diff --git a/.ipynb_checkpoints/main-checkpoint.ipynb b/.ipynb_checkpoints/main-checkpoint.ipynb new file mode 100644 index 0000000..931d92d --- /dev/null +++ b/.ipynb_checkpoints/main-checkpoint.ipynb @@ -0,0 +1,4313 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "6b8f488a", + "metadata": {}, + "outputs": [], + "source": [ + "import pandas as pd\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt \n", + "import scipy.stats as stats\n", + "import seaborn as sns\n", + "from statsmodels.stats.weightstats import ztest\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "dataset_url = \"https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "131c1b72", + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_csv(\"Data/train.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b02ec3f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
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5 rows × 81 columns

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" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n", + "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n", + "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n", + "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n", + "\n", + " YrSold SaleType SaleCondition SalePrice \n", + "0 2008 WD Normal 208500 \n", + "1 2007 WD Normal 181500 \n", + "2 2008 WD Normal 223500 \n", + "3 2006 WD Abnorml 140000 \n", + "4 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "85fe3c43", + "metadata": {}, + "outputs": [], + "source": [ + "# Drop ID because it doesn't help with our analysis and it really isn't needed\n", + "\n", + "data.drop([\"Id\"], axis = 1, inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1b6cea27", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 80 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 MSSubClass 1460 non-null int64 \n", + " 1 MSZoning 1460 non-null object \n", + " 2 LotFrontage 1201 non-null float64\n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 Alley 91 non-null object \n", + " 6 LotShape 1460 non-null object \n", + " 7 LandContour 1460 non-null object \n", + " 8 Utilities 1460 non-null object \n", + " 9 LotConfig 1460 non-null object \n", + " 10 LandSlope 1460 non-null object \n", + " 11 Neighborhood 1460 non-null object \n", + " 12 Condition1 1460 non-null object \n", + " 13 Condition2 1460 non-null object \n", + " 14 BldgType 1460 non-null object \n", + " 15 HouseStyle 1460 non-null object \n", + " 16 OverallQual 1460 non-null int64 \n", + " 17 OverallCond 1460 non-null int64 \n", + " 18 YearBuilt 1460 non-null int64 \n", + " 19 YearRemodAdd 1460 non-null int64 \n", + " 20 RoofStyle 1460 non-null object \n", + " 21 RoofMatl 1460 non-null object \n", + " 22 Exterior1st 1460 non-null object \n", + " 23 Exterior2nd 1460 non-null object \n", + " 24 MasVnrType 1452 non-null object \n", + " 25 MasVnrArea 1452 non-null float64\n", + " 26 ExterQual 1460 non-null object \n", + " 27 ExterCond 1460 non-null object \n", + " 28 Foundation 1460 non-null object \n", + " 29 BsmtQual 1423 non-null object \n", + " 30 BsmtCond 1423 non-null object \n", + " 31 BsmtExposure 1422 non-null object \n", + " 32 BsmtFinType1 1423 non-null object \n", + " 33 BsmtFinSF1 1460 non-null int64 \n", + " 34 BsmtFinType2 1422 non-null object \n", + " 35 BsmtFinSF2 1460 non-null int64 \n", + " 36 BsmtUnfSF 1460 non-null int64 \n", + " 37 TotalBsmtSF 1460 non-null int64 \n", + " 38 Heating 1460 non-null object \n", + " 39 HeatingQC 1460 non-null object \n", + " 40 CentralAir 1460 non-null object \n", + " 41 Electrical 1459 non-null object \n", + " 42 1stFlrSF 1460 non-null int64 \n", + " 43 2ndFlrSF 1460 non-null int64 \n", + " 44 LowQualFinSF 1460 non-null int64 \n", + " 45 GrLivArea 1460 non-null int64 \n", + " 46 BsmtFullBath 1460 non-null int64 \n", + " 47 BsmtHalfBath 1460 non-null int64 \n", + " 48 FullBath 1460 non-null int64 \n", + " 49 HalfBath 1460 non-null int64 \n", + " 50 BedroomAbvGr 1460 non-null int64 \n", + " 51 KitchenAbvGr 1460 non-null int64 \n", + " 52 KitchenQual 1460 non-null object \n", + " 53 TotRmsAbvGrd 1460 non-null int64 \n", + " 54 Functional 1460 non-null object \n", + " 55 Fireplaces 1460 non-null int64 \n", + " 56 FireplaceQu 770 non-null object \n", + " 57 GarageType 1379 non-null object \n", + " 58 GarageYrBlt 1379 non-null float64\n", + " 59 GarageFinish 1379 non-null object \n", + " 60 GarageCars 1460 non-null int64 \n", + " 61 GarageArea 1460 non-null int64 \n", + " 62 GarageQual 1379 non-null object \n", + " 63 GarageCond 1379 non-null object \n", + " 64 PavedDrive 1460 non-null object \n", + " 65 WoodDeckSF 1460 non-null int64 \n", + " 66 OpenPorchSF 1460 non-null int64 \n", + " 67 EnclosedPorch 1460 non-null int64 \n", + " 68 3SsnPorch 1460 non-null int64 \n", + " 69 ScreenPorch 1460 non-null int64 \n", + " 70 PoolArea 1460 non-null int64 \n", + " 71 PoolQC 7 non-null object \n", + " 72 Fence 281 non-null object \n", + " 73 MiscFeature 54 non-null object \n", + " 74 MiscVal 1460 non-null int64 \n", + " 75 MoSold 1460 non-null int64 \n", + " 76 YrSold 1460 non-null int64 \n", + " 77 SaleType 1460 non-null object \n", + " 78 SaleCondition 1460 non-null object \n", + " 79 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(34), object(43)\n", + "memory usage: 912.6+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4926c8f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'Grvl', 'Pave'], dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"Alley\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e206019a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'Ex', 'Fa', 'Gd'], dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"PoolQC\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "03cab2b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'Shed', 'Gar2', 'Othr', 'TenC'], dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MiscFeature\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1d08053e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 700, 350, 500, 400, 480, 450, 15500, 1200,\n", + " 800, 2000, 600, 3500, 1300, 54, 620, 560, 1400,\n", + " 8300, 1150, 2500], dtype=int64)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MiscVal\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4c615647", + "metadata": {}, + "outputs": [], + "source": [ + "# Drop Alley, PoolQC, MiscFeature, MiscVal and Fence columns because they have too many null values\n", + "\n", + "data.drop(columns = [\"Alley\", \"PoolQC\", \"MiscFeature\", \"MiscVal\", \"Fence\"], inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b47d0f1a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 75 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 MSSubClass 1460 non-null int64 \n", + " 1 MSZoning 1460 non-null object \n", + " 2 LotFrontage 1201 non-null float64\n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 LotShape 1460 non-null object \n", + " 6 LandContour 1460 non-null object \n", + " 7 Utilities 1460 non-null object \n", + " 8 LotConfig 1460 non-null object \n", + " 9 LandSlope 1460 non-null object \n", + " 10 Neighborhood 1460 non-null object \n", + " 11 Condition1 1460 non-null object \n", + " 12 Condition2 1460 non-null object \n", + " 13 BldgType 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 OverallQual 1460 non-null int64 \n", + " 16 OverallCond 1460 non-null int64 \n", + " 17 YearBuilt 1460 non-null int64 \n", + " 18 YearRemodAdd 1460 non-null int64 \n", + " 19 RoofStyle 1460 non-null object \n", + " 20 RoofMatl 1460 non-null object \n", + " 21 Exterior1st 1460 non-null object \n", + " 22 Exterior2nd 1460 non-null object \n", + " 23 MasVnrType 1452 non-null object \n", + " 24 MasVnrArea 1452 non-null float64\n", + " 25 ExterQual 1460 non-null object \n", + " 26 ExterCond 1460 non-null object \n", + " 27 Foundation 1460 non-null object \n", + " 28 BsmtQual 1423 non-null object \n", + " 29 BsmtCond 1423 non-null object \n", + " 30 BsmtExposure 1422 non-null object \n", + " 31 BsmtFinType1 1423 non-null object \n", + " 32 BsmtFinSF1 1460 non-null int64 \n", + " 33 BsmtFinType2 1422 non-null object \n", + " 34 BsmtFinSF2 1460 non-null int64 \n", + " 35 BsmtUnfSF 1460 non-null int64 \n", + " 36 TotalBsmtSF 1460 non-null int64 \n", + " 37 Heating 1460 non-null object \n", + " 38 HeatingQC 1460 non-null object \n", + " 39 CentralAir 1460 non-null object \n", + " 40 Electrical 1459 non-null object \n", + " 41 1stFlrSF 1460 non-null int64 \n", + " 42 2ndFlrSF 1460 non-null int64 \n", + " 43 LowQualFinSF 1460 non-null int64 \n", + " 44 GrLivArea 1460 non-null int64 \n", + " 45 BsmtFullBath 1460 non-null int64 \n", + " 46 BsmtHalfBath 1460 non-null int64 \n", + " 47 FullBath 1460 non-null int64 \n", + " 48 HalfBath 1460 non-null int64 \n", + " 49 BedroomAbvGr 1460 non-null int64 \n", + " 50 KitchenAbvGr 1460 non-null int64 \n", + " 51 KitchenQual 1460 non-null object \n", + " 52 TotRmsAbvGrd 1460 non-null int64 \n", + " 53 Functional 1460 non-null object \n", + " 54 Fireplaces 1460 non-null int64 \n", + " 55 FireplaceQu 770 non-null object \n", + " 56 GarageType 1379 non-null object \n", + " 57 GarageYrBlt 1379 non-null float64\n", + " 58 GarageFinish 1379 non-null object \n", + " 59 GarageCars 1460 non-null int64 \n", + " 60 GarageArea 1460 non-null int64 \n", + " 61 GarageQual 1379 non-null object \n", + " 62 GarageCond 1379 non-null object \n", + " 63 PavedDrive 1460 non-null object \n", + " 64 WoodDeckSF 1460 non-null int64 \n", + " 65 OpenPorchSF 1460 non-null int64 \n", + " 66 EnclosedPorch 1460 non-null int64 \n", + " 67 3SsnPorch 1460 non-null int64 \n", + " 68 ScreenPorch 1460 non-null int64 \n", + " 69 PoolArea 1460 non-null int64 \n", + " 70 MoSold 1460 non-null int64 \n", + " 71 YrSold 1460 non-null int64 \n", + " 72 SaleType 1460 non-null object \n", + " 73 SaleCondition 1460 non-null object \n", + " 74 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(33), object(39)\n", + "memory usage: 855.6+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "69b26c8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2...GarageAreaWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMoSoldYrSoldSalePrice
count1460.0000001201.0000001460.0000001460.0000001460.0000001460.0000001460.0000001452.0000001460.0000001460.000000...1460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.000000
mean56.89726070.04995810516.8280826.0993155.5753421971.2678081984.865753103.685262443.63972646.549315...472.98013794.24452146.66027421.9541103.40958915.0609592.7589046.3219182007.815753180921.195890
std42.30057124.2847529981.2649321.3829971.11279930.20290420.645407181.066207456.098091161.319273...213.804841125.33879466.25602861.11914929.31733155.75741540.1773072.7036261.32809579442.502883
min20.00000021.0000001300.0000001.0000001.0000001872.0000001950.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000001.0000002006.00000034900.000000
25%20.00000059.0000007553.5000005.0000005.0000001954.0000001967.0000000.0000000.0000000.000000...334.5000000.0000000.0000000.0000000.0000000.0000000.0000005.0000002007.000000129975.000000
50%50.00000069.0000009478.5000006.0000005.0000001973.0000001994.0000000.000000383.5000000.000000...480.0000000.00000025.0000000.0000000.0000000.0000000.0000006.0000002008.000000163000.000000
75%70.00000080.00000011601.5000007.0000006.0000002000.0000002004.000000166.000000712.2500000.000000...576.000000168.00000068.0000000.0000000.0000000.0000000.0000008.0000002009.000000214000.000000
max190.000000313.000000215245.00000010.0000009.0000002010.0000002010.0000001600.0000005644.0000001474.000000...1418.000000857.000000547.000000552.000000508.000000480.000000738.00000012.0000002010.000000755000.000000
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8 rows × 36 columns

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" + ], + "text/plain": [ + " MSSubClass LotFrontage LotArea OverallQual OverallCond \\\n", + "count 1460.000000 1201.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 56.897260 70.049958 10516.828082 6.099315 5.575342 \n", + "std 42.300571 24.284752 9981.264932 1.382997 1.112799 \n", + "min 20.000000 21.000000 1300.000000 1.000000 1.000000 \n", + "25% 20.000000 59.000000 7553.500000 5.000000 5.000000 \n", + "50% 50.000000 69.000000 9478.500000 6.000000 5.000000 \n", + "75% 70.000000 80.000000 11601.500000 7.000000 6.000000 \n", + "max 190.000000 313.000000 215245.000000 10.000000 9.000000 \n", + "\n", + " YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 ... \\\n", + "count 1460.000000 1460.000000 1452.000000 1460.000000 1460.000000 ... \n", + "mean 1971.267808 1984.865753 103.685262 443.639726 46.549315 ... \n", + "std 30.202904 20.645407 181.066207 456.098091 161.319273 ... \n", + "min 1872.000000 1950.000000 0.000000 0.000000 0.000000 ... \n", + "25% 1954.000000 1967.000000 0.000000 0.000000 0.000000 ... \n", + "50% 1973.000000 1994.000000 0.000000 383.500000 0.000000 ... \n", + "75% 2000.000000 2004.000000 166.000000 712.250000 0.000000 ... \n", + "max 2010.000000 2010.000000 1600.000000 5644.000000 1474.000000 ... \n", + "\n", + " GarageArea WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 472.980137 94.244521 46.660274 21.954110 3.409589 \n", + "std 213.804841 125.338794 66.256028 61.119149 29.317331 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 334.500000 0.000000 0.000000 0.000000 0.000000 \n", + "50% 480.000000 0.000000 25.000000 0.000000 0.000000 \n", + "75% 576.000000 168.000000 68.000000 0.000000 0.000000 \n", + "max 1418.000000 857.000000 547.000000 552.000000 508.000000 \n", + "\n", + " ScreenPorch PoolArea MoSold YrSold SalePrice \n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 15.060959 2.758904 6.321918 2007.815753 180921.195890 \n", + "std 55.757415 40.177307 2.703626 1.328095 79442.502883 \n", + "min 0.000000 0.000000 1.000000 2006.000000 34900.000000 \n", + "25% 0.000000 0.000000 5.000000 2007.000000 129975.000000 \n", + "50% 0.000000 0.000000 6.000000 2008.000000 163000.000000 \n", + "75% 0.000000 0.000000 8.000000 2009.000000 214000.000000 \n", + "max 480.000000 738.000000 12.000000 2010.000000 755000.000000 \n", + "\n", + "[8 rows x 36 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d9eb96ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "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", + "GarageYrBlt 0.486362\n", + "MasVnrArea 0.477493\n", + "Fireplaces 0.466929\n", + "BsmtFinSF1 0.386420\n", + "LotFrontage 0.351799\n", + "WoodDeckSF 0.324413\n", + "2ndFlrSF 0.319334\n", + "OpenPorchSF 0.315856\n", + "HalfBath 0.284108\n", + "LotArea 0.263843\n", + "BsmtFullBath 0.227122\n", + "BsmtUnfSF 0.214479\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", + "LowQualFinSF -0.025606\n", + "YrSold -0.028923\n", + "OverallCond -0.077856\n", + "MSSubClass -0.084284\n", + "EnclosedPorch -0.128578\n", + "KitchenAbvGr -0.135907\n", + "Name: SalePrice, dtype: float64\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\tglhi\\AppData\\Local\\Temp\\ipykernel_9824\\955284867.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", + " corr_matrix = data.corr()[\"SalePrice\"].sort_values(ascending = False)\n" + ] + } + ], + "source": [ + "# Correlation matrix to see variables most correlated with SalePrice. We'll test all variables\n", + "# with a correlation to SalePrice higher than 0.4\n", + "\n", + "corr_matrix = data.corr()[\"SalePrice\"].sort_values(ascending = False)\n", + "\n", + "print(corr_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6d930797", + "metadata": {}, + "outputs": [], + "source": [ + "# We'll run hypothesis tests on all variables with a correlation to Sale Price higher than 0.4, to verify if they have\n", + "# an effect on a houses's Sale Price. To be thorough and also to practice what we've seen in class, we'll run 1 sample ttests,\n", + "# ztests on values in the 75th percentile and in the 25th percentile. We'll also plot scatter plots for all of them to\n", + "# get a visual idea of the correlation of each variable with SalePrice.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cb870b92", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea', 'TotalBsmtSF', '1stFlrSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt', 'YearRemodAdd', 'GarageYrBlt', 'MasVnrArea', 'Fireplaces']\n" + ] + } + ], + "source": [ + "correlated_vars = [correlated_index for correlated_index in corr_matrix.index if 1 > corr_matrix[correlated_index] >= 0.4]\n", + "print(correlated_vars)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "253f5235", + "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": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"OverallQual\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b017a4f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 6.099315\n", + "std 1.382997\n", + "min 1.000000\n", + "25% 5.000000\n", + "50% 6.000000\n", + "75% 7.000000\n", + "max 10.000000\n", + "Name: OverallQual, dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"OverallQual\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "8220db96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "548\n", + "2.1905233855273123e-60\n" + ] + } + ], + "source": [ + "high_qual = data[data[\"OverallQual\"] >= 7]\n", + "print(len(high_qual))\n", + "t, p = stats.ttest_1samp(high_qual[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dedfefd6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "538\n", + "4.1543933606532914e-169\n" + ] + } + ], + "source": [ + "low_qual = data[data[\"OverallQual\"] <= 5]\n", + "print(len(low_qual))\n", + "t, p = stats.ttest_1samp(low_qual[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1fd48fb9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "180921.19589041095\n" + ] + } + ], + "source": [ + "mu = data[\"SalePrice\"].mean()\n", + "print(mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9858e931", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(18.637038593137255, 1.6090557682364703e-77)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_qual[\"SalePrice\"], value = mu) " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "026bdf53", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-41.36843987290575, 0.0)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_qual[\"SalePrice\"], value = mu) " + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "5ae6e923", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"OverallQual\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e35a56f5", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable OverallQual sí parece afectar al comportamiento del precio de venta y la tendremos en cuenta para el modelo.\n", + "# Tanto en el Ztest como en el Ttest para el percentil más alto y más vajo de OverallQual p siempre es menor a 0.05 \n", + "# por lo que podemos rechazar la hipotesis nula de que esta variable no afecta al precio de venta. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c504e09c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1515.463698630137\n", + "5642\n", + "1464.0\n" + ] + } + ], + "source": [ + "gr_liv_area_mean = data[\"GrLivArea\"].mean()\n", + "gr_liv_area_max = data[\"GrLivArea\"].max()\n", + "gr_liv_area_median = data[\"GrLivArea\"].median()\n", + "print(gr_liv_area_mean)\n", + "print(gr_liv_area_max)\n", + "print(gr_liv_area_median)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "6d014f6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1515.463699\n", + "std 525.480383\n", + "min 334.000000\n", + "25% 1129.500000\n", + "50% 1464.000000\n", + "75% 1776.750000\n", + "max 5642.000000\n", + "Name: GrLivArea, dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GrLivArea\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "3a96a81b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "6.910424756339901e-40\n" + ] + } + ], + "source": [ + "high_gr_liv_area = data[data[\"GrLivArea\"] >= 1776.75]\n", + "print(len(high_gr_liv_area))\n", + "t, p = stats.ttest_1samp(high_gr_liv_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "a962c2a9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "8.516461106243393e-148\n" + ] + } + ], + "source": [ + "low_gr_liv_area = data[data[\"GrLivArea\"] <= 1129.5]\n", + "print(len(low_gr_liv_area))\n", + "t, p = stats.ttest_1samp(low_gr_liv_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f3adbdd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14.987168845600946, 8.906981444538105e-51)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_gr_liv_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f5eefd35", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-44.00462910431102, 0.0)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_gr_liv_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "201175e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GrLivArea\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "827ba9e0", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable GrLivArea sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de GrLivArea\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "f3868123", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 824\n", + "1 369\n", + "3 181\n", + "0 81\n", + "4 5\n", + "Name: GarageCars, dtype: int64" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageCars\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "9edd00be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1.767123\n", + "std 0.747315\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 2.000000\n", + "75% 2.000000\n", + "max 4.000000\n", + "Name: GarageCars, dtype: float64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageCars\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "d8030164", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1010\n", + "1.348591369581224e-22\n" + ] + } + ], + "source": [ + "high_garage_cars = data[data[\"GarageCars\"] >= 2]\n", + "print(len(high_garage_cars))\n", + "t, p = stats.ttest_1samp(high_garage_cars[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "0f74c1e6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "450\n", + "5.0064421264867413e-141\n" + ] + } + ], + "source": [ + "low_garage_cars = data[data[\"GarageCars\"] <= 1]\n", + "print(len(low_garage_cars))\n", + "t, p = stats.ttest_1samp(low_garage_cars[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "397b3b41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10.020876976723995, 1.234030501915899e-23)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_garage_cars[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "5ccf5582", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-37.65453166510719, 2.75812929748533e-310)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_garage_cars[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "aa120dd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GarageCars\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "3f9e931d", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable GarageCars sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de GarageCars\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4888b9b9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 37\n", + "864 35\n", + "672 17\n", + "912 15\n", + "1040 14\n", + " ..\n", + "1838 1\n", + "1581 1\n", + "707 1\n", + "611 1\n", + "1542 1\n", + "Name: TotalBsmtSF, Length: 721, dtype: int64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotalBsmtSF\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "17779e2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1057.429452\n", + "std 438.705324\n", + "min 0.000000\n", + "25% 795.750000\n", + "50% 991.500000\n", + "75% 1298.250000\n", + "max 6110.000000\n", + "Name: TotalBsmtSF, dtype: float64" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotalBsmtSF\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f38b14b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "3.3583349844378974e-39\n" + ] + } + ], + "source": [ + "high_bsmt_sf = data[data[\"TotalBsmtSF\"] >= 1298.25]\n", + "print(len(high_bsmt_sf))\n", + "t, p = stats.ttest_1samp(high_bsmt_sf[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "36529daa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "1.84305940916193e-62\n" + ] + } + ], + "source": [ + "low_bsmt_sf = data[data[\"TotalBsmtSF\"] <= 795.75]\n", + "print(len(low_bsmt_sf))\n", + "t, p = stats.ttest_1samp(low_bsmt_sf[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "9b40d7e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14.817104686367502, 1.1357534017393782e-49)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_bsmt_sf[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "ff5a51df", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-20.456481009648925, 5.260043698017635e-93)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_bsmt_sf[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "a9805de0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"TotalBsmtSF\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "659d8a1c", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable TotalBsmtSF sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de TotalBsmtSF\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "0415a41c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 81\n", + "440 49\n", + "576 47\n", + "240 38\n", + "484 34\n", + " ..\n", + "320 1\n", + "594 1\n", + "831 1\n", + "878 1\n", + "192 1\n", + "Name: GarageArea, Length: 441, dtype: int64" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageArea\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "a342b12f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 472.980137\n", + "std 213.804841\n", + "min 0.000000\n", + "25% 334.500000\n", + "50% 480.000000\n", + "75% 576.000000\n", + "max 1418.000000\n", + "Name: GarageArea, dtype: float64" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageArea\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "d25e8479", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "399\n", + "1.1882668973108195e-32\n" + ] + } + ], + "source": [ + "high_garage_area = data[data[\"GarageArea\"] >= 576]\n", + "print(len(high_garage_area))\n", + "t, p = stats.ttest_1samp(high_garage_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "4c84b145", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "2.1098640487184587e-113\n" + ] + } + ], + "source": [ + "low_garage_area = data[data[\"GarageArea\"] <= 334.5]\n", + "print(len(low_garage_area))\n", + "t, p = stats.ttest_1samp(low_garage_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "7964a236", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13.050347447753012, 6.32582501335138e-39)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_garage_area[\"SalePrice\"], value= mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "04e44420", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-33.54408963643127, 1.0979220118906396e-246)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_garage_area[\"SalePrice\"], value= mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "75786506", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GarageArea\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "3951798c", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable TotalBsmtSF sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de TotalBsmtSF\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "1345ecac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "864 25\n", + "1040 16\n", + "912 14\n", + "894 12\n", + "848 12\n", + " ..\n", + "1509 1\n", + "2515 1\n", + "605 1\n", + "3138 1\n", + "1256 1\n", + "Name: 1stFlrSF, Length: 753, dtype: int64" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"1stFlrSF\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "a398d233", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1162.626712\n", + "std 386.587738\n", + "min 334.000000\n", + "25% 882.000000\n", + "50% 1087.000000\n", + "75% 1391.250000\n", + "max 4692.000000\n", + "Name: 1stFlrSF, dtype: float64" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"1stFlrSF\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "ff3d7c43", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "3.285468213528032e-35\n" + ] + } + ], + "source": [ + "high_1st_floor = data[data[\"1stFlrSF\"] >= 1391.25]\n", + "print(len(high_1st_floor))\n", + "t,p = stats.ttest_1samp(high_1st_floor[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "0dc9fd10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "368\n", + "1.5584147662576598e-61\n" + ] + } + ], + "source": [ + "low_1st_floor = data[data[\"1stFlrSF\"] <= 882]\n", + "print(len(low_1st_floor))\n", + "t,p = stats.ttest_1samp(low_1st_floor[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "33eeff37", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13.818510788385561, 1.971053760775726e-43)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_1st_floor[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "0845a3a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-20.197630727432692, 1.0270819649461722e-90)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_1st_floor[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "b4362972", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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CMOS6667jz//8z3nLW97C7/3e7/Hv/t2/46tf/epcre+8uv/++ykUCq1fR48evdBLEkIIIcQcmlUgtHTpUjZs2DDpY1deeSVHjhwBoLe3F4DBwcFJ1wwODrYe6+3tZWhoaNLjvu8zNjY26ZrpnmPia5zsmomPn24tU8ViMbLZ7KRfQgghhLh4zSoQuvnmm9m3b9+kj7322mtccsklAKxZs4be3l527NjRerxYLPLTn/6ULVu2ALBlyxby+Ty7du1qXfPUU08RhiGbN29uXfPDH/4Qz/Na1zz55JNcfvnlrQq1LVu2THqd5jXN15nJWoRYqMJQcXSsyt6BIkfHqjJSQgghztRssrCfe+45ZZqm+rM/+zO1f/9+9b//9/9WyWRS/dVf/VXrms985jOqra1N/f3f/736xS9+oX7zN39TrVmzRtVqtdY1v/Ebv6He8pa3qJ/+9KfqRz/6kbr00kvVBz7wgdbj+Xxe9fT0qA9+8INqz5496lvf+pZKJpPqL//yL1vX/PjHP1amaar/8l/+i3r11VfVpz71KWVZlnrppZdmtZZTkaoxMR9NrJi6s1Ex9aUdUjElhBBNs7l/zyoQUkqp733ve2rjxo0qFoupK664Qv33//7fJz0ehqH6z//5P6uenh4Vi8XUO97xDrVv375J14yOjqoPfOADKp1Oq2w2q+644w5VKpUmXfPiiy+qX/7lX1axWEwtX75cfeYznzlhLd/5znfUZZddpmzbVldddZV69NFHZ72WU5FASMw3+weL6j/9zS/UR//Xz9Sf/MMe9ReP71V/8g971Ef/18/Uf/qbX0gwJIQQanb3b00pJXvqJ1EsFsnlchQKBckXEhdcGCoeevoge/oKXNqdnjR0VCnF/qEym5bn+Ojb1kkFlRBiUZvN/VtmjQmxQMxm8roQQoiZkUBIiAXi+OT16QeKJmwDxw9k8roQQsyCBEJCLBAyeV0IIc49CYSEWCBk8roQQpx7EggJsUDI5HUhhDj3JBASYgFZ353hjptXs3FZjnzV4/BIhXzVY9PyHHfcvFqGjgohxCxJMoEQC8z67gxr357mWL5GxfVJ2SbL2xKyEySEEGdAAiEhFqDm5HUhhBBnRwIhIcRJhaGSnSchxEVNAiEhxLQODJV4Ys8gB4fL1P2AuGmwrivNto098zIXSYI2IcSZkEBICHGCA0Mlvv7jw4xVXJbm4iTtBFXXZ09fgb5Cbd4lZi+0oE0IMX9IICSEmCQMFU/sGWSs4k6aaZaJW6RjJvuHyvzg5UHWLknPix2XhRa0CSHmFymfF0JMspBmmk0N2jJxC0PXyMQtLu1OM1Zx+cHLg4ShzJYWQkxPAiEhxCQLaabZQgrahBDzkwRCQohJFtJMs4UUtAkh5icJhIQQkyykmWYLKWgTQsxPEggJISZZSDPNFlLQJoSYn+RtkhDz3IXoj9OcadYsSR8s1omZBpuW57j1qvlTkt4M2voKNfYPRblCCdug5gb0F+rzKmgTQsxPmpr6Nkq0FItFcrkchUKBbDZ7oZcjFqEL3R9noTQpnPh9cvzoOGx9d3peBW1CiPNnNvdv2RESYp6aD/1xFspMMxlEK4Q4UxIICTEPLbSmhvPBQgnahBDziyRLCzEPSX8cIYQ4PyQQEmIekv44QghxfkggJMQ8JP1xhBDi/JBASIh5SPrjCCHE+SGBkBDz0EJqaiiEEAuZBEJCzFPNpoYbl+XIVz0Oj1TIVz02Lc+dl9J5IYRYDCTBQIh5TPrjCCHE3JJASIh5TvrjCCHE3JGjMSGEEEIsWhIICSGEEGLRkkBICCGEEIuWBEJCCCGEWLQkEBJCCCHEoiVVY0KICyoMlbQHEEJcMLPaEfrjP/5jNE2b9OuKK65oPV6v17nrrrvo7OwknU5z2223MTg4OOk5jhw5wvbt20kmk3R3d/OJT3wC3588T+npp5/muuuuIxaLsX79eh5++OET1vLlL3+Z1atXE4/H2bx5M88999ykx2eyFiHEhXVgqMRDTx/kc0++xhd37OdzT77GQ08f5MBQ6UIvTQixSMz6aOyqq66iv7+/9etHP/pR67F77rmH733ve3z3u9/lmWeeoa+vj/e85z2tx4MgYPv27biuy7PPPss3vvENHn74YR544IHWNYcOHWL79u3ccsst7N69m49//ON85CMf4Yknnmhd8+1vf5t7772XT33qU7zwwgtcc801bNu2jaGhoRmvRQhxYR0YKvH1Hx9mT1+BtqTF2iVp2pIWe/oKfP3HhyUYEkKcF5qaOtHxFP74j/+Yv/u7v2P37t0nPFYoFOjq6uKb3/wm733vewHYu3cvV155JTt37uStb30rjz32GO9617vo6+ujp6cHgK9+9avcd999DA8PY9s29913H48++ih79uxpPff73/9+8vk8jz/+OACbN2/mxhtv5Etf+hIAYRiycuVK7r77bj75yU/OaC0zUSwWyeVyFAoFstnsTL9NQojTCEPFQ08fZE9fgUu702ja8aMwpRT7h8psWp7jo29bJ8dkQohZm839e9Y7Qvv372fZsmWsXbuW3/7t3+bIkSMA7Nq1C8/z2Lp1a+vaK664glWrVrFz504Adu7cyaZNm1pBEMC2bdsoFou8/PLLrWsmPkfzmuZzuK7Lrl27Jl2j6zpbt25tXTOTtUzHcRyKxeKkX0KIc+9YvsbB4TJLc/FJQRCApmkszcU5MFTmWL52gVYohFgsZhUIbd68mYcffpjHH3+chx56iEOHDvErv/IrlEolBgYGsG2btra2SZ/T09PDwMAAAAMDA5OCoObjzcdOdU2xWKRWqzEyMkIQBNNeM/E5TreW6Tz44IPkcrnWr5UrV87sGyOEmJWK61P3A5L29PUaCdvA8QMqrj/t40IIca7Mqmrsne98Z+v/r776ajZv3swll1zCd77zHRKJxDlf3Pl2//33c++997Z+XywWJRgSYg6kbJO4aVB1fTJx64THa25AzDRInSRQEkKIc+Ws+gi1tbVx2WWXceDAAXp7e3Fdl3w+P+mawcFBent7Aejt7T2hcqv5+9Ndk81mSSQSLFmyBMMwpr1m4nOcbi3TicViZLPZSb+EWIzCUHF0rMregSJHx6qE4YxTCWdkeVuCdV1p+gt1pqYpKqXoL9RZ351medvCf4MlhJjfzioQKpfLHDx4kKVLl3L99ddjWRY7duxoPb5v3z6OHDnCli1bANiyZQsvvfTSpOquJ598kmw2y4YNG1rXTHyO5jXN57Btm+uvv37SNWEYsmPHjtY1M1mLEGJ656OkXdc1tm3soSNls3+oTKnu4YchpbrH/qEyHSmbW6/qkURpIcScm1XV2P/1f/1f/Mt/+S+55JJL6Ovr41Of+hS7d+/mlVdeoaurizvvvJPvf//7PPzww2SzWe6++24Ann32WSAqn7/22mtZtmwZn/3sZxkYGOCDH/wgH/nIR/jzP/9zICqf37hxI3fddRcf+tCHeOqpp/j93/99Hn30UbZt2wZE5fO33347f/mXf8lNN93E5z//eb7zne+wd+/eVu7Q6dYyE1I1JhabZkn7WMVlaS5O0japuj79hTodKZs7bl7N+u7MOX29J/YMcnC4jONHx2Hru9PcelXPOX0dIcTiMpv796wO4N98800+8IEPMDo6SldXF7/8y7/MT37yE7q6ugD43Oc+h67r3HbbbTiOw7Zt2/jKV77S+nzDMHjkkUe488472bJlC6lUittvv51Pf/rTrWvWrFnDo48+yj333MMXvvAFVqxYwde+9rVWEATwvve9j+HhYR544AEGBga49tprefzxxyclUJ9uLUKIycJQ8cSeQcYq7qSS9kzcIh0z2T9U5gcvD7J2Sfqc7dSs786w9u1p6SwthLhgZrUjtNjIjpBYTI6OVfnck6/RlrSmTWAu1T3yVY97fv0yVnYkL8AKhRBiZuZsR0gIMXMLbYbW8ZL26ROUE7bBYLEuJe1CiIuKBEJCzIGJuS91PyBuGqzrSrNt4/zNfZGSdiHEYnRWVWNCiBMt1BlaUtIuhFiMJBAS4hyamnCciVsYukYmbnFpd5qxissPXh485315zgUpaRdCLEYSCAlxDi30GVrruzPccfNqNi7Lka96HB6pkK96bFqeO+el8wvNXDeZFEJcGHLYL8Q5dDEkHM+2pH2hJYWfiYWY8yWEmBkJhIQ4hy6WhGNd12ZUIr8YAoQTm0wmqLo+e/oK9BVqi36nTIiFTo7GhDiHFlPC8UJNCp+NhZzzJYSYGQmEhDiHFkvC8WIJEBZ6zpcQ4vQkEBLiHFsMCceLJUA4nvM1/VFmwjZw/GBe53wJIU5tficqCLFAXewztC6GpPCZuFhyvoQQJyf/eoWYIzNNOJ6t+VCltVgChGbO156+AumYOWn3q5nztWl57qLI+RJisVrYP6WEWGTmS5XWYgkQmjlffYUa+4eio8CEbVBzA/oL9Ysm50uIxUwCISEWiPlUxr2YAoRmzlczAB0s1omZBpuW57j1qounTYAQi5UEQkKcI3N5ZDW1Squ5A5OJW6RjJvuHyvzg5UHWLkmft+BjMQUIF3vOlxCLmQRCQpwDc31kNZsqrbnISzqZxRQgzFXOlxDiwpJASIizdD6OrC5EldZMd7gkQBBCLGQSCAlxBppBQsnx+LsXjjFadrmsZ+6OrM53ldZ8ScoWQoi5JoGQELM0MUgYqzocHKrQnYnRlbHpSMVa153LI6uzrdKaTf7SfErKFkKIuSaBkBCzMDVIsE2dwyNV8lWX3UfzXLuybVIwdK6OrM6mSms2uzvzMSlbCCHmkozYEGKGppuvlbAM4pZBJm5RcwMODlcmDVs9l0dWZzK6Y7aDURfL6AwhhGiSHSEhZmi6ICETN2lP2gyX6qRiBmMVl1LdJ5uw5qSx4GyqtM5kd2exjM4QMzMfupgLMdckEBJihqYLEjRNY313mrLjU677BCqk5gVoGnPWWHCmVVpnUnK/WEZniNOThHmxWMjRmBAzNDFImKgjZXPtyjbakhZBCIPF+nmZNh+GiqNjVfYOFDk6ViUM1aTHz2RyejMpu79Qn3TEB8eTstd3pxf86AxxarM9UhViIZO3dULM0Kkqt9oSJqmYyeauNNs39bK2K83K9uScHSPM5N36mezunE1SthyjXBwkYV4sNhIICTFDJwsS+vM19vQV8fwQgO+92D+nRwgzLW8/05L7MxmdIccoF4/52sVciLkigZAQszA1SDgwVOboWBXL0HnLqjaWtSXntOfObN+tn+nuzmySsqXv0MVFEubFYiOBkBCz1AwSjo5X+fqPD6FpcPXyHLoepdzN5RHCbN+tn81g1JkkZcsxysVHEubFYiN/k4U4A7quoWsaxZrPuq50KwhqmqsjhDN5tz6Xg1FPFpgppSjVfWKmzotv5nlzvMqqztRZv56Ye2fbxVyIhUYCISHO0JkeIZxNUvGZvlufq8Go030PxirR2JGxqosXBNS9kP/nR4f5nS2r5IhsATibI1UhFiIJhIQ4Q2cSlJxtUvF8ercehopizcPxQgaLNZbmEow3Ro3U3IB03MQ2dcDn0GiZr//4sOQLLRBnc6QqxEIjgZAQZ2i2Qcm5SCqeL+/WmwHdgaESR8eqvNrvs6ojQd0LqbkBHSkbgLGKS082ztXLcxwYrki+0AIyl0eqQswnEggJcYZmE5Scy6TiC/1ufWpAd8Pqdl44Ms6B4QquH9Kbi+EGIeW6T8I2WzlUUna98MzVkaoQ84kEQkKchZkGJee6N8uFerc+XUCXiVvcuLqDF4/meW2ozEjJpSuj0Z2Ns64r3dodkrJrIcR8JIGQEGdpalCStAwUUPMCjo5VWd6WOKveLCdLrj7f79bDUPGzN8Z44cgYnanYpMc6UjGuu6SdQtUjBDYtz7GsLTEp6JOyayHEfCQ/kYQ4B5pByYGhEt97sf+EZOirV+bOqNprvnRsbq7jhSPjvNxXJJeweHM8xrruFB2NoCgbt1jaluDwaAXb1KXsWgixIJzV0NXPfOYzaJrGxz/+8dbH6vU6d911F52dnaTTaW677TYGBwcnfd6RI0fYvn07yWSS7u5uPvGJT+D7k98JP/3001x33XXEYjHWr1/Pww8/fMLrf/nLX2b16tXE43E2b97Mc889N+nxmaxFiHPlVIMqH3tpgLaENathpvNl8OXEdXSkLHIJC0PXGCrV2X00z1jFAaIjvmVtcRKWwbF8jVLdww9DSnWP/UNlKbsWQsxLZxwIPf/88/zlX/4lV1999aSP33PPPXzve9/ju9/9Ls888wx9fX285z3vaT0eBAHbt2/HdV2effZZvvGNb/Dwww/zwAMPtK45dOgQ27dv55ZbbmH37t18/OMf5yMf+QhPPPFE65pvf/vb3HvvvXzqU5/ihRde4JprrmHbtm0MDQ3NeC1CnCtTc2cy8ShYyMQtLu1OM151QYP2pMX+ofJpg4TTPd9YxeUHLw+eMHH+bL+G5jT7I6MV3hit8Epfge88/yajZYdLu9MszSXoSMVw/ZD2pEXNDTg4XEEphVKKmhdyyxXd3HhJB/mqx+GRCvmqx6blOSmdF0LMS5qa+vZ0BsrlMtdddx1f+cpX+NM//VOuvfZaPv/5z1MoFOjq6uKb3/wm733vewHYu3cvV155JTt37uStb30rjz32GO9617vo6+ujp6cHgK9+9avcd999DA8PY9s29913H48++ih79uxpveb73/9+8vk8jz/+OACbN2/mxhtv5Etf+hIAYRiycuVK7r77bj75yU/OaC2nUywWyeVyFAoFstnsbL9NYhE5Olblc0++RlvSmvboq1T3yFc93nPdcl48WuDgcBnHj47D1nenT6j2munz3fPrl80oT+h0TRxfGyzyf352jIPDUZBWqntomk4qZjBQqNOdibFhWY6OlM1YpdkryMc2dfxQcc2KNsqOT0fK5o6bV7N2iZRdCyEunNncv88oR+iuu+5i+/btbN26lT/90z9tfXzXrl14nsfWrVtbH7viiitYtWpVK/jYuXMnmzZtagVBANu2bePOO+/k5Zdf5i1veQs7d+6c9BzNa5pHcK7rsmvXLu6///7W47qus3XrVnbu3DnjtUzlOA6O47R+XywWz+TbIy5y0wUVM02GXpKJcefb150ySAhDxcHhMkPlOumYiVLqhEqz2VRgnS7PaMerg3xxx36GSw4aUHZ9NAXJmInjGwRhSL7qsftonmtXttGRsrl2ZRsHhsqMVhyKNY+xisP1l3RMCuik7FoIsRDMOhD61re+xQsvvMDzzz9/wmMDAwPYtk1bW9ukj/f09DAwMNC6ZmIQ1Hy8+diprikWi9RqNcbHxwmCYNpr9u7dO+O1TPXggw/yJ3/yJ6f46sVid7KgYjbJ0Keq9mo+/y+O5Tk0VKE/X6c7E2d99/Ey9KnPd7r1nqqJ4y2Xd/HfnjrAQLHO0myc4ZIDCjRdwwtCcMENFEvSOlXX5+BwmfZkOx0pmxtXt9NfqDFW8fj3b1vLDZd0yK6PEGLBmVWO0NGjR/mDP/gD/vf//t/E4/G5WtMFc//991MoFFq/jh49eqGXJOaRc50MfarnX5ZLsLIjSRCEE5KS3Vk93+nyjEbLDn/5w9cZLjn0ZqPKr7ofErcNElZ05BU2cn8KNZ9UzGSs4lKqH9+FKjsB11/SLkGQEGLBmlUgtGvXLoaGhrjuuuswTRPTNHnmmWf44he/iGma9PT04Lou+Xx+0ucNDg7S29sLQG9v7wmVW83fn+6abDZLIpFgyZIlGIYx7TUTn+N0a5kqFouRzWYn/RICzn0y9OmeP5uwuLQnTSZhgYpmer02WKJYc2dcgdVs4tibjVOq+4yUo2Os5lFbJm5ydKyKpoFtGgQqCnwMTUPTNGxTxwtCYqaObeqU6x51L6Dm+Sd8XUAr0froWPWcJnHPxMRE7wvx+kKIhWtWR2PveMc7eOmllyZ97I477uCKK67gvvvuY+XKlViWxY4dO7jtttsA2LdvH0eOHGHLli0AbNmyhT/7sz9jaGiI7u5uAJ588kmy2SwbNmxoXfP9739/0us8+eSTreewbZvrr7+eHTt28O53vxuIkqV37NjBxz72MQCuv/76065FLG6zmQI/k87QU5OhZzP6Yrrn70jFuHZlGweHKgyW6rw5XqUtYXHNyrYZjdKouFHw05evka9FgZmp63QkbdZ1pzB0jSBUxBsBj6Fp6JpGoBSmpmFoUA8VGdNg47IcR8aqDJUcBot12pOx1tcF8NDTBy9Yr6P50mtJCLEwzSoQymQybNy4cdLHUqkUnZ2drY9/+MMf5t5776Wjo4NsNsvdd9/Nli1bWsnJt956Kxs2bOCDH/wgn/3sZxkYGOCP/uiPuOuuu4jFou35j370o3zpS1/iD//wD/nQhz7EU089xXe+8x0effTR1uvee++93H777dxwww3cdNNNfP7zn6dSqXDHHXcAkMvlTrsWsXjN9uZ5LpOhp3Oy5+9IxWhfbZOvehwarfCBzav41Uu7ZnQMNVJyODpWRSlFW8rGMky8xlFbyfFYlosTtwzScYtyPar4SlgGFdfHsHRcP8TzQ1Ixg+VtcWpeyPWr23n3W5aTiVksb0twYKjMl//pAKMVh2W5BGs6U9S8YFaDZM/GuRhkK4RY3M55Z+nPfe5z6LrObbfdhuM4bNu2ja985Sutxw3D4JFHHuHOO+9ky5YtpFIpbr/9dj796U+3rlmzZg2PPvoo99xzD1/4whdYsWIFX/va19i2bVvrmve9730MDw/zwAMPMDAwwLXXXsvjjz8+KYH6dGsRi9OZ3DxTtnlOkqFP5lTPr2kapqHRlY41BpiePggKQ8XuI3ksUycIFbYRdXqOmQZ2Sme07PD6cIXVnSkAxqsOYxWXdNyg4nqMlBwCBYauUah6/ODVIS7tTkdBWGPH6rWhIn/2yF4ODpdJ2DojZbe123Rpd3pWg2TPxLkcZCuEWLzOqI/QYiF9hC4+Yah46OmD7OkrTLp5QpSEvH+ozKblOT76tnUnlLSfyefN5bpOdbTX7EMEiv1DFWquTzpuYhnRMdh4xUPXNP7929fyi6MF9g+VKNej3J+xqovjhRiGTkfSJBWzCAJFzNJZ2ZHENqPdojfHa4yWHboyMVKxaLcpmjhvcO3KNixDn1Wvo9k6172WhBAXjznvIyTEQnWmU+B1XWPbxh76CjX2D0Wfn7ANam5Af6F+1uMjZvv8Jzva+/UNPSRsgz19BcaqDlctzZGKWRwYKjNedSk7Pqau05uLEzN1OlI2cVOn4gQUai6Fmg9oXNaT4fLeDKmYSdX1eW2gxEjFJV11uemSDv75wAj9hRpBqNA00CfsNo1VXA4OV7h2ZRuOP3fT5s9mkK0QQjRJICQWlbO5ea7vznDHzatbAchskqFn4nTPv3ZJmqNjVV4dKPLoi/04fsiytuNHez85NMoPXhmgKxPDDxUHhyqUaj4bluW4cXU7pbqPG4TYhg4ojo7XePTFftwgZPOadgpVn+feGEOFIYYOmbhJe9Lm0HAFxw/pzcYZq7j88MAwR0arBGGI4ysOjVRYuyRFKmahaRrpeFRmP1xy5nTa/GyOK4UQ4mTkJ4RYVM725rm+O8Pat8/d+IiTPf/rI2UeevogB4ZKvNxfpFz3uaQjSVfGRtdgvOrSl69SqPkYOrx1TSelmseb+RqOH/KWVe2thoxKKV4bLOH4IaYecllPdBTnBlEFWVsyRr7qcXC4wmU9GmNVl3TcxA9CRssueQ0cP2w8F1TdkANDZVZ1pmhP2lhGVGrfX6jxS+uWzNm0+eVtCdZ1pdnTVyAdM2XavRDijEggJBaVc3HzPJNk6NmY+vwHhkr8Pz86xLF8DdvQ8YOQtoTFcNlhpOKSsg3ezNeouQGWoXFkrMYlHQ4blmVx/IDhssMr/QU2r+mg7oX0F+rELAM/VCxrO35EaBs6pqHjh7R2dcarUdm9pZu8OVaj1tgp80PQNdA00BS4ftTHxzK0VnDUmY7N6bT5uT6uFEIsDmc8fV6Ihah58+xI2WfU+PB8C0PFN39yhJ+9Mc5goc7egRJDJYdCLUp2HizWOTxaJQiiMnfb1Km5Ufk6aLxlVTsr2hIMFR1e7S+2JsFv37QU29RJTtj5ah6Flesepq4RhNGuj6nrjFYc8jWPUEXBj9n4yaGavzfBC0KOjdfIV13Wd6e56+3r57x0vXmcuHFZTqbdCyHOiOwIiUVnrnN9zqUfHxzhn/YNESpoT9lRh2fHp+z45GtetCMDKC0KWAKliFs6rh9wcLjMDZe0s3ltJ6/2F/nXN65k47Jot+tYvsbjewYmHRFqmsb67jRlx2e45GIaGtm4SdLWeWO0glIKQ9ewDB0FOF6A0qJ3U6amoZnRWq5aluMTv3E5l/Wcn+/jXB9XCiEubhIIiUUnDBUx0+CWK7q4cU076bjZahA4n26eYajY8eogNS9gRXsCQ9dRSiNlGxTrPq4fYJsGaAoNDT8M8QJFyjZpS1qtuWCaBu1Jm43Lcq0jt5MdEXakbK5ZkeO5w2NYusZo2SVhR2X3zbljoNAAU9cIFaCBF4BtaLSlbH7rhpVc1nN+203M9XGlEOLiJYGQWFRO1VF6PgVBEJX69xfqpGImfqgw9GjXpiMVo+oGKDS8IMDUDSwjKoFPxQw6GjtHFdfF8QPGG0dFE/OepsuviZk6b4xW6S/UWNWe4He2rKY3F2egUOdrP3ydA8NlhssOWqDQdY2YqROzDDQNSnWfpe0JNi7LceVS6bklhFg4JBASi8ZCG8dQcX10LeooPVJ2sFNRd+iEbdCdiVH1fDwfQCMdizpaxwwdXY+qupSKgqkV7clp854mHhH+6MAwrw2Wqbk+uq7RHzP5n/98iN+9eTWX9WTozsZZkrb40cExKnWfpG1gGzohUHcDbEOjI2lzWU9GqrSEEAuKJEuLReF00+PHKi4/eHlwXk0tT9kmCctgWVtUDTVWiXZ4QqWIW1EgYhka113Sxtsv7+bXr+xmRXuSmhsw1Mh7uml1xykDvPXdGS7vTdNfqAOK5e0JLu/J0JGyeW2oxIOP7WXfQJF1XWmcALas7SCbsHD9kKob4PkBAG3JGJd2Z+ZVorkQQsyE7AiJBW2mE+TPtKP0hTQxj+eaFTleH64yVnWpONFOUUcyRswyiJnR8VQuaXN5r87rI1HS8/tvWsXN65acMjDx/ZBvPPsGNS9g7ZIUuh69N8oYOinb4Mh4jf935xv8p39xJX2FGmMVl19a18mh0QqjZZeaF5BLmNxyRTf/ZvOqebWjJoQQMyGBkFiwZjNBfq7HMcw0IJuNiXk8oxWXy3vTBCEU6x7jVZcVbUl+7cpu9vaXJlW/bV7TOePqtxeOjnN4tEJnym4FQcdfX6czZXNopEKx7k2qtFuWi9OTibOsLcE7ruzmlyYEXHPxvRBCiLkigZBYkGab73OuxjFMd5N/faQ844BstqaW+jt+cEKwc8vl3WcceIxWXLwgJGEb0z7ePJIbrbjctKbztGXqswlOhRBiPpBASCw4U/N9mkddmbhFOmayf6jMD14eZO2SdOsmfS46Sk93k29LWgyVHIJQzVkC9un65JxN6XhnKhqJUXMDMvETUwajbtXRztDpXmuhJaMLIQRIsrRYgE6X79ObjfHim3l+uH+Yo2NVwlCddUfp5k1+T1+BtqTF2iVpcgmLH+0f4cWjeTpT9pwmYDcDkCt6s6zsSJ6zo6brVrazujPFaMUlbHSSbgrDkNGKy+rOJN3pGHsHiq3v51QLMRldCCFAdoTEAnSqfJ+xisP+wTJHx6t87Uev052OTzqauX3Lav7PrqMcHC4TKmhLWKftKH2yHSiIxkvomsbrIxU6UnbrsfmagD2Vaer87s2refCxvRwZr9GZslvzukYrLnHTYEkmxhefOnDKo66FmIwuhBAggZCYx06WdHuyfJ+xisPuo3mKNY+4ZbC2M41paK2jmV+7IkosHi45BEphaDpdmThbN3SzdkmaI6MVXh+pALBmSYqV7dHOy8lu8m4QEihFbkIX52zi+HpOlYA9nxKK33FlDwAP//gwh0crjFVcLENnZXuCVMyi7oWnPeqa62R0IYSYKxIIiXnpVEm3a5ekT8j3UUpxcKhC1fExDZ2ebJy2pIWmRc0Gf34kzxd37GdpLsGytjjL25NUXZ+j41W+uOMAlqGxb6BEoeqhNGhL2Lx1TQf/5q2r8EM17U3eNnRMXQcUfhjiBpOPlk6WgH02CcVzFUC948oe3nZpFy8cHWe04tKetHj+0Div9BdnlId1rpLRhRDifJOfSmLemUnS7baNPRzLV3nxzTztSRsdjYFijSCEbMJkXdfkI6yK49FfqLG6I0k0LiukWPOo1D329BXxw5D2pE1nxkZDI1/1ePLVQYbKDu+/ceW0N/lM3KQjaXMsXyXRaHDYdLIE7LNJKD7XFVnTBVU3rekE4OhYle+MvDnjo65zkYwuhBAXggRCYl6ZaUXY1it7iFsGwyWHA4Nl3DCk7gasXZLm6pVtdDSqnCC6qb8xVqPu+fz8aJ5AKcp1Hy+IhpT6jQTezpRGwor+SfRkdUYrLq8Nlth9ZJy1XSle7iuSjkWPl+o+bhDSnbU5MlYh2guKdoZqbkB/oX5CAvaZVLs1neuKrNMFVbM96ppudlkz12i674UQQswXEgiJeWUmSbcvHBln30AJNwjZvKaTIFQMFOvsPpqn3hj50DRWcXmpr0jNDbBNHU2DkZKLH4TRENMpr22ZOu3JKOk5Ezcp1X1eOlbkd7ZcQn+hzs+P5Km6PiXHx/VDXD8kEze5ammWQs1nqOQQM41pE7DPNKH4bAKo6cwkqDqTo66pPY+aDR5Pl4wuhBAXkgRCYl453U5E3NI5OlalKxPjulXtraCgLWlRqnm8PlrhwFCJG1d3AHBgqIznB2iaImbqjFfcaFaXqeOFikApNKLqr1DBQKFOWyLKLbIaR11Vz6crE+PXrujmizv2M1xysE2NmGnQmbZJ2iZx2+Sdm3rpysROmrtzpgnFzQCqNxtv7UTZhk4mbs66ImumQdXv/craMzrqOl3PIyGEmG8kEBLzyul2IoZLDlU3YFkuMaWMXWN9T5qxqssbo1VWtCeIWwZDpToA6ZiFQlH3Q0xdQ9c1DMAPFCFgamDo0U5Hqe6RTdh4jeTnpBUNP93bX2JpLsFbVrbhhaoVjADsHyrz0psFPvq2dSe96Z9pQnHF9RkpO/Tla+RrUf8jU9fpSNqs606RTVgzrsia6a5Uf7F+xkddZ9PgUQghzjcJhMS8MpOk26Rt0JWJtT5Wqvs4foAbhKxZkmLfYInRsovXyBta2ZmkOxNj99E8Qehi6BDtAyma7f38MHquUMFgycHUdapegKFrXL0ihwbRjK22+LRBzNRdmWYicqnuUXZ80nGTtG2ydkmKl/uLk742pRTFmseB4TIblmXpScc4OlZt7agMFescHauilKItZWMZJl4QMlSqU3I8Lu1On7Yiq7mePX0FxqrRkdh0Ju5KXdGblaMuIcRFTwIhMa+cLum2Mx0jbhnUvACv7nFwqEJ/sUah6uGHCk2DhGXQk42xaWUbz+wbZlkuQTZhUXcDBgp1gglBj65FOyFh4/cKqHsBh0YrpGMWN6xuZ9vGXqpeMONjrWYi8s+PjnNktErNC0jYBqs6kqzqSGLoWutrq3sB+wZK9BfqmIZGECo+/P/+jJilY5s6MUNnuOREu1aGjqVreH7UvygVMynVPfYcK/Kb1y4/aUXWxMTosarDwaEKpZrHhmVZOlKxSddO3ZWSoy4hxMVOAiEx75wq6Xbrhm6efHmInxwaZbziUKz7VBwfpRSWoVH3QnxdcXSshqZpLG9L0F+ok4mbXN6b4dWBIiNlj6SlUXaiBOqUbVD1AmpuiK5Fc2c0YEV7nN9/x3rWd2c4MlohCBXHxqu0Je1Wfk5TM4AYKTk8tmeAI2NVhkt1gjBKpna8kKNjVRwvJJe0WJqNc2SsymuDJfxAsbQtTm82wYGhEvmaR3vS4rpV7fiB4vWRCrapU3Z8BovRUZ+pa41VKuKWQXvK4li+Nu0Q1ImJ0UtzcUo1nzfzNepewGW9GZK2iW3opGPGtLk/ctQlhLiYSSAk5qVT7kQojR+8MsBwyUXTIAgVMdPADUJSMYO4aRAoxVjFZXlbgvak3dqB2bSijR8fGKHk+CgV5f+gaaAgGze5YmmW3lwcS492ZxKWyYGhEo+/NMDRsRpjFYdcwqIzFWNdd4qOVKx1ZLdxWY7dR/KMll18P8QPFJ3pWKOpY7QePwzxg5D2lI2ha9S9gPVdaTJxk5+9kScIFavaE4xXPQ6PVlndmSRUIf15Bzc4fpSnA5YZNZKsuj7/52dH+dnh8Ukl8L4f8p3n3+SN0Qrru9Kt0v9VHUmGyw6HRqr0Fep0JC3QNAxN47LejJS5CyEWFQmExLx1sp2IRCNHKAgVR8aqaIDrh9iWTnvCImYZjFc9VjQCin913XJ+cbTAweEyGrBhaZbDo1XGKg6OF2AaOksyMa5d2caaJWkA/DDk8EiFV/uLPL1viGP5GktzMfwgpO4FHMtXKdRdLu/JUPNCOlI2V6/M8bcvHCMTN9g/5GDpWrQuU4+CobjZWteevgIouKwnQyZuUax5jFdd0nELXddJx03GKi4aMFJ28Sc0rdaAEHB8Fe1eadBXqHNJZ2rSOJGfvj7KY3sGMHSNkbJL3NJBQaHuRTlUQYgXhiQsnYRtTu4lIIQQi4QEQmLBqbg+tqlz1bIsYxUHP1S4vsLxAoaDqDTeMDQMXaPqRqXvd7593aTdJc8L+ONHXsE0NDpSNkuzk4+Uam6Abeg8+fIALx4roAN+o9w+VNHR1GjZZZ8q8S82LePXN0R5TW+MVajUoyMsy9DQNZ2EZdCRsrBNnboXUKr7jFVcYqZG0o4Sjh0/oO4GGDqgFKah4QcheweKTJzcYWigGrlMEAVEicax2Sv9RW5c3cEbo1W+uGM/KdsgVCEZy6bseBwZiwKrhGVgmToJS6PihhiGztXLc6xoT3BguNLqSQRIbpAQ4qIngZBYcJpl6IWaR8UJCJXCNg0MXUNDo+z4aJrGeMUlFbNI2eYJu0thqNi8ppM9fYUTSvGbR13puMnzr4+i0GhP2ViGhhcoSjUX0zBY25XC1HU2rsjy5CuD/PjAMK/0FQnDENCwDRPT0Ki4PlXXR9c03CDkpWN5QgUp26IvUyUVs3i1v8RY1WW8GiVF20a0nlLdR9cgaEQ+oeIEthE1iqy6QdQp2vU5OlajPWkxVvEYLjmNqrgoOdzxQ3JxC8MwSNoaOlGl3MqOZKv67ccHR1q7aOdinIcQQsxXEgiJeWUmQ0WXtyVY25Xiuz87iuMHBCF4QVQxZmig6zqGBq+PVHj3SaqpTled1p6wGC47lByfZW1xbEND0zRipoadjjFWcaNkayPk288fpVjzODRSJmj0JQpChV/zyCVMLCNq5Iim0ZmyiRkGbSmbUs3j2YOjZOIWYRiSjBnUvRBDg2IjAPJDha1rhI2StmniIGpeQNI2yMRM3hyvka96VD2fiuvjBSqarUYUBCkgCKHs+MRCg2zCoj1pM1ZxKdV9kjGDA0Nl/vq5IyjFORnnIYQQ85kEQmLemOlQUV3XWJKJMVrxUAo0FEGo0HUNPwQ9DInFDfxAcc3KtpMe55ysOm1pLh6VpfcVqHshb47XSdkGHakYCdto5fuMlOpomk7NCyjWfcpOQDJu4voBXqDwAkW+6jeSmqNARNc0UnGLq5blCMOAR34xQNnxWbckRcI26S/UqbgBMVNvlfgHgNko8Q+m+Tr8MHotNwgZq7g4XtAKCkMt+vxQ0QqIIAocTUPRnrSwTJ2KG3WsxlGMlKMk9GtWtJ31OA8hhJjvJBAS88JshoqGoeInB0cJwxBNhyCIbvRBoDB1DUODuGWyoj3BkkzslK87tTptpOTw/Zf66S/UiRk6uYRJxQmouAFuUKc3G+0cmbpGoe6TjRmEyqTmRs0XE6aOAWgEoBReCK6vsBs5S12ZGFeviIbCFmse2YRF2YmCKF2HbMIkZRsYRpRoXaj5hKFqzT2bbkvINqKveaBYb/VDihk6CrBNnSAMcfyo4qz56YahYepgaBpeEGLoUY+i10cqaCjWLklPavjYHO2RjpnsHyzNaJyHEEIsBBIIiQtutkNFnz04ws/eGAcNUpaJoWv4gcLzQwxDoyNl4QfRLlGx5hE2dotOppk/FIaKHa8MMV71WN+VjiqtUI1k7BDHDxitOCzRbPJVD9vUycQtKo5PJmZSrPsUnShwab6mSXRk19sWx9B03rKyjVzSBohmhpk6HYbFxhU50rHj/XzKTkDV9Xl63xDj1ejYKpgmCNKBVMxEKSjUPOKWjqmDrkfHc5quYRo6QRjgh9EoEU2HtG3ghoqqFxAEIW0pm4Gi03quVKPUfqwSNWAcq0al/3rjz+bV/qIEQkKIi4J+oRcgxGymsoeh4h9fGcLzQ9oTVqOCSydhG2Qavx8puQyWXPrydf76p0d46OmDHBgqzWod2YRFR9LGDxQ92TjpmIWGRrHmUar7xEyDX16/hM50jLoX4IUhrhfgeAGgGhVjUfK2UlCpB/Rko92pkbJDseZhNYMzTaMjabMkHSObiMrnswmLVMxkbVeaVMyaNkkaovlonh9S86JDs+5MnO5sHMvQG0dmYRQQacd3gxJWlKNkGzr5qosXKtqTNlevyPFvblrFknSMquszVnH4+ZE8x/LReI+kZWJqGuW6z6Mv9c/oeyqEEPOd7AiJC242U9mP5Wv0F2qk41ESshe61LyoQ3QYKhw/xAtCYqbOpT1p2pL2jJN8J65D0zTWdacoOR41N2BJ2qYtaTFWcWlP2VzRk+X2X1rN//jn13nu8Bh+oPDDkFA1jsIazQ5NHdwgmmBfcXx+cmgMPwgxDZ22hIkfKGJmtAs0kVKKvnwdU9fIxE2CIKDqhqBF7X6avYRAwzB0urMW+ZrH9Ze005evc2ikTM0NcH2F1giBDC06KrMNg6rj05uN8yuXLuGG1R1cuTTbSip/8WiBl44V6M9X6SvU0IiSt7Xo5VjVnsTxAskVEkJcFGa1I/TQQw9x9dVXk81myWazbNmyhccee6z1eL1e56677qKzs5N0Os1tt93G4ODgpOc4cuQI27dvJ5lM0t3dzSc+8Ql8f/LU7KeffprrrruOWCzG+vXrefjhh09Yy5e//GVWr15NPB5n8+bNPPfcc5Men8laxPwwcSr7dCbOv6q4ProOXemouWFPJhb1BfJDijUPL4iCEUPXODpWZd9Aic5UFMD84OXBqPpqhuvoSEVNFrszcep+SNnxMHSNGy7p4I5fXo2uQ9X1Ww0dTV1rlb07fmMnprG7g4qaHuoa5JIWugaHRqsoYGlb1L+nVI8my5fqHvuHysQsnVCBZeisXpJmSdomYUWVXtmESSZuEbeiIGppLs6VS3OUnYDOtIXjh+i6hmU0krR1Gr/X6cnFuGF1B/9p+5V88p1XcutVvazsSKLrWquazg0C9g9VouNGXcM2dAIFfqCouFGVWnOXTgghFrJZBUIrVqzgM5/5DLt27eJnP/sZv/Zrv8Zv/uZv8vLLLwNwzz338L3vfY/vfve7PPPMM/T19fGe97yn9flBELB9+3Zc1+XZZ5/lG9/4Bg8//DAPPPBA65pDhw6xfft2brnlFnbv3s3HP/5xPvKRj/DEE0+0rvn2t7/Nvffey6c+9SleeOEFrrnmGrZt28bQ0FDrmtOtRcwfzYnz/YU6Sk0OVJo9fdZ3p1neliBlmyQsk2VtcRK2Sc0L6Ezb5BImoYpmyttGNGMsbhsMleq8+GaBhKWf9sY93To6UjFuWN3OW9d0sKI9yTs39fKJWy9n7ZI0T+wZJFRw3ao2rMbAVEXUbNHSNWKWwYq2OCvbEyRtk2W5OKEiyltSsHZJiks6k6zvSnHVsizjFZdX+gq8MVplVUf0WmiN4y0FCdskUIpi3afkBI0dn5BiPSCbsPndX1pNR8pi32A5mj+WtIhbBlqjv1LC0olZBp2pGH+w9VJ+5dKuaXdz1i5Jk41b6HoUhEW7XYpMzOSSjiRKKY7l69QbJfpCCLGQaWrqnWeWOjo6+Iu/+Ave+9730tXVxTe/+U3e+973ArB3716uvPJKdu7cyVvf+lYee+wx3vWud9HX10dPTw8AX/3qV7nvvvsYHh7Gtm3uu+8+Hn30Ufbs2dN6jfe///3k83kef/xxADZv3syNN97Il770JQDCMGTlypXcfffdfPKTn6RQKJx2LTNRLBbJ5XIUCgWy2ezZfJvEaUytGpvY06cjZbeOtcJQ8dDTB9nTV6AzZXNwuMJYxaG/WKdS9zF1aE/FWNWRRNOi46mxisuSTIyOpM3vb72UK3pP/mc503UcHavyuSdfoy1poRQ8vW+IsuPjBSGK6OjKNHSu7M1waLSKrsEtl3Wh63qUJG3oZOImZccnX/X4zbcs48f7Rzg4XCYIowaRAHuO5SnUPDQtauYIKuoHpIjK6UNIx0zu334l779xFT/aP8yff/9VHD9sjGSNHu/JxlmSsfF8hR+E3Hvr5SdNdj46VuVPH32F/YMlYpbRqMTTWqNCHD/qjr2+K80fvWuDJE0LIead2dy/zzhZOggCvvWtb1GpVNiyZQu7du3C8zy2bt3auuaKK65g1apV7Ny5E4CdO3eyadOmVhAEsG3bNorFYmtXaefOnZOeo3lN8zlc12XXrl2TrtF1na1bt7aumclapuM4DsVicdIvcX40e/psXJYjX/U4PFIhX/XYtDw3KbeneXTTkbIZrbhc0Ztmw9IsKcvANqOZWZm4heuHhGGI40Wdp98YLlOqeyQt45TrWLskzW9s7KUnG+NYvsah4enXcTyfyCQTN1maS5BNWFzSmWJVR5LuTIwwVBwcrjBcqlN1Al4bKuOHqpUUrWkaCdtgpOzw7eePcnS8Ri5hUfdCXu0r8MxrQwyVHFwvmm/WnK2hoZGyTWKmQTpm0J2NM1pyCUPFkkyMSzpT3LxuCZvXdvKrl3bxtsu6uHJplq50nO5sDDcIT7mTU2l0we7OxPH8kIRlELOMViK7qWtUHJ9lbYlpm1UKIcRCMutk6ZdeeoktW7ZQr9dJp9P87d/+LRs2bGD37t3Ytk1bW9uk63t6ehgYGABgYGBgUhDUfLz52KmuKRaL1Go1xsfHCYJg2mv27t3beo7TrWU6Dz74IH/yJ38ys2+EOOdOOXF+ynUTGyGOVBz8MMQ2NNxAMVyqM4TWmPSuCMOQIIR6UOTrPzrEb2+5ZNqk6YkNHWte1LOnOxtn64ZufmndkknrmJhPlIlbrcTqiuNjGtGQ07ofYhkacdMglzQZLjmUnYBrV0Z9hACqjt9qYLiyPcGLbxbIVz3Gax5BY9p80GqGqLAtHV8pyq6Pbeh0ZxNsWp7l4HB07BetK5ppZpknvs+ZmG91MtHxo0GiLU7FjeaitZLTg5DxikvCMnjHld2SKC2EWPBmHQhdfvnl7N69m0KhwP/5P/+H22+/nWeeeWYu1nbe3X///dx7772t3xeLRVauXHkBV7T4TJwJdqpxGxODpn8+MMyh4SqWETUOdIMQx/MbR0lRtZRpRPku/7h3iOGKy8e3XjopGJp6JLas0dCxv1DnsT0D9Obik65v5hPt6SuQjpmtxOoDQ2VeGyxRcX0yMYu1S9LUvICy49OetBivehwcLtOWaKNY83jhaJ5S3eXK3jQHhysUql7U5dkPscxohpjnh3hh1CHa9UM0LWorsLIjyfWXtJNNWBweqTR2cqJp9QeHyyRsHcsw6EjarOtO0Z606S/U2bQ8d8qdnIlf2zUrcrw+XGWs6lJxop2imGnwy5cu4ZfWLZmDvwECZjZqRghxbsw6ELJtm/Xr1wNw/fXX8/zzz/OFL3yB973vfbiuSz6fn7QTMzg4SG9vLwC9vb0nVHc1K7kmXjO1umtwcJBsNksikcAwDAzDmPaaic9xurVMJxaLEYuduhOxmBtTf/DX3IAnXzn1uA1dj5Kix0ouyZhBEOp0JHWOjFXxG9VhzZLvtqRNbzbGeNVjz7ECj7/Uz3+4JSr9nm1Dx+ZrT51Vlk1YrGhPcHC4wrJcgmtXtrGyI8l41WX30TzjjSaMx/I1hot1Bop1vEARKsVTe4dRKHRNw/GjwnijOWNM0zC16OvJJCw6UzZeoBo7SzFKdQ/b0Hmlr8g/vjpI3QtIxwyCMKoYGyzWGK04dGfjrOpIcutVPadtMNn82kYrLpf3pglCKNY9xqsuK9qS/JvNq057Y5ab+ZmZ6agZIcS5cdZ9hMIwxHEcrr/+eizLYseOHdx2220A7Nu3jyNHjrBlyxYAtmzZwp/92Z8xNDREd3c3AE8++STZbJYNGza0rvn+978/6TWefPLJ1nPYts3111/Pjh07ePe7391aw44dO/jYxz4GMKO1iPlj6g9+1w8ZLjlkExaXdqdPOW7jWL7G6yMVNi7Lsn+oQrHmAo0OykbUzFApCEM4lq/jByGBUvzd7n6uWdXOr1zaNauGjhMTgyce0R0YKnFoxKXqREHI5jWddGfjwPEy/INDFY4VagwW6gDELZ2utM1Y1aPuB9S9ZgAUrdcPg0kjNRTgB9FOkWlAzDRQSrF/sAwovvbPrzNacWlPWCQbHaIdP0TTNEp1n54s3L5lZgNTpx4/On50pLZ5TSe3XnX6G7LczM/MbEbNCCHOjVkFQvfffz/vfOc7WbVqFaVSiW9+85s8/fTTPPHEE+RyOT784Q9z77330tHRQTab5e6772bLli2tKq1bb72VDRs28MEPfpDPfvazDAwM8Ed/9EfcddddrZ2Yj370o3zpS1/iD//wD/nQhz7EU089xXe+8x0effTR1jruvfdebr/9dm644QZuuukmPv/5z1OpVLjjjjsAZrQWMT+cUKVlxfnJ66MMFOsEYYgXJFtVUm0Jk4NDZf7XT97gd39pNYam8VJfgWOFKms6UqzvSnNguMRwyYn672gamk5rIGnCNqJmgm7AeNXhr587wtJcHD9UM27oONX67gzhBijUXIp1D03X8PyQl44VWO34dKVjpGMmpq5zSWeCkUodQ9fIJUxWtEdBVcULKTt+K+Zp5ES3hqRaehSQuYGi6gaMlOqs684Aip8fydNfrNORjHoH9WRj6JpOue4Rtwyu6MmgNKi5Uc5TzJp5fcRMc7ZO92cqN/OZOZOdSSHE2ZtVIDQ0NMS//bf/lv7+fnK5HFdffTVPPPEEv/7rvw7A5z73OXRd57bbbsNxHLZt28ZXvvKV1ucbhsEjjzzCnXfeyZYtW0ilUtx+++18+tOfbl2zZs0aHn30Ue655x6+8IUvsGLFCr72ta+xbdu21jXve9/7GB4e5oEHHmBgYIBrr72Wxx9/fFIC9enWIi686X7wF2seFTdgaTZO2fF56ViBhGUwUKxTqHq4Qcgv3szzT68OYRnRMdJYxWVff4n2lE1bwiKXsFrJxHUvREORsHRMXcNvzADLJaIZYT94eZDtVy+dlPg81akSjA8MlfjGzuimf0lnipoXcGS0yoGhMkfGqmTiJoamYRgaQRgyWHTRUNimjutHs8ZQ0VR6HUUIJ8wUC0MwDIiZ0Uy1uqewdI181QMNluaiXkVjh8eImQa6pmGnbAaKdXYdGSdpG1Gw5wV8/ceH+J23Tp8sPp2JOVtn+mcK8/NmPt+O7s50Z1IIcXbOuo/QxUz6CM2tib14mgHISNnhp6+P0pa0GK+4DBYdYpaOP6E/T8UNG4NF9SgRWtdx/IC4ZZCKmVS9ICo3D0PcAGxLJxe3AEXNi/rrXN6b4YreDIWaz8e3Xsr3XuxnT19h0s0booaO+4fKbFqe46NvWzfpRhmGiq88fYDnD4+xvC1BzQvYP1hitBIlFjt+o+8PELMMDF2jUPMJQoWpa8Qtnbhl4AYhpq5Tc32qjeOxqXSir6MjadGbi/Oe61aQTVg8sruPVMzEMDReerOAoUdT7j1fMVSq4wYhKzuSWIZGxQlY0Z5gRXtyznZlpvsznahU98hXPe759csu6M18Ph7d7R0o8sUd+1m7JI0xTUDmhyGHRyrc/Y5T98ISQszu/i2zxsScmMm77elmjEWjHBRvjtcYr3q4fkjVjQaKmkbj2CiM5mwpFWKYOrapYRpRc0LHDwhVlEvjh9ERU0KLJrHX/QCloCcbY313mmTMZKjkUPWCExKfpzZSnC7B+NmDI3z/pX4cP+TYeI3RskPdj+ac0VhDqCBuaTheCFrUDDEE/DA65qp50ZqyiahkveaFTPfOxNDB0nXSMZPBosPf/PxN8hWf4VKdtqSFqeuMVdxozpplUPcCwlBFAZimUXUCerJxrl6e48BwZc52ZWYzN+5Cma9Hd1NbMkw1k9YHQojZk39R4pyb6bvt6X7we0EU+BQaQVCTpoEfNAeNRsdFoFCE+KGiM2VTdqLk4JipY5sGSV2j7PhUnAA3CImbBsvaE1y/6ni1VfPGsrIjOSk5eLBYJ2YabFqemzY5+MBQiW8+d4TRiktPNkbdC6m4QWNKfNQ5upnr0xx8GiowDW1SoGNoGm6oyFej0veTb89quEHAQKEedaSuBa1mkcVG52k3CAlDhedH/w2JjsPGyg6dmRjrulLouj6nRywzvZknLIOjY9Xzfiw1n4/uprZkmLozOZPWB0KI2ZNASMzITPMpZvNue+oPfoCDwxVsI0roVUQ9gJSKjsSCCa/TPCbTiIKn4bKLbWjYhsmSjE0QwlvXdLD76DiHRqvYuk4uYaFCxcHhKqAxWnEn3VhmmhzcvJlWHJ/2hIWORqHqoYjyeLxAUfZ9Qhqt2xU09z/cIDoqazZKpDGfDI7nBmlEgZ+uRQFfcweJELzGrpau6yxriwOKobKLrtEIBgOCUBE05q6hgWFoXLMiR0cqKkiYy12ZmdzMl+XifO/FPl4frpz3Y6n5nIczXUuGmexMCiHOjgRC4rRmusMz23fbU3/wp2MGoxWHuKW3jpF0TSNAnZBADFEw4TW7Lze6RycsI9oNCWGw6FD3VWvXxTQ0bNOgL1/jzfEq16xsO+HGMpPk4ObNdO2SFK6v6MvXcLwgWmsYBS3NIfdTM340ogCn+fWc7OuKZok11jTheXQNvMaxmuMrMnGL4YpHGCpcXxG3dOpugGXoxEydzpSNZUSNFZvm8ojldDdzQ9cYLDn0FeqtKsHhksPO10d4bbDEXbes57LeuQuG5vvR3dS2BafbmRRCnD0JhMQpzWaH50zebU/8wf/CkXGKNY+4qZO0TDIxcHyF5wfU/OkPjUIm9t0hmsru1dA1jcFSnSCMAqFAKQYKDjHLIxs3SZgGCTtKVD46Vm3tCs1k16t5M10WS7C+O81w2cELo+Ov+knW2WQ0jr+aVyVMDU3TTpokzYRrNaIcKtOIvp6xiktb0iJu6rh+gB+GaEojBHIJC9vQaU/Z5GtRtR2cnyOWk93MNy7LMlpx6S/UubQ7zXjVZW9/ibGqixcEvD5c4f9+5BX+87+8kst65iYZeCHk4Zxp2wIhxJmRQEic1Ex2eJ7YM4B9jU7Vi/JXal7AsinvtpVSlOo+NS9gvOpSqnuTHm/+4P/ZG2P85TMHiVkGrw+VQYPRsovjBa1J6tOvc/JjSoFlalTcqEJM08HQdZak7MbOioapa/zk4CjDpTodyRhtCQs0yDeaG57quGbizbQjZbNpWZZ8xaVQP3kw0zQxTtKgFUA1j/k0QDW+WE073lMImsdpChUoDF2n5gVkQhNDj8ZeLM0lCJXCCxRXr8g2Br46mIaOrkUVW+friGXizbzkeJTrPhXH51vPHWVZW7zVbbvmBqTj0eDaiulzcLjMl//pIHf/2vo52f1YKHk4s21bIIQ4cxIIiZM63Q5PwtJ59KUBfnEsKtsOAsXR8SoJS2dlRwqAsYrDwaEKY1WXmucThvB3P+/DNvVJNzpd17jhkg6eXzXOS8cKtCdthssOHSmbsuOjB2pSjtBEE4Og1tFTqFq5NkHjWCxQirakxZGxGgUNckmb3myCuhvwyEt9BKFiw9Isl3SmKDs+zx0e5c3xKv/i6qV0ZWKtd+ZTb6YrO5IsSduMV11MbXKwcyqKaBcLok7YisnBz8QgiMbXlbKjhpDlejSuw/Gio0DD0EjHDMarHr25OKs6UqRjJs8dGsc0dEbLDnHLPK9HLLqu4fgB//TqMAeHywyX6xwcrpCvuTheSM0N6EjZrb9bqZiJ64eMlp05S1iWPBwhxFQSCImTOlU+xVjFZd9gmbGKw+U9aZa3J6k4HodGKzx/OGrip2la611/Kmbg+TptWYsjYxW+/uPDJ5QpT7xJVVwfQ9eiae66RtA4/moGCjEzyjEKghBnQoTUDC78RiDU3FmJmdEOil9Srd0lQ9MYLtX42eE8ZccnVPDjg6PsemOcXNIibhrsOVbkuUNjXNabJmGZrV2ibRt7OJav8eKbedoSVms+WNhI7Ibov6ffI2qsWwNNHd/dmhpLRYngOjUvJFQKX4HvhbwxViNm6uiawesjVZakbVZ3Jik7PqMVjxtXd/Abm3onBXLn6yY/9Vg1HTPpy9c5Nl6n7Pj05mKTAmwvCDGNua1qA8nDEUJMJoGQOKmT5VMopTgwVKZc98klLNqSNoaukU3Y3LS6g2deG+a5Q+Ok4wZVxycdj7o4J2MmG5bmaE9aJy1TnniT+vnRcQ4Ol/FChUIjaetREBAoNE1D58SjpolBhCLaRTF0DcvQcH2FHwbETJ2KFxAoxfOHxqm4AUaUn00QRiX4IyWHuBV1ZPaCkKuMHG1Jq5Ub9WtXdBM3dYZLLq/2FynUvGg3Sm8cYYUzC4Kaaw5CyMYN/CCk5k0Ogyw96h5dqvt4rs+ErgKNyjANNLAMjY6UTaHmUffC1o19dUeKF46Oc2ikQn+hxnUr2zHNmY/aOBPTHasqpejJxDkyVsELQkp1n2zcaj1Wrvt0Z+N0ZWK8MVqd04RlycMRQjRJICRO6mT5FKW6z3jFQUPRmY6RiR//a9SZjnHj6nZeerNAfyF6p+34Id3ZOOu60nSkbIBJ7/qXtyUm3ZDWLklzZ+MmVax6/Ld/2s9zh0ZZ1hbH9UOO5es4fkioaUzMMZ6YVNz6WKP6yg+iB8JAUSfE1DTKjocXKIxGPXtrtpeh4fhRZVZX2qbkBrwxWmF1Z5JLu9P8/GieL+7Yz9JcnM1r2hkpu+x6Y4xizaPuh6RjZtTfp36yw7wT1wxQdQJMQydhaShUKyBSKuq4rWtR12hdUxh6lOe0vC1O3Vd0pW2WpG3WdGX4zWuXkYlbLG9L8E/7hviTf3iFw6NR8GEZOqs7U/zuzat5x5U90y/qHJjuWFXTNNZ1pxitOIxVXUp1n7oXoOsa5bpPwo523OpeeF4SliUPRwgBEgiJUzhZPsV41WW85rEkbbOuK3VC/tDStgRDpTptvsW6rgwJy2gFS8VGBZOhadS9gFf7i/zD7r6Tl+Z3wG+/9RJ+cTTPGyN1ND3akVIhuKgTjpAmHks1d4c0FF4YjbGAEB2NJRmboaJD3DaouiradWo2QGyW5CuoegGWrlOu+5TqPpm4SdXxGS45vGVlG9mEDUS7Ybap8+Z4jboXVR7Nlq8gaGz3NDcmdCBuGdT8KKhSzeNBVKtKri1hU/VCckmb4ZJDJm6xsiPJjlcHefCxvZTqHp0pu5UL89pQiQcf2wtwxsHQ6fpKnexYtSMV48bVHdH3sOwyXvVIxcxWoNzcLZwPCctCiMVBAiFxStPlU/iBYknK5vKeTKtJ30Q1NyBlW6RikLQNMnFrUtK0H4at3ZdvPX+kUfEUleaX6y4/3D/EzkMj/KtrVnDd6jYODJeo+SFV34/ybk6SR6MDaI3cnAmJxrqm0ZWOsWZJkkOjVTw/ZGlbgv6CQ9LQqHG870+zcqup4gS0JaNZZm+OV0laBmNVF8vQ8BqflImbtCdt+vIBCctoTbufiebrhRzPf6LxtTUbLyogZmg4nmr9fwiYho7jh4xWHBJ2NMus6vpUXB/fD3n4x4cp1T1WtSfQdb2xVp2UbXBkvMY3nj3M2y7tmvUx2Uz6Sp2qTL0zHeOGNR08f3icnmyMNUtSdGWi7tz7h8qSsCyEOK8kEBKnNTWfImEZfO/FPl7uK6KUmrYE+eoVORTwcl8R1w948c1Cq1Ta1A2GSy5lx6fuFrlhdQejZZeXiwWOjFUp133qfsjzr4+RtE0cPyQIw6giK4zycDQ0glBNzsOZUm6uEfUYMg2djrRFWzLGry1JM1hyGC7V0TSoeQHelGTriWOIlYp2sUp1n3x1FEOPRlmk7GhniHSU8Lu+O02p7lGse/hhlBxeO0lvoImtAJodsk09yhNqCiesodKYtdb8PD9UWI2jI7ORUK4AP1CtI6UXjo5zeLRCZ8puBUFNuh41Wjw0UuGFo+PctKbzlH/+E820r9TpytTrXsitG3roSNq8PlLhjdGqJCwLIS4ICYTEjEzNp/iNjb30F+onLUHetrEXgL58necOjeH4AV2ZGH6oyFc94paBF4QU6x5PvjJIqFRjWnuUo0OjMqpY9wgVpG0dN4iOhExdIwwnH4tFwUSUQ+MHzf5BGivbkqzpSvHbb72EdV1plrcleH2kzGMv9fPaYJlCzZsUdMDkJOeo/B4sMzqicv0A1w8xjSDqhh236EjZdKRs3rKqnVApDo1UyFcm90qaaFJJfOM1pvZCOtXnBSGkzSgBXDXnjygYKtV569olLG9LsKevgBeEJOzpj+gStsFYxWW04p7mVY+bbefw05Wp/5vNq1i7RBKWhRAX1tyWjoiLVvPIbOOyHPmqx+GRCvmqx6bludauwPruDO/c1Itp6JiGTr5RzdSdjdObi1GsR8nFjhfiN2ZNaEQ5On7YKoYCoO6HaBpYuoal62Ti1uSkaBq9gzSwTSMKbhQkYwYr2pOsXZJq3WTXd2e4823r2bA0OymnaLrbb/OILWHpGEZUsm8YGpqKjgAPDpejnCWlMDRoS5h0Z+KkYiYTT5yme34NiFs6uq6dNgiaSAGFmk+x7lP1Qgw9ioTScat1pNQcrVFzp0/YrjXGcHQ2ktdnYqadw4+OVzk6VsUPFb+xsZerlmUZr7i80lfkjdEKKzsS3L7lwkx4F0KIqWRHSJyxmZQgd2ViXNKZoCsdJ1AK29BJxwx+dGCkMV1eoTeOhXTt+JFQsx9Q86n8MEp6Nk096q7M8cCpObYiVOD5Cl1TaLpGqGC04nJwuMzn/3H/pDyWnxwapS9fI5e0KNa81nDTJl07fhSlEa3PD8LWDtBYxaXu+QwW6xwardA3XqO/UMfzA8qNMQ1Lc3HyVQ/HCwjU5OMuSwerMS7DnW7g2CkYje9XxfFJxwwyCZts3OTf3LSqFVxct7Kd1Z0pXhsqkbKN1vFYdCwVMFiss3ZJiiVpm70DxRntxkyXAN3sGu4GIboGI6U6X//xIYo1v5U/lEtER3i6phGokOGiw5OvDHJ0vMre/tJpZ9gJIcRckkBInJXTlSBHQ1CjI672pE0mblKq+xRqXqMDdKPEHaY9G5qY8xMo0AKFH0a/moFLqCDemPpu6IpQRUdrpq5xRW+WK3ozDJXq0WDPoRJ3vm0d//jKEFUvYO2SFP2Fems9zR0pL4q8UI2cJNUor49bOknLwA8UuaTFYLHO84fG0DWN3lyMsuNTGauDCql7GksyMSqOz3jFRRF1kA5DSDRKw/0gmhZ/yhkiExha1IEZBW4QsiyXoDsbY/OaJfzSuiXR9yNU9BfrbN3QzdHxKkfGanSmo52fkZJDse6j6xoDBYePffPnLEnHWJKOnTYImZoAPVZxOTBUZrzq4gchjh9SdnxqftTDKGkn6MtX+cdXhwC4cXU7y9qSVF2fnxwa5W93H2NpNs6lPelTzrATQoi5JIGQmDMHhko8vmeAI2MVhssuadugLWnTnrQp1nyCQDGld+CkeECb8vtAQdDYPVETdlFCoOo3O0lrjcaGWhQwoHjhSL51s359uEJfvoql66RjJn4YBRb5qkfNj3Y1wjDKT0Idr9yqeQEVN6BQi/KbErbBFdkMdTcgl7TYuCwHwD/vH8E2dQw96rdUdvwol4fj1Ww0krRRHG8AME1jyOkEjSO5ZoXZYLHO5UuzbNvY03j9YXa8Okh/oY7eOK7qy9cZKjlUnKhBYTYRBTSaplF1fEY1WJK2TxuETEyAdv2wkQAfNcw0bJ2DQxV8pajUPcYrLnUv4PBIFUsHTdcZKDqsaE9G33c/pFT36ErbrWTqk+UaCSHEXJJASMyJZnXRkdEqmqbhBSEDRY9j+To0euA0Oz/rCpo9hCcGANOVyDdNSmhmSvVVoDAMHS+MgqBM3KQjaRMaGqFS7B+sYBqwJB1jtOxQ9wIMXcNGJwjDSZ2bobETpY4fSdW8AEODl44VSMai+V2ZuMUbo9VGj6QoCGqtTWnRzlfj+SwdsjETxw9A0/GCENc/PvrjVBtDreBQqcZxneK6VW0A/Okjr/BP+4aoeQGpmElXOsaytjjZmMmB4QpdaZsNvVnezNcYrbit5pZjFZeBosP1q9o4MFw5aRDSTIA+lq/y3OExHC+kK2Pjh4qRsgsadKVjDBQdhsojpOxo9lkyZtCWiJKzm9+X8VrU22i8GlXkZRNRif3EXKO5GrEhhBATSSAkzrlmddGR0SrjVRfXD+lI2QwW6vgcDzSaOyQzncd1Ms0gSDWO2vwQDKWImzplJ6DuBQyXox2RuhfiNhKvq05AqKLPziVMdE2j7oV4gddKkm4e2SmiYzI4nkDdTNCueyF7B8YZLNYZr7g4ftAq81cBeH4wOcALo+TvMAQvDE4IvE5GI6qoM3QN0zCImTqmrrHnWIG9/UV2HckTKljRnmgEJw4V12ddV4qaF9CWipNJWBQGSqQboy0A0nGTsYpL2QlOG4Ss787wLzYtZffRPIGhUah5GLpOW9LGDULKdZ9AKcIgmu+mAXUvZDRwSdhGq7+SH4bkEhaFRoPNiRK2wWCxPqcjNoQQokkCITErp+soDFF10YGhElU3GqHQnrToL9SxDB1dg7Ib3fhmlyJ8IlOfcNzU+G/QqDbTtWi2mGXoFGrR8VQQKkIVTWoPAkXVa3ZxVuRrHpahT1qXSbRT1fzqmh83NDB0nct60rw2WOYnr49MWMPx3a6T9VT0Ad+NdpUm9iya2FxxOpYRzU3zQkXC1khYBksyNnuOFcgmLHSgPWnhBwo/jMZpjFc99g2UMXUo133Gax5+EGJNGItiGToVJ0p4bmvkPZ0qCFmSiXFJZ4qudKyVAB+GIY/uqeEFiqQVjVXRNA3TiI4JHT9EuVHVn6ZpmHpU0WbqOrYxuXi11kg2n+sRG0IIARIIiVmYSUdhgFLdo69YZ6TikrIMinWf0UqUo3OSHoPTaubnQHO46OTk6VBFE+QNPQoQQqVIWFEjQzcI0RqHTWGoCLXoOAmiJzUa0+whek7HV3h+gK4fD6wMA4IAmq14FFH/IkOHbNxkaTbBL94sUKh50WR4PyTwwxkHeMGUIOh0nxcllkcBhq5pZBMWK9pT7HpjjN5cgv5CPcpLcgMcPyBstBMYK2vETINGkR6moeMFipgZhXheEGI0ApKZBCEp2yRhGZiGRns8Ol4rVN3WNzNsNNmMWwYJy6DieJO+uEzcpD1h8fpohbVLUpNm1TUbcsqIDSHE+SKBkJiRqR2FE1ac4ZITVWINlrjrlvVc1pvhtYES/2vnYQ4Mlqg4ATFTawQZ4ayPwJrXazSaDqrJwUJUbHW8waJp6PhB1IU6DKEaRgnJug5eY2K9Usd3jJqdqdXE1wuPByXNFjxBSCMIU63qsVApDo1WqHkBGoq6Fz2gZlj9NZWa8t+JmjtSYasEXxGEalJXaUOPOmD7gSJoRIuGrhGGIV4Yfe1OLfpq25M2w6U6diNHqDn1PR0zODBcOW0QMl3XaC9UJG2DqlKUnYBswsQydNJxg2LdQylFzNSp+wG6o2GaOtm4hanrlB3/hGaLMmJDCHG+SCAkTmtqR+Hxqsve/hJjVRcvCHh9uMKnH3mZy3rS7Hh1KOor4/mNMnQmBRtnQjF592SiQIGhmkdRYTTyg+iIqOz4OIFq7fwYmmr8F7wgCoimVmtBtBMVTHjIV1FCNzTmgYXRNPhol0uRMHVqjeDrbI/7pmPqtPKIdC0q4V/RFqdU9xgqOSQsg9GSgwb4jUjNbBxBhVrUDVsjSiB/pb/IxmVZinWPwaJD1IjRpDcb48BwZUZByHRdo3UtOmKzTQND14lbBoWai6HrrO1K4XohJSfqu9SejLFlbSeX92ZafYQGi3UZsSGEuCAkEBKnNbGj8HjVZffRfGtuWCZuMujX+Onro/z4wGirV06zvPtMEqFnu6niB9ERUNDY7bFNnUzciHZrgqhHj6aiAMgNIWwEQaY2OcA6XZWa1rjoeLNHRdLSQdMIvbkJgmi81sT8JNPQo7YDWpQ4nbB1Bksu7SmLat5prDHqMukH0VGapmmsXZKiXPepOAGdKTvaHUPRmYoB2qyCkKnDeOueT8w0MDSNG9e0YxtRYnSzgeb+oQqrOhO8+y3LycSsVm7ZLZd3y4gNIcQFJYGQOK1mR+GEFWdvf4maG9CRstE0jfGqy2DRaeX+6Ew8wjkzs/1UxfHX01V0hDVUclu5PDUvaBwZNdbH8f/OhEFUkdYM7AwdcgmTmhuQjFuMz2Je15mY+P0IFLh+SM0NWNaWoDcboy9fY7Ti4frNOW3RYNZmo0bbiLpxj5ZdglCRSVi8d2Mvl/dk0ICqF5xREDK1s/hwyeGxlwYax6cGbUmLmhtwYLhCZ9rmX9+w8oQg63QNOYUQYq5JICROq9lReLjkMFZ1ScfNRr6NYqBQx5vS3PB8a+4+6UBb0iRpmwwW63ihhm2o1jW2qUe5Ss1AbZqIa2qFmAakEyaGBnUvwPEV2bjF0myMw6NVtEYy9lztBk1dl06U+3NZd4YrlmYIlGK86nFJR5Ky41Gse9Ful6FjNHa8FAqNaGfGDaKy+mf2DbN2Seqsj6AmBjJX9MLSXLy1SyTHXUKIhUACIXFaS7NxlqRtnj88Ho1XiMVRSjFadijX/XMe/BjayXOCpqPTmA3WyP0pNROIGx9P2AbVRldl09Dw/ekDl4lBkKlFuUEaoEKFZhpk4ga666NrUPWi5O98zZ/VWpuvcya7XoYWfUGGrlFyoun2NTegLWFxaXeGN0bLWIbOSNmlPWEyVvWouAFhoIjbOlU3YHlbkquX507ZOPFszGT+3KnMpD2DEEKcSxIIiVNqlsy/PlJhoFgnX426A2tAoead8yBIZ/op8Ke63mhMbw9ChetHU9VNXUfToiMiXUHcMgiUavQyUtS8sNXZujnqS28Mb1XqeBBkWzor2hPYpoECjo5VcbyQQc/BalSpnUlQcyaitCCN9mTUkblY8xgsOWxanmPrhm6+8ewbVN2QqhuQr/nka16jmWNU1eX4ivZk9PG57N58psddM23PIIQQ55J++kvEYtUsmd/TV2BVR5K3X9ZFujGXa6zqzXon5GSajQQhOlrzZ/i8GlEQZBha6/deGE2zN3SNIAjx/BC/UT6etKMp6AnbiD5Ph7ipYxuNgIgpDQ616B/IQNGh7gdRV+fGnDBNg7aEiX82yVCzFCpQYYipa9S9gAPD5VaV12U9We64eTVvXdvJyo4kfqiouQFBGAWBHSm7NRR299F845gvmDfdmyf+XWtLWqxdkqYtabGnr8DXf3yYA0OlC71EIcRFSnaExLSmlsxrmkY6FpVZj1fdGY+FmI5B1Kyw2adH1zg+iZ4oGXni85/sKEnXomtp9PVpXlhzg1ZnZw2I6RopO9oRqvmKjrSFZWgUaj5+qBrNBqNcnyBUjbwayMQM2hvzsPrzdXIJkxANy9BJWDpDpah8/gxbB52RIIT+Qo1M3OKqZTl+64YVrd2S5rHU0fEqX/zH13j6tWGWpG0Slolt6q28rrGKy77BEqvak+eke/PZHmdN93cNkCGsQojzQgIhMa2JJfPNG9PR8Spv5uuTdk3OREDUsXnikNFW1ZfW2M2ZkIB8qpfTGvPBQiBmaiRNA8vQ8IPoiChoNCCsuAEaUb7Qht4sb4xVSdkmQyWHdMwkGzcYqXhU3QAtiOahuUFUadVs5uiHik3Ls5TqPm+MVqh752ZUyExpgG2Cqeus7EjwH7deht1se92g61HX6VDB6s5U1PW6EQQ1v1+pmEF/vs71l7Sfdffmc3GcNd3ftdbXLENYhRBzTI7GxLSaJfPJxo7BWMXhpWMF6m6Arp3jd+Vq8pFUGCqab/wnHptNFSjw/Wjbx9Q1LulIRoNW6z5VNyQIowCm6oa4fnQUZBsanWmbjmTUVbk9ZZNNWAyVvWgAqB99nqFHuyc1N6DqBNTcgLGKx7ruNHHboOoG6FoUfDVHVZwPUSPIaFbXYNmZ9pqK6+MEIZf3ZknY0UBVx48GzDp+QLkeYBoaN6zuOKsdlnN1nDX179pUCduYV8d4QoiLiwRCYlrNkvmq66OU4uBQBc8PiVn67LKZT2HiaIuQRtdk0yAXt0jYRmvHyJzmb6nROE4zDJ1MzOTSnhReqCg5Pl6g8BrjM5qvU/cVrq8Yq3jseHUI24wSrEt1n6rrYxsalqFFCdONJGunkTGt61qju3PIM3uHGC05+I0RF4auY+jaufqWTDL169a0qE9QwjI4lq/x6kBx2s9r/tnFLZ1rV7bRlYlT90LGqy51L6QtZXFZT4Yre7NnvLapx1mZuIWha2TiFpd2pxmruPzg5UHCGeRQTfy7Nh0ZwiqEmEsSCC0SYag4OlZl70CRo2PV096gmvOk+gt1ijWPsapLe9ImZZuoOUoQNgwNXYeaHyUPxUyt1aCxGWi0qrsanaLRIFCKq5fliFsGuqYRs04emCgUY1WXn74+ynjVo+4FDJcc6l4Q5QeFMCHdqHVE5gTR/x8cqdJXqBEzo4DQCwKCM6gcm4kwPL4jZjUSu3MJi7aEieeH/Ozw2LR/jhP/7NqTFjeubmfL2k42r+nkrWs66ErHuG7V2R2LzeY463QmrldNOXdtDmFd350+50NYZ/tvQghxcZpVIPTggw9y4403kslk6O7u5t3vfjf79u2bdE29Xueuu+6is7OTdDrNbbfdxuDg4KRrjhw5wvbt20kmk3R3d/OJT3wC35/8bvDpp5/muuuuIxaLsX79eh5++OET1vPlL3+Z1atXE4/H2bx5M88999ys17JQzeaH+IGhEg89fZDPPfkaX9yxn889+RoPPX3wlEcXzXlSHSmbA8Nlap6PYWik43PzrlwDgkDheEFUAu5E+T2WobXK3G1Dw250TjZ0iFkGtq5RcwN+uH+Y/nwNQ1PomsZ0p3chjSnzQZQ0XXMD2pMWPZk4Cg0/ZNIu0nQUUKwH2IbeGGEBTjAX35HjM9qiHklalOzthRwZrxIoxYtH8vzsjRODoYl/dvuHypQdn2TMIGbqDJYcOtOxsx5qei6Ps6aut1T38MOQUt1j/1B5Toawnsm/CSHExWlWgdAzzzzDXXfdxU9+8hOefPJJPM/j1ltvpVKptK655557+N73vsd3v/tdnnnmGfr6+njPe97TejwIArZv347rujz77LN84xvf4OGHH+aBBx5oXXPo0CG2b9/OLbfcwu7du/n4xz/ORz7yEZ544onWNd/+9re59957+dSnPsULL7zANddcw7Zt2xgaGprxWhaq2fwQP5s8juY8qQ1Ls4QhjJQcilUP5uAoSBGVzYc0Js0TzRALo6lZrWvcIEqijlsGCatR7aWgv+hSrPm4YRTooE5/gheoMOrH4/iEYTirJPDxmoepg21GJfXn0tSnawyTxzZ1giAkUNHE+F8cK/D/PcmfffPPbuOyHPmqx+GRCvmqx6blOe64efVZ9+U518dZc73eiaRUXwgxkaam7kXPwvDwMN3d3TzzzDP86q/+KoVCga6uLr75zW/y3ve+F4C9e/dy5ZVXsnPnTt761rfy2GOP8a53vYu+vj56enoA+OpXv8p9993H8PAwtm1z33338eijj7Jnz57Wa73//e8nn8/z+OOPA7B582ZuvPFGvvSlLwEQhiErV67k7rvv5pOf/OSM1nI6xWKRXC5HoVAgmz3zfIpzqflDPJrnFCdpm1Rdn/5CnY6UPemmEYaKh54+yJ6+wqSyZIiOHPYPldm0PMdH37bulO+2fT/k/r99iZ++PkK+5lFxguOVXWc4WPVkJpaiN4/BNK3x8QmNDk29ETQ1Bq02Z52ZjQqvmazJ1I+X2OvazPsXNXUkTRxP4QQBKoyq4c5G8xhsuoG1zTU2E8MTloEXhKxZkmZFe5LOtD1twDBXnZrP1d+t6Z53LjtLz9W6hRDzy2zu32eVI1QoFADo6OgAYNeuXXiex9atW1vXXHHFFaxatYqdO3cCsHPnTjZt2tQKggC2bdtGsVjk5Zdfbl0z8Tma1zSfw3Vddu3aNekaXdfZunVr65qZrGUqx3EoFouTfs0ns01QPZs8jolHbz85NErV9Rv5MiFGo8Rd08596fjU50s1kqa98Higohq/DxofC1QUAEH0/zMNzJpT3UNmN9KjaazqU/OjsnxjFttCBpN3fZoBkG1EO0yaBjFLY2JhfGs0mor+bKpudCzlByG92dhJk5ObXZ6v6M2ysiN5zm7uc3WcNVfrbTqXuU1CiIvDGSd8hGHIxz/+cW6++WY2btwIwMDAALZt09bWNunanp4eBgYGWtdMDIKajzcfO9U1xWKRWq3G+Pg4QRBMe83evXtnvJapHnzwQf7kT/5kht+B82+2/VaO53FMn2SasA0Gi/UT8jgm9oapeQFvjFbwQ8X67jR7jgVUlY/rz02CsNHY0Wk+t9MYknoqE3dPzmZ8xZloDXCd5hlO1mhxaqDWvMYNQENFo0ECdcKOEI3vS0AjmGpUt3mhOmWvnYm7LAkrCizLrk+57pOOmWTi1hntvDSPsxbSkNUz/TchhLh4nXEgdNddd7Fnzx5+9KMfncv1XFD3338/9957b+v3xWKRlStXXsAVTTbbH+IT8zgyceuE6yfmcTRvli/3Ffj/7XqTquuTS9qYGlQaA0tfHynjBWGrweBcBEKKCZPWNXBmsFXT2i2ZZ0422NUyGrtR6sTrzcawtSBoJErT6LqtjidOQ7QjV3MD4lbUQHImQe1I2WGk7OJ40aDYIFQkLINVnUnesrL9jGZ6ne2Q1fNtNv8mhBCLwxn9a//Yxz7GI488wg9/+ENWrFjR+nhvby+u65LP5yftxAwODtLb29u6Zmp1V7OSa+I1U6u7BgcHyWazJBIJDMPAMIxpr5n4HKdby1SxWIxYLDaL78T5Ndsf4s2y5D19BdIx84R8iP5CnU3Lc1TqPp957FVefDPPvoGoQiya46Vj6hpOo5zdDVTr5q01tjvOdQAycffnXM0ym080Joz+MCZXnDX/dCxDJwyjcztdj3b7Yo28Ia0xisT1Q9wATN1n30CJpbn4CTfwiflkCUtntOKSr7oU6x6aBt2ZGEEY8uZ4FccP6SvUzigx+UyHrF4IM/03ca5L9YUQ89escoSUUnzsYx/jb//2b3nqqadYs2bNpMevv/56LMtix44drY/t27ePI0eOsGXLFgC2bNnCSy+9NKm668knnySbzbJhw4bWNROfo3lN8zls2+b666+fdE0YhuzYsaN1zUzWstDMtt/KTPI4MnGT+/7mF/zd7j5eOlagWPNwfYUbKFw/pOb61H1F3VetXaDmSIyLLU45H5sYzZL4Zp5T67Vbr6+1/t9oBD+6Fs0303UNN1Ct8SOGrtGRshgq1nn+8DhtSav1Zz8xn2x9V4r+gkPd9dG1KNAyNA3HV3SmY/iBwg9CRsszb4K4UF2IUv35SvooCRGZ1Y7QXXfdxTe/+U3+/u//nkwm08q1yeVyJBIJcrkcH/7wh7n33nvp6Oggm81y9913s2XLllaV1q233sqGDRv44Ac/yGc/+1kGBgb4oz/6I+66667WbsxHP/pRvvSlL/GHf/iHfOhDH+Kpp57iO9/5Do8++mhrLffeey+33347N9xwAzfddBOf//znqVQq3HHHHa01nW4tC03zh3hfocb+oShXKGEb1NygVTU29Yf4qfI4Lu1J86WnDjBQqKM3tndauTbNQaaLyRx+uXFLw/MUAVEQ2QxymmxLpytlk6950LimWTYfN3XitkG+6k7ahcvGTdJxi7Ljw4Q2AzA5n6zsBIxXXWzLIF/ziZk6imgH0fVD0nGT8arHivbkopjptRBzm861czEjToiLxawCoYceegiAt7/97ZM+/vWvf53f/d3fBeBzn/scuq5z22234TgO27Zt4ytf+UrrWsMweOSRR7jzzjvZsmULqVSK22+/nU9/+tOta9asWcOjjz7KPffcwxe+8AVWrFjB1772NbZt29a65n3vex/Dw8M88MADDAwMcO211/L4449PSqA+3VoWojP5IT5dHsfSbJz/z+N76S/USNsmw2UXLziXhfALz1x+9Y53fIis0WgHMPH1wvD4YNhkzCRm6lSdAC8McYMQXIWta9gxnaobtS+ImQaOF9CTjdObjTFe9aZNlB+vuvhBSMwyCJVqzIrT8FRIoBRx06Di+Bi6RtX1z1ui8FyXyp/KQsttOpdObMGRoOr67OkrnPHxqBAL2Vn1EbrYzcc+Qk1nexP55/3DfOrvX2awWEdDUfVOX50l5o7V6GkUs3Qu604TKnhjrIoGxG2jcWQZojeaWeaSFinbpCNps2FZhlzS5vBIhbvfcSlX9GY5Olblc0++RlvSQinY+foomgZDRafVrdsPFCvbE6BB3QvZtDxHECru+fXL5nxHSHYkLgzpoyQWi9ncv6U0YoE6mwTVA0Ml/vq5IxTrHpahA4rQXdy7QRfCxNvM8XyhaOeo1tjpSdpGNActCHG8kJihsbw9QTZh4wUhxbrHi29GN7WTJcqv70rRnrQZKtZIWDoVN0ApRTpuYZs6YxWXrkyMUt3n6hVznygsOxIXzmxbcAixGMjQ1UWimRj5Sl+B7zz/JuW6R0fSIm7ruL4EQReCIqoCm/jGWymoOAHd2ThvXdvJr166hI3Lc7QlLWxLoy1hk0vY0XBZ06AjZVN1fPYcK7Kua/pE+QPDFZbmYsRtk1CBF0RHYjFTY7TsYOgapqHTmZ77ROFzObVezN65nBEnxMVCdoQWgeYxxIGhEn3FOodHKixJ2yQsg2Ldx/EkELpQVKNxkq5F40IycYONK3Jc0pFkvOqy6408g6U6/fkaKCi5Pm+OV+nKxLDNaMyGH0IQhixti/PaUKl1VDo1n6wzZaMUJC0dX4HrK5K2wcqOJNetam/lmM1l7o7sSFxY0kdJiBPJ3/aLXPMY4sholarrM1JxKdU8KnUfw9Dx/OCsZ2SJM6dp0baspkdlZJ6vMDWNsYrDi28WqLnRsZjrK3Rdo+4G1NyAihuQS1gkbZNcwqJY93j0F33846uDJ+TbTEwKPl1n6bnO3ZHOzheW9FES4kQSCF3EmscQR0arjFdd6l5AyjIoWQa6BoW6f0I/InF+KRUFQboGXgBuqPjn/cOtLtOZuMVQySVUoCmFpmuoUFH3QnJxWN4W583xGq4f0pmK0Z2NT5tvM5PdlfORuyM7EhfWmbTgEOJiJzlCF7Fj+RoHhkpUXZ+aF5C0DfxG+bTjh2hKnTDmYT66mH8kGxoESjV2fKArHcP1Q0bKLoNFl9eHKzh+gKE3JtATNVIMlWKs4vJyX4F81eOSziS9ufgZ59ucr9yd2TYFFede88h047Ic+arH4ZEK+arHpuU5SVQXi5K87bqIVVyf8ZrLaMWlXPfpy9fwQ4VSasKw0PlvgSzzjPiNL87SwTKjefOpWJS7FXL8z6j5Xz+MhrIqBR4hI+WAle0J1k8phZ5tvs35yt2RHYn5YTH3URJiKgmELmIp26TuhgwV641hqRqmrqEaibLiwtCY3FDR0mkMT9WxDI2BotcaPtv8U1ITPrfZcdoPFGhwSWcKU9cZKTvYhk4mHuV+zCbf5nzm7khn5/lhIc2IExenC9lUdSIJhC5iS7Nx/CDECcLWGagXRI0T53udmA60JUxKjs/FUtSmA2jHd3eagY7W6PTclbbpLziESmHq0YT6qcLG88StqP+T6yveHK8xUHTwwxBT1+lI2qzrTmEZ+ozzbc537o7sSAixuM2npqoSCF2kwlDxwtFxvEYQ5IWgodC1hXEkZupQDy6ObtfHA57JQRDNjwN+GFLxAup+gKlraJqGf5Iml2rCnDKlYLTssKozScaMmiwOFmuMlOuk4xY3ru5gaTZ+2jVeiGoi2ZEQYnGab01VJRC6CDUj7ReOjHF0vErYuJ8qIFgggYUbgrtAul1PPMJqMprT4xtBS/M4qxn4xCwNFGg6oDTqXshAoU4YNmaRaSffGTGAIFTRzpEBHSmbihNEwVMQzSwbr3rETYeOpM1f/vD1077LktwdIcT5MLUwo/mzLhO3SMdM9g+V+cHLg6xdkj5vP28kEFrgpp6x1jyfbzz7BmMVl85UDEvX5v0x2EI3XWwZqCi4iAIWMCfsBhmN/w9DsBt5QUGocINovIbjKww9SoqeOG2+Kfq5EV2bS9psWp5jsOQyUKwxWnZRSpFLmCTtqPP0TN9lSe6OEGKuzcemqhIILWBTz1htQ+fYeI1AhVy9vA3XDyh7waQb6XS7F+Lc0olyebzG9psGWAb4E/KMTV1DNzQMXUPXNFJxE6/iQeNzdQWGphEoFZXNa1FwpWlRgKWUQoXg+SGDJYe1S1I4foAfKDqSFpapU6h5WKbOpbn0jN9lSe6OEGIuzcemqhIILVDNM9bRsks2boKCV/sLHBmrYeg6g0UHxw/xAzVt9ZGYO1N34BRR4rOpQTJmEIZR76B0zMTQNcqOTxCGxKyoos/xFb4CA4VtaoQqOgozdQ3b1BtBkUKpkGzCZLjkMFbxcIOAjpSNBpTqPkEIViPfaDbvsiR3RwgxV+ZjU1UJhBagVsfosSq+H7JvsMho2cUPQoIwxNQ1CjUPPwhRCmKmhhdERzQSCJ0/GlFpvN9IDDIarQtsU6PkhCil8EOF64d4QUhH2uaSjiQD+Tr///buPEiu+jz4/ffsvU/PopnRSKNdCDAgDMJCxjaJUSzHlG1SrhuMqRSX8NqvHbhlvzhesGMc100VLrvixE454FQq9q16E5NybiC5XohVYCBOZLFJBrEICa1ImkUz03v3WX/3j9Pdmk0rQpqRnk+VipnuM92n+0j0M7/fsxwpNYB4C83UNZKWgVIKP1IYmoZtGOQSFpau05myGCq5lBo+rh/iBhENPyJpG+wcLrOqN0suacroCiHEeTcXx7xIIDQPHSrU2XZwgtFyAy+IqDQCUArHNPDdCC+Iq63SjkHVi5NoHVMjiFQ7Z+V0AyKdOMG34auLPpiavMI2+evWllj7OC1O+taI84GUpmhEEVEUZ1C3gqAgijB0jXzSIggV6YTJEjOJbei4oaIv55B1LJ7ZNwbEYzgsTZGwDEIF4zUfDai5IUEUzypL2fE0+dGyS8UNWd2bfsu/Zc2Vnh9CiPlrLhZmSCA0D5UbPgfGatS9AD9SFOt+nDsSKTQtXv2hWbVkmzpeEJG1DWp+hGHGlUX+adalGzqYuo5tRLjzpfTsbTA92FGTbpu+JdZ6iy1DQyO+NmEUd4cGjZofD1S1TR1D0yg3AsYqHm4Qr+Ys6bTpsgxySYv/3n20WRnWLMOPFMOlBqaukbYN6n5IpBRRpMimLTIJM+4jZEDFDdhxuMRH1w6c8W9Zc6nnhxBifptrhRkSCM1DFTeIt0GCiDCKc4DMZvQcQbtpnxcoLEPDU1APIlK2QU/GZrzqcbTqn1bidCv5N5wPw8neRtODHW2W26ZLWjqR0vDCEF1T6LpOzjFIWCZHKy46cdVY3Q2JUNimTkfCpFAPqBUb2KaOaegkLEUQRc06/HhlL4ig2vy5zpRNwor33qteSKtYP4oUmYTJ2sH8Gf2WdaY9P2QFSQhxPHOpMEMCoXko5Rj4YbytkrZ1/DDuTKxrYBqtFQeoeCGtv1OmrpOyjfaMMVOPVyr8ZmLubOLexe3PXcLWh/BFanrgaGhxh2cviAhVnJjsTVota33lR4q0beCFIUEEaVMj7Vgs6UwxUfPwgiieH9Zs+KRpikI9wNAUheZq38JcglE/JFI0y+3BDxSapvC11jUNSTvGtDMGXYdIKWpeeNqv+Ux7fsgKkhDiZOZKYYYEQvNQzQ2bH4YafgS6prXHK/hhPFFep7kSAaRsg6xjxCsRSYuerMPLh4oEEWQcrZ1AG0yLc1K2jq5plN0QTYF/EQdBMDMGjBTYhoEXKkzi1TfV3LZqBZEaGn4Q4ekRhq6TsDQ6kxYNP8Q0NC7ty7JrpNJ+7ISlY+o6DT/gaC1ob68dnGi0u0m7zZL6Vqfq1u3FRogbuHSnbbIJE6u55aaA0bLL8/sn2HjZ6e29n0nPj7nWNVYIIU5EAqF5KOOYzYohrblao/BD8MIIVNyIzzQ0MkkTlEbKMTA0jZoXkrbj38yPFBqMV10iwNDjSWSRiqZ0nq56EbrWXFeQBkRtrZwgBehasz2BpuE2tx8jBTUvxDJ0Mo7RzvnpT1qsW9qFF0aMV13+540rGat4fPn/fZEgjMgmLAw9DkzLjWDKeJHJnalRx+aWtTpVW3qcmK2UouYF+FFEfy6BbepxQJJPMFJqnHaTstPt+TEXu8YKIcSJSCA0D2UTFku6U7w5UcMPFbmkhRdEjFc9inU/3iLTdRblU1y+MIdl6HhhhBeEFGs+R0oNrl2a56VDJcYqLq461tW4xWDaSA4JgoA4ANG0uOGhIt72MvTmygwaKSfukTFe9fDDCC+M0DSNgXySdwzk6EzZ7BqpcO3SLtYt7eK5/eMkbQMn0gmiOIipeSFKzZw+P/kS6Nqx71N2vIrkN4MnQ9fwgoiRikvaNknZJpf0ZSnV/dMunz/dnh9zsWusEEKciARC89CifJJ3DnbGDRODiIlmHkkuaRFGEYlm0tkNK7vRdb39c0EUMdTsT7O6N0vaMdk9XOGVIyX8MJjyQauY+xPqz4eIOEi0TA3b0MknbdKOSaHawDB0Vvfm6M7Y2IbGcwcKjFVcBjqSXL+8m0YQsmukMqU8NJMw4+sWKtK2zuGSS92PtyIN/dh25fQFubAZiJk6pGwTL4iwjNYA1ziorbkhAx1J3jHQgWVouH502uXzp9vzYy52jRVCiBORQGgemtyHYazisbgrhaFrlBoe2w9EZJMW7xjomBIEQfzbe8oyQYOaF9CVdlizUGOk4jY/oFzpQH0KbEPDMg2yCRPb1OnN2hwu1Im8gL1HKxwqGmRsA9vQ6M445JIW+8YqJCxzRnlo1rFY0pXi4HiNYiOIE6ebYU/UHKnR2habrBUcJS2DIIorzSzTpu4FLMwl0A2dqutzaX+WzpTFrpHKGTUpO92eH3Oxa6wQQpyI/N9onpreh6HmBTiGwcoFaep+SBhFlOo+2UT8W3zrt/erFneggJcPl8g4Jl4YN/Rr5RtNnmslZopXXCBlaKQdk7oX8vpwhaRt0JWyCZWi3PA5UohHnazsTZNJmPTmEtx0WR83rOxB17V2aXm54bOiJ0PDCym5PqMVF9UcqKproJrT6HVNI1JqxnVpBBFJTaMnY+MGcWNGL4xwdA3bjKsLp69Cna7T6fkxF7vGCiHEiUggNI9N78NwtOzy+KvDPLlzlMcnRsg4Jj0Zm0X5JHU/oitts+mKfgCOFBtsO1hgouoxXvHiROsWCYJm1arU0jWNhGVQqvtECjoSJutXdNGVdjg4XuOlwyUsI16NswydgY4kQ6UGj+0YYmFHAmBKabkXRJTdANvQ6U7b1LyQciPAD+PEd8eKq/e8ICQK48vT2p4zNUAphksufbkEVw92MlpusH+sRjZhEoTRWWlSdqo9P+Zi11ghhDgRCYTmuVYfht0jZX6xY4jxqsc7l+Q5XGgwWnHZP1ZjpOTy/kt7ufW6JViGzt6jVRZkHV7YP0Gh5mHoGq1mQgo4/W4z81tHwqDUCE8a/7U/u7X4yCXdKSxD55LeLLmkhVKKoZILStGXS+CFEYWaT6QUKVvnlcMlvrP5dXKORbHhTyktd4N4Bc82DOrEFWdB1OwDpSBUEX5zXEfWMTAMnYYfEjUDIUPXSVoG3WkLLwi5bnkXN1+5kMsW5s5ak7JT7fkx17rGCiHEiUggNM/M1q0XmFGyvCif5EixQc0LGKt6hCrix1v3s3XfBIWaS7kRdx5ekHXQdY2G3+pEfHExdaj7EaYeV32F0eyz1EwtDgQiFQ89tQydhGHQCELqfhw6KqWYqHlkEhZa85jhUoP/eHmImhfiBSE7DhVIOxbvXd3dzqHJJizeOZjn9eEK2X6TSsPnwHiNA2O1eB5ZqFDN3kHphEnSMvCC+Dkzjompaei6xljV5XChwdrB/HkPOOZS11ghhDgRCYTmkeN161072DGlZHm86rF7pMJELZ5I7wYRrxwuYxnxlk7SMqm5AY0gYt9YLe4VdJF+PikFoVLtRoZVLyCYpVxO18A2dHRDY1VPmkv7s2zZM85Y1WOk1CBhmzim3kwSjv9ZHa24jFXiFbe0Y2KbGoWaT90P+PXuMTRNY3lPBqBZYp+gUPO5ff1Snn59lGLtCAqFho5tapTqHhDnABmGTkqPk7G9IIqH4to671ndw42XLGBx5/kvTZ8rXWOFEOJEJBCaJ07UrfflI0UqjYCBfJLxqsf2gwXqXkAmYWE6BntGK1TcAF0DP4ziEmc/ImhOoj/N+avzUisJ3DI0FmQcCnWPhq8wDA0/jMg4JhCv+LhBNGVUhkacPO5HEUvyKRZ3pXjpcImwOTU+AhxTo1DzKNX9Zidvk6FiAwV0puIVorofomkauYRJzYvYfrDA0q50e5WkVVrek3X44qZLAY1XjhRZtSCDQvGzl4bwm00bG0FcCp91TOpayIHxOgrF468Os+1AQcZZCCHEKdJPfog436Z36211IM4mLFb3Zqi6AWMVl0rDZ/dIhboX0JW2cUydiht3KW5VIUGc4uKFMyuQLnSWoZFP2diWwdLuNKv7MuST8UpO2jHxwwjHMkjbBrZx7B+HIq7ccgydxZ0pDo7VKDa3wJKWjmXoVN2QjmQc8AwVXQ4V6gShIuMY7aq9IFSYuoau6SRtg0LN50ip3j6/yaXlpqnzh9ctZml3muGy22yyqIiUohFEWIZOV9qm4ce9obwwRAeyjompa7x0qMgP/2sfu0fK5+OtFkKIeUNWhOaBk3XrXdGTZrTs8epQiWLNb+eoKKUYr3qEzRJso7kqoaNddNlArdebtAzySYuF+SSWofHyYUXVDZmoec2hpHFpu65r5JImdS/AMQ2StkHVC9hxqEip7qPpGuM1H13TyCdtLFOPR2lYBsW6TxDp6Do4Ztwx2gsiHDMOgOKvNeqRou4dyy+aXlo+Oen4hQPjaMS5QBrQlbawTY03C3UqbgAovCjit4eKpGyTzqRF1QtknIUQQpyEBELzwORuvUopyo0AL4ywDZ1swiTVLJOPUEzUffosnUhpVN2AihvSrOTGb26FafrFFgbFOVBpx4wDGjfgtaEShhZ3W+7NORwpNPBDhaEpHFPHNHT8MAJNww9DIk8RRdDwQ8LmUFU3jOhI2bhhhK5rXNafxbF09oxW6Ew7/Ofro1TdELu5ytOVtgEYKjWougGaBrapx32HjlNa3ko6fm5/Jz94ag+mDqV6wETd52jFpVyPOzQberwylU/a6DqMVlwMXeOFAxMyzkIIIU5AAqF5oNWt93ChxlDRZbzmtafNd6Vs+jscejIO71ndw9//5x6qbkjdCwnCOAk4beuMV/3mPCxmTQa+0CRMSNlxVVbDD0GDihsSTNRZ2p3C1jSKNS/OBdLiLa9CzaXSHJaq6zppW2Oi5uMGiiiIS9l1Lc4J0pRC0zQMXaMrZTFR8xkuu6zpy7C4M80971/JeMXjjaMVFuUdEtax5oK9WZu9YwFp26DhxyX2Jyot13WNdUu7eHbJBDsOF1m3rJOKGzJcqvPftTFQWjvQS1g6mqZhp3XGKi4Hx2uUG/65fOuFEGJekUBoHliUT5JPWWx+ZRjb0MgmLSwjzmkZLtU5OFHj9y7v4yNXDXC4UOfZfeMsyifxwogdbxbxI8VE1b9otsMMDbrSDpoWJ0JrvsIyTDwV4odRPJhW1+IBpRoMFxukbIPBrhTFuk8YKbKJ+P0drXgowDJoDkKN38VIQcYxCEKFHyoyCZPxisseQ2P98m6WdWf49O+s5IFfvMZw2aM7Tbux4FjVY2EuwSfft4K1g/lTKi2f3Khw92iVhR0JHDMer9EatdHVTMqGeMvUsQzKjaC5dSaEEGI2EgjNF+rYf9wgwg/jxNlWcKMRf1h+8Ip+jhQbjFU8sgkDy9QZL8aDVlufs+oCj4gMDYJmV+Zi3SeKFI3g2KpIse7HqyemjmXGHaKDKGK07GKbrSTkkJGSSxgpLF2jryNBseZjm3EAVW4EuH4EZlxNZugahbrPit5Me3vrpsv6APjRf+1j31iV8aqHZeis6ctyx7uXte8/nuk9o1b0ZKY0KhytNNAB09TpyzokJ83vUkrh+nGFWSYh/8yFEOJ4Trtq7Omnn+bDH/4wAwMDaJrGo48+OuV+pRT3338/CxcuJJlMsnHjRnbt2jXlmPHxcW6//XZyuRz5fJ677rqLSqUy5ZgXX3yR9773vSQSCQYHB/nWt74141x+8pOfcOmll5JIJLjyyiv5+c9/ftrnMh8cKtQp1H3W9GfwQ8WhiTr7jlY5NBFXJq3pzzBR8zlUqLOqN8v7L+2l6gb8Zs84RwoNSo2AUEHS0ptVUuf7FZ09GnE0rxGPndCIO2PX/JBi3YtXTDQNQwOzmWhcdgNGym68AqPi3Km6F1Ju+IxVXMarHku6kmSTFinbIGWbcSWXoWPoOgnLaPcKCiNF1Q2ouiHdaZtPvGvJlO2tmy7r44f/53X85R+u5esfeQd/+Ydr+Yc7rjtpELR7pMyDT77BX21+ne89vou/2vw6Dz75BgCf+Z2V/K/fu4T/8d6VXDmYZ0HGoe5HuEHYLP8PGa96mKbOYFeKrDNz+KkQQojYaQdC1WqVtWvX8v3vf3/W+7/1rW/xve99j4ceeoitW7eSTqfZtGkTjUajfcztt9/Oyy+/zObNm/npT3/K008/zac+9an2/aVSiQ984AMsXbqU559/nm9/+9v8+Z//OX/3d3/XPua///u/ue2227jrrrvYtm0bt9xyC7fccgs7duw4rXOZD6pewNGKy5FivGKxOJ9kWU+KxfkklqlzpOhytOJS9QJ2j5R54rUR0o7B9Su62Hh5H+9ckkfXoOpFFOtxw8ALpYZI18BxDLrTNgsyVlwdB+QcA8vQsQ2djGMQQbyKRjzINAgVb07UOVpxiaJ43GzSMnAsg4max66RSrzaomtoerwNlrTiyjCl4mnvhq4x2J1iw8puFncm+dCVA7x7Zc+MczRNnXct7+b3r1jIu5Z3Y5on/mfX6hm143CRfMpiRU+GfMpix+G4JH7P0QqDXSnet3oB717RQ282wYKsQ8OPmKh5NPyIBVmH3ozDNUs6ZcCpEEKcgKbUmW+UaJrGI488wi233ALEKzADAwN8/vOf50//9E8BKBaL9PX18aMf/YiPf/zjvPrqq1x++eU8++yzrFu3DoDHHnuMD33oQ7z55psMDAzw4IMP8tWvfpWhoSFsO660+fKXv8yjjz7Ka6+9BsCtt95KtVrlpz/9aft8rr/+eq6++moeeuihUzqXkymVSnR0dFAsFsnlcmf6Nr1l+8eqfOZ/v0DVDejN2vihImyPetAYKXukHZO/vf2d/OzFIXYcLrZHbQC8fLjI06+P4oVxPomlQ8SFkzSddeIcG9vUeHOiTkfKoiNhsnukimnE40O8QEGzoWIQqnbieMqKK8TCKA5uLEPDDyIsQ6PuR3RnbCzDQCmFaWiMNQfURpFC1+D6lT3omkZX2ubOG5a95QaGUaR48Mk3ZlxDiP997RqpcOWiDj5940p0XWsHTWMVl2zCxNDjMSHlRkB3xjkr5ySEEPPN6Xx+n9WGinv37mVoaIiNGze2b+vo6GD9+vVs2bIFgC1btpDP59tBEMDGjRvRdZ2tW7e2j3nf+97XDoIANm3axM6dO5mYmGgfM/l5Wse0nudUzmU613UplUpT/swF8Uehwg8jjhQbHJyo8+ZEnYMTdY4U42Z6fhjyzN5xXnyzQH/OaX+AjlVcXnyzgFJxANT6WL2Q8oTcIGSoVOeN5jDZr37oMpZ2pwmaW16hgqQdrw61XnfrL74Xxv19FnUmSdsmXqDwI4VjGSQskwXZBOuXd9KbTQAaKdvA0uOf7kw7pKx4mOjZCjhO1jNqYUeC3SMVDhXiRoytXkNXLsoTRnHuUhjBVYvzEgQJIcQpOKvZIkNDQwD09U3Nf+jr62vfNzQ0RG9v79STME26urqmHLN8+fIZj9G6r7Ozk6GhoZM+z8nOZboHHniAb3zjG6f2Ys+hmh+Ssg0OF+rND26j/Zv/0YoHxImxDz97gKGSS7Hus7ovS2fK4uXDJWpeSDZhUvECVBRvDxm6RhTOPmB0vtCIA5ogUjT8ENsy6O9IsqwnzW3rl7BlzxhVLyRpGdhG3Niw5vo01LGu2rqmkU3E3aUTpo6hQz5lc+WiHAfGamSSFmPVOD8rjKDU8BmvujimwYZVPVwxkOOawc6Tbnedqsk9o2bTGsNR9Y5VgsmAUyGEOHMyYmOS++67j2Kx2P5z8ODB831KAKQsg5oXYps6phY3SizWfCqNgDCKCKN4q6wjYYJS7Bur8szecQ6M1ZioeUDcSydoBj5hFOfLnExrGy1lzb0PVG3aF7ZpsLwrRaQUv3x5mGsWd7KoM0kQxpPltea2WC5pk0uYaFr8oypSjFVcDozV2Hu0SsOP4j5DpkFPNsFt71rCFQMdFOsBY1WXihugVFxE/9y+cR5+5iA/eHrPWRtl0eoZVfNmL3mfPIZjstaA00v7cwx2pSQIEkKIU3RWA6H+/n4AhoeHp9w+PDzcvq+/v5+RkZEp9wdBwPj4+JRjZnuMyc9xvGMm33+yc5nOcRxyudyUP3NBq2S+5oVx4zzbJO20VoUgUFCpBzyzb4LRcpw4fWC8ym/2jlF1fbwgpBFEKEUzAfjYY+vECcfT/yLowMIOhw0rerCMuRcvq0lfJCyd7rRFoe4zXKzzwoEJhisut163BNswKNZD3CDO6/HCCDdQpCwDy9AIm0NnTUMj3VwZ2jNaYddIhVW9GW5Y2dOu0vro1YtIO/F7v6QrNSOJ+WwEQ4vySVYuyHCk2GB6+l5rDMeq3owkQAshxFlyVj/hli9fTn9/P48//nj7tlKpxNatW9mwYQMAGzZsoFAo8Pzzz7ePeeKJJ4iiiPXr17ePefrpp/H9Y71fNm/ezJo1a+js7GwfM/l5Wse0nudUzmW+qHoBQaRQKg6Iql68GtQIorgKSsUl41Uvwo/iJOi6H3G04lKoBfgh7eTgCPCj+OvW9yhwLJ20pZM0NRKGRsrW6U7bdKYtzDkYCOkcK5Vv+BFjVZ+KGzBa8dg9UqHc8PnDawf5vct6SdkGnh9SagR4QURX2mZRPknGMehK23SkbHpzCRbnk3SmbUYrHuW6z8bL4n5Auq6xKJ9k13AF14/ozyXi6+AGZByT1b0Zxqsev3x5uFmB9hZeV7NxYlfaZlfzdQRRRLnhs2ukMusYDiGEEGfutHOEKpUKu3fvbn+/d+9etm/fTldXF0uWLOFzn/scf/EXf8Hq1atZvnw5X/va1xgYGGhXll122WV88IMf5JOf/CQPPfQQvu9zzz338PGPf5yBgQEAPvGJT/CNb3yDu+66iy996Uvs2LGD7373u/zVX/1V+3k/+9nPcuONN/KXf/mX3HzzzTz88MM899xz7RJ7TdNOei7zRaUR4PrxcE4/UqioGcCcRNCKck4iIg4mUna8yuSHEXU/Ys/RKsW6T8o2mKj6p/Sc58rkV6UDURShGSZeEDJSbvDqkRKXD3TwJ+9fFc//OlolZZvkkxa6Blv2jLMgl2RNX5bRsstEzaNQ9zF1ncWdSTpTNknbaD/HoUKdbQcnmKh67BurThlxsrI3PSWJ+a3O9Zo8bPWN0QrDpQaOaZxwDIcQQogzc9qB0HPPPcfv/u7vtr+/9957Abjjjjv40Y9+xBe/+EWq1Sqf+tSnKBQKvOc97+Gxxx4jkUi0f+Yf//Efueeee7jpppvQdZ2PfexjfO9732vf39HRwS9/+Uvuvvturr32Wnp6erj//vun9Bp697vfzT/90z/xZ3/2Z3zlK19h9erVPProo1xxxRXtY07lXOaDlG00G+ZFmJqGZoHnqxmBSbsibJbbTxYOKaDqhe28IMuIk7HfLDTQOLXA61ya3FHbMDQaQYQfxuMxAP73b/Zz5eIOLunLcdd7V7SDCjcIafhx8vi1SzpZkHVY1p2aMsg2aevsH6tNSUh+9UiJ14fKWNNGnIyUG5TdeFaYG4RTfuatkARoIYQ4N95SH6EL3VzpI/SbPUf5H//Pc7h+FOfz6Fqc8zLLldO1eKvsrV5Uu9Vvhzgw8s9iJHQqgdmJ6BwLzLRJj2ca8RBUU4/L3Des7OH/ev8qVvVmp4yrKNV9frz1AJ1pm2zCQik1JRACRbEe8L9+7xIGu1JEkeKbv3iNn754mN6sg2MdWylSSjFe9ehIWSzpTHHvB9bIpHchhDjPTufz+wIatnDhqjdXahxLQ0PDC6Pj9gE6G0EQEE9lp5mLo73V0OUYjbiCizM8T0MDQwcvPBYAKeIA0Dbibs/ZhEnSMhiruPzy5WFW9GTaVVUQNy18dm88yd0LIt4YrTJR85oVZvF0+feu6mknJB8q1BktN1jYkaBY97FNfcpw07RjcKTQ4Nql0sVZCCHmm7mXBStm0DSNpB33wjENnZRtYhnx/Kzpzka4ok37JjiFUvtTfVxDA0vXyNgGPWmLpKVPuf9kDF2L+yhp8WO1kqYdI+4KnbAMsk6c4D29+WBLKyHZ0DWeen2Uw4U6jqmTcgwafkjdCxkuu+w5Gs+/q3oBbhixpj9H0jYZr3pT5npVGiGmobFuWZdsXQkhxDwjgdA8sKInTU/GIWGbpG2jvT3W6oVzMqd7kSeHPZE6e/lBhhY/XqgUlqnTmbLRNa3dp0jX4m242Vg6pK14MvyiziTdaRu9uXoD8bZYJmHRl3UIorgybEHWOW7ezoqeDL1Zh6RlkLB0al6AFygGOlPceEkPYaTaVWCt3j4JS+fqwTwLsokpc73yaYtL+rJc1j832i0IIYQ4dbI1Ng8s7kxx/YpuNr8y3GwKaOEFcXl81Q1OmL9zOusTZ28DbKpjAVDre418ysYLIyxDJ5uwoOrFDR8VWIYiCI+di23AygUZBjqTHC17VBoBCcvACSIiFWIZGgP5JAnLoOoGJG2TlQsyNPxo1uaDEG93FWo+N6yKh6S28oOyCRNN07BNo72a1Ort05r/dd2yznZOkaVrDJUaXLU4L9tiQggxD0kgNA/ousYn1i9hpOzy+lAZN4gARcIyaPgRYRRNWbVpLaoYhoauaURRRHQKyzpvKYG5GUVNfxpTj5sEVt2QQt1DKUjYcTPDvlySfCpkqNRgdW8G0Dg4XqMRhFi6QtN0lnSlGOxMsnesxpvjdYIoQqHRmbZZ1ZvmtweLeGHcXdsNInpzCVYuyNCZstoDSmcLUFqjLAacJMYs21mTR1m0ttIOF+vsGonngKUcA82DI8UG3RlHevsIIcQ8JYHQPLGqN8vnNq7msR1DvHSoyNGyixu49Da3f9KOSaHmU2r4qGanZE2Lc3G8UEf3w3YC9MkCHo345483hkMjDnDaVWsKHFOj7k893tQ1EpbWnnVW9QJMXefaJXkG8kkafsSe0Wqc15OwWN2b4arFHQyXXMarLovyKT68diGPbj9Mww/RNY2OlAUoCjWP8arHFYs6MAwNL4hY2JFgQdah4UcnbT44eZRFNmHNuH/6KAvp7SOEEBcmCYTmkVW9Wf7kdzK8OVHjH369j8xYhWVdKbbumyBhGfRkHIp1nzcn6uiAZWr4gSJCYegayWZvoLDZpXq2OEcH0rZBZ8ZmtNzAnaVfUdxnMJ63lUmYrOhONmdxeehaPMdM1zVsQyeM4tL0qhfQ35Hg6sV5ym7As/smqHnxMNmBjgQaGgcn4qTljGNy9WCejZf1sfmVYcJIceMlC45Vd0URScsgAlb1Zrj1XYNsfnmEN0Yr7B+rnVKAMnm7K+OYUya9t0ZZTF9Nkt4+Qghx4ZFAaI6b3P+m9cGraRqlhs/KBRkyjklnKg5autI2+ZSNpsHRikfC1CnUfXTAsQwMQ2dFd5Js0mL/eJ1izSNtaxwqethGXBKetHS8UOEFESnbJG1r1LwAN4gI1bF8n9aq0GX9Wf7n+1by42cPsCxUjFddRisupXpAueETKYWmxWX/C3MJ8kmLYsNnQdZhoCPJgqxD3Q85XGjgmDo3r13IZf05FuWTHCrUeWM03orKJiy60vaMfj8TNZ+kZfKZ31l52gHK2sEOXj5S5LdvFljRkyblmNS9kCPFxnFXkyaX4QshhJj/JBCaw3aPlNtbMY0gJGEarFyQYXV/hkYQkrLjoGhVb4aKGzBe9cgkTNLND/QFWYermisrKdvgFy8N4QYR2YTB/vE63RmHciPAMQ0GOxMU6wFVL04+9puJzK4fT73PJkx0NEKlqHshbhiSdizStsmTr48wVnGb21V+e+stjOJp9wlDp7NZxfVfe8aoeyE3XtJDdybu8J01dC7pM9k1UmH3cIWNl8YBSCuPJ2XHqzKaFieKtwRRxEjZbefxnGqAMvl9rTQCjlZcRssePRmbnowj211CCHERkUBoDpht1WfP0Qo//K99jFe9ODnXTlLzAnYcLvL6cBkviNr5LV1pm6sH8+weqTRLukMiBdcs7eQP1w22P9BX9Wb4jx3DvHBgglLdpyNpsSDrYBoalmnSlTbwwkbcsDFS5FMmDT+k4Ud0pR3W9GfYOVQmiCLy6QRXLOog45jsGa3w+nCFIIqrtGxDpxoE6Fpc4u+FEWU3zg/SiVeV9hyt0ZV2pjQmnNz3Z1E+Sanu4/oRw6U6CzuSU7avYGYez6nYPVKe8r4O5JNU3YA9RyukHZM/uGYRN6zske0uIYS4SEggdJ7NtuqzoifNeDMZeHVvph0AZBMWGcfk9eYU9MOFOpf0xfktXWmb65Z1Uqr77B6t8I6BDr7wgTWY5rHGPK0cl+f2j/ODp96gO+3Ql3N4bn+BkVKdjGPSkbSYqHvtmVyaptGdtlnWlWTPaJVyIyDtmJiGzq7hCqahkzA16l6IAjoSWrtXkNncvgoChReE+GFIEClyKYvxqke5EUxZ4WlVar16pMS/bz/M7pEyB8drvHokYGl3ilW9WbrSNnD8PJ4TiSLFf+wYnvG+5pIWaxfn2TVS4aU3i9ywsufsXFwhhBBznjRUPI9aqxM7DhfJpyxW9GTIpyye3T/Or14bIWnpM1ZBNE1jIJ/AsXQcy2DXSIVywyeIIipuwHDZZWl3mv9j3eIpQVCLrmusW9rFNUu6KLsBmqaxIOtQ8ULeOFplpNSg2giIgJoXkrR01vRn6O1IkjDjnj+2adCRtOlM2yQsg+GSS6TiYRc1LyKIoub3EEZgNkdz1f0I09DR0AijCC+cmoZd90LcIOJnLx1hx+EinWmbdcs6ySVN9hyt8szesXjIacM/aVXYbCbnHM32vh6vE7UQQogLlwRC58n01YlswmrOybJYlE9S80MOFxvMNhM3aRtxYvGVC7lioINCzWff0SqFWjwF/c4blp0wv6XVF6crbbPtQIGdQyVsQydlGXhhiB9E+GFcafbOJV0s68lwcLzKvrEafhjRnbZxTB1d03Ca+UPQHHVh6URRs4FipLCaj6trGknLoDNlU6j56JrWTHiOKaU4XGjg+hGuH7bfkwXZBNct62JFd5pyI+CF/RNMVL1Tep3THcs5mn0hNGkbZ3WCvBBCiLlPtsbOkxOtTjimQcYxGS27M7aP4FhuzGULc2y8rO+MyrlX9Wa5491L+b//v1cpNwJStk7KtjENnUgperMOVS9kouaxckGa/lySFw4UcINwxmMlLQNT1wgiRXfKxrYMhooNGn5cHl/zQhKWQVfaJpe0eHOi1hwaqwiiqF2p5Vg6QaQzkJ+aD9SVdrhuuc3irhTjVZfb1i9h3dLTn+t1ur2DhBBCXPjk//jnyfSKqMmyCZOejM3+sVoz8Dj2oT09N+atlHMnrfh5Fnb0YJk6bhCy480iCdvAMQ10XWvn8jiWjmPqVN24lD5hGe3HsU2dhKVT9SLKrk+PbbAg63CkWKdY99F1jaX5JJoGY1WPtYN5erMOhZrPSNlt9/1Z1Zfh0W2HZl2x0TSN3pxDzYsDwzNJZj6T3kFCCCEubBIInScnWp3QNI1F+SQjJZdDhToJyyBpGyftcXO6WlPVF3WmMHSNoxWXQMXbWQCWoVNx4749jmmQT9kcrbiMVz26MzaWoeOHEZVGQGfaIWGFWIZJuREAipRtABoJS4/7B9WDdmn6ip6ZjQkPFeo8Zg69bSs2s43KeDveVyGEEPOHBELnQRQpIqXIJU3eGK1w1aIOdH1qvkzdj3j/pb10pm32jFbP6kiHVrn+ULFBGCmqbrzKYhs6ph4HN45p4IcRpq63h5F2p21qXkhPxqbuR1TdAEPXmyX4Opf0ZsinbHYcLra7Rl8x0MHVS/IsyDoztu6mr2SdixUbGZUhhBBiMgmEzrHJ5fJHKy4Hx2scKTS4YlGOhfnklNWJ29YvmXXl5HRWLKb3KKr7QXscRd0PODheZ+9olXct76Qr7dCVshkpN7BSGpVGQG8u0U6GTtkmCzsS9GUTZJNxcndrhEZ35q2f77lasZFRGUIIIVo0NVtZkgCgVCrR0dFBsVgkl8u95ceb3swvZZscLtTYcbiEH0QMdqXoyTis6s0cd3VituaLx/sAn96jyAsiRssuuYTF6r5M+/mf3TcBwHXLOklYBs/tn4i7VDsmVy3O0522GCq5dKVt3n9pL68dKfPGaAU3iLeqTnS+Z/o+tc777XoOIYQQF67T+fyWFaFz5HjN/Aa70izKJ3nxUJEVPRnuvGEZiztTswY3xxu5semKmQHC9KAraSX4zZ4xhkrxdlirPH6wK03KNnlm3zg7h8p0ZxzCUKFr8YiL5/eP05G0uH5FN59Yv4RVvVl+d03v27qaIis2QgghzhUJhM6RE5XL67rOygUZCjUfTdOOGwQdb+TG4WJ9Sk+d2YKuUt2n6oX05xyqbsgboxU6U51x5+iMww0ru3l9uIKhaSzuSrK8O0Wk4uGurbEdx8737R88KsNNhRBCnAvSUPEceSvN/E7UfHF1b4bxqscvXx4miuJdztmCLi+MOz7bpkEmYbbL4ic//9GKix9FrF2cpyPl0Jm2WdqdZu3iPBM1f8pzCCGEEBcCCYTOkcnl8rM5UWn46Y6GmC3omlwRZhk6wbQRF6Nll5oXMjDLcFMZPyGEEOJCJYHQOdIqDT8yy9iMVmn4qt7MrKXhp7uaNFvQlU2YdKVsKo0ALzhWFj/5+VPNRoin8hxCCCHEhUACoXNk8nyvyYNST2WA6OmuJs0WdGmaxsreNAlLZ6jUIO0YJG29/fzdGYfBrhR1f+YIjdmeQwghhLgQSCB0DrWa+Z3uoNTTXU06XtBlGTqdaYf+XILOVDzCo/X8d//uSt452HlGK1ZCCCHEfCW/3p9jZ1IafiaNBo/XQXnDim42XtZH0jZmPL+uaTJ+QgghxEVFGiqewNluqPhWnUmjwdNpwHimzyGEEELMJafz+S2B0AnMtUAITj+wmavPIYQQQrxdpLP0BUyaGQohhBBnjyRLCyGEEOKiJYGQEEIIIS5aEggJIYQQ4qIlgZAQQgghLloSCAkhhBDioiWBkBBCCCEuWhdFIPT973+fZcuWkUgkWL9+Pc8888z5PiUhhBBCzAEXfCD0z//8z9x77718/etf54UXXmDt2rVs2rSJkZGR831qQgghhDjPLvhA6Dvf+Q6f/OQnufPOO7n88st56KGHSKVS/MM//MP5PjUhhBBCnGcXdGdpz/N4/vnnue+++9q36brOxo0b2bJly4zjXdfFdd3298ViEYhbdQshhBBifmh9bp/KFLELOhA6evQoYRjS19c35fa+vj5ee+21Gcc/8MADfOMb35hx++Dg4Nt2jkIIIYR4e5TLZTo6Ok54zAUdCJ2u++67j3vvvbf9fRRFjI+P093djabJ0NG3W6lUYnBwkIMHD86ZIbciJtdmbpPrM3fJtTk/lFKUy2UGBgZOeuwFHQj19PRgGAbDw8NTbh8eHqa/v3/G8Y7j4DjOlNvy+fzbeYpiFrlcTv6HMUfJtZnb5PrMXXJtzr2TrQS1XNDJ0rZtc+211/L444+3b4uiiMcff5wNGzacxzMTQgghxFxwQa8IAdx7773ccccdrFu3jne961389V//NdVqlTvvvPN8n5oQQgghzrMLPhC69dZbGR0d5f7772doaIirr76axx57bEYCtTj/HMfh61//+oztSXH+ybWZ2+T6zF1ybeY+TZ1KbZkQQgghxAXogs4REkIIIYQ4EQmEhBBCCHHRkkBICCGEEBctCYSEEEIIcdGSQEicVU8//TQf/vCHGRgYQNM0Hn300Sn3K6W4//77WbhwIclkko0bN7Jr164px4yPj3P77beTy+XI5/PcddddVCqVKce8+OKLvPe97yWRSDA4OMi3vvWtt/ulzXsPPPAA1113Hdlslt7eXm655RZ27tw55ZhGo8Hdd99Nd3c3mUyGj33sYzMakh44cICbb76ZVCpFb28vX/jCFwiCYMoxTz75JNdccw2O47Bq1Sp+9KMfvd0vb1578MEHueqqq9pN9zZs2MAvfvGL9v1yXeaOb37zm2iaxuc+97n2bXJ95jklxFn085//XH31q19V//qv/6oA9cgjj0y5/5vf/Kbq6OhQjz76qPrtb3+rPvKRj6jly5erer3ePuaDH/ygWrt2rfrNb36j/vM//1OtWrVK3Xbbbe37i8Wi6uvrU7fffrvasWOH+vGPf6ySyaT6wQ9+cK5e5ry0adMm9cMf/lDt2LFDbd++XX3oQx9SS5YsUZVKpX3Mpz/9aTU4OKgef/xx9dxzz6nrr79evfvd727fHwSBuuKKK9TGjRvVtm3b1M9//nPV09Oj7rvvvvYxe/bsUalUSt17773qlVdeUX/zN3+jDMNQjz322Dl9vfPJv//7v6uf/exn6vXXX1c7d+5UX/nKV5RlWWrHjh1KKbkuc8Uzzzyjli1bpq666ir12c9+tn27XJ/5TQIh8baZHghFUaT6+/vVt7/97fZthUJBOY6jfvzjHyullHrllVcUoJ599tn2Mb/4xS+Upmnq0KFDSiml/vZv/1Z1dnYq13Xbx3zpS19Sa9aseZtf0YVlZGREAeqpp55SSsXXwrIs9ZOf/KR9zKuvvqoAtWXLFqVUHOjquq6Ghobaxzz44IMql8u1r8cXv/hF9Y53vGPKc916661q06ZNb/dLuqB0dnaqv//7v5frMkeUy2W1evVqtXnzZnXjjTe2AyG5PvOfbI2Jc2bv3r0MDQ2xcePG9m0dHR2sX7+eLVu2ALBlyxby+Tzr1q1rH7Nx40Z0XWfr1q3tY973vvdh23b7mE2bNrFz504mJibO0auZ/4rFIgBdXV0APP/88/i+P+X6XHrppSxZsmTK9bnyyiunNCTdtGkTpVKJl19+uX3M5MdoHdN6DHFiYRjy8MMPU61W2bBhg1yXOeLuu+/m5ptvnvEeyvWZ/y74ztJi7hgaGgKY0dW7r6+vfd/Q0BC9vb1T7jdNk66urinHLF++fMZjtO7r7Ox8W87/QhJFEZ/73Oe44YYbuOKKK4D4vbNte8ag4enXZ7br17rvRMeUSiXq9TrJZPLteEnz3ksvvcSGDRtoNBpkMhkeeeQRLr/8crZv3y7X5Tx7+OGHeeGFF3j22Wdn3Cf/buY/CYSEuAjdfffd7Nixg1//+tfn+1RE05o1a9i+fTvFYpF/+Zd/4Y477uCpp54636d10Tt48CCf/exn2bx5M4lE4nyfjngbyNaYOGf6+/sBZlRTDA8Pt+/r7+9nZGRkyv1BEDA+Pj7lmNkeY/JziOO75557+OlPf8qvfvUrFi9e3L69v78fz/MoFApTjp9+fU723h/vmFwuJ7/VnoBt26xatYprr72WBx54gLVr1/Ld735Xrst59vzzzzMyMsI111yDaZqYpslTTz3F9773PUzTpK+vT67PPCeBkDhnli9fTn9/P48//nj7tlKpxNatW9mwYQMAGzZsoFAo8Pzzz7ePeeKJJ4iiiPXr17ePefrpp/F9v33M5s2bWbNmjWyLnYBSinvuuYdHHnmEJ554Ysb24rXXXotlWVOuz86dOzlw4MCU6/PSSy9NCVY3b95MLpfj8ssvbx8z+TFax7QeQ5yaKIpwXVeuy3l200038dJLL7F9+/b2n3Xr1nH77be3v5brM8+d72xtcWEpl8tq27Ztatu2bQpQ3/nOd9S2bdvU/v37lVJx+Xw+n1f/9m//pl588UX10Y9+dNby+Xe+851q69at6te//rVavXr1lPL5QqGg+vr61B/90R+pHTt2qIcfflilUikpnz+Jz3zmM6qjo0M9+eST6siRI+0/tVqtfcynP/1ptWTJEvXEE0+o5557Tm3YsEFt2LChfX+rDPgDH/iA2r59u3rsscfUggULZi0D/sIXvqBeffVV9f3vf1/KgE/iy1/+snrqqafU3r171Ysvvqi+/OUvK03T1C9/+UullFyXuWZy1ZhScn3mOwmExFn1q1/9SgEz/txxxx1KqbiE/mtf+5rq6+tTjuOom266Se3cuXPKY4yNjanbbrtNZTIZlcvl1J133qnK5fKUY37729+q97znPcpxHLVo0SL1zW9+81y9xHlrtusCqB/+8IftY+r1uvqTP/kT1dnZqVKplPqDP/gDdeTIkSmPs2/fPvX7v//7KplMqp6eHvX5z39e+b4/5Zhf/epX6uqrr1a2basVK1ZMeQ4x0x//8R+rpUuXKtu21YIFC9RNN93UDoKUkusy10wPhOT6zG+aUkqdn7UoIYQQQojzS3KEhBBCCHHRkkBICCGEEBctCYSEEEIIcdGSQEgIIYQQFy0JhIQQQghx0ZJASAghhBAXLQmEhBBCCHHRkkBICCGEEBctCYSEEEIIcdGSQEgIIYQQFy0JhIQQQghx0ZJASAghhBAXrf8fzFpa9mxkvmoAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"1stFlrSF\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "3bea90b2", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable 1stFlrSF sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de 1stFlrSF\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "917b1d1f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 768\n", + "1 650\n", + "3 33\n", + "0 9\n", + "Name: FullBath, dtype: int64" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"FullBath\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "af6e9067", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1.565068\n", + "std 0.550916\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 2.000000\n", + "75% 2.000000\n", + "max 3.000000\n", + "Name: FullBath, dtype: float64" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"FullBath\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "79ad0eb1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "801\n", + "1.2505028435924436e-34\n" + ] + } + ], + "source": [ + "high_full_bath = data[data[\"FullBath\"] >= 2]\n", + "print(len(high_full_bath))\n", + "t, p = stats.ttest_1samp(high_full_bath[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "ab524a08", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "659\n", + "3.230368941888054e-110\n" + ] + } + ], + "source": [ + "low_full_bath = data[data[\"FullBath\"] <= 1]\n", + "print(len(low_full_bath))\n", + "t, p = stats.ttest_1samp(low_full_bath[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "019b4571", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12.879417615024192, 5.877740474971378e-38)" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_full_bath[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "7f1b2df2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-27.28294497462012, 6.759979911379646e-164)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_full_bath[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "9e6cec22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"FullBath\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "1eaf90ca", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable FullBath sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de FullBath\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "fad98e7b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6 402\n", + "7 329\n", + "5 275\n", + "8 187\n", + "4 97\n", + "9 75\n", + "10 47\n", + "11 18\n", + "3 17\n", + "12 11\n", + "2 1\n", + "14 1\n", + "Name: TotRmsAbvGrd, dtype: int64" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotRmsAbvGrd\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "813dc667", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 6.517808\n", + "std 1.625393\n", + "min 2.000000\n", + "25% 5.000000\n", + "50% 6.000000\n", + "75% 7.000000\n", + "max 14.000000\n", + "Name: TotRmsAbvGrd, dtype: float64" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotRmsAbvGrd\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "6496ff89", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "668\n", + "3.8222169301503934e-26\n" + ] + } + ], + "source": [ + "high_rms_abv_grd = data[data[\"TotRmsAbvGrd\"] >= 7]\n", + "print(len(high_rms_abv_grd))\n", + "t, p = stats.ttest_1samp(high_rms_abv_grd[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "758c316e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "390\n", + "4.982264020953297e-56\n" + ] + } + ], + "source": [ + "low_rms_abv_grd = data[data[\"TotRmsAbvGrd\"] <= 5]\n", + "print(len(low_rms_abv_grd))\n", + "t, p = stats.ttest_1samp(low_rms_abv_grd[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "304c0895", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(11.040483135113618, 2.4371915673216756e-28)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_rms_abv_grd[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "fc28e3d7", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-18.676617158953505, 7.6730389476673805e-78)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_rms_abv_grd[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "7466a010", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"TotRmsAbvGrd\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "cf1dfeb6", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable TotTmsAbvGrd sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de TotTmsAbvGrd\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "8af3feba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0 861\n", + "180.0 8\n", + "72.0 8\n", + "108.0 8\n", + "120.0 7\n", + " ... \n", + "562.0 1\n", + "89.0 1\n", + "921.0 1\n", + "762.0 1\n", + "119.0 1\n", + "Name: MasVnrArea, Length: 327, dtype: int64" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MasVnrArea\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "6c4a30ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1452.000000\n", + "mean 103.685262\n", + "std 181.066207\n", + "min 0.000000\n", + "25% 0.000000\n", + "50% 0.000000\n", + "75% 166.000000\n", + "max 1600.000000\n", + "Name: MasVnrArea, dtype: float64" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MasVnrArea\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "0247d649", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MasVnrArea\"].median()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "127dcc51", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "364\n", + "3.5194649803200493e-22\n" + ] + } + ], + "source": [ + "high_mas_vn_area = data[data[\"MasVnrArea\"] >= 166]\n", + "print(len(high_mas_vn_area))\n", + "t, p = stats.ttest_1samp(high_mas_vn_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "a8859975", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "861\n", + "3.0183096717962444e-29\n" + ] + } + ], + "source": [ + "no_mas_vn_area = data[data[\"MasVnrArea\"] == 0]\n", + "print(len(no_mas_vn_area))\n", + "t, p = stats.ttest_1samp(no_mas_vn_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "c1094ad0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10.352621599894976, 4.0718077008782944e-25)" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_mas_vn_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "a805c2e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-11.65437608136591, 2.179710915229915e-31)" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(no_mas_vn_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "643dbea6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"MasVnrArea\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "21444a67", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable MasVnrArea sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de MasVnrArea\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "65e17f5e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 690\n", + "1 650\n", + "2 115\n", + "3 5\n", + "Name: Fireplaces, dtype: int64" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"Fireplaces\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "881ae438", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 0.613014\n", + "std 0.644666\n", + "min 0.000000\n", + "25% 0.000000\n", + "50% 1.000000\n", + "75% 1.000000\n", + "max 3.000000\n", + "Name: Fireplaces, dtype: float64" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"Fireplaces\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "51bf8569", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "770\n", + "1.1886529868724695e-27\n" + ] + } + ], + "source": [ + "high_fireplaces = data[data[\"Fireplaces\"] >= 1]\n", + "print(len(high_fireplaces))\n", + "t, p = stats.ttest_1samp(high_fireplaces[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "a31fdd94", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "690\n", + "1.00415121048335e-89\n" + ] + } + ], + "source": [ + "no_fireplaces = data[data[\"Fireplaces\"] == 0]\n", + "print(len(no_fireplaces))\n", + "t, p = stats.ttest_1samp(no_fireplaces[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "d2b4cbf4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(11.335658655084845, 8.73722907472119e-30)" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_fireplaces[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "296cb402", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-23.42738646698071, 2.248058764116957e-121)" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(no_fireplaces[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "352f4d65", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"Fireplaces\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "a3059152", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable Fireplaces sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de Fireplaces\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "57a6c5f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2006 67\n", + "2005 64\n", + "2004 54\n", + "2007 49\n", + "2003 45\n", + " ..\n", + "1875 1\n", + "1911 1\n", + "1917 1\n", + "1872 1\n", + "1905 1\n", + "Name: YearBuilt, Length: 112, dtype: int64" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearBuilt\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "b6291342", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1971.267808\n", + "std 30.202904\n", + "min 1872.000000\n", + "25% 1954.000000\n", + "50% 1973.000000\n", + "75% 2000.000000\n", + "max 2010.000000\n", + "Name: YearBuilt, dtype: float64" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearBuilt\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "e453c8d9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "388\n", + "7.332195265950093e-39\n" + ] + } + ], + "source": [ + "recent_year = data[data[\"YearBuilt\"] >= 2000]\n", + "print(len(recent_year))\n", + "t, p = stats.ttest_1samp(recent_year[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "77c118bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "385\n", + "1.1252585209442499e-53\n" + ] + } + ], + "source": [ + "ancient_year = data[data[\"YearBuilt\"] <= 1954]\n", + "print(len(ancient_year))\n", + "t, p = stats.ttest_1samp(ancient_year[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "5e1bbf43", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14.62257412918771, 2.0163040235932324e-48)" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(recent_year[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "e20d5724", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-18.16732852502093, 9.364824564518587e-74)" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(ancient_year[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "ad7d5d45", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"YearBuilt\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "5be25dd0", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable YearBuilt sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de YearBuilt\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "a5c66d3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1950 178\n", + "2006 97\n", + "2007 76\n", + "2005 73\n", + "2004 62\n", + " ... \n", + "2010 6\n", + "1986 5\n", + "1952 5\n", + "1983 5\n", + "1951 4\n", + "Name: YearRemodAdd, Length: 61, dtype: int64" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearRemodAdd\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "5a67408d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1984.865753\n", + "std 20.645407\n", + "min 1950.000000\n", + "25% 1967.000000\n", + "50% 1994.000000\n", + "75% 2004.000000\n", + "max 2010.000000\n", + "Name: YearRemodAdd, dtype: float64" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearRemodAdd\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "7db6ac71", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "377\n", + "1.6869971835108562e-21\n" + ] + } + ], + "source": [ + "recent_remod = data[data[\"YearRemodAdd\"] >= 2004]\n", + "print(len(recent_remod))\n", + "t, p = stats.ttest_1samp(recent_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "74ce8b18", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "376\n", + "7.93370608176495e-90\n" + ] + } + ], + "source": [ + "ancient_remod = data[data[\"YearRemodAdd\"] <= 1967]\n", + "print(len(ancient_remod))\n", + "t, p = stats.ttest_1samp(ancient_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "6128f6b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10.134235619498003, 3.894071411802755e-24)" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(recent_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "c00e8255", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-26.9696301855891, 3.357732141322015e-160)" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(ancient_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "493666cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"YearRemodAdd\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "9e3d69b9", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable YearRemodAdd sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de YearRemodAdd\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "a6e347f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2005.0 65\n", + "2006.0 59\n", + "2004.0 53\n", + "2003.0 50\n", + "2007.0 49\n", + " ..\n", + "1927.0 1\n", + "1900.0 1\n", + "1906.0 1\n", + "1908.0 1\n", + "1933.0 1\n", + "Name: GarageYrBlt, Length: 97, dtype: int64" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageYrBlt\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "5fd59257", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1379.000000\n", + "mean 1978.506164\n", + "std 24.689725\n", + "min 1900.000000\n", + "25% 1961.000000\n", + "50% 1980.000000\n", + "75% 2002.000000\n", + "max 2010.000000\n", + "Name: GarageYrBlt, dtype: float64" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageYrBlt\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "87b07e26", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "355\n", + "1.6441527833076308e-32\n" + ] + } + ], + "source": [ + "recent_grg_remod = data[data[\"GarageYrBlt\"] >= 2002]\n", + "print(len(recent_grg_remod))\n", + "t, p = stats.ttest_1samp(recent_grg_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "2698f764", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "347\n", + "1.7152711648536816e-42\n" + ] + } + ], + "source": [ + "ancient_grg_remod = data[data[\"GarageYrBlt\"] <= 1961]\n", + "print(len(ancient_grg_remod))\n", + "t, p = stats.ttest_1samp(ancient_grg_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "7ca5b2d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13.16945262258481, 1.3154793288899487e-39)" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(recent_grg_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "01075f99", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-15.743217434477366, 7.645535023636213e-56)" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(ancient_grg_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "08bd0bee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 174, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GarageYrBlt\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "bd9e832f", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable GarageYrBlt sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de GarageYrBlt\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59bd244f", + "metadata": {}, + "outputs": [], + "source": [ + "# Having tested all selected variables, we've been able to ascertain that they all have an effect on SalePrice, so we'll\n", + "# build our linear regression model using all of them" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "48d97da9", + "metadata": {}, + "outputs": [], + "source": [ + "df_for_model = data[['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea', 'TotalBsmtSF', \n", + " '1stFlrSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt', 'YearRemodAdd', \n", + " 'GarageYrBlt', 'MasVnrArea', 'Fireplaces', \"SalePrice\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "a18e848f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageCars 1460 non-null int64 \n", + " 3 GarageArea 1460 non-null int64 \n", + " 4 TotalBsmtSF 1460 non-null int64 \n", + " 5 1stFlrSF 1460 non-null int64 \n", + " 6 FullBath 1460 non-null int64 \n", + " 7 TotRmsAbvGrd 1460 non-null int64 \n", + " 8 YearBuilt 1460 non-null int64 \n", + " 9 YearRemodAdd 1460 non-null int64 \n", + " 10 GarageYrBlt 1379 non-null float64\n", + " 11 MasVnrArea 1452 non-null float64\n", + " 12 Fireplaces 1460 non-null int64 \n", + " 13 SalePrice 1460 non-null int64 \n", + "dtypes: float64(2), int64(12)\n", + "memory usage: 159.8 KB\n" + ] + } + ], + "source": [ + "df_for_model.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "0939aaf8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\tglhi\\AppData\\Local\\Temp\\ipykernel_9824\\2918446350.py:1: SettingWithCopyWarning: \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", + " df_for_model.dropna(how = \"any\", inplace = True)\n" + ] + } + ], + "source": [ + "df_for_model.dropna(how = \"any\", inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "70c7e187", + "metadata": {}, + "outputs": [], + "source": [ + "y = pd.Series(df_for_model[\"SalePrice\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "63faa81b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1371 entries, 0 to 1459\n", + "Series name: SalePrice\n", + "Non-Null Count Dtype\n", + "-------------- -----\n", + "1371 non-null int64\n", + "dtypes: int64(1)\n", + "memory usage: 21.4 KB\n" + ] + } + ], + "source": [ + "y.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "bca45330", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\tglhi\\AppData\\Local\\Temp\\ipykernel_9824\\408252902.py:1: SettingWithCopyWarning: \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", + " df_for_model.drop(columns = [\"SalePrice\"], inplace = True)\n" + ] + } + ], + "source": [ + "df_for_model.drop(columns = [\"SalePrice\"], inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "f0f24146", + "metadata": {}, + "outputs": [], + "source": [ + "tito_model = LinearRegression()" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "7eb447e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LinearRegression()
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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF 1stFlrSF \\\n", + "0 5 896 1.0 730.0 882.0 896 \n", + "1 6 1329 1.0 312.0 1329.0 1329 \n", + "2 5 1629 2.0 482.0 928.0 928 \n", + "3 6 1604 2.0 470.0 926.0 926 \n", + "4 8 1280 2.0 506.0 1280.0 1280 \n", + "\n", + " FullBath TotRmsAbvGrd YearBuilt YearRemodAdd GarageYrBlt MasVnrArea \\\n", + "0 1 5 1961 1961 1961.0 0.0 \n", + "1 1 6 1958 1958 1958.0 108.0 \n", + "2 2 6 1997 1998 1997.0 0.0 \n", + "3 2 7 1998 1998 1998.0 20.0 \n", + "4 2 5 1992 1992 1992.0 0.0 \n", + "\n", + " Fireplaces \n", + "0 0 \n", + "1 0 \n", + "2 1 \n", + "3 1 \n", + "4 0 " + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_test_df_for_model.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "26938405", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1366 entries, 0 to 1458\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1366 non-null int64 \n", + " 1 GrLivArea 1366 non-null int64 \n", + " 2 GarageCars 1366 non-null float64\n", + " 3 GarageArea 1366 non-null float64\n", + " 4 TotalBsmtSF 1366 non-null float64\n", + " 5 1stFlrSF 1366 non-null int64 \n", + " 6 FullBath 1366 non-null int64 \n", + " 7 TotRmsAbvGrd 1366 non-null int64 \n", + " 8 YearBuilt 1366 non-null int64 \n", + " 9 YearRemodAdd 1366 non-null int64 \n", + " 10 GarageYrBlt 1366 non-null float64\n", + " 11 MasVnrArea 1366 non-null float64\n", + " 12 Fireplaces 1366 non-null int64 \n", + "dtypes: float64(5), int64(8)\n", + "memory usage: 149.4 KB\n" + ] + } + ], + "source": [ + "final_test_df_for_model.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "f8afab0e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1366 entries, 0 to 1458\n", + "Series name: SalePrice\n", + "Non-Null Count Dtype \n", + "-------------- ----- \n", + "1366 non-null float64\n", + "dtypes: float64(1)\n", + "memory usage: 21.3 KB\n" + ] + } + ], + "source": [ + "test_y.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "id": "5078703f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-15.966630830044434" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tito_model.score(final_test_df_for_model, test_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f44e5e78", + "metadata": {}, + "outputs": [], + "source": [ + "tito_model.score(test_df_for_model, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "13d686be", + "metadata": {}, + "outputs": [], + "source": [ + "test_valores = final_test_df_for_model.iloc[[10,15,20,25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "0b42ff94", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10 157933.279456\n", + "15 179460.965187\n", + "20 186544.114328\n", + "25 174350.470677\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y.iloc[[10,15,20,25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "d1bd03da", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([207537.28026714, 327816.51876405, 302149.50645513, 212405.85547109])" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tito_model.predict(test_valores)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53cf2ba3", + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/data/data_description.txt b/data/data_description.txt new file mode 100644 index 0000000..cba0710 --- /dev/null +++ b/data/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/data/sample_submission.csv b/data/sample_submission.csv new file mode 100644 index 0000000..a5547c9 --- /dev/null +++ b/data/sample_submission.csv @@ -0,0 +1,1460 @@ +Id,SalePrice +1461,169277.0524984 +1462,187758.393988768 +1463,183583.683569555 +1464,179317.47751083 +1465,150730.079976501 +1466,177150.989247307 +1467,172070.659229164 +1468,175110.956519547 +1469,162011.698831665 +1470,160726.247831419 +1471,157933.279456005 +1472,145291.245020389 +1473,159672.017631819 +1474,164167.518301885 +1475,150891.638244053 +1476,179460.96518734 +1477,185034.62891405 +1478,182352.192644656 +1479,183053.458213802 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+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 +1461,20,RH,80,11622,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,LwQ,144,270,882,GasA,TA,Y,SBrkr,896,0,0,896,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,730,TA,TA,Y,140,0,0,0,120,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1462,20,RL,81,14267,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,108,TA,TA,CBlock,TA,TA,No,ALQ,923,Unf,0,406,1329,GasA,TA,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1958,Unf,1,312,TA,TA,Y,393,36,0,0,0,0,NA,NA,Gar2,12500,6,2010,WD,Normal +1463,60,RL,74,13830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,137,928,GasA,Gd,Y,SBrkr,928,701,0,1629,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,482,TA,TA,Y,212,34,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1464,60,RL,78,9978,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,20,TA,TA,PConc,TA,TA,No,GLQ,602,Unf,0,324,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,1998,Fin,2,470,TA,TA,Y,360,36,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1465,120,RL,43,5005,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,263,Unf,0,1017,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,1,2010,WD,Normal +1466,60,RL,75,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,763,763,GasA,Gd,Y,SBrkr,763,892,0,1655,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,Fin,2,440,TA,TA,Y,157,84,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1467,20,RL,NA,7980,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,7,1992,2007,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,935,Unf,0,233,1168,GasA,Ex,Y,SBrkr,1187,0,0,1187,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1992,Fin,2,420,TA,TA,Y,483,21,0,0,0,0,NA,GdPrv,Shed,500,3,2010,WD,Normal +1468,60,RL,63,8402,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,No,Unf,0,Unf,0,789,789,GasA,Gd,Y,SBrkr,789,676,0,1465,0,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1998,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1469,20,RL,85,10176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,637,Unf,0,663,1300,GasA,Gd,Y,SBrkr,1341,0,0,1341,1,0,1,1,2,1,Gd,5,Typ,1,Po,Attchd,1990,Unf,2,506,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1470,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,804,Rec,78,0,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1970,Fin,2,525,TA,TA,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal +1471,120,RH,26,5858,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1051,BLQ,0,354,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1999,Fin,2,511,TA,TA,Y,203,68,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1472,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,Rec,156,Unf,0,327,483,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,275,0,0,0,0,0,NA,NA,NA,0,2,2010,COD,Normal +1473,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,492,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,225,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1997,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1474,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,514,Unf,0,341,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1975,Unf,2,440,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1475,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,836,836,GasA,Ex,Y,SBrkr,836,0,0,836,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,1,308,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1476,60,RL,102,12858,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,162,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1590,1590,GasA,Ex,Y,SBrkr,1627,707,0,2334,0,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,751,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial +1477,20,RL,94,12883,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1544,1544,GasA,Ex,Y,SBrkr,1544,0,0,1544,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,3,868,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial +1478,20,RL,90,11520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,615,Gd,TA,PConc,Ex,TA,No,GLQ,110,Unf,0,1588,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,730,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1479,20,RL,79,14122,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,240,Gd,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1794,1822,GasA,Ex,Y,SBrkr,1822,0,0,1822,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,678,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1480,20,RL,110,14300,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,1095,Ex,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,1473,2846,GasA,Ex,Y,SBrkr,2696,0,0,2696,1,0,2,1,3,1,Ex,10,Typ,2,Gd,Attchd,2003,Fin,3,958,TA,TA,Y,220,150,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1481,60,RL,105,13650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Gd,GLQ,578,Unf,0,1093,1671,GasA,Ex,Y,SBrkr,1687,563,0,2250,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,2002,Fin,3,756,TA,TA,Y,238,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1482,120,RL,41,7132,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,TA,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,0,4,2010,WD,Normal +1483,20,RL,100,18494,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1324,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,430,TA,TA,Y,36,23,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1484,120,RL,43,3203,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,437,TA,TA,Y,100,116,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1485,80,RL,67,13300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,326,Unf,0,58,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1486,60,RL,63,8577,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,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,433,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1487,60,RL,60,17433,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,114,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1629,1629,GasA,Ex,Y,SBrkr,1645,830,0,2475,0,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,962,TA,TA,Y,23,172,0,0,256,0,NA,NA,NA,0,1,2010,WD,Normal +1488,20,RL,73,8987,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,1595,1595,GasA,Ex,Y,SBrkr,1595,0,0,1595,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1489,20,FV,92,9215,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,RFn,2,676,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial +1490,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1414,Unf,0,54,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,528,TA,TA,Y,0,102,0,0,216,0,NA,NA,NA,0,5,2010,WD,Normal +1491,60,RL,70,11920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,122,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,828,0,1659,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2004,RFn,2,484,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1492,30,RH,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,N,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,1,429,TA,TA,Y,121,0,80,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1493,20,RL,39,15410,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,6,6,1974,2002,Hip,CompShg,Plywood,Plywood,BrkCmn,250,TA,Gd,CBlock,TA,TA,Gd,BLQ,126,GLQ,859,223,1208,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1974,Fin,2,461,TA,TA,Y,296,0,186,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml +1494,60,RL,85,13143,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,504,Gd,TA,PConc,Gd,TA,No,LwQ,250,GLQ,981,0,1231,GasA,Ex,Y,SBrkr,1251,1098,0,2349,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,762,TA,TA,Y,32,130,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1495,60,RL,88,11134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,Gd,TA,PConc,Gd,TA,No,GLQ,1129,Unf,0,261,1390,GasA,Ex,Y,SBrkr,1402,823,0,2225,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,1992,RFn,3,713,TA,TA,Y,198,30,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1496,120,FV,25,4835,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1298,Unf,0,190,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,506,TA,TA,Y,168,50,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1497,160,FV,39,3515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,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,840,840,0,1680,0,0,2,1,2,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,588,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1498,160,FV,30,3215,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,280,Unf,0,320,600,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,0,4,2010,ConLD,Normal +1499,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,368,ALQ,42,190,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1500,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,376,Unf,0,224,600,GasA,Ex,Y,SBrkr,600,636,0,1236,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1501,160,FV,NA,2980,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,1159,Gd,TA,PConc,Gd,TA,No,GLQ,466,Unf,0,290,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1502,160,FV,NA,2403,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,244,Unf,0,286,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1503,20,FV,57,12853,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2010,2010,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,Po,No,GLQ,1032,Unf,0,610,1642,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,1,1,1,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,3,852,TA,TA,Y,160,192,0,224,0,0,NA,NA,NA,0,4,2010,New,Partial +1504,60,FV,68,7379,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,484,Unf,0,491,975,GasA,Ex,Y,SBrkr,975,873,0,1848,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,592,TA,TA,Y,280,184,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1505,20,FV,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,659,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,596,TA,TA,Y,277,137,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1506,20,RL,NA,10456,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,GLQ,506,Unf,0,1323,1829,GasA,Gd,Y,SBrkr,1829,0,0,1829,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1967,RFn,2,535,TA,TA,Y,0,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1507,60,RL,80,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1137,Unf,0,143,1280,GasA,Ex,Y,SBrkr,1280,1215,0,2495,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,2,660,TA,TA,Y,224,32,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1508,50,RL,NA,18837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,6,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Mn,ALQ,687,LwQ,46,491,1224,GasA,TA,Y,SBrkr,1287,604,0,1891,0,1,3,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,678,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1509,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,329,Unf,0,386,715,GasA,TA,Y,SBrkr,930,715,0,1645,0,0,1,2,4,1,TA,7,Typ,0,NA,Attchd,1971,RFn,2,441,TA,TA,Y,0,78,0,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal +1510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,VinylSd,VinylSd,BrkFace,172,TA,TA,CBlock,TA,TA,No,Rec,698,Unf,0,534,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1511,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,1059,Unf,0,150,1209,GasA,Gd,Y,SBrkr,1209,0,0,1209,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,504,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal +1512,20,RL,88,9680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,Wd Sdng,Plywood,BrkFace,268,TA,TA,CBlock,TA,TA,No,BLQ,1010,Unf,0,500,1510,GasA,Ex,Y,SBrkr,1510,0,0,1510,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,2,517,TA,TA,Y,0,40,0,0,204,0,NA,GdPrv,NA,0,4,2010,WD,Normal +1513,80,RL,NA,10600,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1131,644,0,1775,0,0,2,0,3,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,5,2010,COD,Family +1514,90,RL,98,13260,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,6,1962,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,CBlock,TA,TA,No,BLQ,1500,Unf,0,228,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Oth,Abnorml +1515,50,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,7,1952,2002,Gable,CompShg,MetalSd,MetalSd,BrkFace,265,Gd,TA,CBlock,TA,TA,No,LwQ,670,Unf,0,470,1140,GasA,Gd,Y,SBrkr,1929,532,0,2461,0,0,2,0,3,1,TA,7,Min2,2,Gd,Detchd,1994,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal +1516,50,RL,120,17360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,Stone,340,TA,Gd,CBlock,TA,TA,No,Rec,300,Unf,0,482,782,GasA,TA,Y,SBrkr,1019,537,0,1556,0,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,2,470,TA,TA,Y,0,0,150,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1517,85,RL,75,11380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,6,8,1966,2008,Gable,CompShg,HdBoard,HdBoard,BrkFace,216,TA,TA,CBlock,TA,TA,Gd,GLQ,944,Unf,0,136,1080,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,1,0,2,1,Gd,5,Typ,1,Gd,Attchd,1966,Unf,1,315,TA,TA,Y,238,0,0,0,0,0,NA,NA,Shed,1500,1,2010,WD,Normal +1518,90,RL,70,8267,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1604,1604,GasA,TA,Y,SBrkr,1604,0,0,1604,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1958,Unf,2,576,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1519,20,RL,70,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,2003,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,1188,Unf,0,292,1480,GasA,Ex,Y,SBrkr,1480,0,0,1480,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,620,TA,TA,Y,252,73,0,0,0,0,NA,MnPrv,Shed,300,2,2010,WD,Normal +1520,20,RL,NA,8050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,150,TA,TA,CBlock,TA,TA,No,BLQ,856,Rec,162,125,1143,GasA,TA,Y,SBrkr,1143,0,0,1143,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal +1521,20,RL,87,10725,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,91,TA,TA,CBlock,TA,TA,No,Rec,936,Unf,0,270,1206,GasA,Fa,Y,SBrkr,1206,0,0,1206,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1522,20,RL,80,10032,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1959,1959,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,432,TA,TA,CBlock,TA,TA,No,Rec,734,Unf,0,510,1244,GasA,Ex,Y,SBrkr,1580,0,0,1580,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,2,440,TA,TA,Y,0,28,0,0,160,0,NA,GdWo,NA,0,6,2010,WD,Normal +1523,50,RL,60,8382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseA,832,505,0,1337,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,263,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal +1524,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,339,Unf,0,525,864,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1952,Unf,1,318,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1525,20,RL,119,10895,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,648,Unf,0,324,972,GasA,TA,Y,SBrkr,972,0,0,972,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Unf,1,305,TA,TA,Y,0,0,205,0,0,0,NA,GdWo,NA,0,6,2010,WD,Normal +1526,190,RL,70,13587,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,532,Unf,0,456,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml +1527,30,RL,65,7898,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1920,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,985,0,0,985,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,676,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1528,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,8,1948,2004,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,481,Rec,174,161,816,GasA,TA,Y,SBrkr,816,408,0,1224,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,280,TA,TA,Y,414,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal +1529,20,RL,81,7635,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,588,LwQ,350,237,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1960,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1530,20,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,218,TA,TA,CBlock,TA,TA,Gd,BLQ,717,LwQ,263,415,1395,GasA,TA,Y,SBrkr,1395,0,0,1395,1,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1963,RFn,2,440,TA,TA,Y,657,0,113,0,240,0,NA,NA,NA,0,5,2010,WD,Normal +1531,50,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1900,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,771,TA,TA,PConc,TA,TA,No,ALQ,48,Unf,0,661,709,GasA,TA,Y,SBrkr,1157,687,0,1844,1,0,1,0,3,1,TA,9,Min2,2,Gd,Basment,1900,Unf,1,240,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,1,2010,COD,Abnorml +1532,30,RM,56,4485,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,BLQ,579,Unf,0,357,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,P,51,0,135,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal +1533,20,RM,69,5805,Pave,Grvl,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,1Story,5,7,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,274,Rec,1073,0,1347,GasA,Gd,Y,SBrkr,1347,0,0,1347,1,1,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,2,551,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1534,45,RM,50,6900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1938,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,827,827,GasA,Gd,Y,SBrkr,827,424,0,1251,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal +1535,50,RM,69,11851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,780,Unf,0,247,1027,GasA,Ex,Y,SBrkr,1027,606,0,1633,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,100,126,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1536,50,RM,NA,8239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1920,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,176,Unf,0,832,1008,GasA,TA,Y,SBrkr,1060,185,0,1245,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,315,TA,TA,Y,0,0,334,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1537,30,RM,68,9656,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,2,1923,1970,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,678,678,GasA,TA,N,SBrkr,832,0,0,832,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1928,Unf,2,780,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml +1538,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1900,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,930,930,GasW,TA,N,SBrkr,930,636,0,1566,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,288,TA,TA,Y,54,228,246,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml +1539,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1890,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,Stone,Fa,Fa,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,1157,1111,0,2268,0,0,3,0,3,1,Gd,7,Typ,0,NA,Detchd,2003,Unf,2,624,TA,TA,N,0,108,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1540,190,RM,100,9045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,3,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,Mn,Unf,0,Unf,0,840,840,Grav,Fa,N,FuseF,1128,1128,0,2256,0,0,2,0,4,2,Fa,12,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,18,18,0,0,0,NA,NA,NA,0,6,2010,WD,Abnorml +1541,70,RM,60,10560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1922,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Rec,283,Unf,0,455,738,GasA,Ex,Y,SBrkr,868,602,0,1470,0,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1970,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1542,50,RM,53,5830,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,1.5Fin,5,6,1950,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,788,Unf,0,200,988,GasA,Ex,Y,SBrkr,1030,582,0,1612,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1950,Unf,1,363,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1543,75,RL,NA,7793,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,2.5Unf,7,7,1922,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,474,Unf,0,634,1108,GasA,TA,N,FuseA,1160,908,0,2068,0,0,1,1,3,1,Gd,8,Typ,1,Gd,Detchd,1928,Unf,1,315,TA,TA,Y,0,0,60,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1544,30,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,188,Unf,0,577,765,GasA,TA,N,FuseF,765,0,0,765,1,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,P,135,0,41,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal +1545,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,BLQ,452,LwQ,12,144,608,GasA,TA,Y,SBrkr,608,524,0,1132,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,128,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Abnorml +1546,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,264,Unf,0,308,572,GasA,Ex,Y,FuseA,848,348,0,1196,0,1,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1547,50,RM,53,6360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,Stone,300,TA,TA,CBlock,TA,TA,No,Rec,360,LwQ,159,316,835,GasA,TA,Y,FuseA,955,498,0,1453,0,0,1,1,3,1,Gd,7,Min2,2,Fa,Detchd,1942,Unf,1,240,TA,TA,Y,0,0,35,0,148,0,NA,NA,NA,0,3,2010,WD,Normal +1548,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,300,Unf,0,480,780,GasA,TA,Y,SBrkr,780,636,0,1416,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,312,TA,TA,P,221,0,48,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1549,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1936,1980,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,Rec,276,Unf,0,252,528,GasA,Gd,Y,SBrkr,548,492,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Fin,2,624,TA,TA,P,306,0,32,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1550,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,448,Unf,0,480,928,GasA,TA,Y,FuseF,928,608,0,1536,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,0,10,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1551,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,ALQ,960,Unf,0,164,1124,GasA,TA,Y,SBrkr,1068,0,0,1068,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1923,Unf,1,288,TA,TA,Y,0,0,128,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1552,50,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,888,888,GasA,Ex,Y,SBrkr,888,1074,0,1962,0,0,1,1,4,1,TA,9,Typ,1,TA,Detchd,1915,Unf,2,572,TA,TA,Y,160,0,364,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal +1553,70,RM,60,12900,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1912,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,780,780,0,1560,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,344,0,0,0,168,0,NA,NA,NA,0,5,2010,WD,Normal +1554,70,RM,52,3068,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1920,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,Ex,Y,SBrkr,662,662,0,1324,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,180,TA,TA,Y,0,0,112,0,0,0,NA,GdPrv,NA,0,2,2010,WD,Normal +1555,20,RL,100,15263,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,Gd,TA,No,Rec,766,Unf,0,656,1422,GasA,Gd,Y,SBrkr,1675,0,0,1675,0,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1959,Unf,1,365,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1556,50,RL,72,10632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,3,1917,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,Fa,No,Unf,0,Unf,0,689,689,GasA,Gd,N,SBrkr,725,499,0,1224,0,0,1,1,3,1,NA,6,Mod,0,NA,Detchd,1917,Unf,1,180,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,1,2010,COD,Normal +1557,190,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,1026,Unf,0,186,1212,GasA,TA,N,SBrkr,1212,180,0,1392,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,168,0,0,0,NA,NA,NA,0,2,2010,ConLD,Normal +1558,50,RL,65,6001,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,368,Unf,0,232,600,GasA,Ex,N,SBrkr,600,319,0,919,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,231,TA,TA,Y,0,0,45,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1559,70,C (all),NA,6449,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,4,1,1907,1950,Gambrel,CompShg,Wd Sdng,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,73,Unf,0,634,707,GasW,TA,N,SBrkr,942,942,0,1884,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,239,0,0,0,NA,NA,NA,0,3,2010,WD,Abnorml +1560,190,RH,60,6048,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Artery,Norm,2fmCon,1.5Fin,5,7,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,736,Unf,0,120,856,GasA,Gd,Y,SBrkr,936,744,0,1680,1,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1910,Unf,2,450,TA,Fa,P,56,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal +1561,90,RL,72,10773,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,3,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,72,Fa,Fa,CBlock,TA,TA,No,ALQ,704,Unf,0,1128,1832,GasA,TA,N,SBrkr,1832,0,0,1832,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,58,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1562,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,2008,Hip,CompShg,HdBoard,HdBoard,BrkFace,47,TA,TA,CBlock,TA,TA,Mn,BLQ,240,Rec,474,150,864,GasA,Ex,Y,SBrkr,892,0,0,892,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1966,Unf,1,416,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1563,20,RL,65,7832,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,775,Unf,0,89,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1969,Unf,1,280,TA,TA,Y,226,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1564,90,RL,NA,7424,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1319,Unf,0,0,1319,GasA,TA,Y,SBrkr,1373,0,0,1373,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1978,Fin,2,591,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1565,60,RL,86,11227,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,Gd,No,Rec,267,ALQ,453,0,720,GasA,Ex,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,2,TA,Attchd,1968,Unf,2,480,TA,TA,Y,192,38,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal +1566,20,RL,NA,20062,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,7,1977,2001,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1092,Unf,0,328,1420,GasA,Gd,Y,SBrkr,1483,0,0,1483,1,0,1,1,1,1,TA,4,Typ,2,TA,Attchd,1977,RFn,2,690,TA,TA,Y,496,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1567,30,RL,94,9259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1927,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,756,0,0,756,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1945,Unf,2,440,TA,TA,N,80,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1568,60,RL,NA,17082,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,6,5,1978,1992,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,PConc,Gd,TA,Av,ALQ,964,Unf,0,153,1117,GasA,Ex,Y,SBrkr,1117,864,0,1981,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,Fin,2,522,TA,TA,Y,336,104,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1569,50,RL,124,18600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,3,4,1938,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,288,LwQ,684,0,972,GasA,TA,Y,FuseA,1052,558,0,1610,0,1,2,0,4,1,Fa,8,Typ,1,Gd,Attchd,1938,RFn,1,480,TA,TA,Y,0,0,60,0,0,0,NA,NA,Shed,450,6,2010,WD,Normal +1570,20,RL,65,11479,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,1987,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,104,Rec,387,172,663,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1987,Unf,1,467,TA,TA,Y,0,52,52,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1571,50,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1947,1979,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,192,Unf,0,564,756,GasA,Ex,Y,SBrkr,1169,0,362,1531,0,0,1,0,3,1,TA,8,Typ,1,TA,Detchd,1947,Unf,1,209,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1572,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1954,1998,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,954,Unf,0,218,1172,GasA,TA,Y,SBrkr,1172,0,0,1172,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Fin,1,366,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1573,20,RL,44,17485,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,96,Gd,TA,PConc,Gd,TA,Gd,GLQ,1346,Unf,0,162,1508,GasA,Ex,Y,SBrkr,1508,0,0,1508,1,0,1,0,1,1,Gd,5,Typ,2,TA,Attchd,2009,RFn,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,Con,Partial +1574,20,RL,NA,11200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,1250,1250,GasA,Ex,Y,SBrkr,1298,0,0,1298,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,504,TA,Fa,N,0,144,0,0,0,0,NA,NA,NA,0,6,2010,COD,Normal +1575,20,RL,83,11980,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1Story,7,5,1987,1987,Gable,CompShg,Plywood,Plywood,BrkFace,177,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1433,Unf,0,0,1433,GasA,Ex,Y,SBrkr,1433,0,0,1433,1,0,1,1,1,1,Gd,4,Typ,2,TA,Attchd,1987,RFn,2,528,Gd,Gd,Y,0,278,0,0,266,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1576,60,RL,87,12361,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,85,Gd,Gd,PConc,Gd,TA,No,GLQ,860,Unf,0,86,946,GasA,Ex,Y,SBrkr,964,838,0,1802,0,1,2,1,3,1,Gd,8,Typ,1,Gd,2Types,2000,RFn,4,1017,TA,TA,Y,450,92,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1577,20,RL,64,7360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2010,2010,Gable,CompShg,VinylSd,VinylSd,Stone,80,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1198,1222,GasA,Ex,Y,SBrkr,1222,0,0,1222,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,615,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1578,50,RL,82,14235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1.5Fin,6,8,1900,1993,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Fa,Gd,No,Unf,0,Unf,0,676,676,GasA,TA,Y,SBrkr,831,614,0,1445,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1957,Unf,2,484,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1579,85,RL,82,11105,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Fa,Av,GLQ,870,Unf,0,0,870,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1998,Unf,2,580,Gd,TA,Y,71,0,0,0,0,0,NA,GdPrv,NA,0,7,2010,WD,Normal +1580,60,RL,NA,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,353,Unf,0,525,878,GasA,Ex,Y,SBrkr,892,800,0,1692,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,RFn,2,513,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1581,20,RL,38,15240,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1977,2004,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,198,Rec,688,140,1026,GasA,Ex,Y,SBrkr,1026,0,0,1026,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1977,Unf,1,308,TA,TA,Y,316,85,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1582,20,RL,68,7480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,480,Unf,0,396,876,GasA,TA,Y,SBrkr,876,0,0,876,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1583,20,RL,80,10389,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,CemntBd,CmentBd,BrkFace,320,Gd,TA,PConc,Gd,TA,No,GLQ,1682,Unf,0,296,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,RFn,3,850,TA,TA,Y,188,25,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1584,60,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1040,1040,GasA,Ex,Y,SBrkr,1044,1054,0,2098,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,621,TA,TA,Y,331,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1585,120,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,672,Unf,0,176,848,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,0,4,2010,WD,Normal +1586,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Feedr,Norm,1Fam,1Story,3,6,1945,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,640,0,0,640,0,0,1,0,2,1,TA,5,Min1,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLD,Normal +1587,20,RL,68,8842,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,381,381,GasA,Ex,Y,SBrkr,992,0,0,992,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,319,TA,TA,Y,60,0,56,0,0,0,NA,MnPrv,NA,0,1,2010,Oth,Abnorml +1588,20,RL,60,10044,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1070,Unf,0,126,1196,GasA,TA,Y,SBrkr,1196,0,0,1196,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,336,TA,TA,Y,257,0,168,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal +1589,50,RL,89,11792,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,744,744,GasA,Ex,N,FuseF,792,328,0,1120,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1956,Unf,2,480,TA,Fa,P,0,0,0,0,160,0,NA,NA,NA,0,6,2010,WD,Abnorml +1590,80,RL,65,6305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1975,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1591,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1958,Hip,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal +1592,30,RL,67,4853,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Artery,Norm,1Fam,1Story,5,6,1924,1999,Gable,CompShg,MetalSd,VinylSd,BrkFace,203,TA,TA,BrkTil,TA,TA,Mn,Rec,133,Unf,0,974,1107,GasA,Fa,N,FuseA,1296,0,0,1296,0,0,2,0,2,1,Fa,5,Typ,1,Gd,Detchd,1979,Unf,1,260,TA,TA,Y,0,0,36,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal +1593,30,RL,NA,7890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,238,Unf,0,618,856,GasA,TA,Y,SBrkr,856,0,0,856,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1939,Unf,2,399,TA,TA,Y,0,0,0,0,166,0,NA,NA,NA,0,3,2010,WD,Normal +1594,90,RH,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,4,6,1967,1967,Flat,Tar&Grv,Plywood,CBlock,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,862,1788,0,2650,0,0,3,0,6,2,TA,10,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,Shed,500,2,2010,WD,Normal +1595,50,RL,51,9839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,2,1931,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,772,0,1666,1,0,1,0,3,1,TA,7,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,156,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1596,50,RL,78,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,6,1941,1985,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,371,Gd,Gd,BrkTil,Gd,TA,No,ALQ,426,BLQ,252,850,1528,GasA,Ex,Y,SBrkr,1225,908,0,2133,1,0,1,1,4,1,TA,8,Typ,2,TA,Attchd,1941,Unf,1,312,TA,TA,Y,0,0,86,0,0,0,NA,NA,NA,0,7,2010,WD,Normal +1597,90,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1950,1991,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,TA,Gd,CBlock,TA,TA,No,ALQ,375,Unf,0,657,1032,GasA,Ex,Y,SBrkr,1102,1075,0,2177,0,0,2,1,5,2,TA,11,Typ,0,NA,Detchd,1950,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1598,80,RL,85,19645,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,7,6,1994,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,TA,TA,PConc,Gd,TA,No,GLQ,343,Unf,0,80,423,GasA,Ex,Y,SBrkr,896,756,0,1652,1,0,2,1,3,1,Gd,6,Typ,0,NA,BuiltIn,1994,RFn,2,473,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1599,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,6,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,747,Unf,0,235,982,GasA,Gd,Y,SBrkr,1034,0,0,1034,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1989,Fin,2,598,TA,TA,Y,141,36,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1600,120,RM,35,3907,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,76,Unf,0,1115,1191,GasA,Gd,Y,SBrkr,1191,0,0,1191,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Unf,2,531,TA,TA,Y,112,81,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1601,30,RM,58,8154,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,5,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,480,Unf,0,0,480,GasA,TA,Y,SBrkr,540,0,0,540,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1951,Unf,1,200,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLw,Normal +1602,50,RM,50,9140,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1921,1975,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,BLQ,308,Unf,0,321,629,GasA,Fa,Y,SBrkr,727,380,0,1107,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,625,TA,TA,Y,0,56,0,0,200,0,NA,MnPrv,NA,0,4,2010,COD,Normal +1603,30,C (all),66,8712,Grvl,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1896,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Gd,Y,SBrkr,952,0,0,952,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1896,RFn,1,330,TA,TA,N,0,0,265,0,0,0,NA,NA,NA,0,6,2010,WD,Alloca +1604,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Artery,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,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,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,5,2010,WD,Normal +1605,60,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,615,Unf,0,434,1049,GasA,Ex,Y,SBrkr,1036,880,0,1916,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Unf,3,741,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1606,80,RL,74,9620,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,679,Unf,0,564,1243,GasA,TA,Y,SBrkr,1285,0,0,1285,0,1,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1977,Unf,2,473,TA,TA,Y,375,26,0,0,0,0,NA,GdPrv,Shed,80,5,2010,WD,Normal +1607,90,RL,NA,12760,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,No,Unf,0,Unf,0,1958,1958,GasA,TA,Y,SBrkr,2048,0,0,2048,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1976,Unf,2,776,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,ConLD,Normal +1608,20,RL,88,11896,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,No,GLQ,78,Unf,0,1258,1336,GasA,Ex,Y,SBrkr,1346,0,0,1346,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2008,Fin,3,660,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal +1609,20,RL,73,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1214,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2010,RFn,2,520,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,1,2010,New,Partial +1610,60,RL,73,9802,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,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,SBrkr,744,700,0,1444,0,0,2,1,3,1,TA,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1611,20,RL,85,15300,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1965,1977,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,42,Unf,0,1026,1068,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,2,1,TA,7,Typ,1,TA,Attchd,1965,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1612,20,RL,93,10114,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1430,1430,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1613,20,RL,NA,11875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1344,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,2001,Unf,2,686,TA,TA,Y,328,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1614,120,RM,31,2394,Pave,NA,Reg,Low,AllPub,Inside,Mod,MeadowV,Norm,Norm,Twnhs,1Story,5,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,915,Unf,0,30,945,GasA,Ex,Y,SBrkr,945,0,0,945,1,1,1,0,2,1,TA,5,Typ,1,Po,Attchd,1973,RFn,1,253,TA,TA,Y,174,0,56,0,108,0,NA,NA,NA,0,5,2010,WD,Normal +1615,160,RM,21,1476,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,7,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,176,Unf,0,370,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1616,160,RM,21,1900,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,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1617,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Rec,294,Unf,0,252,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,286,TA,TA,Y,0,0,64,0,0,0,NA,NA,NA,0,6,2010,WD,Normal +1618,20,RL,50,6953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,469,Unf,0,395,864,GasA,Ex,Y,SBrkr,874,0,0,874,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,ConLD,Normal +1619,20,RL,76,12887,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,207,GLQ,590,36,833,GasA,TA,Y,SBrkr,833,0,0,833,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Unf,2,495,TA,TA,Y,431,0,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal +1620,90,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,2,1985,1986,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Po,PConc,TA,TA,No,Unf,0,Unf,0,1216,1216,GasA,Gd,Y,SBrkr,1216,1216,0,2432,0,0,4,2,4,2,TA,10,Typ,0,NA,Attchd,1985,Unf,2,616,TA,Fa,Y,200,0,0,0,0,0,NA,NA,Shed,600,2,2010,WD,Normal +1621,60,RL,63,10475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,458,Unf,0,166,624,GasA,Gd,Y,SBrkr,624,650,0,1274,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,Y,22,0,0,0,0,0,NA,GdWo,NA,0,3,2010,WD,Normal +1622,50,RL,68,10544,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1.5Fin,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,476,Unf,0,388,864,GasA,TA,Y,SBrkr,864,615,0,1479,0,0,2,0,5,1,TA,8,Typ,0,NA,Attchd,1969,Fin,1,275,TA,TA,Y,287,0,280,0,0,0,NA,NA,NA,0,4,2010,WD,Normal +1623,20,RL,76,9892,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Gd,GLQ,1341,LwQ,284,54,1679,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,1,2,1,3,1,Gd,6,Typ,2,TA,Attchd,1994,Unf,2,482,TA,TA,Y,129,64,222,0,0,0,NA,GdWo,NA,0,2,2010,WD,Normal +1624,60,RL,74,12961,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,Mn,GLQ,944,Unf,0,208,1152,GasA,Ex,Y,SBrkr,1152,645,0,1797,1,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1993,Fin,2,616,TA,TA,Y,162,312,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal +1625,20,RL,74,13008,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,No,Rec,564,Unf,0,318,882,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,502,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1626,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,440,TA,TA,CBlock,TA,TA,No,LwQ,844,Unf,0,590,1434,GasA,TA,Y,SBrkr,1434,0,0,1434,1,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1974,RFn,2,528,TA,TA,Y,80,21,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1627,60,RL,88,10179,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,847,Unf,0,98,945,GasA,Ex,Y,SBrkr,945,663,0,1608,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1628,60,RL,NA,11792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,188,Gd,TA,PConc,Gd,TA,Gd,GLQ,850,Unf,0,158,1008,GasA,Ex,Y,SBrkr,1008,1275,0,2283,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1629,80,RL,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,GLQ,284,Unf,0,100,384,GasA,Gd,Y,SBrkr,958,670,0,1628,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,390,TA,TA,Y,48,72,0,0,0,0,NA,NA,Shed,490,6,2009,WD,Normal +1630,120,RL,28,7296,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1965,Unf,0,243,2208,GasA,Ex,Y,SBrkr,2522,0,0,2522,1,0,2,0,1,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,564,TA,TA,Y,182,57,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1631,120,RL,61,7380,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,341,Unf,0,1077,1418,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,495,TA,TA,Y,168,43,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1632,120,RL,57,8013,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,741,Unf,0,846,1587,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,528,TA,TA,Y,52,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1633,80,RL,57,8923,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,189,Unf,0,195,384,GasA,Gd,Y,SBrkr,751,631,0,1382,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1998,Fin,2,396,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1634,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,476,Unf,0,476,952,GasA,Gd,Y,SBrkr,952,684,0,1636,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,440,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1635,60,RL,NA,8803,Pave,NA,IR1,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,GLQ,600,Unf,0,107,707,GasA,Gd,Y,SBrkr,707,809,0,1516,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,0,46,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1636,20,RL,58,7250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,45,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1190,0,0,1190,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1993,Unf,2,430,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1637,60,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,5,6,1977,1977,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,157,TA,TA,PConc,Gd,TA,No,ALQ,400,Unf,0,722,1122,GasA,Ex,Y,SBrkr,946,988,0,1934,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,567,TA,TA,P,0,176,0,0,200,0,NA,NA,NA,0,7,2009,WD,Normal +1638,60,RL,NA,13250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRNn,Norm,1Fam,2Story,7,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,SBrkr,1154,896,0,2050,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1978,RFn,2,529,TA,TA,Y,192,192,0,0,0,0,NA,NA,NA,0,5,2009,WD,Abnorml +1639,20,RL,80,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1978,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,TA,TA,PConc,TA,TA,No,LwQ,363,Unf,0,1064,1427,GasA,TA,Y,SBrkr,1671,0,0,1671,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,484,TA,TA,Y,252,55,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1640,60,RL,NA,12388,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1991,Gable,CompShg,Plywood,Plywood,BrkFace,229,TA,TA,CBlock,Gd,TA,No,ALQ,602,Unf,0,441,1043,GasA,TA,Y,SBrkr,1539,1134,0,2673,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1980,RFn,2,441,TA,TA,Y,178,84,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1641,20,RL,80,11088,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1978,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,144,TA,TA,PConc,TA,TA,No,ALQ,832,Unf,0,308,1140,GasA,Gd,Y,SBrkr,1707,0,0,1707,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,Fin,2,479,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1642,60,FV,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,622,Unf,0,304,926,GasA,Ex,Y,SBrkr,1016,868,0,1884,1,0,2,1,3,1,Ex,7,Typ,1,Ex,Attchd,2003,RFn,2,581,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1643,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,RRNn,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1058,1058,GasA,Ex,Y,SBrkr,1058,816,0,1874,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,588,TA,TA,Y,0,134,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1644,60,FV,NA,8470,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,225,ALQ,276,471,972,GasA,Ex,Y,SBrkr,972,839,0,1811,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,565,TA,TA,Y,225,48,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1645,20,RL,NA,9373,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,5,7,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,161,TA,TA,CBlock,Gd,TA,Av,ALQ,1333,LwQ,168,120,1621,GasA,TA,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,TA,7,Typ,2,Fa,Attchd,1975,RFn,2,478,TA,TA,Y,0,0,0,0,490,0,NA,NA,NA,0,6,2009,WD,Normal +1646,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Hip,CompShg,Plywood,Plywood,BrkFace,196,TA,TA,CBlock,TA,TA,No,ALQ,888,Unf,0,228,1116,GasA,Ex,Y,SBrkr,1116,0,0,1116,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2009,WD,Normal +1647,20,RL,85,11050,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,636,Unf,0,540,1176,GasA,Fa,Y,SBrkr,1193,0,0,1193,0,0,2,0,3,1,TA,5,Typ,1,TA,Attchd,1975,Unf,2,506,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1648,20,RL,NA,7830,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1180,1180,GasA,TA,Y,SBrkr,1180,0,0,1180,0,0,1,1,2,1,TA,6,Typ,0,NA,Attchd,1970,RFn,2,477,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal +1649,20,RL,NA,8510,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,178,TA,TA,CBlock,Gd,TA,No,ALQ,500,Unf,0,543,1043,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1650,20,RL,60,7038,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,726,Unf,0,138,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2001,Unf,2,576,TA,TA,Y,210,0,0,0,0,0,NA,GdPrv,NA,0,9,2009,WD,Abnorml +1651,20,RL,60,9000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1971,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,240,Unf,0,624,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1986,Unf,2,576,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal +1652,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,254,Unf,0,229,483,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,0,7,2009,WD,Normal +1653,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,Rec,110,LwQ,294,79,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1654,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,306,Unf,0,498,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,0,2,1,3,1,TA,7,Typ,1,TA,Detchd,1976,RFn,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1655,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,5,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,435,LwQ,622,0,1057,GasA,TA,Y,SBrkr,1055,0,0,1055,0,1,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1975,RFn,2,440,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1656,160,RL,24,2349,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,389,Unf,0,466,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1977,Unf,2,440,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1657,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,320,Unf,0,484,804,GasA,TA,Y,SBrkr,804,744,0,1548,0,1,2,1,3,1,TA,7,Typ,1,TA,Detchd,1978,Unf,2,440,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1658,160,RL,24,2364,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,279,Unf,0,576,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1659,120,RL,24,2104,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,7,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,536,Unf,0,300,836,GasA,TA,Y,SBrkr,836,0,0,836,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,345,TA,TA,Y,150,20,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1660,20,RL,NA,10710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1966,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,165,Gd,TA,PConc,TA,TA,No,BLQ,644,Unf,0,220,864,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1966,RFn,2,656,TA,TA,Y,0,162,0,0,0,0,NA,NA,Shed,1200,7,2009,WD,Normal +1661,60,RL,110,14257,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,726,Ex,TA,PConc,Ex,TA,No,GLQ,1360,Unf,0,416,1776,GasA,Ex,Y,SBrkr,1794,978,0,2772,1,0,3,1,4,1,Ex,10,Typ,3,Gd,BuiltIn,2007,Fin,3,754,TA,TA,Y,135,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1662,60,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,986,Unf,0,379,1365,GasA,Ex,Y,SBrkr,1365,1325,0,2690,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,864,TA,TA,Y,0,197,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial +1663,20,RL,95,12350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1232,Unf,0,788,2020,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,896,TA,TA,Y,192,98,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1664,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosA,PosA,1Fam,1Story,10,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,2288,Unf,0,342,2630,GasA,Ex,Y,SBrkr,2674,0,0,2674,2,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2007,Fin,3,762,TA,TA,Y,360,50,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1665,20,RL,95,11578,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,302,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1736,1736,GasA,Ex,Y,SBrkr,1736,0,0,1736,0,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,RFn,3,834,TA,TA,Y,319,90,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1666,20,RL,129,16870,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,238,Gd,TA,PConc,Ex,TA,Gd,GLQ,1531,Unf,0,251,1782,GasA,Ex,Y,SBrkr,1782,0,0,1782,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2004,Fin,3,932,TA,TA,Y,99,82,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1667,60,RL,59,23303,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,20,Gd,TA,PConc,Ex,TA,Av,GLQ,1230,Unf,0,278,1508,GasA,Ex,Y,SBrkr,1508,1012,0,2520,1,0,2,1,5,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,640,TA,TA,Y,192,273,0,0,0,0,NA,NA,NA,0,6,2009,WD,Family +1668,20,RL,87,10367,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,284,Ex,TA,PConc,Ex,TA,Mn,GLQ,1015,Unf,0,724,1739,GasA,Ex,Y,SBrkr,1743,0,0,1743,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,927,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal +1669,20,RL,77,10872,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,122,Gd,TA,PConc,Ex,Gd,Av,GLQ,1037,Unf,0,467,1504,GasA,Ex,Y,SBrkr,1531,0,0,1531,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,700,TA,TA,Y,184,52,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1670,20,RL,102,13514,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,285,Ex,TA,PConc,Ex,TA,No,GLQ,1142,Unf,0,632,1774,GasA,Ex,Y,SBrkr,1808,0,0,1808,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,850,TA,TA,Y,200,26,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1671,20,RL,90,12878,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,418,Gd,TA,PConc,Gd,TA,No,ALQ,1262,Unf,0,498,1760,GasA,Ex,Y,SBrkr,1760,0,0,1760,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,583,TA,TA,Y,165,190,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1672,20,RL,110,15274,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,724,Gd,TA,PConc,Ex,TA,No,GLQ,1972,Unf,0,480,2452,GasA,Ex,Y,SBrkr,2452,0,0,2452,2,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2003,Fin,3,886,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1673,60,RL,96,13262,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1105,1295,0,2400,0,0,3,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,3,730,TA,TA,Y,114,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1674,20,RL,70,9658,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,383,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1598,1598,GasA,Gd,Y,SBrkr,1606,0,0,1606,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,871,TA,TA,Y,230,60,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1675,120,RL,47,6904,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,ALQ,836,Unf,0,522,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1676,120,RL,34,5122,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,GLQ,881,Unf,0,425,1306,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,0,3,2009,WD,Normal +1677,120,RL,80,10307,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1678,20,RL,100,14836,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,730,Ex,TA,PConc,Ex,TA,Gd,GLQ,2146,Unf,0,346,2492,GasA,Ex,Y,SBrkr,2492,0,0,2492,1,0,2,1,2,1,Ex,8,Typ,1,Ex,Attchd,2004,Fin,3,949,TA,TA,Y,226,235,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml +1679,20,RL,117,15262,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,470,Gd,TA,PConc,Ex,TA,Gd,GLQ,1557,Unf,0,643,2200,GasA,Ex,Y,SBrkr,2200,0,0,2200,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2003,Fin,3,685,TA,TA,Y,208,55,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1680,120,RL,44,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2009,Hip,CompShg,MetalSd,MetalSd,BrkFace,308,Ex,TA,PConc,Ex,TA,No,GLQ,800,Unf,0,1084,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,649,TA,TA,Y,231,90,0,0,0,0,NA,NA,NA,0,5,2009,New,Partial +1681,120,RL,48,6472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,BrkFace,500,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1451,1451,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,2,539,TA,TA,Y,192,42,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1682,20,RL,129,16770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1196,Unf,0,516,1712,GasA,Ex,Y,SBrkr,1712,0,0,1712,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2002,RFn,3,701,TA,TA,Y,218,183,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1683,120,RL,48,3480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,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,TA,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1684,60,RL,63,10928,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,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,100,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1685,60,RL,57,8918,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,745,745,GasA,Ex,Y,SBrkr,745,745,0,1490,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,392,TA,TA,Y,36,20,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1686,120,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,0,1204,1220,GasA,Ex,Y,SBrkr,1220,0,0,1220,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1687,80,RL,59,9434,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1688,60,RL,62,7984,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,868,762,0,1630,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2004,Fin,2,436,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1689,60,RL,61,10125,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,Mn,Unf,0,Unf,0,846,846,GasA,Ex,Y,SBrkr,846,748,0,1594,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,434,TA,TA,Y,300,48,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1690,60,RL,NA,8965,Pave,NA,IR1,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,GLQ,652,Unf,0,130,782,GasA,Ex,Y,SBrkr,806,683,0,1489,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,400,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1691,60,RL,NA,8174,Pave,NA,IR1,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,GLQ,494,Unf,0,204,698,GasA,Ex,Y,SBrkr,698,644,0,1342,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,393,TA,TA,Y,100,56,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1692,60,RL,NA,12891,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,651,Unf,0,219,870,GasA,Ex,Y,SBrkr,878,1126,0,2004,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,3,644,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1693,80,RL,61,9734,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,241,Rec,113,30,384,GasA,Ex,Y,SBrkr,744,630,0,1374,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2004,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1694,60,RL,42,8433,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,GLQ,683,Unf,0,111,794,GasA,Ex,Y,SBrkr,819,695,0,1514,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,394,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1695,80,RL,62,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1999,2000,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,7,Typ,1,TA,BuiltIn,1999,RFn,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1696,60,RL,NA,15896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,ALQ,913,Unf,0,264,1177,GasA,Ex,Y,SBrkr,1223,1089,0,2312,1,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,3,658,TA,TA,Y,298,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1697,80,RL,64,7848,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,6,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1698,60,RL,106,12720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,Mn,GLQ,1173,Unf,0,282,1455,GasA,Ex,Y,SBrkr,1466,1221,0,2687,1,0,2,1,4,1,Gd,10,Typ,2,TA,BuiltIn,2000,RFn,3,810,TA,TA,Y,252,30,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1699,20,RL,NA,10750,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,634,Gd,TA,PConc,Gd,TA,Av,BLQ,236,GLQ,1526,262,2024,GasA,Ex,Y,SBrkr,2063,0,0,2063,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,1994,Fin,3,815,TA,TA,Y,182,56,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1700,60,RL,79,9085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,286,Gd,TA,PConc,Gd,TA,No,GLQ,816,Unf,0,254,1070,GasA,Ex,Y,SBrkr,1094,967,0,2061,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,2,647,TA,TA,Y,296,102,209,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1701,60,RL,NA,11692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,372,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,549,1173,GasA,Ex,Y,SBrkr,1215,1017,0,2232,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,623,TA,TA,Y,173,165,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1702,20,RL,86,11194,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1696,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,972,TA,TA,Y,120,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1703,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,PosN,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,294,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1614,1614,GasA,Ex,Y,SBrkr,1658,0,0,1658,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,726,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1704,20,RL,85,10130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1294,Unf,0,408,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,844,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1705,20,RL,76,9139,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,TA,Av,GLQ,379,Unf,0,1043,1422,GasA,Ex,Y,SBrkr,1432,0,0,1432,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,492,TA,TA,Y,297,50,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1706,20,RL,85,11128,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,PosN,PosN,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,198,Ex,TA,PConc,Ex,TA,Gd,GLQ,2158,Unf,0,300,2458,GasA,Ex,Y,SBrkr,2490,0,0,2490,1,0,2,0,2,1,Ex,9,Typ,2,Gd,Attchd,2005,Fin,3,795,TA,TA,Y,70,226,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal +1707,20,FV,90,7993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1436,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,121,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial +1708,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1402,1402,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,625,TA,TA,Y,205,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1709,20,FV,112,12606,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,120,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1530,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,984,TA,TA,Y,212,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1710,20,FV,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,238,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1348,1372,GasA,Ex,Y,SBrkr,1448,0,0,1448,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,692,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1711,60,FV,84,10603,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,121,Gd,TA,PConc,Ex,Gd,No,GLQ,682,Unf,0,218,900,GasA,Ex,Y,SBrkr,909,886,0,1795,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,Fin,3,782,TA,TA,Y,168,45,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1712,20,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,288,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1836,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2009,Fin,2,517,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial +1713,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1430,Unf,0,222,1652,GasA,Ex,Y,SBrkr,1662,0,0,1662,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,RFn,3,711,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1714,20,FV,68,8736,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,771,ALQ,360,422,1553,GasA,Ex,Y,SBrkr,1553,0,0,1553,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,588,TA,TA,Y,192,88,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1715,60,FV,65,8127,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,410,Unf,0,402,812,GasA,Ex,Y,SBrkr,812,841,0,1653,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,628,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1716,20,RL,80,9605,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1218,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2007,RFn,2,576,TA,TA,Y,0,178,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1717,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,GLQ,54,Unf,0,1087,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2006,RFn,2,484,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1718,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1719,60,RL,96,10628,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,871,941,0,1812,0,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,478,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1720,20,RL,76,10141,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,Tar&Grv,VinylSd,VinylSd,BrkFace,264,Gd,TA,PConc,Gd,TA,Gd,BLQ,516,Rec,774,222,1512,GasA,Ex,Y,SBrkr,1512,0,0,1512,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,3,845,TA,TA,Y,210,36,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1721,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,248,102,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1722,20,RL,63,13072,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,Gd,TA,No,Unf,0,Unf,0,1114,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1723,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,836,Unf,0,278,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1724,20,RL,61,7328,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1450,1450,GasA,Ex,Y,SBrkr,1450,0,0,1450,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,3,788,TA,TA,Y,0,93,0,0,0,0,NA,NA,NA,0,2,2009,New,Partial +1725,60,RL,43,11492,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,637,Unf,0,276,913,GasA,Ex,Y,SBrkr,913,1209,0,2122,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1997,RFn,2,559,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1726,60,RL,70,7703,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,52,Rec,364,400,816,GasA,Ex,Y,SBrkr,833,897,0,1730,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,528,TA,TA,Y,0,91,0,0,168,0,NA,NA,NA,0,11,2009,WD,Normal +1727,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1332,1332,GasA,Gd,Y,SBrkr,1332,0,0,1332,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1728,60,RL,70,9109,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,36,GLQ,596,122,754,GasA,Ex,Y,SBrkr,754,786,0,1540,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,495,TA,TA,Y,140,32,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1729,60,RL,NA,10274,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,7,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,141,TA,Gd,CBlock,Gd,TA,No,Rec,331,Unf,0,345,676,GasA,TA,Y,SBrkr,698,702,0,1400,0,0,2,1,3,1,TA,6,Typ,0,NA,Attchd,1986,RFn,2,465,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1730,90,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,6,7,1981,1981,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,964,918,0,1882,0,0,2,0,4,2,TA,8,Typ,2,TA,Attchd,1981,Unf,2,612,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1731,20,RL,63,9750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,68,BLQ,884,28,980,GasA,Gd,Y,SBrkr,980,0,0,980,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1969,Unf,2,400,TA,TA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal +1732,20,RL,NA,8499,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,660,Unf,0,204,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1982,Unf,2,732,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1733,20,RL,NA,9079,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,864,Unf,0,0,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,440,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1734,20,RL,NA,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,544,Unf,0,480,1024,GasA,Gd,Y,SBrkr,1020,0,0,1020,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,171,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,Oth,Family +1735,20,RL,NA,7791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1963,1995,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,624,Unf,0,288,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Normal +1736,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,TA,TA,CBlock,TA,TA,No,LwQ,140,BLQ,590,182,912,GasA,Gd,Y,SBrkr,912,0,0,912,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,252,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1737,20,RL,NA,15676,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,8,1980,1980,Gable,CompShg,VinylSd,VinylSd,BrkFace,115,Gd,Gd,CBlock,Gd,Gd,Gd,ALQ,1733,Rec,92,189,2014,GasA,Gd,Y,SBrkr,2014,0,0,2014,1,0,2,0,2,1,Gd,6,Maj1,2,Gd,Attchd,1980,RFn,3,864,TA,TA,Y,462,0,0,255,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1738,60,RL,NA,11949,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,8,1991,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,Gd,PConc,Gd,TA,No,GLQ,601,ALQ,216,158,975,GasA,Ex,Y,SBrkr,975,780,0,1755,0,1,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,Unf,2,524,TA,TA,Y,502,60,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal +1739,160,FV,32,2880,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1376,1376,GasA,Ex,Y,SBrkr,1376,1629,0,3005,0,0,2,1,3,1,Gd,9,Mod,1,TA,BuiltIn,2004,Fin,3,704,TA,TA,Y,0,177,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1740,120,FV,NA,3830,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,280,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1726,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,2,561,TA,TA,Y,0,254,0,0,0,0,NA,NA,NA,0,1,2009,New,Partial +1741,120,FV,NA,4217,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,252,Gd,TA,PConc,Gd,TA,No,GLQ,962,Unf,0,183,1145,GasA,Ex,Y,SBrkr,1256,0,0,1256,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,641,TA,TA,Y,0,169,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1742,160,FV,34,2998,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,507,Unf,0,249,756,GasA,Ex,Y,SBrkr,756,756,0,1512,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1743,160,FV,35,3768,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,549,Unf,0,142,691,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,0,9,2009,WD,Normal +1744,20,RL,NA,14694,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1977,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,450,Ex,Ex,CBlock,Gd,Gd,Gd,GLQ,1252,ALQ,136,306,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,1977,Fin,2,642,TA,TA,Y,501,120,0,225,0,0,NA,NA,NA,0,6,2009,WD,Normal +1745,20,RL,110,15417,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,5,1981,1981,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Mn,LwQ,121,Unf,0,1619,1740,GasA,TA,Y,SBrkr,1740,0,0,1740,0,0,1,1,2,1,Gd,7,Typ,0,NA,Attchd,1981,RFn,2,540,TA,TA,Y,228,20,218,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1746,80,RL,80,9600,Pave,NA,Reg,Low,AllPub,FR2,Mod,Veenker,Feedr,Norm,1Fam,SLvl,8,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,200,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,392,392,GasA,Ex,Y,SBrkr,1487,1012,0,2499,0,0,2,1,4,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,527,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,1,2009,WD,Abnorml +1747,60,RL,NA,12732,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1974,1974,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,GLQ,560,LwQ,42,150,752,GasA,TA,Y,SBrkr,1285,782,0,2067,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1974,RFn,2,784,TA,TA,Y,297,40,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1748,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1967,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,256,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,1271,1369,0,2640,0,0,2,1,5,1,Gd,8,Typ,1,TA,Attchd,1967,RFn,2,515,TA,TA,Y,0,120,0,0,168,0,NA,NA,NA,0,5,2009,WD,Normal +1749,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,TA,CBlock,Gd,TA,Mn,ALQ,553,Rec,147,588,1288,GasA,TA,Y,SBrkr,1336,0,0,1336,0,1,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1969,RFn,2,502,TA,TA,Y,312,11,0,0,0,0,NA,NA,Shed,650,8,2009,WD,Normal +1750,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,Av,BLQ,955,Unf,0,261,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Abnorml +1751,60,RL,NA,13774,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1977,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,283,TA,Gd,PConc,Gd,TA,No,GLQ,432,Unf,0,476,908,GasA,Ex,Y,SBrkr,1316,972,0,2288,0,0,1,2,4,1,Gd,8,Typ,2,TA,Attchd,1977,RFn,2,520,TA,TA,Y,321,72,0,0,156,0,NA,NA,NA,0,11,2009,WD,Normal +1752,20,RL,62,7130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,BLQ,648,Unf,0,216,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Fin,1,312,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal +1753,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1568,1568,GasA,TA,Y,SBrkr,1568,0,0,1568,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1967,Unf,2,440,TA,TA,Y,160,40,0,0,0,0,NA,NA,NA,0,3,2009,COD,Normal +1754,60,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,252,TA,TA,CBlock,TA,TA,No,ALQ,698,Unf,0,467,1165,GasA,Gd,Y,SBrkr,1165,896,0,2061,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,RFn,2,498,TA,TA,Y,0,77,0,0,196,0,NA,NA,NA,0,5,2009,COD,Abnorml +1755,85,RL,NA,16500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,509,TA,TA,CBlock,Gd,TA,Av,GLQ,962,Unf,0,270,1232,GasA,Fa,Y,SBrkr,1320,0,0,1320,0,1,2,0,3,1,TA,5,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1756,20,RL,60,7436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1960,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,734,Unf,0,160,894,GasA,Gd,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1988,Unf,2,396,TA,TA,Y,0,0,0,360,0,0,NA,GdWo,NA,0,8,2009,WD,Normal +1757,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Unf,0,461,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1960,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1758,20,RL,NA,9450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,160,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,265,1040,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1982,RFn,3,768,TA,TA,Y,0,0,84,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal +1759,20,RL,NA,13495,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,70,TA,Gd,CBlock,TA,TA,No,BLQ,625,LwQ,201,222,1048,GasA,Fa,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,TA,7,Min1,1,Gd,Detchd,1956,Unf,2,576,TA,TA,Y,0,99,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1760,20,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1995,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,217,TA,TA,CBlock,TA,TA,No,ALQ,310,BLQ,512,491,1313,GasA,TA,Y,SBrkr,1313,0,0,1313,1,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1961,RFn,2,610,TA,TA,Y,172,28,0,0,121,0,NA,MnPrv,NA,0,2,2009,WD,Normal +1761,20,RL,115,10500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,Gd,CBlock,TA,TA,No,LwQ,998,Unf,0,294,1292,GasA,TA,Y,SBrkr,1292,0,0,1292,1,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1964,Unf,2,520,TA,TA,Y,0,32,0,0,92,0,NA,NA,NA,0,7,2009,COD,Abnorml +1762,60,RL,NA,8970,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,388,Unf,0,356,744,GasA,TA,Y,SBrkr,825,1315,0,2140,0,0,2,1,4,1,TA,7,Typ,1,TA,Attchd,1965,Fin,2,549,TA,TA,Y,0,40,264,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal +1763,80,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkFace,90,TA,TA,CBlock,TA,TA,Gd,ALQ,568,Unf,0,640,1208,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,1,0,4,1,Gd,7,Typ,1,Po,BuiltIn,1961,Fin,2,368,TA,TA,Y,85,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1764,20,RL,68,9768,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,100,ALQ,247,613,960,GasA,Gd,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,330,TA,TA,Y,0,70,0,0,0,0,NA,MnPrv,NA,0,2,2009,WD,Normal +1765,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkComm,Brk Cmn,None,0,Gd,TA,CBlock,TA,TA,No,Rec,1173,Unf,0,507,1680,GasA,TA,Y,SBrkr,1691,0,0,1691,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1967,Unf,2,550,Gd,TA,Y,0,67,260,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1766,20,RL,92,10573,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1961,1961,Hip,CompShg,MetalSd,MetalSd,BrkFace,3,TA,TA,CBlock,TA,TA,No,Rec,1312,Unf,0,141,1453,GasA,Ex,Y,SBrkr,1453,0,0,1453,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,530,TA,TA,Y,0,49,0,0,288,0,NA,GdPrv,NA,0,4,2009,WD,Normal +1767,20,RL,80,14695,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1966,2008,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,TA,TA,No,ALQ,1387,Unf,0,175,1562,GasA,Gd,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,Gd,Attchd,1966,Unf,2,542,TA,TA,Y,0,110,0,0,342,0,NA,GdWo,NA,0,7,2009,WD,Normal +1768,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,164,Gd,TA,CBlock,TA,TA,No,ALQ,856,Unf,0,313,1169,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,286,TA,TA,Y,257,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1769,20,RL,NA,12285,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1960,1960,Gable,CompShg,Plywood,Plywood,BrkFace,128,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,785,1329,GasA,Gd,Y,SBrkr,1329,0,0,1329,0,0,1,1,3,1,TA,5,Typ,2,Gd,Attchd,1960,Unf,2,441,TA,TA,Y,0,0,203,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1770,20,RL,66,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1959,1998,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,708,Unf,0,280,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,Unf,1,297,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1771,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,435,BLQ,202,565,1202,GasA,TA,Y,SBrkr,1202,0,0,1202,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,304,TA,TA,Y,0,35,120,0,0,0,NA,GdWo,NA,0,11,2009,COD,Abnorml +1772,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Rec,172,LwQ,483,727,1382,GasA,Gd,Y,FuseA,1382,0,0,1382,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,350,TA,TA,Y,280,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal +1773,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1956,1956,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,155,LwQ,750,295,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1956,Unf,1,294,TA,TA,Y,0,189,140,0,0,0,NA,NA,NA,0,11,2009,WD,Family +1774,90,RL,76,9482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,657,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1866,1866,GasA,Ex,Y,SBrkr,1866,0,0,1866,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,495,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal +1775,20,RL,53,8128,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1954,1954,Hip,CompShg,MetalSd,MetalSd,BrkFace,80,TA,TA,CBlock,TA,TA,No,ALQ,490,Unf,0,572,1062,GasA,Gd,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1776,20,RL,67,13070,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,323,631,GasA,TA,Y,FuseA,1112,0,0,1112,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1951,Unf,2,480,TA,TA,Y,0,0,0,0,255,0,NA,NA,NA,0,10,2009,WD,Normal +1777,30,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,700,Unf,0,93,793,GasA,TA,Y,SBrkr,793,0,0,793,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1945,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1778,20,RL,60,7626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1952,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,GLQ,931,Unf,0,100,1031,GasA,Gd,Y,SBrkr,1031,0,0,1031,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1952,Unf,1,230,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal +1779,20,RL,75,9533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,140,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1210,0,0,1210,0,0,1,1,2,1,TA,7,Typ,0,NA,Attchd,1953,Fin,1,616,TA,TA,Y,208,0,100,0,0,0,NA,MnPrv,NA,0,8,2009,ConLD,Normal +1780,60,RL,78,11419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,7,7,1948,1999,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,699,Unf,0,0,699,GasA,Ex,Y,FuseA,801,726,0,1527,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,2,410,TA,TA,Y,0,0,134,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal +1781,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,390,Unf,0,810,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Fin,1,246,TA,TA,Y,126,0,0,0,0,0,NA,GdWo,NA,0,8,2009,WD,Normal +1782,20,RL,53,5470,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,792,792,GasA,Gd,Y,FuseA,792,0,0,792,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1958,Unf,1,366,Fa,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1783,60,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1939,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,676,0,1352,0,1,2,0,4,1,Gd,7,Typ,0,NA,Detchd,1939,Unf,2,720,TA,TA,Y,187,0,128,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1784,70,RL,80,8146,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,8,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,405,405,GasA,Gd,Y,SBrkr,717,322,0,1039,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1940,Unf,1,281,TA,TA,N,0,0,168,0,111,0,NA,NA,NA,0,5,2009,WD,Normal +1785,30,RL,60,10230,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1054,1054,GasA,Ex,Y,SBrkr,1078,0,0,1078,0,0,1,0,3,1,Ex,6,Typ,0,NA,Detchd,1987,Unf,1,264,TA,TA,N,0,0,0,0,112,0,NA,GdWo,NA,0,12,2009,WD,Normal +1786,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1313,1313,GasA,TA,Y,SBrkr,1313,0,1064,2377,0,0,2,0,3,1,Gd,8,Min2,1,TA,Detchd,1954,Unf,2,528,TA,TA,Y,0,0,432,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1787,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1910,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,TA,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,SBrkr,930,760,0,1690,0,0,2,0,4,1,Gd,5,Typ,0,NA,Detchd,2008,Unf,2,624,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1788,30,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,2,5,1940,1950,Gable,CompShg,Stucco,Stucco,None,0,Fa,TA,PConc,Fa,TA,No,Unf,0,Unf,0,416,416,GasA,Gd,N,FuseA,599,0,0,599,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,81,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1789,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,SBrkr,846,0,0,846,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1980,Fin,2,576,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1790,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1890,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,FuseA,725,0,0,725,0,0,1,1,1,1,TA,4,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1791,90,RL,81,9671,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,2Story,6,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,Stone,480,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1248,1248,GasA,TA,Y,SBrkr,1248,1296,0,2544,0,0,2,2,6,2,TA,12,Typ,0,NA,Attchd,1969,RFn,3,907,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1792,20,RL,83,10143,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,295,TA,TA,CBlock,TA,TA,No,Rec,384,Unf,0,996,1380,GasA,Fa,Y,SBrkr,1380,0,0,1380,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,364,TA,TA,Y,0,0,0,0,216,0,NA,GdWo,NA,0,6,2009,WD,Normal +1793,20,RL,77,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,4,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,Fa,TA,CBlock,TA,Fa,No,BLQ,872,Rec,60,108,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Min1,1,Po,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,156,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal +1794,20,RL,62,8010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,9,1958,2007,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,CBlock,TA,TA,Mn,GLQ,745,Unf,0,206,951,GasA,Gd,Y,SBrkr,951,0,0,951,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1985,Unf,2,480,TA,TA,Y,0,0,42,0,0,0,NA,NA,Shed,450,9,2009,WD,Normal +1795,20,RL,90,10454,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Hip,CompShg,Plywood,Plywood,Stone,143,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,559,1105,GasA,Gd,Y,FuseA,1105,0,0,1105,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1796,20,RL,80,9000,Pave,NA,IR1,HLS,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Flat,Tar&Grv,Wd Sdng,Wd Sdng,BrkFace,82,TA,TA,CBlock,Gd,TA,Gd,Unf,0,Unf,0,160,160,GasA,Fa,Y,SBrkr,1142,0,0,1142,0,0,1,0,2,1,TA,5,Typ,1,Gd,Basment,1958,RFn,1,384,TA,TA,Y,0,28,64,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1797,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,621,Unf,0,174,795,GasA,Gd,N,SBrkr,765,368,0,1133,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,2,900,TA,TA,Y,0,0,0,0,231,0,NA,NA,NA,0,12,2009,COD,Abnorml +1798,20,RL,71,7350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1041,1041,GasA,Gd,Y,SBrkr,1041,0,0,1041,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,3,2009,WD,Normal +1799,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,ALQ,630,BLQ,102,0,732,GasA,TA,Y,SBrkr,732,0,0,732,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1952,Unf,1,240,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1800,80,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1959,1959,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,433,Rec,95,0,528,GasA,TA,Y,SBrkr,1183,0,0,1183,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal +1801,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,4,7,1949,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,832,629,0,1461,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1949,Unf,1,384,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1802,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1948,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,TA,Y,SBrkr,1064,0,431,1495,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,180,36,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml +1803,60,RL,76,7570,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,993,813,0,1806,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1964,Unf,2,483,TA,TA,Y,0,55,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1804,90,RL,75,8604,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,124,TA,Gd,CBlock,Gd,TA,Av,GLQ,941,Unf,0,0,941,GasA,Gd,Y,SBrkr,941,0,0,941,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1978,Unf,2,564,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1805,20,RL,80,7936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,826,Unf,0,219,1045,GasA,TA,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1963,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1806,50,RM,68,4080,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1935,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,861,517,0,1378,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1920,Unf,1,162,Fa,Fa,P,54,0,40,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1807,90,RM,57,10307,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,6,5,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,LwQ,633,Unf,0,339,972,GasA,Gd,N,FuseA,972,972,0,1944,1,0,2,0,4,2,TA,12,Typ,0,NA,Detchd,1920,Unf,2,324,Fa,TA,N,0,28,169,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1808,50,RM,90,15660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1910,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,240,240,GasA,TA,Y,SBrkr,810,496,0,1306,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1959,Unf,2,472,Fa,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1809,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1910,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,504,504,GasA,Ex,Y,SBrkr,764,700,0,1464,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1810,70,RM,57,6406,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,421,Unf,0,269,690,GasA,TA,Y,FuseA,868,690,0,1558,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,36,0,0,182,0,NA,MnPrv,NA,0,10,2009,WD,Normal +1811,190,RM,63,7627,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,2fmCon,2Story,4,6,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,TA,BrkTil,Fa,Po,No,Unf,0,Unf,0,600,600,GasA,Gd,N,SBrkr,1101,600,0,1701,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,148,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1812,50,RM,56,10134,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,N,SBrkr,801,646,0,1447,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,80,0,244,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1813,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1950,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,384,Unf,0,384,768,GasA,TA,Y,FuseA,768,560,0,1328,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,12,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal +1814,30,RM,62,7404,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,861,861,GasA,TA,Y,SBrkr,861,0,0,861,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1920,Unf,2,288,TA,TA,N,0,0,128,0,0,0,NA,NA,NA,0,11,2009,Oth,Normal +1815,30,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseA,612,0,0,612,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1965,Unf,1,308,TA,Fa,N,0,0,25,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1816,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1923,1950,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Fa,TA,No,Unf,0,Unf,0,624,624,GasA,TA,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,287,TA,TA,Y,0,0,81,0,0,0,NA,GdWo,NA,0,2,2009,WD,Normal +1817,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,Fa,TA,No,Unf,0,Unf,0,677,677,GasA,TA,Y,SBrkr,833,677,0,1510,0,0,2,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,720,TA,TA,N,0,0,160,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1818,70,RM,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,6,7,1900,1950,Gable,CompShg,Stucco,BrkFace,None,0,TA,TA,BrkTil,Fa,Gd,Mn,Unf,0,Unf,0,917,917,GasA,Gd,Y,FuseA,1090,917,0,2007,0,0,2,0,3,1,Ex,8,Typ,0,NA,Detchd,1930,Unf,1,357,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1819,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1917,2007,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,664,624,0,1288,1,0,1,0,3,1,Ex,5,Typ,1,Gd,Attchd,1917,Unf,1,280,TA,TA,N,0,103,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1820,30,C (all),NA,3300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,3,1910,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1821,50,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Ex,Y,SBrkr,1044,0,436,1480,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,207,Fa,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,9,2009,ConLI,Family +1822,70,RM,60,9720,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Ex,Y,SBrkr,780,741,0,1521,0,0,1,0,4,1,Gd,8,Typ,0,NA,Detchd,1950,Unf,3,640,TA,TA,Y,0,0,238,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal +1823,30,C (all),72,9392,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,3,1900,1950,Mansard,CompShg,AsbShng,AsbShng,None,0,TA,Fa,CBlock,Fa,TA,No,Unf,0,Unf,0,245,245,GasA,TA,N,SBrkr,797,0,0,797,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,36,94,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml +1824,30,RL,NA,6615,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,6,1923,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1022,1022,GasA,TA,N,FuseA,1432,0,0,1432,0,0,1,0,3,1,Gd,6,Typ,1,Gd,BuiltIn,1923,Unf,1,216,Fa,TA,Y,266,61,0,0,0,0,NA,GdWo,NA,0,9,2009,WD,Normal +1825,70,RL,50,4960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,7,1930,1982,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,297,297,GasA,Ex,Y,SBrkr,1001,653,0,1654,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1955,Unf,1,336,TA,TA,N,244,60,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1826,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1924,1950,Gable,CompShg,Stucco,Stucco,BrkFace,444,TA,TA,BrkTil,TA,TA,No,Rec,220,Unf,0,248,468,GasA,Gd,Y,SBrkr,822,320,0,1142,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1924,Fin,1,320,TA,TA,Y,0,0,98,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1827,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1925,1999,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,995,0,0,995,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,264,TA,TA,Y,0,15,51,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Abnorml +1828,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,273,Unf,0,679,952,GasA,TA,Y,FuseA,994,588,0,1582,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1938,Unf,1,250,Fa,TA,Y,189,0,34,150,0,0,NA,NA,NA,0,2,2009,WD,Normal +1829,30,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,LwQ,134,Unf,0,938,1072,GasA,TA,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1982,Unf,5,1184,Fa,TA,P,0,0,105,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1830,70,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1048,1048,GasA,Gd,Y,FuseA,1048,720,0,1768,0,0,2,0,3,1,TA,8,Typ,0,NA,Detchd,1930,Unf,2,576,Fa,Fa,Y,0,0,150,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1831,70,RM,68,9928,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Fa,Y,SBrkr,1272,672,0,1944,0,0,2,0,3,1,TA,8,Min2,0,NA,Detchd,1915,Unf,1,216,TA,TA,N,24,28,0,0,0,0,NA,NA,Shed,400,6,2009,WD,Normal +1832,90,RM,50,3000,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,1,1922,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1040,1040,GasA,TA,N,SBrkr,1088,1040,0,2128,0,0,2,0,4,2,TA,11,Sev,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,56,0,0,0,0,NA,NA,NA,0,9,2009,WD,Abnorml +1833,70,RM,57,6876,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,5,1927,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,522,Unf,0,198,720,GasA,Fa,Y,SBrkr,1146,784,0,1930,1,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1927,Unf,1,316,TA,TA,Y,0,0,213,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal +1834,70,RM,NA,5775,Pave,NA,IR2,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,2Story,6,7,1915,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,483,483,GasA,Ex,Y,SBrkr,741,686,0,1427,0,0,1,0,3,1,Gd,7,Typ,0,NA,Attchd,1915,Unf,1,379,TA,TA,Y,0,24,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1835,190,RM,41,5852,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,5,1902,2000,Gable,CompShg,MetalSd,MetalSd,Stone,188,TA,Fa,BrkTil,TA,Fa,No,Rec,169,Unf,0,851,1020,GasA,TA,N,FuseF,978,886,0,1864,0,0,2,1,6,1,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,188,102,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1836,50,RM,60,5160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1204,1204,GasA,TA,Y,FuseA,1204,462,0,1666,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1927,Unf,1,384,Fa,TA,Y,0,0,148,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1837,85,RM,86,5160,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SFoyer,4,6,1923,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,Fa,Av,BLQ,749,Rec,63,46,858,GasA,TA,Y,SBrkr,892,0,0,892,1,0,1,0,1,1,Gd,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,160,0,NA,NA,NA,0,7,2009,COD,Abnorml +1838,190,RM,60,10320,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,2fmCon,2Story,6,7,1915,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,276,ALQ,262,160,698,GasA,Ex,Y,FuseF,754,649,0,1403,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1915,Unf,1,308,TA,TA,Y,0,0,288,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1839,20,RL,50,4280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,9,1946,2001,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,560,560,GasA,Ex,Y,FuseA,704,0,0,704,0,1,1,0,2,1,Fa,4,Typ,0,NA,CarPort,1946,Unf,1,220,TA,TA,Y,0,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1840,90,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,Gd,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 +1841,90,RL,NA,10547,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,Gd,Gd,GLQ,1152,Unf,0,0,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,2,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1960,Unf,1,252,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1842,50,RL,60,9780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,3,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,FuseA,687,425,0,1112,1,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,1934,Unf,1,226,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1843,20,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,172,TA,TA,CBlock,TA,TA,No,BLQ,527,Unf,0,525,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1984,Fin,1,668,TA,TA,Y,0,215,0,0,0,0,NA,NA,NA,0,4,2009,WD,Abnorml +1844,85,RL,NA,8014,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,5,1978,1978,Gable,CompShg,Plywood,HdBoard,BrkFace,23,TA,TA,CBlock,Gd,TA,Gd,GLQ,456,Unf,0,0,456,GasA,TA,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,5,Typ,1,Fa,Basment,1978,Fin,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1845,80,RL,88,15400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,5,1961,1961,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,No,Unf,0,Unf,0,552,552,GasA,TA,Y,SBrkr,904,611,259,1774,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1961,Unf,1,384,TA,TA,Y,290,40,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1846,80,RL,88,15312,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,54,TA,TA,CBlock,TA,TA,Av,BLQ,588,Unf,0,550,1138,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1960,RFn,2,480,TA,TA,Y,0,0,0,0,140,0,NA,MnPrv,NA,0,3,2009,COD,Normal +1847,80,RL,NA,15584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,366,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,825,825,GasA,Ex,Y,SBrkr,2071,0,0,2071,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1956,Unf,1,336,TA,TA,Y,131,28,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1848,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,2,2,1947,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,660,0,0,660,0,0,1,0,2,1,Fa,5,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1849,20,RL,NA,15635,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,0,2,1,TA,6,Mod,0,NA,Attchd,1980,Unf,2,498,Fa,TA,Y,0,0,90,0,110,0,NA,NA,NA,0,10,2009,WD,Normal +1850,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,257,Unf,0,816,1073,GasA,TA,Y,FuseA,1073,0,0,1073,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,340,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal +1851,60,RL,50,9350,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1946,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,342,Unf,0,405,747,GasA,Ex,Y,SBrkr,892,747,0,1639,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1946,Unf,1,240,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1852,20,RL,62,7440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,173,Unf,0,916,1089,GasW,TA,Y,SBrkr,1089,0,0,1089,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1954,RFn,1,252,TA,TA,P,328,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal +1853,120,RL,42,4235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,1Story,5,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,149,Gd,TA,CBlock,Gd,TA,Mn,GLQ,552,ALQ,393,104,1049,GasA,TA,Y,SBrkr,1049,0,0,1049,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1984,Fin,1,266,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal +1854,80,RL,74,10778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,SLvl,7,6,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,460,ALQ,286,308,1054,GasA,Gd,Y,SBrkr,1061,0,0,1061,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1990,Unf,2,462,TA,TA,Y,114,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1855,80,RL,66,19255,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,6,5,1983,1983,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,100,Gd,TA,CBlock,Gd,TA,Av,Rec,70,GLQ,450,0,520,GasA,Gd,Y,SBrkr,1338,0,0,1338,0,0,1,1,2,1,Gd,5,Min2,1,Po,Attchd,1983,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,600,9,2009,WD,Normal +1856,60,RL,85,10560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,474,Unf,0,605,1079,GasA,Ex,Y,SBrkr,1079,800,0,1879,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,473,TA,TA,Y,400,100,144,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal +1857,70,RL,120,26400,Pave,NA,Reg,Bnk,AllPub,FR2,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,5,7,1880,2007,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1288,728,0,2016,0,0,1,0,4,1,TA,7,Mod,1,TA,Attchd,1900,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1858,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1114,1114,0,2228,0,0,2,0,6,2,TA,8,Typ,0,NA,Detchd,1979,Unf,2,720,TA,TA,Y,73,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca +1859,90,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,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,GdPrv,NA,0,6,2009,WD,Alloca +1860,90,RL,64,7040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,BrkFace,216,TA,TA,CBlock,Gd,TA,Av,GLQ,1094,Unf,0,0,1094,GasA,TA,Y,SBrkr,1229,0,0,1229,2,0,0,2,2,2,Gd,6,Typ,2,TA,Detchd,1979,Unf,2,672,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca +1861,90,RL,64,7007,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1513,0,0,1513,0,0,2,0,4,2,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 +1862,90,RL,NA,11855,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1863,90,RL,NA,7939,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1864,90,RL,NA,7976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,7,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,23,TA,TA,PConc,Ex,TA,No,GLQ,820,Unf,0,348,1168,GasA,Ex,Y,SBrkr,1168,1619,0,2787,2,0,4,2,6,2,TA,8,Typ,2,TA,BuiltIn,2000,Fin,4,820,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1865,20,RL,84,10933,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2009,2009,Hip,CompShg,VinylSd,VinylSd,Stone,242,Ex,TA,PConc,Ex,TA,Gd,GLQ,1021,Unf,0,534,1555,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,1,1,1,1,Ex,8,Typ,1,Gd,Attchd,2009,Fin,3,1138,TA,TA,Y,185,24,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial +1866,20,RL,65,10816,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,364,Ex,TA,PConc,Ex,TA,Gd,GLQ,1104,Unf,0,616,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,846,TA,TA,Y,208,104,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1867,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,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,RFn,3,904,TA,TA,Y,192,142,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1868,20,RL,77,11422,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,352,Gd,TA,PConc,Ex,TA,Av,GLQ,1359,Unf,0,479,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2007,RFn,2,524,TA,TA,Y,154,222,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1869,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,902,Unf,0,380,1282,GasA,Ex,Y,SBrkr,1290,0,0,1290,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,662,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1870,20,RL,95,10324,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Av,GLQ,872,Unf,0,382,1254,GasA,Ex,Y,SBrkr,1254,0,0,1254,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2008,RFn,3,810,TA,TA,Y,168,92,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1871,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Ex,TA,Gd,GLQ,24,Unf,0,1474,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,844,TA,TA,Y,144,98,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1872,60,RL,79,11646,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,704,704,GasA,Ex,Y,SBrkr,704,718,0,1422,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,36,28,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1873,60,RL,NA,16698,Pave,NA,IR1,HLS,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,800,Unf,0,649,1449,GasA,Gd,Y,SBrkr,944,815,0,1759,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Unf,2,525,TA,TA,Y,150,193,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1874,20,RL,65,9757,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,755,Unf,0,235,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1995,RFn,1,440,TA,TA,Y,66,0,0,0,92,0,NA,NA,NA,0,10,2009,WD,Normal +1875,20,RL,65,14753,Pave,NA,IR2,Low,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,950,Unf,0,513,1463,GasA,Ex,Y,SBrkr,1463,0,0,1463,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,539,TA,TA,Y,0,81,0,0,0,0,NA,GdPrv,NA,0,12,2009,WD,Normal +1876,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,606,Unf,0,322,928,GasA,Ex,Y,SBrkr,928,844,0,1772,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,RFn,2,492,TA,TA,Y,150,96,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1877,20,RL,65,10739,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,GLQ,1259,Unf,0,172,1431,GasA,Ex,Y,SBrkr,1444,0,0,1444,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,577,TA,TA,Y,144,40,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal +1878,20,RL,75,11166,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1468,1492,GasA,Ex,Y,SBrkr,1492,0,0,1492,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,608,TA,TA,Y,0,114,0,0,168,0,NA,NA,NA,0,7,2009,WD,Family +1879,20,RL,NA,16269,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,BrkTil,Gd,TA,Av,GLQ,625,Unf,0,282,907,GasA,TA,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,1,343,TA,TA,Y,72,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1880,20,RL,76,6950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1979,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,40,TA,TA,CBlock,TA,TA,No,ALQ,710,BLQ,72,132,914,GasA,TA,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1979,Unf,2,444,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1881,20,RL,90,11664,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1234,Unf,0,335,1569,GasA,Ex,Y,SBrkr,1611,0,0,1611,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,3,1231,TA,TA,Y,262,93,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1882,60,RL,NA,12334,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1068,1068,GasA,Ex,Y,SBrkr,1068,1116,0,2184,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,2,570,TA,TA,Y,192,132,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1883,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,885,0,1725,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,550,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal +1884,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,944,944,GasA,Ex,Y,SBrkr,944,926,0,1870,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,608,TA,TA,Y,256,43,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1885,20,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,CollgCr,Feedr,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Gd,GLQ,1246,Unf,0,216,1462,GasA,Ex,Y,SBrkr,1513,0,0,1513,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,521,TA,TA,Y,135,34,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1886,20,RL,NA,12782,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,HdBoard,HdBoard,BrkFace,164,Gd,TA,PConc,Ex,TA,Gd,GLQ,1360,Unf,0,462,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,523,TA,TA,Y,194,144,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal +1887,20,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,209,Gd,TA,PConc,Gd,TA,Av,GLQ,1111,Unf,0,306,1417,GasA,Ex,Y,SBrkr,1417,0,0,1417,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Unf,2,511,TA,TA,Y,60,0,0,0,117,0,NA,NA,NA,0,8,2009,WD,Normal +1888,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,Av,GLQ,1478,Unf,0,100,1578,GasA,Ex,Y,SBrkr,1602,0,0,1602,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,810,TA,TA,Y,0,48,0,0,195,0,NA,NA,NA,0,1,2009,WD,Normal +1889,60,RL,85,11069,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,788,0,1396,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,440,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1890,20,RL,80,10682,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1960,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,399,Unf,0,615,1014,GasA,TA,Y,SBrkr,1149,0,0,1149,1,0,1,0,3,1,TA,7,Min1,0,NA,2Types,1968,Fin,1,544,TA,TA,Y,0,240,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1891,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,Wood,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,0,4,2009,WD,Normal +1892,20,RL,64,6410,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,332,Rec,243,301,876,GasA,TA,Y,FuseA,876,0,0,876,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,320,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal +1893,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,Mn,Rec,1078,Unf,0,0,1078,GasA,TA,Y,FuseA,1368,0,0,1368,1,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1950,RFn,1,195,TA,TA,Y,0,41,211,0,0,0,NA,NA,Shed,900,6,2009,WD,Normal +1894,90,RL,65,10926,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1959,1959,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1678,1678,GasA,TA,Y,SBrkr,1678,0,0,1678,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal +1895,20,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,HdBoard,HdBoard,BrkFace,259,TA,TA,CBlock,TA,TA,No,Rec,546,Unf,0,604,1150,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,1,0,2,1,TA,7,Min1,1,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1896,50,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,94,720,GasA,Ex,Y,SBrkr,854,444,0,1298,0,0,1,0,3,1,TA,6,Typ,2,Gd,Detchd,1940,Unf,1,256,TA,TA,Y,84,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal +1897,50,RH,70,6300,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,88,TA,TA,PConc,TA,Fa,No,LwQ,832,Unf,0,0,832,GasA,TA,Y,SBrkr,832,436,0,1268,0,0,1,1,3,1,TA,7,Typ,2,Gd,Basment,1938,Unf,1,250,TA,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml +1898,70,RL,43,5707,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,6,6,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,583,583,GasA,Gd,Y,FuseF,647,595,0,1242,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,180,Fa,TA,Y,329,96,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1899,30,RL,64,8574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1916,2000,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1232,0,0,1232,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Detchd,1916,Unf,2,440,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1900,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1918,1990,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,628,600,0,1228,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1918,Unf,1,215,Fa,TA,Y,0,113,0,0,195,0,NA,MnPrv,NA,0,5,2009,WD,Normal +1901,50,RL,60,13680,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,728,Unf,0,112,840,GasA,Ex,Y,SBrkr,840,727,0,1567,1,0,1,1,2,1,TA,6,Min2,2,TA,Detchd,1961,Unf,2,440,TA,TA,Y,0,21,150,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal +1902,20,RL,80,14680,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,4,1960,1960,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,793,Unf,0,480,1273,GasA,Ex,Y,SBrkr,1273,0,0,1273,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,Unf,1,307,TA,TA,Y,483,0,0,0,115,0,NA,MnPrv,NA,0,6,2009,WD,Normal +1903,90,RL,NA,8145,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,Duplex,2.5Unf,7,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,246,Unf,0,674,920,GasA,Ex,Y,SBrkr,1240,1240,0,2480,0,0,2,1,5,2,TA,13,Typ,2,Gd,Detchd,1940,Unf,2,400,TA,TA,Y,0,0,57,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1904,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,BrkTil,TA,TA,Mn,Rec,154,ALQ,694,264,1112,GasA,Ex,Y,SBrkr,1112,0,0,1112,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,390,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Family +1905,20,RL,90,13339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1960,1960,Gable,CompShg,HdBoard,Plywood,Stone,132,TA,TA,CBlock,TA,TA,No,LwQ,65,BLQ,875,621,1561,GasA,TA,Y,SBrkr,1561,0,0,1561,1,0,2,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,Fin,2,463,TA,TA,Y,0,148,0,0,120,0,NA,NA,NA,0,5,2009,WD,Normal +1906,50,RL,78,15600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1949,2005,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,312,Rec,507,248,1067,GasW,Fa,N,SBrkr,986,537,0,1523,1,0,2,0,3,1,Fa,7,Maj2,1,TA,Attchd,1949,Unf,1,295,TA,TA,Y,0,0,81,0,0,0,NA,NA,NA,0,10,2009,WD,Normal +1907,20,RL,100,17500,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Crawfor,PosA,Norm,1Fam,1Story,6,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,420,TA,TA,PConc,TA,TA,Av,LwQ,784,BLQ,435,91,1310,GasA,Ex,Y,SBrkr,1906,0,0,1906,1,0,1,1,3,1,TA,6,Typ,2,Gd,Basment,1954,Unf,2,576,TA,TA,Y,0,201,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1908,160,RM,24,1733,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,516,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,452,TA,TA,Y,279,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal +1909,160,RM,24,1488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,Mn,ALQ,471,Unf,0,90,561,GasA,TA,Y,SBrkr,561,668,0,1229,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal +1910,160,RM,24,1612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,561,561,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,154,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1911,80,RL,NA,13607,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,SLvl,6,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,TA,Gd,CBlock,TA,TA,No,ALQ,454,Unf,0,118,572,GasA,Gd,Y,SBrkr,1182,800,0,1982,1,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1986,Fin,2,501,TA,TA,Y,400,112,0,0,0,0,NA,NA,Shed,1500,4,2009,WD,Normal +1912,20,RL,NA,17597,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,9,1971,2009,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,CBlock,Gd,TA,No,GLQ,803,ALQ,419,581,1803,GasA,TA,Y,SBrkr,2365,0,0,2365,1,0,2,0,3,1,Ex,7,Min1,2,Gd,Attchd,1971,Fin,2,551,TA,TA,Y,200,144,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal +1913,70,RM,50,8660,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1900,1993,Gambrel,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,760,760,GasA,Ex,N,SBrkr,928,928,312,2168,0,0,2,0,5,1,Gd,11,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,467,160,78,0,0,0,NA,NA,NA,0,12,2009,WD,Normal +1914,30,C (all),60,10200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,GasA,Fa,N,FuseP,572,0,0,572,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,200,TA,TA,N,0,0,72,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1915,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,174,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,6,2009,New,Partial +1916,30,NA,109,21780,Grvl,NA,Reg,Lvl,NA,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,4,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,810,0,0,810,0,0,1,0,1,1,TA,4,Min1,0,NA,Detchd,1975,Unf,1,280,TA,TA,N,119,24,0,0,0,0,NA,NA,NA,0,3,2009,ConLD,Normal +1917,60,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,8,5,2000,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,445,BLQ,250,412,1107,GasA,Ex,Y,SBrkr,1040,1012,0,2052,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,Fin,3,642,TA,TA,Y,210,91,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1918,85,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,767,Unf,0,135,902,GasA,Ex,Y,SBrkr,926,0,0,926,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1977,Unf,1,351,TA,TA,Y,319,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1919,85,RL,72,9360,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,841,LwQ,116,0,957,GasA,TA,Y,SBrkr,1287,0,0,1287,1,0,1,1,2,1,TA,5,Typ,2,Fa,Attchd,1977,RFn,2,541,TA,TA,Y,302,39,0,0,120,0,NA,GdWo,NA,0,11,2009,WD,Normal +1920,20,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,BLQ,55,Unf,0,1527,1582,GasA,TA,Y,SBrkr,1595,0,0,1595,1,0,2,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml +1921,20,RL,113,13438,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,246,Ex,TA,CBlock,Ex,TA,Gd,GLQ,1758,Unf,0,432,2190,GasA,Ex,Y,SBrkr,2036,0,0,2036,1,0,2,0,3,1,Ex,9,Typ,1,Ex,Attchd,2008,Fin,3,780,TA,TA,Y,90,154,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1922,20,RL,79,14463,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,BrkFace,406,Ex,TA,PConc,Ex,TA,Gd,GLQ,1115,Unf,0,526,1641,GasA,Ex,Y,SBrkr,1641,0,0,1641,1,0,2,0,3,1,Ex,7,Typ,0,NA,Attchd,2008,Fin,3,885,TA,TA,Y,0,95,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal +1923,60,RL,NA,9839,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,2Story,6,8,1980,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Gd,TA,No,ALQ,462,Unf,0,250,712,GasA,Ex,Y,SBrkr,1375,862,0,2237,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,1980,Fin,2,440,TA,TA,Y,305,24,0,0,0,0,NA,NA,Shed,2500,2,2009,WD,Normal +1924,80,RL,125,14419,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,1987,1989,Hip,CompShg,Plywood,Plywood,BrkFace,310,TA,TA,PConc,Gd,TA,Gd,GLQ,904,ALQ,624,117,1645,GasA,Ex,Y,SBrkr,1479,0,0,1479,2,0,2,1,3,1,Gd,7,Min1,1,Fa,Attchd,1987,Fin,2,578,TA,TA,Y,224,238,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1925,60,RL,75,9157,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1072,942,0,2014,0,0,2,1,3,1,Gd,9,Typ,0,NA,Attchd,2003,Fin,2,486,TA,TA,Y,124,114,0,0,0,0,NA,NA,NA,0,2,2009,WD,Abnorml +1926,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,290,Ex,TA,PConc,Ex,TA,Gd,GLQ,1640,Unf,0,338,1978,GasA,Ex,Y,SBrkr,1978,0,0,1978,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,920,TA,TA,Y,308,52,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal +1927,20,RL,75,12518,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,182,TA,TA,CBlock,TA,TA,No,ALQ,532,Unf,0,476,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,384,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1928,20,RL,83,13383,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1969,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,594,1188,GasA,Ex,Y,SBrkr,1404,0,0,1404,0,0,2,0,3,1,TA,7,Typ,1,Po,Attchd,1969,Unf,2,504,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal +1929,85,RL,50,7689,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,8,1972,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,720,BLQ,76,0,796,GasA,Gd,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,4,Typ,0,NA,Detchd,1998,Unf,1,336,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal +1930,80,RL,62,7706,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1993,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Rec,114,GLQ,270,0,384,GasA,Ex,Y,SBrkr,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1993,Fin,1,429,TA,TA,Y,280,0,0,0,0,0,NA,NA,Shed,700,8,2009,WD,Normal +1931,85,RL,70,7669,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1992,1993,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,718,LwQ,110,0,828,GasA,TA,Y,SBrkr,883,0,0,883,1,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1998,Unf,2,698,TA,TA,Y,100,32,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal +1932,60,RL,62,10429,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,5,1992,1992,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,PConc,Gd,TA,No,ALQ,330,Unf,0,294,624,GasA,TA,Y,SBrkr,624,663,0,1287,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2001,Unf,2,440,TA,TA,Y,150,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal +1933,60,RL,70,10457,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,7,1969,1969,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,Ex,CBlock,TA,TA,Gd,BLQ,496,LwQ,288,0,784,GasA,Ex,Y,SBrkr,784,848,0,1632,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1969,RFn,2,898,TA,TA,Y,0,173,368,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal +1934,60,RL,72,8702,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,706,Unf,0,220,926,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,0,4,2008,WD,Normal +1935,60,RL,65,8139,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,119,TA,TA,PConc,Gd,TA,No,ALQ,476,Unf,0,204,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,420,TA,TA,Y,192,49,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +1936,60,RL,59,9535,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,851,Unf,0,75,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,472,TA,TA,Y,100,82,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1937,60,RL,NA,15038,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Rec,138,Unf,0,778,916,GasA,Gd,Y,SBrkr,916,720,0,1636,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,386,TA,TA,Y,168,84,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +1938,20,RL,53,14137,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,5,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,898,1348,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,404,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +1939,120,RL,45,6264,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,1997,1997,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,656,Unf,0,1008,1664,GasA,Ex,Y,SBrkr,1682,0,0,1682,1,0,1,1,1,1,Gd,6,Min1,1,TA,Attchd,1997,Fin,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1940,120,RL,39,5070,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1280,1280,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,506,TA,TA,Y,0,82,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal +1941,60,RL,73,11184,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,932,932,GasA,Gd,Y,SBrkr,932,701,0,1633,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,460,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family +1942,60,RL,NA,14067,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,194,TA,TA,PConc,Gd,TA,No,ALQ,504,Unf,0,332,836,GasA,Gd,Y,SBrkr,851,858,0,1709,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1991,Fin,2,416,TA,TA,Y,0,40,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal +1943,120,RL,65,5950,Pave,NA,IR1,HLS,AllPub,Inside,Mod,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1989,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,319,Unf,0,1018,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,RFn,2,462,TA,TA,Y,0,73,154,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +1944,60,RL,101,13543,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,130,Gd,TA,PConc,Ex,TA,Gd,GLQ,16,Unf,0,1152,1168,GasA,Ex,Y,SBrkr,1168,1332,0,2500,0,0,3,1,5,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,683,TA,TA,Y,192,32,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1945,20,RL,53,15401,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,296,Ex,TA,PConc,Ex,TA,Gd,GLQ,1337,Unf,0,547,1884,GasA,Ex,Y,SBrkr,1884,0,0,1884,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,670,TA,TA,Y,214,76,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +1946,20,RL,NA,31220,Pave,NA,IR1,Bnk,NA,FR2,Gtl,Gilbert,Feedr,Norm,1Fam,1Story,6,2,1952,1952,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1632,1632,GasA,TA,Y,FuseA,1474,0,0,1474,0,0,1,0,3,1,TA,7,Min2,2,Gd,Attchd,1952,Unf,2,495,TA,TA,Y,0,0,144,0,0,0,NA,NA,Shed,750,5,2008,WD,Normal +1947,120,RL,60,8118,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,PosN,PosN,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,178,Ex,TA,PConc,Ex,TA,Gd,GLQ,1034,Unf,0,676,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,557,TA,TA,Y,156,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1948,20,RL,NA,47280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,1950,1950,Hip,CompShg,AsbShng,AsbShng,BrkFace,44,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1488,1488,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1950,RFn,2,738,TA,TA,Y,0,0,180,0,0,0,NA,NA,NA,0,7,2008,WD,Family +1949,20,RL,63,12680,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1988,1988,Gable,CompShg,Plywood,Wd Sdng,BrkFace,102,Gd,TA,CBlock,Gd,Gd,Mn,GLQ,983,Unf,0,692,1675,GasA,Ex,Y,SBrkr,1688,0,0,1688,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,1988,RFn,2,528,TA,TA,Y,0,48,0,0,141,0,NA,NA,NA,0,6,2008,WD,Normal +1950,20,RL,NA,10825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1983,1983,Gable,CompShg,WdShing,Plywood,BrkFace,174,Gd,TA,CBlock,Gd,TA,Mn,GLQ,747,Unf,0,513,1260,GasA,TA,Y,SBrkr,1260,0,0,1260,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1983,Unf,2,598,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1951,20,RL,56,18559,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1978,1978,Hip,CompShg,Plywood,Plywood,BrkFace,383,Gd,Gd,CBlock,Gd,TA,No,GLQ,1206,Rec,186,656,2048,GasA,TA,Y,SBrkr,2064,0,0,2064,1,0,2,0,3,1,Gd,7,Typ,2,Fa,Attchd,1978,Fin,2,550,TA,TA,Y,200,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +1952,20,RL,85,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1979,1979,Hip,CompShg,Plywood,Plywood,BrkFace,194,Gd,TA,CBlock,Gd,Fa,No,ALQ,864,LwQ,449,469,1782,GasA,TA,Y,SBrkr,1782,0,0,1782,0,1,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1979,Fin,2,551,TA,TA,Y,467,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +1953,20,RL,90,13068,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,621,TA,TA,PConc,Gd,TA,No,ALQ,890,Rec,48,273,1211,GasA,TA,Y,SBrkr,1211,0,0,1211,1,0,2,0,3,1,Gd,6,Typ,1,Po,Attchd,1976,Fin,2,461,TA,TA,Y,0,0,0,174,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal +1954,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1980,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,280,TA,TA,CBlock,Gd,TA,Mn,Unf,0,Unf,0,738,738,GasA,TA,Y,SBrkr,1277,767,0,2044,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1980,Unf,2,489,TA,TA,Y,28,73,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +1955,60,RL,75,9743,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,5,6,1969,1969,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,BLQ,280,Unf,0,440,720,GasA,Gd,Y,SBrkr,720,588,0,1308,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1969,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1956,60,RL,NA,12511,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1978,1978,Mansard,WdShake,Plywood,Plywood,BrkFace,168,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,432,1420,GasA,Ex,Y,SBrkr,1420,1420,0,2840,0,1,2,1,4,1,Gd,8,Min2,2,Gd,Attchd,1978,Fin,4,1314,TA,Gd,Y,0,16,0,0,208,0,NA,MnPrv,NA,0,12,2008,WD,Normal +1957,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1444,1444,GasA,TA,Y,SBrkr,1444,0,0,1444,0,0,2,0,2,1,TA,5,Typ,1,Gd,Attchd,1976,Unf,2,473,TA,TA,Y,0,24,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal +1958,60,RL,NA,14311,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,402,Gd,TA,PConc,Gd,TA,No,GLQ,1023,Unf,0,213,1236,GasA,Ex,Y,SBrkr,1236,1104,0,2340,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1996,RFn,3,787,TA,TA,Y,192,180,218,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal +1959,90,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,Mn,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,Detchd,1982,Unf,2,480,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1960,20,RL,68,10295,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,TA,Mn,Rec,252,Unf,0,684,936,GasA,TA,Y,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1969,Unf,1,288,TA,TA,Y,16,0,0,0,0,0,NA,NA,NA,0,9,2008,COD,Normal +1961,20,RL,63,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,119,ALQ,613,132,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1962,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,TA,TA,No,LwQ,458,Unf,0,25,483,GasA,TA,Y,SBrkr,483,504,0,987,0,1,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,52,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +1963,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,422,TA,TA,CBlock,TA,TA,No,LwQ,483,Unf,0,0,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1975,Unf,1,352,TA,TA,Y,411,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +1964,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,356,TA,TA,CBlock,TA,TA,No,Rec,350,Unf,0,280,630,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,0,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +1965,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1975,1975,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,286,LwQ,294,275,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1975,RFn,2,460,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1966,120,RL,24,2529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,6,1977,1977,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,378,Unf,0,677,1055,GasA,Fa,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,440,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +1967,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,302,Gd,TA,PConc,Ex,TA,No,GLQ,1012,Unf,0,570,1582,GasA,Ex,Y,SBrkr,1582,0,0,1582,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,905,TA,TA,Y,209,95,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial +1968,20,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Ex,TA,Gd,GLQ,1728,BLQ,495,195,2418,GasA,Ex,Y,SBrkr,2464,0,0,2464,1,0,2,1,4,1,Ex,9,Typ,1,Ex,Attchd,2007,Fin,3,650,TA,TA,Y,358,78,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +1969,20,RL,104,14418,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,480,Ex,TA,PConc,Ex,TA,Gd,GLQ,1375,Unf,0,575,1950,GasA,Ex,Y,SBrkr,1950,0,0,1950,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,706,TA,TA,Y,156,207,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1970,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,270,Gd,TA,PConc,Ex,TA,Gd,GLQ,1420,Unf,0,430,1850,GasA,Ex,Y,SBrkr,1850,898,0,2748,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,850,TA,TA,Y,212,182,0,0,0,0,NA,NA,NA,0,10,2008,WD,Abnorml +1971,60,RL,96,12539,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,Norm,1Fam,2Story,10,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,468,Ex,TA,PConc,Ex,TA,Gd,GLQ,1082,Unf,0,538,1620,GasA,Ex,Y,SBrkr,1632,1158,0,2790,1,0,2,1,4,1,Ex,10,Typ,1,Ex,BuiltIn,2005,Fin,4,1150,TA,TA,Y,30,200,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal +1972,60,RL,102,12151,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,BrkFace,368,Gd,TA,PConc,Ex,TA,Av,GLQ,1249,Unf,0,165,1414,GasA,Ex,Y,SBrkr,1414,917,0,2331,1,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2005,Fin,3,1003,TA,TA,Y,192,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +1973,60,RL,74,8899,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,108,Ex,TA,PConc,Gd,TA,Av,GLQ,40,Unf,0,908,948,GasA,Ex,Y,SBrkr,948,1140,0,2088,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2007,Fin,3,656,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1974,60,RL,85,10574,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,126,Gd,TA,PConc,Ex,TA,No,GLQ,856,Unf,0,292,1148,GasA,Ex,Y,SBrkr,1170,1162,0,2332,1,0,2,1,4,1,Ex,9,Typ,1,Gd,BuiltIn,2004,Fin,3,756,TA,TA,Y,224,142,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1975,20,RL,106,12720,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,MetalSd,MetalSd,Stone,680,Ex,TA,PConc,Ex,TA,Gd,GLQ,2257,Unf,0,278,2535,GasA,Ex,Y,SBrkr,2470,0,0,2470,2,0,1,1,1,1,Ex,7,Typ,2,Gd,Attchd,2003,Fin,3,789,TA,TA,Y,154,65,0,0,216,144,Ex,NA,NA,0,2,2008,WD,Normal +1976,20,RL,92,10845,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,504,Gd,TA,PConc,Gd,TA,Mn,GLQ,1149,Unf,0,454,1603,GasA,Ex,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,732,TA,TA,Y,216,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1977,60,RL,130,16900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,1110,Gd,TA,PConc,Ex,TA,Mn,GLQ,1075,Unf,0,404,1479,GasA,Ex,Y,SBrkr,1515,1134,0,2649,1,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,2001,Fin,3,746,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +1978,60,RL,112,16451,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,221,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1765,1765,GasA,Ex,Y,SBrkr,1804,886,0,2690,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,3,795,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1979,120,RL,58,10110,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,492,Ex,TA,PConc,Gd,TA,No,GLQ,372,Unf,0,1486,1858,GasA,Ex,Y,SBrkr,1866,0,0,1866,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,870,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial +1980,120,RL,135,12304,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,144,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1347,1367,GasA,Ex,Y,SBrkr,1367,0,0,1367,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1981,120,RL,89,8232,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,714,Ex,TA,PConc,Ex,TA,No,GLQ,1204,Unf,0,596,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,RFn,3,944,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial +1982,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,846,Unf,0,496,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1983,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1318,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,2,550,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +1984,160,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,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,0,10,2008,WD,Normal +1985,120,RL,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,TA,Gd,GLQ,1073,Unf,0,342,1415,GasA,Ex,Y,SBrkr,1455,0,0,1455,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2003,Fin,3,644,TA,TA,Y,156,20,0,0,144,0,NA,NA,NA,0,8,2008,WD,Normal +1986,120,RM,NA,3940,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,24,Gd,TA,PConc,Gd,TA,No,GLQ,1087,Unf,0,306,1393,GasA,Ex,Y,SBrkr,1576,0,0,1576,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,RFn,3,668,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1987,20,RL,53,3710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,WdShing,Wd Shng,BrkFace,20,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1146,1146,GasA,Ex,Y,SBrkr,1246,0,0,1246,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2007,Fin,2,428,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial +1988,60,RL,80,9024,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,789,789,GasA,Ex,Y,SBrkr,813,702,0,1515,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1989,60,RL,NA,8010,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2003,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,BuiltIn,2002,Fin,2,400,TA,TA,Y,138,48,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1990,60,RL,NA,8396,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1139,0,1986,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1991,120,RL,55,7301,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,6,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,176,Gd,TA,PConc,Gd,TA,No,GLQ,876,Unf,0,474,1350,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,484,TA,TA,Y,192,26,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial +1992,60,RL,71,8220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,647,Gd,TA,PConc,Gd,TA,Av,GLQ,544,Unf,0,438,982,GasA,Ex,Y,SBrkr,1008,884,0,1892,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2000,RFn,2,431,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1993,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,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,2002,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +1994,60,RL,41,12460,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,870,Unf,0,167,1037,GasA,Ex,Y,SBrkr,1037,1285,0,2322,0,0,2,1,4,1,TA,8,Typ,1,TA,BuiltIn,1999,Fin,2,400,TA,TA,Y,144,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1995,60,RL,77,8390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,873,778,0,1651,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,450,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +1996,75,RL,84,9660,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2.5Unf,8,5,1997,1997,Hip,CompShg,HdBoard,HdBoard,BrkFace,1290,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1173,1173,GasA,Ex,Y,SBrkr,1182,1017,0,2199,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1997,Fin,2,516,TA,TA,Y,0,131,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +1997,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,295,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1519,1519,GasA,Ex,Y,SBrkr,1533,639,0,2172,0,0,2,1,4,1,Ex,8,Typ,1,TA,BuiltIn,2000,RFn,3,687,TA,TA,Y,162,153,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +1998,20,RL,136,11675,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,495,Gd,TA,PConc,Gd,TA,Av,GLQ,1660,Unf,0,322,1982,GasA,Ex,Y,SBrkr,2006,0,0,2006,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1998,Fin,3,938,TA,TA,Y,144,33,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +1999,60,RL,97,10990,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,851,Unf,0,213,1064,GasA,Ex,Y,SBrkr,1064,1061,0,2125,1,0,2,1,4,1,Gd,12,Typ,2,TA,Attchd,1996,RFn,2,576,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2000,60,RL,NA,11929,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,466,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1242,1242,GasA,Ex,Y,SBrkr,1251,1250,0,2501,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,751,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2001,60,RL,91,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,WdShake,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Av,BLQ,228,GLQ,852,0,1080,GasA,Ex,Y,SBrkr,1108,1089,0,2197,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1993,Fin,3,783,TA,TA,Y,385,99,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2002,20,RL,74,13253,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,Gd,TA,PConc,Ex,TA,No,GLQ,1096,Unf,0,482,1578,GasA,Gd,Y,SBrkr,1578,0,0,1578,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Unf,3,642,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2003,60,RL,73,9801,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1341,1341,GasA,Ex,Y,SBrkr,1341,520,0,1861,0,0,3,0,3,1,Gd,7,Typ,1,Gd,BuiltIn,2007,RFn,3,851,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2004,60,RL,80,9428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,310,Gd,TA,PConc,Gd,TA,Av,GLQ,729,Unf,0,226,955,GasA,Ex,Y,SBrkr,955,919,0,1874,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,2,2008,New,Partial +2005,20,RL,87,10037,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,TA,No,GLQ,666,Unf,0,794,1460,GasA,Ex,Y,SBrkr,1460,0,0,1460,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,480,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2006,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1339,1363,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,588,TA,TA,Y,192,113,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial +2007,20,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1660,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,660,TA,TA,Y,133,120,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2008,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,Stone,210,Gd,TA,PConc,Gd,TA,No,GLQ,902,Unf,0,316,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,462,TA,TA,Y,168,168,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial +2009,60,RL,68,10110,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,80,ALQ,555,200,835,GasA,Ex,Y,SBrkr,835,861,0,1696,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,542,TA,TA,Y,143,66,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2010,60,RL,67,12774,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,835,835,GasA,Ex,Y,SBrkr,835,828,0,1663,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,478,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2011,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,TA,TA,PConc,Gd,Gd,No,GLQ,80,Unf,0,1095,1175,GasA,Ex,Y,SBrkr,1175,0,0,1175,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,90,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2012,20,RL,81,9260,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1162,1162,GasA,Ex,Y,SBrkr,1162,0,0,1162,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,483,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2013,60,RL,65,8453,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,38,Gd,TA,PConc,Gd,TA,No,GLQ,362,Unf,0,392,754,GasA,Ex,Y,SBrkr,754,855,0,1609,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,525,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2014,60,RL,50,8480,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,602,Unf,0,284,886,GasA,Ex,Y,SBrkr,886,794,0,1680,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +2015,60,RL,43,14565,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Av,GLQ,537,Unf,0,295,832,GasA,Ex,Y,SBrkr,832,825,0,1657,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,RFn,2,483,TA,TA,Y,144,74,0,0,0,0,NA,NA,Shed,2000,11,2008,WD,Normal +2016,60,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,472,Unf,0,355,827,GasA,Ex,Y,SBrkr,827,850,0,1677,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,627,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2017,60,RL,75,8285,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,397,Unf,0,439,836,GasA,Gd,Y,SBrkr,844,893,0,1737,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,Fin,2,506,TA,TA,Y,192,85,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2018,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Gd,No,BLQ,53,ALQ,799,132,984,GasA,TA,Y,SBrkr,984,0,0,984,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1963,RFn,1,384,TA,TA,Y,145,56,0,0,0,0,NA,MnPrv,Shed,400,8,2008,WD,Normal +2019,20,RL,75,8100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1961,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,764,Unf,0,100,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1962,Unf,1,420,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2020,190,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,2fmCon,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Fa,Mn,ALQ,890,Unf,0,0,890,GasA,Gd,N,SBrkr,890,0,0,890,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2021,20,RL,60,6360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1963,1963,Hip,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,489,Unf,0,375,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,1,276,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,650,1,2008,COD,Abnorml +2022,20,RL,95,19508,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,5,1974,1974,Gable,CompShg,HdBoard,ImStucc,BrkFace,144,TA,TA,CBlock,TA,TA,Av,ALQ,800,Unf,0,630,1430,GasA,TA,Y,SBrkr,1430,0,0,1430,0,1,2,0,3,1,TA,6,Typ,2,TA,Attchd,1974,Unf,2,484,TA,TA,Y,117,108,165,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2023,50,RL,70,10759,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,4,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,190,ALQ,811,0,1001,GasA,TA,Y,SBrkr,1001,640,0,1641,0,0,2,0,4,1,TA,5,Typ,1,Gd,Detchd,1972,Unf,2,490,TA,TA,Y,0,0,92,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal +2024,60,RL,NA,9205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,6,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,304,Gd,TA,PConc,Gd,TA,No,ALQ,704,Unf,0,226,930,GasA,Ex,Y,SBrkr,1364,1319,0,2683,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1990,RFn,2,473,TA,TA,Y,237,251,0,0,196,0,NA,NA,NA,0,6,2008,WD,Normal +2025,60,RL,105,11025,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,9,5,1993,1994,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,568,Gd,TA,PConc,Gd,TA,Gd,BLQ,520,Unf,0,1328,1848,GasA,Ex,Y,SBrkr,1827,959,0,2786,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1993,Fin,2,636,TA,TA,Y,294,49,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2026,120,FV,37,3435,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1211,1235,GasA,Ex,Y,SBrkr,1245,0,0,1245,0,0,2,0,1,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,495,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2027,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,390,Unf,0,210,600,GasA,Ex,Y,SBrkr,600,600,0,1200,1,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2028,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,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,0,3,2008,WD,Abnorml +2029,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,Stone,216,TA,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,194,744,GasA,Gd,Y,SBrkr,757,792,0,1549,1,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2030,120,FV,NA,4765,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2000,2000,Hip,CompShg,MetalSd,MetalSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1027,Unf,0,587,1614,GasA,Ex,Y,SBrkr,1638,0,0,1638,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,2000,Fin,2,495,TA,TA,Y,230,68,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2031,120,FV,NA,4538,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,179,Gd,TA,PConc,Ex,TA,Av,GLQ,1004,Unf,0,306,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2001,RFn,2,545,TA,TA,Y,277,45,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2032,120,FV,42,4385,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,964,Unf,0,455,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,1,1,2,1,Ex,5,Typ,1,TA,Attchd,2001,Fin,2,588,TA,TA,Y,155,58,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2033,120,FV,35,4109,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,260,Gd,TA,PConc,Gd,TA,Av,GLQ,1141,Unf,0,416,1557,GasA,Ex,Y,SBrkr,1557,0,0,1557,1,0,2,0,2,1,Ex,5,Typ,1,TA,Attchd,1999,RFn,2,484,TA,TA,Y,124,113,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2034,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,SLvl,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,684,720,0,1404,1,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,20,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2035,60,FV,79,10646,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,TA,TA,PConc,TA,TA,No,GLQ,681,Unf,0,177,858,GasA,Ex,Y,SBrkr,872,917,0,1789,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2001,Fin,2,546,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2036,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,466,Gd,TA,PConc,Gd,TA,No,GLQ,612,Unf,0,348,960,GasA,Ex,Y,SBrkr,962,624,0,1586,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1999,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2037,160,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,813,Unf,0,147,960,GasA,Ex,Y,SBrkr,962,645,0,1607,1,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,169,0,0,0,0,0,NA,NA,NA,0,12,2008,ConLD,Normal +2038,160,FV,36,3951,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,10,5,1998,1999,Gable,CompShg,BrkFace,MetalSd,None,0,Ex,TA,PConc,Gd,TA,Mn,BLQ,128,GLQ,842,0,970,GasA,Ex,Y,SBrkr,1469,924,0,2393,1,0,2,1,2,1,Ex,7,Typ,1,TA,Attchd,1998,Fin,2,846,TA,TA,Y,0,90,0,0,94,0,NA,NA,NA,0,2,2008,WD,Normal +2039,120,RL,22,11064,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1995,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,560,GLQ,670,0,1230,GasA,Ex,Y,SBrkr,1239,0,0,1239,1,0,1,1,1,1,Gd,4,Typ,1,Fa,Attchd,1995,Fin,2,477,TA,TA,Y,172,24,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2040,60,RL,NA,24572,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,2Story,9,3,1977,1977,Mansard,CompShg,Wd Sdng,Wd Sdng,BrkFace,1050,Gd,Gd,CBlock,Gd,TA,No,GLQ,410,Unf,0,584,994,GasA,TA,Y,SBrkr,1599,1345,0,2944,0,0,2,2,3,1,Gd,9,Typ,1,Gd,Attchd,1977,RFn,3,864,TA,TA,Y,140,70,16,0,0,0,NA,NA,NA,0,6,2008,WD,Family +2041,20,RL,103,16280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,9,1976,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Ex,Ex,CBlock,Gd,NA,Mn,GLQ,1044,Rec,382,0,1426,GasA,Ex,Y,SBrkr,1671,0,0,1671,1,0,3,0,3,1,Ex,6,Typ,1,Gd,Attchd,1976,RFn,2,550,TA,TA,Y,280,90,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal +2042,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,952,952,GasA,Ex,Y,SBrkr,952,860,0,1812,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2002,RFn,2,469,TA,TA,Y,144,112,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2043,80,RL,NA,11104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1969,1969,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,828,Unf,0,599,1427,GasA,Gd,Y,SBrkr,1427,0,0,1427,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1969,RFn,2,516,TA,TA,Y,0,0,0,0,216,0,NA,NA,NA,0,5,2008,WD,Normal +2044,20,RL,85,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,301,Unf,0,1439,1740,GasA,Fa,Y,SBrkr,1740,0,0,1740,0,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1968,RFn,2,512,TA,TA,Y,25,0,0,0,192,0,NA,GdWo,NA,0,10,2008,WD,Family +2045,20,RL,NA,15387,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,603,BLQ,294,723,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1967,Unf,2,578,TA,TA,Y,0,62,192,0,0,0,NA,NA,Shed,450,8,2008,WD,Normal +2046,90,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,Duplex,1Story,5,6,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1625,1625,GasA,Ex,Y,SBrkr,1625,0,0,1625,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1965,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal +2047,60,RL,73,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,732,Unf,0,0,732,GasA,Ex,Y,SBrkr,732,732,0,1464,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,Unf,2,470,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2048,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,2005,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,260,Rec,456,196,912,GasA,Ex,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1978,Unf,2,576,TA,TA,Y,233,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2049,90,RL,72,11072,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1728,1728,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 +2050,60,RL,NA,13355,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,No,ALQ,583,Unf,0,242,825,GasA,TA,Y,SBrkr,845,825,0,1670,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1971,Fin,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2051,20,RL,74,7785,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1014,0,0,1014,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,267,TA,TA,Y,0,0,40,0,200,0,NA,GdWo,NA,0,3,2008,WD,Normal +2052,20,RL,90,9900,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1114,1114,GasA,TA,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,RFn,2,451,TA,TA,Y,0,0,0,0,164,0,NA,NA,NA,0,5,2008,COD,Abnorml +2053,20,RL,NA,11332,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,528,Unf,0,590,1118,GasA,Ex,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,1,264,TA,TA,Y,290,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal +2054,70,RL,50,4882,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,BrkSide,RRAn,Feedr,1Fam,2Story,4,7,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,120,Unf,0,228,348,GasA,TA,Y,SBrkr,453,453,0,906,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1937,Unf,1,231,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2055,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,203,Fa,Fa,CBlock,TA,TA,No,Rec,658,Unf,0,638,1296,GasA,TA,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1960,RFn,2,450,TA,TA,Y,0,22,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal +2056,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,32,Rec,308,232,572,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Attchd,1950,RFn,1,264,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2057,20,RL,63,7584,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,LwQ,531,Unf,0,505,1036,GasA,Ex,Y,SBrkr,1036,0,0,1036,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,312,TA,TA,Y,120,24,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal +2058,60,RL,90,14670,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1966,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,410,Gd,Gd,CBlock,TA,TA,No,BLQ,575,Unf,0,529,1104,GasA,Ex,Y,SBrkr,1104,884,0,1988,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1966,RFn,2,480,TA,TA,Y,0,230,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal +2059,20,RL,74,8856,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,143,TA,TA,CBlock,TA,TA,No,ALQ,621,LwQ,52,503,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,292,TA,TA,Y,0,88,0,0,95,0,NA,NA,NA,0,5,2008,WD,Normal +2060,20,RL,82,9840,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1053,Unf,0,195,1248,GasA,TA,Y,SBrkr,1440,0,0,1440,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,1959,RFn,1,480,TA,TA,Y,150,0,0,0,256,0,NA,NA,NA,0,6,2008,WD,Normal +2061,20,RL,90,13200,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,187,TA,TA,CBlock,TA,TA,No,LwQ,958,Unf,0,437,1395,GasA,Ex,Y,SBrkr,1570,0,0,1570,1,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1958,RFn,2,441,TA,TA,Y,490,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2062,20,RL,75,10425,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,774,Unf,0,330,1104,GasA,Gd,Y,SBrkr,1104,0,0,1104,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1956,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2063,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,Stone,52,TA,TA,CBlock,TA,TA,No,Rec,148,Unf,0,572,720,GasA,Ex,Y,FuseA,882,0,0,882,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1952,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal +2064,20,RL,102,9373,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,84,TA,TA,CBlock,TA,TA,No,Rec,500,LwQ,196,456,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,2,636,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2065,20,RL,NA,12774,Pave,NA,Reg,Lvl,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,624,LwQ,128,232,984,GasW,TA,N,SBrkr,950,0,0,950,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,400,TA,TA,Y,0,32,0,0,0,0,NA,GdWo,NA,0,7,2008,WD,Normal +2066,20,RL,95,14250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,998,998,GasA,TA,Y,SBrkr,1790,0,0,1790,0,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1957,Fin,2,540,TA,TA,Y,0,40,0,0,0,0,NA,NA,Shed,1500,9,2008,WD,Normal +2067,20,RL,71,8838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1957,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1764,0,0,1764,0,0,2,1,4,1,TA,7,Maj2,1,TA,Attchd,1957,Fin,1,301,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +2068,90,RL,76,12436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1824,1824,GasA,Fa,Y,FuseA,1824,0,0,1824,0,0,2,0,5,2,TA,9,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2069,20,RL,60,10122,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,869,0,0,869,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1948,Unf,1,390,Fa,TA,N,0,0,66,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal +2070,50,RL,45,7506,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,412,0,1159,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1932,Unf,1,288,Fa,TA,N,84,0,96,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2071,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1940,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,N,88,108,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2072,50,RL,60,10836,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,892,892,GasA,Ex,Y,SBrkr,1254,182,0,1436,0,1,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1968,Unf,4,1488,Fa,TA,N,0,0,100,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal +2073,20,RL,78,10180,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,744,Unf,0,168,912,GasA,TA,Y,SBrkr,1044,0,0,1044,0,1,1,1,3,1,TA,5,Typ,1,Fa,Attchd,1990,Fin,2,372,TA,TA,Y,200,48,0,0,0,0,NA,GdWo,Shed,450,6,2008,WD,Normal +2074,20,RL,76,11355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,7,1958,2001,Gable,Tar&Grv,HdBoard,HdBoard,BrkFace,125,TA,TA,CBlock,TA,TA,No,BLQ,637,Unf,0,675,1312,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1958,RFn,2,495,TA,TA,Y,0,304,144,0,0,0,NA,MnPrv,Othr,6500,4,2008,WD,Normal +2075,20,RL,NA,12929,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1993,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,276,TA,TA,CBlock,TA,TA,Gd,GLQ,697,Unf,0,384,1081,GasA,TA,Y,SBrkr,1081,0,0,1081,1,0,1,0,3,1,TA,5,Typ,0,NA,CarPort,1960,Unf,1,401,TA,TA,Y,36,82,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2076,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,LwQ,432,Unf,0,444,876,GasA,TA,Y,SBrkr,876,0,0,876,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml +2077,20,RL,80,8000,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,PConc,TA,TA,No,BLQ,476,Rec,488,292,1256,GasA,Gd,Y,FuseA,1256,0,0,1256,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,311,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2078,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,520,Rec,319,188,1027,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,299,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +2079,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,315,Unf,0,453,768,GasA,Ex,Y,SBrkr,819,501,0,1320,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,576,TA,TA,Y,108,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal +2080,45,RL,64,6390,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1.5Unf,6,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,936,936,GasA,TA,Y,FuseA,984,0,0,984,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal +2081,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,673,Unf,0,181,854,GasA,Fa,Y,FuseA,854,424,0,1278,0,0,1,0,4,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnWw,NA,0,4,2008,WD,Normal +2082,90,RL,113,8513,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,5,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1800,1800,GasA,TA,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml +2083,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1955,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,370,Unf,0,398,768,GasA,Gd,Y,SBrkr,1024,564,0,1588,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1955,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2084,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,825,825,GasA,TA,Y,FuseA,825,0,0,825,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2085,20,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1117,0,0,1117,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,COD,Normal +2086,20,RM,56,9836,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,96,Unf,0,96,192,GasA,Gd,N,SBrkr,1133,0,0,1133,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2008,Unf,1,308,TA,TA,Y,0,175,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml +2087,50,RM,57,9184,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,7,1948,2005,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,SBrkr,948,375,0,1323,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2088,70,RM,80,4800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1910,2003,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,680,680,GasA,Fa,N,SBrkr,680,680,0,1360,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1910,Unf,1,330,Fa,TA,Y,192,50,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2089,30,RM,60,4800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal +2090,75,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,7,1915,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,1,1,4,1,Gd,7,Typ,0,NA,Detchd,1915,Unf,1,308,Fa,Fa,N,0,0,248,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2091,190,RM,63,11426,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1910,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,828,828,GasA,Gd,Y,FuseA,828,658,108,1594,0,0,2,0,3,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,172,109,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2092,50,RM,63,7628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1940,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,801,801,GasA,Gd,Y,FuseA,1095,561,0,1656,0,0,2,0,2,1,TA,8,Mod,0,NA,Detchd,1958,Unf,2,440,TA,TA,Y,187,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2093,50,RM,81,7308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,5,1920,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,BrkTil,TA,TA,No,Rec,360,Unf,0,576,936,GasA,Gd,N,FuseA,960,780,0,1740,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Detchd,1920,Unf,1,225,Fa,Fa,N,0,0,236,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2094,30,RM,60,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,7,6,1920,2006,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,931,931,GasA,TA,Y,SBrkr,1027,0,0,1027,0,1,1,0,2,1,Gd,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,28,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2095,190,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,590,Unf,0,294,884,GasA,TA,Y,SBrkr,884,552,0,1436,0,0,2,0,3,2,TA,8,Typ,2,Gd,Detchd,1940,Unf,2,828,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2008,Con,Normal +2096,30,RM,60,6756,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1910,1950,Mansard,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Unf,0,Unf,0,481,481,GasA,TA,N,FuseA,899,0,0,899,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1930,Unf,1,200,Fa,TA,P,0,0,96,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2097,50,RM,44,5914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,9,1890,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,396,0,1080,0,0,1,0,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,165,30,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2098,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,459,904,GasA,Ex,Y,FuseA,904,595,0,1499,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1959,Unf,3,869,TA,Gd,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2099,20,RM,62,7311,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,2,5,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,407,407,GasA,TA,N,FuseA,407,0,0,407,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1949,Unf,1,297,Fa,TA,Y,76,0,120,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml +2100,20,RM,103,12205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,1,1949,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Gd,Y,SBrkr,1588,0,0,1588,0,0,2,0,5,1,TA,6,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml +2101,190,RM,69,9142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,TA,No,Unf,0,Unf,0,797,797,GasA,TA,N,FuseA,830,797,0,1627,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1950,Unf,2,420,Fa,Po,N,192,0,60,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2102,75,RM,53,5350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,8,1920,1965,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,116,Unf,0,508,624,GasA,Ex,Y,SBrkr,730,720,0,1450,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,Y,0,192,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal +2103,50,RM,69,9143,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1900,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,346,346,GasA,Ex,Y,SBrkr,709,308,0,1017,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1961,Unf,1,308,TA,TA,N,0,0,139,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2104,190,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1920,1960,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,234,Unf,0,739,973,GasA,TA,Y,FuseP,1377,973,0,2350,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1930,Unf,2,393,TA,TA,Y,0,0,219,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2105,70,RM,60,6000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1905,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,572,572,GasA,Ex,Y,SBrkr,884,656,0,1540,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,240,77,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2106,70,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,2,1,1920,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,723,723,GasA,TA,N,SBrkr,723,363,0,1086,0,0,1,0,2,1,TA,5,Maj1,0,NA,Detchd,1920,Unf,2,400,Fa,Po,N,0,24,144,0,0,0,NA,NA,NA,0,11,2008,ConLD,Normal +2107,70,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1890,1999,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1313,1313,GasW,Gd,Y,SBrkr,1313,1182,0,2495,0,0,2,0,5,1,TA,10,Typ,1,Gd,Detchd,1950,Unf,2,342,TA,Fa,Y,0,299,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2108,20,RM,65,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Rec,200,Unf,0,784,984,GasA,Gd,Y,SBrkr,984,0,0,984,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2109,20,RM,52,8516,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1958,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,869,869,GasA,TA,Y,SBrkr,1093,0,0,1093,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1959,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2110,30,RL,55,7111,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1928,1983,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,LwQ,406,BLQ,273,329,1008,GasA,TA,Y,SBrkr,1143,0,0,1143,0,0,1,0,2,1,TA,5,Typ,1,Po,Detchd,1992,Unf,1,288,TA,TA,Y,265,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal +2111,50,RM,NA,7425,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,RRAn,Artery,1Fam,1.5Fin,7,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,672,672,GasA,Gd,Y,SBrkr,1195,473,0,1668,0,0,1,1,3,1,Gd,8,Typ,0,NA,Attchd,1945,Unf,1,252,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml +2112,50,RL,NA,7010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,175,Unf,0,849,1024,GasA,TA,Y,SBrkr,1144,594,0,1738,0,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,1,240,TA,TA,P,0,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2113,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1941,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,600,Unf,0,72,672,GasA,Ex,Y,SBrkr,832,378,0,1210,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2114,70,RM,59,5870,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Feedr,1Fam,2Story,6,9,1900,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,554,554,GasA,Ex,Y,SBrkr,736,554,0,1290,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,200,Fa,TA,Y,38,112,0,0,0,0,NA,MnPrv,Shed,400,4,2008,WD,Normal +2115,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1940,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,521,Unf,0,460,981,GasA,Ex,Y,SBrkr,1014,658,0,1672,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,0,11,0,0,0,0,NA,GdPrv,NA,0,7,2008,WD,Normal +2116,30,RM,50,6000,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1924,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,949,949,GasA,Ex,Y,SBrkr,949,0,0,949,0,0,1,0,2,1,TA,5,Typ,1,Fa,Detchd,1924,Unf,2,370,TA,TA,Y,0,0,48,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2117,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1937,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,201,LwQ,162,462,825,GasA,Ex,Y,SBrkr,825,672,0,1497,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,2004,Unf,1,672,TA,TA,Y,272,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal +2118,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,264,Unf,0,475,739,GasA,Ex,Y,SBrkr,874,468,0,1342,0,0,2,0,2,2,TA,7,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2119,45,RM,50,5000,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,992,992,GasA,Ex,Y,SBrkr,1013,0,0,1013,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1926,Unf,1,160,Fa,TA,Y,0,0,101,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2120,50,RM,60,5520,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,5,7,1920,1997,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,68,Unf,0,497,565,GasA,TA,Y,SBrkr,565,651,0,1216,1,0,1,0,3,1,TA,6,Typ,1,Gd,BuiltIn,1920,RFn,1,355,Fa,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal +2121,20,RM,99,5940,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,7,1946,1950,Gable,CompShg,MetalSd,CBlock,None,0,TA,TA,PConc,NA,NA,NA,NA,NA,NA,NA,NA,NA,GasA,TA,Y,FuseA,896,0,0,896,NA,NA,1,0,2,1,TA,4,Typ,0,NA,Detchd,1946,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,ConLD,Abnorml +2122,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1929,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,80,Unf,0,624,704,GasA,Ex,Y,SBrkr,624,512,0,1136,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,1,336,TA,TA,Y,0,365,80,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2123,30,RM,NA,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,6,1945,1995,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,808,0,0,808,0,0,1,0,1,1,TA,6,Min2,0,NA,Attchd,1925,Unf,1,164,TA,TA,P,0,48,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2124,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,5,1939,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,300,LwQ,240,449,989,GasA,TA,Y,SBrkr,1245,764,0,2009,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1939,Unf,2,400,TA,TA,Y,0,20,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal +2125,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,5,1923,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,203,Unf,0,897,1100,GasA,TA,Y,SBrkr,1226,676,0,1902,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1960,Unf,2,576,TA,TA,Y,0,139,55,0,0,0,NA,NA,NA,0,10,2008,WD,Normal +2126,50,RL,60,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,4,1915,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,810,810,GasA,Ex,Y,SBrkr,1170,546,0,1716,0,0,2,0,4,1,Gd,8,Typ,0,NA,Detchd,1970,Unf,2,672,TA,TA,Y,0,195,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2127,60,RM,57,8094,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,8,1910,1983,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,Rec,196,Unf,0,1046,1242,GasA,Gd,Y,SBrkr,1242,742,0,1984,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,NA,NA,1,360,NA,NA,Y,64,0,180,0,0,0,NA,MnPrv,Shed,1000,9,2008,WD,Normal +2128,50,RM,63,4347,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,Gd,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,825,784,0,1609,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1910,Unf,1,228,Fa,Fa,N,0,182,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2129,30,RM,NA,6291,Grvl,NA,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,Stucco,Wd Shng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1930,Unf,2,440,TA,TA,N,0,0,84,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2130,70,RM,60,10266,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,6,1952,1952,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,372,Unf,0,396,768,GasA,TA,Y,FuseA,768,768,0,1536,0,0,1,1,4,1,TA,7,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,216,80,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml +2131,50,RM,60,6876,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1938,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1272,1272,GasA,TA,Y,SBrkr,1272,0,697,1969,0,0,2,0,4,1,TA,9,Min1,1,Gd,Detchd,1938,Unf,2,400,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,11,2008,COD,Normal +2132,50,RM,NA,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1915,1978,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,880,880,GasA,Gd,Y,SBrkr,880,428,0,1308,0,0,2,0,2,1,TA,6,Typ,0,NA,Detchd,1950,Unf,2,400,Fa,Fa,Y,0,0,117,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2133,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,7,1925,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1040,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1993,Unf,2,320,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2134,50,RM,62,7006,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,PConc,TA,TA,No,Rec,121,Unf,0,647,768,GasA,TA,Y,SBrkr,788,448,0,1236,1,0,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Family +2135,30,RM,60,10320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRNe,Norm,1Fam,1Story,5,8,1912,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,451,451,GasA,TA,Y,SBrkr,759,0,0,759,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,576,TA,TA,N,40,0,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Family +2136,190,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,3,3,1915,1950,Gable,CompShg,AsphShn,AsphShn,None,0,Fa,Fa,PConc,TA,Fa,No,Unf,0,Unf,0,536,536,GasA,Ex,N,FuseF,808,536,0,1344,0,0,2,0,3,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,204,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2137,20,RL,82,9488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1947,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1046,1046,GasA,Gd,N,SBrkr,1054,0,0,1054,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,240,TA,TA,Y,0,60,122,0,0,0,NA,NA,NA,0,9,2008,WD,Abnorml +2138,85,RL,NA,11235,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,6,1963,1963,Gable,CompShg,HdBoard,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,784,Unf,0,197,981,GasA,TA,Y,SBrkr,1075,0,0,1075,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1996,Unf,2,440,TA,TA,Y,64,0,0,0,64,0,NA,MnPrv,NA,0,5,2008,WD,Abnorml +2139,80,RL,80,13014,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,5,1978,1978,Gable,CompShg,HdBoard,Plywood,BrkFace,39,TA,TA,CBlock,TA,TA,Av,ALQ,528,Unf,0,480,1008,GasA,TA,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1978,Unf,2,484,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2140,20,RL,68,10265,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2005,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,CBlock,TA,TA,No,ALQ,758,Unf,0,234,992,GasA,Ex,Y,SBrkr,992,0,0,992,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1967,RFn,1,294,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,Shed,600,7,2008,WD,Normal +2141,85,RL,NA,7703,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,6,8,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkCmn,40,TA,TA,CBlock,Gd,TA,Gd,ALQ,450,Unf,0,0,450,GasA,Ex,Y,SBrkr,1034,0,0,1034,0,1,1,0,3,1,TA,6,Typ,1,Po,Basment,1978,Fin,2,504,TA,TA,Y,311,0,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal +2142,20,RL,NA,9981,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,BLQ,221,Unf,0,852,1073,GasA,Gd,Y,SBrkr,1073,0,0,1073,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,RFn,1,270,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal +2143,85,RL,NA,7400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1984,1984,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,LwQ,104,ALQ,956,0,1060,GasA,TA,Y,SBrkr,1126,0,0,1126,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,506,TA,TA,Y,178,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2144,190,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,4,1920,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,TA,Fa,No,BLQ,1300,Unf,0,0,1300,GasA,Fa,Y,SBrkr,1140,0,0,1140,1,0,1,0,3,1,TA,6,Typ,0,NA,CarPort,1920,Unf,2,400,TA,TA,Y,0,0,190,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca +2145,20,RL,94,9239,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,8,1963,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,634,Unf,0,326,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,Fin,1,300,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2146,20,RL,88,14175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosA,Norm,1Fam,1Story,6,8,1956,1956,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Gd,GLQ,776,Unf,0,212,988,GasA,TA,Y,FuseA,1188,0,0,1188,1,0,1,0,1,1,TA,4,Typ,1,TA,Attchd,1956,Unf,2,621,TA,TA,Y,102,89,231,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2147,190,RL,NA,10532,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,3,1960,1960,Flat,Tar&Grv,Plywood,Plywood,Stone,275,TA,TA,CBlock,TA,TA,Mn,Rec,988,Unf,0,0,988,GasA,Gd,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,TA,7,Mod,2,TA,Basment,1960,Unf,2,626,TA,TA,Y,50,84,0,0,0,0,NA,NA,NA,0,12,2008,WD,Abnorml +2148,50,RL,63,8375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,7,1941,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,336,Unf,0,240,576,GasA,Gd,Y,SBrkr,864,486,0,1350,1,0,1,1,2,1,Gd,6,Min1,0,NA,2Types,1973,Unf,3,627,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal +2149,80,RL,NA,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1970,1970,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,Gd,TA,Av,ALQ,704,Unf,0,160,864,GasA,Ex,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,Gd,5,Typ,0,NA,2Types,1979,Unf,3,912,TA,TA,Y,143,0,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal +2150,20,RL,82,20270,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,599,Unf,0,925,1524,GasA,TA,Y,SBrkr,1524,0,0,1524,1,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1979,Fin,2,478,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2151,50,RL,50,5190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,7,5,1948,1950,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,TA,Y,SBrkr,617,462,0,1079,0,0,1,0,2,1,TA,5,Typ,1,Gd,Attchd,1948,Unf,1,249,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2152,30,RL,85,19550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1940,2007,Flat,Tar&Grv,NA,NA,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1035,Unf,0,545,1580,GasA,Ex,Y,SBrkr,1518,0,0,1518,1,0,1,0,2,1,Fa,5,Typ,2,Gd,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2153,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,870,Unf,0,639,1509,GasA,TA,Y,FuseA,1509,0,0,1509,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1956,Unf,1,322,TA,TA,Y,158,0,0,0,576,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2154,90,RL,50,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,5,5,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,864,Unf,0,0,864,GasA,Fa,N,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,4,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 +2155,60,RL,50,9360,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,8,1962,2001,Gable,CompShg,VinylSd,VinylSd,BrkCmn,216,Gd,TA,CBlock,TA,TA,No,Rec,324,Unf,0,297,621,GasA,TA,Y,SBrkr,621,648,0,1269,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1962,Unf,1,280,TA,TA,Y,0,236,0,0,0,0,NA,GdWo,NA,0,11,2008,WD,Normal +2156,60,RL,NA,9771,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1995,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,190,Gd,TA,PConc,Gd,TA,No,LwQ,779,Unf,0,298,1077,GasA,Ex,Y,SBrkr,1093,1721,0,2814,0,1,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1995,Fin,2,614,TA,TA,Y,48,32,0,0,216,0,NA,GdPrv,NA,0,6,2008,WD,Normal +2157,20,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,251,Gd,TA,PConc,Gd,TA,No,GLQ,1271,Unf,0,331,1602,GasA,Ex,Y,SBrkr,1626,0,0,1626,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,534,TA,TA,Y,424,40,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2158,60,RL,NA,14171,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,355,Unf,0,457,812,GasA,Ex,Y,SBrkr,1101,1099,0,2200,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,2,453,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2159,80,RL,85,10541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1302,735,0,2037,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,2,472,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2160,60,RL,65,10616,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,628,628,GasA,Ex,Y,SBrkr,628,728,0,1356,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,484,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,3,2008,New,Partial +2161,20,RL,65,9345,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,156,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1615,1615,GasA,Ex,Y,SBrkr,1615,0,0,1615,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,864,TA,TA,Y,168,30,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2162,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,2085,Unf,0,186,2271,GasA,Ex,Y,SBrkr,2276,0,0,2276,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2008,RFn,3,1348,Gd,TA,Y,0,0,70,0,255,0,NA,NA,NA,0,6,2008,WD,Abnorml +2163,20,RL,91,11778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,1Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,402,Ex,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,598,1751,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2008,Fin,3,874,TA,TA,Y,216,36,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial +2164,80,RL,NA,11454,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,SLvl,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,Gd,GLQ,770,Unf,0,631,1401,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1995,Fin,3,811,TA,TA,Y,168,42,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2165,20,RL,NA,11500,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,6,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,LwQ,262,ALQ,723,197,1182,GasA,Ex,Y,SBrkr,1643,0,0,1643,1,0,2,0,2,1,TA,6,Typ,1,Gd,Attchd,1966,Unf,2,438,TA,TA,Y,339,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2166,20,RL,65,9750,Pave,NA,Reg,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,722,Unf,0,268,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1997,Unf,2,528,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2167,20,RL,NA,8696,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,TA,TA,PConc,Gd,TA,Gd,GLQ,1308,Unf,0,110,1418,GasA,Ex,Y,SBrkr,1418,0,0,1418,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1997,RFn,2,558,TA,TA,Y,208,110,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2168,60,RL,NA,13142,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,128,TA,TA,PConc,Gd,TA,No,GLQ,688,Unf,0,176,864,GasA,Ex,Y,SBrkr,872,899,0,1771,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,600,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2169,60,RL,68,8998,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Mn,GLQ,527,Unf,0,255,782,GasA,Ex,Y,SBrkr,782,870,0,1652,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2170,60,RL,75,12192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,663,Unf,0,265,928,GasA,Ex,Y,SBrkr,928,895,0,1823,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,626,TA,TA,Y,192,36,0,0,0,0,NA,NA,Shed,4500,5,2008,WD,Normal +2171,20,RL,NA,12250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,180,TA,TA,CBlock,Gd,TA,Mn,ALQ,781,Unf,0,83,864,GasA,Ex,Y,SBrkr,1174,0,0,1174,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1978,Unf,2,528,TA,TA,Y,211,0,280,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2172,20,RL,NA,9216,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Av,ALQ,294,Unf,0,782,1076,GasA,TA,Y,SBrkr,1076,0,0,1076,0,0,1,1,3,1,TA,5,Typ,1,Fa,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2008,WD,Abnorml +2173,20,RL,40,14330,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,2001,Gable,CompShg,Plywood,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,88,ALQ,596,180,864,GasA,TA,Y,SBrkr,1558,0,0,1558,1,0,2,0,2,1,TA,5,Min2,0,NA,Attchd,1975,Fin,2,440,TA,TA,Y,140,0,239,0,227,0,NA,NA,NA,0,8,2008,WD,Normal +2174,60,RL,NA,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1290,871,0,2161,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2001,RFn,2,570,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2175,60,RL,NA,9720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,9,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,Gd,TA,PConc,Gd,TA,Mn,GLQ,1194,Unf,0,163,1357,GasA,Ex,Y,SBrkr,1366,581,0,1947,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,3,725,TA,TA,Y,168,116,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2176,20,RL,NA,14860,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Ex,TA,Gd,GLQ,1538,Unf,0,240,1778,GasA,Ex,Y,SBrkr,1786,0,0,1786,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,3,715,TA,TA,Y,182,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2177,60,RL,41,10905,Pave,NA,IR2,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,0,1129,1129,GasA,Ex,Y,SBrkr,1129,1198,0,2327,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2003,RFn,2,596,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal +2178,60,RL,96,11690,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,192,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,850,850,GasA,Ex,Y,SBrkr,886,878,0,1764,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Unf,2,560,TA,TA,Y,120,29,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2179,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,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,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2180,90,RM,83,10126,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,Duplex,SFoyer,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1593,LwQ,162,83,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1998,Unf,3,721,TA,TA,Y,160,67,0,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml +2181,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,1421,1445,GasA,Ex,Y,SBrkr,1445,0,0,1445,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,Unf,2,470,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2182,20,RL,85,11058,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,212,Gd,TA,PConc,Gd,TA,No,GLQ,56,Unf,0,1508,1564,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,3,814,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal +2183,20,RL,74,9627,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1327,1351,GasA,Ex,Y,SBrkr,1361,0,0,1361,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,610,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2184,20,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,609,Unf,0,483,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,264,TA,TA,Y,259,0,0,0,161,0,NA,MnPrv,NA,0,4,2008,COD,Abnorml +2185,85,RL,64,12102,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1976,1976,Gable,CompShg,HdBoard,Plywood,BrkFace,222,TA,TA,CBlock,Gd,Gd,Gd,ALQ,456,Unf,0,0,456,GasA,Ex,Y,SBrkr,1033,0,0,1033,0,1,1,0,3,1,TA,6,Typ,0,NA,BuiltIn,1976,RFn,2,504,Fa,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Family +2186,20,RL,65,6500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1976,1976,Hip,CompShg,HdBoard,Plywood,BrkFace,84,TA,TA,CBlock,TA,NA,No,BLQ,1033,Unf,0,94,1127,GasA,TA,Y,SBrkr,1127,0,0,1127,0,1,1,1,3,1,TA,6,Typ,1,Po,Detchd,1991,Unf,2,480,TA,TA,Y,0,0,138,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2187,80,RL,NA,9638,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,368,Rec,120,541,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1977,RFn,2,542,TA,TA,Y,292,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal +2188,60,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1976,2001,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,288,Unf,0,396,684,GasA,TA,Y,SBrkr,684,714,0,1398,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal +2189,20,RL,123,47007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,1996,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,3820,0,0,3820,NA,NA,3,1,5,1,Ex,11,Typ,2,Gd,Attchd,1959,Unf,2,624,TA,TA,Y,0,372,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2190,90,RL,65,6012,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,Fa,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1152,0,0,1152,0,0,2,0,2,2,TA,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 +2191,90,RL,74,6845,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Wd Shng,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseF,1152,0,0,1152,0,0,2,0,2,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2192,190,RL,56,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,4,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,784,Unf,0,0,784,GasA,TA,N,FuseP,784,0,0,784,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,112,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2193,50,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1938,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,FuseF,585,468,0,1053,0,0,1,1,2,1,Ex,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,42,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Family +2194,50,RL,57,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1947,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,929,208,0,1137,0,0,1,1,4,1,TA,8,Min1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2195,20,RL,68,9520,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,Stone,115,TA,TA,CBlock,Gd,TA,No,Rec,767,Unf,0,144,911,GasA,TA,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1953,RFn,1,286,TA,TA,Y,134,0,0,0,0,0,NA,MnPrv,Gar2,3000,5,2008,WD,Normal +2196,80,RL,62,7692,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,SLvl,4,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Ex,TA,Av,Unf,0,Unf,0,416,416,GasA,Gd,Y,FuseA,1204,0,0,1204,0,0,1,0,3,1,TA,6,Typ,0,NA,Basment,1954,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml +2197,30,RL,67,5142,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1923,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,224,Unf,0,725,949,GasA,TA,Y,SBrkr,949,343,0,1292,0,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,1923,Unf,1,205,TA,TA,N,0,0,183,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2198,30,RL,60,7290,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,8,1921,1950,Gable,CompShg,WdShing,Wd Shng,BrkFace,174,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Ex,Y,SBrkr,1424,0,0,1424,0,0,2,0,2,1,TA,7,Typ,1,Gd,Attchd,1921,Unf,1,312,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2199,90,RL,64,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2.5Unf,6,7,1930,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,281,Rec,679,0,960,GasA,Ex,Y,SBrkr,960,960,0,1920,2,0,2,2,4,2,TA,10,Typ,2,Gd,Detchd,1930,Unf,2,480,TA,TA,Y,248,0,121,0,0,0,NA,NA,NA,0,7,2008,WD,Abnorml +2200,70,RL,66,8969,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,6,1926,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,379,Unf,0,265,644,GasA,Ex,Y,SBrkr,672,644,0,1316,1,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,2001,Unf,1,369,TA,TA,P,0,0,0,0,192,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2201,50,RL,63,15564,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1914,1995,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,588,0,1264,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1994,Unf,2,400,TA,TA,Y,424,0,0,0,0,0,NA,NA,Shed,400,1,2008,WD,Normal +2202,70,RL,54,7609,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,8,9,1925,1997,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,Fa,TA,No,ALQ,406,Unf,0,392,798,GasA,Ex,Y,SBrkr,798,714,0,1512,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,180,TA,TA,P,85,16,41,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal +2203,70,RL,NA,9650,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,3,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,784,784,GasA,TA,Y,SBrkr,819,784,0,1603,0,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1980,Unf,2,599,TA,TA,Y,0,217,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2204,50,RL,NA,11700,Pave,Grvl,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1937,1995,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,606,Unf,0,336,942,GasA,Ex,Y,SBrkr,1265,673,0,1938,0,0,2,0,4,1,Gd,7,Min2,1,Gd,Detchd,1937,Unf,1,240,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2205,50,RL,NA,9260,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,1.5Fin,5,4,1938,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,TA,Y,FuseF,932,442,0,1374,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1938,Unf,1,225,TA,TA,Y,64,0,0,0,100,0,NA,NA,NA,0,3,2008,WD,Normal +2206,20,RL,79,7801,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Feedr,Norm,1Fam,1Story,6,5,1951,1951,Hip,CompShg,WdShing,Plywood,BrkFace,88,TA,Fa,PConc,TA,TA,No,Rec,500,Unf,0,591,1091,GasA,Fa,N,FuseA,1091,0,0,1091,0,1,1,0,2,1,TA,5,Typ,1,TA,Attchd,1951,Fin,1,344,TA,TA,Y,66,105,0,0,221,0,NA,MnPrv,NA,0,5,2008,WD,Normal +2207,70,RL,100,9670,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1935,1950,Gable,CompShg,BrkFace,Stucco,Stone,40,TA,TA,PConc,TA,Fa,No,LwQ,210,Unf,0,398,608,GasA,TA,Y,SBrkr,983,890,0,1873,0,0,1,1,4,1,TA,9,Typ,2,Gd,Detchd,1935,Fin,2,786,Fa,TA,Y,0,0,207,0,0,0,NA,NA,NA,0,6,2008,WD,Alloca +2208,50,RL,70,12392,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1950,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,435,Unf,0,397,832,GasA,Ex,Y,SBrkr,1218,943,0,2161,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1994,Fin,2,506,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2209,20,RL,56,26073,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,1116,Unf,0,782,1898,GasA,Ex,Y,FuseA,1898,0,0,1898,0,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1956,Unf,2,484,TA,TA,Y,0,51,224,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal +2210,160,RM,24,1879,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,366,Unf,0,150,516,GasA,TA,Y,SBrkr,516,516,0,1032,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,213,0,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal +2211,30,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1926,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,299,GLQ,40,555,894,GasA,TA,Y,SBrkr,919,0,0,919,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,195,TA,TA,P,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2212,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,8,1940,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,720,720,GasA,Gd,Y,SBrkr,760,330,0,1090,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2213,50,RM,58,8155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,Y,FuseA,780,420,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2214,80,RM,75,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Hip,CompShg,HdBoard,Plywood,None,0,Fa,TA,CBlock,Gd,TA,Mn,Rec,257,Unf,0,367,624,GasA,Ex,Y,SBrkr,1092,564,0,1656,0,0,1,1,3,1,TA,7,Mod,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,0,180,0,0,100,0,NA,MnPrv,NA,0,7,2008,WD,Normal +2215,30,RM,60,7392,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,7,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,TA,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1934,RFn,1,360,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2216,50,RM,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,WdShing,Wd Shng,BrkFace,162,TA,TA,CBlock,TA,TA,No,ALQ,330,Unf,0,821,1151,GasA,Gd,Y,FuseA,1151,804,0,1955,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1958,Fin,1,356,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2217,20,NA,80,14584,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,1,5,1952,1952,Gable,CompShg,AsbShng,VinylSd,None,0,Fa,Po,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Po,N,FuseA,733,0,0,733,0,0,1,0,2,1,Fa,4,NA,0,NA,Attchd,1952,Unf,2,487,Fa,Po,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml +2218,70,C (all),60,5280,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,7,1895,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,NA,Fa,No,Unf,0,Unf,0,173,173,GasA,Ex,N,SBrkr,825,536,0,1361,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1895,Unf,1,185,Fa,TA,Y,0,123,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2219,50,C (all),52,5150,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Norm,1Fam,1.5Fin,4,7,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,NA,TA,No,Unf,0,Unf,0,356,356,GasA,TA,N,FuseA,671,378,0,1049,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1910,Unf,1,195,Po,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2220,70,C (all),60,9000,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,Fa,Fa,Mn,Unf,0,Unf,0,592,592,GasA,Ex,Y,SBrkr,432,432,0,864,0,0,1,1,3,1,Fa,5,Min2,0,NA,Detchd,1920,Unf,1,216,Fa,Fa,N,0,30,160,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2221,120,RM,44,3843,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1476,Unf,0,120,1596,GasA,Ex,Y,SBrkr,1648,0,0,1648,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2007,Fin,2,525,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,8,2008,New,Partial +2222,120,RM,44,3811,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,7,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1474,Unf,0,120,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,7,2008,WD,Normal +2223,20,RL,NA,23730,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,668,Gd,TA,PConc,Ex,TA,Mn,GLQ,700,Unf,0,1140,1840,GasA,Ex,Y,SBrkr,2032,0,0,2032,1,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,1996,Fin,3,786,TA,TA,Y,0,46,192,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2224,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,910,910,GasA,Ex,Y,SBrkr,910,910,0,1820,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Unf,3,816,TA,TA,Y,318,32,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal +2225,90,RL,76,10260,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,2Story,5,4,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,936,936,0,1872,0,0,2,2,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml +2226,20,RL,74,9990,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,1383,Unf,0,297,1680,GasA,Gd,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,432,TA,TA,Y,428,120,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2227,120,RL,42,4084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1986,1986,Gable,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,893,Unf,0,384,1277,GasA,Gd,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1986,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2228,20,RL,74,11563,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,258,Gd,TA,PConc,Ex,TA,Gd,GLQ,1036,Unf,0,482,1518,GasA,Ex,Y,SBrkr,1537,0,0,1537,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,3,788,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2229,60,RL,107,12852,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,770,Unf,0,150,920,GasA,Ex,Y,SBrkr,920,860,0,1780,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,612,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial +2230,80,RL,73,9802,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,0,352,352,GasA,Gd,Y,SBrkr,712,730,0,1442,0,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2231,60,RL,81,12018,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,60,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,796,816,0,1612,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,3,666,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,10,2008,New,Partial +2232,20,RL,75,12890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,128,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1495,1495,GasA,Ex,Y,SBrkr,1495,0,0,1495,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1989,Unf,2,438,TA,TA,Y,252,0,192,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2233,20,RL,93,18265,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,Plywood,HdBoard,BrkFace,228,Gd,Gd,CBlock,Gd,Gd,Av,GLQ,920,Rec,60,276,1256,GasA,Ex,Y,SBrkr,1256,0,0,1256,0,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1986,Unf,2,578,TA,TA,Y,282,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2234,20,RL,82,11202,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,206,Gd,TA,PConc,Ex,TA,Av,GLQ,1029,Unf,0,403,1432,GasA,Ex,Y,SBrkr,1440,0,0,1440,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,467,TA,TA,Y,185,95,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2235,20,RL,NA,7915,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1999,2000,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1223,Unf,0,443,1666,GasA,Ex,Y,SBrkr,1675,0,0,1675,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,435,TA,TA,Y,165,52,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal +2236,20,RL,79,11449,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,1011,Unf,0,873,1884,GasA,Ex,Y,SBrkr,1728,0,0,1728,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,2,520,TA,TA,Y,0,276,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2237,20,RL,85,11447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,674,Gd,TA,PConc,Ex,TA,Av,GLQ,1571,Unf,0,393,1964,GasA,Ex,Y,SBrkr,1964,0,0,1964,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,3,892,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2238,90,RM,97,8940,Pave,NA,IR1,Lvl,AllPub,Corner,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 +2239,20,RL,77,9278,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Feedr,Artery,1Fam,1Story,5,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,52,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml +2240,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1997,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,197,TA,TA,PConc,Ex,TA,No,GLQ,864,Unf,0,325,1189,GasA,Ex,Y,SBrkr,1189,0,0,1189,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1997,RFn,2,392,TA,TA,Y,0,122,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2241,85,RL,150,14137,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,Gd,TA,Av,ALQ,865,LwQ,247,88,1200,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,0,3,1,TA,6,Typ,0,NA,2Types,1964,Fin,3,850,TA,TA,Y,0,119,0,0,171,0,NA,NA,NA,0,11,2008,ConLD,Normal +2242,120,RM,NA,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,6,1975,1975,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,769,Unf,0,271,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,499,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2243,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,318,Unf,0,232,550,GasA,TA,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1976,Unf,1,336,TA,TA,Y,92,26,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal +2244,180,RM,21,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,501,Unf,0,25,526,GasA,Gd,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,RFn,1,297,TA,TA,Y,120,101,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal +2245,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,6,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,437,Unf,0,25,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,1,1,TA,4,Typ,1,Po,BuiltIn,1973,RFn,1,297,TA,TA,Y,0,101,0,120,0,0,NA,GdWo,NA,0,7,2008,WD,Normal +2246,20,RL,NA,17979,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,785,Unf,0,328,1113,GasA,Ex,Y,SBrkr,1160,0,0,1160,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1968,Unf,1,257,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,Shed,500,2,2008,WD,Normal +2247,160,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,6,9,1970,2007,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,358,Unf,0,188,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,2,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,187,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal +2248,20,RL,59,6490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,534,Unf,0,282,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Unf,1,264,TA,TA,Y,315,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal +2249,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1982,2005,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,638,Unf,0,207,845,GasA,Gd,Y,SBrkr,845,0,0,845,0,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal +2250,20,RL,74,12395,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,647,Unf,0,217,864,GasA,TA,Y,SBrkr,889,0,0,889,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal +2251,70,NA,NA,56600,Pave,NA,IR1,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,1,1900,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Ex,Y,SBrkr,1150,686,0,1836,0,0,2,0,4,1,TA,7,Maj1,0,NA,Detchd,1900,Unf,1,288,TA,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal +2252,20,RL,85,10667,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1971,1971,Gable,CompShg,MetalSd,MetalSd,BrkFace,302,TA,TA,CBlock,TA,TA,No,BLQ,838,Unf,0,749,1587,GasA,TA,Y,SBrkr,1587,0,0,1587,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1971,Unf,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2253,80,RL,56,8872,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,754,630,0,1384,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1997,Fin,2,390,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2254,80,RL,NA,10147,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,PConc,Gd,TA,No,LwQ,186,Unf,0,206,392,GasA,Gd,Y,SBrkr,924,770,0,1694,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1994,Fin,2,398,TA,TA,Y,256,64,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal +2255,60,RL,NA,8637,Pave,NA,IR1,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,ALQ,871,Unf,0,52,923,GasA,Gd,Y,SBrkr,947,767,0,1714,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,451,TA,TA,Y,256,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Abnorml +2256,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,Rec,414,Unf,0,277,691,GasA,Gd,Y,SBrkr,691,862,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1996,Fin,2,420,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2257,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1999,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,957,1342,0,2299,0,0,3,1,5,1,TA,7,Typ,1,TA,Attchd,1999,Fin,2,482,TA,TA,Y,188,30,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2258,20,RL,NA,9556,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1168,1168,GasA,Gd,Y,SBrkr,1187,0,0,1187,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,420,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2259,60,RL,NA,7655,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,903,903,GasA,Gd,Y,SBrkr,910,732,0,1642,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,392,TA,TA,Y,290,84,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2260,20,RL,160,18160,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkCmn,138,TA,TA,CBlock,TA,TA,Av,BLQ,550,Unf,0,752,1302,GasA,Fa,Y,SBrkr,1128,0,0,1128,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1964,Unf,2,480,TA,TA,P,0,108,246,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca +2261,120,RL,38,4740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,248,Unf,0,918,1166,GasA,Gd,Y,SBrkr,1179,0,0,1179,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1988,RFn,2,480,TA,TA,Y,0,108,0,0,135,0,NA,NA,NA,0,10,2007,WD,Normal +2262,120,RL,35,5118,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1990,1990,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,926,Unf,0,386,1312,GasA,Gd,Y,SBrkr,1321,0,0,1321,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1990,RFn,2,484,TA,TA,Y,0,64,140,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2263,60,RL,98,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Ex,TA,Mn,GLQ,986,Unf,0,163,1149,GasA,Ex,Y,SBrkr,1164,1377,0,2541,1,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,729,TA,TA,Y,120,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2264,20,RL,52,51974,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,PosN,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,710,Ex,TA,PConc,Ex,TA,Av,GLQ,1101,Unf,0,1559,2660,GasA,Ex,Y,SBrkr,2338,0,0,2338,1,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,2005,Fin,3,1110,Gd,TA,Y,0,135,0,0,322,0,NA,NA,NA,0,6,2007,New,Partial +2265,190,RL,195,41600,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1969,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1047,Unf,0,53,1100,GasW,TA,Y,SBrkr,1424,0,0,1424,1,0,1,1,3,1,TA,7,Mod,0,NA,2Types,1969,Unf,3,828,TA,TA,N,144,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2266,120,RL,61,8035,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,165,Gd,TA,PConc,Ex,TA,Gd,GLQ,797,Unf,0,815,1612,GasA,Ex,Y,SBrkr,1612,0,0,1612,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,2,556,TA,TA,Y,0,164,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2267,20,RL,85,14082,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,945,Gd,TA,PConc,Ex,Gd,Gd,GLQ,1558,Unf,0,662,2220,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,1,1,1,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,724,TA,TA,Y,390,80,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2268,20,RL,81,13870,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,250,Ex,TA,PConc,Ex,TA,Gd,GLQ,1152,Unf,0,590,1742,GasA,Ex,Y,SBrkr,2042,0,0,2042,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,724,TA,TA,Y,240,52,0,0,174,0,NA,NA,NA,0,10,2007,New,Partial +2269,20,RL,NA,10960,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,256,Unf,0,1028,1284,GasA,TA,Y,SBrkr,1284,0,0,1284,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,2,480,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,4,2007,COD,Abnorml +2270,60,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1981,2003,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,Gd,TA,CBlock,Gd,TA,No,ALQ,321,Unf,0,404,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1981,RFn,2,484,TA,TA,Y,167,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2271,20,RL,93,12299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1978,1985,Gable,CompShg,Plywood,Plywood,Stone,67,TA,TA,CBlock,Gd,TA,No,GLQ,1328,Unf,0,201,1529,GasA,TA,Y,SBrkr,1664,0,0,1664,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1978,Fin,2,663,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2272,60,RL,61,11339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1979,1979,Hip,WdShake,HdBoard,Plywood,BrkFace,549,TA,TA,CBlock,Gd,TA,No,ALQ,758,Unf,0,22,780,GasA,TA,Y,SBrkr,1085,845,0,1930,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1979,Fin,2,481,TA,TA,Y,192,72,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2273,20,RL,79,11850,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,BrkFace,98,TA,TA,CBlock,Gd,TA,No,ALQ,781,Unf,0,372,1153,GasA,TA,Y,SBrkr,1177,0,0,1177,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1984,Fin,2,495,TA,TA,Y,204,103,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal +2274,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,253,TA,TA,CBlock,Gd,TA,No,GLQ,903,Unf,0,356,1259,GasA,Ex,Y,SBrkr,1353,0,0,1353,1,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,RFn,2,478,TA,TA,Y,240,141,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2275,20,RL,128,13001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,Mn,ALQ,492,BLQ,121,1012,1625,GasA,TA,Y,SBrkr,1220,0,0,1220,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1971,Unf,2,944,TA,TA,Y,0,0,249,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2276,80,RL,64,8991,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,SLvl,7,6,1976,1976,Gable,CompShg,Plywood,Plywood,Stone,130,TA,TA,CBlock,Gd,TA,Gd,GLQ,624,Rec,604,0,1228,GasA,TA,Y,SBrkr,1324,0,0,1324,0,1,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1976,Fin,2,585,TA,TA,Y,407,36,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2277,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,6,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,931,LwQ,153,0,1084,GasA,TA,Y,SBrkr,1084,793,0,1877,1,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1974,Unf,2,488,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2278,20,RL,63,9457,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,566,Unf,0,359,925,GasA,TA,Y,SBrkr,1422,0,0,1422,1,0,1,0,3,1,TA,7,Min2,0,NA,Detchd,1988,Unf,2,576,TA,TA,Y,252,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal +2279,20,RL,66,7920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1970,2002,Gable,CompShg,HdBoard,HdBoard,BrkFace,32,TA,TA,CBlock,TA,TA,No,ALQ,81,GLQ,619,214,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,3,1,Ex,5,Typ,0,NA,Attchd,1970,RFn,1,368,TA,Gd,Y,120,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2280,20,RL,NA,17199,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1961,1961,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,314,Unf,0,600,914,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,4,Typ,0,NA,Basment,1961,Unf,1,270,Fa,TA,Y,140,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal +2281,120,RH,33,4113,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2001,2001,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1337,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,0,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2001,Fin,2,511,TA,TA,Y,136,68,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2282,120,RH,26,10943,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1997,1998,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,930,Unf,0,475,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1997,Fin,2,522,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2283,160,RM,21,2205,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,567,TA,TA,CBlock,TA,TA,No,ALQ,312,Unf,0,213,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2284,160,RM,21,2058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,265,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,546,0,1218,0,0,1,1,4,1,Ex,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2285,120,RL,24,2304,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,GLQ,632,Unf,6,423,1061,GasA,TA,Y,SBrkr,1055,0,0,1055,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1978,Unf,1,319,TA,TA,Y,108,32,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2286,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Hip,CompShg,HdBoard,HdBoard,BrkFace,52,TA,TA,CBlock,TA,TA,No,BLQ,725,Unf,0,263,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,1,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2287,20,RL,96,12469,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,378,Ex,TA,PConc,Ex,TA,Gd,GLQ,1151,Unf,0,639,1790,GasA,Ex,Y,SBrkr,1816,0,0,1816,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,730,TA,TA,Y,186,36,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2288,20,RL,91,11825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,302,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,856,TA,TA,Y,0,112,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2289,20,RL,110,14333,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,590,2108,GasA,Ex,Y,SBrkr,2122,0,0,2122,1,0,2,1,2,1,Gd,7,Typ,1,Ex,Attchd,2007,Fin,3,938,TA,TA,Y,130,142,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial +2290,60,RL,107,13641,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1304,Unf,0,630,1934,GasA,Ex,Y,SBrkr,1943,713,0,2656,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,RFn,3,1040,TA,TA,Y,268,58,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial +2291,60,RL,110,13440,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,190,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1108,1108,GasA,Ex,Y,SBrkr,1148,1402,0,2550,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2006,Fin,3,670,TA,TA,Y,120,39,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial +2292,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,400,Ex,TA,PConc,Ex,TA,Gd,GLQ,1430,Unf,0,564,1994,GasA,Ex,Y,SBrkr,2046,0,0,2046,1,0,2,1,2,1,Ex,7,Typ,2,Gd,Attchd,2005,Fin,3,878,TA,TA,Y,188,65,0,0,175,0,NA,NA,NA,0,8,2007,WD,Normal +2293,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,456,Ex,TA,PConc,Ex,TA,Gd,GLQ,1812,Unf,0,740,2552,GasA,Ex,Y,SBrkr,2552,0,0,2552,1,0,2,0,3,1,Ex,8,Typ,2,Ex,Attchd,2007,Fin,3,932,TA,TA,Y,130,28,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial +2294,60,RL,118,13654,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,365,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1704,1704,GasA,Ex,Y,SBrkr,1722,1036,0,2758,0,0,2,1,4,1,Ex,9,Typ,1,Ex,BuiltIn,2005,Fin,3,814,TA,TA,Y,282,55,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2295,20,RL,59,17169,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,970,Ex,TA,PConc,Ex,TA,Av,GLQ,1684,Unf,0,636,2320,GasA,Ex,Y,SBrkr,2290,0,0,2290,2,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1174,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2296,60,RL,134,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1582,1582,GasA,Ex,Y,SBrkr,1582,570,0,2152,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,2007,Unf,2,728,TA,TA,Y,0,368,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2297,60,RL,82,9709,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,120,Ex,TA,PConc,Ex,TA,Gd,GLQ,778,Unf,0,140,918,GasA,Ex,Y,SBrkr,958,1142,0,2100,1,0,2,1,3,1,Ex,8,Typ,2,Gd,BuiltIn,2007,Fin,3,786,TA,TA,Y,172,104,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2298,20,RL,94,13615,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,Stone,510,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1802,1802,GasA,Ex,Y,SBrkr,1802,0,0,1802,0,0,2,1,3,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,843,TA,TA,Y,158,105,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2299,60,RL,99,13069,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,502,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1706,1706,GasA,Ex,Y,SBrkr,1718,1238,0,2956,0,0,2,1,5,1,Ex,11,Typ,1,Ex,BuiltIn,2004,RFn,3,916,TA,TA,Y,194,50,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2300,60,RL,110,14277,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Ex,TA,Mn,GLQ,938,Unf,0,379,1317,GasA,Ex,Y,SBrkr,1217,1168,0,2385,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,Fin,3,818,TA,TA,Y,192,228,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2301,60,RL,NA,12568,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,246,Gd,TA,PConc,Ex,TA,Av,GLQ,669,Unf,0,226,895,GasA,Ex,Y,SBrkr,895,923,0,1818,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,774,TA,TA,Y,196,104,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2302,20,RL,70,9926,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,1178,Unf,0,436,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,878,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2303,20,RL,71,9254,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,No,GLQ,119,Unf,0,1602,1721,GasA,Ex,Y,SBrkr,1721,0,0,1721,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,554,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2304,60,RL,92,10732,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1298,1298,GasA,Ex,Y,SBrkr,1298,530,0,1828,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,876,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial +2305,120,RL,34,3901,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,866,Unf,0,436,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2306,120,RL,34,3903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Av,ALQ,1030,Unf,0,272,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,631,TA,TA,Y,110,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2307,120,RL,41,6289,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,762,Unf,0,600,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,1,0,2,0,2,1,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 +2308,120,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,0,5,2007,CWD,Normal +2309,120,RL,48,7841,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,394,Ex,TA,PConc,Ex,TA,No,GLQ,848,Unf,0,729,1577,GasA,Ex,Y,SBrkr,1577,0,0,1577,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,564,TA,TA,Y,203,39,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2310,120,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,24,Unf,0,1300,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2311,120,RL,48,3242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,235,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,136,36,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2312,60,RL,59,15810,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,728,0,1496,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,572,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial +2313,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2314,60,RL,58,13204,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,44,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,608,608,GasA,Ex,Y,SBrkr,608,850,0,1458,0,0,2,0,3,1,Gd,6,Typ,0,NA,BuiltIn,2007,Fin,2,454,TA,TA,Y,100,33,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial +2315,60,RL,62,8857,Pave,NA,IR1,Lvl,AllPub,Inside,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,0,738,738,GasA,Ex,Y,SBrkr,738,757,0,1495,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial +2316,60,RL,63,9729,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,1048,0,1746,1,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Unf,3,350,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2317,20,RL,88,12216,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,918,Unf,0,408,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,388,TA,TA,Y,120,23,0,0,0,0,NA,NA,Shed,2000,6,2007,WD,Normal +2318,60,RL,72,8229,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,22,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,752,752,GasA,Ex,Y,SBrkr,752,752,0,1504,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial +2319,60,RL,64,7713,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,16,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,7,Typ,0,NA,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2320,20,RL,64,7697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1246,1246,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2321,120,RL,NA,3621,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,Gd,GLQ,1084,Unf,0,322,1406,GasA,Ex,Y,SBrkr,1589,0,0,1589,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,3,630,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2322,20,RL,53,3710,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,0,8,2007,New,Partial +2323,80,RL,65,16219,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,779,Unf,0,56,835,GasA,Ex,Y,SBrkr,1119,0,0,1119,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,Fin,2,437,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2324,80,RL,87,11084,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,192,Unf,0,192,384,GasA,Ex,Y,SBrkr,744,630,0,1374,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Family +2325,20,RL,59,10936,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1510,1510,GasA,Ex,Y,SBrkr,1525,0,0,1525,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,534,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial +2326,80,RL,NA,11950,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2003,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2327,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,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,2003,Fin,2,434,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2328,60,RL,NA,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,574,Unf,0,280,854,GasA,Ex,Y,SBrkr,864,1131,0,1995,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,435,TA,TA,Y,264,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2329,60,RL,58,9487,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,GLQ,520,Unf,0,395,915,GasA,Ex,Y,SBrkr,940,750,0,1690,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,442,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2330,60,RL,59,9649,Pave,NA,IR1,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,0,941,941,GasA,Ex,Y,SBrkr,961,683,0,1644,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,460,TA,TA,Y,460,42,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2331,60,RL,100,12191,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,515,Gd,TA,PConc,Gd,TA,Av,GLQ,1181,Unf,0,598,1779,GasA,Ex,Y,SBrkr,1779,772,0,2551,1,0,2,1,4,1,Gd,8,Typ,2,TA,Attchd,1998,Fin,3,925,TA,TA,Y,76,61,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2332,60,RL,89,10557,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,422,Gd,TA,PConc,Ex,TA,Gd,GLQ,672,Unf,0,736,1408,GasA,Ex,Y,SBrkr,1671,1407,0,3078,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,806,TA,TA,Y,108,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2333,60,RL,74,11002,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1048,Unf,0,341,1389,GasA,Ex,Y,SBrkr,1411,1171,0,2582,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1998,Fin,3,758,TA,TA,Y,286,60,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2334,60,RL,83,10790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,275,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1066,1066,GasA,Ex,Y,SBrkr,1108,1277,0,2385,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1998,Fin,3,600,TA,TA,Y,120,38,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2335,60,RL,88,11762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,309,Gd,TA,PConc,Ex,TA,No,GLQ,335,Unf,0,770,1105,GasA,Ex,Y,SBrkr,1105,1097,0,2202,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,517,TA,TA,Y,0,65,0,0,144,0,NA,NA,NA,0,9,2007,WD,Normal +2336,60,RL,82,9044,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,526,Gd,Gd,PConc,Gd,TA,No,GLQ,1225,Unf,0,100,1325,GasA,Ex,Y,SBrkr,1335,1203,0,2538,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1996,RFn,3,933,TA,TA,Y,198,92,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2337,20,RL,75,9910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1369,1369,GasA,Ex,Y,SBrkr,1369,0,0,1369,0,0,2,0,3,1,Gd,5,Typ,0,NA,Attchd,2007,Unf,2,605,TA,TA,Y,0,203,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2338,20,RL,91,11830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,Gd,TA,PConc,Gd,TA,No,GLQ,1220,Unf,0,322,1542,GasA,Ex,Y,SBrkr,1542,0,0,1542,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Unf,3,852,TA,TA,Y,168,110,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2339,20,RL,76,10612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Mn,GLQ,28,Unf,0,1496,1524,GasA,Gd,Y,SBrkr,1534,0,0,1534,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,2,484,TA,TA,Y,168,46,0,0,0,0,NA,NA,NA,0,1,2007,WD,Family +2340,20,RL,98,12291,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,10,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,754,Ex,TA,PConc,Ex,TA,Av,GLQ,1572,Unf,0,394,1966,GasA,Ex,Y,SBrkr,1966,0,0,1966,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,3,1092,TA,TA,Y,76,52,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial +2341,20,RL,85,9965,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,0,0,1528,0,0,3,2,3,1,Gd,6,Typ,1,TA,Attchd,2007,Unf,2,480,TA,TA,Y,0,228,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2342,20,RL,74,8847,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,Gd,TA,PConc,Gd,TA,Av,GLQ,769,Unf,0,769,1538,GasA,Ex,Y,SBrkr,1538,0,0,1538,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,484,TA,TA,Y,146,40,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2343,20,RL,70,8251,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,143,Gd,TA,PConc,Gd,Gd,Av,GLQ,778,Unf,0,716,1494,GasA,Ex,Y,SBrkr,1506,0,0,1506,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,672,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2344,60,RL,70,9605,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,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,982,995,0,1977,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,574,TA,TA,Y,240,53,0,0,0,0,NA,NA,NA,0,7,2007,WD,Family +2345,60,RL,75,8778,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,No,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,528,0,1830,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2006,RFn,3,859,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2346,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1314,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,598,TA,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial +2347,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1335,1335,GasA,Ex,Y,SBrkr,1335,0,0,1335,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,575,TA,TA,Y,0,210,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2348,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,350,Unf,0,546,896,GasA,Ex,Y,SBrkr,896,896,0,1792,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2007,Fin,2,590,TA,TA,Y,184,96,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial +2349,60,FV,81,10411,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,Gd,TA,NA,Unf,0,Unf,0,725,725,GasA,Ex,Y,SBrkr,725,863,0,1588,0,0,3,0,3,1,Gd,8,Typ,0,NA,Attchd,2007,Unf,2,561,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2350,60,FV,112,12217,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Hip,CompShg,WdShing,Wd Shng,NA,NA,Gd,TA,PConc,Ex,TA,Av,GLQ,745,Unf,0,210,955,GasA,Ex,Y,SBrkr,955,925,0,1880,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,880,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial +2351,20,FV,84,10440,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Ex,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1574,1574,GasA,Ex,Y,SBrkr,1584,0,0,1584,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,Fin,2,594,TA,TA,Y,0,256,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial +2352,20,FV,100,11824,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1685,1685,GasA,Ex,Y,SBrkr,1685,0,0,1685,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,3,658,TA,TA,Y,112,63,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2353,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,353,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1285,0,2443,0,0,2,1,4,1,Gd,9,Min2,1,Gd,BuiltIn,2004,RFn,3,744,TA,TA,Y,193,127,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2354,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,136,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2355,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,55,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2356,20,RL,60,12450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,126,Gd,TA,PConc,Gd,TA,No,GLQ,729,Unf,0,365,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2357,20,RL,65,7441,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1461,1461,GasA,Ex,Y,SBrkr,1486,0,0,1486,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,566,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2358,60,RL,NA,11613,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1993,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,480,Unf,0,384,864,GasA,Ex,Y,SBrkr,920,900,0,1820,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,492,TA,TA,Y,144,85,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2359,160,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,Ex,Y,SBrkr,630,636,0,1266,0,0,1,1,2,1,TA,5,Typ,2,TA,Attchd,1980,RFn,1,283,TA,TA,Y,340,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2360,20,RL,64,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,138,Rec,351,405,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1979,Unf,1,308,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2361,20,RL,84,7476,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,812,Unf,0,228,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1991,Fin,2,686,TA,TA,Y,188,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2362,60,RL,NA,19522,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,272,Gd,TA,PConc,Gd,TA,No,GLQ,727,Unf,0,496,1223,GasA,Gd,Y,SBrkr,1271,1232,0,2503,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,564,TA,TA,Y,0,99,0,0,182,0,NA,NA,NA,0,2,2007,WD,Normal +2363,20,RL,44,10751,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,TA,CBlock,Fa,TA,Gd,ALQ,787,Unf,0,250,1037,GasA,TA,Y,SBrkr,1037,0,0,1037,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1974,RFn,2,431,TA,TA,Y,136,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2364,20,RL,43,12712,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,6,7,1973,2006,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,968,Unf,0,76,1044,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,1,0,2,1,Gd,5,Typ,1,TA,Attchd,1973,RFn,2,542,TA,TA,Y,455,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml +2365,120,FV,45,4379,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,851,Unf,0,527,1378,GasA,Ex,Y,SBrkr,1378,0,0,1378,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,540,TA,TA,Y,160,56,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2366,120,FV,80,3523,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,30,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1081,1141,GasA,Ex,Y,SBrkr,1151,0,0,1151,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,484,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial +2367,120,FV,32,3784,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,No,GLQ,60,Unf,0,1451,1511,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,476,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial +2368,120,FV,40,3606,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,GLQ,937,Unf,0,415,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial +2369,120,FV,30,5330,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1550,1550,GasA,Ex,Y,SBrkr,1550,0,0,1550,0,0,2,1,2,1,Gd,5,Typ,0,NA,Attchd,2007,Fin,2,528,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2370,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,179,744,GasA,Gd,Y,SBrkr,757,744,0,1501,1,0,2,1,3,1,TA,6,Typ,1,TA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2371,160,FV,24,2117,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,417,Unf,0,339,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2372,20,FV,73,7321,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1339,1339,GasA,Ex,Y,SBrkr,1358,0,0,1358,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,625,TA,TA,Y,176,174,0,0,0,0,NA,NA,NA,0,12,2007,COD,Normal +2373,60,FV,NA,8010,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,964,Unf,0,90,1054,GasA,Ex,Y,SBrkr,1072,976,0,2048,1,0,2,1,3,1,Gd,8,Typ,2,Gd,Detchd,2003,Unf,2,552,TA,TA,Y,0,48,0,0,180,0,NA,NA,NA,0,8,2007,WD,Normal +2374,60,FV,106,8413,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Ex,TA,Mn,GLQ,901,Unf,0,319,1220,GasA,Ex,Y,SBrkr,1220,1142,0,2362,1,0,2,1,3,1,Gd,8,Typ,2,TA,Attchd,1998,RFn,2,1105,Gd,TA,Y,147,0,36,0,144,0,NA,NA,NA,0,6,2007,WD,Normal +2375,120,RL,50,9466,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1994,1995,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,LwQ,457,ALQ,1037,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,1994,Fin,2,478,TA,TA,Y,0,30,0,0,217,0,NA,NA,NA,0,5,2007,WD,Normal +2376,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,7,6,1980,1980,Hip,CompShg,VinylSd,MetalSd,BrkFace,600,Gd,TA,CBlock,Gd,TA,No,GLQ,1732,Unf,0,270,2002,GasA,Ex,Y,SBrkr,2362,0,0,2362,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1980,RFn,2,546,Gd,TA,Y,180,16,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2377,20,RL,94,17778,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,8,5,1981,1981,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,Gd,ALQ,1632,Rec,829,0,2461,GasA,Gd,Y,SBrkr,2497,0,0,2497,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,1981,RFn,2,676,TA,TA,Y,266,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2378,20,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,41,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,1152,0,0,1152,1,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,412,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal +2379,60,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,6,1970,1970,Gable,CompShg,VinylSd,VinylSd,BrkFace,525,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,93,1008,GasA,TA,Y,SBrkr,1403,1008,0,2411,1,0,2,1,4,1,TA,8,Typ,1,Po,Attchd,1970,RFn,2,570,TA,TA,Y,0,192,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2380,85,RL,NA,8723,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,SFoyer,6,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,BLQ,973,Unf,0,0,973,GasA,Ex,Y,SBrkr,1082,0,0,1082,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,480,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2381,20,RL,130,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,196,TA,TA,PConc,Gd,TA,No,ALQ,910,Unf,0,385,1295,GasA,Fa,Y,SBrkr,1295,0,0,1295,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1968,Fin,2,528,TA,TA,Y,0,194,0,0,200,0,NA,NA,NA,0,4,2007,WD,Normal +2382,20,RL,108,11358,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1972,1987,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,346,Unf,0,778,1124,GasA,TA,Y,SBrkr,1610,0,0,1610,0,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1972,RFn,2,515,TA,TA,Y,202,0,0,0,256,0,NA,NA,NA,0,5,2007,WD,Normal +2383,20,RL,80,9547,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1594,1594,GasA,Ex,Y,SBrkr,1594,0,0,1594,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,1993,RFn,2,472,TA,TA,Y,190,80,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2384,60,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1993,1993,Gable,CompShg,MetalSd,MetalSd,BrkFace,194,Gd,TA,PConc,Gd,TA,No,GLQ,819,Unf,0,329,1148,GasA,Ex,Y,SBrkr,1091,984,0,2075,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1993,Unf,2,473,TA,TA,Y,235,86,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2385,20,RL,88,10738,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1966,1966,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,792,Unf,0,301,1093,GasA,Gd,Y,SBrkr,1093,0,0,1093,1,0,2,0,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,484,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,Shed,400,11,2007,WD,Normal +2386,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,BLQ,617,Rec,264,171,1052,GasA,TA,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,Fin,1,311,TA,TA,Y,0,133,0,0,0,0,NA,NA,NA,0,2,2007,COD,Normal +2387,20,RL,70,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1967,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,474,BLQ,38,437,949,GasA,TA,Y,SBrkr,1107,0,0,1107,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,1,308,TA,TA,Y,88,64,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2388,90,RL,NA,10899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,8,Typ,0,NA,CarPort,1964,Unf,3,530,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2389,20,RL,74,7450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,438,LwQ,206,250,894,GasA,Gd,Y,SBrkr,1074,0,0,1074,0,0,1,0,2,1,Gd,6,Min1,1,Gd,Detchd,1966,Unf,2,396,TA,TA,Y,0,72,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal +2390,20,RL,NA,14357,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,LwQ,167,386,864,GasA,TA,Y,SBrkr,1187,0,0,1187,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1961,RFn,2,440,TA,TA,Y,128,0,0,0,0,0,NA,NA,NA,0,8,2007,CWD,Normal +2391,20,RL,76,8243,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,56,TA,Gd,CBlock,TA,TA,No,ALQ,700,Unf,0,264,964,GasA,Ex,Y,SBrkr,964,0,0,964,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1985,Fin,2,784,TA,TA,Y,170,0,0,0,0,0,NA,GdPrv,NA,0,2,2007,WD,Normal +2392,20,RL,70,8680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2393,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1966,1966,Hip,CompShg,HdBoard,Plywood,BrkFace,202,TA,TA,CBlock,TA,TA,No,BLQ,654,Unf,0,520,1174,GasA,Ex,Y,SBrkr,1200,0,0,1200,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1966,RFn,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal +2394,80,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,98,TA,TA,CBlock,TA,TA,Gd,GLQ,494,Unf,0,548,1042,GasA,TA,Y,SBrkr,1042,0,0,1042,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1965,RFn,2,440,TA,TA,Y,192,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2395,60,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,7,1964,1997,Gable,CompShg,MetalSd,MetalSd,BrkFace,306,TA,Gd,CBlock,TA,TA,No,ALQ,414,Unf,0,431,845,GasA,Ex,Y,SBrkr,845,1309,0,2154,0,0,2,1,5,1,TA,8,Typ,1,Gd,Attchd,1964,RFn,2,539,TA,TA,Y,0,0,0,0,161,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2396,20,RL,NA,11382,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,Wd Sdng,Plywood,BrkFace,212,TA,TA,CBlock,TA,TA,No,ALQ,54,Rec,543,533,1130,GasA,TA,Y,SBrkr,1374,0,0,1374,0,1,1,0,3,1,TA,7,Typ,1,TA,Attchd,1964,RFn,1,286,TA,TA,Y,0,28,84,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal +2397,20,RL,NA,22002,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1959,1991,Gable,CompShg,MetalSd,MetalSd,BrkFace,136,TA,Gd,CBlock,TA,TA,Mn,ALQ,1386,Unf,0,206,1592,GasA,Gd,Y,SBrkr,1652,0,0,1652,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,510,TA,TA,Y,0,0,0,0,201,0,NA,NA,NA,0,7,2007,WD,Normal +2398,45,RL,85,12172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1940,1996,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,PConc,TA,TA,No,LwQ,130,Rec,259,433,822,GasA,TA,Y,SBrkr,908,0,0,908,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1975,Unf,2,512,TA,TA,Y,284,24,0,0,192,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2399,20,RL,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,3,1946,1950,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,Fa,Fa,No,LwQ,299,Unf,0,367,666,GasA,Fa,N,SBrkr,666,0,0,666,0,1,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,52,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal +2400,50,RL,51,3500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,3,5,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,144,Unf,0,226,370,GasA,TA,N,FuseA,442,228,0,670,1,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,21,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal +2401,20,RL,50,5175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,8,1958,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,150,ALQ,404,254,808,GasA,Ex,Y,SBrkr,808,0,0,808,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,N,143,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal +2402,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Hip,CompShg,HdBoard,HdBoard,BrkFace,176,TA,Gd,CBlock,TA,TA,No,BLQ,368,Unf,0,710,1078,GasA,Ex,Y,SBrkr,1150,0,0,1150,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,288,TA,TA,Y,0,0,0,0,175,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2403,90,RL,63,8668,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1968,Unf,3,792,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2404,85,RL,NA,10050,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,6,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,87,TA,TA,CBlock,TA,TA,Av,GLQ,602,Unf,0,191,793,GasA,Ex,Y,SBrkr,1280,0,0,1280,0,1,2,0,3,1,TA,6,Typ,1,TA,Basment,1966,Fin,2,432,TA,TA,Y,140,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2405,80,RL,100,9600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1961,1961,Hip,CompShg,WdShing,Wd Shng,BrkFace,291,TA,TA,CBlock,TA,TA,Av,ALQ,600,Unf,0,618,1218,GasA,TA,Y,SBrkr,1254,0,0,1254,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1961,RFn,2,525,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,5,2007,WD,Normal +2406,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1957,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,873,Unf,0,63,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1957,RFn,1,315,TA,TA,Y,0,0,0,219,0,0,NA,NA,NA,0,9,2007,WD,Normal +2407,20,RL,65,6860,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,54,TA,TA,CBlock,TA,TA,No,GLQ,908,Unf,0,100,1008,GasA,Ex,Y,SBrkr,1008,0,0,1008,1,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2408,20,RL,60,8250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,288,Unf,0,765,1053,GasA,Gd,Y,SBrkr,1053,0,0,1053,1,0,1,0,3,1,Gd,6,Typ,0,NA,2Types,1994,RFn,2,692,TA,TA,Y,240,0,0,0,109,0,NA,NA,NA,0,7,2007,WD,Normal +2409,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,HdBoard,HdBoard,BrkCmn,69,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1144,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1960,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2410,20,RL,80,9736,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1969,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,289,TA,TA,CBlock,TA,TA,No,BLQ,668,Rec,138,525,1331,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,1,0,4,1,TA,8,Typ,3,TA,Attchd,1957,Unf,2,464,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2411,20,RL,72,9770,Pave,NA,Reg,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,512,Unf,0,410,922,GasA,TA,Y,FuseA,922,0,0,922,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1957,Unf,1,308,TA,TA,Y,0,34,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal +2412,20,RL,70,12198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,780,Unf,0,424,1204,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,1,0,3,1,TA,7,Typ,1,TA,Attchd,1955,RFn,1,310,TA,TA,Y,278,82,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal +2413,20,RL,75,10050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,928,1216,GasA,TA,Y,SBrkr,1216,0,0,1216,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,RFn,1,336,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2414,20,RL,60,11556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,9,1953,2006,Gable,CompShg,VinylSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,BLQ,408,Unf,0,456,864,GasA,Gd,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,Ex,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2415,90,RL,70,8078,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,260,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1560,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1958,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2416,20,RL,60,10950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,441,Unf,0,507,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,Unf,2,410,TA,TA,N,0,48,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2417,20,RL,68,7942,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,85,ALQ,955,0,1040,GasA,TA,Y,FuseF,1040,0,0,1040,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1953,Fin,1,293,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2418,20,RL,71,8540,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1956,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,114,ALQ,691,120,925,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1956,Unf,1,252,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2419,50,RL,55,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,150,Unf,0,1040,1190,GasA,Gd,Y,SBrkr,1040,500,0,1540,1,0,1,0,4,1,Fa,7,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2420,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,793,Unf,0,130,923,GasA,TA,Y,SBrkr,925,0,0,925,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1955,Unf,1,390,TA,TA,Y,81,0,0,0,0,0,NA,GdWo,NA,0,3,2007,WD,Normal +2421,20,RL,75,9532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,595,Rec,354,156,1105,GasA,Gd,Y,SBrkr,1647,0,0,1647,1,0,1,0,3,1,TA,6,Min1,1,Fa,Attchd,1953,Fin,1,280,TA,TA,Y,225,0,0,0,0,368,NA,GdPrv,NA,0,2,2007,WD,Normal +2422,20,RL,NA,15783,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,292,Unf,0,632,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,420,TA,TA,Y,0,324,0,0,0,0,NA,MnPrv,Shed,400,6,2007,WD,Normal +2423,50,RL,60,14190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,7,1890,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,925,925,GasA,Gd,Y,SBrkr,1000,544,0,1544,0,0,2,0,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,231,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2424,50,RL,NA,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,6,1953,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,198,Unf,0,1018,1216,GasA,Ex,Y,SBrkr,1216,0,512,1728,1,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1953,Unf,1,371,TA,TA,Y,200,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal +2425,70,RL,113,21281,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,4,1935,2007,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,666,666,GasA,Gd,Y,SBrkr,1308,1778,0,3086,0,0,3,1,4,1,Gd,9,Min1,0,NA,BuiltIn,2007,Unf,3,1200,TA,TA,Y,0,208,290,0,156,0,NA,NA,NA,0,11,2007,WD,Family +2426,50,RL,60,10284,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1925,1993,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,1030,LwQ,66,55,1151,GasA,Ex,Y,SBrkr,845,436,0,1281,1,0,2,0,1,1,TA,6,Mod,0,NA,Detchd,1978,Unf,2,580,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml +2427,70,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,9,1895,1999,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,736,736,GasA,Ex,Y,SBrkr,751,783,0,1534,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,112,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2428,80,RL,93,10090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,7,5,1963,1999,Gable,CompShg,Plywood,Plywood,BrkFace,364,TA,TA,CBlock,TA,TA,Av,Rec,242,ALQ,483,0,725,GasA,TA,Y,SBrkr,1035,616,0,1651,0,1,2,0,4,1,TA,6,Typ,2,TA,BuiltIn,1963,Unf,1,276,TA,TA,Y,460,46,0,0,165,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2429,20,RL,75,8700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1961,1961,Gable,CompShg,HdBoard,HdBoard,BrkFace,53,TA,TA,CBlock,TA,TA,No,ALQ,192,Unf,0,728,920,GasA,Gd,Y,SBrkr,888,0,0,888,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml +2430,20,RL,66,8300,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1968,1968,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,86,TA,TA,CBlock,TA,TA,Mn,Rec,952,Unf,0,0,952,GasA,Gd,Y,SBrkr,952,0,0,952,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2431,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1950,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,432,Unf,0,432,864,GasA,Fa,Y,FuseA,1238,0,0,1238,0,0,1,1,3,1,TA,6,Min2,1,TA,Attchd,1950,Unf,1,357,TA,TA,Y,0,171,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2432,20,RL,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2003,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,574,Unf,0,466,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2007,WD,Normal +2433,20,RL,70,7315,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1958,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,625,Unf,0,545,1170,GasA,TA,Y,SBrkr,1170,0,0,1170,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,1,338,TA,TA,Y,0,0,0,0,225,0,NA,NA,NA,0,3,2007,WD,Normal +2434,20,RL,70,7903,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,739,Unf,0,503,1242,GasA,Gd,Y,FuseA,1242,0,0,1242,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family +2435,20,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1098,Rec,154,125,1377,GasA,TA,Y,SBrkr,1377,0,0,1377,1,0,1,0,3,1,TA,6,Typ,2,TA,Attchd,1965,Unf,1,351,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2007,WD,Normal +2436,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,925,0,0,925,0,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1961,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2437,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,110,BLQ,442,312,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,294,TA,TA,Y,58,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2438,85,RL,66,6760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,734,Unf,0,162,896,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,RFn,1,288,TA,TA,Y,24,90,160,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2439,30,RM,60,6978,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,7,1926,1980,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,850,850,GasA,TA,Y,SBrkr,960,0,0,960,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1981,RFn,2,576,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2440,50,RM,50,6000,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,276,Unf,0,569,845,GasA,TA,Y,SBrkr,866,430,0,1296,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,0,0,175,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2441,30,RM,56,4480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,Fa,Fa,No,LwQ,782,Unf,0,240,1022,GasA,TA,N,FuseF,1022,0,0,1022,1,0,1,0,2,1,Fa,4,Typ,1,Gd,Detchd,1922,Unf,1,184,TA,Fa,N,0,122,20,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal +2442,30,RM,56,3153,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,0,0,967,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1920,Unf,1,180,Fa,TA,N,0,0,26,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2443,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1940,1950,Gable,CompShg,VinylSd,VinylSd,Stone,279,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,808,808,GasA,Ex,Y,SBrkr,1072,0,0,1072,0,0,1,0,2,1,TA,5,Typ,2,Gd,Detchd,1940,Unf,2,379,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2444,50,RM,120,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1900,2006,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,130,Unf,0,550,680,GasA,Ex,Y,SBrkr,680,494,0,1174,0,0,1,0,2,1,Gd,6,Typ,1,Gd,Detchd,2000,Unf,2,576,TA,TA,Y,116,26,40,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2445,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,122,Rec,448,0,570,GasA,Gd,N,SBrkr,761,380,0,1141,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,252,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2007,ConLw,Normal +2446,70,RM,57,9639,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,4,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1075,1075,GasA,Ex,Y,SBrkr,1156,642,0,1798,0,0,2,1,4,1,TA,7,Typ,0,NA,Detchd,1935,Unf,2,342,TA,TA,N,0,0,160,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2447,70,RM,NA,10337,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,9,1910,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,725,725,GasA,Ex,N,SBrkr,909,863,0,1772,0,0,2,1,3,1,Gd,7,Typ,0,NA,Detchd,1992,Unf,2,816,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2448,70,RM,53,9863,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,6,1927,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,196,Rec,210,322,728,GasA,TA,Y,SBrkr,914,728,0,1642,0,1,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1927,Unf,1,374,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml +2449,70,RM,35,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,168,Unf,0,448,616,GasA,Ex,Y,SBrkr,616,616,0,1232,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,2,480,Fa,Fa,Y,280,0,143,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2450,50,RM,56,8398,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1910,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,Gd,No,BLQ,259,Unf,0,667,926,GasA,TA,Y,SBrkr,991,659,0,1650,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,2,468,TA,TA,N,128,103,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2451,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1930,2005,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Rec,316,Unf,0,371,687,GasA,Gd,Y,SBrkr,687,671,0,1358,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,2004,Unf,1,336,TA,TA,Y,0,32,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Partial +2452,75,RM,75,13500,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,8,1879,1987,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,819,819,GasA,TA,Y,FuseA,1312,1142,0,2454,0,0,2,0,3,1,TA,8,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,N,0,148,150,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal +2453,20,RM,52,8626,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,1,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,331,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2454,80,RM,76,11800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,SLvl,4,7,1949,2002,Gable,CompShg,Stucco,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1382,0,0,1382,0,0,2,0,1,1,TA,6,Mod,1,TA,Attchd,1957,RFn,1,384,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2455,40,RL,55,6854,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,LwQ,317,Rec,227,212,756,GasA,TA,N,FuseA,916,144,0,1060,1,0,1,0,1,1,TA,6,Mod,1,Gd,Detchd,1969,Unf,1,308,Fa,TA,Y,0,65,0,0,150,0,NA,NA,NA,0,8,2007,WD,Normal +2456,50,RM,55,8674,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,RRNn,Artery,1Fam,1.5Fin,5,6,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,910,Unf,0,0,910,GasA,TA,Y,SBrkr,910,525,0,1435,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Unf,1,308,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2457,50,RM,50,6125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1939,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,306,Unf,0,422,728,GasA,Ex,Y,SBrkr,728,546,0,1274,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,224,Fa,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,CWD,Normal +2458,70,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1939,1950,Gable,CompShg,MetalSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,276,Unf,0,324,600,GasA,Ex,Y,SBrkr,608,624,0,1232,0,0,1,1,3,1,TA,6,Typ,2,TA,Attchd,1939,Unf,1,217,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal +2459,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,7,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,0,0,884,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,136,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2460,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,5,1938,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,52,Unf,0,809,861,GasA,Gd,Y,SBrkr,861,548,0,1409,1,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1968,Unf,2,528,TA,TA,Y,225,0,84,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2461,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1939,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,48,Unf,0,624,672,GasA,Ex,Y,SBrkr,899,423,0,1322,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2462,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,966,966,GasA,Ex,Y,SBrkr,1014,412,0,1426,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1930,Unf,1,230,Fa,TA,Y,174,0,96,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal +2463,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,351,Unf,0,405,756,GasA,Gd,Y,FuseA,903,378,0,1281,1,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1926,Unf,2,379,TA,TA,Y,25,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2464,70,RM,47,7755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1918,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,FuseA,1100,1164,0,2264,0,0,2,1,4,1,TA,8,Typ,0,NA,Detchd,1950,Unf,1,408,TA,TA,Y,0,152,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2465,50,RL,60,8850,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,752,624,0,1376,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1977,Unf,2,576,TA,TA,P,0,54,144,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2466,50,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,750,750,GasA,TA,Y,SBrkr,960,356,0,1316,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1965,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,ConLw,Family +2467,70,RM,NA,5700,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,2Story,7,6,1929,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,336,Unf,0,336,672,GasA,Gd,N,FuseA,672,672,0,1344,1,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1979,Unf,2,456,TA,TA,Y,0,0,70,0,0,0,NA,GdPrv,NA,0,9,2007,WD,Normal +2468,45,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,592,592,GasA,TA,N,FuseA,933,240,0,1173,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,240,TA,Fa,Y,0,25,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand +2469,50,RM,40,5680,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,3,1901,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,969,969,GasA,TA,N,FuseA,969,245,0,1214,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,N,0,0,77,0,0,0,NA,MnPrv,NA,0,9,2007,WD,AdjLand +2470,80,RM,120,13200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,SLvl,6,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,234,TA,TA,CBlock,TA,TA,No,BLQ,375,Unf,0,366,741,GasA,Fa,Y,SBrkr,1497,797,0,2294,0,0,3,0,5,1,TA,9,Typ,1,Gd,Attchd,1963,Unf,2,658,TA,TA,Y,0,110,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2471,60,RM,60,9780,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,7,9,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,LwQ,354,Rec,398,224,976,GasA,Ex,Y,SBrkr,976,976,0,1952,0,0,1,1,4,1,Gd,8,Typ,2,TA,Detchd,1950,Fin,1,299,TA,TA,Y,285,0,0,0,216,0,NA,NA,NA,0,4,2007,WD,Normal +2472,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,375,Unf,0,763,1138,GasA,Gd,Y,SBrkr,1138,1042,0,2180,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,2006,Unf,2,720,TA,TA,N,0,0,170,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2473,190,RM,52,4330,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,4,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Rec,681,ALQ,127,0,808,GasA,TA,Y,SBrkr,838,477,0,1315,1,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1958,RFn,2,436,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,COD,Abnorml +2474,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,4,1,1910,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,771,771,GasA,Fa,Y,SBrkr,866,504,114,1484,0,0,2,0,3,1,TA,6,NA,0,NA,Detchd,1910,Unf,1,264,TA,Fa,N,14,211,0,0,84,0,NA,NA,NA,0,9,2007,COD,Abnorml +2475,70,RL,107,12888,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,7,8,1937,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,288,Unf,0,717,1005,GasA,TA,Y,SBrkr,1262,1005,0,2267,1,0,1,1,3,1,TA,7,Typ,2,Gd,Attchd,1937,Fin,2,498,TA,TA,Y,521,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2476,190,RL,59,4484,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,2fmCon,1.5Fin,5,6,1942,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,485,Unf,0,187,672,GasA,TA,N,SBrkr,778,504,0,1282,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1942,Unf,1,240,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2477,190,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,SFoyer,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,925,Unf,0,0,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1963,Unf,1,308,TA,TA,Y,40,176,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal +2478,85,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1964,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,30,TA,TA,CBlock,Gd,TA,Av,BLQ,785,Unf,0,635,1420,GasA,Gd,Y,SBrkr,1452,0,0,1452,1,0,1,0,2,1,TA,6,Min2,1,TA,Detchd,1964,Unf,2,572,TA,TA,Y,92,0,88,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2479,20,RL,62,14299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,3,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,513,LwQ,144,348,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,440,TA,TA,N,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2480,80,RL,65,14149,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,8,1964,2001,Hip,CompShg,HdBoard,HdBoard,BrkFace,50,Gd,Gd,CBlock,TA,TA,Gd,LwQ,68,BLQ,722,190,980,GasA,TA,Y,SBrkr,1020,0,0,1020,0,1,2,0,3,1,TA,5,Typ,1,Po,Detchd,1970,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2481,20,RL,NA,11677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,442,TA,TA,CBlock,TA,TA,Av,Rec,249,BLQ,761,30,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal +2482,190,RL,70,8425,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Sawyer,Feedr,Norm,2fmCon,1Story,5,6,1971,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,748,Unf,0,20,768,GasA,Gd,Y,SBrkr,868,0,0,868,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,138,0,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2483,20,RL,86,8665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,CBlock,TA,TA,Mn,Rec,168,BLQ,288,420,876,GasA,TA,Y,SBrkr,897,0,0,897,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2484,20,RL,NA,8398,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,323,TA,Gd,CBlock,TA,TA,No,LwQ,114,BLQ,529,300,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,2,528,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2485,20,RL,NA,8169,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,216,ALQ,435,261,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1966,Unf,1,315,TA,TA,Y,204,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2486,20,RL,81,14175,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Sawyer,PosA,Norm,1Fam,1Story,5,5,1956,1998,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,386,ALQ,522,332,1240,GasA,Gd,Y,SBrkr,1375,0,0,1375,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1956,Unf,1,323,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2487,60,RL,99,16779,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,2Story,5,4,1920,1996,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,356,TA,Fa,CBlock,Gd,TA,No,BLQ,267,Unf,0,404,671,GasA,Fa,Y,SBrkr,1567,1087,0,2654,0,0,3,0,4,1,TA,11,Mod,1,Gd,Attchd,1946,Unf,2,638,TA,TA,Y,128,570,0,0,0,0,NA,NA,Shed,500,5,2007,WD,Normal +2488,50,RL,70,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,7,8,1940,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,258,Unf,0,422,680,GasA,Ex,Y,FuseA,798,504,0,1302,0,0,1,1,2,1,Gd,6,Typ,2,Gd,Attchd,1940,Unf,1,224,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2489,20,RL,91,11375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1954,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,736,Unf,0,231,967,GasA,TA,Y,SBrkr,1299,0,0,1299,0,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1954,Unf,2,494,TA,TA,Y,81,0,280,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2490,20,RL,85,13770,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1958,1998,Gable,CompShg,Plywood,Plywood,BrkFace,340,TA,TA,CBlock,TA,TA,Mn,Rec,190,BLQ,873,95,1158,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1958,Unf,1,303,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,NA,Normal +2491,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,998,0,0,998,0,0,1,0,3,1,TA,5,Min2,0,NA,2Types,1952,Unf,2,460,Fa,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2492,20,RL,NA,11075,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1984,1984,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,136,TA,TA,PConc,Gd,TA,No,BLQ,299,LwQ,891,0,1190,GasA,Ex,Y,SBrkr,1522,0,0,1522,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1984,Fin,2,552,TA,TA,Y,0,77,0,0,168,0,NA,GdPrv,NA,0,2,2007,WD,Normal +2493,20,RL,NA,17541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1948,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,Gd,Mn,BLQ,300,Unf,0,109,409,GasA,Ex,Y,SBrkr,1325,0,0,1325,0,0,2,0,3,1,Gd,6,Typ,1,TA,Detchd,1996,Unf,2,576,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2494,20,RL,NA,22692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,587,Unf,0,486,1073,GasA,TA,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,TA,6,Mod,1,TA,Detchd,1953,Unf,2,649,TA,TA,P,0,64,0,0,0,0,NA,NA,NA,0,3,2007,COD,Normal +2495,20,RL,84,17808,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1946,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,484,484,GasA,TA,N,SBrkr,1242,0,0,1242,0,0,1,0,2,1,TA,4,Mod,0,NA,Attchd,1946,Unf,1,336,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2496,20,RL,102,12671,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1954,1994,Hip,CompShg,MetalSd,MetalSd,Stone,300,TA,Gd,CBlock,Gd,Fa,No,LwQ,353,Unf,0,935,1288,GasA,Ex,Y,SBrkr,2422,0,0,2422,0,0,3,0,4,1,Gd,6,Min2,2,Gd,Attchd,1954,Fin,2,527,TA,TA,Y,0,63,0,0,144,0,NA,NA,NA,0,7,2007,WD,Normal +2497,50,RL,70,10512,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,6,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,491,Unf,0,497,988,GasA,Ex,Y,SBrkr,988,638,0,1626,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1954,Unf,1,332,TA,TA,Y,366,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2498,20,RL,60,5400,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,453,Unf,0,411,864,GasA,TA,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,399,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2499,30,RL,NA,11515,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1958,1994,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,943,0,0,943,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1958,Unf,1,308,TA,TA,N,0,0,60,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2500,120,RL,39,3869,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,TwnhsE,1Story,5,6,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,149,Gd,Ex,CBlock,TA,TA,No,LwQ,283,GLQ,755,0,1038,GasA,Gd,Y,SBrkr,1038,0,0,1038,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,264,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2501,20,RL,58,9280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,557,Unf,0,785,1342,GasA,Ex,Y,SBrkr,1342,0,0,1342,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1951,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2502,50,RL,60,11100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1951,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,1080,Unf,0,0,1080,GasA,TA,N,SBrkr,1080,400,0,1480,1,0,1,0,4,1,TA,7,Typ,1,Gd,Attchd,1951,Unf,1,253,TA,TA,Y,0,0,68,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2503,50,RL,50,7550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,5,1920,1950,Gambrel,CompShg,MetalSd,MetalSd,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,951,951,GasW,Fa,N,SBrkr,986,376,0,1362,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1920,Unf,1,280,Fa,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal +2504,50,RL,104,23920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1.5Fin,6,5,1984,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1105,1105,GasA,Ex,Y,SBrkr,1105,717,0,1822,0,0,2,0,4,1,Gd,7,Min2,1,Po,Attchd,1984,Unf,2,515,TA,TA,P,0,195,1012,0,0,444,NA,NA,NA,0,4,2007,WD,Normal +2505,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,497,Unf,0,282,779,GasA,Ex,Y,SBrkr,1029,929,0,1958,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,RFn,2,499,TA,TA,Y,202,93,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal +2506,20,RL,71,9178,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,870,TA,TA,Y,204,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2507,20,RL,93,10481,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2140,2140,GasA,Ex,Y,SBrkr,2140,0,0,2140,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,3,894,TA,TA,Y,136,32,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2508,20,RL,66,10235,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1643,1643,GasA,Ex,Y,SBrkr,1651,0,0,1651,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,64,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2509,20,RL,75,11750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Gd,TA,Mn,GLQ,20,Unf,0,1526,1546,GasA,Ex,Y,SBrkr,1546,0,0,1546,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,796,TA,TA,Y,144,42,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2510,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,132,Gd,TA,PConc,Gd,TA,No,GLQ,36,Unf,0,1453,1489,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,674,TA,TA,Y,144,38,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2511,20,RL,64,7242,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1270,1270,GasA,Ex,Y,SBrkr,1270,0,0,1270,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,524,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2512,60,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,916,0,1795,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,164,111,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2513,60,RL,NA,8883,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,Gd,TA,PConc,Gd,TA,No,GLQ,608,LwQ,321,0,929,GasA,Ex,Y,SBrkr,946,927,0,1873,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1988,RFn,2,619,TA,TA,Y,108,48,0,0,144,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2514,20,RL,155,20064,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,8,6,1976,1976,Shed,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,Gd,Gd,LwQ,51,GLQ,915,0,966,GasA,Ex,Y,SBrkr,1743,0,0,1743,2,0,0,1,0,1,Gd,5,Typ,2,Fa,Attchd,1976,Fin,2,529,TA,TA,Y,646,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2515,20,RL,NA,14217,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,550,Unf,0,472,1022,GasA,Gd,Y,SBrkr,1022,0,0,1022,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1995,Unf,2,747,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2516,60,RL,57,10021,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1997,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,539,Unf,0,96,635,GasA,Ex,Y,SBrkr,646,662,0,1308,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,497,TA,TA,Y,142,54,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2517,20,RL,60,8428,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,GLQ,420,Unf,0,570,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,384,TA,TA,Y,256,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2518,20,RL,70,16561,Pave,NA,IR2,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,548,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1996,Unf,1,242,TA,TA,Y,306,0,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal +2519,60,RL,47,10820,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,342,Unf,0,646,988,GasA,Ex,Y,SBrkr,988,885,0,1873,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,RFn,2,597,TA,TA,Y,202,123,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2520,60,RL,43,12352,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,638,Unf,0,215,853,GasA,Ex,Y,SBrkr,853,900,0,1753,1,0,2,1,3,1,TA,7,Typ,1,Fa,Attchd,1998,RFn,2,534,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2521,60,RL,68,9543,Pave,NA,IR1,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,Unf,0,Unf,0,845,845,GasA,Ex,Y,SBrkr,845,845,0,1690,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,517,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2522,60,RL,NA,8826,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,No,GLQ,841,Unf,0,144,985,GasA,Ex,Y,SBrkr,985,857,0,1842,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,Fin,2,486,TA,TA,Y,193,96,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2523,20,RL,97,11800,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1974,1974,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,663,Unf,0,201,864,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1974,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Family +2524,80,RL,59,8660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,TA,Gd,CBlock,Gd,TA,Av,GLQ,502,Unf,0,513,1015,GasA,TA,Y,SBrkr,1025,0,0,1025,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,370,TA,TA,Y,127,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2525,80,RL,72,9720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,7,1977,1977,Gable,CompShg,Plywood,VinylSd,BrkFace,51,TA,TA,CBlock,TA,NA,Av,ALQ,755,Unf,0,240,995,GasA,TA,Y,SBrkr,1009,0,0,1009,0,0,2,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2526,20,RL,45,8982,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,539,Unf,0,501,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,2,748,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal +2527,20,RL,39,16300,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,4,1977,1977,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,60,BLQ,417,399,876,GasA,TA,Y,SBrkr,907,0,0,907,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1977,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal +2528,20,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,330,Rec,432,102,864,GasA,TA,Y,SBrkr,879,0,0,879,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,9,2007,Con,Normal +2529,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,671,Unf,0,193,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Ex,5,Typ,0,NA,Detchd,1977,Fin,2,576,Gd,Ex,Y,155,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2530,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,8,1972,2006,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,Rec,385,Unf,0,0,385,GasA,Gd,Y,SBrkr,875,0,0,875,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1975,Unf,2,728,TA,TA,Y,352,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2531,20,RL,NA,11354,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,TA,TA,Gd,GLQ,1412,Unf,0,261,1673,GasA,Ex,Y,SBrkr,1673,0,0,1673,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,583,TA,TA,Y,306,113,0,0,116,0,NA,NA,NA,0,1,2007,WD,Normal +2532,60,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,654,Unf,0,325,979,GasA,Ex,Y,SBrkr,992,940,0,1932,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,2,610,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2533,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,214,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,869,0,1729,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,Fin,2,542,TA,TA,Y,386,63,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2534,20,RL,73,11927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,1994,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,519,Gd,TA,PConc,Gd,TA,Gd,BLQ,408,GLQ,465,683,1556,GasA,Ex,Y,SBrkr,1592,0,0,1592,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,484,TA,TA,Y,120,35,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2535,60,RL,NA,12728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,256,Gd,TA,PConc,Gd,TA,Mn,GLQ,1198,Unf,0,333,1531,GasA,Ex,Y,SBrkr,1531,908,0,2439,1,0,2,1,4,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,560,TA,TA,Y,184,121,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2536,60,RL,NA,15295,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,254,Gd,TA,PConc,Gd,TA,Mn,GLQ,762,Unf,0,98,860,GasA,Ex,Y,SBrkr,1212,780,0,1992,1,0,2,1,3,1,Gd,7,Min2,2,TA,Attchd,1996,RFn,2,608,TA,TA,Y,225,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2537,20,RL,73,17227,Pave,NA,IR2,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,Gd,GLQ,915,Unf,0,426,1341,GasA,Ex,Y,SBrkr,1341,0,0,1341,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,1999,RFn,2,482,TA,TA,Y,240,84,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2538,60,RL,70,8145,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,738,0,1476,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,552,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial +2539,20,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,709,Unf,0,460,1169,GasA,Ex,Y,SBrkr,1190,0,0,1190,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,RFn,2,578,TA,TA,Y,100,41,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2540,20,RL,64,8334,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1330,1330,GasA,Ex,Y,SBrkr,1330,0,0,1330,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,0,23,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial +2541,60,RL,64,8333,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,TA,No,Unf,0,Unf,0,738,738,GasA,Gd,Y,SBrkr,738,753,0,1491,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2542,60,RL,64,9045,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,768,768,0,1536,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2543,85,RL,75,9825,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,162,TA,TA,CBlock,Gd,TA,Gd,ALQ,936,Unf,0,0,936,GasA,Gd,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1967,Unf,1,384,TA,TA,Y,405,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Abnorml +2544,20,RL,67,8308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,Stone,20,TA,Gd,CBlock,TA,TA,No,BLQ,132,LwQ,841,115,1088,GasA,TA,Y,SBrkr,1088,0,0,1088,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,2002,Unf,2,520,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,COD,Normal +2545,50,RL,74,16287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1925,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,130,BLQ,105,666,901,GasA,TA,Y,SBrkr,901,450,0,1351,1,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1975,Unf,2,576,TA,TA,N,0,0,43,0,100,0,NA,NA,NA,0,7,2007,WD,Normal +2546,20,RL,80,8240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,6,1960,1960,Hip,CompShg,HdBoard,HdBoard,Stone,198,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1179,1179,GasA,Gd,Y,SBrkr,1179,0,0,1179,0,0,1,0,2,1,TA,5,Min2,0,NA,Attchd,1960,Fin,2,622,TA,TA,P,0,0,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal +2547,80,RL,65,6285,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Gable,CompShg,HdBoard,Plywood,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,504,Unf,0,456,960,GasA,TA,Y,SBrkr,1044,0,0,1044,1,0,1,0,3,1,TA,7,Typ,1,Fa,Detchd,1976,Unf,2,528,TA,Fa,Y,228,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2548,90,RL,NA,9555,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,2Story,5,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1100,1133,0,2233,0,0,2,1,5,2,TA,11,Typ,0,NA,Attchd,1979,Fin,2,579,TA,Gd,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal +2549,60,RL,60,7023,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,No,GLQ,611,Unf,0,123,734,GasA,Gd,Y,SBrkr,734,674,0,1408,1,0,2,1,3,1,TA,6,Typ,0,NA,BuiltIn,2005,Fin,2,489,TA,TA,Y,0,85,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2550,20,RL,128,39290,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,10,5,2008,2009,Hip,CompShg,CemntBd,CmentBd,Stone,1224,Ex,TA,PConc,Ex,TA,Gd,GLQ,4010,Unf,0,1085,5095,GasA,Ex,Y,SBrkr,5095,0,0,5095,1,1,2,1,2,1,Ex,15,Typ,2,Gd,Attchd,2008,Fin,3,1154,TA,TA,Y,546,484,0,0,0,0,NA,NA,NA,17000,10,2007,New,Partial +2551,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,76,TA,TA,PConc,Gd,TA,Gd,GLQ,467,Unf,0,80,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,Gd,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2552,20,RL,64,6400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1959,2000,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Rec,77,ALQ,831,52,960,GasA,Ex,Y,SBrkr,960,0,0,960,1,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1959,Unf,1,392,TA,TA,Y,144,0,35,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2553,90,RL,74,6882,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1955,1955,Gable,CompShg,AsbShng,Plywood,BrkCmn,128,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,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,0,9,2007,WD,Normal +2554,90,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,6,1946,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1195,1195,GasA,TA,N,SBrkr,1195,0,0,1195,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,118,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Abnorml +2555,40,RL,62,10042,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,144,ALQ,278,238,660,GasA,TA,Y,SBrkr,740,125,0,865,1,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,84,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2556,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,544,Unf,0,224,768,GasA,TA,Y,SBrkr,768,0,0,768,0,0,1,0,2,1,TA,4,Typ,1,Fa,Detchd,1959,Unf,1,355,TA,TA,Y,0,0,196,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2557,20,RL,60,8172,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,682,Unf,0,182,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,N,196,0,0,0,0,0,NA,NA,NA,0,10,2007,COD,Family +2558,90,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,Duplex,2Story,5,6,1923,1950,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,Rec,371,Unf,0,925,1296,Grav,Fa,N,FuseA,1296,1296,0,2592,2,0,2,0,6,2,TA,12,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,742,240,0,0,0,NA,NA,Shed,1512,1,2007,WD,AdjLand +2559,30,RL,54,7223,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1926,1950,Hip,CompShg,Stucco,Plywood,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,319,Unf,0,971,1290,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,0,0,64,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal +2560,50,RL,51,6821,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1921,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,113,Unf,0,538,651,GasA,Gd,Y,SBrkr,759,539,0,1298,0,0,2,0,2,1,TA,8,Typ,1,Gd,Detchd,1994,Unf,1,240,TA,TA,P,216,0,168,0,0,0,NA,NA,NA,0,8,2007,WD,Normal +2561,70,RL,63,4000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,8,1930,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,GLQ,246,Unf,0,285,531,GasA,TA,Y,SBrkr,567,531,0,1098,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1930,Unf,1,216,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2562,70,RL,53,6720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1921,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,585,585,GasA,TA,N,SBrkr,851,585,0,1436,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1992,Unf,1,228,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,4,2007,CWD,Normal +2563,70,RL,53,7155,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1926,1991,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasA,TA,Y,SBrkr,686,775,0,1461,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1926,Unf,1,225,TA,TA,N,0,0,116,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2564,70,RL,60,7230,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,7,1927,1992,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,851,851,GasA,Gd,Y,SBrkr,867,851,0,1718,0,0,2,1,4,1,Gd,8,Typ,1,TA,Detchd,1927,Unf,2,264,TA,TA,Y,291,0,60,0,153,0,NA,GdPrv,NA,0,10,2007,WD,Normal +2565,20,RL,126,13108,Pave,NA,IR2,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,Y,SBrkr,1226,0,0,1226,0,0,1,1,2,1,TA,7,Min1,1,Gd,Attchd,1951,Fin,2,400,TA,TA,Y,174,24,120,0,228,0,NA,NA,NA,0,6,2007,WD,Normal +2566,50,RL,110,7810,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,4,6,1930,2003,Gable,CompShg,AsbShng,CmentBd,None,0,TA,Gd,BrkTil,TA,Gd,No,GLQ,189,Unf,0,741,930,GasA,Ex,Y,SBrkr,1230,525,0,1755,0,0,2,0,4,1,Gd,7,Typ,1,TA,Detchd,1930,Unf,1,231,Fa,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2567,190,RL,79,6221,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,2fmCon,1.5Fin,5,5,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,533,Unf,0,195,728,GasA,Ex,Y,SBrkr,760,595,0,1355,0,0,2,0,3,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,144,0,NA,MnPrv,NA,0,10,2007,WD,Normal +2568,20,RL,NA,25485,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,4,1960,1960,Gable,CompShg,Wd Sdng,MetalSd,BrkFace,423,TA,Fa,CBlock,TA,Gd,Mn,LwQ,540,Rec,1020,0,1560,GasA,TA,Y,SBrkr,1560,0,0,1560,0,0,1,1,3,1,TA,6,Typ,3,TA,Attchd,1960,RFn,2,580,TA,TA,Y,0,75,584,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2569,20,RL,NA,21579,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,6,1968,1968,Hip,CompShg,HdBoard,BrkFace,None,0,TA,TA,PConc,Gd,TA,No,BLQ,813,Unf,0,675,1488,GasA,Ex,Y,SBrkr,1488,0,0,1488,0,1,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1968,RFn,2,552,TA,TA,Y,0,0,216,0,0,0,NA,NA,NA,0,9,2007,CWD,Normal +2570,160,RM,24,1782,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,GLQ,330,Unf,0,186,516,GasA,Gd,Y,SBrkr,529,516,0,1045,0,0,1,0,2,1,TA,5,Typ,1,TA,Detchd,1980,Unf,2,462,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal +2571,20,RL,NA,17871,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1680,1680,GasA,Gd,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,1,Gd,7,Typ,0,NA,Attchd,1996,Unf,2,628,TA,TA,Y,152,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2572,120,RM,35,3907,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Blueste,Norm,Norm,TwnhsE,1Story,8,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,577,Unf,0,427,1004,GasA,Gd,Y,SBrkr,1020,0,0,1020,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1988,Unf,2,509,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2573,20,RL,NA,20693,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,5,1971,1971,Gable,CompShg,Plywood,Plywood,BrkFace,652,TA,TA,CBlock,Gd,TA,No,Rec,434,Unf,0,1262,1696,GasA,Ex,Y,SBrkr,1696,0,0,1696,0,0,2,0,3,1,TA,7,Typ,2,TA,Attchd,1971,Fin,2,625,TA,TA,Y,0,146,0,0,0,0,NA,GdWo,NA,0,2,2007,WD,Normal +2574,20,RL,70,18044,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,8,5,1986,1986,Gable,CompShg,WdShing,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,279,279,GasA,Gd,Y,SBrkr,2726,0,0,2726,0,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,1986,Fin,2,691,Gd,Gd,Y,216,64,169,0,0,228,Ex,NA,NA,0,8,2007,WD,Normal +2575,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,375,Unf,0,345,720,GasA,Gd,Y,FuseA,720,495,0,1215,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1965,Fin,2,720,TA,TA,Y,0,0,30,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2576,50,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1925,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,BrkTil,TA,Po,No,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,665,0,1601,0,0,2,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,176,0,0,NA,NA,NA,0,9,2007,WD,Normal +2577,70,RM,50,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,6,1923,1999,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,ALQ,548,Unf,0,311,859,GasA,Ex,Y,SBrkr,942,886,0,1828,0,0,2,0,3,1,Gd,6,Typ,0,NA,Detchd,NA,NA,NA,NA,NA,NA,Y,174,0,212,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca +2578,30,RM,46,3672,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,7,1922,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1922,Unf,1,100,Fa,Fa,N,0,0,96,0,0,0,NA,NA,NA,0,9,2007,WD,Normal +2579,50,RM,64,11067,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,2,4,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,640,0,205,845,0,0,1,0,1,1,TA,4,Maj2,0,NA,Detchd,1950,Unf,1,256,TA,Fa,N,48,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2580,190,C (all),75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,2fmCon,2Story,5,6,1895,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,957,957,GasA,Fa,N,SBrkr,1034,957,0,1991,0,0,2,0,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,133,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2581,20,C (all),65,6565,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1957,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,967,Unf,0,106,1073,GasA,Gd,Y,FuseA,1073,0,0,1073,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1985,Unf,2,720,TA,TA,Y,0,444,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml +2582,30,C (all),60,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,9,1930,2007,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,ALQ,737,Unf,0,100,837,GasA,Ex,Y,SBrkr,1001,0,0,1001,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Po,N,154,0,42,86,0,0,NA,NA,NA,0,11,2007,WD,Normal +2583,120,RM,59,5568,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Gd,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,495,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,10,2007,New,Partial +2584,85,RL,NA,12150,Pave,NA,IR1,Bnk,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1979,1979,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1001,Unf,0,0,1001,GasA,TA,Y,SBrkr,1299,0,0,1299,1,0,2,0,2,1,Gd,5,Typ,1,Po,BuiltIn,1979,RFn,2,486,TA,TA,Y,84,0,222,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal +2585,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,166,Gd,TA,PConc,Gd,TA,No,GLQ,585,Unf,0,856,1441,GasA,Ex,Y,SBrkr,1392,0,0,1392,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,Fin,3,650,TA,TA,Y,168,49,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2586,20,RL,44,12864,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1392,Unf,0,17,1409,GasA,Ex,Y,SBrkr,1409,0,0,1409,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2002,RFn,2,576,TA,TA,Y,0,144,0,0,145,0,NA,NA,NA,0,7,2007,WD,Normal +2587,20,RL,NA,9928,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1239,Unf,0,215,1454,GasA,TA,Y,SBrkr,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,506,TA,TA,Y,114,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2588,80,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,6,1975,1975,Gable,CompShg,Plywood,Plywood,Stone,50,TA,TA,CBlock,TA,TA,Av,Rec,224,GLQ,530,98,852,GasA,TA,Y,SBrkr,918,0,0,918,0,1,1,0,3,0,TA,4,Typ,0,NA,Attchd,1975,Unf,1,360,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal +2589,85,RL,82,8410,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1974,1974,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,924,Unf,0,46,970,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1974,Unf,2,528,TA,TA,Y,193,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2590,120,RL,46,4054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,TwnhsE,1Story,7,6,1987,1987,Gable,CompShg,VinylSd,VinylSd,BrkFace,352,Gd,TA,BrkTil,Gd,TA,Av,GLQ,949,Unf,0,552,1501,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1987,Fin,2,512,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal +2591,20,RL,149,19958,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,8,1958,1995,Hip,CompShg,HdBoard,HdBoard,BrkFace,1224,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,585,585,GasA,Gd,Y,SBrkr,2279,0,0,2279,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,1958,RFn,2,461,TA,TA,Y,274,0,0,0,138,0,NA,GdPrv,NA,0,7,2007,WD,Normal +2592,20,RL,67,8368,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,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,Fin,2,433,TA,TA,Y,100,39,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial +2593,20,RL,68,8298,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,Av,GLQ,583,Unf,0,963,1546,GasA,Ex,Y,SBrkr,1564,0,0,1564,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2207,RFn,2,502,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial +2594,20,RL,42,10331,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,7,1985,1985,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,215,BLQ,80,970,1265,GasA,Gd,Y,SBrkr,1240,0,0,1240,0,1,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1985,Unf,2,528,TA,TA,Y,232,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2595,20,RL,NA,6718,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,86,Gd,TA,PConc,Ex,TA,Mn,GLQ,250,Unf,0,1017,1267,GasA,Ex,Y,SBrkr,1312,0,0,1312,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2001,Unf,2,471,TA,TA,Y,256,28,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal +2596,20,RL,80,11305,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,886,Gd,TA,PConc,Gd,TA,Av,GLQ,1329,Unf,0,593,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,2,1,Gd,6,Typ,1,Ex,Attchd,2002,Fin,3,692,TA,TA,Y,201,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal +2597,20,RL,NA,7777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,203,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1996,Fin,2,571,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal +2598,60,RL,NA,11800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,94,Gd,TA,PConc,Gd,TA,Gd,GLQ,766,Unf,0,356,1122,GasA,Ex,Y,SBrkr,1146,1340,0,2486,1,0,3,1,5,1,Gd,10,Typ,1,Gd,BuiltIn,2003,Fin,2,452,TA,TA,Y,143,32,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2599,20,RL,85,12633,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,PosA,PosA,1Fam,1Story,10,5,2006,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,242,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1824,1824,GasA,Ex,Y,SBrkr,1824,0,0,1824,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,932,TA,TA,Y,160,36,0,0,108,0,NA,NA,NA,0,9,2007,New,Partial +2600,20,RL,200,43500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Artery,Norm,1Fam,1Story,3,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,2034,0,0,2034,0,0,1,0,2,1,TA,9,Min1,0,NA,2Types,1953,RFn,4,1041,TA,TA,N,483,266,0,0,0,561,NA,GdPrv,NA,0,6,2007,WD,Normal +2601,120,RM,62,6710,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Mitchel,Norm,Norm,TwnhsE,SFoyer,6,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,134,TA,TA,PConc,Ex,TA,Av,Rec,16,GLQ,904,0,920,GasA,Ex,Y,SBrkr,936,0,0,936,2,0,0,1,0,1,TA,3,Typ,0,NA,Attchd,1996,Fin,2,460,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal +2602,160,RM,21,1504,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,4,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,252,Unf,0,294,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,253,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2603,180,RM,NA,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,503,Unf,0,27,530,GasA,TA,Y,SBrkr,530,462,0,992,1,0,1,0,2,1,TA,4,Typ,0,NA,BuiltIn,1970,Fin,1,297,TA,TA,Y,112,97,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal +2604,160,RM,21,1495,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,189,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,162,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal +2605,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Ex,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2007,COD,Normal +2606,85,RL,72,9129,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,PConc,Gd,TA,Av,GLQ,923,Unf,0,0,923,GasA,TA,Y,SBrkr,1008,0,0,1008,1,0,1,0,1,1,Gd,4,Typ,1,Fa,Attchd,1977,Fin,2,678,TA,TA,Y,201,66,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal +2607,80,RL,NA,15957,Pave,NA,IR1,Low,AllPub,Corner,Mod,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,96,1244,GasA,TA,Y,SBrkr,1356,0,0,1356,2,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,528,TA,TA,Y,1424,0,0,0,0,0,NA,MnPrv,NA,0,9,2007,WD,Normal +2608,20,RL,61,33983,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1977,1994,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,PConc,TA,TA,Mn,ALQ,1112,Unf,0,48,1160,GasA,TA,Y,SBrkr,1676,0,0,1676,1,0,1,1,3,1,Gd,6,Mod,2,TA,Attchd,1977,RFn,2,672,TA,TA,P,690,90,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal +2609,60,RL,68,8286,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,2Story,5,7,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,Rec,531,Unf,0,185,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1977,Fin,2,531,TA,TA,Y,0,136,0,0,240,0,NA,GdPrv,NA,0,6,2007,WD,Normal +2610,85,RL,50,6723,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1971,1971,Gable,CompShg,Wd Sdng,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,796,Unf,0,0,796,GasA,TA,Y,SBrkr,796,0,0,796,0,1,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,129,0,0,0,0,0,NA,GdWo,NA,0,9,2007,WD,Normal +2611,20,RL,124,27697,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,3,1961,1961,Shed,CompShg,Plywood,Plywood,NA,198,TA,TA,CBlock,TA,TA,No,BLQ,811,Unf,0,585,1396,GasA,TA,N,SBrkr,1608,0,0,1608,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,444,TA,Fa,Y,152,38,0,0,0,0,NA,NA,NA,0,11,2007,COD,Abnorml +2612,20,RL,NA,11000,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1976,2003,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,LwQ,1090,Unf,0,0,1090,GasA,TA,Y,SBrkr,1178,0,0,1178,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,2,502,TA,TA,Y,0,44,0,0,88,0,NA,MnPrv,NA,0,6,2007,WD,Normal +2613,20,RL,65,11625,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,596,Unf,0,220,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1983,Fin,1,264,TA,TA,Y,330,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal +2614,20,RL,62,10447,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1984,1984,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,516,Unf,0,348,864,GasA,TA,Y,SBrkr,887,0,0,887,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,RFn,1,288,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal +2615,20,RL,NA,11027,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,28,TA,TA,CBlock,TA,TA,No,BLQ,468,Rec,539,171,1178,GasA,Gd,Y,SBrkr,1293,0,0,1293,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1954,RFn,2,452,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2616,20,RL,85,10533,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1956,Hip,CompShg,VinylSd,VinylSd,BrkFace,244,TA,Gd,CBlock,TA,TA,No,Rec,773,Unf,0,235,1008,GasA,TA,Y,SBrkr,1024,0,0,1024,1,0,1,0,2,1,Gd,5,Typ,2,TA,Attchd,1956,Unf,1,313,TA,TA,Y,0,0,0,0,280,0,NA,NA,NA,0,8,2006,WD,Normal +2617,20,RL,NA,11765,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,302,TA,TA,CBlock,TA,TA,Mn,Rec,1127,Unf,0,490,1617,GasA,Fa,Y,SBrkr,1797,0,0,1797,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1957,Unf,3,963,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2618,20,RL,NA,39384,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,NAmes,Norm,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,Stone,902,TA,TA,CBlock,Gd,TA,Gd,ALQ,1110,Unf,0,595,1705,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,1,1,1,1,Ex,4,Min1,2,Gd,Attchd,1957,Unf,2,550,TA,TA,Y,0,189,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml +2619,20,RL,90,11727,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,434,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1851,1851,GasA,Gd,Y,SBrkr,1851,0,0,1851,0,0,2,0,3,1,TA,8,Typ,1,TA,Attchd,1969,Fin,2,506,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2620,60,RL,60,8238,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,700,Unf,0,113,813,GasA,Ex,Y,SBrkr,813,712,0,1525,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1997,Fin,2,400,TA,TA,Y,421,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2621,60,RL,NA,13041,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Gd,Y,SBrkr,781,890,0,1671,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1995,Fin,2,423,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2622,60,RL,54,9783,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1996,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,821,821,GasA,Gd,Y,SBrkr,821,955,0,1776,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1996,Fin,2,443,TA,TA,Y,286,116,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2623,60,RL,50,13128,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1074,990,0,2064,0,0,2,1,4,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,527,TA,TA,Y,0,119,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal +2624,60,RL,42,13751,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,248,Gd,TA,PConc,Gd,TA,Av,GLQ,60,Unf,0,1640,1700,GasA,Ex,Y,SBrkr,1700,512,0,2212,1,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,773,TA,TA,Y,237,38,0,0,115,0,NA,NA,NA,0,5,2006,New,Partial +2625,160,RL,68,13108,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,1994,1994,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,2062,2062,GasA,Ex,Y,SBrkr,2079,608,0,2687,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1994,Fin,2,618,TA,TA,Y,168,12,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2626,20,RL,NA,8076,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,GLQ,705,Unf,0,455,1160,GasA,Gd,Y,SBrkr,1169,0,0,1169,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1993,Fin,2,402,TA,TA,Y,0,26,0,0,144,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2627,120,RL,30,3701,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1191,1191,GasA,TA,Y,SBrkr,1204,0,0,1204,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,120,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2628,60,RL,59,16023,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,600,Gd,Ex,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,180,1398,GasA,Ex,Y,SBrkr,1414,1384,0,2798,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,182,37,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial +2629,60,RL,60,18062,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,662,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1528,1528,GasA,Ex,Y,SBrkr,1528,1862,0,3390,0,0,3,1,5,1,Ex,10,Typ,1,Ex,BuiltIn,2006,Fin,3,758,TA,TA,Y,204,34,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2630,60,RL,63,12292,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,184,Gd,TA,PConc,Ex,Gd,Gd,GLQ,205,Unf,0,889,1094,GasA,Ex,Y,SBrkr,1102,1371,0,2473,0,0,2,1,4,1,Gd,11,Typ,1,Gd,BuiltIn,2006,Fin,3,675,TA,TA,Y,246,39,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2631,60,RL,82,16052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,734,Ex,TA,PConc,Ex,TA,No,GLQ,1206,Unf,0,644,1850,GasA,Ex,Y,SBrkr,1850,848,0,2698,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,736,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2632,60,RL,92,15922,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,550,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1390,1390,GasA,Ex,Y,SBrkr,1390,1405,0,2795,0,0,3,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,660,TA,TA,Y,272,102,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial +2633,120,RL,60,8147,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,230,Gd,TA,PConc,Ex,TA,Gd,GLQ,1191,Unf,0,523,1714,GasA,Ex,Y,SBrkr,1714,0,0,1714,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,517,TA,TA,Y,156,55,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2634,20,RL,90,18261,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1416,Unf,0,494,1910,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,1,3,1,Ex,8,Typ,2,Gd,Attchd,2005,Unf,3,722,TA,TA,Y,351,102,0,0,123,0,NA,NA,NA,0,9,2006,WD,Normal +2635,85,RL,NA,10464,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,6,6,1980,1980,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,Av,GLQ,850,Unf,0,138,988,GasA,TA,Y,SBrkr,1102,0,0,1102,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,2,582,TA,TA,Y,140,22,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2636,60,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,68,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,945,945,GasA,TA,Y,SBrkr,945,912,0,1857,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1978,RFn,2,482,TA,TA,Y,400,105,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal +2637,85,RL,NA,9927,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,5,1976,1976,Gable,CompShg,VinylSd,Wd Shng,Stone,252,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1005,Unf,0,42,1047,GasA,TA,Y,SBrkr,1083,0,0,1083,1,0,1,0,2,1,TA,5,Typ,1,Fa,Attchd,1976,RFn,2,596,TA,TA,Y,444,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2638,60,FV,75,9512,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,788,Unf,0,172,960,GasA,Ex,Y,SBrkr,960,1358,0,2318,1,0,2,1,3,1,Gd,8,Typ,1,Ex,BuiltIn,2005,Fin,2,541,TA,TA,Y,0,246,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2639,80,RL,81,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1975,2000,Gable,CompShg,Plywood,Plywood,BrkFace,248,TA,TA,CBlock,TA,Fa,No,ALQ,548,Unf,0,127,675,GasA,TA,Y,SBrkr,1109,766,0,1875,0,0,3,0,3,1,Gd,8,Typ,1,TA,Attchd,1975,RFn,2,485,TA,TA,Y,48,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2640,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1974,Gable,CompShg,HdBoard,Plywood,BrkFace,176,TA,TA,CBlock,TA,TA,No,ALQ,755,Unf,0,348,1103,GasA,TA,Y,SBrkr,1103,0,0,1103,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1974,Unf,2,462,TA,TA,Y,295,84,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal +2641,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,20,LwQ,620,224,864,GasA,TA,Y,SBrkr,874,0,0,874,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2642,120,RH,26,8773,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,2002,2002,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,951,Unf,0,536,1487,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2002,Fin,2,543,TA,TA,Y,196,68,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2643,160,RM,24,2760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,514,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,1973,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2644,160,RM,24,2160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,TA,No,LwQ,402,Unf,0,363,765,GasA,Gd,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,Gd,7,Min1,1,Fa,Attchd,1973,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2645,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,380,TA,TA,CBlock,TA,TA,No,ALQ,282,Unf,0,212,494,GasA,Ex,Y,SBrkr,494,536,0,1030,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2646,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,ALQ,276,Unf,0,207,483,GasA,TA,Y,SBrkr,483,465,0,948,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2647,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,504,TA,TA,CBlock,TA,TA,No,BLQ,382,Unf,0,143,525,GasA,Gd,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,352,0,0,0,0,0,NA,GdPrv,NA,0,10,2006,WD,Normal +2648,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1975,1975,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,727,BLQ,156,186,1069,GasA,Gd,Y,SBrkr,1069,0,0,1069,0,1,2,0,2,1,TA,4,Typ,1,Po,Attchd,1975,RFn,2,440,TA,TA,Y,0,55,0,0,225,0,NA,NA,NA,0,7,2006,WD,Normal +2649,20,RL,65,7514,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1967,1975,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,373,Rec,108,462,943,GasA,TA,Y,SBrkr,1387,0,0,1387,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1974,RFn,1,300,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2650,120,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,1Story,7,7,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,120,BLQ,492,443,1055,GasA,TA,Y,SBrkr,1055,0,0,1055,1,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,319,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2651,160,RL,24,2179,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,70,Unf,0,785,855,GasA,Gd,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,460,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2652,60,RL,72,16387,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Ex,Gd,No,GLQ,1369,Unf,0,369,1738,GasA,Gd,Y,SBrkr,1738,851,0,2589,1,0,2,1,4,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,831,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2653,20,RL,110,16163,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,232,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1618,1618,GasA,Ex,Y,SBrkr,1618,0,0,1618,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2654,20,RL,108,12228,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,206,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1721,1721,GasA,Ex,Y,SBrkr,1740,0,0,1740,0,0,2,0,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,874,TA,TA,Y,0,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2655,20,RL,120,14780,Pave,NA,IR1,HLS,AllPub,Corner,Mod,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,568,Ex,TA,PConc,Ex,TA,Gd,GLQ,1505,Unf,0,363,1868,GasA,Ex,Y,SBrkr,1868,0,0,1868,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2005,Fin,3,1085,TA,TA,Y,354,56,0,0,156,0,NA,NA,NA,0,6,2006,WD,Normal +2656,60,RL,120,13975,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,525,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1090,1090,GasA,Ex,Y,SBrkr,1117,1089,0,2206,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,670,TA,TA,Y,148,95,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2657,60,RL,82,9942,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Gable,CompShg,MetalSd,MetalSd,BrkFace,385,Ex,TA,PConc,Ex,Gd,Av,GLQ,1290,Unf,0,316,1606,GasA,Ex,Y,SBrkr,1625,466,0,2091,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,2,521,TA,TA,Y,194,84,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial +2658,60,RL,103,12867,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1209,1209,GasA,Ex,Y,SBrkr,1209,1044,0,2253,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,Fin,2,575,TA,TA,Y,243,142,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2659,60,RL,82,10672,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1054,1054,GasA,Gd,Y,SBrkr,1054,1335,0,2389,0,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,672,TA,TA,Y,176,64,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial +2660,60,RL,82,11643,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,142,Gd,TA,PConc,Ex,TA,Av,GLQ,880,Unf,0,644,1524,GasA,Ex,Y,SBrkr,1544,814,0,2358,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2005,Fin,3,784,TA,TA,Y,120,34,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2661,20,RL,121,13758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,430,Ex,TA,PConc,Ex,TA,Gd,GLQ,1232,Unf,0,560,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,3,925,TA,TA,Y,204,49,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial +2662,20,RL,131,14828,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,674,Ex,TA,PConc,Ex,TA,Gd,GLQ,1383,Unf,0,397,1780,GasA,Ex,Y,SBrkr,1780,0,0,1780,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,816,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2663,60,RL,NA,13215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,112,Gd,TA,PConc,Gd,TA,No,GLQ,994,Unf,0,426,1420,GasA,Ex,Y,SBrkr,1426,488,0,1914,1,0,2,1,3,1,Gd,9,Typ,1,TA,BuiltIn,2004,RFn,3,746,TA,TA,Y,168,127,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2664,120,RL,48,5911,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,278,Ex,TA,PConc,Ex,TA,No,GLQ,472,Unf,0,1088,1560,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,556,TA,TA,Y,196,56,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2665,20,RL,61,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,518,Gd,TA,PConc,Ex,Gd,No,GLQ,1023,Unf,0,663,1686,GasA,Ex,Y,SBrkr,1686,0,0,1686,1,0,2,0,1,1,Ex,6,Typ,1,Gd,Attchd,2006,Fin,3,899,TA,TA,Y,266,100,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2666,120,RL,48,6373,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,572,Ex,TA,PConc,Ex,Gd,No,GLQ,415,Unf,0,1251,1666,GasA,Ex,Y,SBrkr,1666,0,0,1666,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,575,TA,TA,Y,228,75,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2667,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,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,0,2,2006,New,Partial +2668,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2669,20,RL,102,11660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1326,1326,GasA,Ex,Y,SBrkr,1326,0,0,1326,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2006,Fin,2,427,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2670,60,RL,96,11631,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1052,1052,GasA,Ex,Y,SBrkr,1052,1321,0,2373,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,632,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2671,60,RL,75,9073,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,No,Unf,0,Unf,0,738,738,GasA,Ex,Y,SBrkr,738,754,0,1492,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,Fin,2,440,TA,TA,Y,100,32,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2672,120,RL,43,3087,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Av,GLQ,453,Unf,0,767,1220,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,437,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial +2673,120,RL,NA,2938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Av,GLQ,1038,Unf,0,330,1368,GasA,Ex,Y,SBrkr,1511,0,0,1511,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,2002,Fin,2,398,TA,TA,Y,130,30,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2674,120,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,GLQ,1059,Unf,0,306,1365,GasA,Ex,Y,SBrkr,1548,0,0,1548,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2004,Fin,2,388,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2675,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1126,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,Fin,2,440,TA,TA,Y,90,0,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial +2676,60,RL,59,9171,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,0,848,848,GasA,Ex,Y,SBrkr,848,750,0,1598,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2677,60,RL,NA,8658,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,ALQ,732,Unf,0,250,982,GasA,Ex,Y,SBrkr,1008,881,0,1889,0,0,2,1,3,1,TA,9,Typ,1,TA,Attchd,2000,Fin,2,431,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2678,60,RL,NA,12104,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1035,1035,GasA,Gd,Y,SBrkr,1082,1240,0,2322,0,0,3,1,4,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,3,617,TA,TA,Y,400,45,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2679,60,RL,84,9660,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,242,Gd,TA,PConc,Gd,TA,No,GLQ,791,Unf,0,253,1044,GasA,Ex,Y,SBrkr,1079,897,0,1976,1,0,2,1,3,1,Gd,7,Typ,1,Ex,Attchd,1998,Fin,3,885,TA,TA,Y,210,31,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2680,60,RL,83,9545,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,322,Gd,TA,PConc,Gd,TA,Mn,GLQ,505,Unf,0,655,1160,GasA,Ex,Y,SBrkr,1205,1029,0,2234,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,3,768,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2681,60,RL,NA,9233,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,877,Gd,TA,PConc,Ex,TA,Av,GLQ,1182,Unf,0,358,1540,GasA,Ex,Y,SBrkr,1540,1315,0,2855,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,2000,RFn,3,774,TA,TA,Y,247,55,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2682,60,RL,83,10019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Hip,CompShg,VinylSd,VinylSd,BrkFace,397,Gd,TA,PConc,Gd,TA,No,ALQ,527,Unf,0,815,1342,GasA,Ex,Y,SBrkr,1358,1368,0,2726,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1995,RFn,3,725,TA,TA,Y,307,169,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2683,60,RL,114,17242,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1993,1994,Hip,CompShg,MetalSd,MetalSd,BrkFace,738,Gd,Gd,PConc,Ex,TA,Gd,Rec,292,GLQ,1393,48,1733,GasA,Ex,Y,SBrkr,1933,1567,0,3500,1,0,3,1,4,1,Ex,11,Typ,1,TA,Attchd,1993,RFn,3,959,TA,TA,Y,870,86,0,0,210,0,NA,NA,NA,0,5,2006,WD,Normal +2684,60,RL,NA,10236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,501,Gd,TA,PConc,Gd,TA,Gd,GLQ,380,BLQ,168,742,1290,GasA,Ex,Y,SBrkr,1305,1189,0,2494,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1994,Fin,3,803,TA,TA,Y,200,95,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal +2685,60,RL,NA,12585,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1993,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,420,Gd,TA,PConc,Gd,TA,No,LwQ,247,GLQ,1039,0,1286,GasA,Ex,Y,SBrkr,1565,1234,0,2799,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,3,704,TA,TA,Y,432,136,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2686,60,RL,75,12447,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,CemntBd,CmentBd,Stone,192,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1116,848,0,1964,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2005,Fin,2,760,TA,TA,Y,200,70,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial +2687,20,RL,49,15218,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Ex,Gd,No,GLQ,1562,Unf,0,108,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,1,0,2,1,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,3,928,TA,TA,Y,0,240,200,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2688,20,RL,85,10936,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,60,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1504,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,Fin,2,510,TA,TA,Y,144,0,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2689,20,FV,72,8640,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,No,GLQ,24,Unf,0,1254,1278,GasA,Ex,Y,SBrkr,1278,0,0,1278,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,584,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2690,60,FV,100,13162,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Feedr,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1836,Unf,0,200,2036,GasA,Ex,Y,SBrkr,2036,604,0,2640,1,0,3,1,3,1,Ex,11,Typ,1,Gd,Attchd,2006,RFn,3,792,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial +2691,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,858,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,53,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2692,20,RL,74,7733,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,GLQ,24,Unf,0,1118,1142,GasA,Ex,Y,SBrkr,1142,0,0,1142,0,0,1,1,3,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,4,50,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal +2693,20,RL,91,11024,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,118,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1400,1400,GasA,Ex,Y,SBrkr,1400,0,0,1400,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,612,TA,TA,Y,144,55,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2694,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1131,1131,GasA,Ex,Y,SBrkr,1131,0,0,1131,0,0,1,1,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,39,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial +2695,60,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,891,891,GasA,Ex,Y,SBrkr,891,795,0,1686,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,462,TA,TA,Y,144,101,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2696,60,RL,74,7632,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,96,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,831,754,0,1585,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,449,TA,TA,Y,100,77,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2697,60,RL,70,8304,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,941,896,0,1837,0,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1997,RFn,2,688,TA,TA,Y,150,165,0,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal +2698,60,RL,70,9370,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,758,Unf,0,78,836,GasA,Ex,Y,SBrkr,844,887,0,1731,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,462,TA,TA,Y,307,85,0,0,224,0,NA,NA,Othr,3000,10,2006,WD,Family +2699,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1990,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,494,1398,GasA,Gd,Y,SBrkr,1398,0,0,1398,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1990,RFn,2,542,TA,TA,Y,0,46,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2700,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1991,1991,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,278,Unf,0,939,1217,GasA,Gd,Y,SBrkr,1217,0,0,1217,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1991,RFn,2,484,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2701,60,RL,NA,9019,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,274,Unf,0,362,636,GasA,Ex,Y,SBrkr,636,684,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1994,Fin,2,472,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2702,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,4,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,51,TA,TA,CBlock,TA,TA,No,LwQ,36,Unf,0,952,988,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2703,90,RM,68,8927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1286,368,0,1654,0,0,2,0,4,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2704,20,RL,NA,9240,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,2002,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,612,Unf,0,252,864,GasA,Gd,Y,SBrkr,1211,0,0,1211,0,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1972,Unf,2,576,TA,TA,Y,161,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2705,20,RL,NA,9308,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRNe,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,554,Unf,0,430,984,GasA,TA,Y,SBrkr,984,0,0,984,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,310,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2706,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,Plywood,Plywood,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,162,Rec,270,450,882,GasA,TA,Y,SBrkr,909,0,0,909,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,Unf,1,294,TA,TA,Y,0,155,0,0,0,0,NA,MnPrv,NA,0,11,2006,COD,Normal +2707,20,RL,NA,8638,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,TA,TA,No,ALQ,181,Unf,0,744,925,GasA,Gd,Y,SBrkr,925,0,0,925,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1990,Unf,2,484,TA,TA,Y,203,74,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2708,20,RL,NA,13052,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,712,Unf,0,312,1024,GasA,TA,Y,SBrkr,1024,0,0,1024,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal +2709,20,RL,NA,8020,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,644,Unf,0,268,912,GasA,TA,N,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Normal +2710,20,RL,NA,8789,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,659,Unf,0,253,912,GasA,TA,Y,SBrkr,941,0,0,941,0,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,Unf,1,288,TA,TA,Y,64,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2711,80,RL,100,14330,Pave,NA,IR1,Low,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,SLvl,7,4,1974,1974,Gable,CompShg,WdShing,Wd Sdng,BrkFace,145,Gd,Fa,CBlock,Gd,TA,Gd,ALQ,1023,BLQ,497,228,1748,GasA,Gd,Y,SBrkr,2151,495,0,2646,1,2,2,0,3,1,Gd,9,Mod,4,TA,Attchd,1974,RFn,2,550,TA,TA,Y,641,100,0,0,0,800,Gd,GdPrv,NA,0,1,2006,WD,Normal +2712,60,RL,105,11025,Pave,NA,Reg,HLS,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,8,5,1992,1993,Gable,CompShg,HdBoard,ImStucc,BrkFace,692,Gd,TA,PConc,Ex,TA,Gd,GLQ,1118,Unf,0,216,1334,GasA,Ex,Y,SBrkr,1520,1306,0,2826,1,0,2,1,3,1,Gd,9,Typ,3,TA,Attchd,1992,RFn,3,888,TA,TA,Y,177,208,186,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2713,120,FV,34,3628,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,0,0,1143,0,0,1,1,1,1,Gd,5,Typ,1,Gd,Attchd,2004,RFn,2,588,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2714,160,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 +2715,160,FV,NA,2998,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,353,Unf,0,403,756,GasA,Ex,Y,SBrkr,768,756,0,1524,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2716,160,FV,NA,4447,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,530,530,GasA,Ex,Y,SBrkr,530,550,0,1080,0,0,2,1,2,1,Gd,4,Typ,0,NA,Attchd,2003,RFn,2,496,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2717,60,FV,114,8314,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,569,569,GasA,Ex,Y,SBrkr,854,840,0,1694,0,0,2,1,3,1,Gd,6,Typ,1,TA,BuiltIn,1997,Unf,1,434,TA,TA,Y,0,382,0,0,110,0,NA,GdPrv,NA,0,11,2006,WD,Normal +2718,20,FV,60,7180,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1568,1568,GasA,Ex,Y,SBrkr,1568,0,0,1568,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,266,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2719,190,RL,79,13110,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,RRAn,Feedr,2fmCon,1Story,5,6,1972,1972,Gable,CompShg,Plywood,Plywood,BrkFace,144,TA,TA,CBlock,Gd,TA,No,GLQ,962,Unf,0,191,1153,GasA,Ex,Y,SBrkr,1193,0,0,1193,1,0,2,0,2,1,TA,6,Typ,0,NA,Attchd,1972,Fin,2,501,TA,TA,Y,140,153,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2720,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,264,TA,TA,CBlock,TA,TA,No,BLQ,553,LwQ,68,713,1334,GasA,Gd,Y,SBrkr,1334,0,0,1334,1,0,2,0,3,1,TA,7,Typ,0,NA,Attchd,1967,RFn,2,477,TA,TA,Y,0,20,35,0,264,0,NA,NA,NA,0,4,2006,WD,Normal +2721,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,758,Unf,0,293,1051,GasA,Gd,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2722,60,RL,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,2Story,5,5,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,300,TA,TA,CBlock,Gd,Fa,Mn,ALQ,361,Rec,483,56,900,GasA,Ex,Y,SBrkr,884,886,0,1770,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1968,RFn,2,530,TA,TA,Y,0,60,0,0,270,0,NA,NA,Shed,455,6,2006,WD,Normal +2723,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1968,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,Av,ALQ,760,Unf,0,216,976,GasA,TA,Y,SBrkr,976,0,0,976,1,0,1,0,2,1,Gd,4,Typ,1,Fa,Attchd,1968,RFn,2,504,TA,TA,Y,94,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Abnorml +2724,85,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,744,Unf,0,89,833,GasA,Gd,Y,SBrkr,898,0,0,898,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,RFn,1,326,TA,TA,Y,143,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2725,20,RL,NA,9759,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,799,Unf,0,252,1051,GasA,TA,Y,SBrkr,1051,0,0,1051,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,182,88,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2726,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,140,TA,TA,PConc,TA,TA,Av,ALQ,602,Rec,402,137,1141,GasA,Gd,Y,SBrkr,1141,0,0,1141,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,568,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2727,190,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,RRAn,Norm,2fmCon,1Story,6,7,1965,2000,Hip,CompShg,BrkFace,VinylSd,None,0,TA,Gd,PConc,TA,TA,Mn,ALQ,901,BLQ,252,34,1187,GasA,Ex,Y,SBrkr,1565,0,0,1565,1,0,2,0,3,1,Gd,7,Min1,2,TA,Attchd,1965,RFn,1,299,TA,TA,Y,200,25,211,0,0,0,NA,MnPrv,Shed,460,6,2006,WD,Abnorml +2728,20,RL,NA,10368,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,CBlock,TA,TA,No,ALQ,260,LwQ,748,0,1008,GasA,Ex,Y,SBrkr,1488,0,0,1488,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1964,Fin,2,430,TA,TA,Y,154,60,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2729,60,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,360,Unf,0,360,720,GasA,Gd,Y,SBrkr,720,720,0,1440,0,0,1,1,4,1,TA,7,Typ,1,Po,Attchd,1964,Fin,2,480,TA,TA,Y,0,32,240,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2730,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,88,TA,TA,CBlock,TA,TA,No,ALQ,632,Unf,0,616,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1960,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2731,30,RL,60,8550,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1934,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,574,Unf,0,242,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,1,Fa,Attchd,1949,Unf,1,240,TA,TA,Y,228,0,40,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2732,20,RL,68,9724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1947,1950,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Ex,Y,SBrkr,1043,0,0,1043,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1947,Unf,1,273,TA,TA,Y,125,48,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal +2733,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,915,Unf,0,336,1251,GasA,TA,Y,SBrkr,1433,0,0,1433,1,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1961,Unf,2,441,TA,TA,Y,144,0,205,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2734,20,RL,89,10858,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,6,1952,1952,Gable,CompShg,Wd Sdng,Plywood,Stone,150,TA,Gd,CBlock,TA,TA,Mn,LwQ,40,Unf,0,1404,1444,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,1,0,2,1,TA,6,Min1,1,Gd,Attchd,1952,RFn,1,240,TA,TA,Y,0,40,324,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Partial +2735,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,144,TA,TA,CBlock,TA,TA,No,ALQ,996,Unf,0,60,1056,GasA,Ex,Y,FuseA,1216,0,0,1216,1,0,1,0,3,1,TA,7,Typ,0,NA,Attchd,1951,RFn,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2736,60,RL,79,9462,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,5,6,1949,1973,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,704,704,GasA,Gd,Y,FuseA,1024,704,0,1728,0,0,1,1,3,1,TA,7,Min1,1,Gd,Attchd,1949,Unf,1,234,TA,TA,Y,245,60,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2737,20,RL,82,9888,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,486,Unf,0,450,936,GasA,TA,Y,FuseA,936,0,0,936,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,240,TA,TA,Y,0,0,160,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2738,90,RL,NA,8917,Pave,NA,IR1,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,Typ,0,NA,Detchd,1967,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2739,80,RL,NA,12700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1964,1964,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,939,Unf,0,307,1246,GasA,TA,Y,SBrkr,1246,0,0,1246,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,2,441,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal +2740,20,RL,109,9723,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,332,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,TA,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1963,RFn,2,430,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2741,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,623,Unf,0,556,1179,GasA,Gd,Y,SBrkr,1364,0,0,1364,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1957,RFn,1,331,TA,TA,Y,0,60,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal +2742,20,RL,NA,9610,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,632,TA,TA,CBlock,TA,TA,No,Rec,203,Unf,0,918,1121,GasA,Ex,Y,FuseA,1336,0,0,1336,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1958,RFn,2,488,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2743,80,RL,125,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,272,TA,TA,CBlock,TA,TA,Av,BLQ,678,Rec,281,99,1058,GasA,Ex,Y,SBrkr,1370,0,0,1370,1,0,1,0,3,1,TA,6,Typ,1,TA,Basment,1956,RFn,1,300,TA,TA,Y,191,0,0,0,120,0,NA,MnPrv,NA,0,2,2006,WD,Normal +2744,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1956,1994,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,914,Unf,0,210,1124,GasA,Ex,Y,SBrkr,1124,0,0,1124,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1956,Fin,1,353,TA,TA,Y,0,211,180,0,142,0,NA,NA,NA,0,5,2006,WD,Normal +2745,20,RL,70,8092,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1954,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,Gd,CBlock,TA,TA,No,ALQ,824,Unf,0,226,1050,GasA,Ex,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1954,RFn,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Abnorml +2746,20,RL,66,12778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1952,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,658,Unf,0,350,1008,GasA,Ex,Y,FuseA,1008,0,0,1008,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1952,RFn,1,280,TA,TA,Y,0,154,0,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Normal +2747,20,RL,75,10170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,522,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,216,216,GasA,TA,Y,SBrkr,1575,0,0,1575,0,0,1,1,2,1,Gd,5,Typ,1,Gd,Attchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2748,80,RL,55,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,271,Unf,0,30,301,GasA,Ex,Y,FuseA,1145,0,0,1145,0,0,1,0,3,1,TA,6,Min2,0,NA,Detchd,1993,Unf,2,684,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2006,WD,Normal +2749,20,RL,65,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,488,Unf,0,517,1005,GasA,Ex,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1956,Unf,1,319,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,7,2006,WD,Normal +2750,20,RL,80,13600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1955,1955,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,144,BLQ,912,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1955,Fin,1,300,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,650,11,2006,WD,Normal +2751,20,RL,85,15428,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1951,1991,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,741,Unf,0,143,884,GasA,Ex,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1951,Fin,1,270,TA,TA,Y,0,0,0,0,195,0,NA,NA,NA,0,6,2006,WD,Normal +2752,30,RL,118,21299,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1941,1963,Hip,WdShake,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,929,929,GasA,Ex,Y,SBrkr,2039,0,0,2039,1,0,1,1,3,1,TA,7,Min1,3,Gd,2Types,1941,Unf,3,791,TA,TA,Y,0,0,90,0,0,0,NA,NA,NA,0,12,2006,COD,Abnorml +2753,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,2001,Hip,CompShg,Wd Sdng,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,494,Unf,0,521,1015,GasA,Gd,Y,SBrkr,1384,0,0,1384,1,0,1,0,2,1,TA,6,Min1,0,NA,Attchd,2001,Unf,2,896,TA,TA,Y,75,0,0,323,0,0,NA,NA,Shed,400,6,2006,WD,Normal +2754,190,RL,94,22136,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,5,1925,1975,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,Mn,GLQ,1018,Unf,0,1153,2171,GasA,TA,Y,SBrkr,1392,1248,0,2640,2,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1977,RFn,3,1008,TA,TA,N,631,48,148,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2755,50,RL,50,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,6,1947,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,784,784,GasA,Ex,Y,FuseA,900,412,0,1312,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1953,Unf,2,649,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2756,30,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1930,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,713,713,GasA,Ex,Y,SBrkr,713,0,0,713,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1936,Unf,1,371,Fa,Fa,N,0,75,161,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2757,30,RL,60,10914,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,3,3,1929,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,715,715,GasA,Fa,N,FuseP,715,0,0,715,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1967,Unf,2,660,Fa,TA,N,0,0,75,0,112,0,NA,NA,NA,0,8,2006,WD,Normal +2758,50,RL,60,7008,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,8,1900,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,448,448,GasA,Ex,Y,SBrkr,448,272,0,720,0,0,1,0,1,1,Fa,5,Typ,0,NA,Attchd,1900,Unf,1,280,Fa,TA,Y,0,0,70,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2759,70,RL,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,8,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Ex,CBlock,TA,TA,No,Rec,338,Unf,0,325,663,GasA,Ex,Y,SBrkr,774,821,0,1595,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1974,Unf,2,528,TA,TA,Y,49,0,231,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2760,50,RL,60,10818,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,4,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,1077,1077,GasA,TA,Y,FuseA,981,779,0,1760,0,0,1,1,4,1,TA,7,Typ,1,TA,Detchd,1935,Unf,2,648,Fa,TA,Y,120,0,96,0,0,0,NA,NA,NA,0,2,2006,COD,Abnorml +2761,80,RL,83,10184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,379,TA,TA,CBlock,TA,TA,Av,ALQ,580,Unf,0,503,1083,GasA,TA,Y,SBrkr,1146,0,0,1146,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1963,Unf,1,294,TA,TA,Y,345,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2762,20,RL,77,9510,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1962,1985,Gable,CompShg,HdBoard,HdBoard,BrkCmn,161,TA,TA,CBlock,TA,TA,No,ALQ,701,Unf,0,434,1135,GasA,Ex,Y,SBrkr,1207,0,0,1207,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1962,RFn,1,264,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2763,20,RL,80,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1961,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,TA,CBlock,TA,TA,No,Rec,913,Unf,0,400,1313,GasA,TA,Y,SBrkr,1773,0,0,1773,1,0,2,0,3,1,TA,6,Min2,2,TA,Attchd,1961,RFn,2,418,TA,TA,Y,355,98,0,0,144,0,NA,NA,NA,0,8,2006,WD,Normal +2764,20,RL,86,11650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkCmn,58,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,1472,0,0,1472,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1959,Unf,2,484,TA,TA,Y,0,68,0,0,227,0,NA,NA,NA,0,6,2006,WD,Normal +2765,60,RL,NA,18275,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,8,1962,1998,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,636,Unf,0,802,1438,GasA,TA,Y,SBrkr,1900,548,0,2448,1,0,3,0,3,1,TA,9,Typ,2,Gd,Attchd,1962,RFn,2,441,TA,TA,Y,520,102,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2766,50,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,6,1950,1950,Gable,CompShg,BrkComm,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,455,Unf,0,455,910,GasA,Gd,Y,SBrkr,910,611,0,1521,0,0,1,1,3,1,Gd,6,Min2,0,NA,Detchd,1950,Unf,1,597,Fa,TA,Y,199,0,168,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2767,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,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,1950,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2768,90,RL,75,8512,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1960,1960,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,Fa,No,Unf,0,Unf,0,1556,1556,GasA,TA,Y,SBrkr,1556,0,0,1556,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2769,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,4,1961,1961,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,GLQ,781,Unf,0,369,1150,GasA,TA,Y,SBrkr,1150,0,0,1150,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,RFn,1,288,TA,TA,Y,0,0,0,0,162,0,NA,NA,NA,0,7,2006,WD,Normal +2770,20,RL,74,7400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1Story,7,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,809,Unf,0,236,1045,GasA,Gd,Y,SBrkr,1045,0,0,1045,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2771,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,5,6,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,468,Unf,0,396,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,2,2006,WD,Normal +2772,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,2fmCon,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,953,Unf,0,72,1025,GasA,TA,Y,SBrkr,1025,0,0,1025,1,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,80,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2773,70,RM,62,9856,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1900,2005,Hip,CompShg,CemntBd,CmentBd,None,0,Gd,Gd,PConc,Fa,TA,No,Unf,0,Unf,0,716,716,GasA,Ex,Y,FuseA,1007,1007,0,2014,0,0,2,0,5,1,TA,8,Typ,0,NA,Detchd,1900,Unf,2,624,TA,TA,Y,0,72,167,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2774,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1948,1950,Gable,CompShg,MetalSd,MetalSd,Stone,264,TA,TA,CBlock,TA,TA,No,Rec,276,Unf,0,936,1212,GasA,Gd,Y,FuseA,1226,442,0,1668,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,140,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2775,50,RM,60,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,6,1920,1980,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,Fa,No,LwQ,284,Unf,0,863,1147,GasA,TA,N,SBrkr,1147,510,0,1657,0,0,1,0,4,1,Fa,9,Typ,1,TA,Detchd,1920,Unf,1,162,Fa,Fa,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2776,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1900,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,940,476,0,1416,0,1,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1956,Unf,2,400,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2777,70,RM,58,6451,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1900,1970,Gable,CompShg,AsbShng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Rec,208,Unf,0,504,712,GasA,Gd,Y,SBrkr,848,580,0,1428,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1985,Fin,2,576,TA,TA,Y,264,0,84,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2778,70,RM,66,3960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,502,502,GasA,TA,N,SBrkr,502,502,0,1004,0,0,1,0,2,1,Gd,5,Typ,1,Po,Detchd,1930,Unf,1,200,Fa,TA,N,280,0,68,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2779,190,RM,56,7745,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,4,6,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,938,938,GasA,Gd,N,SBrkr,1084,867,0,1951,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1993,Unf,2,576,TA,TA,P,0,6,28,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2780,30,RM,56,7741,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,BLQ,143,Rec,72,817,1032,GasA,Gd,N,FuseA,1032,0,0,1032,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1995,Unf,1,280,TA,TA,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2006,COD,Abnorml +2781,30,RM,50,5633,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,844,844,GasA,TA,Y,SBrkr,844,0,0,844,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1925,Unf,1,216,TA,TA,N,50,81,123,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2782,20,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1952,RFn,1,528,TA,TA,Y,0,0,0,0,115,0,NA,NA,NA,0,8,2006,COD,Normal +2783,70,RM,42,7614,Pave,Grvl,Reg,Lvl,AllPub,Inside,Mod,OldTown,Norm,Norm,1Fam,2Story,3,5,1905,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,738,738,GasA,Gd,Y,FuseA,714,662,0,1376,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,TA,N,0,0,104,0,225,0,NA,NA,NA,0,3,2006,WD,Normal +2784,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,384,960,GasA,TA,Y,FuseA,960,0,0,960,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2785,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,145,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,816,750,0,1566,0,0,1,1,5,1,Gd,7,Typ,0,NA,Detchd,1976,Unf,2,450,TA,TA,Y,24,0,296,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal +2786,30,RM,52,7830,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,5,1921,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,416,Unf,0,76,492,GasA,TA,Y,SBrkr,492,0,0,492,1,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1921,Unf,1,200,Fa,TA,N,0,0,78,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2787,50,RM,56,9576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Rec,310,Unf,0,460,770,GasA,TA,Y,SBrkr,885,297,0,1182,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1945,Unf,1,378,Fa,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal +2788,30,RM,48,5747,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,4,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,798,798,GasA,Gd,Y,SBrkr,840,0,0,840,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1938,Unf,1,250,TA,Fa,N,112,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2789,75,RM,70,6300,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1910,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,878,0,2104,0,0,2,0,5,1,TA,9,Typ,0,NA,Detchd,1910,Unf,2,432,Fa,TA,P,0,341,88,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2790,90,RM,33,5976,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,2Story,5,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,N,FuseA,624,624,0,1248,0,0,2,0,2,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,130,256,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2791,20,RM,65,9750,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Ex,Y,SBrkr,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2002,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,4500,7,2006,WD,Normal +2792,50,C (all),63,4761,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,3,3,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,1020,1020,GasA,Fa,N,FuseP,1020,0,0,1020,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,105,0,0,0,NA,NA,NA,0,10,2006,ConLD,Normal +2793,70,RL,69,11737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,7,1924,1996,Gambrel,CompShg,BrkComm,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,848,848,GasW,TA,N,SBrkr,1017,810,0,1827,0,0,1,0,2,1,TA,9,Typ,1,Gd,Detchd,1943,Unf,1,240,Fa,TA,Y,27,36,42,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal +2794,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,3,5,1930,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,Rec,347,Unf,0,381,728,GasA,Ex,Y,SBrkr,728,434,0,1162,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,258,Fa,Po,Y,0,24,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml +2795,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1984,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,741,741,GasA,Gd,Y,SBrkr,741,583,0,1324,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1930,Unf,1,180,Fa,TA,Y,0,0,55,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2796,30,RL,50,11672,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,FuseA,816,0,0,816,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,210,Fa,Fa,N,168,0,112,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2797,50,RM,90,33120,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,1.5Fin,6,5,1962,1962,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1595,1595,GasA,TA,Y,SBrkr,1611,875,0,2486,0,0,2,0,5,1,TA,8,Typ,1,Gd,Detchd,1962,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2798,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,596,596,GasA,Po,Y,FuseF,834,596,0,1430,0,0,2,0,3,1,Fa,7,Typ,0,NA,Detchd,1924,Unf,2,370,Fa,Fa,Y,218,0,0,0,210,0,NA,NA,NA,0,10,2006,WD,Abnorml +2799,70,RM,60,7518,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,8,1910,2004,Gable,CompShg,AsbShng,Plywood,None,0,Fa,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,396,396,GasA,Gd,Y,SBrkr,665,665,0,1330,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2001,Unf,1,390,TA,TA,N,0,72,45,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2800,30,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,4,1919,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,610,610,GasA,Ex,N,FuseA,819,0,0,819,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml +2801,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,6,1930,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,343,Unf,0,641,984,GasA,TA,Y,FuseF,984,0,0,984,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,308,TA,TA,N,0,0,164,0,0,0,NA,NA,NA,0,3,2006,ConLI,Family +2802,50,RL,82,12375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,5,1951,1951,Gable,CompShg,HdBoard,HdBoard,Stone,41,TA,Fa,CBlock,TA,TA,No,BLQ,329,Unf,0,477,806,GasA,TA,Y,SBrkr,1081,341,0,1422,1,0,1,0,3,1,TA,7,Typ,1,TA,Detchd,1951,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal +2803,90,RL,120,11136,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Feedr,Duplex,1Story,6,5,1964,1964,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1921,1921,GasA,TA,Y,SBrkr,1921,0,0,1921,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1964,Unf,2,576,TA,TA,Y,0,180,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2804,20,RL,100,21370,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1950,1950,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1640,0,0,1640,0,0,1,0,3,1,TA,7,Min1,1,Gd,Attchd,1950,RFn,2,394,TA,TA,Y,0,0,225,0,0,0,NA,NA,Shed,600,6,2006,WD,Normal +2805,30,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1935,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1032,0,0,1032,0,0,1,0,2,1,TA,6,Typ,1,TA,Detchd,1939,Unf,1,260,TA,TA,Y,0,0,121,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2806,30,RL,50,5220,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,5,3,1936,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,830,830,GasA,Gd,Y,SBrkr,879,0,0,879,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1936,Unf,1,180,TA,TA,P,0,108,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal +2807,20,RL,50,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,7,5,2004,2004,Shed,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,Gd,Mn,GLQ,510,LwQ,373,190,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,1,0,2,0,2,1,TA,4,Typ,0,NA,Detchd,2004,Unf,1,246,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2808,20,RL,NA,11327,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Hip,CompShg,HdBoard,HdBoard,BrkFace,305,TA,TA,CBlock,TA,TA,Av,ALQ,779,Unf,0,285,1064,GasA,TA,Y,SBrkr,1064,0,0,1064,0,1,1,0,3,1,TA,6,Typ,1,TA,Attchd,1967,Unf,2,528,TA,TA,Y,314,48,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2809,80,RL,80,10366,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1964,1964,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,Av,GLQ,456,Unf,0,456,912,GasA,TA,Y,SBrkr,934,0,0,934,0,1,1,0,2,1,TA,4,Typ,0,NA,Attchd,1964,Unf,1,336,TA,TA,Y,77,0,0,0,0,0,NA,GdPrv,Shed,500,7,2006,WD,Normal +2810,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,773,Unf,0,286,1059,GasA,Gd,Y,SBrkr,1059,0,0,1059,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Fin,1,286,TA,TA,Y,0,88,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Abnorml +2811,20,RL,NA,9535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,450,TA,TA,CBlock,TA,TA,No,BLQ,194,LwQ,982,0,1176,GasA,TA,Y,SBrkr,1458,0,0,1458,1,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1967,Unf,2,512,TA,TA,Y,284,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2812,80,RL,NA,7176,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,CBlock,TA,Gd,Gd,GLQ,794,Unf,0,166,960,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1979,Unf,2,616,TA,TA,Y,131,0,0,0,180,0,NA,GdPrv,NA,0,7,2006,WD,Normal +2813,90,RL,NA,9662,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1967,1967,GasA,TA,Y,SBrkr,1967,0,0,1967,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,Fin,2,580,TA,TA,Y,170,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2814,90,RL,75,8235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,5,4,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,99,TA,TA,CBlock,TA,TA,No,Rec,483,Unf,0,1466,1949,GasA,TA,Y,SBrkr,1949,0,0,1949,0,0,2,0,6,2,TA,10,Typ,0,NA,Attchd,1977,RFn,2,586,TA,TA,Y,32,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2815,30,RL,NA,17529,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,Stone,65,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,872,872,GasA,Fa,N,FuseF,872,0,0,872,0,0,1,0,2,1,Fa,5,Mod,1,Gd,Detchd,1924,Unf,1,322,Fa,Fa,N,0,0,116,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2816,20,RL,NA,20355,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,6,1967,1967,Gable,Tar&Grv,Plywood,Plywood,BrkFace,123,TA,TA,CBlock,Gd,TA,Av,Rec,810,ALQ,826,229,1865,GasA,TA,Y,SBrkr,1830,0,0,1830,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1967,Unf,2,521,TA,TA,Y,0,115,168,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2817,20,RL,87,13050,Pave,NA,Reg,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,6,1963,1963,Flat,Tar&Grv,WdShing,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,Rec,104,ALQ,850,46,1000,GasA,Ex,Y,SBrkr,1000,0,0,1000,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1993,Unf,2,575,TA,TA,Y,238,0,148,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2818,85,RL,72,10820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,SFoyer,5,7,1971,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,PConc,Gd,TA,Av,GLQ,535,Rec,159,88,782,GasA,Ex,Y,SBrkr,810,0,0,810,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal +2819,150,RL,NA,1700,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,Twnhs,1.5Fin,7,5,1980,1981,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,397,Unf,0,33,430,GasA,TA,Y,SBrkr,880,680,140,1700,1,0,2,1,2,1,Gd,7,Typ,0,NA,Basment,1980,Fin,1,450,Gd,TA,Y,188,36,0,0,200,0,NA,NA,NA,0,4,2006,WD,Normal +2820,20,RL,75,9375,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,799,Unf,0,168,967,GasA,Ex,Y,SBrkr,1350,0,0,1350,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1954,RFn,2,504,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2821,50,RL,62,6488,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1942,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,230,Unf,0,569,799,GasA,Ex,N,FuseA,799,351,0,1150,0,0,1,0,3,1,TA,6,Mod,2,TA,BuiltIn,1942,Unf,1,215,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Family +2822,70,RL,114,19950,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,1337,672,0,2009,0,0,2,0,4,1,TA,8,Typ,2,Gd,2Types,1928,Unf,3,795,TA,TA,P,0,42,0,0,180,0,NA,NA,NA,0,12,2006,WD,Normal +2823,75,RL,60,19800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2.5Unf,6,8,1935,1990,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Rec,425,Unf,0,1411,1836,GasA,Gd,Y,SBrkr,1836,1836,0,3672,0,0,3,1,5,1,Gd,7,Typ,2,Gd,Detchd,1993,Unf,2,836,TA,TA,Y,684,80,32,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2824,80,RL,78,11679,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,5,5,1962,1962,Gable,CompShg,Plywood,Plywood,Stone,96,TA,TA,CBlock,TA,TA,Gd,ALQ,612,Rec,1164,0,1776,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,1,2,0,3,1,TA,6,Min2,1,Fa,Attchd,1962,Fin,2,528,TA,TA,Y,453,253,144,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2825,20,RL,80,12048,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1952,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,232,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1488,0,0,1488,0,0,1,0,3,1,TA,7,Typ,1,Ex,Attchd,2002,RFn,2,569,TA,TA,Y,0,189,36,0,348,0,NA,NA,NA,0,4,2006,WD,Normal +2826,20,RL,70,10519,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,8,1955,1999,Hip,CompShg,MetalSd,MetalSd,Stone,164,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1057,1057,GasA,Gd,Y,SBrkr,1057,0,0,1057,0,1,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1955,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2827,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,468,Unf,0,532,1000,GasA,TA,Y,SBrkr,1068,541,0,1609,0,0,1,1,5,1,TA,7,Typ,0,NA,Attchd,1953,Unf,1,305,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2828,60,RL,88,12128,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,4,1989,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,Gd,TA,CBlock,Gd,TA,No,ALQ,549,Unf,0,319,868,GasA,Ex,Y,SBrkr,1313,1246,0,2559,0,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1989,RFn,2,506,TA,TA,Y,0,245,0,0,168,0,NA,MnPrv,NA,0,11,2006,WD,Abnorml +2829,90,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,SFoyer,6,8,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,LwQ,261,GLQ,1083,0,1344,GasA,Gd,Y,SBrkr,1440,0,0,1440,2,0,2,0,2,2,Gd,8,Typ,0,NA,Attchd,1993,Unf,4,920,TA,TA,Y,288,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2830,60,RL,133,11003,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1308,1308,GasA,Ex,Y,SBrkr,1308,568,0,1876,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2005,RFn,3,848,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2831,20,RL,64,7488,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,393,Unf,0,815,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,0,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,632,TA,TA,Y,105,58,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml +2832,20,RL,90,13377,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1576,Unf,0,260,1836,GasA,Gd,Y,SBrkr,1846,0,0,1846,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,495,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial +2833,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,198,Gd,TA,PConc,Ex,TA,Gd,GLQ,1122,Unf,0,448,1570,GasA,Ex,Y,SBrkr,1590,0,0,1590,1,0,2,1,2,1,Ex,6,Typ,0,NA,Attchd,2005,Fin,3,754,TA,TA,Y,176,80,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2834,60,RL,91,10984,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,945,945,GasA,Ex,Y,SBrkr,945,864,0,1809,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,RFn,2,638,TA,TA,Y,144,54,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial +2835,20,RL,78,9316,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,140,Gd,TA,PConc,Gd,TA,Gd,GLQ,56,Unf,0,1558,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,576,TA,TA,Y,100,45,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2836,60,RL,78,9316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,532,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,812,0,1596,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,610,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2837,20,RL,80,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,Fa,CBlock,Gd,Fa,No,LwQ,853,Unf,0,535,1388,GasA,Gd,Y,SBrkr,1388,0,0,1388,1,0,2,0,3,1,TA,6,Typ,1,Po,Attchd,1968,RFn,2,522,TA,TA,Y,0,58,0,0,0,0,NA,NA,NA,0,7,2006,COD,Abnorml +2838,20,RL,95,13015,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,Unf,0,Unf,0,1100,1100,GasA,Ex,Y,SBrkr,1100,0,0,1100,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1996,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2839,60,RL,65,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,781,781,GasA,Ex,Y,SBrkr,795,704,0,1499,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1995,RFn,2,473,TA,TA,Y,413,91,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2840,20,RL,NA,8685,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,846,Unf,0,579,1425,GasA,Ex,Y,SBrkr,1425,0,0,1425,1,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1998,RFn,2,591,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2841,60,RL,68,9272,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,500,Unf,0,342,842,GasA,Ex,Y,SBrkr,856,893,0,1749,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,515,TA,TA,Y,140,85,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2842,60,RL,72,13426,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,894,Unf,0,57,951,GasA,Ex,Y,SBrkr,951,828,0,1779,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,586,TA,TA,Y,208,107,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2843,60,RL,50,8340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,6,1977,1977,Gable,CompShg,HdBoard,Plywood,BrkFace,62,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,166,675,GasA,TA,Y,SBrkr,686,702,0,1388,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,317,TA,TA,Y,406,36,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal +2844,80,RL,42,10385,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,123,TA,TA,CBlock,TA,Gd,Av,ALQ,595,LwQ,400,0,995,GasA,TA,Y,SBrkr,1282,0,0,1282,0,1,2,0,3,1,TA,6,Typ,0,NA,Detchd,1989,Unf,3,672,Fa,TA,Y,386,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2845,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,437,Unf,0,427,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,297,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2846,60,RL,NA,9930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,199,Gd,TA,PConc,Gd,TA,No,GLQ,456,Unf,0,370,826,GasA,Ex,Y,SBrkr,878,884,0,1762,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2002,Fin,2,591,TA,TA,Y,320,54,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2847,60,RL,45,9468,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,148,TA,TA,PConc,Gd,TA,Mn,GLQ,639,Unf,0,201,840,GasA,Ex,Y,SBrkr,840,915,0,1755,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1999,RFn,2,530,TA,TA,Y,176,73,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2848,20,RL,NA,11088,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,872,Unf,0,476,1348,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,1,1,1,1,Gd,5,Typ,1,TA,Attchd,2002,Unf,2,418,TA,TA,Y,68,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2849,60,RL,70,8726,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,872,872,GasA,Ex,Y,SBrkr,872,1037,0,1909,0,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,529,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2850,60,RL,67,10566,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,261,Gd,TA,PConc,Gd,TA,Av,GLQ,920,Unf,0,170,1090,GasA,Ex,Y,SBrkr,1090,1124,0,2214,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1999,Fin,3,646,TA,TA,Y,197,80,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2851,60,RL,NA,21533,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Feedr,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1065,1065,GasA,Ex,Y,SBrkr,1065,984,0,2049,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1997,Unf,2,467,TA,TA,Y,120,48,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal +2852,60,RL,90,11250,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,227,TA,TA,PConc,Gd,TA,Mn,ALQ,796,Unf,0,258,1054,GasA,Ex,Y,SBrkr,1070,869,0,1939,0,1,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,RFn,3,555,TA,TA,Y,128,84,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2853,60,RL,90,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,Av,GLQ,685,Unf,0,245,930,GasA,Ex,Y,SBrkr,950,1045,0,1995,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,610,TA,TA,Y,275,170,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2854,120,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,717,Unf,0,131,848,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,0,4,2006,WD,Normal +2855,20,RL,70,8810,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,No,GLQ,1000,Unf,0,390,1390,GasA,Ex,Y,SBrkr,1390,0,0,1390,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,545,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2856,60,RL,74,8581,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,Gd,Mn,Unf,0,Unf,0,851,851,GasA,Ex,Y,SBrkr,851,886,0,1737,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,2,578,TA,TA,Y,0,105,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial +2857,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,784,784,GasA,Ex,Y,SBrkr,784,827,0,1611,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,572,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal +2858,20,RL,65,8772,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,996,Unf,0,340,1336,GasA,Ex,Y,SBrkr,1336,0,0,1336,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,Unf,2,502,TA,TA,Y,136,43,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial +2859,70,RL,67,8777,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,2Story,4,6,1910,2000,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,Gd,TA,No,Rec,173,BLQ,337,166,676,GasA,Gd,Y,SBrkr,760,676,0,1436,1,0,2,0,3,1,TA,6,Min1,0,NA,Attchd,1950,Unf,2,528,TA,TA,Y,147,0,0,0,0,0,NA,NA,Shed,420,10,2006,WD,Normal +2860,90,RL,38,7840,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,Plywood,Wd Shng,BrkFace,355,TA,TA,CBlock,Gd,TA,Gd,GLQ,976,Unf,0,0,976,GasA,TA,Y,SBrkr,1012,0,0,1012,0,2,2,0,4,0,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 +2861,20,RL,73,16133,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,847,Unf,0,329,1176,GasA,TA,Y,SBrkr,1176,0,0,1176,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1969,Unf,1,360,TA,TA,Y,0,92,0,0,112,0,NA,NA,NA,0,12,2006,WD,Abnorml +2862,60,RL,62,7162,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Hip,CompShg,HdBoard,Stucco,BrkFace,190,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,796,796,GasA,Ex,Y,SBrkr,806,918,0,1724,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,616,TA,TA,Y,168,57,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2863,20,RL,75,8050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,TA,TA,PConc,Gd,TA,Av,GLQ,475,ALQ,297,142,914,GasA,Ex,Y,SBrkr,914,0,0,914,1,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,32,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2864,60,RL,90,11060,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1150,1150,GasA,Ex,Y,SBrkr,1164,1150,0,2314,0,0,2,1,3,1,Gd,9,Typ,1,Ex,BuiltIn,2003,Fin,2,502,TA,TA,Y,0,274,0,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal +2865,180,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,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial +2866,160,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 +2867,50,RL,56,6956,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Fa,TA,Mn,Unf,0,Unf,0,624,624,GasA,Ex,Y,SBrkr,624,312,0,936,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1948,Unf,1,265,TA,Po,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2868,50,RL,72,7822,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,3,1915,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,BrkTil,Fa,Fa,No,Unf,0,Unf,0,832,832,GasA,TA,Y,FuseF,846,492,0,1338,0,0,2,0,3,1,TA,7,Typ,0,NA,Detchd,1974,Unf,2,528,TA,TA,N,0,0,208,0,0,0,NA,GdPrv,NA,0,5,2006,WD,AdjLand +2869,50,RL,62,8707,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,4,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1093,1093,GasA,TA,N,FuseF,1093,576,0,1669,0,0,1,1,4,1,TA,9,Min2,0,NA,Attchd,1924,Unf,1,288,Fa,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand +2870,20,RL,60,16012,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,4,1954,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,60,TA,TA,CBlock,TA,TA,No,Rec,691,Unf,0,263,954,GasA,Ex,Y,SBrkr,1482,0,0,1482,0,1,2,0,3,1,TA,6,Min1,1,Gd,2Types,1956,Unf,2,609,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Abnorml +2871,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,4,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,864,864,GasA,TA,N,SBrkr,964,0,450,1414,0,0,1,0,3,1,TA,8,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,NA,NA,0,9,2006,COD,Abnorml +2872,30,RL,60,8088,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,2,3,1922,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,498,498,GasA,TA,N,FuseF,498,0,0,498,0,0,1,0,1,1,TA,3,Typ,0,NA,Detchd,1922,Unf,1,216,Fa,Fa,N,0,0,100,0,0,0,NA,NA,NA,0,2,2006,ConLD,Normal +2873,50,RL,76,11388,Pave,NA,Reg,Low,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1.5Fin,4,7,1910,1993,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,616,616,GasA,TA,N,SBrkr,1055,218,0,1273,0,0,1,0,3,1,Gd,5,Min2,0,NA,Detchd,1910,Unf,1,275,TA,Fa,N,212,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2874,50,RL,60,10890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,930,Unf,0,128,1058,GasA,TA,Y,SBrkr,1058,493,0,1551,1,0,2,0,3,1,Fa,6,Typ,0,NA,Detchd,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal +2875,190,RH,58,6430,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Feedr,Norm,2fmCon,1.5Fin,6,6,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,780,Unf,0,0,780,GasA,TA,N,FuseF,816,524,0,1340,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1945,Unf,1,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml +2876,70,RL,43,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,8,1926,1997,Gable,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,424,Unf,0,200,624,GasA,Ex,Y,SBrkr,743,736,0,1479,1,0,1,0,3,1,Gd,6,Typ,2,Gd,Detchd,1926,Unf,1,312,TA,TA,Y,530,0,56,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2877,70,RL,69,4899,Pave,NA,Reg,HLS,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,305,Unf,0,450,755,GasA,Ex,Y,SBrkr,755,755,0,1510,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,0,164,0,0,0,NA,NA,NA,0,6,2006,WD,Normal +2878,70,RL,54,9399,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,8,1919,1950,Gable,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,818,818,GasA,TA,Y,SBrkr,818,818,0,1636,0,0,1,1,4,1,Gd,7,Typ,1,Gd,Detchd,1919,Unf,1,288,Fa,TA,N,0,0,212,0,0,0,NA,NA,NA,0,9,2006,WD,Abnorml +2879,50,RL,84,10164,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1939,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Av,LwQ,646,Unf,0,346,992,GasA,Fa,Y,SBrkr,992,473,0,1465,0,0,2,0,3,1,TA,6,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal +2880,50,RL,51,6191,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,384,Unf,0,440,824,GasA,TA,N,SBrkr,824,464,0,1288,0,0,1,0,4,1,TA,6,Typ,0,NA,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal +2881,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,Fa,No,Unf,0,Unf,0,817,817,GasA,Gd,Y,FuseF,940,610,0,1550,0,0,1,1,3,1,TA,7,Min2,1,TA,Detchd,1937,Unf,1,318,TA,TA,P,0,0,429,0,0,0,NA,MnPrv,NA,0,9,2006,WD,Normal +2882,50,RL,80,12400,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Mn,BLQ,602,Unf,0,299,901,GasA,TA,Y,SBrkr,1125,592,0,1717,0,0,1,1,2,1,TA,7,Typ,1,Gd,Attchd,1940,Unf,1,410,TA,TA,Y,0,0,0,0,113,0,NA,NA,NA,0,2,2006,WD,Normal +2883,50,RL,81,8170,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1929,1950,Gable,CompShg,Stucco,Wd Sdng,BrkFace,270,Gd,Gd,BrkTil,TA,TA,No,ALQ,526,Unf,0,496,1022,GasA,Ex,Y,FuseA,1122,549,0,1671,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1963,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal +2884,70,RL,70,12320,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1932,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,SBrkr,959,650,0,1609,0,0,1,1,3,1,Gd,8,Typ,2,Gd,2Types,1963,Unf,3,579,TA,TA,Y,0,0,0,0,104,0,NA,GdWo,NA,0,5,2006,WD,Normal +2885,70,RL,70,14210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1930,1959,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,697,697,GasA,Ex,Y,SBrkr,1104,697,0,1801,0,0,1,1,3,1,TA,8,Typ,1,Gd,Attchd,1930,Unf,2,365,Fa,TA,Y,0,90,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal +2886,60,RL,78,15600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,7,1950,1963,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,405,TA,Gd,CBlock,Gd,TA,No,GLQ,760,Unf,0,408,1168,GasA,Gd,Y,SBrkr,1278,1037,0,2315,1,0,2,0,4,1,TA,9,Typ,3,Gd,Attchd,1950,Fin,1,342,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,7,2006,WD,Normal +2887,30,RM,50,7288,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1Story,5,6,1942,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,305,Unf,0,671,976,GasA,TA,N,SBrkr,976,0,0,976,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1942,Unf,1,215,TA,TA,N,160,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,AdjLand +2888,50,RM,50,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1926,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,374,Unf,0,487,861,GasA,Ex,Y,SBrkr,861,424,0,1285,0,1,1,0,3,1,TA,6,Typ,0,NA,Detchd,1950,Fin,2,506,TA,TA,Y,96,0,132,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal +2889,30,RM,61,8534,Pave,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,432,432,GasA,TA,N,FuseA,672,0,0,672,0,0,1,0,2,1,TA,4,Min1,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,112,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal +2890,30,RM,50,7030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,641,0,0,641,0,0,1,0,2,1,Fa,4,Typ,0,NA,Detchd,1925,Unf,1,272,TA,TA,N,184,0,70,0,0,0,NA,MnPrv,NA,0,3,2006,WD,Normal +2891,50,RM,75,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,5,1957,1957,Gable,CompShg,MetalSd,MetalSd,BrkFace,327,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,967,967,GasA,Gd,Y,SBrkr,967,671,0,1638,0,0,2,0,4,1,Gd,6,Typ,0,NA,Detchd,1957,Unf,1,384,TA,TA,Y,0,21,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2892,30,C (all),69,12366,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,1Story,3,5,1945,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,23,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml +2893,190,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,5,6,1951,1951,Gable,CompShg,WdShing,Wd Shng,None,0,Fa,Fa,CBlock,TA,TA,Mn,Unf,0,Unf,0,660,660,GasA,TA,N,SBrkr,1060,336,0,1396,0,0,2,0,4,2,TA,8,Min2,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml +2894,50,C (all),60,8520,Grvl,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,3,5,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Fa,Fa,No,Unf,0,Unf,0,216,216,GasA,Fa,N,SBrkr,576,360,0,936,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal +2895,120,RM,41,5748,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,473,Gd,TA,PConc,Ex,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1778,0,0,1778,2,0,2,0,2,1,Ex,5,Typ,1,Gd,Attchd,2005,Fin,2,495,TA,TA,Y,123,53,0,0,153,0,NA,NA,NA,0,2,2006,New,Partial +2896,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,186,Gd,TA,PConc,Ex,TA,Gd,GLQ,1564,Unf,0,30,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,525,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,12,2006,WD,Normal +2897,20,RL,69,23580,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,6,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,776,Unf,0,849,1625,GasA,TA,Y,SBrkr,1625,0,0,1625,0,1,2,0,3,1,Fa,6,Typ,1,TA,Attchd,1979,Fin,2,576,TA,TA,Y,136,28,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal +2898,90,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,1664,1664,GasA,TA,Y,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,10,Typ,0,NA,2Types,1978,Unf,2,616,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal +2899,20,RL,70,9116,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1491,1491,GasA,Ex,Y,SBrkr,1491,0,0,1491,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2001,RFn,2,490,TA,TA,Y,120,100,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal +2900,80,RL,140,11080,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1975,1975,Gable,CompShg,Plywood,Plywood,BrkFace,257,TA,TA,CBlock,TA,TA,Av,GLQ,576,Unf,0,552,1128,GasA,TA,Y,SBrkr,1210,0,0,1210,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1975,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal 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+7,20,RL,75,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Ex,TA,Av,GLQ,1369,Unf,0,317,1686,GasA,Ex,Y,SBrkr,1694,0,0,1694,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,RFn,2,636,TA,TA,Y,255,57,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,307000 +8,60,RL,NA,10382,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,7,6,1973,1973,Gable,CompShg,HdBoard,HdBoard,Stone,240,TA,TA,CBlock,Gd,TA,Mn,ALQ,859,BLQ,32,216,1107,GasA,Ex,Y,SBrkr,1107,983,0,2090,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1973,RFn,2,484,TA,TA,Y,235,204,228,0,0,0,NA,NA,Shed,350,11,2009,WD,Normal,200000 +9,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,7,5,1931,1950,Gable,CompShg,BrkFace,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasA,Gd,Y,FuseF,1022,752,0,1774,0,0,2,0,2,2,TA,8,Min1,2,TA,Detchd,1931,Unf,2,468,Fa,TA,Y,90,0,205,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,129900 +10,190,RL,50,7420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Artery,Artery,2fmCon,1.5Unf,5,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,851,Unf,0,140,991,GasA,Ex,Y,SBrkr,1077,0,0,1077,1,0,1,0,2,2,TA,5,Typ,2,TA,Attchd,1939,RFn,1,205,Gd,TA,Y,0,4,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,118000 +11,20,RL,70,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,906,Unf,0,134,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,384,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,129500 +12,60,RL,85,11924,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,WdShing,Wd Shng,Stone,286,Ex,TA,PConc,Ex,TA,No,GLQ,998,Unf,0,177,1175,GasA,Ex,Y,SBrkr,1182,1142,0,2324,1,0,3,0,4,1,Ex,11,Typ,2,Gd,BuiltIn,2005,Fin,3,736,TA,TA,Y,147,21,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,345000 +13,20,RL,NA,12968,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1962,1962,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,737,Unf,0,175,912,GasA,TA,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1962,Unf,1,352,TA,TA,Y,140,0,0,0,176,0,NA,NA,NA,0,9,2008,WD,Normal,144000 +14,20,RL,91,10652,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,306,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1494,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,840,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,279500 +15,20,RL,NA,10920,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,MetalSd,MetalSd,BrkFace,212,TA,TA,CBlock,TA,TA,No,BLQ,733,Unf,0,520,1253,GasA,TA,Y,SBrkr,1253,0,0,1253,1,0,1,1,2,1,TA,5,Typ,1,Fa,Attchd,1960,RFn,1,352,TA,TA,Y,0,213,176,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,157000 +16,45,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,7,8,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Ex,Y,FuseA,854,0,0,854,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1991,Unf,2,576,TA,TA,Y,48,112,0,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,132000 +17,20,RL,NA,11241,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,TA,TA,No,ALQ,578,Unf,0,426,1004,GasA,Ex,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1970,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,700,3,2010,WD,Normal,149000 +18,90,RL,72,10791,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1296,0,0,1296,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1967,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,500,10,2006,WD,Normal,90000 +19,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,5,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,646,Unf,0,468,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,1,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,159000 +20,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1965,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,LwQ,504,Unf,0,525,1029,GasA,TA,Y,SBrkr,1339,0,0,1339,0,0,1,0,3,1,TA,6,Min1,0,NA,Attchd,1958,Unf,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2009,COD,Abnorml,139000 +21,60,RL,101,14215,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,380,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1158,1158,GasA,Ex,Y,SBrkr,1158,1218,0,2376,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,RFn,3,853,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,325300 +22,45,RM,57,7449,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Unf,7,7,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,637,637,GasA,Ex,Y,FuseF,1108,0,0,1108,0,0,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1930,Unf,1,280,TA,TA,N,0,0,205,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,139400 +23,20,RL,75,9742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,281,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1777,1777,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,534,TA,TA,Y,171,159,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,230000 +24,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,7,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,840,Unf,0,200,1040,GasA,TA,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1976,Unf,2,572,TA,TA,Y,100,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129900 +25,20,RL,NA,8246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1968,2001,Gable,CompShg,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,188,ALQ,668,204,1060,GasA,Ex,Y,SBrkr,1060,0,0,1060,1,0,1,0,3,1,Gd,6,Typ,1,TA,Attchd,1968,Unf,1,270,TA,TA,Y,406,90,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,154000 +26,20,RL,110,14230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,640,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1566,1566,GasA,Ex,Y,SBrkr,1600,0,0,1600,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,890,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,256300 +27,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,234,Rec,486,180,900,GasA,TA,Y,SBrkr,900,0,0,900,0,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,2005,Unf,2,576,TA,TA,Y,222,32,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,134800 +28,20,RL,98,11478,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,No,GLQ,1218,Unf,0,486,1704,GasA,Ex,Y,SBrkr,1704,0,0,1704,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,772,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,306000 +29,20,RL,47,16321,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1997,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Gd,BLQ,1277,Unf,0,207,1484,GasA,TA,Y,SBrkr,1600,0,0,1600,1,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,1,319,TA,TA,Y,288,258,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,207500 +30,30,RM,60,6324,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Feedr,RRNn,1Fam,1Story,4,6,1927,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,520,520,GasA,Fa,N,SBrkr,520,0,0,520,0,0,1,0,1,1,Fa,4,Typ,0,NA,Detchd,1920,Unf,1,240,Fa,TA,Y,49,0,87,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,68500 +31,70,C (all),50,8500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Feedr,Norm,1Fam,2Story,4,4,1920,1950,Gambrel,CompShg,BrkFace,BrkFace,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,649,649,GasA,TA,N,SBrkr,649,668,0,1317,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,250,TA,Fa,N,0,54,172,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,40000 +32,20,RL,NA,8544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1966,2006,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1228,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1966,Unf,1,271,TA,TA,Y,0,65,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,149350 +33,20,RL,85,11049,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1234,0,0,1234,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,484,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,179900 +34,20,RL,70,10552,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,1018,Unf,0,380,1398,GasA,Gd,Y,SBrkr,1700,0,0,1700,0,1,1,1,4,1,Gd,6,Typ,1,Gd,Attchd,1959,RFn,2,447,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,165500 +35,120,RL,60,7313,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,246,Ex,TA,PConc,Ex,TA,No,GLQ,1153,Unf,0,408,1561,GasA,Ex,Y,SBrkr,1561,0,0,1561,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,Fin,2,556,TA,TA,Y,203,47,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,277500 +36,60,RL,108,13418,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,Stone,132,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1117,1117,GasA,Ex,Y,SBrkr,1132,1320,0,2452,0,0,3,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,Fin,3,691,TA,TA,Y,113,32,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,309000 +37,20,RL,112,10859,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1097,1097,GasA,Ex,Y,SBrkr,1097,0,0,1097,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1995,Unf,2,672,TA,TA,Y,392,64,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,145000 +38,20,RL,74,8532,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1990,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,650,TA,TA,CBlock,TA,TA,No,Rec,1213,Unf,0,84,1297,GasA,Gd,Y,SBrkr,1297,0,0,1297,0,1,1,0,3,1,TA,5,Typ,1,TA,Attchd,1954,Fin,2,498,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,153000 +39,20,RL,68,7922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,731,Unf,0,326,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1953,Unf,1,246,TA,TA,Y,0,52,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,109000 +40,90,RL,65,6040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,5,1955,1955,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseP,1152,0,0,1152,0,0,2,0,2,2,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,AdjLand,82000 +41,20,RL,84,8658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1965,1965,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,101,TA,TA,CBlock,TA,TA,No,Rec,643,Unf,0,445,1088,GasA,Ex,Y,SBrkr,1324,0,0,1324,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1965,RFn,2,440,TA,TA,Y,0,138,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,160000 +42,20,RL,115,16905,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,967,Unf,0,383,1350,GasA,Gd,Y,SBrkr,1328,0,0,1328,0,1,1,1,2,1,TA,5,Typ,2,Gd,Attchd,1959,RFn,1,308,TA,TA,P,0,104,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,170000 +43,85,RL,NA,9180,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,5,7,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,747,LwQ,93,0,840,GasA,Gd,Y,SBrkr,884,0,0,884,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1983,RFn,2,504,TA,Gd,Y,240,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,144000 +44,20,RL,NA,9200,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1980,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,280,BLQ,491,167,938,GasA,TA,Y,SBrkr,938,0,0,938,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1977,Unf,1,308,TA,TA,Y,145,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,130250 +45,20,RL,70,7945,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,179,BLQ,506,465,1150,GasA,Ex,Y,FuseA,1150,0,0,1150,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,141000 +46,120,RL,61,7658,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,412,Ex,TA,PConc,Ex,TA,No,GLQ,456,Unf,0,1296,1752,GasA,Ex,Y,SBrkr,1752,0,0,1752,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2005,RFn,2,576,TA,TA,Y,196,82,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,319900 +47,50,RL,48,12822,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,GLQ,1351,Unf,0,83,1434,GasA,Ex,Y,SBrkr,1518,631,0,2149,1,0,1,1,1,1,Gd,6,Typ,1,Ex,Attchd,2003,RFn,2,670,TA,TA,Y,168,43,0,0,198,0,NA,NA,NA,0,8,2009,WD,Abnorml,239686 +48,20,FV,84,11096,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1632,1656,GasA,Ex,Y,SBrkr,1656,0,0,1656,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,0,146,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,249700 +49,190,RM,33,4456,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,5,1920,2008,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,736,736,GasA,Gd,Y,SBrkr,736,716,0,1452,0,0,2,0,2,3,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,102,0,0,0,NA,NA,NA,0,6,2009,New,Partial,113000 +50,20,RL,66,7742,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,763,Unf,0,192,955,GasA,Ex,Y,SBrkr,955,0,0,955,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,386,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,127000 +51,60,RL,NA,13869,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,6,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,182,Unf,0,612,794,GasA,Gd,Y,SBrkr,794,676,0,1470,0,1,2,0,3,1,TA,6,Typ,0,NA,Attchd,1997,Fin,2,388,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,177000 +52,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1934,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,816,0,360,1176,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1985,Unf,2,528,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,Shed,400,9,2006,WD,Normal,114500 +53,90,RM,110,8472,Grvl,NA,IR2,Bnk,AllPub,Corner,Mod,IDOTRR,RRNn,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,Gd,TA,Gd,LwQ,104,GLQ,712,0,816,GasA,TA,N,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,CarPort,1963,Unf,2,516,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,110000 +54,20,RL,68,50271,Pave,NA,IR1,Low,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,9,5,1981,1987,Gable,WdShngl,WdShing,Wd Shng,None,0,Gd,TA,CBlock,Ex,TA,Gd,GLQ,1810,Unf,0,32,1842,GasA,Gd,Y,SBrkr,1842,0,0,1842,2,0,0,1,0,1,Gd,5,Typ,1,Gd,Attchd,1981,Fin,3,894,TA,TA,Y,857,72,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,385000 +55,80,RL,60,7134,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,SLvl,5,5,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,0,384,GasA,TA,Y,SBrkr,1360,0,0,1360,0,0,1,0,3,1,TA,6,Min1,1,TA,Detchd,1962,Unf,2,572,TA,TA,Y,0,50,0,0,0,0,NA,MnPrv,NA,0,2,2007,WD,Normal,130000 +56,20,RL,100,10175,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,272,TA,TA,CBlock,TA,TA,No,BLQ,490,Unf,0,935,1425,GasA,Gd,Y,SBrkr,1425,0,0,1425,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1964,RFn,2,576,TA,TA,Y,0,0,0,407,0,0,NA,NA,NA,0,7,2008,WD,Normal,180500 +57,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,649,Unf,0,321,970,GasA,Ex,Y,SBrkr,983,756,0,1739,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,Fin,2,480,TA,TA,Y,115,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,172500 +58,60,RL,89,11645,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,860,860,GasA,Ex,Y,SBrkr,860,860,0,1720,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,565,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,196500 +59,60,RL,66,13682,Pave,NA,IR2,HLS,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,2Story,10,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,1031,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1410,1410,GasA,Ex,Y,SBrkr,1426,1519,0,2945,0,0,3,1,3,1,Gd,10,Typ,1,Gd,BuiltIn,2006,Fin,3,641,TA,TA,Y,192,0,37,0,0,0,NA,NA,NA,0,10,2006,New,Partial,438780 +60,20,RL,60,7200,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,632,Unf,0,148,780,GasA,Ex,Y,SBrkr,780,0,0,780,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1973,Unf,1,352,TA,TA,Y,196,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,124900 +61,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,941,Unf,0,217,1158,GasA,Ex,Y,SBrkr,1158,0,0,1158,1,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,2006,Unf,2,576,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,158000 +62,75,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2.5Unf,5,7,1920,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,530,530,GasA,TA,N,SBrkr,581,530,0,1111,0,0,1,0,3,1,Fa,6,Typ,0,NA,Detchd,1935,Unf,1,288,TA,TA,N,0,0,144,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101000 +63,120,RL,44,6442,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,178,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1346,1370,GasA,Ex,Y,SBrkr,1370,0,0,1370,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,484,TA,TA,Y,120,49,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,202500 +64,70,RM,50,10300,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,RRAn,Feedr,1Fam,2Story,7,6,1921,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,902,808,0,1710,0,0,2,0,3,1,TA,9,Typ,0,NA,Detchd,1990,Unf,2,480,TA,TA,Y,12,11,64,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Normal,140000 +65,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,573,TA,TA,PConc,Gd,TA,No,GLQ,739,Unf,0,318,1057,GasA,Ex,Y,SBrkr,1057,977,0,2034,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,RFn,2,645,TA,TA,Y,576,36,0,0,0,0,NA,GdPrv,NA,0,2,2009,WD,Normal,219500 +66,60,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,344,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1143,1143,GasA,Ex,Y,SBrkr,1143,1330,0,2473,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2004,RFn,3,852,TA,TA,Y,192,151,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,317000 +67,20,RL,NA,19900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosA,Norm,1Fam,1Story,7,5,1970,1989,Gable,CompShg,Plywood,Plywood,BrkFace,287,TA,TA,CBlock,Gd,TA,Gd,GLQ,912,Unf,0,1035,1947,GasA,TA,Y,SBrkr,2207,0,0,2207,1,0,2,0,3,1,TA,7,Min1,1,Gd,Attchd,1970,RFn,2,576,TA,TA,Y,301,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,180000 +68,20,RL,72,10665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,167,Gd,TA,PConc,Gd,TA,Av,GLQ,1013,Unf,0,440,1453,GasA,Ex,Y,SBrkr,1479,0,0,1479,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,558,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,226000 +69,30,RM,47,4608,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1Story,4,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,747,747,GasA,TA,Y,SBrkr,747,0,0,747,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1945,Unf,1,220,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,80000 +70,50,RL,81,15593,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,7,4,1953,1953,Gable,CompShg,BrkFace,AsbShng,None,0,Gd,TA,CBlock,TA,TA,No,BLQ,603,Unf,0,701,1304,GasW,TA,Y,SBrkr,1304,983,0,2287,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1953,Fin,2,667,TA,TA,Y,0,21,114,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,225000 +71,20,RL,95,13651,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,1115,TA,Gd,CBlock,Gd,TA,Gd,ALQ,1880,Unf,0,343,2223,GasA,Ex,Y,SBrkr,2223,0,0,2223,1,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1973,Fin,2,516,TA,TA,Y,300,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,244000 +72,20,RL,69,7599,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,4,6,1982,2006,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,565,Unf,0,280,845,GasA,TA,Y,SBrkr,845,0,0,845,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1987,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,129500 +73,60,RL,74,10141,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,885,833,0,1718,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1998,Fin,2,427,TA,TA,Y,0,94,0,0,291,0,NA,NA,NA,0,12,2009,WD,Normal,185000 +74,20,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2003,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,104,TA,TA,CBlock,TA,TA,No,ALQ,320,BLQ,362,404,1086,GasA,Gd,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1989,Unf,2,490,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,144900 +75,50,RM,60,5790,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,3,6,1915,1950,Gambrel,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,Fa,TA,No,Unf,0,Unf,0,840,840,GasA,Gd,N,SBrkr,840,765,0,1605,0,0,2,0,3,2,TA,8,Typ,0,NA,Detchd,1915,Unf,1,379,TA,TA,Y,0,0,202,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,107400 +76,180,RM,21,1596,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SLvl,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,462,Unf,0,0,462,GasA,TA,Y,SBrkr,526,462,0,988,1,0,1,0,2,1,TA,5,Typ,0,NA,BuiltIn,1973,Unf,1,297,TA,TA,Y,120,101,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,91000 +77,20,RL,NA,8475,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,228,Unf,0,724,952,GasA,Ex,Y,FuseA,952,0,0,952,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,283,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,135750 +78,50,RM,50,8635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1948,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,336,GLQ,41,295,672,GasA,TA,Y,SBrkr,1072,213,0,1285,1,0,1,0,2,1,TA,6,Min1,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,127000 +79,90,RL,72,10778,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,Duplex,1Story,4,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1768,1768,GasA,TA,N,SBrkr,1768,0,0,1768,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,136500 +80,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,6,1910,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,440,440,GasA,Gd,Y,SBrkr,682,548,0,1230,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,2,440,TA,TA,Y,74,0,128,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,110000 +81,60,RL,100,13000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,BrkFace,576,TA,Gd,CBlock,Gd,TA,No,Rec,448,Unf,0,448,896,GasA,TA,Y,SBrkr,1182,960,0,2142,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Attchd,1968,Fin,1,509,TA,TA,Y,0,72,0,0,252,0,NA,NA,NA,0,6,2009,WD,Normal,193500 +82,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,443,TA,Gd,PConc,Ex,Gd,No,GLQ,1201,Unf,0,36,1237,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,405,TA,TA,Y,0,199,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,153500 +83,20,RL,78,10206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,468,TA,TA,PConc,Gd,TA,No,GLQ,33,Unf,0,1530,1563,GasA,Ex,Y,SBrkr,1563,0,0,1563,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,758,TA,TA,Y,144,99,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,245000 +84,20,RL,80,8892,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkCmn,66,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1065,1065,GasA,Gd,Y,SBrkr,1065,0,0,1065,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,461,TA,TA,Y,74,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,126500 +85,80,RL,NA,8530,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,22,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,804,670,0,1474,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,400,TA,TA,Y,120,72,0,0,0,0,NA,NA,Shed,700,5,2009,WD,Normal,168500 +86,60,RL,121,16059,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1991,1992,Hip,CompShg,HdBoard,HdBoard,BrkFace,284,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1288,1288,GasA,Ex,Y,SBrkr,1301,1116,0,2417,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1991,Unf,2,462,TA,TA,Y,127,82,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,260000 +87,60,RL,122,11911,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,684,684,GasA,Ex,Y,SBrkr,684,876,0,1560,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2005,Fin,2,400,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +88,160,FV,40,3951,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,164500 +89,50,C (all),105,8470,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,IDOTRR,Feedr,Feedr,1Fam,1.5Fin,3,2,1915,1982,Hip,CompShg,Plywood,Plywood,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1013,1013,GasA,TA,N,SBrkr,1013,0,513,1526,0,0,1,0,2,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,156,0,0,0,NA,MnPrv,NA,0,10,2009,ConLD,Abnorml,85000 +90,20,RL,60,8070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,4,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,588,Unf,0,402,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,123600 +91,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1950,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,29,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,109900 +92,20,RL,85,8500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1961,1961,Hip,CompShg,HdBoard,HdBoard,BrkCmn,203,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,635,1235,GasA,TA,Y,SBrkr,1235,0,0,1235,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,12,2006,WD,Abnorml,98600 +93,30,RL,80,13360,Pave,Grvl,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1921,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,ALQ,713,Unf,0,163,876,GasA,Ex,Y,SBrkr,964,0,0,964,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1921,Unf,2,432,TA,TA,Y,0,0,44,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,163500 +94,190,C (all),60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,2.5Unf,6,6,1910,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,Mn,Rec,1046,Unf,0,168,1214,GasW,Ex,N,SBrkr,1260,1031,0,2291,0,1,2,0,4,2,TA,9,Typ,1,Gd,Detchd,1900,Unf,2,506,TA,TA,Y,0,0,0,0,99,0,NA,NA,NA,0,11,2007,WD,Normal,133900 +95,60,RL,69,9337,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,648,Unf,0,176,824,GasA,Ex,Y,SBrkr,905,881,0,1786,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,684,TA,TA,Y,0,162,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,204750 +96,60,RL,NA,9765,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,8,1993,1993,Gable,CompShg,VinylSd,VinylSd,BrkFace,68,Ex,Gd,PConc,Gd,Gd,No,ALQ,310,Unf,0,370,680,GasA,Gd,Y,SBrkr,680,790,0,1470,0,0,2,1,3,1,TA,6,Typ,1,TA,BuiltIn,1993,Fin,2,420,TA,TA,Y,232,63,0,0,0,0,NA,NA,Shed,480,4,2009,WD,Normal,185000 +97,20,RL,78,10264,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Av,ALQ,1162,Unf,0,426,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,472,TA,TA,Y,158,29,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,214000 +98,20,RL,73,10921,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1965,1965,Hip,CompShg,HdBoard,HdBoard,BrkFace,48,TA,TA,CBlock,TA,TA,No,Rec,520,Unf,0,440,960,GasA,TA,Y,FuseF,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1965,Fin,1,432,TA,TA,P,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,94750 +99,30,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,108,Unf,0,350,458,GasA,Fa,N,SBrkr,835,0,0,835,0,0,1,0,2,1,TA,5,Typ,0,NA,Basment,1920,Unf,1,366,Fa,TA,Y,0,0,77,0,0,0,NA,NA,Shed,400,5,2010,COD,Abnorml,83000 +100,20,RL,77,9320,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1959,1959,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,569,Unf,0,381,950,GasA,Fa,Y,SBrkr,1225,0,0,1225,1,0,1,1,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,352,0,0,0,0,0,NA,NA,Shed,400,1,2010,WD,Normal,128950 +101,20,RL,NA,10603,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2001,Gable,CompShg,Plywood,Plywood,BrkFace,28,TA,TA,PConc,TA,TA,Mn,ALQ,1200,Unf,0,410,1610,GasA,Gd,Y,SBrkr,1610,0,0,1610,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1977,RFn,2,480,TA,TA,Y,168,68,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,205000 +102,60,RL,77,9206,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,741,741,GasA,TA,Y,SBrkr,977,755,0,1732,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1985,Fin,2,476,TA,TA,Y,192,46,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,178000 +103,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,410,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118964 +104,20,RL,94,10402,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1226,1226,GasA,Ex,Y,SBrkr,1226,0,0,1226,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,3,740,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,198900 +105,50,RM,NA,7758,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,7,4,1931,1950,Gable,CompShg,Stucco,Stucco,BrkFace,600,TA,Fa,PConc,TA,TA,No,LwQ,224,Unf,0,816,1040,GasA,Ex,Y,FuseF,1226,592,0,1818,0,0,1,1,4,1,TA,7,Typ,2,TA,Detchd,1951,Unf,1,240,TA,TA,Y,0,0,0,0,184,0,NA,NA,NA,0,6,2007,WD,Normal,169500 +106,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,768,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1053,1053,GasA,Ex,Y,SBrkr,1053,939,0,1992,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2003,RFn,2,648,TA,TA,Y,140,45,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,250000 +107,30,RM,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1885,1995,Mansard,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,641,641,GasA,Gd,Y,SBrkr,1047,0,0,1047,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1954,Unf,1,273,Fa,Fa,N,0,0,0,0,0,0,NA,NA,Shed,450,8,2007,WD,Normal,100000 +108,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,104,BLQ,169,516,789,GasA,Ex,Y,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,250,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Partial,115000 +109,50,RM,85,8500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,5,7,1919,2005,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,793,793,GasW,TA,N,FuseF,997,520,0,1517,0,0,2,0,3,1,Fa,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,115000 +110,20,RL,105,11751,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,480,TA,TA,CBlock,Gd,TA,No,BLQ,705,Unf,0,1139,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,0,122,0,0,0,0,NA,MnPrv,NA,0,1,2010,COD,Normal,190000 +111,50,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1954,1972,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,444,Unf,0,550,994,GasA,Gd,Y,SBrkr,1216,639,0,1855,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,325,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,136900 +112,80,RL,NA,7750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,250,Unf,0,134,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,2000,Fin,2,400,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180000 +113,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,220,Gd,TA,PConc,Ex,TA,Av,GLQ,984,Unf,0,280,1264,GasA,Ex,Y,SBrkr,1282,1414,0,2696,1,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,792,TA,TA,Y,120,184,0,0,168,0,NA,NA,NA,0,10,2007,New,Partial,383970 +114,20,RL,NA,21000,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,184,TA,Gd,CBlock,Gd,TA,Mn,ALQ,35,Rec,869,905,1809,GasA,TA,Y,SBrkr,2259,0,0,2259,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Basment,1953,Unf,2,450,TA,TA,Y,166,120,192,0,0,0,NA,MnPrv,NA,0,10,2007,COD,Abnorml,217000 +115,70,RL,61,7259,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,8,1945,2002,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,774,LwQ,150,104,1028,GasA,Ex,Y,SBrkr,1436,884,0,2320,1,0,2,1,3,1,Gd,9,Typ,1,TA,Detchd,1945,Unf,1,180,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,259500 +116,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,1129,TA,TA,PConc,Gd,TA,No,GLQ,419,Unf,0,310,729,GasA,Gd,Y,SBrkr,729,729,0,1458,0,0,2,1,2,1,TA,5,Typ,1,Fa,Detchd,1999,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +117,20,RL,NA,11616,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,116,TA,TA,CBlock,TA,TA,No,LwQ,170,BLQ,670,252,1092,GasA,TA,Y,SBrkr,1092,0,0,1092,0,1,1,0,3,1,TA,6,Typ,1,Po,Attchd,1962,Unf,1,288,TA,TA,Y,0,20,144,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,139000 +118,20,RL,74,8536,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1125,1125,GasA,Gd,Y,SBrkr,1125,0,0,1125,0,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2007,Unf,2,430,TA,TA,Y,80,64,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,155000 +119,60,RL,90,12376,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1470,Unf,0,203,1673,GasA,Gd,Y,SBrkr,1699,1523,0,3222,1,0,3,0,5,1,Gd,11,Typ,2,TA,Attchd,1990,Unf,3,594,TA,TA,Y,367,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,320000 +120,60,RL,65,8461,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,163990 +121,80,RL,NA,21453,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,SLvl,6,5,1969,1969,Flat,Metal,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,938,Unf,0,0,938,GasA,Ex,Y,SBrkr,988,0,0,988,1,0,1,0,1,1,TA,4,Typ,2,TA,Attchd,1969,Unf,2,540,TA,TA,Y,0,130,0,130,0,0,NA,NA,NA,0,10,2006,WD,Normal,180000 +122,50,RM,50,6060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1939,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,732,732,GasA,Gd,Y,SBrkr,772,351,0,1123,0,0,1,0,3,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,264,TA,TA,P,0,0,140,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,100000 +123,20,RL,75,9464,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1958,1958,Hip,CompShg,MetalSd,MetalSd,BrkFace,135,TA,Gd,CBlock,TA,TA,No,BLQ,570,Unf,0,510,1080,GasA,Gd,Y,SBrkr,1080,0,0,1080,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1958,Unf,1,288,TA,TA,Y,0,0,0,0,130,0,NA,NA,NA,0,6,2008,WD,Normal,136000 +124,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1993,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,899,1199,GasA,Ex,Y,SBrkr,1199,0,0,1199,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1993,RFn,2,530,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,153900 +125,20,RL,48,17043,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1979,1998,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,Gd,Fa,No,Unf,0,Unf,0,1362,1362,GasA,TA,Y,SBrkr,1586,0,0,1586,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,435,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,181000 +126,190,RM,60,6780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,1.5Fin,6,8,1935,1982,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,Av,GLQ,490,Unf,0,30,520,GasA,Gd,N,SBrkr,520,0,234,754,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,53,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,84500 +127,120,RL,NA,4928,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,120,Unf,0,958,1078,GasA,TA,Y,SBrkr,958,0,0,958,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1977,RFn,2,440,TA,TA,Y,0,205,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,128000 +128,45,RM,55,4388,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Unf,5,7,1930,1950,Gable,CompShg,WdShing,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,LwQ,116,Unf,0,556,672,GasA,Ex,Y,SBrkr,840,0,0,840,0,0,1,0,3,1,TA,5,Typ,1,TA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,87000 +129,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,TA,TA,CBlock,TA,TA,No,BLQ,512,Unf,0,148,660,GasA,TA,Y,SBrkr,660,688,0,1348,0,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1966,RFn,2,453,TA,TA,Y,188,108,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,155000 +130,20,RL,69,8973,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1991,Gable,CompShg,Plywood,Plywood,BrkFace,85,TA,TA,CBlock,TA,TA,No,Rec,567,BLQ,28,413,1008,GasA,TA,Y,FuseA,1053,0,0,1053,0,1,1,1,3,1,Ex,6,Typ,0,NA,2Types,1998,RFn,2,750,TA,TA,Y,0,80,0,180,0,0,NA,MnWw,NA,0,7,2006,WD,Abnorml,150000 +131,60,RL,88,14200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,309,TA,TA,CBlock,TA,TA,No,Rec,445,Unf,0,479,924,GasA,Ex,Y,SBrkr,1216,941,0,2157,0,0,2,1,4,1,Gd,8,Typ,2,Gd,Attchd,1966,Fin,2,487,TA,TA,Y,105,66,0,0,0,0,NA,GdPrv,NA,0,5,2006,WD,Normal,226000 +132,60,RL,NA,12224,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,297,992,GasA,Ex,Y,SBrkr,1022,1032,0,2054,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2000,RFn,2,390,TA,TA,Y,24,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,244000 +133,20,RL,75,7388,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,405,Unf,0,658,1063,GasA,Gd,Y,SBrkr,1327,0,0,1327,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1974,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,150750 +134,20,RL,NA,6853,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,Gd,TA,PConc,Ex,TA,No,GLQ,1005,Unf,0,262,1267,GasA,Ex,Y,SBrkr,1296,0,0,1296,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,471,TA,TA,Y,192,25,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,220000 +135,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1968,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,570,Unf,0,891,1461,GasA,Gd,Y,SBrkr,1721,0,0,1721,0,0,2,1,3,1,TA,7,Min1,1,TA,Attchd,1968,RFn,2,440,TA,TA,Y,0,96,180,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,180000 +136,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1970,1970,Hip,CompShg,Plywood,Plywood,BrkFace,288,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1304,1304,GasA,Gd,Y,SBrkr,1682,0,0,1682,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1970,Unf,2,530,TA,TA,Y,98,0,0,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,174000 +137,20,RL,NA,10355,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,196,TA,TA,CBlock,TA,TA,No,BLQ,695,Unf,0,519,1214,GasA,TA,Y,SBrkr,1214,0,0,1214,0,0,2,0,3,1,TA,5,Typ,1,Fa,Attchd,1967,RFn,1,318,TA,TA,Y,0,111,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,143000 +138,90,RL,82,11070,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,7,5,1988,1989,Gable,CompShg,VinylSd,VinylSd,BrkFace,70,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1907,1907,GasA,Gd,Y,SBrkr,1959,0,0,1959,0,0,3,0,5,2,TA,9,Typ,0,NA,2Types,1989,Unf,3,766,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,171000 +139,60,RL,73,9066,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,320,Gd,TA,PConc,Gd,TA,Mn,GLQ,668,Unf,0,336,1004,GasA,Ex,Y,SBrkr,1004,848,0,1852,0,0,2,1,3,1,Gd,7,Typ,2,TA,Attchd,1999,Fin,3,660,TA,TA,Y,224,106,0,0,0,0,NA,GdPrv,NA,0,12,2008,WD,Normal,230000 +140,60,RL,65,15426,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,821,Unf,0,107,928,GasA,Ex,Y,SBrkr,928,836,0,1764,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1997,RFn,2,470,TA,TA,Y,276,99,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,231500 +141,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,432,Unf,0,432,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,ConLI,Normal,115000 +142,20,RL,78,11645,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,434,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,660,TA,TA,Y,160,24,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,260000 +143,50,RL,71,8520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,4,1952,1952,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,Fa,CBlock,TA,TA,No,Rec,507,Unf,0,403,910,GasA,Fa,Y,SBrkr,910,475,0,1385,0,0,2,0,4,1,TA,6,Typ,0,NA,Detchd,2000,Unf,2,720,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,166000 +144,20,RL,78,10335,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,183,Gd,TA,PConc,Gd,TA,Gd,GLQ,679,Unf,0,811,1490,GasA,Ex,Y,SBrkr,1501,0,0,1501,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,144,29,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,204000 +145,90,RM,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,BrkFace,336,TA,TA,CBlock,TA,TA,No,Rec,1332,Unf,0,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,1,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1963,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,ConLI,Abnorml,125000 +146,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,6,5,2004,2006,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +147,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1931,1993,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,209,Unf,0,506,715,GasA,TA,Y,FuseA,875,0,0,875,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1931,Unf,1,180,Fa,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,105000 +148,60,RL,NA,9505,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,180,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,1151,0,2035,0,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2001,Fin,2,434,TA,TA,Y,144,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,222500 +149,20,RL,63,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,TA,TA,PConc,Gd,TA,No,GLQ,680,Unf,0,400,1080,GasA,Ex,Y,SBrkr,1080,0,0,1080,1,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,141000 +150,50,RM,NA,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,FuseA,896,448,0,1344,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1936,Unf,1,240,Fa,TA,Y,200,114,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +151,20,RL,120,10356,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,716,Unf,0,253,969,GasA,TA,Y,SBrkr,969,0,0,969,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +152,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,436,Gd,TA,PConc,Ex,TA,Gd,GLQ,1400,Unf,0,310,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,866,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,1,2008,New,Partial,372402 +153,60,RL,NA,14803,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,Rec,416,Unf,0,409,825,GasA,Gd,Y,SBrkr,1097,896,0,1993,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1971,RFn,2,495,TA,TA,Y,0,66,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,190000 +154,20,RL,NA,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,7,1960,1975,Flat,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,429,ALQ,1080,93,1602,GasA,Gd,Y,SBrkr,1252,0,0,1252,1,0,1,0,1,1,TA,4,Typ,1,Gd,Attchd,1960,RFn,2,564,TA,TA,Y,409,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,235000 +155,30,RM,84,11340,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,5,1923,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1200,1200,GasA,TA,Y,FuseA,1200,0,0,1200,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1923,Unf,1,312,Fa,Fa,Y,0,0,228,0,0,0,NA,NA,NA,0,3,2006,WD,Family,125000 +156,50,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,6,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,572,572,Grav,Fa,N,FuseF,572,524,0,1096,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,8,128,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,79000 +157,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,FuseF,1040,0,0,1040,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,625,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,109500 +158,60,RL,92,12003,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,BrkFace,84,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,774,774,GasA,Ex,Y,SBrkr,774,1194,0,1968,0,0,2,1,4,1,Ex,8,Typ,1,Gd,BuiltIn,2009,Fin,3,680,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,269500 +159,60,FV,100,12552,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,222,Unf,0,769,991,GasA,Ex,Y,SBrkr,991,956,0,1947,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,678,TA,TA,Y,0,136,0,0,0,0,NA,GdWo,NA,0,5,2010,WD,Normal,254900 +160,60,RL,134,19378,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,456,Gd,TA,PConc,Gd,TA,Mn,GLQ,57,Unf,0,1335,1392,GasA,Ex,Y,SBrkr,1392,1070,0,2462,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,2,576,TA,TA,Y,239,132,0,168,0,0,NA,NA,NA,0,3,2006,New,Partial,320000 +161,20,RL,NA,11120,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,No,BLQ,660,Unf,0,572,1232,GasA,TA,Y,SBrkr,1232,0,0,1232,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1984,Unf,2,516,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162500 +162,60,RL,110,13688,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,664,Gd,TA,PConc,Ex,TA,Av,GLQ,1016,Unf,0,556,1572,GasA,Ex,Y,SBrkr,1572,1096,0,2668,1,0,2,1,3,1,Ex,10,Typ,2,Gd,BuiltIn,2003,Fin,3,726,TA,TA,Y,400,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,412500 +163,20,RL,95,12182,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,226,Gd,TA,PConc,Gd,TA,Mn,BLQ,1201,Unf,0,340,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,RFn,2,532,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,5,2010,New,Partial,220000 +164,45,RL,55,5500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Unf,4,6,1956,1956,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,882,882,GasA,Ex,Y,SBrkr,882,0,0,882,0,0,1,0,1,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,103200 +165,40,RM,40,5400,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,7,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,Mn,LwQ,370,Unf,0,779,1149,GasA,Gd,Y,FuseA,1149,467,0,1616,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1926,Unf,1,216,TA,TA,Y,0,0,183,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,152000 +166,190,RL,62,10106,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,5,7,1940,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,ALQ,351,Rec,181,112,644,GasA,Gd,Y,SBrkr,808,547,0,1355,1,0,2,0,4,2,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,140,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,127500 +167,20,RL,NA,10708,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,5,5,1955,1993,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,LwQ,379,BLQ,768,470,1617,GasA,Ex,Y,FuseA,1867,0,0,1867,1,0,1,0,2,1,TA,7,Typ,3,Gd,Attchd,1955,Fin,1,303,TA,TA,Y,476,0,0,0,142,0,NA,GdWo,NA,0,11,2009,COD,Normal,190000 +168,60,RL,86,10562,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1288,Unf,0,294,1582,GasA,Ex,Y,SBrkr,1610,551,0,2161,1,0,1,1,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,789,TA,TA,Y,178,120,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,325624 +169,60,RL,62,8244,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,880,0,1720,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,440,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,183500 +170,20,RL,NA,16669,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1981,1981,Hip,WdShake,Plywood,Plywood,BrkFace,653,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1686,1686,GasA,TA,Y,SBrkr,1707,0,0,1707,0,0,2,1,2,1,TA,6,Typ,1,TA,Attchd,1981,RFn,2,511,TA,TA,Y,574,64,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,228000 +171,50,RM,NA,12358,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,360,Unf,0,360,720,GasA,TA,Y,SBrkr,854,0,528,1382,0,0,1,1,2,1,TA,7,Typ,0,NA,Detchd,1991,Unf,2,660,TA,TA,Y,237,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,128500 +172,20,RL,141,31770,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,BrkFace,Plywood,Stone,112,TA,TA,CBlock,TA,Gd,Gd,BLQ,639,Unf,0,441,1080,GasA,Fa,Y,SBrkr,1656,0,0,1656,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1960,Fin,2,528,TA,TA,P,210,62,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,215000 +173,160,RL,44,5306,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,7,1987,1987,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,495,Rec,215,354,1064,GasA,Gd,Y,SBrkr,1064,703,0,1767,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,RFn,2,504,Gd,TA,Y,441,35,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239000 +174,20,RL,80,10197,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1961,1961,Gable,CompShg,WdShing,Wd Shng,BrkCmn,491,TA,TA,CBlock,TA,TA,No,ALQ,288,Rec,374,700,1362,GasA,TA,Y,SBrkr,1362,0,0,1362,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,2,504,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,6,2008,COD,Normal,163000 +175,20,RL,47,12416,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1986,1986,Gable,CompShg,VinylSd,Plywood,Stone,132,TA,TA,CBlock,Gd,Fa,No,ALQ,1398,LwQ,208,0,1606,GasA,TA,Y,SBrkr,1651,0,0,1651,1,0,2,0,3,1,TA,7,Min2,1,TA,Attchd,1986,Fin,2,616,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,184000 +176,20,RL,84,12615,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1950,2001,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,Gd,Av,ALQ,477,Unf,0,725,1202,GasA,TA,Y,SBrkr,2158,0,0,2158,1,0,2,0,4,1,Gd,7,Typ,1,Gd,Attchd,1950,Unf,2,576,TA,TA,Y,0,29,39,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,243000 +177,60,RL,97,10029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,268,Gd,TA,PConc,Gd,TA,No,GLQ,831,Unf,0,320,1151,GasA,TA,Y,SBrkr,1164,896,0,2060,0,1,2,1,4,1,TA,8,Typ,1,TA,Attchd,1988,Unf,2,521,TA,TA,Y,0,228,0,0,192,0,NA,NA,NA,0,9,2007,WD,Normal,211000 +178,50,RL,NA,13650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,57,BLQ,441,554,1052,GasA,Ex,Y,SBrkr,1252,668,0,1920,1,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1958,Unf,2,451,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,172500 +179,20,RL,63,17423,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,748,Ex,TA,PConc,Ex,TA,No,GLQ,1904,Unf,0,312,2216,GasA,Ex,Y,SBrkr,2234,0,0,2234,1,0,2,0,1,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,1166,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,501837 +180,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1923,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,968,968,GasA,TA,Y,SBrkr,968,0,0,968,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1935,Unf,2,480,Fa,TA,N,0,0,184,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,100000 +181,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,GLQ,436,Unf,0,320,756,GasA,Ex,Y,SBrkr,769,756,0,1525,0,0,2,1,3,1,Gd,5,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,177000 +182,70,RL,54,7588,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,LwQ,352,Unf,0,441,793,GasA,Gd,Y,SBrkr,901,901,0,1802,0,0,1,1,4,1,TA,9,Typ,1,Gd,Detchd,1920,Unf,1,216,Fa,TA,Y,0,0,40,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,200100 +183,20,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1Story,5,6,1957,2006,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,98,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1957,RFn,1,252,TA,TA,Y,116,0,0,180,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,120000 +184,50,RM,63,11426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1362,1362,GasA,Ex,Y,SBrkr,1362,720,0,2082,0,0,2,1,3,1,Gd,6,Mod,0,NA,Detchd,2003,Unf,2,484,TA,TA,N,280,238,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,200000 +185,50,RL,92,7438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1.5Fin,5,8,1908,1991,Gable,CompShg,AsbShng,Plywood,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,504,504,GasA,Gd,Y,SBrkr,936,316,0,1252,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1986,Unf,2,576,TA,TA,Y,104,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,127000 +186,75,RM,90,22950,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2.5Fin,10,9,1892,1993,Gable,WdShngl,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1107,1107,GasA,Ex,Y,SBrkr,1518,1518,572,3608,0,0,2,1,4,1,Ex,12,Typ,2,TA,Detchd,1993,Unf,3,840,Ex,TA,Y,0,260,0,0,410,0,NA,GdPrv,NA,0,6,2006,WD,Normal,475000 +187,80,RL,NA,9947,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,611,Unf,0,577,1188,GasA,Ex,Y,SBrkr,1217,0,0,1217,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1990,Unf,2,497,TA,TA,Y,168,27,0,0,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,173000 +188,50,RL,60,10410,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1916,1987,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,808,704,144,1656,0,0,2,1,3,1,TA,8,Min2,0,NA,Detchd,1916,Unf,1,180,Fa,Fa,N,0,0,0,140,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,135000 +189,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,Stone,275,TA,TA,CBlock,Gd,TA,Av,GLQ,1086,Unf,0,0,1086,GasA,TA,Y,SBrkr,1224,0,0,1224,2,0,0,2,2,2,TA,6,Typ,2,TA,Detchd,1979,Unf,2,528,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,153337 +190,120,RL,41,4923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,1153,Unf,0,440,1593,GasA,Ex,Y,SBrkr,1593,0,0,1593,1,0,1,1,0,1,Ex,5,Typ,1,Gd,Attchd,2001,Fin,2,682,TA,TA,Y,0,120,0,0,224,0,NA,NA,NA,0,8,2008,WD,Normal,286000 +191,70,RL,70,10570,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,8,1932,1994,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,Gd,No,Rec,297,Unf,0,556,853,GasA,TA,Y,SBrkr,1549,1178,0,2727,0,0,2,1,3,1,Gd,10,Maj1,2,TA,Detchd,1932,Unf,2,440,TA,TA,Y,0,74,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,315000 +192,60,RL,NA,7472,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,9,1972,2004,Gable,CompShg,HdBoard,HdBoard,BrkFace,138,TA,TA,CBlock,TA,TA,No,ALQ,626,Unf,0,99,725,GasA,Gd,Y,SBrkr,725,754,0,1479,1,0,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1972,Fin,2,484,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,184000 +193,20,RL,68,9017,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,560,Unf,0,871,1431,GasA,Ex,Y,SBrkr,1431,0,0,1431,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,Fin,2,666,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,192000 +194,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,130000 +195,20,RL,60,7180,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,390,Unf,0,474,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1989,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,127000 +196,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,566,Unf,0,289,855,GasA,TA,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,Unf,2,440,TA,TA,Y,87,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,148500 +197,20,RL,79,9416,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,Stone,205,Ex,TA,PConc,Ex,TA,No,GLQ,1126,Unf,0,600,1726,GasA,Ex,Y,SBrkr,1726,0,0,1726,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,786,TA,TA,Y,171,138,0,0,266,0,NA,NA,NA,0,9,2007,New,Partial,311872 +198,75,RL,174,25419,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,8,4,1918,1990,Gable,CompShg,Stucco,Stucco,None,0,Gd,Gd,PConc,TA,TA,No,GLQ,1036,LwQ,184,140,1360,GasA,Gd,Y,SBrkr,1360,1360,392,3112,1,1,2,0,4,1,Gd,8,Typ,1,Ex,Detchd,1918,Unf,2,795,TA,TA,Y,0,16,552,0,0,512,Ex,GdPrv,NA,0,3,2006,WD,Abnorml,235000 +199,75,RM,92,5520,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,6,6,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,755,755,GasA,Ex,Y,SBrkr,929,929,371,2229,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,198,30,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Abnorml,104000 +200,20,RL,76,9591,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,262,Gd,TA,PConc,Ex,TA,Av,GLQ,1088,Unf,0,625,1713,GasA,Ex,Y,SBrkr,1713,0,0,1713,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2004,Fin,3,856,TA,TA,Y,0,26,0,0,170,0,NA,NA,NA,0,1,2009,WD,Normal,274900 +201,20,RM,80,8546,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1121,1121,GasA,Ex,Y,SBrkr,1121,0,0,1121,0,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,2003,RFn,2,440,TA,TA,Y,132,64,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,140000 +202,20,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,641,LwQ,279,276,1196,GasA,TA,Y,SBrkr,1279,0,0,1279,0,1,2,0,3,1,TA,6,Typ,2,Fa,Detchd,1980,Unf,2,473,TA,TA,Y,238,83,0,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,171500 +203,50,RL,50,7000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,Fa,TA,No,LwQ,617,Unf,0,0,617,GasA,Gd,Y,SBrkr,865,445,0,1310,0,0,2,0,2,1,TA,6,Min1,0,NA,Attchd,1924,Unf,1,398,TA,TA,Y,0,0,126,0,0,0,NA,NA,NA,0,5,2006,COD,Normal,112000 +204,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,205,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,149000 +205,50,RM,50,3500,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,312,Unf,0,408,720,GasA,TA,Y,SBrkr,720,564,0,1284,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1948,Unf,1,240,TA,TA,Y,0,35,0,0,0,0,NA,MnWw,NA,0,4,2009,WD,Normal,110000 +206,20,RL,99,11851,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1424,1424,GasA,Ex,Y,SBrkr,1442,0,0,1442,0,0,2,0,3,1,TA,5,Typ,0,NA,Attchd,1990,RFn,2,500,TA,TA,Y,0,34,0,508,0,0,NA,NA,NA,0,5,2009,WD,Normal,180500 +207,20,RL,40,13673,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1140,1140,GasA,TA,Y,SBrkr,1696,0,0,1696,0,0,1,1,3,1,TA,8,Min2,1,TA,Attchd,1962,RFn,1,349,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143900 +208,20,RL,NA,12493,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,ALQ,419,Rec,306,375,1100,GasA,TA,Y,SBrkr,1100,0,0,1100,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1960,RFn,1,312,TA,TA,Y,355,0,0,0,0,0,NA,GdWo,NA,0,4,2008,WD,Normal,141000 +209,60,RL,NA,14364,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,2Story,7,5,1988,1989,Gable,CompShg,Plywood,Plywood,BrkFace,128,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1065,Unf,0,92,1157,GasA,Ex,Y,SBrkr,1180,882,0,2062,1,0,2,1,3,1,TA,7,Typ,1,Gd,Attchd,1988,Fin,2,454,TA,TA,Y,60,55,0,0,154,0,NA,NA,NA,0,4,2007,WD,Normal,277000 +210,20,RL,75,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1964,1964,Hip,CompShg,HdBoard,HdBoard,Stone,260,TA,TA,CBlock,Gd,TA,No,Rec,787,Unf,0,305,1092,GasA,Ex,Y,SBrkr,1092,0,0,1092,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,504,TA,Gd,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2008,WD,Normal,145000 +211,30,RL,67,5604,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1925,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,396,864,GasA,TA,N,FuseA,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,98000 +212,20,RL,83,10420,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,36,Unf,0,1176,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,460,TA,TA,Y,100,22,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,186000 +213,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,822,Unf,0,78,900,GasA,Ex,Y,SBrkr,932,920,0,1852,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2009,RFn,2,644,TA,TA,Y,168,108,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,252678 +214,20,RL,43,13568,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,716,Unf,0,274,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,2,576,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,156000 +215,60,RL,NA,10900,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,7,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,153,TA,TA,CBlock,Gd,TA,No,GLQ,378,Unf,0,311,689,GasA,Ex,Y,SBrkr,689,703,0,1392,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,1,299,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,Shed,450,3,2010,WD,Normal,161750 +216,20,RL,72,10011,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,64,TA,TA,CBlock,TA,TA,No,BLQ,360,Unf,0,710,1070,GasA,TA,Y,SBrkr,1236,0,0,1236,0,1,1,0,2,1,Gd,6,Min1,1,Fa,Attchd,1957,Unf,1,447,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2006,WD,Normal,134450 +217,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,266,Gd,TA,PConc,Gd,TA,Mn,GLQ,946,Unf,0,490,1436,GasA,Ex,Y,SBrkr,1436,0,0,1436,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Unf,2,484,TA,TA,Y,139,98,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,210000 +218,70,RM,57,9906,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,4,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,686,686,GasA,Fa,N,SBrkr,810,518,0,1328,0,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,210,TA,TA,Y,0,172,60,0,0,0,NA,NA,NA,0,9,2006,WD,Family,107000 +219,50,RL,NA,15660,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,9,1939,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,312,Gd,Gd,CBlock,TA,TA,No,BLQ,341,Unf,0,457,798,GasA,Ex,Y,SBrkr,1137,817,0,1954,0,1,1,1,3,1,Gd,8,Typ,2,TA,Attchd,1939,Unf,2,431,TA,TA,Y,0,119,150,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,311500 +220,120,RL,43,3010,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1232,1248,GasA,Ex,Y,SBrkr,1248,0,0,1248,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,438,TA,TA,Y,108,0,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,167240 +221,20,RL,73,8990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1498,0,0,1498,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,2,675,TA,TA,Y,351,33,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,204900 +222,60,RL,NA,8068,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1010,1010,GasA,Ex,Y,SBrkr,1010,1257,0,2267,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2002,RFn,2,390,TA,TA,Y,120,46,0,0,0,0,NA,NA,NA,0,12,2009,ConLI,Normal,200000 +223,60,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1975,1975,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,550,Unf,0,163,713,GasA,TA,Y,SBrkr,811,741,0,1552,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,434,TA,TA,Y,209,208,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,179900 +224,20,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,524,LwQ,180,160,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,97000 +225,20,RL,103,13472,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,922,Ex,TA,PConc,Ex,TA,Gd,GLQ,56,Unf,0,2336,2392,GasA,Ex,Y,SBrkr,2392,0,0,2392,0,0,2,0,3,1,Ex,8,Typ,1,Ex,Attchd,2003,Fin,3,968,TA,TA,Y,248,105,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,386250 +226,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,142,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1991,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,COD,Abnorml,112000 +227,60,RL,82,9950,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,290,Gd,TA,PConc,Gd,TA,No,GLQ,565,Unf,0,638,1203,GasA,Ex,Y,SBrkr,1214,1306,0,2520,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,721,TA,TA,Y,224,114,0,0,0,0,NA,NA,NA,0,6,2007,WD,Abnorml,290000 +228,160,RM,21,1869,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,127,TA,TA,CBlock,TA,TA,No,Rec,321,Unf,0,162,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,106000 +229,20,RL,70,8521,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,842,Unf,0,70,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1974,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125000 +230,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1357,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,2,430,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,192500 +231,20,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,MetalSd,MetalSd,BrkFace,220,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1194,1194,GasA,TA,Y,SBrkr,1194,0,0,1194,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,148000 +232,60,RL,174,15138,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1996,Gable,CompShg,VinylSd,VinylSd,BrkFace,506,Gd,TA,PConc,Gd,TA,No,GLQ,689,Unf,0,773,1462,GasA,Ex,Y,SBrkr,1490,1304,0,2794,1,0,2,1,4,1,Ex,9,Typ,1,TA,Attchd,1995,Fin,3,810,TA,TA,Y,0,146,202,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,403000 +233,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,297,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,483,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,1,Po,Attchd,1972,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,94500 +234,20,RL,75,10650,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,Gd,Av,LwQ,182,ALQ,712,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1976,Unf,1,308,TA,TA,Y,365,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128200 +235,60,RL,NA,7851,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,625,Unf,0,235,860,GasA,Ex,Y,SBrkr,860,1100,0,1960,1,0,2,1,4,1,Gd,8,Typ,2,TA,BuiltIn,2002,Fin,2,440,TA,TA,Y,288,48,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,216500 +236,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,6,3,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,604,TA,TA,CBlock,TA,TA,No,ALQ,358,Unf,0,125,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,89500 +237,20,RL,65,8773,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,98,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1390,1414,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,494,TA,TA,Y,132,105,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,185500 +238,60,RL,NA,9453,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,7,7,1993,2003,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,402,Unf,0,594,996,GasA,Ex,Y,SBrkr,1014,730,0,1744,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,457,TA,TA,Y,370,70,0,238,0,0,NA,NA,NA,0,2,2010,WD,Normal,194500 +239,20,RL,93,12030,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,254,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,818,TA,TA,Y,168,228,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318000 +240,50,RL,52,8741,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,4,1945,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,No,LwQ,94,Unf,0,641,735,GasA,TA,Y,FuseA,798,689,0,1487,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,1,220,TA,TA,Y,0,140,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,113000 +241,20,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,36,Gd,TA,PConc,Gd,TA,Av,GLQ,1078,Unf,0,488,1566,GasA,Ex,Y,SBrkr,1566,0,0,1566,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,2,750,TA,TA,Y,144,168,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,262500 +242,30,RM,40,3880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,9,1945,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,329,Unf,0,357,686,GasA,Gd,Y,SBrkr,866,0,0,866,0,0,1,0,2,1,Gd,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,58,42,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,110500 +243,50,RM,63,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,4,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,540,540,GasA,Gd,N,FuseA,889,551,0,1440,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1940,Unf,1,352,Fa,TA,Y,0,0,77,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,79000 +244,160,RL,75,10762,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,626,626,GasA,TA,Y,SBrkr,626,591,0,1217,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1980,RFn,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,120000 +245,60,RL,NA,8880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1994,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,695,Unf,0,253,948,GasA,Ex,Y,SBrkr,1222,888,0,2110,1,0,2,1,3,1,Gd,8,Typ,2,Fa,Attchd,1994,RFn,2,463,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,205000 +246,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1988,1988,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,102,TA,TA,CBlock,Gd,TA,Av,GLQ,929,Unf,0,916,1845,GasA,Gd,Y,SBrkr,1872,0,0,1872,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1988,Fin,2,604,TA,TA,Y,197,39,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,241500 +247,190,RM,69,9142,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,6,8,1910,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Fa,Stone,Fa,TA,No,Unf,0,Unf,0,1020,1020,GasA,Gd,N,FuseP,908,1020,0,1928,0,0,2,0,4,2,Fa,9,Typ,0,NA,Detchd,1910,Unf,1,440,Po,Po,Y,0,60,112,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137000 +248,20,RL,75,11310,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1954,1954,Hip,CompShg,Wd Sdng,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1367,1367,GasA,Ex,Y,SBrkr,1375,0,0,1375,0,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1954,Unf,2,451,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +249,60,RL,72,11317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,101,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,828,0,1668,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,500,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,180000 +250,50,RL,NA,159000,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1.5Fin,6,7,1958,2006,Gable,CompShg,Wd Sdng,HdBoard,BrkCmn,472,Gd,TA,CBlock,Gd,TA,Gd,Rec,697,Unf,0,747,1444,GasA,Gd,Y,SBrkr,1444,700,0,2144,0,1,2,0,4,1,Gd,7,Typ,2,TA,Attchd,1958,Fin,2,389,TA,TA,Y,0,98,0,0,0,0,NA,NA,Shed,500,6,2007,WD,Normal,277000 +251,30,RL,55,5350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,2,1940,1966,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Po,CBlock,TA,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,1306,0,0,1306,0,0,1,0,3,1,Fa,6,Mod,0,NA,NA,NA,NA,0,0,NA,NA,Y,263,0,0,0,0,0,NA,GdWo,Shed,450,5,2010,WD,Normal,76500 +252,120,RM,44,4750,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,481,Gd,TA,PConc,Gd,TA,Gd,GLQ,1573,Unf,0,0,1573,GasA,Ex,Y,SBrkr,1625,0,0,1625,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,Fin,2,538,TA,TA,Y,123,0,0,0,153,0,NA,NA,NA,0,12,2007,WD,Family,235000 +253,60,RL,65,8366,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,138,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,173000 +254,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1964,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,Gd,TA,Gd,LwQ,270,ALQ,580,452,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,1,2,0,3,1,Gd,7,Min1,0,NA,Attchd,1964,RFn,1,309,TA,TA,Y,333,0,0,0,0,0,NA,MnPrv,NA,0,10,2007,CWD,Normal,158000 +255,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1957,1957,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,922,Unf,0,392,1314,GasA,TA,Y,SBrkr,1314,0,0,1314,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,RFn,1,294,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,145000 +256,60,RL,66,8738,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,302,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,975,975,GasA,Ex,Y,SBrkr,1005,1286,0,2291,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1999,Fin,2,429,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +257,60,FV,64,8791,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Rec,503,Unf,0,361,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,673,TA,TA,Y,216,56,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,207500 +258,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,180,Gd,TA,PConc,Gd,TA,No,GLQ,1334,Unf,0,270,1604,GasA,Ex,Y,SBrkr,1604,0,0,1604,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,660,TA,TA,Y,123,110,0,0,0,0,NA,NA,NA,0,3,2009,WD,Abnorml,220000 +259,60,RL,80,12435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,172,Gd,TA,PConc,Gd,TA,No,GLQ,361,Unf,0,602,963,GasA,Ex,Y,SBrkr,963,829,0,1792,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,2,564,TA,TA,Y,0,96,0,245,0,0,NA,NA,NA,0,5,2008,WD,Normal,231500 +260,20,RM,70,12702,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,5,1956,1956,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,PConc,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,FuseA,882,0,0,882,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1956,Unf,1,308,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,97000 +261,80,RL,120,19296,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,SLvl,6,5,1962,1962,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,399,TA,TA,CBlock,TA,TA,Gd,Rec,672,ALQ,690,0,1362,GasA,TA,Y,SBrkr,1382,0,0,1382,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1991,Unf,2,884,TA,TA,Y,0,0,252,0,0,0,NA,GdWo,NA,0,5,2009,WD,Normal,176000 +262,60,RL,69,9588,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,270,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1482,1482,GasA,Ex,Y,SBrkr,1482,1092,0,2574,0,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2007,Fin,3,868,TA,TA,Y,0,148,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,276000 +263,80,RL,88,8471,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,6,7,1977,1995,Gable,CompShg,HdBoard,Plywood,BrkFace,46,TA,TA,CBlock,Gd,Gd,Av,ALQ,506,Unf,0,0,506,GasA,TA,Y,SBrkr,1212,0,0,1212,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,492,TA,TA,Y,292,12,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,151000 +264,50,RM,50,5500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,7,1929,2001,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,234,ALQ,692,0,926,GasA,TA,Y,SBrkr,926,0,390,1316,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1974,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,130000 +265,30,RM,30,5232,Pave,Grvl,IR3,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,5,1925,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,680,680,GasA,Gd,N,FuseP,764,0,0,764,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1965,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,73000 +266,20,RL,78,12090,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,210,TA,Gd,CBlock,Gd,TA,No,GLQ,588,LwQ,228,606,1422,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,576,TA,TA,Y,276,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,175500 +267,60,RL,70,11207,Pave,NA,IR1,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,714,Unf,0,88,802,GasA,Gd,Y,SBrkr,802,709,0,1511,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Fin,2,413,TA,TA,Y,95,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185000 +268,75,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,SWISU,Norm,Norm,1Fam,2.5Fin,5,8,1939,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,LwQ,378,Unf,0,342,720,GasA,Ex,Y,SBrkr,1052,720,420,2192,0,0,2,1,4,1,Gd,8,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,262,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,179500 +269,30,RM,71,6900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,6,1940,1955,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,403,Rec,125,212,740,GasA,Ex,Y,SBrkr,778,0,0,778,0,0,1,0,2,1,TA,4,Typ,1,Gd,Detchd,1966,Fin,1,924,Ex,Ex,Y,0,25,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,120500 +270,20,RL,NA,7917,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,7,1976,1976,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,Gd,CBlock,TA,Gd,No,BLQ,751,Unf,0,392,1143,GasA,TA,Y,SBrkr,1113,0,0,1113,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1987,RFn,1,504,TA,Gd,Y,370,30,0,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Normal,148000 +271,60,FV,84,10728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1095,1095,GasA,Gd,Y,SBrkr,1095,844,0,1939,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1053,TA,TA,Y,192,51,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,266000 +272,20,RL,73,39104,Pave,NA,IR1,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,7,1954,2005,Flat,Membran,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,LwQ,226,GLQ,1063,96,1385,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,5,Mod,2,TA,Attchd,1954,Unf,2,439,TA,TA,Y,81,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,241500 +273,60,RL,92,11764,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1999,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,348,Gd,TA,PConc,Gd,TA,No,GLQ,524,Unf,0,628,1152,GasA,Ex,Y,SBrkr,1164,1106,0,2270,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1999,Fin,3,671,TA,TA,Y,132,57,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,290000 +274,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1958,1988,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,183,TA,TA,CBlock,TA,TA,No,Rec,620,LwQ,620,0,1240,GasA,Gd,Y,SBrkr,1632,0,0,1632,1,0,2,0,3,1,TA,6,Min1,1,Gd,Attchd,1958,RFn,1,338,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,139000 +275,20,RL,76,8314,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,7,1982,1982,Gable,CompShg,HdBoard,ImStucc,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,546,Unf,0,270,816,GasA,TA,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1982,Unf,1,264,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,124500 +276,50,RL,55,7264,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,7,1925,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,952,952,GasW,Gd,N,SBrkr,952,596,0,1548,0,0,2,1,3,1,Ex,5,Typ,0,NA,Detchd,1978,Unf,2,672,TA,TA,Y,74,0,0,0,144,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +277,20,RL,129,9196,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1560,1560,GasA,Ex,Y,SBrkr,1560,0,0,1560,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,Fin,2,573,TA,TA,Y,100,150,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,201000 +278,20,RL,140,19138,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,120,Unf,0,744,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1951,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,141000 +279,20,RL,107,14450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,BrkFace,315,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2121,2121,GasA,Ex,Y,SBrkr,2121,0,0,2121,0,0,2,1,3,1,Ex,8,Typ,1,Ex,Attchd,2007,Fin,3,732,TA,TA,Y,124,98,0,0,142,0,NA,NA,NA,0,5,2007,New,Partial,415298 +280,60,RL,83,10005,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,299,TA,TA,CBlock,Gd,TA,No,BLQ,392,Unf,0,768,1160,GasA,Ex,Y,SBrkr,1156,866,0,2022,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1977,Fin,2,505,TA,TA,Y,288,117,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,192000 +281,60,RL,82,11287,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,6,1989,1989,Gable,CompShg,Plywood,Plywood,BrkFace,340,Gd,TA,CBlock,Gd,TA,Av,GLQ,421,Unf,0,386,807,GasA,Gd,Y,SBrkr,1175,807,0,1982,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1989,Fin,2,575,TA,TA,Y,0,84,0,196,0,0,NA,NA,NA,0,1,2007,WD,Normal,228500 +282,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,68,Gd,TA,PConc,Gd,TA,No,GLQ,905,Unf,0,357,1262,GasA,Gd,Y,SBrkr,1262,0,0,1262,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,Fin,2,572,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,185000 +283,120,RL,34,5063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,207500 +284,20,RL,74,9612,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2008,2009,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1468,0,0,1468,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2008,Fin,3,898,TA,TA,Y,210,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,244600 +285,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1992,1992,Gable,CompShg,Plywood,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,430,Unf,0,1145,1575,GasA,Gd,Y,SBrkr,1575,0,0,1575,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,RFn,2,529,TA,TA,Y,0,0,52,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,179200 +286,160,FV,35,4251,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,RFn,2,528,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,164700 +287,50,RL,77,9786,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,7,1962,1981,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,600,Unf,0,312,912,GasA,TA,Y,SBrkr,1085,649,0,1734,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Attchd,1962,RFn,2,440,TA,TA,Y,0,0,0,0,128,0,NA,GdPrv,NA,0,6,2006,WD,Normal,159000 +288,20,RL,NA,8125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,4,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,614,Unf,0,244,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,88000 +289,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,MetalSd,MetalSd,BrkFace,31,TA,Gd,CBlock,TA,TA,No,BLQ,450,Unf,0,432,882,GasA,TA,Y,SBrkr,900,0,0,900,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1970,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,122000 +290,70,RL,60,8730,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,2Story,6,7,1915,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,FuseA,698,698,0,1396,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,2003,Unf,1,384,TA,TA,Y,0,0,0,0,259,0,NA,NA,NA,0,7,2007,WD,Normal,153575 +291,60,RL,120,15611,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1079,1079,GasA,Ex,Y,SBrkr,1079,840,0,1919,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,685,Gd,TA,Y,0,51,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,233230 +292,190,RL,55,5687,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,6,1912,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Fa,PConc,TA,Fa,No,Rec,210,Unf,0,570,780,GasA,Ex,N,SBrkr,936,780,0,1716,1,0,2,0,6,1,Fa,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,184,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,135900 +293,50,RL,60,11409,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,4,1949,2008,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,292,Unf,0,476,768,GasA,Gd,Y,SBrkr,1148,568,0,1716,0,0,1,1,3,1,TA,8,Min2,1,Gd,Attchd,1949,Unf,1,281,TA,TA,Y,0,0,0,0,160,0,NA,NA,NA,0,1,2009,WD,Normal,131000 +294,60,RL,NA,16659,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,7,1977,1994,Gable,CompShg,Plywood,Plywood,BrkFace,34,TA,TA,CBlock,TA,TA,No,ALQ,795,Unf,0,0,795,GasA,Fa,Y,SBrkr,1468,795,0,2263,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1977,Fin,2,539,TA,TA,Y,0,250,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,235000 +295,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,HdBoard,HdBoard,Stone,238,TA,TA,CBlock,TA,TA,No,GLQ,1285,Unf,0,131,1416,GasA,TA,Y,SBrkr,1644,0,0,1644,1,0,1,0,3,1,TA,7,Typ,2,Gd,Attchd,1953,Fin,2,418,TA,TA,Y,110,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,167000 +296,80,RL,37,7937,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,GLQ,819,Unf,0,184,1003,GasA,TA,Y,SBrkr,1003,0,0,1003,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1984,Unf,2,588,TA,TA,Y,120,0,0,0,0,0,NA,GdPrv,NA,0,3,2006,WD,Normal,142500 +297,50,RM,75,13710,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,5,1950,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,420,Unf,0,490,910,GasA,TA,Y,FuseA,910,648,0,1558,0,0,1,1,4,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,282,TA,TA,Y,289,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,152000 +298,60,FV,66,7399,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,1997,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,1600,Gd,TA,PConc,Gd,TA,No,BLQ,649,Unf,0,326,975,GasA,Ex,Y,SBrkr,975,975,0,1950,0,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1997,RFn,2,576,TA,TA,Y,0,10,0,0,198,0,NA,NA,NA,0,6,2007,WD,Normal,239000 +299,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Mansard,CompShg,HdBoard,AsphShn,BrkFace,365,Gd,TA,CBlock,TA,TA,No,ALQ,384,Rec,175,143,702,GasA,Gd,Y,SBrkr,1041,702,0,1743,0,1,1,2,3,1,TA,7,Typ,1,Gd,Attchd,1968,Unf,2,539,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,175000 +300,20,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,8,1950,2004,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,1092,1092,GasA,Ex,Y,SBrkr,1152,0,0,1152,0,1,1,0,3,1,Gd,6,Typ,1,Gd,Attchd,1950,Unf,1,300,TA,TA,Y,0,36,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Family,158500 +301,190,RL,90,15750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,2fmCon,1Story,5,5,1953,1953,Hip,CompShg,MetalSd,MetalSd,BrkFace,56,TA,TA,CBlock,TA,TA,Mn,BLQ,841,Unf,0,324,1165,GasA,TA,Y,SBrkr,1336,0,0,1336,1,0,1,0,2,1,TA,5,Typ,2,Gd,Attchd,1953,Unf,1,375,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,157000 +302,60,RL,66,16226,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,281,Unf,0,747,1028,GasA,Ex,Y,SBrkr,1210,1242,0,2452,0,0,2,1,4,1,Gd,9,Typ,1,TA,BuiltIn,1998,Fin,2,683,TA,TA,Y,208,50,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,267000 +303,20,RL,118,13704,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,150,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1541,1541,GasA,Ex,Y,SBrkr,1541,0,0,1541,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,3,843,TA,TA,Y,468,81,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,205000 +304,20,RL,70,9800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,894,Unf,0,0,894,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1975,Unf,2,552,TA,TA,Y,256,0,0,0,0,0,NA,GdWo,NA,0,7,2006,WD,Abnorml,149900 +305,75,RM,87,18386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Fin,7,9,1880,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1470,1470,GasA,Ex,Y,SBrkr,1675,1818,0,3493,0,0,3,0,3,1,Gd,10,Typ,1,Ex,Attchd,2003,Unf,3,870,TA,TA,Y,302,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,295000 +306,20,RL,80,10386,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,Stone,246,Gd,TA,PConc,Gd,TA,No,GLQ,1464,Unf,0,536,2000,GasA,Ex,Y,SBrkr,2000,0,0,2000,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,2004,Fin,3,888,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,305900 +307,60,RL,116,13474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,HdBoard,Plywood,BrkFace,246,Gd,TA,CBlock,Gd,TA,No,ALQ,700,Unf,0,0,700,GasA,Gd,Y,SBrkr,1122,1121,0,2243,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1990,RFn,3,746,TA,TA,Y,127,44,224,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,225000 +308,50,RM,NA,7920,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,IDOTRR,Artery,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,319,319,GasA,TA,Y,FuseA,1035,371,0,1406,0,0,1,0,3,1,Fa,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,144,0,0,0,0,NA,MnPrv,NA,0,3,2008,WD,Normal,89500 +309,30,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,262,Unf,0,599,861,GasA,Ex,Y,SBrkr,861,0,0,861,0,0,1,0,1,1,TA,4,Typ,0,NA,Detchd,1961,Unf,2,539,TA,TA,Y,158,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,82500 +310,20,RL,90,12378,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,622,1896,GasA,Ex,Y,SBrkr,1944,0,0,1944,1,0,2,0,3,1,Ex,8,Typ,3,Ex,Attchd,2003,Fin,3,708,TA,TA,Y,208,175,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,360000 +311,60,RL,NA,7685,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1993,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,112,TA,TA,PConc,Gd,TA,No,ALQ,518,Unf,0,179,697,GasA,Gd,Y,SBrkr,697,804,0,1501,0,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1993,Fin,2,420,TA,TA,Y,190,63,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,165600 +312,20,RL,50,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1948,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,680,Unf,0,292,972,GasA,Ex,Y,SBrkr,972,0,0,972,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132000 +313,190,RM,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,2fmCon,1.5Fin,5,7,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Mn,Rec,507,Unf,0,286,793,GasA,TA,Y,SBrkr,793,325,0,1118,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1939,Unf,2,410,TA,TA,Y,0,0,0,0,271,0,NA,MnPrv,NA,0,5,2006,WD,Normal,119900 +314,20,RL,150,215245,Pave,NA,IR3,Low,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,7,5,1965,1965,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1236,Rec,820,80,2136,GasW,TA,Y,SBrkr,2036,0,0,2036,2,0,2,0,3,1,TA,8,Typ,2,Gd,Attchd,1965,RFn,2,513,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,375000 +315,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1925,1990,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Gd,No,LwQ,16,Unf,0,712,728,GasA,Ex,Y,SBrkr,832,809,0,1641,0,1,1,1,3,1,Ex,6,Typ,1,Gd,Detchd,1925,Unf,2,546,Fa,TA,Y,0,0,234,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,178000 +316,60,RL,71,7795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,425,Unf,0,291,716,GasA,Ex,Y,SBrkr,716,716,0,1432,1,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,432,TA,TA,Y,100,51,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,188500 +317,60,RL,94,13005,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1980,1980,Gable,CompShg,CemntBd,CmentBd,BrkFace,278,Gd,TA,CBlock,Gd,TA,No,GLQ,692,Unf,0,153,845,GasA,TA,Y,SBrkr,1153,1200,0,2353,1,0,2,1,4,1,Ex,10,Typ,1,TA,Attchd,1983,RFn,2,484,TA,TA,Y,288,195,0,0,0,0,NA,GdPrv,NA,0,8,2009,WD,Normal,260000 +318,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1088,1088,GasA,Ex,Y,SBrkr,1088,871,0,1959,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,1025,TA,TA,Y,208,46,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,270000 +319,60,RL,90,9900,Pave,NA,Reg,Low,AllPub,Inside,Mod,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,256,Gd,TA,PConc,Gd,TA,Gd,GLQ,987,Unf,0,360,1347,GasA,Ex,Y,SBrkr,1372,1274,0,2646,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,656,TA,TA,Y,340,60,144,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,260000 +320,80,RL,NA,14115,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,5,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,225,TA,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,336,1372,GasA,TA,Y,SBrkr,1472,0,0,1472,1,0,2,0,3,1,TA,6,Typ,2,TA,Attchd,1980,Unf,2,588,TA,TA,Y,233,48,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187500 +321,60,RL,111,16259,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,370,TA,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,1249,1249,GasA,Ex,Y,SBrkr,1249,1347,0,2596,0,0,3,1,4,1,Gd,9,Typ,0,NA,Attchd,2006,RFn,3,840,TA,TA,Y,240,154,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,342643 +322,60,RL,99,12099,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,388,Gd,TA,PConc,Ex,TA,Av,GLQ,970,Unf,0,166,1136,GasA,Ex,Y,SBrkr,1136,1332,0,2468,1,0,2,1,4,1,Gd,10,Typ,1,Gd,BuiltIn,2004,Fin,3,872,TA,TA,Y,184,154,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,354000 +323,60,RL,86,10380,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1986,1987,Gable,CompShg,Plywood,Plywood,BrkFace,172,Gd,TA,CBlock,TA,TA,Gd,LwQ,28,ALQ,1474,0,1502,GasA,Ex,Y,SBrkr,1553,1177,0,2730,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1987,Fin,2,576,TA,TA,Y,201,96,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,301000 +324,20,RM,49,5820,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,3,8,1955,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,256,Unf,0,906,1162,GasA,Ex,Y,SBrkr,1163,0,0,1163,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,220,Fa,TA,Y,142,98,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,126175 +325,80,RL,96,11275,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,PosN,Norm,1Fam,SLvl,7,7,1967,2007,Mansard,WdShake,Wd Sdng,Wd Sdng,BrkFace,300,Gd,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,710,710,GasA,Ex,Y,SBrkr,1898,1080,0,2978,0,0,2,1,5,1,Gd,11,Typ,1,Gd,BuiltIn,1961,Fin,2,564,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,242000 +326,45,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,RRAe,Norm,1Fam,1.5Unf,5,6,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,116,Unf,0,604,720,GasA,Po,N,FuseF,803,0,0,803,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1941,Unf,2,360,TA,TA,Y,0,0,244,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,87000 +327,120,RL,32,10846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1619,Unf,0,100,1719,GasA,Ex,Y,SBrkr,1719,0,0,1719,2,0,1,1,1,1,Gd,6,Typ,2,Gd,Attchd,1993,Fin,2,473,TA,TA,Y,122,30,0,0,0,0,NA,NA,NA,0,5,2008,Con,Normal,324000 +328,20,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,175,TA,TA,CBlock,TA,TA,No,Rec,565,Unf,0,818,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1960,RFn,1,292,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,145250 +329,75,RL,NA,11888,Pave,Pave,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,PosN,Norm,1Fam,2.5Unf,6,6,1916,1994,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,844,844,GasA,Gd,N,FuseA,1445,689,0,2134,0,0,2,0,5,1,Gd,10,Typ,0,NA,Detchd,1930,Unf,2,441,TA,TA,Y,0,60,268,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,214500 +330,70,RM,60,6402,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,596,596,GasA,TA,N,SBrkr,596,596,0,1192,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Unf,1,189,Fa,Fa,N,0,0,137,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,78000 +331,90,RL,NA,10624,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,4,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,84,TA,TA,CBlock,TA,TA,No,GLQ,40,Rec,264,1424,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,1,2,0,6,2,TA,10,Typ,0,NA,Detchd,2002,Unf,1,352,TA,TA,Y,155,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119000 +332,20,RL,70,8176,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1958,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,846,Unf,0,210,1056,GasA,Fa,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,139000 +333,20,RL,85,10655,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,296,Gd,TA,PConc,Gd,TA,No,GLQ,1124,NA,479,1603,3206,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2003,RFn,3,880,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,284000 +334,120,RM,59,8198,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,146,Gd,TA,PConc,Gd,TA,Av,GLQ,720,Unf,0,638,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2004,RFn,2,484,TA,TA,Y,192,30,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,207000 +335,60,RL,59,9042,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,828,Unf,0,115,943,GasA,Gd,Y,SBrkr,943,695,0,1638,1,0,2,1,3,1,TA,7,Typ,2,TA,Attchd,1998,Fin,2,472,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,192000 +336,190,RL,NA,164660,Grvl,NA,IR1,HLS,AllPub,Corner,Sev,Timber,Norm,Norm,2fmCon,1.5Fin,5,6,1965,1965,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,ALQ,1249,BLQ,147,103,1499,GasA,Ex,Y,SBrkr,1619,167,0,1786,2,0,2,0,3,1,TA,7,Typ,2,Gd,Attchd,1965,Fin,2,529,TA,TA,Y,670,0,0,0,0,0,NA,NA,Shed,700,8,2008,WD,Normal,228950 +337,20,RL,86,14157,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,Stone,200,Gd,TA,PConc,Ex,TA,Gd,GLQ,1249,Unf,0,673,1922,GasA,Ex,Y,SBrkr,1922,0,0,1922,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,676,TA,TA,Y,178,51,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,377426 +338,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,113,Gd,TA,PConc,Gd,TA,Av,GLQ,810,Unf,0,726,1536,GasA,Ex,Y,SBrkr,1536,0,0,1536,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,532,TA,TA,Y,192,74,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,214000 +339,20,RL,91,14145,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,7,1984,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Mn,ALQ,213,Unf,0,995,1208,GasA,Ex,Y,SBrkr,1621,0,0,1621,1,0,2,0,3,1,Gd,8,Typ,0,NA,Attchd,1984,RFn,2,440,TA,TA,Y,108,45,0,0,0,0,NA,NA,Shed,400,5,2006,WD,Normal,202500 +340,20,RL,66,12400,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,7,1958,1998,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,176,TA,TA,CBlock,TA,Fa,No,Rec,585,Unf,0,630,1215,GasA,TA,Y,FuseA,1215,0,0,1215,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,Unf,1,297,TA,TA,Y,0,0,0,0,234,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +341,60,RL,85,14191,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,967,967,GasA,Ex,Y,SBrkr,993,915,0,1908,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,2002,Fin,2,431,TA,TA,Y,135,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,202900 +342,20,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,4,4,1950,1950,Gable,CompShg,Wd Sdng,AsbShng,None,0,Fa,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,721,721,GasA,Gd,Y,SBrkr,841,0,0,841,0,0,1,0,2,1,TA,4,Typ,0,NA,CarPort,1950,Unf,1,294,TA,TA,N,250,0,24,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,82000 +343,90,RL,NA,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1949,1950,Gable,CompShg,Stucco,Stucco,BrkFace,340,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87500 +344,120,RL,63,8849,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2005,2005,Hip,CompShg,MetalSd,MetalSd,BrkFace,616,Ex,TA,PConc,Ex,TA,No,GLQ,28,Unf,0,1656,1684,GasA,Ex,Y,SBrkr,1684,0,0,1684,0,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2005,RFn,2,564,TA,TA,Y,495,72,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,266000 +345,160,RM,36,2592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,3,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,Rec,129,BLQ,232,175,536,GasA,TA,Y,SBrkr,536,576,0,1112,0,0,1,1,3,1,TA,4,Typ,0,NA,Attchd,1976,Unf,1,336,TA,TA,Y,182,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,85000 +346,50,RL,65,6435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,972,972,GasA,Gd,Y,SBrkr,972,605,0,1577,0,0,1,0,3,1,Fa,6,Typ,1,Gd,Detchd,1939,Unf,1,312,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,140200 +347,20,RL,NA,12772,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1960,1998,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,498,Unf,0,460,958,GasA,TA,Y,SBrkr,958,0,0,958,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1960,RFn,1,301,TA,TA,Y,0,0,0,0,0,0,NA,NA,Gar2,15500,4,2007,WD,Normal,151500 +348,20,RL,NA,17600,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1960,1960,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,30,TA,TA,CBlock,TA,TA,No,BLQ,1270,Unf,0,208,1478,GasA,Ex,Y,FuseA,1478,0,0,1478,1,0,2,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,498,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,157500 +349,160,RL,36,2448,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,573,Unf,0,191,764,GasA,Ex,Y,SBrkr,764,862,0,1626,1,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,154000 +350,60,RL,56,20431,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,BrkFace,870,Ex,TA,PConc,Ex,TA,No,GLQ,1410,Unf,0,438,1848,GasA,Ex,Y,SBrkr,1848,880,0,2728,1,0,2,1,4,1,Ex,10,Typ,2,Ex,Attchd,2006,Fin,3,706,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,New,Partial,437154 +351,120,RL,68,7820,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2007,2007,Hip,CompShg,MetalSd,MetalSd,BrkFace,362,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1869,1869,GasA,Ex,Y,SBrkr,1869,0,0,1869,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2007,RFn,2,617,TA,TA,Y,210,54,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,318061 +352,120,RL,NA,5271,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1986,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1082,Unf,0,371,1453,GasA,Gd,Y,SBrkr,1453,0,0,1453,1,0,1,1,2,1,Gd,6,Typ,1,TA,Attchd,1986,RFn,2,445,TA,TA,Y,0,80,0,0,184,0,NA,NA,NA,0,12,2006,WD,Abnorml,190000 +353,50,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,Fa,Mn,LwQ,236,Rec,380,0,616,GasA,TA,N,SBrkr,616,495,0,1111,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,Fa,Y,48,0,0,0,0,0,NA,NA,NA,0,3,2008,ConLw,Normal,95000 +354,30,RM,60,8520,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1928,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Gd,Y,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,106,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,105900 +355,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1940,2000,Gable,CompShg,Wd Sdng,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,388,Unf,0,552,940,GasA,Ex,Y,SBrkr,1192,403,0,1595,0,0,1,0,2,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,140000 +356,20,RL,105,11249,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,334,BLQ,544,322,1200,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1995,RFn,2,521,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,177500 +357,20,RL,NA,9248,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,106,TA,TA,PConc,Gd,TA,No,GLQ,560,Unf,0,598,1158,GasA,Gd,Y,SBrkr,1167,0,0,1167,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1992,RFn,2,400,TA,TA,Y,120,26,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +358,120,RM,44,4224,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,1Story,5,5,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,874,Unf,0,268,1142,GasA,TA,Y,SBrkr,1142,0,0,1142,1,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1976,Fin,2,528,TA,TA,Y,536,90,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,134000 +359,80,RL,92,6930,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,5,4,1958,1958,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,120,TA,TA,CBlock,TA,TA,Av,BLQ,300,Rec,294,468,1062,GasA,Ex,Y,FuseF,1352,0,0,1352,0,1,1,0,3,1,Gd,6,Min2,0,NA,BuiltIn,1958,Unf,1,288,TA,TA,Y,168,0,294,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,130000 +360,60,RL,78,12011,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,530,Gd,TA,PConc,Gd,TA,Av,GLQ,956,Unf,0,130,1086,GasA,Ex,Y,SBrkr,1086,838,0,1924,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,RFn,2,592,TA,TA,Y,208,75,0,0,374,0,NA,NA,NA,0,6,2006,WD,Normal,280000 +361,85,RL,NA,7540,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,6,6,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,773,Unf,0,115,888,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,TA,5,Typ,1,TA,Attchd,1978,RFn,2,470,TA,TA,Y,0,0,0,0,192,0,NA,MnPrv,NA,0,6,2007,WD,Normal,156000 +362,50,RL,NA,9144,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,5,1940,1982,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,399,Unf,0,484,883,GasA,Gd,Y,SBrkr,988,517,0,1505,1,0,1,0,3,1,TA,8,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,145000 +363,85,RL,64,7301,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,7,5,2003,2003,Gable,CompShg,HdBoard,HdBoard,BrkFace,500,Gd,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,495,1427,0,1922,0,0,3,0,4,1,Gd,7,Typ,1,Ex,BuiltIn,2003,RFn,2,672,TA,TA,Y,0,0,177,0,0,0,NA,NA,NA,0,7,2009,ConLD,Normal,198500 +364,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,8,1972,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,510,TA,TA,CBlock,TA,TA,No,ALQ,162,Unf,0,321,483,GasA,Gd,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,Gd,5,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,118000 +365,60,RL,NA,18800,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,TA,TA,PConc,Gd,TA,Mn,GLQ,712,Unf,0,84,796,GasA,TA,Y,SBrkr,790,784,0,1574,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1976,Fin,2,566,TA,TA,Y,306,111,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,190000 +366,70,RM,59,10690,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,5,7,1920,1997,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Rec,456,Unf,0,216,672,GasA,Gd,Y,FuseA,672,672,0,1344,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1964,Unf,1,468,TA,Fa,Y,0,128,218,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +367,20,RL,NA,9500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1963,1963,Gable,CompShg,Plywood,Plywood,BrkFace,247,TA,TA,CBlock,Gd,TA,No,BLQ,609,Unf,0,785,1394,GasA,Gd,Y,SBrkr,1394,0,0,1394,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,RFn,2,514,TA,TA,Y,0,76,0,0,185,0,NA,NA,NA,0,7,2009,WD,Normal,159000 +368,80,RL,101,9150,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,5,1962,1962,Gable,Tar&Grv,Plywood,Plywood,BrkFace,305,TA,TA,CBlock,Gd,TA,Gd,GLQ,371,Unf,0,728,1099,GasA,Gd,Y,SBrkr,1431,0,0,1431,0,1,1,0,3,1,TA,6,Typ,1,Gd,Basment,1962,RFn,1,296,TA,TA,Y,64,110,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,165000 +369,20,RL,78,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,HdBoard,HdBoard,BrkFace,200,TA,TA,PConc,TA,TA,No,LwQ,540,Unf,0,728,1268,GasA,Gd,Y,SBrkr,1268,0,0,1268,0,0,1,0,2,1,TA,7,Typ,1,Gd,Attchd,1954,Fin,1,244,TA,TA,Y,0,98,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,132000 +370,20,RL,NA,9830,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,72,Rec,258,733,1063,GasA,Ex,Y,SBrkr,1287,0,0,1287,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1997,Fin,2,576,TA,TA,Y,364,17,0,0,182,0,NA,NA,NA,0,3,2010,WD,Normal,162000 +371,60,RL,NA,8121,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,953,953,GasA,Ex,Y,SBrkr,953,711,0,1664,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,460,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,172400 +372,50,RL,80,17120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Feedr,Norm,1Fam,1.5Fin,4,4,1959,1959,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,468,0,1588,0,0,2,0,4,1,TA,7,Min2,1,Gd,Detchd,1991,Fin,2,680,TA,TA,N,0,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,134432 +373,120,RL,50,7175,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1984,1984,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,623,LwQ,121,0,744,GasA,TA,Y,SBrkr,752,0,0,752,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,353,0,0,0,90,0,NA,MnPrv,NA,0,2,2010,WD,Normal,125000 +374,20,RL,79,10634,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,BLQ,428,LwQ,180,0,608,GasA,TA,Y,SBrkr,1319,0,0,1319,1,0,1,0,3,1,TA,5,Min2,0,NA,Attchd,1953,Unf,1,270,TA,TA,Y,66,0,0,0,0,0,NA,GdWo,NA,0,11,2009,WD,Normal,123000 +375,60,RL,65,8200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1081,0,1928,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,219500 +376,30,RL,NA,10020,Pave,NA,IR1,Low,AllPub,Inside,Sev,Edwards,Norm,Norm,1Fam,1Story,1,1,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,Fa,BrkTil,Fa,Po,Gd,BLQ,350,Unf,0,333,683,GasA,Gd,N,FuseA,904,0,0,904,1,0,0,1,1,1,Fa,4,Maj1,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,61000 +377,85,RL,57,8846,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,298,Unf,0,572,870,GasA,Ex,Y,SBrkr,914,0,0,914,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1998,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,148000 +378,60,FV,102,11143,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2004,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,886,0,2466,0,0,3,0,4,1,Gd,8,Typ,1,Gd,Attchd,2004,RFn,2,610,TA,TA,Y,159,214,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,340000 +379,20,RL,88,11394,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,1Fam,1Story,9,2,2010,2010,Hip,CompShg,VinylSd,VinylSd,Stone,350,Gd,TA,PConc,Ex,TA,Av,GLQ,1445,Unf,0,411,1856,GasA,Ex,Y,SBrkr,1856,0,0,1856,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2010,Fin,3,834,TA,TA,Y,113,0,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,394432 +380,60,RL,60,8123,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,982,982,GasA,Ex,Y,SBrkr,1007,793,0,1800,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,463,TA,TA,Y,100,63,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,179000 +381,50,RL,50,5000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,6,1924,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,218,Unf,0,808,1026,GasA,TA,Y,SBrkr,1026,665,0,1691,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Detchd,1924,Unf,1,308,TA,TA,Y,0,0,242,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,127000 +382,20,FV,60,7200,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1293,1293,GasA,Ex,Y,SBrkr,1301,0,0,1301,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,572,TA,TA,Y,216,121,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,187750 +383,60,RL,79,9245,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,858,0,1797,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2006,RFn,2,639,TA,TA,Y,144,53,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,213500 +384,45,RH,60,9000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1.5Unf,6,3,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,784,784,GasA,TA,N,FuseA,784,0,0,784,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1950,Unf,2,360,Fa,Fa,N,0,0,91,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,76000 +385,60,RL,NA,53107,Pave,NA,IR2,Low,AllPub,Corner,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,985,Unf,0,595,1580,GasA,Ex,Y,SBrkr,1079,874,0,1953,1,0,2,1,3,1,Gd,9,Typ,2,Fa,Attchd,1992,Fin,2,501,TA,TA,Y,216,231,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,240000 +386,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1232,1256,GasA,Ex,Y,SBrkr,1269,0,0,1269,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,430,TA,TA,Y,146,20,0,0,144,0,NA,NA,NA,0,4,2010,WD,Normal,192000 +387,50,RL,58,8410,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Edwards,Feedr,Norm,1Fam,1.5Fin,5,3,1910,1996,Gambrel,CompShg,Wd Sdng,VinylSd,None,0,TA,Fa,PConc,TA,TA,No,Unf,0,Unf,0,658,658,GasA,TA,Y,SBrkr,658,526,0,1184,0,0,1,0,5,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,151,0,0,0,0,NA,NA,NA,0,5,2006,WD,AdjLand,81000 +388,80,RL,72,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,6,1976,1976,Hip,CompShg,MetalSd,MetalSd,BrkFace,255,TA,TA,CBlock,TA,TA,Av,ALQ,631,Unf,0,410,1041,GasA,Ex,Y,SBrkr,1125,0,0,1125,1,0,1,0,3,1,TA,6,Typ,1,Fa,Detchd,1977,Unf,1,352,TA,TA,Y,296,0,0,0,0,0,NA,GdWo,NA,0,10,2009,WD,Abnorml,125000 +389,20,RL,93,9382,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1999,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1468,1468,GasA,Ex,Y,SBrkr,1479,0,0,1479,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1999,RFn,2,577,TA,TA,Y,120,25,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,191000 +390,60,RL,96,12474,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,272,Ex,TA,PConc,Ex,TA,Av,GLQ,1280,Unf,0,402,1682,GasA,Ex,Y,SBrkr,1742,590,0,2332,1,0,2,1,3,1,Ex,9,Typ,1,Ex,BuiltIn,2008,Fin,3,846,TA,TA,Y,196,134,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,426000 +391,50,RL,50,8405,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,8,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Gd,No,Rec,241,BLQ,391,229,861,GasA,Ex,Y,SBrkr,961,406,0,1367,1,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1978,Unf,1,384,TA,TA,Y,0,130,112,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,119000 +392,60,RL,71,12209,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,2Story,6,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,No,ALQ,690,Unf,0,114,804,GasA,Ex,Y,SBrkr,804,1157,0,1961,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,560,TA,TA,Y,125,192,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +393,20,RL,NA,8339,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1959,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,882,0,0,882,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1959,RFn,1,294,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,1200,7,2007,WD,Normal,106500 +394,30,RL,NA,7446,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,4,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,266,Unf,0,522,788,GasA,TA,Y,FuseA,788,0,0,788,0,0,1,0,2,1,TA,4,Typ,2,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,4,2006,WD,Abnorml,100000 +395,50,RL,60,10134,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,735,735,GasA,Gd,Y,FuseA,735,299,0,1034,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109000 +396,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,739,Unf,0,405,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,596,TA,TA,Y,44,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,129000 +397,20,RL,60,7200,Pave,NA,Reg,Low,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,Rec,777,Unf,0,117,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1985,RFn,2,600,TA,TA,Y,215,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,123000 +398,60,RL,69,7590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,5,5,1962,1962,Gable,CompShg,VinylSd,VinylSd,BrkFace,288,TA,TA,CBlock,TA,TA,No,ALQ,540,Unf,0,324,864,GasA,TA,Y,SBrkr,876,936,0,1812,0,0,2,0,4,1,TA,8,Typ,1,TA,Attchd,1962,RFn,1,264,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,169500 +399,30,RM,60,8967,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,5,2,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Fa,Po,No,Unf,0,Unf,0,961,961,GasA,Gd,Y,Mix,1077,0,0,1077,0,0,1,0,2,1,TA,6,Maj2,0,NA,Detchd,1920,Unf,1,338,Po,Po,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,67000 +400,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2007,Gable,CompShg,CemntBd,CmentBd,Stone,100,Gd,TA,PConc,Gd,TA,No,GLQ,812,Unf,0,280,1092,GasA,Ex,Y,SBrkr,1112,438,0,1550,1,0,2,0,2,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,438,TA,TA,Y,0,168,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,241000 +401,120,RL,38,14963,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1996,1996,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,474,1260,GasA,Ex,Y,SBrkr,1288,0,0,1288,1,0,1,1,1,1,Ex,4,Typ,2,Gd,Attchd,1996,Fin,2,500,TA,TA,Y,120,30,0,0,224,0,NA,NA,NA,0,12,2008,WD,Normal,245500 +402,20,RL,65,8767,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1286,1310,GasA,Ex,Y,SBrkr,1310,0,0,1310,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,164990 +403,30,RL,60,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1940,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,0,0,672,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,N,168,0,0,0,0,0,NA,GdPrv,NA,0,8,2008,WD,Normal,108000 +404,60,RL,93,12090,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,650,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Gd,Y,SBrkr,1165,1098,0,2263,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1998,Fin,2,420,TA,TA,Y,144,123,0,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,258000 +405,60,RL,NA,10364,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,Gd,Y,SBrkr,806,766,0,1572,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1995,Fin,2,373,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,168000 +406,20,RL,NA,9991,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,4,1976,1993,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1116,Unf,0,165,1281,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,3,1,TA,8,Min1,1,TA,Attchd,1993,Unf,2,490,TA,TA,Y,120,78,0,0,0,0,NA,GdWo,NA,0,6,2009,WD,Normal,150000 +407,50,RL,51,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1064,1064,GasA,Ex,Y,FuseA,1166,0,473,1639,0,0,1,0,3,1,TA,6,Maj2,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,115000 +408,70,RL,63,15576,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1915,1976,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,840,840,GasA,Ex,Y,SBrkr,840,840,0,1680,0,0,2,0,4,1,TA,8,Typ,0,NA,Attchd,1960,Unf,1,308,TA,TA,Y,0,0,160,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,177000 +409,60,RL,109,14154,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,350,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1063,1063,GasA,Ex,Y,SBrkr,1071,1101,0,2172,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2006,RFn,3,947,TA,TA,Y,192,62,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,280000 +410,60,FV,85,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,No,GLQ,789,Unf,0,245,1034,GasA,Ex,Y,SBrkr,1050,1028,0,2078,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,339750 +411,20,RL,68,9571,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,3,1958,1958,Gable,CompShg,BrkComm,Brk Cmn,None,0,TA,Fa,CBlock,TA,Fa,No,Unf,0,Unf,0,1276,1276,GasA,TA,Y,FuseA,1276,0,0,1276,0,0,1,0,3,1,TA,5,Mod,0,NA,Attchd,1958,Unf,1,350,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,COD,Abnorml,60000 +412,190,RL,100,34650,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Gilbert,Norm,Norm,2fmCon,1Story,5,5,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Mn,Rec,1056,Unf,0,0,1056,GasA,TA,N,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1955,Fin,2,572,TA,TA,Y,264,0,0,0,0,0,NA,NA,NA,0,1,2006,WD,Normal,145000 +413,20,FV,NA,4403,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,MetalSd,MetalSd,Stone,432,Ex,TA,PConc,Ex,TA,Av,GLQ,578,Unf,0,892,1470,GasA,Ex,Y,SBrkr,1478,0,0,1478,1,0,2,1,2,1,Gd,7,Typ,1,Gd,Attchd,2009,Fin,2,484,TA,TA,Y,0,144,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,222000 +414,30,RM,56,8960,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,6,1927,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Gd,Y,FuseA,1028,0,0,1028,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1927,Unf,2,360,TA,TA,Y,0,0,130,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,115000 +415,60,RL,59,11228,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,BLQ,50,GLQ,531,499,1080,GasA,Ex,Y,SBrkr,1080,1017,0,2097,0,1,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,Unf,3,678,TA,TA,Y,196,187,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,228000 +416,20,RL,73,8899,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1316,1340,GasA,Ex,Y,SBrkr,1340,0,0,1340,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,396,TA,TA,Y,100,30,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,181134 +417,60,RL,74,7844,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,203,TA,TA,CBlock,TA,TA,No,ALQ,209,Unf,0,463,672,GasA,TA,Y,SBrkr,672,728,0,1400,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,149500 +418,70,RL,86,22420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Feedr,Norm,1Fam,2Story,6,6,1918,1950,Hip,CompShg,Wd Sdng,Stucco,None,0,TA,TA,BrkTil,Gd,TA,No,BLQ,1128,Unf,0,242,1370,GasW,TA,N,FuseA,1370,1254,0,2624,1,0,2,1,4,1,TA,10,Typ,1,Gd,Detchd,1918,Unf,3,864,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,239000 +419,50,RL,60,8160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,312,Unf,0,444,756,GasA,Fa,N,FuseF,756,378,0,1134,1,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1940,Unf,1,240,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,AdjLand,126000 +420,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,775,Unf,0,281,1056,GasA,Ex,Y,SBrkr,1056,0,0,1056,1,0,1,0,3,1,TA,6,Typ,1,Fa,Attchd,1968,Unf,1,304,TA,TA,Y,0,85,184,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,142000 +421,90,RM,78,7060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,7,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,200,TA,Gd,PConc,Gd,Gd,Gd,GLQ,1309,Unf,0,35,1344,GasA,Ex,Y,SBrkr,1344,0,0,1344,2,0,2,0,2,2,TA,8,Typ,0,NA,Attchd,1997,Fin,4,784,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Alloca,206300 +422,20,RL,NA,16635,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1977,2000,Gable,CompShg,CemntBd,CmentBd,Stone,126,Gd,TA,CBlock,Gd,TA,No,ALQ,1246,Unf,0,356,1602,GasA,Gd,Y,SBrkr,1602,0,0,1602,0,1,2,0,3,1,Gd,8,Typ,1,TA,Attchd,1977,Fin,2,529,TA,TA,Y,240,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,215000 +423,20,RL,100,21750,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Artery,Norm,1Fam,1Story,5,5,1954,1954,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,988,988,GasA,Ex,Y,FuseA,988,0,0,988,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1954,RFn,2,520,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,113000 +424,60,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,473,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,484,1470,GasA,Gd,Y,SBrkr,1470,1160,0,2630,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,696,TA,TA,Y,0,66,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,315000 +425,20,RL,72,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1956,1956,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,74,TA,TA,CBlock,Gd,TA,No,LwQ,616,Unf,0,580,1196,GasA,Gd,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,6,Typ,1,Gd,Attchd,1956,RFn,1,297,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,139000 +426,60,RM,60,3378,Pave,Grvl,Reg,HLS,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1946,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,651,651,GasA,Gd,Y,SBrkr,707,682,0,1389,0,0,1,1,3,1,TA,6,Typ,2,Gd,Detchd,1947,Unf,1,240,TA,TA,P,0,0,126,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,135000 +427,80,RL,NA,12800,Pave,NA,Reg,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,SLvl,7,5,1989,1989,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,1518,Unf,0,0,1518,GasA,Gd,Y,SBrkr,1644,0,0,1644,1,1,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1989,Fin,2,569,TA,TA,Y,80,0,0,0,396,0,NA,NA,NA,0,8,2009,WD,Normal,275000 +428,20,RL,77,8593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1957,1957,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,288,Unf,0,619,907,GasA,Ex,Y,SBrkr,907,0,0,907,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,1,352,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,109008 +429,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,No,GLQ,664,Unf,0,544,1208,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,628,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,9,2007,New,Partial,195400 +430,20,RL,130,11457,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,6,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,GLQ,1005,Unf,0,387,1392,GasA,TA,Y,SBrkr,1412,0,0,1412,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1988,Unf,2,576,TA,TA,Y,0,0,169,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,175000 +431,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,No,ALQ,387,Unf,0,96,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,4,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,COD,Abnorml,85400 +432,50,RM,60,5586,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,7,1920,1998,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Gd,Y,SBrkr,1088,110,0,1198,0,0,1,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,98,0,0,0,0,NA,MnPrv,NA,0,9,2008,ConLD,Abnorml,79900 +433,160,RM,24,1920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,376,TA,TA,CBlock,TA,TA,No,ALQ,471,Unf,0,294,765,GasA,Ex,Y,SBrkr,765,600,0,1365,1,0,1,1,2,1,TA,6,Min1,0,NA,Detchd,1971,Unf,2,440,TA,TA,Y,240,36,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,122500 +434,60,RL,100,10839,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,926,926,GasA,Ex,Y,SBrkr,926,678,0,1604,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,470,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,181000 +435,180,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,495,Unf,0,135,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,88,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,81000 +436,60,RL,43,10667,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,PosN,Norm,1Fam,2Story,7,6,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,385,ALQ,344,70,799,GasA,Ex,Y,SBrkr,827,834,0,1661,1,0,2,1,3,1,Gd,6,Typ,1,TA,Attchd,1996,RFn,2,550,TA,TA,Y,158,61,0,0,0,0,NA,NA,NA,0,4,2009,ConLw,Normal,212000 +437,50,RM,40,4400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,8,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,648,648,GasA,TA,Y,FuseA,734,384,0,1118,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1990,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,116000 +438,45,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,6,7,1926,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Gd,Y,SBrkr,904,0,0,904,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1926,Unf,1,180,TA,TA,Y,0,0,105,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,119000 +439,30,RL,40,4280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1913,2002,Gable,CompShg,WdShing,Stucco,None,0,TA,TA,PConc,TA,TA,No,LwQ,365,Unf,0,75,440,GasA,TA,N,SBrkr,694,0,0,694,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Detchd,1990,Unf,1,352,Gd,TA,P,0,0,34,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,90350 +440,50,RL,67,12354,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,8,1920,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,Mn,Unf,0,Unf,0,684,684,GasA,Gd,Y,SBrkr,684,512,0,1196,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,2005,Unf,2,528,TA,TA,Y,0,46,0,0,0,0,NA,GdPrv,Shed,800,8,2009,ConLI,Normal,110000 +441,20,RL,105,15431,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,200,Ex,TA,PConc,Ex,TA,Gd,GLQ,1767,ALQ,539,788,3094,GasA,Ex,Y,SBrkr,2402,0,0,2402,1,0,2,0,2,1,Ex,10,Typ,2,Gd,Attchd,2008,Fin,3,672,TA,TA,Y,0,72,0,0,170,0,NA,NA,NA,0,4,2009,WD,Normal,555000 +442,90,RL,92,12108,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,4,1955,1955,Gable,CompShg,VinylSd,VinylSd,BrkFace,270,TA,TA,CBlock,TA,TA,No,ALQ,133,Unf,0,1307,1440,GasA,TA,N,FuseF,1440,0,0,1440,0,0,2,0,4,2,Fa,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,118000 +443,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,7,1930,1992,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,1078,1078,GasA,TA,Y,SBrkr,1128,445,0,1573,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1930,Unf,2,360,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,162900 +444,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,WdShing,Wd Shng,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,3,648,TA,TA,Y,144,16,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,172500 +445,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,GLQ,642,Unf,0,273,915,GasA,Ex,Y,SBrkr,933,975,0,1908,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,Unf,2,493,TA,TA,Y,144,133,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,210000 +446,20,RL,73,9855,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1956,1956,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1436,1436,GasA,Fa,Y,SBrkr,1689,0,0,1689,0,0,1,0,3,1,TA,7,Typ,1,Gd,Attchd,1956,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,11,2009,COD,Normal,127500 +447,20,RL,137,16492,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,PosA,Norm,1Fam,1Story,6,6,1966,2002,Gable,CompShg,BrkFace,Plywood,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,247,Rec,713,557,1517,GasA,Ex,Y,SBrkr,1888,0,0,1888,0,0,2,1,2,1,Gd,6,Mod,1,Gd,Attchd,1966,Fin,2,578,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +448,60,RL,NA,11214,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,930,930,GasA,Gd,Y,SBrkr,956,930,0,1886,0,0,2,1,4,1,Gd,10,Typ,1,TA,Attchd,1998,Fin,2,431,TA,TA,Y,89,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,199900 +449,50,RM,50,8600,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,596,0,1376,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1937,Unf,1,198,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,119500 +450,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,7,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,331,Unf,0,318,649,GasA,Ex,Y,SBrkr,679,504,0,1183,0,0,1,1,2,1,TA,6,Typ,0,NA,Detchd,1981,Unf,1,308,TA,TA,Y,0,176,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,120000 +451,30,RM,70,5684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,6,8,1930,2005,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,FuseA,813,0,0,813,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1932,Unf,1,270,Fa,Fa,N,0,113,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,110000 +452,20,RL,62,70761,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,7,5,1975,1975,Gable,WdShngl,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,655,Unf,0,878,1533,GasA,TA,Y,SBrkr,1533,0,0,1533,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1975,Unf,2,576,TA,TA,Y,200,54,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,280000 +453,60,RL,NA,9303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,6,5,1996,1997,Hip,CompShg,VinylSd,VinylSd,BrkFace,42,Gd,TA,PConc,Ex,TA,No,ALQ,742,Unf,0,130,872,GasA,Ex,Y,SBrkr,888,868,0,1756,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1996,Fin,2,422,TA,TA,Y,144,122,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,204000 +454,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,786,804,0,1590,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2008,RFn,2,676,TA,TA,Y,0,30,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,210000 +455,90,RL,63,9297,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1606,Unf,0,122,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,2,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,560,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Family,188000 +456,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,6,1973,1973,Hip,CompShg,HdBoard,HdBoard,BrkFace,320,TA,TA,CBlock,TA,TA,No,ALQ,916,Unf,0,326,1242,GasA,Fa,Y,SBrkr,1242,0,0,1242,0,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1973,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,175500 +457,70,RM,34,4571,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,5,1916,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,624,624,GasA,Fa,N,SBrkr,624,720,0,1344,0,0,1,0,4,1,TA,7,Typ,0,NA,Detchd,1916,Unf,3,513,Fa,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,98000 +458,20,RL,NA,53227,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,ClearCr,Norm,Norm,1Fam,1Story,4,6,1954,1994,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,BLQ,1116,Unf,0,248,1364,GasA,Ex,Y,SBrkr,1663,0,0,1663,1,0,1,0,2,1,Gd,6,Min1,2,Gd,Attchd,1954,Fin,2,529,TA,TA,Y,224,137,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,256000 +459,70,RM,NA,5100,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,7,1925,1996,Hip,CompShg,Stucco,Wd Shng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,588,588,GasA,Fa,Y,SBrkr,833,833,0,1666,0,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,228,TA,TA,Y,192,63,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,161000 +460,50,RL,NA,7015,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,4,1950,1950,Gable,CompShg,MetalSd,MetalSd,BrkCmn,161,TA,TA,CBlock,TA,TA,No,LwQ,185,Unf,0,524,709,GasA,TA,Y,SBrkr,979,224,0,1203,1,0,1,0,3,1,Gd,5,Typ,1,TA,Detchd,1950,Unf,1,352,TA,TA,Y,0,0,248,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +461,60,FV,75,8004,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,2Story,8,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,110,Gd,TA,PConc,Gd,TA,No,GLQ,544,Unf,0,288,832,GasA,Ex,Y,SBrkr,832,1103,0,1935,1,0,2,1,3,1,TA,8,Typ,0,NA,BuiltIn,2009,Fin,2,552,TA,TA,Y,0,150,0,0,0,0,NA,NA,NA,0,12,2009,New,Partial,263435 +462,70,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,7,9,1936,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,Gd,Gd,No,ALQ,350,BLQ,210,0,560,GasA,Ex,Y,SBrkr,575,560,0,1135,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1971,RFn,2,576,TA,TA,Y,256,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,155000 +463,20,RL,60,8281,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,553,BLQ,311,0,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,1,Po,Detchd,1965,Unf,1,360,TA,TA,Y,0,0,236,0,0,0,NA,GdWo,NA,0,12,2009,WD,Normal,62383 +464,70,RL,74,11988,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,6,7,1934,1995,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,LwQ,326,Unf,0,389,715,GasA,Fa,Y,FuseA,849,811,0,1660,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,188700 +465,20,RL,60,8430,Pave,NA,Reg,HLS,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,136,TA,TA,CBlock,Gd,TA,No,Rec,616,Unf,0,424,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,124000 +466,120,RM,NA,3072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1375,1375,GasA,Ex,Y,SBrkr,1414,0,0,1414,0,0,2,0,2,1,Gd,6,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,178740 +467,20,RL,85,10628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1970,1970,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,Gd,CBlock,TA,Gd,Gd,GLQ,778,Unf,0,499,1277,GasA,TA,Y,SBrkr,1277,0,0,1277,1,0,1,0,2,1,TA,5,Typ,1,Po,Attchd,1970,Unf,2,526,TA,TA,Y,0,0,0,0,176,0,NA,GdWo,NA,0,4,2007,WD,Normal,167000 +468,70,RL,79,9480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,2Story,5,7,1942,1995,Gable,CompShg,MetalSd,MetalSd,Stone,224,TA,TA,CBlock,TA,TA,No,LwQ,386,Unf,0,342,728,GasA,Ex,Y,SBrkr,888,756,0,1644,0,0,1,1,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,312,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,146500 +469,20,RL,98,11428,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,248,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1626,1626,GasA,Ex,Y,SBrkr,1634,0,0,1634,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,866,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,250000 +470,60,RL,76,9291,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,RRNe,Norm,1Fam,2Story,6,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,120,Gd,TA,PConc,Gd,TA,No,GLQ,426,Unf,0,406,832,GasA,Ex,Y,SBrkr,832,878,0,1710,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1993,RFn,2,506,TA,TA,Y,144,70,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,187000 +471,120,RL,NA,6820,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,368,BLQ,1120,0,1488,GasA,TA,Y,SBrkr,1502,0,0,1502,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,1985,RFn,2,528,TA,TA,Y,0,54,0,0,140,0,NA,NA,NA,0,6,2010,WD,Normal,212000 +472,60,RL,92,11952,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,2Story,7,6,1977,1977,Mansard,WdShake,WdShing,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,TA,Y,SBrkr,1161,808,0,1969,0,0,2,1,3,1,TA,8,Typ,1,Gd,Attchd,1977,RFn,2,534,TA,TA,Y,0,0,0,0,276,0,NA,NA,NA,0,11,2007,WD,Normal,190000 +473,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SLvl,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,TA,TA,PConc,Gd,TA,Gd,GLQ,459,Unf,0,88,547,GasA,Ex,Y,SBrkr,1072,0,0,1072,1,0,1,0,2,1,TA,5,Typ,0,NA,Basment,2005,RFn,2,525,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,148000 +474,20,RL,110,14977,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,304,Gd,TA,PConc,Ex,TA,Gd,GLQ,1350,Unf,0,626,1976,GasA,Ex,Y,SBrkr,1976,0,0,1976,1,0,2,0,2,1,Gd,7,Typ,1,Ex,Attchd,2006,RFn,3,908,TA,TA,Y,250,63,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,440000 +475,120,RL,41,5330,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1196,Unf,0,298,1494,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,0,NA,Attchd,2000,RFn,2,499,TA,TA,Y,96,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,251000 +476,20,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,630,Unf,0,340,970,GasA,TA,Y,SBrkr,970,0,0,970,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,624,TA,TA,Y,0,24,0,0,192,0,NA,NA,NA,0,7,2007,WD,Normal,132500 +477,20,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,215,TA,TA,PConc,Gd,TA,Gd,GLQ,994,Unf,0,484,1478,GasA,Ex,Y,SBrkr,1493,0,0,1493,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,2,508,TA,TA,Y,140,39,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,208900 +478,60,RL,105,13693,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,772,Ex,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,2153,2153,GasA,Ex,Y,SBrkr,2069,574,0,2643,0,0,2,1,3,1,Ex,9,Typ,1,Gd,BuiltIn,2006,Fin,3,694,TA,TA,Y,414,84,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,380000 +479,20,RL,79,10637,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,336,Gd,TA,PConc,Ex,TA,Gd,GLQ,1288,Unf,0,417,1705,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,826,TA,TA,Y,208,44,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,297000 +480,30,RM,50,5925,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1937,2000,Hip,CompShg,Stucco,Stucco,BrkCmn,435,TA,TA,BrkTil,Fa,TA,No,Rec,168,Unf,0,739,907,GasA,TA,Y,SBrkr,1131,0,0,1131,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1995,Unf,2,672,TA,TA,Y,0,72,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Alloca,89471 +481,20,RL,98,16033,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,378,Gd,TA,PConc,Ex,TA,Gd,GLQ,1261,Unf,0,572,1833,GasA,Ex,Y,SBrkr,1850,0,0,1850,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,3,772,TA,TA,Y,519,112,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,326000 +482,20,RL,72,11846,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,562,Gd,TA,PConc,Ex,TA,Gd,GLQ,1567,Unf,0,225,1792,GasA,Ex,Y,SBrkr,1792,0,0,1792,1,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2003,Fin,3,874,TA,TA,Y,206,49,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,374000 +483,70,RM,50,2500,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1915,2005,Gable,CompShg,Stucco,Stucco,None,0,Gd,TA,PConc,TA,TA,No,ALQ,299,Unf,0,611,910,GasA,Ex,Y,SBrkr,916,910,0,1826,1,0,1,1,4,1,Ex,7,Min2,1,Gd,Attchd,1915,Unf,1,164,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,155000 +484,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,Twnhs,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Ex,TA,No,GLQ,897,Unf,0,319,1216,GasA,Ex,Y,SBrkr,1216,0,0,1216,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Unf,2,402,TA,TA,Y,0,125,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,164000 +485,20,RL,NA,7758,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1962,2001,Gable,CompShg,HdBoard,Plywood,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,588,Unf,0,411,999,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1963,Unf,1,264,TA,TA,Y,0,132,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,132500 +486,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,607,Unf,0,506,1113,GasA,Gd,Y,SBrkr,1113,0,0,1113,0,0,1,0,3,1,Gd,5,Typ,1,Gd,Attchd,1950,Unf,1,264,TA,TA,Y,0,80,120,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,147000 +487,20,RL,79,10289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,BrkFace,168,TA,TA,CBlock,TA,TA,No,ALQ,836,Unf,0,237,1073,GasA,TA,Y,SBrkr,1073,0,0,1073,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,RFn,2,515,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,156000 +488,20,RL,70,12243,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1971,1971,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,998,Unf,0,486,1484,GasA,Gd,Y,SBrkr,1484,0,0,1484,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1971,Unf,2,487,TA,TA,Y,224,0,0,0,180,0,NA,NA,NA,0,2,2007,WD,Normal,175000 +489,190,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1900,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,CBlock,TA,Fa,No,BLQ,664,Unf,0,290,954,GasA,TA,N,FuseA,1766,648,0,2414,0,0,2,0,3,2,TA,10,Mod,1,Gd,Attchd,1970,Unf,2,520,TA,Fa,N,142,0,0,0,0,0,NA,NA,NA,0,5,2006,ConLD,Normal,160000 +490,180,RM,21,1526,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,8,1970,2002,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,515,Unf,0,115,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,86000 +491,160,RM,NA,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1976,1976,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,264,264,GasA,TA,Y,SBrkr,616,688,0,1304,0,0,1,1,3,1,TA,4,Typ,1,Gd,BuiltIn,1976,Fin,1,336,TA,TA,Y,141,24,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,115000 +492,50,RL,79,9490,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,7,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,403,Rec,165,238,806,GasA,TA,Y,FuseA,958,620,0,1578,1,0,1,0,3,1,Fa,5,Typ,2,TA,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,32,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,133000 +493,60,RL,105,15578,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Gd,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,TA,8,Typ,0,NA,Attchd,2006,RFn,2,429,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,172785 +494,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1960,1960,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,374,LwQ,532,363,1269,GasA,TA,Y,FuseA,1269,0,0,1269,0,0,1,1,3,1,TA,6,Typ,1,Fa,Detchd,1964,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +495,30,RM,50,5784,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,5,8,1938,1996,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,190,190,GasA,Gd,Y,FuseA,886,0,0,886,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1938,Unf,1,273,TA,TA,Y,144,20,80,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,91300 +496,30,C (all),60,7879,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,495,Unf,0,225,720,GasA,TA,N,FuseA,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,523,115,0,0,0,NA,GdWo,NA,0,11,2009,WD,Abnorml,34900 +497,20,RL,NA,12692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1992,1993,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1231,Unf,0,1969,3200,GasA,Ex,Y,SBrkr,3228,0,0,3228,1,0,3,0,4,1,Gd,10,Typ,1,Gd,Attchd,1992,RFn,2,546,TA,TA,Y,264,75,291,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,430000 +498,50,RL,60,9120,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,7,6,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Rec,329,Unf,0,697,1026,GasA,Ex,Y,SBrkr,1133,687,0,1820,1,0,2,0,4,1,TA,8,Typ,0,NA,Detchd,1925,Unf,1,240,TA,TA,N,0,100,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,184000 +499,20,RL,65,7800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1967,2004,Hip,CompShg,HdBoard,HdBoard,BrkFace,89,TA,TA,PConc,TA,TA,No,ALQ,450,Unf,0,414,864,GasA,Ex,Y,SBrkr,899,0,0,899,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,Fin,1,288,TA,TA,Y,64,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,130000 +500,20,RL,70,7535,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1958,1985,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,111,LwQ,279,522,912,GasA,Fa,Y,SBrkr,912,0,0,912,0,1,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,Fin,1,297,TA,TA,Y,12,285,0,0,0,0,NA,MnWw,Shed,480,6,2007,WD,Normal,120000 +501,160,RM,21,1890,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,CBlock,TA,TA,No,BLQ,356,Unf,0,316,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,144,28,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,113000 +502,60,FV,75,9803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,400,Unf,0,466,866,GasA,Gd,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,2,603,TA,TA,Y,0,108,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,226700 +503,20,RL,70,9170,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1965,1965,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,698,GLQ,96,420,1214,GasA,Ex,Y,SBrkr,1214,0,0,1214,1,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1965,Unf,2,461,Fa,Fa,Y,0,0,184,0,0,0,NA,GdPrv,Shed,400,4,2007,WD,Normal,140000 +504,20,RL,100,15602,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,7,8,1959,1997,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1247,Unf,0,254,1501,GasA,TA,Y,SBrkr,1801,0,0,1801,1,0,2,0,1,1,TA,6,Typ,2,TA,Attchd,1959,Fin,2,484,TA,TA,Y,0,54,0,0,161,0,NA,GdWo,NA,0,3,2010,WD,Normal,289000 +505,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,5,1974,1974,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,257,Rec,495,103,855,GasA,TA,Y,SBrkr,855,467,0,1322,0,1,2,1,3,1,TA,6,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,260,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,147000 +506,90,RM,60,7596,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,Duplex,2Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,360,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,960,960,GasA,Gd,Y,SBrkr,960,1000,0,1960,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1952,Unf,2,400,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2009,COD,Normal,124500 +507,60,RL,80,9554,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1993,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,125,Gd,TA,PConc,Gd,TA,No,GLQ,380,Unf,0,397,777,GasA,Ex,Y,SBrkr,1065,846,0,1911,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,RFn,2,471,TA,TA,Y,182,81,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,215000 +508,20,FV,75,7862,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,27,Unf,0,1191,1218,GasA,Ex,Y,SBrkr,1218,0,0,1218,0,0,2,0,2,1,Gd,4,Typ,0,NA,Attchd,2009,Fin,2,676,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,208300 +509,70,RM,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,9,1928,2005,Gambrel,CompShg,MetalSd,MetalSd,None,0,TA,Ex,BrkTil,TA,TA,No,Rec,141,Unf,0,548,689,GasA,Ex,Y,SBrkr,689,689,0,1378,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Detchd,1928,Unf,2,360,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,161000 +510,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1959,1959,Gable,CompShg,MetalSd,MetalSd,BrkFace,132,TA,TA,CBlock,TA,TA,No,ALQ,991,Unf,0,50,1041,GasA,Ex,Y,SBrkr,1041,0,0,1041,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,270,TA,TA,Y,224,88,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,124500 +511,20,RL,75,14559,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,2000,Hip,CompShg,Wd Sdng,Wd Sdng,BrkCmn,70,Gd,TA,CBlock,TA,TA,No,BLQ,650,Rec,180,178,1008,GasA,Ex,Y,SBrkr,1363,0,0,1363,1,0,1,0,2,1,TA,6,Min1,2,TA,CarPort,1951,Unf,1,288,TA,TA,Y,324,42,0,0,168,0,NA,NA,Shed,2000,6,2009,WD,Normal,164900 +512,120,RL,40,6792,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,202665 +513,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,521,LwQ,174,169,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1964,Unf,2,624,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +514,20,RL,71,9187,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,6,5,1983,1983,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,336,Unf,0,748,1084,GasA,TA,Y,SBrkr,1080,0,0,1080,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,120,0,158,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,134000 +515,45,RL,55,10594,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Unf,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,Grav,Fa,N,SBrkr,789,0,0,789,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,200,Po,Po,Y,0,0,112,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,96500 +516,20,RL,94,12220,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2009,2009,Hip,CompShg,CemntBd,CmentBd,BrkFace,305,Ex,TA,CBlock,Ex,TA,No,GLQ,1436,Unf,0,570,2006,GasA,Ex,Y,SBrkr,2020,0,0,2020,1,0,2,1,3,1,Ex,9,Typ,1,Gd,Attchd,2009,Fin,3,900,TA,TA,Y,156,54,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,402861 +517,80,RL,NA,10448,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,333,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,689,689,GasA,TA,Y,SBrkr,1378,741,0,2119,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1972,RFn,2,583,TA,TA,Y,0,104,0,0,0,0,NA,GdPrv,NA,0,8,2009,COD,Abnorml,158000 +518,60,RL,79,10208,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,921,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1264,1264,GasA,Ex,Y,SBrkr,1277,1067,0,2344,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,3,889,TA,TA,Y,220,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,265000 +519,60,RL,NA,9531,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,706,Unf,0,88,794,GasA,Ex,Y,SBrkr,882,914,0,1796,1,0,2,1,3,1,TA,7,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,0,36,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,211000 +520,70,RL,53,10918,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,9,1926,2004,Gambrel,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,Gd,TA,No,Unf,0,Unf,0,1276,1276,GasA,Ex,Y,SBrkr,1276,804,0,2080,0,0,1,1,3,1,Gd,9,Typ,2,Gd,Detchd,1926,Unf,1,282,TA,TA,Y,0,0,0,0,145,0,NA,MnPrv,NA,0,6,2009,WD,Normal,234000 +521,190,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,7,1900,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,FuseA,694,600,0,1294,0,0,2,0,3,2,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,220,114,210,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,106250 +522,20,RL,90,11988,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,6,1957,1957,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,777,Unf,0,467,1244,GasA,Ex,Y,FuseA,1244,0,0,1244,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,Unf,1,336,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,150000 +523,50,RM,50,5000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1.5Fin,6,7,1947,1950,Gable,CompShg,CemntBd,CmentBd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,399,Unf,0,605,1004,GasA,Ex,Y,SBrkr,1004,660,0,1664,0,0,2,0,3,1,TA,7,Typ,2,Gd,Detchd,1950,Unf,2,420,TA,TA,Y,0,24,36,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,159000 +524,60,RL,130,40094,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Edwards,PosN,PosN,1Fam,2Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,762,Ex,TA,PConc,Ex,TA,Gd,GLQ,2260,Unf,0,878,3138,GasA,Ex,Y,SBrkr,3138,1538,0,4676,1,0,3,1,3,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,3,884,TA,TA,Y,208,406,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,184750 +525,60,RL,95,11787,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,VinylSd,VinylSd,BrkFace,594,Gd,TA,PConc,Gd,TA,No,GLQ,719,Unf,0,660,1379,GasA,Ex,Y,SBrkr,1383,1015,0,2398,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1996,Fin,3,834,TA,TA,Y,239,60,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,315750 +526,20,FV,62,7500,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1257,1257,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2005,Unf,2,453,TA,TA,Y,38,144,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,176000 +527,20,RL,70,13300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,No,Rec,377,Unf,0,551,928,GasA,TA,Y,SBrkr,928,0,0,928,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Unf,1,252,TA,TA,Y,261,0,156,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,132000 +528,60,RL,67,14948,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,268,Ex,TA,PConc,Ex,TA,Av,GLQ,1330,Unf,0,122,1452,GasA,Ex,Y,SBrkr,1476,1237,0,2713,1,0,2,1,3,1,Ex,11,Typ,1,Gd,Attchd,2008,Fin,3,858,TA,TA,Y,126,66,0,0,0,0,NA,NA,NA,0,11,2008,New,Partial,446261 +529,30,RL,58,9098,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1920,2002,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,ALQ,348,Unf,0,180,528,GasA,Ex,Y,SBrkr,605,0,0,605,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,144,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,86000 +530,20,RL,NA,32668,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,3,1957,1975,Hip,CompShg,Wd Sdng,Stone,NA,NA,Gd,TA,PConc,TA,TA,No,Rec,1219,Unf,0,816,2035,GasA,TA,Y,SBrkr,2515,0,0,2515,1,0,3,0,4,2,TA,9,Maj1,2,TA,Attchd,1975,RFn,2,484,TA,TA,Y,0,0,200,0,0,0,NA,NA,NA,0,3,2007,WD,Alloca,200624 +531,80,RL,85,10200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,BrkFace,219,Gd,TA,CBlock,Gd,TA,Av,GLQ,783,Unf,0,678,1461,GasA,Ex,Y,SBrkr,1509,0,0,1509,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1988,RFn,2,600,TA,TA,Y,224,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Abnorml,175000 +532,70,RM,60,6155,Pave,NA,IR1,Lvl,AllPub,FR3,Gtl,BrkSide,RRNn,Feedr,1Fam,2Story,6,8,1920,1999,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,Fa,Mn,Unf,0,Unf,0,611,611,GasA,Ex,Y,SBrkr,751,611,0,1362,0,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1920,Fin,2,502,TA,Fa,Y,0,0,84,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +533,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,827,0,0,827,0,0,1,0,2,1,TA,5,Mod,1,Po,Detchd,1967,Unf,1,392,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,107500 +534,20,RL,50,5000,Pave,NA,Reg,Low,AllPub,Inside,Mod,BrkSide,Norm,Norm,1Fam,1Story,1,3,1946,1950,Gable,CompShg,VinylSd,VinylSd,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,FuseF,334,0,0,334,0,0,1,0,1,1,Fa,2,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,39300 +535,60,RL,74,9056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,Av,Unf,0,Unf,0,707,707,GasA,Ex,Y,SBrkr,707,707,0,1414,0,0,2,1,3,1,Gd,6,Typ,1,Gd,Attchd,2004,Fin,2,403,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,178000 +536,190,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,2Story,5,7,1910,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,969,Unf,0,148,1117,GasA,TA,Y,SBrkr,820,527,0,1347,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,85,0,148,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,107500 +537,60,RL,57,8924,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,880,844,0,1724,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,1998,Fin,2,527,TA,TA,Y,120,155,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,188000 +538,20,RL,NA,12735,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,600,Unf,0,264,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,216,0,0,0,0,0,NA,MnWw,NA,0,4,2008,COD,Normal,111250 +539,20,RL,NA,11553,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,Plywood,Plywood,BrkFace,188,TA,TA,CBlock,TA,TA,No,BLQ,673,Unf,0,378,1051,GasA,TA,Y,SBrkr,1159,0,0,1159,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1968,Unf,1,336,TA,TA,Y,466,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,158000 +540,20,RL,NA,11423,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,479,Gd,TA,PConc,Gd,TA,Av,GLQ,1358,Unf,0,223,1581,GasA,Ex,Y,SBrkr,1601,0,0,1601,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,670,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,Shed,2000,5,2010,WD,Normal,272000 +541,20,RL,85,14601,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,584,Ex,TA,PConc,Ex,TA,Av,GLQ,1260,Unf,0,578,1838,GasA,Ex,Y,SBrkr,1838,0,0,1838,1,0,2,0,2,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,765,TA,TA,Y,270,68,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,315000 +542,60,RL,NA,11000,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,969,969,GasA,Ex,Y,SBrkr,997,1288,0,2285,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,3,648,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,248000 +543,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,LwQ,144,GLQ,1127,379,1650,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,7,Maj1,1,TA,Attchd,1998,Fin,2,583,TA,TA,Y,78,73,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,213250 +544,120,RH,34,4058,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,SFoyer,7,5,1998,1998,Gable,CompShg,MetalSd,MetalSd,BrkFace,182,TA,TA,PConc,Gd,TA,Av,GLQ,584,LwQ,139,0,723,GasA,Ex,Y,SBrkr,767,0,0,767,1,0,1,0,1,1,TA,4,Typ,0,NA,Attchd,1998,Fin,1,367,TA,TA,Y,120,40,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,133000 +545,60,RL,58,17104,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,554,Unf,0,100,654,GasA,Ex,Y,SBrkr,664,832,0,1496,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,426,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,179665 +546,50,RL,NA,13837,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1.5Fin,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,178,Gd,Gd,PConc,Gd,Gd,No,GLQ,1002,LwQ,202,0,1204,GasA,Gd,Y,SBrkr,1377,806,0,2183,0,0,2,1,4,1,Gd,9,Typ,0,NA,Attchd,1988,Unf,3,786,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,229000 +547,50,RL,70,8737,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,300,Unf,0,765,1065,GasA,Ex,Y,FuseA,915,720,0,1635,0,0,1,1,3,1,TA,6,Typ,1,Gd,Detchd,1950,Unf,2,440,TA,TA,Y,0,38,0,144,0,0,NA,NA,NA,0,5,2007,WD,Normal,210000 +548,85,RL,54,7244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,7,1970,1970,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,Gd,TA,Av,ALQ,619,Unf,0,149,768,GasA,Ex,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1987,Unf,2,624,TA,TA,Y,104,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,129500 +549,20,RM,49,8235,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,OldTown,Feedr,RRNn,1Fam,1Story,5,7,1955,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,LwQ,180,Rec,645,0,825,GasA,TA,Y,SBrkr,825,0,0,825,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1963,RFn,2,720,TA,TA,Y,140,50,0,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,125000 +550,60,FV,75,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,912,912,GasA,Ex,Y,SBrkr,912,1182,0,2094,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2003,Fin,2,615,TA,TA,Y,182,182,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,263000 +551,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,559,Unf,0,510,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,0,NA,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,200,0,NA,NA,NA,0,10,2008,COD,Abnorml,140000 +552,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Rec,308,Unf,0,620,928,GasA,Gd,Y,FuseA,928,0,0,928,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1957,Fin,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,112500 +553,20,RL,87,11146,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,250,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1709,1709,GasA,Ex,Y,SBrkr,1717,0,0,1717,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,908,TA,TA,Y,169,39,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,255500 +554,20,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,4,5,1949,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,1126,0,0,1126,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2002,Fin,2,520,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2009,WD,Normal,108000 +555,60,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,292,Gd,TA,PConc,Gd,TA,No,GLQ,866,Unf,0,132,998,GasA,Ex,Y,SBrkr,1006,1040,0,2046,1,0,2,1,3,1,Gd,8,Typ,1,Gd,BuiltIn,2003,RFn,3,871,TA,TA,Y,320,62,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,284000 +556,45,RM,58,6380,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,993,993,GasA,TA,Y,FuseA,1048,0,0,1048,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1922,Unf,1,280,TA,TA,Y,0,0,116,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,113000 +557,20,RL,69,14850,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,895,Unf,0,197,1092,GasA,TA,Y,FuseA,1092,0,0,1092,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1957,Fin,1,299,TA,TA,Y,268,0,0,0,122,0,NA,MnWw,NA,0,5,2006,WD,Normal,141000 +558,50,C (all),60,11040,Pave,NA,Reg,Low,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,637,Unf,0,0,637,GasA,Gd,Y,SBrkr,897,439,0,1336,0,0,1,1,3,1,TA,7,Typ,0,NA,CarPort,1994,Unf,1,570,TA,TA,Y,0,47,120,0,0,0,NA,NA,NA,0,9,2006,COD,Normal,108000 +559,60,RL,57,21872,Pave,NA,IR2,HLS,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,604,Unf,0,125,729,GasA,Ex,Y,SBrkr,729,717,0,1446,0,1,2,1,3,1,TA,6,Typ,1,TA,Attchd,1996,Unf,2,406,TA,TA,Y,264,22,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,175000 +560,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,18,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1374,1374,GasA,Ex,Y,SBrkr,1557,0,0,1557,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,420,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,234000 +561,20,RL,NA,11341,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1957,1996,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,180,TA,TA,CBlock,Gd,TA,No,ALQ,1302,Unf,0,90,1392,GasA,TA,Y,SBrkr,1392,0,0,1392,1,0,1,1,3,1,TA,5,Mod,1,Gd,Detchd,1957,Unf,2,528,TA,TA,Y,0,0,0,0,95,0,NA,NA,NA,0,5,2010,WD,Normal,121500 +562,20,RL,77,10010,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1974,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,1071,LwQ,123,195,1389,GasA,Gd,Y,SBrkr,1389,0,0,1389,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1975,RFn,2,418,TA,TA,Y,240,38,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,170000 +563,30,RL,63,13907,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,6,1940,1969,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,290,Unf,0,706,996,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,3,1,TA,6,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,144,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,108000 +564,50,RL,66,21780,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,7,1918,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,1163,1163,GasA,Ex,Y,SBrkr,1163,511,0,1674,0,0,2,0,4,1,TA,8,Typ,1,Gd,Detchd,1955,Fin,2,396,TA,TA,N,72,36,0,0,144,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +565,60,RL,NA,13346,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,2000,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,728,Unf,0,367,1095,GasA,Ex,Y,SBrkr,1166,1129,0,2295,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,RFn,2,590,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,268000 +566,70,RL,66,6858,Pave,NA,Reg,Bnk,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,806,806,GasA,TA,N,FuseF,841,806,0,1647,1,0,1,1,4,1,Fa,6,Typ,0,NA,Detchd,1920,Unf,1,216,TA,TA,Y,0,66,136,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,128000 +567,60,RL,77,11198,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1122,1122,GasA,Ex,Y,SBrkr,1134,1370,0,2504,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,656,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,325000 +568,20,RL,70,10171,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,168,Gd,TA,PConc,Gd,TA,No,GLQ,2,Unf,0,1515,1517,GasA,Ex,Y,SBrkr,1535,0,0,1535,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,532,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,214000 +569,50,RL,79,12327,Pave,NA,IR1,Low,AllPub,Inside,Mod,SawyerW,Norm,Norm,1Fam,1.5Fin,8,8,1983,2009,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1441,Unf,0,55,1496,GasA,Ex,Y,SBrkr,1496,636,0,2132,1,0,1,1,1,1,Gd,5,Min2,1,Gd,BuiltIn,1983,Fin,2,612,Gd,TA,Y,349,40,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,316600 +570,90,RL,NA,7032,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,SFoyer,5,5,1979,1979,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,943,Unf,0,0,943,GasA,TA,Y,SBrkr,943,0,0,943,1,0,1,0,2,1,TA,4,Typ,2,TA,Detchd,1979,Unf,2,600,TA,TA,Y,42,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,135960 +571,90,RL,74,13101,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1965,1965,Gable,CompShg,HdBoard,HdBoard,BrkFace,108,TA,TA,CBlock,TA,TA,No,LwQ,231,Unf,0,1497,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,6,2,TA,10,Typ,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,142600 +572,20,RL,60,7332,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Gable,CompShg,WdShing,Wd Shng,BrkFace,207,TA,TA,CBlock,TA,TA,No,BLQ,414,Unf,0,450,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,Gd,4,Typ,0,NA,Attchd,1959,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,120000 +573,60,RL,83,13159,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,846,846,GasA,Gd,Y,SBrkr,846,846,0,1692,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,650,TA,TA,Y,208,114,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,224500 +574,80,RL,76,9967,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Ex,Y,SBrkr,774,656,0,1430,0,0,2,1,3,1,TA,8,Typ,1,TA,BuiltIn,2000,RFn,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,170000 +575,80,RL,70,10500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1971,2005,Gambrel,CompShg,MetalSd,AsphShn,BrkFace,82,TA,TA,CBlock,TA,TA,Av,ALQ,349,Unf,0,23,372,GasA,TA,Y,SBrkr,576,533,0,1109,0,1,1,0,3,1,TA,5,Typ,0,NA,BuiltIn,1971,Unf,1,288,TA,TA,Y,35,0,0,0,0,0,NA,GdWo,NA,0,12,2007,WD,Normal,139000 +576,50,RL,80,8480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,5,1947,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,390,832,GasA,TA,Y,SBrkr,832,384,0,1216,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1947,Unf,1,336,TA,TA,Y,158,0,102,0,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,118500 +577,50,RL,52,6292,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,7,7,1928,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,861,861,GasA,Gd,Y,SBrkr,877,600,0,1477,0,1,2,0,3,1,TA,6,Typ,1,Gd,Detchd,1928,Unf,1,216,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,145000 +578,80,RL,96,11777,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,97,TA,TA,CBlock,TA,TA,Av,LwQ,328,ALQ,551,285,1164,GasA,Ex,Y,SBrkr,1320,0,0,1320,1,0,1,0,3,1,TA,6,Typ,2,Fa,Attchd,1966,RFn,2,564,TA,TA,Y,160,68,240,0,0,0,NA,NA,NA,0,5,2006,WD,Abnorml,164500 +579,160,FV,34,3604,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,689,689,GasA,Ex,Y,SBrkr,703,689,0,1392,0,0,2,0,2,1,Gd,5,Typ,0,NA,Detchd,2007,Unf,2,540,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,2,2008,WD,Abnorml,146000 +580,50,RM,81,12150,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,BrkFace,335,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1050,1050,GasA,Ex,N,FuseF,1050,745,0,1795,0,0,2,0,4,1,TA,7,Typ,0,NA,Attchd,1954,Unf,1,352,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,131500 +581,20,RL,NA,14585,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1960,1987,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,85,TA,TA,CBlock,TA,TA,No,BLQ,594,Rec,219,331,1144,GasA,Ex,Y,SBrkr,1429,0,0,1429,0,1,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1960,Unf,2,572,TA,TA,Y,216,110,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,181900 +582,20,RL,98,12704,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,BrkFace,306,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,2042,2042,GasA,Ex,Y,SBrkr,2042,0,0,2042,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2009,RFn,3,1390,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2009,New,Partial,253293 +583,90,RL,81,11841,Grvl,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1990,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,104,TA,Gd,CBlock,Gd,TA,Av,GLQ,816,Unf,0,0,816,GasA,TA,Y,SBrkr,816,0,0,816,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,32,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,118500 +584,75,RM,75,13500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,PosA,1Fam,2.5Unf,10,9,1893,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Ex,Ex,BrkTil,TA,TA,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1521,1254,0,2775,0,0,3,1,3,1,Gd,9,Typ,1,Gd,Detchd,1988,Unf,2,880,Gd,TA,Y,105,502,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,325000 +585,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,7,1935,1995,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,989,584,0,1573,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1935,Unf,1,240,TA,TA,Y,0,0,54,0,120,0,NA,NA,NA,0,7,2009,WD,Normal,133000 +586,20,RL,88,11443,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,208,Gd,TA,PConc,Ex,TA,Gd,GLQ,1460,Unf,0,408,1868,GasA,Ex,Y,SBrkr,2028,0,0,2028,1,0,2,0,2,1,Gd,7,Typ,2,Gd,Attchd,2005,RFn,3,880,TA,TA,Y,326,66,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,369900 +587,30,RL,55,10267,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,1Fam,1Story,6,7,1918,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Gd,BrkTil,TA,Gd,Mn,Rec,210,ALQ,606,0,816,GasA,Ex,Y,SBrkr,838,0,0,838,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1961,Fin,1,275,TA,TA,N,0,0,112,0,0,0,NA,MnWw,NA,0,5,2008,WD,Normal,130000 +588,85,RL,74,8740,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,6,1982,1982,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,672,Unf,0,168,840,GasA,TA,Y,SBrkr,860,0,0,860,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1996,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,137000 +589,20,RL,65,25095,Pave,NA,IR1,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,5,8,1968,2003,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1324,Unf,0,113,1437,GasA,Ex,Y,SBrkr,1473,0,0,1473,2,0,1,0,1,1,Ex,5,Typ,2,Gd,Attchd,1968,Unf,1,452,TA,TA,Y,0,48,0,0,60,0,NA,NA,NA,0,6,2009,WD,Partial,143000 +590,40,RM,50,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Feedr,1Fam,1Story,5,6,1930,1960,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,742,742,GasA,TA,Y,FuseA,779,0,156,935,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,1,308,TA,TA,P,0,0,0,0,0,0,NA,NA,Shed,600,8,2008,WD,Normal,79500 +591,60,RL,64,8320,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,490,Unf,0,280,770,GasA,Ex,Y,SBrkr,770,812,0,1582,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,520,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,185900 +592,60,RL,97,13478,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,2Story,10,5,2008,2008,Gable,CompShg,CemntBd,CmentBd,Stone,420,Ex,TA,PConc,Ex,TA,Gd,GLQ,1338,Unf,0,384,1722,GasA,Ex,Y,SBrkr,1728,568,0,2296,1,0,2,1,3,1,Ex,10,Typ,1,Gd,BuiltIn,2008,RFn,3,842,TA,TA,Y,382,274,0,0,0,0,NA,NA,NA,0,6,2009,ConLI,Normal,451950 +593,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,8,1982,2003,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,PConc,TA,Gd,No,GLQ,816,Unf,0,0,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1985,Fin,2,816,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,138000 +594,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,140000 +595,20,RL,88,7990,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1975,1975,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,TA,Y,SBrkr,924,0,0,924,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,110000 +596,20,RL,69,11302,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,Other,BrkFace,238,Gd,TA,PConc,Gd,TA,Gd,GLQ,1422,Unf,0,392,1814,GasA,Ex,Y,SBrkr,1826,0,0,1826,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2005,Fin,3,758,TA,TA,Y,180,75,0,0,120,0,NA,NA,NA,0,8,2006,New,Partial,319000 +597,70,RM,60,3600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,7,1910,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,684,684,GasA,Ex,N,FuseA,684,684,0,1368,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,1,216,TA,Fa,N,0,158,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,114504 +598,120,RL,53,3922,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,72,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1258,1258,GasA,Ex,Y,SBrkr,1402,0,0,1402,0,2,0,2,2,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,120,16,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,194201 +599,20,RL,80,12984,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,459,TA,TA,CBlock,Gd,TA,Mn,ALQ,1283,LwQ,147,0,1430,GasA,Ex,Y,SBrkr,1647,0,0,1647,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1977,Fin,2,621,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,217500 +600,160,RM,24,1950,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,Twnhs,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,Gd,TA,No,LwQ,81,GLQ,612,23,716,GasA,TA,Y,SBrkr,716,840,0,1556,1,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1980,Fin,2,452,TA,TA,Y,161,0,0,0,0,0,NA,GdPrv,NA,0,7,2008,COD,Normal,151000 +601,60,RL,74,10927,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,280,Gd,TA,PConc,Gd,TA,Av,GLQ,546,Unf,0,512,1058,GasA,Ex,Y,SBrkr,1058,846,0,1904,1,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2003,Fin,2,736,TA,TA,Y,179,60,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,275000 +602,50,RM,50,9000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,6,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,780,780,GasA,TA,Y,SBrkr,780,595,0,1375,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Detchd,1979,Unf,1,544,TA,TA,P,0,162,0,0,126,0,NA,NA,NA,0,12,2007,WD,Normal,141000 +603,60,RL,80,10041,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,789,Unf,0,119,908,GasA,Ex,Y,SBrkr,927,988,0,1915,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,Fin,2,506,TA,TA,Y,120,150,0,0,0,0,NA,NA,NA,0,2,2006,WD,Abnorml,220000 +604,160,FV,30,3182,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,600,600,0,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,RFn,2,480,TA,TA,Y,0,172,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,151000 +605,20,RL,88,12803,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,99,Gd,TA,PConc,Gd,TA,Mn,GLQ,922,Unf,0,572,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2002,RFn,2,530,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,221000 +606,60,RL,85,13600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1990,Gable,CompShg,HdBoard,HdBoard,BrkFace,176,TA,TA,CBlock,TA,TA,No,BLQ,454,Unf,0,314,768,GasA,TA,Y,SBrkr,1186,800,0,1986,0,0,2,1,3,1,TA,7,Typ,3,Fa,Attchd,1965,Unf,2,486,TA,TA,Y,0,42,0,0,189,0,NA,NA,NA,0,10,2009,WD,Normal,205000 +607,20,RL,82,12464,Pave,NA,IR2,Low,AllPub,Corner,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,No,GLQ,732,Unf,0,308,1040,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,576,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,152000 +608,20,RL,78,7800,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,2Story,5,8,1948,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,Gd,No,GLQ,603,Unf,0,293,896,GasA,Ex,Y,SBrkr,1112,896,0,2008,1,0,3,0,3,1,Ex,8,Typ,0,NA,Attchd,1948,Unf,1,230,TA,TA,Y,103,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,225000 +609,70,RL,78,12168,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,6,1934,1998,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,428,Unf,0,537,965,GasA,TA,Y,SBrkr,1940,1254,0,3194,0,0,2,1,4,1,TA,10,Typ,2,Gd,Basment,1934,Unf,2,380,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Alloca,359100 +610,20,RL,61,7943,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkCmn,192,TA,Fa,CBlock,TA,TA,Mn,Rec,903,Unf,0,126,1029,GasA,Gd,Y,SBrkr,1029,0,0,1029,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1961,Unf,1,261,TA,TA,Y,64,0,39,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,118500 +611,60,RL,NA,11050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,PosN,Norm,1Fam,2Story,9,5,2000,2000,Hip,CompShg,VinylSd,VinylSd,BrkFace,204,Gd,TA,PConc,Ex,TA,Mn,GLQ,904,Unf,0,536,1440,GasA,Ex,Y,SBrkr,1476,677,0,2153,1,0,2,1,3,1,Ex,8,Typ,2,Ex,Attchd,2000,Fin,3,736,TA,TA,Y,253,142,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,313000 +612,80,RL,NA,10395,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,HdBoard,HdBoard,BrkFace,233,TA,TA,CBlock,Gd,TA,Av,ALQ,605,Unf,0,427,1032,GasA,TA,Y,SBrkr,1032,0,0,1032,0,1,2,0,3,1,TA,6,Typ,1,TA,Attchd,1978,Unf,2,564,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,500,7,2007,WD,Normal,148000 +613,60,RL,NA,11885,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,Gd,TA,PConc,Gd,TA,Av,GLQ,990,Unf,0,309,1299,GasA,Ex,Y,SBrkr,1299,573,0,1872,1,0,2,1,3,1,Ex,7,Typ,1,TA,BuiltIn,2001,RFn,2,531,TA,TA,Y,160,122,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,261500 +614,20,RL,70,8402,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Feedr,Norm,1Fam,1Story,5,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,ALQ,206,Unf,0,914,1120,GasA,Ex,Y,SBrkr,1120,0,0,1120,0,0,1,0,3,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,30,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,147000 +615,180,RM,21,1491,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,6,1972,1972,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,LwQ,150,GLQ,480,0,630,GasA,Ex,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,96,24,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,75500 +616,85,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,SFoyer,6,7,1963,1963,Gable,CompShg,MetalSd,MetalSd,BrkFace,156,TA,Gd,PConc,TA,TA,Gd,GLQ,763,Unf,0,173,936,GasA,Ex,Y,SBrkr,1054,0,0,1054,1,0,1,0,3,1,Gd,6,Typ,0,NA,Attchd,1963,RFn,2,480,TA,TA,Y,120,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Abnorml,137500 +617,60,RL,NA,7861,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,457,Unf,0,326,783,GasA,Ex,Y,SBrkr,807,702,0,1509,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,393,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,183200 +618,45,RL,59,7227,Pave,NA,Reg,HLS,AllPub,Corner,Mod,NAmes,Artery,Norm,1Fam,1.5Unf,6,6,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,832,832,GasA,Gd,Y,SBrkr,832,0,0,832,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1962,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,105500 +619,20,RL,90,11694,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2007,2007,Hip,CompShg,CemntBd,CmentBd,BrkFace,452,Ex,TA,PConc,Ex,TA,Av,GLQ,48,Unf,0,1774,1822,GasA,Ex,Y,SBrkr,1828,0,0,1828,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2007,Unf,3,774,TA,TA,Y,0,108,0,0,260,0,NA,NA,NA,0,7,2007,New,Partial,314813 +620,60,RL,85,12244,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,Stone,226,Gd,TA,PConc,Gd,TA,Gd,GLQ,871,Unf,0,611,1482,GasA,Ex,Y,SBrkr,1482,780,0,2262,1,0,2,1,4,1,Gd,10,Typ,2,Gd,Attchd,2003,Fin,3,749,TA,TA,Y,168,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,305000 +621,30,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,41,Unf,0,823,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,67000 +622,60,RL,90,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,7,1974,1997,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,956,Rec,182,384,1522,GasA,TA,Y,SBrkr,1548,1066,0,2614,0,0,2,1,4,1,TA,9,Typ,1,TA,Attchd,1974,RFn,2,624,TA,TA,Y,38,243,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,240000 +623,20,RL,71,7064,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,153,TA,TA,CBlock,TA,TA,No,BLQ,560,Unf,0,420,980,GasA,TA,Y,SBrkr,980,0,0,980,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1986,Unf,2,484,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,135000 +624,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,513,Gd,TA,PConc,Gd,TA,No,GLQ,420,Unf,0,336,756,GasA,Ex,Y,SBrkr,756,756,0,1512,0,0,2,1,2,1,Gd,4,Typ,1,TA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,168500 +625,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,288,TA,TA,CBlock,TA,TA,No,Rec,247,Unf,0,485,732,GasA,Gd,Y,SBrkr,1012,778,0,1790,1,0,1,2,4,1,TA,8,Min2,1,TA,Attchd,1972,RFn,2,484,TA,TA,Y,148,0,0,0,147,0,NA,NA,NA,0,11,2006,WD,Normal,165150 +626,20,RL,87,10000,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,261,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1116,1116,GasA,TA,Y,SBrkr,1116,0,0,1116,0,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1962,Unf,2,440,TA,TA,Y,0,0,0,0,385,0,NA,NA,NA,0,2,2010,WD,Normal,160000 +627,20,RL,NA,12342,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1960,1978,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,978,978,GasA,TA,Y,SBrkr,1422,0,0,1422,0,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1960,RFn,1,286,TA,TA,Y,0,0,36,0,0,0,NA,GdWo,Shed,600,8,2007,WD,Normal,139900 +628,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1972,Gable,CompShg,AsbShng,AsbShng,BrkFace,164,TA,TA,CBlock,TA,TA,Av,BLQ,674,LwQ,132,350,1156,GasA,Ex,Y,SBrkr,1520,0,0,1520,1,0,1,0,3,1,TA,7,Typ,2,Gd,Basment,1955,RFn,1,364,TA,TA,Y,0,0,189,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,153000 +629,60,RL,70,11606,Pave,NA,IR1,HLS,AllPub,Inside,Sev,NAmes,Norm,Norm,1Fam,2Story,5,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,192,TA,TA,PConc,Gd,TA,Av,Rec,650,Unf,0,390,1040,GasA,TA,Y,SBrkr,1040,1040,0,2080,0,1,1,2,5,1,Fa,9,Typ,2,TA,Attchd,1969,Unf,2,504,TA,TA,Y,335,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Family,135000 +630,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,SLvl,6,5,1964,1964,Gable,WdShngl,Plywood,Wd Sdng,BrkFace,259,TA,TA,CBlock,TA,TA,Gd,GLQ,624,Rec,336,288,1248,GasA,TA,Y,SBrkr,1350,0,0,1350,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,520,TA,TA,Y,176,0,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,168500 +631,70,RM,50,9000,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,5,6,1880,1991,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,Fa,Fa,No,Unf,0,Unf,0,636,636,GasA,TA,Y,FuseA,1089,661,0,1750,0,0,1,0,3,1,Ex,8,Typ,0,NA,Detchd,1937,Unf,1,240,Fa,Po,N,0,0,293,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Abnorml,124000 +632,120,RL,34,4590,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Gd,Gd,Mn,GLQ,24,Unf,0,1530,1554,GasA,Ex,Y,SBrkr,1554,0,0,1554,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,627,TA,TA,Y,156,73,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,209500 +633,20,RL,85,11900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1977,1977,Hip,CompShg,Plywood,Plywood,BrkFace,209,TA,Gd,CBlock,TA,TA,No,ALQ,822,Unf,0,564,1386,GasA,TA,Y,SBrkr,1411,0,0,1411,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1977,Fin,2,544,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Family,82500 +634,20,RL,80,9250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1954,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,480,LwQ,468,108,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,Unf,1,260,TA,TA,Y,390,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,139400 +635,90,RL,64,6979,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,1056,Unf,0,0,1056,GasA,Gd,Y,SBrkr,1056,0,0,1056,2,0,0,0,0,2,TA,4,Typ,0,NA,Detchd,1980,Unf,2,576,TA,TA,Y,264,56,0,0,0,0,NA,GdPrv,Shed,600,6,2010,WD,Normal,144000 +636,190,RH,60,10896,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Feedr,Norm,2fmCon,2.5Fin,6,7,1914,1995,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,Fa,No,LwQ,256,Unf,0,1184,1440,GasA,Ex,Y,FuseA,1440,1440,515,3395,0,0,2,0,8,2,Fa,14,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,110,0,0,0,0,NA,NA,NA,0,3,2007,WD,Abnorml,200000 +637,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,2,3,1936,1950,Gable,CompShg,AsbShng,AsbShng,None,0,Fa,Fa,BrkTil,TA,Fa,No,Unf,0,Unf,0,264,264,Grav,Fa,N,FuseA,800,0,0,800,0,0,1,0,1,1,Fa,4,Maj1,1,Po,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,ConLw,Normal,60000 +638,190,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,5,4,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,811,811,GasA,TA,Y,FuseA,811,576,0,1387,0,0,2,0,3,2,Gd,7,Typ,0,NA,BuiltIn,1954,Unf,1,256,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,93000 +639,30,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,7,1910,1950,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,796,796,GasA,Gd,Y,FuseA,796,0,0,796,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,328,0,164,0,0,0,NA,MnPrv,NA,0,5,2008,WD,Normal,85000 +640,120,RL,53,3982,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,GLQ,1154,Unf,0,366,1520,GasA,Ex,Y,SBrkr,1567,0,0,1567,1,0,2,0,1,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,312,0,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,264561 +641,120,RL,62,12677,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2003,2004,Hip,CompShg,MetalSd,MetalSd,BrkFace,472,Ex,TA,PConc,Ex,TA,Gd,GLQ,1218,Unf,0,300,1518,GasA,Ex,Y,SBrkr,1518,0,0,1518,0,0,1,1,1,1,Ex,6,Typ,1,Gd,Attchd,2003,RFn,2,588,TA,TA,Y,185,140,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,274000 +642,60,FV,NA,7050,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,738,Unf,0,319,1057,GasA,Ex,Y,SBrkr,1057,872,0,1929,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2001,Fin,2,650,TA,TA,Y,0,235,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,226000 +643,80,RL,75,13860,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,8,7,1972,1995,Gable,CompShg,Plywood,Wd Sdng,None,0,Gd,TA,CBlock,Gd,TA,Gd,GLQ,1410,Unf,0,542,1952,GasA,Gd,Y,SBrkr,2000,704,0,2704,1,0,2,1,4,1,Ex,9,Typ,3,TA,Attchd,1972,Fin,2,538,TA,TA,Y,269,111,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,345000 +644,60,RL,80,10793,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,5,5,1969,1969,Mansard,CompShg,WdShing,HdBoard,BrkFace,263,TA,TA,CBlock,TA,TA,No,Rec,493,BLQ,287,0,780,GasA,Ex,Y,SBrkr,780,840,0,1620,0,0,2,1,4,1,TA,7,Min1,0,NA,Attchd,1969,Fin,2,462,TA,TA,Y,208,0,0,0,0,0,NA,GdWo,NA,0,4,2007,WD,Normal,152000 +645,20,FV,85,9187,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,162,Ex,TA,PConc,Ex,TA,Mn,GLQ,1121,Unf,0,645,1766,GasA,Ex,Y,SBrkr,1766,0,0,1766,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2009,Fin,3,478,TA,TA,Y,195,130,0,0,0,0,NA,NA,NA,0,10,2009,New,Partial,370878 +646,20,RL,NA,10530,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1971,1971,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,282,LwQ,35,664,981,GasA,TA,Y,SBrkr,981,0,0,981,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1979,Unf,2,576,TA,TA,Y,0,312,40,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,143250 +647,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1950,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1048,0,0,1048,0,0,1,0,3,1,TA,7,Min1,0,NA,Detchd,1950,Unf,2,420,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,98300 +648,20,RL,85,10452,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,6,5,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,Stone,216,TA,TA,CBlock,TA,TA,Mn,Rec,500,Unf,0,594,1094,GasA,Ex,Y,SBrkr,1094,0,0,1094,0,0,1,0,3,1,TA,5,Typ,2,Gd,Attchd,1953,RFn,2,495,TA,TA,Y,0,0,0,0,287,0,NA,NA,NA,0,6,2008,WD,Normal,155000 +649,60,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,2Story,6,5,1966,1966,Gable,CompShg,MetalSd,MetalSd,BrkFace,351,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,TA,Y,SBrkr,1051,788,0,1839,0,0,1,1,4,1,TA,7,Typ,1,TA,Attchd,1966,Unf,2,442,TA,TA,Y,0,124,216,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,155000 +650,180,RM,21,1936,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,SFoyer,4,6,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,131,GLQ,499,0,630,GasA,Gd,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2007,WD,Normal,84500 +651,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,813,813,GasA,Ex,Y,SBrkr,822,843,0,1665,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,562,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,205950 +652,70,RL,60,9084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,4,5,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,Unf,0,Unf,0,755,755,GasA,TA,Y,SBrkr,755,755,0,1510,1,0,1,0,4,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,296,Fa,Po,P,120,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,108000 +653,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1996,1996,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,880,880,GasA,Ex,Y,SBrkr,909,807,0,1716,0,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1996,RFn,2,512,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,191000 +654,50,RM,60,10320,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,6,7,1906,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,713,0,1469,0,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1906,Unf,1,216,TA,TA,Y,57,0,239,0,0,0,NA,MnPrv,NA,0,6,2008,WD,Normal,135000 +655,20,RL,91,10437,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,6,1995,1995,Hip,CompShg,MetalSd,MetalSd,BrkFace,660,Gd,Gd,PConc,Gd,TA,Gd,GLQ,1696,Unf,0,413,2109,GasA,Ex,Y,SBrkr,2113,0,0,2113,1,0,2,1,2,1,Gd,7,Typ,1,TA,Attchd,1995,Fin,3,839,TA,TA,Y,236,46,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,350000 +656,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,HdBoard,ImStucc,BrkFace,381,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,525,525,GasA,TA,Y,SBrkr,525,567,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1971,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Family,88000 +657,20,RL,72,10007,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,2006,Gable,CompShg,HdBoard,HdBoard,BrkFace,54,Gd,TA,CBlock,TA,TA,No,ALQ,806,Unf,0,247,1053,GasA,Ex,Y,SBrkr,1053,0,0,1053,1,0,1,1,3,1,Gd,5,Typ,0,NA,Attchd,1959,RFn,1,312,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2008,WD,Normal,145500 +658,70,RL,60,7200,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,2Story,7,6,1931,2000,Gable,CompShg,Stucco,Wd Shng,None,0,TA,Fa,BrkTil,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,TA,Y,SBrkr,851,651,0,1502,0,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1931,RFn,1,270,TA,TA,P,0,0,112,0,0,0,NA,MnPrv,NA,0,2,2008,WD,Normal,149000 +659,50,RL,78,17503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,5,1948,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,546,0,1458,0,1,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1948,Unf,1,330,TA,TA,Y,192,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,97500 +660,20,RL,75,9937,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1964,1999,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,BLQ,637,Unf,0,849,1486,GasA,Ex,Y,SBrkr,1486,0,0,1486,1,0,1,0,3,1,TA,7,Typ,0,NA,Detchd,1968,Fin,2,480,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,167000 +661,60,RL,NA,12384,Pave,NA,Reg,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,233,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,793,793,GasA,TA,Y,SBrkr,1142,793,0,1935,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,550,TA,TA,Y,0,113,252,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,197900 +662,60,RL,52,46589,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1994,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,528,Gd,TA,PConc,Gd,Gd,No,GLQ,1361,Rec,180,88,1629,GasA,Ex,Y,SBrkr,1686,762,0,2448,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,711,TA,TA,Y,517,76,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,402000 +663,20,RL,120,13560,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1968,1968,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,216,TA,TA,CBlock,Fa,Fa,No,Unf,0,Unf,0,1392,1392,GasA,Gd,Y,SBrkr,1392,0,0,1392,1,0,1,0,2,1,TA,5,Maj2,2,TA,Attchd,1968,RFn,2,576,TA,TA,Y,0,0,240,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,110000 +664,85,RL,90,10012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SFoyer,4,5,1972,1972,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,920,Rec,180,38,1138,GasA,TA,Y,SBrkr,1181,0,0,1181,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1974,RFn,2,588,TA,TA,Y,0,0,180,0,0,0,NA,MnPrv,NA,0,4,2008,WD,Normal,137500 +665,20,RL,49,20896,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,Mn,GLQ,1721,Unf,0,356,2077,GasA,Ex,Y,SBrkr,2097,0,0,2097,1,0,1,1,1,1,Ex,8,Typ,1,Ex,Attchd,2005,Fin,3,1134,TA,TA,Y,192,267,0,0,0,0,NA,NA,NA,0,1,2006,New,Partial,423000 +666,60,RL,106,11194,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1406,1406,GasA,Ex,Y,SBrkr,1454,482,0,1936,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,2,504,TA,TA,Y,188,124,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,230500 +667,60,RL,NA,18450,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1965,1979,Flat,Tar&Grv,Plywood,Plywood,BrkCmn,113,TA,Gd,CBlock,Gd,TA,No,LwQ,187,Rec,723,111,1021,GasA,TA,Y,SBrkr,1465,915,0,2380,0,0,2,1,3,1,TA,7,Sev,1,Po,CarPort,1965,Unf,2,596,TA,TA,Y,0,265,0,0,0,0,NA,NA,NA,0,8,2007,WD,Abnorml,129000 +668,20,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1994,1998,Gable,CompShg,HdBoard,HdBoard,BrkFace,258,TA,TA,PConc,Gd,TA,No,GLQ,1138,Unf,0,270,1408,GasA,Ex,Y,SBrkr,1679,0,0,1679,1,0,2,0,3,1,Gd,7,Typ,1,Fa,Attchd,1994,RFn,2,575,TA,TA,Y,224,42,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,193500 +669,20,RL,NA,14175,Pave,NA,Reg,Bnk,AllPub,Corner,Mod,Sawyer,Norm,Norm,1Fam,1Story,5,6,1956,1987,Gable,CompShg,CemntBd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,988,Unf,0,200,1188,GasA,Gd,Y,SBrkr,1437,0,0,1437,1,0,1,1,3,1,TA,6,Min2,1,TA,Detchd,1999,Unf,2,576,TA,TA,Y,304,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,168000 +670,30,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,4,5,1922,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,700,700,GasA,Ex,Y,SBrkr,1180,0,0,1180,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Detchd,1922,Unf,1,252,TA,Fa,Y,0,0,67,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137500 +671,60,RL,64,8633,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,193,Unf,0,545,738,GasA,Ex,Y,SBrkr,738,738,0,1476,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2005,Fin,2,540,TA,TA,Y,100,35,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,173500 +672,70,RH,54,6629,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,2Story,6,6,1925,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,551,Unf,0,121,672,GasA,TA,N,SBrkr,697,672,0,1369,1,0,2,0,3,1,TA,6,Typ,0,NA,Detchd,1930,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,103600 +673,20,RL,NA,11250,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,1Story,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,CBlock,Gd,TA,No,ALQ,767,Unf,0,441,1208,GasA,TA,Y,SBrkr,1208,0,0,1208,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,546,TA,TA,Y,198,42,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,165000 +674,20,RL,110,14442,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1957,2004,Hip,CompShg,CemntBd,CmentBd,BrkFace,106,TA,TA,PConc,TA,TA,No,GLQ,1186,Unf,0,291,1477,GasA,Ex,Y,SBrkr,1839,0,0,1839,1,0,2,0,3,1,Gd,7,Typ,2,TA,Attchd,1957,Fin,2,416,TA,TA,Y,0,87,0,0,200,0,NA,NA,NA,0,6,2007,WD,Normal,257500 +675,20,RL,80,9200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1965,1965,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,892,Unf,0,244,1136,GasA,TA,Y,SBrkr,1136,0,0,1136,1,0,1,0,3,1,TA,5,Typ,1,Gd,Attchd,1965,RFn,1,384,TA,TA,Y,426,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,140000 +676,160,RL,24,2289,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,6,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,TA,TA,No,ALQ,311,Unf,0,544,855,GasA,TA,Y,SBrkr,855,586,0,1441,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,148500 +677,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,2,1900,1950,Gable,CompShg,AsbShng,Stucco,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1095,1095,GasW,Fa,N,SBrkr,1095,679,0,1774,1,0,2,0,4,2,TA,8,Min2,0,NA,2Types,1920,Unf,3,779,Fa,Fa,N,0,0,90,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,87000 +678,30,RL,52,9022,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,8,1924,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,768,768,GasA,Ex,Y,SBrkr,792,0,0,792,0,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1924,Unf,1,240,Fa,Fa,N,316,0,120,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,109500 +679,20,RL,80,11844,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Hip,CompShg,VinylSd,VinylSd,Stone,464,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,2046,2046,GasA,Ex,Y,SBrkr,2046,0,0,2046,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2008,Fin,3,834,TA,TA,Y,322,82,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,372500 +680,20,RL,NA,9945,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,57,TA,TA,CBlock,TA,TA,No,Rec,827,Unf,0,161,988,GasA,TA,Y,SBrkr,988,0,0,988,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,572,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,128500 +681,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1980,1980,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,543,BLQ,119,261,923,GasA,TA,Y,SBrkr,923,0,0,923,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1980,RFn,1,264,TA,TA,Y,80,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +682,50,RH,55,4500,Pave,Pave,IR2,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1932,2000,Gable,CompShg,VinylSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,182,Unf,0,611,793,GasA,Ex,Y,SBrkr,848,672,0,1520,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1968,Unf,1,281,TA,TA,Y,0,0,56,0,0,0,NA,NA,NA,0,7,2009,WD,Abnorml,159434 +683,120,RL,NA,2887,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1Story,6,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,1003,Unf,0,288,1291,GasA,Ex,Y,SBrkr,1291,0,0,1291,1,0,1,0,2,1,Gd,6,Typ,1,Gd,Attchd,1996,Unf,2,431,TA,TA,Y,307,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,173000 +684,20,RL,90,11248,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,Stone,215,Gd,TA,PConc,Gd,TA,Av,GLQ,1059,Unf,0,567,1626,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2002,Fin,3,702,TA,TA,Y,257,45,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,285000 +685,60,RL,58,16770,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,30,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1195,1195,GasA,Gd,Y,SBrkr,1195,644,0,1839,0,0,2,1,4,1,TA,7,Typ,0,NA,Attchd,1998,Fin,2,486,TA,TA,Y,0,81,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,221000 +686,160,RL,NA,5062,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,2Story,7,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Mn,GLQ,828,LwQ,182,180,1190,GasA,Gd,Y,SBrkr,1190,900,0,2090,1,0,2,0,3,1,Gd,6,Min1,1,TA,Attchd,1984,Fin,2,577,TA,TA,Y,219,0,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,207500 +687,60,FV,84,10207,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,6,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,874,874,GasA,Ex,Y,SBrkr,874,887,0,1761,0,0,3,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,227875 +688,160,FV,NA,5105,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,239,Unf,0,312,551,GasA,Ex,Y,SBrkr,551,551,0,1102,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2004,Unf,2,480,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,148800 +689,20,RL,60,8089,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,1Story,8,6,2007,2007,Gable,CompShg,MetalSd,MetalSd,BrkFace,0,Gd,TA,PConc,Gd,TA,Av,GLQ,945,Unf,0,474,1419,GasA,Ex,Y,SBrkr,1419,0,0,1419,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,2,567,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,392000 +690,120,RL,61,7577,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,Av,ALQ,20,Unf,0,1342,1362,GasA,Ex,Y,SBrkr,1362,0,0,1362,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,460,TA,TA,Y,192,28,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194700 +691,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,147,Gd,TA,PConc,Gd,TA,Gd,GLQ,697,Unf,0,151,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,TA,Attchd,2004,RFn,2,420,TA,TA,Y,149,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,141000 +692,60,RL,104,21535,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,6,1994,1995,Gable,WdShngl,HdBoard,HdBoard,BrkFace,1170,Ex,TA,PConc,Ex,TA,Gd,GLQ,1455,Unf,0,989,2444,GasA,Ex,Y,SBrkr,2444,1872,0,4316,0,1,3,1,4,1,Ex,10,Typ,2,Ex,Attchd,1994,Fin,3,832,TA,TA,Y,382,50,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,755000 +693,60,RL,42,26178,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,2Story,7,5,1989,1990,Hip,CompShg,MetalSd,MetalSd,BrkFace,293,Gd,TA,PConc,Gd,TA,Gd,GLQ,965,Unf,0,245,1210,GasA,Ex,Y,SBrkr,1238,1281,0,2519,1,0,2,1,4,1,Gd,9,Typ,2,Gd,Attchd,1989,RFn,2,628,TA,TA,Y,320,27,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,335000 +694,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Sev,OldTown,Norm,Norm,1Fam,1Story,5,6,1921,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1073,1073,GasA,Ex,Y,SBrkr,1073,0,0,1073,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1968,Unf,1,326,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,108480 +695,50,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,927,927,GasA,TA,Y,SBrkr,1067,472,0,1539,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1995,Unf,2,576,TA,TA,Y,112,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,141500 +696,20,RL,54,13811,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,6,6,1987,1987,Gable,CompShg,HdBoard,HdBoard,BrkFace,72,TA,TA,CBlock,Gd,Gd,No,GLQ,980,LwQ,40,92,1112,GasA,Gd,Y,SBrkr,1137,0,0,1137,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1987,Unf,2,551,TA,TA,Y,125,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,176000 +697,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1921,1950,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,616,Unf,0,0,616,GasA,Gd,Y,SBrkr,616,0,0,616,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1921,Unf,1,205,TA,TA,Y,0,0,129,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,89000 +698,20,RL,57,6420,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1952,1952,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Ex,Gd,Mn,LwQ,210,ALQ,551,219,980,GasA,Fa,Y,FuseA,1148,0,0,1148,0,1,1,0,2,1,TA,6,Typ,0,NA,Detchd,1952,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,123500 +699,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,1Fam,1Story,5,8,1965,2009,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,GLQ,553,BLQ,117,224,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Gd,Detchd,1973,Unf,1,336,TA,TA,Y,416,144,0,0,0,0,NA,MnPrv,NA,0,4,2010,WD,Normal,138500 +700,120,FV,59,4282,Pave,Pave,IR2,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2004,2004,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,16,Unf,0,1375,1391,GasA,Ex,Y,SBrkr,1391,0,0,1391,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2004,RFn,2,530,TA,TA,Y,156,158,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,196000 +701,20,RL,85,14331,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,630,Gd,TA,PConc,Ex,TA,Gd,GLQ,1274,Unf,0,526,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,3,765,TA,TA,Y,270,78,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,312500 +702,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1969,1969,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1164,1164,GasA,TA,Y,SBrkr,1164,0,0,1164,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,COD,Normal,140000 +703,60,RL,82,12438,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,466,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1234,1234,GasA,Ex,Y,SBrkr,1264,1312,0,2576,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2006,Fin,3,666,TA,TA,Y,324,100,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,361919 +704,190,RM,76,7630,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2Story,5,9,1900,1996,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,360,360,GasA,Gd,Y,SBrkr,1032,780,0,1812,0,0,2,0,4,2,Gd,8,Typ,1,Po,Detchd,1999,Unf,2,672,TA,TA,N,344,0,40,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,140000 +705,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,109,Gd,TA,PConc,Gd,TA,Av,GLQ,712,Unf,0,761,1473,GasA,Ex,Y,SBrkr,1484,0,0,1484,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,606,TA,TA,Y,0,35,0,144,0,0,NA,NA,NA,0,5,2010,WD,Normal,213000 +706,190,RM,70,5600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,2fmCon,2Story,4,5,1930,1950,Hip,CompShg,VinylSd,Wd Shng,None,0,Fa,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Fa,N,SBrkr,372,720,0,1092,0,0,2,0,3,2,Fa,7,Mod,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,Othr,3500,7,2010,WD,Normal,55000 +707,20,RL,NA,115149,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,5,1971,2002,Gable,CompShg,Plywood,Plywood,Stone,351,TA,TA,CBlock,Gd,TA,Gd,GLQ,1219,Unf,0,424,1643,GasA,TA,Y,SBrkr,1824,0,0,1824,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1971,Unf,2,739,TA,TA,Y,380,48,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +708,120,RL,48,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,8,5,2006,2006,Hip,CompShg,MetalSd,MetalSd,BrkFace,176,Gd,TA,PConc,Gd,TA,No,GLQ,863,Unf,0,461,1324,GasA,Ex,Y,SBrkr,1324,0,0,1324,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,2,550,TA,TA,Y,192,38,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,254000 +709,60,RL,65,9018,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2007,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,179540 +710,20,RL,NA,7162,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkCmn,41,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,876,876,GasA,TA,Y,SBrkr,904,0,0,904,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1966,Unf,1,408,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Abnorml,109900 +711,30,RL,56,4130,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,3,6,1935,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,270,270,GasA,Gd,Y,SBrkr,729,0,0,729,0,0,1,0,2,1,TA,5,Maj2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,52000 +712,50,C (all),66,8712,Pave,Pave,Reg,HLS,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,7,1900,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Stone,TA,TA,Mn,Unf,0,Unf,0,859,859,GasA,Gd,Y,SBrkr,859,319,0,1178,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1964,RFn,1,384,TA,TA,N,68,0,98,0,0,0,NA,NA,NA,0,1,2010,WD,Abnorml,102776 +713,120,RL,40,4671,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1988,1989,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,767,Unf,0,461,1228,GasA,Gd,Y,SBrkr,1228,0,0,1228,1,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,472,TA,TA,Y,168,120,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +714,190,RL,60,9873,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,RRAn,Norm,2fmCon,1Story,4,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,160,TA,TA,CBlock,TA,TA,Av,ALQ,789,Unf,0,171,960,GasW,TA,N,SBrkr,960,0,0,960,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,576,TA,TA,Y,0,288,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,129000 +715,60,RL,NA,13517,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,2Story,6,8,1976,2005,Gable,CompShg,HdBoard,Plywood,BrkFace,289,Gd,TA,CBlock,TA,TA,No,GLQ,533,Unf,0,192,725,GasA,Ex,Y,SBrkr,725,754,0,1479,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1976,RFn,2,475,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,130500 +716,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,174,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1064,1064,GasA,TA,Y,SBrkr,1350,0,0,1350,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1974,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,165000 +717,70,RM,60,10800,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,8,1890,1998,Gable,CompShg,Wd Sdng,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,718,718,GasA,Ex,Y,SBrkr,1576,978,0,2554,0,0,1,1,3,1,TA,8,Typ,0,NA,Detchd,1996,Unf,2,704,TA,TA,P,0,48,143,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,159500 +718,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1973,2000,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,1084,Unf,0,92,1176,GasA,Gd,Y,SBrkr,1178,0,0,1178,0,1,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1973,Unf,2,439,TA,TA,Y,224,0,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,157000 +719,60,RL,96,10542,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1993,1994,Hip,CompShg,Wd Sdng,ImStucc,BrkFace,651,Gd,TA,PConc,Gd,TA,Gd,GLQ,1173,Unf,0,138,1311,GasA,Ex,Y,SBrkr,1325,1093,0,2418,1,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1993,RFn,3,983,TA,TA,Y,250,154,216,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,341000 +720,20,RL,69,9920,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1969,1969,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,523,Unf,0,448,971,GasA,TA,Y,SBrkr,971,0,0,971,0,0,1,1,3,1,TA,5,Typ,1,Po,Attchd,1969,Unf,1,300,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,128500 +721,120,RL,NA,6563,Pave,NA,IR1,Low,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,1Story,8,5,1985,1985,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1148,Unf,0,594,1742,GasA,TA,Y,SBrkr,1742,0,0,1742,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1985,RFn,2,564,TA,TA,Y,114,28,234,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,275000 +722,120,RM,NA,4426,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Av,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2004,RFn,2,420,TA,TA,Y,160,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,143000 +723,20,RL,70,8120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,7,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,191,Unf,0,673,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1994,Unf,2,463,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,124500 +724,50,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,6,1954,1972,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,941,941,GasA,Ex,Y,SBrkr,997,473,0,1470,0,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1958,Unf,1,548,TA,TA,Y,0,0,0,0,156,0,NA,NA,NA,0,5,2008,WD,Normal,135000 +725,20,RL,86,13286,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,Stone,340,Ex,TA,PConc,Ex,TA,No,GLQ,1234,Unf,0,464,1698,GasA,Ex,Y,SBrkr,1698,0,0,1698,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2007,Fin,3,768,TA,TA,Y,327,64,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,320000 +726,20,RL,60,6960,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1970,1970,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,375,BLQ,239,250,864,GasA,TA,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1989,Unf,2,660,TA,TA,Y,96,0,0,0,0,0,NA,NA,Shed,500,11,2009,WD,Normal,120500 +727,20,RL,NA,21695,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,9,1988,2007,Hip,CompShg,Wd Sdng,Plywood,BrkFace,260,Gd,Gd,CBlock,Gd,TA,No,GLQ,808,Unf,0,72,880,GasA,Ex,Y,SBrkr,1680,0,0,1680,1,0,2,0,3,1,Gd,5,Typ,1,Gd,Attchd,1988,Fin,2,540,TA,TA,Y,292,44,0,182,0,0,NA,NA,NA,0,12,2009,WD,Normal,222000 +728,20,RL,64,7314,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,82,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,508,1232,GasA,Ex,Y,SBrkr,1232,0,0,1232,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2007,RFn,2,632,TA,TA,Y,132,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,194500 +729,90,RL,85,11475,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1958,1958,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1776,0,0,1776,1,0,2,0,4,2,TA,9,Typ,0,NA,Detchd,1968,Unf,3,888,TA,TA,Y,0,25,0,0,0,0,NA,NA,NA,0,7,2009,COD,Abnorml,110000 +730,30,RM,52,6240,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,152,Unf,0,628,780,GasA,TA,Y,FuseA,848,0,360,1208,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,2,539,TA,TA,Y,0,23,112,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,103000 +731,120,RL,39,5389,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1180,Unf,0,415,1595,GasA,Ex,Y,SBrkr,1616,0,0,1616,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1995,RFn,2,608,TA,TA,Y,237,152,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,236500 +732,80,RL,73,9590,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,SLvl,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,Gd,TA,PConc,Ex,TA,Av,GLQ,786,Unf,0,82,868,GasA,Ex,Y,SBrkr,1146,0,0,1146,1,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2003,Fin,2,438,TA,TA,Y,160,22,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,187500 +733,60,RL,75,11404,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,202,Gd,TA,PConc,Gd,TA,Av,ALQ,252,Unf,0,901,1153,GasA,Ex,Y,SBrkr,1153,878,0,2031,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,2,541,TA,TA,Y,192,84,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,222500 +734,20,RL,80,10000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1961,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,594,Unf,0,270,864,GasA,Ex,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,RFn,1,264,TA,TA,Y,165,0,0,0,0,0,NA,GdWo,Shed,400,3,2009,WD,Normal,131400 +735,20,RL,NA,8978,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,948,948,GasA,TA,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1968,Unf,1,300,TA,TA,Y,147,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Family,108000 +736,75,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,7,1914,1970,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,390,Unf,0,490,880,GasW,Fa,N,SBrkr,880,888,0,1768,0,0,1,1,2,1,TA,6,Typ,2,TA,Detchd,1914,Unf,2,320,TA,TA,N,0,341,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,163000 +737,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,Stucco,Stone,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1949,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,93500 +738,60,RL,72,10463,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,893,893,GasA,Ex,Y,SBrkr,901,900,0,1801,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,3,800,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,239900 +739,90,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1987,1988,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,1200,Unf,0,0,1200,GasA,TA,Y,SBrkr,1200,0,0,1200,3,0,3,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Alloca,179000 +740,60,RL,65,9313,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,864,0,1728,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2004,RFn,2,572,TA,TA,Y,187,56,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,190000 +741,70,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,7,1910,2002,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,Gd,BrkTil,Fa,Fa,No,Unf,0,Unf,0,264,264,GasA,Ex,Y,SBrkr,768,664,0,1432,0,0,2,0,2,1,TA,7,Typ,0,NA,Detchd,1910,Unf,2,360,TA,Gd,Y,270,0,112,0,0,0,NA,GdPrv,NA,0,5,2007,WD,Abnorml,132000 +742,20,RL,65,6768,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,6,8,1961,1996,Hip,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,Mn,GLQ,832,Unf,0,80,912,GasA,Gd,Y,SBrkr,912,0,0,912,1,1,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1962,Unf,1,288,TA,TA,Y,168,0,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,142000 +743,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,108,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1349,1349,GasA,Ex,Y,SBrkr,1349,0,0,1349,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,2000,Unf,2,539,TA,TA,Y,120,55,0,0,0,0,NA,GdPrv,NA,0,12,2007,WD,Normal,179000 +744,80,RL,70,12886,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1963,1999,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,ALQ,444,Unf,0,76,520,GasA,Ex,Y,SBrkr,1464,0,0,1464,0,1,2,0,3,1,TA,6,Min2,1,TA,Attchd,1997,RFn,2,480,TA,TA,Y,302,0,0,0,100,0,NA,NA,NA,0,10,2009,WD,Normal,175000 +745,120,RL,41,5395,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,733,Unf,0,604,1337,GasA,Gd,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1993,RFn,2,462,TA,TA,Y,96,0,70,168,0,0,NA,NA,NA,0,10,2008,WD,Normal,180000 +746,60,RL,NA,8963,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,9,1976,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,289,Ex,Gd,CBlock,TA,Gd,No,GLQ,575,ALQ,80,487,1142,GasA,Ex,Y,SBrkr,1175,1540,0,2715,0,1,3,1,4,1,Gd,11,Typ,2,TA,BuiltIn,1994,Fin,2,831,TA,TA,Y,0,204,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,299800 +747,60,RL,NA,8795,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,300,Unf,0,652,952,GasA,Ex,Y,SBrkr,980,1276,0,2256,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,2000,Fin,2,554,TA,TA,Y,224,54,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,236000 +748,70,RM,65,11700,Pave,Pave,IR1,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1880,2003,Mansard,CompShg,Stucco,Stucco,None,0,Gd,TA,Stone,TA,Fa,No,Unf,0,Unf,0,1240,1240,GasW,TA,N,SBrkr,1320,1320,0,2640,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1950,Unf,4,864,TA,TA,N,181,0,386,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,265979 +749,20,RL,59,10593,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,338,Gd,TA,PConc,Gd,TA,No,GLQ,919,Unf,0,801,1720,GasA,Ex,Y,SBrkr,1720,0,0,1720,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1996,Fin,2,527,TA,TA,Y,240,56,154,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,260400 +750,50,RL,50,8405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,4,3,1945,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,TA,N,FuseF,1088,441,0,1529,0,0,2,0,4,1,TA,9,Mod,0,NA,Detchd,1945,Unf,1,240,TA,TA,N,92,0,185,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,98000 +751,50,RM,55,8800,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,4,7,1910,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,576,576,GasA,Gd,Y,SBrkr,792,348,0,1140,0,0,1,0,3,1,TA,7,Min2,0,NA,NA,NA,NA,0,0,NA,NA,N,0,160,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,96500 +752,60,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,660,660,0,1320,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,Fin,2,400,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,162000 +753,20,RL,79,9236,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,TA,Gd,GLQ,1200,Unf,0,279,1479,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1997,RFn,2,576,TA,TA,Y,168,27,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,217000 +754,60,RL,80,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1030,1030,GasA,Gd,Y,SBrkr,1038,1060,0,2098,0,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2005,RFn,3,878,TA,TA,Y,192,52,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,275500 +755,20,RL,61,7930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,2005,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,439,LwQ,472,115,1026,GasA,Gd,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1969,RFn,2,440,TA,TA,Y,171,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,156000 +756,160,FV,34,3230,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,894,TA,TA,PConc,Gd,TA,No,GLQ,381,Unf,0,348,729,GasA,Gd,Y,SBrkr,742,729,0,1471,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,172500 +757,60,RL,68,10769,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,846,866,GasA,Ex,Y,SBrkr,866,902,0,1768,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,2,578,TA,TA,Y,144,105,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,212000 +758,60,RL,NA,11616,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkCmn,328,TA,TA,CBlock,TA,TA,Mn,Rec,438,Unf,0,234,672,GasA,TA,Y,SBrkr,672,714,0,1386,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1978,Fin,2,440,TA,TA,Y,335,0,0,0,0,0,NA,GdPrv,NA,0,4,2010,WD,Abnorml,158900 +759,160,FV,24,2280,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Gable,CompShg,MetalSd,MetalSd,BrkFace,360,TA,TA,PConc,Gd,TA,No,ALQ,549,Unf,0,195,744,GasA,Gd,Y,SBrkr,757,744,0,1501,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1999,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,179400 +760,60,RL,65,12257,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,BrkFace,513,Gd,TA,PConc,Gd,TA,Av,LwQ,56,ALQ,64,1198,1318,GasA,Ex,Y,SBrkr,1328,1203,0,2531,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1995,RFn,3,752,TA,TA,Y,222,98,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,290000 +761,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,612,Unf,0,252,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2008,Unf,1,300,Ex,Ex,Y,0,0,0,0,0,0,NA,NA,Shed,450,10,2009,WD,Normal,127500 +762,30,RM,60,6911,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,5,5,1924,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,Mn,LwQ,405,Unf,0,740,1145,GasA,TA,Y,SBrkr,1301,0,0,1301,0,0,1,0,2,1,Fa,5,Min1,0,NA,Detchd,1965,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,100000 +763,60,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Mn,GLQ,24,Unf,0,732,756,GasA,Ex,Y,SBrkr,764,783,0,1547,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2009,Unf,2,614,TA,TA,Y,169,45,0,0,0,0,NA,NA,NA,0,6,2010,Con,Normal,215200 +764,60,RL,82,9430,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,673,Gd,TA,PConc,Gd,TA,Mn,GLQ,1163,Unf,0,89,1252,GasA,Ex,Y,SBrkr,1268,1097,0,2365,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,1999,RFn,3,856,TA,TA,Y,0,128,0,0,180,0,NA,NA,NA,0,7,2009,WD,Normal,337000 +765,120,RL,30,9549,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Veenker,Norm,Norm,TwnhsE,1Story,8,5,1995,1996,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,Gd,PConc,Gd,Gd,Av,LwQ,437,GLQ,1057,0,1494,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,1,1,2,1,Ex,6,Typ,1,Gd,Attchd,1995,Fin,2,481,TA,TA,Y,0,30,0,0,216,0,NA,NA,NA,0,4,2006,WD,Normal,270000 +766,20,RL,75,14587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,284,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1498,1498,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2008,Fin,2,592,TA,TA,Y,0,174,0,0,0,0,NA,NA,NA,0,8,2008,New,Partial,264132 +767,60,RL,80,10421,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1988,1988,Gable,CompShg,HdBoard,HdBoard,BrkFace,42,TA,TA,CBlock,Gd,TA,No,GLQ,394,Unf,0,586,980,GasA,TA,Y,SBrkr,980,734,0,1714,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1988,Unf,2,496,TA,TA,Y,228,66,156,0,0,0,NA,MnPrv,Shed,500,3,2010,WD,Normal,196500 +768,50,RL,75,12508,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1.5Fin,6,7,1940,1985,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,Mn,ALQ,660,Unf,0,323,983,GasA,Ex,Y,SBrkr,983,767,0,1750,1,0,2,0,4,1,TA,7,Mod,0,NA,Attchd,1989,Unf,1,423,TA,TA,Y,245,0,156,0,0,0,NA,NA,Shed,1300,7,2008,WD,Normal,160000 +769,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1836,1860,GasA,Ex,Y,SBrkr,1836,0,0,1836,0,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,484,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,216837 +770,60,RL,47,53504,Pave,NA,IR2,HLS,AllPub,CulDSac,Mod,StoneBr,Norm,Norm,1Fam,2Story,8,5,2003,2003,Hip,CompShg,CemntBd,Wd Shng,BrkFace,603,Ex,TA,PConc,Gd,TA,Gd,ALQ,1416,Unf,0,234,1650,GasA,Ex,Y,SBrkr,1690,1589,0,3279,1,0,3,1,4,1,Ex,12,Mod,1,Gd,BuiltIn,2003,Fin,3,841,TA,TA,Y,503,36,0,0,210,0,NA,NA,NA,0,6,2010,WD,Normal,538000 +771,85,RL,NA,7252,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,5,1982,1982,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,685,Unf,0,173,858,GasA,TA,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1983,Unf,2,576,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,134900 +772,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1951,1951,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,Fa,No,LwQ,836,Unf,0,0,836,GasA,TA,Y,FuseF,1220,0,0,1220,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1951,Unf,2,396,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2006,COD,Normal,102000 +773,80,RL,94,7819,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,422,BLQ,127,480,1029,GasA,TA,Y,SBrkr,1117,0,0,1117,1,0,1,0,3,1,TA,6,Typ,1,TA,Detchd,1976,Unf,2,672,TA,TA,Y,144,0,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Abnorml,107000 +774,20,RL,70,10150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1958,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,1,TA,TA,CBlock,TA,TA,No,Rec,456,Unf,0,456,912,GasA,Ex,Y,FuseA,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1958,RFn,1,275,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,COD,Normal,114500 +775,20,RL,110,14226,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,375,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1935,1935,GasA,Gd,Y,SBrkr,1973,0,0,1973,0,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2006,Fin,3,895,TA,TA,Y,315,45,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,395000 +776,120,RM,32,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,BrkFace,320,TA,TA,PConc,Ex,TA,No,GLQ,866,Unf,0,338,1204,GasA,Ex,Y,SBrkr,1204,0,0,1204,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1998,Fin,2,412,TA,TA,Y,0,247,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,162000 +777,20,RL,86,11210,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,240,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1594,1614,GasA,Ex,Y,SBrkr,1614,0,0,1614,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,865,TA,TA,Y,144,59,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,221500 +778,20,RL,100,13350,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1974,1974,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,762,Unf,0,102,864,GasA,TA,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1974,Unf,2,440,TA,TA,Y,241,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,142500 +779,90,RH,60,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,1Story,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,320,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,2020,0,0,2020,0,0,2,0,4,2,TA,10,Typ,2,TA,Detchd,1977,Unf,2,630,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,144000 +780,90,RL,78,10530,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,SFoyer,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,BrkFace,90,TA,TA,CBlock,Gd,TA,Gd,GLQ,975,Unf,0,0,975,GasA,TA,Y,SBrkr,1004,0,0,1004,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1977,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,135000 +781,20,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,BrkFace,38,TA,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1237,1237,GasA,Gd,Y,SBrkr,1253,0,0,1253,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,402,TA,TA,Y,220,21,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,176000 +782,60,RL,65,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,PConc,Gd,TA,No,ALQ,387,Unf,0,374,761,GasA,Ex,Y,SBrkr,810,793,0,1603,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1992,RFn,2,484,TA,TA,Y,0,124,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,175900 +783,20,RL,67,16285,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1413,1413,GasA,Ex,Y,SBrkr,1430,0,0,1430,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,605,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,187100 +784,85,RL,NA,9101,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SFoyer,5,6,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,104,TA,Gd,PConc,Gd,TA,Av,GLQ,1097,Unf,0,0,1097,GasA,Ex,Y,SBrkr,1110,0,0,1110,1,0,1,0,1,1,Gd,4,Typ,1,TA,Attchd,1978,Fin,2,602,TA,TA,Y,303,30,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,165500 +785,75,RM,35,6300,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,6,1914,2001,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,0,3,1,TA,9,Typ,1,Gd,NA,NA,NA,0,0,NA,NA,Y,0,291,134,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,128000 +786,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1967,1967,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,251,LwQ,630,491,1372,GasA,TA,Y,SBrkr,1342,0,0,1342,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1967,Unf,2,457,TA,TA,Y,0,0,0,0,197,0,NA,NA,NA,0,9,2009,WD,Normal,161500 +787,50,RM,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1915,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,TA,No,LwQ,686,Unf,0,0,686,GasA,TA,Y,SBrkr,966,686,0,1652,1,0,2,0,4,1,TA,7,Typ,0,NA,Detchd,1961,Unf,1,416,TA,TA,Y,0,0,196,0,0,0,NA,NA,Shed,1200,6,2010,WD,Normal,139000 +788,60,RL,76,10142,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,656,Unf,0,300,956,GasA,Ex,Y,SBrkr,956,1128,0,2084,1,0,2,1,4,1,Gd,8,Typ,0,NA,BuiltIn,2004,RFn,2,618,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,233000 +789,20,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,901,901,GasA,Ex,Y,SBrkr,901,0,0,901,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1954,Unf,1,281,Fa,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,107900 +790,60,RL,NA,12205,Pave,NA,IR1,Low,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,6,8,1966,2007,Gable,CompShg,HdBoard,HdBoard,BrkFace,157,TA,TA,CBlock,TA,Fa,Gd,LwQ,568,Unf,0,264,832,GasA,Gd,Y,SBrkr,976,1111,0,2087,0,0,2,1,5,1,Gd,9,Typ,0,NA,Attchd,1966,Fin,2,444,TA,TA,Y,133,168,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,187500 +791,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,11,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1129,1145,GasA,Ex,Y,SBrkr,1145,0,0,1145,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,160200 +792,80,RL,NA,11333,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,539,Unf,0,490,1029,GasA,TA,Y,SBrkr,1062,0,0,1062,1,0,1,0,3,1,TA,5,Typ,2,TA,Attchd,1976,RFn,2,539,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,146800 +793,60,RL,92,9920,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,862,Unf,0,255,1117,GasA,Ex,Y,SBrkr,1127,886,0,2013,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1997,Unf,2,455,TA,TA,Y,180,130,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,269790 +794,20,RL,76,9158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,Stone,140,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1496,1496,GasA,Ex,Y,SBrkr,1496,0,0,1496,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,2,474,TA,TA,Y,168,130,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,225000 +795,60,RL,NA,10832,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1994,1996,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,712,712,GasA,Ex,Y,SBrkr,1086,809,0,1895,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,409,TA,TA,Y,143,46,0,0,0,0,NA,NA,Shed,500,10,2008,WD,Normal,194500 +796,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,6,1980,1981,Gable,CompShg,HdBoard,HdBoard,BrkFace,130,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,650,650,GasA,TA,Y,SBrkr,888,676,0,1564,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,476,TA,TA,Y,0,50,0,0,204,0,NA,MnPrv,NA,0,4,2010,WD,Normal,171000 +797,20,RL,71,8197,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,148,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,660,660,GasA,Ex,Y,SBrkr,1285,0,0,1285,0,0,1,1,3,1,TA,7,Typ,1,TA,Attchd,1977,RFn,2,528,TA,TA,Y,138,0,0,0,0,0,NA,MnPrv,NA,0,4,2007,WD,Normal,143500 +798,20,RL,57,7677,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1953,1953,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,570,Unf,0,203,773,GasA,Gd,Y,SBrkr,773,0,0,773,0,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,110000 +799,60,RL,104,13518,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,860,Ex,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1926,1926,GasA,Ex,Y,SBrkr,1966,1174,0,3140,0,0,3,1,4,1,Ex,11,Typ,2,Gd,BuiltIn,2009,Fin,3,820,TA,TA,Y,144,78,0,0,0,0,NA,NA,NA,0,7,2009,New,Partial,485000 +800,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,5,7,1937,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,252,TA,TA,BrkTil,Gd,TA,No,ALQ,569,Unf,0,162,731,GasA,Ex,Y,SBrkr,981,787,0,1768,1,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1939,Unf,1,240,TA,TA,Y,0,0,264,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,175000 +801,60,RL,79,12798,Pave,NA,IR1,HLS,AllPub,Inside,Mod,ClearCr,Feedr,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,462,Unf,0,154,616,GasA,Gd,Y,SBrkr,616,1072,0,1688,1,0,2,1,4,1,Gd,8,Typ,0,NA,Attchd,1997,RFn,2,603,TA,TA,Y,403,114,185,0,0,0,NA,NA,Shed,400,5,2008,WD,Normal,200000 +802,30,RM,40,4800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,7,1916,1990,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,197,Unf,0,999,1196,GasA,Ex,Y,FuseA,1196,0,0,1196,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,109900 +803,60,RL,63,8199,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,648,Unf,0,80,728,GasA,Ex,Y,SBrkr,728,728,0,1456,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,410,TA,TA,Y,36,18,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,189000 +804,60,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2009,Hip,CompShg,VinylSd,VinylSd,Stone,424,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1734,1734,GasA,Ex,Y,SBrkr,1734,1088,0,2822,0,0,3,1,4,1,Ex,12,Typ,1,Gd,BuiltIn,2009,RFn,3,1020,TA,TA,Y,52,170,0,0,192,0,NA,NA,NA,0,1,2009,New,Partial,582933 +805,20,RL,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,812,Unf,0,124,936,GasA,TA,Y,SBrkr,1128,0,0,1128,0,0,1,0,2,1,TA,5,Min1,0,NA,Attchd,1954,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Family,118000 +806,20,RL,91,12274,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,256,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1417,1417,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Ex,6,Typ,0,NA,Attchd,2008,RFn,2,554,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,7,2008,New,Partial,227680 +807,80,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1967,1967,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Av,ALQ,400,Rec,480,100,980,GasA,Gd,Y,SBrkr,980,0,0,980,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Fin,1,384,TA,TA,Y,68,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,135500 +808,70,RL,144,21384,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,6,1923,2004,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Gd,GLQ,1309,Unf,0,15,1324,GasA,Ex,Y,SBrkr,1072,504,0,1576,2,0,1,1,3,1,Gd,6,Typ,1,TA,Attchd,1923,RFn,2,528,TA,TA,Y,0,312,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,223500 +809,80,RL,85,13400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,BrkFace,1047,TA,TA,CBlock,TA,TA,Av,ALQ,516,BLQ,128,380,1024,GasA,TA,Y,SBrkr,1086,0,0,1086,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1966,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2006,WD,Normal,159950 +810,75,RM,90,8100,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,5,5,1898,1965,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,849,849,GasA,TA,N,FuseA,1075,1063,0,2138,0,0,2,0,2,3,TA,11,Typ,0,NA,Detchd,1910,Unf,2,360,Fa,Po,N,40,156,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,106000 +811,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1974,1999,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,CBlock,TA,TA,No,ALQ,663,LwQ,377,0,1040,GasA,Fa,Y,SBrkr,1309,0,0,1309,1,0,1,1,3,1,Gd,5,Typ,1,Fa,Attchd,1974,RFn,2,484,TA,TA,Y,265,0,0,0,0,648,Fa,GdPrv,NA,0,1,2006,WD,Normal,181000 +812,120,RM,NA,4438,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Gd,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,1,Gd,Attchd,2004,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Normal,144500 +813,20,C (all),66,8712,Grvl,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,5,5,1952,1952,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,540,540,GasA,TA,N,FuseA,1044,0,0,1044,0,0,1,0,2,1,Fa,4,Typ,0,NA,Basment,1952,Unf,2,504,TA,TA,N,0,0,0,0,0,0,NA,NA,Shed,54,6,2010,WD,Alloca,55993 +814,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,243,TA,TA,CBlock,TA,TA,No,Rec,608,Unf,0,834,1442,GasA,Gd,Y,SBrkr,1442,0,0,1442,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1958,RFn,1,301,TA,TA,Y,0,0,275,0,0,0,NA,NA,Shed,500,4,2007,COD,Normal,157900 +815,50,RL,45,8248,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1918,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,686,686,GasW,Gd,Y,SBrkr,686,564,0,1250,0,1,1,1,3,1,Fa,7,Typ,0,NA,Detchd,1955,Unf,1,280,TA,TA,P,207,0,96,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,116000 +816,20,RL,48,12137,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,442,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1649,1649,GasA,Ex,Y,SBrkr,1661,0,0,1661,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,598,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,224900 +817,20,RL,NA,11425,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1954,1954,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,BLQ,486,Unf,0,522,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,0,0,1,0,2,1,TA,4,Typ,1,Gd,Attchd,1954,RFn,1,275,TA,TA,Y,0,0,120,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,137000 +818,20,RL,NA,13265,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,8,5,2002,2002,Hip,CompShg,CemntBd,CmentBd,BrkFace,148,Gd,TA,PConc,Gd,TA,No,GLQ,1218,Unf,0,350,1568,GasA,Ex,Y,SBrkr,1689,0,0,1689,1,0,2,0,3,1,Gd,7,Typ,2,Gd,Attchd,2002,RFn,3,857,TA,TA,Y,150,59,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,271000 +819,80,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,SLvl,6,7,1971,1971,Gable,CompShg,HdBoard,HdBoard,BrkFace,80,TA,TA,CBlock,TA,TA,Av,GLQ,504,Unf,0,506,1010,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1971,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,155000 +820,120,RL,44,6371,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2009,2010,Gable,CompShg,VinylSd,VinylSd,Stone,128,Gd,TA,PConc,Gd,TA,Mn,GLQ,733,Unf,0,625,1358,GasA,Ex,Y,SBrkr,1358,0,0,1358,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2010,RFn,2,484,TA,TA,Y,192,35,0,0,0,0,NA,NA,NA,0,6,2010,New,Partial,224000 +821,60,RL,72,7226,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,798,798,GasA,Ex,Y,SBrkr,798,842,0,1640,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,595,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,183000 +822,20,RM,60,6000,Pave,Pave,Reg,Bnk,AllPub,Inside,Mod,OldTown,Norm,Norm,2fmCon,1Story,4,4,1953,1953,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,936,936,GasA,TA,N,SBrkr,936,0,0,936,0,0,1,0,2,1,TA,4,Min2,0,NA,Detchd,1974,Unf,2,576,TA,TA,Y,0,32,112,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,93000 +823,60,RL,NA,12394,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,886,0,1733,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,433,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,10,2007,WD,Family,225000 +824,50,RL,60,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,7,1940,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,778,778,GasA,TA,Y,SBrkr,944,545,0,1489,0,0,2,0,3,1,TA,7,Typ,1,Gd,Detchd,1940,Unf,1,240,TA,TA,Y,335,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,139500 +825,20,FV,81,11216,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,1489,1489,GasA,Ex,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,2,776,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,232600 +826,20,RL,114,14803,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,PosN,PosN,1Fam,1Story,10,5,2007,2008,Hip,CompShg,CemntBd,CmentBd,BrkFace,816,Ex,TA,PConc,Ex,TA,Av,GLQ,1636,Unf,0,442,2078,GasA,Ex,Y,SBrkr,2084,0,0,2084,1,0,2,0,2,1,Ex,7,Typ,1,Gd,Attchd,2007,Fin,3,1220,TA,TA,Y,188,45,0,0,0,0,NA,NA,NA,0,6,2008,New,Partial,385000 +827,45,RM,50,6130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Unf,5,6,1924,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,784,Unf,0,0,784,GasA,Gd,Y,SBrkr,784,0,0,784,1,0,1,0,2,1,Gd,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,116,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,109500 +828,20,RL,65,8529,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,20,Unf,0,1434,1454,GasA,Ex,Y,SBrkr,1434,0,0,1434,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2001,RFn,2,527,TA,TA,Y,290,39,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,189000 +829,60,RL,NA,28698,Pave,NA,IR2,Low,AllPub,CulDSac,Sev,ClearCr,Norm,Norm,1Fam,2Story,5,5,1967,1967,Flat,Tar&Grv,Plywood,Plywood,None,0,TA,TA,PConc,TA,Gd,Gd,LwQ,249,ALQ,764,0,1013,GasA,TA,Y,SBrkr,1160,966,0,2126,0,1,2,1,3,1,TA,7,Min2,0,NA,Attchd,1967,Fin,2,538,TA,TA,Y,486,0,0,0,225,0,NA,NA,NA,0,6,2009,WD,Abnorml,185000 +830,160,FV,24,2544,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,623,80,1223,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,147400 +831,20,RL,80,11900,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1957,1957,Gable,CompShg,HdBoard,HdBoard,BrkFace,387,TA,TA,CBlock,TA,TA,No,Rec,1040,Unf,0,352,1392,GasA,TA,Y,FuseA,1392,0,0,1392,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,458,TA,TA,Y,0,0,0,0,192,0,NA,NA,NA,0,6,2008,WD,Normal,166000 +832,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,151000 +833,60,RL,44,9548,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,223,Gd,TA,PConc,Gd,TA,No,GLQ,483,Unf,0,458,941,GasA,Ex,Y,SBrkr,941,888,0,1829,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2003,RFn,2,613,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,237000 +834,20,RL,100,10004,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Gable,CompShg,HdBoard,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,196,BLQ,345,975,1516,GasA,TA,Y,SBrkr,1516,0,0,1516,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1964,RFn,2,472,TA,TA,Y,0,0,0,0,152,0,NA,NA,NA,0,2,2009,WD,Normal,167000 +835,20,RL,75,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Gable,CompShg,VinylSd,VinylSd,BrkFace,136,TA,TA,CBlock,TA,TA,No,Rec,572,Unf,0,572,1144,GasA,Gd,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,2,456,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,9,2008,WD,Normal,139950 +836,20,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,7,1950,1995,Gable,CompShg,VinylSd,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,442,Unf,0,625,1067,GasA,TA,Y,SBrkr,1067,0,0,1067,0,0,2,0,2,1,Gd,4,Min2,0,NA,Attchd,1996,Unf,2,436,TA,TA,Y,290,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,128000 +837,30,RM,90,8100,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1948,1973,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,338,Unf,0,1221,1559,GasA,Gd,Y,SBrkr,1559,0,0,1559,1,0,1,0,2,1,TA,5,Min2,0,NA,Detchd,1948,Unf,2,812,TA,TA,Y,0,116,230,0,0,0,NA,GdWo,NA,0,6,2007,COD,Normal,153500 +838,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,158,TA,TA,CBlock,TA,TA,No,BLQ,330,Unf,0,153,483,GasA,TA,Y,SBrkr,483,504,0,987,1,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,100000 +839,20,RL,75,9525,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1995,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1099,1099,GasA,Ex,Y,SBrkr,1099,0,0,1099,0,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1999,Unf,1,352,TA,TA,Y,278,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,144000 +840,50,RL,70,11767,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,6,1946,1995,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,352,Unf,0,416,768,GasA,Ex,Y,SBrkr,768,432,0,1200,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1946,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130500 +841,70,RH,NA,12155,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,6,8,1925,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,156,Unf,0,516,672,GasA,TA,N,SBrkr,810,672,0,1482,0,0,2,0,4,1,Fa,7,Typ,0,NA,Detchd,1934,Unf,1,400,TA,TA,P,0,0,254,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,140000 +842,70,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,8,1904,2002,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,650,650,GasA,Gd,Y,SBrkr,958,581,0,1539,0,0,2,0,3,1,Gd,8,Typ,1,Po,Detchd,1983,Unf,2,686,Gd,TA,P,70,78,68,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,157500 +843,80,RL,82,9020,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,183,TA,TA,CBlock,TA,TA,Gd,Rec,312,ALQ,539,276,1127,GasA,TA,Y,SBrkr,1165,0,0,1165,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1966,RFn,2,490,Gd,Gd,Y,0,129,0,0,0,0,NA,GdPrv,NA,0,5,2008,WD,Normal,174900 +844,90,RL,80,8000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,Duplex,1Story,5,4,1961,1961,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,N,SBrkr,1800,0,0,1800,0,0,2,0,6,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,141000 +845,50,RM,100,12665,Pave,Grvl,IR1,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,8,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,876,876,GasA,Gd,Y,SBrkr,876,540,0,1416,0,0,1,1,4,1,TA,7,Typ,1,Gd,Detchd,1949,Unf,3,720,TA,TA,Y,418,0,194,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,153900 +846,85,RL,NA,16647,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,RRAe,Norm,1Fam,SFoyer,5,5,1975,1981,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Gd,ALQ,1390,Unf,0,0,1390,GasA,TA,Y,SBrkr,1701,0,0,1701,1,0,2,0,3,1,TA,6,Min2,2,TA,Basment,1975,Fin,2,611,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,171000 +847,60,RL,75,9317,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1993,Gable,CompShg,HdBoard,HdBoard,BrkFace,137,Gd,TA,PConc,Gd,TA,No,ALQ,513,Unf,0,227,740,GasA,Ex,Y,SBrkr,1006,769,0,1775,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1993,Unf,2,425,TA,TA,Y,234,72,192,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,213000 +848,20,RL,36,15523,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,460,Unf,0,404,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,5,Typ,1,Fa,Attchd,1972,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,133500 +849,50,RL,75,45600,Pave,NA,IR2,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,6,8,1908,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,907,907,GasA,TA,Y,SBrkr,1307,1051,0,2358,0,0,3,0,5,1,TA,10,Typ,1,Gd,Detchd,1908,Unf,2,360,Fa,TA,Y,486,40,0,0,175,0,NA,NA,NA,0,9,2008,WD,Normal,240000 +850,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,6,7,1976,1994,Hip,CompShg,Plywood,Plywood,BrkFace,360,Gd,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,528,528,GasA,Ex,Y,SBrkr,1094,761,0,1855,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1976,RFn,2,512,TA,TA,Y,113,100,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,187000 +851,120,RM,36,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,189,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,131500 +852,120,RL,NA,3196,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,8,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,40,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1273,1273,GasA,Ex,Y,SBrkr,1456,0,0,1456,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2003,Fin,2,400,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,215000 +853,75,RL,53,7128,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2.5Unf,7,5,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,364,Unf,0,554,918,GasA,Gd,Y,SBrkr,918,728,0,1646,0,0,2,0,4,1,TA,7,Typ,2,Gd,Detchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,126,0,NA,MnPrv,NA,0,8,2007,WD,Normal,164000 +854,80,RL,NA,12095,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1964,1964,Gable,CompShg,MetalSd,HdBoard,BrkFace,115,TA,Gd,CBlock,TA,TA,Gd,Rec,564,Unf,0,563,1127,GasA,TA,Y,SBrkr,1445,0,0,1445,0,0,1,1,3,1,TA,7,Typ,1,Fa,Attchd,1964,RFn,2,645,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,158000 +855,20,RL,102,17920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1955,1974,Hip,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,306,Rec,1085,372,1763,GasA,TA,Y,SBrkr,1779,0,0,1779,1,0,1,1,3,1,TA,6,Typ,1,Gd,Attchd,1955,Unf,2,454,TA,TA,Y,0,418,0,0,312,0,NA,NA,NA,0,7,2006,WD,Abnorml,170000 +856,20,RL,NA,6897,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,8,1962,2010,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,CBlock,TA,TA,No,ALQ,659,Unf,0,381,1040,GasA,Ex,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,260,TA,TA,Y,0,104,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,127000 +857,80,RL,NA,10970,Pave,NA,IR1,Low,AllPub,Inside,Mod,CollgCr,Norm,Norm,1Fam,SLvl,6,6,1978,1978,Gable,CompShg,Plywood,HdBoard,None,0,TA,TA,CBlock,Gd,Gd,Gd,GLQ,505,LwQ,435,0,940,GasA,TA,Y,SBrkr,1026,0,0,1026,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,2,576,TA,Fa,Y,0,0,34,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,147000 +858,60,RL,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,702,779,0,1481,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1994,Fin,2,343,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,174000 +859,20,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,189,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1090,1090,GasA,TA,Y,SBrkr,1370,0,0,1370,0,0,2,0,3,1,TA,6,Typ,1,TA,Attchd,1976,RFn,2,479,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Family,152000 +860,60,RL,NA,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosA,Norm,1Fam,2Story,6,7,1968,1984,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,TA,TA,CBlock,TA,TA,Mn,BLQ,619,Unf,0,435,1054,GasA,TA,Y,SBrkr,1512,1142,0,2654,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1968,Unf,2,619,TA,TA,Y,0,65,0,0,222,0,NA,NA,NA,0,8,2006,WD,Normal,250000 +861,50,RL,55,7642,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,8,1918,1998,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,912,912,GasA,Gd,Y,SBrkr,912,514,0,1426,0,0,1,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,TA,TA,Y,0,240,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,189950 +862,190,RL,75,11625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,2fmCon,1Story,5,4,1965,1965,Hip,CompShg,Plywood,HdBoard,None,0,TA,TA,PConc,TA,TA,Mn,BLQ,841,Unf,0,198,1039,GasA,Ex,Y,SBrkr,1039,0,0,1039,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1965,Unf,2,504,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,131500 +863,20,RL,81,9672,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1984,1985,Hip,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,Gd,TA,No,GLQ,338,Unf,0,702,1040,GasA,TA,Y,SBrkr,1097,0,0,1097,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1986,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,152000 +864,20,RL,70,7931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,1148,Unf,0,0,1148,GasA,TA,Y,SBrkr,1148,0,0,1148,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,Unf,1,672,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,7,2009,WD,Normal,132500 +865,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1372,1372,GasA,Ex,Y,SBrkr,1372,0,0,1372,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2008,Fin,2,529,TA,TA,Y,0,140,0,0,0,0,NA,NA,NA,0,5,2008,New,Partial,250580 +866,20,RL,NA,8750,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1970,1970,Gable,CompShg,MetalSd,MetalSd,BrkFace,76,TA,TA,CBlock,TA,TA,No,BLQ,828,Unf,0,174,1002,GasA,TA,Y,SBrkr,1002,0,0,1002,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1973,Unf,2,902,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2009,WD,Normal,148500 +867,20,RL,67,10656,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,274,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1638,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,RFn,3,870,TA,TA,Y,192,80,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,248900 +868,20,RL,85,6970,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,4,5,1961,1961,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,932,Unf,0,108,1040,GasA,TA,Y,SBrkr,1120,0,0,1120,1,0,1,1,3,1,Fa,5,Typ,0,NA,Attchd,1961,RFn,2,544,TA,TA,Y,168,0,0,0,0,0,NA,NA,Shed,400,5,2007,WD,Normal,129000 +869,60,RL,NA,14762,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Feedr,Norm,1Fam,2Story,5,6,1948,1950,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1547,720,53,2320,0,0,2,0,2,1,TA,7,Typ,1,TA,Attchd,1979,Unf,2,672,TA,TA,P,120,144,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,169000 +870,60,RL,80,9938,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1993,1994,Gable,CompShg,MetalSd,MetalSd,BrkFace,246,Gd,TA,PConc,Gd,TA,No,GLQ,750,Unf,0,300,1050,GasA,Ex,Y,SBrkr,1062,887,0,1949,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1993,Fin,2,574,TA,TA,Y,156,90,0,0,0,0,NA,GdPrv,NA,0,6,2010,WD,Normal,236000 +871,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,Gd,N,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1962,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,109500 +872,60,RL,70,8750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,116,TA,TA,PConc,Gd,TA,No,GLQ,505,Unf,0,299,804,GasA,Ex,Y,SBrkr,804,878,0,1682,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1998,RFn,2,523,TA,TA,Y,0,77,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,200500 +873,20,RL,74,8892,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,1996,Gable,CompShg,WdShing,Wd Shng,None,0,Gd,TA,Stone,TA,TA,Av,Unf,0,Unf,0,105,105,GasA,Gd,Y,SBrkr,910,0,0,910,0,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1953,Unf,2,414,TA,TA,Y,196,0,150,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,116000 +874,40,RL,60,12144,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1949,1950,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,TA,TA,No,Rec,375,Unf,0,457,832,GasA,Gd,Y,SBrkr,1036,0,232,1268,0,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1949,Unf,1,288,TA,TA,Y,0,28,0,0,0,0,NA,NA,Othr,0,9,2009,WD,Normal,133000 +875,50,RM,52,5720,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,5,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,676,676,GasA,Ex,Y,SBrkr,676,455,0,1131,0,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1941,Unf,1,200,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,66500 +876,60,FV,75,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2007,2007,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,64,Unf,0,1120,1184,GasA,Ex,Y,SBrkr,1184,1426,0,2610,0,0,2,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2007,Fin,2,550,TA,TA,Y,208,364,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,303477 +877,20,RL,94,25286,Pave,NA,Reg,HLS,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,4,5,1963,1963,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,633,Unf,0,431,1064,GasA,Gd,Y,SBrkr,1040,0,0,1040,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1963,Unf,2,648,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,132250 +878,60,RL,74,8834,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,216,Gd,TA,PConc,Ex,TA,No,GLQ,1170,Unf,0,292,1462,GasA,Ex,Y,SBrkr,1462,762,0,2224,1,0,2,1,4,1,Ex,10,Typ,1,Gd,Attchd,2004,Fin,3,738,TA,TA,Y,184,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,350000 +879,85,RL,88,11782,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SFoyer,5,7,1961,1995,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,899,Unf,0,210,1109,GasA,TA,Y,SBrkr,1155,0,0,1155,1,0,1,0,3,1,Gd,6,Min2,0,NA,Detchd,1987,Unf,2,576,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,Shed,400,6,2010,WD,Normal,148000 +880,20,RL,NA,7000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,8,1978,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,90,Gd,Gd,CBlock,TA,TA,No,ALQ,646,Unf,0,218,864,GasA,Ex,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1978,Unf,1,336,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,136500 +881,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Ex,Gd,No,ALQ,980,Unf,0,110,1090,GasA,Gd,Y,SBrkr,1090,0,0,1090,1,0,1,1,2,1,TA,5,Typ,0,NA,Attchd,2005,Fin,2,450,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,157000 +882,50,RL,44,13758,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1.5Fin,7,5,1990,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,117,Gd,Gd,CBlock,Gd,TA,Mn,LwQ,902,Unf,0,254,1156,GasA,Ex,Y,SBrkr,1187,530,0,1717,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,2,400,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,187500 +883,60,RL,NA,9636,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1992,1993,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,808,808,GasA,Gd,Y,SBrkr,808,785,0,1593,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1993,RFn,2,389,TA,TA,Y,342,40,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,178000 +884,75,RL,60,6204,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,4,5,1912,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,TA,Fa,No,Unf,0,Unf,0,795,795,GasA,TA,N,SBrkr,954,795,481,2230,1,0,1,0,5,1,TA,10,Typ,0,NA,Detchd,1997,Unf,1,440,TA,Gd,Y,0,188,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,118500 +885,20,RL,65,7150,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,BrkFace,60,TA,TA,CBlock,TA,TA,No,BLQ,432,Unf,0,460,892,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1967,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,100000 +886,120,FV,50,5119,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,9,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,60,Gd,TA,PConc,Ex,TA,Av,GLQ,1238,Unf,0,460,1698,GasA,Ex,Y,SBrkr,1709,0,0,1709,1,0,2,0,2,1,Gd,5,Typ,1,TA,Attchd,1999,Fin,2,506,TA,TA,Y,97,65,0,0,0,0,NA,NA,NA,0,1,2008,CWD,Abnorml,328900 +887,90,RL,70,8393,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1959,2005,Gable,CompShg,MetalSd,MetalSd,BrkFace,122,TA,TA,CBlock,TA,TA,No,LwQ,528,Unf,0,1098,1626,GasA,Ex,Y,SBrkr,1712,0,0,1712,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,2005,Fin,2,588,TA,TA,Y,272,54,0,0,0,0,NA,NA,NA,0,6,2006,WD,Family,145000 +888,50,RL,59,16466,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1955,1955,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,TA,TA,No,Unf,0,Unf,0,816,816,GasA,TA,Y,SBrkr,872,521,0,1393,0,0,1,1,3,1,TA,8,Typ,0,NA,Attchd,1955,Unf,1,300,TA,TA,Y,121,0,0,0,265,0,NA,NA,NA,0,4,2008,WD,Normal,135500 +889,20,RL,95,15865,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,1Story,8,6,1970,1970,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,Gd,Gd,PConc,TA,Gd,Gd,ALQ,351,Rec,823,1043,2217,GasA,Ex,Y,SBrkr,2217,0,0,2217,1,0,2,0,4,1,Gd,8,Typ,1,TA,Attchd,1970,Unf,2,621,TA,TA,Y,81,207,0,0,224,0,NA,NA,NA,0,10,2007,WD,Normal,268000 +890,20,RL,128,12160,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,6,4,1953,1953,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,90,TA,TA,CBlock,TA,TA,No,BLQ,1024,Unf,0,481,1505,GasA,Ex,Y,SBrkr,1505,0,0,1505,1,0,1,0,2,1,TA,6,Typ,1,TA,Attchd,1953,RFn,2,505,TA,TA,Y,0,0,0,162,0,0,NA,NA,NA,0,2,2009,WD,Normal,149500 +891,50,RL,60,8064,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,7,1949,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,672,672,GasA,Ex,Y,SBrkr,672,252,0,924,0,0,1,0,3,1,TA,6,Typ,1,Po,Detchd,2003,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,Shed,2000,7,2007,WD,Normal,122900 +892,60,RL,70,11184,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,5,1978,1978,Hip,CompShg,HdBoard,HdBoard,BrkFace,92,TA,TA,CBlock,TA,TA,No,LwQ,226,Rec,500,192,918,GasA,Gd,Y,SBrkr,918,765,0,1683,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,440,TA,TA,Y,243,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,172500 +893,20,RL,70,8414,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,6,8,1963,2003,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,GLQ,663,Unf,0,396,1059,GasA,TA,Y,SBrkr,1068,0,0,1068,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,1,264,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,2,2006,WD,Normal,154500 +894,20,RL,NA,13284,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,PosN,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,1064,Unf,0,319,1383,GasA,TA,Y,SBrkr,1383,0,0,1383,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1954,Unf,1,354,TA,TA,Y,511,116,0,0,0,0,NA,GdPrv,NA,0,6,2008,WD,Normal,165000 +895,90,RL,64,7018,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SawyerW,Norm,Norm,Duplex,1Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1535,0,0,1535,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1979,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,118858 +896,60,RL,71,7056,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,415,TA,TA,CBlock,TA,TA,No,BLQ,400,Unf,0,380,780,GasA,TA,Y,SBrkr,983,813,0,1796,1,0,1,1,4,1,TA,8,Typ,1,TA,Attchd,1963,RFn,2,483,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +897,30,RM,50,8765,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,6,1936,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,285,Unf,0,666,951,GasA,Ex,N,SBrkr,951,0,0,951,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,327,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,106500 +898,90,RL,64,7018,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Feedr,Norm,Duplex,2Story,5,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1120,1120,0,2240,0,0,2,0,6,2,TA,12,Typ,0,NA,Detchd,1979,Unf,2,528,TA,TA,Y,154,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Alloca,142953 +899,20,RL,100,12919,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,760,Ex,TA,PConc,Ex,TA,Gd,GLQ,2188,Unf,0,142,2330,GasA,Ex,Y,SBrkr,2364,0,0,2364,1,0,2,1,2,1,Ex,11,Typ,2,Gd,Attchd,2009,Fin,3,820,TA,TA,Y,0,67,0,0,0,0,NA,NA,NA,0,3,2010,New,Partial,611657 +900,20,RL,65,6993,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1961,1994,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,BLQ,465,Unf,0,447,912,GasA,TA,Y,SBrkr,1236,0,0,1236,0,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1961,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,135000 +901,20,RL,NA,7340,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,6,1971,1971,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,322,Unf,0,536,858,GasA,TA,Y,SBrkr,858,0,0,858,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1979,Unf,1,684,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,110000 +902,20,RL,64,8712,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,2000,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,BLQ,860,Unf,0,132,992,GasA,TA,Y,SBrkr,1306,0,0,1306,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1968,Unf,1,756,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,153000 +903,60,RL,63,7875,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,807,702,0,1509,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2003,Fin,2,393,TA,TA,Y,0,75,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +904,20,RL,50,14859,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,27,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1670,1670,GasA,Ex,Y,SBrkr,1670,0,0,1670,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,690,TA,TA,Y,144,60,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,240000 +905,20,RL,NA,6173,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1967,1967,Gable,CompShg,HdBoard,Wd Sdng,BrkFace,75,TA,TA,CBlock,TA,TA,No,GLQ,599,Unf,0,277,876,GasA,TA,Y,SBrkr,902,0,0,902,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1967,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2007,WD,Normal,125500 +906,20,RL,80,9920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,HdBoard,HdBoard,Stone,110,TA,TA,CBlock,TA,TA,No,Rec,354,LwQ,290,412,1056,GasA,TA,Y,SBrkr,1063,0,0,1063,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1954,RFn,1,280,TA,TA,Y,0,0,164,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Normal,128000 +907,20,RL,116,13501,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,208,Gd,TA,PConc,Gd,TA,No,GLQ,63,Unf,0,1560,1623,GasA,Ex,Y,SBrkr,1636,0,0,1636,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,3,865,TA,TA,Y,0,60,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,255000 +908,50,RL,86,11500,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,7,7,1936,1987,Gable,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,Gd,TA,No,Rec,223,Unf,0,794,1017,GasA,Gd,Y,SBrkr,1020,1037,0,2057,0,0,1,1,3,1,Gd,6,Typ,1,Gd,Attchd,1936,Fin,1,180,Fa,TA,Y,0,0,0,0,322,0,NA,NA,NA,0,6,2006,WD,Normal,250000 +909,20,RL,NA,8885,Pave,NA,IR1,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,5,5,1983,1983,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Av,BLQ,301,ALQ,324,239,864,GasA,TA,Y,SBrkr,902,0,0,902,1,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1983,Unf,2,484,TA,TA,Y,164,0,0,0,0,0,NA,MnPrv,NA,0,6,2006,WD,Normal,131000 +910,60,RL,149,12589,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,742,742,GasA,Ex,Y,SBrkr,742,742,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,390,TA,TA,Y,36,24,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +911,90,RL,80,11600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1960,1960,Gable,CompShg,MetalSd,MetalSd,BrkFace,361,TA,TA,CBlock,TA,TA,No,Rec,443,Unf,0,662,1105,GasA,TA,Y,FuseA,1105,1169,0,2274,0,0,2,0,5,2,TA,12,Typ,0,NA,Detchd,1960,Unf,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,154300 +912,20,RL,NA,9286,Pave,NA,IR1,Lvl,AllPub,CulDSac,Mod,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,1989,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,Gd,Gd,Av,ALQ,196,Unf,0,1072,1268,GasA,TA,Y,SBrkr,1268,0,0,1268,0,0,1,1,3,1,Gd,5,Typ,0,NA,Detchd,1978,Unf,1,252,TA,TA,Y,173,0,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,143500 +913,30,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,489,Unf,0,279,768,GasA,TA,N,SBrkr,1015,0,0,1015,0,0,1,0,3,1,TA,6,Min1,0,NA,Detchd,1925,Unf,1,450,TA,TA,Y,0,0,112,0,120,0,NA,MnPrv,Shed,620,7,2006,WD,Abnorml,88000 +914,90,RH,82,6270,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,5,6,1949,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,284,Unf,0,717,1001,GasA,TA,N,FuseA,1001,1001,0,2002,0,0,2,0,4,2,TA,8,Typ,0,NA,2Types,1949,Unf,3,871,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +915,160,FV,30,3000,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,6,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,76,Gd,TA,PConc,Gd,TA,Av,GLQ,294,Unf,0,318,612,GasA,Ex,Y,SBrkr,612,612,0,1224,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2009,RFn,2,528,TA,TA,Y,0,234,0,0,0,0,NA,NA,NA,0,6,2009,New,Partial,173733 +916,160,RM,21,2001,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,5,1970,1970,Gable,CompShg,CemntBd,CmentBd,BrkFace,80,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,Fa,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,1,2007,WD,Normal,75000 +917,20,C (all),50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,2,3,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,50,Unf,0,430,480,GasA,TA,N,FuseA,480,0,0,480,1,0,0,0,1,1,TA,4,Typ,0,NA,Detchd,1958,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,Abnorml,35311 +918,20,RL,NA,17140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1956,1956,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1059,Unf,0,75,1134,GasA,Ex,Y,FuseA,1229,0,0,1229,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,RFn,1,284,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,135000 +919,60,RL,103,13125,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Ex,TA,Mn,BLQ,48,GLQ,634,422,1104,GasA,Ex,Y,SBrkr,912,1215,0,2127,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1991,RFn,3,833,TA,TA,Y,72,192,224,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,238000 +920,20,RL,87,11029,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1958,2002,Hip,CompShg,MetalSd,MetalSd,None,0,Ex,TA,CBlock,Gd,TA,No,ALQ,528,BLQ,411,245,1184,GasA,Ex,Y,SBrkr,1414,0,0,1414,1,0,1,0,3,1,TA,6,Min1,1,TA,Attchd,1990,Unf,2,601,TA,TA,Y,0,51,0,0,190,0,NA,NA,NA,0,5,2008,WD,Normal,176500 +921,60,RL,70,8462,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1994,1994,Gable,CompShg,HdBoard,HdBoard,BrkFace,105,Gd,Gd,PConc,Gd,Gd,No,GLQ,814,Unf,0,114,928,GasA,Ex,Y,SBrkr,936,785,0,1721,0,1,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1994,RFn,2,471,TA,TA,Y,300,87,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,201000 +922,90,RL,67,8777,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Feedr,Norm,Duplex,1.5Fin,5,7,1900,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1084,Unf,0,188,1272,GasA,Gd,Y,SBrkr,1272,928,0,2200,2,0,2,2,4,2,TA,9,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,70,0,0,0,0,NA,GdPrv,NA,0,9,2008,WD,Normal,145900 +923,20,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,1Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,28,Unf,0,1288,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,397,TA,TA,Y,100,0,0,23,0,0,NA,NA,NA,0,10,2006,New,Partial,169990 +924,120,RL,50,8012,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1993,1994,Gable,CompShg,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,No,LwQ,165,GLQ,841,598,1604,GasA,Ex,Y,SBrkr,1617,0,0,1617,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1993,RFn,2,533,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,193000 +925,20,RL,79,10240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,6,1980,1980,Gable,CompShg,Plywood,Plywood,BrkFace,157,TA,Gd,CBlock,Gd,TA,No,BLQ,625,LwQ,1061,0,1686,GasA,TA,Y,SBrkr,1686,0,0,1686,1,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1980,Unf,2,612,TA,TA,Y,384,131,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,207500 +926,20,RL,NA,15611,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1977,1977,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,ALQ,767,LwQ,93,266,1126,GasA,TA,Y,SBrkr,1126,0,0,1126,0,1,2,0,3,1,Ex,6,Typ,0,NA,Attchd,1977,RFn,2,540,TA,TA,Y,180,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Abnorml,175000 +927,60,RL,93,11999,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2003,2004,Hip,CompShg,VinylSd,VinylSd,BrkFace,340,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1181,1181,GasA,Ex,Y,SBrkr,1234,1140,0,2374,0,0,2,1,4,1,Ex,10,Typ,1,Gd,BuiltIn,2003,Fin,3,656,TA,TA,Y,104,100,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,285000 +928,60,RL,NA,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,7,5,1968,1968,Gable,CompShg,MetalSd,MetalSd,BrkFace,342,TA,TA,CBlock,TA,TA,No,BLQ,552,Unf,0,280,832,GasA,Gd,Y,SBrkr,1098,880,0,1978,0,0,2,1,4,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,486,TA,TA,Y,0,43,0,0,0,0,NA,GdPrv,NA,0,4,2008,WD,Normal,176000 +929,20,RL,NA,11838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2001,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1788,0,0,1788,0,0,2,0,3,1,Ex,7,Typ,1,TA,Attchd,2001,RFn,2,522,TA,TA,Y,202,151,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,236500 +930,60,RL,NA,13006,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1997,1997,Gable,CompShg,HdBoard,HdBoard,BrkFace,285,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,964,964,GasA,Gd,Y,SBrkr,993,1243,0,2236,0,0,2,1,4,1,Gd,8,Typ,1,TA,BuiltIn,1997,Fin,2,642,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,222000 +931,20,RL,73,8925,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,16,Unf,0,1450,1466,GasA,Ex,Y,SBrkr,1466,0,0,1466,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Fin,3,610,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,201000 +932,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,338,Rec,466,121,925,GasA,Ex,Y,SBrkr,925,0,0,925,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1965,Unf,1,429,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2009,WD,Normal,117500 +933,20,RL,84,11670,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Somerst,RRNn,Norm,1Fam,1Story,9,5,2006,2006,Hip,CompShg,VinylSd,ImStucc,Stone,302,Ex,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1905,1905,GasA,Ex,Y,SBrkr,1905,0,0,1905,0,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2006,Fin,3,788,TA,TA,Y,0,191,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,320000 +934,20,RL,63,8487,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Av,GLQ,20,Unf,0,1480,1500,GasA,Ex,Y,SBrkr,1500,0,0,1500,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2004,RFn,2,570,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,190000 +935,20,RL,313,27650,Pave,NA,IR2,HLS,AllPub,Inside,Mod,NAmes,PosA,Norm,1Fam,1Story,7,7,1960,2007,Flat,Tar&Grv,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Gd,TA,Gd,GLQ,425,Unf,0,160,585,GasA,Ex,Y,SBrkr,2069,0,0,2069,1,0,2,0,4,1,Gd,9,Typ,1,Gd,Attchd,1960,RFn,2,505,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,242000 +936,30,RL,52,5825,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,5,1926,1953,Gable,CompShg,MetalSd,MetalSd,BrkFace,108,TA,Gd,PConc,Fa,TA,Mn,Unf,0,Unf,0,600,600,GasA,Gd,Y,SBrkr,747,0,0,747,0,0,1,0,1,1,TA,5,Typ,0,NA,Detchd,1953,Unf,2,528,TA,TA,Y,0,0,32,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,79900 +937,20,RL,67,10083,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,833,Unf,0,343,1176,GasA,Ex,Y,SBrkr,1200,0,0,1200,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2003,RFn,2,555,TA,TA,Y,0,41,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,184900 +938,60,RL,75,9675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,341,Unf,0,772,1113,GasA,Ex,Y,SBrkr,1113,858,0,1971,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,RFn,2,689,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,253000 +939,60,RL,73,8760,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Mn,GLQ,464,Unf,0,927,1391,GasA,Ex,Y,SBrkr,1391,571,0,1962,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2006,RFn,3,868,TA,TA,Y,0,90,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,239799 +940,70,RL,NA,24090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,2Story,7,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Unf,0,Unf,0,1032,1032,GasA,Ex,Y,SBrkr,1207,1196,0,2403,0,0,2,0,4,1,TA,10,Typ,2,TA,Attchd,1940,Unf,1,349,TA,TA,Y,56,0,318,0,0,0,NA,NA,NA,0,6,2010,COD,Normal,244400 +941,90,RL,55,12640,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Gd,Rec,936,LwQ,396,396,1728,GasA,TA,Y,SBrkr,1728,0,0,1728,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1976,Unf,2,574,TA,TA,Y,40,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,150900 +942,60,RL,NA,8755,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,RRNn,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,298,Gd,TA,PConc,Gd,TA,No,ALQ,772,Unf,0,220,992,GasA,Ex,Y,SBrkr,1022,1038,0,2060,1,0,2,1,3,1,Gd,8,Typ,1,TA,BuiltIn,1999,RFn,2,390,TA,TA,Y,0,0,0,168,0,0,NA,GdPrv,NA,0,6,2009,WD,Normal,214000 +943,90,RL,42,7711,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,4,3,1977,1977,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,Gd,TA,Gd,GLQ,1440,Unf,0,0,1440,GasA,TA,Y,SBrkr,1440,0,0,1440,2,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,321,0,0,0,0,0,NA,NA,NA,0,8,2007,Oth,Abnorml,150000 +944,90,RL,100,25000,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1Story,5,4,1967,1967,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1632,1632,GasA,TA,Y,SBrkr,1632,0,0,1632,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1967,Unf,2,576,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,143000 +945,20,RL,NA,14375,Pave,NA,IR1,Lvl,NoSeWa,CulDSac,Gtl,Timber,Norm,Norm,1Fam,SLvl,6,6,1958,1958,Gable,CompShg,HdBoard,HdBoard,BrkFace,541,TA,TA,CBlock,TA,TA,No,GLQ,111,Rec,354,354,819,GasA,Gd,Y,FuseA,1344,0,0,1344,0,1,1,0,3,1,Gd,7,Typ,1,Gd,Basment,1958,RFn,2,525,TA,TA,Y,0,118,0,0,233,0,NA,NA,NA,0,1,2009,COD,Abnorml,137500 +946,50,RM,98,8820,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,6,1890,1996,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,LwQ,1088,Unf,0,0,1088,GasA,TA,Y,SBrkr,1188,561,120,1869,0,0,1,0,2,1,TA,7,Typ,0,NA,Detchd,1963,Unf,2,456,TA,TA,Y,48,0,244,0,0,0,NA,MnWw,NA,0,9,2009,WD,Normal,124900 +947,80,RL,70,8163,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,6,1959,1959,Gable,CompShg,HdBoard,HdBoard,BrkFace,128,TA,Gd,CBlock,TA,TA,Av,ALQ,748,BLQ,294,102,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1959,RFn,1,796,TA,TA,Y,86,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,143000 +948,20,RL,85,14536,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2002,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,236,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,316,1616,GasA,Ex,Y,SBrkr,1629,0,0,1629,1,0,2,0,3,1,Gd,9,Typ,1,Gd,Attchd,2002,Fin,3,808,TA,TA,Y,0,252,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,270000 +949,60,RL,65,14006,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,TA,PConc,Gd,TA,NA,Unf,0,Unf,0,936,936,GasA,Ex,Y,SBrkr,936,840,0,1776,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2002,RFn,2,474,TA,TA,Y,144,96,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,192500 +950,20,RL,78,9360,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1972,2006,Hip,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,982,Unf,0,179,1161,GasA,TA,Y,SBrkr,1381,0,0,1381,1,0,1,1,3,1,Gd,5,Typ,1,TA,Attchd,1972,RFn,2,676,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,197500 +951,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1950,2002,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,398,BLQ,149,317,864,GasA,Gd,Y,SBrkr,864,0,0,864,1,0,1,0,3,1,Gd,5,Typ,0,NA,Detchd,1980,RFn,2,720,TA,TA,Y,194,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,129000 +952,20,RH,60,7800,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,5,5,1965,1965,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,641,Unf,0,187,828,GasA,Gd,Y,SBrkr,965,0,0,965,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1979,Unf,1,300,TA,TA,Y,421,0,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Abnorml,119900 +953,85,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,8,1972,2003,Gable,CompShg,WdShing,HdBoard,None,0,TA,Gd,CBlock,Gd,TA,Av,GLQ,660,Unf,0,108,768,GasA,Gd,Y,SBrkr,768,0,0,768,0,1,1,0,2,1,TA,5,Typ,0,NA,Detchd,1974,Fin,1,396,TA,TA,Y,192,0,0,0,0,0,NA,MnPrv,NA,0,4,2009,WD,Normal,133900 +954,60,RL,NA,11075,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,2Story,5,4,1969,1969,Gable,CompShg,HdBoard,HdBoard,BrkFace,232,TA,TA,CBlock,TA,TA,Av,ALQ,562,LwQ,193,29,784,GasA,Ex,Y,SBrkr,1168,800,0,1968,0,1,2,1,4,1,TA,7,Min2,1,Po,Attchd,1969,RFn,2,530,TA,TA,Y,305,189,0,0,0,0,NA,MnPrv,Shed,400,9,2008,WD,Normal,172000 +955,90,RL,35,9400,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,Duplex,SFoyer,6,5,1975,1975,Flat,Tar&Grv,WdShing,Plywood,BrkFace,250,TA,TA,CBlock,Gd,Gd,Gd,GLQ,945,Unf,0,0,945,GasA,TA,Y,SBrkr,980,0,0,980,0,2,2,0,4,0,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2006,WD,AdjLand,127500 +956,90,RH,82,7136,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,Duplex,2Story,6,6,1946,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,423,TA,TA,CBlock,Gd,TA,No,Rec,484,Unf,0,495,979,GasA,TA,N,FuseF,979,979,0,1958,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1946,Unf,2,492,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,145000 +957,160,RM,24,1300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blueste,Norm,Norm,TwnhsE,2Story,6,6,1980,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,285,Unf,0,276,561,GasA,TA,Y,SBrkr,561,668,0,1229,0,0,1,1,2,1,TA,5,Typ,1,TA,Attchd,1980,Fin,2,462,TA,TA,Y,150,0,0,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,124000 +958,20,RL,70,7420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1962,1962,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,417,Unf,0,640,1057,GasA,TA,Y,SBrkr,1057,0,0,1057,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1977,Fin,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,132000 +959,20,RL,65,8450,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,699,Unf,0,638,1337,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2003,RFn,2,531,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,185000 +960,160,FV,24,2572,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,604,Unf,0,92,696,GasA,Ex,Y,SBrkr,696,720,0,1416,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,484,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,155000 +961,20,RL,50,7207,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,7,1958,2008,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,Gd,CBlock,TA,TA,Gd,BLQ,696,Unf,0,162,858,GasA,Gd,Y,SBrkr,858,0,0,858,1,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,117,0,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,116500 +962,60,RL,NA,12227,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,PosN,Norm,1Fam,2Story,6,7,1977,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,424,TA,Gd,CBlock,Gd,Gd,No,ALQ,896,Unf,0,434,1330,GasA,TA,Y,SBrkr,1542,1330,0,2872,1,0,2,1,4,1,TA,11,Typ,1,TA,Attchd,1977,Fin,2,619,TA,TA,Y,550,282,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,272000 +963,160,RL,24,2308,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NPkVill,Norm,Norm,TwnhsE,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,556,Unf,0,248,804,GasA,TA,Y,SBrkr,804,744,0,1548,1,0,2,1,3,1,Gd,7,Typ,1,TA,Detchd,1976,Unf,2,440,TA,TA,Y,48,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,155000 +964,20,RL,122,11923,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,9,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,TA,No,Unf,0,Unf,0,1800,1800,GasA,Ex,Y,SBrkr,1800,0,0,1800,0,0,2,0,2,1,Ex,7,Typ,0,NA,Attchd,2007,Fin,2,702,TA,TA,Y,288,136,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,239000 +965,60,RL,80,11316,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,2002,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,44,Gd,TA,PConc,Gd,TA,No,GLQ,624,Unf,0,193,817,GasA,Ex,Y,SBrkr,824,1070,0,1894,1,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2002,Fin,2,510,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,214900 +966,60,RL,65,10237,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,783,783,GasA,Ex,Y,SBrkr,783,701,0,1484,0,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2005,Fin,2,393,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,178900 +967,50,RL,130,9600,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,7,1940,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,BrkTil,TA,Fa,No,Rec,428,Unf,0,300,728,GasA,Ex,Y,SBrkr,976,332,0,1308,1,0,1,1,2,1,TA,7,Min2,2,TA,Detchd,1940,Unf,1,256,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,160000 +968,20,RL,NA,7390,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1955,1955,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,151,TA,TA,CBlock,TA,TA,No,ALQ,902,Unf,0,196,1098,GasA,TA,Y,SBrkr,1098,0,0,1098,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1955,Unf,1,260,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,135000 +969,50,RM,50,5925,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,3,6,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,600,600,Grav,Fa,N,SBrkr,600,368,0,968,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,5,2009,WD,Abnorml,37900 +970,190,RL,75,10382,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,2fmCon,SLvl,6,5,1958,1958,Hip,CompShg,HdBoard,HdBoard,BrkFace,105,TA,Fa,CBlock,TA,TA,Gd,ALQ,513,Unf,0,75,588,GasA,TA,Y,SBrkr,1095,0,0,1095,1,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,ConLD,Normal,140000 +971,50,RL,60,10800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,4,4,1949,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,N,FuseA,720,472,0,1192,0,0,1,1,4,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,12,2006,WD,Abnorml,135000 +972,160,RL,36,2268,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,GLQ,567,Unf,0,197,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,0,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,173000 +973,120,RL,55,7892,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,TwnhsE,1Story,6,5,1979,1979,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,918,918,GasA,TA,Y,SBrkr,918,0,0,918,0,0,2,0,2,1,TA,5,Typ,1,TA,Attchd,1979,Unf,1,264,TA,TA,Y,28,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,99500 +974,20,FV,95,11639,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2007,2008,Gable,CompShg,CemntBd,CmentBd,NA,NA,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1428,1428,GasA,Ex,Y,SBrkr,1428,0,0,1428,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,480,TA,TA,Y,0,120,0,0,0,0,NA,NA,NA,0,12,2008,New,Partial,182000 +975,70,RL,60,11414,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,RRAn,Feedr,1Fam,2Story,7,8,1910,1993,Gable,CompShg,HdBoard,HdBoard,None,0,TA,Gd,BrkTil,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,TA,N,SBrkr,1136,883,0,2019,0,0,1,0,3,1,Gd,8,Typ,0,NA,Detchd,1997,Unf,2,532,TA,TA,Y,509,135,0,0,0,0,NA,GdPrv,NA,0,10,2009,WD,Normal,167500 +976,160,FV,NA,2651,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,641,Unf,0,32,673,GasA,Ex,Y,SBrkr,673,709,0,1382,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,2000,Unf,2,490,TA,TA,Y,153,50,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,165000 +977,30,RL,51,5900,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1923,1958,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,440,440,GasA,TA,Y,FuseA,869,0,0,869,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,85500 +978,120,FV,35,4274,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,1106,Unf,0,135,1241,GasA,Ex,Y,SBrkr,1241,0,0,1241,1,0,1,1,1,1,Gd,4,Typ,0,NA,Attchd,2007,Fin,2,569,TA,TA,Y,0,116,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,199900 +979,20,RL,68,9450,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,552,Unf,0,342,894,GasA,Ex,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1999,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Abnorml,110000 +980,20,RL,80,8816,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,6,1963,1963,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Rec,651,Unf,0,470,1121,GasA,TA,Y,SBrkr,1121,0,0,1121,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1963,Unf,2,480,TA,TA,Y,0,80,0,0,0,0,NA,MnPrv,NA,0,6,2009,WD,Normal,139000 +981,85,RL,NA,12122,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,7,9,1961,2007,Gable,CompShg,CemntBd,CmentBd,Stone,210,Ex,TA,CBlock,TA,TA,Av,ALQ,867,Unf,0,77,944,GasA,Gd,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,Ex,6,Typ,0,NA,Attchd,1961,RFn,2,588,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,178400 +982,60,RL,98,12203,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,975,Gd,TA,PConc,Gd,TA,No,GLQ,854,Unf,0,371,1225,GasA,Ex,Y,SBrkr,1276,1336,0,2612,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1998,Fin,3,676,TA,TA,Y,250,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,336000 +983,20,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1266,1266,GasA,Ex,Y,SBrkr,1266,0,0,1266,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,388,TA,TA,Y,100,16,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,159895 +984,60,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1128,1128,GasA,Ex,Y,SBrkr,1149,1141,0,2290,0,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,2002,Unf,2,779,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,255900 +985,90,RL,75,10125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,Duplex,1.5Fin,5,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1302,432,0,1734,0,0,2,0,4,2,Gd,8,Typ,0,NA,Attchd,1977,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Normal,126000 +986,190,RL,68,10880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1Story,5,5,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,1040,Unf,0,124,1164,GasW,TA,N,SBrkr,1164,0,0,1164,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1950,Unf,1,240,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,8,2008,ConLD,Normal,125000 +987,50,RM,59,5310,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Feedr,Norm,1Fam,1.5Fin,6,8,1910,2003,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Fa,No,Unf,0,Unf,0,485,485,GasA,Gd,Y,SBrkr,1001,634,0,1635,0,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1950,Unf,1,255,Fa,TA,Y,394,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,117000 +988,20,RL,83,10159,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2009,2010,Hip,CompShg,VinylSd,VinylSd,Stone,450,Ex,TA,PConc,Ex,TA,Av,GLQ,1646,Unf,0,284,1930,GasA,Ex,Y,SBrkr,1940,0,0,1940,1,0,2,1,3,1,Ex,8,Typ,1,Gd,Attchd,2010,Fin,3,606,TA,TA,Y,168,95,0,0,0,0,NA,NA,NA,0,4,2010,New,Partial,395192 +989,60,RL,NA,12046,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,298,TA,TA,CBlock,TA,TA,No,LwQ,156,Unf,0,692,848,GasA,TA,Y,SBrkr,1118,912,0,2030,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1976,Fin,2,551,TA,TA,Y,0,224,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,195000 +990,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,No,Unf,0,Unf,0,770,770,GasA,Ex,Y,SBrkr,778,798,0,1576,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,614,TA,TA,Y,0,50,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,197000 +991,60,RL,82,9452,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1997,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,423,Gd,TA,PConc,Gd,TA,No,GLQ,1074,Unf,0,322,1396,GasA,Ex,Y,SBrkr,1407,985,0,2392,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1997,Fin,3,870,TA,TA,Y,0,70,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,348000 +992,70,RM,121,17671,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,2Story,8,9,1882,1986,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,No,BLQ,216,Unf,0,700,916,GasA,Gd,Y,SBrkr,916,826,0,1742,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Attchd,1925,Unf,2,424,TA,TA,P,0,169,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,168000 +993,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,8,1964,1993,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,340,TA,TA,CBlock,TA,TA,Gd,BLQ,536,Rec,117,169,822,GasA,Gd,Y,SBrkr,1020,831,0,1851,0,0,2,1,3,1,Gd,7,Typ,1,Fa,Attchd,1964,RFn,2,440,TA,TA,Y,239,42,0,0,0,0,NA,MnWw,NA,0,7,2007,WD,Normal,187000 +994,60,RL,68,8846,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,750,750,GasA,Ex,Y,SBrkr,750,750,0,1500,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,564,TA,TA,Y,0,35,0,0,0,0,NA,NA,NA,0,8,2006,New,Partial,173900 +995,20,RL,96,12456,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2007,Hip,CompShg,CemntBd,CmentBd,Stone,230,Ex,TA,PConc,Ex,TA,Gd,GLQ,1172,Unf,0,528,1700,GasA,Ex,Y,SBrkr,1718,0,0,1718,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,786,TA,TA,Y,216,48,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,337500 +996,50,RL,51,4712,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,BrkSide,Feedr,Norm,1Fam,1.5Fin,4,7,1946,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,384,Unf,0,363,747,GasA,TA,Y,SBrkr,774,456,0,1230,1,0,1,1,3,1,TA,5,Typ,0,NA,Detchd,1946,Unf,1,305,TA,TA,Y,0,57,0,0,63,0,NA,MnPrv,NA,0,8,2006,WD,Abnorml,121600 +997,20,RL,NA,10659,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1961,1961,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,915,Unf,0,135,1050,GasA,TA,Y,SBrkr,1050,0,0,1050,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1961,Unf,1,368,TA,TA,Y,0,319,0,0,0,0,NA,NA,NA,0,1,2006,COD,Normal,136500 +998,20,RL,NA,11717,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosA,Norm,1Fam,1Story,6,6,1970,1970,Hip,CompShg,HdBoard,HdBoard,BrkFace,571,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1442,1442,GasA,TA,Y,SBrkr,1442,0,0,1442,0,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1970,RFn,2,615,TA,TA,Y,371,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,185000 +999,30,RM,60,9786,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1922,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,1007,1007,GasA,Fa,N,SBrkr,1077,0,0,1077,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1922,Unf,1,210,TA,Fa,P,0,100,48,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,91000 +1000,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,24,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,501,1187,GasA,Ex,Y,SBrkr,1208,0,0,1208,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,61,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,206000 +1001,20,RL,74,10206,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1952,1952,Flat,Tar&Grv,BrkComm,Brk Cmn,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasW,Fa,N,FuseF,944,0,0,944,0,0,1,0,2,1,Fa,4,Min1,0,NA,Detchd,1956,Unf,2,528,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,82000 +1002,30,RL,60,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,691,691,GasA,Ex,Y,FuseA,691,0,0,691,0,0,1,0,2,1,Ex,4,Typ,0,NA,Detchd,1920,Unf,1,216,Fa,TA,N,0,20,94,0,0,0,NA,NA,NA,0,1,2007,WD,Abnorml,86000 +1003,20,RL,75,11957,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,53,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1550,1574,GasA,Ex,Y,SBrkr,1574,0,0,1574,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,824,TA,TA,Y,144,104,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,232000 +1004,90,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Feedr,RRAn,Duplex,1Story,5,6,1976,1976,Gable,CompShg,VinylSd,VinylSd,BrkFace,164,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1680,1680,GasA,Fa,Y,SBrkr,1680,0,0,1680,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1976,Unf,2,528,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,136905 +1005,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,16,Gd,TA,PConc,Gd,TA,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,1,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,457,TA,TA,Y,156,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,181000 +1006,80,RL,65,8385,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,8,1977,1977,Gable,CompShg,HdBoard,HdBoard,BrkFace,220,Gd,TA,CBlock,Gd,Gd,Av,GLQ,595,Unf,0,390,985,GasA,TA,Y,SBrkr,985,0,0,985,0,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1977,Unf,1,328,TA,TA,Y,210,0,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,149900 +1007,20,RL,NA,12155,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,NAmes,PosN,Norm,1Fam,1Story,6,3,1970,1970,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,LwQ,1237,Unf,0,420,1657,GasA,Gd,Y,SBrkr,1657,0,0,1657,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1970,Unf,2,484,TA,TA,Y,0,0,0,0,147,0,NA,NA,NA,0,3,2007,WD,Normal,163500 +1008,160,RM,21,2217,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,273,LwQ,273,0,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1970,RFn,1,286,TA,TA,Y,238,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,88000 +1009,20,RL,43,12118,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,7,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,Stone,108,Gd,TA,PConc,Ex,TA,Mn,Unf,0,Unf,0,1710,1710,GasA,Ex,Y,SBrkr,1710,0,0,1710,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,2,550,TA,TA,Y,100,48,0,0,180,0,NA,NA,NA,0,4,2009,WD,Normal,240000 +1010,50,RL,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,5,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Fa,BrkTil,TA,TA,No,Unf,0,Unf,0,1008,1008,GasA,Ex,Y,SBrkr,1008,0,514,1522,0,0,2,0,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,P,0,0,138,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,102000 +1011,50,RL,115,21286,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1.5Fin,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,720,720,GasA,TA,Y,SBrkr,720,551,0,1271,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1948,Unf,1,312,TA,TA,Y,0,0,108,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,135000 +1012,90,RL,75,9825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Duplex,1Story,5,5,1965,1965,Hip,CompShg,AsphShn,AsphShn,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,N,SBrkr,1664,0,0,1664,0,0,2,0,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,100000 +1013,70,RL,55,10592,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1923,1996,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,PConc,TA,Fa,No,Unf,0,Unf,0,602,602,GasA,TA,Y,SBrkr,900,602,0,1502,0,0,1,1,3,1,Gd,7,Typ,2,TA,Detchd,1923,Unf,1,180,TA,TA,Y,96,0,112,0,53,0,NA,NA,NA,0,8,2007,WD,Normal,165000 +1014,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,4,1910,2006,Hip,CompShg,MetalSd,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,ALQ,247,Rec,465,310,1022,GasW,TA,N,SBrkr,1022,0,0,1022,1,0,1,0,2,1,TA,4,Maj2,0,NA,Detchd,1956,Unf,1,280,TA,TA,Y,0,30,226,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,85000 +1015,20,RL,60,11664,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1Story,6,5,1948,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,206,TA,TA,CBlock,TA,Fa,No,BLQ,336,Unf,0,746,1082,GasA,TA,Y,SBrkr,1082,0,0,1082,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1948,Unf,1,240,TA,TA,Y,0,130,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,119200 +1016,60,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,8,6,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,643,Unf,0,167,810,GasA,Ex,Y,SBrkr,810,855,0,1665,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,528,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,227000 +1017,20,RL,73,11883,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,1996,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Gd,GLQ,690,Unf,0,814,1504,GasA,Ex,Y,SBrkr,1504,0,0,1504,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1996,Fin,2,478,TA,TA,Y,115,66,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,203000 +1018,120,RL,NA,5814,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1984,1984,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,GLQ,1036,Unf,0,184,1220,GasA,Gd,Y,SBrkr,1360,0,0,1360,1,0,1,0,1,1,Gd,4,Typ,1,Ex,Attchd,1984,RFn,2,565,TA,TA,Y,63,0,0,0,0,0,NA,NA,NA,0,8,2009,COD,Abnorml,187500 +1019,80,RL,NA,10784,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,76,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,802,670,0,1472,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1991,RFn,2,402,TA,TA,Y,164,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,160000 +1020,120,RL,43,3013,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,145,Gd,TA,PConc,Gd,TA,Gd,GLQ,16,Unf,0,1346,1362,GasA,Ex,Y,SBrkr,1506,0,0,1506,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,Fin,2,440,TA,TA,Y,142,20,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,213490 +1021,20,RL,60,7024,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,1024,Unf,0,108,1132,GasA,Ex,Y,SBrkr,1132,0,0,1132,1,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,451,TA,TA,Y,252,64,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,176000 +1022,20,RL,64,7406,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Av,GLQ,684,Unf,0,515,1199,GasA,Ex,Y,SBrkr,1220,0,0,1220,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2006,RFn,2,632,TA,TA,Y,105,54,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,194000 +1023,50,RM,52,9439,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,324,Unf,0,588,912,GasA,Gd,Y,FuseA,912,336,0,1248,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1957,Unf,1,160,Fa,Fa,Y,0,0,192,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,87000 +1024,120,RL,43,3182,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,14,Gd,TA,PConc,Gd,Gd,No,GLQ,16,Unf,0,1330,1346,GasA,Ex,Y,SBrkr,1504,0,0,1504,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,437,TA,TA,Y,156,20,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,191000 +1025,20,RL,NA,15498,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,6,1976,1976,Hip,WdShake,Stone,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,Av,ALQ,1165,LwQ,400,0,1565,GasA,TA,Y,SBrkr,2898,0,0,2898,1,0,2,0,2,1,Gd,10,Typ,1,Gd,Attchd,1976,Fin,2,665,TA,TA,Y,0,72,174,0,0,0,NA,NA,NA,0,5,2008,COD,Abnorml,287000 +1026,20,RL,70,7700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1972,1972,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,LwQ,138,Rec,468,276,882,GasA,TA,Y,SBrkr,882,0,0,882,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1980,Unf,2,461,TA,TA,Y,96,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,112500 +1027,20,RL,73,9300,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1960,1960,Gable,CompShg,MetalSd,HdBoard,BrkFace,324,TA,TA,CBlock,TA,TA,No,Rec,697,Unf,0,571,1268,GasA,TA,Y,SBrkr,1264,0,0,1264,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1960,Unf,2,461,TA,TA,Y,0,0,0,0,143,0,NA,NA,NA,0,4,2010,WD,Normal,167500 +1028,20,RL,71,9520,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,338,Gd,TA,PConc,Gd,TA,Gd,GLQ,1513,Unf,0,125,1638,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2008,RFn,3,800,TA,TA,Y,192,44,0,0,0,0,NA,NA,NA,0,4,2008,New,Partial,293077 +1029,50,RL,79,9492,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,5,1941,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,Rec,368,BLQ,41,359,768,GasA,TA,Y,SBrkr,968,408,0,1376,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1941,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,105000 +1030,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,7,1972,1972,Gable,CompShg,HdBoard,HdBoard,BrkFace,281,TA,TA,CBlock,TA,TA,No,BLQ,317,Unf,0,355,672,GasA,Gd,Y,SBrkr,672,546,0,1218,0,1,1,1,3,1,TA,7,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,118000 +1031,190,RH,NA,7082,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,2fmCon,2Story,5,8,1916,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,686,686,GasA,Gd,Y,SBrkr,948,980,0,1928,0,0,2,0,5,2,TA,10,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,228,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,160000 +1032,75,RL,102,15863,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,SWISU,Norm,Norm,1Fam,2.5Fin,7,3,1920,1970,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,GLQ,523,Unf,0,301,824,GasA,Ex,Y,SBrkr,1687,998,397,3082,1,0,2,1,5,1,TA,12,Typ,2,TA,Basment,1970,Fin,2,672,TA,TA,Y,136,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,197000 +1033,60,RL,NA,14541,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,7,1993,1993,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,Gd,PConc,Gd,Gd,No,GLQ,1012,Unf,0,326,1338,GasA,Ex,Y,SBrkr,1352,1168,0,2520,1,0,2,1,5,1,Gd,10,Typ,1,TA,Attchd,1993,RFn,3,796,TA,TA,Y,209,55,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,310000 +1034,20,RL,NA,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,Stone,295,Gd,TA,PConc,Gd,TA,No,GLQ,986,Unf,0,668,1654,GasA,Ex,Y,SBrkr,1654,0,0,1654,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,Unf,3,900,TA,TA,Y,0,136,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,230000 +1035,30,RL,50,6305,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,5,7,1938,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,PConc,Fa,Fa,No,Unf,0,Unf,0,920,920,GasA,Ex,Y,SBrkr,954,0,0,954,0,0,1,0,2,1,Fa,5,Typ,1,Gd,Basment,1938,Unf,1,240,Fa,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,6,2007,WD,Normal,119750 +1036,20,RL,NA,11500,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1957,1957,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,N,SBrkr,845,0,0,845,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,290,TA,TA,N,186,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,84000 +1037,20,RL,89,12898,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2007,2008,Hip,CompShg,VinylSd,VinylSd,Stone,70,Gd,TA,PConc,Ex,TA,Gd,GLQ,1022,Unf,0,598,1620,GasA,Ex,Y,SBrkr,1620,0,0,1620,1,0,2,0,2,1,Ex,6,Typ,1,Ex,Attchd,2008,Fin,3,912,TA,TA,Y,228,0,0,0,0,0,NA,NA,NA,0,9,2009,WD,Normal,315500 +1038,60,RL,NA,9240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2001,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,396,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,1208,0,2263,0,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2001,Fin,2,905,TA,TA,Y,0,45,0,0,189,0,NA,NA,NA,0,9,2008,WD,Normal,287000 +1039,160,RM,21,1533,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,Twnhs,2Story,4,6,1970,2008,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,546,546,GasA,TA,Y,SBrkr,798,546,0,1344,0,0,1,1,3,1,TA,6,Typ,1,TA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,97000 +1040,180,RM,21,1477,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,SFoyer,4,4,1970,1970,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,509,Unf,0,121,630,GasA,TA,Y,SBrkr,630,0,0,630,1,0,1,0,1,1,TA,3,Typ,0,NA,Attchd,1970,Unf,1,286,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,80000 +1041,20,RL,88,13125,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,4,1957,2000,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,67,TA,TA,CBlock,TA,TA,No,Rec,168,BLQ,682,284,1134,GasA,Ex,Y,SBrkr,1803,0,0,1803,1,0,2,0,3,1,TA,8,Maj1,1,TA,Attchd,1957,RFn,2,484,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,1,2006,WD,Normal,155000 +1042,60,RL,NA,9130,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,2Story,6,8,1966,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,252,TA,TA,CBlock,TA,TA,No,GLQ,400,Rec,64,336,800,GasA,Gd,Y,SBrkr,800,832,0,1632,0,1,1,1,4,1,Gd,7,Typ,0,NA,Attchd,1966,Unf,2,484,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,173000 +1043,120,RL,34,5381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,135,Gd,TA,PConc,Gd,TA,Av,ALQ,900,Unf,0,406,1306,GasA,Ex,Y,SBrkr,1306,0,0,1306,1,0,2,0,1,1,Gd,5,Typ,1,Gd,Attchd,2005,RFn,2,624,TA,TA,Y,170,63,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,196000 +1044,60,RL,86,11839,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,99,TA,TA,PConc,Gd,TA,No,GLQ,1085,Unf,0,390,1475,GasA,Ex,Y,SBrkr,1532,797,0,2329,1,0,2,1,4,1,Gd,10,Typ,1,Ex,Attchd,1990,Unf,2,514,TA,TA,Y,192,121,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,262280 +1045,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,8,5,1981,1981,Hip,WdShngl,BrkFace,BrkFace,None,0,Gd,TA,PConc,Gd,TA,No,ALQ,1104,Unf,0,1420,2524,GasA,TA,Y,SBrkr,2524,0,0,2524,1,0,2,1,4,1,Gd,9,Typ,1,Gd,Attchd,1981,Fin,2,542,TA,TA,Y,474,120,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,278000 +1046,20,RL,NA,13680,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,5,1955,1955,Hip,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,FuseA,1733,0,0,1733,0,0,2,0,4,1,TA,8,Min2,1,Gd,Attchd,1955,Unf,2,452,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,139600 +1047,60,RL,85,16056,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,1Fam,2Story,9,5,2005,2006,Hip,CompShg,CemntBd,CmentBd,Stone,208,Gd,TA,PConc,Ex,TA,Av,GLQ,240,Unf,0,1752,1992,GasA,Ex,Y,SBrkr,1992,876,0,2868,0,0,3,1,4,1,Ex,11,Typ,1,Gd,BuiltIn,2005,Fin,3,716,TA,TA,Y,214,108,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,556581 +1048,20,RL,57,9245,Pave,NA,IR2,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,686,Unf,0,304,990,GasA,Ex,Y,SBrkr,990,0,0,990,0,1,1,0,3,1,TA,5,Typ,0,NA,Detchd,1996,Unf,2,672,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,145000 +1049,20,RL,100,21750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,4,1960,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,75,TA,Fa,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1771,0,0,1771,0,0,1,0,3,1,TA,9,Min1,1,TA,Attchd,1960,Unf,2,336,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,11,2009,WD,Normal,115000 +1050,20,RL,60,11100,Pave,NA,Reg,Low,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,7,1946,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,GasA,Ex,Y,SBrkr,930,0,0,930,0,0,1,0,2,1,Gd,6,Typ,0,NA,Detchd,1946,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Abnorml,84900 +1051,20,RL,73,8993,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1302,1302,GasA,Ex,Y,SBrkr,1302,0,0,1302,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Fin,2,436,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,8,2007,New,Partial,176485 +1052,20,RL,103,11175,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1316,1316,GasA,Ex,Y,SBrkr,1316,0,0,1316,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2007,Fin,2,440,TA,TA,Y,0,20,0,0,0,0,NA,NA,NA,0,10,2007,New,Partial,200141 +1053,60,RL,100,9500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Artery,Norm,1Fam,2Story,6,6,1964,1978,Gable,CompShg,VinylSd,VinylSd,BrkCmn,272,TA,TA,CBlock,TA,TA,No,Rec,442,Unf,0,374,816,GasA,TA,Y,SBrkr,1127,850,0,1977,0,1,1,1,4,1,TA,9,Typ,1,TA,Attchd,1964,RFn,2,540,TA,TA,Y,0,52,0,0,0,0,NA,GdPrv,NA,0,6,2007,WD,Normal,165000 +1054,20,RL,68,8562,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,5,6,1957,2002,Hip,CompShg,HdBoard,HdBoard,Stone,145,TA,TA,CBlock,TA,TA,Av,Rec,383,Unf,0,833,1216,GasA,Ex,Y,FuseA,1526,0,0,1526,0,0,1,0,4,1,TA,7,Min2,1,Gd,Basment,1957,Unf,1,364,TA,TA,Y,116,78,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,144500 +1055,60,RL,90,11367,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,210,Gd,TA,PConc,Gd,TA,Mn,GLQ,932,Unf,0,133,1065,GasA,Ex,Y,SBrkr,1091,898,0,1989,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,Fin,2,586,TA,TA,Y,199,60,0,0,0,0,NA,NA,NA,0,11,2006,WD,Normal,255000 +1056,20,RL,104,11361,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,160,TA,TA,CBlock,Gd,TA,No,ALQ,644,Unf,0,549,1193,GasA,TA,Y,SBrkr,1523,0,0,1523,0,1,2,0,3,1,TA,7,Typ,1,TA,Attchd,1976,Fin,2,478,TA,TA,Y,0,0,0,0,189,0,NA,MnPrv,NA,0,5,2008,COD,Abnorml,180000 +1057,120,RL,43,7052,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,240,Gd,TA,PConc,Gd,TA,Av,GLQ,659,Unf,0,705,1364,GasA,Ex,Y,SBrkr,1364,0,0,1364,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,484,TA,TA,Y,192,36,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,185850 +1058,60,RL,NA,29959,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,6,1994,1994,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,595,Unf,0,378,973,GasA,Ex,Y,SBrkr,979,871,0,1850,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,1994,Fin,2,467,TA,TA,Y,168,98,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,248000 +1059,60,RL,96,11308,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,9,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,154,Ex,TA,PConc,Ex,TA,Av,GLQ,936,Unf,0,168,1104,GasA,Ex,Y,SBrkr,1130,1054,0,2184,1,0,2,1,3,1,Ex,10,Typ,1,Gd,Attchd,2008,Fin,3,836,TA,TA,Y,0,102,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,335000 +1060,50,RL,NA,11275,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,6,7,1932,1950,Gable,CompShg,MetalSd,MetalSd,BrkFace,480,TA,TA,CBlock,TA,TA,Mn,Rec,297,LwQ,557,0,854,GasA,TA,Y,SBrkr,1096,895,0,1991,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1977,Unf,2,432,TA,Fa,Y,0,0,19,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,220000 +1061,120,RL,41,4920,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2001,2001,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,616,Unf,0,722,1338,GasA,Ex,Y,SBrkr,1338,0,0,1338,1,0,2,0,2,1,Gd,6,Typ,0,NA,Attchd,2001,Fin,2,582,TA,TA,Y,0,0,170,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,213500 +1062,30,C (all),120,18000,Grvl,NA,Reg,Low,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,3,4,1935,1950,Gable,CompShg,MetalSd,MetalSd,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,894,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1994,RFn,3,1248,TA,TA,Y,0,20,0,0,0,0,NA,NA,Shed,560,8,2008,ConLD,Normal,81000 +1063,190,RM,85,13600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,5,5,1900,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,662,662,GasA,TA,N,SBrkr,1422,915,0,2337,0,0,2,0,5,2,TA,10,Min2,0,NA,Detchd,1945,Unf,2,560,TA,TA,Y,0,57,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,90000 +1064,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1Story,6,6,1925,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,397,Unf,0,706,1103,GasA,Gd,Y,SBrkr,1103,0,0,1103,0,0,1,0,2,1,Gd,5,Typ,1,Gd,Detchd,1976,Unf,2,440,TA,TA,Y,166,120,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,110500 +1065,20,RL,NA,11000,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1966,1966,Gable,CompShg,Plywood,Plywood,BrkFace,200,TA,TA,CBlock,TA,TA,Mn,BLQ,740,Rec,230,184,1154,GasA,Ex,Y,SBrkr,1154,0,0,1154,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1966,RFn,2,480,TA,TA,Y,0,58,0,0,0,0,NA,MnPrv,NA,0,11,2009,WD,Normal,154000 +1066,60,RL,80,14000,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,2Story,7,5,1996,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Ex,TA,Gd,GLQ,1201,Unf,0,105,1306,GasA,Ex,Y,SBrkr,1306,954,0,2260,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1996,RFn,2,533,TA,TA,Y,296,44,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,328000 +1067,60,RL,59,7837,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,7,1993,1994,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,799,799,GasA,Gd,Y,SBrkr,799,772,0,1571,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1993,RFn,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,178000 +1068,60,RL,80,9760,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,NAmes,Norm,Norm,1Fam,2Story,6,6,1964,1964,Gable,CompShg,HdBoard,HdBoard,BrkFace,360,TA,TA,CBlock,TA,TA,Gd,GLQ,674,LwQ,106,0,780,GasA,TA,Y,SBrkr,798,813,0,1611,1,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1964,RFn,2,442,TA,TA,Y,328,128,0,0,189,0,NA,NA,NA,0,6,2008,WD,Normal,167900 +1069,160,RM,42,3964,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,6,4,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,837,Unf,0,105,942,GasA,Gd,Y,SBrkr,1291,1230,0,2521,1,0,2,1,5,1,TA,10,Maj1,1,Gd,Attchd,1973,Fin,2,576,TA,TA,Y,728,20,0,0,0,0,NA,GdPrv,NA,0,6,2006,WD,Normal,151400 +1070,45,RL,60,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Unf,5,7,1949,2003,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,220,Unf,0,625,845,GasA,TA,Y,SBrkr,893,0,0,893,0,1,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1985,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,135000 +1071,20,RL,72,10152,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1956,1956,Hip,CompShg,MetalSd,MetalSd,BrkFace,120,TA,TA,CBlock,TA,TA,No,BLQ,586,Unf,0,462,1048,GasA,TA,Y,SBrkr,1048,0,0,1048,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1956,Unf,1,286,TA,TA,Y,0,20,0,0,192,0,NA,NA,NA,0,6,2007,WD,Normal,135000 +1072,60,RL,78,11700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,298,Unf,0,429,727,GasA,Ex,Y,SBrkr,829,727,0,1556,0,0,1,1,4,1,TA,8,Typ,0,NA,Attchd,1968,Unf,2,441,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,154000 +1073,50,RL,50,7585,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Artery,Norm,1Fam,1.5Fin,5,3,1948,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,Fa,Fa,Mn,Unf,0,Unf,0,810,810,GasA,Fa,Y,FuseA,1002,454,0,1456,1,1,1,0,4,1,TA,7,Typ,1,TA,Detchd,1954,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,91500 +1074,60,RL,75,7950,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,6,1977,1977,Hip,CompShg,HdBoard,Plywood,BrkFace,140,TA,TA,CBlock,TA,TA,No,BLQ,535,Unf,0,155,690,GasA,TA,Y,SBrkr,698,728,0,1426,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1977,Fin,2,440,TA,TA,Y,252,0,0,0,0,0,NA,MnPrv,NA,0,7,2009,WD,Normal,159500 +1075,20,RL,74,8556,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1240,1240,GasA,Ex,Y,SBrkr,1240,0,0,1240,0,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2006,RFn,3,826,TA,TA,Y,140,93,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,194000 +1076,70,RL,75,13125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,6,1940,1984,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,410,Unf,0,390,800,GasA,TA,Y,SBrkr,960,780,0,1740,0,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,CWD,Normal,219500 +1077,50,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1936,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,Fa,TA,No,ALQ,626,Unf,0,170,796,GasA,Gd,Y,SBrkr,1096,370,0,1466,0,1,2,0,3,1,Gd,7,Min1,1,TA,Attchd,1950,Unf,2,566,TA,TA,Y,436,21,0,0,0,0,NA,NA,Shed,500,4,2006,WD,Normal,170000 +1078,20,RL,NA,15870,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1969,1969,Gable,CompShg,VinylSd,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,75,Rec,791,230,1096,GasA,Ex,Y,SBrkr,1096,0,0,1096,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,240,32,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,138800 +1079,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,169,Gd,TA,PConc,Gd,TA,Mn,GLQ,662,Unf,0,186,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,1,Gd,Attchd,2004,RFn,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,155900 +1080,20,RL,65,8775,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,495,Unf,0,495,990,GasA,Gd,Y,SBrkr,990,0,0,990,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1996,Unf,1,299,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,126000 +1081,20,RL,80,11040,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1971,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,144,Gd,Gd,CBlock,TA,TA,No,ALQ,656,Unf,0,602,1258,GasA,Ex,Y,SBrkr,1258,0,0,1258,0,1,2,0,3,1,Gd,5,Typ,0,NA,Attchd,1971,RFn,2,528,TA,TA,Y,55,0,0,216,0,0,NA,NA,NA,0,10,2008,COD,Abnorml,145000 +1082,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,824,Unf,0,216,1040,GasA,Fa,Y,SBrkr,1040,0,0,1040,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1963,Fin,1,308,TA,TA,Y,0,0,220,0,0,0,NA,MnPrv,NA,0,6,2010,WD,Normal,133000 +1083,20,RL,70,8749,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,100,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1459,1459,GasA,Ex,Y,SBrkr,1459,0,0,1459,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2002,RFn,2,527,TA,TA,Y,192,39,0,0,0,0,NA,NA,NA,0,9,2007,WD,Normal,192000 +1084,20,RL,80,8800,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1964,1964,Hip,CompShg,HdBoard,HdBoard,BrkFace,425,TA,TA,CBlock,TA,TA,No,BLQ,553,Unf,0,698,1251,GasA,TA,Y,SBrkr,1251,0,0,1251,1,0,1,0,3,1,TA,6,Typ,2,Gd,Attchd,1964,RFn,1,461,TA,TA,Y,0,116,0,0,0,0,NA,MnPrv,Shed,700,3,2006,WD,Normal,160000 +1085,60,RL,NA,13031,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,ALQ,592,Unf,0,99,691,GasA,Gd,Y,SBrkr,691,807,0,1498,0,0,2,1,3,1,TA,6,Typ,1,TA,Attchd,1995,Fin,2,409,TA,TA,Y,315,44,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,187500 +1086,85,RL,73,9069,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,SFoyer,6,6,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,747,Unf,0,189,936,GasA,Ex,Y,SBrkr,996,0,0,996,1,0,1,0,2,1,Gd,5,Typ,0,NA,Attchd,1992,Unf,2,564,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,147000 +1087,160,RM,NA,1974,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,4,5,1973,1973,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,334,Unf,0,212,546,GasA,TA,Y,SBrkr,546,546,0,1092,0,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1973,RFn,1,286,TA,TA,Y,120,96,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,83500 +1088,60,FV,85,10574,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1082,1082,GasA,Ex,Y,SBrkr,1082,871,0,1953,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,RFn,3,1043,TA,TA,Y,160,50,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,252000 +1089,160,RM,24,2522,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,Twnhs,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,50,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,970,970,GasA,Ex,Y,SBrkr,970,739,0,1709,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,137500 +1090,120,FV,37,3316,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,8,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1039,Unf,0,208,1247,GasA,Ex,Y,SBrkr,1247,0,0,1247,1,0,1,1,1,1,Gd,4,Typ,1,Gd,Attchd,2005,Fin,2,550,TA,TA,Y,0,84,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,197000 +1091,90,RL,60,8544,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,Duplex,1Story,3,4,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseA,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1987,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,92900 +1092,160,FV,24,2160,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,7,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,212,Gd,TA,PConc,Gd,TA,No,BLQ,510,Unf,0,90,600,GasA,Ex,Y,SBrkr,624,628,0,1252,1,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,1999,Unf,2,462,TA,TA,Y,0,48,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,160000 +1093,50,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,5,1925,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,Rec,423,Unf,0,758,1181,GasA,Fa,Y,SBrkr,1390,304,0,1694,0,0,2,0,4,1,TA,7,Typ,1,Gd,Detchd,1925,Unf,2,576,TA,TA,Y,342,0,128,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,136500 +1094,20,RL,71,9230,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,8,1965,1998,Hip,CompShg,MetalSd,MetalSd,BrkFace,166,TA,TA,CBlock,TA,TA,Mn,GLQ,661,Unf,0,203,864,GasA,Gd,Y,SBrkr,1200,0,0,1200,1,0,1,1,1,1,Gd,6,Typ,0,NA,Detchd,1977,Unf,2,884,TA,TA,Y,0,64,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,146000 +1095,20,RL,74,5868,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1956,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,248,Rec,240,448,936,GasA,Ex,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1956,Fin,1,308,TA,TA,Y,0,0,80,0,160,0,NA,NA,NA,0,5,2010,WD,Normal,129000 +1096,20,RL,78,9317,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,24,Unf,0,1290,1314,GasA,Gd,Y,SBrkr,1314,0,0,1314,0,0,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,440,TA,TA,Y,0,22,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,176432 +1097,70,RM,60,6882,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,2Story,6,7,1914,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,684,684,GasA,TA,Y,SBrkr,773,582,0,1355,0,0,1,1,3,1,Gd,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,136,0,115,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,127000 +1098,120,RL,NA,3696,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,1986,1986,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,1074,1074,GasA,Ex,Y,SBrkr,1088,0,0,1088,0,0,1,1,2,1,Gd,5,Typ,0,NA,Attchd,1987,RFn,2,461,TA,TA,Y,0,74,137,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,170000 +1099,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,6,1936,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,672,Unf,0,0,672,GasA,TA,Y,SBrkr,757,567,0,1324,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1936,Unf,1,240,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,128000 +1100,20,RL,82,11880,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,1Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,206,TA,TA,CBlock,Gd,TA,No,ALQ,704,Unf,0,567,1271,GasA,TA,Y,SBrkr,1601,0,0,1601,0,0,2,0,3,1,TA,7,Typ,1,TA,Attchd,1978,RFn,2,478,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2009,COD,Abnorml,157000 +1101,30,RL,60,8400,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,2,5,1920,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,Fa,No,Rec,290,Unf,0,0,290,GasA,TA,N,FuseF,438,0,0,438,0,0,1,0,1,1,Fa,3,Typ,0,NA,Detchd,1930,Unf,1,246,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,60000 +1102,20,RL,61,9758,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1971,1971,Gable,CompShg,HdBoard,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,412,LwQ,287,251,950,GasA,TA,Y,SBrkr,950,0,0,950,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1981,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,119500 +1103,20,RL,70,7000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1960,2002,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,45,TA,TA,CBlock,TA,TA,No,Rec,588,Unf,0,422,1010,GasA,Ex,Y,SBrkr,1134,0,0,1134,0,0,1,0,2,1,TA,6,Typ,0,NA,Attchd,1960,RFn,1,254,TA,TA,Y,0,16,0,0,0,0,NA,MnWw,NA,0,4,2007,WD,Family,135000 +1104,20,RL,79,8910,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,655,Unf,0,0,655,GasA,Ex,Y,SBrkr,1194,0,0,1194,0,1,1,0,3,1,TA,6,Typ,1,Fa,BuiltIn,1954,Fin,2,539,TA,TA,Y,0,0,192,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,159500 +1105,160,RM,24,2016,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,5,1970,1970,Gable,CompShg,HdBoard,HdBoard,BrkFace,304,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,630,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1970,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,106000 +1106,60,RL,98,12256,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1995,Gable,CompShg,HdBoard,HdBoard,BrkFace,362,Gd,TA,PConc,Ex,TA,Av,GLQ,1032,Unf,0,431,1463,GasA,Ex,Y,SBrkr,1500,1122,0,2622,1,0,2,1,3,1,Gd,9,Typ,2,TA,Attchd,1994,RFn,2,712,TA,TA,Y,186,32,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,325000 +1107,20,RL,114,10357,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Feedr,Norm,1Fam,1Story,7,5,1990,1991,Hip,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,Mn,GLQ,738,Unf,0,172,910,GasA,Gd,Y,SBrkr,1442,0,0,1442,1,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,1990,Fin,2,719,TA,TA,Y,0,244,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,179900 +1108,60,RL,168,23257,Pave,NA,IR3,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,868,868,GasA,Ex,Y,SBrkr,887,1134,0,2021,0,0,2,1,3,1,Gd,9,Typ,1,Gd,BuiltIn,2006,RFn,2,422,TA,TA,Y,0,100,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,274725 +1109,60,RL,NA,8063,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,924,924,GasA,Ex,Y,SBrkr,948,742,0,1690,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,RFn,2,463,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,11,2007,WD,Abnorml,181000 +1110,20,RL,107,11362,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2004,2005,Gable,CompShg,MetalSd,MetalSd,Stone,42,Gd,TA,PConc,Ex,TA,Mn,GLQ,1039,Unf,0,797,1836,GasA,Ex,Y,SBrkr,1836,0,0,1836,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,862,TA,TA,Y,125,185,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,280000 +1111,60,RL,NA,8000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1995,1996,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,219,Unf,0,554,773,GasA,Gd,Y,SBrkr,773,885,0,1658,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1995,Fin,2,431,TA,TA,Y,224,84,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,188000 +1112,60,RL,80,10480,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1976,1976,Hip,CompShg,Plywood,Plywood,BrkFace,660,TA,TA,CBlock,TA,TA,No,ALQ,403,Unf,0,400,803,GasA,TA,Y,SBrkr,1098,866,0,1964,0,0,2,1,4,1,TA,8,Typ,1,Gd,Attchd,1976,RFn,2,483,TA,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,9,2008,WD,Normal,205000 +1113,20,RL,73,7100,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1957,1957,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,CBlock,TA,TA,No,GLQ,708,Unf,0,108,816,GasA,TA,Y,FuseA,816,0,0,816,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,1,308,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,129900 +1114,20,RL,66,8923,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1953,2006,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,643,Unf,0,365,1008,GasA,Gd,Y,SBrkr,1008,0,0,1008,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1953,Unf,1,240,TA,TA,Y,0,18,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,134500 +1115,20,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1954,2000,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,415,Unf,0,418,833,GasA,Ex,Y,SBrkr,833,0,0,833,0,0,1,0,2,1,Gd,4,Typ,0,NA,Detchd,1955,Unf,1,326,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,8,2006,WD,Normal,117000 +1116,20,RL,93,12085,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,8,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,328,Gd,TA,PConc,Ex,TA,No,GLQ,1004,Unf,0,730,1734,GasA,Ex,Y,SBrkr,1734,0,0,1734,1,0,2,0,3,1,Ex,7,Typ,1,Gd,Attchd,2007,RFn,3,928,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2007,New,Partial,318000 +1117,80,RL,NA,7750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,8,5,2002,2002,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,353,Unf,0,55,408,GasA,Ex,Y,SBrkr,779,640,0,1419,1,0,2,1,3,1,Gd,7,Typ,1,TA,BuiltIn,2002,Fin,2,527,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,184100 +1118,20,RL,57,9764,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,7,1967,2003,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,702,Unf,0,192,894,GasA,Ex,Y,SBrkr,894,0,0,894,1,0,1,0,3,1,Gd,5,Typ,0,NA,Attchd,1967,RFn,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,130000 +1119,80,RL,85,13825,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,5,6,1958,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,533,533,GasA,TA,Y,SBrkr,1021,580,0,1601,0,1,1,0,3,1,TA,6,Min2,0,NA,BuiltIn,1958,RFn,1,300,TA,TA,Y,280,34,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,140000 +1120,20,RL,70,7560,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Gable,CompShg,BrkFace,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,369,Unf,0,671,1040,GasA,TA,Y,FuseA,1040,0,0,1040,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,1,286,TA,TA,Y,140,0,252,0,0,0,NA,GdWo,NA,0,7,2006,WD,Normal,133700 +1121,30,RM,59,8263,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,IDOTRR,Norm,Norm,1Fam,1Story,6,5,1920,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1012,1012,GasA,TA,Y,FuseA,1012,0,0,1012,0,0,1,0,2,1,TA,6,Typ,1,Gd,Detchd,1920,Unf,1,308,TA,TA,Y,0,22,112,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,118400 +1122,20,RL,84,10084,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,196,Gd,TA,PConc,Gd,TA,Av,GLQ,24,Unf,0,1528,1552,GasA,Ex,Y,SBrkr,1552,0,0,1552,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,782,TA,TA,Y,144,20,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,212900 +1123,20,RL,NA,8926,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,3,1956,1956,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,Ex,Y,FuseA,960,0,0,960,0,0,1,0,3,1,TA,5,Typ,0,NA,Basment,1956,Unf,1,288,TA,TA,Y,64,0,0,0,160,0,NA,MnPrv,NA,0,10,2009,COD,Abnorml,112000 +1124,20,RL,50,9405,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,9,1947,2008,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Ex,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,Ex,Y,SBrkr,698,0,0,698,0,1,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,200,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,118000 +1125,80,RL,NA,9125,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,BrkFace,170,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,SBrkr,812,670,0,1482,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1992,Fin,2,392,TA,TA,Y,100,25,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,163900 +1126,20,RL,60,10434,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1955,1955,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1005,1005,GasA,TA,Y,SBrkr,1005,0,0,1005,0,0,1,0,2,1,Fa,5,Typ,1,TA,Detchd,1977,Unf,2,672,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,115000 +1127,120,RL,53,3684,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1373,1373,GasA,Ex,Y,SBrkr,1555,0,0,1555,0,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,2007,Fin,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,174000 +1128,20,RL,182,14572,Pave,NA,IR3,Lvl,AllPub,Corner,Gtl,Gilbert,Norm,Norm,1Fam,1Story,7,5,2004,2004,Hip,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,1300,Unf,0,230,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2004,Fin,3,630,TA,TA,Y,144,36,0,0,0,0,NA,NA,NA,0,11,2007,WD,Family,259000 +1129,60,RL,59,11796,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1112,0,1959,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,215000 +1130,90,RM,60,7200,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,Duplex,SFoyer,5,5,1980,1980,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,Gd,TA,Gd,GLQ,936,Unf,0,0,936,GasA,TA,Y,SBrkr,936,0,0,936,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1980,Unf,2,672,TA,TA,Y,49,0,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,140000 +1131,50,RL,65,7804,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,4,3,1928,1950,Gable,CompShg,WdShing,Plywood,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,622,Unf,0,500,1122,GasA,TA,Y,SBrkr,1328,653,0,1981,1,0,2,0,4,1,Gd,7,Min2,2,TA,Detchd,1981,Unf,2,576,TA,TA,Y,431,44,0,0,0,0,NA,MnPrv,NA,0,12,2009,WD,Normal,135000 +1132,20,RL,63,10712,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1991,1992,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,Mn,BLQ,212,Unf,0,762,974,GasA,TA,Y,SBrkr,974,0,0,974,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,28,0,0,0,0,NA,MnPrv,NA,0,9,2007,Oth,Abnorml,93500 +1133,70,RM,90,9900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,6,4,1880,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,1008,1008,GasW,TA,Y,SBrkr,1178,1032,0,2210,0,0,2,0,5,1,Fa,8,Typ,0,NA,Detchd,1930,Unf,1,205,Fa,TA,N,0,48,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,117500 +1134,60,RL,80,9828,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,8,5,1995,1995,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,584,Unf,0,544,1128,GasA,Ex,Y,SBrkr,1142,878,0,2020,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1995,RFn,2,466,TA,TA,Y,0,155,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,239500 +1135,60,RL,57,8773,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,1997,1997,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,916,916,GasA,Gd,Y,SBrkr,916,684,0,1600,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1997,Fin,2,460,TA,TA,Y,100,38,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,169000 +1136,30,RM,60,6180,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1Story,6,5,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,960,960,GasA,TA,N,SBrkr,986,0,0,986,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1926,Unf,1,180,TA,TA,Y,0,128,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,102000 +1137,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,5,1950,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,280,Unf,0,752,1032,GasA,TA,Y,FuseA,1032,220,0,1252,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,288,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,4,2008,WD,Abnorml,119000 +1138,50,RL,54,6342,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1.5Fin,5,8,1875,1996,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Gd,N,SBrkr,780,240,0,1020,0,0,1,0,2,1,TA,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,176,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,94000 +1139,20,RL,NA,9819,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Mitchel,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,ImStucc,None,0,TA,TA,PConc,TA,TA,Gd,ALQ,1567,Unf,0,0,1567,GasA,TA,Y,SBrkr,1567,0,0,1567,1,0,2,0,2,1,Gd,5,Typ,2,TA,Attchd,1977,RFn,2,714,TA,TA,Y,264,32,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,196000 +1140,30,RL,98,8731,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,5,5,1920,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,TA,No,BLQ,645,Unf,0,270,915,GasA,TA,Y,SBrkr,1167,0,0,1167,0,0,1,0,3,1,TA,6,Maj1,1,Gd,Detchd,1972,Unf,2,495,TA,TA,Y,0,0,216,0,126,0,NA,NA,NA,0,5,2007,WD,Normal,144000 +1141,20,RL,60,7350,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1951,1951,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,852,Unf,0,100,952,GasA,TA,Y,SBrkr,952,0,0,952,1,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1988,Unf,2,840,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2008,COD,Abnorml,139000 +1142,60,RL,NA,10304,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,2Story,5,7,1976,1976,Gable,CompShg,Plywood,Plywood,BrkFace,44,TA,Gd,CBlock,TA,TA,No,ALQ,381,Unf,0,399,780,GasA,Ex,Y,SBrkr,1088,780,0,1868,1,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1976,Unf,2,484,TA,TA,Y,448,96,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,197500 +1143,60,RL,77,9965,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,340,Gd,TA,PConc,Ex,TA,Gd,GLQ,1150,Unf,0,316,1466,GasA,Ex,Y,SBrkr,1466,1362,0,2828,1,0,3,0,4,1,Gd,11,Typ,1,TA,BuiltIn,2006,RFn,3,1052,TA,TA,Y,125,144,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,424870 +1144,20,RL,NA,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,3,1959,1959,Gable,CompShg,Wd Sdng,Plywood,None,0,TA,TA,CBlock,TA,TA,No,GLQ,288,Unf,0,718,1006,GasA,TA,Y,SBrkr,1006,0,0,1006,0,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,80000 +1145,190,RL,60,12180,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,2fmCon,1.5Fin,4,4,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,BrkTil,Gd,TA,No,BLQ,348,Unf,0,324,672,Grav,Fa,N,FuseA,672,252,0,924,1,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1941,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,7,2010,WD,Normal,80000 +1146,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,6,1928,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,1042,1042,GasA,Ex,Y,SBrkr,1042,534,0,1576,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1928,Unf,1,225,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2006,WD,Family,149000 +1147,20,RL,NA,11200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1985,1985,Gable,CompShg,Wd Sdng,Wd Shng,BrkFace,85,Gd,TA,CBlock,Gd,TA,No,GLQ,1258,Unf,0,40,1298,GasA,TA,Y,SBrkr,1298,0,0,1298,1,0,2,0,3,1,Gd,5,Typ,1,TA,Attchd,1985,Unf,2,403,TA,TA,Y,165,26,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,180000 +1148,70,RL,75,12000,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,7,7,1941,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,275,Unf,0,429,704,GasA,Ex,Y,SBrkr,860,704,0,1564,0,0,1,1,3,1,Fa,7,Typ,1,Gd,Attchd,1941,Unf,1,234,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,174500 +1149,50,RM,NA,5700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,7,7,1926,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,572,572,GasA,TA,Y,SBrkr,572,539,0,1111,0,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1982,Unf,1,288,TA,TA,Y,0,0,176,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,116900 +1150,70,RM,50,9000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,2Story,7,9,1920,1988,Hip,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,TA,TA,No,ALQ,624,Unf,0,26,650,GasA,Ex,Y,SBrkr,832,650,0,1482,0,1,1,0,3,1,TA,7,Typ,0,NA,Detchd,1930,Unf,2,324,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,143000 +1151,20,RL,57,8280,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,5,1950,1950,Gable,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,932,932,GasA,Ex,Y,FuseA,932,0,0,932,0,0,1,0,2,1,Gd,4,Typ,1,Gd,Attchd,1950,Unf,1,306,TA,TA,Y,0,0,214,0,0,0,NA,GdPrv,NA,0,11,2007,WD,Normal,124000 +1152,20,RL,134,17755,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,4,1959,1959,Gable,CompShg,HdBoard,Plywood,BrkFace,132,TA,TA,CBlock,TA,TA,No,BLQ,176,Unf,0,1290,1466,GasA,TA,Y,SBrkr,1466,0,0,1466,0,0,1,1,3,1,Fa,6,Typ,2,Gd,Attchd,1959,Fin,2,528,TA,TA,Y,0,140,0,0,100,0,NA,NA,NA,0,11,2006,WD,Normal,149900 +1153,20,RL,90,14115,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,7,1956,2004,Gable,CompShg,Stone,Stone,None,0,TA,TA,PConc,TA,TA,No,ALQ,296,GLQ,547,230,1073,GasA,Ex,Y,SBrkr,1811,0,0,1811,0,0,1,0,2,1,Ex,6,Typ,1,Gd,Attchd,1956,Fin,2,470,TA,TA,Y,0,0,280,0,0,0,NA,NA,NA,0,7,2006,WD,Abnorml,230000 +1154,30,RM,NA,5890,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,6,8,1930,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,Gd,BrkTil,TA,TA,Av,ALQ,538,Unf,0,278,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,2002,Unf,1,432,TA,TA,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,120500 +1155,60,RL,NA,13700,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,7,6,1965,1988,Gable,CompShg,VinylSd,VinylSd,Stone,288,TA,TA,CBlock,TA,TA,Gd,ALQ,454,Unf,0,410,864,GasA,TA,Y,SBrkr,902,918,0,1820,0,0,1,2,4,1,Gd,8,Typ,2,Gd,Attchd,1965,Unf,2,492,TA,TA,Y,60,84,0,0,273,0,NA,GdPrv,NA,0,5,2008,WD,Normal,201800 +1156,20,RL,90,10768,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Veenker,Norm,Norm,1Fam,1Story,5,8,1976,2004,Gable,CompShg,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Gd,ALQ,1157,Unf,0,280,1437,GasA,TA,Y,SBrkr,1437,0,0,1437,1,0,2,0,3,1,Gd,6,Typ,1,Fa,Attchd,1976,RFn,2,528,TA,TA,Y,0,21,0,0,180,0,NA,NA,NA,0,7,2007,WD,Normal,218000 +1157,80,RL,85,9350,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,8,1965,1999,Gable,CompShg,BrkFace,BrkFace,None,0,TA,Gd,PConc,TA,TA,Gd,ALQ,633,Unf,0,586,1219,GasA,Gd,Y,SBrkr,1265,0,0,1265,0,1,2,0,3,1,Gd,6,Typ,1,Gd,Attchd,1965,RFn,2,502,TA,TA,Y,0,92,0,96,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,179900 +1158,120,RL,34,5001,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,1Story,7,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,166,Gd,TA,PConc,Gd,TA,No,GLQ,904,Unf,0,410,1314,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2008,RFn,2,626,TA,TA,Y,172,62,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,230000 +1159,20,RL,92,11932,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Somerst,Feedr,Norm,1Fam,1Story,8,5,2007,2008,Gable,CompShg,VinylSd,VinylSd,Stone,186,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1580,1580,GasA,Ex,Y,SBrkr,1580,0,0,1580,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,830,TA,TA,Y,0,24,0,0,0,0,NA,NA,NA,0,6,2008,ConLD,Partial,235128 +1160,60,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1974,1974,Hip,CompShg,HdBoard,HdBoard,BrkFace,270,Gd,TA,CBlock,TA,TA,No,ALQ,442,Unf,0,459,901,GasA,TA,Y,SBrkr,943,933,0,1876,0,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1974,RFn,2,540,Gd,TA,Y,0,69,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,185000 +1161,160,RL,24,2280,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,Twnhs,2Story,6,5,1978,1978,Gable,CompShg,Plywood,Brk Cmn,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,311,Unf,0,544,855,GasA,Fa,Y,SBrkr,855,601,0,1456,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1978,Unf,2,440,TA,TA,Y,26,0,0,0,0,0,NA,NA,NA,0,7,2010,WD,Normal,146000 +1162,20,RL,NA,14778,Pave,NA,IR1,Low,AllPub,CulDSac,Gtl,Crawfor,PosN,Norm,1Fam,1Story,6,7,1954,2006,Hip,CompShg,HdBoard,HdBoard,BrkFace,72,Gd,TA,CBlock,TA,TA,No,BLQ,728,Unf,0,568,1296,GasA,Ex,Y,SBrkr,1640,0,0,1640,1,0,1,0,3,1,Gd,7,Typ,1,Gd,Detchd,1993,Unf,2,924,TA,TA,Y,108,0,0,216,0,0,NA,NA,NA,0,11,2008,WD,Normal,224000 +1163,20,RL,109,8724,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1968,1968,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Gd,TA,No,BLQ,492,Unf,0,402,894,GasA,Gd,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,1,Po,Attchd,1968,Fin,2,450,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,129000 +1164,90,RL,60,12900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,Duplex,SFoyer,4,4,1969,1969,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,1198,Unf,0,0,1198,GasA,TA,Y,SBrkr,1258,0,0,1258,2,0,0,2,0,2,TA,6,Typ,0,NA,CarPort,1969,Unf,2,400,Fa,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,1,2008,WD,Alloca,108959 +1165,80,RL,NA,16157,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Veenker,Feedr,Norm,1Fam,SLvl,5,7,1978,1978,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,PConc,Gd,TA,Gd,ALQ,680,Rec,391,289,1360,GasA,Ex,Y,SBrkr,1432,0,0,1432,1,0,1,1,2,1,Gd,5,Typ,1,TA,Attchd,1978,Unf,2,588,TA,TA,Y,168,180,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,194000 +1166,20,RL,79,9541,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,7,5,2009,2009,Gable,CompShg,VinylSd,VinylSd,Stone,268,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1502,1502,GasA,Ex,Y,SBrkr,1502,0,0,1502,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2009,RFn,2,644,TA,TA,Y,0,114,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,233170 +1167,20,RL,64,10475,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,72,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1694,1694,GasA,Ex,Y,SBrkr,1694,0,0,1694,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2008,RFn,3,776,TA,TA,Y,160,33,0,0,0,0,NA,NA,NA,0,2,2010,WD,Normal,245350 +1168,60,RL,58,10852,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,786,Unf,0,173,959,GasA,Ex,Y,SBrkr,959,712,0,1671,1,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,2000,Fin,2,472,TA,TA,Y,0,38,0,0,0,0,NA,NA,NA,0,2,2006,WD,Normal,173000 +1169,70,RL,120,13728,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,2Story,6,7,1935,1986,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,CBlock,TA,TA,No,Rec,626,Unf,0,501,1127,GasA,Ex,Y,SBrkr,1236,872,0,2108,0,0,2,0,4,1,Gd,7,Typ,2,TA,Basment,1935,Unf,2,540,TA,TA,Y,0,0,0,0,90,0,NA,NA,NA,0,7,2008,WD,Normal,235000 +1170,60,RL,118,35760,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1995,1996,Hip,CompShg,HdBoard,HdBoard,BrkFace,1378,Gd,Gd,PConc,Ex,TA,Gd,GLQ,1387,Unf,0,543,1930,GasA,Ex,Y,SBrkr,1831,1796,0,3627,1,0,3,1,4,1,Gd,10,Typ,1,TA,Attchd,1995,Fin,3,807,TA,TA,Y,361,76,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,625000 +1171,80,RL,76,9880,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,6,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,522,Unf,0,574,1096,GasA,TA,Y,SBrkr,1118,0,0,1118,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1977,Fin,1,358,TA,TA,Y,203,0,0,0,0,576,Gd,GdPrv,NA,0,7,2008,WD,Normal,171000 +1172,20,RL,76,9120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1958,1958,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,ALQ,662,Unf,0,599,1261,GasA,Ex,Y,SBrkr,1261,0,0,1261,1,0,1,0,3,1,TA,6,Typ,1,TA,Attchd,1958,RFn,2,433,TA,TA,Y,0,0,0,0,288,0,NA,NA,Shed,1400,11,2008,WD,Normal,163000 +1173,160,FV,35,4017,Pave,Pave,IR1,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2006,2007,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,625,625,GasA,Ex,Y,SBrkr,625,625,0,1250,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,2006,Fin,2,625,TA,TA,Y,0,54,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,171900 +1174,50,RL,138,18030,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,5,6,1946,1994,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,152,BLQ,469,977,1598,GasA,TA,Y,SBrkr,1636,971,479,3086,0,0,3,0,3,1,Ex,12,Maj1,1,Gd,NA,NA,NA,0,0,NA,NA,Y,122,0,0,0,0,0,NA,MnPrv,NA,0,3,2007,WD,Normal,200500 +1175,70,RL,80,16560,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,8,1932,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,503,Unf,0,449,952,GasA,TA,Y,SBrkr,1170,1175,0,2345,0,0,2,1,4,1,TA,9,Typ,1,Gd,Detchd,1932,Unf,2,360,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,239000 +1176,50,RL,85,10678,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1992,2000,Hip,CompShg,HdBoard,HdBoard,BrkFace,337,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,983,1683,GasA,Ex,Y,SBrkr,2129,743,0,2872,0,0,2,1,4,1,Gd,9,Typ,1,TA,Attchd,1992,Fin,2,541,TA,TA,Y,0,33,0,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,285000 +1177,20,RL,37,6951,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1984,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,658,Unf,0,218,876,GasA,TA,Y,SBrkr,923,0,0,923,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1984,Unf,1,264,TA,TA,Y,362,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,119500 +1178,50,RM,NA,3950,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,8,1926,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,468,Unf,0,350,818,GasA,TA,Y,SBrkr,818,406,0,1224,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1926,Unf,1,210,TA,TA,N,0,0,116,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,115000 +1179,50,RL,54,7681,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1921,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,731,731,GasA,Ex,Y,SBrkr,820,523,0,1343,0,0,1,1,3,1,TA,7,Typ,1,Gd,Detchd,1921,Unf,1,186,Fa,TA,Y,192,0,102,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,154900 +1180,20,RL,77,8335,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,5,1954,1954,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,Y,SBrkr,1124,0,0,1124,0,0,1,0,3,1,TA,5,Min2,1,Gd,NA,NA,NA,0,0,NA,NA,N,0,36,190,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,93000 +1181,60,RL,NA,11170,Pave,NA,IR2,Lvl,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,2Story,7,5,1990,1991,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,Wood,Gd,TA,No,LwQ,1216,Unf,0,0,1216,GasA,Ex,Y,SBrkr,1298,1216,0,2514,0,0,2,1,4,1,TA,8,Typ,0,NA,Attchd,1990,Fin,2,693,TA,TA,Y,0,0,0,0,0,0,NA,GdPrv,NA,0,4,2006,WD,Normal,250000 +1182,120,RM,64,5587,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2008,2008,Hip,CompShg,CemntBd,CmentBd,Stone,186,Ex,TA,PConc,Ex,TA,Gd,GLQ,1480,Unf,0,120,1600,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2008,Fin,2,482,TA,TA,Y,162,53,0,153,0,0,NA,NA,NA,0,11,2008,New,Partial,392500 +1183,60,RL,160,15623,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,10,5,1996,1996,Hip,CompShg,Wd Sdng,ImStucc,None,0,Gd,TA,PConc,Ex,TA,Av,GLQ,2096,Unf,0,300,2396,GasA,Ex,Y,SBrkr,2411,2065,0,4476,1,0,3,1,4,1,Ex,10,Typ,2,TA,Attchd,1996,Fin,3,813,TA,TA,Y,171,78,0,0,0,555,Ex,MnPrv,NA,0,7,2007,WD,Abnorml,745000 +1184,30,RL,60,10800,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,6,1920,1950,Hip,CompShg,Stucco,Stucco,None,0,TA,TA,BrkTil,TA,TA,No,Rec,821,Unf,0,299,1120,GasA,Ex,Y,SBrkr,1130,0,0,1130,1,0,1,0,2,1,TA,5,Typ,1,Gd,Detchd,1970,Unf,2,720,TA,TA,Y,229,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,120000 +1185,20,RL,50,35133,Grvl,NA,Reg,Lvl,AllPub,Inside,Mod,Timber,Norm,Norm,1Fam,1Story,5,4,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,226,TA,TA,CBlock,TA,TA,Gd,Rec,1159,Unf,0,413,1572,GasA,Gd,Y,SBrkr,1572,0,0,1572,1,0,1,1,3,1,TA,5,Typ,2,TA,2Types,1963,RFn,3,995,TA,TA,Y,0,263,0,0,263,0,NA,NA,NA,0,5,2007,WD,Normal,186700 +1186,50,RL,60,9738,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,7,1924,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,392,Unf,0,392,784,GasA,Gd,Y,SBrkr,949,272,0,1221,1,0,1,0,4,1,TA,7,Typ,0,NA,Attchd,1965,Unf,1,392,TA,TA,Y,0,0,236,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,104900 +1187,190,RL,107,10615,Pave,NA,IR1,Bnk,AllPub,Corner,Mod,OldTown,Artery,Artery,2fmCon,2Story,3,5,1900,1970,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,BLQ,440,Unf,0,538,978,GasA,TA,Y,SBrkr,1014,685,0,1699,1,0,2,0,3,2,TA,7,Typ,0,NA,CarPort,1920,Unf,2,420,Fa,Fa,Y,0,74,0,0,0,0,NA,NA,NA,0,8,2009,WD,Abnorml,95000 +1188,20,RL,89,12461,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1995,Gable,CompShg,ImStucc,ImStucc,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1456,Unf,0,168,1624,GasA,Ex,Y,SBrkr,1624,0,0,1624,1,0,2,0,2,1,Gd,5,Typ,1,Fa,Attchd,1994,RFn,3,757,TA,TA,Y,0,114,192,0,0,0,NA,GdPrv,NA,0,7,2006,WD,Normal,262000 +1189,60,RL,68,8935,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,95,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,831,831,GasA,Ex,Y,SBrkr,831,829,0,1660,0,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2002,RFn,2,493,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,195000 +1190,60,RL,60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,994,994,GasA,Gd,Y,SBrkr,1028,776,0,1804,0,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1999,Fin,2,442,TA,TA,Y,140,60,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,189000 +1191,190,RL,NA,32463,Pave,NA,Reg,Low,AllPub,Inside,Mod,Mitchel,Norm,Norm,2fmCon,1Story,4,4,1961,1975,Gable,CompShg,MetalSd,MetalSd,Stone,149,TA,Gd,CBlock,TA,TA,Av,BLQ,1159,Unf,0,90,1249,GasA,Ex,Y,SBrkr,1622,0,0,1622,1,0,1,0,3,1,TA,7,Typ,1,TA,2Types,1975,Fin,4,1356,TA,TA,Y,439,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,168000 +1192,160,FV,24,2645,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,8,5,1999,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,456,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,776,776,GasA,Ex,Y,SBrkr,764,677,0,1441,0,0,2,1,2,1,Gd,5,Typ,0,NA,Detchd,1999,Unf,2,492,TA,TA,Y,206,0,0,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,174000 +1193,50,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,5,8,1925,1994,Gambrel,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,Mn,Unf,0,Unf,0,702,702,GasA,Gd,Y,SBrkr,842,630,0,1472,0,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,1925,Unf,1,250,TA,Fa,P,0,0,84,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,125000 +1194,120,RM,NA,4500,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,Mitchel,Norm,Norm,TwnhsE,1Story,6,5,1999,1999,Hip,CompShg,VinylSd,VinylSd,BrkFace,425,TA,TA,PConc,Ex,TA,No,GLQ,883,Unf,0,341,1224,GasA,Ex,Y,SBrkr,1224,0,0,1224,1,0,2,0,2,1,TA,5,Typ,0,NA,Attchd,1999,Fin,2,402,TA,TA,Y,0,304,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,165000 +1195,60,RL,80,9364,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Sawyer,Norm,Norm,1Fam,2Story,6,7,1969,1969,Gable,CompShg,HdBoard,HdBoard,Stone,143,TA,TA,CBlock,TA,TA,No,ALQ,371,Unf,0,292,663,GasA,TA,Y,SBrkr,663,689,0,1352,0,0,1,1,4,1,TA,7,Typ,0,NA,Attchd,1969,Fin,1,299,TA,TA,Y,379,36,0,0,0,0,NA,MnPrv,NA,0,3,2010,WD,Normal,158000 +1196,60,RL,51,8029,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,100,24,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,176000 +1197,60,RL,58,14054,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,879,879,GasA,Ex,Y,SBrkr,879,984,0,1863,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2006,Fin,3,660,TA,TA,Y,100,17,0,0,0,0,NA,NA,NA,0,11,2006,New,Partial,219210 +1198,75,RM,65,8850,Pave,NA,IR1,Bnk,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,7,6,1916,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,815,815,GasA,Ex,Y,SBrkr,815,875,0,1690,0,0,1,0,3,1,TA,7,Typ,1,Gd,Detchd,1916,Unf,1,225,TA,TA,Y,0,0,330,0,0,0,NA,NA,NA,0,7,2006,ConLw,Normal,144000 +1199,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1212,1212,GasA,Ex,Y,SBrkr,1212,0,0,1212,0,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,573,TA,TA,Y,356,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,178000 +1200,20,RL,75,11235,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,4,5,1963,1979,Gable,CompShg,HdBoard,HdBoard,BrkFace,51,TA,TA,CBlock,TA,TA,No,Rec,547,Unf,0,504,1051,GasA,Gd,Y,SBrkr,1382,0,0,1382,0,0,1,1,3,1,TA,6,Typ,1,Po,Attchd,1974,Unf,2,459,TA,TA,Y,0,82,0,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,148000 +1201,20,RL,71,9353,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1970,1970,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,864,864,GasA,Gd,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,Unf,1,280,TA,TA,Y,0,0,0,0,0,0,NA,NA,Shed,0,7,2006,Oth,Abnorml,116050 +1202,60,RL,80,10400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,866,866,GasA,Ex,Y,SBrkr,866,913,0,1779,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,1998,RFn,2,546,TA,TA,Y,198,36,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,197900 +1203,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,5,8,1925,1997,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,884,884,GasA,Ex,Y,SBrkr,884,464,0,1348,1,0,1,0,3,1,TA,5,Typ,1,Fa,Detchd,1960,Unf,1,216,TA,TA,N,0,0,208,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,117000 +1204,20,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2001,Gable,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1630,1630,GasA,Ex,Y,SBrkr,1630,0,0,1630,0,0,2,0,3,1,Gd,6,Typ,1,TA,Attchd,2000,Unf,2,451,TA,TA,Y,74,234,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,213000 +1205,20,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,5,6,1975,1975,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,788,Unf,0,268,1056,GasA,Ex,Y,SBrkr,1074,0,0,1074,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1975,RFn,2,495,TA,TA,Y,0,88,0,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,153500 +1206,20,RL,90,14684,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,7,1990,1991,Hip,CompShg,HdBoard,HdBoard,BrkFace,234,Gd,TA,CBlock,Gd,TA,Mn,ALQ,485,BLQ,177,1496,2158,GasA,Gd,Y,SBrkr,2196,0,0,2196,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1990,RFn,3,701,TA,TA,Y,84,70,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,271900 +1207,20,RH,NA,8900,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,4,4,1966,1966,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,Rec,1056,Unf,0,0,1056,GasA,TA,Y,SBrkr,1056,0,0,1056,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1966,Unf,1,384,TA,TA,Y,0,42,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,107000 +1208,20,RL,70,9135,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,120,Gd,TA,PConc,Gd,TA,Av,GLQ,340,Unf,0,1342,1682,GasA,Ex,Y,SBrkr,1700,0,0,1700,1,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2003,RFn,2,544,TA,TA,Y,192,23,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,200000 +1209,20,RL,70,7763,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1962,1980,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Rec,504,BLQ,108,319,931,GasA,TA,Y,SBrkr,1283,0,0,1283,1,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1980,Unf,2,506,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,140000 +1210,20,RL,85,10182,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRNn,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,420,Gd,TA,PConc,Ex,TA,Mn,GLQ,1220,Unf,0,440,1660,GasA,Ex,Y,SBrkr,1660,0,0,1660,1,0,2,0,3,1,Gd,8,Typ,1,Gd,Attchd,2006,RFn,2,500,TA,TA,Y,322,50,0,0,0,0,NA,NA,NA,0,5,2006,New,Partial,290000 +1211,60,RL,70,11218,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,2Story,6,5,1992,1992,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1055,1055,GasA,Ex,Y,SBrkr,1055,790,0,1845,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,462,TA,TA,Y,635,104,0,0,0,0,NA,GdPrv,Shed,400,5,2010,WD,Normal,189000 +1212,50,RL,152,12134,Pave,NA,IR1,Bnk,AllPub,Inside,Mod,Gilbert,Norm,Norm,1Fam,1.5Fin,8,7,1988,2005,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,Wood,Gd,TA,Av,GLQ,427,Unf,0,132,559,GasA,Gd,Y,SBrkr,1080,672,0,1752,0,0,2,0,4,1,TA,8,Typ,0,NA,Basment,1988,RFn,2,492,TA,TA,Y,325,12,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,164000 +1213,30,RL,50,9340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1941,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,344,Unf,0,328,672,GasA,TA,Y,SBrkr,672,0,0,672,1,0,1,0,2,1,TA,4,Typ,0,NA,Attchd,1941,Unf,1,234,TA,TA,N,0,113,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,113000 +1214,80,RL,NA,10246,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,SLvl,4,9,1965,2001,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,Gd,Av,GLQ,648,Unf,0,0,648,GasA,Ex,Y,SBrkr,960,0,0,960,1,1,0,0,0,1,TA,3,Typ,0,NA,Attchd,1965,Unf,1,364,TA,TA,Y,88,0,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,145000 +1215,85,RL,69,10205,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1962,1962,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,784,Unf,0,141,925,GasA,TA,Y,SBrkr,999,0,0,999,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,1,300,TA,TA,Y,150,72,0,0,0,0,NA,NA,NA,0,5,2006,WD,Normal,134500 +1216,20,RL,99,7094,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,LwQ,374,340,894,GasA,TA,Y,SBrkr,894,0,0,894,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1966,RFn,1,384,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2007,WD,Normal,125000 +1217,90,RM,68,8930,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,RRAe,Norm,Duplex,1.5Fin,6,5,1978,1978,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1318,584,0,1902,0,0,2,0,4,2,TA,8,Typ,0,NA,Attchd,1978,Unf,2,539,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,112000 +1218,20,FV,72,8640,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2009,2009,Gable,CompShg,CemntBd,CmentBd,Stone,72,Gd,TA,PConc,Gd,TA,Mn,GLQ,936,Unf,0,364,1300,GasA,Ex,Y,SBrkr,1314,0,0,1314,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2009,RFn,2,552,TA,TA,Y,135,112,0,0,0,0,NA,NA,NA,0,9,2009,New,Partial,229456 +1219,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,4,5,1947,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,Gd,N,SBrkr,672,240,0,912,0,0,1,0,2,1,TA,3,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,80500 +1220,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1971,1971,Gable,CompShg,CemntBd,CmentBd,BrkFace,236,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,672,546,0,1218,0,0,1,1,3,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,201,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,91500 +1221,20,RL,66,7800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,312,LwQ,600,0,912,GasA,TA,Y,SBrkr,912,0,0,912,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1964,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,11,2006,WD,Abnorml,115000 +1222,20,RL,55,8250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,250,LwQ,492,210,952,GasA,Ex,Y,SBrkr,1211,0,0,1211,0,0,1,0,3,1,TA,5,Typ,1,TA,Attchd,1968,Unf,1,322,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,134000 +1223,50,RL,78,10496,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,6,6,1949,1950,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,320,TA,TA,CBlock,TA,TA,Mn,Rec,196,Unf,0,844,1040,GasA,Ex,Y,SBrkr,1168,678,0,1846,0,0,2,0,3,1,TA,7,Typ,1,Gd,Attchd,1949,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,1,2007,WD,Normal,143000 +1224,20,RL,89,10680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,3,1951,1951,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,44,TA,TA,CBlock,TA,Fa,No,LwQ,756,Unf,0,1380,2136,GasA,TA,N,FuseA,2136,0,0,2136,0,0,2,0,4,1,TA,7,Mod,0,NA,Detchd,1951,Unf,2,528,TA,TA,Y,0,30,0,0,0,0,NA,MnPrv,NA,0,10,2006,WD,Normal,137900 +1225,60,RL,60,15384,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Av,GLQ,724,Unf,0,64,788,GasA,Ex,Y,SBrkr,788,702,0,1490,1,0,2,1,3,1,Gd,8,Typ,1,Gd,Attchd,2004,Fin,2,388,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,2,2008,WD,Normal,184000 +1226,80,RL,65,10482,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,8,1958,1958,Hip,CompShg,VinylSd,VinylSd,BrkFace,63,TA,Gd,CBlock,TA,TA,Av,GLQ,507,Unf,0,81,588,GasA,Ex,Y,SBrkr,1138,0,0,1138,0,1,1,0,3,1,TA,6,Typ,0,NA,Attchd,1958,RFn,1,264,TA,TA,Y,224,0,0,0,0,0,NA,MnWw,NA,0,6,2007,WD,Normal,145000 +1227,60,RL,86,14598,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,Feedr,Norm,1Fam,2Story,6,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,74,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,894,894,GasA,Ex,Y,SBrkr,894,1039,0,1933,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2007,Fin,3,668,TA,TA,Y,100,18,0,0,0,0,NA,NA,NA,0,1,2008,WD,Normal,214000 +1228,20,RL,72,8872,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,8,1965,2008,Gable,CompShg,VinylSd,VinylSd,BrkFace,300,TA,TA,CBlock,TA,TA,No,ALQ,595,Unf,0,317,912,GasA,Ex,Y,SBrkr,912,0,0,912,1,0,1,0,2,1,Gd,5,Typ,0,NA,Detchd,1992,Unf,2,576,TA,TA,Y,0,240,0,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,147000 +1229,120,RL,65,8769,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,9,5,2008,2008,Hip,CompShg,MetalSd,MetalSd,BrkFace,766,Ex,TA,PConc,Ex,TA,No,GLQ,1540,Unf,0,162,1702,GasA,Ex,Y,SBrkr,1702,0,0,1702,1,0,1,1,1,1,Ex,7,Typ,1,Gd,Attchd,2008,Fin,3,1052,TA,TA,Y,0,72,0,0,224,0,NA,NA,NA,0,10,2008,New,Partial,367294 +1230,80,RL,70,7910,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,5,1960,1960,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,666,Unf,0,409,1075,GasA,Gd,Y,SBrkr,1507,0,0,1507,0,0,2,0,4,1,TA,7,Maj1,0,NA,Basment,1960,Unf,1,404,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,8,2008,WD,Normal,127000 +1231,90,RL,NA,18890,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Sawyer,Feedr,RRAe,Duplex,1.5Fin,5,5,1977,1977,Shed,CompShg,Plywood,Plywood,None,1,TA,TA,CBlock,Gd,TA,No,GLQ,498,Rec,211,652,1361,GasA,Ex,Y,SBrkr,1361,1259,0,2620,0,0,2,2,4,2,TA,12,Typ,1,TA,BuiltIn,1977,RFn,2,600,TA,TA,N,155,24,145,0,0,0,NA,NA,Gar2,8300,8,2007,WD,Normal,190000 +1232,90,RL,70,7728,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,SLvl,5,6,1962,1962,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,120,TA,TA,CBlock,TA,TA,Av,ALQ,803,Unf,0,303,1106,GasA,TA,Y,SBrkr,1190,0,0,1190,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1962,Unf,2,540,TA,TA,Y,0,18,0,0,0,0,NA,GdWo,NA,0,5,2006,WD,Normal,132500 +1233,90,RL,70,9842,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1962,1962,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,GasA,TA,Y,SBrkr,1224,0,0,1224,0,0,2,0,2,2,TA,6,Typ,0,NA,CarPort,1962,Unf,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,101800 +1234,20,RL,NA,12160,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1959,1959,Hip,CompShg,Plywood,Plywood,BrkFace,180,TA,TA,CBlock,TA,TA,No,Rec,1000,Unf,0,188,1188,GasA,Fa,Y,SBrkr,1188,0,0,1188,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1959,RFn,2,531,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,5,2010,COD,Abnorml,142000 +1235,70,RH,55,8525,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,2Story,5,6,1911,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,Av,Unf,0,Unf,0,940,940,GasA,TA,N,FuseA,1024,940,0,1964,0,0,1,1,4,1,TA,7,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,192,0,0,0,0,NA,NA,NA,0,11,2008,WD,Abnorml,130000 +1236,70,RL,96,13132,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,5,5,1914,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Unf,0,Unf,0,747,747,GasA,Gd,Y,FuseF,892,892,0,1784,0,0,1,1,4,1,TA,9,Typ,0,NA,Detchd,1914,Unf,1,180,Fa,Fa,N,203,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,138887 +1237,160,RL,36,2628,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,Twnhs,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,106,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,SBrkr,764,862,0,1626,0,0,2,1,2,1,Gd,6,Typ,0,NA,BuiltIn,2003,RFn,2,474,TA,TA,Y,0,27,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,175500 +1238,60,RL,41,12393,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2004,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,847,847,GasA,Ex,Y,SBrkr,847,1101,0,1948,0,0,2,1,4,1,Gd,8,Typ,1,Gd,BuiltIn,2004,Fin,2,434,TA,TA,Y,100,48,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,195000 +1239,20,RL,63,13072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1141,1141,GasA,Ex,Y,SBrkr,1141,0,0,1141,0,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,2005,Unf,2,484,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2006,WD,Abnorml,142500 +1240,20,RL,64,9037,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,32,Gd,TA,PConc,Gd,TA,Av,GLQ,428,Unf,0,1048,1476,GasA,Ex,Y,SBrkr,1484,0,0,1484,0,0,2,0,2,1,Ex,6,Typ,1,Gd,Attchd,2006,RFn,2,472,TA,TA,Y,120,33,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,265900 +1241,60,RL,65,8158,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,252,Gd,TA,PConc,Gd,TA,No,GLQ,550,Unf,0,334,884,GasA,Ex,Y,SBrkr,884,884,0,1768,1,0,2,1,3,1,Gd,8,Typ,0,NA,Attchd,2003,RFn,2,543,TA,TA,Y,0,63,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,224900 +1242,20,RL,83,9849,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,6,2007,2007,Hip,CompShg,VinylSd,VinylSd,Stone,0,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1689,1689,GasA,Ex,Y,SBrkr,1689,0,0,1689,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,RFn,3,954,TA,TA,Y,0,56,0,0,0,0,NA,NA,NA,0,6,2007,New,Partial,248328 +1243,85,RL,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SFoyer,7,6,1974,1974,Gable,CompShg,Plywood,Plywood,BrkFace,81,TA,TA,CBlock,Gd,TA,Gd,GLQ,885,LwQ,168,0,1053,GasA,TA,Y,SBrkr,1173,0,0,1173,1,0,2,0,3,1,Gd,6,Typ,2,TA,Attchd,1974,RFn,2,528,TA,TA,Y,0,120,0,0,0,0,NA,MnPrv,NA,0,1,2010,WD,Family,170000 +1244,20,RL,107,13891,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,1Story,10,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,NA,NA,Ex,TA,PConc,Ex,Gd,Gd,GLQ,1386,Unf,0,690,2076,GasA,Ex,Y,SBrkr,2076,0,0,2076,1,0,2,1,2,1,Ex,7,Typ,1,Gd,Attchd,2006,Fin,3,850,TA,TA,Y,216,229,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,465000 +1245,70,RL,NA,11435,Pave,NA,IR1,HLS,AllPub,Corner,Mod,Crawfor,Norm,Norm,1Fam,2Story,8,7,1929,1950,Gable,CompShg,BrkFace,Stucco,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,792,792,GasA,Fa,Y,SBrkr,792,725,0,1517,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Detchd,1931,Unf,2,400,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,230000 +1246,80,RL,78,12090,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,7,1984,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,74,TA,TA,CBlock,Gd,TA,No,Unf,0,Unf,0,585,585,GasA,Ex,Y,SBrkr,1140,728,0,1868,0,0,3,1,3,1,TA,7,Typ,1,TA,BuiltIn,1984,Fin,2,477,TA,TA,Y,268,112,0,0,147,0,NA,NA,NA,0,1,2007,WD,Abnorml,178000 +1247,60,FV,65,8125,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,756,756,GasA,Ex,Y,SBrkr,756,797,0,1553,0,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,615,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,3,2006,New,Partial,186500 +1248,80,RL,NA,12328,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,SLvl,6,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,335,TA,TA,CBlock,TA,TA,Av,GLQ,539,Unf,0,473,1012,GasA,TA,Y,SBrkr,1034,0,0,1034,1,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1976,Unf,3,888,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,169900 +1249,75,RM,60,9600,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2.5Unf,6,5,1917,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,Gd,TA,No,Rec,319,Unf,0,416,735,OthW,Fa,N,SBrkr,1134,924,0,2058,0,0,1,1,3,1,TA,8,Typ,1,Gd,Detchd,1950,Unf,2,396,Fa,Fa,P,0,0,259,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,129500 +1250,20,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1950,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,534,Rec,96,246,876,GasA,TA,Y,SBrkr,988,0,0,988,0,0,1,0,3,1,TA,6,Typ,0,NA,Attchd,1950,Unf,1,276,TA,TA,Y,0,80,0,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,119000 +1251,20,RL,93,11160,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,7,5,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,Gd,TA,CBlock,TA,TA,No,ALQ,1065,Unf,0,1045,2110,GasA,Ex,Y,SBrkr,2110,0,0,2110,1,0,2,1,3,1,Ex,8,Typ,2,TA,Attchd,1968,Fin,2,522,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,244000 +1252,120,RL,NA,3136,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2003,2003,Gable,CompShg,VinylSd,Wd Shng,Stone,163,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1405,1405,GasA,Ex,Y,SBrkr,1405,0,0,1405,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2003,RFn,2,478,TA,TA,Y,148,36,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,171750 +1253,20,RL,62,9858,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,510,Unf,0,354,864,GasA,TA,Y,SBrkr,874,0,0,874,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,33,0,0,0,0,0,NA,GdWo,Shed,600,11,2009,WD,Normal,130000 +1254,60,RL,NA,17542,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Veenker,Norm,Norm,1Fam,2Story,7,7,1974,2003,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,Gd,TA,CBlock,TA,TA,Gd,LwQ,125,ALQ,1031,36,1192,GasA,TA,Y,SBrkr,1516,651,0,2167,1,0,2,1,3,1,Gd,9,Typ,2,Gd,Attchd,1974,RFn,2,518,TA,TA,Y,220,47,0,0,0,0,NA,MnPrv,NA,0,7,2007,WD,Normal,294000 +1255,60,RL,60,6931,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,2Story,7,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,Stone,92,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,746,746,GasA,Ex,Y,SBrkr,760,896,0,1656,0,0,2,1,3,1,Gd,7,Typ,1,Gd,BuiltIn,2003,Fin,2,397,TA,TA,Y,178,128,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,165400 +1256,50,RM,52,6240,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1931,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,LwQ,425,Unf,0,459,884,GasA,TA,Y,FuseA,959,408,0,1367,0,0,1,0,3,1,TA,6,Typ,1,Gd,Detchd,1978,Unf,1,560,TA,TA,Y,0,0,0,0,120,0,NA,NA,NA,0,11,2007,WD,Normal,127500 +1257,20,RL,91,14303,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,1Story,8,5,1994,1994,Hip,CompShg,HdBoard,HdBoard,BrkFace,554,Gd,TA,PConc,Gd,TA,Gd,GLQ,1314,Unf,0,672,1986,GasA,Ex,Y,SBrkr,1987,0,0,1987,1,0,2,0,2,1,Gd,7,Typ,1,TA,Attchd,1994,Fin,2,691,TA,TA,Y,262,36,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,301500 +1258,30,RL,56,4060,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,1Story,5,8,1922,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,Fa,TA,No,Unf,0,Unf,0,864,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,2,1,TA,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,96,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,99900 +1259,80,RL,59,9587,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,SLvl,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,Stone,182,Gd,TA,PConc,Gd,TA,Gd,GLQ,655,Unf,0,201,856,GasA,Ex,Y,SBrkr,1166,0,0,1166,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,2005,Fin,2,400,TA,TA,Y,212,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,190000 +1260,20,RL,65,9750,Pave,NA,Reg,Lvl,AllPub,FR2,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,8,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,602,LwQ,438,14,1054,GasA,Gd,Y,SBrkr,1054,0,0,1054,1,0,1,1,3,1,TA,6,Typ,0,NA,Attchd,1969,Unf,2,460,TA,TA,Y,180,0,0,0,80,0,NA,NA,NA,0,7,2008,WD,Normal,151000 +1261,60,RL,NA,24682,Pave,NA,IR3,Lvl,AllPub,CulDSac,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,6,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,841,841,GasA,Ex,Y,SBrkr,892,783,0,1675,0,0,2,1,3,1,TA,7,Typ,1,TA,BuiltIn,1999,Fin,2,502,TA,TA,Y,0,103,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,181000 +1262,20,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1956,1956,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Rec,504,Unf,0,546,1050,GasA,Gd,Y,SBrkr,1050,0,0,1050,0,0,1,0,2,1,TA,5,Typ,0,NA,Attchd,1956,Unf,1,338,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,128900 +1263,50,RL,NA,11250,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,ClearCr,Norm,Norm,1Fam,1.5Fin,4,5,1957,1989,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,1104,1104,GasA,Ex,Y,FuseA,1104,684,0,1788,1,0,1,0,5,1,TA,8,Min2,2,TA,Attchd,1957,Unf,1,304,TA,TA,Y,120,0,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,161500 +1264,70,RL,60,13515,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,6,6,1919,1950,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,764,764,GasA,Ex,Y,FuseA,1060,764,0,1824,0,0,1,0,3,1,TA,8,Typ,1,Gd,Detchd,1940,Unf,2,520,TA,TA,N,0,0,126,0,0,0,NA,GdPrv,NA,0,7,2007,WD,Normal,180500 +1265,120,RH,34,4060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,TwnhsE,1Story,6,5,1998,1999,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,266,Unf,0,1139,1405,GasA,Ex,Y,SBrkr,1337,0,0,1337,1,0,2,0,2,1,Gd,5,Typ,0,NA,Attchd,1998,Fin,2,511,TA,TA,Y,144,68,0,0,0,0,NA,NA,NA,0,8,2008,COD,Abnorml,181000 +1266,160,FV,35,3735,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,1999,1999,Hip,CompShg,MetalSd,MetalSd,BrkFace,218,Gd,TA,PConc,Gd,TA,No,GLQ,450,Unf,0,241,691,GasA,Ex,Y,SBrkr,713,739,0,1452,1,0,2,1,3,1,Gd,6,Typ,0,NA,Detchd,1999,Unf,2,506,TA,TA,Y,0,34,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,183900 +1267,190,RM,60,10120,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,OldTown,Feedr,Norm,2fmCon,2.5Unf,7,4,1910,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,Fa,TA,CBlock,TA,TA,No,Unf,0,Unf,0,925,925,GasA,TA,N,FuseF,964,925,0,1889,0,0,1,1,4,2,TA,9,Typ,1,Gd,Detchd,1960,Unf,1,308,TA,TA,N,0,0,264,0,0,0,NA,MnPrv,NA,0,1,2007,WD,Normal,122000 +1268,20,RL,89,13214,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,9,5,2008,2009,Hip,CompShg,Stucco,CmentBd,None,0,Ex,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,2002,2002,GasA,Ex,Y,SBrkr,2018,0,0,2018,0,0,2,0,3,1,Ex,10,Typ,1,Gd,Attchd,2009,Fin,3,746,TA,TA,Y,144,76,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,378500 +1269,50,RL,NA,14100,Pave,NA,IR1,Lvl,AllPub,Inside,Mod,Crawfor,Norm,Norm,1Fam,1.5Fin,8,9,1935,1997,Gable,CompShg,Stucco,Stucco,BrkFace,632,TA,Gd,CBlock,TA,TA,Mn,Rec,192,Unf,0,536,728,GasA,Ex,Y,SBrkr,1968,1479,0,3447,0,0,3,1,4,1,Gd,11,Typ,2,Gd,BuiltIn,1982,Unf,3,1014,TA,TA,Y,314,12,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,381000 +1270,50,RL,78,11344,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,5,5,1958,1958,Gable,CompShg,MetalSd,MetalSd,BrkFace,180,TA,TA,CBlock,TA,TA,No,BLQ,460,Unf,0,414,874,GasW,TA,Y,FuseA,874,650,0,1524,0,0,1,1,3,1,TA,7,Typ,0,NA,Attchd,1958,Unf,1,315,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,7,2007,WD,Normal,144000 +1271,40,RL,NA,23595,Pave,NA,Reg,Low,AllPub,Inside,Sev,ClearCr,Norm,Norm,1Fam,1Story,7,6,1979,1979,Shed,WdShake,Plywood,Plywood,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1258,Unf,0,74,1332,GasA,TA,Y,SBrkr,1332,192,0,1524,2,0,0,1,0,1,Gd,4,Typ,1,TA,Attchd,1979,Fin,2,586,TA,TA,Y,268,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,260000 +1272,20,RL,NA,9156,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,PosN,Norm,1Fam,1Story,6,7,1968,1968,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1489,1489,GasA,Gd,Y,SBrkr,1489,0,0,1489,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,1968,RFn,2,462,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,185750 +1273,20,RL,NA,13526,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,6,1965,1965,Hip,CompShg,HdBoard,Plywood,BrkFace,114,TA,TA,CBlock,TA,TA,No,BLQ,560,LwQ,375,0,935,GasA,TA,Y,SBrkr,935,0,0,935,1,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1965,Unf,1,288,TA,TA,Y,180,0,0,0,0,0,NA,MnPrv,NA,0,11,2006,WD,Normal,137000 +1274,80,RL,124,11512,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1959,2006,Gable,CompShg,Plywood,Plywood,BrkFace,84,TA,TA,CBlock,TA,TA,Av,ALQ,719,Unf,0,300,1019,GasA,Gd,Y,SBrkr,1357,0,0,1357,1,0,1,0,2,1,Ex,5,Typ,1,Gd,Basment,1959,RFn,1,312,TA,TA,Y,0,0,0,0,163,0,NA,GdPrv,NA,0,5,2008,WD,Normal,177000 +1275,50,RL,53,5362,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,5,6,1910,2003,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,661,661,GasA,Ex,Y,SBrkr,661,589,0,1250,0,0,2,0,3,1,TA,8,Typ,1,Gd,Detchd,1985,Unf,2,552,TA,TA,Y,242,0,81,0,0,0,NA,NA,NA,0,11,2007,WD,Normal,139000 +1276,90,RL,95,11345,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Feedr,Norm,Duplex,2Story,5,5,1948,1950,Gable,Roll,AsbShng,AsbShng,Stone,567,TA,TA,CBlock,TA,TA,No,Rec,220,Unf,0,708,928,GasA,Gd,Y,FuseA,928,992,0,1920,0,0,2,0,4,2,TA,10,Typ,0,NA,Detchd,1948,Unf,2,400,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,137000 +1277,60,RL,NA,12936,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1972,1972,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,Gd,No,BLQ,593,Unf,0,130,723,GasA,TA,Y,SBrkr,735,660,0,1395,0,1,1,1,3,1,TA,6,Typ,1,TA,Attchd,1972,Unf,2,497,TA,TA,Y,294,116,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,162000 +1278,80,RL,NA,17871,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,6,5,1967,1976,Gable,CompShg,HdBoard,HdBoard,BrkFace,359,TA,TA,CBlock,Gd,TA,Av,ALQ,528,Unf,0,1152,1680,GasA,Fa,Y,SBrkr,1724,0,0,1724,1,0,1,1,3,1,TA,7,Typ,1,Gd,Attchd,1967,RFn,2,480,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,197900 +1279,60,RL,75,9473,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,NA,NA,Gd,TA,PConc,Gd,TA,No,GLQ,804,Unf,0,324,1128,GasA,Ex,Y,SBrkr,1128,903,0,2031,1,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,577,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,237000 +1280,50,C (all),60,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,4,1920,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,FuseA,698,430,0,1128,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1980,RFn,2,528,TA,TA,Y,30,0,164,0,0,0,NA,NA,NA,0,4,2010,COD,Abnorml,68400 +1281,20,RL,67,9808,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,110,Gd,TA,PConc,Gd,TA,No,GLQ,788,Unf,0,785,1573,GasA,Ex,Y,SBrkr,1573,0,0,1573,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2002,RFn,2,544,TA,TA,Y,0,72,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,227000 +1282,20,RL,50,8049,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Timber,Norm,Norm,1Fam,1Story,7,5,1990,1990,Hip,CompShg,HdBoard,HdBoard,BrkFace,54,TA,TA,CBlock,Gd,TA,No,ALQ,1053,Unf,0,256,1309,GasA,TA,Y,SBrkr,1339,0,0,1339,1,0,2,0,2,1,TA,6,Typ,1,TA,Attchd,1990,Fin,2,484,Gd,Gd,Y,0,58,0,0,90,0,NA,NA,NA,0,7,2006,WD,Normal,180000 +1283,20,RL,61,8800,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1977,2008,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Gd,TA,Mn,LwQ,532,Rec,144,364,1040,GasA,TA,Y,SBrkr,1040,0,0,1040,0,0,2,0,3,1,Gd,5,Typ,0,NA,Detchd,1977,Unf,2,484,TA,TA,Y,0,0,0,0,288,0,NA,NA,NA,0,9,2009,WD,Normal,150500 +1284,90,RL,94,9400,Pave,NA,Reg,Low,AllPub,Corner,Gtl,Mitchel,Norm,Norm,Duplex,2Story,6,5,1971,1971,Mansard,CompShg,MetalSd,Wd Shng,None,0,TA,TA,CBlock,TA,TA,Av,Unf,0,Unf,0,912,912,GasA,TA,Y,SBrkr,912,912,0,1824,0,0,2,2,4,2,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,128,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,139000 +1285,50,RL,50,9638,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,1.5Fin,6,7,1919,1990,Gable,CompShg,Wd Sdng,Wd Shng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,804,804,GasA,Ex,Y,SBrkr,1699,748,0,2447,0,0,2,0,4,1,Gd,10,Min2,1,Gd,Detchd,1969,Unf,1,336,TA,TA,Y,272,0,42,0,116,0,NA,NA,NA,0,3,2010,WD,Normal,169000 +1286,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1939,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Fa,CBlock,TA,TA,No,Unf,0,Unf,0,780,780,GasA,Ex,Y,FuseF,825,587,0,1412,0,0,1,0,4,1,TA,6,Typ,1,Gd,Detchd,1939,Unf,1,280,TA,TA,Y,45,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,132500 +1287,20,RL,NA,9790,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,1Fam,1Story,6,5,1963,1963,Hip,CompShg,HdBoard,HdBoard,BrkFace,451,TA,TA,CBlock,TA,TA,No,ALQ,569,Rec,81,678,1328,GasA,TA,Y,SBrkr,1328,0,0,1328,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1963,Unf,2,528,TA,TA,Y,0,26,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,143000 +1288,20,RL,NA,36500,Pave,NA,IR1,Low,AllPub,Inside,Mod,ClearCr,Norm,Norm,1Fam,1Story,5,5,1964,1964,Gable,CompShg,Wd Sdng,Wd Sdng,BrkCmn,621,TA,Gd,CBlock,TA,TA,Av,Rec,812,Unf,0,812,1624,GasA,Fa,Y,SBrkr,1582,0,0,1582,0,1,2,0,4,1,TA,7,Typ,0,NA,Attchd,1964,Unf,2,390,TA,TA,N,168,198,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,190000 +1289,120,RL,40,5664,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,StoneBr,Norm,Norm,TwnhsE,1Story,8,5,2000,2000,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,1158,Unf,0,343,1501,GasA,Ex,Y,SBrkr,1659,0,0,1659,1,0,2,0,2,1,Ex,5,Typ,1,Ex,Attchd,2000,Fin,2,499,TA,TA,Y,212,59,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,278000 +1290,60,RL,86,11065,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,1Fam,2Story,8,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,Stone,788,Gd,TA,PConc,Gd,TA,Mn,Unf,0,Unf,0,1085,1085,GasA,Ex,Y,SBrkr,1120,850,0,1970,0,0,2,1,3,1,Ex,8,Typ,1,Gd,BuiltIn,2006,Fin,3,753,TA,TA,Y,177,74,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,281000 +1291,80,RL,NA,14112,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,SLvl,5,7,1964,1964,Hip,CompShg,Wd Sdng,HdBoard,BrkFace,86,TA,TA,PConc,TA,TA,Av,GLQ,1014,Unf,0,138,1152,GasA,TA,Y,SBrkr,1152,0,0,1152,1,0,1,0,3,1,TA,6,Typ,1,Gd,Attchd,1964,RFn,2,484,TA,TA,Y,227,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,180500 +1292,160,RM,21,1680,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,5,7,1972,1972,Gable,CompShg,CemntBd,CmentBd,BrkFace,268,TA,TA,CBlock,TA,TA,No,ALQ,231,Unf,0,399,630,GasA,TA,Y,SBrkr,630,672,0,1302,0,0,2,1,3,1,TA,6,Typ,0,NA,Detchd,1972,Unf,1,264,TA,TA,Y,185,0,0,0,0,0,NA,NA,NA,0,2,2009,WD,Normal,119500 +1293,70,RM,60,6600,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,5,4,1892,1965,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,Stone,TA,TA,No,Unf,0,Unf,0,994,994,GasA,TA,N,SBrkr,1378,994,0,2372,0,0,2,0,4,2,TA,11,Min2,0,NA,Attchd,1985,RFn,1,432,TA,TA,Y,0,287,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,107500 +1294,60,RL,78,10140,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,5,1976,1976,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,PConc,Gd,TA,No,GLQ,194,Unf,0,638,832,GasA,TA,Y,SBrkr,832,832,0,1664,0,0,2,1,4,1,TA,8,Typ,1,TA,Attchd,1976,RFn,2,528,TA,TA,Y,0,28,0,0,259,0,NA,GdWo,NA,0,3,2006,WD,Normal,162900 +1295,20,RL,60,8172,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,5,7,1955,1990,Hip,CompShg,WdShing,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Rec,167,Unf,0,697,864,GasA,TA,Y,SBrkr,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1957,Unf,2,572,TA,TA,N,0,0,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,115000 +1296,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Feedr,Norm,1Fam,1Story,5,5,1968,1968,Hip,CompShg,HdBoard,HdBoard,BrkFace,168,TA,TA,CBlock,TA,TA,Av,BLQ,1016,Unf,0,36,1052,GasA,Gd,Y,SBrkr,1052,0,0,1052,1,0,1,1,3,1,TA,5,Typ,0,NA,Attchd,1968,RFn,1,288,TA,TA,Y,356,0,0,0,0,0,NA,GdWo,NA,0,11,2006,WD,Normal,138500 +1297,20,RL,80,8700,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1963,1963,Hip,CompShg,MetalSd,MetalSd,BrkFace,148,TA,Gd,CBlock,TA,TA,Mn,ALQ,776,Unf,0,344,1120,GasA,Gd,Y,SBrkr,1128,0,0,1128,1,0,2,0,3,1,TA,6,Typ,0,NA,Attchd,1963,RFn,2,525,TA,TA,Y,192,20,123,0,0,0,NA,MnPrv,NA,0,12,2008,WD,Normal,155000 +1298,180,RM,35,3675,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,SFoyer,6,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,BrkFace,82,TA,TA,PConc,Gd,TA,Gd,GLQ,547,Unf,0,0,547,GasA,Gd,Y,SBrkr,1072,0,0,1072,1,0,2,0,2,1,TA,5,Typ,0,NA,Basment,2005,Fin,2,525,TA,TA,Y,0,44,0,0,0,0,NA,NA,NA,0,6,2006,New,Partial,140000 +1299,60,RL,313,63887,Pave,NA,IR3,Bnk,AllPub,Corner,Gtl,Edwards,Feedr,Norm,1Fam,2Story,10,5,2008,2008,Hip,ClyTile,Stucco,Stucco,Stone,796,Ex,TA,PConc,Ex,TA,Gd,GLQ,5644,Unf,0,466,6110,GasA,Ex,Y,SBrkr,4692,950,0,5642,2,0,2,1,3,1,Ex,12,Typ,3,Gd,Attchd,2008,Fin,2,1418,TA,TA,Y,214,292,0,0,0,480,Gd,NA,NA,0,1,2008,New,Partial,160000 +1300,20,RL,75,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,7,1959,1994,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,LwQ,340,Rec,906,0,1246,GasA,Ex,Y,SBrkr,1246,0,0,1246,1,0,1,1,3,1,Gd,6,Typ,0,NA,Attchd,1959,RFn,1,305,TA,TA,Y,218,0,0,0,0,0,NA,GdPrv,NA,0,5,2010,WD,Normal,154000 +1301,60,RL,NA,10762,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,None,344,Gd,TA,PConc,Gd,TA,No,GLQ,694,Unf,0,284,978,GasA,Ex,Y,SBrkr,1005,978,0,1983,0,0,2,1,3,1,Gd,9,Typ,1,TA,Attchd,1999,Fin,2,490,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,225000 +1302,70,RL,NA,7500,Pave,NA,IR1,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,2Story,6,7,1942,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,BLQ,547,Unf,0,224,771,GasA,Fa,Y,SBrkr,753,741,0,1494,0,0,1,0,3,1,Gd,7,Typ,2,Gd,Attchd,1942,Unf,1,213,TA,TA,P,0,0,0,0,224,0,NA,NA,NA,0,11,2009,WD,Normal,177500 +1303,60,RL,92,10120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1994,1994,Hip,CompShg,VinylSd,VinylSd,BrkFace,391,Gd,TA,PConc,Gd,TA,No,GLQ,740,Unf,0,425,1165,GasA,Ex,Y,SBrkr,1203,1323,0,2526,1,0,2,1,4,1,Gd,8,Typ,1,TA,Attchd,1994,RFn,3,844,TA,TA,Y,309,78,0,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,290000 +1304,20,RL,73,8688,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,7,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,BrkFace,228,Gd,TA,PConc,Gd,TA,Av,Unf,0,Unf,0,1616,1616,GasA,Ex,Y,SBrkr,1616,0,0,1616,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2005,RFn,3,834,TA,TA,Y,208,59,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,232000 +1305,160,RM,32,3363,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,TwnhsE,2Story,7,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,Stone,117,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,976,976,GasA,Ex,Y,SBrkr,976,732,0,1708,0,0,2,0,3,1,Gd,7,Maj1,0,NA,Detchd,2004,Unf,2,380,TA,TA,Y,0,40,0,0,0,0,NA,NA,NA,0,4,2006,WD,Normal,130000 +1306,20,RL,108,13173,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2006,2007,Hip,CompShg,VinylSd,VinylSd,Stone,300,Gd,TA,PConc,Ex,TA,No,GLQ,1572,Unf,0,80,1652,GasA,Ex,Y,SBrkr,1652,0,0,1652,1,0,2,0,2,1,Ex,6,Typ,2,Ex,Attchd,2006,Fin,2,840,TA,TA,Y,404,102,0,0,0,0,NA,NA,NA,0,11,2009,WD,Normal,325000 +1307,120,RL,48,6955,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NridgHt,Norm,Norm,TwnhsE,1Story,7,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,94,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1368,1368,GasA,Ex,Y,SBrkr,1368,0,0,1368,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2005,RFn,2,474,TA,TA,Y,132,35,0,0,0,0,NA,NA,NA,0,9,2006,New,Partial,202500 +1308,20,RL,60,8072,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,5,1994,1995,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,PConc,Gd,Gd,No,ALQ,746,Unf,0,244,990,GasA,Ex,Y,SBrkr,990,0,0,990,1,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,2000,Unf,2,480,TA,TA,Y,0,64,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,138000 +1309,20,RM,100,12000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1948,2005,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,144,ALQ,608,172,924,GasA,Ex,Y,SBrkr,1122,0,0,1122,1,0,1,0,2,1,Gd,6,Typ,0,NA,Attchd,1948,Unf,2,528,TA,TA,Y,0,36,0,0,0,0,NA,GdWo,NA,0,5,2008,WD,Normal,147000 +1310,20,RL,NA,7153,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,6,5,1991,1991,Gable,CompShg,HdBoard,HdBoard,BrkFace,88,TA,TA,CBlock,Gd,TA,No,GLQ,1200,Unf,0,78,1278,GasA,Gd,Y,SBrkr,1294,0,0,1294,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,1991,RFn,2,496,TA,TA,Y,112,51,0,0,0,0,NA,GdWo,NA,0,6,2008,WD,Normal,179200 +1311,20,RL,100,17500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Crawfor,PosA,Norm,1Fam,1Story,7,8,1959,2002,Gable,CompShg,BrkFace,HdBoard,None,0,Gd,Gd,PConc,Gd,TA,Av,GLQ,1406,Unf,0,496,1902,GasA,TA,Y,SBrkr,1902,0,0,1902,1,0,2,0,3,1,Ex,7,Typ,2,TA,Attchd,1959,Fin,2,567,TA,TA,Y,0,207,162,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,335000 +1312,20,RL,68,8814,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2005,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,No,GLQ,925,Unf,0,349,1274,GasA,Ex,Y,SBrkr,1274,0,0,1274,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2005,RFn,2,508,TA,TA,Y,264,98,0,0,0,0,NA,NA,NA,0,1,2007,New,Partial,203000 +1313,60,RL,NA,9572,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1990,1990,Gable,CompShg,Wd Sdng,Wd Sdng,BrkFace,336,Gd,TA,PConc,Ex,TA,No,GLQ,482,Unf,0,971,1453,GasA,Ex,Y,SBrkr,1453,1357,0,2810,0,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1990,RFn,2,750,Gd,Gd,Y,500,0,0,0,0,0,NA,NA,NA,0,6,2007,WD,Normal,302000 +1314,60,RL,108,14774,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NoRidge,Norm,Norm,1Fam,2Story,9,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,165,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1393,1393,GasA,Ex,Y,SBrkr,1422,1177,0,2599,0,0,2,1,4,1,Gd,10,Typ,1,TA,BuiltIn,1999,Fin,3,779,TA,TA,Y,668,30,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,333168 +1315,20,RL,60,8190,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,6,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,732,Unf,0,216,948,GasA,Ex,Y,SBrkr,948,0,0,948,1,0,1,0,3,1,TA,5,Typ,1,TA,Detchd,1956,Unf,1,280,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,10,2007,WD,Normal,119000 +1316,60,RL,85,11075,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,5,1969,1969,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,Fa,TA,Mn,ALQ,500,LwQ,276,176,952,GasA,TA,Y,SBrkr,1092,1020,0,2112,0,0,2,1,4,1,TA,9,Typ,2,Gd,Attchd,1969,Unf,2,576,TA,TA,Y,280,0,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,206900 +1317,20,RL,61,10226,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2008,2008,Gable,CompShg,VinylSd,VinylSd,Stone,270,Gd,TA,PConc,Ex,TA,Gd,Unf,0,Unf,0,1622,1622,GasA,Ex,Y,SBrkr,1630,0,0,1630,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2008,RFn,3,860,TA,TA,Y,172,42,0,0,0,0,NA,NA,NA,0,1,2009,WD,Normal,295493 +1318,120,FV,47,4230,Pave,Pave,Reg,Lvl,AllPub,Corner,Gtl,Somerst,Norm,Norm,TwnhsE,1Story,7,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Ex,Gd,No,Unf,0,Unf,0,1352,1352,GasA,Ex,Y,SBrkr,1352,0,0,1352,0,0,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2006,RFn,2,466,TA,TA,Y,0,241,0,0,0,0,NA,NA,NA,0,4,2007,New,Partial,208900 +1319,20,RL,NA,14781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,178,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1753,1753,GasA,Ex,Y,SBrkr,1787,0,0,1787,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,2001,RFn,3,748,TA,TA,Y,198,150,0,0,0,0,NA,NA,NA,0,8,2006,WD,Normal,275000 +1320,20,RL,75,10215,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,4,5,1954,1954,Hip,CompShg,Wd Sdng,Wd Sdng,BrkFace,132,TA,TA,PConc,TA,TA,No,ALQ,492,Unf,0,372,864,GasA,Ex,Y,SBrkr,948,0,0,948,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1954,Unf,1,248,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,111000 +1321,20,RL,70,8400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,3,1957,1957,Hip,CompShg,BrkFace,BrkFace,None,0,TA,TA,CBlock,TA,TA,No,ALQ,189,Rec,661,628,1478,GasA,Gd,Y,SBrkr,1478,0,0,1478,1,0,1,1,3,1,TA,6,Typ,2,Gd,Attchd,1957,RFn,2,442,TA,TA,Y,114,0,0,0,216,0,NA,NA,NA,0,6,2009,WD,Normal,156500 +1322,20,RL,NA,6627,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,BrkSide,Feedr,Norm,1Fam,1Story,3,6,1949,1950,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,NA,NA,NA,NA,0,NA,0,0,0,Floor,TA,N,SBrkr,720,0,0,720,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1955,Unf,1,287,TA,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,72500 +1323,60,RL,107,10186,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1992,1992,Gable,CompShg,HdBoard,HdBoard,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,674,Unf,0,76,750,GasA,Ex,Y,SBrkr,1061,862,0,1923,1,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,1992,RFn,2,564,TA,TA,Y,240,39,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,190000 +1324,30,RL,50,5330,Pave,NA,Reg,HLS,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1Story,4,7,1940,1950,Hip,CompShg,VinylSd,VinylSd,None,0,Fa,TA,CBlock,TA,TA,No,LwQ,280,Unf,0,140,420,GasA,Gd,Y,SBrkr,708,0,0,708,0,0,1,0,2,1,Fa,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,164,0,0,0,0,0,NA,NA,NA,0,12,2009,WD,Normal,82500 +1325,20,RL,75,9986,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,428,Gd,TA,PConc,Ex,TA,Av,Unf,0,Unf,0,1795,1795,GasA,Ex,Y,SBrkr,1795,0,0,1795,0,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2007,RFn,3,895,TA,TA,Y,0,49,0,0,0,0,NA,NA,NA,0,2,2007,New,Partial,147000 +1326,30,RM,40,3636,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1Story,4,4,1922,1950,Gable,CompShg,AsbShng,AsbShng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,796,796,GasA,Fa,N,SBrkr,796,0,0,796,0,0,1,0,2,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,0,100,0,0,0,NA,MnPrv,NA,0,1,2008,WD,Normal,55000 +1327,30,RH,70,4270,Pave,NA,Reg,Bnk,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,3,6,1931,2006,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,No,Rec,544,Unf,0,0,544,GasA,Ex,Y,SBrkr,774,0,0,774,0,0,1,0,3,1,Gd,6,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,286,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,79000 +1328,20,RL,60,6600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,9,1982,2008,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,Gd,CBlock,TA,TA,No,ALQ,641,Unf,0,175,816,GasA,Ex,Y,SBrkr,816,0,0,816,0,1,1,0,3,1,Gd,5,Typ,1,Ex,Attchd,1982,Unf,1,264,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2008,WD,Normal,130500 +1329,50,RM,60,10440,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1.5Fin,6,7,1920,1950,Gable,CompShg,BrkFace,Wd Sdng,None,0,Gd,Gd,BrkTil,Gd,TA,No,LwQ,493,Unf,0,1017,1510,GasW,Ex,Y,SBrkr,1584,1208,0,2792,0,0,2,0,5,1,TA,8,Mod,2,TA,Detchd,1920,Unf,2,520,Fa,TA,Y,0,547,0,0,480,0,NA,MnPrv,Shed,1150,6,2008,WD,Normal,256000 +1330,60,RL,63,9084,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,7,5,1998,1998,Hip,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,935,935,GasA,Gd,Y,SBrkr,955,677,0,1632,0,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,1998,Fin,2,462,TA,TA,Y,0,28,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,176500 +1331,20,RL,85,10000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,1Story,8,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,Stone,410,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1588,1588,GasA,Ex,Y,SBrkr,1588,0,0,1588,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,RFn,3,825,TA,TA,Y,144,45,0,0,0,0,NA,NA,NA,0,12,2007,WD,Normal,227000 +1332,80,RL,55,10780,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,SLvl,5,5,1976,1976,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,483,Unf,0,428,911,GasA,Gd,Y,SBrkr,954,0,0,954,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1976,Unf,2,576,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,132500 +1333,20,RL,67,8877,Pave,NA,Reg,Lvl,AllPub,Inside,Mod,Edwards,Norm,Norm,1Fam,1Story,4,6,1938,1958,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,Mn,ALQ,690,Unf,0,126,816,GasA,Ex,Y,SBrkr,816,0,0,816,1,0,1,0,2,1,TA,3,Typ,1,Gd,Detchd,1958,Unf,1,288,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,100000 +1334,50,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,5,6,1938,1995,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,803,803,GasA,Ex,Y,SBrkr,803,557,0,1360,0,0,1,1,2,1,Gd,6,Typ,0,NA,Detchd,1951,Unf,1,297,TA,TA,Y,0,65,190,0,0,0,NA,MnPrv,NA,0,7,2006,WD,Normal,125500 +1335,160,RM,24,2368,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,TwnhsE,2Story,5,6,1970,1970,Gable,CompShg,HdBoard,HdBoard,None,312,TA,TA,CBlock,TA,TA,No,LwQ,765,Unf,0,0,765,GasA,TA,Y,SBrkr,765,600,0,1365,0,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1970,Unf,2,440,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,125000 +1336,20,RL,80,9650,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,BrkFace,360,TA,TA,CBlock,Gd,TA,No,ALQ,686,Unf,0,664,1350,GasA,TA,Y,SBrkr,1334,0,0,1334,0,1,2,0,2,1,TA,6,Typ,1,TA,Attchd,1977,RFn,2,630,TA,TA,Y,0,16,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,167900 +1337,90,RL,87,9246,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Feedr,Norm,Duplex,1Story,5,5,1973,1973,Gable,CompShg,Plywood,Plywood,BrkFace,564,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1656,1656,GasA,TA,Y,SBrkr,1656,0,0,1656,0,0,2,0,4,2,TA,8,Typ,0,NA,Detchd,1973,Unf,2,506,TA,TA,Y,0,211,0,0,0,0,NA,NA,NA,0,11,2008,WD,Normal,135000 +1338,30,RM,153,4118,Pave,Grvl,IR1,Bnk,AllPub,Corner,Mod,OldTown,Feedr,Norm,1Fam,1Story,4,4,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,693,693,Grav,Fa,N,FuseA,693,0,0,693,0,0,1,0,2,1,Fa,4,Typ,0,NA,NA,NA,NA,0,0,NA,NA,N,0,20,0,0,0,0,NA,NA,NA,0,3,2006,WD,Normal,52500 +1339,60,RL,95,13450,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,700,Unf,0,216,916,GasA,Ex,Y,SBrkr,920,941,0,1861,1,0,2,1,3,1,Gd,8,Typ,0,NA,BuiltIn,2002,RFn,2,492,TA,TA,Y,146,91,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,200000 +1340,20,RL,120,9560,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,1Story,5,7,1972,1972,Hip,CompShg,MetalSd,MetalSd,None,0,TA,Gd,CBlock,TA,TA,Mn,Rec,360,Unf,0,504,864,GasA,Ex,Y,SBrkr,864,0,0,864,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1972,RFn,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,128500 +1341,20,RL,70,8294,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,4,5,1971,1971,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,858,858,GasA,TA,Y,SBrkr,872,0,0,872,0,0,1,0,3,1,TA,5,Typ,0,NA,Detchd,1974,Unf,4,480,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,123000 +1342,20,RL,66,13695,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SawyerW,RRAe,Norm,1Fam,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,GLQ,814,Unf,0,300,1114,GasA,Ex,Y,SBrkr,1114,0,0,1114,1,0,1,0,3,1,Gd,6,Typ,0,NA,Detchd,2004,Unf,2,576,TA,TA,Y,0,78,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,155000 +1343,60,RL,NA,9375,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,8,5,2002,2002,Gable,CompShg,VinylSd,VinylSd,BrkFace,149,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1284,1284,GasA,Ex,Y,SBrkr,1284,885,0,2169,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Attchd,2002,RFn,2,647,TA,TA,Y,192,87,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,228500 +1344,50,RL,57,7558,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1.5Fin,6,6,1928,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,896,896,GasA,Gd,Y,SBrkr,1172,741,0,1913,0,0,1,1,3,1,TA,9,Typ,1,TA,Detchd,1929,Unf,2,342,Fa,Fa,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2009,WD,Normal,177000 +1345,60,RL,85,11103,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,728,728,GasA,Ex,Y,SBrkr,728,728,0,1456,0,0,2,1,3,1,Gd,8,Typ,1,TA,Attchd,2006,Fin,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,7,2007,New,Partial,155835 +1346,30,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,1Story,4,4,1920,1950,Hip,CompShg,MetalSd,MetalSd,None,0,TA,TA,PConc,TA,TA,No,ALQ,250,Unf,0,710,960,GasA,Gd,Y,FuseA,960,0,0,960,0,0,1,0,2,1,Fa,5,Typ,0,NA,Detchd,1997,Unf,1,308,TA,TA,Y,0,0,168,0,0,0,NA,NA,NA,0,7,2007,WD,Normal,108500 +1347,20,RL,NA,20781,Pave,NA,IR2,Lvl,AllPub,CulDSac,Gtl,NWAmes,PosN,Norm,1Fam,1Story,7,7,1968,2003,Hip,CompShg,BrkFace,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,297,Rec,68,1203,1568,GasA,TA,Y,SBrkr,2156,0,0,2156,0,0,2,0,3,1,TA,9,Typ,1,Gd,Attchd,1968,RFn,2,508,Gd,TA,Y,0,80,0,290,0,0,NA,NA,NA,0,6,2006,WD,Normal,262500 +1348,20,RL,93,15306,Pave,NA,IR1,HLS,AllPub,Corner,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,100,Gd,TA,PConc,Ex,TA,Gd,GLQ,80,Unf,0,1652,1732,GasA,Ex,Y,SBrkr,1776,0,0,1776,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2006,Fin,3,712,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,5,2007,New,Partial,283463 +1349,20,RL,NA,16196,Pave,NA,IR3,Low,AllPub,Inside,Gtl,SawyerW,Norm,Norm,1Fam,1Story,7,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,Gd,GLQ,1443,Unf,0,39,1482,GasA,Ex,Y,SBrkr,1494,0,0,1494,1,0,2,0,3,1,Gd,5,Typ,1,Fa,Attchd,1998,RFn,2,514,TA,TA,Y,402,25,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,215000 +1350,70,RM,50,5250,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,8,5,1872,1987,Gable,CompShg,MetalSd,MetalSd,None,0,TA,Gd,BrkTil,TA,Fa,No,LwQ,259,Unf,0,425,684,OthW,Fa,N,SBrkr,938,1215,205,2358,0,0,2,0,4,1,TA,8,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,54,20,0,0,0,NA,NA,NA,0,12,2008,WD,Normal,122000 +1351,90,RL,91,11643,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Artery,Norm,Duplex,2Story,5,5,1969,1969,Gable,CompShg,MetalSd,MetalSd,BrkFace,368,TA,TA,CBlock,TA,TA,No,LwQ,500,Unf,0,748,1248,GasA,TA,Y,SBrkr,1338,1296,0,2634,1,1,2,2,6,2,TA,12,Typ,0,NA,Detchd,1969,Unf,4,968,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,8,2009,WD,Normal,200000 +1352,60,RL,70,9247,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,2Story,6,6,1962,1962,Gable,CompShg,HdBoard,HdBoard,BrkFace,318,TA,TA,CBlock,TA,TA,No,Rec,319,Unf,0,539,858,GasA,Ex,Y,SBrkr,858,858,0,1716,0,0,1,1,4,1,TA,8,Typ,1,Gd,Attchd,1962,Fin,2,490,TA,TA,Y,0,84,0,0,120,0,NA,NA,NA,0,3,2008,WD,Normal,171000 +1353,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,9,1937,2000,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,698,698,GasA,TA,Y,SBrkr,786,390,0,1176,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1999,Unf,2,624,TA,TA,N,210,0,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,134900 +1354,50,RL,56,14720,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NoRidge,Norm,Norm,1Fam,1.5Fin,8,5,1995,1996,Hip,CompShg,VinylSd,VinylSd,BrkFace,579,Gd,TA,PConc,Gd,TA,Av,GLQ,816,Unf,0,1217,2033,GasA,Ex,Y,SBrkr,2053,1185,0,3238,1,0,2,1,4,1,Gd,9,Typ,1,Ex,Attchd,1996,Fin,3,666,TA,TA,Y,283,86,0,0,0,0,NA,NA,NA,0,3,2010,WD,Normal,410000 +1355,60,RL,NA,10316,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,735,Unf,0,257,992,GasA,Ex,Y,SBrkr,992,873,0,1865,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,2000,RFn,3,839,TA,TA,Y,0,184,0,0,0,0,NA,NA,NA,0,6,2008,WD,Normal,235000 +1356,80,RL,102,10192,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,Norm,Norm,1Fam,SLvl,7,6,1968,1992,Gable,CompShg,MetalSd,MetalSd,BrkFace,143,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,570,570,GasA,Gd,Y,SBrkr,1222,698,0,1920,0,0,3,0,4,1,Gd,8,Typ,1,TA,Attchd,1968,RFn,2,487,TA,TA,Y,0,98,0,0,0,0,NA,GdPrv,NA,0,9,2006,WD,Normal,170000 +1357,20,RL,NA,9477,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1966,1966,Gable,CompShg,HdBoard,HdBoard,BrkFace,65,TA,TA,CBlock,TA,TA,No,Rec,340,Unf,0,524,864,GasA,TA,Y,SBrkr,892,0,0,892,0,0,1,0,3,1,TA,5,Typ,0,NA,Attchd,1966,RFn,1,264,TA,TA,Y,0,0,0,0,0,0,NA,GdWo,NA,0,10,2008,WD,Normal,110000 +1358,20,RL,NA,12537,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,6,1971,2008,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,TA,TA,No,GLQ,734,Unf,0,344,1078,GasA,Ex,Y,SBrkr,1078,0,0,1078,1,0,1,1,3,1,TA,6,Typ,1,Fa,Attchd,1971,Fin,2,500,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,149900 +1359,160,FV,NA,2117,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,Twnhs,2Story,6,5,2000,2000,Gable,CompShg,MetalSd,MetalSd,BrkFace,216,Gd,TA,PConc,Gd,TA,No,GLQ,378,Unf,0,378,756,GasA,Ex,Y,SBrkr,769,804,0,1573,0,0,2,1,3,1,Gd,5,Typ,0,NA,Detchd,2000,Unf,2,440,TA,TA,Y,0,32,0,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,177500 +1360,20,RL,129,16737,Pave,NA,Reg,Lvl,AllPub,FR3,Gtl,NridgHt,Norm,Norm,1Fam,1Story,9,5,2004,2005,Hip,CompShg,VinylSd,VinylSd,BrkFace,66,Gd,TA,PConc,Ex,TA,Av,GLQ,1447,Unf,0,533,1980,GasA,Ex,Y,SBrkr,1980,0,0,1980,1,0,2,0,3,1,Ex,8,Typ,1,Gd,Attchd,2004,Fin,3,770,TA,TA,Y,194,45,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,315000 +1361,70,RL,51,9842,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Feedr,Norm,1Fam,2Story,5,6,1921,1998,Gable,CompShg,MetalSd,Wd Sdng,None,0,TA,TA,BrkTil,TA,Fa,No,Unf,0,Unf,0,612,612,GasA,Ex,Y,SBrkr,990,1611,0,2601,0,0,3,1,4,1,TA,8,Typ,0,NA,BuiltIn,1998,RFn,2,621,TA,TA,Y,183,0,301,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,189000 +1362,20,RL,124,16158,Pave,NA,IR1,Low,AllPub,Inside,Mod,StoneBr,Norm,Norm,1Fam,1Story,7,5,2005,2005,Hip,CompShg,VinylSd,VinylSd,Stone,16,Gd,TA,PConc,Ex,TA,Av,ALQ,1274,Unf,0,256,1530,GasA,Ex,Y,SBrkr,1530,0,0,1530,1,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,430,TA,TA,Y,168,36,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,260000 +1363,50,RL,NA,12513,Pave,NA,IR1,Lvl,AllPub,FR2,Gtl,NAmes,Feedr,Norm,1Fam,1.5Fin,4,4,1920,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,Fa,No,Unf,0,Unf,0,715,715,GasA,Gd,Y,SBrkr,1281,457,0,1738,0,0,2,0,4,1,TA,7,Typ,1,Gd,Attchd,1920,Unf,1,368,TA,TA,Y,55,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,104900 +1364,60,RL,73,8499,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,616,616,GasA,Ex,Y,SBrkr,616,796,0,1412,0,0,2,1,3,1,Gd,6,Typ,1,Gd,BuiltIn,2007,Fin,2,432,TA,TA,Y,0,36,0,0,0,0,NA,NA,NA,0,3,2007,New,Partial,156932 +1365,160,FV,30,3180,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,TwnhsE,2Story,7,5,2005,2005,Gable,CompShg,MetalSd,MetalSd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,600,600,GasA,Ex,Y,SBrkr,520,600,80,1200,0,0,2,1,2,1,Gd,4,Typ,0,NA,Detchd,2005,RFn,2,480,TA,TA,Y,0,166,0,0,0,0,NA,NA,NA,0,4,2006,WD,Abnorml,144152 +1366,60,FV,NA,7500,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,533,Unf,0,281,814,GasA,Ex,Y,SBrkr,814,860,0,1674,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,2000,RFn,2,663,TA,TA,Y,0,96,0,0,0,0,NA,NA,NA,0,1,2010,WD,Normal,216000 +1367,60,RL,68,9179,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,1999,1999,Gable,CompShg,VinylSd,VinylSd,BrkFace,158,Gd,TA,PConc,Gd,TA,No,GLQ,633,Unf,0,240,873,GasA,Ex,Y,SBrkr,882,908,0,1790,1,0,2,1,3,1,Gd,7,Typ,0,NA,Attchd,1999,RFn,2,588,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,6,2008,WD,Abnorml,193000 +1368,160,RM,41,2665,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,MeadowV,Norm,Norm,TwnhsE,2Story,5,6,1977,1977,Gable,CompShg,CemntBd,CmentBd,None,0,TA,TA,PConc,TA,TA,No,ALQ,548,Rec,173,36,757,GasA,Ex,Y,SBrkr,925,550,0,1475,0,0,2,0,4,1,TA,6,Typ,1,TA,Attchd,1977,RFn,1,336,TA,TA,Y,104,26,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,127000 +1369,120,RM,NA,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2004,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,685,Unf,0,163,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,4,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,144000 +1370,20,RL,48,10635,Pave,NA,IR2,Lvl,AllPub,FR2,Gtl,CollgCr,Norm,Norm,1Fam,1Story,8,5,2003,2003,Hip,CompShg,VinylSd,VinylSd,BrkFace,171,Gd,TA,PConc,Gd,TA,Av,BLQ,370,GLQ,972,315,1657,GasA,Ex,Y,SBrkr,1668,0,0,1668,1,0,2,0,3,1,Gd,8,Typ,1,TA,Attchd,2003,Fin,2,502,TA,TA,Y,0,262,0,0,0,0,NA,NA,NA,0,5,2010,WD,Normal,232000 +1371,50,RL,90,5400,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,4,6,1920,1950,Gable,CompShg,CBlock,CBlock,None,0,Fa,TA,PConc,TA,TA,No,ALQ,315,Rec,105,420,840,GasA,Ex,Y,SBrkr,840,534,0,1374,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1967,Fin,1,338,TA,TA,Y,0,0,198,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,105000 +1372,80,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SLvl,6,6,1955,1996,Hip,CompShg,AsbShng,AsbShng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,831,Unf,0,161,992,GasA,Gd,Y,SBrkr,1661,0,0,1661,1,0,1,0,3,1,Gd,8,Typ,1,TA,BuiltIn,1955,RFn,1,377,TA,TA,Y,0,28,0,0,178,0,NA,MnPrv,NA,0,10,2008,WD,Normal,165500 +1373,60,RL,75,9750,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,6,1998,1998,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,Av,GLQ,975,Unf,0,133,1108,GasA,Ex,Y,SBrkr,1108,989,0,2097,1,0,2,1,3,1,Gd,8,Typ,1,TA,Detchd,1998,RFn,2,583,TA,TA,Y,253,170,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,274300 +1374,20,RL,NA,11400,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,1Story,10,5,2001,2002,Hip,CompShg,VinylSd,VinylSd,BrkFace,705,Ex,TA,PConc,Ex,TA,Gd,GLQ,1282,Unf,0,1351,2633,GasA,Ex,Y,SBrkr,2633,0,0,2633,1,0,2,1,2,1,Ex,8,Typ,2,Gd,Attchd,2001,RFn,3,804,TA,TA,Y,314,140,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,466500 +1375,60,FV,85,10625,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Somerst,Norm,Norm,1Fam,2Story,7,5,2005,2005,Gable,CompShg,CemntBd,CmentBd,None,0,Gd,TA,PConc,Gd,TA,No,Unf,0,Unf,0,1026,1026,GasA,Ex,Y,SBrkr,1026,932,0,1958,0,0,2,1,3,1,Gd,9,Typ,1,Gd,Attchd,2005,Fin,3,936,TA,TA,Y,154,210,0,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,250000 +1376,20,RL,89,10991,Pave,NA,IR1,HLS,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,BrkFace,80,Gd,TA,PConc,Gd,TA,Gd,Unf,0,Unf,0,1571,1571,GasA,Ex,Y,SBrkr,1571,0,0,1571,0,0,2,0,3,1,Gd,7,Typ,1,Gd,Attchd,2007,Fin,3,722,TA,TA,Y,100,36,0,0,0,0,NA,NA,NA,0,12,2007,New,Partial,239000 +1377,30,RL,52,6292,Pave,NA,Reg,Bnk,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1Story,6,5,1930,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Gd,TA,Mn,Rec,384,Unf,0,384,768,GasA,TA,N,SBrkr,790,0,0,790,0,0,1,0,2,1,TA,4,Typ,0,NA,Detchd,1925,Unf,1,160,Fa,TA,Y,0,141,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,91000 +1378,50,RL,60,10998,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,5,5,1941,1960,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,LwQ,408,BLQ,420,156,984,GasA,Ex,Y,SBrkr,984,620,0,1604,0,0,2,0,3,1,TA,6,Min2,0,NA,Detchd,1977,Unf,2,660,TA,TA,Y,0,68,0,0,0,0,NA,NA,NA,0,7,2009,WD,Normal,117000 +1379,160,RM,21,1953,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrDale,Norm,Norm,Twnhs,2Story,6,5,1973,1973,Gable,CompShg,HdBoard,HdBoard,BrkFace,408,TA,TA,CBlock,TA,Fa,No,BLQ,309,Unf,0,174,483,GasA,TA,Y,SBrkr,483,504,0,987,0,0,1,1,2,1,TA,5,Typ,0,NA,Detchd,1973,Unf,1,264,TA,TA,Y,72,0,0,0,0,0,NA,NA,NA,0,6,2006,WD,Normal,83000 +1380,80,RL,73,9735,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,SLvl,5,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,Gd,TA,No,Unf,0,Unf,0,384,384,GasA,Gd,Y,NA,754,640,0,1394,0,0,2,1,3,1,Gd,7,Typ,0,NA,BuiltIn,2007,Fin,2,400,TA,TA,Y,100,0,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,167500 +1381,30,RL,45,8212,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1Story,3,3,1914,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Fa,BrkTil,TA,Fa,No,Rec,203,Unf,0,661,864,GasA,TA,N,FuseF,864,0,0,864,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1938,Unf,1,200,TA,Fa,Y,0,0,96,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,58500 +1382,20,RL,NA,12925,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,7,1970,1970,Gable,CompShg,BrkFace,Plywood,None,0,TA,TA,CBlock,TA,TA,Mn,BLQ,865,Unf,0,340,1205,GasA,Ex,Y,SBrkr,2117,0,0,2117,0,0,2,1,4,1,TA,7,Typ,2,Gd,Attchd,1970,Fin,2,550,TA,TA,Y,0,42,0,0,0,0,NA,NA,NA,0,5,2008,WD,Normal,237500 +1383,70,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,2Story,7,7,1920,1950,Hip,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,596,596,GasA,Ex,Y,SBrkr,998,764,0,1762,1,0,1,1,4,1,Gd,8,Typ,0,NA,Detchd,1989,Unf,2,576,TA,TA,N,36,0,221,0,0,0,NA,NA,NA,0,10,2006,WD,Normal,157000 +1384,30,RL,NA,25339,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Sawyer,Norm,Norm,1Fam,1Story,5,7,1918,2007,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,TA,No,Unf,0,Unf,0,816,816,GasA,Ex,Y,SBrkr,1416,0,0,1416,0,0,2,0,3,1,Gd,7,Typ,0,NA,Attchd,2007,Unf,2,576,TA,TA,N,0,0,112,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,112000 +1385,50,RL,60,9060,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Edwards,Norm,Norm,1Fam,1.5Fin,6,5,1939,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,Mn,Rec,204,Unf,0,356,560,GasA,TA,Y,SBrkr,698,560,0,1258,0,0,1,0,2,1,TA,6,Typ,0,NA,Detchd,1939,Unf,1,280,TA,TA,P,0,0,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,105000 +1386,50,RM,40,5436,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,IDOTRR,Norm,Norm,1Fam,1.5Fin,4,8,1922,2007,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,BrkTil,TA,TA,No,BLQ,735,Unf,0,61,796,GasA,Gd,Y,SBrkr,796,358,0,1154,1,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1922,Unf,1,240,TA,TA,N,0,96,0,0,0,0,NA,MnPrv,NA,0,5,2010,WD,Normal,125500 +1387,60,RL,80,16692,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NWAmes,RRAn,Norm,1Fam,2Story,7,5,1978,1978,Gable,CompShg,Plywood,Plywood,BrkFace,184,TA,TA,CBlock,Gd,TA,No,BLQ,790,LwQ,469,133,1392,GasA,TA,Y,SBrkr,1392,1392,0,2784,1,0,3,1,5,1,Gd,12,Typ,2,TA,Attchd,1978,RFn,2,564,TA,TA,Y,0,112,0,0,440,519,Fa,MnPrv,TenC,2000,7,2006,WD,Normal,250000 +1388,50,RM,60,8520,Pave,Grvl,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,6,7,1916,1950,Gable,CompShg,Stucco,Stucco,None,0,TA,Gd,BrkTil,TA,TA,No,Rec,168,LwQ,546,0,714,GasW,TA,N,SBrkr,1664,862,0,2526,0,0,2,0,5,1,Gd,10,Typ,1,Gd,Detchd,1916,Unf,1,216,TA,TA,Y,88,15,0,0,0,0,NA,GdWo,NA,0,8,2007,CWD,Family,136000 +1389,20,RL,42,14892,Pave,NA,IR1,HLS,AllPub,CulDSac,Gtl,Gilbert,Norm,Norm,1Fam,1Story,9,5,2006,2007,Gable,CompShg,VinylSd,VinylSd,Stone,160,Ex,TA,PConc,Ex,TA,Gd,GLQ,1320,Unf,0,426,1746,GasA,Ex,Y,SBrkr,1746,0,0,1746,1,0,2,0,3,1,Ex,7,Typ,2,Gd,Attchd,2006,Fin,3,758,TA,TA,Y,201,39,0,0,0,0,NA,NA,NA,0,10,2009,WD,Normal,377500 +1390,50,RM,60,6000,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,6,1941,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,Gd,BrkTil,TA,Gd,No,ALQ,375,Unf,0,360,735,GasA,Ex,Y,SBrkr,869,349,0,1218,0,1,1,0,3,1,TA,6,Typ,1,Gd,Detchd,2003,Unf,2,440,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,3,2007,WD,Normal,131000 +1391,20,RL,70,9100,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2000,2000,Gable,CompShg,VinylSd,VinylSd,BrkFace,244,Gd,TA,PConc,Gd,TA,Av,GLQ,1400,Unf,0,125,1525,GasA,Ex,Y,SBrkr,1525,0,0,1525,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2000,RFn,2,541,TA,TA,Y,219,36,0,0,0,0,NA,NA,NA,0,9,2006,WD,Normal,235000 +1392,90,RL,65,8944,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,5,5,1967,1967,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1584,1584,GasA,TA,Y,SBrkr,1584,0,0,1584,0,0,2,0,4,2,TA,8,Mod,0,NA,Detchd,1967,Unf,3,792,TA,TA,Y,0,152,0,0,0,0,NA,NA,NA,0,4,2009,WD,Normal,124000 +1393,85,RL,68,7838,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,SFoyer,5,5,1967,1967,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,Av,ALQ,769,Unf,0,95,864,GasA,TA,Y,SBrkr,900,0,0,900,1,0,1,0,3,1,TA,6,Typ,1,Po,Attchd,1967,RFn,1,288,TA,TA,Y,175,144,0,0,0,0,NA,MnWw,NA,0,12,2006,WD,Normal,123000 +1394,190,RM,60,10800,Pave,Pave,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,1.5Fin,6,7,1905,2000,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,Fa,TA,No,Unf,0,Unf,0,482,482,GasA,Ex,N,SBrkr,1221,691,0,1912,0,0,2,0,3,2,TA,7,Typ,1,TA,Detchd,2003,Unf,2,672,Gd,TA,Y,0,25,212,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,163000 +1395,120,RL,53,4045,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2006,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,45,Gd,TA,PConc,Gd,TA,Av,GLQ,1070,Unf,0,286,1356,GasA,Ex,Y,SBrkr,1500,0,0,1500,1,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,Fin,3,648,TA,TA,Y,161,20,0,0,0,0,NA,NA,NA,0,10,2006,New,Partial,246578 +1396,60,RL,88,12665,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Timber,Norm,Norm,1Fam,2Story,8,5,2005,2006,Hip,CompShg,VinylSd,VinylSd,BrkFace,245,Gd,TA,PConc,Gd,Gd,Gd,Unf,0,Unf,0,1094,1094,GasA,Ex,Y,SBrkr,1133,1349,0,2482,0,0,2,1,4,1,Gd,9,Typ,1,Gd,BuiltIn,2005,Fin,3,642,TA,TA,Y,144,39,0,0,0,0,NA,NA,NA,0,2,2007,WD,Normal,281213 +1397,20,RL,NA,57200,Pave,NA,IR1,Bnk,AllPub,Inside,Sev,Timber,Norm,Norm,1Fam,1Story,5,5,1948,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,Av,BLQ,353,Rec,334,60,747,GasA,TA,Y,SBrkr,1687,0,0,1687,1,0,1,0,3,1,TA,7,Min1,2,TA,Detchd,1966,Unf,2,572,TA,TA,N,0,0,50,0,0,0,NA,NA,NA,0,6,2010,WD,Normal,160000 +1398,70,RM,51,6120,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,2Story,5,8,1920,2004,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,BrkTil,TA,TA,Mn,Unf,0,Unf,0,939,939,GasA,Ex,Y,SBrkr,939,574,0,1513,0,0,1,1,4,1,TA,8,Typ,0,NA,Detchd,1933,Unf,1,180,Fa,Fa,N,24,0,150,0,0,0,NA,NA,NA,0,5,2007,WD,Normal,137500 +1399,50,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,5,4,1950,1982,Gable,CompShg,VinylSd,Wd Sdng,None,0,TA,TA,CBlock,TA,TA,No,Rec,180,BLQ,352,676,1208,GasA,Gd,Y,FuseA,1136,768,0,1904,1,0,1,1,3,1,TA,7,Min1,0,NA,Attchd,1950,Unf,1,240,TA,TA,Y,0,0,168,0,0,0,NA,GdPrv,NA,0,5,2009,WD,Normal,138000 +1400,50,RL,51,6171,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,SWISU,Norm,Norm,1Fam,1.5Fin,6,6,1925,1990,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,BLQ,264,Unf,0,712,976,GasA,Ex,Y,SBrkr,1160,448,0,1608,0,0,2,1,3,1,Gd,7,Typ,1,Gd,Detchd,1925,Unf,1,216,Fa,TA,Y,147,16,0,0,0,0,NA,MnPrv,NA,0,10,2009,WD,Normal,137450 +1401,50,RM,50,6000,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1929,1950,Gable,CompShg,WdShing,Wd Shng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,862,862,GasA,TA,Y,SBrkr,950,208,0,1158,0,0,1,0,3,1,TA,5,Typ,1,Gd,BuiltIn,1929,RFn,1,208,TA,TA,Y,0,0,112,0,0,0,NA,NA,NA,0,7,2008,WD,Normal,120000 +1402,60,RL,62,7415,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Gilbert,Norm,Norm,1Fam,2Story,6,5,2004,2004,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,PConc,TA,TA,No,GLQ,759,Unf,0,80,839,GasA,Ex,Y,SBrkr,864,729,0,1593,1,0,2,1,3,1,TA,8,Typ,1,TA,Attchd,2004,Fin,2,398,TA,TA,Y,100,75,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,193000 +1403,20,RL,64,6762,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,1Story,7,5,2006,2006,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,1286,1286,GasA,Ex,Y,SBrkr,1294,0,0,1294,0,0,2,0,2,1,Gd,6,Typ,1,Gd,Attchd,2006,RFn,2,662,TA,TA,Y,168,55,0,0,0,0,NA,NA,NA,0,7,2006,New,Partial,193879 +1404,20,RL,49,15256,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Somerst,RRAn,Norm,1Fam,1Story,8,5,2007,2007,Gable,CompShg,VinylSd,VinylSd,Stone,84,Gd,TA,PConc,Gd,TA,Gd,GLQ,929,Unf,0,556,1485,GasA,Ex,Y,SBrkr,1464,0,0,1464,1,0,2,0,3,1,Gd,6,Typ,0,NA,Attchd,2007,Unf,3,754,TA,TA,Y,168,160,0,0,0,0,NA,NA,NA,0,8,2007,WD,Normal,282922 +1405,50,RL,60,10410,Pave,Grvl,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Artery,Norm,1Fam,1.5Fin,3,4,1915,1950,Gable,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,672,672,GasA,TA,Y,SBrkr,694,520,0,1214,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1998,Unf,3,936,TA,TA,Y,216,0,160,0,0,0,NA,MnPrv,NA,0,1,2006,WD,Family,105000 +1406,120,RM,44,3842,Pave,NA,IR1,HLS,AllPub,Inside,Mod,Crawfor,Norm,Norm,TwnhsE,1Story,8,5,2004,2005,Hip,CompShg,CemntBd,CmentBd,Stone,174,Gd,TA,PConc,Ex,TA,Gd,GLQ,1373,Unf,0,221,1594,GasA,Ex,Y,SBrkr,1646,0,0,1646,1,1,2,0,2,1,Gd,5,Typ,1,Gd,Attchd,2004,Fin,2,482,TA,TA,Y,128,53,0,0,155,0,NA,NA,NA,0,1,2008,WD,Normal,275000 +1407,85,RL,70,8445,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,CollgCr,Norm,Norm,1Fam,SFoyer,5,7,1972,2007,Gable,CompShg,HdBoard,Wd Shng,None,0,TA,TA,CBlock,Gd,TA,Av,GLQ,656,Unf,0,112,768,GasA,TA,Y,SBrkr,768,0,0,768,1,0,1,0,2,1,TA,5,Typ,0,NA,Detchd,1988,Unf,2,396,TA,TA,Y,58,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,133000 +1408,20,RL,NA,8780,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,Mitchel,Norm,Norm,1Fam,1Story,5,5,1985,1985,Gable,CompShg,HdBoard,Plywood,None,0,TA,TA,CBlock,TA,TA,No,ALQ,625,Unf,0,208,833,GasA,Ex,Y,SBrkr,833,0,0,833,1,0,1,0,3,1,TA,5,Typ,0,NA,NA,NA,NA,0,0,NA,NA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,3,2009,WD,Normal,112000 +1409,70,RM,60,7740,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,1Fam,2Story,4,7,1910,1950,Gable,CompShg,VinylSd,VinylSd,None,0,TA,TA,CBlock,Fa,TA,No,Unf,0,Unf,0,622,622,GasA,Gd,Y,SBrkr,741,622,0,1363,0,0,1,0,3,1,TA,6,Typ,0,NA,Detchd,1966,Unf,2,528,TA,TA,Y,0,0,0,0,168,0,NA,NA,NA,0,6,2010,WD,Normal,125500 +1410,60,RL,46,20544,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,NWAmes,Norm,Norm,1Fam,2Story,7,6,1986,1991,Gable,CompShg,Plywood,Plywood,BrkFace,123,TA,Gd,CBlock,Gd,TA,No,Unf,0,Unf,0,791,791,GasA,Gd,Y,SBrkr,1236,857,0,2093,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1986,Fin,2,542,TA,TA,Y,364,63,0,0,0,0,NA,MnPrv,NA,0,11,2008,WD,Normal,215000 +1411,60,RL,79,12420,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,1Fam,2Story,7,5,2001,2001,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,TA,No,GLQ,666,Unf,0,278,944,GasA,Ex,Y,SBrkr,944,896,0,1840,1,0,2,1,3,1,Gd,6,Typ,0,NA,Attchd,2001,RFn,2,622,TA,TA,Y,0,45,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,230000 +1412,50,RL,80,9600,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1.5Fin,6,8,1950,2005,Gable,CompShg,VinylSd,VinylSd,None,0,TA,Gd,CBlock,TA,TA,No,BLQ,120,Unf,0,736,856,GasA,Ex,Y,SBrkr,1112,556,0,1668,0,0,1,1,3,1,TA,6,Min2,0,NA,Attchd,1950,Unf,1,271,TA,TA,Y,0,0,0,0,0,0,NA,MnPrv,NA,0,9,2009,WD,Normal,140000 +1413,90,RL,60,7200,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,Duplex,1Story,4,5,1949,1950,Gable,CompShg,BrkFace,Stone,None,0,TA,TA,Slab,NA,NA,NA,NA,0,NA,0,0,0,Wall,Fa,N,FuseF,1040,0,0,1040,0,0,2,0,2,2,TA,6,Typ,0,NA,Detchd,1956,Unf,2,420,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,6,2009,WD,Normal,90000 +1414,20,RL,88,10994,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,SawyerW,Norm,Norm,1Fam,1Story,8,5,2005,2006,Gable,CompShg,VinylSd,VinylSd,Stone,366,Gd,TA,PConc,Gd,Gd,No,GLQ,976,Unf,0,868,1844,GasA,Ex,Y,SBrkr,1844,0,0,1844,1,0,2,0,2,1,Gd,7,Typ,1,Gd,Attchd,2005,Fin,2,620,TA,TA,Y,165,44,0,0,0,0,NA,NA,NA,0,9,2009,COD,Abnorml,257000 +1415,50,RL,64,13053,Pave,Pave,Reg,Bnk,AllPub,Inside,Gtl,BrkSide,Norm,Norm,1Fam,1.5Fin,6,7,1923,2000,Gambrel,CompShg,Wd Sdng,Wd Sdng,None,0,TA,TA,BrkTil,TA,TA,No,Unf,0,Unf,0,833,833,GasA,Gd,Y,SBrkr,1053,795,0,1848,0,0,1,1,4,1,Gd,8,Typ,1,Gd,Detchd,1922,Unf,2,370,TA,TA,N,0,0,0,0,220,0,NA,NA,NA,0,6,2008,WD,Normal,207000 +1416,120,RL,51,3635,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,Blmngtn,Norm,Norm,TwnhsE,1Story,7,5,2007,2007,Hip,CompShg,VinylSd,VinylSd,BrkFace,130,Gd,TA,PConc,Gd,TA,No,ALQ,988,Unf,0,398,1386,GasA,Ex,Y,SBrkr,1569,0,0,1569,0,1,2,0,1,1,Gd,7,Typ,1,TA,Attchd,2007,RFn,3,660,TA,TA,Y,143,20,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,175900 +1417,190,RM,60,11340,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,OldTown,Norm,Norm,2fmCon,2Story,4,6,1885,1950,Gable,CompShg,VinylSd,AsbShng,None,0,TA,TA,PConc,TA,TA,No,Unf,0,Unf,0,777,777,GasA,Gd,Y,SBrkr,1246,1044,0,2290,0,0,2,0,4,2,TA,11,Typ,0,NA,Detchd,1971,Unf,2,560,TA,TA,N,0,0,114,0,0,0,NA,NA,NA,0,4,2010,WD,Normal,122500 +1418,60,RL,NA,16545,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,8,5,1998,1998,Gable,CompShg,VinylSd,VinylSd,BrkFace,731,Gd,TA,PConc,Gd,TA,Mn,GLQ,781,Unf,0,503,1284,GasA,Ex,Y,SBrkr,1310,1140,0,2450,1,0,2,1,3,1,Gd,7,Typ,1,TA,Attchd,1998,Fin,3,1069,TA,TA,Y,0,126,0,0,0,0,NA,NA,NA,0,5,2009,WD,Normal,340000 +1419,20,RL,71,9204,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1963,1963,Gable,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,BLQ,25,Rec,872,247,1144,GasA,TA,Y,SBrkr,1144,0,0,1144,1,0,1,1,3,1,TA,6,Typ,0,NA,Detchd,1962,Unf,1,336,TA,TA,Y,0,88,0,0,0,0,NA,NA,NA,0,8,2008,COD,Normal,124000 +1420,20,RL,NA,16381,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,Crawfor,Norm,Norm,1Fam,1Story,6,5,1969,1969,Gable,CompShg,Plywood,Plywood,BrkFace,312,Gd,Gd,CBlock,TA,TA,Av,Rec,1110,Unf,0,734,1844,GasA,Gd,Y,SBrkr,1844,0,0,1844,1,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1969,RFn,2,540,TA,TA,Y,0,73,216,0,0,0,NA,NA,NA,0,12,2006,WD,Normal,223000 +1421,60,RL,90,11700,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,2Story,6,6,1968,1968,Gable,CompShg,HdBoard,HdBoard,BrkFace,420,TA,TA,CBlock,TA,TA,No,ALQ,404,Unf,0,304,708,GasA,Gd,Y,SBrkr,708,708,0,1416,0,0,2,1,3,1,TA,7,Typ,1,TA,Attchd,1968,RFn,2,776,TA,TA,Y,0,169,0,0,119,0,NA,NA,NA,0,5,2006,WD,Normal,179900 +1422,120,RL,53,4043,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NPkVill,Norm,Norm,TwnhsE,1Story,6,5,1977,1977,Gable,CompShg,Plywood,Plywood,None,0,TA,TA,CBlock,Gd,TA,No,ALQ,360,Unf,0,709,1069,GasA,TA,Y,SBrkr,1069,0,0,1069,0,0,2,0,2,1,TA,4,Typ,1,Fa,Attchd,1977,RFn,2,440,TA,TA,Y,0,55,0,0,165,0,NA,NA,NA,0,7,2010,WD,Normal,127500 +1423,120,RM,37,4435,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,CollgCr,Norm,Norm,TwnhsE,1Story,6,5,2003,2003,Gable,CompShg,VinylSd,VinylSd,BrkFace,170,Gd,TA,PConc,Gd,TA,Av,GLQ,686,Unf,0,162,848,GasA,Ex,Y,SBrkr,848,0,0,848,1,0,1,0,1,1,Gd,3,Typ,0,NA,Attchd,2003,Fin,2,420,TA,TA,Y,140,0,0,0,0,0,NA,NA,NA,0,3,2008,WD,Normal,136500 +1424,80,RL,NA,19690,Pave,NA,IR1,Lvl,AllPub,CulDSac,Gtl,Edwards,Norm,Norm,1Fam,SLvl,6,7,1966,1966,Flat,Tar&Grv,Plywood,Plywood,None,0,Gd,Gd,CBlock,Gd,TA,Av,Unf,0,Unf,0,697,697,GasA,TA,Y,SBrkr,1575,626,0,2201,0,0,2,0,4,1,Gd,8,Typ,1,Gd,Attchd,1966,Unf,2,432,Gd,Gd,Y,586,236,0,0,0,738,Gd,GdPrv,NA,0,8,2006,WD,Alloca,274970 +1425,20,RL,NA,9503,Pave,NA,Reg,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,5,5,1958,1983,Hip,CompShg,HdBoard,HdBoard,None,0,TA,TA,CBlock,TA,TA,No,ALQ,457,Rec,374,193,1024,GasA,TA,Y,SBrkr,1344,0,0,1344,1,0,1,0,2,1,TA,6,Min1,1,TA,Detchd,1970,Unf,1,484,TA,TA,Y,316,28,0,0,0,0,NA,GdWo,NA,0,6,2007,WD,Normal,144000 +1426,20,RL,80,10721,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NAmes,Norm,Norm,1Fam,1Story,6,6,1959,1959,Hip,CompShg,HdBoard,HdBoard,Stone,243,Gd,TA,CBlock,TA,TA,No,Unf,0,Unf,0,1252,1252,GasA,Ex,Y,SBrkr,1252,0,0,1252,0,0,1,0,3,1,Gd,7,Typ,0,NA,Detchd,1960,Unf,2,528,TA,TA,Y,0,39,0,0,0,0,NA,NA,NA,0,10,2008,WD,Normal,142000 +1427,60,RL,81,10944,Pave,NA,IR1,Lvl,AllPub,Inside,Gtl,NoRidge,Norm,Norm,1Fam,2Story,7,5,1994,1994,Gable,CompShg,VinylSd,VinylSd,BrkFace,448,Gd,TA,PConc,Gd,TA,No,GLQ,1000,Unf,0,223,1223,GasA,Ex,Y,SBrkr,1223,904,0,2127,1,0,2,1,3,1,Gd,5,Typ,2,TA,Attchd,1994,RFn,2,525,TA,TA,Y,171,132,0,0,0,0,NA,NA,NA,0,8,2008,WD,Normal,271000 +1428,50,RL,60,10930,Pave,Grvl,Reg,Bnk,AllPub,Inside,Gtl,NAmes,Artery,Norm,1Fam,1.5Fin,5,6,1945,1950,Gable,CompShg,MetalSd,MetalSd,None,0,TA,TA,CBlock,TA,TA,No,BLQ,580,Unf,0,333,913,GasA,TA,Y,FuseA,1048,510,0,1558,1,0,1,1,3,1,TA,6,Typ,1,TA,Attchd,1962,Unf,1,288,TA,TA,Y,0,0,0,0,0,0,NA,NA,NA,0,4,2008,WD,Normal,140000 +1429,30,RM,60,7200,Pave,NA,Reg,Lvl,AllPub,Corner,Gtl,OldTown,Norm,Norm,1Fam,1Story,5,7,1940,1992,Gable,CompShg,MetalSd,MetalSd,Stone,294,TA,Gd,CBlock,TA,TA,No,BLQ,510,Unf,0,278,788,GasA,TA,Y,SBrkr,804,0,0,804,1,0,1,0,2,1,Gd,4,Typ,2,Gd,Attchd,1940,Unf,1,240,TA,TA,Y,0,0,154,0,0,0,NA,MnPrv,NA,0,2,2010,WD,Abnorml,119000 +1430,20,RL,NA,12546,Pave,NA,IR1,Lvl,AllPub,Corner,Gtl,NWAmes,Norm,Norm,1Fam,1Story,6,7,1981,1981,Gable,CompShg,MetalSd,MetalSd,BrkFace,310,Gd,Gd,CBlock,Gd,TA,No,BLQ,678,Unf,0,762,1440,GasA,Ex,Y,SBrkr,1440,0,0,1440,0,0,2,0,3,1,Gd,7,Typ,1,TA,Attchd,1981,Fin,2,467,TA,TA,Y,0,0,99,0,0,0,NA,NA,NA,0,4,2007,WD,Normal,182900 +1431,60,RL,60,21930,Pave,NA,IR3,Lvl,AllPub,Inside,Gtl,Gilbert,RRAn,Norm,1Fam,2Story,5,5,2005,2005,Gable,CompShg,VinylSd,VinylSd,None,0,Gd,TA,PConc,Gd,Gd,Av,Unf,0,Unf,0,732,732,GasA,Ex,Y,SBrkr,734,1104,0,1838,0,0,2,1,4,1,TA,7,Typ,1,Gd,BuiltIn,2005,Fin,2,372,TA,TA,Y,100,40,0,0,0,0,NA,NA,NA,0,7,2006,WD,Normal,192140 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scipy.stats as stats\n", + "import seaborn as sns\n", + "from statsmodels.stats.weightstats import ztest\n", + "from sklearn.linear_model import LinearRegression\n", + "\n", + "dataset_url = \"https://www.kaggle.com/c/house-prices-advanced-regression-techniques/data\"\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "131c1b72", + "metadata": {}, + "outputs": [], + "source": [ + "data = pd.read_csv(\"Data/train.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "b02ec3f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IdMSSubClassMSZoningLotFrontageLotAreaStreetAlleyLotShapeLandContourUtilities...PoolAreaPoolQCFenceMiscFeatureMiscValMoSoldYrSoldSaleTypeSaleConditionSalePrice
0160RL65.08450PaveNaNRegLvlAllPub...0NaNNaNNaN022008WDNormal208500
1220RL80.09600PaveNaNRegLvlAllPub...0NaNNaNNaN052007WDNormal181500
2360RL68.011250PaveNaNIR1LvlAllPub...0NaNNaNNaN092008WDNormal223500
3470RL60.09550PaveNaNIR1LvlAllPub...0NaNNaNNaN022006WDAbnorml140000
4560RL84.014260PaveNaNIR1LvlAllPub...0NaNNaNNaN0122008WDNormal250000
\n", + "

5 rows × 81 columns

\n", + "
" + ], + "text/plain": [ + " Id MSSubClass MSZoning LotFrontage LotArea Street Alley LotShape \\\n", + "0 1 60 RL 65.0 8450 Pave NaN Reg \n", + "1 2 20 RL 80.0 9600 Pave NaN Reg \n", + "2 3 60 RL 68.0 11250 Pave NaN IR1 \n", + "3 4 70 RL 60.0 9550 Pave NaN IR1 \n", + "4 5 60 RL 84.0 14260 Pave NaN IR1 \n", + "\n", + " LandContour Utilities ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold \\\n", + "0 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "1 Lvl AllPub ... 0 NaN NaN NaN 0 5 \n", + "2 Lvl AllPub ... 0 NaN NaN NaN 0 9 \n", + "3 Lvl AllPub ... 0 NaN NaN NaN 0 2 \n", + "4 Lvl AllPub ... 0 NaN NaN NaN 0 12 \n", + "\n", + " YrSold SaleType SaleCondition SalePrice \n", + "0 2008 WD Normal 208500 \n", + "1 2007 WD Normal 181500 \n", + "2 2008 WD Normal 223500 \n", + "3 2006 WD Abnorml 140000 \n", + "4 2008 WD Normal 250000 \n", + "\n", + "[5 rows x 81 columns]" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "85fe3c43", + "metadata": {}, + "outputs": [], + "source": [ + "# Drop ID because it doesn't help with our analysis and it really isn't needed\n", + "\n", + "data.drop([\"Id\"], axis = 1, inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "1b6cea27", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 80 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 MSSubClass 1460 non-null int64 \n", + " 1 MSZoning 1460 non-null object \n", + " 2 LotFrontage 1201 non-null float64\n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 Alley 91 non-null object \n", + " 6 LotShape 1460 non-null object \n", + " 7 LandContour 1460 non-null object \n", + " 8 Utilities 1460 non-null object \n", + " 9 LotConfig 1460 non-null object \n", + " 10 LandSlope 1460 non-null object \n", + " 11 Neighborhood 1460 non-null object \n", + " 12 Condition1 1460 non-null object \n", + " 13 Condition2 1460 non-null object \n", + " 14 BldgType 1460 non-null object \n", + " 15 HouseStyle 1460 non-null object \n", + " 16 OverallQual 1460 non-null int64 \n", + " 17 OverallCond 1460 non-null int64 \n", + " 18 YearBuilt 1460 non-null int64 \n", + " 19 YearRemodAdd 1460 non-null int64 \n", + " 20 RoofStyle 1460 non-null object \n", + " 21 RoofMatl 1460 non-null object \n", + " 22 Exterior1st 1460 non-null object \n", + " 23 Exterior2nd 1460 non-null object \n", + " 24 MasVnrType 1452 non-null object \n", + " 25 MasVnrArea 1452 non-null float64\n", + " 26 ExterQual 1460 non-null object \n", + " 27 ExterCond 1460 non-null object \n", + " 28 Foundation 1460 non-null object \n", + " 29 BsmtQual 1423 non-null object \n", + " 30 BsmtCond 1423 non-null object \n", + " 31 BsmtExposure 1422 non-null object \n", + " 32 BsmtFinType1 1423 non-null object \n", + " 33 BsmtFinSF1 1460 non-null int64 \n", + " 34 BsmtFinType2 1422 non-null object \n", + " 35 BsmtFinSF2 1460 non-null int64 \n", + " 36 BsmtUnfSF 1460 non-null int64 \n", + " 37 TotalBsmtSF 1460 non-null int64 \n", + " 38 Heating 1460 non-null object \n", + " 39 HeatingQC 1460 non-null object \n", + " 40 CentralAir 1460 non-null object \n", + " 41 Electrical 1459 non-null object \n", + " 42 1stFlrSF 1460 non-null int64 \n", + " 43 2ndFlrSF 1460 non-null int64 \n", + " 44 LowQualFinSF 1460 non-null int64 \n", + " 45 GrLivArea 1460 non-null int64 \n", + " 46 BsmtFullBath 1460 non-null int64 \n", + " 47 BsmtHalfBath 1460 non-null int64 \n", + " 48 FullBath 1460 non-null int64 \n", + " 49 HalfBath 1460 non-null int64 \n", + " 50 BedroomAbvGr 1460 non-null int64 \n", + " 51 KitchenAbvGr 1460 non-null int64 \n", + " 52 KitchenQual 1460 non-null object \n", + " 53 TotRmsAbvGrd 1460 non-null int64 \n", + " 54 Functional 1460 non-null object \n", + " 55 Fireplaces 1460 non-null int64 \n", + " 56 FireplaceQu 770 non-null object \n", + " 57 GarageType 1379 non-null object \n", + " 58 GarageYrBlt 1379 non-null float64\n", + " 59 GarageFinish 1379 non-null object \n", + " 60 GarageCars 1460 non-null int64 \n", + " 61 GarageArea 1460 non-null int64 \n", + " 62 GarageQual 1379 non-null object \n", + " 63 GarageCond 1379 non-null object \n", + " 64 PavedDrive 1460 non-null object \n", + " 65 WoodDeckSF 1460 non-null int64 \n", + " 66 OpenPorchSF 1460 non-null int64 \n", + " 67 EnclosedPorch 1460 non-null int64 \n", + " 68 3SsnPorch 1460 non-null int64 \n", + " 69 ScreenPorch 1460 non-null int64 \n", + " 70 PoolArea 1460 non-null int64 \n", + " 71 PoolQC 7 non-null object \n", + " 72 Fence 281 non-null object \n", + " 73 MiscFeature 54 non-null object \n", + " 74 MiscVal 1460 non-null int64 \n", + " 75 MoSold 1460 non-null int64 \n", + " 76 YrSold 1460 non-null int64 \n", + " 77 SaleType 1460 non-null object \n", + " 78 SaleCondition 1460 non-null object \n", + " 79 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(34), object(43)\n", + "memory usage: 912.6+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4926c8f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'Grvl', 'Pave'], dtype=object)" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"Alley\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "e206019a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'Ex', 'Fa', 'Gd'], dtype=object)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"PoolQC\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "03cab2b2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([nan, 'Shed', 'Gar2', 'Othr', 'TenC'], dtype=object)" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MiscFeature\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "1d08053e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([ 0, 700, 350, 500, 400, 480, 450, 15500, 1200,\n", + " 800, 2000, 600, 3500, 1300, 54, 620, 560, 1400,\n", + " 8300, 1150, 2500], dtype=int64)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MiscVal\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "4c615647", + "metadata": {}, + "outputs": [], + "source": [ + "# Drop Alley, PoolQC, MiscFeature, MiscVal and Fence columns because they have too many null values\n", + "\n", + "data.drop(columns = [\"Alley\", \"PoolQC\", \"MiscFeature\", \"MiscVal\", \"Fence\"], inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "b47d0f1a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 75 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 MSSubClass 1460 non-null int64 \n", + " 1 MSZoning 1460 non-null object \n", + " 2 LotFrontage 1201 non-null float64\n", + " 3 LotArea 1460 non-null int64 \n", + " 4 Street 1460 non-null object \n", + " 5 LotShape 1460 non-null object \n", + " 6 LandContour 1460 non-null object \n", + " 7 Utilities 1460 non-null object \n", + " 8 LotConfig 1460 non-null object \n", + " 9 LandSlope 1460 non-null object \n", + " 10 Neighborhood 1460 non-null object \n", + " 11 Condition1 1460 non-null object \n", + " 12 Condition2 1460 non-null object \n", + " 13 BldgType 1460 non-null object \n", + " 14 HouseStyle 1460 non-null object \n", + " 15 OverallQual 1460 non-null int64 \n", + " 16 OverallCond 1460 non-null int64 \n", + " 17 YearBuilt 1460 non-null int64 \n", + " 18 YearRemodAdd 1460 non-null int64 \n", + " 19 RoofStyle 1460 non-null object \n", + " 20 RoofMatl 1460 non-null object \n", + " 21 Exterior1st 1460 non-null object \n", + " 22 Exterior2nd 1460 non-null object \n", + " 23 MasVnrType 1452 non-null object \n", + " 24 MasVnrArea 1452 non-null float64\n", + " 25 ExterQual 1460 non-null object \n", + " 26 ExterCond 1460 non-null object \n", + " 27 Foundation 1460 non-null object \n", + " 28 BsmtQual 1423 non-null object \n", + " 29 BsmtCond 1423 non-null object \n", + " 30 BsmtExposure 1422 non-null object \n", + " 31 BsmtFinType1 1423 non-null object \n", + " 32 BsmtFinSF1 1460 non-null int64 \n", + " 33 BsmtFinType2 1422 non-null object \n", + " 34 BsmtFinSF2 1460 non-null int64 \n", + " 35 BsmtUnfSF 1460 non-null int64 \n", + " 36 TotalBsmtSF 1460 non-null int64 \n", + " 37 Heating 1460 non-null object \n", + " 38 HeatingQC 1460 non-null object \n", + " 39 CentralAir 1460 non-null object \n", + " 40 Electrical 1459 non-null object \n", + " 41 1stFlrSF 1460 non-null int64 \n", + " 42 2ndFlrSF 1460 non-null int64 \n", + " 43 LowQualFinSF 1460 non-null int64 \n", + " 44 GrLivArea 1460 non-null int64 \n", + " 45 BsmtFullBath 1460 non-null int64 \n", + " 46 BsmtHalfBath 1460 non-null int64 \n", + " 47 FullBath 1460 non-null int64 \n", + " 48 HalfBath 1460 non-null int64 \n", + " 49 BedroomAbvGr 1460 non-null int64 \n", + " 50 KitchenAbvGr 1460 non-null int64 \n", + " 51 KitchenQual 1460 non-null object \n", + " 52 TotRmsAbvGrd 1460 non-null int64 \n", + " 53 Functional 1460 non-null object \n", + " 54 Fireplaces 1460 non-null int64 \n", + " 55 FireplaceQu 770 non-null object \n", + " 56 GarageType 1379 non-null object \n", + " 57 GarageYrBlt 1379 non-null float64\n", + " 58 GarageFinish 1379 non-null object \n", + " 59 GarageCars 1460 non-null int64 \n", + " 60 GarageArea 1460 non-null int64 \n", + " 61 GarageQual 1379 non-null object \n", + " 62 GarageCond 1379 non-null object \n", + " 63 PavedDrive 1460 non-null object \n", + " 64 WoodDeckSF 1460 non-null int64 \n", + " 65 OpenPorchSF 1460 non-null int64 \n", + " 66 EnclosedPorch 1460 non-null int64 \n", + " 67 3SsnPorch 1460 non-null int64 \n", + " 68 ScreenPorch 1460 non-null int64 \n", + " 69 PoolArea 1460 non-null int64 \n", + " 70 MoSold 1460 non-null int64 \n", + " 71 YrSold 1460 non-null int64 \n", + " 72 SaleType 1460 non-null object \n", + " 73 SaleCondition 1460 non-null object \n", + " 74 SalePrice 1460 non-null int64 \n", + "dtypes: float64(3), int64(33), object(39)\n", + "memory usage: 855.6+ KB\n" + ] + } + ], + "source": [ + "data.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "69b26c8c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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MSSubClassLotFrontageLotAreaOverallQualOverallCondYearBuiltYearRemodAddMasVnrAreaBsmtFinSF1BsmtFinSF2...GarageAreaWoodDeckSFOpenPorchSFEnclosedPorch3SsnPorchScreenPorchPoolAreaMoSoldYrSoldSalePrice
count1460.0000001201.0000001460.0000001460.0000001460.0000001460.0000001460.0000001452.0000001460.0000001460.000000...1460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.0000001460.000000
mean56.89726070.04995810516.8280826.0993155.5753421971.2678081984.865753103.685262443.63972646.549315...472.98013794.24452146.66027421.9541103.40958915.0609592.7589046.3219182007.815753180921.195890
std42.30057124.2847529981.2649321.3829971.11279930.20290420.645407181.066207456.098091161.319273...213.804841125.33879466.25602861.11914929.31733155.75741540.1773072.7036261.32809579442.502883
min20.00000021.0000001300.0000001.0000001.0000001872.0000001950.0000000.0000000.0000000.000000...0.0000000.0000000.0000000.0000000.0000000.0000000.0000001.0000002006.00000034900.000000
25%20.00000059.0000007553.5000005.0000005.0000001954.0000001967.0000000.0000000.0000000.000000...334.5000000.0000000.0000000.0000000.0000000.0000000.0000005.0000002007.000000129975.000000
50%50.00000069.0000009478.5000006.0000005.0000001973.0000001994.0000000.000000383.5000000.000000...480.0000000.00000025.0000000.0000000.0000000.0000000.0000006.0000002008.000000163000.000000
75%70.00000080.00000011601.5000007.0000006.0000002000.0000002004.000000166.000000712.2500000.000000...576.000000168.00000068.0000000.0000000.0000000.0000000.0000008.0000002009.000000214000.000000
max190.000000313.000000215245.00000010.0000009.0000002010.0000002010.0000001600.0000005644.0000001474.000000...1418.000000857.000000547.000000552.000000508.000000480.000000738.00000012.0000002010.000000755000.000000
\n", + "

8 rows × 36 columns

\n", + "
" + ], + "text/plain": [ + " MSSubClass LotFrontage LotArea OverallQual OverallCond \\\n", + "count 1460.000000 1201.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 56.897260 70.049958 10516.828082 6.099315 5.575342 \n", + "std 42.300571 24.284752 9981.264932 1.382997 1.112799 \n", + "min 20.000000 21.000000 1300.000000 1.000000 1.000000 \n", + "25% 20.000000 59.000000 7553.500000 5.000000 5.000000 \n", + "50% 50.000000 69.000000 9478.500000 6.000000 5.000000 \n", + "75% 70.000000 80.000000 11601.500000 7.000000 6.000000 \n", + "max 190.000000 313.000000 215245.000000 10.000000 9.000000 \n", + "\n", + " YearBuilt YearRemodAdd MasVnrArea BsmtFinSF1 BsmtFinSF2 ... \\\n", + "count 1460.000000 1460.000000 1452.000000 1460.000000 1460.000000 ... \n", + "mean 1971.267808 1984.865753 103.685262 443.639726 46.549315 ... \n", + "std 30.202904 20.645407 181.066207 456.098091 161.319273 ... \n", + "min 1872.000000 1950.000000 0.000000 0.000000 0.000000 ... \n", + "25% 1954.000000 1967.000000 0.000000 0.000000 0.000000 ... \n", + "50% 1973.000000 1994.000000 0.000000 383.500000 0.000000 ... \n", + "75% 2000.000000 2004.000000 166.000000 712.250000 0.000000 ... \n", + "max 2010.000000 2010.000000 1600.000000 5644.000000 1474.000000 ... \n", + "\n", + " GarageArea WoodDeckSF OpenPorchSF EnclosedPorch 3SsnPorch \\\n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 472.980137 94.244521 46.660274 21.954110 3.409589 \n", + "std 213.804841 125.338794 66.256028 61.119149 29.317331 \n", + "min 0.000000 0.000000 0.000000 0.000000 0.000000 \n", + "25% 334.500000 0.000000 0.000000 0.000000 0.000000 \n", + "50% 480.000000 0.000000 25.000000 0.000000 0.000000 \n", + "75% 576.000000 168.000000 68.000000 0.000000 0.000000 \n", + "max 1418.000000 857.000000 547.000000 552.000000 508.000000 \n", + "\n", + " ScreenPorch PoolArea MoSold YrSold SalePrice \n", + "count 1460.000000 1460.000000 1460.000000 1460.000000 1460.000000 \n", + "mean 15.060959 2.758904 6.321918 2007.815753 180921.195890 \n", + "std 55.757415 40.177307 2.703626 1.328095 79442.502883 \n", + "min 0.000000 0.000000 1.000000 2006.000000 34900.000000 \n", + "25% 0.000000 0.000000 5.000000 2007.000000 129975.000000 \n", + "50% 0.000000 0.000000 6.000000 2008.000000 163000.000000 \n", + "75% 0.000000 0.000000 8.000000 2009.000000 214000.000000 \n", + "max 480.000000 738.000000 12.000000 2010.000000 755000.000000 \n", + "\n", + "[8 rows x 36 columns]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "d9eb96ae", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "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", + "GarageYrBlt 0.486362\n", + "MasVnrArea 0.477493\n", + "Fireplaces 0.466929\n", + "BsmtFinSF1 0.386420\n", + "LotFrontage 0.351799\n", + "WoodDeckSF 0.324413\n", + "2ndFlrSF 0.319334\n", + "OpenPorchSF 0.315856\n", + "HalfBath 0.284108\n", + "LotArea 0.263843\n", + "BsmtFullBath 0.227122\n", + "BsmtUnfSF 0.214479\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", + "LowQualFinSF -0.025606\n", + "YrSold -0.028923\n", + "OverallCond -0.077856\n", + "MSSubClass -0.084284\n", + "EnclosedPorch -0.128578\n", + "KitchenAbvGr -0.135907\n", + "Name: SalePrice, dtype: float64\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\tglhi\\AppData\\Local\\Temp\\ipykernel_9824\\955284867.py:1: FutureWarning: The default value of numeric_only in DataFrame.corr is deprecated. In a future version, it will default to False. Select only valid columns or specify the value of numeric_only to silence this warning.\n", + " corr_matrix = data.corr()[\"SalePrice\"].sort_values(ascending = False)\n" + ] + } + ], + "source": [ + "# Correlation matrix to see variables most correlated with SalePrice. We'll test all variables\n", + "# with a correlation to SalePrice higher than 0.4\n", + "\n", + "corr_matrix = data.corr()[\"SalePrice\"].sort_values(ascending = False)\n", + "\n", + "print(corr_matrix)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "6d930797", + "metadata": {}, + "outputs": [], + "source": [ + "# We'll run hypothesis tests on all variables with a correlation to Sale Price higher than 0.4, to verify if they have\n", + "# an effect on a houses's Sale Price. To be thorough and also to practice what we've seen in class, we'll run 1 sample ttests,\n", + "# ztests on values in the 75th percentile and in the 25th percentile. We'll also plot scatter plots for all of them to\n", + "# get a visual idea of the correlation of each variable with SalePrice.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "cb870b92", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea', 'TotalBsmtSF', '1stFlrSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt', 'YearRemodAdd', 'GarageYrBlt', 'MasVnrArea', 'Fireplaces']\n" + ] + } + ], + "source": [ + "correlated_vars = [correlated_index for correlated_index in corr_matrix.index if 1 > corr_matrix[correlated_index] >= 0.4]\n", + "print(correlated_vars)\n", + " " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "253f5235", + "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": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"OverallQual\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b017a4f7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 6.099315\n", + "std 1.382997\n", + "min 1.000000\n", + "25% 5.000000\n", + "50% 6.000000\n", + "75% 7.000000\n", + "max 10.000000\n", + "Name: OverallQual, dtype: float64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"OverallQual\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "8220db96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "548\n", + "2.1905233855273123e-60\n" + ] + } + ], + "source": [ + "high_qual = data[data[\"OverallQual\"] >= 7]\n", + "print(len(high_qual))\n", + "t, p = stats.ttest_1samp(high_qual[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "dedfefd6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "538\n", + "4.1543933606532914e-169\n" + ] + } + ], + "source": [ + "low_qual = data[data[\"OverallQual\"] <= 5]\n", + "print(len(low_qual))\n", + "t, p = stats.ttest_1samp(low_qual[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "1fd48fb9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "180921.19589041095\n" + ] + } + ], + "source": [ + "mu = data[\"SalePrice\"].mean()\n", + "print(mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "9858e931", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(18.637038593137255, 1.6090557682364703e-77)" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_qual[\"SalePrice\"], value = mu) " + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "026bdf53", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-41.36843987290575, 0.0)" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_qual[\"SalePrice\"], value = mu) " + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "id": "5ae6e923", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"OverallQual\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "e35a56f5", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable OverallQual sí parece afectar al comportamiento del precio de venta y la tendremos en cuenta para el modelo.\n", + "# Tanto en el Ztest como en el Ttest para el percentil más alto y más vajo de OverallQual p siempre es menor a 0.05 \n", + "# por lo que podemos rechazar la hipotesis nula de que esta variable no afecta al precio de venta. \n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c504e09c", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1515.463698630137\n", + "5642\n", + "1464.0\n" + ] + } + ], + "source": [ + "gr_liv_area_mean = data[\"GrLivArea\"].mean()\n", + "gr_liv_area_max = data[\"GrLivArea\"].max()\n", + "gr_liv_area_median = data[\"GrLivArea\"].median()\n", + "print(gr_liv_area_mean)\n", + "print(gr_liv_area_max)\n", + "print(gr_liv_area_median)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "6d014f6b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1515.463699\n", + "std 525.480383\n", + "min 334.000000\n", + "25% 1129.500000\n", + "50% 1464.000000\n", + "75% 1776.750000\n", + "max 5642.000000\n", + "Name: GrLivArea, dtype: float64" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GrLivArea\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "3a96a81b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "6.910424756339901e-40\n" + ] + } + ], + "source": [ + "high_gr_liv_area = data[data[\"GrLivArea\"] >= 1776.75]\n", + "print(len(high_gr_liv_area))\n", + "t, p = stats.ttest_1samp(high_gr_liv_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "a962c2a9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "8.516461106243393e-148\n" + ] + } + ], + "source": [ + "low_gr_liv_area = data[data[\"GrLivArea\"] <= 1129.5]\n", + "print(len(low_gr_liv_area))\n", + "t, p = stats.ttest_1samp(low_gr_liv_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f3adbdd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14.987168845600946, 8.906981444538105e-51)" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_gr_liv_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f5eefd35", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-44.00462910431102, 0.0)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_gr_liv_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 163, + "id": "201175e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 163, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GrLivArea\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "827ba9e0", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable GrLivArea sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de GrLivArea\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "f3868123", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 824\n", + "1 369\n", + "3 181\n", + "0 81\n", + "4 5\n", + "Name: GarageCars, dtype: int64" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageCars\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "9edd00be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1.767123\n", + "std 0.747315\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 2.000000\n", + "75% 2.000000\n", + "max 4.000000\n", + "Name: GarageCars, dtype: float64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageCars\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "d8030164", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1010\n", + "1.348591369581224e-22\n" + ] + } + ], + "source": [ + "high_garage_cars = data[data[\"GarageCars\"] >= 2]\n", + "print(len(high_garage_cars))\n", + "t, p = stats.ttest_1samp(high_garage_cars[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "0f74c1e6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "450\n", + "5.0064421264867413e-141\n" + ] + } + ], + "source": [ + "low_garage_cars = data[data[\"GarageCars\"] <= 1]\n", + "print(len(low_garage_cars))\n", + "t, p = stats.ttest_1samp(low_garage_cars[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "397b3b41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10.020876976723995, 1.234030501915899e-23)" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_garage_cars[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "5ccf5582", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-37.65453166510719, 2.75812929748533e-310)" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_garage_cars[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "id": "aa120dd5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 164, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GarageCars\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "3f9e931d", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable GarageCars sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de GarageCars\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "4888b9b9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 37\n", + "864 35\n", + "672 17\n", + "912 15\n", + "1040 14\n", + " ..\n", + "1838 1\n", + "1581 1\n", + "707 1\n", + "611 1\n", + "1542 1\n", + "Name: TotalBsmtSF, Length: 721, dtype: int64" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotalBsmtSF\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "17779e2e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1057.429452\n", + "std 438.705324\n", + "min 0.000000\n", + "25% 795.750000\n", + "50% 991.500000\n", + "75% 1298.250000\n", + "max 6110.000000\n", + "Name: TotalBsmtSF, dtype: float64" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotalBsmtSF\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "f38b14b8", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "3.3583349844378974e-39\n" + ] + } + ], + "source": [ + "high_bsmt_sf = data[data[\"TotalBsmtSF\"] >= 1298.25]\n", + "print(len(high_bsmt_sf))\n", + "t, p = stats.ttest_1samp(high_bsmt_sf[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "36529daa", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "1.84305940916193e-62\n" + ] + } + ], + "source": [ + "low_bsmt_sf = data[data[\"TotalBsmtSF\"] <= 795.75]\n", + "print(len(low_bsmt_sf))\n", + "t, p = stats.ttest_1samp(low_bsmt_sf[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "9b40d7e5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14.817104686367502, 1.1357534017393782e-49)" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_bsmt_sf[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "ff5a51df", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-20.456481009648925, 5.260043698017635e-93)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_bsmt_sf[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "id": "a9805de0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 165, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"TotalBsmtSF\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "659d8a1c", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable TotalBsmtSF sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de TotalBsmtSF\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "0415a41c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 81\n", + "440 49\n", + "576 47\n", + "240 38\n", + "484 34\n", + " ..\n", + "320 1\n", + "594 1\n", + "831 1\n", + "878 1\n", + "192 1\n", + "Name: GarageArea, Length: 441, dtype: int64" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageArea\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "a342b12f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 472.980137\n", + "std 213.804841\n", + "min 0.000000\n", + "25% 334.500000\n", + "50% 480.000000\n", + "75% 576.000000\n", + "max 1418.000000\n", + "Name: GarageArea, dtype: float64" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageArea\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "d25e8479", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "399\n", + "1.1882668973108195e-32\n" + ] + } + ], + "source": [ + "high_garage_area = data[data[\"GarageArea\"] >= 576]\n", + "print(len(high_garage_area))\n", + "t, p = stats.ttest_1samp(high_garage_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "4c84b145", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "2.1098640487184587e-113\n" + ] + } + ], + "source": [ + "low_garage_area = data[data[\"GarageArea\"] <= 334.5]\n", + "print(len(low_garage_area))\n", + "t, p = stats.ttest_1samp(low_garage_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "7964a236", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13.050347447753012, 6.32582501335138e-39)" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_garage_area[\"SalePrice\"], value= mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "04e44420", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-33.54408963643127, 1.0979220118906396e-246)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_garage_area[\"SalePrice\"], value= mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 166, + "id": "75786506", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 166, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GarageArea\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "3951798c", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable TotalBsmtSF sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de TotalBsmtSF\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "1345ecac", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "864 25\n", + "1040 16\n", + "912 14\n", + "894 12\n", + "848 12\n", + " ..\n", + "1509 1\n", + "2515 1\n", + "605 1\n", + "3138 1\n", + "1256 1\n", + "Name: 1stFlrSF, Length: 753, dtype: int64" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"1stFlrSF\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "a398d233", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1162.626712\n", + "std 386.587738\n", + "min 334.000000\n", + "25% 882.000000\n", + "50% 1087.000000\n", + "75% 1391.250000\n", + "max 4692.000000\n", + "Name: 1stFlrSF, dtype: float64" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"1stFlrSF\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "ff3d7c43", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "365\n", + "3.285468213528032e-35\n" + ] + } + ], + "source": [ + "high_1st_floor = data[data[\"1stFlrSF\"] >= 1391.25]\n", + "print(len(high_1st_floor))\n", + "t,p = stats.ttest_1samp(high_1st_floor[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "0dc9fd10", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "368\n", + "1.5584147662576598e-61\n" + ] + } + ], + "source": [ + "low_1st_floor = data[data[\"1stFlrSF\"] <= 882]\n", + "print(len(low_1st_floor))\n", + "t,p = stats.ttest_1samp(low_1st_floor[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "33eeff37", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13.818510788385561, 1.971053760775726e-43)" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_1st_floor[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "0845a3a7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-20.197630727432692, 1.0270819649461722e-90)" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_1st_floor[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 167, + "id": "b4362972", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 167, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"1stFlrSF\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "3bea90b2", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable 1stFlrSF sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de 1stFlrSF\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "id": "917b1d1f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2 768\n", + "1 650\n", + "3 33\n", + "0 9\n", + "Name: FullBath, dtype: int64" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"FullBath\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "af6e9067", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1.565068\n", + "std 0.550916\n", + "min 0.000000\n", + "25% 1.000000\n", + "50% 2.000000\n", + "75% 2.000000\n", + "max 3.000000\n", + "Name: FullBath, dtype: float64" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"FullBath\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "id": "79ad0eb1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "801\n", + "1.2505028435924436e-34\n" + ] + } + ], + "source": [ + "high_full_bath = data[data[\"FullBath\"] >= 2]\n", + "print(len(high_full_bath))\n", + "t, p = stats.ttest_1samp(high_full_bath[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "id": "ab524a08", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "659\n", + "3.230368941888054e-110\n" + ] + } + ], + "source": [ + "low_full_bath = data[data[\"FullBath\"] <= 1]\n", + "print(len(low_full_bath))\n", + "t, p = stats.ttest_1samp(low_full_bath[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "id": "019b4571", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(12.879417615024192, 5.877740474971378e-38)" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_full_bath[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "7f1b2df2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-27.28294497462012, 6.759979911379646e-164)" + ] + }, + "execution_count": 66, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_full_bath[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 168, + "id": "9e6cec22", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 168, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"FullBath\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "1eaf90ca", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable FullBath sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de FullBath\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "fad98e7b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "6 402\n", + "7 329\n", + "5 275\n", + "8 187\n", + "4 97\n", + "9 75\n", + "10 47\n", + "11 18\n", + "3 17\n", + "12 11\n", + "2 1\n", + "14 1\n", + "Name: TotRmsAbvGrd, dtype: int64" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotRmsAbvGrd\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "813dc667", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 6.517808\n", + "std 1.625393\n", + "min 2.000000\n", + "25% 5.000000\n", + "50% 6.000000\n", + "75% 7.000000\n", + "max 14.000000\n", + "Name: TotRmsAbvGrd, dtype: float64" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"TotRmsAbvGrd\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "6496ff89", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "668\n", + "3.8222169301503934e-26\n" + ] + } + ], + "source": [ + "high_rms_abv_grd = data[data[\"TotRmsAbvGrd\"] >= 7]\n", + "print(len(high_rms_abv_grd))\n", + "t, p = stats.ttest_1samp(high_rms_abv_grd[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "758c316e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "390\n", + "4.982264020953297e-56\n" + ] + } + ], + "source": [ + "low_rms_abv_grd = data[data[\"TotRmsAbvGrd\"] <= 5]\n", + "print(len(low_rms_abv_grd))\n", + "t, p = stats.ttest_1samp(low_rms_abv_grd[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "304c0895", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(11.040483135113618, 2.4371915673216756e-28)" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_rms_abv_grd[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "id": "fc28e3d7", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(-18.676617158953505, 7.6730389476673805e-78)" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(low_rms_abv_grd[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 169, + "id": "7466a010", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 169, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"TotRmsAbvGrd\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "id": "cf1dfeb6", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable TotTmsAbvGrd sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de TotTmsAbvGrd\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "id": "8af3feba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0 861\n", + "180.0 8\n", + "72.0 8\n", + "108.0 8\n", + "120.0 7\n", + " ... \n", + "562.0 1\n", + "89.0 1\n", + "921.0 1\n", + "762.0 1\n", + "119.0 1\n", + "Name: MasVnrArea, Length: 327, dtype: int64" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MasVnrArea\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "id": "6c4a30ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1452.000000\n", + "mean 103.685262\n", + "std 181.066207\n", + "min 0.000000\n", + "25% 0.000000\n", + "50% 0.000000\n", + "75% 166.000000\n", + "max 1600.000000\n", + "Name: MasVnrArea, dtype: float64" + ] + }, + "execution_count": 76, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MasVnrArea\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "id": "0247d649", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.0" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"MasVnrArea\"].median()" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "id": "127dcc51", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "364\n", + "3.5194649803200493e-22\n" + ] + } + ], + "source": [ + "high_mas_vn_area = data[data[\"MasVnrArea\"] >= 166]\n", + "print(len(high_mas_vn_area))\n", + "t, p = stats.ttest_1samp(high_mas_vn_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "a8859975", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "861\n", + "3.0183096717962444e-29\n" + ] + } + ], + "source": [ + "no_mas_vn_area = data[data[\"MasVnrArea\"] == 0]\n", + "print(len(no_mas_vn_area))\n", + "t, p = stats.ttest_1samp(no_mas_vn_area[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "c1094ad0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10.352621599894976, 4.0718077008782944e-25)" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_mas_vn_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "id": "a805c2e8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-11.65437608136591, 2.179710915229915e-31)" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(no_mas_vn_area[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 170, + "id": "643dbea6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 170, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"MasVnrArea\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "id": "21444a67", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable MasVnrArea sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de MasVnrArea\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "id": "65e17f5e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 690\n", + "1 650\n", + "2 115\n", + "3 5\n", + "Name: Fireplaces, dtype: int64" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"Fireplaces\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "881ae438", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 0.613014\n", + "std 0.644666\n", + "min 0.000000\n", + "25% 0.000000\n", + "50% 1.000000\n", + "75% 1.000000\n", + "max 3.000000\n", + "Name: Fireplaces, dtype: float64" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"Fireplaces\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "id": "51bf8569", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "770\n", + "1.1886529868724695e-27\n" + ] + } + ], + "source": [ + "high_fireplaces = data[data[\"Fireplaces\"] >= 1]\n", + "print(len(high_fireplaces))\n", + "t, p = stats.ttest_1samp(high_fireplaces[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "a31fdd94", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "690\n", + "1.00415121048335e-89\n" + ] + } + ], + "source": [ + "no_fireplaces = data[data[\"Fireplaces\"] == 0]\n", + "print(len(no_fireplaces))\n", + "t, p = stats.ttest_1samp(no_fireplaces[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "id": "d2b4cbf4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(11.335658655084845, 8.73722907472119e-30)" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(high_fireplaces[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "296cb402", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-23.42738646698071, 2.248058764116957e-121)" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(no_fireplaces[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 171, + "id": "352f4d65", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 171, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"Fireplaces\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "a3059152", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable Fireplaces sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de Fireplaces\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 90, + "id": "57a6c5f3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2006 67\n", + "2005 64\n", + "2004 54\n", + "2007 49\n", + "2003 45\n", + " ..\n", + "1875 1\n", + "1911 1\n", + "1917 1\n", + "1872 1\n", + "1905 1\n", + "Name: YearBuilt, Length: 112, dtype: int64" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearBuilt\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "id": "b6291342", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1971.267808\n", + "std 30.202904\n", + "min 1872.000000\n", + "25% 1954.000000\n", + "50% 1973.000000\n", + "75% 2000.000000\n", + "max 2010.000000\n", + "Name: YearBuilt, dtype: float64" + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearBuilt\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "id": "e453c8d9", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "388\n", + "7.332195265950093e-39\n" + ] + } + ], + "source": [ + "recent_year = data[data[\"YearBuilt\"] >= 2000]\n", + "print(len(recent_year))\n", + "t, p = stats.ttest_1samp(recent_year[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "id": "77c118bf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "385\n", + "1.1252585209442499e-53\n" + ] + } + ], + "source": [ + "ancient_year = data[data[\"YearBuilt\"] <= 1954]\n", + "print(len(ancient_year))\n", + "t, p = stats.ttest_1samp(ancient_year[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "5e1bbf43", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(14.62257412918771, 2.0163040235932324e-48)" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(recent_year[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "id": "e20d5724", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-18.16732852502093, 9.364824564518587e-74)" + ] + }, + "execution_count": 95, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(ancient_year[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 172, + "id": "ad7d5d45", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 172, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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HHySXyzW+ent7F3pIQgghhJhHMwqEli1bxpVXXjnhZ1dccQXHjh0DoKenB4CBgYEJxwwMDDQu6+npYXBwcMLlvu8zOjo64ZiprmP8bZzumPGXn20sk8ViMTKZzIQvIYQQQly4ZhQI3Xrrrezbt2/Cz15//XXWrFkDwCWXXEJPTw87duxoXJ7P5/n5z3/Oli1bANiyZQvZbJZdu3Y1jvnRj35EGIbccsstjWN+/OMf43le45innnqKyy+/vLFDbcuWLRNup35M/XamMxYhhBBCzJ8wVPSOltnbn6d3tLxgbTTOaCZZ2M8995wyTVN9+tOfVvv371d/8zd/o5LJpPrrv/7rxjGf+cxnVEtLi/rHf/xH9ctf/lL95m/+prrkkktUpVJpHPPrv/7r6rrrrlM///nP1U9+8hN16aWXqve9732Ny7PZrOru7lbvf//71e7du9W3vvUtlUwm1Ve/+tXGMc8++6wyTVP9P//P/6Nee+019clPflJZlqVeeeWVGY3lTGTXmBBCCDE743eJ3VPbJfalHfOzS2yymbx/zygQUkqp7373u2rTpk0qFoupjRs3qr/8y7+ccHkYhur/+r/+L9Xd3a1isZh6xzveofbt2zfhmJGREfW+971PpdNplclk1F133aUKhcKEY37xi1+oX/mVX1GxWEytWLFCfeYznzllLN/5znfUZZddpmzbVldddZV6/PHHZzyWM5FASAghhJi5/QN59Z//7pfq7v/3BfUn/7Rbfe6JvepP/mm3uvv/fUH957/75bwHQzN5/9aUUotwnmpxyOfzNDc3k8vlJF9ICCGEmIYwVHzl6YPsPpHj0q70hEarSin2DxbZvKKZu9+6ft52jc3k/Vt6jQkhhBBizsyk2/xiIIGQEEIIIebMyW7zUzdRTdgGjh8sWLf5ySQQEkIIIcScWezd5ieTQEgIIYQQc2axd5ufTAIhIYQQQsyZRd9tfhIJhIQQQggxpzZ0NXHXrWvZtLyZbNnjyHCJbNlj84pm7rp17YI3Wh1vcSzQCSGEEOKCsqGriXVvS3M8W6Hk+qRskxUtiUUzE1QngZAQQggh5kW92/xiJoGQEEIIIWYkDNWin+mZLgmEhBBCCDFtBwYLPLl7gINDRap+QNw0WN+ZZuum7lNyf5ZCwCSBkBBCCCGm5cBgga8/e4TRksuy5jhJO0HZ9dl9IseJXGVCIvRMAqaFJIGQEEIIIc4qDBVP7h5gtORO6CHWFLdIx0z2Dxb54Z4B1nWkOTRcnHbAtNBk+7wQQgghzmq6PcTeGCtPCJia4haGrtEUt7i0K81oyeWHewYIw8XR810CISGEEEKc1XR7iB0aLknTVSGEEEJcWKbbQwyQpqtCCCGEuLBMt4fYJR0paboqhBBCiAvLdHuIrWpNLqmmq4sjHBNCCCHEojO5DtC6jjR33bq2sS1+IF8lZhpsXtHM7Ved3Ba/dVM3J3IV9g9GuUIJ26DiBvTlqouu6aqmJodroiGfz9Pc3EwulyOTySz0cIQQQojz5kx1gNZ1nL2H2Pjfd/xoOWxDV3pCwDRfZvL+LTNCQgghhJhgJoUTT0eargohhBBiyZlJ4cSzBTVLoemqJEsLIYQQomG6hRMXSx2gcyWBkBBCCCEapls4cbHUATpXEggJIYQQomG6hRMXSx2gcyWBkBBCCCEapls4cbHUATpXEggJIYQQomG6hRMX2+6v2ZJASAghhBATbOhq4q5b17JpeTPZsseR4RLZssfmFc3T2jq/lFwYC3xCCCGEmFNLpQ7QuZJASAghhBBTWgp1gM6VLI0JIYQQ4qIlgZAQQgghLloSCAkhhBDioiWBkBBCCCEuWhIICSGEEOKiJbvGhBBCCDEvwlAt+u33M5oR+tSnPoWmaRO+Nm7c2Li8Wq1y77330t7eTjqd5o477mBgYGDCdRw7doxt27aRTCbp6uriox/9KL4/sZ/J008/zfXXX08sFmPDhg08+uijp4zl4YcfZu3atcTjcW655Raee+65CZdPZyxCCCGEmB8HBgt85emDfP6p1/nzHfv5/FOv85WnD3JgsLDQQ5tgxktjV111FX19fY2vn/zkJ43L7r//fr773e/y2GOP8cwzz3DixAne8573NC4PgoBt27bhui4//elP+cY3vsGjjz7KJz7xicYxhw8fZtu2bbz97W/n5Zdf5iMf+Qgf+tCHePLJJxvHfPvb32b79u188pOf5MUXX+Saa65h69atDA4OTnssQgghhJgfBwYLfP3ZI+w+kaMlabGuI01L0mL3iRxff/bIogqGNDW5o9oZfOpTn+If/uEfePnll0+5LJfL0dnZyTe/+U1+67d+C4C9e/dyxRVXsHPnTt70pjfxgx/8gHe9612cOHGC7u5uAB555BEeeOABhoaGsG2bBx54gMcff5zdu3c3rvt3f/d3yWazPPHEEwDccsst3HTTTXzpS18CIAxDVq1axX333ccf//EfT2ss05HP52lubiaXy5HJZKZ7moQQQoiLVhgqvvL0QXafyHFpVxpNO7kUppRi/2CRzSuaufut6+dtmWwm798znhHav38/y5cvZ926dfze7/0ex44dA2DXrl14nsdtt93WOHbjxo2sXr2anTt3ArBz5042b97cCIIAtm7dSj6fZ8+ePY1jxl9H/Zj6dbiuy65duyYco+s6t912W+OY6YxlKo7jkM/nJ3wJIYQQYvqOZyscHCqyrDk+IQgC0DSNZc1xDgwWOZ6tLNAIJ5pRIHTLLbfw6KOP8sQTT/CVr3yFw4cP85a3vIVCoUB/fz+2bdPS0jLhd7q7u+nv7wegv79/QhBUv7x+2ZmOyefzVCoVhoeHCYJgymPGX8fZxjKVhx56iObm5sbXqlWrpndihBBCCAFAyfWp+gFJe+r9WAnbwPEDSq4/5eXn24x2jb3zne9s/Pvqq6/mlltuYc2aNXznO98hkUjM+eDOtwcffJDt27c3vs/n8xIMCSGEEDOQsk3ipkHZ9WmKW6dcXnEDYqZB6jSB0vl2TnWEWlpauOyyyzhw4AA9PT24rks2m51wzMDAAD09PQD09PScsnOr/v3ZjslkMiQSCTo6OjAMY8pjxl/H2cYylVgsRiaTmfAlhBBCiOlb0ZJgfWeavlyVMAzJVzyGiw75ikcYhvTlqmzoSrOiZXFMoJxTIFQsFjl48CDLli3jhhtuwLIsduzY0bh83759HDt2jC1btgCwZcsWXnnllQm7u5566ikymQxXXnll45jx11E/pn4dtm1zww03TDgmDEN27NjROGY6YxFCCCHE3NN1ja2bujF0jSdfHeDH+4f42aERfrx/iCdfHcDQNW6/qnvR1BOa0bzU//F//B/8xm/8BmvWrOHEiRN88pOfxDAM3ve+99Hc3MwHP/hBtm/fTltbG5lMhvvuu48tW7Y0dmndfvvtXHnllbz//e/ns5/9LP39/Xz84x/n3nvvJRaLAXD33XfzpS99iY997GN84AMf4Ec/+hHf+c53ePzxxxvj2L59O3feeSc33ngjN998M1/4whcolUrcddddANMaixBCCCHmWW1fuoZCoTW+X0xmFAi98cYbvO9972NkZITOzk5+5Vd+hZ/97Gd0dnYC8PnPfx5d17njjjtwHIetW7fy5S9/ufH7hmHwve99j3vuuYctW7aQSqW48847+dM//dPGMZdccgmPP/44999/P1/84hdZuXIlX/va19i6dWvjmPe+970MDQ3xiU98gv7+fq699lqeeOKJCQnUZxuLEEIIIeZeGCqe3D1AECq2XtVN0QlwgxDb0EnHDA4MlfjhngHWdaQXxazQjOoIXWykjpAQQggxM72jZT7/1Ou0JK0pk6ULVY9s2eP+X7uMVW3JeRnDTN6/F0fKtrjoLIX+M0IIIWbu5Pb5qZOhE7bBQL66NLfPCzEXDgwWeHL3AAeHilT9gLhpsL4zzdZN3Wzoalro4QkhhDgHF9X2eSFmain1nxFCCDFz47fPT86+UUpdWNvnhZiJegLdaMnl0q40TXELQ9doiltc2pVmtOTywz0DhKGkrQkhxFJV3z7flrLZP1ikUPXww5BC1WP/YJG2lL2ots9LICTOm6XWf0YIIS4GYajoHS2ztz9P72h5Tj6Mbuhq4q5b17JpeTPZsseR4RLZssfmFc3cdevaRZUGsTgW6MRFYakl0AkhxIVurnI2p9oAs6GriXVvSy/6jTESCInzZqkl0AkhxIWsnrM5WnJZ1hwnaScouz67T+Q4katMe+bmbMHUfG2RnyuyNCbOm6WWQCeEEBequcrZvBA2wEggJM6bpZZAJ4QQF6q5yNm8UDbASCAkzqullEAnhBAXqpM5m1OnIiRsA8cPzpizeaFsgJFkDHHeLZUEOiGEuFDNRc7mhbIBRgIhsSB0XVv0CXRCCHGhquds7j6RIx0zJ8zo1HM2N69oPmPO5nSCKdvQyVc89vbnF+2HXgmEhBBCiItMPWfzRK7C/sFoeSthG1TcgL5cdVo5m2cLpvYPFkHB3/78GE4QLtp2SpIjJIQQQlyEzjVn80wbYF7qzdKfqwLQmrIX9W4yTU3exywa8vk8zc3N5HI5MpnMQg9HCCGEmHNTFUOcyfLV+DpCjh8thw0XXQCuXdVM0QlwgxDb0EnHDA4Mldi8opm737p+3pbJZvL+LUtjQgghxEXsXHM2J2+AyVc8/vbnx9A02HU0y2jZxQ9DTF2nLWnT0xxr7CZbDLmiEggJIYQQYs6U3YDhkstoycHxQtJxE8sw8YKQwUKVXNWlPRVbNLvJJBASQgghxKwdGCzwxO5+Xjmeo+z6oGBvfwHL1FnZkmgkUcdMAzulM5CvgoKkZSzwyCMSCAkhhBBiRup5Ra/15/nWc8foHa0QKgUoXD8kV/EwdZ32pEUyNnlrvYZCY7EkKEsgJIQQQohpqydHHxgs8FJvlsG8Q8zS6M7EaYrb5Csehu7gBSHHxiqsbdexTR0vCClWfdJxk/aUTcULFvquABIICSGEEGKaxnesT9kGxaqPoQNojJY8bMMgYRkkbZOKG+AF0XZ6XdcwdZ2uTJyeTAzQzli1+nxaHKMQQgghxDlvZZ9Pk5usHh0p11psGJi6TsULGC27LMvESFgGXqgI/ID1nWm6MvFTts+fqWr1+SSBkBBCCLEIjK/HU/WDRVeJ+ZQmq7X4TEND08A29doskKItFaPshbiEaJpGS9Ki4gYcGCpNq2r1+SSBkBBCCLHAxi85LWuOk7QTlF2f3SdynMhVplXpeb5NbrLamrCIWwZVPyClGxiahqtC/FBhaGBokLINFIojwyVipsHmFc3cftXiCOzqJBASQgghFtDkJaf6dvOmuEU6ZrJ/sMgP9wywriO9oLMo45uspmNR+NCesjk+VqHk+Oi6jucHnMhWcP2AQMHyTIy17SluWtvGFcsyi2qpr04CISGEEGIBnbLkNI6maSxrji+KSsz1Jqs/OzSCH4aMlT0qXkCoFBU3RIUBCqh4Iaah0d0U45rVrbwxVqHsDrGuM7XogiCQpqtCCCHEgjq55DT13ETCNnD8YMErMeu6xsZlTfTlqxwaLqFrkI6bmIYOChRg6pCKGaRiJjHLJBWzuLQrzWjJ5Yd7BgjDxVI96CQJhIQQQogFNH7JaSoVNyBmGgu+3TwMFXv7CixrjrOuPUUQKgZyVZRSdKRtYpZOc8Lmko406ztSKKU4OFQEmDCrtdhIICSEEEIsoPqSU18tqBhPKUVfrsqGrvSCbzevL+Fd2pXmpkva2LyimUzcYlVrks6mOJau4YUhrh/tFEvHTUZLLoWqv2hmtaYiOUJCCCHEAtJ1ja2bujmRq7B/MMoVStgGFTegL1dd0O3m4+sa9eeqVLyA5XbUPyxmGRi6hq7DcNHB8UNCpTiRq9BUtWhJmvhhiBuEaC6LYlZrKotvREIIIcRFZkNXE3fdurZRR2ggXz3jdvPzUXhxcl2jIFD0jpVJWDqr2lLYhk5Qm7EKFZi6hheApWuUXJ+K55NJWFi6Rl+uuqiKKI4ngZAQQgixCGzoamLd29JnDXDOR+HFqeoalRyPwyMlnj8yRtI2aE3aBIGi6oVk4gZBqKNpiiBUWIZOyQ2ImdGsVkdTbFEVURxPAiEhhBBikdB17Yxb5M9H4cXT1TXKJGxuXtvGM68P8dzhMa5Z1Yyma9imTr4aELcMujIWxaof1RXSNEIFazqS/M6NqxZVEcXxJBASQgghloDzVXjxTHWN2tMxblrbyt7+IsezVRwvoDlhEYYKw4iObUlYLG9J0J2JUfUC3n3dikUbBIEEQkIIIcSS8MZYmV8ez5K0DPJVDwAvUNiGTlPcnLPCi5NbaUy2rCVB1Qt4+8ZuntjdT1vKoicTp+gEuEHYGE/R8cmWPZpiVuN3F2NTWQmEhBBCiEXuwGCBv955jN1v5ND1qHozQNI2SNombUmbtR3JOdmiPr6uUVPcOuXyihsQt0xuvqSNwbzD7hM5NE0jkzh5bH3b//gE6cXaVPac6gh95jOfQdM0PvKRjzR+Vq1Wuffee2lvbyedTnPHHXcwMDAw4feOHTvGtm3bSCaTdHV18dGPfhTfn/jAPf3001x//fXEYjE2bNjAo48+esrtP/zww6xdu5Z4PM4tt9zCc889N+Hy6YxFCCGEWMzqeUGHR4roukbJCfD8EM8PqbgBoBgsVNl1dAzHD895i/p06xqtak2ydVM3bSmb/YNFClUPPwwpVD32DxYnbPuv34fdJ3K0JC3WdaRpSVrsPpHj688e4cBg4ZzGfC5mHQg9//zzfPWrX+Xqq6+e8PP777+f7373uzz22GM888wznDhxgve85z2Ny4MgYNu2bbiuy09/+lO+8Y1v8Oijj/KJT3yicczhw4fZtm0bb3/723n55Zf5yEc+woc+9CGefPLJxjHf/va32b59O5/85Cd58cUXueaaa9i6dSuDg4PTHosQQgixmI3PC9q8PIMGOH5I0o7aWPihougEtCYtshUP1w9Zlomf023W6xpNJ8Cpb/u/almG42MVfvlGluNjFTYtzzQSt8ffhw2dKZSCsbKLUrChM7Xg7Tc0NTncm4Ziscj111/Pl7/8Zf7rf/2vXHvttXzhC18gl8vR2dnJN7/5TX7rt34LgL1793LFFVewc+dO3vSmN/GDH/yAd73rXZw4cYLu7m4AHnnkER544AGGhoawbZsHHniAxx9/nN27dzdu83d/93fJZrM88cQTANxyyy3cdNNNfOlLXwIgDENWrVrFfffdxx//8R9Payxnk8/naW5uJpfLkclkZnqahBBCiHPSO1rm80+9TkvSQil4+vVB8hWfUClsU0cphesrmhMWcdtgVWuCT/7GVXPSnHX8UpbjR20+NnSlT6lrdGCwwBO7+3nleI6y65O0TTavaObXN/WwriPNC0dH+eozhzB1yFV8shUPPwgxdY1kzKQ1aWEaOv/n/3YFq9tT5zxumNn796zmz+699162bdvGbbfdxn/9r/+18fNdu3bheR633XZb42cbN25k9erVjeBj586dbN68uREEAWzdupV77rmHPXv2cN1117Fz584J11E/pr4E57ouu3bt4sEHH2xcrus6t912Gzt37pz2WCZzHAfHcRrf5/P52ZweIYQQYk6MT1weK7sYetSNPlt2qXhRJWc/DGlJWly5PEO+4s1ZG4vp1DUav51/RUuCpG1ScnyePzLKc4dH6crEOJGt8OqJPEGoMA2d7kycuKUzXPQ4nq2gaRpxS+d//uQI/3bL6vOeLzTjQOhb3/oWL774Is8///wpl/X392PbNi0tLRN+3t3dTX9/f+OY8UFQ/fL6ZWc6Jp/PU6lUGBsbIwiCKY/Zu3fvtMcy2UMPPcSf/MmfnOHeCyGEEOfP+MRl29AxdR3T0FjeksD1QypegBcorlvVgq5rON655wiNd6a6RlNt5x8tORwcLHEiV6E/VyVUioSlU3ICFGCbir5sBUPXUEDCNqj6IX6gODQcBVVzUQtpRvdxJgf39vbyH//jf+Rv/uZviMfPbQ1yMXrwwQfJ5XKNr97e3oUekhBCiIvY+MTldMygLWlTrEYzPrapE4SKnuY4TXHzvDdnnVxvaLTk8HJvloF8haLjEyhFGCr8EEJA06LgqehEBRfjZhTYaSoKuC5pX5h8oRkFQrt27WJwcJDrr78e0zQxTZNnnnmGP//zP8c0Tbq7u3Fdl2w2O+H3BgYG6OnpAaCnp+eUnVv17892TCaTIZFI0NHRgWEYUx4z/jrONpbJYrEYmUxmwpcQQogLVxgqekfL7O3P0ztaXrCE3dMZn7h8YKhET3OMmKUzkK8ykHeIWQY9mRgHhkrz0pz1TOfn5LKdiVKKg4MlKm5A0jaiYE0p9Frl6fqQFBAq8EOFG0QzWrapk7QNfMWEWkjny4zmz97xjnfwyiuvTPjZXXfdxcaNG3nggQdYtWoVlmWxY8cO7rjjDgD27dvHsWPH2LJlCwBbtmzh05/+NIODg3R1dQHw1FNPkclkuPLKKxvHfP/7359wO0899VTjOmzb5oYbbmDHjh28+93vBqJk6R07dvDhD38YgBtuuOGsYxFCCHHxWqx1bSab3JC1PRUj2uak0Z6yAe20zVnPxdnOz/hlO6VgtOxiGhonshUcP0QBOoqqF6DXKlQbuoYbKEJFlOSdtEjbJmhgGzoJ22AgX52zPKfpmFEg1NTUxKZNmyb8LJVK0d7e3vj5Bz/4QbZv305bWxuZTIb77ruPLVu2NJKTb7/9dq688kre//7389nPfpb+/n4+/vGPc++99xKLxQC4++67+dKXvsTHPvYxPvCBD/CjH/2I73znOzz++OON292+fTt33nknN954IzfffDNf+MIXKJVK3HXXXQA0NzefdSxCiKVjMVakFUvX+ejZNZcmJy4nLQMFVLxgXl4P0zk/6zrSrO9MR7WBEib5ikfR8aPAqHY9CnD9qPijpkHaMgmCkADobLJpT9mMlT26MvFGNeqYacxpntPZzPktff7zn0fXde644w4cx2Hr1q18+ctfblxuGAbf+973uOeee9iyZQupVIo777yTP/3TP20cc8kll/D4449z//3388UvfpGVK1fyta99ja1btzaOee9738vQ0BCf+MQn6O/v59prr+WJJ56YkEB9trEIIZaGpfLJXSwN56tn11w7W0PWuTLd83P3W6PX4Gv9eXYeHGWwUCUIYfziokb0vVKgKfCCAE3TMFQ0AzRW9kjYJus70wCnVKM+H2ZVR+hiIXWEhFh4p34yNSm7Pn25Km0pe9F9cheL3/jaPFO1kChUPbJlj/t/7bLzEngsNtM5P2Mll/fdsppsxeNbPz/GwcECx8aqKE4GP0z6N0DM1AANy9Boipksb01wWXcTCcuY09f0vNcREkKI82GpfnK/kF0IS5Rnayq6EHkqi8n486OUolD1JzRTrXgBr/bleeTpA7yRrTJWclFKMf5ZoGtRUvSpMy1RXtN7rl+B6yuGClXyFQ/HC+clz2k6JBASQixak7fnjqdp2px12xbTc6EsUU6nqej5zlNZTOrn50S2TF/OYazsRpWgDZ24pZMtR608EpaJ64f4oaLs+oSArdd2hY2LgHSi/CClYG1bgq7mqPDiR96xjr5awLmQQfU5NV0VQoj5NH577lQStjEn3bbF2S3mppkzNd2mouczT2UxWdGSoCVh8fyRMQYLVeKWQWvKJm7qHBstM5Cv0pG20XUYK7kEoSITM9G1WgA0KZZRta96S42kbbDr6Cgv9o6xoiXBxp4Mq9qSCzazeHGGu0KIJUE+uS8OF9oSZb02z4lchf2D0YxjwjaouEEjT2Wu6/EsOfW7ruphjIYbhDhegAYMFqOZoqLrY2oaSumYta3xkzOPVe0/tqVxZKTMoaEilmHw1WcO8fzqsQWfUZQZISHEoiWf3BeHmSxRLhX12jybljeTLXscGS6RLXtsXtF80SfgH89WyJY9blrbSncmQdULo95mboBp6FimTqnqY+o6ll5r/BoogtprdKrwUQFlL6TiBni1ooyti2RGUT5GCSEWLfnkvjhcqMnF02kqejGqP97rOtKsbE02kqWrns8z+4ZxwxCjVjE6bhlU/WjWMAyjJGlLByc4eX2mdrKidKBCgkDDNxXpmMnylsSCzyhKICSEWNQmV9UdyFeJmcaC7TC5GF3IS5TnqzbPUjL58c4kosc8V9ZAAxUqDFMnbuqkYwahUngqwAVQYOo6bhAVUdQ1MI1oySzaOK+BptVmkcJFselh6T1rhRAXhcnbtP/oVxfHDpOLUX2JcveJHOmYOWF5rL5Eeb6L4In5M/7xTtkGRSfADUKK1aiiteNFneQ1TaMlaVN0fLzw5O/7tSUyU9ewDQ1fRXlDmgZWbWktDFWj4vRCzyhKICSEWHTOtE17Y48UNz3fZIny4lJ/vF/rz/PknoFa7o/CCxRjZZdMwqIzHaPqh1RcnyCMZn00IFQKU9fwNIVSKmrIikY2dLFNnUzcoOKFWEa0tAYLP6MogZAQYlFZaj2gLhayRHmRapSG1jB1sE2DIFRctSKDpeu81JsFNDrTFidyVapeSNzS0fBw/JC8ExAzNWxDR9c0qr7C0HUyCZOYaSyKGUUJhIQQi8aFtk37QiPJxReH+uswCBVbr+xuLI1ZusZY2eXnh0f56cFRrl/VEjV9jRlkKz7t6RiXdKQYyjvsHyrihx5BGGLqFqmYQcX1AUXMNOhqigOK/YPFBZ9RlEBICLFoSCXpxU+SixeH+Wx1Mv51qOs6mYTOaMllb3+BwYJDECqG81WeOzxCxQtpT9t0ZeKs70zRloqxtj1FT3OcXx7Pkat4XL+qhbZ0jLGyy6GhEn6giJk6uYq/KGYUJRASQiwaF+o2bSHm0ply6NZ1nPuM3eTX4WjJ5WeHRhgpOrVO8ooAhRuGaDpc0pHisu6mxocXTdNY3Z5C02BvfxFN1yhUPVK2ybuvXcHVq5rpbIotmhlFCYSEEIvGhbxNW4i5cKYcutf683Q1xciWvXPqBTf+dZiOmfzyjSwD+SqGrhEzdUIVVZqOmwbZisdrfYUJS9kQBUsVL2Tb5h5+45rllL1g0QQ+k8lfEyHEoiHbtC9uF0Jn+/l0phw61w955vUhEpbBrRs6WB6b/SaD8a/DrrTN8WwFTdNIWDqg4fgh6ZhJc8Ki7AWMlV1+8UaWDV1Np+wm3Lqph9XtqXk8K+dOAiEhxKIh27QvXhdKZ/v5dLocOqUUB4dK6JpG/ceGrs16k8H41+GevjwVN0qIDhS4ftRrzAtCjmer+EGA44cMF10CVUDXNJK2wdUrWpbMYye9xoQQi4r0gLr4XEid7edSGCp6R8vs7c/TO1qm4Hi13J2JcxiFqs9Y2aUlaRHWKjaPl44Z7Do6xgtHRwnDSR1RT6P+OlzbniZUiqoX4AdRaw0/jL6vb6fXNY1s2eXocImy46NCRbaWGN07Wp72bS4UmRESQiw6sk374iElE6Y21QxZR9rG9cNTcujcIMQPQmxTw9B1bCOa4xgtuRwYLDJScshXPL76zMEZdXvf0NXEh9++nl/0jpGteBi6Rq7i4QcK09AIVdRoNVRRKw2lFAUnSrR+5XiOJ/f0c1lPE9etal3Us0MSCAkhFiXZpj03FnvezcVSMmEmj8PpEqKPjVYYKjg4Xsh1q1sa58s2dExdI1/2WN6apCluMlpyebk3S9n10TWImzox0+C5IyPs6cvxvptXc+v6jrM+F1a3p9i0spkfvjpAEIQoBZahoYg2L4RE160UFByfgUK9grSJUorRksPPD0e3+W9uXs2bp3Gb55sEQkIIcYFaCnk3F0PJhJk8DmeaIbus26Tk+uQrHq8PFFjekiBhG4AiBAIF6zqStdsskqu4BEFIrupj6Bo/PzxCEEY7vvYPFPjfr17OO69edtbnQmvCpiluUXZ8yq4PIaBFeUgqjGaESm5Yu25F3NRx/JCKgsJwmbakRckNODpc4p2bl/Hrm3oWzfMPJBASQogL0lJpVXKhl0yY6eNwthmyS7vSHBsts7otxXDRabQ6ecuGDgYKDiOlqLVFX65CvuLhBQqrtoxVrAYECjQUrh/wdy8fZ99gkY/cdulpnwvHsxWyFY83r2vj8EiJ/f1F0MDSdSxDI1v2CJTC0KAagqHrWIZOqEJy1QClFN1NMbozJiUn4Pkjo/Tlqovm+QcSCAkhxAVnKeXdXMglE2bzOExnhixm6rz7uuU0xa0JS22Hhos8uXuAXUdHGS46KKVoTdpUvIByNUDXNCwd/EDhhwrPV/yiN8vf/vwY/+e2K6d8LtTHs64jzYqWBJrSGCo6tCWjLfvZiodWn5EKFXFLR9eg4oagFCiFrmnEzGj354qWBKMld9E8/0B2jQkhxAVnJnk3C62+VbstZbN/sEih6uGHIYWqtyj6UJ2L2TwO42fIplKfIWuKW6xqS7KxJ8OKlgTHsxX8UPEb1yzj3devIB0zWd6SoD1lU3YDIApUvCAkCMELFFXPJwgVOw+N0jtWnvL2xo9H13WuWpGhpbbUFQKaRnR9foCug10ruOjVlslMQ8fQNbwgxNCjPKXF9PwDmRESi8RiT+gUYilZank3F2pn+9k8DmeaIQvDkINDRdZ1pFFKEYaqMQs0Pv+oKW4QtwzCECpegFdLcoaombymRf93/JBQwXCxyuHhEmumKHw4fjwp28DUdda0J3ljtEx/rkoQKjTA1DUs08DzFb4W4vohhgaWoWNoUKz6dGXiNMVNAqUW1fNPAiGx4JZCQqcQS8lSzLu5EEsmzOZxGF/M8PWBIk1xE0PXGCu5HBou4deCmi/8835aklajCer4/KODQ0U8P0QzdSrVgHpZIUOPVqs0TcPQIVkrVuoFWq1txqnq43mtP8+Tr0Yd6UuOT7bi4XohaNHW+YoXgqbwgyi4inqSgeuH9I5VaE/HWN+ZQtM0Ko6/qJ5/i2MU4qK1VBI6hVhKlmrezYVWMuF0j4NSinzF48BQkSuXZ1iWiU/4vQ1dTfyrjV08+uwR9pzIUXF9Kl5I3DK4fnULl/dkKDk+P9k/TMULeOtlnY1AqylucfWKZvqyVZwgpCVp0Zd3otsl2ukFYBtGtOuLKJBJ2cbZ75CCkuMxUvQIlULXo98NlYYbKDRNYepASCMY0rSJAdZifP5JjpBYMJMTCZviVqMs/KVd6UZC3WKvSirEYnMh590sJVM9DkOFKs8eGOaHrw5wbLTMoaESX/3xoQnVsw8MFvjR3kFSMYNbLmlleUuS1qRFc8KkP18lV3GBaIlL1zQODZdQ42Z0dF1n04oMOhC3dJK2jqGDriDK29GwTS3KHdKgNWXTlDh1xgpO/p0OQsWvXdGFVm/jocAPwQ3ADxWKKPhxg1qOdHQIjq8wNEXV9Xm1L8/rA4vv+SczQmLBXCyF1IRYCBdq3s35NBe5i+Mfh5d6x3h9oIAfKJa1xLm8O0Pc0ifMgK/rSDc+IF7W3USh6uMGBTqa4tiGxmjJ5eBQibXtSQKlaE5ajBYdTmQrxCwD29Bpipssa0kwXHTpaopxIuegqj5+EKJpYGoaQRgFaq1xm/VdaZpiUwdC4/9O9xccxkoebnDmD6fjG3yECoZKPrYR4IWKG9a08js3rlpUzz8JhMSCWWoJnWJ+SKL8/LkQ827Ol7nMXdzQ1cTaX03x2Sf3UfUCNnSmySSsxgfA8Vvp33W1PuEDYr19hhWPltbStarRy1vimLpO1fMZKbi8cHQM09AwdZ22pE1Pc4yOdIx//9b1WIbGy71ZdE2j4gX4ocLSdbqaYpiGzvWrW0+7TFX/O131dH7RO0bVD6c87my8QOH5If/7tcsXVRAEEgiJBbQUEzrF3JrvRHkJsi68vJvzYT5yF/vyVYaLDpd1N53y9278DPih4dKED4i2oWMaOl6giJkalqFTcnxsUydu6RwYLIOCLtsgHTPxgpCBfIXesTI3rW3j+7v7GSq6lNwAzw9pT9usbkuStE0GC1Wa4iabVzZPGM/4102+4uF4ATv78vTnqrM+pwrIVjxyZW/W1zFf5B1GLJilmtAp5sZ8J8rLbkQxG/NVjHK6M+BA4wNiOhb164qZOmMll64mGy9UjcaqKlQEoSJhGdjGuLFoGl4YsudEjrLrs7otSVdTnH39efpyVUZKWZK2Scw0AI2/f/E4v+zNsXVTN8CE141t6LzWV2Ck5KJr55avGSh45Y0st27oPKfrmWsSCIkFM36b6P7BaCo4UdvO2ZerLrqEOjF35rvysexGFLM1X7mL050Bv6QjxfrOND87NIIfhoyVPcqOT77qU3A84qbO6vYUJcdnqOjSk4mTSVg4fkjJdTFrS165ike27NGTidMUt2iKQ0e6g2OjZXYeGiEMFTevbSUdtxqvjdf68wATtuMP5CrkKl7UR2wO/hT/y75BbrtycfUak11jYkHVEwk3LW8mW/Y4MlwiW/bYvKJZ3qwuYPNZ+Vh2I4pzcXLmZup5goRt4PjBjHMX6zPgfbnqhB1ecHIGfENXmlWtSTYua6IvX+XQcAldg85MjPZUFOzkqz5+oBgtuTTFTbas7+Ctl3WyZV07t1zSzpZ17Vze3YQfKmxTr1V4Pmkg7xA3DWxTr9UTil4bGzpTvD5Q4PX+Ahs6U43XjROGKKJt8cFpag3NxHDR4+vPHpmwS26hyYyQWHCS0Hnxmc9EedmNKM7FfOUuTncGHGBvX4FlzXE6UzZjFY98xcMyDTYvzxAo2LS8ma2buvn2c73ErSigyYzb/j5cdHBqy8G2cXK+o1D1GSu7tCSjWSA3OJn4XHSCWvf46N+ZhM5oyWF/fxHHCznLRrFpW9ESX3S9xiQQEouCJHReXOYzUV52Iy4dizGZfaa5izO5D/UZ8Cde6eeV4znKnk/SMrl6ZTNbN0XLRb2jZQ4OFbm0K006Zta2z4fYhk46ZtCfr3JstIwGrO9Ms6cvf8o4LV3D8xUdaZOm+MnXUH0Hmm1qjTyj8ZdBrTN9EDJacni5N0vJ8ZmDiaDadXNKr7HF8HdfAiEhxHk3n4nyshtxaZirZPa5DqZmkrs46/ugcTLfRot2VNWND+THz/SMllxeOJplpOSQr3j85Y8PsaY9haFrp4yzP+/Q2RQjaU18jtuGjqlr5Msey1uTE4KkelCk0LAMjdf7i1TcgOaESe/YxKFHx010aUecAyPVMwZNhg7LWuKL7sPIjHKEvvKVr3D11VeTyWTIZDJs2bKFH/zgB43Lq9Uq9957L+3t7aTTae644w4GBgYmXMexY8fYtm0byWSSrq4uPvrRj+L7E0/G008/zfXXX08sFmPDhg08+uijp4zl4YcfZu3atcTjcW655Raee+65CZdPZyxCiIUxn5WPp5uLIbsRF049mX33iRwtSYt1HWlakha7T+RmlD9yYLDAV54+yOefep0/37Gfzz/1Ol95+uA5559MJ3dxNveh/jt7TuRZ0ZLgmpVR/Z49J/KN35mq+/xoyeXl3ixDhSqmrtGcsGhPxeirbWdflolPGOfVK5v5D++4lNXtyQmvL1CERLu31nUkJ3wASceilhuGpqGUYrTsko6blNxgQtBTrxgNUXsNQ68FR5qOeZaXq6FpaGiL7sPIjEaxcuVKPvOZz3DppZeilOIb3/gGv/mbv8lLL73EVVddxf3338/jjz/OY489RnNzMx/+8Id5z3vew7PPPgtAEARs27aNnp4efvrTn9LX18fv//7vY1kWf/ZnfwbA4cOH2bZtG3fffTd/8zd/w44dO/jQhz7EsmXL2Lp1KwDf/va32b59O4888gi33HILX/jCF9i6dSv79u2jq6sL4KxjuRgsxmlnIermq/Kx7EZc3OZqx+B87ww8U+7ibO7DdH/nD9+ybsJsaXRfi1Rcn9akxVjZoysTp6c5Tg+wf7BIezrGnbeupeIFE8a5pj15yuvrLRs6GCg4jJQ8bNOY8Nq4rDs6XweHSlQ8n1QshlsroGho9b5itUBIRe07YqZByfFJxUx0XUMPFVOVXDS06LU5WnLwQxZVaRRNTf7INENtbW187nOf47d+67fo7Ozkm9/8Jr/1W78FwN69e7niiivYuXMnb3rTm/jBD37Au971Lk6cOEF3d5QU9sgjj/DAAw8wNDSEbds88MADPP744+zevbtxG7/7u79LNpvliSeeAOCWW27hpptu4ktf+hIAYRiyatUq7rvvPv74j/+YXC531rFMRz6fp7m5mVwuRyaTOZfTdN5JDRWxVMxXwD7+NeD40SfQDV1paS+xwHpHy3z+qddpSVpTLl0WqtG27/t/7bJG/sjk58iyTJyv/vgQu0/kJgQVEM367R8ssnlFM3e/df28BLyzuQ8z+R3HDxpBXjpm8Is3cpi6huuHJGyDa1e10JaKnfa2xpvq9XVouHja1wbAd57v5Qe7+zFqQd8b2QqGBrapN64zBDJxk6oXomkad79tHX/1vw7jeAFVL0QpCCaNRSdaGrtudSsfue3SeX0dzuT9e9bzUkEQ8Nhjj1EqldiyZQu7du3C8zxuu+22xjEbN25k9erVjeBj586dbN68uREEAWzdupV77rmHPXv2cN1117Fz584J11E/5iMf+QgAruuya9cuHnzwwcbluq5z2223sXPnToBpjWUqjuPgOE7j+3w+P9vTs6CkhopYSuYrUV52Iy5OM01mn+pDXUfa5tBwidVtyQXZGTibhPyZ/M7GnkxjtvTFY2PkKx7NCYvOphg9mTihgmzJpeh6lJyAbMUjX/ag7dTrHf/6qgdFfqh41zXL0IDypFkkgI9t3QhovNqXY117ih++2s9wycUPVbR0hoZpRIGZHyquWt7EbZd187UfH8YJQmKWjuuHhGGtAz21WSQNLGPxVe2ZcSD0yiuvsGXLFqrVKul0mr//+7/nyiuv5OWXX8a2bVpaWiYc393dTX9/PwD9/f0TgqD65fXLznRMPp+nUqkwNjZGEARTHrN3797GdZxtLFN56KGH+JM/+ZPpnYhFar4L1QmxlMhuxMW3RD6TZPbTfah7tS/PsdEyXU1xmuKn3sZ8J+POJiF/pr9TD+RfODrKV585iKXr5Koer/UXyFVccuWTRQ4NTeNT393D3W9bzzuu6D7luuHMqwSTXyOmqfM7N63k68/6DJVcNq9s4WeHRqh4AQHREpmpNAKgqynOb167gsdeeoOqF+AH4AVhlA+ugaZO5hQlLYNfvbSdoaK3qN6HZhwIXX755bz88svkcjn+v//v/+POO+/kmWeemY+xnXcPPvgg27dvb3yfz+dZtWrVAo5o5qSGihCibjEukU93x2B9+WuqD3UbOtMcGiqxbyBPe6qdohM0tpg3xc15T8adza7H2fyOrmvcuKaNJ9r6eeq1AWxTJ1SK0aJLECo0XUNTGnHb4OhoiYd+EE0GTA6GzrZK8P43rSFf9RgpubSnbK5f1XpKDt/lPRmOjpSoegGGrpGw6stpPeztL3BkpIRhaBh+lIytAKVObpAz9Cgw8mpVqxfT+9CMnyW2bbNhwwYAbrjhBp5//nm++MUv8t73vhfXdclmsxNmYgYGBujp6QGgp6fnlN1d9Z1c44+ZvLtrYGCATCZDIpHAMAwMw5jymPHXcbaxTCUWixGLxWZwNhYfqaEihIDFu0Q+3WT2vnz1tB/qMgmLZc1xjo2UCUNFxYvq45iGTmvSwtR1tqxvn7dk3Nkk5M+koGLvaHlCPlR9z7oKFUNFh0ApYpaOH0R7uCxTZ1VLnN5slW/89AhvvbQTc1w+z5lWCZ49OMwf/b+7CJXCC0IsQ2dNW5LfuHY516xqYeuVXfyvgzodaZttm3tY352i5IS0p2yuXdHC//jJYUZLLt1NNiqEZMzA9UOqvhp336O7UPECfvlGnqtXNs+qOvd8OedwOQxDHMfhhhtuwLIsduzYwR133AHAvn37OHbsGFu2bAFgy5YtfPrTn2ZwcLCxu+upp54ik8lw5ZVXNo75/ve/P+E2nnrqqcZ12LbNDTfcwI4dO3j3u9/dGMOOHTv48Ic/DDCtsVyopIaKEGKxL5FPZ8fg3v78aT/UaZpGT3Ocvf0Fjo6W6cnEaU5aVNyAQ8MlmuIWl/c0zet9m82ux7P9DsBXnj44KR8qxrHRMjetbWXfQJHqWBld0wgV2LVWGX6g8ENoT9kcHi7xYu8YN1/SDpx5leDISIkDg1Hl6FVtCboyMbJll5ffyPKLN3K0Jk2GSy6eHyVEm7pGZ1OcD73lEt65aVmj+GPC0jk4VMINQpSvoiWxcbdj6tGWfE3TyFc8Xjw6xqq25KJ5H5rRKB588EHe+c53snr1agqFAt/85jd5+umnefLJJ2lubuaDH/wg27dvp62tjUwmw3333ceWLVsaycm33347V155Je9///v57Gc/S39/Px//+Me59957GzMxd999N1/60pf42Mc+xgc+8AF+9KMf8Z3vfIfHH3+8MY7t27dz5513cuONN3LzzTfzhS98gVKpxF133QUwrbFcqKSjuxBiKSyRny2Z/XQf6pRS5Kseh4ZKxC2dVa0Jqr4iX/EwdJ11HSlMQ2dff4G3X94178HQTBPyT/c7h4aLp8mHynFspMyvXNrBmvYkh4aKpGImRq1PGCiqXkigFAnbYLTkMlJyG7dXcDxGyw62qaMUNMWj94UwDHn5WBY/UMQtnbhl4PmKQjXA1DVKbkDvWDRjY+q1vCAd+nJlPvODvYyWHK5e2cLRkRL5qk/V89F1cD1O2T7vBQrT0IhbBq1Ji4GCQ7cfRrNdi8CMAqHBwUF+//d/n76+Ppqbm7n66qt58skn+bVf+zUAPv/5z6PrOnfccQeO47B161a+/OUvN37fMAy+973vcc8997BlyxZSqRR33nknf/qnf9o45pJLLuHxxx/n/vvv54tf/CIrV67ka1/7WqOGEMB73/tehoaG+MQnPkF/fz/XXnstTzzxxIQE6rON5UIlNVSEEEtlifxMyexTfagbLTkcHCzRn6twIl8laRnELYNLOhMkbbORI1R0/GkHeueaTD6bhPzJv3OmGbyT+VAF1ranGruuTCM6xg+j4NbQokKFlqHTnrKBaHn0H148zsHBEkeGy7VAxGZDV5qy4zFacmvBlIZGVLjRC0ISlkGu4qOAmAmWcXK5S9eiIOlLPzrIspY4QwUHPwgJwlMDoDoFhCGYhk7JDWhJWNimTl++uihyhM65jtCF7EKpIyQ1VIS4uBwbKfHp779G0jJoSdqNWYC6s9Wema753pE2Ps8pYensGyhQrPp4gaLo+PQ0xwhDTqmt44chR4ZL3PeOS9nYc/q/3bNNJp/u/R5/XMIyTrtd/Uw1hpRSPHtgmL5clduu6OLpfUOMlFyaE9E8RsULSdkmPRmb3myVy7ub+J933sSR0RJff/YII0WXoUKVbNmlKW5RdHw0TcMLQnpHy2hatHSVjltUvZC4peP7IdlqFCTHTQ1d03ADRRBGXei9WsSjc/rgZzyzljHdFLe4oqeJtR0pchXvrI/PuTgvdYTE4iY1VIS4OB0YLPDEK/30jlYYLTmNdgzru1K0pWJztkR+PnakNZqU7u7n+6/0MVpyaUlYtKdNxsouSdvCNjRGSy4Hh0q0Jm00bXotHGabTD7d+z3+uOGiw3DRBRQd6Rgd6diE3znTDJ6maVzW08RQ0eHQcInLe5p4/sgoY2UPU9eIWQYxU6M3WyUTt7jzzWvRdW3cDFOKhKWTr3qMlV1ipkZ/3iFUCqWiJS9N08iWXYIQPH/ye4TCCyAIFYqTQRBMLwgCsEydtpRN3DK4rKcJXdOo1gK4xWBxjELMC6mhIsTFZfyb+8aeNPsGoFj1OZ4tk6u6XN7dRMULz3mJ/HzuSNvQ1cRvXKPzyhs5LutuojVpk44ZvHA06r3VlrJJx01GSy75qgcKDgwVuXJ55rQ5KLNNJp/u/Z48kzVScik5PhqKEQ3aUxbPHRlhT1+Of3Pzala1Jc+4ySVhGVzW3cQl7UmOjVZY3pKkP1fBD0JQCjdQXN7dxJ1vXss7ruiekMT8wtEsY2UXxw8pOwFDRZ8wVJi6RtzScYIQpRSmphGg8EM1IdHZ8yE4pcXqzLl+iFGrjj1W69u2WHJVJRASQogLwFRv7qmYxYHBImMlh5Giyz5V4H/bvPycZm0WYkdaxQswDI2VrclaTgts6EpTdHxGSy7JmEnJ8fj5oVFyFa+RmPvVHx+a8r7OJpl8uvd7bVuqcdyGzhQvHM3ieAHdmWjZrj9XZdfRLAnbIFvxODpc4tc3LaMlYdGXq552k8uatiSZhA1ahfa0xYqWODFLZ2VLkitXNLGppxlXKXpHyxQcj+Giw0jJxfEC0nEryp2q+hwbDYhZOinbwDYN3hir4NR2eimiGkDjTW6TMRuGDo4XEISK42MVWlI2G7qjFYvFsFIhgZAQ4qKz2Kotz4Wp3tzbUjY3rW2lUPUZK7tU3IB3XbOMNe2pOb2duunsSJvNuZ9qB1lbyubaVS0cGCzyxliZkWI067GqLcnl3Rniln7aGarZJJNP936/2DvWOK7oBIyVXdJxq7FkV3IDXD8gHUvSnYlRcgJeODpKU9zC0DVeHyjSFDcxdI0gVBSqPqahMVBwOJGrsqIlQdUL2NdfoK8WVD31qkHM0hvLbu0pK2qlESi6mmy8INpZFiqFZWiERLlFuqaRsHQqXkA4n9nCCjylCAkpuz6WqfMPLx3nCbN/wQt8ggRCF7QL8Y+9EOdqMVZbngune3PXNI1MwiIZMzgyXKLindtn/HPZkTbbc3+6siBtKZsbVjfTn6/Q2RTjbZd10lzLEwJOO0M1m3pr073fIyW3cdxY2cUPQqy4iVKK0VJUDNHUNQxDI2ZGO3pXtCQYK3skLINsqcqeE7kJxQ07MzGqXsilXWnGyi6vHM9RcQOa4gYncg5lNyBl6zh+QNI2GC5EM4C2qdGXC6nUgiClwPFDNA10Q6dQ9TF0ja6mGK4flSVwAzXtJOjpysQtDFOn6gXYps7qtiRJ21wUBT5BAqEL1oX6x16Ic7FYqy3PhfNVTHW6t5O0jAkVkiuezzd+enRW5/5MZUEODhVBwQ1rWmlJTewMcLoZqtnUW5vu/W5P2Y3jbEPHNHS8QIGKKmBHxQXBDxR53yMMo67uCUvnpWNRocE3rWvD0HWCMGQg7/DysSzXrW4B4OBgiYob0JayOZGtopTCDUI0FLmKT67is7w5TqBCcpUoLydpm8RNHc8PKYUKpRQJ06AaRN3sNU1D11WtqSrYhkbVj3KFErZOyZ19WGRoUZBY9ULCULGuPYlSMFZ2sQ2dDZ0pDgyVFrTApwRCF6AL+Y+9ELO12Kstn6vzVUx1OrezrDnOP718gkPDJap+QMzQa7um4LrVLbM696eryryuI41SsLxl6o0h9ZmaguM1ArOkZbBpZYY9fTl+8UaWdR0pkjHzjPXWpnt+r1/VyvOHx9h9IseGzhStSZuhQpW4ZRAqhV+r0jxYqFL1QpK2wd6+AtlKlOzdmrBY1pxA06JqzK4XsqfqcWi4RDpmMpCvYhoahapPwfEaNXxiJo2u78MFB8eLGp9m4lZjaUzXNNqSNvmqF+VdaRp+oNAJKboBSoFlamiahqZFa2VBLXl6titngYI3xsp4QZQr9E+/6COdsEhYRq0lis2y5tiCFviUQOgCc6H/sRdithYit+V8Ol/FVM92O4auMVhwGgFR0k4wWOsb1hQ3GSt7tNUK/sHMKl1PVRZEKcUX/nn/GWdqHD/kH148znDRrW1ldwCNpK1TdkOGCk4jv+Z0LTKme35NU28cd2CoxLLmWLR1veRS9QLCMOoN5geQtA2a4iZ7+wsUqx6WqfPKiTxDRZeOJpvhgkt/vkqllhN0fCy63zEzCqqKjg8qamZaX/IMVVQBOgyjlhZtSQuFhheGWLpOOmZwPKvheAFo0SxV2Y12jinA9RW6FgU/gaLWykPD8WefRKTC+jZ9KLoB1UCxqjVB3DIYKlTJVz3aU/aCFfiUQOgCsxRK64vzb7G/iZ8PC5HbMhdmUrwvZhq89bJOXjgyxlChykA+PGv/q9k43ezMpuXNjBQd+vLVCR/ELFMnYUc9sQ4OFWlNtk74+zSTStdTVWU+00zN/oEi+aqHqeskbZ2RkkPZ8VFoaJrJ5d1pRssuqZjJe65fwZvXd8x4Vmry+Z18XHvKJghCshWXgGjpKRmzSNoG2bKLH0Qb1E1dIx3TeWOszGv9eZriJq1Ji4JjMlr0yIVedL4sAI1gXGFDW4tmcoJQ4fpRUKNQ9I5VMHSdaE5HQ9ej3Kr1nUnilsmLx8bwa73AgtqskFJRjlD9LOgaGEx/B9nkGaSYpROtrinipoYbKgYLDq1Ji7aUzUDeQamoTMBCkEDoArNUSuuL80fyxSKzzaFZyKXm2RTvqy9FdTbFuPGSNq7oycxL4DvV7EyoFF/85/2nfBCzDR3LMNC1qI1DoeqTSZx8DM4lf+lMMzUnshXyVY9MwuLSrhS7jmZxvJCuWn2h0ZLLQMHhhtUtHBgq8cs3crx5fceM7/dU53fycdmyy1/sOMDxbAWloCVpNZawdEPHCKIPqxoaoVK4fpRTYxs6Sil0jajujx9SrPqkYifPlU402xKECsvQiZtatBMsjIKS6KGot7CP8pNsM6o6nrRNLB1ilsFA3iFX8Rpb6BXRsW5Qux6mt0Q2+RiFhkaUrK0ZGiZQ9QKKTkBT3KwdMbF+0fkkgdAFRrrPi/EkX+yk2eTQLORS82yK940/rnesQskdYl1Hat5m/ybPzpyuY3xT3KQtaTOQr6BpGm5wMvl2LvKXTjdTs6Y9hR8qVrclKToBo2WX9Lh2I/VCjEUnmNFs+XSL1Y4/bm9/nuakxZr2FIeHSwzmq+SqHpYR1fSJGyElN6DiBVS8KIm54kVBT9ULaU5axM2oQnS5tg2//qiGCjw/xDD0qBu9iuoCoWBZc4yEbREohaFpmDr0ZqsUqtF7xE1rW+nPOYyWXeKWTr7KhEim/khpGsRMjYo38yUyN4iCOl2PWntoQKgUhaqHG4Sk4ybtqRjlc9zROFvybniBke7zou5CzhebzVLfbHJoFmqpeTbF+xbDYzz+g1g6ZlKo+rhBiG3orOtMMVJyop/5AX4Yzmn+0uQZmIRlcGioyJ6+HH6g8MMQPwyxjJNve5ahU3SiMbYkrXmdLa+fm7ilc+OaligvyPVpTUTFDgvVADeIAhQ/CEnYOhU3ZLTioWsaPZk4SdugzbMZLDgkbIM3RsuEqrbopWvYtYasMVOnrGvoGpTckEQM4qaBF4RkKz4tCQsNODpSoicTZ1lLnA1dKX5+eJRsxccIQtwgWl4ztZO5Qs4sgiAAFaroOoIoQKvPOI2WXDqaYqzrSNEUtxbsA7oEQhcY6T4v6i7UfLFzWeqbbo5H3UItNc+meN9ieIzrH8R+dngE3w8Zq3j4YYip67QmLNJxk66mOH6gODJcmvP8pfoMzIHBAt/7RR+/PJ7l8GCJvmyV5oRFECq8IMqbAvCCaGy2oc/7bHnj3BwawQ9DBvMOJcfH9UOKjo+uaaztSKIBB4dKlJwATdPoSNuU3QCzFuT4oSJhGVze04Tnh9FSVqhY1hwnXlueLFSimabmhEVXU5yyF1ByfAxdpysTx9Q1ftGbpeIFvNaXx6wlUZdr3eub4ya5iofjhxiGhl9LlJ7tJvpQRctqtTQhNKJlvjVtSZwgZG9/gV+7snvBPqBLIHQBmukfe3FhuhDzxeZiqW8mDYkXaql5NsX7znTc+XqMdV1j47Im/v7l4xRqO4GaExYVN+DQSIlM3OKet67n8p7MeelYv7w5Qa7s0Z+rkCt7lJ2AIFD0NEc5QsWqT1cmTjpmcGCoNK+z5aecm6RNJm7Wqn5Hwdm1q1OsaYtu/+homTVtSW5d386uYzmOZ8sEQUiu6hMzdQ4PldAAQ9dpSRgooFBbautsiuHW7ueb17VTdILGzNxwyeFf9g5SdgJMI0q4DsJoSS5Q0BLXanWFNNCiHKFzNXnBS9MgaRnYlo4bRmndC/nRXAKhC5R0nxcXWr7YuS71zWY5ba6Xmqc7htkU71sMj3EYKvb2FViWidORshgquBQdH0vXWdeewjR0Xh8o8q82nn1WejaP11TPkUu705Rcn7ITVVGu+gH9uQqappOOm/RkYhwYKs37bHnj3DTH6UzZjFU8TEPH0DXMWiL0QL5Ke8oiHbNoS8VIxy3KXkhryuLVPo+qF5CwDLpryd5lL8SvLTvpgSIkqlNUdHxaUzZJy2xUFo/GEPKDV0YouwG2qRG3zGhLvwJNRQFP3vFrNYwgUdumX/bmrs60DsQMDScIKVQDeprj9GRijJU9qSMk5p50n7+4XWj5Yuey1Dfb5bS5XGqeyRjGP3Yp25jwiT4dM6Ys3jedx3g+yyiEoeKFo6O8eGyUlG2QrURbwlUth0UBnU32tJbqZvt4Td1vLca1q1o4OFhioFClUA2xzajhaHvKBrR5my0ff77zFY8DgwUu7UpPyJ8quz79uSqDBYc3xsq0JCy2rG/n8p4m9vYVODBY4OBgEdvQycRNTEPHrS3prWpN8MZYGccPiSdMTC1aPtM0jZ5MjKa4NeF5e2iwyHDJRddA1zQcPyBUilCpRt5OqAAt6kkWs4yoT1jg4IezL6o4nqmDbRokY9EqxZr2JIGKlkqljpAQS9xC1+qZ6vaXQr7YdM/bbJf6znU5bS6Wmmc6hnoA9lp/nif3DBCoeiihYWgal/U0nVK872yP8XyWUahf94vHxvhFbxYvVI0eVu3pOF6gGC46FBz/rIXzpjpXJcfjuSMj7OnL8W9uXn3aWj+ne460pWK0rrXJlj0Oj5T4wK1rWdeZpuIF8xIQHs9WeK0/zwuHRxkqODhBiOOF9I6WuXFtK01xa1z5gBirWpONsb335lVs6ExT9gIu7UpzItfC//jxIa5Z2UJ3JtYIig0ULxzNApC0da5d2UwiZmHVagIdHC6RsHVWt0a71AbyVfpqW/cNPQp4DF3DMDXCUOERNoIdFYLSovpBoapv61cYOvjnODkUKih7AZqu0ZqsNaN1/AWdnZZASIg5sNC1es50+4s5X2wm5202S31ztXPuXJaaz3kMjeIt2snvJ43tbI/xfJZRGH/drUkT0AjDaIv0aCnqJ5WwTexa4bwwVGTLLnv786ecx6nO1WjJ5cBgkbGSw1jF4+hwiXduXsavb+qZ0XNE0zRMQ6MzHWNDV9O8zJbXn88v9Y7x+kABP4iSmC/vacKzQ17r83nx2Bg3rW2jbVJftIoX4PkhT+0Z4LveCZwgJG4ajRYZXZk4uq6RSegcHi7x/JERBvMOAGNlj58Go1yxrAnHU4yWXSqez9GRMi1X2bzn+hV0NMV4et8gu/vyKAWmqU0omGiZOqEbEhAFShU/JFsKCJSKCjdqEMzBCpleq3rt+kFUzXoRzE5LICTEOVroWj312x8pumTiJpm4RRgqXjl+8vbvedv6RZcvNtPztiwTpyMd49W+HBs602QSViOoON0f07ncOTfbpebZjKEeEAShYuuV3acsjU1uUnmmQG18cLGhM0XRCeas4eXkwCVf8aC27JKs1cEZLXsst+q7tAJGij5f/8kRDEM7JfCdfK5GSy4v92apuD7puEW3pVNyAp4/Mkpfrnqa54jNq335aT9H5srJ16HDWMnF0nVakwa5iscrx3NcszJaBjo0XOLAYJGb1tq1++hwYKDIweESjhdwdKTE8pYEl/dkiJkar/bl6B2rkLQNLutu4shImWf2DVJyo+Tm+iM2VHAYLbm0p2y6m+OkYjFGii6v9ecpewF33bqWa1a2RP3FQkXgB4S14EaF0Y6u+tKXqRuEYYhTq1Bdy5uek6UxPwDLiHKQ+vJVBovugs9OSyAkxDlY6Fo99ds/NlrG90OOjJQmbFcuuT4/3DPA3W9Nz9kn4LlYApzpeat/0j40XOTYSJlDQyWWNce5rKeJhGWcdqlvMeycm80YxgcEuq6TSegTfmeq4Ol0gVr9uhKWzq6jWUbLbuM50pa06TmHhpeTAxcvVFEABFS8qPN52fUpOj7Fqh/9rBYkrWhNnhL4+qFqnCulFAcGi1Rcn7ZUFDSESqPiBqxoSTBack/zHClxbPTkc+TynibiZ3iOzIXxz+eeTJwjI2WaEhYxUydmGoyWXA4Nl1nfmWa05HJ0pMzK1iSWobHr6BjZskeoFJm4SXs6Rq7i8fyRUZK2QdX1yVU8nj0wzGixyqGRSq2YYtQpXgFGrbWGFyjyVZ+VrdFjEbcMNnSmGSg4/HDPAL96eQftaZv+nEPlNLULTR08FWLop1aTNjWYZSmhhphJrbCiYrjg8o4rutg6xeze+SSBkBDnYKFr9RzPVnipN+or5QeKdNzEMky8IGSo6GDoGi8eG5uz25/JUtaZAqaZnDfHDxozR6vbknQ1xdjXX6AvV2Wo6HBZdxPXr26dcqlvMeycm80YphM89eeiczid3KrhosNIKWrnMP45Mliokqu6tKdiswoGJ4/TNnSStknSNilWfcqej+OFlJ3ouhNW1GS0JWlj6Nopge+2q5c1zpVSMFZ2ScdPzup4QYihR8HFsmbjDM+ROPv689N6jsyF8c9nxw/xgxArHj2emqY1Klhf3t3E9WtaefHoGCMlhzfGKhSrPita4oxVPJoTFjHTIAgVR0fLmLXgdkVLnP6cw96BEoWqj6GBbRlU/QAUmEbUlkOpaIltpOjghdDZFKMpbtYCxSLXrW7B1LQz1gNSCtqTJodHPLRajlA94X3y781mlihpW5S9aOt+KmbMySzTuZJASIhzsNAzDoWqx7GRMkEY0p6ONd4wYqaBndIZKTr0jpYpVL1zvq2ZLGWdLWCa7nkrVD3+Ze/QhJmjprhFRzoW7cIZKrKuM8UfvmUdpqmfcj2LYefcbMZwtuCpL1vhyEiFv33uGIZ+6hLTeEnLYLgYNRrtysRPeY4M5KugouOmY/JOqJihN8YZNQm1GSpUWdYco+SaVNyAjcuaODQULf20p2O1/lKR8YGvBo1z1Zq0JgQUSqlG3Z+muEmg1BmeI9CR7mg8R9Z3pk/7HJmLGc7xz2elfExDxwsUtgGuH+KFiorrMVJy0DWNNW1J3nXtcv7xpRO0pSwsQ+e5I6NYtb5iY2WvMRvj+iFWbUkUIF/1a5WeFfFa0BSEUTgRta6IArOYZWIaGruOZlnbkeTYaJmHHt9Db7Z6xvsSKNg/VJnW/Z5NEFNwolpHK1qTdGfi7D6em3KZ83ySQEiIc7DQMw5Fx6fiRY0Lp5pZiVkGhWq0NHEuZrKUdWi4eNaAabrnrej4U84caZpGc9Lmsu4mhgsuffnqlDNei6HS+mzGcKbgaaTo8PyRMRKWwfLmBKmYecbcqvpb5OlL1mm1lpdnNznAtQ2d42Nljo6WuHpFC5mExYauNEXHZ7Ts4Qchy1oS2IZOtuLRkbZZ35k65blaD3zLXtA4V2+MlVFEgYCmRcUPE7bR+P36TqPpPEeGCs6Uz5G52uQw8fkcBYPHx8qESlHxQhw/wPVD8tVhdA16MnF2HRnDC0K6MwlKjo+p63hBtG2r4gUYukbJDTiRi4ISpaA5YaITJTOnbDPqKxaGlJwAPwgaMza2ZbC6LYlpaAwWqhwdKTJW8an3oJ8rxrh2GdOlVJRDVvUCdp/I05q0KDnBgrb7OTU8FkJMW/0Nqy9XRamJfxHqn/Y3dKXnbcYhHTdJ2AaOF055+44XkrQN0vHpBWJhqOgdLbO3P0/vaJmw9klzuktZvWPlCQFTU9xqLIFc2pVu5HUsy8Sndd7ScbP2SXvq8SdsA8cPzjjjVt9VtWl5M9myx5HhEtmyx+YVzfPyKXSqczibMVy9qhlNg5d7xzg+VmYgX+H4WJmfHx4B4OZLWskkpj6/9ccNojfVjrTdWJ6p145x/IDRUtSEtCNtUzlLw8v6jODuEzlakhYtCYve0TJHRyu8PlDk8Vf6ePbAMEEYcmlXCkPX0LWo/1XVC+lI2Vze3XTKbimY+IGhfq5uWtNGzIwCpIob0JWJc+2qFtpSsTl5jky+P+s60rQkLXafyPH1Z49wYLBw1se6bvzfAYiWpKKkdI8gDHFq57ZevLCnOcbe/jwHhoocGCyQjkVNaYtVH7/WBqTs+gRKYek6OkTLSGp8r67o3/VWGvX4wdBgbWsUIMdMg+a4wUDBwfUDUvbcBhmzKTqtAem4hW1ojVYjg4VqYwl/IciMkBDnYKFnHJpiFqvbkvSOlhtvapYRfbIsVn1MMyq61hQ7ddZlsjN9Oh6fxDqV+if6w8OlaQVMffnqtM5bzDTmZMbtfFVaP9sMw3TGMP46BvNVjo5UeLk3h23oWEaUFHv1qmba0/EJv3e6nLSUbdKRjtGRtunLOYyVo2rPZq3vVE8mBmhnPIeTZwTHyi6vHM9RcQOWNccYLekEYciJbKWRk/Ob1yznmlUtdDTFiJk63/z5MV7ry5Op1dA5026uDV1N/Pu3p7lmdQt/+9wxSo7Puo4UyZhJoeqd83Nkrjc5jP878PpAgaGCQypmYOrRMleoIGnpNMVNlILXB0okTK2RBJ0tu3Rl4hQcL+rxVWt3ETOjYME2dTrTMeKWwWjJo+pFnerRNCxdo+qFtSpTEDd1fFWbLXZ9BvNV/DC6bLi48O10vBD6c9WoqKOuETd1UjETRssUnHNfwp8NCYSEOEcL2dttRUuC61a14nhRZ+2xstd4k+tsimHqOtevbj3rjNTZ8n9+fVPPtN5sgGnnTG3syXDXrWt5Ync/rxzPUXYDkrbB1StaGoFDGKoFz/GZrunmUJ2tonL9OhKWTsULSdp6rR2CTk8mzoGhEn05h2XN0bbj8abKSRu/zHbjmpYpt+Kf7RyOnxEEODhYouIGjd1c7WmNqhtw1fJmBgpV1nem+aNfXY9p6hwYLPD9X/ZzeLg0ox1/uq7xlks7WdYcPxkYFpxTXluzeY7MxyaH+t+B7zz/BntO5AnCEC+sLVEbGqauEyioeiGB45MelwR9YKjEWNljQ1eaI8MljjdyfvRotihlk7BNlFK0JKPCkLYZLS9VVHQ/DV2jNWFh6hq9oxW8MMSvdZCHaEnszHN+50d9PKGKutKX3KjPmR9GOWALQQIhIebAQvV2G/9JdKTosLI1gaFHswaFqk97OnbWGanpfDr+ZW+OdR0p9vTlz/hms64jNfMZnFrRZBX9Z8JS2VzNuM13wcu5mGGYXO/nhaNZHC9o9JUaLblUvZCWeLQj6+BQkdZk64THYqrzO/4cHqgFIS3JqBHqdHtsjU8GLlR9RsvR7GP9ti1Dp6h84rVaN/WcnHPZ8Vc3ndfWNaua2dOX4+XeLF1NNqahn/E1MF+bHDZ0NfHu65bzUu8YoyUXCAhrJQVCBflap/i4ZWDqGumYjeOFtCRthgoOe07k0TWwa0ndiqjbfKjA8QOK1aiH2PKWOFcua+LIcIWi62HqOkP5Km6oqLgBug6Br2a1dHU+jC/kGIZEM1hVj4Q5vYT9uSaBkBBzZKF6u02ekSq7URLp1StbpjUjNZ1PxweHirzn+hX05atnDEhWtian/el8/OzHitYESTtK+t3Tl6cvf3IXybnOuJ2PgpdzMcMw/joK1WhJwzI1XD9aGknHTUqOTypuUS06jBYdClW/0arhTDNk9XP4xCu12TfPJ2mZXL2yeVo1XMYnA7tBNPtoGSffPrxa76uoinRtx5/j8S+vzX7H33ine22duoxY5sVjUaJx0jLY0JXmt29cNa9lFSbvOkvYRi15WdGZtnH8sJHEXA/yvSBEr/0/YZtct6qFvlyF3cfzdDZFOVSmoZGv+OSrPoVqVEtpZWuiNiun8cG3rEfXNEquT9zU2f6dl3mtr4BtRG1YwkUUBE21zb7eh07TQFPgBYojoyU2r2o57+OTQEiIJWaq7b7nMiM13U/HHU2xaQUk05nBAWY0gzLb+3e+Cl7OxQxD/TqqnsHuEzkGClVMXcPQdRKWQUvSIlCK5S0JHD9gpOgyVnZJxmYwQ1bfk13793TfK8cvr3XXlly9ICRmGqdsay/Wd3NVz23H39lMXkbMlj08PyQIo3o6mg39eYe/f+k4a9qTE4KhuSqrMNVMY3vaxvF8NBQxyyBhGZRcH1OfuDNPoShVg8Z5e63fI1CKK5Y3cXQ42jWnozAANwjJVTyWZWyGCi5b1rezqjXZeJyPjZTIlaPnluMrgjBYVIHQVEEQ0KiMbehRUBTNop1/EggJsYScbYlnNm8oM/l0vKotedaAZDozOL2j5RnPoMxmxu18FbycixmGlG3i+iG7jo5S9QIsI5phQYuCpIoXzf50pmPYhsZeVaDiBhwZLp11hmzC7FvLuNm3E/lp1XAZv7zWn3ei7vJlFxWHkuOTsE3Wd6YBGkFEOmbOW42tycuI/+vAMIMFB0ODpriJGyhCIAgCftGb5Zs/P8bHt13ZeJ6e65JrGCqePTg8LpE7zfJYNNP4Wl+esheSsnVGSi4xS6fkKspuSBhGb/qGrjFW9mlJWqyvtT0ZLrqkYiZx06SjyWb3iSgZvf60Lbs+u/sKdKTj/MGtayeM7cBQkWzFxahVfl5EMdAZGbWCjWGtEezpdv7NNwmEhFgi5muJZ/yn45RtnJJMO/nT8XQCkrPN4JyvQpTn63bmYoZhWSaO44VkKx6rWuIEtUTShKWTsHRyFZ9UTJGyDfrzIds2L+dd1yw7awf1uWw8Ww9wX+qNKpcPFRyWtcS5rLsJy9DYP1ic8x1/U5mwjOj4vDFWQQMSthkttWgK1wtpjVtUKh7/6/Uhjm0psbYjPeX9mcmS64HBAk+80s/3d/czWnJoTlh4vmJ9V4q2VIwNnWkODZUADdcLyFV9vKA2U4UiVFGz086mGFctz9CWijFUqFJ0fC7pSJGOmbx0bIxQKUxDazQmBTB1nYrr891fnGBDV5pVrUkODRd5/BcnyFW8RpXphe0ieHYatSUxLWrb4YdgGwbXr2lZkPFIICTEEjCfSzz1T8ev9ed5Ync/ThASKoWuacQMncuXZWZVAuBMAdP5KkR5vm5nLpK6+/JVYpZOa9IiW/FJx00cv7ZNuraVWinFKydyrGxNsnVTN2vaU43fr9cvmhx4zuWs2PgA97W+PC8cidq75CsejheedjfXdALsmRgf4PaOlXG8gIRtNGZPwjCk7AX05auECrIVj7/40QHuedv6xtiOZyv4oeI3rlmGgmkFlD89OMw3nzvGSNHB8Xy6M3E0DQYLUU7UtataaE3atCQtjgyXaE9HeT2aFjW/HSs55Ko+zQmLq1dkSMUtClWP49kKSctgeXOcQtXjjWwlqg8VMwkV+GGIFygSlk7RCdjx2gBlx2dlW5LBgsNgvoKuaY3kan8OusTPJ0OrLYdBbZZMoz1lY+kLU9pQAiEhloDzscRTqHqMlj0cP2gkMcZMg0LVIwyZ8k12ts5X64vz2WLjXJO6S66PbUblDo4MlxktuyRtA1VLm0hYBqFSXNKR4t++ac2E65uLGlAznRVb3Z5kY0/TaYOI8QH2k3sGCFRteyBRMu9lPU2zrrE1PsBVShEohR8qNKIt40U32q1l2hqaphGEIUdHSnz92SP8q41d7O0rTHmuTvfaOTBY4Ind/Xz/lT5GSi4JUydfjZYEUzETO6UzWnI5OFTihtV2Ix9IoWGbeqO2VypugabT3RwnV/EZKrrETIOb17Y1CjL6oUu1dj51XUNTUPGiNhqOH2IZUQJ9xQv4X/uHqXoBm1dksA2dshugFuF0kM7EPmW+irrQ1/ODOtMWaztSlM9S1HO+SCAkxBIwn0s8Yaj45s+OcWioREvCImbG0HRQITh+yL6BIg/+3S9Z3ZbECcI52Xp+vgpRnu+Cl+eStF5/c49bBjeubaVQjXZoWbXfzVY8Km7AXbdeMmEm6GxLpu+cZg2o6cyKnSngOmMA3tg2pJ38/hzUA9yfHR6hWPXwA0XOi4rx1ZOEdS2q2YMWLZldtTzDoeEyf75jP8ua4yxvSUxrebl+ft8YK1NyfFriJkEYJTD35aqsaEmQqFVvHy259OWj7vBREcsYFS9o1PbqrhWwVAred8tqMgmr8Rypt6bZ259HKQhViB/quLUEcE2jEQwFoWL/YLGRsH58rAxEeVGLMUFofBBkatH3uhYVf7QMnZgVtQuZz+bHZyKBkBCL0Clbcq1zy7c4U2PJ3rEyPzs8iq5ptKftCbMmhuMxUKjyetXjko4k61rTc7b1/HwVopyv2zndOZ1tGYXxs1eXdqUb2+Ihmr0aKDhcs6qFVa0nr3ty0nDU1sHFNnQ2dKY4MFTiF71Z1nWm2HPizDWgplt0c6To0BQ3ycQtgjDklePZKZ8L9bEFoeL2K7rozzuUvYCkZdCTiXFwuHzG5dwzPWd1XWPjsib+/uXjFCpelENVnTibYOgaTm2NaGVrgkzcpuzkGSo4XLeqpfE6OtPycv0+HBstkyu7jJbcWg6Ohk6UwDxSclhhJbAMnZLjU3Z8So7P2vYUN61tnbAkWG8We2S4RCZhsbEn0xhv/Xn67ed72T9QpOgEJG2ImTp+EOKHiiAMUbU8IFOHfCXA8UKGiw7uYi0aNElT3MQw9EYfurRtcGysguuHLMvEz34F82BGgdBDDz3E3/3d37F3714SiQRvfvOb+b//7/+byy+/vHFMtVrlP/2n/8S3vvUtHMdh69atfPnLX6a7u7txzLFjx7jnnnv4l3/5F9LpNHfeeScPPfQQpnlyOE8//TTbt29nz549rFq1io9//OP8wR/8wYTxPPzww3zuc5+jv7+fa665hr/4i7/g5ptvntFYhFhspvrUva4zRUvCoi9XnfGb2dl2mh0eLpGtuHSO615fv96xso9BVJHWq63lz+XW8/NViHKub2c+CjTOZvaqvmSasHReOJplrOziByGmodOatFnWHOPgUIl/ff0K+nJnrgE1naKbx0bK+GHIkZHyuNuJmmY+ubsf+xqdcm1ZRynVGNuuY7kJYzuejcZ2uuXcs53fMFTs7SuwLBOnI2Xxal8hKs43LhaI+nSdLD9QcDwKTrT86E3aW3665eXj2Qov9UZ5UBU3wBy3ky8qdBi10GiOW5hmVLtntOSRsEyWt8TRdZ1MYmLeS71Z7FQfWjZ0NfHA1o1kyx7/a/8QtqERt6IdekGtsKJSoOtQdIJa9ehpP8XOaPL5my9eEKLrUcFLx4ua0bYkbWxTn3UphXM1o0DomWee4d577+Wmm27C933+83/+z9x+++28+uqrpFLRVO3999/P448/zmOPPUZzczMf/vCHec973sOzzz4LRNsZt23bRk9PDz/96U/p6+vj93//97Esiz/7sz8D4PDhw2zbto27776bv/mbv2HHjh186EMfYtmyZWzduhWAb3/722zfvp1HHnmEW265hS984Qts3bqVffv20dXVNa2xCLHYnG6ZY8+JPIauYejajN7MpvMpHqKCZmrSnHo9D8E0dQI/nDDlPpdbz89XIcq5up35LNA409mrkuszXHQYKbk4XkA6bmHFTbxARUnMVY/2lE3nNGtAnU49IBgsVAlCNel2HPxQceKlCr88nsPQNeKmQSZucWy0FHVfP8PYxi/njk9IrvcXq29LH39+Y6bBwaEinU02h4aK+EEYNfEMFL6KclI0oDlh0ZqyqXghoyWXkuNhGgaOF9QamJ58vUy1vFyoehwbKROEId2ZOEEYXZ6wDNIxE6U8/FBR9nyq5ZD2lM2tGzoYK0X1kcIwnHGSuGnq/NFb11HxAl7vL1B0PFy/9uLTwDI1MnELDUUumMOVsPM0oRQoyFc9wlAxmHdoS9ls7Imef+e6e3O2ZhQIPfHEExO+f/TRR+nq6mLXrl386q/+Krlcjr/6q7/im9/8Jv/qX/0rAL7+9a9zxRVX8LOf/Yw3velN/PCHP+TVV1/ln//5n+nu7ubaa6/lv/yX/8IDDzzApz71KWzb5pFHHuGSSy7hv/23/wbAFVdcwU9+8hM+//nPNwKh//7f/zv/7t/9O+666y4AHnnkER5//HH+5//8n/zxH//xtMYixGIynZ1hy5rjtCVtDg2XzvpmNp1P8T/cM8D/tqmH5qRFvuwRzxiN2w2UIlQhYQBxy6A1OXFJbq62ni8l56NA40xmrxKWwXDRpeT4dGdOzujFTA07ZTOQd1AqOm5Ne2rWs2IFx+PYaJkgUBOWT2OmRmAZHB0tEyrF5hUZVramKLs++wcKvN5fJGYbLM9EtY80TZtybHBqQnJrwsL1FRu60rSl7Ann922XdzJcdDiRLTNUcHCDEDhZTTms/ScIwQ8UZddjX3+e0ZJHzAx55XiO49lq47ph6uXlouNT8QKaau1E2lI2bhB9QLBNHdvUCb2AloTF8uVJ/s3Nq3nz+g4ODRf5wj/v58lXo6XBOkPXuKz77EniG7qa+Mhtl/KDV/r50d6B6FwBCVPDMg2CUOHPwVKYBlhGNMtkGxplb/LHobmnwpC4YZBIGrSnYrh+wIHBIqvakkszRyiXywHQ1tYGwK5du/A8j9tuu61xzMaNG1m9ejU7d+7kTW96Ezt37mTz5s0Tlqe2bt3KPffcw549e7juuuvYuXPnhOuoH/ORj3wEANd12bVrFw8++GDjcl3Xue2229i5c+e0xzKZ4zg4jtP4Pp/Pz/bUCDFj09kZli17/MGb16LVSuuf6c3sbJ/iDV3jxWNjbLt6GW9a185Trw5EM0cJC6vWq8n1QzRN45LWxIScFZi7redLyfkq0Djd2atoBArttG9f0WWN3k6znBUrVn0q7smAoHHtSjFWdqPZFcA0dAxdwwtCChWPsudT9nzCWiuJtpRFovF8OTm28QnJjh/SnYmha3qjvs61q1poS9mN83v9mhaOj5XpyzsEYUgQnjqjGQJj5aj6NkC27BM3DdKxqNrz+OtuTVpTztSk41HLDMcLSccUCdugJxNntORSdn0cP8TQNK5Z1cL7t0wxE9iYyFHRPZ1plKEUYS1ROgyh5Ck0z0djYgLyVC0sTmf8s7YzbdKSiuN4Pq1Jm18ez2Pp0Y6u+dqBr2kaiZhJTyaa1Q7DKEeoe6nkCI0XhiEf+chHuPXWW9m0aRMA/f392LZNS0vLhGO7u7vp7+9vHDM5R6f+/dmOyefzVCoVxsbGCIJgymP27t077bFM9tBDD/Enf/In0zwDQsyt6e4MK3vBhCTLusnJpbmqe9pP8XbKZqTocmykxKHhIm9a186RkRK9I2UKVZ9aF1Tiloll6Gxa3ryoO7+fL+erQOPpTH6Mi45PRzrGiBa1J0jHzcZW7WI1qkXUnoqd07bkMFSUHB9dixpjpmwDvVbvxfECik5AqFRUCVvXGS05vNybJVv2iJnRWNwgxK9GpRna0zZ+oBpjOzBU5MevD/HGWJnlLXGOZyvETANdi56n0bb0qMFs/fwWHT8q9eAFGNrpA4GwVmVZ16Kk40zCwjZ1io5PKha1AXm1L0dnOjZlc9ammMXqtiS9o+XG+Y1ZOu1pG6OskdFgeXOcd25ehl+r47QsE28kiW+9qvuUpbEDQ6WzJon/9OAwf/njQ/SOlXG9qJzF+C7y9U4p9Z8ZOrVg8OxB0fjLcpUAhUtbyiZuReGAN5fLbVPQdY22pE3M0huNZJdUjtB49957L7t37+YnP/nJXI5nQT344INs37698X0+n2fVqlULOCJxMTmX4n9TJZfGTI18xaMtZZ8SxLh+iOMHZCse//Mnh2mKW+iaRndzvPbGoZG0DZa3xBkquIyUXGxTn9et55OdadfQQjlfBRqnMtVj3JGOYZs6l3c30Z9zGC1Hy2SGrtNV26oN2qzHU7/NXx7PUvECqrXApysT9Rvry1XIV73ozVfBa7Wt3xU3oC1pUXZ9NE0jaZv4YUjZDaDocmlXE6mYwfFshUd/coQDw8UoobnqE4SqsS1c07TGtvRC1W/Uthotujh+iEZUk+Z0sxf1N/SYqbGqLUHZDUjVZoQGCw4Vz6ec9blhdRu/c9PKU2Z0VrQkuG5VK44X4gUBgwUXLwyxdJ1lzTG8QGEYOt9+rrdRWqIjHePQcJHVbcnTzhruHyjwwtHRCdvndV3jwGCBH7zSz2Mv9DJQqDaax05OYq5XZHZrd9wPT870zCSI8QLFaNnF1KA5furtzDUNWN2aQGnRbJ1Ze56uaU+Sr3hLI0eo7sMf/jDf+973+PGPf8zKlSsbP+/p6cF1XbLZ7ISZmIGBAXp6ehrHPPfccxOub2BgoHFZ/f/1n40/JpPJkEgkMAwDwzCmPGb8dZxtLJPFYjFisdgMzoQQc2e2xf9OJkS7ZGoJ0WGoODZSpuIGFHSvcX0VN2C05FCobfFVCoYKLqtak8QtgxPZKjFTZ9s1y7iiJ9OobzLfW9wnm49dWXPhfBZoHO90CdrHRksMFRwcP+SGNS1Tzj7MZjyTe2l1pmN0Z+IM5h28IOR4tkoQhHjjpiFCBfsHi4ShYllzHNvU0TWNMITWpEnMMql6AV4QkozpvHI8R9wyaOmMykOkYga5ikfZCQgCRU9t+dEydApVj5GSw2jJ5arlzShqW8mZ3k4n1492XKXjJrmKh15bptJ1Dc+Pdi9NZXxRyH39FfwwBKXww5C+bBWlaayJmbSm7Eb/tlf7chwbKRM3dfaWPEbLLn4YYuo6bUmb1pTFgcEiX33mILFaWYz1nemoHMBLx9lzPEdfrkKook0MWd9vBDf12Z5AnXq/FacWLjzr41z7z1DRZbAw/w1PNQ02djdhmEajlMKy5jglNyoDsCRyhJRS3Hffffz93/89Tz/9NJdccsmEy2+44QYsy2LHjh3ccccdAOzbt49jx46xZcsWALZs2cKnP/1pBgcHG7u7nnrqKTKZDFdeeWXjmO9///sTrvupp55qXIdt29xwww3s2LGDd7/73UC0VLdjxw4+/OEPT3ssQiwms9k+Pb7Oie+HHBkpNf7oJswoX6PihYyUXCxDY6To4vjRHx1N00hYGhXX55XjOa5d1cJl3Wn2DxY5MFDkto3djc7va381xYu9Y4yUXNpTNtevasU056cc/nzuyjpX57tAI5w5QfuybpOSE5CveOwfLLG8JU5L0qLiBhwYKs1qPON7aQ3mq1F2i6ZhGRqOH0SzMEF4cqeWXn9TVlS9ED+E3rEKg4UqXhQ38EY2KvuQihmMlFwG8g6hUiQsgzey1VpLF532VHQui65Pf75KW9Km7AWMljx+dmikUXByKF8lCBTTzRcOam0qQGek6OLXlotTyqRU9dg7kOe/P/V6I9l5qvOlEQVlGlF3+2zFxzL1aIZD0ajftL4jxb7+Aj87NEpz0qIpbmIZJl4Q8sZYmT19HjHT4JqVLXRl4pRdn1eOZ/mnXxyP+oXVsp0MXWs0j61Tp/l33WzzenwFMUMjmMdaRKYOKNg9UMDQ9HGlFCqYus6W9e0Ltsw+o0Do3nvv5Zvf/Cb/+I//SFNTUyPXprm5mUQiQXNzMx/84AfZvn07bW1tZDIZ7rvvPrZs2dJITr799tu58soref/7389nP/tZ+vv7+fjHP869997bmI25++67+dKXvsTHPvYxPvCBD/CjH/2I73znOzz++OONsWzfvp0777yTG2+8kZtvvpkvfOELlEqlxi6y6YxFiMVmptunx9c5qedd1P/o5ite9IkcRVMsesOpeAGmFhX9s3SN5qRNdy358+BQiRvX2Kck/E41O/P84bF5mZ05H7uyztX5KgRZd7YE7Uu70xwbLbO6LcFw0T3jeM623Dg+ablQ9QiVqu16UmjotNZydqpetCxlxQziukbRCQiUwtA1/FDhBlHLC8vQ6W6K4YbR83G46KBrGgnboDsTJ2lbjVmgqldBR6PiBTh+lKiSq/UwswyNFS0pVrclScdMjoyUZryMU6h40biCkHTMxNI1BgrRzrVsyeXISJmjwyXeuXkZv76pp1GvaKp8H8cPeKU3S8GJ2lwkbINAKUxdpyUeva0WHZ/lLXFiZrQrzjZ0gjCk6gVk4ibdmTh6rS5Xd1PIsweGMTSNrkyMoYKLO407WG9eioKEpVH2FZoC24DqDNPCQjV/QZAGpGMmBcdnuBB9wGmuBeyHhks0xS0u72lasNf0jAKhr3zlKwC87W1vm/Dzr3/9641ih5///OfRdZ077rhjQhHDOsMw+N73vsc999zDli1bSKVS3Hnnnfzpn/5p45hLLrmExx9/nPvvv58vfvGLrFy5kq997WuNrfMA733vexkaGuITn/gE/f39XHvttTzxxBMTEqjPNhYhFqOZbJ8eX+ekfVxBxGhpJEqmddywkfPTlrLxg5CBvEPC0mlLWqfkYSRjJxN+z/fszFzvypqvPKPzVQgSppegHTN13n39Cppi1hmDnLMVKawHocub47zyRo5QKZK2gRdE+T0K6ExZ5Cs+ug4tCQvXD/BMHaUUXqBqO6TA0qPmmkXHpzNt49WK56Vsk3RMxzKifdttSYuyE5Atu2hA0jaxDY3mhBkFKkBnOoYfhLw+WMDUopmpmc5+DBdd/FBh6NCXq1CbxKI5YZGIWcRsg5IT8PyRUfpy1Qn1ipY1TyyOOFSoUnB8ik6AH4asjiVpTdh4QciJXIWS44MW3WZnk9ZI0M5VfRKWiQ788niWQCmabBOjVqBR6fVCjdGYz5T3EzOjukn1StO6rmNotfMyi6dhOI+NWhWQr0QJ6pd1psjVZjENXWddRwrT0NnXX+Dtl3ctSDA046Wxs4nH4zz88MM8/PDDpz1mzZo1pyx9Tfa2t72Nl1566YzHfPjDH24shc12LEIsRuO3OZ/pzXxynROgkQdU8cLoTSpQFJwo0dU2ov0mCdugPW03tjLX2wO4QYjmRgmpScvgu7/oO2P7hqlaEpxLcDCXu7Jmkmc0m3Gfr0KQ003QbopZUz5nEpbB0ZES33q+95Qiha8cz/L6YIFtm5fRkrQ4MFhgWXOcfCUqFKiUYqTk1v4NZTdgrESty3n0Rh8oRco2sE0D1w/xw2h5zAuiKsJlL2Ss7DV2NBUcj6IDY5WownLC0vHCaIYpEzdxgqh7ehBCzDCoqiipf3VbEj9UjBSjpPCZigooQqxWt8j1ow8IzQmTmKkTqiiHbkVLgtGSG9Ur2tjZeD4qpShUfYaKDoeGigwVHEIV7UgbK3nYRnS9jq+o+iGGFjWjPZ6tkLRru+BMnZih8UauyhvZamNsuhadT12D3tHKhB1ipxPWAqboPkU9ycJGytZMNtRH5rvdaQikYgY3r2s/pe1I0fHnpOzEbF08BUCEWILO9mY+uc5J1Qvpz1fxan9kAk3DsDQycYOKa7CmPc2q1gT7BgoMFZxGdV0vCDF0HUvXGgm/Ck62SDiaPSXps2dSi4S5SHCeza6sqYKYegPL081k3fnmNSQsk5LrM1Rw+EVvlkNDpUWVmF030wTt8Y/DcNFhuOAwVIzetDvTdqNIIURLT0ffyLG3L8/ylgRHhktcsSyDoUd5QFU/6m1laKC0KNdmfBqJrimqvqLoBKRqb8r1mYV6r3km/T+stWpx/SjHKFeJgnTL1GlL2ZTcgJakzerWOD8+MFJr/aCoeFEg7gWKuGng+NPfYaQDV/Q0MVLxSNkWugYD+QpBCGNlD/3/b+/Po2S7yvtu/LPPWHP13H3nUfM8gCxmbEUSURww/hmDeR1MiLEdSILJayfYGBs7a/HawQYPxDj5LYP92gTDSiCAsYxADAaEkIQkdMWVru489dxdc515v3/sU6erx9t9u/tOOt+1Lqi7Tp86Z9epvZ/9PN/n+9U0HD8kkmAZWpJ5vHN3LxlD52ylxWjVZazWZqLm4gURfnyfkYRKSznGq9JglCRkenOKw+UFETt6szRdn/G6RxRzcjQBXiiTc6nxXV0AE3RlcFwvTDrIAJxgbUHQhcJM06fW9unJz29KutjirGkglCLFJYrVlKW6dU6mGy5Nv7PTEnhhhK5rlLIGN24tU3dnODXT4votRfYPFWm4ITNNj7xt0HB8evIWYzWX/oIi2Lb9MLZvcFWg1cU/mqg7VB2P/ry9oSW09Sz63b5sMw1vWZ7Rkycr/N6XDjKQt5huepyaaSmtpG0l9g5snKnsRmEtBO3uDkJkHCC6AU0vIGNoIASTdYephhKOlVLSE7e5n55pcbbaZrTaRteg5c8tph09HpivU9PyIgKpXNG9MEKs0MregSTms/gR1XagBBgjCL2I0xWH4ZLNrv4chycaSr8IFSycnm2ja4KCbSgO0WrHD7h2S4FXXj3IEyerTNYdTFNHItA1lfFquAF+qAQTnx+rs2cgjxuEFGyDnqzJQwfHsXSNuhPgxe/dGQeBCsYbboAmRCJuGURwYrqNjA+aqrl0lnlDkAhPAomf31qgBCyV+KG3RAfZpQgvlJyeaaFp2ryM0MUWZ00DoRQpLkGsljT8zlfuTXROGq7PZEPxLEIhlPCdEGwpZynnLG7cWuLJkxV+eKbKvsECN24rcWiszmjVwdAFvTmLm7fPEWxPTjeZari03ICh0hxnxzZ0rLzGeM1RoouGxt//cGxDCM6rXfQBvv3C5JKeVI8dn+HkdIvbdvYs4hnNtnwm6g51J2BkX78qJ0gIo4gXJhrkbYO+vH3JELM76BC0H3xmjGfOVGn5ATnT4ObtZe5bQOw9OdPC90MOTzVpx4KDYShxkVRaHtt7MhydboGEfYN52n7EZN1DF+q58xdEMgtVjE1dJDyWTuJBorrDurG81jW03Igw/u8oTjF1ggovlBwcrdP2VJAkJchI4kQhmlCBTbgGQouuqYDtiZNVBou24uq0XPwgwgtDwgj0mEPXX7CYrKs2/R0xMbuT3vFCJf6nxc0GQRQhhMqWgSrlhVJi6Yqj1/YjQhn/uZwf6IQSHD9KxnW1T1d3wBSxuQrQm4VnR6ucqbnz7H4uq66xFFcOLkWxuhRzWC1peLTmJIHD8akGpYxBMWuAhKYXYhuqawdgS4/qKtozkKfSUiq/O/ty3Lm7jzt29XLdltK850AtT90GDQuhXhurOWsmOK/0/J2rKwvgv33j8LKeVNt6sjw/VudsxWF775yonZSSwxMNglCSszS8SFJp+/TmLSxdJJ1zvTlrXXYZm/rd6kgKoz6fStvn6FQT29CRUs5zSg8jia2rko8XSrxQlWjCSBIEKlvoBiFnOt2EmphXbulALvX28S9Vkkngx8HMajMbQde5OkOja4JtvRnGai5I2N6bUYRkJ0gyUqGEirP68okZZ15aXsBErR0rcVvMNpVCe9KYJaA3b1HOWkRRlFg+RFJSafm8ZHcvB0fVpkGLnydTF0SRTAK4DnShyn6djq6lmr8W/s1qMzjdY6sLVi0fcCmh0vbpK1zGXWMprgxcqmJ1VyrOZ2FcC2n42pESb3/5bj7z2GlOzrSptlSbcAcHx+qM1Vy2lG0GCjZvf/ketFV4lbX9kIGChRAr2TdYzLb8NRGcV/P8LdeV1eH+rORJZRs6edtgsuFSd4LEI63uBMy2PGxTI+4IJwgjzJho3t05V8qa58VbON/v1sJnZEspw2j83nlLlQ7+6hFVetzWk8XxQ54fq3PgTJV/fHaMq4eLbC1neG5U+SPmbIOw5eOHyp7BiNvaQ6lKOH4QYRqSU7NtZlvq/rxVrKoyPq6zkJezajfv+CFuECGJCFc5XJ1zZEwNGQsEVtsBYah4a14oCUO5LrXjQKpsWK3tM1KyqbQ9JuoOti7ImhpuTJjWEcw2PTRUpqdj+XB8uoUThOwdKBBKycmZJrapY2rqe1Bp+fH4zr2nGyjtn06gZ2iKF7UwxjR0QRjJeSKJsLJFxrxy3GUYBAH05ywiyeXbNZbi8selLFZ3JeJ8F8a1kob3DxX59fuuYbbl8k8vTJG3dHpzFqah4YeSibrD6dkW914/zLZyltGas+icMH9BrrV9+vMWAwWL0arLbEtxKYwF9g39eWvV17qW529hV1Z3uXBbT3ZZT6o7dvYwWLA5Pt2MuSTqmrxYBFBKyXApkyxEzTio6+6cW2qMV/NZr+W71Rnrg6M1Hj+uMjluGCn7Ez/CNpW7uaUJpeQsJTdtLTHTdHn2bA0viBgomDTdiLOVNgfPVhmruWRM1ard8pQ5p23qCKH0gCKpOrkCCYEf4Sysg60CnfVXEx1tHBUY9eRMDCE5XVUdXavpW5IoN3JN17E1QdE2mG0qbZ9aS51BE3NdVWtd+wWqZOcGkumGIlq3vJBc0QKUho9lKHE/JQ/gctVQgd0DeWptHyB5tntzqsvSDyIyBrQ81YrfacPvQF+YBVrmogUqW9X5XOZd8zL3Y2gokco1jsNakTWgvUm85Wu2lOkrWLS9kKyls6WUjXmGaddYiguAy0Gs7lLE+ZY61hN0billGCjY/Gi0yv7BAqWsOa/Es5SVQ0eczdQ1DE105d5lQuCYbfl8/JtHODq1uEMKmBe02brGVEMtaneuYN9w+45eHjs2uyLB+catZcIo4m8eOcnp2RY3bysnxp2rff66y4VqF64t6UnVcEO29mQYrzmcqbTJmDpZS8cLQlpeiGVotPyQA2eqVB0l8lfKmBSzBrqmYenamu0y1vrd6gTIT56a5dBYnSC2pRgpZzk101Ilu5zJvsEChyebHJlsIICjU01lwgnkLJ0wFi08W3GwVfe26gBEcVYAQjec18HVXf5ae5P1HEIJNUdlH4UQibDfWtEOwJQRmayBRGVTJOCGEjeIyMSt4edznd1hXocQDaq1v8MJKmVMvCCi7SupiWuGVYnG9SP2DOQT8v6+gTxDRZsTsTGxG4RoQmDEatORH6FrSn3ajzWXliOZg+qEMzRBsPD3K9xP92e3kp3GWq02FmJbT5bDU+11nGFp6ALOVtqcrTpJB+rZWYfdAzncIEy7xlJsPjZarG41uNhcpPW+/3pKHecbdHbe8+hUg5PTLY5ONtlSznD1SJGsqXO20sY2dfYPqdJR557OVNoJn2GhAedwOUve0nny5CzTTZd9g4V5gdnBMVVSCeMFufPaVNNjtOogT6nf65qgEYSMVtuJW7dhaAlP6dB4g2LGSHa6dSfA0AXTDZcP/cNzHDhdJWPp8zg9HX0W29B4+lSFU7MtdvXnF41pd7lQE9CXs5ioO1h5LfGkarhqgWr7Ea+9doi+nMXRqSbjNQdDQDFjMF5z8YKQwWKGreUso1WHStun6vjsHcwDkhcmGmuyp+j+boFK+3d3xXR/t9wgTDq7ZmPrk768RaXtc3q2jR3bNozXXB4/MYula4p3EkaEbkAUKziDUB5NgU8YReiagRBz+j3LadGIZf77fND2IzKGhqFr+HEma63otMdXWz5+IBObB8cP8SMIvAhdU8d1E7KXCzCWRVxT6sla3LW3j7OVNpN11T1nmzqmoTHb8vDCiNm6z03byuzozSVeY1/50ThtPwApafmKZG9oKqtjaJpqIjBVhqzphd1vCcxxejrXGklVZhSApSue1bnuw9AE/ipqYobeIW+vZmAWo+1LJZnAxpXgOpyppuvTX8zM60Cdbrrs6MulXWMpNh8bKVa3GlxsLtJ6+RoHx2r8/dOjuEHE1p61ZXTON+jsziLt7MsxVLR5Pu7smmy4bOvJYugaQST5/FNnePDAWHJPQSQTPsP23pxq9U0yOAaPHZ+h7SvBuE4Jq5gxyVs6//ijcZBw3w3D8zI1t+3ooeVNcWqmzfGpZmKbsHsgz89cOzSP0/Pj1w7xye8c59mzVfwwwtQ1hkqqAyuMJDlTJ2Opa+lwevYM5Jmsu7E+jLIf+MR3jvF//diuRWO7sFy4byhP3fUT/lIUJ77OVNps783xc3ftZO+AChYffm6cLz59ltOzbdp+SN2BmhMwUs4wWLQYr7m4fkitHVBp+Wu2y6g7ylyz7YeM1xxabkAQybgrxkp2vLWWz/95+gwnppsMl2yOTwUUs2ZCdp6oOQhNTcteFNFyA3rKGaZkp7NKZV8kipCbNQU1P0Ii8YIII+7oWinAmbeurSclhFokHT9CrhAAGfHFdDrMBGDGC7WUYGoCJ16xvTAkY+kgwY87w5LFWIKmgR2rWLfj9n7LELir0M0pZgymmsrLa2s5Q87SabjBss/PoiBYgGXo9BVsam2VedQ0KGUNdvTmGCzaHJtqUml584jMAnXduqYRxiTqvCW4fWcfkQARQdvzeOp0ne7bWPjRCKBga1TbIXQSvsvcdhjNBTDnkx26bkuBquPTdMPzcrVfiM45IhkbxkagGQLb0DFzIiGnbyll1vEu5480EHoR4XzE6s4XF5uLdL7v3wmeDk/UeXa0RsMJ2NWXY7Boocelp9WUcc4n6Fwqi1TMmPTnbc5WW/zorBJB3DdYYFtvNnG77tzT624cmff5dkjCANWWx9lqG0PXcP2IasvDj2RSBgrjWbPhhomNACgjyYYT4IcRt+3ooZhVzvY1J+Dh5ybY1Z9j/1CRwxN1Hn5ugryt82N7+9A1xbt4+lSFiZrLq68exNSVrYIQ0Je3GKs6PHpMmXEqroYax2NTTT7xneOLPqNujaG8pWNoGrv685yttGk6PlUnoC9v89LdfUlLOcCh8Tr/7/dOUml5GJqgJ2viBCFtL+TEVIvhks21I0VKGYMggrfctZM7d/WtOnN4eKLO5588y3OjNRqu4uXkbZOBgomh60zWHWaaLn15i7959ATfPjyFrsGZ2TZVx2drOYttqMVKEwI/iKi3fVqOCqY62QXR+d+EMxMRRBpRRzFZF7jx47TaRWsjOo+6F9lOF5gmVPom6Gqx70ASL4QC0OaTtJV4o1Dlsa5URCRVQKUJgSbEvPZ5WxO4q7jj2ZanOD6hykD25W1u3dHDkYkm002Xattf9PzM8xq7fs5rzBDw9OkKp2bbDBbs5HkpZ02eOV1R3WUyzmIl96bsSlTbveLZmYbGD04oM2Pb1MkIVQ70ww6HSN2zoQmV9TR0dK0j/CjwAjmv/Nb5DDq8J8vQyVka0w1/1cFQxhD885u38oOTVVrMZbbWCw2lgF1tB7hBmy1lxdNrOEFCTh+tOSlHKMXmYq1ideeLi81FOt/37w6eCraOQBFAJxsuDU91JPXl7VWVEc8n6FwqizTTdHlhvM6ZSltZHYSSgq0zVLIXBWZPn6qwdzDPs2dr8z7fmabHD0+rgMQ2NL55aBIE5EydnK3sBbwgwjZEQhQG9UwcmWgShBE5S6cnbzFQUK34I1Im47i7L5+M99XDxeR9a20fTVML19GpJnfs7EnKWb05M8l4jBTtuH09ZLiU4eZt5SXtOzoaQwfHavzjs+OxAq9aBSIpuHq4yC++ai8v73IPD4KIT37nOHXHZ7hoc7bqkDF1MqaGb8m4NVtyx84epBAcn2pSypprCoI+8Z3jTNWdpHSTszTaXsCZSshwyaY3Z3J0qkW17SNQZa3+mCw62XAZrbbZ1pNDFwJdUzYPJ9wWTqBKJWNVZ64LSShuVBBGCCESsrNAuaGvVVDYWw+RZAlIVLkojCSWJtCQeEv00wcShFSdU7omEzXqMFadNoXAD7U5ohPq3gXg+kr7p/MJ1VZ5E01fYpkSieDA2So3bStTyppcM1Lg6JRg/1CBN79057znp/s72e01BnDT9l7avvLtG6s5DJVsTF0jb5v05iwypoZAYBkqg6eI2xKEKhvPND3OVNrUHWXOWmn5lDIGUw2P6VgJ3NA0ylmDQka1mg8ULOpOoDSIIjB0LQmKOxk22xDs6stzcrYZZ2PDVQUyGiq4GilnVVOELtSzHJcB14NSRscLJUXbRNdUB+fZqgoih0oZdvXnqLX9lCOUYvOxFoXa9eBicJHW+/4Lg6fppkcYSUpZk4LNIo2Zc5URzyfoXJhFmmm6fOvQFON1hyCMEqLkwdE6sy2fV109OC8wOzLZ5Kdu38Zo1Uk+37YfJjtO1eEilZqtELQJydkGlZZPte1TzppY+txEX3cCZlpqpxpJktfmcXpOV3ji5MyS4+2FEaGUlHNmQmLulLMm6i6Op8imThDRjDtI9g3m0TTt3M9IUjdQq6OpC0pZM16w5q7hB6dmOT7dpD9vYeqayibEJFXLEOQzBg03ZKzmUopLVKvNiHY/M1vKWQ5NNDDdkJobJlm2theSs/TEk2pLKct4TXG3bEOnnDWptHxmmi5be7JEUvFuunkl3TwNISGKOkJ8qqNKcGnpyfhx4BNE8pyBmQAylo4fW6UrDon670jKmD+kjg0jCEWnRMi8/18tKq0AyxDMtjy+/cI0pazBQNHmpbv7lyyZd38nO899p9zcmzO5fVcvPzgxy0zTpeWpz/TGbWWylk4pYyRcPcXhUhYiIyUbKeEnrh/icz84Q3/eJmfpfO/YDIauszN+3mttn0iCG0Q4sfnsUMFisKi6ODsZpoyp0fZCmm6IFDBSzrKjL8vpWdU12XKDVY1TztIYKGbYP1Qgaxrx10usm0ema7ClnGG8rvhXO8s5erKKnH7TtjJbe1Tg5fpRyhFKcWFwLrG6jShXXWgu0ka8/8LgydJjAmgosQ1tkcbMucqI5xN0dmeROpyes9U2SLVLjqTKfoRScrbi8NjxGe69fmReYDZYtJPP9/BEnR+N1qg7AfsH85yYblFzAspZ1V7U9pUe0EjJYrrp0vJC8tZcIOSFEX4YghQMlzMUMwYzTZcjE01mWh5+GOL4EZ/63ilm2x5be+YvFq4fosetREEU4YURAwVVjnj6VIWJuguoYGF7b5Z9QwX6Yg+ilUqHC8sU3V1sC7NI003FPcpaOroQZE2dphegm6pEZ2qCdiRpeQFNL1xTRrT7mXFjocJO55RAxGUnSRBKIhlhGQYvTDaoOj5tX3XlmYaGoQsqbZ+8pSkyLjHJVrCo7NHJuGiobAEyumSVhc8VnEmIu7jmUkaGADdU/maaNp8cnY3LSpauMVgwOTnrIOXagkAJBKHE1GCm5VF3fTKmvqyheOc72fEam215XYrIFlvKNtdvKfGWu3ZSypqJBtRffOsoB85WuWOFbsu9gwVsU2eolEET0JuzmKyruaGUNeP3ktiGQAgN2xCcrTqEEnb2ZfH8iKoTUG0HRJHEMjQlHukGHJtqEkpouwHaCuPT2U9owJ6BPD15m9t39nL7rh6CUH031xsIyUiNY84KqbR8wkiSzxh4UZQY4G5UNeJ8kQZCL0IsJ1a3UWWqC8lF2qj3Xxg8FTNGMjFZcTahozGz2jLiWoPO7izSYMHk5EwrSXVLwA+UboltaDhBxMkZVW7pyVnz7mlHX469rynw+IkZ/uKbR+jP22QtnTMVZaXRdEMypo6la8p0tAEDBRs/jHjmbI19g4W43Tyi7UUUs6qNe7bl8dSpCm0vpJAxsAwNCBirKyNKyxA03WhusYjLPHXHp5TpzjaJpFOoE3AunKvPVTpcWKYAlswidTJBbS+kmDHpy1t4odqNdngUQqiAaaScZf/w/E68ldD9zESRT8tT3I3enIkfyjgIihgsWpyutKm2fWxdUMoo8rgfRoRhhNDUrnusrhY+ywCkSIQLl4IizhpoGjj1tTuxXwhonFtlWsK80lmrK4W00EXD9UMQgkhTRGnBYv7RahBKmG4GbOvJUneUGOiBszVGa86SvLTEa8zQlDxFxlikzbWQU9bZBB2OOz57YhXlw5PNZBNkG/q8eWr/UIGGGzDd8Kg5fhzsCvwQDF2qklvW5NRsm56cxd17+jk0Xue58TphKCll1XPleCF9OZOphksYxQT6Lt+47iEz9U7ZWYlw7uxTJHGdrkzQegn1qLJtMWPQdAPqjh9n+wReEK65Q3MzkAZCL1IsFKvbSFwoLtJq3j9v6Yt2ZEu9/8LgSQiRTEwzTQ/LUC3aXhCt6Yu7lqCzO4v05KlZXD+KJypBGCqNks6fmbri9ZyttClnzUX3pGmqVGSbOoYueOpUhUrLi9urlUGmoYlYCM/ihq0lTs+22dNfoNLyGa85WLrGvkHlUt6TNXjihAqC+vIWoMqFw6UMt+8o88Vnxnjs2CwDBRvb0LBNDRkLv1XbAaahA2rx+MGJWWZbHsWMSdbUKWZ0Jutuogzdm7NWVTpciKWySLfv6GV3f55DE/XYe02pIdcdHy8IaXohecvA1ARNN+DzT57hQWNsVd2FWVMnDCWnZ1vKb0qq4K7u+KozRkqkVOMUxGkL1w9p+apsFsQ1HxmTWm/cVuKHp6oYuqb4T16IRC7ZBm3G1hm9OWvZ67vYWKuJ6HLofFMCCUhJ6ElsI1wXbyVn6SobEZfibtpqM153l+YuJm1TMSetExkknXyLsZpNUBTJefNkX95iz0Cex45PM9vyYo6QoJwzuHq4yN6BAm3P52ylzehsm8OFOjXHT95zou4RxcF3zjbQhCBvmwRhBMznCYmuf5omMDXBtSNFfv5uFQh+4/kJDF2Qt1UWe72YbDj05Cx2D+TJGBonZ9oUMwZBKDe0GnG+SAOhFBuOC8VFOtf7Hxyr8Y8/Gk86okCVmK4eLi56/6WCt768xa07ejg8UefEdCv+4kZr/uKuJejsTKD/zz84PHu2ThRJhJBYho6pKz6NH0UxBwWmGi6HxuuJps/CUpsXRPzg5CytWFRPQ5AxNcIoQqCCpdt29KBpgoGCzb9+xW5El/1G2w/4q++e4IdnqozXHfK2jhdbbGQtg32DBTRNI2/pjFcjJhsOutadqVGO3gN5i9mmx8GxOnUnYN9gIW43btF0A/K2QcPx+dFojcFChv7CyqXD1Wb6DEPjF16+mw9+8UccHKujC4EQipwbRFDKmOwdzFPImGztWdyJt1J34YMHxjg122K66ZE1deXpFUlkzEGKIhUIVWOvLIDZllKxtg2Bpeu4QUQQqU62/98d2zlwukYQxiKCQqgOqgWpkSgCYQgVJMmLQy5dDVbrO7ZcwkEwp6TcyY4olpsag/XwooSc65x0fKU9tVRG8fRsizOVNlcPF5ltulTavpKQ0DSGSxlGyorkvBSX7VyboIXzZNbUODLZSErhBVOnL28RhJIzFQc3CDkx3WKqqYKk2UNTRJEi3xu6RsbUUC0eGlVH6ViVMiY95QzHp5qqO09KzLhtPQwjChm1WdrWk+Vfv2LvPP0uQ9fYkrOYqLWZba8vGKo7IUiPa4aLia7ZAzdv4bqR0gXXllsKaSCUYlNwIbhIq4GUqnMoQqIh0OOa9EIsF7yZumqJfcmePh64acsiY9LNwP6hIu94xR6+d3SaKJIUMkayWJiRIAjnygmnK20KGXOepk8HW0oZXD9irOoShGHS/dHRNVE7Rp28pXN0usVN28ps780ture3v3w3/+8jxzk4WsMNVGZtuGSzf6hIX96i1lZlIU2jK6Guds4CQcFWZcZ7bhim7gb0521GYi5WOWtxeKLBbMsjlDBRc7ljVy9vunPHiqXD7kyfqQnV4TbV5Iat5XlaJB3uxFDRikUOlfeWECqDlLcNLEOf1+22XHdhtyXG3z8ziuuHXDtS5PnxOrNNL/bakhi6UGWvrs6mDnypygQds1KkRNdVC3zO0rEMJQqptIIkXigXcYCEUO7rlqHhbHTb1wZitUvncvGMqatgtTOGYSRjiQHwgvUtzMdnXQRu0on39ecnuH1XHwLmeeL9zSMnOXC6iqZB21MmrLahYdqqnJsxdaordDudaxPUmScffGaMLx8YY6bpkrN0ipFJMWPgBTF/re5wdFKioYIkKSVhGKmuv1BihhFSKoX1UtakP2/G38uAV13VTyYWYoXYYiWSiLgpIW+b3L2vnx29c9e5ZyBPT9ai0prLZq4HAsX9OjrV5I23bb/kfC3TQCjFpmGzuUjLoUOqrbZ9+vMmkw3FxzB0jb68SbXtL5kCXy54u3l7z7qCt/NRt75jRy+7+3M8P96g0vSSxSLe1CGAvrzJq68apOGG8zR9OhitOdQcNRmG8c5RxgurSjJIJhsuXz4wzg3bSitm6SxDj7MTErEglnSDUJXdgN0DOQSqM0sXAsvQmG64nJxtMdNUXSOZrmC0L2/xkt291J2Ath8wXnN4w23blhzrpTJ9XhDRdJXOUcE2yJg6f/Gto4llSGeBmag5IEMVDBuCnKkzmDcZbXi0lljEFnYXukE4py91VukF7erPMVjMcPvOXg6cqTLV8AhDQOtwLxQPQiBxu9ZticpydEIALYoYrzn878dPM1Sy8Wcjmm4Yl88WfxZSqvKmoUmyGR3WuVu/VBGGJJpJYdx1p6E66bwNkDvuFLo0YLrh861Dk9y4tUSt7fOVZ8f4+2dGlRFrXDbtZJaVqKhgsu4y0/TWrYi8f6jIv7xV45mzVa4ZLlDOmTx1ssLRqSa6UJpAUexHpsXvL+V8flQQKZNkQ9fImVqSGa27AX4IN2wtK58118cyLOqOT0/eZLCYYaC4OJu8ozfHtcMFvnxgDGeph3ANyBiC3f05qu0ADXjg5hF2DxTWdc6NRhoIpdhUbCYXaTmcqSiOzWTdIQglxS7X9KmGh64JfnBy9rzS2WtFp4TyzJkqLS8gZxnctK3M/V2CbUs5rP/jgXGlRBst7b6tC9g7WKCYUS3jS3VMVR2P07Pt2P9IzLNd6CAMwQ2UwepY1VlWW2my5lDMGFTbPqAzXm3TcENu3dGD60e4QUQxYyS+X/MglBbOl54a5XS1zdmKw3Axw76hfNL+r7zUoDdnU7QXl70WQaqsQKXlE0qJpavsTiljzLMMqTs+dcePVatV95YI1Y665YX4YcT0Apf6Djqco4NjNb75/CQzTY+irWwsenJmzGtSY3DdlhLjNZeG6+MFUeKgrmvinDvqTmD6nSPT5CyD67aUODHdZKy2dIATxvff9CKal2BGaJ3c2gQZU9D255zcDU110WlxT/1GFQU1VJDV8hRp+r9/4zAvTLZo+wF7+nP4oXq+SxlVMm/7IQ03ZEvJ3jBF5JYfomuCbb055k01QokmdjJjUdxJKOJr7gy06iZU3a4tL6KcldimjhtGjNXaXDNS4sZtJQ7FKvWGLhgpZbllx/KbvFospHq+0AQUbCV8aho6gyWd6YbH8elWGgilSLHZqDs+J6dbhFFEf8FOFmbb0LHyKkNxaqZFvYto2I2Vgre1ZHcOT9T56Fdf4PmxOl4QJp0SRyebPDdW56du28Zzo/V5FiA9WZOJhksQSvwgwtJV99Aid2oJB0drTDdchkuZJfkNx6eatL0AMy69dOY0Tcw5ZIexLs3z43U+9OWDvO6mLfOCtH88MM5zozUm6g4zTR83CJmKOTEFL+JHo1VsXU3AHZsIL4iSjFAQRUzUlZv4SNlG0wSjVYfxWpu66ycilash0Xe3z997/TDfPToNCHpzJiCZbQUcn25x955eHjqoRCNv31HmqZMV2r7SLDJ1QRhKQhlnFkLlSt7tUt9B2wuxdI3Hj83M15eSkpJtkrckE3UlVrl/ME8pY2AZgrMVBy8CgfLNWm1Q4IURXtvnxHSLl+/v50s/HE1sJJbCJSQdlGC9Zp/d6ARBEOspyU7pVbA8TXlt6Og0hXGWpeGGPHmqQssLMTSNg2N1/FCia8qoNxNz9RpOwIQQG6aI3M1/kxKc2Nan4YRU23MZ4W6Ss6kLomDu+bJMnayh5CEm6qoLbHtvlhu29jDVcHGDkJ19Oe7c3ccdu3pXLPOfnG7y9OmK0h4L1/6ZWrryApRCbQQ6auGXKtJAKMUVh4Yb0PZDihljUXZCCIFt6tSdgIa7tj3lWrzLokjyqUdP8vjxGaWEK2OfKAS68Jltebww3mDPQC4m6WZpuj7fPjJF2wu5fWcPEw0X29DpzakJsu7MeQxFUnW7TAlF4JysK0G+bq5Ch6/j+HNaILqY06fpJCoypkEpZ9J0Qx47PsNoVbUR24bOtw9PcniyQRAq0nPW1Gh6yp7C8SOCKOLeG0aQCMaqDkemmknZDVS6XiAYKFj05W3KOZumF9LyVBbqhYkG140IxmruOUn0p2db/PBMhZypM1ZXfl55W2em6dGOr6Xa9nH9ufb42aZH2wuI6OjvCISuEYaSjKVGqOWFtD0fmNvVdwKznX05JmrOfH0pTaPu+DScULU7N13qjuJJVdp+UkLplF5Wi85dTzdcvnlocsUg6FLFRi523efqCFIWbB3L0Gl4AZ67/pJgKOesLDpSQg1XbVpCGRH4ahNiahF63KlpxrY0PTmT6+NS2no10br5b705kyCK6M1ZsewENNw2QsyZs0LHekNliyQgQ4lLSBApEdNyxuLuff38m5fv4akzFaabHv15i9t39GIY2orX8/iJWWqOjxAaQkRrjjktXUPTBO1YJNHUBRN1j3JWdcZdakgDoRRXHAoZg6yl4/oRBVsuat93fWUZUcis/vFfq3fZ6dkW3zw0SbXtL3DMVmJxYRjQdAPu2t3T1QElEg7EofEGjq9auzVNdXnURZikxfVOmUAIgriN3g8jZpouz43VyFsGfXllFSFDSWffKGIfiE4QpKEIn7ahuvq29WSZaXp85dlxXnFVP4fGVRBUyhhJgGIZOkEYUndDAgk/e+cO/s9TZzk21UyIyGGkxlm5aytvsudGa1w1Ukw68c5U2hydaGDpGnftWVrZt3v8O8TVjKURRaotvXNNtqFh6TotL0zEIXOWzqGJJh0/UBflqK2JmITsKkJzBHzv6AxCaGzpyc7rbrxjVy+ff+oMuZgDUswYZEyNo5NNlVnTBJFUpbZ628fpUoVeK4IIdKEWNvcyDII2ExK1iXGDKC6NrS/kMoQ6X0cEc175WSgRwCCay7YEkTJKDePnu7vbciMUkbubNU7PKv0wN1BZzKDjy0bs4db5LguhSv5RhCZgsGRj6Mp2pSdrsaMvxzUjRf7Ht4/N27w9dmz2nGTllh8QhBJNOz/3eS9UavGWoVHI6My0lHbQ3Xv75pGyLxWkgVCKKw5F22RnX45TM63EWbrDEWo4AYahsaM3uzouCufnXXZkssFYVQUnhqYlnR5+pJRtJcq1+/snZnnJ7v5E6C+IJKWcyUzDS0T3YD5XKNZAiydLtVtzgojTs21+63MH2NabY6Bg05dTIoZBGKEL5RkULpjVNE35C/mhsgCwDZ0tZZ3DEw3ytvLMsk19XpZGCDANnUykdHFOzLZimwtF1EQIphpK06Tzbq4f8vx4nemWx3VbSshIEkmJG38mC1vEu9EJQk/PtshYOgXbwPUDVUZAUMroc9YZukZPVhHiZ5shYdZMPMBkBL6QSWDasYIQqOzao0dn2DdUYKBgJ92NtqHz4IGx+S37UgV6npRxi7xkIoxod/l+nU8Yo2vqmiTQlzOpOpdua/xGYrXjJeiUDyPEeuNEAaCCICnnZ5+8YHE5UwJNL8Q2ldCoJgQFW+fIVGvDNNGSDrIDY0zWR5moufRkTXrzFm0/pNb28UOZbDaiWLXc0lRZLIokNS+kL29z154+rt1S4uHnJs7L+LonZ4HgvDvGDE1JP2QMPS4tCm7Z0cNb7tp50Vvll0IaCKXYVJxPx9R6sa0ny207enHjcslsy1cmgprGYNHG0DRu39l7XlYKK3mXnZ5tJRo8z4/VcQOlWqxrEMoIP55gOxO/BKYbSq351h09icqy60dxt4ciaXY4QR10DCsh5jbEv+9wHKabHgMFi+fG62iaIux2HL47GSXi67ANHcePaPsBg0WbvKVTcwImGy5jNRcAPwjxdZFct0CoUkKkdueVlkel5fOS3b2MVh2eG60nnVi6IHHODqWS0p+ouWiaiIM7yVTT5YvPjPL8RIP33HPVvMm5Owi9eVsZL5CcmW3hBmEiWqhInTIhXRdsPREsLNo6dUcQREo7aH52bm4chFCGs315i/9wz1XsiGUEFore1Z2AquMrtV5Pkc91XZu3mGoLMwyrhCbm5PrEJbhYbBZWO1SdzyMIF8sSrAaWNtex18mydMa8+yKWC8zCSPHGOjYWPzxTY0esxLxRc9r+oSL/9jUFbt3Rw6e+f5KmGzBYsGn7IRlTY7I+t8HwgoisqfzBdCEYKNoMFGze/NKd3L2nn7/41tHzNr7e05fH1DScONu0jAPJPOhC8ZZu3dHLjVtLnJxp0Q5CcqbBzdvL3BdzDy9FpIHQFYyLEYR0Yy2cmo1Ed5p5uuGyvTeLHi+8dSdYUnxwJaxG0fjwRIO//PZxarFk/+hsSzlpC/BklNTxF75jPnYqPzLZ4I6dPWRMjUNjDbywYzy59DV1ztVZdA1N/aKcNXB9ZSJ61WCe5+NgyJCqLCi7yv2aUJoipyttDE3xHr7w9FkkKi1/dKIRa+NAy/fikpyI0/Nq0ivYBlnTwAlC9g6oLrbnxupkDJ1crErrxe23li6oOgFhpLgeAqXR1JezqLsBT5+q8D8fPclvPnD9su7fg0Wb58fqtL1AXUdMAm/7Yey9JXlhsplkvkZrrtrZrlBJsQwNgaTthzxzpqrGZhnRO8tQgR8RZC0DXRP05ZV9QrviKC+r8wmCgA7NxNDAfPHEQauGF8y5oGva2qtjedtQwbOrBC47PmXdH1cn27pUJNQJmIJIUmmrbsQfX0K/a73QNMErrhpkpJxJJBsE4AaSgYKJF8YNCXEbf8MJGSpleNVVg0mwcWqmtS7j63agbHSCprdq4cqCrXPrzl5+619cz96BCy+bsh6kgdBFwIUIUDYiCFnPda6VU7PRWKgJ1HGGPh9NoHMpGo9W2pyaaSEE7BsskLOyBEEE1JLsTZK1WfC3lqGTs+cMXdteiBsqboAmSGwYloKhQ9Y0aHk+xK3aWVNHaIKZpgeDeUxNUA8kVw3lCSIV1LXckFrbw4tARpLenEkpqxziHV8FPhlDw9JUt4ffTf4NJYauUvNeCNf0ZnnJ7l4eOTJNywuotFWret42MHQBlsCPFIE4COeyMmGojBf78za2qYQEx2sujxyd4dRsK1G4Xej+PVl3KWR0TB1mWz5CI+4AU51EUw0vsfgwNA3L0Kg0V/bi0gTkbJOm4zNRczg62ZinsNv9LD16bBrHV4TZoq3KdGbsWbYedP+1H8HR6da6znclosON0zWBkOfRPi9lYmXhxKUmL1QZj45A6UKT227YpqBgm/hhhB+qZ2Ap/a6NQreUx8PPjfMX3zrKbNvHiNXRNcDxJeWcxr962S7edMeOZH5er/F1IaPGydAEs02X1fDSX3HVAL/6z65JxuJCy6asB2kgdIFxIbIkGxGErOc6z4dTsxnYP1Rk96vy/ODU7Jo6JhZiJe+0KIo4cKaGaWjcvK2MFttLbClnsAwtyagsBU2oVHtHsK1DILZ1jVxcojJ1xS2K5Fx2qJMFCkJouH4cCEhKWQvb1JGozrlK7PFl6KEyPbQNihmDvKnjBiGRH6Fr0Je3qTl+7MqtdFJCTTBSztD2I2ZaPsQdK1Ek0WKiKUB/wWZraW58zKSE1uHiqGBK18ALgrlONUtnpKTUu0Gdr5wzmW64HJtqJoHIwrbi2ZZHX95GUZHaNNwAXcBA0Y7b4CNGSjanK8orrT9vUovFHlmwyKmSGLEKtMQwNEW2biwOnDqL0vVbi5yYbuL5oQrMYi5UFC3/Oa8WWvwvEiQE7xRz6HSORcsITZ4LVSfECSV5S5kXK6sTjbxl8Px445xdfhlDT97f0jX2DuSSxoK1zmWr3WRqmmBbT5YT063kfRUEQoeMrjK9h8bq8/5uvcbX3TxLP4xwm0tLjcSUQKSEW3b0XrKlr3MhDYQuIC5ElqQ7CNk/mKfhhsy2PCxdY/9gfknhvY2+ztVyapZLy24UlgrmVtMxsRAreacdmWzgh5Lbds4FQRC36RuClTr0bUMjiCSnZ9sEoVSWEbF+SME28MI2tqHRaRRpeQENL0p0RCQxCVgqTkk5lgvwgrhMFK/+pYxBECm3+lAq124EDBUt3EDxkWptH0PXsA2lOaRpQon1xaTQlhcmhO0gkFi6KjX88FSF//qV5/mxff1Jx4uhazSdQInBhaoWp/gd6qoFili9GIuXoUVtxWGEmVGGkoMFm4Yb4IWSyZpLy1dddcenW0q/xPWpOT7LaQ52Sh2RBD8MCUPFZ+ovLm1kqmmC/UNFtvZkOThaw48lBXSUIN56YWiKbxREEh2SNukUChGK8K5rc2rTa4EA2n5E21eBrqnFpGCCLv6bwlKndnxl0guqPfzQRJPd/bk1z2Vr3WSenm3xvaPTZOImDz+UiU6Xakt3efToNKdnW+yMNxDrNb7u5llGUjLd9BeV9XVNdZxqgB9JtvasT1TyYiINhC4QLlSWpBOEZE2Nx09UmG15BLG9RG/OYkvZXvGLuxHXud607EZgo4PO5ew39gzkkRK29swfSy+MlLLwEhN2J5AJ4uxKT9aiL29RzOo8cbxCre3Hwm1Ki8OIO84kisNQzhg0PKUXojIqaofc8kIyhs9sO2CwYKERUWsHc1kc5ib6jjVFX95m/1CB58br9GYtIik5HS/qQTTnreSFIZpQOipKCVni+CFtP+TBZ8c4Mtng1dcMkrN0jk40OOv4IBWPSAVs0byuN9ePGKs5SVZISkm15dOTNdkb64x0ds1XjRQ4NF7n9Gw7IYkCjNcdwkiJVHYHhaGUWJrAD1cuLcIcab3uqOzZlnKGvSuo3m4pZeIuQI28JWh6IU03OK8MxUJYho6hC3KawPHDNBBaAAMQOvTmLBwvpLaKek3nmY9QmQtdKNKzoc197pZuJjsLgQqGwzgL2/0JBKHENjXl0ZdRnYnPjzfoz1urnsvOZ146OtWk2vLpL1pomoa9YA+hMqkeR6eaSSC0XuPr7r/PGoKzlTZtL8LU1cZB1zTytoGpwWzbZ0s5y73XjqxqDC5FpIHQBcKFypI0vYCphst008P1QwoZEzNj4IeSybrynlrpi7sR17netOx6sVlB51L2G5GU/PFXX1h0r14QEYRy2e4WyVzHV1/e4pYdPegCnh9t0PSU2GNHvFA3dYLYV8vUBdv7ckw2XGVrYRtkTT1Wa3aYbnpoQlBr+xwaV51rgYzLLlossSgVV6fuhOSskGLWwIhVoFWmRl21oWlEUn1ekVSeWZ21OZAQxh1t43WHyYbL0akmt2wrUc5Z1N2QKIpiVWwZB3QSIYVq/Y1CXF8y3XQZFDZ1xyeScNfefrb35hbtmr0gIoqDmhPTLVxfZYI6wWGn2mlqajxnW/4iqYCV0CHP3rq9vKzOSRRJfnBqFj+KKGcNBIKWrwwgDE2uu5xVzui0AhXYrVcn51KDoa1MWF8NSlkdP1LfLcvQWA1xJWMInJi9njU1WrHOk6WrgMYNIirtgKyh5CUkkDHVBqQVbzY6nZZ5W0fTNExdY6hgkzEVr01KyC5j5tyN9cxLUnQbGi/E0r9fr/F199+PNzyePVvDiyS2IchbOpGUzLYDMobOO16xB8s69xhcqkgDoQuEC5UlyZo6Uw2PphswXOq2lxBYeeucX9yNuM71pmXXi80MOhfabyxsr+68n6kLglAFISL+OYq7tpLpW0J/wYptJiyklGzvyyZu7COlDG6cuQlClYkp2QZNN6AUe4zVnIDZphdnb0BIlTYPJRgoWXsp1XuGXYFZJ0SYarg8dbJCte0z2XApZQwiJAaCrKFczr0wwtLmCKXd3WoSIJBIDSotRT6daXr05Eyyps6p2RaGrrJaGVNHF8p9vdO3XG15GLHa9y1bi/zcXTs5OtVYctd8ttIm7+ic7QR3AgxdEElwYmkC01DBWycTZOpz170SdKE6+Mq5pctihyfqPPjMGN89MsUL43Wypk4QKQ2kpboBzwe6rhH5Sq16IzJMa35/5p7N7udEoOYP53za4WJsRFyn6xqFrEHDCZSWDysrWXdKNpL4WdFEYlgshArIDV2oNnRLJyeg5cfO7FKVb21D0vKiWLtHkLcN+nIWGVPD9UO8IMSKeXznwvnOS3NO8D7DJW3RfFpt+csqNq/XO7Hz9//y1q383WMn+dwPzjDT8mJunmBLOcs7XrGHn79796rOd6kiDYQuEC5UlkQ93jJx41kM9dpyX4ONuM71pmXXiwtZmlvuXistf15ZxluizKFrcPVgkb68WnyFENy0rYeGEzBWc/CCiIypOCNESkVWKclKIlTbux7vai1Dx9J1QqlEGG1DR9eg0Zy/VCy8Cj8CP4gYKWc4W2kz3fSwdB3bVhyIZqyV4yxwT+8EQQKwTEEUKQ5TO1btllJiGRr9eQtT12jEukhOpFSuM6audEr8iG19OV6+b4D7bhxm70CBP//GkSV3zfsHNR47PotA0ps1mY1VuzUhyFqCtqfMTjtcIcHq9E9ALXqFjMnJmdaihajjGXdovI7jhyrLFkrCSHmq5SxdCV+uwxG9U5KRkVQckIsQCEXMWU0s9LZz4yBIj0usC9vOz4WN+KZ7ocQM1XPlxRpdK11Ex8wW4nJsOBcUdZ5eXQgCVNNAGCme3R27e1U3Zxy4f+VHEyAkxYySeggiycnZFg0nUCrqUvLJ7x7n//qxXStmWc53XtrRm+PH9vTx0MFxppvePBPpuhOcU7F5vcbXnb//v++7ln//2qv4ynNjjFVdRso29147cllngjpIA6ELhAuVJWn5IQMFm2nBkqrKhbhleTly50Zd57nSsnsHCpyaaW2YhEB3F0at7WPrGi0vSETwvDDC0jWKGWPDS3NL3Wsl7lRaaa6WkqQ1vYO+vMXN28tYoxoDRRsJZA2N3rzJ8ekWx6ZaGLFwoKlrNN2A2aZLEMUpfSEoxmTi2iqViVUbuqA3b1EMJE0vYLbl4S6hsLsQIk7ZC021xweB2j1LVIdXp9Mrkkqvx9BiInksHrm9N8d77rmKO3f1oWliRf2TsZoyjjR1jd6cSduP0DQwNbW7V+35MmmlXw00QNcFO/tzeEG0yIw3iiSf+t5Jnj5VwTIUzy6MZOxHpQKGlhuiLcX9XgMkSiVcmeOu3qh1vShY6jvhBkplWQWzy7+7rgnVDemHqy4F2obKCDaXY62vEnlTY7blkTE1hksZJhturK4exPYk6rhuHz1L64gnKlFRIdTCHsZM+TDJHOpEMoy5lDZDJTtphujJmewfKtB0Q0ZrbWbiTsFCxqSc0QkiODbV5BPfOb4i9/B8N5maJvi5H9vJRMPl0Hidetf3+kIrNluWzr+4edumv8+FRhoIXSBcqCxJ3jIYKNgMFCzGqi4zLVUm0zWNoVKGkZINiGWDgI28zuXSskenGvz5N45smITAQj6JrWtMNTxOzrSU8WbL7yKMmxiaxt37+je0NLfwXp8+OcvjJ2ZX3LF2nN87eiaWrlGwddp+xAM3b+Enb9nKc2N1Hjs2w/HpBqdmWnGbu+JImFmVLQriwMPUNSSK2yOE8lNaDUxdeZnduLXMtp4MX3j6LNW2jyFIzr0cZJwWigKJhmCy4VJ1fNpeCDJCaMoeRDnEQztQvkxDRYvjM216ciGDRTs530q75pYfxgrOEZW2TxApU0xDFxhxmcONJKWMWmwQgpKtM91aPiCMAD3Wl2mKcJEZ76nZFt87NoMmBP15CyEE/XkbP3QSW5CI+WO9UufRctAEeEGo7nENf3c+sDT1PTd1jWuGiziB6igsZUw0BEHkxfwZdSWGrrqTWp6SGZBRlARBiqq/dIlKoHg5tqkyZudI4JwTekclPYiQKNsGAXih0tWxTZ3+nEErUHy6KIzozVtMNrxEhbmz/zOECpD8mAC9dyCHH0pytkEQRhyfamIbOi/d3ce+wQKjVYfbdxb47tGQIJT05UxsUxn+Dpcy3LytfM6O3PVsMvcPFXnPPVfx4DNjPHOmSssPLgvF5ssFaSB0AbFe8tpq0P1lu2NXj2rJ7lpkD082z5nR2cjrXJiW3ehuruXOd3K2xQsTDQxN0Je3knT6kckGpazFNSPFDd9Bdd/rofG64uewdFmgsyA8fmKWfKZBd6r+6pEi9904ghdGfOHps0lJpuaounzLDzlTadMbG1NpgG3pSTt4KGUsura66y7aqpQ1Xnco2lqy09Z0kMvwa2TX//t+hBSxLpIfMlCwmKh7tD1JFC9aNSdIsgmmLjg63SIIJadm2/w/X36Om7f3cN+NwyvumnOmuk43lGhaRM4yaHmqK86LOUtCQMOLyNsmjh9QX0m/IIYfwZnZNnqs39Rtxntsqkml7TFYmOPbZWMNpPFam4arApcgJOGsLFzslwsAtK7fGxo8cNMW/u6JM+pnAfV1ZlCWg5J20OnJWcy2feptP9aogZlWQM5SPJipupP4p+UsXXGx/Ghexkh2uhHl3HPeueqejIZlmXiBKpeuJYuUXCtz36FIqvltsuHiBRGur0x/dSEo2spvztQN2i0HQxMMFDPcsbuXqbrLk6cqBKEkYypH9I5NRd42uGlbiWLGpL9g87aX7SJrGos2bp/4znGeOVuj2vbpy1uIOOOetXT2DebRNO2c3MP1bjL3DxX5t6+9vBSbLxekgdAFxnrJa+dC95ft8GSTLeUMPTllAXB4srnqjM5GiRF2Y6O7uZY7X8E2sDRVJgrDiPGaE7d8CspZg3LW4PmxOq+9ZmjTJhEt6fKI0/FdM3qnQwnoipLEvP+LIvj09+dKMjlLp9ZWC5gbqF1p1tS5erjAt1+IHe6lxDKUKaRu6qumrHiRJKsJxqoOyChxUA/l6vbwvgQdQdbSGS6pklbLVSTShhsQxiWrjKErpdqWyjiMlG3CSAUWnUD4bXfvXnbXPFy0km67nKmhaRq6ZtL2AvxAkVwzhuC6kSKzLY9jU6tvQZ+KF7XtS5jxKmXw+efJWjqDRdXt5gaK8xREyk9u4Vpv6qoso0Hy+UPc0o0q6QQhPHmqqhztdY3oPFrnz0Uejt+ecs4kY+j05dV9nq20MTTBTFOJahoa1BwfIVTgGkmJH6qMoxdG896kYwBqGxqljEHbD6m7IQIoZCxafqS0sLo6DteCThBkaOr7bpuqY+v6rSW+e2SaaltJLgihhEBFXCp1A8Xf2lLKsq0nRylr8uTJCjMNVwVBUqOU0dnVn2e4lGX/UGHZTV5nY/g3j5zk8HgDgcTQdYZKGfYN5unLq4zmariH691krpfvk2JprHlV+9a3vsVP/uRPsnXrVoQQfP7zn5/3upSSD3zgA2zZsoVsNss999zDCy+8MO+YmZkZ3vrWt1Iqlejp6eEd73gHjUZj3jE//OEPeeUrX0kmk2HHjh38wR/8waJr+exnP8u1115LJpPhpptu4stf/vKar+VioPMwXztSYkdfbsMX486X7catZSotn+NTTSotn5u2lVedcTk8UecvvnWUT3//FF98+iyf/v4p/uJbRzk8UT/n3y6HtXRNrOd8dSdgrO4AkhAYLmbYPZBje08Wy9BpOAE/ODm76vc5XxiamKe8GscqMa9Gfflu2dbDq64a5Mf29iuvoOuHCSPJZ584yfeOTiclmYyho8ciiVlTRwgYr7n4YZQ4RfuRpJAxFB/DDRK9nXOh0vSYqLuM1dr88HQ1KXWcS4OnG5GU5G0dP5LMND3KOYsf29PPUDHDlp4MI+UMr7p6gKFihnLWZN9gnpxlxHwfi6uGCsw0Pb56cJx/dsMQfXmLFyYa1B1VAqs7PgdG6xQzBllLp+Yo0rKuqUVYaKqld/dAgeu2FAliH6bVfrNkXOMzdY0tpTlhuL0Deco5k1rLJ4pUFqLlBbi+skFRgpMGVw8XGCqqHb6tq+AmawpypkbOVNdhGoKMrlr8QR1jG6r0JARUHT8RvIzk2rNBujanm7Pwvk2NuHNPoz9v05M3kyxd1tTJ2wa2pZOzdDKmIuUjRJxlU35qwyWbvpyFbXUJh6I2GLap2s/d+JmTkNitKE87ko6ttULdj6AdREzVXfoKNqWMqTq9LB0niGLdrjnenWVo6JpIypzlrMn23izlnEkxY3Lj9hKvv3Ub73z1Pn71n13NL79634rz4v6hIv/6Fbu5cXuZm7b1cPfefu7c1ZsEQbD6hpf9Q0V+5TXqff/dT1y1qvdPsblYcyDUbDa55ZZb+NjHPrbk63/wB3/An/zJn/Dxj3+cRx99lHw+z3333YfjOMkxb33rW3n22Wd56KGH+NKXvsS3vvUt3vnOdyav12o17r33Xnbt2sUTTzzBf/2v/5Xf+Z3f4b//9/+eHPPd736Xt7zlLbzjHe/gySef5A1veANveMMbOHDgwJqu5UrFer5snXLTgbNVenImewcK9ORMDpyt8onvHD/vYGiO/7H0RJG1VLZjtd1cy53PDUOqbSXoZ2gCXVdGoZah0ZczVUlmpkXdXVo2fiOwuz8f+21pZHSRmJXqmsCKyb2mIegrWJSyJgMFm1LWTFLsz56pMd106cmZyc48a6o0ulJTVsHBM6ersc+VoDdnYmoqM2MaGkuKNy8BpYgt8YMoKYWsBZ11cbbl03IDhkoZbt3Rw87+nMoQIRIlYDdQvA0hBA0nUEKSsSJ2JxDOmsaSgfzegQLXjpR4zdWD9OctvEAJRnqhZLBoc/vOXppuwNOnq4kfmLVaohSoMQgjRmtz88P23hw/trcfJ4g4PNnkxEyL07NtTsy0ODXbRghBT87i5fv6uee6YV6yu5dS3ILvBlKJXtpmLKcgY5HH+N2kyrp1eCq37ihjahpRpOwcVgMNxdPp/qiFULIBEGdThCLhDxYsBgs2Ukqabkjd8WnFpfNa28cPwqT8pcWK4mYcpEkpmW36+KGkP2dhakostDO+DSfADUK693RhJHGDCDdQWlKdl1b7iQjiAE4X5DMGfiSptgP68yZ+TIrfUs6Qt3QcP0yya305i2LGVIbHYcRM0+WpUxUmag6mrnPNcJEbt5Y5U3H45vOT6rpXsRnd3pvj5m09OEGUPLMddDg++4cKq+IebvZmOMXasObS2Ote9zpe97rXLfmalJKPfvSjvP/97+f1r389AH/913/N8PAwn//853nzm9/MwYMHefDBB3nssce48847AfjTP/1T/vk//+d8+MMfZuvWrfzt3/4tnufxl3/5l1iWxQ033MBTTz3FH/3RHyUB0x//8R9z//3382u/9msA/N7v/R4PPfQQf/Znf8bHP/7xVV3LpY71mrOeTxp1MxWwN1pCYLnzdcQMQbWGT8QO5JoQirxpaLQ81UW3WShnLa4eLnDgbA2nsx2ms2NVpbL+vE3GXHyvWUtlVqKukowQgpytM9VwYzVlkjJK0w2QUjJYzLBvsICuCcLYA+3g2LmDVgE03BAhBL0ZnakVyMVLwTZ1jDjltW+wwFXDxeS52T9UYKbpUndC2l6IH4ZYhhbzKwz2Dc49Y92lhWtHSotKyFJKPvrVF+jJmbz+1gKjtTZtL1ScnWKGR45OE4SSreUMRyebRFLSm7OUA/05kDE1sqYWm9/OBciaJnj5/gG+enAi0U4RQiKlUh8uZUx2D+Q4MtUia2pMNjxypo5j64ShZKSsAsGGGdJwAropVxJF1hXAcCnDjt4CO/qaHJ9ukdO1ebo+y6FTvIxQJbxO+7smBJaugoV81iRvG+Rtk1u2lzF1jZMzTZ4fq5O3NSxdIxQSU9cIoggviGigBD01BIahMViwMY2ActbkuuECXzk4wUzTU0FdrMIsIokUIikD60KVw5peQEaf6+TTY3LUcrJEgo6NhnouTF2jJ2dSzhiM1VyeH29w87aSsm2R6vnbZhtcNVxksGDjhxGPHZ9R3aJByKmZdmIhU8qq40pZFSytZT7bzIaXC2HEnWJ5bChH6NixY4yNjXHPPfckvyuXy9x111088sgjvPnNb+aRRx6hp6cnCYIA7rnnHjRN49FHH+WnfuqneOSRR3jVq16FZc2Jm9133338/u//PrOzs/T29vLII4/w3ve+d97733fffUmpbjXXshCu6+K6c5NmrVZb95icLy6EOetS2Ewxwo2WEFjufFa8GrR8pcRsxdmRSELTU6TjvrxFwd48ity2nizXjZR4YaKhTD1DSAjRuvqvnrxJMbP4GtpeSG/WpJK1qLV8MiW1vW+5KoiQUtKOSzOGJrh6uKgIqXHHS8tTOkJXDec5PFEniFZm+ui6hikiBvI2eUtntt1YE59DSpCRWvRUtWjuc+3NmQwVMwwWJW1PdWX5oWRbT5b9Q3MaSp377g6EVxKvvGqowLYuW5Nqy2O06rClJ4OpK55UR2yxYOs0VlAhzpgCPdY0An9e11gUSZ4brbOrP8fWss1kw0ucx4cKNoahsW+wQG/W5B+eHWemqUQpd/TmFD8qkpQz+pLE9YQorQvKWRMh4NYdPUzUHaVYfQ6KlkC1/kdxECpQmSTbVIHDRM0liCRFy2CkrL4rfXmLKIo4NdMmZxvsHyoyXvdoeyFezDsDlcFpeirLYusaOwcKlFoepYzBCxNNJToo5j53UBm/nCnImgYSERvRSpwgwo21y6LOjYsO92rpcdGEMvnNWjq7+gvsHsixpZTlTKXFc2N1am3lD1Zp+bH7eyEpU0kpGSpmGCpBrR1warZFxlT8tc4YwPnNZ5vR8HKx5voUc9jQlWBsbAyA4eHheb8fHh5OXhsbG2NoaGj+RRgGfX19847Zs2fPonN0Xuvt7WVsbOyc73Oua1mID33oQ3zwgx9c3c1uIi6EOety2Ewxwo3eUS13Pi+I1KKMKguEUhKFMUcnVmDWNaUSu6mI+TxFW/F7OsTPMIyYbvs0HeVg3gkcpJTU2j6HJxtcv6XE1t4sXzs4wXTDxTZ1Wn6AZWgEQUjG1NnWk+Xuvf2UsiYNVylMv+WunZSyJnnLYLbt8p3DMzRcnyiUy7bCh2GIRCSffUePRbWqnxsZU6PlS2QgmWp4jJT9eZ9rOWcyWLA4W3HImgZtP1ikxLuaQHi5z7vlBjxztkokJaWsyaGJOl4Y4YbKKNPUdXKxvcJCFGydctYkilRnm6EpgcQOOhuDq4YKS2pSNdyASsvnvhuGOTBaY0vZTkqEgPpcWj4tL1iym6zDF5usu9SdAMdXwWDBMgkjZ8lr7sDUFT/K1DXKWRMvCJltB3iBZO9Agdt39jJecxFCcZ1ytkHd8ecZBWdMg5yl/jWcQBGOhUADdvap0qahCx64aYRPfOc4z4/Xcf2IgYKFINYd8pSek6ELSrZBIWuxsz9Lyw0ZrznMNH2KGZ1q26fuhCpwWuJZ1ATkTEXIztsGhqbR9kIOjdeZbrpsKTnsHsixuz/Pm16yAy+M+PunR3GDKMlmdZ65nf053vayXZytOPz/v32Uvf2FpMzcjfOZzzay4eVizvUp5pB2jXXhfe9737wsU61WY8eOHRf0Gi6UOety2GwF7I3eUS11Pj9u17UMjTCMqLZ8JBKBKo3lLJ2MoW2I2u1yOFNpU2n5vGR3b6LnFEZRoue0f1jn8ESDH56psm+wQNsPOTRWZ7TqJHYUO3tz7B0sMFppU2/7OJ7KCGm6xpa8zUv39CeWEGpCjyhlTa4dKamLmEGV587UcGSIHnuMdS+tArAtgzBSAZkb+y1pQmCZSjtmxWxSEjQJihmdm7eVmWn5yee6tZxhvO4yWnHQdcGO/iwnp5ocnWox2/K5fVdv4pW2mkB44ed9eKLBVMPFi7Vjnjg+E7dRK9E8KSVeECJi8rLjyyQgLWX0WBxQdRhZhoahK4+pDro3BiIWsuxGZyGdaSntpG6PP0NXkg0Nx0t4QVlTUX/DSGLEXDEvUATzludx4GyNvGVwz7WDfPYHZ3ADL7aHUJpRMjbYBWUeWrQNBmKSttI1apMxdf7NK/fwkt39HJ1qJGM1UXcXGQVrQpmYTtYdtpRt/FDiR8rW5abtJSqtgJu2ldkzkGeq4SYcMCEElq4zUXfwQ48gkviBxAklZhByZtahN2dy1XCRIIx4/W1b+fSjpzg82YitWBY/VZGM1Z+l4o/lLIO8reMFyuB3vO4w3XTZ0Zdj32CBHX059g7kV5xLsqbBUCETE9IXP1fnO59tRPfWxZ7rU8xhQwOhkRHlPjs+Ps6WLVuS34+Pj3Prrbcmx0xMTMz7uyAImJmZSf5+ZGSE8fHxecd0fj7XMd2vn+taFsK2bWzbXvK1C4ULZc66HC6EAvZGSwgsPN9Y1WG65XForI4TS/F3ztwO1MKetYxl1bU3Ap0FdO9Aga3lLEemGjRcpXS9b6CAFIo4vKe/wMmZFofG6wShZEtPhmuGi2Ti4KCYMdizr58fjdZoeiEZS2dXb479wyuXlaCrPDdex4tJugvzC7YhkJFSZZYyImdqND2VEcjE2kvLJSUEahff9JQVyN7BPG+8YzvFjEnTC8iaOl98+ixPna4wUXWoOkGi5KsLmIwifnBiluu3lFYVCHd4FEEk+Re3bOHEVItPP34SIWB3X5aHn5tkqhlh6R1NJrVg+aFMylmWDlEcFLd9VUYUQt1rzjYoZ815OkIrbQyklEzUHBw/wg9DpuouTS9kuGTj+JFy7PbDeeavXqAEIDv8Fl0INE3ihRE/PF3HDyJu29nDRMNTproZgzCCIIpifzeBqcmkAzFrqVKYGygOUk/eoj9vU85ZaJpYlVHw/qFCkrkqZIxYuFDjbMVhe2+Oe28YjueB+eY8WUtnR28WP4yYbfoIoSQOilkLP4yYqDmcnm3zz65XSvJTTQ/b0CllIqaaS2dguuUODA0MXQMh8QLJYEFnvO4yHERJZ9+5ZD4utu/hSrjYc/1G43LmOW1oILRnzx5GRkb42te+lgQbtVqNRx99lF/5lV8B4O6776ZSqfDEE09wxx13APDwww8TRRF33XVXcsxv/uZv4vs+pqkmn4ceeohrrrmG3t7e5Jivfe1rvOc970ne/6GHHuLuu+9e9bVciriQPllL4UIpYG+0Hkb3+XLmnNeXylh0NxSrTp7ZliK1bhY6C+hzY1UOjTWotJUbuq4Jnj1T4+qRAgMFm1942S4+9f2TOH7I/sECpexc+r5gGzx5qkKl6VHOGsoexA/jslKXqN1KE3p821G0WMelQ0GxDFVWcIOQdhwchlLSiJ8xDRXwLCS3SgAhGChYXDNSoJRRBNTO53BqpsV3Dk9xeLyhuqcs1YXkh4ovJGMvtbfctTOx2FgOy6mHI+C2HT3UnQAj1luKpERI5VYv4uyQZRpYmqDlBgShIvLmLAMjzhy5vrr3PQP5eTpCyy2kM02PwxN1Tky3KGYMvvjUKJMNV6l7x+KUzbg8pnVa5lBZj44yuK6pcQ7j14aLNhEqU3N0qkEYSfJxd1IYKd6OE3PDNA0aTkjbj6i0PHRNY7BoU8oYBBHUYpFETRPnNAruyyvj38MTDWabLpW2T3/e4qW7+xOeynNjNVUOE/Ote7xQfZ/02Fh3nothbAYmgKarrG/qjr/qzsS2HxKhDE39IGK64dKTU+KoozWHHX25JZ+Lr/5ogjt393LdlhLberIX1fdwJVzsuX4jcbnznNYcCDUaDQ4fPpz8fOzYMZ566in6+vrYuXMn73nPe/gv/+W/cNVVV7Fnzx5+67d+i61bt/KGN7wBgOuuu47777+fX/zFX+TjH/84vu/z7ne/mze/+c1s3boVgJ/7uZ/jgx/8IO94xzv4T//pP3HgwAH++I//mI985CPJ+/6H//AfePWrX80f/uEf8sADD/DpT3+axx9/PGmxF0Kc81ouRVwoc9aVcCEUsDcTUcy1EUBPzkq6rzpt3JV4Qo5W68h5HlABieSRIzOACjaseNGdbno8cmSG+24YRmiCqYbH1cPFRZ/3bMtjouZQdwJevr+fl+8f5IkTMxybaTHb9rljV2+SOVpqQj9TaXNwtEbbj5bt0JGS2LKAOFBTLedBJDE1jbYMQShNHltTAaWlKQJsJAXD5Qz/4sZhjs0sbh2utXwOjTdiraO5AM82BJYuqLR8zsw65E3jnEHQJ75znOmGSzFjUMqY1NoqECnnzMTLrNNOXWl5ND1wZYiuKz0ZpOIABeFcNqXuBtiGhmXo9GQN3FAu0hHq3hgcGm8kvKDnx+o03YDevJm07fuhxPF9jk9HceeZEt7zu/SchFDBkBdElDIGWizxYJs6r752kG+/MM14rU3W0NE1gR9J5dWlC4JIPUeaUHwu29C4eXuZ/oJNyw0YrbZ55kyNYsbgfz56kseOzSZGtgt36guDg1LW4NqRAkenBHuHCvzcS3fysn0DyefSbd0zWnWZjR3IZaS6ukaKBu24W3O25WFoyg9spKQ4Uw03oOkGa/IbcwNJ2/eTkF84AfuGitiGRtMLFvFrHF/n+bEajx6b4cEDo1w9UuS2Hb3cd+PwJTmfXQpz/UbgSuA5rXmEH3/8cV772tcmP3c4NW9729v45Cc/ya//+q/TbDZ55zvfSaVS4RWveAUPPvggmczc5PK3f/u3vPvd7+YnfuIn0DSNn/7pn+ZP/uRPktfL5TJf+cpXeNe73sUdd9zBwMAAH/jAB+ZpDb3sZS/jU5/6FO9///v5jd/4Da666io+//nPc+ONNybHrOZaLjVcKqnczVbA3kwcn26pDppYbK3T8hxJ8KTKTHSO2z1Q2JRriCLJiemWEiWUMhYnjNkpsariyVjLaKldoZSSIxNNgrDDd9IZKCheUCcT8cQ5ykpVx+PgaD1u3198jRJVEhsomEnZau9ADimVSu81I0WePVulEatEZ0yNqYZP05domrLKmGl6fPnZCW6Mr6H7+Tg206DtBdimDog4CFEBqa6pBbTuBjx+cprrtpaWfLY6PIqT0y2CKOL4dIsgjBKNmqYTcGSyydVDBYzYyHVrTxbHD6m0fW7d0UPD9fn+sVkkitgdRMogtqOZAyCETjlnzss2dLB/qMiPXzvEJ79znANnKkl2byBvcfVwEV3TODXbJooi/FDihT5eIFULuFQaQZEfqu69mCQcSiX8mTU1iIn7T52scGqmxcHRgB29GXKWTt0JYlNZofzbAGSI40cYmmC82kbXBIcnVNaxN6cCs4yp1LoPjtUYKtpUWv6infpSwcFde/qXfJa656U7u6x7Gm7AM6dnEWhs78txzXBRCRrGZPJQSo5PNZlquDirFPjsIJRzHDRTF0gJT5+ucP2WEllT50tPjyb8mtmWzzNnqrS9gKFY8Xu25fHMmbnF+Fdes++Sms8ulbl+PbhSeE5rDoRe85rXLOr46IYQgt/93d/ld3/3d5c9pq+vj0996lMrvs/NN9/MP/3TP614zM/8zM/wMz/zM+u6lksNF6o0tdpruRxq00vBMDRyusZMw6MZBImic8bQ6S1YsQjh5uEHp5RytW0I5jLb8WcWl2tOz7Y5PtVccldYdwJmWh52bJVhxeqIfXmLl+zuY3tvlpmmv2JZ6dhkk7rjJx10SyECvFDih8omwtA0ml5IOWdyNiZ8awLaIRQyJqUs8YKsAjs/lHRPB908gemGh9AEQRhRiy0POoGAaq1WZY+//+EoDSdaMo1+ptLmyVOzTNQdwkg5fpsZg6YTMNVwaXgwWm1z9VAhIf325RU/JmcZ9OZMnjwxq7JSWYO2p9zA4qpN4vpumxqGUIaeC0sRhyfqPPzcBHlb5+btZZ4drWPFrfkHR2uAamHP2Sa4arx9oTR8cpaObajgK4xNWpOSpClwQokIlSp3f8Hmzt0GPzg5y/GZNkYswFlpK/5NGKoSlJRKzXqwYDFWczk61cI2ledVdxu5F0R889AkWVPn5fsH2Gov3qmvNjhYzrrHCyIcX1LMauwfKibk/Q7aboBt6CprF8k1G692vrc528DWBTMtn9GqQxhFCb9GfUYq6O6LxToR0HRDbtpqM153+cqz4/zyqwuX1Hx2Kc3154srhed0aefcXqS43EtTFxt7BvJkTZ2JmoMmULwbYgG7IGS64TJcyrBnIL9p1zBZd2k4AYYGfXmTMGJeNqTlKpdzEYkld4VeqAi4xOWnbr0hIQRDpQwtL4zVqJeeKGeaXuJrtdLi044tI4pZk4anOCgdiw5D1xLvpsm60tja2ZdVrc1+SBBJXrG/n4m6x6cePUlfzuLoVBMnJu/KSOLEF2FoAhEHT8q6QWLpyhxzuTR63fU5OdMiDCX9BWuOPxWXyCptn2rLxwujhPQ73fQIwogtPVkm625M0tWIZMw7kbEYpTYnjjhczND2I6YaXqylo9C94716uMh008PUGsrWREqOTDZBwL6BPHnLYDS2AzFiWlCHLK0JlVELwogg6hiVCnKmAKFRjnfQxYzJS3b3cXi8wYmZFgXbwA8jao4qERlC0FOwuHVHL7v7c5yZbfOtFyYZLtrzAmIZX5sm5sx3dU0s2qmvJThYal6ydKWjBEozqhvdWY2MoSVBzVKt88tBOX3EjvNSqas7fsgTJypJJrXuBMy2PAqZufKrGQuN+pG8pBfjy32uv1J4TmkgdInici5NXWxsK2fpyaqMhh1zLfR4YQqERhiG9OZMtpU3L+UsY1E6oekIIVCOCXOfndBUuURqclktpLYXUcya89SXO1gNf8Dxwzl+RXJdi9GMSy6WrjFUtBMbj+FShjByqDsqIxHFwdx0w2N7LBg4XMpQzlrUnYCvPzfBzn7V2pyzstTbHo8dn4kNYrVESVmiOoLCSKkC7+3Po2liyTR6wwloe+EiSwMhBP0Fm6antG8qLZ89g3muGspz4GyNKBJYuqayUhD7XakIpKPfkwgRirnS5QK676IdrxWX33zVmx9rU6n7ylo6/QVLqYeHEQ0vwPUV10qgMm7S0PDDiIFihuuGixybaqDrGrMtn7oTUMqa9OVtXrLHYntfjpmmy0/eupX/9dhpDEOjP2+xpZyJbVFU+TdvG0mZqtPe3wkOenImLU9pH3WP3fkGB0vNS20/4K++e2LFrMaPRmtK1PQc4p7d0MTcsV4QUbQNevMWM00Pxw+TTKoXRgRhhNm1WfBDJVVh6dolvxhfznP9lcJzurSv7kWOy7k0dTExWnPozVsMlzLU2v4881FNwHA5Q0/OWsQF2UjsHsiTtYx4wtbmTWpRpDRvcpbB7oH8unbaK/EHynEm7Fy4fUcP/cUMsy2P3X05Hj0+SyEOPHpzJrNtjyAmwmpx23/bD2NLD5VVO1txaPsh23qyyYSoaRp9OYvxuosXRuRMg1CTaCg9I9MQFG2DZpzZWmpxLtgGWVNX2jwLeBQZU6NoGxhahOOHHJ9qYhs6r79lK7fs6GGgaPPCeJ3f/NwzhBFkTB3Hj4iQiQ1FEEmEVFmxTut5t6zCwh1vMWMkJbhMnDlSzuoSKRX36OrhAkOlDN87OsV0w8MJQoJQ4sat80PFDK+6apBISg5PNihYunpOFwQrQyWblqdKS8XY809fsDhauqa0kIJw3t93ggPLEElA0I31CqMu/N6cK6vhehEZU0+c6c/5Higx0iCM4o2ECnwjqQjtVw8XqLVVmW+4aCfBqW2ocmvDUXpHHXL7pb4YX65z/ZXAc4I0EEpxBaLpKQXml+0b4GgsJOdHEaamMVyy2T2Qp9b2N3WHWM4or7EfjdaoOYFqHY+7gNpeiKFrXDVcoJxRnIqFu8KsqXNiusmnHzvF06criTLwWvgDw6WM4ih18Xi6ORoCpU78C6/Yw67+PJ/4znGOTDVp+wF528YNQqqOjyGEymDJCIFa8Lt5QTXHZ7TaVu3UQZSoZXthRNbS2d6bUZ9BTHLWYs7HcCnmssQL+FKLczFjsrM/x+nZ1ry2bT9UXnE52+CaLVne+ap9iaJ2927aNjRsQy2GAiVfoMeChom+j4ChpFQq5i2YC3e8QoikBFdre8n9hJGM/dN09g0VAGU1YRvqGuttH0PTMAxl+QIk2aW2Fy4ZrHR20/15a9lddzFjULQNRmNSdQeWrmFoglrLZ2tvbpGVy0bv1M+V1ShmDXpyFi2vnZTIomVSQ7ro2LRITEPDDyLCCDQhmWx4XDNc5I6dffQXbM5W24zVHPKWksyQGZ2mq/znOkH65bIYX464EnhOkAZCKa5AdBavjKnx0j19S9oiuH60qTvEbT1ZXrF/EC+ImKg7VNsB7VhHqC9vMVS0eeVVg/Mm586u8PBEnS89PcqRyQaNmBQ8WfcYKFgMFOxV8wf2DhbY1pvj5EyTpbQjDQ129KmM1K7+PG9/+W4+89gpTky3mG54Ca+jnDUZKlqcrjiJ8eju/hxNL+SZM1WiUDJec8lZuurSqTjsG8onC33eNuLW9ixHp5vkTJ2+vIUXRjh+lAQAy4lC3rajFzeICIKI2bZP0w0S3RxD17h9Z9+yhHE3iNjVn+XIZFO1bsekY00oQ9OOLcQ1I0Wq7WDRgrnUjreju/PCeE0Zj0plmzJUUhmy3pzFY8dnaPkhN23r4eqRIk+dqlBpeQwVVTv5kckGd+zsoTdncnSqyd6B/LxgpXs3ffuOXh47NrvkrhsgZxkMFm3Gai6aJuKuSEmEKgfvHchdkJ36SlkNiQpq+wsRbdfHCWQcVHdo9wpDBZOsZcRZRImhxSXMCM5WXXpzFm972W4MQ5uXSX3y1CyTDZfJepiIkpq6xgsTjctmMb5ccbnznCANhFJcgehevK4aKsyzRbhQ6drundJAwUKPlYQ72YOBYmbJyXmhJsfWnixNN+DoVIO8bfBTt2/j5V36LithR2+OPf05jk+3WIqZESHYO5BjR69avPYPFfn1+64FBD8arTIck5izloGuKwfylheiqy07mgZHJxpomhLTK2WUHtB4rU3d9blle5nenMXZSpuMqbF/qEAoYbLuLCpfLPe5dI/jdMNje18OXVMZnboT0F9YeZHLWwY7+/L05EyeH2sw0/Twogg//ixMDdww4tGjM9ywhATAcjteUxf05CxesqePIJTz/LxGq21OTLfozZnsHy7Qk7O4eXuZp05VmG35WIbGVMNlrOZgaBrF2I6j4QZL7qYNQ1tx172zP8ePXzvEc6P1eQvRK/cPMF53mW76WIZ+UXfqbT9MBBkd20Bo6rsoUMT8Sqz7ZZmKB2TqGmM1VW7taKLu7MvyrtdexU9cN+cf2Z2JOjhW4/FjM0zWXaptH8ePLqvF+HLG5cxzgjQQSnEF4lJJ1y7cKbmBynjsHyosOTkvp8lRyprcsr2HFyYaPHO6ysv3Dazq/aNIMtvylVWBEPNCoc7iMt3yODHTxA2iZPJ600u284nvBJyYVr8vZEhUp4dLNnnbwPFCpuoeThDRm7eAiMmGR8ZVZT0/9Dk61WLvgCprdcohuwcUAfjkbJuerMnufkW6XulzWTiOHd7MzdvPvch1B8Wvv2ULh8Yb/PBMjaYToGvgR1GSuVrt59gJNG7e3sO9N6hFudvPy/GVNcbtO3uTVva+vM2tO3o4MtFkqulSa/vMNH3u3tfPNSPFRUHMwgV8Nbvu114ztGgh6vYa26id+vlYKSwlyBhEEYamsaUnm4z/YEFxtISAreUMpqFRsAxsQ+eDb7iBPUvofnUyUTv6ctxz7fBluxhf7rhceU4AQq4kCvQiR61Wo1wuU61WKZVKF/tyUqwR3bLv5wpCNhOrXThOzbT4yEOH6MmZKzqd/+o/u3pVE873j03zHz/zNJYhcLyIuhskNh/FjIEuoNIOuHV7D4WsMU9sD+Azj53mHw6MomuQMZUVQ6f0c7bS5p8OT9F0A/rzFlnLYLrhKmJ63Jqetwz2DuYpZsxE1M8NQtwgUto9hhb/W93n0j2OOVNHojIN51rwupWpJ+sulZZP3taothWX7MatZbb3Zjk82eSmbWV++dX7lhV3XO5z7H6t1vb5n4+epDdvLelPNlp1mGm6/NKr9yUlvdU+I+dzXNbUlVP8KsbqXDhfK4Uokvz5N45w4GyV/YP5RJDR0jXylsZXfjQBAu69boimFyWvFWz9nJ9LihRLYS3rd5oRSnHF4lJJ1652p9TpUHJ8nYOjs2rXHCotn96cxe6BHG4QrprkPd308MOIYsbC9ZXCNpqyoghCSTMIcIMIXRfsHSgsEtv79fuuASQ/Gq0t8kEzdVXS6LTcazHZV7moKw5WEHjs7h/k5+/evcjmYUspw2hMjF7t59LNofpizKFazWLcyaZ85rHTPHtWtXF7oca23hz7BvNJ1uZcLeUrfY7dr0WRXJHT03AD7tg1n9e02mdkNcetFKysZ8e+HiuF5QQZ217IkakWV4+ovzsy1Zr32uHJZsrxSbHpSAOhFFc0Lqd0bd4y8IKIJ07MzFNR9kPJZF1lEXb05VZN8u6P3enPVtpKA8fU0GMDz6rjq/ZqXSNjaMy2PCxdY/9gnsOTzVhsbx9veskOPvGd44zX54i4bS/k6FQTKaE3byaaNllLZ6uZwQuUAGDbC3ndTVvYP1QkWtAidL6fy/kuxvuHirzhtq0cmqgzUsqQNfVF2kQbpTdzPqXZjXLu3izfp42wUjhXeQ+4rAm3KS5fpIFQihSXCLaUMrh+RKXts7M3mwQYtiEwcyYnZ9sMB9E8U9CVcOu2nsTeoC83X4FaRqolOdQkR6eavDDRSDJPW8p2khlZbvG6bqTMeNVVKsFxuzyotmfL0BAoblMpY26YM3UQRHzmsdOcmG6yf7CQZFtWuxgXMyZ9OYucpS9ZetzIlvK1dNJs1Phspu/TRlkpnCtLeylkcFO8+JAGQilSXCIYrTnYpqZEDFv+Is2cnuzSpqDLYbzhsrUnQ7XtUXNCshaxXUaIHyryshACXQhKeTPJPNUcn/68lWRGllq8pJScrrSW1fcxdI0dfTlmmh7/cGBs3RmKwxN1PvPYKf7hwBi6JphqePTmrNhby1rVYtwhTn/v6DRBFDHb8rtKjyaGpnH3vv4N6yZcTWl2IzM4m+n7tJFWCqstMaZIcaGQBkIpUlwi6AhB3r6zl+NTLWZaXqKZM1TKsLs/R3UNQpBNL6A3b/Hy/QM8c7pKpe3Tjq0kdA0MXZGVdV2gCYFtCKy8xXjNRUrmeW4tXKCiSJ5T3+e2Hb08dbKy7gxFJ1g4Md1E16C/YBFGqg2/4QbcuqOHvrx1zsVY0wTXbinyuafOUI+DvXLMRTk61aSYMblmpLihGYiVFvaNzuBspu/TlWKlkCLFUkif2hQpLhHMCUHq3Lm7d8muMWcNQpCd8/XkTPbemme06tDyQ6JI8vjxGUWU1lRGaD4We24txGr0fW7eUeZzPzizrgxFd7Cwf7DAVEOpOduGjhX7Th2ZbNCb6z3nYhxFkudG62wpZxjMW8y2fWptH13T2DuQx9A1nh+r89prhi5IOWajMzibGaxcKVYKKVIshTQQSpHiEsFGC0EuPN+2WDhxquGSswzcwEu0hSIpk7JWIWMs8txaCufS9wkiue4MRXewULAN+nIWE3UHK68hhKCQMZhpetTaPuN1d8Xx6ZzrqqHCsvIEF9KlfKMzOJsZrFwq2lwpUmwG0kAoRYpLBBu92Cx3Pi8ICSJJf8GmJ2viBBFNb64EN1KyWei5tRxW4sGcmmmtO0PRHSwIIdg3lKfu+gkvSdcEjh9yeLLBrv78iuOz8FzdgSZsXNfYarHRGZzNDlauBCuFFCmWQhoIpUhxCWGjF5vO+R48MMYzZ6q0vJCsGTvbC7h1e3meuF23gN1qMwfL8WA2IkOxMFjoVmieaXk4fkAYwQ1by/zMndtXHJ+NDjzW2/K+GRmczQ5WLhVtrhQpNhJpIJQixSZjrQvmpiw2sbOlRPk77R/MM9n0FonbbaSA3UZkKJY2PbXp3W1Ra/scnmxw/dYSv3bvNRjG8jYZy50rGZ41Bh4b0fK+WRmczQ5W0s6uFFcaUouNFZBabKRYLzZKI2Y979+xlyhmDHRNI4wi6nGLe7f1xWZZkKzX6mRhi/nCYGEtLeYbca7FLe8GLS9Y8hyrCYIvFSuYFCmuJKxl/U4DoRWQBkIp1oO1LJibgY6/00q6OT+2t4+fvGXrhvhQneta1pOh2MhgYT3n6vbM6m55B5VVemGikfhidRuenisI3ihl6RQpUiikXmMpUlxkbKbK72pxptLmyVOzTNSdJSw7XHRN8OSpCv/y1m1cO7K5gf56yykbWe5Zz7lW2/L+nSNTPLgGIcm03JQixcVDGgilSLEJ2EyV39Wi7vqcnGkRhpL+gpVcR0c4cbrhcWqmRd31N+X9NxobGSyc77lW0/I+Vm3ztYMXNwhOkSLF6rEyuzBFihTnhbkFc+m9RtbS1+Qkfz5oOIHqhDK1JYMx29RoeSEN58K0i18J6O48WwptLySMYLTqrCoITpEixcVHGgilSLEJWM2CudmWBAXbIGvquH7IQiqglBLXDxMD0hSrQ6fzbLTqLDmmo1WHrT1ZNCEuahCcIkWK1SMNhFKk2ASsZsHcP1TYVEuCYsZkZ38O09CYaXq4QUgkJW4QMtP0EmPUpTR1UiyNTst7X97ihYkGdccniCLqjs8LEw368hY/cd0QWfPiBsEpUqRYPdJvYooUm4BLwZJgW0/2nMaot+/sTf2h1ohziRbuHSjw9Klq6suVIsVlgjQQSpFik3CxLQlWY4ya+kOdH87VeXaxg+AUKVKsHqmO0ApIdYRSbAQutkZMKth3cZCOe4oUFw+poOIGIQ2EUlwpuNjB2IsV6binSHFxkAoqpkiRYh5Swb6Lg3TcU6S49JF2jaVIkSJFihQpXrRIA6EUKVKkSJEixYsWaSCUIkWKFClSpHjRIg2EUqRIkSJFihQvWqSBUIoUKVKkSJHiRYs0EEqRIkWKFClSvGjxogiEPvaxj7F7924ymQx33XUX3//+9y/2JaVIkSJFihQpLgFc8YHQ3/3d3/He976X3/7t3+YHP/gBt9xyC/fddx8TExMX+9JSpEiRIkWKFBcZV3wg9Ed/9Ef84i/+Im9/+9u5/vrr+fjHP04ul+Mv//IvL/alpUiRIkWKFCkuMq5oZWnP83jiiSd43/vel/xO0zTuueceHnnkkUXHu66L67rJz9VqFVBS3SlSpEiRIkWKywOddXs1LmJXdCA0NTVFGIYMDw/P+/3w8DDPPffcouM/9KEP8cEPfnDR73fs2LFp15giRYoUKVKk2BzU63XK5fKKx1zRgdBa8b73vY/3vve9yc9RFDEzM0N/fz9CXJ5GibVajR07dnDq1KkXrXFsOgYK6TikYwDpGHSQjsOVPQZSSur1Olu3bj3nsVd0IDQwMICu64yPj8/7/fj4OCMjI4uOt20b27bn/a6np2czL/GCoVQqXXEP+lqRjoFCOg7pGEA6Bh2k43DljsG5MkEdXNFkacuyuOOOO/ja176W/C6KIr72ta9x9913X8QrS5EiRYoUKVJcCriiM0IA733ve3nb297GnXfeyUtf+lI++tGP0mw2efvb336xLy1FihQpUqRIcZFxxQdCP/uzP8vk5CQf+MAHGBsb49Zbb+XBBx9cRKC+UmHbNr/927+9qOT3YkI6BgrpOKRjAOkYdJCOQzoGHQi5mt6yFClSpEiRIkWKKxBXNEcoRYoUKVKkSJFiJaSBUIoUKVKkSJHiRYs0EEqRIkWKFClSvGiRBkIpUqRIkSJFihct0kDoMsC3vvUtfvInf5KtW7cihODzn//8vNcbjQbvfve72b59O9lsNjGX7cbY2Bg///M/z8jICPl8nttvv53/9b/+17xjZmZmeOtb30qpVKKnp4d3vOMdNBqNzb69VeFcYzA+Ps4v/MIvsHXrVnK5HPfffz8vvPDCvGMcx+Fd73oX/f39FAoFfvqnf3qR2ObJkyd54IEHyOVyDA0N8Wu/9msEQbDZt7dqrHccZmZm+Hf/7t9xzTXXkM1m2blzJ//+3//7xFevg0t5HDbiWehASsnrXve6Jc/zYhiDRx55hB//8R8nn89TKpV41ateRbvdTl6/lOcE2JhxuNznxg996EO85CUvoVgsMjQ0xBve8Aaef/75ecds1Nz3jW98g9tvvx3bttm/fz+f/OQnN/v2LgjSQOgyQLPZ5JZbbuFjH/vYkq+/973v5cEHH+Rv/uZvOHjwIO95z3t497vfzRe+8IXkmH/1r/4Vzz//PF/4whd45plneOMb38ib3vQmnnzyyeSYt771rTz77LM89NBDfOlLX+Jb3/oW73znOzf9/laDlcZASskb3vAGjh49yv/5P/+HJ598kl27dnHPPffQbDaT4371V3+VL37xi3z2s5/lm9/8JmfPnuWNb3xj8noYhjzwwAN4nsd3v/td/uqv/opPfvKTfOADH7gg97garHcczp49y9mzZ/nwhz/MgQMH+OQnP8mDDz7IO97xjuQ8l/o4bMSz0MFHP/rRJe1zXgxj8Mgjj3D//fdz77338v3vf5/HHnuMd7/73Wja3LJwKc8JsDHjcLnPjd/85jd517vexfe+9z0eeughfN/n3nvv3fC579ixYzzwwAO89rWv5amnnuI973kP/+bf/Bv+8R//8YLe76ZAprisAMjPfe5z8353ww03yN/93d+d97vbb79d/uZv/mbycz6fl3/9138975i+vj75P/7H/5BSSvmjH/1IAvKxxx5LXv+Hf/gHKYSQZ86c2eC7WB8WjsHzzz8vAXngwIHkd2EYysHBweT+KpWKNE1Tfvazn02OOXjwoATkI488IqWU8stf/rLUNE2OjY0lx/z5n/+5LJVK0nXdTb6rteN8xmEpfOYzn5GWZUnf96WUl9c4rGcMnnzySblt2zY5Ojq66DwvhjG466675Pvf//5lz3s5zQlSnv84XElzo5RSTkxMSEB+85vflFJu3Nz367/+6/KGG26Y914/+7M/K++7777NvqVNR5oRugLwspe9jC984QucOXMGKSVf//rXOXToEPfee++8Y/7u7/6OmZkZoiji05/+NI7j8JrXvAZQu8Oenh7uvPPO5G/uueceNE3j0UcfvdC3tCa4rgtAJpNJfqdpGrZt8+1vfxuAJ554At/3ueeee5Jjrr32Wnbu3MkjjzwCqDG46aab5olt3nfffdRqNZ599tkLcSvrwmrGYSlUq1VKpRKGofRVL+dxWO0YtFotfu7nfo6PfexjS/oOXuljMDExwaOPPsrQ0BAve9nLGB4e5tWvfvW8Mbqc5wRY/bNwpc2NnTJ3X18fsHFz3yOPPDLvHJ1jOue4nJEGQlcA/vRP/5Trr7+e7du3Y1kW999/Px/72Md41atelRzzmc98Bt/36e/vx7ZtfumXfonPfe5z7N+/H1B18qGhoXnnNQyDvr4+xsbGLuj9rBWdL/X73vc+Zmdn8TyP3//93+f06dOMjo4C6v4sy1pkojs8PJzc39jY2CLF8c7Pl/oYwOrGYSGmpqb4vd/7vXlp/st5HFY7Br/6q7/Ky172Ml7/+tcveZ4rfQyOHj0KwO/8zu/wi7/4izz44IPcfvvt/MRP/ETCobmc5wRY/bNwJc2NURTxnve8h5e//OXceOONwMbNfcsdU6vV5vHKLkekgdAVgD/90z/le9/7Hl/4whd44okn+MM//EPe9a538dWvfjU55rd+67eoVCp89atf5fHHH+e9730vb3rTm3jmmWcu4pVvDEzT5H//7//NoUOH6OvrI5fL8fWvf53Xve518/gOVzrWOg61Wo0HHniA66+/nt/5nd+58Be8CVjNGHzhC1/g4Ycf5qMf/ejFvdhNwmrGIIoiAH7pl36Jt7/97dx222185CMf4ZprruEv//IvL+blbxhW+324kubGd73rXRw4cIBPf/rTF/tSLitc8V5jVzra7Ta/8Ru/wec+9zkeeOABAG6++WaeeuopPvzhD3PPPfdw5MgR/uzP/owDBw5www03AHDLLbfwT//0T3zsYx/j4x//OCMjI0xMTMw7dxAEzMzMLFk6uNRwxx138NRTT1GtVvE8j8HBQe66664knT0yMoLneVQqlXk7o/Hx8eT+RkZG+P73vz/vvJ3OisthDODc49BBvV7n/vvvp1gs8rnPfQ7TNJPXLvdxONcYPPzwwxw5cmTRDvmnf/qneeUrX8k3vvGNK34MtmzZAsD1118/7++uu+46Tp48CXDZzwlw7nG4kubGd7/73QmRe/v27cnvN2ruGxkZWdRpNj4+TqlUIpvNbsYtXTC8eLbLVyh838f3/UU7fl3Xk11fq9UCWPGYu+++m0qlwhNPPJG8/vDDDxNFEXfddddm3sKGolwuMzg4yAsvvMDjjz+elD7uuOMOTNPka1/7WnLs888/z8mTJ7n77rsBNQbPPPPMvEnvoYceolQqLVowLnUsNw6gMkH33nsvlmXxhS98YR6HAq6ccVhuDP7zf/7P/PCHP+Spp55K/gF85CMf4ROf+ARw5Y/B7t272bp166I260OHDrFr1y7gypkTYPlxuBLmRikl7373u/nc5z7Hww8/zJ49e+a9vlFz39133z3vHJ1jOue4rHGx2dopzo16vS6ffPJJ+eSTT0pA/tEf/ZF88skn5YkTJ6SUUr761a+WN9xwg/z6178ujx49Kj/xiU/ITCYj/9t/+29SSik9z5P79++Xr3zlK+Wjjz4qDx8+LD/84Q9LIYT8+7//++R97r//fnnbbbfJRx99VH7729+WV111lXzLW95yUe55Ic41Bp/5zGfk17/+dXnkyBH5+c9/Xu7atUu+8Y1vnHeOX/7lX5Y7d+6UDz/8sHz88cfl3XffLe++++7k9SAI5I033ijvvfde+dRTT8kHH3xQDg4Oyve9730X9F5XwnrHoVqtyrvuukvedNNN8vDhw3J0dDT5FwSBlPLSH4eNeBYWggUdRy+GMfjIRz4iS6WS/OxnPytfeOEF+f73v19mMhl5+PDh5JhLeU6Qcv3jcCXMjb/yK78iy+Wy/MY3vjHv+9xqtZJjNmLuO3r0qMzlcvLXfu3X5MGDB+XHPvYxqeu6fPDBBy/o/W4G0kDoMsDXv/51CSz697a3vU1KKeXo6Kj8hV/4Bbl161aZyWTkNddcI//wD/9QRlGUnOPQoUPyjW98oxwaGpK5XE7efPPNi1pGp6en5Vve8hZZKBRkqVSSb3/722W9Xr+Qt7oszjUGf/zHfyy3b98uTdOUO3fulO9///sXtTm32235b//tv5W9vb0yl8vJn/qpn5Kjo6Pzjjl+/Lh83eteJ7PZrBwYGJD/8T/+x6St/FLAesdhub8H5LFjx5LjLuVx2IhnYSEWBkJSvjjG4EMf+pDcvn27zOVy8u6775b/9E//NO/1S3lOkHJjxuFynxuX+z5/4hOfSI7ZqLnv61//urz11lulZVly7969897jcoaQUsqNzjKlSJEiRYoUKVJcDkg5QilSpEiRIkWKFy3SQChFihQpUqRI8aJFGgilSJEiRYoUKV60SAOhFClSpEiRIsWLFmkglCJFihQpUqR40SINhFKkSJEiRYoUL1qkgVCKFClSpEiR4kWLNBBKkSJFihQpUrxokQZCKVKkSJEiRYoXLdJAKEWKFClSpEjxokUaCKVIkSJFihQpXrRIA6EUKVKkSJEixYsW/x/Qz+L2QFtzfQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"YearBuilt\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "5be25dd0", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable YearBuilt sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de YearBuilt\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "id": "a5c66d3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1950 178\n", + "2006 97\n", + "2007 76\n", + "2005 73\n", + "2004 62\n", + " ... \n", + "2010 6\n", + "1986 5\n", + "1952 5\n", + "1983 5\n", + "1951 4\n", + "Name: YearRemodAdd, Length: 61, dtype: int64" + ] + }, + "execution_count": 97, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearRemodAdd\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "5a67408d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1460.000000\n", + "mean 1984.865753\n", + "std 20.645407\n", + "min 1950.000000\n", + "25% 1967.000000\n", + "50% 1994.000000\n", + "75% 2004.000000\n", + "max 2010.000000\n", + "Name: YearRemodAdd, dtype: float64" + ] + }, + "execution_count": 98, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"YearRemodAdd\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "id": "7db6ac71", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "377\n", + "1.6869971835108562e-21\n" + ] + } + ], + "source": [ + "recent_remod = data[data[\"YearRemodAdd\"] >= 2004]\n", + "print(len(recent_remod))\n", + "t, p = stats.ttest_1samp(recent_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "74ce8b18", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "376\n", + "7.93370608176495e-90\n" + ] + } + ], + "source": [ + "ancient_remod = data[data[\"YearRemodAdd\"] <= 1967]\n", + "print(len(ancient_remod))\n", + "t, p = stats.ttest_1samp(ancient_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "6128f6b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10.134235619498003, 3.894071411802755e-24)" + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(recent_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "id": "c00e8255", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-26.9696301855891, 3.357732141322015e-160)" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(ancient_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 173, + "id": "493666cb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 173, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"YearRemodAdd\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "9e3d69b9", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable YearRemodAdd sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de YearRemodAdd\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "a6e347f6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2005.0 65\n", + "2006.0 59\n", + "2004.0 53\n", + "2003.0 50\n", + "2007.0 49\n", + " ..\n", + "1927.0 1\n", + "1900.0 1\n", + "1906.0 1\n", + "1908.0 1\n", + "1933.0 1\n", + "Name: GarageYrBlt, Length: 97, dtype: int64" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageYrBlt\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "5fd59257", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 1379.000000\n", + "mean 1978.506164\n", + "std 24.689725\n", + "min 1900.000000\n", + "25% 1961.000000\n", + "50% 1980.000000\n", + "75% 2002.000000\n", + "max 2010.000000\n", + "Name: GarageYrBlt, dtype: float64" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data[\"GarageYrBlt\"].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "id": "87b07e26", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "355\n", + "1.6441527833076308e-32\n" + ] + } + ], + "source": [ + "recent_grg_remod = data[data[\"GarageYrBlt\"] >= 2002]\n", + "print(len(recent_grg_remod))\n", + "t, p = stats.ttest_1samp(recent_grg_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "id": "2698f764", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "347\n", + "1.7152711648536816e-42\n" + ] + } + ], + "source": [ + "ancient_grg_remod = data[data[\"GarageYrBlt\"] <= 1961]\n", + "print(len(ancient_grg_remod))\n", + "t, p = stats.ttest_1samp(ancient_grg_remod[\"SalePrice\"], data[\"SalePrice\"].mean())\n", + "print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "7ca5b2d9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13.16945262258481, 1.3154793288899487e-39)" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(recent_grg_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "01075f99", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(-15.743217434477366, 7.645535023636213e-56)" + ] + }, + "execution_count": 109, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ztest(ancient_grg_remod[\"SalePrice\"], value = mu)" + ] + }, + { + "cell_type": "code", + "execution_count": 174, + "id": "08bd0bee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 174, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter(data[\"GarageYrBlt\"], data[\"SalePrice\"], alpha = 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "bd9e832f", + "metadata": {}, + "outputs": [], + "source": [ + "# La variable GarageYrBlt sí afecta a SalePrice. Si hacemos ttest y ztest con el percentil más alto y más bajo de GarageYrBlt\n", + "# el p value siempre da por debajo de 0.05" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "59bd244f", + "metadata": {}, + "outputs": [], + "source": [ + "# Having tested all selected variables, we've been able to ascertain that they all have an effect on SalePrice, so we'll\n", + "# build our linear regression model using all of them" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "48d97da9", + "metadata": {}, + "outputs": [], + "source": [ + "df_for_model = data[['OverallQual', 'GrLivArea', 'GarageCars', 'GarageArea', 'TotalBsmtSF', \n", + " '1stFlrSF', 'FullBath', 'TotRmsAbvGrd', 'YearBuilt', 'YearRemodAdd', \n", + " 'GarageYrBlt', 'MasVnrArea', 'Fireplaces', \"SalePrice\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "a18e848f", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 1460 entries, 0 to 1459\n", + "Data columns (total 14 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1460 non-null int64 \n", + " 1 GrLivArea 1460 non-null int64 \n", + " 2 GarageCars 1460 non-null int64 \n", + " 3 GarageArea 1460 non-null int64 \n", + " 4 TotalBsmtSF 1460 non-null int64 \n", + " 5 1stFlrSF 1460 non-null int64 \n", + " 6 FullBath 1460 non-null int64 \n", + " 7 TotRmsAbvGrd 1460 non-null int64 \n", + " 8 YearBuilt 1460 non-null int64 \n", + " 9 YearRemodAdd 1460 non-null int64 \n", + " 10 GarageYrBlt 1379 non-null float64\n", + " 11 MasVnrArea 1452 non-null float64\n", + " 12 Fireplaces 1460 non-null int64 \n", + " 13 SalePrice 1460 non-null int64 \n", + "dtypes: float64(2), int64(12)\n", + "memory usage: 159.8 KB\n" + ] + } + ], + "source": [ + "df_for_model.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "0939aaf8", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\tglhi\\AppData\\Local\\Temp\\ipykernel_9824\\2918446350.py:1: SettingWithCopyWarning: \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", + " df_for_model.dropna(how = \"any\", inplace = True)\n" + ] + } + ], + "source": [ + "df_for_model.dropna(how = \"any\", inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "70c7e187", + "metadata": {}, + "outputs": [], + "source": [ + "y = pd.Series(df_for_model[\"SalePrice\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "63faa81b", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1371 entries, 0 to 1459\n", + "Series name: SalePrice\n", + "Non-Null Count Dtype\n", + "-------------- -----\n", + "1371 non-null int64\n", + "dtypes: int64(1)\n", + "memory usage: 21.4 KB\n" + ] + } + ], + "source": [ + "y.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "bca45330", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\tglhi\\AppData\\Local\\Temp\\ipykernel_9824\\408252902.py:1: SettingWithCopyWarning: \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", + " df_for_model.drop(columns = [\"SalePrice\"], inplace = True)\n" + ] + } + ], + "source": [ + "df_for_model.drop(columns = [\"SalePrice\"], inplace = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "f0f24146", + "metadata": {}, + "outputs": [], + "source": [ + "tito_model = LinearRegression()" + ] + }, + { + "cell_type": "code", + "execution_count": 118, + "id": "7eb447e7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
LinearRegression()
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" + ], + "text/plain": [ + " OverallQual GrLivArea GarageCars GarageArea TotalBsmtSF 1stFlrSF \\\n", + "0 5 896 1.0 730.0 882.0 896 \n", + "1 6 1329 1.0 312.0 1329.0 1329 \n", + "2 5 1629 2.0 482.0 928.0 928 \n", + "3 6 1604 2.0 470.0 926.0 926 \n", + "4 8 1280 2.0 506.0 1280.0 1280 \n", + "\n", + " FullBath TotRmsAbvGrd YearBuilt YearRemodAdd GarageYrBlt MasVnrArea \\\n", + "0 1 5 1961 1961 1961.0 0.0 \n", + "1 1 6 1958 1958 1958.0 108.0 \n", + "2 2 6 1997 1998 1997.0 0.0 \n", + "3 2 7 1998 1998 1998.0 20.0 \n", + "4 2 5 1992 1992 1992.0 0.0 \n", + "\n", + " Fireplaces \n", + "0 0 \n", + "1 0 \n", + "2 1 \n", + "3 1 \n", + "4 0 " + ] + }, + "execution_count": 154, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "final_test_df_for_model.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 155, + "id": "26938405", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1366 entries, 0 to 1458\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 OverallQual 1366 non-null int64 \n", + " 1 GrLivArea 1366 non-null int64 \n", + " 2 GarageCars 1366 non-null float64\n", + " 3 GarageArea 1366 non-null float64\n", + " 4 TotalBsmtSF 1366 non-null float64\n", + " 5 1stFlrSF 1366 non-null int64 \n", + " 6 FullBath 1366 non-null int64 \n", + " 7 TotRmsAbvGrd 1366 non-null int64 \n", + " 8 YearBuilt 1366 non-null int64 \n", + " 9 YearRemodAdd 1366 non-null int64 \n", + " 10 GarageYrBlt 1366 non-null float64\n", + " 11 MasVnrArea 1366 non-null float64\n", + " 12 Fireplaces 1366 non-null int64 \n", + "dtypes: float64(5), int64(8)\n", + "memory usage: 149.4 KB\n" + ] + } + ], + "source": [ + "final_test_df_for_model.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 156, + "id": "f8afab0e", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 1366 entries, 0 to 1458\n", + "Series name: SalePrice\n", + "Non-Null Count Dtype \n", + "-------------- ----- \n", + "1366 non-null float64\n", + "dtypes: float64(1)\n", + "memory usage: 21.3 KB\n" + ] + } + ], + "source": [ + "test_y.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "id": "5078703f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-15.966630830044434" + ] + }, + "execution_count": 157, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tito_model.score(final_test_df_for_model, test_y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f44e5e78", + "metadata": {}, + "outputs": [], + "source": [ + "tito_model.score(test_df_for_model, y)" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "id": "13d686be", + "metadata": {}, + "outputs": [], + "source": [ + "test_valores = final_test_df_for_model.iloc[[10,15,20,25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "id": "0b42ff94", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "10 157933.279456\n", + "15 179460.965187\n", + "20 186544.114328\n", + "25 174350.470677\n", + "Name: SalePrice, dtype: float64" + ] + }, + "execution_count": 159, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "test_y.iloc[[10,15,20,25]]" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "id": "d1bd03da", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([207537.28026714, 327816.51876405, 302149.50645513, 212405.85547109])" + ] + }, + "execution_count": 160, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tito_model.predict(test_valores)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "53cf2ba3", + "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": "3.8.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}