiZvdHEfRsbZ+dN7K//4JBEng7QvXv3zxKriIiISKZktiXP3d9PrsuB+4C9gEVJFyzJdbLKKQuBHfMe3g14P9nfrZH9Dc91rbuXuXtZly5dNvVLEREREUldJpM8M+tgZlvmbgMjgVeAB4GTkrudBDyQ3H4QOMbM2plZL8IEi+eTLt3lZjY0mVV7Yt5jRERERApWVrtruwL3JdVOWgO3u/vDZjYDuMvMTgPeAY4CcPdXzewu4DVgDXCWu9ckz/UD4CagPfCP5CIiIiJS0CxMOpWcsrIynzlzZuwwRERERDbIzGbllZqrJ5PdtSIiIiLy+SjJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAtRkkmdmf06ux6QTjoiIiIhsChtqyRtsZj2AU81sazPbJv+SRoAiIiIi8um13sDxPwAPA72BWYDlHfNkv4iIiIhkTJMtee5+pbvvDtzg7r3dvVfeRQmeiIiISEZt1MQLd/+Bme1vZqcAmFlnM+vVvKGJiBSG6vK3ePP6Mqo/nBc7FBHZjGxUkmdmFwDnAecnu9oCtzZXUCIihaR86vks3nIO5Y+eFzsUEdmMbGwJlW8AhwMrANz9fWDL5gpKRKQgjBpF9bCBLFr1EMUrSli06iGqhw2EUaNiRyYim4GNTfKq3N0Jky0wsw7NF5KISIG48UbKT+1BZVE7XvmkD5VF7Sg/tQfcdFPsyERkM7CxSd5dZvZHYCsz+x4wFfhT84UlItLyVW8JH3R+iTc/6s2Sqi1486PefND5ZapLYkcmIpuDjZ14cQVwN3AP0Af4pbtf1ZyBiYi0dOXld/DB0jZUtOrMFlsXU9GqMx8sbU15+e2xQxORzcCG6uTlewlol9ye0wyxiIgUlLlz57CkyGnfcwa1rVbTvrYdS1Z3Ye7cOeywQ+zoRKTQbVSSZ2bfBi4HniQURL7KzM5197ubMTYRkRbt//50PC9v9wLtbDuKakuoaVXBal/Bnh8cz3Nfih2diBS6jW3J+z9giLuXA5hZF8K4PCV5IiLr0Wa/yTC3A0VFHTGDopqOUJPsZ3js8ESkwG3sxItWuQQv8dGneKyIyGZpZdt57NC5hKrVYbtqNezQuYSVbVUUWUSa38a25D1sZv8E7ki2jwb+3jwhiYgUhl5b9+J/ReUsX96R5cthyy2htFsFX+ioBYNEpPk12RpnZjub2X7ufi7wR6Af0B94Drg2hfhERFqs0UNGs6pmBTvuvIyttq5lx52XsapmBaOHjI4dmohsBjbU5fo7YDmAu9/r7mPd/RxCK97vmjc0EZGWbXjP4UwYOYHu25bStfcium9byoSRExjeM/54vHfegdNOC9dZkLV4RAqBhYUs1nPQ7BV377ueYy+7+57NFlkkZWVlPnPmzNhhiIg0m8pKOOkkeOUV6NsXbr4ZiosVj0hLZGaz3L2ssWMbaslr6s+s/WcPSbJE36A3LGvvUdbikZZl9BXT+FfnwzhkzLY82/kwRl8xLWo8EyfC+++Wc/Jhp/D+ux8ycWLUcEQKxoaSvBnJMmb1mNlpwKzmCWnTM7Mvm9lcM3vTzH4aO54sefQ/0xh51WG036sLh1x1GI/+J+6HfRZVVsK558L06eG6sjJuPFn8mSnpbDkm3D2N2z8axwE7vcw+X1jBsJ1e5vaPxjHh7ji/R1Onwk1PTKPXqAPZcf9b6TVqODc9MY2pU6OEI1JQNpTk/Qg4xcyeNLMJyWUa8F1gTLNHtwmYWRFwNfAVYA/gWDPbI25U2TBt/jROvmMc/bu+wgHbLWdA11c4+Y5xTJsfP2nIkiy1emTxZ5bFpFPWb8IDv2KrymqG7/AR5RXtGL7DR3SqrGbCA7+KEs8vzv0Dy/Y4nX17LeDDZVuwb68FLN39dH5x7h+ixCNSSJpM8tx9kbvvC1wIzE8uF7r7Pu7+v+YPb5PYC3jT3d929ypgCjAqckyZ8ItLv0/N/2r40o6LKa9ox5d2XMya/9Xwi0u/Hzu0zMhaq0fWfmZZTDqlaSV7fswBPSspauVU1RRR1MoZ1rOSkj0/jhJPm5MeZli3KlqbUVVTRGszhu9YRZuT/hklHpFCslEFjd39CXe/Krk83txBbWI7AO/mbS9M9m32XtqyPQf1XFHvw/5LPVfw0pZbxA4tM7LW6pG1n1nWkk7ZsL16d2fELgtZtroNOCxb3YYRuyxkr97do8TjJfM5tPfievGM7L0YL1HBaJHPa3NYtcIa2VdvSrGZnW5mM81s5ocffphSWPHt3XtHhu30ARWri8ChYnURB+z0AXv16hY7tMzIWqtH1n5mWUs6ZcO+u2sv2rWuorbIqWnVmtoip13rKr67a5wCzSO6Gu3aVIEVUdOqDVgRxW2qGNG1sY/udEybP42v3XwUnX9WxtduPkot09JibQ5J3kJgx7ztbsD7+Xdw92vdvczdy7p06ZJqcDGdv18v2hZVU2WtoE1rqqwV7Yqq+dn+qsafk7VWj6z9zLKWdMqGbdduJd237cWO2xidO1aw4zZG9217sV27lVHiGb5dN2hbRNdtKyndspKu21ZC26KwP4Jp86dxzsPjeO2Ndzlu+3JefWMh5zysIQjSMm3ssmYt2QxgFzPrBbwHHAMcFzekbNiu3Upqu3SnaPGHrKGC1rSje+fu0T7ss+i7u/binflVLC1qQy1taFVUFVo9esZJqrL2Mzt/v1689VY1y609RW1aU1XrbFm0Wl8UMqxPn2vp0yd2FGsdWPYQ0+ZPY/KMycxbMo9eW/di9JDR0QpGT54xmY8XdWCfrcrZr3s5H67owHOLSpk8Y3ImiliLfBoFn+S5+xozGw38EygCbnD3VyOHlQm5D/t33oELL4QLLoDucRqoMmu7dith2160a/chK1ZX0KFdO7qWxGv1yNrPLGtJp7RMw3sOz0wCNee5Z6ha2osDRy6kvKIdB/ZcyJOPbM2cpc/AUbGjE/l0mlzxYnOkFS9EPr2sJJ0in9f2Zx/JAT1mcUiPxSytbEun4ioeXdCZpxcM5v2r7okdnsg6mlrxouBb8kSk+XXvDtdfHzsKkc/vJweeTDt/mGWrW4E7y6qM4T0/ZJ9ep8QOTeRT2xwmXoiIiGyUo4a+Q5c121JT24HadrXU1HagdM22HDV0QezQpIXJwkpASvJEREQSFRVz6N67Mz2Lt6fr6p3oWbw93Xt3pqJiTuzQpAXJynKY6q4VERFJ9OlzLQBf+ILGmcpnN3EivPUW9O4dridOhJ/9LP041JInIiLSQG6cqRI8+bSmToV77oHS0rBdWhq2p05NPxYleSIiIiKbyKRJ0L49FBWF7aKisD1pUvqxKMkTERER2UTGjIFVq6CmJmzX1ITtMWPSj0VJnoiIiMgmMmIEHHkklJeH7fLysD1iRPqxKMkTERER2YTGjoWddoK33w7XY8fGiUNJnoiIiMgmVFwMl18OQ4eG6+LiOHGohIqIiIjIJpaFlYDUkiciIiJSgJTkiYiIiBQgJXkiIiIiBUhJnoiIiEgBUpInIiIisolVl7/Fm9eXUf3hvGgxKMkTERER2cTKp57P4i3nUP7oedFiUJInIiIisqmMGkX1sIEsWvUQxStKWLTqIaqHDYRRo1IPRUmeiIiIyKZy442Un9qD2jZGUW1batsY5af2gJtuSj0UJXkiIiIim0j1lrCoyxzaLHVYvZo2S51FpS9RXZJ+LEryRERERDaR8vI7qK2polXPnWHwYFr13JnaNaspL7899Vi0rJmIiIjIJlJRMQe278pqAJbAdm2ArmF/ypTkiYiIiGwiffpcGzuEOuquFRERESlAaskTERER2YSmzZ/G5BmTmbdkHr227sXoIaMZ3nN46nGoJU9ERERkE5k2fxrjHhlH+YpyupZ0pXxFOeMeGce0+dNSj0VJnoiIiMgmMnnGZDq07UDHdh1pZa3o2K4jHdp2YPKMyanHoiRPREREZBOZt2QeJW3rF8UraVvCvCXpr2GrJE9ERERkE+m1dS8qqirq7auoqqDX1r1Sj0VJnoiIiMgmMnrIaFZUrWDZ6mXUei3LVi9jRdUKRg8ZnXosSvJERERENpHhPYczYeQESjuUsqhiEaUdSpkwckKU2bUqoSIiIiKyCQ3vOTxKUteQWvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpCSPBEpOO+8A6edFq5FRDZXSvJEpKBUVsK558L06eG6sjJ2RCIicSjJE5GCMnEivPUW9O4dridOjB2RiEgcSvJEpGBMnQr33AOlpWG7tDRsT50aNy4RkRiU5IlIwZg0Cdq3h6KisF1UFLYnTYobl4hIDEryRKRgjBkDq1ZBTU3YrqkJ22PGxI1LRCSGzCV5ZjbezN4zs9nJ5at5x843szfNbK6ZHZq3f7CZvZwcu9LMLNnfzszuTPb/28x6RnhJIpKSESPgyCOhvDxsl5eH7REj4sYlIhJD5pK8xG/dfUBy+TuAme0BHAN8Efgy8HszSzpluAY4HdgluXw52X8asMTddwZ+C/wmxdcgIhGMHQs77QRvvx2ux46NHZGISBxZTfIaMwqY4u6r3X0e8Cawl5ltB3R09+fc3YFbgCPyHnNzcvtu4OBcK5+IFKbiYrj8chg6NFwXF8eOSEQkjqwmeaPN7CUzu8HMtk727QC8m3efhcm+HZLbDffXe4y7rwGWAts2Z+AiEl/37nD99eFaRGRzFSXJM7OpZvZKI5dRhK7XnYABwAfAhNzDGnkqb2J/U49pGM/pZjbTzGZ++OGHn/bliIiIiGRO6xgndfeNGgZtZn8C/ppsLgR2zDvcDXg/2d+tkf35j1loZq2BTsDHjcRzLXAtQFlZ2TpJoIiIiEhLk7nu2mSMXc43gFeS2w8CxyQzZnsRJlg87+4fAMvNbGgy3u5E4IG8x5yU3P4W8Hgybk9ERESkoEVpyduAy8xsAKFbdT5wBoC7v2pmdwGvAWuAs9w9qYbFD4CbgPbAP5ILwPXAn83sTUIL3jHpvAQRERGRuEwNW/WVlZX5zJkzY4chIiIiskFmNsvdyxo7lrnuWhERERH5/JTkiYiIiBQgJXkiIiIiBUhJnoiIiEgBUpInIiIiUoCU5ImIiIgUICV5IiIiIgVISZ6IiIhIAVKSJyIiIlKAlOSJiIiIFCAleSIiIiIFSEmeiIiISAFSkiciIiJSgJTkiYiIiBQgJXkiIiIiBUhJnoiIiEgBUpInIiIiUoCU5ImIiIgUICV5IiIiIgVISZ6IiIhIAVKSJyIiIlKAlOSJiIiIFCAleSIiIiIFSEmeiIiISAFSkiciIiJSgJTkiYiIiBQgJXkiIiIZ9847cNpp4VpkYynJExERybDKSjj3XJg+PVxXVsaOSFoKJXkiIiIZNnEivPUW9O4dridOjB2RtBRK8kRERDJq6lS45x4oLQ3bpaVhe+rUuHFJy6AkT0REJKMmTYL27aGoKGwXFYXtSZPixiUtg5I8ERGRjBozBlatgpqasF1TE7bHjIkbl7QMSvJEREQyasQIOPJIKC8P2+XlYXvEiLhxScugJE9ERCTDxo6FnXaCt98O12PHxo5IWgoleSIiIhlWXAyXXw5Dh4br4uLYEUlL0Tp2ACIiItK07t3h+utjRyEtjVryRKTwfPwx/PjHsGRJ7EhERKJRkiciBWXa/GmccP1wxu/6W0740zCmzZ8WOyQRkSiU5IlIwZh2/H6Mm/RVvtDqDQZsD18oeoNxk77KtOP3ix2aiEjqlOSJSMGY/JXOdO7SmYE9nKWrihjYw9m2S2cmf7Vz7NBERFKnJE9ECsa8le8xuGsVrahlTZXTilrKulYxb8V7sUMTEUmdkjwRKRi7bbMDfTp/TGVRB9iqE5VFHejTeQm7bbND7NBERFKnJE9ECsZ3d+0FbVtT1a4tXlREVbu20LYo7BeRgvbOO3DaaeFaAiV5IlIwtmu3ku4dd2CbNrUUs5xt2tTSveMObNduZezQRKQZVVbCuefC9OnhurIydkTZoGLIIlIw+vS5lj59YkchImmbOBHeegt69w7XEyfCz34WO6r41JInIiIiLdbUqXDPPVBaGrZLS8P21Klx48oCJXkiIiLSYk2aBO3bQ1FR2C4qCtuTJsWNKwuU5ImIiEiLNWYMrFoFNTVhu6YmbI8ZEzeuLFCSJyIiIi3WiBFw5JFQXh62y8vD9ogRcePKAiV5IiIi0qKNHQs77QRvvx2ux46NHVE2KMkTERGRFq24GC6/HIYODdfFxbEjygaVUBEREZEWr3t3uP762FFki1ryRERERAqQkjwRERGRAqQkT0RERKQAKckTERHJuOryt3jz+jKqP5wXOxRpQZTkiYiIZFz51PNZvOUcyh89L3Yo0oIoyRMREcmqUaOoHjaQRaseonhFCYtWPUT1sIEwalTsyKQFUJInIiKSVTfeSPmpPahtYxTVtqW2jVF+ag+46abYkUkLoCRPREQko6q3hEVd5tBmqcPq1bRZ6iwqfYnqktiRSUugJE9ERCSjysvvoLamilY9d4bBg2nVc2dq16ymvPz22KFJC6AVL0RERDKqomIObN+V1QAsge3aAF3DfpENUJInIiKSUX36XBs7hPV65x248EK44IKwpJhkT5TuWjM7ysxeNbNaMytrcOx8M3vTzOaa2aF5+web2cvJsSvNzJL97czszmT/v82sZ95jTjKz/yaXk1J7gSIiIgWsshLOPRemTw/XlZWxI5LGxBqT9wrwTeCp/J1mtgdwDPBF4MvA782sKDl8DXA6sEty+XKy/zRgibvvDPwW+E3yXNsAFwB7A3sBF5jZ1s34mkRERDYLEyfCW29B797heuLE2BFJY6Ikee7+urvPbeTQKGCKu69293nAm8BeZrYd0NHdn3N3B24Bjsh7zM3J7buBg5NWvkOBR939Y3dfAjzK2sRQREREPoOpU+Gee6C0NGyXlobtqVPjxiXrytrs2h2Ad/O2Fyb7dkhuN9xf7zHuvgZYCmzbxHOJiIjIZzRpErRvD0VJP1tRUdieNCluXLKuZkvyzGyqmb3SyKWpMt3WyD5vYv9nfUzDWE83s5lmNvPDDz9sIjwREZHN25gxsGoV1NSE7ZqasD1mTNy4ZF3NluS5+wh379vI5YEmHrYQ2DFvuxvwfrK/WyP76z3GzFoDnYCPm3iuxmK91t3L3L2sS5cuG/8iRURENjMjRsCRR0J5edguLw/bI0bEjUvWlbXu2geBY5IZs70IEyyed/cPgOVmNjQZb3ci8EDeY3IzZ78FPJ6M2/snMNLMtk4mXIxM9omIiMjnMHYs7LQTvP12uB47NnZE0phYJVS+YWYLgX2Av5nZPwHc/VXgLuA14GHgLHdPGoT5AXAdYTLGW8A/kv3XA9ua2ZvAWOCnyXN9DFwEzEguv0r2iYiIyOdQXAyXXw5Dh4br4uK48UybP40TbvsK42/eghNu/wrT5k+LG1BGWGj0kpyysjKfOXNm7DBERERkI0ybP41xj4zjwKIF7F/6Ec+Ub8uTNT2YMHICw3sOjx1eszOzWe5e1tixrHXXioiIiGy0yb87ls5z32Bgx49ZuqqIgR0/Ztu5bzD5d8fGDi06JXkiIiLSYs3btZTBu5XQqhWsqW1Fq1ZQtlsJ83YtjR1adEryREREpMXarbQHfbp+QmWlQ00tlZVOn65L2a20R+zQolOSJyIiIi3Wd3ftBdRQ1b49vlUnqtq3B9Yk+zdvrWMHICIiIus3bf40Js+YzLwl8+i1dS9GDxm9WUwo2FjbtVsJ2/biw5UfsrpmJe22bEeXLXYI+zdzml3bgGbXiohIVuRmjnZo24GStiVUVFWwomrFZjNzVDZMs2tFRERaoMkzJtOhbQc6tutIK2tFx3Yd6dC2A5NnTI4dmrQASvJEREQyat6SeZS0Lam3r6RtCfOWzIsUkbQkSvJEREQyqtfWvaioqqi3r6Kqgl5ba1KBbJiSPBERkYwaPWQ0K6pWsGz1Mmq9lmWrl7GiagWjh4yOHZq0AEryREREMmp4z+FMGDmB0g6lLKpYRGmHUk26kI2mEioiIiIZNrzncCV18pmoJU9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERETkU6suf4s3ry+j+sN5sUOR9VCSJyIiIp9a+dTzWbzlHMofPS92KLIeSvJERERk440aRfWwgSxa9RDFK0pYtOohqocNhFGjYkcmDSjJExERkY13442Un9qD2jZGUW1batsY5af2gJtuih2ZNKAkT0RERDZa9ZawqMsc2ix1WL2aNkudRaUvUV0SOzJpSEmeiIiIbLTy8juoramiVc+dYfBgWvXcmdo1qykvvz12aNJA69gBiIiISMtRUTGHim07MG/lQlYveYt2xe3oskUXKirmxA5NGlCSJyIiIhvtf+2O58evvkCHtttR0raEiqoKVlStYMLI4+kTOzipR921IiIistEmz5hMh7Yd6NiuI62sFR3bdaRD2w5MnjE5dmjSgJI8ERER2WjzlsyjpG39WRYlbUuYt0RFkbNGSZ6IiIhstF5b96KiqqLevoqqCnpt3StSRLI+SvJERERko40eMpoVVStYtnoZtV7LstXLWFG1gtFDRscOTRpQkiciIiIbbXjP4UwYOYHSDqUsqlhEaYdSJoycwPCew2OHJg1odq2IiIh8KsN7DldS1wKoJU9ERESkACnJExERESlASvJERERECpCSPBEREZECpCRPREREpAApyRMREREpQEryRERERAqQkjwRERGRAqQkT0RERKQAKckTERERKUBK8kREREQKkJI8ERERkQKkJE9ERESkACnJExERESlASvJERERECpC5e+wYMsXMPgQWpHCqzsDiFM6zsRTPhmUtJsXTNMWzYVmLSfE0LWvxQPZi2hzj6eHuXRo7oCQvEjOb6e5lsePIUTwblrWYFE/TFM+GZS0mxdO0rMUD2YtJ8dSn7loRERGRAqQkT0RERKQAKcmL59rYATSgeDYsazEpnqYpng3LWkyKp2lZiweyF5PiyaMxeSIiIiIFSC15IiIiIgVISZ6IiIhIAVKSJ5JxZtY9dgyy8cxsm6YukWP7zcbsSyGOzL5HIoVEY/I2c2a2NbALUJzb5+5PRYplJ2Chu682swOBfsAt7v5JjHiywsxecPdBye173P3I2DHJ+pnZPMABA7oDS5LbWwHvuHuviLHV/S7l7XvJ3fulHEcm3yMz+2ZTx9393rRiATCzsU0dd/eJacUiLVPr2AEUOjNbTvgwW+cQ4O7eMeWQ1gZg9l1gDNANmA0MBZ4DvhQppHuAMjPbGbgeeBC4HfhqjGDMrAtwHrAH9ZPgtN8fy7vdO+VzN8rM/p+7/yy5fYi7Pxo7JgAz2xU4F+hB3udbmj+zXIJiZn8AHnT3vyfbXwFGpBVHPjP7AXAm0NvMXso7tCXwbNrxZPE9ShyWXJcC+wKPJ9sHAU8CqSZ5hJ9PZpjZyzT9/yztLwuZiqdeAGb7AeNZ+1mUiynVz3C15G3Gkj+QIcB0dx9gZrsBF7r70ZHiecHdB5nZuUClu19lZi+6+8BI8TwC3An8GPg+cBLwobufl3Ic+S1567TExJDFmADMbA7wB2AWUJPb7+6zIsQyy90HN9gXpfq9mXUCtgYuAX6ad2i5u3+cdjw5WXqPGsTwV+B77v5Bsr0dcLW7N9nSV+jMrEdTx909jSVB62Qtnnxm9gZwDut+Fn2UZhxqyUuZmZVSv1XonYjhVLp7pZlhZu3c/Q0z6xMxnmozO5aQTOW+UbeJGM+27n69mY1x92nANDObFiGO/ma2jPBNsH3ebYjcGpxBa9z9mthBJBab2c+BWwmtDScAqX7A5ykClgFnNTxgZttETPSy9B7l65lL8BKLgF1jBWNmxcBpwBep///j1DTjiJk0NSZr8TSw1N3/ETsIJXkpMbPDgQnA9kA5oQn3dcIfbSwLzWwr4H7gUTNbArwfMZ5TCC1mv3b3eWbWi/DhH0t1cv2BmX2N8N50SzsIdy9K+5wboTQZL2R5t+ukPVYob7D+Q2Z2JnAfsDovnhhJzLHABUksDjyV7IthFmu7tazBMSfeMID89wjivkf5njSzfwJ3EN6fY4AnIsbzZ+AN4FDgV8DxhP8fUZjZUOAqYHegLeFLxIpYXzizFk/iCTO7nNDFn/9Z9EKaQai7NiVJN9KXgKnuPtDMDgKOdffTI4cGgJkNBzoBD7t7VYTzFwE3u/sJaZ97fczs68DTwI6ED5COhO7sB1OOYwug2t2rk+0+hHGK8939viYf3HwxXdDUcXe/MK1YYJ2B/I2Ek/I4mAz+PsunY2bfAIYlm0/F+ltLYnkx+b/xkrv3M7M2wD8jjA/OxTOTkPj+BSgDTgR2dvf/Uzx1MTX2pcDT/pmpJS891e7+kZm1MrNW7v5EjNIFDZnZ/sAu7n5jMtFgB2Be2nG4e42ZdTGztjGSzMa4+1+Tm0sJA69jeZjQVfPfZFLKc8BtwNfNbG93/2mTj24GaSdxG5I3kL/Y3SvzjyVdXWnHk6nfZzPbLRmO0ejYydRbF8weovEB8wC4++EphrM+/wLWEOJ8PnIsuV6FT8ysL/A/oGe8cMDd3zSzInevAW40s38pnnrxxPyfUUdJXno+MbMSQnfEbWZWTvgAiSZpjSkD+gA3Esa/3QrsFymk+cCzZvYgsCK3M1aZgGSm5jVAV3fva2b9gMPd/eKUQ9na3f+b3D4JuMPdzzaztoRuuNSTPDP7HvCku//XzIwwG/pIYAFwkru/mHZMiX8BDROZxvalYT7Z+X0eC5xOGDLSkJP+jPorkutvAl9g7bCMYwnvW1Rm9m3gcsKMWgOuMrNz3f3uSCFdm5S7+gWh6kAJ8MtIsQCsTD5/ZpvZZcAHQAfFs1Yy2ekC1rYGTwN+5e5LU41D3bXpMLMOQCXhA+N4QtfobWnPtGkQ02xgIPBCbgarRaiZlRdPo12AsVqNkkkW5wJ/zHt/XnH3vinHUfczMbNngcvd/f5ke467908znuS8rwAD3b3azI4DxgEjCb9PF7j7ASnH8wVCK/StwHGs7bbtCPzB3XdLM54kpkz9PmeRmT3l7sM2tC9tyfCaQ9y9PNnuQhhqk/rfWhYls1rLCQ0D5xD+n/3e3d9UPHUx3QO8Atyc7PoO0D/tGdpqyUuJu6/I27x5vXdMV5W7u5k51CWi0WTwn98W7v58aKiqE6P19SUzu4Iw8WNn4BGAZNJMLGtyYwSBrxOKVn8ETE2+SaftUOBkwsSY/Jay5cDPIsSTxd9nzOzExva7+y1px5LoYma93f1tgGSyVZdIseRrlUvwEh8RcYUoM2u01c7df5V2LMl5c7NaVwHRf8+zFk9iJ69fuP7CpGElVUryUmL1iyK3JXzjiD375y4z+yOwVdL9dirwp1jBJN+Wf8K6ZQJiFWdebGEVjlwS/C1CN0DavkcoWt0dGOnuK5P9e7C22ytttUntsCXAwcCv8461TzsYd78ZuNnMjnT3e9I+f75knGvvXOJkZncDudm/F7v74+t9cPMbkne7mPCzewGIleSdQ5jJ+nay3RM4I1Is+R7Om10LcDTw94jx5DcSFBO+WMWcXZub6FRP2hOccrIWT2KVme3v7s9AXXHkVWkHoSQvJe5er3K5mR0B7BUnGkjGUd0J7Eaon9UH+KXHXbngtiSmr5NXfDhiPGcB1wK7mdl7hAkpx6cdhLuvAi61UK9vTt7+f5nZkCYe2px+CcwklCp40N1fhbpZ2m839cDm5O73JOVuGn5RSLPF40Lg7LztPoRWxg6EVsVoSZ6758eVGzf050jh4O4Pm9kuhM8hCGVCtooVT467n2thibP9CV3/18acXevu9cZSJi37qc7ybyC/WHUxcBRrv8jEkLV4AH5A+OLZifA79DHhcyBVGpMXkZlNd/ehEc+/TrX5mHLxNBiDNs3dh0eIpQi4NPmw70DovlmedhwNYmps3dEXPd6KIG2Bvd396bx9HQifKxWRYvoDsAVhNvR1wLeA5939tBRjmOHuQ/K2782NwzGzZ9091sSmdSSlOF5y990jx9GJMHHnOGB3d98hZjwAZtaV8EXcCb9D5Rt4SGqSSRjPu/susWPJMbNn3H3/2HHkZCUeM+sI4O7LYpxfLXkpsfoLX7cifPOInWFPN7Mh7j4jchw5mSg+DHUlMAYnt1ds6P7NycIqIMcBvZKZmjlbEnF1AHevSsbf7ZO3L+p7Beyb1BF7yd0vNLMJpL/e6Fb5Gw0GWndNN5T6GpQuaUXo8r8rUiztgcMJv9uDCL/PRxAqEESVtdm1Vn+N1iLCuMUo4/GSePK/bOb+n0VbZzdL8ZjZCe5+qzUoEJ8b25327Holeek5LO/2GkKZgFFxQqlzEHCGmS0gjPmIvajzxck3+nGsLT58TqRYAF5Mkqq/UL8ERtpJw78IYwE7U78ExnLgpUYfkZ5HzOxI4F7PRrdAbszLSjPbnpAE90o5hjfM7Gvu/rf8nRaKa89NOZaG8sdwrgEWuPvCtIMws9sIpSUeASYTurDfdPcn045lPf4PGNJwdi0Qq4TK1/NurwEWuXvMElz5n0O5/2ffjhMKkK14chMYG0syU/+MVHftZszWs7izZ3s9wNSY2Y2N7HZPeb3IhpLm/7ovaB53gfnlhA+1NawtEeSxJhSZ2S8IXxAOBq4mfKj+yd1TqylmoWD13wjJea7I8GBgX+Dr7v6ftGJpipl1Bj6KkZwnJUqMMOHjTnd/18zejjxQvo6Zvezue+ZttwLm5O9LOZ4RhFZXgJnuHrXQr2yYme3n7s9uaF+zx6Ekr/mZ2SjCrNHcuJeZhKKIz5hZJ0+5OGJjkrFURwDHufvXUj73ZcDb7v6HBvvPAb7g7uelGU9TYnZvm9npwEWE1qpa1iZUmfjHmDVm1g4ojvH3lZz7eNauTf0qcLs3WI0jxXiGApcSBn9fRJhs0ZnQtXWiuz8cIabdCF21RxNqnO0G7Onu/0s7loYsrDnaj/qza19K+7PIzHYEHiC02s8i/M0PInwGjAK+4+7XpRzTQEJvS13SCVzmYcWJ1mm3MGYtnry4GhtDvc6+Zo9DSV7zsrBY+qmEJG9msrsMuBiYBPzMIxXYTAbOf5XwQftl4B5Ct9tDKcfxGtDX3Wsb7G9F+GBNtfhwQ2a2B2FdxGOBpe5etoGHNFcc/wX2cffFMc7fIJYmP6g85WWyoK5leoW7L06Smv0JXYD3px1LEs85wF9idIc2EstMwszeToQZ419x9+lJonVHrMk7efGVET6HvgUsdPd9Y8YDkAxD2I+QWEVZuzYZLnKvu9/UYP+JwI8A0kwakvfkN8D/I/w/M0Ir9Q8Js0kvdveDN9d4kpj2IbTa/wj4bd6hjsA30v5/rySvmZnZ68B+DbvUzGxbYCEw1t2vSTmmQwgJy6HAE4SyJVe5e88048iL51V3/+KnPdbMMfUgvEfHEroiewBl7j4/7VjyYnoY+KavrZMXjTW++HaOe8q1DZNu2pMJ3bNTgBGEQfN7E7rZfpRmPElMFxDGBX2cxHS3uy9KO44kltnuPiC5/Xr+bNqYM7QbsjA6fZi7T4sdSxaY2X/cfdf1HFsIDEpz1q+ZvURY2nF+g/09CeVvJrp7asXHsxZPcu7hwIGEMmD5vVPLgYd87RKV6cSjJK95NfxAbXDsDY+z3FIt8DRwsrvPS/ZFGw9jZjMI3cT/bbB/F0IrQ6otZxYWtu5E+Mc8xcP6rPPcPe0B/A3jGkhYY/jfwOrcfnf/YbSgMiJpDR5AKJ/yDqGbf6WZtQZmx2wNtrDm8dGEEiEL3X1EhBjquokadhlF6UIyu4omBqHH/p1OqiH8BigltA5FGWtqZm+6+86N7G8FzPWUS6iY2Wvuvsd6js119z6bczwNzt8jC+Pboy3TshlZZmbrNM8m+2KNxRsMTCcsQfWomZ1GmJYfyy+Bf5jZyWa2Z3I5hTB4PcYi3B8SZkZ1Ze0SS1n4NvRHwizE6YTxOblL6szs/+XdPiRGDA1UunuVu38CvJVr7UzG41RFjSyMN/sfYaZvaaQY+pvZsmSiTL/kdm47xmSCmYTf3WLCGLP/JpcBQE2EeBq6jNBC1MndO7r7lpEmEz1kZn+yvCUnk9t/IM4KHNVm1r3hzqTnY3Uj99/c4sm30swuN7O/m9njuUvaQaglr5lZWOLoNkILzCxCsjCEsJrDCZ4seRKLhaVWjiW0MswG7nP3ayPE0Rc4F8i1uLwCXOHuL6cdSxJPrjjrsYT1YrcCDnX352PEk8T0ryyMVYKmW4YixfM28GNCi8tlhN8lctvuvlOEmH5AaMHrQii9cae7v5Z2HFmWdPuP9GQdZAvFmR9x94Mix5WJotXJ+3EJYSjCAsL/jx6E9c9/5u6pfoGxsFLTZYQxcPn/z34KnJf2+NesxdMgtkcIQ6F+TN4KTqlP3lGS1/zM7AvAmYSZdkaYaXd1FmaR5STN/4cAx7j7KZFjKfFIKyY0xsxKCf+sjwV2dPcdI8Xxa8IH/UPU765NvYRKBpO8xsrd1InxO21mlxK6+2enfe7GZGUiUz4zm0uYTPRxsr01MD1WN5utLVo/HPgCcD/1/9bSrpGZ+7ntB3xC+P/xZsxxuUkv1Djq/z+7wvOWXIwczyvAhFjx5MWViRWclORtxpKZW1OABzz+SgW5WUnXAyXu3j354z3D3c+MHFeH3PsTc5yFhUW4G/IYYymTQd8TCR+q5yS384NKtap7ViWzkPcntDA8G2PWcYN4bgPOd/d3YsaRkwzLGE+YAAYhuRrv7jdHiqepLwvukWpkmtlz7r7Phu+5eTKzo9z9Lxval3JM0919qJn9E7iSsILT3Wn3KijJa2ZWfzmaeoeIu7pEbhbQ0cDXgOcJTct/9Xi1vP5NKKHwYG62n5m9Eqvlwcz2Jax/mqmkMwuSmaPr4+6e6pJL1mAJoYZiJJ3JjN9vs3ZZtSMIJVUuTjuWvJgeJ3RnPU/9VVwOjxjTFwizoHNrxEbt4bC8datjxpHPzC4krG6TiZVlzGxXQjdkT+oXZk91Vn1ePJmoSdfg/F8nTHDckbUrOF3o7g82+cBNTMuaNb+vb/gucSRlCqYlH2pfAr4H3ED4ZYwV07uWrPGXiDkI+7eEMjMPArj7HDMbFisYMzsKeNjdl5vZzwkD1i9y9xfTjsXdL0xiarSqe9rxEHHdzCYcBwzMfWlKum9fINTIjOXCiOden72AA5LbThiOEI2HdaujDj9oxFjCyjI1ZraKSLN98/yFMPnjOiJ+RpvZVwi1XncwsyvzDnUklL6Kxt3/mtxcCkQbY6okr5llYQp1UywsEn4YoUVvEGFAbyzvJq1nbqFQ8w+B1yPGk7Wk8xfu/pdkMs+hhHVI/0BoBYnlKsLvzYb2Natc0pkx8wmzR3Mt4+2At6JFQ90Xu8xIEt8hhMlpAD80s33d/fyIYQHMtmysW507b9a+xKzxlOu7rsf7hJnah1O/0sByIq17nrXyQErymllSoqCp7tporWZmdichQXiYsM7nk95g1YmUfZ+wCsgOhELRjwBnRYwna0lnLsH8GnCNuz9gZuNjBGJrq7p3adBV2pEI5XgafItfR5ofrHkf8quBV83s0WT7ECD2bPqhhCR8d6At4We1IuLn0FeBAbnPHTO7GXgRiJ3kbUMoeZPf/eis7XpPlYVvmscDvdz9IgvLnW0Xcbb/QxZWc7qPiJPAkskVc8zs9twM7QzIrWy1H2GptTuT7aOIUPJKY/I2Y2b2ZeBRd89CXarMsbCA+yTC6glGSDrHuPtHkeL5K/BeEs9gwvqVz3uEZfEsa1XdzU5q6niaA/k3EIu7+y1pxdKQheXNjiG0UJUBJwK7eMqrAuTF8xJwYN7s2m0IXzajjVXOIjO7hrBe9ZfcffdkFvIj7j4kUjyZmQQGdePfLiKUl2lNNhpRMlEeSEleypJyHMW57Riz3MzsS+7+eF65gHpidUmspzVmKTDT3R9IO56sMbMtCGsMv+xhFY7tCAu6PxIxprrZxkmphxJ3XxYrnixLWl+OcffLI8Yw093LGpR1iFZ/0cyOBS4lzK41YBhh9u+UGPHkxdWN0OK5H6EF7xnCF7wo6xDnJhFY3hJ0ZjYnxhe8LDKzN4FvEj4bM5HUZKU8kLprU2JmhwMTgO0JFfB7ELr+Ul+XlVCm4HHCWLyGonVJEJLf3QitDBCKEb8KnGZmB3nK649mLelMamPda2ZbWFjQfUHMBC9xiZl9n9CVPAvoZGYTYyUyybfndT7kI87660zopjmWMAwh9UXuG1iZDD2YbWaXAR8QBvRH4e53mNmThHF5Rihgm4X6oTcCtxN+dgAnJPtire5SnUyQcwAz60Jo2Ysi+cI5Fuju7qdbWIKyT95kg7S9C7ySlQQvcSnwoq1d53s4oVxQqtSSlxIzm0MY3zHV3Qea2UHAse5+euTQ6jGzI939nkjnfpzQvL0m2W5N6CI9hPANrdE1CpsxnmtpPOncEXg7raQz+YJwJWGh+58Txk8uIpQvOC9WTbEkttnuPsDMjid0IZ8HzIrV3WZmg/M2iwk/szXu/pMUY9gS+AZhdu2uhMTuaHfvllYM62NhuadFhPF45xDWaP69u78ZMaZ+rFuKI9YXTWDt7/WG9qUYz/HUnxz3LcJErLsixXMn4Uvdie7eN5nA91zE92cIobt2GvXHCEat15lXHgjg3zG+wKglLz3V7v6RmbUys1bu/oSZ/SZ2UI34LRAlySO0dHRg7Zq+HYDtk5IGMdYh3JkwBiaXdF5DXtKZYhwXASMJ/5CfAPq5+9tJ1/9jxJ0R3SYZa3IEMNndqxvMRk6Vuzcc2PysmaU9o7ScUIfu58Az7u5m9o2UY2iUuy9I/iFvl4UZyWZ2A9CP8OUp1zIVszchZ7GZnQDckWwfS5iIEYW732Zms4CDCS2eR7h7zElgO7n70Ul3O+6+ymL+4cOvgQrCF7u2EeNoqIiwFnprYFcz29Xdn0ozACV56fnEzEqAp4DbzKycyHV81iPmH+plhG6kJ1k7Puf/WViQe2qEeLKSdNa6+38gDHh297cB3L3czGL/Dv2RUCpkDvBU0lK0tMlHNKNk4H5OK0Lr4hdSDuNnhMkN1wC3J60emWBmhxFK77QFepnZAOBXHq8Y8tC0W+g30qnAZMKXXoBnk31RmNmf3f07wBuN7IuhKvmykOs+3om8FrQItnH3kRHPv46kEedo1v0CoySvQI0izIY8hzAVvhOQ6qoAGyla/727X29mfycURzXCAtzvJ4djVJ/PStLZKhm02wqoTW7nkvFWKcaxDne/ktCVDICZvQNEmz1K/RIFa4B5wGlpBuDuvwV+a2a9CS1A9wPbm9l5wH25hD2S8YS/rycB3H22mfWMGM9zZraHu78WMYZ1JBPioq0C0oh6Y7eT8XmD13PfNFxAKL21o4Wl8vYDTo4Yz1QzG5mBMcr5jiCMU4yZ/GpMXhqSP8h/uvuI2LHABpda29Xd26Uc0toAQgKzC/VnIKf6zadBPNuxNul8Pi/pTDOG+YRvgo21skYrW7A+ZvaOu3dP+ZzdY8xU31hmtich4TvaU167skEc/3b3vRvM0qybaRshnmGEFS7+R2gJir7cYxJXb0L5pKGEz8rngHNyregpxnE+oWW4PbAytxuoAv7k7j9NM54GsW1LeH+MMGt0ccRYlhN6WlYD1WSjhMo/gKPcvSJWDKCWvFQk3XsrzayTu0frysqTyaXWzOy7wBigGzCb8AHyHPULkqatkjADsRjY2cx2TjvpdPeeaZ5vY1iob9boIaBrmrEk7idZZcPM7nH3IyPEUE/S4rvKQ6Hf1cB0IsyuS2L5O6Gw+CtmdhxQlMyI/CHwrxgxJW4AvkMY4xqzEHtDtxMmOOXGUh5DGJ+X6uoy7n4JYQb7JR5/FZCGioElhDxiDzOL9oXcs7ciCISkfLaZPUb9ySBa8aJAVQIvW6h+n79MTqo/8OScC7LWupgYQyilMN3dDzKz3Yi41mZWkk7bwDqa7v5CWrHk6UpYWm1Jg/1GnKQhv5UzKy2bTwEHJK3TjxEq4X+bUI4jbTcB/wT+DPQl/NO5Pdl3UYR4ct7xlBds30jm7n/O277VzEZHiwbqzX5OPr9/HmvyTFbGm+XFsx8w291XJBNmBgG/i9y6/2ByiUpJXnr+llwyIYOtiwCV7l5pZphZO3d/w8xSLRzZQFaSzglNHHPitHT+lVD4eHbDA8kYxrT5em7HZO6+0sxOA65y98vMbHaMQNz9LjP7G/BLQkHtP7P2fToLiFVq4g0zu53QZZvf2hGrIHtu4s4TZvZTYArhfTqauJ/fB5vZkYTxpZ0JLaAx1yE+ggyMN8tzDdDfzPoDPwGuJ/yOD48VUMzSVvmU5KXE3W9OZiN1d/e5seNJZKZ1MbHQzLYidL09amZLCAtQx5KJpNNTXgZnY7j7eiczuPtxacaS6G9mywgteu2T2xB3bI5ZWOP3eNZO/kh9Xd881YS/83ZACdlIhtsTkrv8mZExS6jMSs6faxk+I++YE6nV092PM7OjCd3aKwk1Vp+NEUvibaANcWfU5luTlCoaBUxKJvE1udRhc7Ow9FtjhdlT7WlQkpeSDJYugPqti7lfxmglVNw9N/5lvIUq4Z0IM7hiyVrSiZn1JSx6nT8xJeZs1kxw95jJ0/r8CDifMKP21WQw/xNNP6R5WFineiKh+2iQh9VTonP3U2LHkM/de8WOoTHJ+MkxhBqmuwPfSSbPpPpzNLOrCP8rMjHeLM/yZJLKCcCwpDu7TaRYcsrybhcTVk/ZZj33bTaaXZuSpJDllwiLb+dmtb3s7ntGiGUU0M3dr062nwe6EP54z3P3vzT1+GaKqRXwkrv3TfvcG8PMhpMkne5eFSmGC4ADCUne34GvEIrtfitGPNJymNnTwPfd/dXYseQzs10JXW1dPayc0A843N0vjhwaZrYv667EEeULlZm9AZzl7o+ZmRGWFDvV3VNdFnNDrWOxuigtrCxxHDDD3Z82s+7AgVn7Amxmz7j7/qmeU0leOrJUusDMniUslP5usj2bkICWADe6+8Fpx5TEcRthcfLopTCymHQmpW/6Ay+6e38z6wpc5+6NrUEskVlYX/hnrJsoRC0PkiUWViM5F/hj3ufiK7H/7szsz8BOhAlXNcluj9VSZWYd3X1Zg327uPt/I8XTgTCcpSbZLgLaZaGF2MJ60R955OSmwYS5VoSWvR+4e/8041B3bXqyVLqgbS7BSzzj7h8DHyd/vLFsB7yatCzmjxFMvUvb3WvNbE7G6q+tSuJaY2YdCctnZWUmqazrNkICk7XyIFmyhbs/b/VXxIq9iguEf8h7ZCBR+Im7X+buy8zsqAa9LKcQvkTE8BgwgrCUGISxlY8A+6YZhJkNBS4lrOt9EWGyRWdCAfkT3T3mcJ/8CXNrCCsDfTvtIJTkpeds4P+oX7ogVpfE1vkb7p5fGqBLyrHki76WZgOZSToTM5Mxgn8iDBCvIKyRKtn0YUbLg2TJYgtLYuWWx/oWoS5lbK8QlsOLHcsxhJV3IIzvzE/yvky8JK84v8ivu1eY2RYR4phMeA86AY8DX3H36UklhDuIOKY7KxPmlOSlp4+7/x8h0Yvt32b2PXf/U/5OMzuDiEmDu8csCdCYTCWd7n5mcvMPZvYw0NHd11eUWOK7wMyuI7R6RC8PklFnAdcCu5nZe4Rl6I6PFYyZPURIOLcEXku+4OX/7NL+gmfrud3YdppWmNmgXI1OMxtMWLYzba09WcrMzH7l7tMBkkoIEcJZy8w6EZZ/G5bsmkaYbJlqyTIleemZaGGJrL8AUyIPgD4HuD/pPs4V0h1MKK1wRKygkqb3qwizx9oSyk2siFT+InNJp5k9lhsv6e7zG+6TzDkF2I0wyy+/YKySvISHZcJGJMNEWhEShaOBBZFCuiLSedenqfqPMbuSfwT8xcxy1Qa2I7Q6pi1/GETDJDP2hIMbCC3CuS7a7wA3At9MMwhNvEhRMgPo24QPsY7AnTFnkZnZl1i78PWr7v54rFiSeGYSPij+QhgTcyKwi7tH6ZLIStJpZsXAFoTyGwey9ht8R+Af7r57mvHIxok1e74lSMaUngXsADwATE22fwzMcfdREcPLDDOrIQwVMdZdv7bY3aOUCTGzdoQEq08SyxtAq7SLI2f1/Ulim+3uAza0r7mpJS9F7v4/4MqkBtxPCNXnoyV5SVIXNbFryN3fNLOiZNbWjWYWc13NyTSSdEaI4wzCN+ftWdvyCrCMsL6mZNN0M9vD3V+LHUgG/ZmwJN5zwPcIn4dtgSO8kVVU0mZhwfuGLSBLCUvTjUtaIJvdxtZ/NLOt3b3hEoPN6Tl3H0RoqcrF8ALJ+tFpyfD7A7DKzPZ392eSGPYjQpe2kryUmNnuhBa8bwEfAXcC46IGlT0rzawtMMfMLiMMeo452zcTSae7TwImmdnZ7n5V2ueXz2x/4KSk8v1q1q6+oRIq0DvXypmMW1xMWA1oedyw6kwkFD6/nfBzO4YwEWMuoRvuwGiRNe4xUkiwkt6oHQirygykfq9CjIkXGyuV96eB7wO3JGPzIHypSX0VDiV56bmJsN7nDwgFGyvjhpNJ3yGMyzmLMG6wG3BkxHiylnT+0cx+yNqBvE8S6otVxwtJmvDl2AFkWN3vrId1tOdlKMED+LK77523fa2ZTXf3X5lZrBmtTUlrlsGhwMmEz+b89Y6XE2+m78ZIbRZGruyWu88hLLfYEaBhncO0KMlrZmbWGvh/hMKa3yAMuuxmZjcC/6d/0I2uwDENKCV0lzwHvBkptKwlnb8nDOL/fbL9HcJqAd+NFpGsl7vXmzyQlL85C/h1lICyJX+tYVi73nDMtYbz1ZrZt4G7k+38VWWyOJA9lZiSFS1uNrMj3f2eNM65iaT5M7ufpNXQzO5x95j/M5TkpeBywnT8Xrlvqklmf0VyGRMxtqz4CfVnZrUjzPYtIcxGuruxBzWXrCWdZtba3dcAQxpUS3/czOakGYtsmJntCPyCMIbyfkKX30WEpPyOeJFlx8aOpYroeGAS4QuVA9OBE8ysPTC6qQcWMjM7wd1vBXqa2diGx919YiMP29zktxpGL1avJK/5fR3YNb9yelK9/AeEGUlK8rK3Akemkk5C7cJBQI2Z7eTubwFYWPC+pslHSgy3EGpi3UPosp0OvAr0SyZfCdlcOjAnmVixvuUCn0kzlo2UVndk7vO4pJFjWWzhzEmzaF5TZW9SpySv+XljS+Mk41Ci/wJkRNZW4Mha0pn7gPox8ISZ5Wb29STUYpNs2cbdxye3/2lmiwitsKmWl8i6LC4dmFtGzMyuopF/0GmvXWtm2zR1PPlcAkirVubfkvOuUyjezFJfQzuD7w/UH4qQG4YAkYYiKMlrfq8la+jdkr/TzE4gtORJ9lbgyFrS2SWva+SPJPX6gGJgIKF+nmSImW3N2uT8f8AWuS8Ief94JHtLB76eXM+MdP6GZhGSTQO6E2ZoGrAV8A7QC1L9nXrMzA7NFWPPMbNTgJ8DD6UUR07W3p/MlXVRMeRmZmY7ECrcr2LtL+QQQuHGb7j7exHDywQzKyWMXVpNIytwuPuilOO5DXhyPUnnge5+bMrxfECYYNFol0Nj36olHjObTygU29jPy909+jidrDCz4Y3tz8pqM2bWwd1XbPiezR7HH4AH3f3vyfZXgBHunmoZLjP7KmGs4lfd/b/JvvOB4wjrxi5MM568uDLx/nwaZvZCUmuwec+jJC8deatLGGF1iccih5Q5WVmBI4NJZyofBiISmNk+wPVAibt3N7P+wBm+dv3otOOZ5e6DG+yb6e5lEWI5mNCjcARhZv8Q4OsRig3nx5SZ92djmdmL7j6w2c+jJE+kcRlKOlP5MJBNq7F1hbXWcH1ZWTqwkbj+TSib8mDub8/MXok1ScTM/gk8DdxK6A06ARjm7odGimd/whfhfwHfjl33NWvvz8ZI68u7xuSJrEeGln1TUtCCJGsNdwA6Nxib15FQVkXWysrSgetw93fN6vW4x5zJfixwAXAfIYl5KtmXqrzl3ozQs3EwUG7hjYpZ3zAT708WKckTyTgN1G9xtNbwp5CFpQMb8a6Z7Qt4surND1k7KSN1yWfAGDMrcfeKiHFsuTH3S3ut2Ky8P59SKmVdWqVxEhGRzYW7T3L3XsCP3b1X3qW/u0+OHV/G5JYOnG1ml5nZOURerzrxfcLqJDsAC4EByXYUZravmb0GvJZs9zez32/gYTGlOuY8S++PmW3T1CXvrqn00GhMnohIM0iSl++jtYbXy8x6AIsI4/HOAToBv3f3WEsZZlLWxghuSNrjiLP0/pjZPJoo65J8AUyNumtFRJqH1hreAHdfkCwVtl0WSgGZ2S+bOOzuflFqwax78iyNEdyQ1FuPsvL+5JK49ZV1STseddeKiGxCZpb78jzE3U9y98eTyymEchOSSFZJmA08nGwPMLMHI4a0opELwGnAebGCosEYQTP7MRHHCGZQFt+fIbkED8Dd/wE0WheyOSnJExHZtHKrtNSY2U65nVpruFHjgb2ATwDcfTZhub4o3H1C7gJcSyhafwowhbiLzWdqjOBGSHOtWMjm+7PYzH5uZj3NrIeZ/R/wUdpBqLtWRGTT0lrDG2+Nuy9t0M0WVTI4fixwPHAzMChmoV8Ad1+cxBNVRteKzcz700AmyrooyRMR2bS01vAGmNnfCS0tr5jZcUCRme1CKFUSrYSKmV0OfJPQirdn7HIcZnYVTYxvc/cfphgOZGyt2Ay+P/nnzkRZF3XXiohsWkVACbAl4Yu0Jdutk30CNwH/BOYDfQlLCN4OLAXGRIsKxhHqG/4ceN/MliWX5Wa2LEI8MwmJVTEwCPhvchlAhK7/pBRQb8LP7jB37+zu2wJfJ6zRnrZMvT/5slLWRSVUREQ2Ia01vHHMrAPwS+DLwJ9Z2yLj7j4xWmAbIe1iv2b2BDAyV37HzNoAj7j7QWnF0CCeTK0Vm7X3J4khE2Vd1JInIrJpZWeAWbZVE7qx2xFaOnOXltDamWqxX0LrYv77UkLcJfIyMakgT9beHyCUdWmwK/XWRY3JExHZtLTW8AaY2ZeBicCDhIkNKyOH9GmlnchfCryYtFhBKMUxPuUY8mViUkGerL0/kJGl8dRdKyIiqTKzp4Hvu/ursWP5LGJ0yZvZF4C9CUnV8+7+vzTP35jYkwryZe39MbPOwCRCAWQDHgHGuHuqLZ5qyRMRkVS5+wGxY2iB9gJy75sDD8UKJGmhuo7QLdrdzPoDZ7j7mbFiIkPvD2SnrIuSPBERkU8n1e5aM7uUsFrKbcmuH5rZvu5+fppx5PktcCihux13n2Nmw5p+SPPJ0vuTtbIuSvJERETIbrFf4KvAAHevBTCzm4EXgVhJXmbWik1k6f2ZmVzvB+wB3JlsH0Uo95IqJXkiIiJBpor9NrAVkDtvpwjnz5eJSQUNbEUG3h93vxnAzE4GDsor6/IHwri8VCnJExERIRT7hbp/yA/mFpg3s68QBtDHcglrZ48aMIyIrXiEtWInsXat2EeIu1Zs1t4fWFvWJZd4Rinrotm1IiIiebJW7Dc5/3aEcWcG/Dv27NGsydr7Y2anEMq41CvrkmvpSy0OJXkiIiJrmdk/gaeBWwndtycAw9z90EjxfAN43N2XJttbAQe6+/0px5GpSQU5WXl/GokrelkXrXghIiJS37FAF0Kx3/uS2zGL/V6QS2AA3P0TQjHitGV1rdisvD8N5cq6DCO0MqZOY/JERETyJBMrxmSo2G9jDTKp///O2qSCPJl4f/JlpayLWvJERETymNm+ZvYa8Fqy3d/Mfh8xpJlmNtHMdjKz3mb2WyKU48iTtbVis/b+QCjrcoi73+DuNwBfBr6WdhBK8kREROrLFfv9CEKxX0KXWyxnA1WEmmt/ASqJO5s1t1bsTWZ2E/AC8P8ixpO19ydnq7zbUcq6aOKFiIhIHjP7t7vvbWYvuvvAZN8cd+8fO7asyMKkgiwzs2MJyXC9si7uPiXNODQmT0REpL5MFfs1s12BHwM9yfu/7e5fihUTGVorNovvj7vfYWZPsrasy3kxEmG15ImIiOQxs86EYr8jCP+gHwHGuPtHkeKZA/yBMM6sbharu0cZd9bIpIJjgZmx1tLN2vuTxJSJsi5K8kRERDKsseLMMZnZS9RfK7YIeNHd+0WKJ1PvD4CZzXb3AQ321XX/p0XdtSIiImS32C/wkJmdSajZtzovnhhr6OZsRQbWik1k8f3JRFkXteSJiIgAZnZScnM/YA/CbE2Ao4BZ7n5OpLjmNbLb3b136sGQnUkFefFk6v0BMLMbgE+AqwlfHM4Gtnb3k1ONQ0meiIjIWslC9yPziv22AR5x94PiRpYdWVsrNmvMrAPwC+qP67zY3VekGYfq5ImIiNSXiWK/ZvaTvNtHNTgWrS5dMqlgpbs/6O4PAJVmdkSEODL5/gC4+wp3/6m7l7n7YHc/P+0ED9SSJyIiUo+ZnQKMJ3RHAgwHxueW9UoxjhfcfVDD241tpxxXJiYVZPX9Sc6fibIumnghIiKSx91vNLN/sLbY708jdUfaem43tp2mTEwqILvvD4SVN/4AXEdeWZe0KckTERFZVxaK/fp6bje2naaZZjaR+pMKYtSky+r7A7DG3a+JHIO6a0VERPJlpdivmdUAKwitUu2BlblDQLG7t0kznry4MjGpIKvvTxLbeKCcyGVdlOSJiIjkyVqxX2l5slLWRd21IiIi69qK7BT7zZSsTCrIMnfvFTsGUJInIiLS0CXAi0m9vLpiv3FDypRMTCrIIjP7ibtfltw+yt3/knfs/7n7z1KNR921IiIi9anY7/plca3YrMhaWRcVQxYREcmTlWK/GfaQmZ1pZtuZ2Ta5S+ygMiJTZV3UkiciIpInK8V+syorkwqyKGsteRqTJyIiUl9Wiv1mUlYmFWRUfzNbRlLWJblNsl2cdjDqrhUREalvpplNNLOdzKy3mf2WOMV+MyXLa8VmhbsXuXtHd9/S3Vsnt3PbqdftU5InIiJS39lAFXAnYSZpJXBW1Iiy4Zi82w1nG385zUBk46j5WUREJE+ycsNPY8eRQZmaVCAbpiRPREQkj4r9rleW14qVRmh2rYiISB4zm0Mo9juLvGK/7r5Zj8vL8lqx0jgleSIiInlU7FcKhZI8ERGRPGY2HigH7gNW5/a7+8fre4xIFinJExERyaNiv1IolOSJiIiIFCDVyRMREUHFfqXwKMkTEREJVOxXCoqSPBERkUDFfqWgKMkTEREJVOxXCoomXoiIiKBiv1J4lOSJiIiIFCB114qIiIgUICV5IiIiIgVISZ6IiIhIAVKSJyIiIlKAlOSJiIiIFKD/DwidojO8qe5jAAAAAElFTkSuQmCC\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.figure(figsize = (10, 8))\n", + "plt.plot(regresion_ridge.coef_, alpha=0.7, color='red', linestyle='none', marker='*', label = r'Ridge $\\alpha = 1$')\n", + "plt.plot(regresion_ridge_100.coef_, alpha=0.7, color='blue', linestyle='none', marker='d', label = r'Ridge $\\alpha = 100$')\n", + "plt.plot(modelo_lin.coef_, alpha=0.7, color='green', linestyle='none', marker='o', label = 'Linear Regression')\n", + "plt.plot(lasso_reg.coef_, alpha=0.7, color='y', linestyle='none', marker='^', label='Lasso')\n", + "plt.legend(loc = 1)\n", + "#plt.xlabel('Columna')\n", + "\n", + "plt.title('Comparación regresiones')\n", + "\n", + "plt.xticks(rotation=90)\n", + "plt.ylabel('Coef')\n", + "plt.xticks(range(len(X_train.columns)), X_train.columns)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "03f4a97c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.7811134356132964" + ] + }, + "execution_count": 99, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# R2\n", + "r2_lasso_train = lasso_reg.score(X_train, y_train)\n", + "r2_lasso_train" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "f5de0855", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.8140460371989438" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# R2\n", + "r2_lasso_test = lasso_reg.score(X_test, y_test)\n", + "r2_lasso_test" + ] + }, + { + "cell_type": "markdown", + "id": "4bcaf20a", + "metadata": {}, + "source": [ + "**Resumen R2:**" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "25a33577", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " Nombre regresion Valor R2\n", + "6 lasso-test 0.814046\n", + "2 ridge score-test 0.814036\n", + "4 ridge score-test 100 0.812005\n", + "0 regresion lineal 0.790297\n", + "5 lasso train 0.781113\n", + "1 ridge score 0.781113\n", + "3 ridge score 100 0.779598" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "valores_r2 = [r2_regresionlineal, r2_ridge_score, r2_ridge_score_test,\n", + " r2_ridge_score_100, r2_ridge_score_test_100, r2_lasso_train, \n", + " r2_lasso_test]\n", + "\n", + "regresion_tipo = ['regresion lineal', 'ridge score', 'ridge score-test',\n", + " 'ridge score 100', 'ridge score-test 100', 'lasso train', \n", + " 'lasso-test']\n", + "\n", + "data_r2 = {'Nombre regresion': regresion_tipo, 'Valor R2': valores_r2} \n", + "df_r2 = pd.DataFrame(data_r2)\n", + "\n", + "df_r2.sort_values(by=['Valor R2'], ascending=False)" + ] + }, + { + "cell_type": "markdown", + "id": "d3d6511d", + "metadata": {}, + "source": [ + "**ANOVA**" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "195f8c30", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.546\n", + "Model: OLS Adj. R-squared: 0.538\n", + "Method: Least Squares F-statistic: 71.78\n", + "Date: Tue, 18 Oct 2022 Prob (F-statistic): 1.56e-225\n", + "Time: 01:44:17 Log-Likelihood: -17968.\n", + "No. Observations: 1460 AIC: 3.599e+04\n", + "Df Residuals: 1435 BIC: 3.612e+04\n", + "Df Model: 24 \n", + "Covariance Type: nonrobust \n", + "==============================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "const 1.769e+05 2316.697 76.354 0.000 1.72e+05 1.81e+05\n", + "1 2.108e+04 4828.150 4.365 0.000 1.16e+04 3.05e+04\n", + "2 6.188e+04 1.58e+04 3.913 0.000 3.09e+04 9.29e+04\n", + "3 3.374e+04 7625.183 4.424 0.000 1.88e+04 4.87e+04\n", + "4 1.584e+05 8427.081 18.797 0.000 1.42e+05 1.75e+05\n", + "5 -2.062e+04 7765.150 -2.655 0.008 -3.59e+04 -5386.898\n", + "6 4.849e+04 6055.136 8.008 0.000 3.66e+04 6.04e+04\n", + "7 1.216e+04 6499.094 1.871 0.062 -587.956 2.49e+04\n", + "8 -4.866e+04 5402.452 -9.008 0.000 -5.93e+04 -3.81e+04\n", + "9 -5.206e+04 7195.405 -7.235 0.000 -6.62e+04 -3.79e+04\n", + "10 -4.01e+04 6460.647 -6.206 0.000 -5.28e+04 -2.74e+04\n", + "11 1.394e+05 6350.026 21.950 0.000 1.27e+05 1.52e+05\n", + "12 -3.104e+04 4162.898 -7.457 0.000 -3.92e+04 -2.29e+04\n", + "13 9666.5146 7140.539 1.354 0.176 -4340.499 2.37e+04\n", + "14 -7.677e+04 8838.146 -8.686 0.000 -9.41e+04 -5.94e+04\n", + "15 -7.831e+04 1.28e+04 -6.121 0.000 -1.03e+05 -5.32e+04\n", + "16 -4.867e+04 5681.814 -8.566 0.000 -5.98e+04 -3.75e+04\n", + "17 6.536e+04 8729.174 7.487 0.000 4.82e+04 8.25e+04\n", + "18 1.597e+04 6279.958 2.542 0.011 3646.342 2.83e+04\n", + "19 1.336e+05 1.06e+04 12.567 0.000 1.13e+05 1.54e+05\n", + "20 3.568e+04 1.01e+04 3.541 0.000 1.59e+04 5.54e+04\n", + "21 -3.419e+04 1.74e+04 -1.960 0.050 -6.84e+04 31.496\n", + "22 1.798e+04 1.28e+04 1.405 0.160 -7116.085 4.31e+04\n", + "23 -7.24e+04 1.32e+04 -5.495 0.000 -9.82e+04 -4.66e+04\n", + "24 -3.43e+04 1.06e+04 -3.226 0.001 -5.52e+04 -1.34e+04\n", + "25 -3.939e+04 3.68e+04 -1.072 0.284 -1.11e+05 3.27e+04\n", + "==============================================================================\n", + "Omnibus: 618.883 Durbin-Watson: 1.956\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 5526.438\n", + "Skew: 1.737 Prob(JB): 0.00\n", + "Kurtosis: 11.875 Cond. No. 5.51e+15\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The smallest eigenvalue is 5.15e-29. This might indicate that there are\n", + "strong multicollinearity problems or that the design matrix is singular.\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/anahiolmos/opt/anaconda3/lib/python3.9/site-packages/statsmodels/tsa/tsatools.py:142: FutureWarning:\n", + "\n", + "In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + "\n" + ] + } + ], + "source": [ + "X_anova = sm.add_constant(pd.get_dummies(df_variables_numericas['Encoded_Neighborhood']))\n", + "y_anova = df['SalePrice']\n", + "model1 = sm.OLS(y_anova, X_anova).fit()\n", + "print_modelo1 = model1.summary()\n", + "\n", + "print(print_modelo1)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "b3222863", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/anahiolmos/opt/anaconda3/lib/python3.9/site-packages/statsmodels/tsa/tsatools.py:142: FutureWarning:\n", + "\n", + "In a future version of pandas all arguments of concat except for the argument 'objs' will be keyword-only\n", + "\n" + ] + }, + { + "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", + "
OLS Regression Results
Dep. Variable: SalePrice R-squared: 0.790
Model: OLS Adj. R-squared: 0.788
Method: Least Squares F-statistic: 362.8
Date: Tue, 18 Oct 2022 Prob (F-statistic): 0.00
Time: 01:44:20 Log-Likelihood: -17404.
No. Observations: 1460 AIC: 3.484e+04
Df Residuals: 1444 BIC: 3.492e+04
Df Model: 15
Covariance Type: nonrobust
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coef std err t P>|t| [0.025 0.975]
const -3.447e+05 1.56e+05 -2.214 0.027 -6.5e+05 -3.94e+04
OverallQual 1.455e+04 1264.739 11.502 0.000 1.21e+04 1.7e+04
GrLivArea 49.3919 4.093 12.068 0.000 41.363 57.421
GarageCars 9766.3680 2941.208 3.321 0.001 3996.871 1.55e+04
GarageArea 10.6064 10.043 1.056 0.291 -9.093 30.306
TotalBsmtSF 27.4296 4.608 5.953 0.000 18.390 36.469
1stFlrSF 3.8597 5.121 0.754 0.451 -6.186 13.906
FullBath -8123.9313 2599.882 -3.125 0.002 -1.32e+04 -3023.981
TotRmsAbvGrd 670.4745 1081.975 0.620 0.536 -1451.936 2792.885
YearBuilt 117.7375 57.751 2.039 0.042 4.452 231.023
YearRemodAdd 87.9911 66.474 1.324 0.186 -42.404 218.387
Encoded_Neighborhood -213.9255 168.995 -1.266 0.206 -545.428 117.577
Encoded_ExterQual -1.084e+04 2879.633 -3.766 0.000 -1.65e+04 -5194.838
Encoded_KitchenQual -1.277e+04 2322.949 -5.499 0.000 -1.73e+04 -8217.676
Encoded_BsmtQual -1.041e+04 1823.281 -5.710 0.000 -1.4e+04 -6834.640
Encoded_Foundation -2220.1419 1845.691 -1.203 0.229 -5840.665 1400.382
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Omnibus: 604.542 Durbin-Watson: 1.997
Prob(Omnibus): 0.000 Jarque-Bera (JB): 83142.979
Skew: -0.865 Prob(JB): 0.00
Kurtosis: 39.929 Cond. No. 5.87e+05


Notes:
[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.
[2] The condition number is large, 5.87e+05. This might indicate that there are
strong multicollinearity or other numerical problems." + ], + "text/plain": [ + "\n", + "\"\"\"\n", + " OLS Regression Results \n", + "==============================================================================\n", + "Dep. Variable: SalePrice R-squared: 0.790\n", + "Model: OLS Adj. R-squared: 0.788\n", + "Method: Least Squares F-statistic: 362.8\n", + "Date: Tue, 18 Oct 2022 Prob (F-statistic): 0.00\n", + "Time: 01:44:20 Log-Likelihood: -17404.\n", + "No. Observations: 1460 AIC: 3.484e+04\n", + "Df Residuals: 1444 BIC: 3.492e+04\n", + "Df Model: 15 \n", + "Covariance Type: nonrobust \n", + "========================================================================================\n", + " coef std err t P>|t| [0.025 0.975]\n", + "----------------------------------------------------------------------------------------\n", + "const -3.447e+05 1.56e+05 -2.214 0.027 -6.5e+05 -3.94e+04\n", + "OverallQual 1.455e+04 1264.739 11.502 0.000 1.21e+04 1.7e+04\n", + "GrLivArea 49.3919 4.093 12.068 0.000 41.363 57.421\n", + "GarageCars 9766.3680 2941.208 3.321 0.001 3996.871 1.55e+04\n", + "GarageArea 10.6064 10.043 1.056 0.291 -9.093 30.306\n", + "TotalBsmtSF 27.4296 4.608 5.953 0.000 18.390 36.469\n", + "1stFlrSF 3.8597 5.121 0.754 0.451 -6.186 13.906\n", + "FullBath -8123.9313 2599.882 -3.125 0.002 -1.32e+04 -3023.981\n", + "TotRmsAbvGrd 670.4745 1081.975 0.620 0.536 -1451.936 2792.885\n", + "YearBuilt 117.7375 57.751 2.039 0.042 4.452 231.023\n", + "YearRemodAdd 87.9911 66.474 1.324 0.186 -42.404 218.387\n", + "Encoded_Neighborhood -213.9255 168.995 -1.266 0.206 -545.428 117.577\n", + "Encoded_ExterQual -1.084e+04 2879.633 -3.766 0.000 -1.65e+04 -5194.838\n", + "Encoded_KitchenQual -1.277e+04 2322.949 -5.499 0.000 -1.73e+04 -8217.676\n", + "Encoded_BsmtQual -1.041e+04 1823.281 -5.710 0.000 -1.4e+04 -6834.640\n", + "Encoded_Foundation -2220.1419 1845.691 -1.203 0.229 -5840.665 1400.382\n", + "==============================================================================\n", + "Omnibus: 604.542 Durbin-Watson: 1.997\n", + "Prob(Omnibus): 0.000 Jarque-Bera (JB): 83142.979\n", + "Skew: -0.865 Prob(JB): 0.00\n", + "Kurtosis: 39.929 Cond. No. 5.87e+05\n", + "==============================================================================\n", + "\n", + "Notes:\n", + "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n", + "[2] The condition number is large, 5.87e+05. This might indicate that there are\n", + "strong multicollinearity or other numerical problems.\n", + "\"\"\"" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "X_anova2 = sm.add_constant(df_variables_numericas)\n", + "y_anova2 = df['SalePrice']\n", + "\n", + "model2 = sm.OLS(y_anova2, X_anova2).fit()\n", + "model2.summary()" + ] + }, + { + "cell_type": "markdown", + "id": "4be3701d", + "metadata": {}, + "source": [ + "Conclusiones\n", + "---" + ] + }, + { + "cell_type": "markdown", + "id": "575ff8bf", + "metadata": {}, + "source": [ + "- Se creo un nuevo dataframe que contenía las variables numéricas con correlaciones positivas y mayores a 0.5 en relación con 'SalePrice' y las 5 variables categóricas con menor p-value fueron convertidas a valores numéricos para agregarlas (columnas Encoded...):\n", + "\n", + "\n", + " ['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea', 'TotalBsmtSF', '1stFlrSF',\n", + " 'FullBath','TotRmsAbvGrd', 'YearBuilt', 'YearRemodAdd', 'Encoded_Neighborhood', \n", + " 'Encoded_ExterQual', 'Encoded_KitchenQual', 'Encoded_BsmtQual', 'Encoded_Foundation']\n", + "\n", + "\n", + "- La variable que más impacta es OverallQual (rates the overall material and finish of the house).\n", + "\n", + "\n", + "- En los modelos de regresión lineal, Lasso y Ridge arrojan R2 entre 0.77 y 0.79. Siendo la regresión lineal con un mayor valor de 0.790.\n", + "\n", + "\n", + "- El modelo ANOVA arroja una R2 de 0.790 y una R2 ajustada de 0.788.\n", + "\n", + "\n", + "- Se podría evaluar el impacto en los datos de la normalización de la columna 'SalePrice', ya que en este modelo no se normalizan los datos." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7c3947de", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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/data_description.txt b/data_description.txt new file mode 100644 index 0000000..cba0710 --- /dev/null +++ b/data_description.txt @@ -0,0 +1,523 @@ +MSSubClass: Identifies the type of dwelling involved in the sale. + + 20 1-STORY 1946 & NEWER ALL STYLES + 30 1-STORY 1945 & OLDER + 40 1-STORY W/FINISHED ATTIC ALL AGES + 45 1-1/2 STORY - UNFINISHED ALL AGES + 50 1-1/2 STORY FINISHED ALL AGES + 60 2-STORY 1946 & NEWER + 70 2-STORY 1945 & OLDER + 75 2-1/2 STORY ALL AGES + 80 SPLIT OR MULTI-LEVEL + 85 SPLIT FOYER + 90 DUPLEX - ALL STYLES AND AGES + 120 1-STORY PUD (Planned Unit Development) - 1946 & NEWER + 150 1-1/2 STORY PUD - ALL AGES + 160 2-STORY PUD - 1946 & NEWER + 180 PUD - MULTILEVEL - INCL SPLIT LEV/FOYER + 190 2 FAMILY CONVERSION - ALL STYLES AND AGES + +MSZoning: Identifies the general zoning classification of the sale. + + A Agriculture + C Commercial + FV Floating Village Residential + I Industrial + RH Residential High Density + RL Residential Low Density + RP Residential Low Density Park + RM Residential Medium Density + +LotFrontage: Linear feet of street connected to property + +LotArea: Lot size in square feet + +Street: Type of road access to property + + Grvl Gravel + Pave Paved + +Alley: Type of alley access to property + + Grvl Gravel + Pave Paved + NA No alley access + +LotShape: General shape of property + + Reg Regular + IR1 Slightly irregular + IR2 Moderately Irregular + IR3 Irregular + +LandContour: Flatness of the property + + Lvl Near Flat/Level + Bnk Banked - Quick and significant rise from street grade to building + HLS Hillside - Significant slope from side to side + Low Depression + +Utilities: Type of utilities available + + AllPub All public Utilities (E,G,W,& S) + NoSewr Electricity, Gas, and Water (Septic Tank) + NoSeWa Electricity and Gas Only + ELO Electricity only + +LotConfig: Lot configuration + + Inside Inside lot + Corner Corner lot + CulDSac Cul-de-sac + FR2 Frontage on 2 sides of property + FR3 Frontage on 3 sides of property + +LandSlope: Slope of property + + Gtl Gentle slope + Mod Moderate Slope + Sev Severe Slope + +Neighborhood: Physical locations within Ames city limits + + Blmngtn Bloomington Heights + Blueste Bluestem + BrDale Briardale + BrkSide Brookside + ClearCr Clear Creek + CollgCr College Creek + Crawfor Crawford + Edwards Edwards + Gilbert Gilbert + IDOTRR Iowa DOT and Rail Road + MeadowV Meadow Village + Mitchel Mitchell + Names North Ames + NoRidge Northridge + NPkVill Northpark Villa + NridgHt Northridge Heights + NWAmes Northwest Ames + OldTown Old Town + SWISU South & West of Iowa State University + Sawyer Sawyer + SawyerW Sawyer West + Somerst Somerset + StoneBr Stone Brook + Timber Timberland + Veenker Veenker + +Condition1: Proximity to various conditions + + Artery Adjacent to arterial street + Feedr Adjacent to feeder street + Norm Normal + RRNn Within 200' of North-South Railroad + RRAn Adjacent to North-South Railroad + PosN Near positive off-site feature--park, greenbelt, etc. + PosA Adjacent to postive off-site feature + RRNe Within 200' of East-West Railroad + RRAe Adjacent to East-West Railroad + +Condition2: Proximity to various conditions (if more than one is present) + + Artery Adjacent to arterial street + Feedr Adjacent to feeder street + Norm Normal + RRNn Within 200' of North-South Railroad + RRAn Adjacent to North-South Railroad + PosN Near positive off-site feature--park, greenbelt, etc. + PosA Adjacent to postive off-site feature + RRNe Within 200' of East-West Railroad + RRAe Adjacent to East-West Railroad + +BldgType: Type of dwelling + + 1Fam Single-family Detached + 2FmCon Two-family Conversion; originally built as one-family dwelling + Duplx Duplex + TwnhsE Townhouse End Unit + TwnhsI Townhouse Inside Unit + +HouseStyle: Style of dwelling + + 1Story One story + 1.5Fin One and one-half story: 2nd level finished + 1.5Unf One and one-half story: 2nd level unfinished + 2Story Two story + 2.5Fin Two and one-half story: 2nd level finished + 2.5Unf Two and one-half story: 2nd level unfinished + SFoyer Split Foyer + SLvl Split Level + +OverallQual: Rates the overall material and finish of the house + + 10 Very Excellent + 9 Excellent + 8 Very Good + 7 Good + 6 Above Average + 5 Average + 4 Below Average + 3 Fair + 2 Poor + 1 Very Poor + +OverallCond: Rates the overall condition of the house + + 10 Very Excellent + 9 Excellent + 8 Very Good + 7 Good + 6 Above Average + 5 Average + 4 Below Average + 3 Fair + 2 Poor + 1 Very Poor + +YearBuilt: Original construction date + +YearRemodAdd: Remodel date (same as construction date if no remodeling or additions) + +RoofStyle: Type of roof + + Flat Flat + Gable Gable + Gambrel Gabrel (Barn) + Hip Hip + Mansard Mansard + Shed Shed + +RoofMatl: Roof material + + ClyTile Clay or Tile + CompShg Standard (Composite) Shingle + Membran Membrane + Metal Metal + Roll Roll + Tar&Grv Gravel & Tar + WdShake Wood Shakes + WdShngl Wood Shingles + +Exterior1st: Exterior covering on house + + AsbShng Asbestos Shingles + AsphShn Asphalt Shingles + BrkComm Brick Common + BrkFace Brick Face + CBlock Cinder Block + CemntBd Cement Board + HdBoard Hard Board + ImStucc Imitation Stucco + MetalSd Metal Siding + Other Other + Plywood Plywood + PreCast PreCast + Stone Stone + Stucco Stucco + VinylSd Vinyl Siding + Wd Sdng Wood Siding + WdShing Wood Shingles + +Exterior2nd: Exterior covering on house (if more than one material) + + AsbShng Asbestos Shingles + AsphShn Asphalt Shingles + BrkComm Brick Common + BrkFace Brick Face + CBlock Cinder Block + CemntBd Cement Board + HdBoard Hard Board + ImStucc Imitation Stucco + MetalSd Metal Siding + Other Other + Plywood Plywood + PreCast PreCast + Stone Stone + Stucco Stucco + VinylSd Vinyl Siding + Wd Sdng Wood Siding + WdShing Wood Shingles + +MasVnrType: Masonry veneer type + + BrkCmn Brick Common + BrkFace Brick Face + CBlock Cinder Block + None None + Stone Stone + +MasVnrArea: Masonry veneer area in square feet + +ExterQual: Evaluates the quality of the material on the exterior + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +ExterCond: Evaluates the present condition of the material on the exterior + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +Foundation: Type of foundation + + BrkTil Brick & Tile + CBlock Cinder Block + PConc Poured Contrete + Slab Slab + Stone Stone + Wood Wood + +BsmtQual: Evaluates the height of the basement + + Ex Excellent (100+ inches) + Gd Good (90-99 inches) + TA Typical (80-89 inches) + Fa Fair (70-79 inches) + Po Poor (<70 inches + NA No Basement + +BsmtCond: Evaluates the general condition of the basement + + Ex Excellent + Gd Good + TA Typical - slight dampness allowed + Fa Fair - dampness or some cracking or settling + Po Poor - Severe cracking, settling, or wetness + NA No Basement + +BsmtExposure: Refers to walkout or garden level walls + + Gd Good Exposure + Av Average Exposure (split levels or foyers typically score average or above) + Mn Mimimum Exposure + No No Exposure + NA No Basement + +BsmtFinType1: Rating of basement finished area + + GLQ Good Living Quarters + ALQ Average Living Quarters + BLQ Below Average Living Quarters + Rec Average Rec Room + LwQ Low Quality + Unf Unfinshed + NA No Basement + +BsmtFinSF1: Type 1 finished square feet + +BsmtFinType2: Rating of basement finished area (if multiple types) + + GLQ Good Living Quarters + ALQ Average Living Quarters + BLQ Below Average Living Quarters + Rec Average Rec Room + LwQ Low Quality + Unf Unfinshed + NA No Basement + +BsmtFinSF2: Type 2 finished square feet + +BsmtUnfSF: Unfinished square feet of basement area + +TotalBsmtSF: Total square feet of basement area + +Heating: Type of heating + + Floor Floor Furnace + GasA Gas forced warm air furnace + GasW Gas hot water or steam heat + Grav Gravity furnace + OthW Hot water or steam heat other than gas + Wall Wall furnace + +HeatingQC: Heating quality and condition + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + Po Poor + +CentralAir: Central air conditioning + + N No + Y Yes + +Electrical: Electrical system + + SBrkr Standard Circuit Breakers & Romex + FuseA Fuse Box over 60 AMP and all Romex wiring (Average) + FuseF 60 AMP Fuse Box and mostly Romex wiring (Fair) + FuseP 60 AMP Fuse Box and mostly knob & tube wiring (poor) + Mix Mixed + +1stFlrSF: First Floor square feet + +2ndFlrSF: Second floor square feet + +LowQualFinSF: Low quality finished square feet (all floors) + +GrLivArea: Above grade (ground) living area square feet + +BsmtFullBath: Basement full bathrooms + +BsmtHalfBath: Basement half bathrooms + +FullBath: Full bathrooms above grade + +HalfBath: Half baths above grade + +Bedroom: Bedrooms above grade (does NOT include basement bedrooms) + +Kitchen: Kitchens above grade + +KitchenQual: Kitchen quality + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + +TotRmsAbvGrd: Total rooms above grade (does not include bathrooms) + +Functional: Home functionality (Assume typical unless deductions are warranted) + + Typ Typical Functionality + Min1 Minor Deductions 1 + Min2 Minor Deductions 2 + Mod Moderate Deductions + Maj1 Major Deductions 1 + Maj2 Major Deductions 2 + Sev Severely Damaged + Sal Salvage only + +Fireplaces: Number of fireplaces + +FireplaceQu: Fireplace quality + + Ex Excellent - Exceptional Masonry Fireplace + Gd Good - Masonry Fireplace in main level + TA Average - Prefabricated Fireplace in main living area or Masonry Fireplace in basement + Fa Fair - Prefabricated Fireplace in basement + Po Poor - Ben Franklin Stove + NA No Fireplace + +GarageType: Garage location + + 2Types More than one type of garage + Attchd Attached to home + Basment Basement Garage + BuiltIn Built-In (Garage part of house - typically has room above garage) + CarPort Car Port + Detchd Detached from home + NA No Garage + +GarageYrBlt: Year garage was built + +GarageFinish: Interior finish of the garage + + Fin Finished + RFn Rough Finished + Unf Unfinished + NA No Garage + +GarageCars: Size of garage in car capacity + +GarageArea: Size of garage in square feet + +GarageQual: Garage quality + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + NA No Garage + +GarageCond: Garage condition + + Ex Excellent + Gd Good + TA Typical/Average + Fa Fair + Po Poor + NA No Garage + +PavedDrive: Paved driveway + + Y Paved + P Partial Pavement + N Dirt/Gravel + +WoodDeckSF: Wood deck area in square feet + +OpenPorchSF: Open porch area in square feet + +EnclosedPorch: Enclosed porch area in square feet + +3SsnPorch: Three season porch area in square feet + +ScreenPorch: Screen porch area in square feet + +PoolArea: Pool area in square feet + +PoolQC: Pool quality + + Ex Excellent + Gd Good + TA Average/Typical + Fa Fair + NA No Pool + +Fence: Fence quality + + GdPrv Good Privacy + MnPrv Minimum Privacy + GdWo Good Wood + MnWw Minimum Wood/Wire + NA No Fence + +MiscFeature: Miscellaneous feature not covered in other categories + + Elev Elevator + Gar2 2nd Garage (if not described in garage section) + Othr Other + Shed Shed (over 100 SF) + TenC Tennis Court + NA None + +MiscVal: $Value of miscellaneous feature + +MoSold: Month Sold (MM) + +YrSold: Year Sold (YYYY) + +SaleType: Type of sale + + WD Warranty Deed - Conventional + CWD Warranty Deed - Cash + VWD Warranty Deed - VA Loan + New Home just constructed and sold + COD Court Officer Deed/Estate + Con Contract 15% Down payment regular terms + ConLw Contract Low Down payment and low interest + ConLI Contract Low Interest + ConLD Contract Low Down + Oth Other + +SaleCondition: Condition of sale + + Normal Normal Sale + Abnorml Abnormal Sale - trade, foreclosure, short sale + AdjLand Adjoining Land Purchase + Alloca Allocation - two linked properties with separate deeds, typically condo with a garage unit + Family Sale between family members + Partial Home was not completed when last assessed (associated with New Homes) 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 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+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